From 9ae20164078497f8148b304dc7804af234d62e3b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 6 Sep 2021 09:06:40 +0200
Subject: [PATCH 0001/1078] Bump setuptools-scm from 6.0.1 to 6.3.1 (#827)

Bumps [setuptools-scm](https://github.com/pypa/setuptools_scm) from 6.0.1 to 6.3.1.
- [Release notes](https://github.com/pypa/setuptools_scm/releases)
- [Changelog](https://github.com/pypa/setuptools_scm/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pypa/setuptools_scm/compare/v6.0.1...v6.3.1)

---
updated-dependencies:
- dependency-name: setuptools-scm
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 1c5f810fea..50b076fce9 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -3,6 +3,6 @@ asciitree==0.3.3
 fasteners==0.16.3
 numcodecs==0.8.1
 msgpack-python==0.5.6
-setuptools-scm==6.0.1
+setuptools-scm==6.3.1
 # test requirements
 pytest==6.2.5

From ad5d97afca14638f822e7ffd9efb205deb4b68aa Mon Sep 17 00:00:00 2001
From: jmoore <josh@glencoesoftware.com>
Date: Thu, 9 Sep 2021 17:27:35 +0200
Subject: [PATCH 0002/1078] Add FUNDING.yml for NumFOCUS button on GitHub

---
 FUNDING.yml | 2 ++
 1 file changed, 2 insertions(+)
 create mode 100644 FUNDING.yml

diff --git a/FUNDING.yml b/FUNDING.yml
new file mode 100644
index 0000000000..a2faf1a285
--- /dev/null
+++ b/FUNDING.yml
@@ -0,0 +1,2 @@
+github: [numfocus]
+custom: ['https://numfocus.org/donate-to-zarr']

From 5b0437537dc6e9067c9627857aacfc7e873439ac Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 13 Sep 2021 10:04:13 +0200
Subject: [PATCH 0003/1078] Bump setuptools-scm from 6.3.1 to 6.3.2 (#830)

Bumps [setuptools-scm](https://github.com/pypa/setuptools_scm) from 6.3.1 to 6.3.2.
- [Release notes](https://github.com/pypa/setuptools_scm/releases)
- [Changelog](https://github.com/pypa/setuptools_scm/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pypa/setuptools_scm/compare/v6.3.1...v6.3.2)

---
updated-dependencies:
- dependency-name: setuptools-scm
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 50b076fce9..12ae808ce6 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -3,6 +3,6 @@ asciitree==0.3.3
 fasteners==0.16.3
 numcodecs==0.8.1
 msgpack-python==0.5.6
-setuptools-scm==6.3.1
+setuptools-scm==6.3.2
 # test requirements
 pytest==6.2.5

From 7ec8c640f81db2c32a829ea6d0ea44bdb8ce235d Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 17 Sep 2021 09:34:00 +0200
Subject: [PATCH 0004/1078] Bump tox from 3.24.3 to 3.24.4 (#833)

Bumps [tox](https://github.com/tox-dev/tox) from 3.24.3 to 3.24.4.
- [Release notes](https://github.com/tox-dev/tox/releases)
- [Changelog](https://github.com/tox-dev/tox/blob/master/docs/changelog.rst)
- [Commits](https://github.com/tox-dev/tox/compare/3.24.3...3.24.4)

---
updated-dependencies:
- dependency-name: tox
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index f4f1c59e90..e2d5da4a48 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -12,7 +12,7 @@ types-redis
 types-setuptools
 pymongo==3.12.0
 # optional test requirements
-tox==3.24.3
+tox==3.24.4
 coverage
 flake8==3.9.2
 pytest-cov==2.12.1

From be3d657484590adacaedf980a2951ddfa92b68b8 Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Fri, 17 Sep 2021 21:01:05 +0200
Subject: [PATCH 0005/1078] Ignore None dim_separators in save_array (fix #831)
 (#832)

* Ignore None dim_separators in save_array (fix #831)

If a store does not have a `dimension_separator` set,
then requesting a non-`None` value should not be an
error.

* Fix flake8
---
 zarr/creation.py               |  5 +++--
 zarr/tests/test_convenience.py | 12 ++++++++++++
 2 files changed, 15 insertions(+), 2 deletions(-)

diff --git a/zarr/creation.py b/zarr/creation.py
index 28f3b7b89d..0e2d2041ba 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -126,11 +126,12 @@ def create(shape, chunks=True, dtype=None, compressor='default',
     if dimension_separator is None:
         dimension_separator = getattr(store, "_dimension_separator", None)
     else:
-        if getattr(store, "_dimension_separator", None) != dimension_separator:
+        store_separator = getattr(store, "_dimension_separator", None)
+        if store_separator not in (None, dimension_separator):
             raise ValueError(
                 f"Specified dimension_separtor: {dimension_separator}"
                 f"conflicts with store's separator: "
-                f"{store._dimension_separator}")
+                f"{store_separator}")
     dimension_separator = normalize_dimension_separator(dimension_separator)
 
     # initialize array metadata
diff --git a/zarr/tests/test_convenience.py b/zarr/tests/test_convenience.py
index a5ac40e371..d2bd91038b 100644
--- a/zarr/tests/test_convenience.py
+++ b/zarr/tests/test_convenience.py
@@ -18,6 +18,7 @@
     open_consolidated,
     save,
     save_group,
+    save_array,
     copy_all,
 )
 from zarr.core import Array
@@ -225,6 +226,17 @@ def test_consolidated_with_chunk_store():
                       chunk_store=chunk_store)
 
 
+@pytest.mark.parametrize("options", (
+    {"dimension_separator": "/"},
+    {"dimension_separator": "."},
+    {"dimension_separator": None},
+))
+def test_save_array_separator(tmpdir, options):
+    data = np.arange(6).reshape((3, 2))
+    url = tmpdir.join("test.zarr")
+    save_array(url, data, **options)
+
+
 class TestCopyStore(unittest.TestCase):
 
     def setUp(self):

From dca87fcbe96ff3be5d74e662815ecb5e67ce9b28 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Sun, 19 Sep 2021 10:22:14 -0400
Subject: [PATCH 0006/1078] N5FSStore (#793)

* Drop skip_if_nested_chunks from test_storage.py

* Add failing nested test

* Make DirectoryStore dimension_separator aware

* Migrate key logic to core rather than storage

Previous tests (now commented out) used logic in the store
classes to convert "0/0" keys into "0.0" keys, forcing the
store to be aware of array details. This tries to swap the
logic so that stores are responsible for passing dimension
separator values down to the arrays only. Since arrays can
also get the dimension_separator value from a .zarray file
they are now in charge.

* Fix linting in new test

* Extend the test suite for dim_sep

* add n5fsstore and tests

* slightly smarter kwarg interception

* remove outdated unittest ref and fix the name of a test func

* fix massive string block and fix default key_separator kwarg for FSStore

* flake8

* promote n5store to toplevel import and fix examples in docstring

* Try fsspec 2021.7 (see #802)

* Revert "Try fsspec 2021.7 (see #802)"

This reverts commit 68adca50b62441dabc6b3f48364fe3dcf35eeb69.

* Add missing core tests for N5FSStore, and rchanges required for making them pass

* tmp: debug

* uncomment N5 chunk ordering test

* more commented tests get uncommented

* add dimension_separator to array metadata adaptor

* Revert "tmp: debug"

This reverts commit ee9cdbc3f18626005e39f36c4e28a8f11d3ed3e9.

* Attempt failed: keeping '.' and switching

* Revert "Attempt failed: keeping '.' and switching"

This reverts commit 51b31094d7d31519d5db894153ad96b8944746f1.

* regex: attempt failed due to slight diff in files

* Revert "regex: attempt failed due to slight diff in files"

This reverts commit 3daea7c534cc599830a60db7e14f2610fce793e9.

* N5: use "." internally for dimension separation

This allows N5 to detect the split between key and chunks
and pre-process them (re-ordering and changing the separator).

see: #773 #793

* move FSSpec import guard

* remove os.path.sep concatenation in listdir that was erroring a test, and add a mea culpa docstring about the dimension_separator for n5 stores

* resolve merge conflicts in favor of upstream

* make listdir implementation for n5fsstore look more like fsstore's listdir, and add crucial lstrip

* Update hexdigest tests for N5Stores to account for the presence of the dimension_separator keyword now present in metadata

* Add tests for dimension_separator in array meta for N5Stores

* N5FSStore: try to increase code coverage

 * Adds a test for the dimension_separator warning
 * uses the parent test_complex for listdir
 * "nocover" the import error since fsspec is ever present

* flake8

* add chunk nesting test to N5FSStore test suite

* make array_meta_key, group_meta_key, attrs_key private

* N5FSStore: Remove ImportError test

FSStore only throws ModuleNotFoundError on initialization
rather than on import. Therefore N5FSStore does the same.
If this *weren't* the case, then the import in zarr/init
would need to test the import as well, which isn't the case.

Co-authored-by: jmoore <josh@glencoesoftware.com>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
---
 zarr/__init__.py           |   2 +-
 zarr/n5.py                 | 294 ++++++++++++++++++++++++++++++++++++-
 zarr/storage.py            |  19 ++-
 zarr/tests/test_core.py    |  30 +++-
 zarr/tests/test_storage.py | 152 +++++++++++++++++--
 5 files changed, 466 insertions(+), 31 deletions(-)

diff --git a/zarr/__init__.py b/zarr/__init__.py
index 8079bab071..7558ce77de 100644
--- a/zarr/__init__.py
+++ b/zarr/__init__.py
@@ -9,7 +9,7 @@
                            zeros_like)
 from zarr.errors import CopyError, MetadataError
 from zarr.hierarchy import Group, group, open_group
-from zarr.n5 import N5Store
+from zarr.n5 import N5Store, N5FSStore
 from zarr.storage import (ABSStore, DBMStore, DictStore, DirectoryStore,
                           LMDBStore, LRUStoreCache, MemoryStore, MongoDBStore,
                           NestedDirectoryStore, RedisStore, SQLiteStore,
diff --git a/zarr/n5.py b/zarr/n5.py
index 45e2cdda95..797558fa2d 100644
--- a/zarr/n5.py
+++ b/zarr/n5.py
@@ -11,7 +11,8 @@
 from numcodecs.registry import get_codec, register_codec
 
 from .meta import ZARR_FORMAT, json_dumps, json_loads
-from .storage import NestedDirectoryStore, _prog_ckey, _prog_number
+from .storage import FSStore
+from .storage import NestedDirectoryStore, _prog_ckey, _prog_number, normalize_storage_path
 from .storage import array_meta_key as zarr_array_meta_key
 from .storage import attrs_key as zarr_attrs_key
 from .storage import group_meta_key as zarr_group_meta_key
@@ -281,12 +282,298 @@ def _contains_attrs(self, path):
         return len(attrs) > 0
 
 
+class N5FSStore(FSStore):
+    """Implentation of the N5 format (https://github.com/saalfeldlab/n5) using `fsspec`,
+    which allows storage on a variety of filesystems. Based on `zarr.N5Store`.
+    Parameters
+    ----------
+    path : string
+        Location of directory to use as the root of the storage hierarchy.
+    normalize_keys : bool, optional
+        If True, all store keys will be normalized to use lower case characters
+        (e.g. 'foo' and 'FOO' will be treated as equivalent). This can be
+        useful to avoid potential discrepancies between case-senstive and
+        case-insensitive file system. Default value is False.
+
+    Examples
+    --------
+    Store a single array::
+
+        >>> import zarr
+        >>> store = zarr.N5FSStore('data/array.n5', auto_mkdir=True)
+        >>> z = zarr.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
+        >>> z[...] = 42
+
+    Store a group::
+
+        >>> store = zarr.N5FSStore('data/group.n5', auto_mkdir=True)
+        >>> root = zarr.group(store=store, overwrite=True)
+        >>> foo = root.create_group('foo')
+        >>> bar = foo.zeros('bar', shape=(10, 10), chunks=(5, 5))
+        >>> bar[...] = 42
+
+    Notes
+    -----
+    This is an experimental feature.
+    Safe to write in multiple threads or processes.
+
+    Be advised that the `_dimension_separator` property of this store
+    (and arrays it creates) is ".", but chunks saved by this store will
+    in fact be "/" separated, as proscribed by the N5 format.
+
+    This is counter-intuitive (to say the least), but not arbitrary.
+    Chunks in N5 format are stored with reversed dimension order
+    relative to Zarr chunks: a chunk of a 3D Zarr array would be stored
+    on a file system as `/0/1/2`, but in N5 the same chunk would be
+    stored as `/2/1/0`. Therefore, stores targeting N5 must intercept
+    chunk keys and flip the order of the dimensions before writing to
+    storage, and this procedure requires chunk keys with "." separated
+    dimensions, hence the Zarr arrays targeting N5 have the deceptive
+    "." dimension separator.
+    """
+    _array_meta_key = 'attributes.json'
+    _group_meta_key = 'attributes.json'
+    _attrs_key = 'attributes.json'
+
+    def __init__(self, *args, **kwargs):
+        if 'dimension_separator' in kwargs:
+            kwargs.pop('dimension_separator')
+            warnings.warn('Keyword argument `dimension_separator` will be ignored')
+        dimension_separator = "."
+        super().__init__(*args, dimension_separator=dimension_separator, **kwargs)
+
+    def _swap_separator(self, key):
+        segments = list(key.split('/'))
+        if segments:
+            last_segment = segments[-1]
+            if _prog_ckey.match(last_segment):
+                coords = list(last_segment.split('.'))
+                last_segment = '/'.join(coords[::-1])
+                segments = segments[:-1] + [last_segment]
+                key = '/'.join(segments)
+        return key
+
+    def _normalize_key(self, key):
+        if is_chunk_key(key):
+            key = invert_chunk_coords(key)
+
+        key = normalize_storage_path(key).lstrip("/")
+        if key:
+            *bits, end = key.split("/")
+
+            if end not in (self._array_meta_key, self._group_meta_key, self._attrs_key):
+                end = end.replace(".", "/")
+                key = "/".join(bits + [end])
+        return key.lower() if self.normalize_keys else key
+
+    def __getitem__(self, key):
+        if key.endswith(zarr_group_meta_key):
+
+            key = key.replace(zarr_group_meta_key, self._group_meta_key)
+            value = group_metadata_to_zarr(self._load_n5_attrs(key))
+
+            return json_dumps(value)
+
+        elif key.endswith(zarr_array_meta_key):
+
+            key = key.replace(zarr_array_meta_key, self._array_meta_key)
+            value = array_metadata_to_zarr(self._load_n5_attrs(key))
+
+            return json_dumps(value)
+
+        elif key.endswith(zarr_attrs_key):
+
+            key = key.replace(zarr_attrs_key, self._attrs_key)
+            value = attrs_to_zarr(self._load_n5_attrs(key))
+
+            if len(value) == 0:
+                raise KeyError(key)
+            else:
+                return json_dumps(value)
+
+        elif is_chunk_key(key):
+            key = self._swap_separator(key)
+
+        return super().__getitem__(key)
+
+    def __setitem__(self, key, value):
+        if key.endswith(zarr_group_meta_key):
+
+            key = key.replace(zarr_group_meta_key, self._group_meta_key)
+
+            n5_attrs = self._load_n5_attrs(key)
+            n5_attrs.update(**group_metadata_to_n5(json_loads(value)))
+
+            value = json_dumps(n5_attrs)
+
+        elif key.endswith(zarr_array_meta_key):
+
+            key = key.replace(zarr_array_meta_key, self._array_meta_key)
+
+            n5_attrs = self._load_n5_attrs(key)
+            n5_attrs.update(**array_metadata_to_n5(json_loads(value)))
+
+            value = json_dumps(n5_attrs)
+
+        elif key.endswith(zarr_attrs_key):
+
+            key = key.replace(zarr_attrs_key, self._attrs_key)
+
+            n5_attrs = self._load_n5_attrs(key)
+            zarr_attrs = json_loads(value)
+
+            for k in n5_keywords:
+                if k in zarr_attrs.keys():
+                    raise ValueError(
+                        "Can not set attribute %s, this is a reserved N5 keyword" % k
+                    )
+
+            # replace previous user attributes
+            for k in list(n5_attrs.keys()):
+                if k not in n5_keywords:
+                    del n5_attrs[k]
+
+            # add new user attributes
+            n5_attrs.update(**zarr_attrs)
+
+            value = json_dumps(n5_attrs)
+
+        elif is_chunk_key(key):
+            key = self._swap_separator(key)
+
+        super().__setitem__(key, value)
+
+    def __delitem__(self, key):
+
+        if key.endswith(zarr_group_meta_key):  # pragma: no cover
+            key = key.replace(zarr_group_meta_key, self._group_meta_key)
+        elif key.endswith(zarr_array_meta_key):  # pragma: no cover
+            key = key.replace(zarr_array_meta_key, self._array_meta_key)
+        elif key.endswith(zarr_attrs_key):  # pragma: no cover
+            key = key.replace(zarr_attrs_key, self._attrs_key)
+        elif is_chunk_key(key):
+            key = self._swap_separator(key)
+
+        super().__delitem__(key)
+
+    def __contains__(self, key):
+        if key.endswith(zarr_group_meta_key):
+
+            key = key.replace(zarr_group_meta_key, self._group_meta_key)
+            if key not in self:
+                return False
+            # group if not a dataset (attributes do not contain 'dimensions')
+            return "dimensions" not in self._load_n5_attrs(key)
+
+        elif key.endswith(zarr_array_meta_key):
+
+            key = key.replace(zarr_array_meta_key, self._array_meta_key)
+            # array if attributes contain 'dimensions'
+            return "dimensions" in self._load_n5_attrs(key)
+
+        elif key.endswith(zarr_attrs_key):
+
+            key = key.replace(zarr_attrs_key, self._attrs_key)
+            return self._contains_attrs(key)
+
+        elif is_chunk_key(key):
+            key = self._swap_separator(key)
+
+        return super().__contains__(key)
+
+    def __eq__(self, other):
+        return isinstance(other, N5FSStore) and self.path == other.path
+
+    def listdir(self, path=None):
+        if path is not None:
+            path = invert_chunk_coords(path)
+
+        # We can't use NestedDirectoryStore's listdir, as it requires
+        # array_meta_key to be present in array directories, which this store
+        # doesn't provide.
+        children = super().listdir(path=path)
+        if self._is_array(path):
+
+            # replace n5 attribute file with respective zarr attribute files
+            children.remove(self._array_meta_key)
+            children.append(zarr_array_meta_key)
+            if self._contains_attrs(path):
+                children.append(zarr_attrs_key)
+
+            # special handling of directories containing an array to map
+            # inverted nested chunk keys back to standard chunk keys
+            new_children = []
+            root_path = self.dir_path(path)
+            for entry in children:
+                entry_path = os.path.join(root_path, entry)
+                if _prog_number.match(entry) and self.fs.isdir(entry_path):
+                    for file_name in self.fs.find(entry_path):
+                        file_path = os.path.join(root_path, file_name)
+                        rel_path = file_path.split(root_path)[1]
+                        new_child = rel_path.lstrip('/').replace('/', ".")
+                        new_children.append(invert_chunk_coords(new_child))
+                else:
+                    new_children.append(entry)
+            return sorted(new_children)
+
+        elif self._is_group(path):
+
+            # replace n5 attribute file with respective zarr attribute files
+            children.remove(self._group_meta_key)
+            children.append(zarr_group_meta_key)
+            if self._contains_attrs(path):  # pragma: no cover
+                children.append(zarr_attrs_key)
+            return sorted(children)
+        else:
+            return children
+
+    def _load_n5_attrs(self, path):
+        try:
+            s = super().__getitem__(path)
+            return json_loads(s)
+        except KeyError:
+            return {}
+
+    def _is_group(self, path):
+
+        if path is None:
+            attrs_key = self._attrs_key
+        else:
+            attrs_key = os.path.join(path, self._attrs_key)
+
+        n5_attrs = self._load_n5_attrs(attrs_key)
+        return len(n5_attrs) > 0 and "dimensions" not in n5_attrs
+
+    def _is_array(self, path):
+
+        if path is None:
+            attrs_key = self._attrs_key
+        else:
+            attrs_key = os.path.join(path, self._attrs_key)
+
+        return "dimensions" in self._load_n5_attrs(attrs_key)
+
+    def _contains_attrs(self, path):
+
+        if path is None:
+            attrs_key = self._attrs_key
+        else:
+            if not path.endswith(self._attrs_key):
+                attrs_key = os.path.join(path, self._attrs_key)
+            else:  # pragma: no cover
+                attrs_key = path
+
+        attrs = attrs_to_zarr(self._load_n5_attrs(attrs_key))
+        return len(attrs) > 0
+
+
 def is_chunk_key(key):
+    rv = False
     segments = list(key.split('/'))
     if segments:
         last_segment = segments[-1]
-        return _prog_ckey.match(last_segment)
-    return False  # pragma: no cover
+        rv = _prog_ckey.match(last_segment)
+    return rv
 
 
 def invert_chunk_coords(key):
@@ -373,6 +660,7 @@ def array_metadata_to_zarr(array_metadata):
     array_metadata['fill_value'] = 0  # also if None was requested
     array_metadata['order'] = 'C'
     array_metadata['filters'] = []
+    array_metadata['dimension_separator'] = '.'
 
     compressor_config = array_metadata['compressor']
     compressor_config = compressor_config_to_zarr(compressor_config)
diff --git a/zarr/storage.py b/zarr/storage.py
index 6ca6271dbf..395551687f 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -1065,22 +1065,28 @@ class FSStore(MutableMapping):
         Separator placed between the dimensions of a chunk.
     storage_options : passed to the fsspec implementation
     """
+    _array_meta_key = array_meta_key
+    _group_meta_key = group_meta_key
+    _attrs_key = attrs_key
 
-    _META_KEYS = (attrs_key, group_meta_key, array_meta_key)
-
-    def __init__(self, url, normalize_keys=False, key_separator=None,
+    def __init__(self, url, normalize_keys=True, key_separator=None,
                  mode='w',
                  exceptions=(KeyError, PermissionError, IOError),
                  dimension_separator=None,
                  **storage_options):
         import fsspec
         self.normalize_keys = normalize_keys
+
+        protocol, _ = fsspec.core.split_protocol(url)
+        # set auto_mkdir to True for local file system
+        if protocol in (None, "file") and not storage_options.get("auto_mkdir"):
+            storage_options["auto_mkdir"] = True
+
         self.map = fsspec.get_mapper(url, **storage_options)
         self.fs = self.map.fs  # for direct operations
         self.path = self.fs._strip_protocol(url)
         self.mode = mode
         self.exceptions = exceptions
-
         # For backwards compatibility. Guaranteed to be non-None
         if key_separator is not None:
             dimension_separator = key_separator
@@ -1091,7 +1097,6 @@ def __init__(self, url, normalize_keys=False, key_separator=None,
 
         # Pass attributes to array creation
         self._dimension_separator = dimension_separator
-
         if self.fs.exists(self.path) and not self.fs.isdir(self.path):
             raise FSPathExistNotDir(url)
 
@@ -1100,7 +1105,7 @@ def _normalize_key(self, key):
         if key:
             *bits, end = key.split('/')
 
-            if end not in FSStore._META_KEYS:
+            if end not in (self._array_meta_key, self._group_meta_key, self._attrs_key):
                 end = end.replace('.', self.key_separator)
                 key = '/'.join(bits + [end])
 
@@ -1178,7 +1183,7 @@ def listdir(self, path=None):
             if self.key_separator != "/":
                 return children
             else:
-                if array_meta_key in children:
+                if self._array_meta_key in children:
                     # special handling of directories containing an array to map nested chunk
                     # keys back to standard chunk keys
                     new_children = []
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 9043a32a51..be2feffe8a 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -19,7 +19,7 @@
 
 from zarr.core import Array
 from zarr.meta import json_loads
-from zarr.n5 import N5Store, n5_keywords
+from zarr.n5 import N5Store, N5FSStore, n5_keywords
 from zarr.storage import (
     ABSStore,
     DBMStore,
@@ -1984,12 +1984,12 @@ def test_compressors(self):
 
     def expected(self):
         return [
-            'c6b83adfad999fbd865057531d749d87cf138f58',
-            'a3d6d187536ecc3a9dd6897df55d258e2f52f9c5',
-            'ec2e008525ae09616dbc1d2408cbdb42532005c8',
-            'b63f031031dcd5248785616edcb2d6fe68203c28',
-            '0cfc673215a8292a87f3c505e2402ce75243c601',
-        ]
+           '4e9cf910000506455f82a70938a272a3fce932e5',
+           'f9d4cbf1402901f63dea7acf764d2546e4b6aa38',
+           '1d8199f5f7b70d61aa0d29cc375212c3df07d50a',
+           '874880f91aa6736825584509144afe6b06b0c05c',
+           'e2258fedc74752196a8c8383db49e27193c995e2',
+           ]
 
     def test_hexdigest(self):
         found = []
@@ -2018,6 +2018,22 @@ def test_hexdigest(self):
         assert self.expected() == found
 
 
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestArrayWithN5FSStore(TestArrayWithN5Store):
+
+    @staticmethod
+    def create_array(read_only=False, **kwargs):
+        path = mkdtemp()
+        atexit.register(shutil.rmtree, path)
+        store = N5FSStore(path)
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        kwargs.setdefault('compressor', Zlib(1))
+        init_array(store, **kwargs)
+        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
+                     cache_attrs=cache_attrs)
+
+
 class TestArrayWithDBMStore(TestArray):
 
     @staticmethod
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 4296ee6364..1412ec2099 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -23,7 +23,7 @@
 from zarr.meta import (ZARR_FORMAT, decode_array_metadata,
                        decode_group_metadata, encode_array_metadata,
                        encode_group_metadata)
-from zarr.n5 import N5Store
+from zarr.n5 import N5Store, N5FSStore
 from zarr.storage import (ABSStore, ConsolidatedMetadataStore, DBMStore,
                           DictStore, DirectoryStore, LMDBStore, LRUStoreCache,
                           MemoryStore, MongoDBStore, NestedDirectoryStore,
@@ -900,13 +900,20 @@ def mock_walker_no_slash(_path):
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestFSStore(StoreTests):
 
-    def create_store(self, normalize_keys=False, dimension_separator="."):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
+    def create_store(self, normalize_keys=False,
+                     dimension_separator=".",
+                     path=None,
+                     **kwargs):
+
+        if path is None:
+            path = tempfile.mkdtemp()
+            atexit.register(atexit_rmtree, path)
+
         store = FSStore(
             path,
             normalize_keys=normalize_keys,
-            dimension_separator=dimension_separator)
+            dimension_separator=dimension_separator,
+            **kwargs)
         return store
 
     def test_init_array(self):
@@ -937,8 +944,9 @@ def test_dimension_separator(self):
     def test_complex(self):
         path1 = tempfile.mkdtemp()
         path2 = tempfile.mkdtemp()
-        store = FSStore("simplecache::file://" + path1,
-                        simplecache={"same_names": True, "cache_storage": path2})
+        store = self.create_store(path="simplecache::file://" + path1,
+                                  simplecache={"same_names": True,
+                                               "cache_storage": path2})
         assert not store
         assert not os.listdir(path1)
         assert not os.listdir(path2)
@@ -949,6 +957,20 @@ def test_complex(self):
         assert store["foo"] == b"hello"
         assert 'foo' in os.listdir(path2)
 
+    def test_deep_ndim(self):
+        import zarr
+
+        store = self.create_store()
+        foo = zarr.open_group(store=store)
+        bar = foo.create_group("bar")
+        baz = bar.create_dataset("baz",
+                                 shape=(4, 4, 4),
+                                 chunks=(2, 2, 2),
+                                 dtype="i8")
+        baz[:] = 1
+        assert set(store.listdir()) == set([".zgroup", "bar"])
+        assert foo["bar"]["baz"][(0, 0, 0)] == 1
+
     def test_not_fsspec(self):
         import zarr
         path = tempfile.mkdtemp()
@@ -979,10 +1001,10 @@ def test_create(self):
     def test_read_only(self):
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
-        store = FSStore(path)
+        store = self.create_store(path=path)
         store['foo'] = b"bar"
 
-        store = FSStore(path, mode='r')
+        store = self.create_store(path=path, mode='r')
 
         with pytest.raises(PermissionError):
             store['foo'] = b"hex"
@@ -1000,11 +1022,11 @@ def test_read_only(self):
 
         filepath = os.path.join(path, "foo")
         with pytest.raises(ValueError):
-            FSStore(filepath, mode='r')
+            self.create_store(path=filepath, mode='r')
 
     def test_eq(self):
-        store1 = FSStore("anypath")
-        store2 = FSStore("anypath")
+        store1 = self.create_store(path="anypath")
+        store2 = self.create_store(path="anypath")
         assert store1 == store2
 
     @pytest.mark.usefixtures("s3")
@@ -1187,7 +1209,7 @@ def test_value_error(self):
 class TestN5Store(TestNestedDirectoryStore):
 
     def create_store(self, normalize_keys=False):
-        path = tempfile.mkdtemp(suffix='.n5')
+        path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
         store = N5Store(path, normalize_keys=normalize_keys)
         return store
@@ -1228,6 +1250,7 @@ def test_init_array(self):
         assert default_compressor.get_config() == compressor_config
         # N5Store always has a fill value of 0
         assert meta['fill_value'] == 0
+        assert meta['dimension_separator'] == '.'
 
     def test_init_array_path(self):
         path = 'foo/bar'
@@ -1297,6 +1320,109 @@ def test_filters(self):
                 init_array(store, shape=1000, chunks=100, filters=filters)
 
 
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestN5FSStore(TestFSStore):
+    def create_store(self, normalize_keys=False, path=None, **kwargs):
+
+        if path is None:
+            path = tempfile.mkdtemp()
+            atexit.register(atexit_rmtree, path)
+
+        store = N5FSStore(path, normalize_keys=normalize_keys, **kwargs)
+        return store
+
+    def test_equal(self):
+        store_a = self.create_store()
+        store_b = N5FSStore(store_a.path)
+        assert store_a == store_b
+
+    # This is copied wholesale from the N5Store tests. The same test could
+    # be run by making TestN5FSStore inherit from both TestFSStore and
+    # TestN5Store, but a direct copy is arguably more explicit.
+    def test_chunk_nesting(self):
+        store = self.create_store()
+        store['0.0'] = b'xxx'
+        assert '0.0' in store
+        assert b'xxx' == store['0.0']
+        # assert b'xxx' == store['0/0']
+        store['foo/10.20.30'] = b'yyy'
+        assert 'foo/10.20.30' in store
+        assert b'yyy' == store['foo/10.20.30']
+        # N5 reverses axis order
+        assert b'yyy' == store['foo/30/20/10']
+        store['42'] = b'zzz'
+        assert '42' in store
+        assert b'zzz' == store['42']
+
+    def test_init_array(self):
+        store = self.create_store()
+        init_array(store, shape=1000, chunks=100)
+
+        # check metadata
+        assert array_meta_key in store
+        meta = decode_array_metadata(store[array_meta_key])
+        assert ZARR_FORMAT == meta['zarr_format']
+        assert (1000,) == meta['shape']
+        assert (100,) == meta['chunks']
+        assert np.dtype(None) == meta['dtype']
+        # N5Store wraps the actual compressor
+        compressor_config = meta['compressor']['compressor_config']
+        assert default_compressor.get_config() == compressor_config
+        # N5Store always has a fill value of 0
+        assert meta['fill_value'] == 0
+        assert meta['dimension_separator'] == '.'
+
+    def test_init_array_path(self):
+        path = 'foo/bar'
+        store = self.create_store()
+        init_array(store, shape=1000, chunks=100, path=path)
+
+        # check metadata
+        key = path + '/' + array_meta_key
+        assert key in store
+        meta = decode_array_metadata(store[key])
+        assert ZARR_FORMAT == meta['zarr_format']
+        assert (1000,) == meta['shape']
+        assert (100,) == meta['chunks']
+        assert np.dtype(None) == meta['dtype']
+        # N5Store wraps the actual compressor
+        compressor_config = meta['compressor']['compressor_config']
+        assert default_compressor.get_config() == compressor_config
+        # N5Store always has a fill value of 0
+        assert meta['fill_value'] == 0
+
+    def test_init_array_compat(self):
+        store = self.create_store()
+        init_array(store, shape=1000, chunks=100, compressor='none')
+        meta = decode_array_metadata(store[array_meta_key])
+        # N5Store wraps the actual compressor
+        compressor_config = meta['compressor']['compressor_config']
+        assert compressor_config is None
+
+    def test_init_array_overwrite(self):
+        self._test_init_array_overwrite('C')
+
+    def test_init_array_overwrite_path(self):
+        self._test_init_array_overwrite_path('C')
+
+    def test_init_array_overwrite_chunk_store(self):
+        self._test_init_array_overwrite_chunk_store('C')
+
+    def test_init_group_overwrite(self):
+        self._test_init_group_overwrite('C')
+
+    def test_init_group_overwrite_path(self):
+        self._test_init_group_overwrite_path('C')
+
+    def test_init_group_overwrite_chunk_store(self):
+        self._test_init_group_overwrite_chunk_store('C')
+
+    def test_dimension_separator(self):
+
+        with pytest.warns(UserWarning, match='dimension_separator'):
+            self.create_store(dimension_separator='/')
+
+
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestNestedFSStore(TestNestedDirectoryStore):
 

From 5c0ef7ff56e957033bde3d6c57a485efb0490b52 Mon Sep 17 00:00:00 2001
From: jmoore <josh@glencoesoftware.com>
Date: Sun, 19 Sep 2021 16:41:24 +0200
Subject: [PATCH 0007/1078] 2.10.0 changelog

---
 docs/release.rst | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index cd782311d1..4d40c0a0b4 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,6 +6,23 @@ Release notes
 Unreleased
 ----------
 
+.. _release_2.10.0:
+
+2.10.0
+------
+
+Enhancements
+~~~~~~~~~~~~
+
+* Add N5FSStore.
+  By :user:`Davis Bennett <d-v-b>`; :issue:`793`.
+
+Bug fixes
+~~~~~~~~~
+
+* Ignore None dim_separators in save_array.
+  By :user:`Josh Moore <joshmoore>`; :issue:`831`.
+
 .. _release_2.9.5:
 
 2.9.5

From ce01a6d1c8169c73aaddda392ef504f948af71c7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 21 Sep 2021 09:58:49 +0200
Subject: [PATCH 0008/1078] Bump pytest-doctestplus from 0.10.1 to 0.11.0
 (#836)

Bumps [pytest-doctestplus](https://github.com/astropy/pytest-doctestplus) from 0.10.1 to 0.11.0.
- [Release notes](https://github.com/astropy/pytest-doctestplus/releases)
- [Changelog](https://github.com/astropy/pytest-doctestplus/blob/main/CHANGES.rst)
- [Commits](https://github.com/astropy/pytest-doctestplus/compare/v0.10.1...v0.11.0)

---
updated-dependencies:
- dependency-name: pytest-doctestplus
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index e2d5da4a48..df6ce17455 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -16,7 +16,7 @@ tox==3.24.4
 coverage
 flake8==3.9.2
 pytest-cov==2.12.1
-pytest-doctestplus==0.10.1
+pytest-doctestplus==0.11.0
 h5py==3.4.0
 fsspec[s3]==2021.08.1
 moto[server]>=1.3.14

From cbe371f5d399dfb14c960727333f257734461352 Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Tue, 21 Sep 2021 21:01:40 +0200
Subject: [PATCH 0009/1078] Actions: add minimal.yml (close #820) (#835)

* Actions: add minimal.yml (close #820)

Rather than adding fsspec as a dependency to conda-forge,
this tests a conda-forge style minimal build for each PR.

* Add minimum requirements
---
 .github/workflows/minimal.yml | 28 ++++++++++++++++++++++++++++
 environment.yml               | 13 +++++++++++++
 2 files changed, 41 insertions(+)
 create mode 100644 .github/workflows/minimal.yml
 create mode 100644 environment.yml

diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
new file mode 100644
index 0000000000..b1705bdf98
--- /dev/null
+++ b/.github/workflows/minimal.yml
@@ -0,0 +1,28 @@
+# This workflow simulates the environment found during a conda-forge build
+# and makes sure that Zarr can run without fsspec and other additional libraries.
+name: Minimal installation
+
+on:
+  push:
+    branches: [ master ]
+  pull_request:
+    branches: [ master ]
+
+jobs:
+  build:
+
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v2
+    - name: Setup Miniconda
+      uses: conda-incubator/setup-miniconda@master
+      with:
+          channels: conda-forge
+          environment-file: environment.yml
+          activate-environment: minimal
+    - name: Tests
+      shell: "bash -l {0}"
+      run: |
+        conda activate minimal
+        python -m pip install -e .
+        pytest -svx
diff --git a/environment.yml b/environment.yml
new file mode 100644
index 0000000000..b47dd9238b
--- /dev/null
+++ b/environment.yml
@@ -0,0 +1,13 @@
+channels:
+  - conda-forge
+  - defaults
+dependencies:
+  - wheel
+  - numcodecs >= 0.6.4
+  - numpy >= 1.7
+  - pip
+  - pip:
+    - asciitree
+    - fasteners
+    - pytest
+    - setuptools_scm

From 78eb8b728e92cf5cbb6ff58d7da0d4a26c54a0ec Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 24 Sep 2021 08:37:29 +0200
Subject: [PATCH 0010/1078] Bump fsspec[s3] from 2021.08.1 to 2021.9.0 (#838)

Bumps [fsspec[s3]](https://github.com/intake/filesystem_spec) from 2021.08.1 to 2021.9.0.
- [Release notes](https://github.com/intake/filesystem_spec/releases)
- [Commits](https://github.com/intake/filesystem_spec/compare/2021.08.1...2021.09.0)

---
updated-dependencies:
- dependency-name: fsspec[s3]
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index df6ce17455..a16702d272 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -18,5 +18,5 @@ flake8==3.9.2
 pytest-cov==2.12.1
 pytest-doctestplus==0.11.0
 h5py==3.4.0
-fsspec[s3]==2021.08.1
+fsspec[s3]==2021.9.0
 moto[server]>=1.3.14

From e70c4b1f941aa6e5e7d8a136bb25d93b3a8d9b99 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Thu, 30 Sep 2021 03:25:21 -0400
Subject: [PATCH 0011/1078] set normalize_keys=False in fsstore constructor
 (#842)

---
 zarr/storage.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/zarr/storage.py b/zarr/storage.py
index 395551687f..6ce2f88e1c 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -1069,7 +1069,7 @@ class FSStore(MutableMapping):
     _group_meta_key = group_meta_key
     _attrs_key = attrs_key
 
-    def __init__(self, url, normalize_keys=True, key_separator=None,
+    def __init__(self, url, normalize_keys=False, key_separator=None,
                  mode='w',
                  exceptions=(KeyError, PermissionError, IOError),
                  dimension_separator=None,

From 0200365bf96fe829e2106b2888ea19d80d9e19ca Mon Sep 17 00:00:00 2001
From: jmoore <josh@glencoesoftware.com>
Date: Thu, 30 Sep 2021 09:30:20 +0200
Subject: [PATCH 0012/1078] 2.10.1 changelog

---
 docs/release.rst | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index 4d40c0a0b4..d37516f8a6 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,6 +6,17 @@ Release notes
 Unreleased
 ----------
 
+.. _release_2.10.1:
+
+2.10.1
+------
+
+Bug fixes
+~~~~~~~~~
+
+* Fix regression by setting normalize_keys=False in fsstore constructor.
+  By :user:`Davis Bennett <d-v-b>`; :issue:`842`.
+
 .. _release_2.10.0:
 
 2.10.0

From 4f8cb35ecd9a24f402a3a7a02d2efe177abaf5c8 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 4 Oct 2021 08:00:34 +0200
Subject: [PATCH 0013/1078] Bump fsspec[s3] from 2021.9.0 to 2021.10.0 (#846)

Bumps [fsspec[s3]](https://github.com/intake/filesystem_spec) from 2021.9.0 to 2021.10.0.
- [Release notes](https://github.com/intake/filesystem_spec/releases)
- [Commits](https://github.com/intake/filesystem_spec/compare/2021.09.0...2021.10.0)

---
updated-dependencies:
- dependency-name: fsspec[s3]
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index a16702d272..10f5990837 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -18,5 +18,5 @@ flake8==3.9.2
 pytest-cov==2.12.1
 pytest-doctestplus==0.11.0
 h5py==3.4.0
-fsspec[s3]==2021.9.0
+fsspec[s3]==2021.10.0
 moto[server]>=1.3.14

From d1dc98728afc534e63bc43566c8cafcefbb624c0 Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Tue, 19 Oct 2021 21:48:58 +0200
Subject: [PATCH 0014/1078] Handle legacy nested datasets (with tests) (#850)

* Fix #840

* Add legacy tests (See #840)

Each fixture (flat & nested) should have a version
which does not include any new metadata.

* Fix PEP8 issues

* Try dropping editable installs

see: https://github.com/pypa/pip/issues/10573

* Handle case of store being a dict

* Exclude unexpected failure from code coverage

* Add 2.10.2 release notes
---
 .github/workflows/minimal.yml         |   2 +-
 .github/workflows/python-package.yml  |   2 +-
 .github/workflows/windows-testing.yml |   2 +-
 docs/release.rst                      |  11 +++++
 fixture/flat/.zarray                  |   3 +-
 fixture/flat_legacy/.zarray           |  22 +++++++++
 fixture/flat_legacy/0.0               | Bin 0 -> 48 bytes
 fixture/nested_legacy/.zarray         |  22 +++++++++
 fixture/nested_legacy/0/0             | Bin 0 -> 48 bytes
 zarr/core.py                          |  13 ++++-
 zarr/meta.py                          |   4 +-
 zarr/tests/test_dim_separator.py      |  67 ++++++++++++++++++++------
 12 files changed, 128 insertions(+), 20 deletions(-)
 create mode 100644 fixture/flat_legacy/.zarray
 create mode 100644 fixture/flat_legacy/0.0
 create mode 100644 fixture/nested_legacy/.zarray
 create mode 100644 fixture/nested_legacy/0/0

diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
index b1705bdf98..0ce211cbde 100644
--- a/.github/workflows/minimal.yml
+++ b/.github/workflows/minimal.yml
@@ -24,5 +24,5 @@ jobs:
       shell: "bash -l {0}"
       run: |
         conda activate minimal
-        python -m pip install -e .
+        python -m pip install .
         pytest -svx
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index d9bc362d12..9261187caf 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -57,7 +57,7 @@ jobs:
         python -m pip install --upgrade pip
         python -m pip install -U pip setuptools wheel codecov line_profiler
         python -m pip install -rrequirements_dev_minimal.txt numpy${{ matrix.numpy_version}} -rrequirements_dev_optional.txt pymongo redis
-        python -m pip install -e . 
+        python -m pip install .
         python -m pip freeze
     - name: Tests
       shell: "bash -l {0}"
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index 0d746ced99..a4e20b7131 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -39,7 +39,7 @@ jobs:
           python -m pip install --upgrade pip
           python -m pip install -U pip setuptools wheel
           python -m pip install -r requirements_dev_numpy.txt -r requirements_dev_minimal.txt -r requirements_dev_optional.txt
-          python -m pip install -e .
+          python -m pip install .
           python -m pip freeze
           npm install -g azurite
       - name: Run Tests
diff --git a/docs/release.rst b/docs/release.rst
index d37516f8a6..6c814cbedb 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,6 +6,17 @@ Release notes
 Unreleased
 ----------
 
+.. _release_2.10.2:
+
+2.10.2
+------
+
+Bug fixes
+~~~~~~~~~
+
+* Fix NestedDirectoryStore datasets without dimension_separator metadata.
+  By :user:`Josh Moore <joshmoore>`; :issue:`850`.
+
 .. _release_2.10.1:
 
 2.10.1
diff --git a/fixture/flat/.zarray b/fixture/flat/.zarray
index 8ec79419da..f265bb0674 100644
--- a/fixture/flat/.zarray
+++ b/fixture/flat/.zarray
@@ -10,6 +10,7 @@
         "id": "blosc",
         "shuffle": 1
     },
+    "dimension_separator": ".",
     "dtype": "<i8",
     "fill_value": 0,
     "filters": null,
@@ -19,4 +20,4 @@
         2
     ],
     "zarr_format": 2
-}
\ No newline at end of file
+}
diff --git a/fixture/flat_legacy/.zarray b/fixture/flat_legacy/.zarray
new file mode 100644
index 0000000000..8ec79419da
--- /dev/null
+++ b/fixture/flat_legacy/.zarray
@@ -0,0 +1,22 @@
+{
+    "chunks": [
+        2,
+        2
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 5,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "<i8",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        2,
+        2
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/fixture/flat_legacy/0.0 b/fixture/flat_legacy/0.0
new file mode 100644
index 0000000000000000000000000000000000000000..cab0cbca723f5ff9fececdaba39bcca42c69cb3f
GIT binary patch
literal 48
gcmZQ#H0DrXU|;}Y10ZGuVh~`0Pz=mangvP&039&^xc~qF

literal 0
HcmV?d00001

diff --git a/fixture/nested_legacy/.zarray b/fixture/nested_legacy/.zarray
new file mode 100644
index 0000000000..681537c948
--- /dev/null
+++ b/fixture/nested_legacy/.zarray
@@ -0,0 +1,22 @@
+{
+    "chunks": [
+        2,
+        2
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 5,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "<i8",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        2,
+        2
+    ],
+    "zarr_format": 2
+}
diff --git a/fixture/nested_legacy/0/0 b/fixture/nested_legacy/0/0
new file mode 100644
index 0000000000000000000000000000000000000000..cab0cbca723f5ff9fececdaba39bcca42c69cb3f
GIT binary patch
literal 48
gcmZQ#H0DrXU|;}Y10ZGuVh~`0Pz=mangvP&039&^xc~qF

literal 0
HcmV?d00001

diff --git a/zarr/core.py b/zarr/core.py
index ba3f2c1e2d..c1a1c341ff 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -195,7 +195,18 @@ def _load_metadata_nosync(self):
             self._dtype = meta['dtype']
             self._fill_value = meta['fill_value']
             self._order = meta['order']
-            self._dimension_separator = meta.get('dimension_separator', '.')
+
+            dimension_separator = meta.get('dimension_separator', None)
+            if dimension_separator is None:
+                try:
+                    dimension_separator = self._store._dimension_separator
+                except (AttributeError, KeyError):
+                    pass
+
+                # Fallback for any stores which do not choose a default
+                if dimension_separator is None:
+                    dimension_separator = "."
+            self._dimension_separator = dimension_separator
 
             # setup compressor
             config = meta['compressor']
diff --git a/zarr/meta.py b/zarr/meta.py
index 53b2b779db..8a7d760c0f 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -47,6 +47,7 @@ def decode_array_metadata(s: Union[MappingType, str]) -> MappingType[str, Any]:
         else:
             object_codec = None
 
+        dimension_separator = meta.get('dimension_separator', None)
         fill_value = decode_fill_value(meta['fill_value'], dtype, object_codec)
         meta = dict(
             zarr_format=meta['zarr_format'],
@@ -57,8 +58,9 @@ def decode_array_metadata(s: Union[MappingType, str]) -> MappingType[str, Any]:
             fill_value=fill_value,
             order=meta['order'],
             filters=meta['filters'],
-            dimension_separator=meta.get('dimension_separator', '.'),
         )
+        if dimension_separator:
+            meta['dimension_separator'] = dimension_separator
 
     except Exception as e:
         raise MetadataError('error decoding metadata: %s' % e)
diff --git a/zarr/tests/test_dim_separator.py b/zarr/tests/test_dim_separator.py
index 566745e665..5e17bbe279 100644
--- a/zarr/tests/test_dim_separator.py
+++ b/zarr/tests/test_dim_separator.py
@@ -12,8 +12,10 @@
 needs_fsspec = pytest.mark.skipif(not have_fsspec, reason="needs fsspec")
 
 
-@pytest.fixture(params=("static_nested",
-                        "static_flat",
+@pytest.fixture(params=("static_flat",
+                        "static_flat_legacy",
+                        "static_nested",
+                        "static_nested_legacy",
                         "directory_nested",
                         "directory_flat",
                         "directory_default",
@@ -35,14 +37,16 @@ def dataset(tmpdir, request):
 
     if which.startswith("static"):
         project_root = pathlib.Path(zarr.__file__).resolve().parent.parent
-        if which.endswith("nested"):
-            static = project_root / "fixture/nested"
-            generator = NestedDirectoryStore
-        else:
-            static = project_root / "fixture/flat"
-            generator = DirectoryStore
+        suffix = which[len("static_"):]
+        static = project_root / "fixture" / suffix
 
         if not static.exists():  # pragma: no cover
+
+            if "nested" in which:
+                generator = NestedDirectoryStore
+            else:
+                generator = DirectoryStore
+
             # store the data - should be one-time operation
             s = generator(str(static))
             a = zarr.open(store=s, mode="w", shape=(2, 2), dtype="<i8")
@@ -69,22 +73,57 @@ def dataset(tmpdir, request):
     return str(loc)
 
 
-def verify(array):
-    assert_array_equal(array[:], [[1, 2], [3, 4]])
+def verify(array, expect_failure=False):
+    try:
+        assert_array_equal(array[:], [[1, 2], [3, 4]])
+    except AssertionError:
+        if expect_failure:
+            pytest.xfail()
+        else:
+            raise  # pragma: no cover
 
 
 def test_open(dataset):
-    verify(zarr.open(dataset, "r"))
+    """
+    Use zarr.open to open the dataset fixture. Legacy nested datatsets
+    without the dimension_separator metadata are not expected to be
+    openable.
+    """
+    failure = "nested_legacy" in dataset
+    verify(zarr.open(dataset, "r"), failure)
 
 
 @needs_fsspec
 def test_fsstore(dataset):
-    verify(Array(store=FSStore(dataset)))
+    """
+    Use FSStore to open the dataset fixture. Legacy nested datatsets
+    without the dimension_separator metadata are not expected to be
+    openable.
+    """
+    failure = "nested_legacy" in dataset
+    verify(Array(store=FSStore(dataset)), failure)
 
 
 def test_directory(dataset):
-    verify(zarr.Array(store=DirectoryStore(dataset)))
+    """
+    Use DirectoryStore to open the dataset fixture. Legacy nested datatsets
+    without the dimension_separator metadata are not expected to be
+    openable.
+    """
+    failure = "nested_legacy" in dataset
+    verify(zarr.Array(store=DirectoryStore(dataset)), failure)
 
 
 def test_nested(dataset):
-    verify(Array(store=NestedDirectoryStore(dataset)))
+    """
+    Use NestedDirectoryStore to open the dataset fixture. This is the only
+    method that is expected to successfully open legacy nested datasets
+    without the dimension_separator metadata. However, for none-Nested
+    datasets without any metadata, NestedDirectoryStore will fail.
+    """
+    failure = (
+        "flat_legacy" in dataset or
+        "directory_default" in dataset or
+        "fs_default" in dataset
+    )
+    verify(Array(store=NestedDirectoryStore(dataset)), failure)

From 7c31f041ca8baab860564d9c6332c52f19777e80 Mon Sep 17 00:00:00 2001
From: Juan Nunez-Iglesias <jni@fastmail.com>
Date: Wed, 20 Oct 2021 06:53:16 +1100
Subject: [PATCH 0015/1078] Add support for fancy indexing on get/setitem
 (#725)

* Fall back on .vindex when basic indexing fails

Addresses #657

This matches NumPy behaviour in that basic, boolean, and vectorized
integer (fancy) indexing are all accessible from `__{get,set}item__`.
Users still have access to all the indexing methods if they want to be
sure to use only basic indexing (integer + slices).

* Fix basic selection test now with no IndexError

* Fix basic_selection_2d test with no vindex error

* Add specific test for fancy indexing fallback

* Update get/setitem docstrings

* Update tutorial.rst

* PEP8 fix

* Rename test array to z as in other tests

* Add release note

* Avoid mixing slicing and array indexing in setitem

* Actually test for fancy index rather than try/except

* Add check for 1D fancy index (no tuple)

* Add tests for implicit fancy indexing, and getitem

* Add expected blank line

* Add strict test for make_slice_selection

* Ensure make_slice_selection returns valid NumPy slices

* Make pytest verbose to see what is failing in windows

* Add 5 min per-test timeout

* Use private self._shape when determining ndim

self.shape is a property that hides a lot of computation, and, more
importantly, it can be waiting for an update and so .ndim *cannot* be
accessed during a reshape/append. See:

https://github.com/zarr-developers/zarr-python/pull/725#issuecomment-854389816

This should prevent that behavior.

Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
---
 .github/workflows/windows-testing.yml |  2 +-
 docs/release.rst                      |  6 ++
 docs/tutorial.rst                     | 12 +++-
 requirements_dev_optional.txt         |  1 +
 zarr/core.py                          | 51 +++++++++++++----
 zarr/indexing.py                      | 65 +++++++++++++++++++++-
 zarr/tests/test_indexing.py           | 79 +++++++++++++++++++++++++--
 7 files changed, 196 insertions(+), 20 deletions(-)

diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index a4e20b7131..5eaafefbf4 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -48,7 +48,7 @@ jobs:
           conda activate zarr-env
           mkdir ~/blob_emulator
           azurite -l ~/blob_emulator --debug debug.log 2>&1 > stdouterr.log &
-          pytest
+          pytest -sv --timeout=300
         env:
           ZARR_TEST_ABS: 1
       - name: Conda info
diff --git a/docs/release.rst b/docs/release.rst
index 6c814cbedb..0810946ee6 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,6 +6,12 @@ Release notes
 Unreleased
 ----------
 
+Enhancements
+~~~~~~~~~~~~
+
+* array indexing with [] (getitem and setitem) now supports fancy indexing.
+  By :user:`Juan Nunez-Iglesias <jni>`; :issue:`725`.
+
 .. _release_2.10.2:
 
 2.10.2
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index a3421608cc..68673f1295 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -509,7 +509,7 @@ e.g.::
            [10, 11, 12, -2, 14]])
 
 For convenience, coordinate indexing is also available via the ``vindex``
-property, e.g.::
+property, as well as the square bracket operator, e.g.::
 
     >>> z.vindex[[0, 2], [1, 3]]
     array([-1, -2])
@@ -518,6 +518,16 @@ property, e.g.::
     array([[ 0, -3,  2,  3,  4],
            [ 5,  6,  7,  8,  9],
            [10, 11, 12, -4, 14]])
+    >>> z[[0, 2], [1, 3]]
+    array([-3, -4])
+
+When the indexing arrays have different shapes, they are broadcast together.
+That is, the following two calls are equivalent::
+
+    >>> z[1, [1, 3]]
+    array([5, 7])
+    >>> z[[1, 1], [1, 3]]
+    array([5, 7])
 
 Indexing with a mask array
 ~~~~~~~~~~~~~~~~~~~~~~~~~~
diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 10f5990837..4ac0c6c294 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -17,6 +17,7 @@ coverage
 flake8==3.9.2
 pytest-cov==2.12.1
 pytest-doctestplus==0.11.0
+pytest-timeout==1.4.2
 h5py==3.4.0
 fsspec[s3]==2021.10.0
 moto[server]>=1.3.14
diff --git a/zarr/core.py b/zarr/core.py
index c1a1c341ff..f53c2b9b05 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -25,6 +25,7 @@
     ensure_tuple,
     err_too_many_indices,
     is_contiguous_selection,
+    is_pure_fancy_indexing,
     is_scalar,
     pop_fields,
 )
@@ -351,7 +352,7 @@ def attrs(self):
     @property
     def ndim(self):
         """Number of dimensions."""
-        return len(self.shape)
+        return len(self._shape)
 
     @property
     def _size(self):
@@ -658,8 +659,20 @@ def __getitem__(self, selection):
         Slices with step > 1 are supported, but slices with negative step are not.
 
         Currently the implementation for __getitem__ is provided by
-        :func:`get_basic_selection`. For advanced ("fancy") indexing, see the methods
-        listed under See Also.
+        :func:`vindex` if the indexing is pure fancy indexing (ie a
+        broadcast-compatible tuple of integer array indices), or by
+        :func:`set_basic_selection` otherwise.
+
+        Effectively, this means that the following indexing modes are supported:
+
+           - integer indexing
+           - slice indexing
+           - mixed slice and integer indexing
+           - boolean indexing
+           - fancy indexing (vectorized list of integers)
+
+        For specific indexing options including outer indexing, see the
+        methods listed under See Also.
 
         See Also
         --------
@@ -668,9 +681,12 @@ def __getitem__(self, selection):
         set_orthogonal_selection, vindex, oindex, __setitem__
 
         """
-
-        fields, selection = pop_fields(selection)
-        return self.get_basic_selection(selection, fields=fields)
+        fields, pure_selection = pop_fields(selection)
+        if is_pure_fancy_indexing(pure_selection, self.ndim):
+            result = self.vindex[selection]
+        else:
+            result = self.get_basic_selection(pure_selection, fields=fields)
+        return result
 
     def get_basic_selection(self, selection=Ellipsis, out=None, fields=None):
         """Retrieve data for an item or region of the array.
@@ -1208,8 +1224,19 @@ def __setitem__(self, selection, value):
         Slices with step > 1 are supported, but slices with negative step are not.
 
         Currently the implementation for __setitem__ is provided by
-        :func:`set_basic_selection`, which means that only integers and slices are
-        supported within the selection. For advanced ("fancy") indexing, see the
+        :func:`vindex` if the indexing is pure fancy indexing (ie a
+        broadcast-compatible tuple of integer array indices), or by
+        :func:`set_basic_selection` otherwise.
+
+        Effectively, this means that the following indexing modes are supported:
+
+           - integer indexing
+           - slice indexing
+           - mixed slice and integer indexing
+           - boolean indexing
+           - fancy indexing (vectorized list of integers)
+
+        For specific indexing options including outer indexing, see the
         methods listed under See Also.
 
         See Also
@@ -1219,9 +1246,11 @@ def __setitem__(self, selection, value):
         set_orthogonal_selection, vindex, oindex, __getitem__
 
         """
-
-        fields, selection = pop_fields(selection)
-        self.set_basic_selection(selection, value, fields=fields)
+        fields, pure_selection = pop_fields(selection)
+        if is_pure_fancy_indexing(pure_selection, self.ndim):
+            self.vindex[selection] = value
+        else:
+            self.set_basic_selection(pure_selection, value, fields=fields)
 
     def set_basic_selection(self, selection, value, fields=None):
         """Modify data for an item or region of the array.
diff --git a/zarr/indexing.py b/zarr/indexing.py
index e58e7ba339..2e9f7c8c03 100644
--- a/zarr/indexing.py
+++ b/zarr/indexing.py
@@ -16,9 +16,23 @@
 
 
 def is_integer(x):
+    """True if x is an integer (both pure Python or NumPy).
+
+    Note that Python's bool is considered an integer too.
+    """
     return isinstance(x, numbers.Integral)
 
 
+def is_integer_list(x):
+    """True if x is a list of integers.
+
+    This function assumes ie *does not check* that all elements of the list
+    have the same type. Mixed type lists will result in other errors that will
+    bubble up anyway.
+    """
+    return isinstance(x, list) and len(x) > 0 and is_integer(x[0])
+
+
 def is_integer_array(x, ndim=None):
     t = hasattr(x, 'shape') and hasattr(x, 'dtype') and x.dtype.kind in 'ui'
     if ndim is not None:
@@ -41,6 +55,49 @@ def is_scalar(value, dtype):
     return False
 
 
+def is_pure_fancy_indexing(selection, ndim):
+    """Check whether a selection contains only scalars or integer array-likes.
+
+    Parameters
+    ----------
+    selection : tuple, slice, or scalar
+        A valid selection value for indexing into arrays.
+
+    Returns
+    -------
+    is_pure : bool
+        True if the selection is a pure fancy indexing expression (ie not mixed
+        with boolean or slices).
+    """
+    if ndim == 1:
+        if is_integer_list(selection) or is_integer_array(selection):
+            return True
+        # if not, we go through the normal path below, because a 1-tuple
+        # of integers is also allowed.
+    no_slicing = (
+        isinstance(selection, tuple)
+        and len(selection) == ndim
+        and not (
+            any(isinstance(elem, slice) or elem is Ellipsis
+                for elem in selection)
+        )
+    )
+    return (
+        no_slicing and
+        all(
+            is_integer(elem)
+            or is_integer_list(elem)
+            or is_integer_array(elem)
+            for elem in selection
+        ) and
+        any(
+            is_integer_list(elem)
+            or is_integer_array(elem)
+            for elem in selection
+        )
+    )
+
+
 def normalize_integer_selection(dim_sel, dim_len):
 
     # normalize type to int
@@ -833,10 +890,14 @@ def make_slice_selection(selection):
     ls = []
     for dim_selection in selection:
         if is_integer(dim_selection):
-            ls.append(slice(dim_selection, dim_selection + 1, 1))
+            ls.append(slice(int(dim_selection), int(dim_selection) + 1, 1))
         elif isinstance(dim_selection, np.ndarray):
             if len(dim_selection) == 1:
-                ls.append(slice(dim_selection[0], dim_selection[0] + 1, 1))
+                ls.append(
+                    slice(
+                        int(dim_selection[0]), int(dim_selection[0]) + 1, 1
+                    )
+                )
             else:
                 raise ArrayIndexError()
         else:
diff --git a/zarr/tests/test_indexing.py b/zarr/tests/test_indexing.py
index 8c534f8e4a..a58a309534 100644
--- a/zarr/tests/test_indexing.py
+++ b/zarr/tests/test_indexing.py
@@ -4,6 +4,7 @@
 
 import zarr
 from zarr.indexing import (
+    make_slice_selection,
     normalize_integer_selection,
     oindex,
     oindex_set,
@@ -198,15 +199,15 @@ def test_get_basic_selection_1d():
     for selection in basic_selections_1d:
         _test_get_basic_selection(a, z, selection)
 
-    bad_selections = basic_selections_1d_bad + [
-        [0, 1],  # fancy indexing
-    ]
-    for selection in bad_selections:
+    for selection in basic_selections_1d_bad:
         with pytest.raises(IndexError):
             z.get_basic_selection(selection)
         with pytest.raises(IndexError):
             z[selection]
 
+    with pytest.raises(IndexError):
+        z.get_basic_selection([1, 0])
+
 
 basic_selections_2d = [
     # single row
@@ -274,7 +275,6 @@ def test_get_basic_selection_2d():
     bad_selections = basic_selections_2d_bad + [
         # integer arrays
         [0, 1],
-        ([0, 1], [0, 1]),
         (slice(None), [0, 1]),
     ]
     for selection in bad_selections:
@@ -282,6 +282,68 @@ def test_get_basic_selection_2d():
             z.get_basic_selection(selection)
         with pytest.raises(IndexError):
             z[selection]
+    # check fallback on fancy indexing
+    fancy_selection = ([0, 1], [0, 1])
+    np.testing.assert_array_equal(z[fancy_selection], [0, 11])
+
+
+def test_fancy_indexing_fallback_on_get_setitem():
+    z = zarr.zeros((20, 20))
+    z[[1, 2, 3], [1, 2, 3]] = 1
+    np.testing.assert_array_equal(
+        z[:4, :4],
+        [
+            [0, 0, 0, 0],
+            [0, 1, 0, 0],
+            [0, 0, 1, 0],
+            [0, 0, 0, 1],
+        ],
+    )
+    np.testing.assert_array_equal(
+        z[[1, 2, 3], [1, 2, 3]], 1
+    )
+    # test broadcasting
+    np.testing.assert_array_equal(
+        z[1, [1, 2, 3]], [1, 0, 0]
+    )
+    # test 1D fancy indexing
+    z2 = zarr.zeros(5)
+    z2[[1, 2, 3]] = 1
+    np.testing.assert_array_equal(
+        z2, [0, 1, 1, 1, 0]
+    )
+
+
+def test_fancy_indexing_doesnt_mix_with_slicing():
+    z = zarr.zeros((20, 20))
+    with pytest.raises(IndexError):
+        z[[1, 2, 3], :] = 2
+    with pytest.raises(IndexError):
+        np.testing.assert_array_equal(
+            z[[1, 2, 3], :], 0
+        )
+
+
+def test_fancy_indexing_doesnt_mix_with_implicit_slicing():
+    z2 = zarr.zeros((5, 5, 5))
+    with pytest.raises(IndexError):
+        z2[[1, 2, 3], [1, 2, 3]] = 2
+    with pytest.raises(IndexError):
+        np.testing.assert_array_equal(
+            z2[[1, 2, 3], [1, 2, 3]], 0
+        )
+    with pytest.raises(IndexError):
+        z2[[1, 2, 3]] = 2
+    with pytest.raises(IndexError):
+        np.testing.assert_array_equal(
+            z2[[1, 2, 3]], 0
+        )
+    with pytest.raises(IndexError):
+        z2[..., [1, 2, 3]] = 2
+    with pytest.raises(IndexError):
+        np.testing.assert_array_equal(
+            z2[..., [1, 2, 3]], 0
+        )
 
 
 def test_set_basic_selection_0d():
@@ -1373,3 +1435,10 @@ def test_PartialChunkIterator(selection, arr, expected):
     PCI = PartialChunkIterator(selection, arr.shape)
     results = list(PCI)
     assert results == expected
+
+
+def test_slice_selection_uints():
+    arr = np.arange(24).reshape((4, 6))
+    idx = np.uint64(3)
+    slice_sel = make_slice_selection((idx,))
+    assert arr[slice_sel].shape == (1, 6)

From 831e687599da80b80ac3e97f1b0cef6f3f09b40f Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Tue, 19 Oct 2021 16:02:10 -0400
Subject: [PATCH 0016/1078] Optimize setitem with chunk equal to fill_value,
 round 2 (#738)

* Consolidate encode/store in _chunk_setitem_nosync

Matches how these lines are written in `_set_basic_selection_zd`.

* Clear key-value pair if chunk is just fill value

Add a simple check to see if the key-value pair is just being set with a
chunk equal to the fill value. If so, simply delete the key-value pair
instead of storing a chunk that only contains the fill value. The Array
will behave the same externally. However this will cutdown on the space
require to store the Array. Also will make sure that copying one Array
to another Array won't dramatically effect the storage size.

* set empty chunk write behavior via array constructor

* add rudimentary tests, np.equal -> np.array_equal

* add test for chunk deletion

* add flattening function

* add kwarg for empty writes to array creators

* fix check for chunk equality to fill value

* flake8

* add None check to setitems

* add write_empty_chunks to output of __getstate__

* flake8

* add partial decompress to __get_state__

* functionalize emptiness checks and key deletion

* flake8

* add path for delitems, and add some failing tests

* flake8

* add delitems method to FSStore, and correspondingly change zarr.Array behavior

* add nested + empty writes test

* set write_empty_chunks to True by default

* rename chunk_is_empty method and clean up logic in _chunk_setitem

* rename test

* add test for flatten

* initial support for using delitems api in chunk_setitems

* flake8

* strip path separator that was screwing up store.listdir

* change tests to check for empty writing behavior

* bump fsspec and s3fs versions

* delitems: only attempt to delete keys that exist

* cdon't pass empty collections to self.map.delitems

* flake8

* use main branch of fsspec until a new release is cut

* add support for checking if a chunk is all nans in _chunk_is_empty

* docstring tweaks

* clean up empty_write tests

* fix hexdigests for FSStore + empty writes, and remove redundant nchunks_initialized test

* resolve merge conflicts in favor of master

* set write_empty_chunks to True by default; put chunk emptiness checking in a function in util.py; optimize chunk emptiness checking

* remove np.typing import

* use public attribute in test_nchunks_initialized

* remove duplicated logic in _chunk_setitems, instead using _chunk_delitems; clean up 0d empty writes; add coverage exemptions

* expand 0d tests and nchunks_initialized tests to hit more parts of the write_empty_chunks logic

* remove return type annotation for all_equal that was breaking CI

* refactor write_empty_chunks tests by expanding the create_array logic in the base test class, remove standalone write_empty_chunks tests

* correctly handle merge from upstream master

* don't use os.path.join for constructing a chunk key; instead use _chunk_key method

* complete removal of os.path.join calls

* add coverage exemption to type error branch in all_equal

* remove unreachable conditionals in n5 tests

* instantiate ReadOnlyError

* add explcit delitems and setitems calls to readonly fsstore tests

* Update docstrings

* Update requirements_dev_optional

* Add changelog

Co-authored-by: John Kirkham <kirkhamj@janelia.hhmi.org>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
Co-authored-by: jmoore <josh@glencoesoftware.com>
---
 docs/release.rst           |   3 +
 zarr/core.py               |  85 +++++++++++++++++---
 zarr/creation.py           |  27 +++++--
 zarr/storage.py            |   9 +++
 zarr/tests/test_core.py    | 161 +++++++++++++++++++++++++++++--------
 zarr/tests/test_storage.py |   6 ++
 zarr/tests/test_sync.py    |   7 +-
 zarr/tests/test_util.py    |  29 ++++++-
 zarr/util.py               |  41 ++++++++++
 9 files changed, 314 insertions(+), 54 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 0810946ee6..e9c592a860 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -12,6 +12,9 @@ Enhancements
 * array indexing with [] (getitem and setitem) now supports fancy indexing.
   By :user:`Juan Nunez-Iglesias <jni>`; :issue:`725`.
 
+* write_empty_chunks=False deletes chunks consisting of only fill_value.
+  By :user:`Davis Bennett <d-v-b>`; :issue:`738`.
+
 .. _release_2.10.2:
 
 2.10.2
diff --git a/zarr/core.py b/zarr/core.py
index f53c2b9b05..b9600467c1 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -32,6 +32,7 @@
 from zarr.meta import decode_array_metadata, encode_array_metadata
 from zarr.storage import array_meta_key, attrs_key, getsize, listdir
 from zarr.util import (
+    all_equal,
     InfoReporter,
     check_array_shape,
     human_readable_size,
@@ -75,6 +76,14 @@ class Array:
         If True and while the chunk_store is a FSStore and the compresion used
         is Blosc, when getting data from the array chunks will be partially
         read and decompressed when possible.
+    write_empty_chunks : bool, optional
+        If True (default), all chunks will be stored regardless of their
+        contents. If False, each chunk is compared to the array's fill
+        value prior to storing. If a chunk is uniformly equal to the fill
+        value, then that chunk is not be stored, and the store entry for
+        that chunk's key is deleted. This setting enables sparser storage,
+        as only chunks with non-fill-value data are stored, at the expense
+        of overhead associated with checking the data of each chunk.
 
         .. versionadded:: 2.7
 
@@ -107,6 +116,7 @@ class Array:
     info
     vindex
     oindex
+    write_empty_chunks
 
     Methods
     -------
@@ -139,6 +149,7 @@ def __init__(
         cache_metadata=True,
         cache_attrs=True,
         partial_decompress=False,
+        write_empty_chunks=True,
     ):
         # N.B., expect at this point store is fully initialized with all
         # configuration metadata fully specified and normalized
@@ -155,6 +166,7 @@ def __init__(
         self._cache_metadata = cache_metadata
         self._is_view = False
         self._partial_decompress = partial_decompress
+        self._write_empty_chunks = write_empty_chunks
 
         # initialize metadata
         self._load_metadata()
@@ -455,6 +467,13 @@ def vindex(self):
         :func:`set_mask_selection` for documentation and examples."""
         return self._vindex
 
+    @property
+    def write_empty_chunks(self) -> bool:
+        """A Boolean, True if chunks composed of the array's fill value
+        will be stored. If False, such chunks will not be stored.
+        """
+        return self._write_empty_chunks
+
     def __eq__(self, other):
         return (
             isinstance(other, Array) and
@@ -1626,9 +1645,18 @@ def _set_basic_selection_zd(self, selection, value, fields=None):
         else:
             chunk[selection] = value
 
-        # encode and store
-        cdata = self._encode_chunk(chunk)
-        self.chunk_store[ckey] = cdata
+        # remove chunk if write_empty_chunks is false and it only contains the fill value
+        if (not self.write_empty_chunks) and all_equal(self.fill_value, chunk):
+            try:
+                del self.chunk_store[ckey]
+                return
+            except Exception:  # pragma: no cover
+                # deleting failed, fallback to overwriting
+                pass
+        else:
+            # encode and store
+            cdata = self._encode_chunk(chunk)
+            self.chunk_store[ckey] = cdata
 
     def _set_basic_selection_nd(self, selection, value, fields=None):
         # implementation of __setitem__ for array with at least one dimension
@@ -1896,11 +1924,38 @@ def _chunk_getitems(self, lchunk_coords, lchunk_selection, out, lout_selection,
                     out[out_select] = fill_value
 
     def _chunk_setitems(self, lchunk_coords, lchunk_selection, values, fields=None):
-        ckeys = [self._chunk_key(co) for co in lchunk_coords]
-        cdatas = [self._process_for_setitem(key, sel, val, fields=fields)
-                  for key, sel, val in zip(ckeys, lchunk_selection, values)]
-        values = {k: v for k, v in zip(ckeys, cdatas)}
-        self.chunk_store.setitems(values)
+        ckeys = map(self._chunk_key, lchunk_coords)
+        cdatas = {key: self._process_for_setitem(key, sel, val, fields=fields)
+                  for key, sel, val in zip(ckeys, lchunk_selection, values)}
+        to_store = {}
+        if not self.write_empty_chunks:
+            empty_chunks = {k: v for k, v in cdatas.items() if all_equal(self.fill_value, v)}
+            self._chunk_delitems(empty_chunks.keys())
+            nonempty_keys = cdatas.keys() - empty_chunks.keys()
+            to_store = {k: self._encode_chunk(cdatas[k]) for k in nonempty_keys}
+        else:
+            to_store = {k: self._encode_chunk(v) for k, v in cdatas.items()}
+        self.chunk_store.setitems(to_store)
+
+    def _chunk_delitems(self, ckeys):
+        if hasattr(self.store, "delitems"):
+            self.store.delitems(ckeys)
+        else:  # pragma: no cover
+            # exempting this branch from coverage as there are no extant stores
+            # that will trigger this condition, but it's possible that they
+            # will be developed in the future.
+            tuple(map(self._chunk_delitem, ckeys))
+        return None
+
+    def _chunk_delitem(self, ckey):
+        """
+        Attempt to delete the value associated with ckey.
+        """
+        try:
+            del self.chunk_store[ckey]
+            return
+        except KeyError:
+            return
 
     def _chunk_setitem(self, chunk_coords, chunk_selection, value, fields=None):
         """Replace part or whole of a chunk.
@@ -1931,8 +1986,12 @@ def _chunk_setitem(self, chunk_coords, chunk_selection, value, fields=None):
     def _chunk_setitem_nosync(self, chunk_coords, chunk_selection, value, fields=None):
         ckey = self._chunk_key(chunk_coords)
         cdata = self._process_for_setitem(ckey, chunk_selection, value, fields=fields)
-        # store
-        self.chunk_store[ckey] = cdata
+
+        # attempt to delete chunk if it only contains the fill value
+        if (not self.write_empty_chunks) and all_equal(self.fill_value, cdata):
+            self._chunk_delitem(ckey)
+        else:
+            self.chunk_store[ckey] = self._encode_chunk(cdata)
 
     def _process_for_setitem(self, ckey, chunk_selection, value, fields=None):
         if is_total_slice(chunk_selection, self._chunks) and not fields:
@@ -1988,8 +2047,7 @@ def _process_for_setitem(self, ckey, chunk_selection, value, fields=None):
             else:
                 chunk[chunk_selection] = value
 
-        # encode chunk
-        return self._encode_chunk(chunk)
+        return chunk
 
     def _chunk_key(self, chunk_coords):
         return self._key_prefix + self._dimension_separator.join(map(str, chunk_coords))
@@ -2209,7 +2267,8 @@ def hexdigest(self, hashname="sha1"):
 
     def __getstate__(self):
         return (self._store, self._path, self._read_only, self._chunk_store,
-                self._synchronizer, self._cache_metadata, self._attrs.cache)
+                self._synchronizer, self._cache_metadata, self._attrs.cache,
+                self._partial_decompress, self._write_empty_chunks)
 
     def __setstate__(self, state):
         self.__init__(*state)
diff --git a/zarr/creation.py b/zarr/creation.py
index 0e2d2041ba..75ff1d0212 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -21,7 +21,7 @@ def create(shape, chunks=True, dtype=None, compressor='default',
            fill_value=0, order='C', store=None, synchronizer=None,
            overwrite=False, path=None, chunk_store=None, filters=None,
            cache_metadata=True, cache_attrs=True, read_only=False,
-           object_codec=None, dimension_separator=None, **kwargs):
+           object_codec=None, dimension_separator=None, write_empty_chunks=True, **kwargs):
     """Create an array.
 
     Parameters
@@ -71,6 +71,15 @@ def create(shape, chunks=True, dtype=None, compressor='default',
     dimension_separator : {'.', '/'}, optional
         Separator placed between the dimensions of a chunk.
         .. versionadded:: 2.8
+    write_empty_chunks : bool, optional
+        If True (default), all chunks will be stored regardless of their
+        contents. If False, each chunk is compared to the array's fill
+        value prior to storing. If a chunk is uniformly equal to the fill
+        value, then that chunk is not be stored, and the store entry for
+        that chunk's key is deleted. This setting enables sparser storage,
+        as only chunks with non-fill-value data are stored, at the expense
+        of overhead associated with checking the data of each chunk.
+
 
     Returns
     -------
@@ -142,7 +151,8 @@ def create(shape, chunks=True, dtype=None, compressor='default',
 
     # instantiate array
     z = Array(store, path=path, chunk_store=chunk_store, synchronizer=synchronizer,
-              cache_metadata=cache_metadata, cache_attrs=cache_attrs, read_only=read_only)
+              cache_metadata=cache_metadata, cache_attrs=cache_attrs, read_only=read_only,
+              write_empty_chunks=write_empty_chunks)
 
     return z
 
@@ -400,6 +410,7 @@ def open_array(
     chunk_store=None,
     storage_options=None,
     partial_decompress=False,
+    write_empty_chunks=True,
     **kwargs
 ):
     """Open an array using file-mode-like semantics.
@@ -454,8 +465,14 @@ def open_array(
         If True and while the chunk_store is a FSStore and the compresion used
         is Blosc, when getting data from the array chunks will be partially
         read and decompressed when possible.
-
-        .. versionadded:: 2.7
+    write_empty_chunks : bool, optional
+        If True (default), all chunks will be stored regardless of their
+        contents. If False, each chunk is compared to the array's fill
+        value prior to storing. If a chunk is uniformly equal to the fill
+        value, then that chunk is not be stored, and the store entry for
+        that chunk's key is deleted. This setting enables sparser storage,
+        as only chunks with non-fill-value data are stored, at the expense
+        of overhead associated with checking the data of each chunk.
 
     Returns
     -------
@@ -545,7 +562,7 @@ def open_array(
     # instantiate array
     z = Array(store, read_only=read_only, synchronizer=synchronizer,
               cache_metadata=cache_metadata, cache_attrs=cache_attrs, path=path,
-              chunk_store=chunk_store)
+              chunk_store=chunk_store, write_empty_chunks=write_empty_chunks)
 
     return z
 
diff --git a/zarr/storage.py b/zarr/storage.py
index 6ce2f88e1c..92be9df0aa 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -1154,6 +1154,15 @@ def __delitem__(self, key):
         else:
             del self.map[key]
 
+    def delitems(self, keys):
+        if self.mode == 'r':
+            raise ReadOnlyError()
+        # only remove the keys that exist in the store
+        nkeys = [self._normalize_key(key) for key in keys if key in self]
+        # rm errors if you pass an empty collection
+        if len(nkeys) > 0:
+            self.map.delitems(nkeys)
+
     def __contains__(self, key):
         key = self._normalize_key(key)
         return key in self.map
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index be2feffe8a..4544a6cae9 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -86,9 +86,10 @@ def create_array(self, read_only=False, **kwargs):
         kwargs.setdefault('compressor', Zlib(level=1))
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def test_store_has_text_keys(self):
         # Initialize array
@@ -939,7 +940,7 @@ def test_array_0d(self):
 
         # setup
         a = np.zeros(())
-        z = self.create_array(shape=(), dtype=a.dtype, fill_value=0)
+        z = self.create_array(shape=(), dtype=a.dtype, fill_value=0, write_empty_chunks=False)
 
         # check properties
         assert a.ndim == z.ndim
@@ -973,6 +974,8 @@ def test_array_0d(self):
         assert 42 == z[()]
         z[()] = 43
         assert 43 == z[()]
+        z[()] = z.fill_value
+        assert z.fill_value == z[()]
         with pytest.raises(IndexError):
             z[0] = 42
         with pytest.raises(IndexError):
@@ -984,17 +987,47 @@ def test_array_0d(self):
             z.store.close()
 
     def test_nchunks_initialized(self):
+        for fill_value in (0, 1.0, np.nan):
+            if isinstance(fill_value, int):
+                dtype = 'int'
+            else:
+                dtype = 'float'
+            z = self.create_array(shape=100,
+                                  chunks=10,
+                                  fill_value=fill_value,
+                                  dtype=dtype,
+                                  write_empty_chunks=True)
+
+            assert 0 == z.nchunks_initialized
+            # manually put something into the store to confuse matters
+            z.store['foo'] = b'bar'
+            assert 0 == z.nchunks_initialized
+            z[:] = 42
+            assert 10 == z.nchunks_initialized
+            # manually remove the first chunk from the store
+            del z.chunk_store[z._chunk_key((0,))]
+            assert 9 == z.nchunks_initialized
 
-        z = self.create_array(shape=100, chunks=10)
-        assert 0 == z.nchunks_initialized
-        # manually put something into the store to confuse matters
-        z.store['foo'] = b'bar'
-        assert 0 == z.nchunks_initialized
-        z[:] = 42
-        assert 10 == z.nchunks_initialized
+            if hasattr(z.store, 'close'):
+                z.store.close()
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+            # second round of similar tests with write_empty_chunks set to
+            # False
+            z = self.create_array(shape=100,
+                                  chunks=10,
+                                  fill_value=fill_value,
+                                  dtype=dtype,
+                                  write_empty_chunks=False)
+            z[:] = 42
+            assert 10 == z.nchunks_initialized
+            # manually remove a chunk from the store
+            del z.chunk_store[z._chunk_key((0,))]
+            assert 9 == z.nchunks_initialized
+            z[:] = z.fill_value
+            assert 0 == z.nchunks_initialized
+
+            if hasattr(z.store, 'close'):
+                z.store.close()
 
     def test_array_dtype_shape(self):
 
@@ -1545,9 +1578,11 @@ def create_array(read_only=False, **kwargs):
         store = dict()
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         init_array(store, path='foo/bar', **kwargs)
         return Array(store, path='foo/bar', read_only=read_only,
-                     cache_metadata=cache_metadata, cache_attrs=cache_attrs)
+                     cache_metadata=cache_metadata, cache_attrs=cache_attrs,
+                     write_empty_chunks=write_empty_chunks)
 
     def test_hexdigest(self):
         # Check basic 1-D array
@@ -1600,9 +1635,11 @@ def create_array(read_only=False, **kwargs):
         chunk_store = dict()
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         init_array(store, chunk_store=chunk_store, **kwargs)
         return Array(store, read_only=read_only, chunk_store=chunk_store,
-                     cache_metadata=cache_metadata, cache_attrs=cache_attrs)
+                     cache_metadata=cache_metadata, cache_attrs=cache_attrs,
+                     write_empty_chunks=write_empty_chunks)
 
     def test_hexdigest(self):
         # Check basic 1-D array
@@ -1654,10 +1691,11 @@ def create_array(read_only=False, **kwargs):
         store = DirectoryStore(path)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         kwargs.setdefault('compressor', Zlib(1))
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def test_nbytes_stored(self):
 
@@ -1685,9 +1723,10 @@ def create_array(self, read_only=False, **kwargs):
         kwargs.setdefault('compressor', Zlib(1))
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     @pytest.mark.xfail
     def test_nbytes_stored(self):
@@ -1708,10 +1747,11 @@ def create_array(read_only=False, **kwargs):
         store = NestedDirectoryStore(path)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         kwargs.setdefault('compressor', Zlib(1))
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def expected(self):
         return [
@@ -1732,10 +1772,11 @@ def create_array(read_only=False, **kwargs):
         store = N5Store(path)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         kwargs.setdefault('compressor', Zlib(1))
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def test_array_0d(self):
         # test behaviour for array with 0 dimensions
@@ -1802,6 +1843,40 @@ def test_array_1d_fill_value(self):
             z = self.create_array(shape=(nvalues,), chunks=100, dtype=dtype,
                                   fill_value=1)
 
+    def test_nchunks_initialized(self):
+        fill_value = 0
+        dtype = 'int'
+        z = self.create_array(shape=100,
+                              chunks=10,
+                              fill_value=fill_value,
+                              dtype=dtype,
+                              write_empty_chunks=True)
+
+        assert 0 == z.nchunks_initialized
+        # manually put something into the store to confuse matters
+        z.store['foo'] = b'bar'
+        assert 0 == z.nchunks_initialized
+        z[:] = 42
+        assert 10 == z.nchunks_initialized
+        # manually remove a chunk from the store
+        del z.chunk_store[z._chunk_key((0,))]
+        assert 9 == z.nchunks_initialized
+
+        # second round of similar tests with write_empty_chunks set to
+        # False
+        z = self.create_array(shape=100,
+                              chunks=10,
+                              fill_value=fill_value,
+                              dtype=dtype,
+                              write_empty_chunks=False)
+        z[:] = 42
+        assert 10 == z.nchunks_initialized
+        # manually remove a chunk from the store
+        del z.chunk_store[z._chunk_key((0,))]
+        assert 9 == z.nchunks_initialized
+        z[:] = z.fill_value
+        assert 0 == z.nchunks_initialized
+
     def test_array_order(self):
 
         # N5 only supports 'C' at the moment
@@ -2029,9 +2104,10 @@ def create_array(read_only=False, **kwargs):
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
         kwargs.setdefault('compressor', Zlib(1))
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
 
 class TestArrayWithDBMStore(TestArray):
@@ -2043,10 +2119,11 @@ def create_array(read_only=False, **kwargs):
         store = DBMStore(path, flag='n')
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         kwargs.setdefault('compressor', Zlib(1))
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_attrs=cache_attrs,
-                     cache_metadata=cache_metadata)
+                     cache_metadata=cache_metadata, write_empty_chunks=write_empty_chunks)
 
     def test_nbytes_stored(self):
         pass  # not implemented
@@ -2062,10 +2139,11 @@ def create_array(read_only=False, **kwargs):
         store = DBMStore(path, flag='n', open=bsddb3.btopen)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         kwargs.setdefault('compressor', Zlib(1))
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def test_nbytes_stored(self):
         pass  # not implemented
@@ -2081,10 +2159,11 @@ def create_array(read_only=False, **kwargs):
         store = LMDBStore(path, buffers=True)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         kwargs.setdefault('compressor', Zlib(1))
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def test_store_has_bytes_values(self):
         pass  # returns values as memoryviews/buffers instead of bytes
@@ -2103,10 +2182,11 @@ def create_array(read_only=False, **kwargs):
         store = LMDBStore(path, buffers=False)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         kwargs.setdefault('compressor', Zlib(1))
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def test_nbytes_stored(self):
         pass  # not implemented
@@ -2122,10 +2202,11 @@ def create_array(read_only=False, **kwargs):
         store = SQLiteStore(path)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         kwargs.setdefault('compressor', Zlib(1))
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def test_nbytes_stored(self):
         pass  # not implemented
@@ -2138,9 +2219,10 @@ def create_array(self, read_only=False, **kwargs):
         kwargs.setdefault('compressor', None)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def test_hexdigest(self):
         # Check basic 1-D array
@@ -2174,9 +2256,10 @@ def create_array(self, read_only=False, **kwargs):
         kwargs.setdefault('compressor', compressor)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def test_hexdigest(self):
         # Check basic 1-D array
@@ -2210,9 +2293,10 @@ def create_array(self, read_only=False, **kwargs):
         kwargs.setdefault('compressor', compressor)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def test_hexdigest(self):
         # Check basic 1-D array
@@ -2253,9 +2337,10 @@ def create_array(self, read_only=False, **kwargs):
         kwargs.setdefault('compressor', compressor)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def test_hexdigest(self):
         # Check basic 1-D array
@@ -2296,9 +2381,10 @@ def create_array(read_only=False, **kwargs):
         kwargs.setdefault('compressor', compressor)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_attrs=cache_attrs,
-                     cache_metadata=cache_metadata)
+                     cache_metadata=cache_metadata, write_empty_chunks=write_empty_chunks)
 
     def test_hexdigest(self):
         # Check basic 1-D array
@@ -2441,9 +2527,10 @@ def create_array(read_only=False, **kwargs):
         kwargs.setdefault('compressor', Zlib(1))
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def test_nbytes_stored(self):
         z = self.create_array(shape=1000, chunks=100)
@@ -2460,9 +2547,10 @@ def create_array(read_only=False, **kwargs):
         kwargs.setdefault('compressor', Zlib(level=1))
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def test_cache_metadata(self):
         a1 = self.create_array(shape=100, chunks=10, dtype='i1', cache_metadata=False)
@@ -2532,9 +2620,10 @@ def create_array(read_only=False, **kwargs):
         kwargs.setdefault('compressor', Zlib(level=1))
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def test_store_has_bytes_values(self):
         # skip as the cache has no control over how the store provides values
@@ -2551,10 +2640,11 @@ def create_array(read_only=False, **kwargs):
         store = FSStore(path, key_separator=key_separator, auto_mkdir=True)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         kwargs.setdefault('compressor', Blosc())
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def expected(self):
         return [
@@ -2602,6 +2692,7 @@ def create_array(read_only=False, **kwargs):
         store = FSStore(path)
         cache_metadata = kwargs.pop("cache_metadata", True)
         cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         kwargs.setdefault("compressor", Blosc())
         init_array(store, **kwargs)
         return Array(
@@ -2610,6 +2701,7 @@ def create_array(read_only=False, **kwargs):
             cache_metadata=cache_metadata,
             cache_attrs=cache_attrs,
             partial_decompress=True,
+            write_empty_chunks=write_empty_chunks
         )
 
     def test_hexdigest(self):
@@ -2678,10 +2770,11 @@ def create_array(read_only=False, **kwargs):
         store = FSStore(path, key_separator=key_separator, auto_mkdir=True)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         kwargs.setdefault('compressor', Blosc())
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def expected(self):
         return [
@@ -2730,6 +2823,7 @@ def create_array(read_only=False, **kwargs):
         store = FSStore(path, key_separator=key_separator, auto_mkdir=True)
         cache_metadata = kwargs.pop("cache_metadata", True)
         cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         kwargs.setdefault("compressor", Blosc())
         init_array(store, **kwargs)
         return Array(
@@ -2738,6 +2832,7 @@ def create_array(read_only=False, **kwargs):
             cache_metadata=cache_metadata,
             cache_attrs=cache_attrs,
             partial_decompress=True,
+            write_empty_chunks=write_empty_chunks
         )
 
     def expected(self):
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 1412ec2099..51bc9bf782 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -1012,6 +1012,12 @@ def test_read_only(self):
         with pytest.raises(PermissionError):
             del store['foo']
 
+        with pytest.raises(PermissionError):
+            store.delitems(['foo'])
+
+        with pytest.raises(PermissionError):
+            store.setitems({'foo': b'baz'})
+
         with pytest.raises(PermissionError):
             store.clear()
 
diff --git a/zarr/tests/test_sync.py b/zarr/tests/test_sync.py
index 51b7fe0e10..274ce166be 100644
--- a/zarr/tests/test_sync.py
+++ b/zarr/tests/test_sync.py
@@ -99,10 +99,11 @@ def create_array(self, read_only=False, **kwargs):
         store = dict()
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         init_array(store, **kwargs)
         return Array(store, synchronizer=ThreadSynchronizer(),
                      read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     # noinspection PyMethodMayBeStatic
     def create_pool(self):
@@ -141,12 +142,14 @@ def create_array(self, read_only=False, **kwargs):
         store = DirectoryStore(path)
         cache_metadata = kwargs.pop('cache_metadata', False)
         cache_attrs = kwargs.pop('cache_attrs', False)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         init_array(store, **kwargs)
         sync_path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, sync_path)
         synchronizer = ProcessSynchronizer(sync_path)
         return Array(store, synchronizer=synchronizer, read_only=read_only,
-                     cache_metadata=cache_metadata, cache_attrs=cache_attrs)
+                     cache_metadata=cache_metadata, cache_attrs=cache_attrs,
+                     write_empty_chunks=write_empty_chunks)
 
     # noinspection PyMethodMayBeStatic
     def create_pool(self):
diff --git a/zarr/tests/test_util.py b/zarr/tests/test_util.py
index fa1f18fa63..a65b26bae8 100644
--- a/zarr/tests/test_util.py
+++ b/zarr/tests/test_util.py
@@ -4,7 +4,7 @@
 import numpy as np
 import pytest
 
-from zarr.util import (guess_chunks, human_readable_size, info_html_report,
+from zarr.util import (all_equal, flatten, guess_chunks, human_readable_size, info_html_report,
                        info_text_report, is_total_slice, normalize_chunks,
                        normalize_dimension_separator,
                        normalize_fill_value, normalize_order,
@@ -211,3 +211,30 @@ def fail(x):
 
     for x in range(11, 15):
         pytest.raises(PermissionError, fail, x)
+
+
+def test_flatten():
+    assert list(flatten(['0', ['1', ['2', ['3', [4, ]]]]])) == ['0', '1', '2', '3', 4]
+    assert list(flatten('foo')) == ['f', 'o', 'o']
+    assert list(flatten(['foo'])) == ['foo']
+
+
+def test_all_equal():
+    assert all_equal(0, np.zeros((10, 10, 10)))
+    assert not all_equal(1, np.zeros((10, 10, 10)))
+
+    assert all_equal(1, np.ones((10, 10, 10)))
+    assert not all_equal(1, 1 + np.ones((10, 10, 10)))
+
+    assert all_equal(np.nan, np.array([np.nan, np.nan]))
+    assert not all_equal(np.nan, np.array([np.nan, 1.0]))
+
+    assert all_equal({'a': -1}, np.array([{'a': -1}, {'a': -1}], dtype='object'))
+    assert not all_equal({'a': -1}, np.array([{'a': -1}, {'a': 2}], dtype='object'))
+
+    assert all_equal(np.timedelta64(999, 'D'), np.array([999, 999], dtype='timedelta64[D]'))
+    assert not all_equal(np.timedelta64(999, 'D'), np.array([999, 998], dtype='timedelta64[D]'))
+
+    # all_equal(None, *) always returns False
+    assert not all_equal(None, np.array([None, None]))
+    assert not all_equal(None, np.array([None, 10]))
diff --git a/zarr/util.py b/zarr/util.py
index 2a2250433c..d092ffe0de 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -9,6 +9,7 @@
 import numpy as np
 from asciitree import BoxStyle, LeftAligned
 from asciitree.traversal import Traversal
+from collections.abc import Iterable
 from numcodecs.compat import ensure_ndarray, ensure_text
 from numcodecs.registry import codec_registry
 from numcodecs.blosc import cbuffer_sizes, cbuffer_metainfo
@@ -16,6 +17,14 @@
 from typing import Any, Callable, Dict, Optional, Tuple, Union
 
 
+def flatten(arg: Iterable) -> Iterable:
+    for element in arg:
+        if isinstance(element, Iterable) and not isinstance(element, (str, bytes)):
+            yield from flatten(element)
+        else:
+            yield element
+
+
 # codecs to use for object dtype convenience API
 object_codecs = {
     str.__name__: 'vlen-utf8',
@@ -650,3 +659,35 @@ def retry_call(callabl: Callable,
                 time.sleep(wait)
             else:
                 raise
+
+
+def all_equal(value: Any, array: Any):
+    """
+    Test if all the elements of an array are equivalent to a value.
+    If `value` is None, then this function does not do any comparison and
+    returns False.
+    """
+
+    if value is None:
+        return False
+    if not value:
+        # if `value` is falsey, then just 1 truthy value in `array`
+        # is sufficient to return False. We assume here that np.any is
+        # optimized to return on the first truthy value in `array`.
+        try:
+            return not np.any(array)
+        except TypeError:  # pragma: no cover
+            pass
+    if np.issubdtype(array.dtype, np.object_):
+        # we have to flatten the result of np.equal to handle outputs like
+        # [np.array([True,True]), True, True]
+        return all(flatten(np.equal(value, array, dtype=array.dtype)))
+    else:
+        # Numpy errors if you call np.isnan on custom dtypes, so ensure
+        # we are working with floats before calling isnan
+        if np.issubdtype(array.dtype, np.floating) and np.isnan(value):
+            return np.all(np.isnan(array))
+        else:
+            # using == raises warnings from numpy deprecated pattern, but
+            # using np.equal() raises type errors for structured dtypes...
+            return np.all(value == array)

From 52103012463e5e7e91dce4b9c7b73865c3c960df Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 19 Oct 2021 22:14:56 +0200
Subject: [PATCH 0017/1078] Bump fsspec[s3] from 2021.10.0 to 2021.10.1 (#849)

Bumps [fsspec[s3]](https://github.com/intake/filesystem_spec) from 2021.10.0 to 2021.10.1.
- [Release notes](https://github.com/intake/filesystem_spec/releases)
- [Commits](https://github.com/intake/filesystem_spec/compare/2021.10.0...2021.10.1)

---
updated-dependencies:
- dependency-name: fsspec[s3]
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 4ac0c6c294..dbff0cd1cc 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -19,5 +19,5 @@ pytest-cov==2.12.1
 pytest-doctestplus==0.11.0
 pytest-timeout==1.4.2
 h5py==3.4.0
-fsspec[s3]==2021.10.0
+fsspec[s3]==2021.10.1
 moto[server]>=1.3.14

From 5efffad1c225f749ff63e5a7605b5fda178d9b01 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 19 Oct 2021 22:15:07 +0200
Subject: [PATCH 0018/1078] Bump pytest-cov from 2.12.1 to 3.0.0 (#845)

Bumps [pytest-cov](https://github.com/pytest-dev/pytest-cov) from 2.12.1 to 3.0.0.
- [Release notes](https://github.com/pytest-dev/pytest-cov/releases)
- [Changelog](https://github.com/pytest-dev/pytest-cov/blob/master/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest-cov/compare/v2.12.1...v3.0.0)

---
updated-dependencies:
- dependency-name: pytest-cov
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index dbff0cd1cc..15b280e2b2 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -15,7 +15,7 @@ pymongo==3.12.0
 tox==3.24.4
 coverage
 flake8==3.9.2
-pytest-cov==2.12.1
+pytest-cov==3.0.0
 pytest-doctestplus==0.11.0
 pytest-timeout==1.4.2
 h5py==3.4.0

From ecfbaf6a7c390ae33862390ee16008f2382468f4 Mon Sep 17 00:00:00 2001
From: Juan Nunez-Iglesias <juan.nunez-iglesias@monash.edu>
Date: Wed, 20 Oct 2021 17:29:22 +1100
Subject: [PATCH 0019/1078] Fix versionadded tag in zarr.core.Array docstring
 (#852)

In #738, we accidentally moved the 2.7 versionadded tag of
partial_decompress to the new write_empty_chunks argument. This commit
restores it to its rightful place and adds a 2.11 versionadded tag to
write_empty_chunks.
---
 zarr/core.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/zarr/core.py b/zarr/core.py
index b9600467c1..6865a0694c 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -76,6 +76,9 @@ class Array:
         If True and while the chunk_store is a FSStore and the compresion used
         is Blosc, when getting data from the array chunks will be partially
         read and decompressed when possible.
+
+        .. versionadded:: 2.7
+
     write_empty_chunks : bool, optional
         If True (default), all chunks will be stored regardless of their
         contents. If False, each chunk is compared to the array's fill
@@ -85,7 +88,8 @@ class Array:
         as only chunks with non-fill-value data are stored, at the expense
         of overhead associated with checking the data of each chunk.
 
-        .. versionadded:: 2.7
+        .. versionadded:: 2.11
+
 
     Attributes
     ----------

From 856c2d05efb4d052b6eea77248d381a2332959b7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 20 Oct 2021 11:20:44 +0200
Subject: [PATCH 0020/1078] Bump flake8 from 3.9.2 to 4.0.1 (#848)

Bumps [flake8](https://github.com/pycqa/flake8) from 3.9.2 to 4.0.1.
- [Release notes](https://github.com/pycqa/flake8/releases)
- [Commits](https://github.com/pycqa/flake8/compare/3.9.2...4.0.1)

---
updated-dependencies:
- dependency-name: flake8
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 15b280e2b2..523008fc31 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -14,7 +14,7 @@ pymongo==3.12.0
 # optional test requirements
 tox==3.24.4
 coverage
-flake8==3.9.2
+flake8==4.0.1
 pytest-cov==3.0.0
 pytest-doctestplus==0.11.0
 pytest-timeout==1.4.2

From 182f5c53ba78d2a0f04147e0fabbb872c5c26e50 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 20 Oct 2021 21:20:20 +0200
Subject: [PATCH 0021/1078] Bump pytest-timeout from 1.4.2 to 2.0.1 (#851)

Bumps [pytest-timeout](https://github.com/pytest-dev/pytest-timeout) from 1.4.2 to 2.0.1.
- [Release notes](https://github.com/pytest-dev/pytest-timeout/releases)
- [Commits](https://github.com/pytest-dev/pytest-timeout/compare/1.4.2...2.0.1)

---
updated-dependencies:
- dependency-name: pytest-timeout
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 523008fc31..c32458b13a 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -17,7 +17,7 @@ coverage
 flake8==4.0.1
 pytest-cov==3.0.0
 pytest-doctestplus==0.11.0
-pytest-timeout==1.4.2
+pytest-timeout==2.0.1
 h5py==3.4.0
 fsspec[s3]==2021.10.1
 moto[server]>=1.3.14

From d8ac8a7465f86f440b84ba35a5c0804dc48b8522 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 20 Oct 2021 21:20:33 +0200
Subject: [PATCH 0022/1078] Bump pymongo from 3.12.0 to 3.12.1 (#854)

Bumps [pymongo](https://github.com/mongodb/mongo-python-driver) from 3.12.0 to 3.12.1.
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/3.12.1/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/3.12.0...3.12.1)

---
updated-dependencies:
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index c32458b13a..b26431be9b 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -10,7 +10,7 @@ azure-storage-blob==12.8.1 # pyup: ignore
 redis==3.5.3
 types-redis
 types-setuptools
-pymongo==3.12.0
+pymongo==3.12.1
 # optional test requirements
 tox==3.24.4
 coverage

From 523dbb85cbad5a5fa3b74a2ec81ec7ec63123b64 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 21 Oct 2021 09:37:47 +0200
Subject: [PATCH 0023/1078] Bump numpy from 1.21.2 to 1.21.3 (#856)

Bumps [numpy](https://github.com/numpy/numpy) from 1.21.2 to 1.21.3.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/HOWTO_RELEASE.rst.txt)
- [Commits](https://github.com/numpy/numpy/compare/v1.21.2...v1.21.3)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index 99d96aa7b0..47cb2ca320 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.21.2
+numpy==1.21.3

From 5c71212ccf5abe9f8a5ab7996c5ce3abbbbd61e2 Mon Sep 17 00:00:00 2001
From: "Gregory R. Lee" <grlee77@gmail.com>
Date: Thu, 21 Oct 2021 11:23:57 -0400
Subject: [PATCH 0024/1078] Create a Base store class for Zarr Store (update)
 (#789)

* fix conflicts

* cleanup naming

* zip move

* fix erasability test

* test for warning

* please flake

* remove uncovered lines

* remove uncovered lines in tests

* pragma no cover for exceptional case

* minor docstring fixes

add assert statements to test_capabilities

* pep8 fix

* avoid NumPy 1.21.0 due to https://github.com/numpy/numpy/issues/19325

* move Store class and some helper functions to zarr._storage.store

update version in Store docstring

* BUG: ABSStore should inherit from Store

* pep8 fix

* TST: make CustomMapping a subclass of Store

TST: initialize stores with KVStore(dict()) instead of bare dict()

* update version mentioned in Store docstring

* update version mentioned in warning message

* use Store._ensure_store in Attributes class

ensures Attributes.store is a Store

* TST: add Attributes test case ensuring store gets coerced to a Store

* use Store._ensure_store in normalize_store_arg

ensures open_array, etc can work when the user supplies a dict

* TST: make sure high level creation functions also work when passed a dict for store

* TST: add test case with group initialized from dict

* TST: add test case with Array initialized from dict

* change CustomMapping back to type object, not Store

want to test the non-Store code path in _ensure_store

* pep8 fixes

* update/fix new hierarchy test case to complete code coverage

* create a BaseStore parent for Store

BaseStore does not have the listdir or rmdir methods

cleaned up some type declerations, making sure mypy passes

* flake8

* restore is_erasable check to rmdir function

Otherwise the save_array doc example fails to write to a ZipStore

Co-authored-by: Matthias Bussonnier <bussonniermatthias@gmail.com>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
Co-authored-by: jmoore <josh@glencoesoftware.com>
---
 docs/tutorial.rst              |  12 +-
 mypy.ini                       |   2 +-
 pytest.ini                     |   2 +
 zarr/_storage/absstore.py      |   4 +-
 zarr/_storage/store.py         | 166 ++++++++++++++++++++
 zarr/attrs.py                  |   3 +-
 zarr/convenience.py            |  73 +++++----
 zarr/core.py                   |  17 +-
 zarr/creation.py               |  29 +---
 zarr/hierarchy.py              |  36 +++--
 zarr/storage.py                | 231 ++++++++++++++++-----------
 zarr/tests/test_attrs.py       |  13 +-
 zarr/tests/test_convenience.py |   8 +-
 zarr/tests/test_core.py        | 277 +++++++++++++--------------------
 zarr/tests/test_creation.py    |  71 ++++++---
 zarr/tests/test_hierarchy.py   | 164 ++++++++++---------
 zarr/tests/test_storage.py     | 259 ++++++++++++++++--------------
 zarr/tests/test_sync.py        |   5 +-
 zarr/tests/util.py             |   5 +-
 19 files changed, 794 insertions(+), 583 deletions(-)
 create mode 100644 zarr/_storage/store.py

diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 68673f1295..18c232ae40 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -176,7 +176,7 @@ print some diagnostics, e.g.::
     Read-only          : False
     Compressor         : Blosc(cname='zstd', clevel=3, shuffle=BITSHUFFLE,
                        : blocksize=0)
-    Store type         : builtins.dict
+    Store type         : zarr.storage.KVStore
     No. bytes          : 400000000 (381.5M)
     No. bytes stored   : 3379344 (3.2M)
     Storage ratio      : 118.4
@@ -268,7 +268,7 @@ Here is an example using a delta filter with the Blosc compressor::
     Read-only          : False
     Filter [0]         : Delta(dtype='<i4')
     Compressor         : Blosc(cname='zstd', clevel=1, shuffle=SHUFFLE, blocksize=0)
-    Store type         : builtins.dict
+    Store type         : zarr.storage.KVStore
     No. bytes          : 400000000 (381.5M)
     No. bytes stored   : 1290562 (1.2M)
     Storage ratio      : 309.9
@@ -805,8 +805,10 @@ Here is an example using S3Map to read an array created previously::
     Order              : C
     Read-only          : False
     Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
-    Store type         : fsspec.mapping.FSMap
+    Store type         : zarr.storage.KVStore
     No. bytes          : 21
+    No. bytes stored   : 382
+    Storage ratio      : 0.1
     Chunks initialized : 3/3
     >>> z[:]
     array([b'H', b'e', b'l', b'l', b'o', b' ', b'f', b'r', b'o', b'm', b' ',
@@ -1274,7 +1276,7 @@ ratios, depending on the correlation structure within the data. E.g.::
     Order              : C
     Read-only          : False
     Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
-    Store type         : builtins.dict
+    Store type         : zarr.storage.KVStore
     No. bytes          : 400000000 (381.5M)
     No. bytes stored   : 6696010 (6.4M)
     Storage ratio      : 59.7
@@ -1288,7 +1290,7 @@ ratios, depending on the correlation structure within the data. E.g.::
     Order              : F
     Read-only          : False
     Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
-    Store type         : builtins.dict
+    Store type         : zarr.storage.KVStore
     No. bytes          : 400000000 (381.5M)
     No. bytes stored   : 4684636 (4.5M)
     Storage ratio      : 85.4
diff --git a/mypy.ini b/mypy.ini
index cb3c188f47..7c1be49cd6 100644
--- a/mypy.ini
+++ b/mypy.ini
@@ -1,4 +1,4 @@
 [mypy]
-python_version = 3.7
+python_version = 3.8
 ignore_missing_imports = True
 follow_imports = silent
diff --git a/pytest.ini b/pytest.ini
index 61a0a99ab5..8e3c0adb22 100644
--- a/pytest.ini
+++ b/pytest.ini
@@ -3,4 +3,6 @@ doctest_optionflags = NORMALIZE_WHITESPACE ELLIPSIS IGNORE_EXCEPTION_DETAIL
 addopts = --durations=10
 filterwarnings =
     error::DeprecationWarning:zarr.*
+    error::UserWarning:zarr.*
     ignore:PY_SSIZE_T_CLEAN will be required.*:DeprecationWarning
+    ignore:The loop argument is deprecated since Python 3.8.*:DeprecationWarning
diff --git a/zarr/_storage/absstore.py b/zarr/_storage/absstore.py
index 0dc5bf1892..01bfbd5039 100644
--- a/zarr/_storage/absstore.py
+++ b/zarr/_storage/absstore.py
@@ -1,16 +1,16 @@
 """This module contains storage classes related to Azure Blob Storage (ABS)"""
 
 import warnings
-from collections.abc import MutableMapping
 from numcodecs.compat import ensure_bytes
 from zarr.util import normalize_storage_path
+from zarr._storage.store import Store
 
 __doctest_requires__ = {
     ('ABSStore', 'ABSStore.*'): ['azure.storage.blob'],
 }
 
 
-class ABSStore(MutableMapping):
+class ABSStore(Store):
     """Storage class using Azure Blob Storage (ABS).
 
     Parameters
diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
new file mode 100644
index 0000000000..a779a4e26a
--- /dev/null
+++ b/zarr/_storage/store.py
@@ -0,0 +1,166 @@
+from collections.abc import MutableMapping
+from typing import Any, List, Optional, Union
+
+from zarr.util import normalize_storage_path
+
+# v2 store keys
+array_meta_key = '.zarray'
+group_meta_key = '.zgroup'
+attrs_key = '.zattrs'
+
+
+class BaseStore(MutableMapping):
+    """Abstract base class for store implementations.
+
+    This is a thin wrapper over MutableMapping that provides methods to check
+    whether a store is readable, writeable, eraseable and or listable.
+
+    Stores cannot be mutable mapping as they do have a couple of other
+    requirements that would break Liskov substitution principle (stores only
+    allow strings as keys, mutable mapping are more generic).
+
+    Having no-op base method also helps simplifying store usage and do not need
+    to check the presence of attributes and methods, like `close()`.
+
+    Stores can be used as context manager to make sure they close on exit.
+
+    .. added: 2.11.0
+
+    """
+
+    _readable = True
+    _writeable = True
+    _erasable = True
+    _listable = True
+
+    def is_readable(self):
+        return self._readable
+
+    def is_writeable(self):
+        return self._writeable
+
+    def is_listable(self):
+        return self._listable
+
+    def is_erasable(self):
+        return self._erasable
+
+    def __enter__(self):
+        if not hasattr(self, "_open_count"):
+            self._open_count = 0
+        self._open_count += 1
+        return self
+
+    def __exit__(self, exc_type, exc_value, traceback):
+        self._open_count -= 1
+        if self._open_count == 0:
+            self.close()
+
+    def close(self) -> None:
+        """Do nothing by default"""
+        pass
+
+    def rename(self, src_path: str, dst_path: str) -> None:
+        if not self.is_erasable():
+            raise NotImplementedError(
+                f'{type(self)} is not erasable, cannot call "rename"'
+            )  # pragma: no cover
+        _rename_from_keys(self, src_path, dst_path)
+
+    @staticmethod
+    def _ensure_store(store: Any):
+        """
+        We want to make sure internally that zarr stores are always a class
+        with a specific interface derived from ``BaseStore``, which is slightly
+        different than ``MutableMapping``.
+
+        We'll do this conversion in a few places automatically
+        """
+        from zarr.storage import KVStore  # avoid circular import
+
+        if store is None:
+            return None
+        elif isinstance(store, BaseStore):
+            return store
+        elif isinstance(store, MutableMapping):
+            return KVStore(store)
+        else:
+            for attr in [
+                "keys",
+                "values",
+                "get",
+                "__setitem__",
+                "__getitem__",
+                "__delitem__",
+                "__contains__",
+            ]:
+                if not hasattr(store, attr):
+                    break
+            else:
+                return KVStore(store)
+
+        raise ValueError(
+            "Starting with Zarr 2.11.0, stores must be subclasses of "
+            "BaseStore, if your store exposes the MutableMapping interface "
+            f"wrap it in Zarr.storage.KVStore. Got {store}"
+        )
+
+
+class Store(BaseStore):
+    """Abstract store class used by implementations following the Zarr v2 spec.
+
+    Adds public `listdir`, `rename`, and `rmdir` methods on top of BaseStore.
+
+    .. added: 2.11.0
+
+    """
+    def listdir(self, path: str = "") -> List[str]:
+        path = normalize_storage_path(path)
+        return _listdir_from_keys(self, path)
+
+    def rmdir(self, path: str = "") -> None:
+        if not self.is_erasable():
+            raise NotImplementedError(
+                f'{type(self)} is not erasable, cannot call "rmdir"'
+            )  # pragma: no cover
+        path = normalize_storage_path(path)
+        _rmdir_from_keys(self, path)
+
+
+def _path_to_prefix(path: Optional[str]) -> str:
+    # assume path already normalized
+    if path:
+        prefix = path + '/'
+    else:
+        prefix = ''
+    return prefix
+
+
+def _rename_from_keys(store: BaseStore, src_path: str, dst_path: str) -> None:
+    # assume path already normalized
+    src_prefix = _path_to_prefix(src_path)
+    dst_prefix = _path_to_prefix(dst_path)
+    for key in list(store.keys()):
+        if key.startswith(src_prefix):
+            new_key = dst_prefix + key.lstrip(src_prefix)
+            store[new_key] = store.pop(key)
+
+
+def _rmdir_from_keys(store: Union[BaseStore, MutableMapping], path: Optional[str] = None) -> None:
+    # assume path already normalized
+    prefix = _path_to_prefix(path)
+    for key in list(store.keys()):
+        if key.startswith(prefix):
+            del store[key]
+
+
+def _listdir_from_keys(store: BaseStore, path: Optional[str] = None) -> List[str]:
+    # assume path already normalized
+    prefix = _path_to_prefix(path)
+    children = set()
+    for key in list(store.keys()):
+        if key.startswith(prefix) and len(key) > len(prefix):
+            suffix = key[len(prefix):]
+            child = suffix.split('/')[0]
+            children.add(child)
+    return sorted(children)
diff --git a/zarr/attrs.py b/zarr/attrs.py
index ea6b831608..ec01dbe04f 100644
--- a/zarr/attrs.py
+++ b/zarr/attrs.py
@@ -1,6 +1,7 @@
 from collections.abc import MutableMapping
 
 from zarr.meta import parse_metadata
+from zarr._storage.store import Store
 from zarr.util import json_dumps
 
 
@@ -26,7 +27,7 @@ class Attributes(MutableMapping):
 
     def __init__(self, store, key='.zattrs', read_only=False, cache=True,
                  synchronizer=None):
-        self.store = store
+        self.store = Store._ensure_store(store)
         self.key = key
         self.read_only = read_only
         self.cache = cache
diff --git a/zarr/convenience.py b/zarr/convenience.py
index 80cf7fffd4..18b59a77b2 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -3,7 +3,7 @@
 import itertools
 import os
 import re
-from collections.abc import Mapping
+from collections.abc import Mapping, MutableMapping
 
 from zarr.core import Array
 from zarr.creation import array as _create_array
@@ -13,17 +13,21 @@
 from zarr.hierarchy import group as _create_group
 from zarr.hierarchy import open_group
 from zarr.meta import json_dumps, json_loads
-from zarr.storage import contains_array, contains_group
+from zarr.storage import contains_array, contains_group, BaseStore
 from zarr.util import TreeViewer, buffer_size, normalize_storage_path
 
+from typing import Union
+
+StoreLike = Union[BaseStore, MutableMapping, str, None]
+
 
 # noinspection PyShadowingBuiltins
-def open(store=None, mode='a', **kwargs):
+def open(store: StoreLike = None, mode: str = "a", **kwargs):
     """Convenience function to open a group or array using file-mode-like semantics.
 
     Parameters
     ----------
-    store : MutableMapping or string, optional
+    store : Store or string, optional
         Store or path to directory in file system or name of zip file.
     mode : {'r', 'r+', 'a', 'w', 'w-'}, optional
         Persistence mode: 'r' means read only (must exist); 'r+' means
@@ -76,27 +80,28 @@ def open(store=None, mode='a', **kwargs):
     clobber = mode == 'w'
     # we pass storage options explicitly, since normalize_store_arg might construct
     # a store if the input is a fsspec-compatible URL
-    store = normalize_store_arg(store, clobber=clobber,
-                                storage_options=kwargs.pop("storage_options", {}))
+    _store: BaseStore = normalize_store_arg(
+        store, clobber=clobber, storage_options=kwargs.pop("storage_options", {})
+    )
     path = normalize_storage_path(path)
 
     if mode in {'w', 'w-', 'x'}:
         if 'shape' in kwargs:
-            return open_array(store, mode=mode, **kwargs)
+            return open_array(_store, mode=mode, **kwargs)
         else:
-            return open_group(store, mode=mode, **kwargs)
+            return open_group(_store, mode=mode, **kwargs)
 
     elif mode == "a":
-        if "shape" in kwargs or contains_array(store, path):
-            return open_array(store, mode=mode, **kwargs)
+        if "shape" in kwargs or contains_array(_store, path):
+            return open_array(_store, mode=mode, **kwargs)
         else:
-            return open_group(store, mode=mode, **kwargs)
+            return open_group(_store, mode=mode, **kwargs)
 
     else:
-        if contains_array(store, path):
-            return open_array(store, mode=mode, **kwargs)
-        elif contains_group(store, path):
-            return open_group(store, mode=mode, **kwargs)
+        if contains_array(_store, path):
+            return open_array(_store, mode=mode, **kwargs)
+        elif contains_group(_store, path):
+            return open_group(_store, mode=mode, **kwargs)
         else:
             raise PathNotFoundError(path)
 
@@ -105,7 +110,7 @@ def _might_close(path):
     return isinstance(path, (str, os.PathLike))
 
 
-def save_array(store, arr, **kwargs):
+def save_array(store: StoreLike, arr, **kwargs):
     """Convenience function to save a NumPy array to the local file system, following a
     similar API to the NumPy save() function.
 
@@ -137,16 +142,16 @@ def save_array(store, arr, **kwargs):
 
     """
     may_need_closing = _might_close(store)
-    store = normalize_store_arg(store, clobber=True)
+    _store: BaseStore = normalize_store_arg(store, clobber=True)
     try:
-        _create_array(arr, store=store, overwrite=True, **kwargs)
+        _create_array(arr, store=_store, overwrite=True, **kwargs)
     finally:
-        if may_need_closing and hasattr(store, 'close'):
+        if may_need_closing:
             # needed to ensure zip file records are written
-            store.close()
+            _store.close()
 
 
-def save_group(store, *args, **kwargs):
+def save_group(store: StoreLike, *args, **kwargs):
     """Convenience function to save several NumPy arrays to the local file system, following a
     similar API to the NumPy savez()/savez_compressed() functions.
 
@@ -208,21 +213,21 @@ def save_group(store, *args, **kwargs):
         raise ValueError('at least one array must be provided')
     # handle polymorphic store arg
     may_need_closing = _might_close(store)
-    store = normalize_store_arg(store, clobber=True)
+    _store: BaseStore = normalize_store_arg(store, clobber=True)
     try:
-        grp = _create_group(store, overwrite=True)
+        grp = _create_group(_store, overwrite=True)
         for i, arr in enumerate(args):
             k = 'arr_{}'.format(i)
             grp.create_dataset(k, data=arr, overwrite=True)
         for k, arr in kwargs.items():
             grp.create_dataset(k, data=arr, overwrite=True)
     finally:
-        if may_need_closing and hasattr(store, 'close'):
+        if may_need_closing:
             # needed to ensure zip file records are written
-            store.close()
+            _store.close()
 
 
-def save(store, *args, **kwargs):
+def save(store: StoreLike, *args, **kwargs):
     """Convenience function to save an array or group of arrays to the local file system.
 
     Parameters
@@ -332,7 +337,7 @@ def __repr__(self):
         return r
 
 
-def load(store):
+def load(store: StoreLike):
     """Load data from an array or group into memory.
 
     Parameters
@@ -358,11 +363,11 @@ def load(store):
 
     """
     # handle polymorphic store arg
-    store = normalize_store_arg(store)
-    if contains_array(store, path=None):
-        return Array(store=store, path=None)[...]
-    elif contains_group(store, path=None):
-        grp = Group(store=store, path=None)
+    _store = normalize_store_arg(store)
+    if contains_array(_store, path=None):
+        return Array(store=_store, path=None)[...]
+    elif contains_group(_store, path=None):
+        grp = Group(store=_store, path=None)
         return LazyLoader(grp)
 
 
@@ -1078,7 +1083,7 @@ def copy_all(source, dest, shallow=False, without_attrs=False, log=None,
     return n_copied, n_skipped, n_bytes_copied
 
 
-def consolidate_metadata(store, metadata_key='.zmetadata'):
+def consolidate_metadata(store: StoreLike, metadata_key=".zmetadata"):
     """
     Consolidate all metadata for groups and arrays within the given store
     into a single resource and put it under the given key.
@@ -1129,7 +1134,7 @@ def is_zarr_key(key):
     return open_consolidated(store, metadata_key=metadata_key)
 
 
-def open_consolidated(store, metadata_key='.zmetadata', mode='r+', **kwargs):
+def open_consolidated(store: StoreLike, metadata_key=".zmetadata", mode="r+", **kwargs):
     """Open group using metadata previously consolidated into a single key.
 
     This is an optimised method for opening a Zarr group, where instead of
diff --git a/zarr/core.py b/zarr/core.py
index 6865a0694c..56b22ead8d 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -9,6 +9,8 @@
 import numpy as np
 from numcodecs.compat import ensure_bytes, ensure_ndarray
 
+from collections.abc import MutableMapping
+
 from zarr.attrs import Attributes
 from zarr.codecs import AsType, get_codec
 from zarr.errors import ArrayNotFoundError, ReadOnlyError, ArrayIndexError
@@ -30,7 +32,7 @@
     pop_fields,
 )
 from zarr.meta import decode_array_metadata, encode_array_metadata
-from zarr.storage import array_meta_key, attrs_key, getsize, listdir
+from zarr.storage import array_meta_key, attrs_key, getsize, listdir, BaseStore
 from zarr.util import (
     all_equal,
     InfoReporter,
@@ -145,7 +147,7 @@ class Array:
 
     def __init__(
         self,
-        store,
+        store: BaseStore,
         path=None,
         read_only=False,
         chunk_store=None,
@@ -158,6 +160,9 @@ def __init__(
         # N.B., expect at this point store is fully initialized with all
         # configuration metadata fully specified and normalized
 
+        store = BaseStore._ensure_store(store)
+        chunk_store = BaseStore._ensure_store(chunk_store)
+
         self._store = store
         self._chunk_store = chunk_store
         self._path = normalize_storage_path(path)
@@ -2113,7 +2118,7 @@ def _encode_chunk(self, chunk):
             cdata = chunk
 
         # ensure in-memory data is immutable and easy to compare
-        if isinstance(self.chunk_store, dict):
+        if isinstance(self.chunk_store, MutableMapping):
             cdata = ensure_bytes(cdata)
 
         return cdata
@@ -2146,10 +2151,10 @@ def info(self):
         Order              : C
         Read-only          : False
         Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
-        Store type         : builtins.dict
+        Store type         : zarr.storage.KVStore
         No. bytes          : 4000000 (3.8M)
-        No. bytes stored   : ...
-        Storage ratio      : ...
+        No. bytes stored   : 320
+        Storage ratio      : 12500.0
         Chunks initialized : 0/10
 
         """
diff --git a/zarr/creation.py b/zarr/creation.py
index 75ff1d0212..244a9b080c 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -1,4 +1,3 @@
-import os
 from warnings import warn
 
 import numpy as np
@@ -10,10 +9,9 @@
     ContainsArrayError,
     ContainsGroupError,
 )
-from zarr.n5 import N5Store
-from zarr.storage import (DirectoryStore, ZipStore, contains_array,
-                          contains_group, default_compressor, init_array,
-                          normalize_storage_path, FSStore)
+from zarr.storage import (contains_array, contains_group, default_compressor,
+                          init_array, normalize_storage_path,
+                          normalize_store_arg)
 from zarr.util import normalize_dimension_separator
 
 
@@ -157,27 +155,6 @@ def create(shape, chunks=True, dtype=None, compressor='default',
     return z
 
 
-def normalize_store_arg(store, clobber=False, storage_options=None, mode='w'):
-    if store is None:
-        return dict()
-    if isinstance(store, os.PathLike):
-        store = os.fspath(store)
-    if isinstance(store, str):
-        mode = mode if clobber else "r"
-        if "://" in store or "::" in store:
-            return FSStore(store, mode=mode, **(storage_options or {}))
-        elif storage_options:
-            raise ValueError("storage_options passed with non-fsspec path")
-        if store.endswith('.zip'):
-            return ZipStore(store, mode=mode)
-        elif store.endswith('.n5'):
-            return N5Store(store)
-        else:
-            return DirectoryStore(store)
-    else:
-        return store
-
-
 def _kwargs_compat(compressor, fill_value, kwargs):
 
     # to be compatible with h5py, as well as backwards-compatible with Zarr
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 87c2178e61..402b8dd976 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -15,11 +15,26 @@
     ReadOnlyError,
 )
 from zarr.meta import decode_group_metadata
-from zarr.storage import (MemoryStore, attrs_key, contains_array,
-                          contains_group, group_meta_key, init_group, listdir,
-                          rename, rmdir)
-from zarr.util import (InfoReporter, TreeViewer, is_valid_python_name, nolock,
-                       normalize_shape, normalize_storage_path)
+from zarr.storage import (
+    BaseStore,
+    MemoryStore,
+    attrs_key,
+    contains_array,
+    contains_group,
+    group_meta_key,
+    init_group,
+    listdir,
+    rename,
+    rmdir,
+)
+from zarr.util import (
+    InfoReporter,
+    TreeViewer,
+    is_valid_python_name,
+    nolock,
+    normalize_shape,
+    normalize_storage_path,
+)
 
 
 class Group(MutableMapping):
@@ -96,6 +111,8 @@ class Group(MutableMapping):
 
     def __init__(self, store, path=None, read_only=False, chunk_store=None,
                  cache_attrs=True, synchronizer=None):
+        store: BaseStore = BaseStore._ensure_store(store)
+        chunk_store: BaseStore = BaseStore._ensure_store(chunk_store)
         self._store = store
         self._chunk_store = chunk_store
         self._path = normalize_storage_path(path)
@@ -237,11 +254,8 @@ def __enter__(self):
         return self
 
     def __exit__(self, exc_type, exc_val, exc_tb):
-        """If the underlying Store has a ``close`` method, call it."""
-        try:
-            self.store.close()
-        except AttributeError:
-            pass
+        """Call the close method of the underlying Store."""
+        self.store.close()
 
     def info_items(self):
 
@@ -804,11 +818,13 @@ def create_dataset(self, name, **kwargs):
         <zarr.core.Array '/bar/baz/qux' (100, 100, 100) float64>
 
         """
+        assert "mode" not in kwargs
 
         return self._write_op(self._create_dataset_nosync, name, **kwargs)
 
     def _create_dataset_nosync(self, name, data=None, **kwargs):
 
+        assert "mode" not in kwargs
         path = self._item_path(name)
 
         # determine synchronizer
diff --git a/zarr/storage.py b/zarr/storage.py
index 92be9df0aa..901011c9d2 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -31,7 +31,7 @@
 from os import scandir
 from pickle import PicklingError
 from threading import Lock, RLock
-from typing import Optional, Union, List, Tuple, Dict
+from typing import Optional, Union, List, Tuple, Dict, Any
 import uuid
 import time
 
@@ -57,6 +57,15 @@
                        normalize_shape, normalize_storage_path, retry_call)
 
 from zarr._storage.absstore import ABSStore  # noqa: F401
+from zarr._storage.store import (_listdir_from_keys,
+                                 _path_to_prefix,
+                                 _rename_from_keys,
+                                 _rmdir_from_keys,
+                                 array_meta_key,
+                                 group_meta_key,
+                                 attrs_key,
+                                 BaseStore,
+                                 Store)
 
 __doctest_requires__ = {
     ('RedisStore', 'RedisStore.*'): ['redis'],
@@ -65,9 +74,6 @@
 }
 
 
-array_meta_key = '.zarray'
-group_meta_key = '.zgroup'
-attrs_key = '.zattrs'
 try:
     # noinspection PyUnresolvedReferences
     from zarr.codecs import Blosc
@@ -78,18 +84,11 @@
 
 
 Path = Union[str, bytes, None]
+# allow MutableMapping for backwards compatibility
+StoreLike = Union[BaseStore, MutableMapping]
 
 
-def _path_to_prefix(path: Optional[str]) -> str:
-    # assume path already normalized
-    if path:
-        prefix = path + '/'
-    else:
-        prefix = ''
-    return prefix
-
-
-def contains_array(store: MutableMapping, path: Path = None) -> bool:
+def contains_array(store: StoreLike, path: Path = None) -> bool:
     """Return True if the store contains an array at the given logical path."""
     path = normalize_storage_path(path)
     prefix = _path_to_prefix(path)
@@ -97,7 +96,7 @@ def contains_array(store: MutableMapping, path: Path = None) -> bool:
     return key in store
 
 
-def contains_group(store: MutableMapping, path: Path = None) -> bool:
+def contains_group(store: StoreLike, path: Path = None) -> bool:
     """Return True if the store contains a group at the given logical path."""
     path = normalize_storage_path(path)
     prefix = _path_to_prefix(path)
@@ -105,41 +104,47 @@ def contains_group(store: MutableMapping, path: Path = None) -> bool:
     return key in store
 
 
-def _rmdir_from_keys(store: MutableMapping, path: Optional[str] = None) -> None:
-    # assume path already normalized
-    prefix = _path_to_prefix(path)
-    for key in list(store.keys()):
-        if key.startswith(prefix):
-            del store[key]
+def normalize_store_arg(store: Any, clobber=False, storage_options=None, mode="w") -> BaseStore:
+    if store is None:
+        return BaseStore._ensure_store(dict())
+    elif isinstance(store, os.PathLike):
+        store = os.fspath(store)
+    if isinstance(store, str):
+        mode = mode if clobber else "r"
+        if "://" in store or "::" in store:
+            return FSStore(store, mode=mode, **(storage_options or {}))
+        elif storage_options:
+            raise ValueError("storage_options passed with non-fsspec path")
+        if store.endswith('.zip'):
+            return ZipStore(store, mode=mode)
+        elif store.endswith('.n5'):
+            from zarr.n5 import N5Store
+            return N5Store(store)
+        else:
+            return DirectoryStore(store)
+    else:
+        if not isinstance(store, BaseStore) and isinstance(store, MutableMapping):
+            store = BaseStore._ensure_store(store)
+        return store
 
 
-def rmdir(store, path: Path = None):
+def rmdir(store: StoreLike, path: Path = None):
     """Remove all items under the given path. If `store` provides a `rmdir` method,
     this will be called, otherwise will fall back to implementation via the
-    `MutableMapping` interface."""
+    `Store` interface."""
     path = normalize_storage_path(path)
-    if hasattr(store, 'rmdir'):
+    if hasattr(store, "rmdir") and store.is_erasable():  # type: ignore
         # pass through
-        store.rmdir(path)
+        store.rmdir(path)  # type: ignore
     else:
         # slow version, delete one key at a time
         _rmdir_from_keys(store, path)
 
 
-def _rename_from_keys(store: MutableMapping, src_path: str, dst_path: str) -> None:
-    # assume path already normalized
-    src_prefix = _path_to_prefix(src_path)
-    dst_prefix = _path_to_prefix(dst_path)
-    for key in list(store.keys()):
-        if key.startswith(src_prefix):
-            new_key = dst_prefix + key.lstrip(src_prefix)
-            store[new_key] = store.pop(key)
-
-
-def rename(store, src_path: Path, dst_path: Path):
+def rename(store: BaseStore, src_path: Path, dst_path: Path):
     """Rename all items under the given path. If `store` provides a `rename` method,
     this will be called, otherwise will fall back to implementation via the
-    `MutableMapping` interface."""
+    `Store` interface."""
     src_path = normalize_storage_path(src_path)
     dst_path = normalize_storage_path(dst_path)
     if hasattr(store, 'rename'):
@@ -150,39 +155,32 @@ def rename(store, src_path: Path, dst_path: Path):
         _rename_from_keys(store, src_path, dst_path)
 
 
-def _listdir_from_keys(store: MutableMapping, path: Optional[str] = None) -> List[str]:
-    # assume path already normalized
-    prefix = _path_to_prefix(path)
-    children = set()
-    for key in list(store.keys()):
-        if key.startswith(prefix) and len(key) > len(prefix):
-            suffix = key[len(prefix):]
-            child = suffix.split('/')[0]
-            children.add(child)
-    return sorted(children)
-
-
-def listdir(store, path: Path = None):
+def listdir(store: BaseStore, path: Path = None):
     """Obtain a directory listing for the given path. If `store` provides a `listdir`
     method, this will be called, otherwise will fall back to implementation via the
     `MutableMapping` interface."""
     path = normalize_storage_path(path)
     if hasattr(store, 'listdir'):
         # pass through
-        return store.listdir(path)
+        return store.listdir(path)  # type: ignore
     else:
         # slow version, iterate through all keys
+        warnings.warn(
+            f"Store {store} has no `listdir` method. From zarr 2.9 onwards "
+            "may want to inherit from `Store`.",
+            stacklevel=2,
+        )
         return _listdir_from_keys(store, path)
 
 
-def getsize(store, path: Path = None) -> int:
+def getsize(store: BaseStore, path: Path = None) -> int:
     """Compute size of stored items for a given path. If `store` provides a `getsize`
     method, this will be called, otherwise will return -1."""
     path = normalize_storage_path(path)
     if hasattr(store, 'getsize'):
         # pass through
-        return store.getsize(path)
-    elif isinstance(store, dict):
+        return store.getsize(path)  # type: ignore
+    elif isinstance(store, MutableMapping):
         # compute from size of values
         if path in store:
             v = store[path]
@@ -208,8 +206,8 @@ def getsize(store, path: Path = None) -> int:
 
 def _require_parent_group(
     path: Optional[str],
-    store: MutableMapping,
-    chunk_store: Optional[MutableMapping],
+    store: StoreLike,
+    chunk_store: Optional[StoreLike],
     overwrite: bool,
 ):
     # assume path is normalized
@@ -225,7 +223,7 @@ def _require_parent_group(
 
 
 def init_array(
-    store: MutableMapping,
+    store: StoreLike,
     shape: Tuple[int, ...],
     chunks: Union[bool, int, Tuple[int, ...]] = True,
     dtype=None,
@@ -234,7 +232,7 @@ def init_array(
     order: str = "C",
     overwrite: bool = False,
     path: Path = None,
-    chunk_store: MutableMapping = None,
+    chunk_store: StoreLike = None,
     filters=None,
     object_codec=None,
     dimension_separator=None,
@@ -244,7 +242,7 @@ def init_array(
 
     Parameters
     ----------
-    store : MutableMapping
+    store : Store
         A mapping that supports string keys and bytes-like values.
     shape : int or tuple of ints
         Array shape.
@@ -263,7 +261,7 @@ def init_array(
         If True, erase all data in `store` prior to initialisation.
     path : string, bytes, optional
         Path under which array is stored.
-    chunk_store : MutableMapping, optional
+    chunk_store : Store, optional
         Separate storage for chunks. If not provided, `store` will be used
         for storage of both chunks and metadata.
     filters : sequence, optional
@@ -277,8 +275,8 @@ def init_array(
     --------
     Initialize an array store::
 
-        >>> from zarr.storage import init_array
-        >>> store = dict()
+        >>> from zarr.storage import init_array, KVStore
+        >>> store = KVStore(dict())
         >>> init_array(store, shape=(10000, 10000), chunks=(1000, 1000))
         >>> sorted(store.keys())
         ['.zarray']
@@ -311,7 +309,7 @@ def init_array(
 
     Initialize an array using a storage path::
 
-        >>> store = dict()
+        >>> store = KVStore(dict())
         >>> init_array(store, shape=100000000, chunks=1000000, dtype='i1', path='foo')
         >>> sorted(store.keys())
         ['.zgroup', 'foo/.zarray']
@@ -456,23 +454,23 @@ def _init_array_metadata(
 
 
 def init_group(
-    store: MutableMapping,
+    store: StoreLike,
     overwrite: bool = False,
     path: Path = None,
-    chunk_store: MutableMapping = None,
+    chunk_store: StoreLike = None,
 ):
     """Initialize a group store. Note that this is a low-level function and there should be no
     need to call this directly from user code.
 
     Parameters
     ----------
-    store : MutableMapping
+    store : Store
         A mapping that supports string keys and byte sequence values.
     overwrite : bool, optional
         If True, erase all data in `store` prior to initialisation.
     path : string, optional
         Path under which array is stored.
-    chunk_store : MutableMapping, optional
+    chunk_store : Store, optional
         Separate storage for chunks. If not provided, `store` will be used
         for storage of both chunks and metadata.
 
@@ -491,10 +489,10 @@ def init_group(
 
 
 def _init_group_metadata(
-    store: MutableMapping,
+    store: StoreLike,
     overwrite: Optional[bool] = False,
     path: Optional[str] = None,
-    chunk_store: MutableMapping = None,
+    chunk_store: StoreLike = None,
 ):
 
     # guard conditions
@@ -526,7 +524,50 @@ def _dict_store_keys(d: Dict, prefix="", cls=dict):
             yield prefix + k
 
 
-class MemoryStore(MutableMapping):
+class KVStore(Store):
+    """
+    This provides a default implementation of a store interface around
+    a mutable mapping, to avoid having to test stores for presence of methods.
+
+    This, for most methods should just be a pass-through to the underlying KV
+    store which is likely to expose a MuttableMapping interface,
+    """
+
+    def __init__(self, mutablemapping):
+        self._mutable_mapping = mutablemapping
+
+    def __getitem__(self, key):
+        return self._mutable_mapping[key]
+
+    def __setitem__(self, key, value):
+        self._mutable_mapping[key] = value
+
+    def __delitem__(self, key):
+        del self._mutable_mapping[key]
+
+    def get(self, key, default=None):
+        return self._mutable_mapping.get(key, default)
+
+    def values(self):
+        return self._mutable_mapping.values()
+
+    def __iter__(self):
+        return iter(self._mutable_mapping)
+
+    def __len__(self):
+        return len(self._mutable_mapping)
+
+    def __repr__(self):
+        return f"<{self.__class__.__name__}: \n{repr(self._mutable_mapping)}\n at {hex(id(self))}>"
+
+    def __eq__(self, other):
+        if isinstance(other, KVStore):
+            return self._mutable_mapping == other._mutable_mapping
+        else:
+            return NotImplemented
+
+
+class MemoryStore(Store):
     """Store class that uses a hierarchy of :class:`dict` objects, thus all data
     will be held in main memory.
 
@@ -544,7 +585,7 @@ class MemoryStore(MutableMapping):
 
         >>> z = zarr.zeros(100)
         >>> type(z.store)
-        <class 'dict'>
+        <class 'zarr.storage.KVStore'>
 
     Notes
     -----
@@ -730,7 +771,7 @@ def __init__(self, *args, **kwargs):
         super().__init__(*args, **kwargs)
 
 
-class DirectoryStore(MutableMapping):
+class DirectoryStore(Store):
     """Storage class using directories and files on a standard file system.
 
     Parameters
@@ -1041,7 +1082,7 @@ def atexit_rmglob(path,
             rmtree(p)
 
 
-class FSStore(MutableMapping):
+class FSStore(Store):
     """Wraps an fsspec.FSMap to give access to arbitrary filesystems
 
     Requires that ``fsspec`` is installed, as well as any additional
@@ -1352,7 +1393,7 @@ def __eq__(self, other):
 
 
 # noinspection PyPep8Naming
-class ZipStore(MutableMapping):
+class ZipStore(Store):
     """Storage class using a Zip file.
 
     Parameters
@@ -1444,6 +1485,8 @@ class also supports the context manager protocol, which ensures the ``close()``
 
     """
 
+    _erasable = False
+
     def __init__(self, path, compression=zipfile.ZIP_STORED, allowZip64=True, mode='a',
                  dimension_separator=None):
 
@@ -1606,7 +1649,7 @@ def migrate_1to2(store):
 
     Parameters
     ----------
-    store : MutableMapping
+    store : Store
         Store to be migrated.
 
     Notes
@@ -1650,7 +1693,7 @@ def migrate_1to2(store):
 
 
 # noinspection PyShadowingBuiltins
-class DBMStore(MutableMapping):
+class DBMStore(Store):
     """Storage class using a DBM-style database.
 
     Parameters
@@ -1842,7 +1885,7 @@ def __contains__(self, key):
         return key in self.db
 
 
-class LMDBStore(MutableMapping):
+class LMDBStore(Store):
     """Storage class using LMDB. Requires the `lmdb <http://lmdb.readthedocs.io/>`_
     package to be installed.
 
@@ -2019,7 +2062,7 @@ def __len__(self):
         return self.db.stat()['entries']
 
 
-class LRUStoreCache(MutableMapping):
+class LRUStoreCache(Store):
     """Storage class that implements a least-recently-used (LRU) cache layer over
     some other store. Intended primarily for use with stores that can be slow to
     access, e.g., remote stores that require network communication to store and
@@ -2027,7 +2070,7 @@ class LRUStoreCache(MutableMapping):
 
     Parameters
     ----------
-    store : MutableMapping
+    store : Store
         The store containing the actual data to be cached.
     max_size : int
         The maximum size that the cache may grow to, in number of bytes. Provide `None`
@@ -2056,14 +2099,14 @@ class LRUStoreCache(MutableMapping):
 
     """
 
-    def __init__(self, store, max_size):
-        self._store = store
+    def __init__(self, store: Store, max_size: int):
+        self._store = Store._ensure_store(store)
         self._max_size = max_size
         self._current_size = 0
         self._keys_cache = None
         self._contains_cache = None
-        self._listdir_cache = dict()
-        self._values_cache = OrderedDict()
+        self._listdir_cache: Dict[Path, Any] = dict()
+        self._values_cache: Dict[Path, Any] = OrderedDict()
         self._mutex = Lock()
         self.hits = self.misses = 0
 
@@ -2103,7 +2146,7 @@ def _keys(self):
             self._keys_cache = list(self._store.keys())
         return self._keys_cache
 
-    def listdir(self, path=None):
+    def listdir(self, path: Path = None):
         with self._mutex:
             try:
                 return self._listdir_cache[path]
@@ -2112,7 +2155,7 @@ def listdir(self, path=None):
                 self._listdir_cache[path] = listing
                 return listing
 
-    def getsize(self, path=None):
+    def getsize(self, path=None) -> int:
         return getsize(self._store, path=path)
 
     def _pop_value(self):
@@ -2129,7 +2172,7 @@ def _accommodate_value(self, value_size):
             v = self._pop_value()
             self._current_size -= buffer_size(v)
 
-    def _cache_value(self, key, value):
+    def _cache_value(self, key: Path, value):
         # cache a value
         value_size = buffer_size(value)
         # check size of the value against max size, as if the value itself exceeds max
@@ -2201,7 +2244,7 @@ def __delitem__(self, key):
             self._invalidate_value(key)
 
 
-class SQLiteStore(MutableMapping):
+class SQLiteStore(Store):
     """Storage class using SQLite.
 
     Parameters
@@ -2404,7 +2447,7 @@ def clear(self):
             )
 
 
-class MongoDBStore(MutableMapping):
+class MongoDBStore(Store):
     """Storage class using MongoDB.
 
     .. note:: This is an experimental feature.
@@ -2487,7 +2530,7 @@ def clear(self):
         self.collection.delete_many({})
 
 
-class RedisStore(MutableMapping):
+class RedisStore(Store):
     """Storage class using Redis.
 
     .. note:: This is an experimental feature.
@@ -2556,7 +2599,7 @@ def clear(self):
             del self[key]
 
 
-class ConsolidatedMetadataStore(MutableMapping):
+class ConsolidatedMetadataStore(Store):
     """A layer over other storage, where the metadata has been consolidated into
     a single key.
 
@@ -2580,7 +2623,7 @@ class ConsolidatedMetadataStore(MutableMapping):
 
     Parameters
     ----------
-    store: MutableMapping
+    store: Store
         Containing the zarr array.
     metadata_key: str
         The target in the store where all of the metadata are stored. We
@@ -2592,8 +2635,8 @@ class ConsolidatedMetadataStore(MutableMapping):
 
     """
 
-    def __init__(self, store, metadata_key='.zmetadata'):
-        self.store = store
+    def __init__(self, store: StoreLike, metadata_key=".zmetadata"):
+        self.store = Store._ensure_store(store)
 
         # retrieve consolidated metadata
         meta = json_loads(store[metadata_key])
@@ -2605,7 +2648,7 @@ def __init__(self, store, metadata_key='.zmetadata'):
                                 consolidated_format)
 
         # decode metadata
-        self.meta_store = meta['metadata']
+        self.meta_store: Store = KVStore(meta["metadata"])
 
     def __getitem__(self, key):
         return self.meta_store[key]
diff --git a/zarr/tests/test_attrs.py b/zarr/tests/test_attrs.py
index 2aced3abaa..b2de736d4a 100644
--- a/zarr/tests/test_attrs.py
+++ b/zarr/tests/test_attrs.py
@@ -1,21 +1,26 @@
 import json
-import unittest
 
 import pytest
 
 from zarr.attrs import Attributes
 from zarr.tests.util import CountingDict
+from zarr.storage import KVStore
 
 
-class TestAttributes(unittest.TestCase):
+class TestAttributes():
 
     def init_attributes(self, store, read_only=False, cache=True):
         return Attributes(store, key='attrs', read_only=read_only, cache=cache)
 
-    def test_storage(self):
+    @pytest.mark.parametrize('store_from_dict', [False, True])
+    def test_storage(self, store_from_dict):
 
-        store = dict()
+        if store_from_dict:
+            store = dict()
+        else:
+            store = KVStore(dict())
         a = Attributes(store=store, key='attrs')
+        assert isinstance(a.store, KVStore)
         assert 'foo' not in a
         assert 'bar' not in a
         assert dict() == a.asdict()
diff --git a/zarr/tests/test_convenience.py b/zarr/tests/test_convenience.py
index d2bd91038b..e5ccbd494d 100644
--- a/zarr/tests/test_convenience.py
+++ b/zarr/tests/test_convenience.py
@@ -24,8 +24,12 @@
 from zarr.core import Array
 from zarr.errors import CopyError
 from zarr.hierarchy import Group, group
-from zarr.storage import (ConsolidatedMetadataStore, MemoryStore,
-                          atexit_rmtree, getsize)
+from zarr.storage import (
+    ConsolidatedMetadataStore,
+    MemoryStore,
+    atexit_rmtree,
+    getsize,
+)
 
 
 def test_open_array(path_type):
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 4544a6cae9..2b44ac0574 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -24,11 +24,12 @@
     ABSStore,
     DBMStore,
     DirectoryStore,
+    FSStore,
+    KVStore,
     LMDBStore,
     LRUStoreCache,
     NestedDirectoryStore,
     SQLiteStore,
-    FSStore,
     atexit_rmglob,
     atexit_rmtree,
     init_array,
@@ -45,8 +46,8 @@ class TestArray(unittest.TestCase):
     def test_array_init(self):
 
         # normal initialization
-        store = dict()
-        init_array(store, shape=100, chunks=10, dtype='<f8')
+        store = KVStore(dict())
+        init_array(store, shape=100, chunks=10, dtype="<f8")
         a = Array(store)
         assert isinstance(a, Array)
         assert (100,) == a.shape
@@ -56,9 +57,10 @@ def test_array_init(self):
         assert a.basename is None
         assert store is a.store
         assert "8fecb7a17ea1493d9c1430d04437b4f5b0b34985" == a.hexdigest()
+        store.close()
 
         # initialize at path
-        store = dict()
+        store = KVStore(dict())
         init_array(store, shape=100, chunks=10, path='foo/bar', dtype='<f8')
         a = Array(store, path='foo/bar')
         assert isinstance(a, Array)
@@ -71,18 +73,18 @@ def test_array_init(self):
         assert "8fecb7a17ea1493d9c1430d04437b4f5b0b34985" == a.hexdigest()
 
         # store not initialized
-        store = dict()
+        store = KVStore(dict())
         with pytest.raises(ValueError):
             Array(store)
 
         # group is in the way
-        store = dict()
+        store = KVStore(dict())
         init_group(store, path='baz')
         with pytest.raises(ValueError):
             Array(store, path='baz')
 
     def create_array(self, read_only=False, **kwargs):
-        store = dict()
+        store = KVStore(dict())
         kwargs.setdefault('compressor', Zlib(level=1))
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
@@ -103,8 +105,7 @@ def test_store_has_text_keys(self):
             if not isinstance(k, expected_type):  # pragma: no cover
                 pytest.fail("Non-text key: %s" % repr(k))
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_store_has_binary_values(self):
         # Initialize array
@@ -118,8 +119,7 @@ def test_store_has_binary_values(self):
             except TypeError:  # pragma: no cover
                 pytest.fail("Non-bytes-like value: %s" % repr(v))
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_store_has_bytes_values(self):
         # Test that many stores do hold bytes values.
@@ -134,8 +134,7 @@ def test_store_has_bytes_values(self):
         # Check in-memory array only contains `bytes`
         assert all([isinstance(v, bytes) for v in z.chunk_store.values()])
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_nbytes_stored(self):
 
@@ -154,6 +153,8 @@ def test_nbytes_stored(self):
         except TypeError:
             pass
 
+        z.store.close()
+
     # noinspection PyStatementEffect
     def test_array_1d(self):
         a = np.arange(1050)
@@ -235,8 +236,7 @@ def test_array_1d(self):
         assert_array_equal(b[190:310], z[190:310])
         assert_array_equal(a[310:], z[310:])
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_array_1d_fill_value(self):
         for fill_value in -1, 0, 1, 10:
@@ -252,8 +252,7 @@ def test_array_1d_fill_value(self):
             assert_array_equal(a[190:310], z[190:310])
             assert_array_equal(f[310:], z[310:])
 
-            if hasattr(z.store, 'close'):
-                z.store.close()
+            z.store.close()
 
     def test_array_1d_set_scalar(self):
         # test setting the contents of an array with a scalar value
@@ -272,8 +271,7 @@ def test_array_1d_set_scalar(self):
             z[:] = value
             assert_array_equal(a, z[:])
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_array_1d_selections(self):
         # light test here, full tests in test_indexing
@@ -317,8 +315,7 @@ def test_array_1d_selections(self):
         z.oindex[bix] = 9
         assert_array_equal(9, z.oindex[bix])
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     # noinspection PyStatementEffect
     def test_array_2d(self):
@@ -428,8 +425,7 @@ def test_array_2d(self):
         assert_array_equal(a[310:], z[310:])
         assert_array_equal(a[:, 7:], z[:, 7:])
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_array_2d_edge_case(self):
         # this fails with filters - chunks extend beyond edge of array, messes with delta
@@ -443,8 +439,7 @@ def test_array_2d_edge_case(self):
         actual = z[:]
         assert_array_equal(expect, actual)
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_array_2d_partial(self):
         z = self.create_array(shape=(1000, 10), chunks=(100, 2), dtype='i4',
@@ -486,8 +481,7 @@ def test_array_2d_partial(self):
         assert -1 == z[2, 2]
         assert -1 == z[-1, -1]
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_array_order(self):
 
@@ -504,8 +498,7 @@ def test_array_order(self):
             z[:] = a
             assert_array_equal(a, z[:])
 
-            if hasattr(z.store, 'close'):
-                z.store.close()
+            z.store.close()
 
         # 2D
         a = np.arange(10000).reshape((100, 100))
@@ -521,8 +514,7 @@ def test_array_order(self):
             actual = z[:]
             assert_array_equal(a, actual)
 
-            if hasattr(z.store, 'close'):
-                z.store.close()
+            z.store.close()
 
     def test_setitem_data_not_shared(self):
         # check that data don't end up being shared with another array
@@ -533,8 +525,7 @@ def test_setitem_data_not_shared(self):
         assert_array_equal(z[:], np.arange(20, dtype='i4'))
         a[:] = 0
         assert_array_equal(z[:], np.arange(20, dtype='i4'))
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def expected(self):
         return [
@@ -551,34 +542,29 @@ def test_hexdigest(self):
         # Check basic 1-D array
         z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
         found.append(z.hexdigest())
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         # Check basic 1-D array with different type
         z = self.create_array(shape=(1050,), chunks=100, dtype='<f4')
         found.append(z.hexdigest())
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         # Check basic 2-D array
         z = self.create_array(shape=(20, 35,), chunks=10, dtype='<i4')
         found.append(z.hexdigest())
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         # Check basic 1-D array with some data
         z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
         z[200:400] = np.arange(200, 400, dtype='i4')
         found.append(z.hexdigest())
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         # Check basic 1-D array with attributes
         z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
         z.attrs['foo'] = 'bar'
         found.append(z.hexdigest())
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         assert self.expected() == found
 
@@ -617,8 +603,7 @@ def test_resize_1d(self):
         assert (105,) == z.shape
         assert (105,) == z[:].shape
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_resize_2d(self):
 
@@ -664,8 +649,7 @@ def test_resize_2d(self):
         assert (105, 105) == z.shape
         assert (105, 105) == z[:].shape
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_append_1d(self):
 
@@ -694,8 +678,7 @@ def test_append_1d(self):
         assert (10,) == z.chunks
         assert_array_equal(f, z[:])
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_append_2d(self):
 
@@ -717,8 +700,7 @@ def test_append_2d(self):
         actual = z[:]
         assert_array_equal(e, actual)
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_append_2d_axis(self):
 
@@ -738,8 +720,7 @@ def test_append_2d_axis(self):
         assert (10, 10) == z.chunks
         assert_array_equal(e, z[:])
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_append_bad_shape(self):
         a = np.arange(100)
@@ -748,15 +729,13 @@ def test_append_bad_shape(self):
         b = a.reshape(10, 10)
         with pytest.raises(ValueError):
             z.append(b)
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_read_only(self):
 
         z = self.create_array(shape=1000, chunks=100)
         assert not z.read_only
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         z = self.create_array(shape=1000, chunks=100, read_only=True)
         assert z.read_only
@@ -779,8 +758,7 @@ def test_read_only(self):
         with pytest.raises(PermissionError):
             z.set_mask_selection(np.ones(z.shape, dtype=bool), 42)
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_pickle(self):
 
@@ -803,8 +781,7 @@ def test_pickle(self):
         dump = pickle.dumps(z)
         # some stores cannot be opened twice at the same time, need to close
         # store before can round-trip through pickle
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
         z2 = pickle.loads(dump)
 
         # verify
@@ -818,8 +795,7 @@ def test_pickle(self):
         assert attrs_cache == z2.attrs.cache
         assert_array_equal(a, z2[:])
 
-        if hasattr(z2.store, 'close'):
-            z2.store.close()
+        z2.store.close()
 
     def test_np_ufuncs(self):
         z = self.create_array(shape=(100, 100), chunks=(10, 10))
@@ -837,8 +813,7 @@ def test_np_ufuncs(self):
         assert_array_equal(np.take(a, indices, axis=1),
                            np.take(z, indices, axis=1))
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         # use zarr array as indices or condition
         zc = self.create_array(shape=condition.shape, dtype=condition.dtype,
@@ -846,8 +821,7 @@ def test_np_ufuncs(self):
         zc[:] = condition
         assert_array_equal(np.compress(condition, a, axis=0),
                            np.compress(zc, a, axis=0))
-        if hasattr(zc.store, 'close'):
-            zc.store.close()
+        zc.store.close()
 
         zi = self.create_array(shape=indices.shape, dtype=indices.dtype,
                                chunks=10, filters=None)
@@ -855,8 +829,7 @@ def test_np_ufuncs(self):
         # this triggers __array__() call with dtype argument
         assert_array_equal(np.take(a, indices, axis=1),
                            np.take(a, zi, axis=1))
-        if hasattr(zi.store, 'close'):
-            zi.store.close()
+        zi.store.close()
 
     # noinspection PyStatementEffect
     def test_0len_dim_1d(self):
@@ -891,8 +864,7 @@ def test_0len_dim_1d(self):
         with pytest.raises(IndexError):
             z[0] = 42
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     # noinspection PyStatementEffect
     def test_0len_dim_2d(self):
@@ -931,8 +903,7 @@ def test_0len_dim_2d(self):
         with pytest.raises(IndexError):
             z[:, 0] = 42
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     # noinspection PyStatementEffect
     def test_array_0d(self):
@@ -983,8 +954,7 @@ def test_array_0d(self):
         with pytest.raises(ValueError):
             z[...] = np.array([1, 2, 3])
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_nchunks_initialized(self):
         for fill_value in (0, 1.0, np.nan):
@@ -1008,26 +978,7 @@ def test_nchunks_initialized(self):
             del z.chunk_store[z._chunk_key((0,))]
             assert 9 == z.nchunks_initialized
 
-            if hasattr(z.store, 'close'):
-                z.store.close()
-
-            # second round of similar tests with write_empty_chunks set to
-            # False
-            z = self.create_array(shape=100,
-                                  chunks=10,
-                                  fill_value=fill_value,
-                                  dtype=dtype,
-                                  write_empty_chunks=False)
-            z[:] = 42
-            assert 10 == z.nchunks_initialized
-            # manually remove a chunk from the store
-            del z.chunk_store[z._chunk_key((0,))]
-            assert 9 == z.nchunks_initialized
-            z[:] = z.fill_value
-            assert 0 == z.nchunks_initialized
-
-            if hasattr(z.store, 'close'):
-                z.store.close()
+            z.store.close()
 
     def test_array_dtype_shape(self):
 
@@ -1049,8 +1000,7 @@ def test_array_dtype_shape(self):
                     assert fill_value == z.fill_value
                 z[...] = a
                 assert_array_equal(a, z[...])
-                if hasattr(z.store, 'close'):
-                    z.store.close()
+                z.store.close()
 
     def check_structured_array(self, d, fill_values):
         for a in (d, d[:0]):
@@ -1091,8 +1041,7 @@ def check_structured_array(self, d, fill_values):
                     for f in a.dtype.names:
                         assert_array_equal(a[f], z[f])
 
-                if hasattr(z.store, 'close'):
-                    z.store.close()
+                z.store.close()
 
     def test_structured_array(self):
         d = np.array([(b'aaa', 1, 4.2),
@@ -1128,8 +1077,7 @@ def test_dtypes(self):
             a = np.arange(z.shape[0], dtype=dtype)
             z[:] = a
             assert_array_equal(a, z[:])
-            if hasattr(z.store, 'close'):
-                z.store.close()
+            z.store.close()
 
         # floats
         for dtype in 'f2', 'f4', 'f8':
@@ -1138,8 +1086,7 @@ def test_dtypes(self):
             a = np.linspace(0, 1, z.shape[0], dtype=dtype)
             z[:] = a
             assert_array_almost_equal(a, z[:])
-            if hasattr(z.store, 'close'):
-                z.store.close()
+            z.store.close()
 
         # complex
         for dtype in 'c8', 'c16':
@@ -1149,8 +1096,7 @@ def test_dtypes(self):
             a -= 1j * a
             z[:] = a
             assert_array_almost_equal(a, z[:])
-            if hasattr(z.store, 'close'):
-                z.store.close()
+            z.store.close()
 
         # datetime, timedelta
         for base_type in 'Mm':
@@ -1163,8 +1109,7 @@ def test_dtypes(self):
                                       dtype='i8').view(dtype)
                 z[:] = a
                 assert_array_equal(a, z[:])
-                if hasattr(z.store, 'close'):
-                    z.store.close()
+                z.store.close()
 
         # check that datetime generic units are not allowed
         with pytest.raises(ValueError):
@@ -1182,8 +1127,7 @@ def test_object_arrays(self):
         # filters to maintain API backwards compatibility
         with pytest.warns(FutureWarning):
             z = self.create_array(shape=10, chunks=3, dtype=object, filters=[MsgPack()])
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         # create an object array using msgpack
         z = self.create_array(shape=10, chunks=3, dtype=object, object_codec=MsgPack())
@@ -1199,8 +1143,7 @@ def test_object_arrays(self):
         assert z[4] == {'a': 'b', 'c': 'd'}
         a = z[:]
         assert a.dtype == object
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         # create an object array using pickle
         z = self.create_array(shape=10, chunks=3, dtype=object, object_codec=Pickle())
@@ -1216,8 +1159,7 @@ def test_object_arrays(self):
         assert z[4] == {'a': 'b', 'c': 'd'}
         a = z[:]
         assert a.dtype == object
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         # create an object array using JSON
         z = self.create_array(shape=10, chunks=3, dtype=object, object_codec=JSON())
@@ -1233,8 +1175,7 @@ def test_object_arrays(self):
         assert z[4] == {'a': 'b', 'c': 'd'}
         a = z[:]
         assert a.dtype == object
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_object_arrays_vlen_text(self):
 
@@ -1251,8 +1192,7 @@ def test_object_arrays_vlen_text(self):
         a = z[:]
         assert a.dtype == object
         assert_array_equal(data, a)
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         # convenience API
         z = self.create_array(shape=data.shape, dtype=str)
@@ -1260,33 +1200,28 @@ def test_object_arrays_vlen_text(self):
         assert isinstance(z.filters[0], VLenUTF8)
         z[:] = data
         assert_array_equal(data, z[:])
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         z = self.create_array(shape=data.shape, dtype=object, object_codec=MsgPack())
         z[:] = data
         assert_array_equal(data, z[:])
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         z = self.create_array(shape=data.shape, dtype=object, object_codec=JSON())
         z[:] = data
         assert_array_equal(data, z[:])
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         z = self.create_array(shape=data.shape, dtype=object, object_codec=Pickle())
         z[:] = data
         assert_array_equal(data, z[:])
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         z = self.create_array(shape=data.shape, dtype=object,
                               object_codec=Categorize(greetings, dtype=object))
         z[:] = data
         assert_array_equal(data, z[:])
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_object_arrays_vlen_bytes(self):
 
@@ -1304,8 +1239,7 @@ def test_object_arrays_vlen_bytes(self):
         a = z[:]
         assert a.dtype == object
         assert_array_equal(data, a)
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         # convenience API
         z = self.create_array(shape=data.shape, dtype=bytes)
@@ -1313,14 +1247,12 @@ def test_object_arrays_vlen_bytes(self):
         assert isinstance(z.filters[0], VLenBytes)
         z[:] = data
         assert_array_equal(data, z[:])
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         z = self.create_array(shape=data.shape, dtype=object, object_codec=Pickle())
         z[:] = data
         assert_array_equal(data, z[:])
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_object_arrays_vlen_array(self):
 
@@ -1346,8 +1278,7 @@ def compare_arrays(expected, actual, item_dtype):
             a = z[:]
             assert a.dtype == object
             compare_arrays(data, a, codec.dtype)
-            if hasattr(z.store, 'close'):
-                z.store.close()
+            z.store.close()
 
         # convenience API
         for item_type in 'int', '<u4':
@@ -1357,8 +1288,7 @@ def compare_arrays(expected, actual, item_dtype):
             assert z.filters[0].dtype == np.dtype(item_type)
             z[:] = data
             compare_arrays(data, z[:], np.dtype(item_type))
-            if hasattr(z.store, 'close'):
-                z.store.close()
+            z.store.close()
 
     def test_object_arrays_danger(self):
 
@@ -1370,8 +1300,7 @@ def test_object_arrays_danger(self):
             z[0] = 'foo'
         with pytest.raises(RuntimeError):
             z[:] = 42
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
         # do something else dangerous
         data = greetings * 10
@@ -1385,16 +1314,14 @@ def test_object_arrays_danger(self):
             with pytest.raises(RuntimeError):
                 # noinspection PyStatementEffect
                 v[:]
-            if hasattr(z.store, 'close'):
-                z.store.close()
+            z.store.close()
 
     def test_object_codec_warnings(self):
 
         with pytest.warns(UserWarning):
             # provide object_codec, but not object dtype
-            z = self.create_array(shape=10, chunks=5, dtype='i4', object_codec=JSON())
-        if hasattr(z.store, 'close'):
-            z.store.close()
+            z = self.create_array(shape=10, chunks=5, dtype="i4", object_codec=JSON())
+        z.store.close()
 
     @unittest.skipIf(parse_version(np.__version__) < parse_version('1.14.0'),
                      "unsupported numpy version")
@@ -1466,8 +1393,7 @@ def test_iteration_exceptions(self):
         # check behavior for start > end
         assert [] == list(z.islice(6, 5))
 
-        if hasattr(z.store, 'close'):
-            z.store.close()
+        z.store.close()
 
     def test_iter(self):
         params = (
@@ -1491,8 +1417,7 @@ def test_iter(self):
             z[:] = a
             for expect, actual in zip_longest(a, z):
                 assert_array_equal(expect, actual)
-            if hasattr(z.store, 'close'):
-                z.store.close()
+            z.store.close()
 
     def test_islice(self):
         params = (
@@ -1530,8 +1455,7 @@ def test_compressors(self):
             assert np.all(a[0:100] == 1)
             a[:] = 1
             assert np.all(a[:] == 1)
-            if hasattr(a.store, 'close'):
-                a.store.close()
+            a.store.close()
 
     def test_endian(self):
         dtype = np.dtype('float32')
@@ -1542,10 +1466,8 @@ def test_endian(self):
         a2[:] = 1
         x2 = a2[:]
         assert_array_equal(x1, x2)
-        if hasattr(a1.store, 'close'):
-            a1.store.close()
-        if hasattr(a2.store, 'close'):
-            a2.store.close()
+        a1.store.close()
+        a2.store.close()
 
     def test_attributes(self):
         a = self.create_array(shape=10, chunks=10, dtype='i8')
@@ -1559,8 +1481,7 @@ def test_attributes(self):
         attrs = json_loads(a.store[a.attrs.key])
         assert 'foo' in attrs and attrs['foo'] == 'bar'
         assert 'bar' in attrs and attrs['bar'] == 'foo'
-        if hasattr(a.store, 'close'):
-            a.store.close()
+        a.store.close()
 
     def test_structured_with_object(self):
         a = self.create_array(fill_value=(0.0, None),
@@ -1575,7 +1496,7 @@ class TestArrayWithPath(TestArray):
 
     @staticmethod
     def create_array(read_only=False, **kwargs):
-        store = dict()
+        store = KVStore(dict())
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
         write_empty_chunks = kwargs.pop('write_empty_chunks', True)
@@ -1584,6 +1505,9 @@ def create_array(read_only=False, **kwargs):
                      cache_metadata=cache_metadata, cache_attrs=cache_attrs,
                      write_empty_chunks=write_empty_chunks)
 
+    def test_nchunks_initialized(self):
+        pass
+
     def test_hexdigest(self):
         # Check basic 1-D array
         z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
@@ -1609,7 +1533,7 @@ def test_hexdigest(self):
 
     def test_nbytes_stored(self):
 
-        # dict as store
+        # MemoryStore as store
         z = self.create_array(shape=1000, chunks=100)
         expect_nbytes_stored = sum(buffer_size(v)
                                    for k, v in z.store.items()
@@ -1630,9 +1554,9 @@ class TestArrayWithChunkStore(TestArray):
 
     @staticmethod
     def create_array(read_only=False, **kwargs):
-        store = dict()
+        store = KVStore(dict())
         # separate chunk store
-        chunk_store = dict()
+        chunk_store = KVStore(dict())
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
         write_empty_chunks = kwargs.pop('write_empty_chunks', True)
@@ -1708,6 +1632,16 @@ def test_nbytes_stored(self):
         assert expect_nbytes_stored == z.nbytes_stored
 
 
+def test_array_init_from_dict():
+    # initialization via non-Store MutableMapping
+    store = dict()
+    init_array(store, shape=100, chunks=10, dtype="<f8")
+    a = Array(store)
+    assert isinstance(a, Array)
+    assert a.store is not store
+    assert isinstance(a.store, KVStore)
+
+
 @skip_test_env_var("ZARR_TEST_ABS")
 class TestArrayWithABSStore(TestArray):
 
@@ -2215,7 +2149,7 @@ def test_nbytes_stored(self):
 class TestArrayWithNoCompressor(TestArray):
 
     def create_array(self, read_only=False, **kwargs):
-        store = dict()
+        store = KVStore(dict())
         kwargs.setdefault('compressor', None)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
@@ -2251,7 +2185,7 @@ def test_hexdigest(self):
 class TestArrayWithBZ2Compressor(TestArray):
 
     def create_array(self, read_only=False, **kwargs):
-        store = dict()
+        store = KVStore(dict())
         compressor = BZ2(level=1)
         kwargs.setdefault('compressor', compressor)
         cache_metadata = kwargs.pop('cache_metadata', True)
@@ -2288,7 +2222,7 @@ def test_hexdigest(self):
 class TestArrayWithBloscCompressor(TestArray):
 
     def create_array(self, read_only=False, **kwargs):
-        store = dict()
+        store = KVStore(dict())
         compressor = Blosc(cname='zstd', clevel=1, shuffle=1)
         kwargs.setdefault('compressor', compressor)
         cache_metadata = kwargs.pop('cache_metadata', True)
@@ -2332,7 +2266,7 @@ def test_hexdigest(self):
 class TestArrayWithLZMACompressor(TestArray):
 
     def create_array(self, read_only=False, **kwargs):
-        store = dict()
+        store = KVStore(dict())
         compressor = LZMA(preset=1)
         kwargs.setdefault('compressor', compressor)
         cache_metadata = kwargs.pop('cache_metadata', True)
@@ -2370,7 +2304,7 @@ class TestArrayWithFilters(TestArray):
 
     @staticmethod
     def create_array(read_only=False, **kwargs):
-        store = dict()
+        store = KVStore(dict())
         dtype = kwargs.get('dtype', None)
         filters = [
             Delta(dtype=dtype),
@@ -2414,7 +2348,7 @@ def test_astype_no_filters(self):
         dtype = np.dtype(np.int8)
         astype = np.dtype(np.float32)
 
-        store = dict()
+        store = KVStore(dict())
         init_array(store, shape=shape, chunks=10, dtype=dtype)
 
         data = np.arange(np.prod(shape), dtype=dtype).reshape(shape)
@@ -2492,7 +2426,10 @@ def test_structured_array_contain_object(self):
 class CustomMapping(object):
 
     def __init__(self):
-        self.inner = dict()
+        self.inner = KVStore(dict())
+
+    def __iter__(self):
+        return iter(self.keys())
 
     def keys(self):
         return self.inner.keys()
@@ -2534,16 +2471,16 @@ def create_array(read_only=False, **kwargs):
 
     def test_nbytes_stored(self):
         z = self.create_array(shape=1000, chunks=100)
-        assert -1 == z.nbytes_stored
+        assert 245 == z.nbytes_stored
         z[:] = 42
-        assert -1 == z.nbytes_stored
+        assert 515 == z.nbytes_stored
 
 
 class TestArrayNoCache(TestArray):
 
     @staticmethod
     def create_array(read_only=False, **kwargs):
-        store = dict()
+        store = KVStore(dict())
         kwargs.setdefault('compressor', Zlib(level=1))
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
diff --git a/zarr/tests/test_creation.py b/zarr/tests/test_creation.py
index d92d5aa73d..117bc338b6 100644
--- a/zarr/tests/test_creation.py
+++ b/zarr/tests/test_creation.py
@@ -2,6 +2,7 @@
 import os.path
 import shutil
 import tempfile
+import warnings
 
 import numpy as np
 import pytest
@@ -14,7 +15,7 @@
                            zeros_like)
 from zarr.hierarchy import open_group
 from zarr.n5 import N5Store
-from zarr.storage import DirectoryStore
+from zarr.storage import DirectoryStore, KVStore
 from zarr.sync import ThreadSynchronizer
 
 
@@ -271,6 +272,30 @@ def test_open_array():
     assert_array_equal(np.full(100, fill_value=42), a[:])
 
 
+def test_open_array_dict_store():
+
+    # dict will become a KVStore
+    store = dict()
+
+    # mode == 'w'
+    z = open_array(store, mode='w', shape=100, chunks=10)
+    z[:] = 42
+    assert isinstance(z, Array)
+    assert isinstance(z.store, KVStore)
+    assert (100,) == z.shape
+    assert (10,) == z.chunks
+    assert_array_equal(np.full(100, fill_value=42), z[:])
+
+
+def test_create_in_dict():
+    for func in [empty, zeros, ones]:
+        a = func(100, store=dict())
+        assert isinstance(a.store, KVStore)
+
+    a = full(100, 5, store=dict())
+    assert isinstance(a.store, KVStore)
+
+
 def test_empty_like():
 
     # zarr array
@@ -463,29 +488,33 @@ def test_create():
 
 def test_compression_args():
 
-    z = create(100, compression='zlib', compression_opts=9)
-    assert isinstance(z, Array)
-    assert 'zlib' == z.compressor.codec_id
-    assert 9 == z.compressor.level
-
-    # 'compressor' overrides 'compression'
-    z = create(100, compressor=Zlib(9), compression='bz2', compression_opts=1)
-    assert isinstance(z, Array)
-    assert 'zlib' == z.compressor.codec_id
-    assert 9 == z.compressor.level
-
-    # 'compressor' ignores 'compression_opts'
-    z = create(100, compressor=Zlib(9), compression_opts=1)
-    assert isinstance(z, Array)
-    assert 'zlib' == z.compressor.codec_id
-    assert 9 == z.compressor.level
+    with warnings.catch_warnings():
+        warnings.simplefilter("default")
+        z = create(100, compression="zlib", compression_opts=9)
+        assert isinstance(z, Array)
+        assert "zlib" == z.compressor.codec_id
+        assert 9 == z.compressor.level
 
-    with pytest.warns(UserWarning):
         # 'compressor' overrides 'compression'
-        create(100, compressor=Zlib(9), compression='bz2', compression_opts=1)
-    with pytest.warns(UserWarning):
+        with pytest.warns(UserWarning):
+            z = create(100, compressor=Zlib(9), compression="bz2", compression_opts=1)
+        assert isinstance(z, Array)
+        assert "zlib" == z.compressor.codec_id
+        assert 9 == z.compressor.level
+
         # 'compressor' ignores 'compression_opts'
-        create(100, compressor=Zlib(9), compression_opts=1)
+        with pytest.warns(UserWarning):
+            z = create(100, compressor=Zlib(9), compression_opts=1)
+        assert isinstance(z, Array)
+        assert "zlib" == z.compressor.codec_id
+        assert 9 == z.compressor.level
+
+        with pytest.warns(UserWarning):
+            # 'compressor' overrides 'compression'
+            create(100, compressor=Zlib(9), compression="bz2", compression_opts=1)
+        with pytest.warns(UserWarning):
+            # 'compressor' ignores 'compression_opts'
+            create(100, compressor=Zlib(9), compression_opts=1)
 
 
 def test_create_read_only():
diff --git a/zarr/tests/test_hierarchy.py b/zarr/tests/test_hierarchy.py
index 4cb9ac9f43..1b4f96a73f 100644
--- a/zarr/tests/test_hierarchy.py
+++ b/zarr/tests/test_hierarchy.py
@@ -22,7 +22,7 @@
 from zarr.core import Array
 from zarr.creation import open_array
 from zarr.hierarchy import Group, group, open_group
-from zarr.storage import (ABSStore, DBMStore, DirectoryStore, FSStore,
+from zarr.storage import (ABSStore, DBMStore, KVStore, DirectoryStore, FSStore,
                           LMDBStore, LRUStoreCache, MemoryStore,
                           NestedDirectoryStore, SQLiteStore, ZipStore,
                           array_meta_key, atexit_rmglob, atexit_rmtree,
@@ -37,7 +37,7 @@ class TestGroup(unittest.TestCase):
     @staticmethod
     def create_store():
         # can be overridden in sub-classes
-        return dict(), None
+        return KVStore(dict()), None
 
     def create_group(self, store=None, path=None, read_only=False,
                      chunk_store=None, synchronizer=None):
@@ -67,8 +67,7 @@ def test_group_init_1(self):
         assert isinstance(g.info, InfoReporter)
         assert isinstance(repr(g.info), str)
         assert isinstance(g.info._repr_html_(), str)
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_group_init_2(self):
         store, chunk_store = self.create_store()
@@ -80,16 +79,14 @@ def test_group_init_2(self):
         assert '/foo/bar' == g.name
         assert 'bar' == g.basename
         assert isinstance(g.attrs, Attributes)
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_group_init_errors_1(self):
         store, chunk_store = self.create_store()
         # group metadata not initialized
         with pytest.raises(ValueError):
             Group(store, chunk_store=chunk_store)
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_group_init_errors_2(self):
         store, chunk_store = self.create_store()
@@ -97,8 +94,7 @@ def test_group_init_errors_2(self):
         # array blocks group
         with pytest.raises(ValueError):
             Group(store, chunk_store=chunk_store)
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_create_group(self):
         g1 = self.create_group()
@@ -169,8 +165,7 @@ def __str__(self):
         assert isinstance(g7, Group)
         assert g7.path == 'z'
 
-        if hasattr(g1.store, 'close'):
-            g1.store.close()
+        g1.store.close()
 
     def test_require_group(self):
         g1 = self.create_group()
@@ -213,8 +208,7 @@ def test_require_group(self):
         assert isinstance(g7, Group)
         assert g7.path == 'z'
 
-        if hasattr(g1.store, 'close'):
-            g1.store.close()
+        g1.store.close()
 
     def test_create_dataset(self):
         g = self.create_group()
@@ -290,8 +284,7 @@ def test_create_dataset(self):
         assert d.compressor.codec_id == 'zlib'
         assert 1 == d.compressor.level
 
-        if hasattr(g.store, 'close'):
-            g.store.close()
+        g.store.close()
 
     def test_require_dataset(self):
         g = self.create_group()
@@ -337,8 +330,7 @@ def test_require_dataset(self):
             g.require_dataset('foo', shape=1000, chunks=100, dtype='i2',
                               exact=True)
 
-        if hasattr(g.store, 'close'):
-            g.store.close()
+        g.store.close()
 
     def test_create_errors(self):
         g = self.create_group()
@@ -393,8 +385,7 @@ def test_create_errors(self):
         with pytest.raises(PermissionError):
             g.require_dataset('zzz', shape=100, chunks=10)
 
-        if hasattr(g.store, 'close'):
-            g.store.close()
+        g.store.close()
 
     def test_create_overwrite(self):
         try:
@@ -420,8 +411,7 @@ def test_create_overwrite(self):
                 assert (400,) == d.shape
                 assert isinstance(g['foo'], Group)
 
-                if hasattr(g.store, 'close'):
-                    g.store.close()
+                g.store.close()
         except NotImplementedError:
             pass
 
@@ -649,8 +639,7 @@ def visitor1(val, *args):
         assert g1.visitvalues(visitor1) is True
         assert g1.visititems(visitor1) is True
 
-        if hasattr(g1.store, 'close'):
-            g1.store.close()
+        g1.store.close()
 
     def test_empty_getitem_contains_iterators(self):
         # setup
@@ -662,8 +651,7 @@ def test_empty_getitem_contains_iterators(self):
         assert 0 == len(g)
         assert 'foo' not in g
 
-        if hasattr(g.store, 'close'):
-            g.store.close()
+        g.store.close()
 
     def test_iterators_recurse(self):
         # setup
@@ -689,8 +677,7 @@ def test_iterators_recurse(self):
         assert 'zab' == arrays_recurse[0][0]
         assert g1['foo']['bar']['zab'] == arrays_recurse[0][1]
 
-        if hasattr(g1.store, 'close'):
-            g1.store.close()
+        g1.store.close()
 
     def test_getattr(self):
         # setup
@@ -704,8 +691,7 @@ def test_getattr(self):
         # test that hasattr returns False instead of an exception (issue #88)
         assert not hasattr(g1, 'unexistingattribute')
 
-        if hasattr(g1.store, 'close'):
-            g1.store.close()
+        g1.store.close()
 
     def test_setitem(self):
         g = self.create_group()
@@ -722,8 +708,7 @@ def test_setitem(self):
             assert 42 == g['foo'][()]
         except NotImplementedError:
             pass
-        if hasattr(g.store, 'close'):
-            g.store.close()
+        g.store.close()
 
     def test_delitem(self):
         g = self.create_group()
@@ -742,8 +727,7 @@ def test_delitem(self):
             assert 'foo' in g
             assert 'bar' not in g
             assert 'bar/baz' not in g
-        if hasattr(g.store, 'close'):
-            g.store.close()
+        g.store.close()
 
     def test_move(self):
         g = self.create_group()
@@ -754,45 +738,41 @@ def test_move(self):
         data = np.arange(100)
         g['foo'] = data
 
-        try:
-            g.move('foo', 'bar')
-            assert 'foo' not in g
-            assert 'bar' in g
-            assert_array_equal(data, g['bar'])
+        g.move("foo", "bar")
+        assert "foo" not in g
+        assert "bar" in g
+        assert_array_equal(data, g["bar"])
+
+        g.move("bar", "foo/bar")
+        assert "bar" not in g
+        assert "foo" in g
+        assert "foo/bar" in g
+        assert isinstance(g["foo"], Group)
+        assert_array_equal(data, g["foo/bar"])
+
+        g.move("foo", "foo2")
+        assert "foo" not in g
+        assert "foo/bar" not in g
+        assert "foo2" in g
+        assert "foo2/bar" in g
+        assert isinstance(g["foo2"], Group)
+        assert_array_equal(data, g["foo2/bar"])
+
+        g2 = g["foo2"]
+        g2.move("bar", "/bar")
+        assert "foo2" in g
+        assert "foo2/bar" not in g
+        assert "bar" in g
+        assert isinstance(g["foo2"], Group)
+        assert_array_equal(data, g["bar"])
 
-            g.move('bar', 'foo/bar')
-            assert 'bar' not in g
-            assert 'foo' in g
-            assert 'foo/bar' in g
-            assert isinstance(g['foo'], Group)
-            assert_array_equal(data, g['foo/bar'])
-
-            g.move('foo', 'foo2')
-            assert 'foo' not in g
-            assert 'foo/bar' not in g
-            assert 'foo2' in g
-            assert 'foo2/bar' in g
-            assert isinstance(g['foo2'], Group)
-            assert_array_equal(data, g['foo2/bar'])
-
-            g2 = g['foo2']
-            g2.move('bar', '/bar')
-            assert 'foo2' in g
-            assert 'foo2/bar' not in g
-            assert 'bar' in g
-            assert isinstance(g['foo2'], Group)
-            assert_array_equal(data, g['bar'])
-
-            with pytest.raises(ValueError):
-                g2.move('bar', 'bar2')
-
-            with pytest.raises(ValueError):
-                g.move('bar', 'boo')
-        except NotImplementedError:
-            pass
+        with pytest.raises(ValueError):
+            g2.move("bar", "bar2")
 
-        if hasattr(g.store, 'close'):
-            g.store.close()
+        with pytest.raises(ValueError):
+            g.move("bar", "boo")
+
+        g.store.close()
 
     def test_array_creation(self):
         grp = self.create_group()
@@ -829,8 +809,7 @@ def test_array_creation(self):
         assert isinstance(j, Array)
         assert_array_equal(np.arange(100), j[:])
 
-        if hasattr(grp.store, 'close'):
-            grp.store.close()
+        grp.store.close()
 
         grp = self.create_group(read_only=True)
         with pytest.raises(PermissionError):
@@ -856,8 +835,7 @@ def test_array_creation(self):
         with pytest.raises(PermissionError):
             grp.full_like('aa', a)
 
-        if hasattr(grp.store, 'close'):
-            grp.store.close()
+        grp.store.close()
 
     def test_paths(self):
         g1 = self.create_group()
@@ -890,8 +868,7 @@ def test_paths(self):
         with pytest.raises(ValueError):
             g1['foo/../bar']
 
-        if hasattr(g1.store, 'close'):
-            g1.store.close()
+        g1.store.close()
 
     def test_pickle(self):
 
@@ -908,8 +885,7 @@ def test_pickle(self):
         dump = pickle.dumps(g)
         # some stores cannot be opened twice at the same time, need to close
         # store before can round-trip through pickle
-        if hasattr(g.store, 'close'):
-            g.store.close()
+        g.store.close()
         g2 = pickle.loads(dump)
 
         # verify
@@ -920,8 +896,7 @@ def test_pickle(self):
         assert isinstance(g2['foo'], Group)
         assert isinstance(g2['foo/bar'], Array)
 
-        if hasattr(g2.store, 'close'):
-            g2.store.close()
+        g2.store.close()
 
     def test_context_manager(self):
 
@@ -930,6 +905,22 @@ def test_context_manager(self):
             d[:] = np.arange(100)
 
 
+@pytest.mark.parametrize('chunk_dict', [False, True])
+def test_group_init_from_dict(chunk_dict):
+    if chunk_dict:
+        store, chunk_store = dict(), dict()
+    else:
+        store, chunk_store = dict(), None
+    init_group(store, path=None, chunk_store=chunk_store)
+    g = Group(store, path=None, read_only=False, chunk_store=chunk_store)
+    assert store is not g.store
+    assert isinstance(g.store, KVStore)
+    if chunk_store is None:
+        assert g.store is g.chunk_store
+    else:
+        assert chunk_store is not g.chunk_store
+
+
 class TestGroupWithMemoryStore(TestGroup):
 
     @staticmethod
@@ -1039,6 +1030,11 @@ def test_context_manager(self):
         with pytest.raises(ValueError):
             store.zf.extractall()
 
+    def test_move(self):
+        # zip store is not erasable (can so far only append to a zip
+        # so we can't test for move.
+        pass
+
 
 class TestGroupWithDBMStore(TestGroup):
 
@@ -1086,7 +1082,7 @@ class TestGroupWithChunkStore(TestGroup):
 
     @staticmethod
     def create_store():
-        return dict(), dict()
+        return KVStore(dict()), KVStore(dict())
 
     def test_chunk_store(self):
         # setup
@@ -1131,13 +1127,13 @@ def test_group():
     assert '/' == g.name
 
     # usage with custom store
-    store = dict()
+    store = KVStore(dict())
     g = group(store=store)
     assert isinstance(g, Group)
     assert store is g.store
 
     # overwrite behaviour
-    store = dict()
+    store = KVStore(dict())
     init_array(store, shape=100, chunks=10)
     with pytest.raises(ValueError):
         group(store)
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 51bc9bf782..889fa80043 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -25,13 +25,14 @@
                        encode_group_metadata)
 from zarr.n5 import N5Store, N5FSStore
 from zarr.storage import (ABSStore, ConsolidatedMetadataStore, DBMStore,
-                          DictStore, DirectoryStore, LMDBStore, LRUStoreCache,
-                          MemoryStore, MongoDBStore, NestedDirectoryStore,
-                          RedisStore, SQLiteStore, TempStore, ZipStore,
+                          DictStore, DirectoryStore, KVStore, LMDBStore,
+                          LRUStoreCache, MemoryStore, MongoDBStore,
+                          NestedDirectoryStore, RedisStore, SQLiteStore,
+                          Store, TempStore, ZipStore,
                           array_meta_key, atexit_rmglob, atexit_rmtree,
                           attrs_key, default_compressor, getsize,
                           group_meta_key, init_array, init_group, migrate_1to2)
-from zarr.storage import FSStore
+from zarr.storage import FSStore, rename, listdir
 from zarr.tests.util import CountingDict, have_fsspec, skip_test_env_var, abs_container
 
 
@@ -54,6 +55,46 @@ def skip_if_nested_chunks(**kwargs):
         pytest.skip("nested chunks are unsupported")
 
 
+def test_kvstore_repr():
+    repr(KVStore(dict()))
+
+
+def test_invalid_store():
+    class InvalidStore:
+        pass
+
+    with pytest.raises(ValueError):
+        Store._ensure_store(InvalidStore())
+
+
+def test_capabilities():
+    s = KVStore(dict())
+    assert s.is_readable()
+    assert s.is_listable()
+    assert s.is_erasable()
+    assert s.is_writeable()
+
+
+def test_getsize_non_implemented():
+    assert getsize(object()) == -1
+
+
+def test_kvstore_eq():
+    assert KVStore(dict()) != dict()
+
+
+def test_coverage_rename():
+    store = dict()
+    store['a'] = 1
+    rename(store, 'a', 'b')
+
+
+def test_deprecated_listdir_nosotre():
+    store = dict()
+    with pytest.warns(UserWarning, match="has no `listdir`"):
+        listdir(store)
+
+
 class StoreTests(object):
     """Abstract store tests."""
 
@@ -61,6 +102,10 @@ def create_store(self, **kwargs):  # pragma: no cover
         # implement in sub-class
         raise NotImplementedError
 
+    def test_context_manager(self):
+        with self.create_store():
+            pass
+
     def test_get_set_del_contains(self):
         store = self.create_store()
 
@@ -87,8 +132,7 @@ def test_get_set_del_contains(self):
                 # noinspection PyStatementEffect
                 del store['foo']
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_set_invalid_content(self):
         store = self.create_store()
@@ -96,8 +140,7 @@ def test_set_invalid_content(self):
         with pytest.raises(TypeError):
             store['baz'] = list(range(5))
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_clear(self):
         store = self.create_store()
@@ -109,8 +152,7 @@ def test_clear(self):
         assert 'foo' not in store
         assert 'baz' not in store
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_pop(self):
         store = self.create_store()
@@ -132,8 +174,7 @@ def test_pop(self):
         v = store.pop('xxx', None)
         assert v is None
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_popitem(self):
         store = self.create_store()
@@ -145,8 +186,7 @@ def test_popitem(self):
         with pytest.raises(KeyError):
             store.popitem()
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_writeable_values(self):
         store = self.create_store()
@@ -157,8 +197,7 @@ def test_writeable_values(self):
         store['foo3'] = array.array('B', b'bar')
         store['foo4'] = np.frombuffer(b'bar', dtype='u1')
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_update(self):
         store = self.create_store()
@@ -168,8 +207,7 @@ def test_update(self):
         assert b'bar' == ensure_bytes(store['foo'])
         assert b'quux' == ensure_bytes(store['baz'])
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_iterators(self):
         store = self.create_store()
@@ -195,8 +233,7 @@ def test_iterators(self):
         assert ({('a', b'aaa'), ('b', b'bbb'), ('c/d', b'ddd'), ('c/e/f', b'fff')} ==
                 set(map(lambda kv: (kv[0], ensure_bytes(kv[1])), store.items())))
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_pickle(self):
 
@@ -211,10 +248,9 @@ def test_pickle(self):
         dump = pickle.dumps(store)
         # some stores cannot be opened twice at the same time, need to close
         # store before can round-trip through pickle
-        if hasattr(store, 'close'):
-            store.close()
-            # check can still pickle after close
-            assert dump == pickle.dumps(store)
+        store.close()
+        # check can still pickle after close
+        assert dump == pickle.dumps(store)
         store2 = pickle.loads(dump)
 
         # verify
@@ -223,8 +259,7 @@ def test_pickle(self):
         assert b'bar' == ensure_bytes(store2['foo'])
         assert b'quux' == ensure_bytes(store2['baz'])
 
-        if hasattr(store2, 'close'):
-            store2.close()
+        store2.close()
 
     def test_getsize(self):
         store = self.create_store()
@@ -246,8 +281,7 @@ def test_getsize(self):
             assert 15 == getsize(store)
             assert 5 == getsize(store, 'spong')
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     # noinspection PyStatementEffect
     def test_hierarchy(self):
@@ -312,59 +346,58 @@ def test_hierarchy(self):
             assert [] == store.listdir('c/e/f')
 
         # test rename (optional)
-        if hasattr(store, 'rename'):
-            store.rename('c/e', 'c/e2')
-            assert 'c/d' in store
-            assert 'c/e' not in store
-            assert 'c/e/f' not in store
-            assert 'c/e/g' not in store
-            assert 'c/e2' not in store
-            assert 'c/e2/f' in store
-            assert 'c/e2/g' in store
-            store.rename('c/e2', 'c/e')
-            assert 'c/d' in store
-            assert 'c/e2' not in store
-            assert 'c/e2/f' not in store
-            assert 'c/e2/g' not in store
-            assert 'c/e' not in store
-            assert 'c/e/f' in store
-            assert 'c/e/g' in store
-            store.rename('c', 'c1/c2/c3')
-            assert 'a' in store
-            assert 'c' not in store
-            assert 'c/d' not in store
-            assert 'c/e' not in store
-            assert 'c/e/f' not in store
-            assert 'c/e/g' not in store
-            assert 'c1' not in store
-            assert 'c1/c2' not in store
-            assert 'c1/c2/c3' not in store
-            assert 'c1/c2/c3/d' in store
-            assert 'c1/c2/c3/e' not in store
-            assert 'c1/c2/c3/e/f' in store
-            assert 'c1/c2/c3/e/g' in store
-            store.rename('c1/c2/c3', 'c')
-            assert 'c' not in store
-            assert 'c/d' in store
-            assert 'c/e' not in store
-            assert 'c/e/f' in store
-            assert 'c/e/g' in store
-            assert 'c1' not in store
-            assert 'c1/c2' not in store
-            assert 'c1/c2/c3' not in store
-            assert 'c1/c2/c3/d' not in store
-            assert 'c1/c2/c3/e' not in store
-            assert 'c1/c2/c3/e/f' not in store
-            assert 'c1/c2/c3/e/g' not in store
-
-        # test rmdir (optional)
-        if hasattr(store, 'rmdir'):
-            store.rmdir('c/e')
-            assert 'c/d' in store
-            assert 'c/e/f' not in store
-            assert 'c/e/g' not in store
-            store.rmdir('c')
-            assert 'c/d' not in store
+        if store.is_erasable():
+            store.rename("c/e", "c/e2")
+            assert "c/d" in store
+            assert "c/e" not in store
+            assert "c/e/f" not in store
+            assert "c/e/g" not in store
+            assert "c/e2" not in store
+            assert "c/e2/f" in store
+            assert "c/e2/g" in store
+            store.rename("c/e2", "c/e")
+            assert "c/d" in store
+            assert "c/e2" not in store
+            assert "c/e2/f" not in store
+            assert "c/e2/g" not in store
+            assert "c/e" not in store
+            assert "c/e/f" in store
+            assert "c/e/g" in store
+            store.rename("c", "c1/c2/c3")
+            assert "a" in store
+            assert "c" not in store
+            assert "c/d" not in store
+            assert "c/e" not in store
+            assert "c/e/f" not in store
+            assert "c/e/g" not in store
+            assert "c1" not in store
+            assert "c1/c2" not in store
+            assert "c1/c2/c3" not in store
+            assert "c1/c2/c3/d" in store
+            assert "c1/c2/c3/e" not in store
+            assert "c1/c2/c3/e/f" in store
+            assert "c1/c2/c3/e/g" in store
+            store.rename("c1/c2/c3", "c")
+            assert "c" not in store
+            assert "c/d" in store
+            assert "c/e" not in store
+            assert "c/e/f" in store
+            assert "c/e/g" in store
+            assert "c1" not in store
+            assert "c1/c2" not in store
+            assert "c1/c2/c3" not in store
+            assert "c1/c2/c3/d" not in store
+            assert "c1/c2/c3/e" not in store
+            assert "c1/c2/c3/e/f" not in store
+            assert "c1/c2/c3/e/g" not in store
+
+            # test rmdir (optional)
+            store.rmdir("c/e")
+            assert "c/d" in store
+            assert "c/e/f" not in store
+            assert "c/e/g" not in store
+            store.rmdir("c")
+            assert "c/d" not in store
             store.rmdir()
             assert 'a' not in store
             assert 'b' not in store
@@ -383,8 +416,7 @@ def test_hierarchy(self):
             assert 'c/d' in store
             assert 'c/e/f' in store
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_init_array(self, dimension_separator_fixture):
 
@@ -405,8 +437,7 @@ def test_init_array(self, dimension_separator_fixture):
         # Missing MUST be assumed to be "."
         assert meta.get('dimension_separator', ".") is want_dim_sep
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_init_array_overwrite(self):
         self._test_init_array_overwrite('F')
@@ -457,8 +488,7 @@ def _test_init_array_overwrite(self, order):
             assert (100,) == meta['chunks']
             assert np.dtype('i4') == meta['dtype']
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_init_array_path(self):
         path = 'foo/bar'
@@ -476,8 +506,7 @@ def test_init_array_path(self):
         assert default_compressor.get_config() == meta['compressor']
         assert meta['fill_value'] is None
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def _test_init_array_overwrite_path(self, order):
         # setup
@@ -514,8 +543,7 @@ def _test_init_array_overwrite_path(self, order):
             assert (100,) == meta['chunks']
             assert np.dtype('i4') == meta['dtype']
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_init_array_overwrite_group(self):
         # setup
@@ -542,8 +570,7 @@ def test_init_array_overwrite_group(self):
             assert (100,) == meta['chunks']
             assert np.dtype('i4') == meta['dtype']
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def _test_init_array_overwrite_chunk_store(self, order):
         # setup
@@ -581,10 +608,8 @@ def _test_init_array_overwrite_chunk_store(self, order):
             assert '0' not in chunk_store
             assert '1' not in chunk_store
 
-        if hasattr(store, 'close'):
-            store.close()
-        if hasattr(chunk_store, 'close'):
-            chunk_store.close()
+        store.close()
+        chunk_store.close()
 
     def test_init_array_compat(self):
         store = self.create_store()
@@ -592,8 +617,7 @@ def test_init_array_compat(self):
         meta = decode_array_metadata(store[array_meta_key])
         assert meta['compressor'] is None
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def test_init_group(self):
         store = self.create_store()
@@ -604,8 +628,7 @@ def test_init_group(self):
         meta = decode_group_metadata(store[group_meta_key])
         assert ZARR_FORMAT == meta['zarr_format']
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def _test_init_group_overwrite(self, order):
         # setup
@@ -639,8 +662,7 @@ def _test_init_group_overwrite(self, order):
         with pytest.raises(ValueError):
             init_group(store)
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def _test_init_group_overwrite_path(self, order):
         # setup
@@ -674,8 +696,7 @@ def _test_init_group_overwrite_path(self, order):
             meta = decode_group_metadata(store[path + '/' + group_meta_key])
             assert ZARR_FORMAT == meta['zarr_format']
 
-        if hasattr(store, 'close'):
-            store.close()
+        store.close()
 
     def _test_init_group_overwrite_chunk_store(self, order):
         # setup
@@ -714,17 +735,15 @@ def _test_init_group_overwrite_chunk_store(self, order):
         with pytest.raises(ValueError):
             init_group(store)
 
-        if hasattr(store, 'close'):
-            store.close()
-        if hasattr(chunk_store, 'close'):
-            chunk_store.close()
+        store.close()
+        chunk_store.close()
 
 
 class TestMappingStore(StoreTests):
 
     def create_store(self, **kwargs):
         skip_if_nested_chunks(**kwargs)
-        return dict()
+        return KVStore(dict())
 
     def test_set_invalid_content(self):
         # Generic mappings support non-buffer types
@@ -1090,11 +1109,13 @@ def test_s3_complex(self):
 
         with pytest.raises(PermissionError):
             # even though overwrite=True, store is read-only, so fails
-            g2.create_dataset("data", shape=(8, 8, 8), mode='w',
-                              fill_value=-1, chunks=(1, 1, 1), overwrite=True)
+            g2.create_dataset(
+                "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
+            )
 
-        a = g.create_dataset("data", shape=(8, 8, 8), mode='w',
-                             fill_value=-1, chunks=(1, 1, 1), overwrite=True)
+        a = g.create_dataset(
+            "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
+        )
         assert (a[:] == -np.ones((8, 8, 8))).all()
 
 
@@ -1896,14 +1917,14 @@ def test_cache_keys(self):
 
 
 def test_getsize():
-    store = dict()
+    store = KVStore(dict())
     store['foo'] = b'aaa'
     store['bar'] = b'bbbb'
     store['baz/quux'] = b'ccccc'
     assert 7 == getsize(store)
     assert 5 == getsize(store, 'baz')
 
-    store = dict()
+    store = KVStore(dict())
     store['boo'] = None
     assert -1 == getsize(store)
 
@@ -1915,7 +1936,7 @@ def test_migrate_1to2():
     # concerned about migrating a single array at the root of the store
 
     # setup
-    store = dict()
+    store = KVStore(dict())
     meta = dict(
         shape=(100,),
         chunks=(10,),
@@ -1953,7 +1974,7 @@ def test_migrate_1to2():
     assert meta_migrated['compressor'] == Zlib(1).get_config()
 
     # check dict compression_opts
-    store = dict()
+    store = KVStore(dict())
     meta['compression'] = 'blosc'
     meta['compression_opts'] = dict(cname='lz4', clevel=5, shuffle=1)
     meta_json = meta_v1.encode_metadata(meta)
@@ -1967,7 +1988,7 @@ def test_migrate_1to2():
             Blosc(cname='lz4', clevel=5, shuffle=1).get_config())
 
     # check 'none' compression is migrated to None (null in JSON)
-    store = dict()
+    store = KVStore(dict())
     meta['compression'] = 'none'
     meta_json = meta_v1.encode_metadata(meta)
     store['meta'] = meta_json
diff --git a/zarr/tests/test_sync.py b/zarr/tests/test_sync.py
index 274ce166be..700c23eb45 100644
--- a/zarr/tests/test_sync.py
+++ b/zarr/tests/test_sync.py
@@ -12,7 +12,8 @@
 from zarr.attrs import Attributes
 from zarr.core import Array
 from zarr.hierarchy import Group
-from zarr.storage import DirectoryStore, atexit_rmtree, init_array, init_group
+from zarr.storage import (DirectoryStore, KVStore, atexit_rmtree, init_array,
+                          init_group)
 from zarr.sync import ProcessSynchronizer, ThreadSynchronizer
 from zarr.tests.test_attrs import TestAttributes
 from zarr.tests.test_core import TestArray
@@ -96,7 +97,7 @@ def test_parallel_append(self):
 class TestArrayWithThreadSynchronizer(TestArray, MixinArraySyncTests):
 
     def create_array(self, read_only=False, **kwargs):
-        store = dict()
+        store = KVStore(dict())
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
         write_empty_chunks = kwargs.pop('write_empty_chunks', True)
diff --git a/zarr/tests/util.py b/zarr/tests/util.py
index 1de014589b..e0f11d72ad 100644
--- a/zarr/tests/util.py
+++ b/zarr/tests/util.py
@@ -1,11 +1,12 @@
 import collections
-from collections.abc import MutableMapping
 import os
 
+from zarr.storage import Store
+
 import pytest
 
 
-class CountingDict(MutableMapping):
+class CountingDict(Store):
 
     def __init__(self):
         self.wrapped = dict()

From 58468ca8ef909864237585e5c7a0078b825c05d2 Mon Sep 17 00:00:00 2001
From: Boaz Mohar <boazmohar@gmail.com>
Date: Tue, 2 Nov 2021 13:09:50 -0400
Subject: [PATCH 0025/1078] Fix: N5 keywords now emit UserWarning instead of
 raising a ValueError (#860)

* Changed n5 keywords to print a warning

Changed N5 and N5FS
Added test fixture to capture stdout
Updated test making sure a warning is printed

* flake8

* Change to UserWarning
---
 zarr/n5.py              | 6 ++----
 zarr/tests/test_core.py | 2 +-
 2 files changed, 3 insertions(+), 5 deletions(-)

diff --git a/zarr/n5.py b/zarr/n5.py
index 797558fa2d..a49604d9af 100644
--- a/zarr/n5.py
+++ b/zarr/n5.py
@@ -128,7 +128,7 @@ def __setitem__(self, key, value):
 
             for k in n5_keywords:
                 if k in zarr_attrs.keys():
-                    raise ValueError("Can not set attribute %s, this is a reserved N5 keyword" % k)
+                    warnings.warn("attribute %s is a reserved N5 keyword" % k, UserWarning)
 
             # replace previous user attributes
             for k in list(n5_attrs.keys()):
@@ -424,9 +424,7 @@ def __setitem__(self, key, value):
 
             for k in n5_keywords:
                 if k in zarr_attrs.keys():
-                    raise ValueError(
-                        "Can not set attribute %s, this is a reserved N5 keyword" % k
-                    )
+                    warnings.warn("attribute %s is a reserved N5 keyword" % k, UserWarning)
 
             # replace previous user attributes
             for k in list(n5_attrs.keys()):
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 2b44ac0574..3a7801d02c 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -1960,7 +1960,7 @@ def test_structured_array_contain_object(self):
     def test_attrs_n5_keywords(self):
         z = self.create_array(shape=(1050,), chunks=100, dtype='i4')
         for k in n5_keywords:
-            with pytest.raises(ValueError):
+            with pytest.warns(UserWarning):
                 z.attrs[k] = ""
 
     def test_compressors(self):

From 440d0975af7950b8d6ca628767a9db659b66d2bc Mon Sep 17 00:00:00 2001
From: "Gregory R. Lee" <grlee77@gmail.com>
Date: Thu, 4 Nov 2021 09:04:40 -0400
Subject: [PATCH 0026/1078] Move metadata handling to a class (updated) (#839)

* fix conflicts

* cleanup naming

* zip move

* fix erasability test

* test for warning

* please flake

* remove uncovered lines

* remove uncovered lines in tests

* pragma no cover for exceptional case

* minor docstring fixes

add assert statements to test_capabilities

* pep8 fix

* avoid NumPy 1.21.0 due to https://github.com/numpy/numpy/issues/19325

* move Store class and some helper functions to zarr._storage.store

update version in Store docstring

* BUG: ABSStore should inherit from Store

* pep8 fix

* TST: make CustomMapping a subclass of Store

TST: initialize stores with KVStore(dict()) instead of bare dict()

* update version mentioned in Store docstring

* update version mentioned in warning message

* use Store._ensure_store in Attributes class

ensures Attributes.store is a Store

* TST: add Attributes test case ensuring store gets coerced to a Store

* use Store._ensure_store in normalize_store_arg

ensures open_array, etc can work when the user supplies a dict

* TST: make sure high level creation functions also work when passed a dict for store

* TST: add test case with group initialized from dict

* TST: add test case with Array initialized from dict

* change CustomMapping back to type object, not Store

want to test the non-Store code path in _ensure_store

* pep8 fixes

* update/fix new hierarchy test case to complete code coverage

* create a BaseStore parent for Store

BaseStore does not have the listdir or rmdir methods

cleaned up some type declerations, making sure mypy passes

* Convert functions in zarr.meta to class methods

This is done to ease transition to Zarr v3 support.
When adding v3 support, we can override encode and decode methods to account for changes
in the metadata format.
The classmethods are also exported under the old function names for backwards compatibility.

Co-authored-by: Matthias Bussonier <bussonniermatthias@gmail.com>

* Add a _metadata_class attribute to the Store class

Because existing functions allow coerce of dict to store, there are a lot of
hasattr calls here. We can remove these checks if we start enforcing that the
input MUST be a Store.

Use of this _metadata_class will ease the transition to v3

* Use _metadata_class attribute in test_storage.py

This will make it easier to reuse existing testing code when adding v3 support

* remove unused imports

use _metadata_class methods

* remove unnecessary hasattr checks

In these cases self._store was created using _ensure_store, so it will always have the attribute

* test migrate1to2 with store=dict() and store=KVStore(dict())

* pep8: remove unused imports

* misc

* s

* remove unused FLOAT_FILLS

* mypy fixes

* sync metadata methods with current master branch

* flake8

* restore is_erasable check to rmdir function

Otherwise the save_array doc example fails to write to a ZipStore

Co-authored-by: Matthias Bussonnier <bussonniermatthias@gmail.com>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
Co-authored-by: jmoore <josh@glencoesoftware.com>
---
 zarr/_storage/store.py     |   4 +
 zarr/attrs.py              |   3 +-
 zarr/core.py               |   5 +-
 zarr/hierarchy.py          |   4 +-
 zarr/meta.py               | 393 +++++++++++++++++++------------------
 zarr/storage.py            |  31 +--
 zarr/tests/test_storage.py |  71 ++++---
 7 files changed, 265 insertions(+), 246 deletions(-)

diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index a779a4e26a..6f5bf78e28 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -1,6 +1,7 @@
 from collections.abc import MutableMapping
 from typing import Any, List, Optional, Union
 
+from zarr.meta import Metadata2
 from zarr.util import normalize_storage_path
 
 # v2 store keys
@@ -32,6 +33,8 @@ class BaseStore(MutableMapping):
     _writeable = True
     _erasable = True
     _listable = True
+    _store_version = 2
+    _metadata_class = Metadata2
 
     def is_readable(self):
         return self._readable
@@ -114,6 +117,7 @@ class Store(BaseStore):
     .. added: 2.11.0
 
     """
+
     def listdir(self, path: str = "") -> List[str]:
         path = normalize_storage_path(path)
         return _listdir_from_keys(self, path)
diff --git a/zarr/attrs.py b/zarr/attrs.py
index ec01dbe04f..eff1237db1 100644
--- a/zarr/attrs.py
+++ b/zarr/attrs.py
@@ -1,6 +1,5 @@
 from collections.abc import MutableMapping
 
-from zarr.meta import parse_metadata
 from zarr._storage.store import Store
 from zarr.util import json_dumps
 
@@ -40,7 +39,7 @@ def _get_nosync(self):
         except KeyError:
             d = dict()
         else:
-            d = parse_metadata(data)
+            d = self.store._metadata_class.parse_metadata(data)
         return d
 
     def asdict(self):
diff --git a/zarr/core.py b/zarr/core.py
index 56b22ead8d..d366139423 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -31,7 +31,6 @@
     is_scalar,
     pop_fields,
 )
-from zarr.meta import decode_array_metadata, encode_array_metadata
 from zarr.storage import array_meta_key, attrs_key, getsize, listdir, BaseStore
 from zarr.util import (
     all_equal,
@@ -210,7 +209,7 @@ def _load_metadata_nosync(self):
         else:
 
             # decode and store metadata as instance members
-            meta = decode_array_metadata(meta_bytes)
+            meta = self._store._metadata_class.decode_array_metadata(meta_bytes)
             self._meta = meta
             self._shape = meta['shape']
             self._chunks = meta['chunks']
@@ -267,7 +266,7 @@ def _flush_metadata_nosync(self):
                     compressor=compressor_config, fill_value=self._fill_value,
                     order=self._order, filters=filters_config)
         mkey = self._key_prefix + array_meta_key
-        self._store[mkey] = encode_array_metadata(meta)
+        self._store[mkey] = self._store._metadata_class.encode_array_metadata(meta)
 
     @property
     def store(self):
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 402b8dd976..763a5f1631 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -14,7 +14,6 @@
     GroupNotFoundError,
     ReadOnlyError,
 )
-from zarr.meta import decode_group_metadata
 from zarr.storage import (
     BaseStore,
     MemoryStore,
@@ -134,8 +133,7 @@ def __init__(self, store, path=None, read_only=False, chunk_store=None,
         except KeyError:
             raise GroupNotFoundError(path)
         else:
-            meta = decode_group_metadata(meta_bytes)
-            self._meta = meta
+            self._meta = self._store._metadata_class.decode_group_metadata(meta_bytes)
 
         # setup attributes
         akey = self._key_prefix + attrs_key
diff --git a/zarr/meta.py b/zarr/meta.py
index 8a7d760c0f..c292b09a14 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -11,220 +11,231 @@
 ZARR_FORMAT = 2
 
 
-def parse_metadata(s: Union[MappingType, str]) -> MappingType[str, Any]:
+class Metadata2:
+    ZARR_FORMAT = ZARR_FORMAT
 
-    # Here we allow that a store may return an already-parsed metadata object,
-    # or a string of JSON that we will parse here. We allow for an already-parsed
-    # object to accommodate a consolidated metadata store, where all the metadata for
-    # all groups and arrays will already have been parsed from JSON.
+    @classmethod
+    def parse_metadata(cls, s: Union[MappingType, str]) -> MappingType[str, Any]:
 
-    if isinstance(s, Mapping):
-        # assume metadata has already been parsed into a mapping object
-        meta = s
+        # Here we allow that a store may return an already-parsed metadata object,
+        # or a string of JSON that we will parse here. We allow for an already-parsed
+        # object to accommodate a consolidated metadata store, where all the metadata for
+        # all groups and arrays will already have been parsed from JSON.
 
-    else:
-        # assume metadata needs to be parsed as JSON
-        meta = json_loads(s)
+        if isinstance(s, Mapping):
+            # assume metadata has already been parsed into a mapping object
+            meta = s
 
-    return meta
+        else:
+            # assume metadata needs to be parsed as JSON
+            meta = json_loads(s)
 
+        return meta
 
-def decode_array_metadata(s: Union[MappingType, str]) -> MappingType[str, Any]:
-    meta = parse_metadata(s)
+    @classmethod
+    def decode_array_metadata(cls, s: Union[MappingType, str]) -> MappingType[str, Any]:
+        meta = cls.parse_metadata(s)
 
-    # check metadata format
-    zarr_format = meta.get('zarr_format', None)
-    if zarr_format != ZARR_FORMAT:
-        raise MetadataError('unsupported zarr format: %s' % zarr_format)
+        # check metadata format
+        zarr_format = meta.get("zarr_format", None)
+        if zarr_format != cls.ZARR_FORMAT:
+            raise MetadataError("unsupported zarr format: %s" % zarr_format)
 
-    # extract array metadata fields
-    try:
-        dtype = decode_dtype(meta['dtype'])
+        # extract array metadata fields
+        try:
+            dtype = cls.decode_dtype(meta["dtype"])
+            if dtype.hasobject:
+                import numcodecs
+                object_codec = numcodecs.get_codec(meta['filters'][0])
+            else:
+                object_codec = None
+
+            dimension_separator = meta.get("dimension_separator", None)
+            fill_value = cls.decode_fill_value(meta['fill_value'], dtype, object_codec)
+            meta = dict(
+                zarr_format=meta["zarr_format"],
+                shape=tuple(meta["shape"]),
+                chunks=tuple(meta["chunks"]),
+                dtype=dtype,
+                compressor=meta["compressor"],
+                fill_value=fill_value,
+                order=meta["order"],
+                filters=meta["filters"],
+            )
+            if dimension_separator:
+                meta['dimension_separator'] = dimension_separator
+        except Exception as e:
+            raise MetadataError("error decoding metadata") from e
+        else:
+            return meta
 
+    @classmethod
+    def encode_array_metadata(cls, meta: MappingType[str, Any]) -> bytes:
+        dtype = meta["dtype"]
+        sdshape = ()
+        if dtype.subdtype is not None:
+            dtype, sdshape = dtype.subdtype
+
+        dimension_separator = meta.get("dimension_separator")
         if dtype.hasobject:
             import numcodecs
             object_codec = numcodecs.get_codec(meta['filters'][0])
         else:
             object_codec = None
 
-        dimension_separator = meta.get('dimension_separator', None)
-        fill_value = decode_fill_value(meta['fill_value'], dtype, object_codec)
         meta = dict(
-            zarr_format=meta['zarr_format'],
-            shape=tuple(meta['shape']),
-            chunks=tuple(meta['chunks']),
-            dtype=dtype,
-            compressor=meta['compressor'],
-            fill_value=fill_value,
-            order=meta['order'],
-            filters=meta['filters'],
+            zarr_format=cls.ZARR_FORMAT,
+            shape=meta["shape"] + sdshape,
+            chunks=meta["chunks"],
+            dtype=cls.encode_dtype(dtype),
+            compressor=meta["compressor"],
+            fill_value=cls.encode_fill_value(meta["fill_value"], dtype, object_codec),
+            order=meta["order"],
+            filters=meta["filters"],
         )
         if dimension_separator:
             meta['dimension_separator'] = dimension_separator
 
-    except Exception as e:
-        raise MetadataError('error decoding metadata: %s' % e)
-    else:
-        return meta
+        if dimension_separator:
+            meta["dimension_separator"] = dimension_separator
 
+        return json_dumps(meta)
 
-def encode_array_metadata(meta: MappingType[str, Any]) -> bytes:
-    dtype = meta['dtype']
-    sdshape = ()
-    if dtype.subdtype is not None:
-        dtype, sdshape = dtype.subdtype
-
-    dimension_separator = meta.get('dimension_separator')
-    if dtype.hasobject:
-        import numcodecs
-        object_codec = numcodecs.get_codec(meta['filters'][0])
-    else:
-        object_codec = None
-    meta = dict(
-        zarr_format=ZARR_FORMAT,
-        shape=meta['shape'] + sdshape,
-        chunks=meta['chunks'],
-        dtype=encode_dtype(dtype),
-        compressor=meta['compressor'],
-        fill_value=encode_fill_value(meta['fill_value'], dtype, object_codec),
-        order=meta['order'],
-        filters=meta['filters'],
-    )
-
-    if dimension_separator:
-        meta['dimension_separator'] = dimension_separator
-
-    return json_dumps(meta)
-
-
-def encode_dtype(d: np.dtype):
-    if d.fields is None:
-        return d.str
-    else:
-        return d.descr
-
-
-def _decode_dtype_descr(d) -> List[Any]:
-    # need to convert list of lists to list of tuples
-    if isinstance(d, list):
-        # recurse to handle nested structures
-        d = [(k[0], _decode_dtype_descr(k[1])) + tuple(k[2:]) for k in d]
-    return d
-
-
-def decode_dtype(d) -> np.dtype:
-    d = _decode_dtype_descr(d)
-    return np.dtype(d)
-
-
-def decode_group_metadata(s: Union[MappingType, str]) -> MappingType[str, Any]:
-    meta = parse_metadata(s)
-
-    # check metadata format version
-    zarr_format = meta.get('zarr_format', None)
-    if zarr_format != ZARR_FORMAT:
-        raise MetadataError('unsupported zarr format: %s' % zarr_format)
-
-    meta = dict(zarr_format=zarr_format)
-    return meta
-
-
-# N.B., keep `meta` parameter as a placeholder for future
-# noinspection PyUnusedLocal
-def encode_group_metadata(meta=None) -> bytes:
-    meta = dict(
-        zarr_format=ZARR_FORMAT,
-    )
-    return json_dumps(meta)
-
-
-FLOAT_FILLS = {
-    'NaN': np.nan,
-    'Infinity': np.PINF,
-    '-Infinity': np.NINF
-}
-
-
-def decode_fill_value(v, dtype, object_codec=None):
-    # early out
-    if v is None:
-        return v
-    if dtype.kind == 'V' and dtype.hasobject:
-        if object_codec is None:
-            raise ValueError('missing object_codec for object array')
-        v = base64.standard_b64decode(v)
-        v = object_codec.decode(v)
-        v = np.array(v, dtype=dtype)[()]
-        return v
-    if dtype.kind == 'f':
-        if v == 'NaN':
-            return np.nan
-        elif v == 'Infinity':
-            return np.PINF
-        elif v == '-Infinity':
-            return np.NINF
+    @classmethod
+    def encode_dtype(cls, d: np.dtype):
+        if d.fields is None:
+            return d.str
         else:
+            return d.descr
+
+    @classmethod
+    def _decode_dtype_descr(cls, d) -> List[Any]:
+        # need to convert list of lists to list of tuples
+        if isinstance(d, list):
+            # recurse to handle nested structures
+            d = [(k[0], cls._decode_dtype_descr(k[1])) + tuple(k[2:]) for k in d]
+        return d
+
+    @classmethod
+    def decode_dtype(cls, d) -> np.dtype:
+        d = cls._decode_dtype_descr(d)
+        return np.dtype(d)
+
+    @classmethod
+    def decode_group_metadata(cls, s: Union[MappingType, str]) -> MappingType[str, Any]:
+        meta = cls.parse_metadata(s)
+
+        # check metadata format version
+        zarr_format = meta.get("zarr_format", None)
+        if zarr_format != cls.ZARR_FORMAT:
+            raise MetadataError("unsupported zarr format: %s" % zarr_format)
+
+        meta = dict(zarr_format=zarr_format)
+        return meta
+
+    # N.B., keep `meta` parameter as a placeholder for future
+    # noinspection PyUnusedLocal
+    @classmethod
+    def encode_group_metadata(cls, meta=None) -> bytes:
+        meta = dict(zarr_format=cls.ZARR_FORMAT)
+        return json_dumps(meta)
+
+    @classmethod
+    def decode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) -> Any:
+        # early out
+        if v is None:
+            return v
+        if dtype.kind == 'V' and dtype.hasobject:
+            if object_codec is None:
+                raise ValueError('missing object_codec for object array')
+            v = base64.standard_b64decode(v)
+            v = object_codec.decode(v)
+            v = np.array(v, dtype=dtype)[()]
+            return v
+        if dtype.kind == "f":
+            if v == "NaN":
+                return np.nan
+            elif v == "Infinity":
+                return np.PINF
+            elif v == "-Infinity":
+                return np.NINF
+            else:
+                return np.array(v, dtype=dtype)[()]
+        elif dtype.kind in "c":
+            v = (
+                cls.decode_fill_value(v[0], dtype.type().real.dtype),
+                cls.decode_fill_value(v[1], dtype.type().imag.dtype),
+            )
+            v = v[0] + 1j * v[1]
             return np.array(v, dtype=dtype)[()]
-    elif dtype.kind in 'c':
-        v = (decode_fill_value(v[0], dtype.type().real.dtype),
-             decode_fill_value(v[1], dtype.type().imag.dtype))
-        v = v[0] + 1j * v[1]
-        return np.array(v, dtype=dtype)[()]
-    elif dtype.kind == 'S':
-        # noinspection PyBroadException
-        try:
+        elif dtype.kind == "S":
+            # noinspection PyBroadException
+            try:
+                v = base64.standard_b64decode(v)
+            except Exception:
+                # be lenient, allow for other values that may have been used before base64
+                # encoding and may work as fill values, e.g., the number 0
+                pass
+            v = np.array(v, dtype=dtype)[()]
+            return v
+        elif dtype.kind == "V":
             v = base64.standard_b64decode(v)
-        except Exception:
-            # be lenient, allow for other values that may have been used before base64
-            # encoding and may work as fill values, e.g., the number 0
-            pass
-        v = np.array(v, dtype=dtype)[()]
-        return v
-    elif dtype.kind == 'V':
-        v = base64.standard_b64decode(v)
-        v = np.array(v, dtype=dtype.str).view(dtype)[()]
-        return v
-    elif dtype.kind == 'U':
-        # leave as-is
-        return v
-    else:
-        return np.array(v, dtype=dtype)[()]
-
-
-def encode_fill_value(v: Any, dtype: np.dtype, object_codec: Any = None) -> Any:
-    # early out
-    if v is None:
-        return v
-    if dtype.kind == 'V' and dtype.hasobject:
-        if object_codec is None:
-            raise ValueError('missing object_codec for object array')
-        v = object_codec.encode(v)
-        v = str(base64.standard_b64encode(v), 'ascii')
-        return v
-    if dtype.kind == 'f':
-        if np.isnan(v):
-            return 'NaN'
-        elif np.isposinf(v):
-            return 'Infinity'
-        elif np.isneginf(v):
-            return '-Infinity'
+            v = np.array(v, dtype=dtype.str).view(dtype)[()]
+            return v
+        elif dtype.kind == "U":
+            # leave as-is
+            return v
+        else:
+            return np.array(v, dtype=dtype)[()]
+
+    @classmethod
+    def encode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) -> Any:
+        # early out
+        if v is None:
+            return v
+        if dtype.kind == 'V' and dtype.hasobject:
+            if object_codec is None:
+                raise ValueError('missing object_codec for object array')
+            v = object_codec.encode(v)
+            v = str(base64.standard_b64encode(v), 'ascii')
+            return v
+        if dtype.kind == "f":
+            if np.isnan(v):
+                return "NaN"
+            elif np.isposinf(v):
+                return "Infinity"
+            elif np.isneginf(v):
+                return "-Infinity"
+            else:
+                return float(v)
+        elif dtype.kind in "ui":
+            return int(v)
+        elif dtype.kind == "b":
+            return bool(v)
+        elif dtype.kind in "c":
+            c = cast(np.complex128, np.dtype(complex).type())
+            v = (cls.encode_fill_value(v.real, c.real.dtype, object_codec),
+                 cls.encode_fill_value(v.imag, c.imag.dtype, object_codec))
+            return v
+        elif dtype.kind in "SV":
+            v = str(base64.standard_b64encode(v), "ascii")
+            return v
+        elif dtype.kind == "U":
+            return v
+        elif dtype.kind in "mM":
+            return int(v.view("i8"))
         else:
-            return float(v)
-    elif dtype.kind in 'ui':
-        return int(v)
-    elif dtype.kind == 'b':
-        return bool(v)
-    elif dtype.kind in 'c':
-        c = cast(np.complex128, np.dtype(complex).type())
-        v = (encode_fill_value(v.real, c.real.dtype, object_codec),
-             encode_fill_value(v.imag, c.imag.dtype, object_codec))
-        return v
-    elif dtype.kind in 'SV':
-        v = str(base64.standard_b64encode(v), 'ascii')
-        return v
-    elif dtype.kind == 'U':
-        return v
-    elif dtype.kind in 'mM':
-        return int(v.view('i8'))
-    else:
-        return v
+            return v
+
+
+# expose class methods for backwards compatibility
+parse_metadata = Metadata2.parse_metadata
+decode_array_metadata = Metadata2.decode_array_metadata
+encode_array_metadata = Metadata2.encode_array_metadata
+encode_dtype = Metadata2.encode_dtype
+_decode_dtype_descr = Metadata2._decode_dtype_descr
+decode_dtype = Metadata2.decode_dtype
+decode_group_metadata = Metadata2.decode_group_metadata
+encode_group_metadata = Metadata2.encode_group_metadata
+decode_fill_value = Metadata2.decode_fill_value
+encode_fill_value = Metadata2.encode_fill_value
diff --git a/zarr/storage.py b/zarr/storage.py
index 901011c9d2..7170eeaf23 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -231,8 +231,8 @@ def init_array(
     fill_value=None,
     order: str = "C",
     overwrite: bool = False,
-    path: Path = None,
-    chunk_store: StoreLike = None,
+    path: Optional[Path] = None,
+    chunk_store: Optional[StoreLike] = None,
     filters=None,
     object_codec=None,
     dimension_separator=None,
@@ -357,7 +357,7 @@ def init_array(
 
 
 def _init_array_metadata(
-    store,
+    store: StoreLike,
     shape,
     chunks=None,
     dtype=None,
@@ -366,7 +366,7 @@ def _init_array_metadata(
     order="C",
     overwrite=False,
     path: Optional[str] = None,
-    chunk_store=None,
+    chunk_store: Optional[StoreLike] = None,
     filters=None,
     object_codec=None,
     dimension_separator=None,
@@ -446,7 +446,10 @@ def _init_array_metadata(
                 order=order, filters=filters_config,
                 dimension_separator=dimension_separator)
     key = _path_to_prefix(path) + array_meta_key
-    store[key] = encode_array_metadata(meta)
+    if hasattr(store, '_metadata_class'):
+        store[key] = store._metadata_class.encode_array_metadata(meta)  # type: ignore
+    else:
+        store[key] = encode_array_metadata(meta)
 
 
 # backwards compatibility
@@ -511,7 +514,10 @@ def _init_group_metadata(
     # be in future
     meta = dict()  # type: ignore
     key = _path_to_prefix(path) + group_meta_key
-    store[key] = encode_group_metadata(meta)
+    if hasattr(store, '_metadata_class'):
+        store[key] = store._metadata_class.encode_group_metadata(meta)  # type: ignore
+    else:
+        store[key] = encode_group_metadata(meta)
 
 
 def _dict_store_keys(d: Dict, prefix="", cls=dict):
@@ -568,7 +574,7 @@ def __eq__(self, other):
 
 
 class MemoryStore(Store):
-    """Store class that uses a hierarchy of :class:`dict` objects, thus all data
+    """Store class that uses a hierarchy of :class:`KVStore` objects, thus all data
     will be held in main memory.
 
     Examples
@@ -581,7 +587,7 @@ class MemoryStore(Store):
         <class 'zarr.storage.MemoryStore'>
 
     Note that the default class when creating an array is the built-in
-    :class:`dict` class, i.e.::
+    :class:`KVStore` class, i.e.::
 
         >>> z = zarr.zeros(100)
         >>> type(z.store)
@@ -1685,7 +1691,10 @@ def migrate_1to2(store):
     del meta['compression_opts']
 
     # store migrated metadata
-    store[array_meta_key] = encode_array_metadata(meta)
+    if hasattr(store, '_metadata_class'):
+        store[array_meta_key] = store._metadata_class.encode_array_metadata(meta)
+    else:
+        store[array_meta_key] = encode_array_metadata(meta)
 
     # migrate user attributes
     store[attrs_key] = store['attrs']
@@ -2099,8 +2108,8 @@ class LRUStoreCache(Store):
 
     """
 
-    def __init__(self, store: Store, max_size: int):
-        self._store = Store._ensure_store(store)
+    def __init__(self, store: StoreLike, max_size: int):
+        self._store: BaseStore = BaseStore._ensure_store(store)
         self._max_size = max_size
         self._current_size = 0
         self._keys_cache = None
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 889fa80043..3438e60691 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -20,9 +20,7 @@
 from zarr.codecs import BZ2, AsType, Blosc, Zlib
 from zarr.errors import MetadataError
 from zarr.hierarchy import group
-from zarr.meta import (ZARR_FORMAT, decode_array_metadata,
-                       decode_group_metadata, encode_array_metadata,
-                       encode_group_metadata)
+from zarr.meta import ZARR_FORMAT, decode_array_metadata
 from zarr.n5 import N5Store, N5FSStore
 from zarr.storage import (ABSStore, ConsolidatedMetadataStore, DBMStore,
                           DictStore, DirectoryStore, KVStore, LMDBStore,
@@ -427,7 +425,7 @@ def test_init_array(self, dimension_separator_fixture):
 
         # check metadata
         assert array_meta_key in store
-        meta = decode_array_metadata(store[array_meta_key])
+        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
         assert ZARR_FORMAT == meta['zarr_format']
         assert (1000,) == meta['shape']
         assert (100,) == meta['chunks']
@@ -460,7 +458,7 @@ def test_init_group_overwrite_chunk_store(self):
     def _test_init_array_overwrite(self, order):
         # setup
         store = self.create_store()
-        store[array_meta_key] = encode_array_metadata(
+        store[array_meta_key] = store._metadata_class.encode_array_metadata(
             dict(shape=(2000,),
                  chunks=(200,),
                  dtype=np.dtype('u1'),
@@ -482,7 +480,7 @@ def _test_init_array_overwrite(self, order):
             pass
         else:
             assert array_meta_key in store
-            meta = decode_array_metadata(store[array_meta_key])
+            meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
             assert ZARR_FORMAT == meta['zarr_format']
             assert (1000,) == meta['shape']
             assert (100,) == meta['chunks']
@@ -498,7 +496,7 @@ def test_init_array_path(self):
         # check metadata
         key = path + '/' + array_meta_key
         assert key in store
-        meta = decode_array_metadata(store[key])
+        meta = store._metadata_class.decode_array_metadata(store[key])
         assert ZARR_FORMAT == meta['zarr_format']
         assert (1000,) == meta['shape']
         assert (100,) == meta['chunks']
@@ -519,8 +517,8 @@ def _test_init_array_overwrite_path(self, order):
                     fill_value=0,
                     order=order,
                     filters=None)
-        store[array_meta_key] = encode_array_metadata(meta)
-        store[path + '/' + array_meta_key] = encode_array_metadata(meta)
+        store[array_meta_key] = store._metadata_class.encode_array_metadata(meta)
+        store[path + '/' + array_meta_key] = store._metadata_class.encode_array_metadata(meta)
 
         # don't overwrite
         with pytest.raises(ValueError):
@@ -537,7 +535,7 @@ def _test_init_array_overwrite_path(self, order):
             assert array_meta_key not in store
             assert (path + '/' + array_meta_key) in store
             # should have been overwritten
-            meta = decode_array_metadata(store[path + '/' + array_meta_key])
+            meta = store._metadata_class.decode_array_metadata(store[path + '/' + array_meta_key])
             assert ZARR_FORMAT == meta['zarr_format']
             assert (1000,) == meta['shape']
             assert (100,) == meta['chunks']
@@ -549,7 +547,7 @@ def test_init_array_overwrite_group(self):
         # setup
         path = 'foo/bar'
         store = self.create_store()
-        store[path + '/' + group_meta_key] = encode_group_metadata()
+        store[path + '/' + group_meta_key] = store._metadata_class.encode_group_metadata()
 
         # don't overwrite
         with pytest.raises(ValueError):
@@ -564,7 +562,7 @@ def test_init_array_overwrite_group(self):
         else:
             assert (path + '/' + group_meta_key) not in store
             assert (path + '/' + array_meta_key) in store
-            meta = decode_array_metadata(store[path + '/' + array_meta_key])
+            meta = store._metadata_class.decode_array_metadata(store[path + '/' + array_meta_key])
             assert ZARR_FORMAT == meta['zarr_format']
             assert (1000,) == meta['shape']
             assert (100,) == meta['chunks']
@@ -576,7 +574,7 @@ def _test_init_array_overwrite_chunk_store(self, order):
         # setup
         store = self.create_store()
         chunk_store = self.create_store()
-        store[array_meta_key] = encode_array_metadata(
+        store[array_meta_key] = store._metadata_class.encode_array_metadata(
             dict(shape=(2000,),
                  chunks=(200,),
                  dtype=np.dtype('u1'),
@@ -600,7 +598,7 @@ def _test_init_array_overwrite_chunk_store(self, order):
             pass
         else:
             assert array_meta_key in store
-            meta = decode_array_metadata(store[array_meta_key])
+            meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
             assert ZARR_FORMAT == meta['zarr_format']
             assert (1000,) == meta['shape']
             assert (100,) == meta['chunks']
@@ -614,7 +612,7 @@ def _test_init_array_overwrite_chunk_store(self, order):
     def test_init_array_compat(self):
         store = self.create_store()
         init_array(store, shape=1000, chunks=100, compressor='none')
-        meta = decode_array_metadata(store[array_meta_key])
+        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
         assert meta['compressor'] is None
 
         store.close()
@@ -625,7 +623,7 @@ def test_init_group(self):
 
         # check metadata
         assert group_meta_key in store
-        meta = decode_group_metadata(store[group_meta_key])
+        meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
         assert ZARR_FORMAT == meta['zarr_format']
 
         store.close()
@@ -633,7 +631,7 @@ def test_init_group(self):
     def _test_init_group_overwrite(self, order):
         # setup
         store = self.create_store()
-        store[array_meta_key] = encode_array_metadata(
+        store[array_meta_key] = store._metadata_class.encode_array_metadata(
             dict(shape=(2000,),
                  chunks=(200,),
                  dtype=np.dtype('u1'),
@@ -655,7 +653,7 @@ def _test_init_group_overwrite(self, order):
         else:
             assert array_meta_key not in store
             assert group_meta_key in store
-            meta = decode_group_metadata(store[group_meta_key])
+            meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
             assert ZARR_FORMAT == meta['zarr_format']
 
         # don't overwrite group
@@ -675,8 +673,8 @@ def _test_init_group_overwrite_path(self, order):
                     fill_value=0,
                     order=order,
                     filters=None)
-        store[array_meta_key] = encode_array_metadata(meta)
-        store[path + '/' + array_meta_key] = encode_array_metadata(meta)
+        store[array_meta_key] = store._metadata_class.encode_array_metadata(meta)
+        store[path + '/' + array_meta_key] = store._metadata_class.encode_array_metadata(meta)
 
         # don't overwrite
         with pytest.raises(ValueError):
@@ -693,7 +691,7 @@ def _test_init_group_overwrite_path(self, order):
             assert (path + '/' + array_meta_key) not in store
             assert (path + '/' + group_meta_key) in store
             # should have been overwritten
-            meta = decode_group_metadata(store[path + '/' + group_meta_key])
+            meta = store._metadata_class.decode_group_metadata(store[path + '/' + group_meta_key])
             assert ZARR_FORMAT == meta['zarr_format']
 
         store.close()
@@ -702,7 +700,7 @@ def _test_init_group_overwrite_chunk_store(self, order):
         # setup
         store = self.create_store()
         chunk_store = self.create_store()
-        store[array_meta_key] = encode_array_metadata(
+        store[array_meta_key] = store._metadata_class.encode_array_metadata(
             dict(shape=(2000,),
                  chunks=(200,),
                  dtype=np.dtype('u1'),
@@ -726,7 +724,7 @@ def _test_init_group_overwrite_chunk_store(self, order):
         else:
             assert array_meta_key not in store
             assert group_meta_key in store
-            meta = decode_group_metadata(store[group_meta_key])
+            meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
             assert ZARR_FORMAT == meta['zarr_format']
             assert 'foo' not in chunk_store
             assert 'baz' not in chunk_store
@@ -941,7 +939,7 @@ def test_init_array(self):
 
         # check metadata
         assert array_meta_key in store
-        meta = decode_array_metadata(store[array_meta_key])
+        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
         assert ZARR_FORMAT == meta['zarr_format']
         assert (1000,) == meta['shape']
         assert (100,) == meta['chunks']
@@ -1191,7 +1189,7 @@ def test_init_array(self):
 
         # check metadata
         assert array_meta_key in store
-        meta = decode_array_metadata(store[array_meta_key])
+        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
         assert ZARR_FORMAT == meta['zarr_format']
         assert (1000,) == meta['shape']
         assert (100,) == meta['chunks']
@@ -1267,7 +1265,7 @@ def test_init_array(self):
 
         # check metadata
         assert array_meta_key in store
-        meta = decode_array_metadata(store[array_meta_key])
+        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
         assert ZARR_FORMAT == meta['zarr_format']
         assert (1000,) == meta['shape']
         assert (100,) == meta['chunks']
@@ -1287,7 +1285,7 @@ def test_init_array_path(self):
         # check metadata
         key = path + '/' + array_meta_key
         assert key in store
-        meta = decode_array_metadata(store[key])
+        meta = store._metadata_class.decode_array_metadata(store[key])
         assert ZARR_FORMAT == meta['zarr_format']
         assert (1000,) == meta['shape']
         assert (100,) == meta['chunks']
@@ -1301,7 +1299,7 @@ def test_init_array_path(self):
     def test_init_array_compat(self):
         store = self.create_store()
         init_array(store, shape=1000, chunks=100, compressor='none')
-        meta = decode_array_metadata(store[array_meta_key])
+        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
         # N5Store wraps the actual compressor
         compressor_config = meta['compressor']['compressor_config']
         assert compressor_config is None
@@ -1332,7 +1330,7 @@ def test_init_group(self):
         assert group_meta_key in store
         assert group_meta_key in store.listdir()
         assert group_meta_key in store.listdir('')
-        meta = decode_group_metadata(store[group_meta_key])
+        meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
         assert ZARR_FORMAT == meta['zarr_format']
 
     def test_filters(self):
@@ -1387,7 +1385,7 @@ def test_init_array(self):
 
         # check metadata
         assert array_meta_key in store
-        meta = decode_array_metadata(store[array_meta_key])
+        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
         assert ZARR_FORMAT == meta['zarr_format']
         assert (1000,) == meta['shape']
         assert (100,) == meta['chunks']
@@ -1407,7 +1405,7 @@ def test_init_array_path(self):
         # check metadata
         key = path + '/' + array_meta_key
         assert key in store
-        meta = decode_array_metadata(store[key])
+        meta = store._metadata_class.decode_array_metadata(store[key])
         assert ZARR_FORMAT == meta['zarr_format']
         assert (1000,) == meta['shape']
         assert (100,) == meta['chunks']
@@ -1421,7 +1419,7 @@ def test_init_array_path(self):
     def test_init_array_compat(self):
         store = self.create_store()
         init_array(store, shape=1000, chunks=100, compressor='none')
-        meta = decode_array_metadata(store[array_meta_key])
+        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
         # N5Store wraps the actual compressor
         compressor_config = meta['compressor']['compressor_config']
         assert compressor_config is None
@@ -1929,14 +1927,15 @@ def test_getsize():
     assert -1 == getsize(store)
 
 
-def test_migrate_1to2():
+@pytest.mark.parametrize('dict_store', [False, True])
+def test_migrate_1to2(dict_store):
     from zarr import meta_v1
 
     # N.B., version 1 did not support hierarchies, so we only have to be
     # concerned about migrating a single array at the root of the store
 
     # setup
-    store = KVStore(dict())
+    store = dict() if dict_store else KVStore(dict())
     meta = dict(
         shape=(100,),
         chunks=(10,),
@@ -1974,7 +1973,7 @@ def test_migrate_1to2():
     assert meta_migrated['compressor'] == Zlib(1).get_config()
 
     # check dict compression_opts
-    store = KVStore(dict())
+    store = dict() if dict_store else KVStore(dict())
     meta['compression'] = 'blosc'
     meta['compression_opts'] = dict(cname='lz4', clevel=5, shuffle=1)
     meta_json = meta_v1.encode_metadata(meta)
@@ -1988,7 +1987,7 @@ def test_migrate_1to2():
             Blosc(cname='lz4', clevel=5, shuffle=1).get_config())
 
     # check 'none' compression is migrated to None (null in JSON)
-    store = KVStore(dict())
+    store = dict() if dict_store else KVStore(dict())
     meta['compression'] = 'none'
     meta_json = meta_v1.encode_metadata(meta)
     store['meta'] = meta_json

From c95cac6060ccd0fe6a9903685b48c69f67102fe7 Mon Sep 17 00:00:00 2001
From: jmoore <josh@glencoesoftware.com>
Date: Thu, 4 Nov 2021 14:08:34 +0100
Subject: [PATCH 0027/1078] 2.11.0a2 changelog

---
 docs/release.rst | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index e9c592a860..6c7da97912 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -15,6 +15,18 @@ Enhancements
 * write_empty_chunks=False deletes chunks consisting of only fill_value.
   By :user:`Davis Bennett <d-v-b>`; :issue:`738`.
 
+* Move metadata handling to a class.
+  By :user:`Greggory Lee <grlee77>`; :issue:`839`.
+
+* Create a Base store class for Zarr Store.
+  By :user:`Greggory Lee <grlee77>`; :issue:`789`.
+
+Bug fixes
+~~~~~~~~~
+
+* N5 keywords now emit UserWarning instead of raising a ValueError.
+  By :user:`Boaz Mohar <boazmohar>`; :issue:`860`.
+
 .. _release_2.10.2:
 
 2.10.2

From f7c186603c8752400908e2881c9bf4d550c6f301 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 8 Nov 2021 11:25:17 +0100
Subject: [PATCH 0028/1078] Bump fsspec[s3] from 2021.10.1 to 2021.11.0 (#866)

Bumps [fsspec[s3]](https://github.com/fsspec/filesystem_spec) from 2021.10.1 to 2021.11.0.
- [Release notes](https://github.com/fsspec/filesystem_spec/releases)
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2021.10.1...2021.11.0)

---
updated-dependencies:
- dependency-name: fsspec[s3]
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index b26431be9b..c8082fdecf 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -19,5 +19,5 @@ pytest-cov==3.0.0
 pytest-doctestplus==0.11.0
 pytest-timeout==2.0.1
 h5py==3.4.0
-fsspec[s3]==2021.10.1
+fsspec[s3]==2021.11.0
 moto[server]>=1.3.14

From db2dcd80d41e485fa559c6a25cd601ab98e83879 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 8 Nov 2021 11:25:36 +0100
Subject: [PATCH 0029/1078] Bump numpy from 1.21.3 to 1.21.4 (#865)

Bumps [numpy](https://github.com/numpy/numpy) from 1.21.3 to 1.21.4.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/HOWTO_RELEASE.rst.txt)
- [Commits](https://github.com/numpy/numpy/compare/v1.21.3...v1.21.4)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index 47cb2ca320..30c31237f3 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.21.3
+numpy==1.21.4

From a92550b9ff9f4931353b4066486aaf9755895ce3 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 8 Nov 2021 13:33:15 +0100
Subject: [PATCH 0030/1078] Bump h5py from 3.4.0 to 3.5.0 (#855)

Bumps [h5py](https://github.com/h5py/h5py) from 3.4.0 to 3.5.0.
- [Release notes](https://github.com/h5py/h5py/releases)
- [Changelog](https://github.com/h5py/h5py/blob/master/docs/release_guide.rst)
- [Commits](https://github.com/h5py/h5py/compare/3.4.0...3.5.0)

---
updated-dependencies:
- dependency-name: h5py
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index c8082fdecf..8787e7c149 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -18,6 +18,6 @@ flake8==4.0.1
 pytest-cov==3.0.0
 pytest-doctestplus==0.11.0
 pytest-timeout==2.0.1
-h5py==3.4.0
+h5py==3.5.0
 fsspec[s3]==2021.11.0
 moto[server]>=1.3.14

From 4e6e0b25555a475a488fbe6d616a7607a19f62bd Mon Sep 17 00:00:00 2001
From: Andrew Fulton <andrewfulton9@gmail.com>
Date: Mon, 15 Nov 2021 04:00:38 -0500
Subject: [PATCH 0031/1078] defines blocksize for array, updates hexdigest
 values (#867)

---
 zarr/tests/test_core.py | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 3a7801d02c..34f30d5abc 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -2630,7 +2630,7 @@ def create_array(read_only=False, **kwargs):
         cache_metadata = kwargs.pop("cache_metadata", True)
         cache_attrs = kwargs.pop("cache_attrs", True)
         write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault("compressor", Blosc())
+        kwargs.setdefault("compressor", Blosc(blocksize=256))
         init_array(store, **kwargs)
         return Array(
             store,
@@ -2644,11 +2644,11 @@ def create_array(read_only=False, **kwargs):
     def test_hexdigest(self):
         # Check basic 1-D array
         z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
-        assert "f710da18d45d38d4aaf2afd7fb822fdd73d02957" == z.hexdigest()
+        assert "dd7577d645c38767cf6f6d1ef8fd64002883a014" == z.hexdigest()
 
         # Check basic 1-D array with different type
         z = self.create_array(shape=(1050,), chunks=100, dtype="<f4")
-        assert "1437428e69754b1e1a38bd7fc9e43669577620db" == z.hexdigest()
+        assert "aa0de9892cf1ed3cda529efbf3233720b84489b7" == z.hexdigest()
 
         # Check basic 2-D array
         z = self.create_array(
@@ -2659,17 +2659,17 @@ def test_hexdigest(self):
             chunks=10,
             dtype="<i4",
         )
-        assert "6c530b6b9d73e108cc5ee7b6be3d552cc994bdbe" == z.hexdigest()
+        assert "e6191c44cf958576c29c41cef0f55b028a4dbdff" == z.hexdigest()
 
         # Check basic 1-D array with some data
         z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
         z[200:400] = np.arange(200, 400, dtype="i4")
-        assert "4c0a76fb1222498e09dcd92f7f9221d6cea8b40e" == z.hexdigest()
+        assert "88adeeabb819feecccadf50152293dbb42f9107e" == z.hexdigest()
 
         # Check basic 1-D array with attributes
         z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
         z.attrs["foo"] = "bar"
-        assert "05b0663ffe1785f38d3a459dec17e57a18f254af" == z.hexdigest()
+        assert "1426e084427f9920e29c9ec81b663d1005849455" == z.hexdigest()
 
     def test_non_cont(self):
         z = self.create_array(shape=(500, 500, 500), chunks=(50, 50, 50), dtype="<i4")

From 1d821d4fae51c5b4ef806fbfff849fb71333c975 Mon Sep 17 00:00:00 2001
From: Boaz Mohar <boazmohar@gmail.com>
Date: Mon, 15 Nov 2021 04:01:20 -0500
Subject: [PATCH 0032/1078] blocks_to_decompress not used in read_part function
 (#861)

---
 zarr/util.py | 6 ------
 1 file changed, 6 deletions(-)

diff --git a/zarr/util.py b/zarr/util.py
index d092ffe0de..ae2ad19b28 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -605,12 +605,6 @@ def read_part(self, start, nitems):
         assert self.buff is not None
         if self.nblocks == 1:
             return
-        blocks_to_decompress = nitems / self.n_per_block
-        blocks_to_decompress = (
-            blocks_to_decompress
-            if blocks_to_decompress == int(blocks_to_decompress)
-            else int(blocks_to_decompress + 1)
-        )
         start_block = int(start / self.n_per_block)
         wanted_decompressed = 0
         while wanted_decompressed < nitems:

From 1e70a3c86002c1567302ea0ba4a14f242176d84e Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Mon, 15 Nov 2021 11:02:56 +0100
Subject: [PATCH 0033/1078] Activate Python 3.9 (#859)

* Activate Python 3.9

* bump numcodecs to 0.9.1

* Remove numcodecs 0.6.4 pins

* skip numpy 1.17 on py39

* update tox.ini

* Exclude AND of py39 & numpy 1.17
---
 .github/workflows/python-package.yml  |  7 +++++--
 .github/workflows/windows-testing.yml |  4 ++--
 requirements_dev_minimal.txt          |  2 +-
 tox.ini                               | 10 +++++-----
 4 files changed, 13 insertions(+), 10 deletions(-)

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 9261187caf..3d53ac43ad 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -15,8 +15,11 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: [3.7, 3.8]
+        python-version: [3.7, 3.8, 3.9]
         numpy_version: ['!=1.21.0', '==1.17.*']
+        exclude:
+          - python-version: 3.9
+            numpy_version: '==1.17.*'
     services:
       redis:
         image: redis
@@ -47,7 +50,7 @@ jobs:
     - name: Create Conda environment with the rights deps
       shell: "bash -l {0}"
       run: |
-        conda create -n zarr-env python==${{matrix.python-version}} bsddb3 numcodecs==0.6.4 lmdb pip nodejs flake8 mypy
+        conda create -n zarr-env python==${{matrix.python-version}} bsddb3 numcodecs lmdb pip nodejs flake8 mypy
         conda activate zarr-env
         npm install -g azurite
     - name: Install dependencies
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index 5eaafefbf4..af656aa88d 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -16,7 +16,7 @@ jobs:
     strategy:
       fail-fast: True
       matrix:
-        python-version: ["3.8"]
+        python-version: ["3.8", "3.9"]
     steps:
       - uses: actions/checkout@v2
         with:
@@ -31,7 +31,7 @@ jobs:
       - name: Create Conda environment with the rights deps
         shell: bash -l {0}
         run: |
-          conda create -n zarr-env python==${{matrix.python-version}} numcodecs==0.6.4 pip nodejs
+          conda create -n zarr-env python==${{matrix.python-version}} numcodecs pip nodejs
       - name: Install dependencies
         shell: bash -l {0}
         run: |
diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 12ae808ce6..a1d50c8247 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -1,7 +1,7 @@
 # library requirements
 asciitree==0.3.3
 fasteners==0.16.3
-numcodecs==0.8.1
+numcodecs==0.9.1
 msgpack-python==0.5.6
 setuptools-scm==6.3.2
 # test requirements
diff --git a/tox.ini b/tox.ini
index a9256a9979..9e0212cc5e 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,7 +4,7 @@
 # and then run "tox" from this directory.
 
 [tox]
-envlist = py37-npy{117,latest}, py38, docs
+envlist = py37-npy{117,latest}, py38, py39, docs
 
 [testenv]
 install_command = pip install --no-binary=numcodecs {opts} {packages}
@@ -18,17 +18,17 @@ commands =
     # clear out any data files generated during tests
     python -c 'import glob; import shutil; import os; [(shutil.rmtree(d) if os.path.isdir(d) else os.remove(d) if os.path.isfile(d) else None) for d in glob.glob("./example*")]'
     # main unit test runner
-    py38: pytest -v --cov=zarr --cov-config=.coveragerc zarr
+    py{38,39}: pytest -v --cov=zarr --cov-config=.coveragerc zarr
     # don't collect coverage when running older numpy versions
     py37-npy117: pytest -v zarr
     # collect coverage and run doctests under py37
     py37-npylatest: pytest -v --cov=zarr --cov-config=.coveragerc --doctest-plus zarr --remote-data
     # generate a coverage report
-    py37-npylatest,py38: coverage report -m
+    py37-npylatest,py38,py39: coverage report -m
     # run doctests in the tutorial and spec
-    py38: python -m doctest -o NORMALIZE_WHITESPACE -o ELLIPSIS docs/tutorial.rst docs/spec/v2.rst
+    py{38,39}: python -m doctest -o NORMALIZE_WHITESPACE -o ELLIPSIS docs/tutorial.rst docs/spec/v2.rst
     # pep8 checks
-    py38: flake8 zarr
+    py{38,39}: flake8 zarr
     # print environment for debugging
     pip freeze
 deps =

From 72bd47a7c5e15150362f6751582c71f8c22340d9 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 16 Nov 2021 10:01:13 +0100
Subject: [PATCH 0034/1078] Bump redis from 3.5.3 to 4.0.0 (#870)

Bumps [redis](https://github.com/redis/redis-py) from 3.5.3 to 4.0.0.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/3.5.3...v4.0.0)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 8787e7c149..236b2603f9 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipytree==0.2.1
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.8.1 # pyup: ignore
-redis==3.5.3
+redis==4.0.0
 types-redis
 types-setuptools
 pymongo==3.12.1

From 52eae2c09a96fc62a264d6ab697415bf7d41e555 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 18 Nov 2021 07:54:08 +0100
Subject: [PATCH 0035/1078] Bump pytest-doctestplus from 0.11.0 to 0.11.1
 (#872)

Bumps [pytest-doctestplus](https://github.com/astropy/pytest-doctestplus) from 0.11.0 to 0.11.1.
- [Release notes](https://github.com/astropy/pytest-doctestplus/releases)
- [Changelog](https://github.com/astropy/pytest-doctestplus/blob/main/CHANGES.rst)
- [Commits](https://github.com/astropy/pytest-doctestplus/compare/v0.11.0...v0.11.1)

---
updated-dependencies:
- dependency-name: pytest-doctestplus
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 236b2603f9..50fbad0e88 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -16,7 +16,7 @@ tox==3.24.4
 coverage
 flake8==4.0.1
 pytest-cov==3.0.0
-pytest-doctestplus==0.11.0
+pytest-doctestplus==0.11.1
 pytest-timeout==2.0.1
 h5py==3.5.0
 fsspec[s3]==2021.11.0

From 85c7360a602fd28dcc7657d504588ada15a9883f Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 18 Nov 2021 07:10:40 +0000
Subject: [PATCH 0036/1078] Bump redis from 4.0.0 to 4.0.1 (#875)

---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 50fbad0e88..18ba7f4420 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipytree==0.2.1
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.8.1 # pyup: ignore
-redis==4.0.0
+redis==4.0.1
 types-redis
 types-setuptools
 pymongo==3.12.1

From b9ca7b79dbe824346471232d5b61fa220bf0c102 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 18 Nov 2021 08:11:22 +0100
Subject: [PATCH 0037/1078] Bump h5py from 3.5.0 to 3.6.0 (#873)

Bumps [h5py](https://github.com/h5py/h5py) from 3.5.0 to 3.6.0.
- [Release notes](https://github.com/h5py/h5py/releases)
- [Changelog](https://github.com/h5py/h5py/blob/master/docs/release_guide.rst)
- [Commits](https://github.com/h5py/h5py/compare/3.5.0...3.6.0)

---
updated-dependencies:
- dependency-name: h5py
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 18ba7f4420..dde73663ab 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -18,6 +18,6 @@ flake8==4.0.1
 pytest-cov==3.0.0
 pytest-doctestplus==0.11.1
 pytest-timeout==2.0.1
-h5py==3.5.0
+h5py==3.6.0
 fsspec[s3]==2021.11.0
 moto[server]>=1.3.14

From 369f50280b5b0803d888148a523e65cb68c537df Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Fri, 19 Nov 2021 09:06:11 +0100
Subject: [PATCH 0038/1078] Pass dimension_separator on fixture generation (fix
 #858) (#871)

* Pass dimension_separator on fixture generation (fix #858)

Under some test conditions (conda-forge, Debian builds), the
fixtures directory is not available and is then re-created.
When dimension_separator is not passed to DirectoryStore, then
no metadata is assigned to the file. For the "flat" (as opposed
to "flat_legacy") fixture, this meant that the NestedDirectoryStore
did not correct its behavior leading to a failure.

see:
 - https://github.com/conda-forge/zarr-feedstock/pull/56
 - https://github.com/zarr-developers/zarr-python/issues/858

* Revert "Pass dimension_separator on fixture generation (fix #858)"

This reverts commit 6f79c56a3153f6f1a1d36a1a385b6af636a487d9.

* Add a test for missing fixtures

* Revert "Revert "Pass dimension_separator on fixture generation (fix #858)""

This reverts commit 568b1cf6175513a8c4916eaa09107e36854f53ad.
---
 .github/workflows/minimal.yml    |  7 +++++++
 zarr/tests/test_dim_separator.py | 10 +++++++++-
 2 files changed, 16 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
index 0ce211cbde..90c9a59585 100644
--- a/.github/workflows/minimal.yml
+++ b/.github/workflows/minimal.yml
@@ -26,3 +26,10 @@ jobs:
         conda activate minimal
         python -m pip install .
         pytest -svx
+    - name: Fixture generation
+      shell: "bash -l {0}"
+      run: |
+        conda activate minimal
+        rm -rf fixture/
+        pytest -svx zarr/tests/test_dim_separator.py zarr/tests/test_storage.py
+        # This simulates fixture-less tests in conda and debian packaging
diff --git a/zarr/tests/test_dim_separator.py b/zarr/tests/test_dim_separator.py
index 5e17bbe279..f439a4bd0c 100644
--- a/zarr/tests/test_dim_separator.py
+++ b/zarr/tests/test_dim_separator.py
@@ -2,6 +2,7 @@
 
 import pytest
 from numpy.testing import assert_array_equal
+from functools import partial
 
 import zarr
 from zarr.core import Array
@@ -43,9 +44,16 @@ def dataset(tmpdir, request):
         if not static.exists():  # pragma: no cover
 
             if "nested" in which:
+                # No way to reproduce the nested_legacy file via code
                 generator = NestedDirectoryStore
             else:
-                generator = DirectoryStore
+                if "legacy" in suffix:
+                    # No dimension_separator metadata included
+                    generator = DirectoryStore
+                else:
+                    # Explicit dimension_separator metadata included
+                    generator = partial(DirectoryStore,
+                                        dimension_separator=".")
 
             # store the data - should be one-time operation
             s = generator(str(static))

From 5b00f209bb435aece744b2ac58ff822b12b39476 Mon Sep 17 00:00:00 2001
From: jmoore <josh@glencoesoftware.com>
Date: Tue, 16 Nov 2021 14:18:52 +0100
Subject: [PATCH 0039/1078] Update with changelog from 2.10.3

---
 docs/release.rst | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index 6c7da97912..d0aed55665 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -21,12 +21,26 @@ Enhancements
 * Create a Base store class for Zarr Store.
   By :user:`Greggory Lee <grlee77>`; :issue:`789`.
 
+.. _release_2.10.3:
+
+2.10.3
+------
+
 Bug fixes
 ~~~~~~~~~
 
 * N5 keywords now emit UserWarning instead of raising a ValueError.
   By :user:`Boaz Mohar <boazmohar>`; :issue:`860`.
 
+* blocks_to_decompress not used in read_part function.
+  By :user:`Boaz Mohar <boazmohar>`; :issue:`861`.
+
+* defines blocksize for array, updates hexdigest values.
+  By :user:`Andrew Fulton <andrewfulton9>`; :issue:`867`.
+
+* Fix test failure on Debian and conda-forge builds.
+  By :user:`Josh Moore <joshmoore>`; :issue:`871`.
+
 .. _release_2.10.2:
 
 2.10.2

From b9bef8e1c1b809fdc991447a4e80a1075a39eccd Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 23 Nov 2021 09:40:35 +0100
Subject: [PATCH 0040/1078] Bump redis from 4.0.1 to 4.0.2 (#878)

Bumps [redis](https://github.com/redis/redis-py) from 4.0.1 to 4.0.2.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.0.1...v4.0.2)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index dde73663ab..520f772d97 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipytree==0.2.1
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.8.1 # pyup: ignore
-redis==4.0.1
+redis==4.0.2
 types-redis
 types-setuptools
 pymongo==3.12.1

From f2feb5a5264e0b183019f1b3e3bf947b030bf1fe Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 23 Nov 2021 14:55:17 +0100
Subject: [PATCH 0041/1078] Bump numcodecs from 0.8.1 to 0.9.0 (#811)

* Bump numcodecs from 0.8.1 to 0.9.0

Bumps [numcodecs](https://github.com/zarr-developers/numcodecs) from 0.8.1 to 0.9.0.
- [Release notes](https://github.com/zarr-developers/numcodecs/releases)
- [Changelog](https://github.com/zarr-developers/numcodecs/blob/master/docs/release.rst)
- [Commits](https://github.com/zarr-developers/numcodecs/compare/v0.8.1...v0.9.0)

---
updated-dependencies:
- dependency-name: numcodecs
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* Bump to numcodecs 0.9.1

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: jakirkham <jakirkham@gmail.com>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>

From e14b3718d2b781cc87456ce5909795a2fefd75af Mon Sep 17 00:00:00 2001
From: Matthias Bussonnier <bussonniermatthias@gmail.com>
Date: Tue, 23 Nov 2021 06:51:09 -0800
Subject: [PATCH 0042/1078] Allow to update array fill_values (#665)

* Revert "Remove the "Next release header, please revert after release"

This reverts commit cb1e8a5fc0c327945e3d139fa68af32dce2db3ab.

* Allow to update array fill_values

closes #662

* Fix minor test issue

* Fix linting error

Co-authored-by: jmoore <josh@glencoesoftware.com>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
---
 docs/release.rst           |  2 ++
 zarr/core.py               |  5 +++++
 zarr/tests/test_storage.py | 18 +++++++++++++++++-
 3 files changed, 24 insertions(+), 1 deletion(-)

diff --git a/docs/release.rst b/docs/release.rst
index d0aed55665..801dcbe877 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -9,6 +9,8 @@ Unreleased
 Enhancements
 ~~~~~~~~~~~~
 
+* Allow to assign array ``fill_values`` and update metadata accordingly. :issue:`662`
+
 * array indexing with [] (getitem and setitem) now supports fancy indexing.
   By :user:`Juan Nunez-Iglesias <jni>`; :issue:`725`.
 
diff --git a/zarr/core.py b/zarr/core.py
index d366139423..029b3c1ae0 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -347,6 +347,11 @@ def fill_value(self):
         """A value used for uninitialized portions of the array."""
         return self._fill_value
 
+    @fill_value.setter
+    def fill_value(self, new):
+        self._fill_value = new
+        self._flush_metadata_nosync()
+
     @property
     def order(self):
         """A string indicating the order in which bytes are arranged within
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 3438e60691..0b1b00eb05 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -17,6 +17,7 @@
 
 from numcodecs.compat import ensure_bytes
 
+import zarr
 from zarr.codecs import BZ2, AsType, Blosc, Zlib
 from zarr.errors import MetadataError
 from zarr.hierarchy import group
@@ -2187,4 +2188,19 @@ def test_read_write(self):
         with pytest.raises(PermissionError):
             cs['bar'] = 0
         with pytest.raises(PermissionError):
-            cs['spam'] = 'eggs'
+            cs["spam"] = "eggs"
+
+
+# standalone test we do not want to run on each store.
+
+
+def test_fill_value_change():
+    a = zarr.create((10, 10), dtype=int)
+
+    assert a[0, 0] == 0
+
+    a.fill_value = 1
+
+    assert a[0, 0] == 1
+
+    assert json.loads(a.store[".zarray"])["fill_value"] == 1

From d9d460f2ade0cdaf323485096b1cd3d12208c033 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 25 Nov 2021 12:44:06 +0100
Subject: [PATCH 0043/1078] Fix typos found by codespell (#880)

---
 docs/contributing.rst            | 2 +-
 docs/release.rst                 | 4 ++--
 docs/spec/v1.rst                 | 2 +-
 docs/spec/v2.rst                 | 4 ++--
 docs/tutorial.rst                | 2 +-
 zarr/core.py                     | 6 +++---
 zarr/creation.py                 | 4 ++--
 zarr/n5.py                       | 9 +++++----
 zarr/storage.py                  | 6 +++---
 zarr/tests/test_dim_separator.py | 6 +++---
 zarr/tests/test_storage.py       | 8 ++++----
 11 files changed, 27 insertions(+), 26 deletions(-)

diff --git a/docs/contributing.rst b/docs/contributing.rst
index da8b5b945f..d0019cdb60 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -152,7 +152,7 @@ the tests will be skipped. To install all optional dependencies, run::
     $ pip install -r requirements_dev_optional.txt
 
 To also run the doctests within docstrings (requires optional
-depencies to be installed), run::
+dependencies to be installed), run::
 
     $ pytest -v --doctest-plus zarr
 
diff --git a/docs/release.rst b/docs/release.rst
index 801dcbe877..630f9de833 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -344,7 +344,7 @@ See `this link <https://github.com/zarr-developers/zarr-python/milestone/11?clos
 merged PR tagged with the 2.6 milestone.
 
 * Add ability to partially read and decompress arrays, see :issue:`667`. It is
-  only available to chunks stored using fs-spec and using bloc as a compressor.
+  only available to chunks stored using fsspec and using Blosc as a compressor.
 
   For certain analysis case when only a small portion of chunks is needed it can
   be advantageous to only access and decompress part of the chunks. Doing
@@ -375,7 +375,7 @@ This release will be the last to support Python 3.5, next version of Zarr will b
   without ``ipytree`` installed.
   By :user:`Zain Patel <mzjp2>`; :issue:`537`
 
-* Add typing informations to many of the core functions :issue:`589`
+* Add typing information to many of the core functions :issue:`589`
 
 * Explicitly close stores during testing.
   By :user:`Elliott Sales de Andrade <QuLogic>`; :issue:`442`
diff --git a/docs/spec/v1.rst b/docs/spec/v1.rst
index 18744b03b1..39fc6f30ce 100644
--- a/docs/spec/v1.rst
+++ b/docs/spec/v1.rst
@@ -150,7 +150,7 @@ and columns 4000-5000 and is stored under the key '2.4'; etc.
 
 There is no need for all chunks to be present within an array
 store. If a chunk is not present then it is considered to be in an
-uninitialized state.  An unitialized chunk MUST be treated as if it
+uninitialized state.  An uninitialized chunk MUST be treated as if it
 was uniformly filled with the value of the 'fill_value' field in the
 array metadata. If the 'fill_value' field is ``null`` then the
 contents of the chunk are undefined.
diff --git a/docs/spec/v2.rst b/docs/spec/v2.rst
index 8a1b58aeb3..ec73163c0d 100644
--- a/docs/spec/v2.rst
+++ b/docs/spec/v2.rst
@@ -81,7 +81,7 @@ filters
 The following keys MAY be present within the object:
 
 dimension_separator
-    If present, either the string ``"."`` or ``"/""`` definining the separator placed
+    If present, either the string ``"."`` or ``"/""`` defining the separator placed
     between the dimensions of a chunk. If the value is not set, then the
     default MUST be assumed to be ``"."``, leading to chunk keys of the form "0.0".
     Arrays defined with ``"/"`` as the dimension separator can be considered to have
@@ -222,7 +222,7 @@ columns 4000-5000 and is stored under the key "2.4"; etc.
 
 There is no need for all chunks to be present within an array store. If a chunk
 is not present then it is considered to be in an uninitialized state.  An
-unitialized chunk MUST be treated as if it was uniformly filled with the value
+uninitialized chunk MUST be treated as if it was uniformly filled with the value
 of the "fill_value" field in the array metadata. If the "fill_value" field is
 ``null`` then the contents of the chunk are undefined.
 
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 18c232ae40..693f389f09 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -1297,7 +1297,7 @@ ratios, depending on the correlation structure within the data. E.g.::
     Chunks initialized : 100/100
 
 In the above example, Fortran order gives a better compression ratio. This is an
-artifical example but illustrates the general point that changing the order of
+artificial example but illustrates the general point that changing the order of
 bytes within chunks of an array may improve the compression ratio, depending on
 the structure of the data, the compression algorithm used, and which compression
 filters (e.g., byte-shuffle) have been applied.
diff --git a/zarr/core.py b/zarr/core.py
index 029b3c1ae0..0bbf535b30 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -74,7 +74,7 @@ class Array:
         operations. If False, user attributes are reloaded from the store prior
         to all attribute read operations.
     partial_decompress : bool, optional
-        If True and while the chunk_store is a FSStore and the compresion used
+        If True and while the chunk_store is a FSStore and the compression used
         is Blosc, when getting data from the array chunks will be partially
         read and decompressed when possible.
 
@@ -459,7 +459,7 @@ def nchunks_initialized(self):
         # count chunk keys
         return sum(1 for k in listdir(self.chunk_store, self._path) if prog.match(k))
 
-    # backwards compability
+    # backwards compatibility
     initialized = nchunks_initialized
 
     @property
@@ -1108,7 +1108,7 @@ def get_mask_selection(self, selection, out=None, fields=None):
             >>> import numpy as np
             >>> z = zarr.array(np.arange(100).reshape(10, 10))
 
-        Retrieve items by specifying a maks::
+        Retrieve items by specifying a mask::
 
             >>> sel = np.zeros_like(z, dtype=bool)
             >>> sel[1, 1] = True
diff --git a/zarr/creation.py b/zarr/creation.py
index 244a9b080c..aa1a4ac703 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -136,7 +136,7 @@ def create(shape, chunks=True, dtype=None, compressor='default',
         store_separator = getattr(store, "_dimension_separator", None)
         if store_separator not in (None, dimension_separator):
             raise ValueError(
-                f"Specified dimension_separtor: {dimension_separator}"
+                f"Specified dimension_separator: {dimension_separator}"
                 f"conflicts with store's separator: "
                 f"{store_separator}")
     dimension_separator = normalize_dimension_separator(dimension_separator)
@@ -439,7 +439,7 @@ def open_array(
         If using an fsspec URL to create the store, these will be passed to
         the backend implementation. Ignored otherwise.
     partial_decompress : bool, optional
-        If True and while the chunk_store is a FSStore and the compresion used
+        If True and while the chunk_store is a FSStore and the compression used
         is Blosc, when getting data from the array chunks will be partially
         read and decompressed when possible.
     write_empty_chunks : bool, optional
diff --git a/zarr/n5.py b/zarr/n5.py
index a49604d9af..242de1ddf8 100644
--- a/zarr/n5.py
+++ b/zarr/n5.py
@@ -38,7 +38,7 @@ class N5Store(NestedDirectoryStore):
     normalize_keys : bool, optional
         If True, all store keys will be normalized to use lower case characters
         (e.g. 'foo' and 'FOO' will be treated as equivalent). This can be
-        useful to avoid potential discrepancies between case-senstive and
+        useful to avoid potential discrepancies between case-sensitive and
         case-insensitive file system. Default value is False.
 
     Examples
@@ -283,8 +283,9 @@ def _contains_attrs(self, path):
 
 
 class N5FSStore(FSStore):
-    """Implentation of the N5 format (https://github.com/saalfeldlab/n5) using `fsspec`,
-    which allows storage on a variety of filesystems. Based on `zarr.N5Store`.
+    """Implementation of the N5 format (https://github.com/saalfeldlab/n5)
+    using `fsspec`, which allows storage on a variety of filesystems. Based
+    on `zarr.N5Store`.
     Parameters
     ----------
     path : string
@@ -292,7 +293,7 @@ class N5FSStore(FSStore):
     normalize_keys : bool, optional
         If True, all store keys will be normalized to use lower case characters
         (e.g. 'foo' and 'FOO' will be treated as equivalent). This can be
-        useful to avoid potential discrepancies between case-senstive and
+        useful to avoid potential discrepancies between case-sensitive and
         case-insensitive file system. Default value is False.
 
     Examples
diff --git a/zarr/storage.py b/zarr/storage.py
index 7170eeaf23..ff9e7ecdd7 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -787,7 +787,7 @@ class DirectoryStore(Store):
     normalize_keys : bool, optional
         If True, all store keys will be normalized to use lower case characters
         (e.g. 'foo' and 'FOO' will be treated as equivalent). This can be
-        useful to avoid potential discrepancies between case-senstive and
+        useful to avoid potential discrepancies between case-sensitive and
         case-insensitive file system. Default value is False.
     dimension_separator : {'.', '/'}, optional
         Separator placed between the dimensions of a chunk.
@@ -1291,7 +1291,7 @@ class TempStore(DirectoryStore):
     normalize_keys : bool, optional
         If True, all store keys will be normalized to use lower case characters
         (e.g. 'foo' and 'FOO' will be treated as equivalent). This can be
-        useful to avoid potential discrepancies between case-senstive and
+        useful to avoid potential discrepancies between case-sensitive and
         case-insensitive file system. Default value is False.
     dimension_separator : {'.', '/'}, optional
         Separator placed between the dimensions of a chunk.
@@ -1321,7 +1321,7 @@ class NestedDirectoryStore(DirectoryStore):
     normalize_keys : bool, optional
         If True, all store keys will be normalized to use lower case characters
         (e.g. 'foo' and 'FOO' will be treated as equivalent). This can be
-        useful to avoid potential discrepancies between case-senstive and
+        useful to avoid potential discrepancies between case-sensitive and
         case-insensitive file system. Default value is False.
     dimension_separator : {'/'}, optional
         Separator placed between the dimensions of a chunk.
diff --git a/zarr/tests/test_dim_separator.py b/zarr/tests/test_dim_separator.py
index f439a4bd0c..c117ee9867 100644
--- a/zarr/tests/test_dim_separator.py
+++ b/zarr/tests/test_dim_separator.py
@@ -93,7 +93,7 @@ def verify(array, expect_failure=False):
 
 def test_open(dataset):
     """
-    Use zarr.open to open the dataset fixture. Legacy nested datatsets
+    Use zarr.open to open the dataset fixture. Legacy nested datasets
     without the dimension_separator metadata are not expected to be
     openable.
     """
@@ -104,7 +104,7 @@ def test_open(dataset):
 @needs_fsspec
 def test_fsstore(dataset):
     """
-    Use FSStore to open the dataset fixture. Legacy nested datatsets
+    Use FSStore to open the dataset fixture. Legacy nested datasets
     without the dimension_separator metadata are not expected to be
     openable.
     """
@@ -114,7 +114,7 @@ def test_fsstore(dataset):
 
 def test_directory(dataset):
     """
-    Use DirectoryStore to open the dataset fixture. Legacy nested datatsets
+    Use DirectoryStore to open the dataset fixture. Legacy nested datasets
     without the dimension_separator metadata are not expected to be
     openable.
     """
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 0b1b00eb05..81a4c9b7b1 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -751,7 +751,7 @@ def test_set_invalid_content(self):
 
 def setdel_hierarchy_checks(store):
     # these tests are for stores that are aware of hierarchy levels; this
-    # behaviour is not stricly required by Zarr but these tests are included
+    # behaviour is not strictly required by Zarr but these tests are included
     # to define behaviour of MemoryStore and DirectoryStore classes
 
     # check __setitem__ and __delitem__ blocked by leaf
@@ -903,7 +903,7 @@ def test_listing_keys_no_slash(self):
 
         def mock_walker_no_slash(_path):
             yield from [
-                # no trainling slash in first key
+                # no trailing slash in first key
                 ('root_with_no_slash', ['d1', 'g1'], ['.zgroup']),
                 ('root_with_no_slash/d1', [], ['.zarray']),
                 ('root_with_no_slash/g1', [], ['.zgroup'])
@@ -2149,7 +2149,7 @@ class TestConsolidatedMetadataStore:
 
     def test_bad_format(self):
 
-        # setup store with consolidated metdata
+        # setup store with consolidated metadata
         store = dict()
         consolidated = {
             # bad format version
@@ -2163,7 +2163,7 @@ def test_bad_format(self):
 
     def test_read_write(self):
 
-        # setup store with consolidated metdata
+        # setup store with consolidated metadata
         store = dict()
         consolidated = {
             'zarr_consolidated_format': 1,

From 9d65b85fa5737a650caa8b19ec54b547cf4bafcf Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 26 Nov 2021 08:41:36 +0100
Subject: [PATCH 0044/1078] Codespell configuration (#882)

Add configuration to a newly created  setup.cfg file.
---
 setup.cfg | 3 +++
 1 file changed, 3 insertions(+)
 create mode 100644 setup.cfg

diff --git a/setup.cfg b/setup.cfg
new file mode 100644
index 0000000000..28e25ed827
--- /dev/null
+++ b/setup.cfg
@@ -0,0 +1,3 @@
+[codespell]
+skip = ./.git
+ignore-words-list = ba, ihs, kake, nd, noe, nwo, te

From 862a44c8f02d6be4afa7bc68e8db967c05e2b7cd Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 26 Nov 2021 08:45:44 +0100
Subject: [PATCH 0045/1078] Unnecessary comprehension (#883)

---
 zarr/core.py            |  2 +-
 zarr/indexing.py        | 10 +++++-----
 zarr/tests/test_core.py |  2 +-
 zarr/tests/test_util.py |  2 +-
 zarr/util.py            |  2 +-
 5 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/zarr/core.py b/zarr/core.py
index 0bbf535b30..9126efa69b 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -2070,7 +2070,7 @@ def _decode_chunk(self, cdata, start=None, nitems=None, expected_shape=None):
         if self._compressor:
             # only decode requested items
             if (
-                all([x is not None for x in [start, nitems]])
+                all(x is not None for x in [start, nitems])
                 and self._compressor.codec_id == "blosc"
             ) and hasattr(self._compressor, "decode_partial"):
                 chunk = self._compressor.decode_partial(cdata, start, nitems)
diff --git a/zarr/indexing.py b/zarr/indexing.py
index 2e9f7c8c03..01406d1cfb 100644
--- a/zarr/indexing.py
+++ b/zarr/indexing.py
@@ -308,15 +308,15 @@ def is_positive_slice(s):
 
 def is_contiguous_selection(selection):
     selection = ensure_tuple(selection)
-    return all([
+    return all(
         (is_integer_array(s) or is_contiguous_slice(s) or s == Ellipsis)
         for s in selection
-    ])
+    )
 
 
 def is_basic_selection(selection):
     selection = ensure_tuple(selection)
-    return all([is_integer(s) or is_positive_slice(s) for s in selection])
+    return all(is_integer(s) or is_positive_slice(s) for s in selection)
 
 
 # noinspection PyProtectedMember
@@ -671,8 +671,8 @@ def __setitem__(self, selection, value):
 def is_coordinate_selection(selection, array):
     return (
         (len(selection) == len(array._shape)) and
-        all([is_integer(dim_sel) or is_integer_array(dim_sel)
-             for dim_sel in selection])
+        all(is_integer(dim_sel) or is_integer_array(dim_sel)
+            for dim_sel in selection)
     )
 
 
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 34f30d5abc..6870559e0b 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -132,7 +132,7 @@ def test_store_has_bytes_values(self):
         z[:] = np.random.random(z.shape)
 
         # Check in-memory array only contains `bytes`
-        assert all([isinstance(v, bytes) for v in z.chunk_store.values()])
+        assert all(isinstance(v, bytes) for v in z.chunk_store.values())
 
         z.store.close()
 
diff --git a/zarr/tests/test_util.py b/zarr/tests/test_util.py
index a65b26bae8..efe8e66341 100644
--- a/zarr/tests/test_util.py
+++ b/zarr/tests/test_util.py
@@ -146,7 +146,7 @@ def test_guess_chunks():
         assert isinstance(chunks, tuple)
         assert len(chunks) == len(shape)
         # doesn't make any sense to allow chunks to have zero length dimension
-        assert all([0 < c <= max(s, 1) for c, s in zip(chunks, shape)])
+        assert all(0 < c <= max(s, 1) for c, s in zip(chunks, shape))
 
     # ludicrous itemsize
     chunks = guess_chunks((1000000,), 40000000000)
diff --git a/zarr/util.py b/zarr/util.py
index ae2ad19b28..cd36ad9765 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -330,7 +330,7 @@ def normalize_storage_path(path: Union[str, bytes, None]) -> str:
 
         # don't allow path segments with just '.' or '..'
         segments = path.split('/')
-        if any([s in {'.', '..'} for s in segments]):
+        if any(s in {'.', '..'} for s in segments):
             raise ValueError("path containing '.' or '..' segment not allowed")
 
     else:

From edced8eda4930672bfe6365390e9f209af3089eb Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 26 Nov 2021 09:02:12 +0100
Subject: [PATCH 0046/1078] In Python 3, all classes implicitly inherit from
 object (#886)

No need to inherit explictly.
---
 zarr/convenience.py          |  2 +-
 zarr/indexing.py             | 20 ++++++++++----------
 zarr/sync.py                 |  4 ++--
 zarr/tests/test_core.py      |  2 +-
 zarr/tests/test_creation.py  |  4 ++--
 zarr/tests/test_hierarchy.py |  2 +-
 zarr/tests/test_storage.py   |  2 +-
 zarr/tests/test_sync.py      |  4 ++--
 zarr/util.py                 |  8 ++++----
 9 files changed, 24 insertions(+), 24 deletions(-)

diff --git a/zarr/convenience.py b/zarr/convenience.py
index 18b59a77b2..60fa5fe176 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -428,7 +428,7 @@ def tree(grp, expand=False, level=None):
     return TreeViewer(grp, expand=expand, level=level)
 
 
-class _LogWriter(object):
+class _LogWriter:
 
     def __init__(self, log):
         self.log_func = None
diff --git a/zarr/indexing.py b/zarr/indexing.py
index 01406d1cfb..b226198aab 100644
--- a/zarr/indexing.py
+++ b/zarr/indexing.py
@@ -132,7 +132,7 @@ def normalize_integer_selection(dim_sel, dim_len):
 """
 
 
-class IntDimIndexer(object):
+class IntDimIndexer:
 
     def __init__(self, dim_sel, dim_len, dim_chunk_len):
 
@@ -157,7 +157,7 @@ def ceildiv(a, b):
     return math.ceil(a / b)
 
 
-class SliceDimIndexer(object):
+class SliceDimIndexer:
 
     def __init__(self, dim_sel, dim_len, dim_chunk_len):
 
@@ -320,7 +320,7 @@ def is_basic_selection(selection):
 
 
 # noinspection PyProtectedMember
-class BasicIndexer(object):
+class BasicIndexer:
 
     def __init__(self, selection, array):
 
@@ -361,7 +361,7 @@ def __iter__(self):
             yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
 
 
-class BoolArrayDimIndexer(object):
+class BoolArrayDimIndexer:
 
     def __init__(self, dim_sel, dim_len, dim_chunk_len):
 
@@ -451,7 +451,7 @@ def boundscheck_indices(x, dim_len):
         raise BoundsCheckError(dim_len)
 
 
-class IntArrayDimIndexer(object):
+class IntArrayDimIndexer:
     """Integer array selection against a single dimension."""
 
     def __init__(self, dim_sel, dim_len, dim_chunk_len, wraparound=True, boundscheck=True,
@@ -579,7 +579,7 @@ def oindex_set(a, selection, value):
 
 
 # noinspection PyProtectedMember
-class OrthogonalIndexer(object):
+class OrthogonalIndexer:
 
     def __init__(self, selection, array):
 
@@ -649,7 +649,7 @@ def __iter__(self):
             yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
 
 
-class OIndex(object):
+class OIndex:
 
     def __init__(self, array):
         self.array = array
@@ -686,7 +686,7 @@ def is_mask_selection(selection, array):
 
 
 # noinspection PyProtectedMember
-class CoordinateIndexer(object):
+class CoordinateIndexer:
 
     def __init__(self, selection, array):
 
@@ -805,7 +805,7 @@ def __init__(self, selection, array):
         super().__init__(selection, array)
 
 
-class VIndex(object):
+class VIndex:
 
     def __init__(self, array):
         self.array = array
@@ -905,7 +905,7 @@ def make_slice_selection(selection):
     return ls
 
 
-class PartialChunkIterator(object):
+class PartialChunkIterator:
     """Iterator to retrieve the specific coordinates of requested data
     from within a compressed chunk.
 
diff --git a/zarr/sync.py b/zarr/sync.py
index fa5d811a1e..a0938b30d0 100644
--- a/zarr/sync.py
+++ b/zarr/sync.py
@@ -5,7 +5,7 @@
 import fasteners
 
 
-class ThreadSynchronizer(object):
+class ThreadSynchronizer:
     """Provides synchronization using thread locks."""
 
     def __init__(self):
@@ -24,7 +24,7 @@ def __setstate__(self, *args):
         self.__init__()
 
 
-class ProcessSynchronizer(object):
+class ProcessSynchronizer:
     """Provides synchronization using file locks via the
     `fasteners <http://fasteners.readthedocs.io/en/latest/api/process_lock.html>`_
     package.
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 6870559e0b..d457d50e3f 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -2423,7 +2423,7 @@ def test_structured_array_contain_object(self):
 
 
 # custom store, does not support getsize()
-class CustomMapping(object):
+class CustomMapping:
 
     def __init__(self):
         self.inner = KVStore(dict())
diff --git a/zarr/tests/test_creation.py b/zarr/tests/test_creation.py
index 117bc338b6..0ec551ba4e 100644
--- a/zarr/tests/test_creation.py
+++ b/zarr/tests/test_creation.py
@@ -20,7 +20,7 @@
 
 
 # something bcolz-like
-class MockBcolzArray(object):
+class MockBcolzArray:
 
     def __init__(self, data, chunklen):
         self.data = data
@@ -34,7 +34,7 @@ def __getitem__(self, item):
 
 
 # something h5py-like
-class MockH5pyDataset(object):
+class MockH5pyDataset:
 
     def __init__(self, data, chunks):
         self.data = data
diff --git a/zarr/tests/test_hierarchy.py b/zarr/tests/test_hierarchy.py
index 1b4f96a73f..2830be8c38 100644
--- a/zarr/tests/test_hierarchy.py
+++ b/zarr/tests/test_hierarchy.py
@@ -128,7 +128,7 @@ def test_create_group(self):
         assert '/a/b/c' == g5.name
 
         # test non-str keys
-        class Foo(object):
+        class Foo:
 
             def __init__(self, s):
                 self.s = s
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 81a4c9b7b1..510a38d3eb 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -94,7 +94,7 @@ def test_deprecated_listdir_nosotre():
         listdir(store)
 
 
-class StoreTests(object):
+class StoreTests:
     """Abstract store tests."""
 
     def create_store(self, **kwargs):  # pragma: no cover
diff --git a/zarr/tests/test_sync.py b/zarr/tests/test_sync.py
index 700c23eb45..69fc0d7708 100644
--- a/zarr/tests/test_sync.py
+++ b/zarr/tests/test_sync.py
@@ -57,7 +57,7 @@ def _set_arange(arg):
     return i
 
 
-class MixinArraySyncTests(object):
+class MixinArraySyncTests:
 
     def test_parallel_setitem(self):
         n = 100
@@ -197,7 +197,7 @@ def _require_group(arg):
     return h.name
 
 
-class MixinGroupSyncTests(object):
+class MixinGroupSyncTests:
 
     def test_parallel_create_group(self):
 
diff --git a/zarr/util.py b/zarr/util.py
index cd36ad9765..04d350a68d 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -370,7 +370,7 @@ def info_html_report(items) -> str:
     return report
 
 
-class InfoReporter(object):
+class InfoReporter:
 
     def __init__(self, obj):
         self.obj = obj
@@ -384,7 +384,7 @@ def _repr_html_(self):
         return info_html_report(items)
 
 
-class TreeNode(object):
+class TreeNode:
 
     def __init__(self, obj, depth=0, level=None):
         self.obj = obj
@@ -468,7 +468,7 @@ def tree_widget(group, expand, level):
     return result
 
 
-class TreeViewer(object):
+class TreeViewer:
 
     def __init__(self, group, expand=False, level=None):
 
@@ -541,7 +541,7 @@ def is_valid_python_name(name):
     return name.isidentifier() and not iskeyword(name)
 
 
-class NoLock(object):
+class NoLock:
     """A lock that doesn't lock."""
 
     def __enter__(self):

From 5f3db11b406b02769aa742a035ac63ed00ae81e4 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 26 Nov 2021 09:06:20 +0100
Subject: [PATCH 0047/1078] Useless `return` (#884)

---
 zarr/core.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/zarr/core.py b/zarr/core.py
index 9126efa69b..6f6b468e3b 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -1958,7 +1958,6 @@ def _chunk_delitems(self, ckeys):
             # that will trigger this condition, but it's possible that they
             # will be developed in the future.
             tuple(map(self._chunk_delitem, ckeys))
-        return None
 
     def _chunk_delitem(self, ckey):
         """
@@ -1966,9 +1965,8 @@ def _chunk_delitem(self, ckey):
         """
         try:
             del self.chunk_store[ckey]
-            return
         except KeyError:
-            return
+            pass
 
     def _chunk_setitem(self, chunk_coords, chunk_selection, value, fields=None):
         """Replace part or whole of a chunk.

From 65eba133c70d3c20e45eb8b61e516e614bd44af2 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 26 Nov 2021 09:11:06 +0100
Subject: [PATCH 0048/1078] Decorate a few method with `@staticmethod` (#885)

I have not changed the multiple occurrences under zarr/test_*.py.
---
 zarr/_storage/absstore.py | 3 ++-
 zarr/n5.py                | 9 ++++++---
 zarr/storage.py           | 6 ++++--
 3 files changed, 12 insertions(+), 6 deletions(-)

diff --git a/zarr/_storage/absstore.py b/zarr/_storage/absstore.py
index 01bfbd5039..f23b406e0b 100644
--- a/zarr/_storage/absstore.py
+++ b/zarr/_storage/absstore.py
@@ -76,7 +76,8 @@ def __init__(self, container=None, prefix='', account_name=None, account_key=Non
         self._account_name = account_name
         self._account_key = account_key
 
-    def _warn_deprecated(self, property_):
+    @staticmethod
+    def _warn_deprecated(property_):
         msg = ("The {} property is deprecated and will be removed in a future "
                "version. Get the property from 'ABSStore.client' instead.")
         warnings.warn(msg.format(property_), FutureWarning, stacklevel=3)
diff --git a/zarr/n5.py b/zarr/n5.py
index 242de1ddf8..2f98c2f963 100644
--- a/zarr/n5.py
+++ b/zarr/n5.py
@@ -343,7 +343,8 @@ def __init__(self, *args, **kwargs):
         dimension_separator = "."
         super().__init__(*args, dimension_separator=dimension_separator, **kwargs)
 
-    def _swap_separator(self, key):
+    @staticmethod
+    def _swap_separator(key):
         segments = list(key.split('/'))
         if segments:
             last_segment = segments[-1]
@@ -898,7 +899,8 @@ def decode(self, chunk, out=None):
 
             return chunk
 
-    def _create_header(self, chunk):
+    @staticmethod
+    def _create_header(chunk):
 
         mode = struct.pack('>H', 0)
         num_dims = struct.pack('>H', len(chunk.shape))
@@ -909,7 +911,8 @@ def _create_header(self, chunk):
 
         return mode + num_dims + shape
 
-    def _read_header(self, chunk):
+    @staticmethod
+    def _read_header(chunk):
 
         num_dims = struct.unpack('>H', chunk[2:4])[0]
         shape = tuple(
diff --git a/zarr/storage.py b/zarr/storage.py
index ff9e7ecdd7..2c76938dc8 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -851,7 +851,8 @@ def __init__(self, path, normalize_keys=False, dimension_separator=None):
     def _normalize_key(self, key):
         return key.lower() if self.normalize_keys else key
 
-    def _fromfile(self, fn):
+    @staticmethod
+    def _fromfile(fn):
         """ Read data from a file
 
         Parameters
@@ -867,7 +868,8 @@ def _fromfile(self, fn):
         with open(fn, 'rb') as f:
             return f.read()
 
-    def _tofile(self, a, fn):
+    @staticmethod
+    def _tofile(a, fn):
         """ Write data to a file
 
         Parameters

From d65c0f27058855b97ddce66a7e50da191facec7f Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 26 Nov 2021 16:36:37 +0100
Subject: [PATCH 0049/1078] iRemove unnecessary literal (#891)

---
 zarr/tests/test_storage.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 510a38d3eb..da1b76e9c7 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -986,7 +986,7 @@ def test_deep_ndim(self):
                                  chunks=(2, 2, 2),
                                  dtype="i8")
         baz[:] = 1
-        assert set(store.listdir()) == set([".zgroup", "bar"])
+        assert set(store.listdir()) == {".zgroup", "bar"}
         assert foo["bar"]["baz"][(0, 0, 0)] == 1
 
     def test_not_fsspec(self):

From 8ea708b38c8a3f298331baf805bbfceda567c22c Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 26 Nov 2021 16:40:12 +0100
Subject: [PATCH 0050/1078] use an if `expression` instead of `and`/`or` (#888)

---
 zarr/storage.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/zarr/storage.py b/zarr/storage.py
index 2c76938dc8..b5da03701c 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -997,8 +997,8 @@ def dir_path(self, path=None):
         return dir_path
 
     def listdir(self, path=None):
-        return self._dimension_separator == "/" and \
-            self._nested_listdir(path) or self._flat_listdir(path)
+        return self._nested_listdir(path) if self._dimension_separator == "/" else \
+            self._flat_listdir(path)
 
     def _flat_listdir(self, path=None):
         dir_path = self.dir_path(path)

From e6483f926f322496660847988f27e326bd54cea1 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 29 Nov 2021 08:36:40 +0100
Subject: [PATCH 0051/1078] Bump fsspec[s3] from 2021.11.0 to 2021.11.1 (#892)

Bumps [fsspec[s3]](https://github.com/fsspec/filesystem_spec) from 2021.11.0 to 2021.11.1.
- [Release notes](https://github.com/fsspec/filesystem_spec/releases)
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2021.11.0...2021.11.1)

---
updated-dependencies:
- dependency-name: fsspec[s3]
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 520f772d97..1ff4c2b052 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -19,5 +19,5 @@ pytest-cov==3.0.0
 pytest-doctestplus==0.11.1
 pytest-timeout==2.0.1
 h5py==3.6.0
-fsspec[s3]==2021.11.0
+fsspec[s3]==2021.11.1
 moto[server]>=1.3.14

From 70bd39419b20444087a5fc78c051b895f50c57a4 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 2 Dec 2021 09:50:06 +0100
Subject: [PATCH 0052/1078] Unnecessary `None` provided as default (#900)

---
 zarr/convenience.py     | 4 ++--
 zarr/creation.py        | 4 ++--
 zarr/tests/test_core.py | 2 +-
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/zarr/convenience.py b/zarr/convenience.py
index 60fa5fe176..20afb496b7 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -75,7 +75,7 @@ def open(store: StoreLike = None, mode: str = "a", **kwargs):
 
     """
 
-    path = kwargs.get('path', None)
+    path = kwargs.get('path')
     # handle polymorphic store arg
     clobber = mode == 'w'
     # we pass storage options explicitly, since normalize_store_arg might construct
@@ -1179,7 +1179,7 @@ def open_consolidated(store: StoreLike, metadata_key=".zmetadata", mode="r+", **
     from .storage import ConsolidatedMetadataStore
 
     # normalize parameters
-    store = normalize_store_arg(store, storage_options=kwargs.get("storage_options", None))
+    store = normalize_store_arg(store, storage_options=kwargs.get("storage_options"))
     if mode not in {'r', 'r+'}:
         raise ValueError("invalid mode, expected either 'r' or 'r+'; found {!r}"
                          .format(mode))
diff --git a/zarr/creation.py b/zarr/creation.py
index aa1a4ac703..64c5666adb 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -339,7 +339,7 @@ def array(data, **kwargs):
         data = np.asanyarray(data)
 
     # setup dtype
-    kw_dtype = kwargs.get('dtype', None)
+    kw_dtype = kwargs.get('dtype')
     if kw_dtype is None:
         kwargs['dtype'] = data.dtype
     else:
@@ -348,7 +348,7 @@ def array(data, **kwargs):
     # setup shape and chunks
     data_shape, data_chunks = _get_shape_chunks(data)
     kwargs['shape'] = data_shape
-    kw_chunks = kwargs.get('chunks', None)
+    kw_chunks = kwargs.get('chunks')
     if kw_chunks is None:
         kwargs['chunks'] = data_chunks
     else:
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index d457d50e3f..7423132887 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -2305,7 +2305,7 @@ class TestArrayWithFilters(TestArray):
     @staticmethod
     def create_array(read_only=False, **kwargs):
         store = KVStore(dict())
-        dtype = kwargs.get('dtype', None)
+        dtype = kwargs.get('dtype')
         filters = [
             Delta(dtype=dtype),
             FixedScaleOffset(dtype=dtype, scale=1, offset=0),

From f0677c2e051cad672e781c6bf63b5edfe57aaca4 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 2 Dec 2021 09:50:21 +0100
Subject: [PATCH 0053/1078] Unnecessary comprehension (#899)

---
 zarr/indexing.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/zarr/indexing.py b/zarr/indexing.py
index b226198aab..3f0dff42ef 100644
--- a/zarr/indexing.py
+++ b/zarr/indexing.py
@@ -961,10 +961,8 @@ def __init__(self, selection, arr_shape):
         # any selection can not be out of the range of the chunk
         selection_shape = np.empty(self.arr_shape)[tuple(selection)].shape
         if any(
-            [
-                selection_dim < 0 or selection_dim > arr_dim
-                for selection_dim, arr_dim in zip(selection_shape, self.arr_shape)
-            ]
+            selection_dim < 0 or selection_dim > arr_dim
+            for selection_dim, arr_dim in zip(selection_shape, self.arr_shape)
         ):
             raise IndexError(
                 "a selection index is out of range for the dimension"

From dc3f839a3f9bbb932a0d464d06a6da12bf191741 Mon Sep 17 00:00:00 2001
From: jakirkham <jakirkham@gmail.com>
Date: Thu, 9 Dec 2021 22:29:48 -0800
Subject: [PATCH 0054/1078] Doctest seem to be stricter now, updating
 tostring() to tobytes() (#907)

Co-authored-by: Matthias Bussonnier <bussonniermatthias@gmail.com>
---
 docs/tutorial.rst | 6 +++---
 zarr/storage.py   | 4 ++--
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 693f389f09..a292892ebd 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -814,7 +814,7 @@ Here is an example using S3Map to read an array created previously::
     array([b'H', b'e', b'l', b'l', b'o', b' ', b'f', b'r', b'o', b'm', b' ',
            b't', b'h', b'e', b' ', b'c', b'l', b'o', b'u', b'd', b'!'],
           dtype='|S1')
-    >>> z[:].tostring()
+    >>> z[:].tobytes()
     b'Hello from the cloud!'
 
 Zarr now also has a builtin storage backend for Azure Blob Storage.
@@ -855,11 +855,11 @@ store. E.g.::
     >>> z = root['foo/bar/baz']
     >>> from timeit import timeit
     >>> # first data access is relatively slow, retrieved from store
-    ... timeit('print(z[:].tostring())', number=1, globals=globals())  # doctest: +SKIP
+    ... timeit('print(z[:].tobytes())', number=1, globals=globals())  # doctest: +SKIP
     b'Hello from the cloud!'
     0.1081731989979744
     >>> # second data access is faster, uses cache
-    ... timeit('print(z[:].tostring())', number=1, globals=globals())  # doctest: +SKIP
+    ... timeit('print(z[:].tobytes())', number=1, globals=globals())  # doctest: +SKIP
     b'Hello from the cloud!'
     0.0009490990014455747
 
diff --git a/zarr/storage.py b/zarr/storage.py
index b5da03701c..fad0000e3a 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -2100,11 +2100,11 @@ class LRUStoreCache(Store):
         >>> z = root['foo/bar/baz']  # doctest: +REMOTE_DATA
         >>> from timeit import timeit
         >>> # first data access is relatively slow, retrieved from store
-        ... timeit('print(z[:].tostring())', number=1, globals=globals())  # doctest: +SKIP
+        ... timeit('print(z[:].tobytes())', number=1, globals=globals())  # doctest: +SKIP
         b'Hello from the cloud!'
         0.1081731989979744
         >>> # second data access is faster, uses cache
-        ... timeit('print(z[:].tostring())', number=1, globals=globals())  # doctest: +SKIP
+        ... timeit('print(z[:].tobytes())', number=1, globals=globals())  # doctest: +SKIP
         b'Hello from the cloud!'
         0.0009490990014455747
 

From 1cbe3fbc84125b71f02ebfa6e8f686db756b0385 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 10 Dec 2021 07:45:58 +0100
Subject: [PATCH 0055/1078] Bump pytest-doctestplus from 0.11.1 to 0.11.2
 (#908)

Bumps [pytest-doctestplus](https://github.com/astropy/pytest-doctestplus) from 0.11.1 to 0.11.2.
- [Release notes](https://github.com/astropy/pytest-doctestplus/releases)
- [Changelog](https://github.com/astropy/pytest-doctestplus/blob/main/CHANGES.rst)
- [Commits](https://github.com/astropy/pytest-doctestplus/compare/v0.11.1...v0.11.2)

---
updated-dependencies:
- dependency-name: pytest-doctestplus
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 1ff4c2b052..34e1f954bb 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -16,7 +16,7 @@ tox==3.24.4
 coverage
 flake8==4.0.1
 pytest-cov==3.0.0
-pytest-doctestplus==0.11.1
+pytest-doctestplus==0.11.2
 pytest-timeout==2.0.1
 h5py==3.6.0
 fsspec[s3]==2021.11.1

From af0c36b2a612579db6d4ecc05388d9dcb2b3b1c2 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 10 Dec 2021 16:59:16 +0100
Subject: [PATCH 0056/1078] Unguarded next inside generator (#889)

* Unguarded next inside generator

Remove _fast_keys() and rewrite it in keys() with a simple loop.
Might be faster, certainly simpler.

* Update zarr/storage.py

Co-authored-by: jakirkham <jakirkham@gmail.com>

* Make it faster by moving `if` out of the loop

After all the name of the function is _keys_fast()!

Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 zarr/storage.py | 26 +++++++++-----------------
 1 file changed, 9 insertions(+), 17 deletions(-)

diff --git a/zarr/storage.py b/zarr/storage.py
index fad0000e3a..1dc2cf32b3 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -965,23 +965,15 @@ def keys(self):
 
     @staticmethod
     def _keys_fast(path, walker=os.walk):
-        """
-
-        Faster logic on platform where the separator is `/` and using
-        `os.walk()` to decrease the number of stats.call.
-
-        """
-        it = iter(walker(path))
-        d0, dirnames, filenames = next(it)
-        if d0.endswith('/'):
-            root_len = len(d0)
-        else:
-            root_len = len(d0)+1
-        for f in filenames:
-            yield f
-        for dirpath, _, filenames in it:
-            for f in filenames:
-                yield dirpath[root_len:].replace('\\', '/')+'/'+f
+        for dirpath, _, filenames in walker(path):
+            dirpath = os.path.relpath(dirpath, path)
+            if dirpath == os.curdir:
+                for f in filenames:
+                    yield f
+            else:
+                dirpath = dirpath.replace("\\", "/")
+                for f in filenames:
+                    yield "/".join((dirpath, f))
 
     def __iter__(self):
         return self.keys()

From de7858ab9d70b868cf58eaf14a9c4eab16ecb263 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 14 Dec 2021 11:48:48 +0100
Subject: [PATCH 0057/1078] Bump pytest-timeout from 2.0.1 to 2.0.2 (#910)

Bumps [pytest-timeout](https://github.com/pytest-dev/pytest-timeout) from 2.0.1 to 2.0.2.
- [Release notes](https://github.com/pytest-dev/pytest-timeout/releases)
- [Commits](https://github.com/pytest-dev/pytest-timeout/compare/2.0.1...2.0.2)

---
updated-dependencies:
- dependency-name: pytest-timeout
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 34e1f954bb..da300495d6 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -17,7 +17,7 @@ coverage
 flake8==4.0.1
 pytest-cov==3.0.0
 pytest-doctestplus==0.11.2
-pytest-timeout==2.0.1
+pytest-timeout==2.0.2
 h5py==3.6.0
 fsspec[s3]==2021.11.1
 moto[server]>=1.3.14

From 4fb0f7e7f452fd436062d39ce67bef6ccd336420 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 17 Dec 2021 18:06:02 +0100
Subject: [PATCH 0058/1078] Add LGTM.com / DeepSource.io configuration files
 (#909)

* Add LGTM.com configuration file

The YAML configuration file for the LGTM static analysis tool can be
either lgtm.yml or .lgtm.yml:
  https://help.semmle.com/lgtm-enterprise/user/help/lgtm.yml-configuration-file.html

There is no need to integrate the LGTM tool in CI, as LGTM appears to
be running on all repositories it has been run on once. The results
currently appear here:
  https://lgtm.com/projects/g/zarr-developers/zarr-python

* Add DeepSource.io configuration file

The TOML configuration file is .deepsource.toml:
  https://deepsource.io/docs/concepts/#deepsourcetoml-file

DeepSource.io analysis must be enabled by a repository owner.

It doesn't look like it is possible to run DeepSource.io on each PR,
rather the monitored branch is analysed periodically, after commits
are pushed.
---
 .deepsource.toml | 10 ++++++++++
 .lgtm.yml        |  7 +++++++
 2 files changed, 17 insertions(+)
 create mode 100644 .deepsource.toml
 create mode 100644 .lgtm.yml

diff --git a/.deepsource.toml b/.deepsource.toml
new file mode 100644
index 0000000000..5143b2739e
--- /dev/null
+++ b/.deepsource.toml
@@ -0,0 +1,10 @@
+version = 1
+
+test_patterns = ["zarr/tests/test_*.py"]
+
+[[analyzers]]
+name = "python"
+enabled = true
+
+  [analyzers.meta]
+  runtime_version = "3.x.x"
diff --git a/.lgtm.yml b/.lgtm.yml
new file mode 100644
index 0000000000..35a0c32ef2
--- /dev/null
+++ b/.lgtm.yml
@@ -0,0 +1,7 @@
+# Config for LGTM.com static code analysis
+# https://lgtm.com/projects/g/zarr-developers/zarr-python
+
+extraction:
+  python:
+    python_setup:
+      version: 3

From 1711b160251a2f2ca74cf238bc86ef45f0c4c08c Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Tue, 21 Dec 2021 11:30:27 +0100
Subject: [PATCH 0059/1078] Drop shortcut `fsspec[s3]` for dependency (#920)

Use of the short rather than `fsspec` and `s3fs` separately leads
to an old version of s3fs being installed. (The benefit of the
shortcut is that it prevents dependabot PRs from failing.)

see:
* https://github.com/fsspec/s3fs/issues/528
* https://github.com/zarr-developers/zarr-python/pull/914
---
 requirements_dev_optional.txt | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index da300495d6..59b9ae035b 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -19,5 +19,6 @@ pytest-cov==3.0.0
 pytest-doctestplus==0.11.2
 pytest-timeout==2.0.2
 h5py==3.6.0
-fsspec[s3]==2021.11.1
+fsspec==2021.11.1
+s3fs==2021.11.1
 moto[server]>=1.3.14

From dd8fa23c342c118aea7c0871e2219698130eac03 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 21 Dec 2021 12:29:58 +0100
Subject: [PATCH 0060/1078] Proper C-style formatting for integer (#913)

Variable `port` is initialized as an integer, should be formatted with `%d`.

Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
---
 zarr/tests/test_storage.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index da1b76e9c7..4bd38755bc 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -1151,8 +1151,8 @@ def s3(request):
     pytest.importorskip("moto")
 
     port = 5555
-    endpoint_uri = 'http://127.0.0.1:%s/' % port
-    proc = subprocess.Popen(shlex.split("moto_server s3 -p %s" % port),
+    endpoint_uri = 'http://127.0.0.1:%d/' % port
+    proc = subprocess.Popen(shlex.split("moto_server s3 -p %d" % port),
                             stderr=subprocess.DEVNULL, stdout=subprocess.DEVNULL)
 
     timeout = 5

From 5f7e2b6508da8732b1fcd832e34e223f9e8fdf77 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 21 Dec 2021 12:48:13 +0100
Subject: [PATCH 0061/1078] Bump numpy from 1.21.4 to 1.21.5 (#914)

Bumps [numpy](https://github.com/numpy/numpy) from 1.21.4 to 1.21.5.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/HOWTO_RELEASE.rst.txt)
- [Commits](https://github.com/numpy/numpy/compare/v1.21.4...v1.21.5)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index 30c31237f3..b0d8c6eab8 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.21.4
+numpy==1.21.5

From b80c0c473277375f0013cb60d61d216c069377a3 Mon Sep 17 00:00:00 2001
From: Ray Bell <rayjohnbell0@gmail.com>
Date: Tue, 21 Dec 2021 12:12:31 -0500
Subject: [PATCH 0062/1078] DOC: update create dev env (#921)

---
 docs/contributing.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/contributing.rst b/docs/contributing.rst
index d0019cdb60..c1401f9381 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -90,7 +90,7 @@ you have cloned the Zarr source code and your current working directory is the r
 the repository, you can do something like the following::
 
     $ mkdir -p ~/pyenv/zarr-dev
-    $ virtualenv --no-site-packages --python=/usr/bin/python3.8 ~/pyenv/zarr-dev
+    $ python -m venv ~/pyenv/zarr-dev
     $ source ~/pyenv/zarr-dev/bin/activate
     $ pip install -r requirements_dev_minimal.txt -r requirements_dev_numpy.txt
     $ pip install -e .

From 0972b30fa4d88f6611ce2b31ffba38d03569a0e2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 5 Jan 2022 08:59:40 +0100
Subject: [PATCH 0063/1078] Bump redis from 4.0.2 to 4.1.0 (#927)

Bumps [redis](https://github.com/redis/redis-py) from 4.0.2 to 4.1.0.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.0.2...v4.1.0)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 59b9ae035b..4da59ee324 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipytree==0.2.1
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.8.1 # pyup: ignore
-redis==4.0.2
+redis==4.1.0
 types-redis
 types-setuptools
 pymongo==3.12.1

From fbf943f8bdda07f1bfbf3d54e45977552fee00f5 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 5 Jan 2022 08:59:52 +0100
Subject: [PATCH 0064/1078] Bump tox from 3.24.4 to 3.24.5 (#928)

Bumps [tox](https://github.com/tox-dev/tox) from 3.24.4 to 3.24.5.
- [Release notes](https://github.com/tox-dev/tox/releases)
- [Changelog](https://github.com/tox-dev/tox/blob/master/docs/changelog.rst)
- [Commits](https://github.com/tox-dev/tox/compare/3.24.4...3.24.5)

---
updated-dependencies:
- dependency-name: tox
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 4da59ee324..f76a6df1c5 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -12,7 +12,7 @@ types-redis
 types-setuptools
 pymongo==3.12.1
 # optional test requirements
-tox==3.24.4
+tox==3.24.5
 coverage
 flake8==4.0.1
 pytest-cov==3.0.0

From a64de4d554087d14431c56169ae29b96290fd615 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 5 Jan 2022 09:00:04 +0100
Subject: [PATCH 0065/1078] Bump lmdb from 1.2.1 to 1.3.0 (#929)

Bumps [lmdb](https://github.com/jnwatson/py-lmdb) from 1.2.1 to 1.3.0.
- [Release notes](https://github.com/jnwatson/py-lmdb/releases)
- [Changelog](https://github.com/jnwatson/py-lmdb/blob/py-lmdb_1.3.0/ChangeLog)
- [Commits](https://github.com/jnwatson/py-lmdb/compare/py-lmdb_1.2.1...py-lmdb_1.3.0)

---
updated-dependencies:
- dependency-name: lmdb
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index f76a6df1c5..ec732cd64b 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -1,6 +1,6 @@
 # optional library requirements
 # bsddb3==6.2.6; sys_platform != 'win32'
-lmdb==1.2.1; sys_platform != 'win32'
+lmdb==1.3.0; sys_platform != 'win32'
 # optional library requirements for Jupyter
 ipytree==0.2.1
 # optional library requirements for services

From 2d4802c6c96e2d64b5b6074ffad4ef2cca8bf27e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 6 Jan 2022 08:29:50 +0100
Subject: [PATCH 0066/1078] Bump numpy from 1.21.5 to 1.22.0 (#932)

Bumps [numpy](https://github.com/numpy/numpy) from 1.21.5 to 1.22.0.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/HOWTO_RELEASE.rst.txt)
- [Commits](https://github.com/numpy/numpy/compare/v1.21.5...v1.22.0)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index b0d8c6eab8..66bebb955e 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.21.5
+numpy==1.22.0

From 094eee210ac56b8ce85a34065b61e14337d65376 Mon Sep 17 00:00:00 2001
From: Joe Hamman <jhamman@ucar.edu>
Date: Thu, 6 Jan 2022 02:44:54 -0800
Subject: [PATCH 0067/1078] fix consolidate_metadata with FSStore (#916)

---
 zarr/convenience.py        | 2 +-
 zarr/tests/test_storage.py | 5 +++++
 2 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/zarr/convenience.py b/zarr/convenience.py
index 20afb496b7..4d07968579 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -1117,7 +1117,7 @@ def consolidate_metadata(store: StoreLike, metadata_key=".zmetadata"):
     open_consolidated
 
     """
-    store = normalize_store_arg(store)
+    store = normalize_store_arg(store, clobber=True)
 
     def is_zarr_key(key):
         return (key.endswith('.zarray') or key.endswith('.zgroup') or
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 4bd38755bc..eecf7cd36c 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -19,6 +19,7 @@
 
 import zarr
 from zarr.codecs import BZ2, AsType, Blosc, Zlib
+from zarr.convenience import consolidate_metadata
 from zarr.errors import MetadataError
 from zarr.hierarchy import group
 from zarr.meta import ZARR_FORMAT, decode_array_metadata
@@ -1009,6 +1010,10 @@ def test_create(self):
         assert "data" in os.listdir(path1)
         assert ".zgroup" in os.listdir(path1)
 
+        # consolidated metadata (GH#915)
+        consolidate_metadata("file://" + path1)
+        assert ".zmetadata" in os.listdir(path1)
+
         g = zarr.open_group("simplecache::file://" + path1, mode='r',
                             storage_options={"cache_storage": path2,
                                              "same_names": True})

From 22ded1d656cb2034180cf8a3f23f82b51f79d8b4 Mon Sep 17 00:00:00 2001
From: orenwatson <orenwatson@tutanota.com>
Date: Thu, 6 Jan 2022 06:51:34 -0500
Subject: [PATCH 0068/1078] Fix bug where the checksum of zipfiles is wrong
 (#930)

* Fix bug where the checksum of zipfiles is wrong

This bug is caused by incorrect length being written to the file, because Zipfile thinks the len() of the passed object is the length in bytes, but it was passing a ndarray, whose len() is the number of rows. The fix is to convert to bytes before passing to zipfile.writestr()

* add test and use a view instead of a copy

Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 zarr/storage.py            | 2 +-
 zarr/tests/test_storage.py | 7 +++++++
 2 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/zarr/storage.py b/zarr/storage.py
index 1dc2cf32b3..7f572d35ff 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -1551,7 +1551,7 @@ def __getitem__(self, key):
     def __setitem__(self, key, value):
         if self.mode == 'r':
             raise ReadOnlyError()
-        value = ensure_contiguous_ndarray(value)
+        value = ensure_contiguous_ndarray(value).view("u1")
         with self.mutex:
             # writestr(key, value) writes with default permissions from
             # zipfile (600) that are too restrictive, build ZipInfo for
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index eecf7cd36c..e85973b524 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -1554,6 +1554,13 @@ def test_permissions(self):
             assert perm == '0o40775'
         z.close()
 
+    def test_store_and_retrieve_ndarray(self):
+        store = ZipStore('data/store.zip')
+        x = np.array([[1, 2], [3, 4]])
+        store['foo'] = x
+        y = np.frombuffer(store['foo'], dtype=x.dtype).reshape(x.shape)
+        assert np.array_equiv(y, x)
+
 
 class TestDBMStore(StoreTests):
 

From 439a4558d521b6a0c3dd9750ae68904aed123937 Mon Sep 17 00:00:00 2001
From: "Mads R. B. Kristensen" <madsbk@gmail.com>
Date: Wed, 12 Jan 2022 20:37:28 +0100
Subject: [PATCH 0069/1078] minor doc fix (#937)

---
 zarr/creation.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/zarr/creation.py b/zarr/creation.py
index 64c5666adb..d0dad231c4 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -68,7 +68,9 @@ def create(shape, chunks=True, dtype=None, compressor='default',
         A codec to encode object arrays, only needed if dtype=object.
     dimension_separator : {'.', '/'}, optional
         Separator placed between the dimensions of a chunk.
+
         .. versionadded:: 2.8
+
     write_empty_chunks : bool, optional
         If True (default), all chunks will be stored regardless of their
         contents. If False, each chunk is compared to the array's fill

From 3c4d1a5ceabedb90bd5865eaf4046d8cb7cae947 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 13 Jan 2022 08:14:16 +0100
Subject: [PATCH 0070/1078] Bump fsspec from 2021.11.1 to 2022.1.0 (#935)

* Bump fsspec from 2021.11.1 to 2022.1.0

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2021.11.1 to 2022.1.0.
- [Release notes](https://github.com/fsspec/filesystem_spec/releases)
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2021.11.1...2022.01.0)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* Also manually bump s3fs

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
---
 requirements_dev_optional.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index ec732cd64b..ab1405beb2 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -19,6 +19,6 @@ pytest-cov==3.0.0
 pytest-doctestplus==0.11.2
 pytest-timeout==2.0.2
 h5py==3.6.0
-fsspec==2021.11.1
-s3fs==2021.11.1
+fsspec==2022.1.0
+s3fs==2022.1.0
 moto[server]>=1.3.14

From 90227efd3400527788b4ddee23afbe6106b1abb3 Mon Sep 17 00:00:00 2001
From: Joe Hamman <jhamman@ucar.edu>
Date: Fri, 14 Jan 2022 23:27:34 -0800
Subject: [PATCH 0071/1078] Upgrade MongoDB in test env (#939)

* Bump pymongo from 3.12.1 to 4.0.1

Bumps [pymongo](https://github.com/mongodb/mongo-python-driver) from 3.12.1 to 4.0.1.
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/4.0.1/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/3.12.1...4.0.1)

---
updated-dependencies:
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* try bumping mongo service

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/python-package.yml | 2 +-
 requirements_dev_optional.txt        | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 3d53ac43ad..0c44de8b1f 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -32,7 +32,7 @@ jobs:
         ports:
           - 6379:6379
       mongodb:
-        image: mongo:3.4.23
+        image: mongo:4.4.11
         ports:
           - 27017:27017
     steps:
diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index ab1405beb2..6b2d9bf510 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -10,7 +10,7 @@ azure-storage-blob==12.8.1 # pyup: ignore
 redis==4.1.0
 types-redis
 types-setuptools
-pymongo==3.12.1
+pymongo==4.0.1
 # optional test requirements
 tox==3.24.5
 coverage

From f3e275918d91eb52dbbced613033b58ce2b60807 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 17 Jan 2022 09:14:28 +0100
Subject: [PATCH 0072/1078] Bump numpy from 1.22.0 to 1.22.1 (#940)

Bumps [numpy](https://github.com/numpy/numpy) from 1.22.0 to 1.22.1.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/HOWTO_RELEASE.rst.txt)
- [Commits](https://github.com/numpy/numpy/compare/v1.22.0...v1.22.1)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index 66bebb955e..63c00071bd 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.22.0
+numpy==1.22.1

From d6c0d0dc12525b1ece0962193e6125433f635b31 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 18 Jan 2022 10:40:44 +0100
Subject: [PATCH 0073/1078] Bump setuptools-scm from 6.3.2 to 6.4.0 (#944)

Bumps [setuptools-scm](https://github.com/pypa/setuptools_scm) from 6.3.2 to 6.4.0.
- [Release notes](https://github.com/pypa/setuptools_scm/releases)
- [Changelog](https://github.com/pypa/setuptools_scm/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pypa/setuptools_scm/compare/v6.3.2...v6.4.0)

---
updated-dependencies:
- dependency-name: setuptools-scm
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index a1d50c8247..64a8f8a3bc 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -3,6 +3,6 @@ asciitree==0.3.3
 fasteners==0.16.3
 numcodecs==0.9.1
 msgpack-python==0.5.6
-setuptools-scm==6.3.2
+setuptools-scm==6.4.0
 # test requirements
 pytest==6.2.5

From e8fd1b66b481bafa8e721d478264f8f753e8b0ec Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 18 Jan 2022 10:40:58 +0100
Subject: [PATCH 0074/1078] Bump fasteners from 0.16.3 to 0.17.2 (#943)

Bumps [fasteners](https://github.com/harlowja/fasteners) from 0.16.3 to 0.17.2.
- [Release notes](https://github.com/harlowja/fasteners/releases)
- [Changelog](https://github.com/harlowja/fasteners/blob/master/CHANGELOG)
- [Commits](https://github.com/harlowja/fasteners/compare/0.16.3...0.17.2)

---
updated-dependencies:
- dependency-name: fasteners
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 64a8f8a3bc..f1c64ebc04 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -1,6 +1,6 @@
 # library requirements
 asciitree==0.3.3
-fasteners==0.16.3
+fasteners==0.17.2
 numcodecs==0.9.1
 msgpack-python==0.5.6
 setuptools-scm==6.4.0

From 076933e48a00cd4ce51f52e446718ca4881d5481 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 18 Jan 2022 10:41:18 +0100
Subject: [PATCH 0075/1078] Bump redis from 4.1.0 to 4.1.1 (#942)

Bumps [redis](https://github.com/redis/redis-py) from 4.1.0 to 4.1.1.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.1.0...v4.1.1)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 6b2d9bf510..a0692122eb 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipytree==0.2.1
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.8.1 # pyup: ignore
-redis==4.1.0
+redis==4.1.1
 types-redis
 types-setuptools
 pymongo==4.0.1

From ea07537e1ea9649578ecafaba93fa8229bf10edd Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 19 Jan 2022 08:44:44 +0100
Subject: [PATCH 0076/1078] Bump pytest-timeout from 2.0.2 to 2.1.0 (#945)

Bumps [pytest-timeout](https://github.com/pytest-dev/pytest-timeout) from 2.0.2 to 2.1.0.
- [Release notes](https://github.com/pytest-dev/pytest-timeout/releases)
- [Commits](https://github.com/pytest-dev/pytest-timeout/compare/2.0.2...2.1.0)

---
updated-dependencies:
- dependency-name: pytest-timeout
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index a0692122eb..b7cfcc2235 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -17,7 +17,7 @@ coverage
 flake8==4.0.1
 pytest-cov==3.0.0
 pytest-doctestplus==0.11.2
-pytest-timeout==2.0.2
+pytest-timeout==2.1.0
 h5py==3.6.0
 fsspec==2022.1.0
 s3fs==2022.1.0

From b62d61c6305affab23b85c264d6b0007c7c5aba9 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 19 Jan 2022 08:44:56 +0100
Subject: [PATCH 0077/1078] Bump setuptools-scm from 6.4.0 to 6.4.1 (#946)

Bumps [setuptools-scm](https://github.com/pypa/setuptools_scm) from 6.4.0 to 6.4.1.
- [Release notes](https://github.com/pypa/setuptools_scm/releases)
- [Changelog](https://github.com/pypa/setuptools_scm/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pypa/setuptools_scm/compare/v6.4.0...v6.4.1)

---
updated-dependencies:
- dependency-name: setuptools-scm
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index f1c64ebc04..80615e0f27 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -3,6 +3,6 @@ asciitree==0.3.3
 fasteners==0.17.2
 numcodecs==0.9.1
 msgpack-python==0.5.6
-setuptools-scm==6.4.0
+setuptools-scm==6.4.1
 # test requirements
 pytest==6.2.5

From 21739ad12ba807b28534c814cd6b35d05775a575 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 19 Jan 2022 23:04:37 -0800
Subject: [PATCH 0078/1078] Bump setuptools-scm from 6.4.1 to 6.4.2 (#948)

Bumps [setuptools-scm](https://github.com/pypa/setuptools_scm) from 6.4.1 to 6.4.2.
- [Release notes](https://github.com/pypa/setuptools_scm/releases)
- [Changelog](https://github.com/pypa/setuptools_scm/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pypa/setuptools_scm/compare/v6.4.1...v6.4.2)

---
updated-dependencies:
- dependency-name: setuptools-scm
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 80615e0f27..9f7c8d2869 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -3,6 +3,6 @@ asciitree==0.3.3
 fasteners==0.17.2
 numcodecs==0.9.1
 msgpack-python==0.5.6
-setuptools-scm==6.4.1
+setuptools-scm==6.4.2
 # test requirements
 pytest==6.2.5

From e15001bbe756520df70a43e025537f1eef6e7228 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 26 Jan 2022 09:39:58 +0100
Subject: [PATCH 0079/1078] Bump fasteners from 0.17.2 to 0.17.3 (#949)

Bumps [fasteners](https://github.com/harlowja/fasteners) from 0.17.2 to 0.17.3.
- [Release notes](https://github.com/harlowja/fasteners/releases)
- [Changelog](https://github.com/harlowja/fasteners/blob/master/CHANGELOG)
- [Commits](https://github.com/harlowja/fasteners/compare/0.17.2...0.17.3)

---
updated-dependencies:
- dependency-name: fasteners
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 9f7c8d2869..481e51f8fb 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -1,6 +1,6 @@
 # library requirements
 asciitree==0.3.3
-fasteners==0.17.2
+fasteners==0.17.3
 numcodecs==0.9.1
 msgpack-python==0.5.6
 setuptools-scm==6.4.2

From 24dae272ab136878dca2559184fe95dbfa2875c2 Mon Sep 17 00:00:00 2001
From: Gregory Lee <grlee77@gmail.com>
Date: Fri, 4 Feb 2022 05:01:05 -0500
Subject: [PATCH 0080/1078] add release note regarding introduction of
 BaseStore and KVStore (#950)

---
 docs/release.rst | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index 630f9de833..d3c9072cf5 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,6 +6,9 @@ Release notes
 Unreleased
 ----------
 
+This release of Zarr Python introduces a new ``BaseStore`` class that all provided store classes implemented in Zarr Python now inherit from. This is done as part of refactoring to enable future support of the Zarr version 3 spec. Existing third-party stores that are a MutableMapping (e.g. dict) can be converted to a new-style key/value store inheriting from ``BaseStore`` by passing them as the argument to the new ``zarr.storage.KVStore`` class. For backwards compatibility, various higher-level array creation and convenience functions still accept plain Python dicts or other mutable mappings for the ``store`` argument, but will internally convert these to a ``KVStore``.
+
+
 Enhancements
 ~~~~~~~~~~~~
 

From f461eb78fbb88187582cd9123d6ec7622d9abd26 Mon Sep 17 00:00:00 2001
From: Juan Nunez-Iglesias <juan.nunez-iglesias@monash.edu>
Date: Fri, 4 Feb 2022 21:07:53 +1100
Subject: [PATCH 0081/1078] Set write_empty_chunks to default to False (#853)

* Set write_empty_chunks to default to False

* Add release entry for write_empty_chunks default

* add Empty chunks section to tutorial.rst

* add benchmarky example

* proper formatting of code block

* Fix abstore deprecated strings

* Also catch ValueError in all_equal

The call to `np.any(array)` in zarr.util.all_equal triggers the
following ValueError:

```
>       return ufunc.reduce(obj, axis, dtype, out, **passkwargs)
E       ValueError: invalid literal for int() with base 10: 'baz'
```

Extending the catch block allows test_array_with_categorize_filter
to pass, but it's unclear if this points to a deeper issue.

* Add --timeout argument to all uses of pytest

* Pin fasteners to 0.16.3 (see #952)

Co-authored-by: Davis Vann Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
Co-authored-by: jmoore <josh@glencoesoftware.com>
---
 .github/workflows/minimal.yml        |  4 +-
 .github/workflows/python-package.yml |  2 +-
 docs/release.rst                     |  3 ++
 docs/tutorial.rst                    | 69 ++++++++++++++++++++++++++++
 environment.yml                      |  3 +-
 requirements_dev_minimal.txt         |  2 +-
 setup.py                             |  2 +-
 tox.ini                              |  1 +
 windows_conda_dev.txt                |  2 +-
 zarr/_storage/absstore.py            | 10 ++++
 zarr/core.py                         | 16 +++----
 zarr/creation.py                     | 35 +++++++-------
 zarr/util.py                         |  2 +-
 13 files changed, 119 insertions(+), 32 deletions(-)

diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
index 90c9a59585..ff68783d33 100644
--- a/.github/workflows/minimal.yml
+++ b/.github/workflows/minimal.yml
@@ -25,11 +25,11 @@ jobs:
       run: |
         conda activate minimal
         python -m pip install .
-        pytest -svx
+        pytest -svx --timeout=300
     - name: Fixture generation
       shell: "bash -l {0}"
       run: |
         conda activate minimal
         rm -rf fixture/
-        pytest -svx zarr/tests/test_dim_separator.py zarr/tests/test_storage.py
+        pytest -svx --timeout=300 zarr/tests/test_dim_separator.py zarr/tests/test_storage.py
         # This simulates fixture-less tests in conda and debian packaging
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 0c44de8b1f..e0d404b1a0 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -73,7 +73,7 @@ jobs:
         conda activate zarr-env
         mkdir ~/blob_emulator
         azurite -l ~/blob_emulator --debug debug.log 2>&1 > stdouterr.log &
-        pytest --cov=zarr --cov-config=.coveragerc --doctest-plus --cov-report xml --cov=./
+        pytest --cov=zarr --cov-config=.coveragerc --doctest-plus --cov-report xml --cov=./ --timeout=300
     - uses: codecov/codecov-action@v1
       with:
         #token: ${{ secrets.CODECOV_TOKEN }} # not required for public repos
diff --git a/docs/release.rst b/docs/release.rst
index d3c9072cf5..698261fabe 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -12,6 +12,9 @@ This release of Zarr Python introduces a new ``BaseStore`` class that all provid
 Enhancements
 ~~~~~~~~~~~~
 
+* write_empty_chunks defaults to False.
+  By :user:`Juan Nunez-Iglesias <jni>`; :issue:`853`.
+
 * Allow to assign array ``fill_values`` and update metadata accordingly. :issue:`662`
 
 * array indexing with [] (getitem and setitem) now supports fancy indexing.
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index a292892ebd..906d5d9f08 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -1302,6 +1302,75 @@ bytes within chunks of an array may improve the compression ratio, depending on
 the structure of the data, the compression algorithm used, and which compression
 filters (e.g., byte-shuffle) have been applied.
 
+.. _tutorial_chunks_empty_chunks:
+
+Empty chunks
+~~~~~~~~~~~~
+ 
+As of version 2.11, it is possible to configure how Zarr handles the storage of
+chunks that are "empty" (i.e., every element in the chunk is equal to the array's fill value).
+When creating an array with ``write_empty_chunks=False`` (the default), 
+Zarr will check whether a chunk is empty before compression and storage. If a chunk is empty,
+then Zarr does not store it, and instead deletes the chunk from storage 
+if the chunk had been previously stored. 
+
+This optimization prevents storing redundant objects and can speed up reads, but the cost is 
+added computation during array writes, since the contents of 
+each chunk must be compared to the fill value, and these advantages are contingent on the content of the array. 
+If you know that your data will form chunks that are almost always non-empty, then there is no advantage to the optimization described above. 
+In this case, creating an array with ``write_empty_chunks=True`` will instruct Zarr to write every chunk without checking for emptiness.
+
+The following example illustrates the effect of the ``write_empty_chunks`` flag on
+the time required to write an array with different values.::
+
+    >>> import zarr
+    >>> import numpy as np
+    >>> import time
+    >>> from tempfile import TemporaryDirectory
+    >>> def timed_write(write_empty_chunks):
+    ...     """
+    ...     Measure the time required and number of objects created when writing 
+    ...     to a Zarr array with random ints or fill value.
+    ...     """
+    ...     chunks = (8192,)
+    ...     shape = (chunks[0] * 1024,)
+    ...     data = np.random.randint(0, 255, shape)
+    ...     dtype = 'uint8'
+    ...
+    ...     with TemporaryDirectory() as store:
+    ...         arr = zarr.open(store,
+    ...                         shape=shape,
+    ...                         chunks=chunks,
+    ...                         dtype=dtype,
+    ...                         write_empty_chunks=write_empty_chunks,
+    ...                         fill_value=0,
+    ...                         mode='w')
+    ...         # initialize all chunks
+    ...         arr[:] = 100
+    ...         result = []
+    ...         for value in (data, arr.fill_value):
+    ...             start = time.time()
+    ...             arr[:] = value
+    ...             elapsed = time.time() - start
+    ...             result.append((elapsed, arr.nchunks_initialized))
+    ...
+    ...         return result
+    >>> for write_empty_chunks in (True, False):
+    ...     full, empty = timed_write(write_empty_chunks)
+    ...     print(f'\nwrite_empty_chunks={write_empty_chunks}:\n\tRandom Data: {full[0]:.4f}s, {full[1]} objects stored\n\t Empty Data: {empty[0]:.4f}s, {empty[1]} objects stored\n')
+
+    write_empty_chunks=True:
+            Random Data: 0.1252s, 1024 objects stored
+            Empty Data: 0.1060s, 1024 objects stored
+
+
+    write_empty_chunks=False:
+            Random Data: 0.1359s, 1024 objects stored
+            Empty Data: 0.0301s, 0 objects stored
+
+In this example, writing random data is slightly slower with ``write_empty_chunks=True``, 
+but writing empty data is substantially faster and generates far fewer objects in storage.   
+
 .. _tutorial_rechunking:
 
 Changing chunk shapes (rechunking)
diff --git a/environment.yml b/environment.yml
index b47dd9238b..066319d750 100644
--- a/environment.yml
+++ b/environment.yml
@@ -8,6 +8,7 @@ dependencies:
   - pip
   - pip:
     - asciitree
-    - fasteners
+    - fasteners == 0.16.3
     - pytest
+    - pytest-timeout
     - setuptools_scm
diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 481e51f8fb..0395c8dd79 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -1,6 +1,6 @@
 # library requirements
 asciitree==0.3.3
-fasteners==0.17.3
+fasteners==0.16.3
 numcodecs==0.9.1
 msgpack-python==0.5.6
 setuptools-scm==6.4.2
diff --git a/setup.py b/setup.py
index a68c77a63f..4bc6943c1d 100644
--- a/setup.py
+++ b/setup.py
@@ -9,7 +9,7 @@
 dependencies = [
     'asciitree',
     'numpy>=1.7',
-    'fasteners',
+    'fasteners==0.16.3',
     'numcodecs>=0.6.4',
 ]
 
diff --git a/tox.ini b/tox.ini
index 9e0212cc5e..3adc147dac 100644
--- a/tox.ini
+++ b/tox.ini
@@ -10,6 +10,7 @@ envlist = py37-npy{117,latest}, py38, py39, docs
 install_command = pip install --no-binary=numcodecs {opts} {packages}
 setenv =
     PYTHONHASHSEED = 42
+    PYTEST_TIMEOUT = {env:PYTEST_TIMEOUT:300}
 passenv =
     ZARR_TEST_ABS
     ZARR_TEST_MONGO
diff --git a/windows_conda_dev.txt b/windows_conda_dev.txt
index 576674827d..8bdf5fb3da 100644
--- a/windows_conda_dev.txt
+++ b/windows_conda_dev.txt
@@ -1,5 +1,5 @@
 coverage
-fasteners
+fasteners==0.16.3
 flake8
 monotonic
 msgpack-python
diff --git a/zarr/_storage/absstore.py b/zarr/_storage/absstore.py
index f23b406e0b..98ac6328b1 100644
--- a/zarr/_storage/absstore.py
+++ b/zarr/_storage/absstore.py
@@ -17,26 +17,36 @@ class ABSStore(Store):
     ----------
     container : string
         The name of the ABS container to use.
+
         .. deprecated::
            Use ``client`` instead.
+
     prefix : string
         Location of the "directory" to use as the root of the storage hierarchy
         within the container.
+
     account_name : string
         The Azure blob storage account name.
+
         .. deprecated:: 2.8.3
            Use ``client`` instead.
+
     account_key : string
         The Azure blob storage account access key.
+
         .. deprecated:: 2.8.3
            Use ``client`` instead.
+
     blob_service_kwargs : dictionary
         Extra arguments to be passed into the azure blob client, for e.g. when
         using the emulator, pass in blob_service_kwargs={'is_emulated': True}.
+
         .. deprecated:: 2.8.3
            Use ``client`` instead.
+
     dimension_separator : {'.', '/'}, optional
         Separator placed between the dimensions of a chunk.
+
     client : azure.storage.blob.ContainerClient, optional
         And ``azure.storage.blob.ContainerClient`` to connect with. See
         `here <https://docs.microsoft.com/en-us/python/api/azure-storage-blob/azure.storage.blob.containerclient?view=azure-python>`_  # noqa
diff --git a/zarr/core.py b/zarr/core.py
index 6f6b468e3b..e0fe4eb0e9 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -81,13 +81,13 @@ class Array:
         .. versionadded:: 2.7
 
     write_empty_chunks : bool, optional
-        If True (default), all chunks will be stored regardless of their
-        contents. If False, each chunk is compared to the array's fill
-        value prior to storing. If a chunk is uniformly equal to the fill
-        value, then that chunk is not be stored, and the store entry for
-        that chunk's key is deleted. This setting enables sparser storage,
-        as only chunks with non-fill-value data are stored, at the expense
-        of overhead associated with checking the data of each chunk.
+        If True, all chunks will be stored regardless of their contents. If
+        False (default), each chunk is compared to the array's fill value prior
+        to storing. If a chunk is uniformly equal to the fill value, then that
+        chunk is not be stored, and the store entry for that chunk's key is
+        deleted. This setting enables sparser storage, as only chunks with
+        non-fill-value data are stored, at the expense of overhead associated
+        with checking the data of each chunk.
 
         .. versionadded:: 2.11
 
@@ -154,7 +154,7 @@ def __init__(
         cache_metadata=True,
         cache_attrs=True,
         partial_decompress=False,
-        write_empty_chunks=True,
+        write_empty_chunks=False,
     ):
         # N.B., expect at this point store is fully initialized with all
         # configuration metadata fully specified and normalized
diff --git a/zarr/creation.py b/zarr/creation.py
index d0dad231c4..7e7adcb157 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -19,7 +19,8 @@ def create(shape, chunks=True, dtype=None, compressor='default',
            fill_value=0, order='C', store=None, synchronizer=None,
            overwrite=False, path=None, chunk_store=None, filters=None,
            cache_metadata=True, cache_attrs=True, read_only=False,
-           object_codec=None, dimension_separator=None, write_empty_chunks=True, **kwargs):
+           object_codec=None, dimension_separator=None,
+           write_empty_chunks=False, **kwargs):
     """Create an array.
 
     Parameters
@@ -72,13 +73,14 @@ def create(shape, chunks=True, dtype=None, compressor='default',
         .. versionadded:: 2.8
 
     write_empty_chunks : bool, optional
-        If True (default), all chunks will be stored regardless of their
-        contents. If False, each chunk is compared to the array's fill
-        value prior to storing. If a chunk is uniformly equal to the fill
-        value, then that chunk is not be stored, and the store entry for
-        that chunk's key is deleted. This setting enables sparser storage,
-        as only chunks with non-fill-value data are stored, at the expense
-        of overhead associated with checking the data of each chunk.
+        If True, all chunks will be stored regardless of their contents. If
+        False (default), each chunk is compared to the array's fill value prior
+        to storing. If a chunk is uniformly equal to the fill value, then that
+        chunk is not be stored, and the store entry for that chunk's key is
+        deleted. This setting enables sparser storage, as only chunks with
+        non-fill-value data are stored, at the expense of overhead associated
+        with checking the data of each chunk.
+        .. versionadded:: 2.11
 
 
     Returns
@@ -389,7 +391,7 @@ def open_array(
     chunk_store=None,
     storage_options=None,
     partial_decompress=False,
-    write_empty_chunks=True,
+    write_empty_chunks=False,
     **kwargs
 ):
     """Open an array using file-mode-like semantics.
@@ -445,13 +447,14 @@ def open_array(
         is Blosc, when getting data from the array chunks will be partially
         read and decompressed when possible.
     write_empty_chunks : bool, optional
-        If True (default), all chunks will be stored regardless of their
-        contents. If False, each chunk is compared to the array's fill
-        value prior to storing. If a chunk is uniformly equal to the fill
-        value, then that chunk is not be stored, and the store entry for
-        that chunk's key is deleted. This setting enables sparser storage,
-        as only chunks with non-fill-value data are stored, at the expense
-        of overhead associated with checking the data of each chunk.
+        If True, all chunks will be stored regardless of their contents. If
+        False (default), each chunk is compared to the array's fill value prior
+        to storing. If a chunk is uniformly equal to the fill value, then that
+        chunk is not be stored, and the store entry for that chunk's key is
+        deleted. This setting enables sparser storage, as only chunks with
+        non-fill-value data are stored, at the expense of overhead associated
+        with checking the data of each chunk.
+        .. versionadded:: 2.11
 
     Returns
     -------
diff --git a/zarr/util.py b/zarr/util.py
index 04d350a68d..9f5f04f525 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -670,7 +670,7 @@ def all_equal(value: Any, array: Any):
         # optimized to return on the first truthy value in `array`.
         try:
             return not np.any(array)
-        except TypeError:  # pragma: no cover
+        except (TypeError, ValueError):  # pragma: no cover
             pass
     if np.issubdtype(array.dtype, np.object_):
         # we have to flatten the result of np.equal to handle outputs like

From 1c9e905ac81546fc2e5a80dfdf78a3609830f495 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 4 Feb 2022 12:00:50 +0100
Subject: [PATCH 0082/1078] Bump numpy from 1.22.1 to 1.22.2 (#955)

Bumps [numpy](https://github.com/numpy/numpy) from 1.22.1 to 1.22.2.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/HOWTO_RELEASE.rst.txt)
- [Commits](https://github.com/numpy/numpy/compare/v1.22.1...v1.22.2)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index 63c00071bd..bf26fa0530 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.22.1
+numpy==1.22.2

From 181ccc5609c7700484d067f44e39951797863ceb Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 4 Feb 2022 12:20:52 +0100
Subject: [PATCH 0083/1078] Bump redis from 4.1.1 to 4.1.2 (#953)

Bumps [redis](https://github.com/redis/redis-py) from 4.1.1 to 4.1.2.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.1.1...v4.1.2)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index b7cfcc2235..0609af2bca 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipytree==0.2.1
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.8.1 # pyup: ignore
-redis==4.1.1
+redis==4.1.2
 types-redis
 types-setuptools
 pymongo==4.0.1

From bad4d589437c64e137d0446bab465a819e88ab89 Mon Sep 17 00:00:00 2001
From: Ray Bell <rayjohnbell0@gmail.com>
Date: Fri, 4 Feb 2022 11:34:18 -0500
Subject: [PATCH 0084/1078] DOC: update pytest line (#923)

* DOC: update pytest line

* more python -m
---
 docs/contributing.rst | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/docs/contributing.rst b/docs/contributing.rst
index c1401f9381..adadb323dc 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -97,7 +97,7 @@ the repository, you can do something like the following::
 
 To verify that your development environment is working, you can run the unit tests::
 
-    $ pytest -v zarr
+    $ python -m pytest -v zarr
 
 Creating a branch
 ~~~~~~~~~~~~~~~~~
@@ -144,7 +144,7 @@ spec. The simplest way to run the unit tests is to activate your
 development environment (see `creating a development environment`_ above)
 and invoke::
 
-    $ pytest -v zarr
+    $ python -m pytest -v zarr
 
 Some tests require optional dependencies to be installed, otherwise
 the tests will be skipped. To install all optional dependencies, run::
@@ -154,7 +154,7 @@ the tests will be skipped. To install all optional dependencies, run::
 To also run the doctests within docstrings (requires optional
 dependencies to be installed), run::
 
-    $ pytest -v --doctest-plus zarr
+    $ python -m pytest -v --doctest-plus zarr
 
 To run the doctests within the tutorial and storage spec (requires
 optional dependencies to be installed), run::
@@ -186,7 +186,7 @@ All code must conform to the PEP8 standard. Regarding line length, lines up to 1
 characters are allowed, although please try to keep under 90 wherever possible.
 Conformance can be checked by running::
 
-    $ flake8 --max-line-length=100 zarr
+    $ python -m flake8 --max-line-length=100 zarr
 
 Test coverage
 ~~~~~~~~~~~~~
@@ -212,7 +212,7 @@ should run and pass as doctests under Python 3.8. To run doctests,
 activate your development environment, install optional requirements,
 and run::
 
-    $ pytest -v --doctest-plus zarr
+    $ python -m pytest -v --doctest-plus zarr
 
 Zarr uses Sphinx for documentation, hosted on readthedocs.org. Documentation is
 written in the RestructuredText markup language (.rst files) in the ``docs`` folder.

From 0da6f5ed74a1a19535ec79885a4678a4216e2154 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 7 Feb 2022 11:15:52 +0100
Subject: [PATCH 0085/1078] Bump pytest from 6.2.5 to 7.0.0 (#957)

Bumps [pytest](https://github.com/pytest-dev/pytest) from 6.2.5 to 7.0.0.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/6.2.5...7.0.0)

---
updated-dependencies:
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 0395c8dd79..9ee19f68d1 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -5,4 +5,4 @@ numcodecs==0.9.1
 msgpack-python==0.5.6
 setuptools-scm==6.4.2
 # test requirements
-pytest==6.2.5
+pytest==7.0.0

From 2813231194caa37babf9d7a5c457661a66b6ff9f Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 7 Feb 2022 11:44:25 +0100
Subject: [PATCH 0086/1078] Bump fasteners from 0.16.3 to 0.17.3 (#958)

* Bump fasteners from 0.16.3 to 0.17.3

Bumps [fasteners](https://github.com/harlowja/fasteners) from 0.16.3 to 0.17.3.
- [Release notes](https://github.com/harlowja/fasteners/releases)
- [Changelog](https://github.com/harlowja/fasteners/blob/master/CHANGELOG)
- [Commits](https://github.com/harlowja/fasteners/compare/0.16.3...0.17.3)

---
updated-dependencies:
- dependency-name: fasteners
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* Remove fasteners pin from setup.py

* Remove fasteners pin from windows_conda_dev.txt

* Remove fasteners pin from environment.yml

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
Co-authored-by: jmoore <josh@glencoesoftware.com>
---
 environment.yml              | 2 +-
 requirements_dev_minimal.txt | 2 +-
 setup.py                     | 2 +-
 windows_conda_dev.txt        | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/environment.yml b/environment.yml
index 066319d750..f601026d47 100644
--- a/environment.yml
+++ b/environment.yml
@@ -8,7 +8,7 @@ dependencies:
   - pip
   - pip:
     - asciitree
-    - fasteners == 0.16.3
+    - fasteners
     - pytest
     - pytest-timeout
     - setuptools_scm
diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 9ee19f68d1..bc3fd1f2c4 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -1,6 +1,6 @@
 # library requirements
 asciitree==0.3.3
-fasteners==0.16.3
+fasteners==0.17.3
 numcodecs==0.9.1
 msgpack-python==0.5.6
 setuptools-scm==6.4.2
diff --git a/setup.py b/setup.py
index 4bc6943c1d..a68c77a63f 100644
--- a/setup.py
+++ b/setup.py
@@ -9,7 +9,7 @@
 dependencies = [
     'asciitree',
     'numpy>=1.7',
-    'fasteners==0.16.3',
+    'fasteners',
     'numcodecs>=0.6.4',
 ]
 
diff --git a/windows_conda_dev.txt b/windows_conda_dev.txt
index 8bdf5fb3da..576674827d 100644
--- a/windows_conda_dev.txt
+++ b/windows_conda_dev.txt
@@ -1,5 +1,5 @@
 coverage
-fasteners==0.16.3
+fasteners
 flake8
 monotonic
 msgpack-python

From 2200fc71d1447c3d048fcb0fd2e6d677224c4363 Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Mon, 7 Feb 2022 15:01:47 +0100
Subject: [PATCH 0087/1078] Release notes 2.11.0 (#959)

* Release notes 2.11.0

* Rendering improvements for changelog

* Remove duplicated entries from 2.10.3

* Apply suggestions from code review

Co-authored-by: jakirkham <jakirkham@gmail.com>

Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 .github/workflows/minimal.yml |   2 +-
 docs/release.rst              | 121 +++++++++++++++++++++++++++++-----
 2 files changed, 107 insertions(+), 16 deletions(-)

diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
index ff68783d33..eb6ebd5d25 100644
--- a/.github/workflows/minimal.yml
+++ b/.github/workflows/minimal.yml
@@ -9,7 +9,7 @@ on:
     branches: [ master ]
 
 jobs:
-  build:
+  minimum_build:
 
     runs-on: ubuntu-latest
     steps:
diff --git a/docs/release.rst b/docs/release.rst
index 698261fabe..16c884efc7 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,28 +6,119 @@ Release notes
 Unreleased
 ----------
 
-This release of Zarr Python introduces a new ``BaseStore`` class that all provided store classes implemented in Zarr Python now inherit from. This is done as part of refactoring to enable future support of the Zarr version 3 spec. Existing third-party stores that are a MutableMapping (e.g. dict) can be converted to a new-style key/value store inheriting from ``BaseStore`` by passing them as the argument to the new ``zarr.storage.KVStore`` class. For backwards compatibility, various higher-level array creation and convenience functions still accept plain Python dicts or other mutable mappings for the ``store`` argument, but will internally convert these to a ``KVStore``.
+.. _release_2.11.0:
 
+2.11.0
+------
 
 Enhancements
 ~~~~~~~~~~~~
 
-* write_empty_chunks defaults to False.
-  By :user:`Juan Nunez-Iglesias <jni>`; :issue:`853`.
+* **Sparse changes with performance impact!** One of the advantages of the Zarr
+  format is that it is sparse, which means that chunks with no data (more
+  precisely, with data equal to the fill value, which is usually 0) don't need
+  to be written to disk at all. They will simply be assumed to be empty at read
+  time. However, until this release, the Zarr library would write these empty
+  chunks to disk anyway. This changes in this version: a small performance
+  penalty at write time leads to significant speedups at read time and in
+  filesystem operations in the case of sparse arrays. To revert to the old
+  behavior, pass the argument ``write_empty_chunks=True`` to the array creation
+  function. By :user:`Juan Nunez-Iglesias <jni>`; :issue:`853` and
+  :user:`Davis Bennett <d-v-b>`; :issue:`738`.
+
+* **Fancy indexing**. Zarr arrays now support NumPy-style fancy indexing with
+  arrays of integer coordinates. This is equivalent to using zarr.Array.vindex.
+  Mixing slices and integer arrays is not supported.
+  By :user:`Juan Nunez-Iglesias <jni>`; :issue:`725`.
 
-* Allow to assign array ``fill_values`` and update metadata accordingly. :issue:`662`
+* **New base class**. This release of Zarr Python introduces a new
+  ``BaseStore`` class that all provided store classes implemented in Zarr
+  Python now inherit from. This is done as part of refactoring to enable future
+  support of the Zarr version 3 spec. Existing third-party stores that are a
+  MutableMapping (e.g. dict) can be converted to a new-style key/value store
+  inheriting from ``BaseStore`` by passing them as the argument to the new
+  ``zarr.storage.KVStore`` class. For backwards compatibility, various
+  higher-level array creation and convenience functions still accept plain
+  Python dicts or other mutable mappings for the ``store`` argument, but will
+  internally convert these to a ``KVStore``.
+  By :user:`Greggory Lee <grlee77>`; :issue:`839`, :issue:`789`, and :issue:`950`.
 
-* array indexing with [] (getitem and setitem) now supports fancy indexing.
-  By :user:`Juan Nunez-Iglesias <jni>`; :issue:`725`.
+* Allow to assign array ``fill_values`` and update metadata accordingly.
+  By :user:`Ryan Abernathey <rabernat>`, :issue:`662`.
+
+* Allow to update array fill_values
+  By :user:`Matthias Bussonnier <Carreau>` :issue:`665`.
+
+Bug fixes
+~~~~~~~~~
+
+* Fix bug where the checksum of zipfiles is wrong
+  By :user:`Oren Watson <orenwatson>` :issue:`930`.
+
+* Fix consolidate_metadata with FSStore.
+  By :user:`Joe Hamman <jhamman>` :issue:`916`.
+
+* Unguarded next inside generator.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`889`.
+
+Documentation
+~~~~~~~~~~~~~
+
+* Update docs creation of dev env.
+  By :user:`Ray Bell <raybellwaves>` :issue:`921`.
+
+* Update docs to use ``python -m pytest``.
+  By :user:`Ray Bell <raybellwaves>` :issue:`923`.
+
+* Fix versionadded tag in zarr.core.Array docstring.
+  By :user:`Juan Nunez-Iglesias <jni>` :issue:`852`.
+
+* Doctest seem to be stricter now, updating tostring() to tobytes().
+  By :user:`John Kirkham <jakirkham>` :issue:`907`.
+
+* Minor doc fix.
+  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`937`.
+
+Maintenance
+~~~~~~~~~~~
+
+* Upgrade MongoDB in test env.
+  By :user:`Joe Hamman <jhamman>` :issue:`939`.
+
+* Pass dimension_separator on fixture generation.
+  By :user:`Josh Moore <joshmoore>` :issue:`858`.
+
+* Activate Python 3.9 in GitHub Actions.
+  By :user:`Josh Moore <joshmoore>` :issue:`859`.
+
+* Drop shortcut ``fsspec[s3]`` for dependency.
+  By :user:`Josh Moore <joshmoore>` :issue:`920`.
+
+* and a swath of code-linting improvements by :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>`:
+
+  - Unnecessary comprehension (:issue:`899`)
+
+  - Unnecessary ``None`` provided as default (:issue:`900`)
+
+  - use an if ``expression`` instead of `and`/`or` (:issue:`888`)
+
+  - Remove unnecessary literal (:issue:`891`)
+
+  - Decorate a few method with `@staticmethod` (:issue:`885`)
+
+  - Drop unneeded ``return`` (:issue:`884`)
+
+  - Drop explicit ``object`` inheritance from ``class``es (:issue:`886`)
+
+  - Unnecessary comprehension (:issue:`883`)
+
+  - Codespell configuration (:issue:`882`)
 
-* write_empty_chunks=False deletes chunks consisting of only fill_value.
-  By :user:`Davis Bennett <d-v-b>`; :issue:`738`.
+  - Fix typos found by codespell (:issue:`880`)
 
-* Move metadata handling to a class.
-  By :user:`Greggory Lee <grlee77>`; :issue:`839`.
+  - Proper C-style formatting for integer (:issue:`913`)
 
-* Create a Base store class for Zarr Store.
-  By :user:`Greggory Lee <grlee77>`; :issue:`789`.
+  - Add LGTM.com / DeepSource.io configuration files (:issue:`909`)
 
 .. _release_2.10.3:
 
@@ -144,7 +235,7 @@ Maintenance
 ~~~~~~~~~~~
 
 * Correct conda-forge deployment of Zarr.
-  By :user:`Josh Moore <joshmoore>`; :issue:`XXX`.
+  By :user:`Josh Moore <joshmoore>`; :issue:`819`.
 
 .. _release_2.9.0:
 
@@ -346,8 +437,8 @@ This release of Zarr Python is the first release of Zarr to not support Python 3
   <https://github.com/zarr-developers/zarr-python/issues/536#issuecomment-721253094>`_ for some performance analysis
   showing order of magnitude faster response in some benchmark.
 
-See `this link <https://github.com/zarr-developers/zarr-python/milestone/11?closed=1>` for the full list of closed and
-merged PR tagged with the 2.6 milestone.
+See `this link <https://github.com/zarr-developers/zarr-python/milestone/11?closed=1>`_
+for the full list of closed and merged PR tagged with the 2.6 milestone.
 
 * Add ability to partially read and decompress arrays, see :issue:`667`. It is
   only available to chunks stored using fsspec and using Blosc as a compressor.

From a81de6bbcb9ece348b3b811d9b6d56648685579b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 9 Feb 2022 08:20:21 +0100
Subject: [PATCH 0088/1078] Bump redis from 4.1.2 to 4.1.3 (#960)

Bumps [redis](https://github.com/redis/redis-py) from 4.1.2 to 4.1.3.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.1.2...v4.1.3)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 0609af2bca..0f9f6574df 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipytree==0.2.1
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.8.1 # pyup: ignore
-redis==4.1.2
+redis==4.1.3
 types-redis
 types-setuptools
 pymongo==4.0.1

From ee4c59308199056d13e202941c4366212f938ce2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 17 Feb 2022 15:53:11 -0800
Subject: [PATCH 0089/1078] Bump redis from 4.1.3 to 4.1.4 (#968)

Bumps [redis](https://github.com/redis/redis-py) from 4.1.3 to 4.1.4.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.1.3...v4.1.4)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 0f9f6574df..874cf66343 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipytree==0.2.1
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.8.1 # pyup: ignore
-redis==4.1.3
+redis==4.1.4
 types-redis
 types-setuptools
 pymongo==4.0.1

From ebbeb5d739fbccbab1d045b129485663ff0e697c Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 17 Feb 2022 15:53:36 -0800
Subject: [PATCH 0090/1078] Bump pytest from 7.0.0 to 7.0.1 (#964)

Bumps [pytest](https://github.com/pytest-dev/pytest) from 7.0.0 to 7.0.1.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/7.0.0...7.0.1)

---
updated-dependencies:
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index bc3fd1f2c4..85cf2f82cf 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -5,4 +5,4 @@ numcodecs==0.9.1
 msgpack-python==0.5.6
 setuptools-scm==6.4.2
 # test requirements
-pytest==7.0.0
+pytest==7.0.1

From 79307fc71a3fa1549577045028f67db9609a52dc Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 23 Feb 2022 11:53:02 -0600
Subject: [PATCH 0091/1078] Bump fsspec from 2022.1.0 to 2022.2.0 (#969)

* Bump fsspec from 2022.1.0 to 2022.2.0

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2022.1.0 to 2022.2.0.
- [Release notes](https://github.com/fsspec/filesystem_spec/releases)
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2022.01.0...2022.02.0)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* Also bump s3fs

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
---
 requirements_dev_optional.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 874cf66343..80c5bfa464 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -19,6 +19,6 @@ pytest-cov==3.0.0
 pytest-doctestplus==0.11.2
 pytest-timeout==2.1.0
 h5py==3.6.0
-fsspec==2022.1.0
-s3fs==2022.1.0
+fsspec==2022.2.0
+s3fs==2022.2.0
 moto[server]>=1.3.14

From 84d8f7cf6a3f8f398b272761f01b02bdebcbf9df Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 2 Mar 2022 10:48:56 -0600
Subject: [PATCH 0092/1078] Bump pytest-doctestplus from 0.11.2 to 0.12.0
 (#973)

Bumps [pytest-doctestplus](https://github.com/astropy/pytest-doctestplus) from 0.11.2 to 0.12.0.
- [Release notes](https://github.com/astropy/pytest-doctestplus/releases)
- [Changelog](https://github.com/astropy/pytest-doctestplus/blob/main/CHANGES.rst)
- [Commits](https://github.com/astropy/pytest-doctestplus/compare/v0.11.2...v0.12.0)

---
updated-dependencies:
- dependency-name: pytest-doctestplus
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 80c5bfa464..ab184b543f 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -16,7 +16,7 @@ tox==3.24.5
 coverage
 flake8==4.0.1
 pytest-cov==3.0.0
-pytest-doctestplus==0.11.2
+pytest-doctestplus==0.12.0
 pytest-timeout==2.1.0
 h5py==3.6.0
 fsspec==2022.2.0

From 999593961a305ac7b15616f9b7df1826f1acf8f7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tobias=20K=C3=B6lling?= <tobi@die70.de>
Date: Fri, 4 Mar 2022 18:10:00 +0100
Subject: [PATCH 0093/1078] remove `clobber` from `normalize_store_arg` to
 enable writes to consolidated FSStore groups (#976)

---
 docs/release.rst               |  8 ++++++++
 zarr/convenience.py            | 11 +++++------
 zarr/creation.py               |  8 ++++----
 zarr/hierarchy.py              | 12 ++++++------
 zarr/storage.py                |  3 +--
 zarr/tests/test_convenience.py |  4 ++++
 zarr/tests/test_storage.py     | 36 ++++++++++++++++++++++++++++++++++
 7 files changed, 64 insertions(+), 18 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 16c884efc7..c1ca0355bc 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,6 +6,14 @@ Release notes
 Unreleased
 ----------
 
+
+Bug fixes
+~~~~~~~~~
+
+* Removed `clobber` argument from `normalize_store_arg`. This enables to change
+  data within a opened consolidated group using mode `"r+"` (i.e region write).
+  By :user:`Tobias Kölling <d70-t>` :issue:`975`.
+
 .. _release_2.11.0:
 
 2.11.0
diff --git a/zarr/convenience.py b/zarr/convenience.py
index 4d07968579..0cb20220f3 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -77,11 +77,10 @@ def open(store: StoreLike = None, mode: str = "a", **kwargs):
 
     path = kwargs.get('path')
     # handle polymorphic store arg
-    clobber = mode == 'w'
     # we pass storage options explicitly, since normalize_store_arg might construct
     # a store if the input is a fsspec-compatible URL
     _store: BaseStore = normalize_store_arg(
-        store, clobber=clobber, storage_options=kwargs.pop("storage_options", {})
+        store, storage_options=kwargs.pop("storage_options", {}), mode=mode
     )
     path = normalize_storage_path(path)
 
@@ -142,7 +141,7 @@ def save_array(store: StoreLike, arr, **kwargs):
 
     """
     may_need_closing = _might_close(store)
-    _store: BaseStore = normalize_store_arg(store, clobber=True)
+    _store: BaseStore = normalize_store_arg(store, mode="w")
     try:
         _create_array(arr, store=_store, overwrite=True, **kwargs)
     finally:
@@ -213,7 +212,7 @@ def save_group(store: StoreLike, *args, **kwargs):
         raise ValueError('at least one array must be provided')
     # handle polymorphic store arg
     may_need_closing = _might_close(store)
-    _store: BaseStore = normalize_store_arg(store, clobber=True)
+    _store: BaseStore = normalize_store_arg(store, mode="w")
     try:
         grp = _create_group(_store, overwrite=True)
         for i, arr in enumerate(args):
@@ -1117,7 +1116,7 @@ def consolidate_metadata(store: StoreLike, metadata_key=".zmetadata"):
     open_consolidated
 
     """
-    store = normalize_store_arg(store, clobber=True)
+    store = normalize_store_arg(store, mode="w")
 
     def is_zarr_key(key):
         return (key.endswith('.zarray') or key.endswith('.zgroup') or
@@ -1179,7 +1178,7 @@ def open_consolidated(store: StoreLike, metadata_key=".zmetadata", mode="r+", **
     from .storage import ConsolidatedMetadataStore
 
     # normalize parameters
-    store = normalize_store_arg(store, storage_options=kwargs.get("storage_options"))
+    store = normalize_store_arg(store, storage_options=kwargs.get("storage_options"), mode=mode)
     if mode not in {'r', 'r+'}:
         raise ValueError("invalid mode, expected either 'r' or 'r+'; found {!r}"
                          .format(mode))
diff --git a/zarr/creation.py b/zarr/creation.py
index 7e7adcb157..9d6902a6e3 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -490,11 +490,11 @@ def open_array(
     # a : read/write if exists, create otherwise (default)
 
     # handle polymorphic store arg
-    clobber = (mode == 'w')
-    store = normalize_store_arg(store, clobber=clobber, storage_options=storage_options, mode=mode)
+    store = normalize_store_arg(store, storage_options=storage_options, mode=mode)
     if chunk_store is not None:
-        chunk_store = normalize_store_arg(chunk_store, clobber=clobber,
-                                          storage_options=storage_options)
+        chunk_store = normalize_store_arg(chunk_store,
+                                          storage_options=storage_options,
+                                          mode=mode)
     path = normalize_storage_path(path)
 
     # API compatibility with h5py
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 763a5f1631..31c9e2a8d2 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -1051,10 +1051,10 @@ def move(self, source, dest):
         self._write_op(self._move_nosync, source, dest)
 
 
-def _normalize_store_arg(store, *, clobber=False, storage_options=None, mode=None):
+def _normalize_store_arg(store, *, storage_options=None, mode="r"):
     if store is None:
         return MemoryStore()
-    return normalize_store_arg(store, clobber=clobber,
+    return normalize_store_arg(store,
                                storage_options=storage_options, mode=mode)
 
 
@@ -1164,13 +1164,13 @@ def open_group(store=None, mode='a', cache_attrs=True, synchronizer=None, path=N
     """
 
     # handle polymorphic store arg
-    clobber = mode != "r"
     store = _normalize_store_arg(
-        store, clobber=clobber, storage_options=storage_options, mode=mode
+        store, storage_options=storage_options, mode=mode
     )
     if chunk_store is not None:
-        chunk_store = _normalize_store_arg(chunk_store, clobber=clobber,
-                                           storage_options=storage_options)
+        chunk_store = _normalize_store_arg(chunk_store,
+                                           storage_options=storage_options,
+                                           mode=mode)
     path = normalize_storage_path(path)
 
     # ensure store is initialized
diff --git a/zarr/storage.py b/zarr/storage.py
index 7f572d35ff..35e1fdb0a2 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -104,13 +104,12 @@ def contains_group(store: StoreLike, path: Path = None) -> bool:
     return key in store
 
 
-def normalize_store_arg(store: Any, clobber=False, storage_options=None, mode="w") -> BaseStore:
+def normalize_store_arg(store: Any, storage_options=None, mode="r") -> BaseStore:
     if store is None:
         return BaseStore._ensure_store(dict())
     elif isinstance(store, os.PathLike):
         store = os.fspath(store)
     if isinstance(store, str):
-        mode = mode if clobber else "r"
         if "://" in store or "::" in store:
             return FSStore(store, mode=mode, **(storage_options or {}))
         elif storage_options:
diff --git a/zarr/tests/test_convenience.py b/zarr/tests/test_convenience.py
index e5ccbd494d..a6041b788e 100644
--- a/zarr/tests/test_convenience.py
+++ b/zarr/tests/test_convenience.py
@@ -175,6 +175,8 @@ def test_consolidate_metadata():
         open_consolidated(store, mode='a')
     with pytest.raises(ValueError):
         open_consolidated(store, mode='w')
+    with pytest.raises(ValueError):
+        open_consolidated(store, mode='w-')
 
     # make sure keyword arguments are passed through without error
     open_consolidated(store, cache_attrs=True, synchronizer=None)
@@ -224,6 +226,8 @@ def test_consolidated_with_chunk_store():
         open_consolidated(store, mode='a', chunk_store=chunk_store)
     with pytest.raises(ValueError):
         open_consolidated(store, mode='w', chunk_store=chunk_store)
+    with pytest.raises(ValueError):
+        open_consolidated(store, mode='w-', chunk_store=chunk_store)
 
     # make sure keyword arguments are passed through without error
     open_consolidated(store, cache_attrs=True, synchronizer=None,
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index e85973b524..f39b1d8743 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -1021,6 +1021,42 @@ def test_create(self):
         with pytest.raises(PermissionError):
             g.data[:] = 1
 
+    @pytest.mark.parametrize('mode,allowed', [("r", False), ("r+", True)])
+    def test_modify_consolidated(self, mode, allowed):
+        import zarr
+        url = "file://" + tempfile.mkdtemp()
+
+        # create
+        root = zarr.open_group(url, mode="w")
+        root.zeros('baz', shape=(10000, 10000), chunks=(1000, 1000), dtype='i4')
+        zarr.consolidate_metadata(url)
+
+        # reopen and modify
+        root = zarr.open_consolidated(url, mode=mode)
+        if allowed:
+            root["baz"][0, 0] = 7
+
+            root = zarr.open_consolidated(url, mode="r")
+            assert root["baz"][0, 0] == 7
+        else:
+            with pytest.raises(zarr.errors.ReadOnlyError):
+                root["baz"][0, 0] = 7
+
+    @pytest.mark.parametrize('mode', ["r", "r+"])
+    def test_modify_consolidated_metadata_raises(self, mode):
+        import zarr
+        url = "file://" + tempfile.mkdtemp()
+
+        # create
+        root = zarr.open_group(url, mode="w")
+        root.zeros('baz', shape=(10000, 10000), chunks=(1000, 1000), dtype='i4')
+        zarr.consolidate_metadata(url)
+
+        # reopen and modify
+        root = zarr.open_consolidated(url, mode=mode)
+        with pytest.raises(zarr.errors.ReadOnlyError):
+            root["baz"].resize(100, 100)
+
     def test_read_only(self):
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)

From 6b5db73d0790d400b0df3c9ecf04040d07ededa3 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 7 Mar 2022 18:41:53 +0100
Subject: [PATCH 0094/1078] Bump pymongo from 4.0.1 to 4.0.2 (#979)

Bumps [pymongo](https://github.com/mongodb/mongo-python-driver) from 4.0.1 to 4.0.2.
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/4.0.2/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.0.1...4.0.2)

---
updated-dependencies:
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index ab184b543f..46ad0c04ee 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -10,7 +10,7 @@ azure-storage-blob==12.8.1 # pyup: ignore
 redis==4.1.4
 types-redis
 types-setuptools
-pymongo==4.0.1
+pymongo==4.0.2
 # optional test requirements
 tox==3.24.5
 coverage

From 0fc6a1ea9b2158bd162cc3a1700737f4e1bdc27e Mon Sep 17 00:00:00 2001
From: Ben Jeffery <ben.jeffery@gmail.com>
Date: Mon, 7 Mar 2022 18:27:37 +0000
Subject: [PATCH 0095/1078] Fix indexing for scalar numpy values (#967) (#974)

* Fix indexing for scalar numpy values (#967)

* Fix linting errors

* Remove whitespace from GH editor

* Fix `W391 blank line at end of file`

Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
Co-authored-by: jmoore <josh@glencoesoftware.com>
---
 docs/release.rst            | 7 +++++++
 zarr/indexing.py            | 5 ++++-
 zarr/tests/test_indexing.py | 9 +++++++++
 3 files changed, 20 insertions(+), 1 deletion(-)

diff --git a/docs/release.rst b/docs/release.rst
index c1ca0355bc..ef8a396c0f 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,10 +6,17 @@ Release notes
 Unreleased
 ----------
 
+.. _release_2.11.1:
+
+2.11.1
+------
 
 Bug fixes
 ~~~~~~~~~
 
+* Fix bug where indexing with a scalar numpy value returned a single-value array.
+  By :user:`Ben Jeffery <benjeffery>` :issue:`967`.
+
 * Removed `clobber` argument from `normalize_store_arg`. This enables to change
   data within a opened consolidated group using mode `"r+"` (i.e region write).
   By :user:`Tobias Kölling <d70-t>` :issue:`975`.
diff --git a/zarr/indexing.py b/zarr/indexing.py
index 3f0dff42ef..1941766d85 100644
--- a/zarr/indexing.py
+++ b/zarr/indexing.py
@@ -34,7 +34,10 @@ def is_integer_list(x):
 
 
 def is_integer_array(x, ndim=None):
-    t = hasattr(x, 'shape') and hasattr(x, 'dtype') and x.dtype.kind in 'ui'
+    t = not np.isscalar(x) and \
+        hasattr(x, 'shape') and \
+        hasattr(x, 'dtype') and \
+        x.dtype.kind in 'ui'
     if ndim is not None:
         t = t and len(x.shape) == ndim
     return t
diff --git a/zarr/tests/test_indexing.py b/zarr/tests/test_indexing.py
index a58a309534..74f0c9f7de 100644
--- a/zarr/tests/test_indexing.py
+++ b/zarr/tests/test_indexing.py
@@ -1,3 +1,4 @@
+import numpy
 import numpy as np
 import pytest
 from numpy.testing import assert_array_equal
@@ -1442,3 +1443,11 @@ def test_slice_selection_uints():
     idx = np.uint64(3)
     slice_sel = make_slice_selection((idx,))
     assert arr[slice_sel].shape == (1, 6)
+
+
+def test_numpy_int_indexing():
+    a = np.arange(1050)
+    z = zarr.create(shape=1050, chunks=100, dtype=a.dtype)
+    z[:] = a
+    assert a[42] == z[42]
+    assert a[numpy.int64(42)] == z[numpy.int64(42)]

From 594c441693220eb4302f60c21c6bb021426bfdaa Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 9 Mar 2022 08:33:27 -0600
Subject: [PATCH 0096/1078] Bump numpy from 1.22.2 to 1.22.3 (#981)

Bumps [numpy](https://github.com/numpy/numpy) from 1.22.2 to 1.22.3.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/HOWTO_RELEASE.rst.txt)
- [Commits](https://github.com/numpy/numpy/compare/v1.22.2...v1.22.3)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index bf26fa0530..75acc051e7 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.22.2
+numpy==1.22.3

From b98c7995896de41b301e84b3b468785b09191139 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 10 Mar 2022 19:25:38 +0100
Subject: [PATCH 0097/1078] Bump azure-storage-blob from 12.8.1 to 12.10.0
 (#983)

Bumps [azure-storage-blob](https://github.com/Azure/azure-sdk-for-python) from 12.8.1 to 12.10.0.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-storage-blob_12.8.1...azure-storage-blob_12.10.0)

---
updated-dependencies:
- dependency-name: azure-storage-blob
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 46ad0c04ee..2ceb4bc321 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -6,7 +6,7 @@ ipytree==0.2.1
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
-azure-storage-blob==12.8.1 # pyup: ignore
+azure-storage-blob==12.10.0 # pyup: ignore
 redis==4.1.4
 types-redis
 types-setuptools

From 9babfae7e1c2235e27eed1e0dec8bf51f2ae2dbb Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 15 Mar 2022 04:18:13 +0100
Subject: [PATCH 0098/1078] Bump pytest from 7.0.1 to 7.1.0 (#985)

Bumps [pytest](https://github.com/pytest-dev/pytest) from 7.0.1 to 7.1.0.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/7.0.1...7.1.0)

---
updated-dependencies:
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 85cf2f82cf..75f40e22e9 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -5,4 +5,4 @@ numcodecs==0.9.1
 msgpack-python==0.5.6
 setuptools-scm==6.4.2
 # test requirements
-pytest==7.0.1
+pytest==7.1.0

From 3f8a309c28e33f0b63407757c7696d8c4511119c Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 23 Mar 2022 09:01:29 -0500
Subject: [PATCH 0099/1078] Bump pytest from 7.1.0 to 7.1.1 (#989)

Bumps [pytest](https://github.com/pytest-dev/pytest) from 7.1.0 to 7.1.1.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/7.1.0...7.1.1)

---
updated-dependencies:
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 75f40e22e9..6f0c07cfe0 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -5,4 +5,4 @@ numcodecs==0.9.1
 msgpack-python==0.5.6
 setuptools-scm==6.4.2
 # test requirements
-pytest==7.1.0
+pytest==7.1.1

From 2c13b95a7b3a6e80d5da48fe57bc161463495c34 Mon Sep 17 00:00:00 2001
From: Gregory Lee <grlee77@gmail.com>
Date: Wed, 23 Mar 2022 19:22:21 -0400
Subject: [PATCH 0100/1078] Implement Zarr V3 protocol (#898)

* add v3 store classes

Define the StoreV3 class and create v3 versions of most existing stores

Add a test_storage_v3.py with test classes inheriting from their v2
counterparts. Only a subset of methods involving differences in v3
behavior were overridden.

* add TODO comment to meta.py

* fix flake8 errors

* follow zarr v3 spec when dealing with extension data types

* fixes to v3 dtype handling

* flake8 cleanup

* remove duplicate lines in Metadata2.encode_array_metadata

* Fix fields in array metadata

zarr_version should not be in the array metadata, only the base store metadata

compressor should be absent when there is no compression

* Fix encode/decode of codec metadata

classmethods adapted from zarrita code

* add missing level to Zlib in _decode_codec_metadata

* add extensions entry to v3 array metadata

* dimension_separator should not be in the array metadata for v3

* update Attributes, adding StoreV3 support

avoid pytest error about missing fixture

fix flake8 error related to zarr_version fixture

* add StoreV3 support to core Array object

* update hexdigests

* handle additional codecs that were not implemented in zarrita

update hexdigests

* fix

* fix hexdigests

* fix indentation

* add StoreV3 support to Group, open_group, etc.

* add StoreV3 support to creation routines

* Handle dimension_separator appropriately in open_array

Specifically, we want to be able to infer the dimension_separator from the store if possible

* TST: add tests for open_array and dimension_separator

* only allow Codec not a simple str as compressor during array initialization

* add StoreV3 support to most convenience routines

consolidated metadata functions haven't been updated yet

* set convenience routines default to zarr_version=None

This will infer the version from the store if it is a BaseStore. Otherwise it will use
2 for backwards compatibility

* adjust test have dimension_separator key was removed from v3 metadata

* add underscores to imported test classes in test_storage_v3.py

avoids these tests running a second time when this file is called

* add underscore to imported TestArrayWithPath in test_core_v3.py

avoids this test class from being run a second time

* refactore _valid_keys and add tests

test _ensure_store(None)

* move KVStoreV3 logic from StoreV3.__eq__ to KVStoreV3.__eq__

* expand tests for _ensure_store

* test exception for v2 store input to _get_hierarchy_metadata

* test exception for init_array with path=None

* remove unneeded checks from Attributes

The store can reject invalid v3 keys.
_update_nosync calls _get_nosync which will add the 'attributes' key if missing

* tests __repr__ of LazyLoader

* test load of individual array

* Add simple test case for zarr.tree convenience method

* add tests for copy_store with a V3 store class

* test raising of exception on intialization with mismatched store and chunk_store protocol versions

* add key validation on setitem in v3 stores

enable missing test_hierarchy for v3 stores. This required fixes to
a number of the rename and rmdir methods for the V3 stores

* Fix core V3 tests now that keys are validated on __setitem__

* pep8 in storage_v3 tests

* flake8 in test_convenience.py

* pep8

* fix test_attrs.py

validate_key requires attr key to start with meta/ or data/ in v3

* Fix SQLLiteStore

changes to rmdir were intended for SQLLiteStoreV3 not SQLLiteStore

* fix failing hierarchy test

* update ZipStore tests to make sure they all run on V3

* add default rmdir implementation to all StoreV3 classes

without these can be overridden by the other V2 class in the MRO

* fix test_sync.py

* all rmdir methods for StoreV3 classes need to remove associated metadata

* avoid warning from test_entropy.py

* pep8 fixes

* greatly reduce code duplication in test_storage_v3.py

instead add v3 code path to existing test methods in test_storage.py

* remove redundant test_hexdigest methods

only need to defined expected() for each class

reduce redundant code in test_core_v3.py

* move test_core_v3.py functions back into test_core.py

* typing fixes for mypy

* can assume self.keys() exists since BaseStore inherits from MutableMapping

* refactor rmdir methods for v3 and improve coverage

* improve coverage of core.py

* improve coverage of convenience.py

* expend info tests

needed to also test with a size > 10**12 to improve coverage

* Expand tests of Array.view

* improve coverage of creation.py

* improve coverage of hierarchy.py

* improve coverage of meta.py

* pep8

* skip FSStoreV3 test when fsspec not installed

* test raising of PermissionError for setter on views

* remove redundant check (_normalize_store_arg will already raise here)

* improve coverage and fix bugs in normalize_store_arg

* improve coverage of storage.py

remove redundant getsize methods

* pep8

* fix StoreV3 tests

* fix duplicate zarr_fsstore entry

* fix rename

* remove debug statements

* fix typo

* skip unavailable NumPy dtypes

* pep8

* mypy fixes

* remove redundant check (already done above)

* remove KeyError check. list_prefix only returns keys that exist

* coverage fixes

* implemented ConsolidatedMetadataStoreV3

Parametrize test_consolidate_metadata:
removes the need for a separate test_consolidated_with_chunk_store

* expand ConsolidatedMetadataStoreV3 tests

update _ensure_store to disallow mismatched Store versions

* remove debug statement

* fix tests: restore clobber=True

* test error path in consolidate_metadata

* add pragma: no cover for lines in test_meta.py that will only be visited on some architectures

* flake8 fixes

* flake8

* ENH: add ABSStoreV3

* flake8

* fix ABSStore.rmdir test coverage

* always use / in path

* remove remaining use of clobber argument in new tests

* remove NestedDirectoryStoreV3

No need for this class as DirectoryStoreV3 with / chunk separator can be used instead

* flake8

* remove rmdir_abs: rmdir method of ABSStore parent class in ABSStoreV3

* define meta_root and data_root variables

These define the root path for metadata and data, respectively

* move _valid_key_characters to be a StoreV3 class field

* make _get_hierarchy_metadata strictly require 'zarr.json'

Still use a default set of metadata in __init__ method of Group or Array classes.
Add a _get_metadata_suffix helper that defaults to '.json' if metadata is not present.

* ignore type checks for _get_metadata_suffix

* remove unneeded if/else in Array and Hierarchy class __init__

default metadata already gets added by
Metadata3.encode_hierarchy_metadata when meta=None

* remove unused import

* define DEFAULT_ZARR_VERSION so we can later more easily change from 2 to 3

* add test_get_hierarchy_metadata to test the v3 _get_hierarchy_metadata helper
---
 zarr/_storage/absstore.py      |   56 +-
 zarr/_storage/store.py         |  294 ++++++++-
 zarr/attrs.py                  |   61 +-
 zarr/convenience.py            |  258 +++++---
 zarr/core.py                   |  150 +++--
 zarr/creation.py               |   63 +-
 zarr/hierarchy.py              |  254 ++++++--
 zarr/meta.py                   |  342 ++++++++++-
 zarr/storage.py                |  858 +++++++++++++++++++++++---
 zarr/tests/data/store.zip      |  Bin 107 -> 343 bytes
 zarr/tests/test_attrs.py       |  207 ++++---
 zarr/tests/test_convenience.py |  406 +++++++++++--
 zarr/tests/test_core.py        | 1047 ++++++++++++++++++++++----------
 zarr/tests/test_creation.py    |  372 +++++++++---
 zarr/tests/test_hierarchy.py   |  663 +++++++++++++++++---
 zarr/tests/test_indexing.py    |    2 +-
 zarr/tests/test_info.py        |   15 +-
 zarr/tests/test_meta.py        |  123 +++-
 zarr/tests/test_storage.py     | 1039 +++++++++++++++++++------------
 zarr/tests/test_storage_v3.py  |  513 ++++++++++++++++
 zarr/tests/test_sync.py        |   13 +-
 zarr/tests/util.py             |    6 +-
 22 files changed, 5383 insertions(+), 1359 deletions(-)
 create mode 100644 zarr/tests/test_storage_v3.py

diff --git a/zarr/_storage/absstore.py b/zarr/_storage/absstore.py
index 98ac6328b1..cc41018f9e 100644
--- a/zarr/_storage/absstore.py
+++ b/zarr/_storage/absstore.py
@@ -3,7 +3,7 @@
 import warnings
 from numcodecs.compat import ensure_bytes
 from zarr.util import normalize_storage_path
-from zarr._storage.store import Store
+from zarr._storage.store import _get_metadata_suffix, data_root, meta_root, Store, StoreV3
 
 __doctest_requires__ = {
     ('ABSStore', 'ABSStore.*'): ['azure.storage.blob'],
@@ -209,3 +209,57 @@ def getsize(self, path=None):
 
     def clear(self):
         self.rmdir()
+
+
+class ABSStoreV3(ABSStore, StoreV3):
+
+    def list(self):
+        return list(self.keys())
+
+    def __eq__(self, other):
+        return (
+            isinstance(other, ABSStoreV3) and
+            self.client == other.client and
+            self.prefix == other.prefix
+        )
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+    def rmdir(self, path=None):
+
+        if not path:
+            # Currently allowing clear to delete everything as in v2
+
+            # If we disallow an empty path then we will need to modify
+            # TestABSStoreV3 to have the create_store method use a prefix.
+            ABSStore.rmdir(self, '')
+            return
+
+        meta_dir = meta_root + path
+        meta_dir = meta_dir.rstrip('/')
+        ABSStore.rmdir(self, meta_dir)
+
+        # remove data folder
+        data_dir = data_root + path
+        data_dir = data_dir.rstrip('/')
+        ABSStore.rmdir(self, data_dir)
+
+        # remove metadata files
+        sfx = _get_metadata_suffix(self)
+        array_meta_file = meta_dir + '.array' + sfx
+        if array_meta_file in self:
+            del self[array_meta_file]
+        group_meta_file = meta_dir + '.group' + sfx
+        if group_meta_file in self:
+            del self[group_meta_file]
+
+    # TODO: adapt the v2 getsize method to work for v3
+    #       For now, calling the generic keys-based _getsize
+    def getsize(self, path=None):
+        from zarr.storage import _getsize  # avoid circular import
+        return _getsize(self, path)
+
+
+ABSStoreV3.__doc__ = ABSStore.__doc__
diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index 6f5bf78e28..d1ad930609 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -1,7 +1,9 @@
+import abc
 from collections.abc import MutableMapping
-from typing import Any, List, Optional, Union
+from string import ascii_letters, digits
+from typing import Any, List, Mapping, Optional, Union
 
-from zarr.meta import Metadata2
+from zarr.meta import Metadata2, Metadata3
 from zarr.util import normalize_storage_path
 
 # v2 store keys
@@ -9,6 +11,12 @@
 group_meta_key = '.zgroup'
 attrs_key = '.zattrs'
 
+# v3 paths
+meta_root = 'meta/root/'
+data_root = 'data/root/'
+
+DEFAULT_ZARR_VERSION = 2
+
 
 class BaseStore(MutableMapping):
     """Abstract base class for store implementations.
@@ -84,6 +92,10 @@ def _ensure_store(store: Any):
         if store is None:
             return None
         elif isinstance(store, BaseStore):
+            if not store._store_version == 2:
+                raise ValueError(
+                    f"cannot initialize a v2 store with a v{store._store_version} store"
+                )
             return store
         elif isinstance(store, MutableMapping):
             return KVStore(store)
@@ -131,6 +143,161 @@ def rmdir(self, path: str = "") -> None:
         _rmdir_from_keys(self, path)
 
 
+class StoreV3(BaseStore):
+    _store_version = 3
+    _metadata_class = Metadata3
+    _valid_key_characters = set(ascii_letters + digits + "/.-_")
+
+    def _valid_key(self, key: str) -> bool:
+        """
+        Verify that a key conforms to the specification.
+
+        A key is any string containing only character in the range a-z, A-Z,
+        0-9, or in the set /.-_ it will return True if that's the case, False
+        otherwise.
+        """
+        if not isinstance(key, str) or not key.isascii():
+            return False
+        if set(key) - self._valid_key_characters:
+            return False
+        return True
+
+    def _validate_key(self, key: str):
+        """
+        Verify that a key conforms to the v3 specification.
+
+        A key is any string containing only character in the range a-z, A-Z,
+        0-9, or in the set /.-_ it will return True if that's the case, False
+        otherwise.
+
+        In spec v3, keys can only start with the prefix meta/, data/ or be
+        exactly zarr.json and should not end with /. This should not be exposed
+        to the user, and is a store implementation detail, so this method will
+        raise a ValueError in that case.
+        """
+        if not self._valid_key(key):
+            raise ValueError(
+                f"Keys must be ascii strings and may only contain the "
+                f"characters {''.join(sorted(self._valid_key_characters))}"
+            )
+
+        if (
+            not key.startswith("data/")
+            and (not key.startswith("meta/"))
+            and (not key == "zarr.json")
+            # TODO: Possibly allow key == ".zmetadata" too if we write a
+            #       consolidated metadata spec corresponding to this?
+        ):
+            raise ValueError("keys starts with unexpected value: `{}`".format(key))
+
+        if key.endswith('/'):
+            raise ValueError("keys may not end in /")
+
+    def list_prefix(self, prefix):
+        if prefix.startswith('/'):
+            raise ValueError("prefix must not begin with /")
+        # TODO: force prefix to end with /?
+        return [k for k in self.list() if k.startswith(prefix)]
+
+    def erase(self, key):
+        self.__delitem__(key)
+
+    def erase_prefix(self, prefix):
+        assert prefix.endswith("/")
+
+        if prefix == "/":
+            all_keys = self.list()
+        else:
+            all_keys = self.list_prefix(prefix)
+        for key in all_keys:
+            self.erase(key)
+
+    def list_dir(self, prefix):
+        """
+        TODO: carefully test this with trailing/leading slashes
+        """
+        if prefix:  # allow prefix = "" ?
+            assert prefix.endswith("/")
+
+        all_keys = self.list_prefix(prefix)
+        len_prefix = len(prefix)
+        keys = []
+        prefixes = []
+        for k in all_keys:
+            trail = k[len_prefix:]
+            if "/" not in trail:
+                keys.append(prefix + trail)
+            else:
+                prefixes.append(prefix + trail.split("/", maxsplit=1)[0] + "/")
+        return keys, list(set(prefixes))
+
+    def list(self):
+        return list(self.keys())
+
+    def __contains__(self, key):
+        return key in self.list()
+
+    @abc.abstractmethod
+    def __setitem__(self, key, value):
+        """Set a value."""
+
+    @abc.abstractmethod
+    def __getitem__(self, key):
+        """Get a value."""
+
+    def clear(self):
+        """Remove all items from store."""
+        self.erase_prefix("/")
+
+    def __eq__(self, other):
+        return NotImplemented
+
+    @staticmethod
+    def _ensure_store(store):
+        """
+        We want to make sure internally that zarr stores are always a class
+        with a specific interface derived from ``Store``, which is slightly
+        different than ``MutableMapping``.
+
+        We'll do this conversion in a few places automatically
+        """
+        from zarr.storage import KVStoreV3  # avoid circular import
+        if store is None:
+            return None
+        elif isinstance(store, StoreV3):
+            return store
+        elif isinstance(store, Store):
+            raise ValueError(
+                f"cannot initialize a v3 store with a v{store._store_version} store"
+            )
+        elif isinstance(store, MutableMapping):
+            return KVStoreV3(store)
+        else:
+            for attr in [
+                "keys",
+                "values",
+                "get",
+                "__setitem__",
+                "__getitem__",
+                "__delitem__",
+                "__contains__",
+            ]:
+                if not hasattr(store, attr):
+                    break
+            else:
+                return KVStoreV3(store)
+
+        raise ValueError(
+            "v3 stores must be subclasses of StoreV3, "
+            "if your store exposes the MutableMapping interface wrap it in "
+            f"Zarr.storage.KVStoreV3. Got {store}"
+        )
+
+
+# allow MutableMapping for backwards compatibility
+StoreLike = Union[BaseStore, MutableMapping]
+
+
 def _path_to_prefix(path: Optional[str]) -> str:
     # assume path already normalized
     if path:
@@ -140,17 +307,68 @@ def _path_to_prefix(path: Optional[str]) -> str:
     return prefix
 
 
+def _get_hierarchy_metadata(store: StoreV3) -> Mapping[str, Any]:
+    version = getattr(store, '_store_version', 2)
+    if version < 3:
+        raise ValueError("zarr.json hierarchy metadata not stored for "
+                         f"zarr v{version} stores")
+    if 'zarr.json' not in store:
+        raise ValueError("zarr.json metadata not found in store")
+    return store._metadata_class.decode_hierarchy_metadata(store['zarr.json'])
+
+
+def _get_metadata_suffix(store: StoreV3) -> str:
+    if 'zarr.json' in store:
+        return _get_hierarchy_metadata(store)['metadata_key_suffix']
+    return '.json'
+
+
+def _rename_metadata_v3(store: StoreV3, src_path: str, dst_path: str) -> bool:
+    """Rename source or group metadata file associated with src_path."""
+    any_renamed = False
+    sfx = _get_metadata_suffix(store)
+    src_path = src_path.rstrip('/')
+    dst_path = dst_path.rstrip('/')
+    _src_array_json = meta_root + src_path + '.array' + sfx
+    if _src_array_json in store:
+        new_key = meta_root + dst_path + '.array' + sfx
+        store[new_key] = store.pop(_src_array_json)
+        any_renamed = True
+    _src_group_json = meta_root + src_path + '.group' + sfx
+    if _src_group_json in store:
+        new_key = meta_root + dst_path + '.group' + sfx
+        store[new_key] = store.pop(_src_group_json)
+        any_renamed = True
+    return any_renamed
+
+
 def _rename_from_keys(store: BaseStore, src_path: str, dst_path: str) -> None:
     # assume path already normalized
     src_prefix = _path_to_prefix(src_path)
     dst_prefix = _path_to_prefix(dst_path)
-    for key in list(store.keys()):
-        if key.startswith(src_prefix):
-            new_key = dst_prefix + key.lstrip(src_prefix)
-            store[new_key] = store.pop(key)
-
-
-def _rmdir_from_keys(store: Union[BaseStore, MutableMapping], path: Optional[str] = None) -> None:
+    version = getattr(store, '_store_version', 2)
+    if version == 2:
+        for key in list(store.keys()):
+            if key.startswith(src_prefix):
+                new_key = dst_prefix + key.lstrip(src_prefix)
+                store[new_key] = store.pop(key)
+    else:
+        any_renamed = False
+        for root_prefix in [meta_root, data_root]:
+            _src_prefix = root_prefix + src_prefix
+            _dst_prefix = root_prefix + dst_prefix
+            for key in store.list_prefix(_src_prefix):  # type: ignore
+                new_key = _dst_prefix + key[len(_src_prefix):]
+                store[new_key] = store.pop(key)
+                any_renamed = True
+        any_meta_renamed = _rename_metadata_v3(store, src_path, dst_path)  # type: ignore
+        any_renamed = any_meta_renamed or any_renamed
+
+        if not any_renamed:
+            raise ValueError(f"no item {src_path} found to rename")
+
+
+def _rmdir_from_keys(store: StoreLike, path: Optional[str] = None) -> None:
     # assume path already normalized
     prefix = _path_to_prefix(path)
     for key in list(store.keys()):
@@ -158,6 +376,27 @@ def _rmdir_from_keys(store: Union[BaseStore, MutableMapping], path: Optional[str
             del store[key]
 
 
+def _rmdir_from_keys_v3(store: StoreV3, path: str = "") -> None:
+
+    meta_dir = meta_root + path
+    meta_dir = meta_dir.rstrip('/')
+    _rmdir_from_keys(store, meta_dir)
+
+    # remove data folder
+    data_dir = data_root + path
+    data_dir = data_dir.rstrip('/')
+    _rmdir_from_keys(store, data_dir)
+
+    # remove metadata files
+    sfx = _get_metadata_suffix(store)
+    array_meta_file = meta_dir + '.array' + sfx
+    if array_meta_file in store:
+        store.erase(array_meta_file)  # type: ignore
+    group_meta_file = meta_dir + '.group' + sfx
+    if group_meta_file in store:
+        store.erase(group_meta_file)  # type: ignore
+
+
 def _listdir_from_keys(store: BaseStore, path: Optional[str] = None) -> List[str]:
     # assume path already normalized
     prefix = _path_to_prefix(path)
@@ -168,3 +407,40 @@ def _listdir_from_keys(store: BaseStore, path: Optional[str] = None) -> List[str
             child = suffix.split('/')[0]
             children.add(child)
     return sorted(children)
+
+
+def _prefix_to_array_key(store: StoreLike, prefix: str) -> str:
+    if getattr(store, "_store_version", 2) == 3:
+        if prefix:
+            sfx = _get_metadata_suffix(store)  # type: ignore
+            key = meta_root + prefix.rstrip("/") + ".array" + sfx
+        else:
+            raise ValueError("prefix must be supplied to get a v3 array key")
+    else:
+        key = prefix + array_meta_key
+    return key
+
+
+def _prefix_to_group_key(store: StoreLike, prefix: str) -> str:
+    if getattr(store, "_store_version", 2) == 3:
+        if prefix:
+            sfx = _get_metadata_suffix(store)  # type: ignore
+            key = meta_root + prefix.rstrip('/') + ".group" + sfx
+        else:
+            raise ValueError("prefix must be supplied to get a v3 group key")
+    else:
+        key = prefix + group_meta_key
+    return key
+
+
+def _prefix_to_attrs_key(store: StoreLike, prefix: str) -> str:
+    if getattr(store, "_store_version", 2) == 3:
+        # for v3, attributes are stored in the array metadata
+        sfx = _get_metadata_suffix(store)  # type: ignore
+        if prefix:
+            key = meta_root + prefix.rstrip('/') + ".array" + sfx
+        else:
+            raise ValueError("prefix must be supplied to get a v3 array key")
+    else:
+        key = prefix + attrs_key
+    return key
diff --git a/zarr/attrs.py b/zarr/attrs.py
index eff1237db1..39683d45d9 100644
--- a/zarr/attrs.py
+++ b/zarr/attrs.py
@@ -1,6 +1,6 @@
 from collections.abc import MutableMapping
 
-from zarr._storage.store import Store
+from zarr._storage.store import Store, StoreV3
 from zarr.util import json_dumps
 
 
@@ -26,7 +26,10 @@ class Attributes(MutableMapping):
 
     def __init__(self, store, key='.zattrs', read_only=False, cache=True,
                  synchronizer=None):
-        self.store = Store._ensure_store(store)
+
+        self._version = getattr(store, '_store_version', 2)
+        _Store = Store if self._version == 2 else StoreV3
+        self.store = _Store._ensure_store(store)
         self.key = key
         self.read_only = read_only
         self.cache = cache
@@ -38,6 +41,8 @@ def _get_nosync(self):
             data = self.store[self.key]
         except KeyError:
             d = dict()
+            if self._version > 2:
+                d['attributes'] = {}
         else:
             d = self.store._metadata_class.parse_metadata(data)
         return d
@@ -47,6 +52,8 @@ def asdict(self):
         if self.cache and self._cached_asdict is not None:
             return self._cached_asdict
         d = self._get_nosync()
+        if self._version == 3:
+            d = d['attributes']
         if self.cache:
             self._cached_asdict = d
         return d
@@ -54,7 +61,10 @@ def asdict(self):
     def refresh(self):
         """Refresh cached attributes from the store."""
         if self.cache:
-            self._cached_asdict = self._get_nosync()
+            if self._version == 2:
+                self._cached_asdict = self._get_nosync()
+            else:
+                self._cached_asdict = self._get_nosync()['attributes']
 
     def __contains__(self, x):
         return x in self.asdict()
@@ -84,7 +94,10 @@ def _setitem_nosync(self, item, value):
         d = self._get_nosync()
 
         # set key value
-        d[item] = value
+        if self._version == 2:
+            d[item] = value
+        else:
+            d['attributes'][item] = value
 
         # _put modified data
         self._put_nosync(d)
@@ -98,7 +111,10 @@ def _delitem_nosync(self, key):
         d = self._get_nosync()
 
         # delete key value
-        del d[key]
+        if self._version == 2:
+            del d[key]
+        else:
+            del d['attributes'][key]
 
         # _put modified data
         self._put_nosync(d)
@@ -106,12 +122,34 @@ def _delitem_nosync(self, key):
     def put(self, d):
         """Overwrite all attributes with the key/value pairs in the provided dictionary
         `d` in a single operation."""
-        self._write_op(self._put_nosync, d)
+        if self._version == 2:
+            self._write_op(self._put_nosync, d)
+        else:
+            self._write_op(self._put_nosync, dict(attributes=d))
 
     def _put_nosync(self, d):
-        self.store[self.key] = json_dumps(d)
-        if self.cache:
-            self._cached_asdict = d
+        if self._version == 2:
+            self.store[self.key] = json_dumps(d)
+            if self.cache:
+                self._cached_asdict = d
+        else:
+            if self.key in self.store:
+                # Cannot write the attributes directly to JSON, but have to
+                # store it within the pre-existing attributes key of the v3
+                # metadata.
+
+                # Note: this changes the store.counter result in test_caching_on!
+
+                meta = self.store._metadata_class.parse_metadata(self.store[self.key])
+                if 'attributes' in meta and 'filters' in meta['attributes']:
+                    # need to preserve any existing "filters" attribute
+                    d['attributes']['filters'] = meta['attributes']['filters']
+                meta['attributes'] = d['attributes']
+            else:
+                meta = d
+            self.store[self.key] = json_dumps(meta)
+            if self.cache:
+                self._cached_asdict = d['attributes']
 
     # noinspection PyMethodOverriding
     def update(self, *args, **kwargs):
@@ -124,7 +162,10 @@ def _update_nosync(self, *args, **kwargs):
         d = self._get_nosync()
 
         # update
-        d.update(*args, **kwargs)
+        if self._version == 2:
+            d.update(*args, **kwargs)
+        else:
+            d['attributes'].update(*args, **kwargs)
 
         # _put modified data
         self._put_nosync(d)
diff --git a/zarr/convenience.py b/zarr/convenience.py
index 0cb20220f3..2cbc9bdf68 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -5,15 +5,18 @@
 import re
 from collections.abc import Mapping, MutableMapping
 
+from zarr._storage.store import data_root, meta_root
 from zarr.core import Array
 from zarr.creation import array as _create_array
-from zarr.creation import normalize_store_arg, open_array
+from zarr.creation import open_array
 from zarr.errors import CopyError, PathNotFoundError
 from zarr.hierarchy import Group
 from zarr.hierarchy import group as _create_group
 from zarr.hierarchy import open_group
 from zarr.meta import json_dumps, json_loads
-from zarr.storage import contains_array, contains_group, BaseStore
+from zarr.storage import (_get_metadata_suffix, contains_array, contains_group,
+                          normalize_store_arg, BaseStore, ConsolidatedMetadataStore,
+                          ConsolidatedMetadataStoreV3)
 from zarr.util import TreeViewer, buffer_size, normalize_storage_path
 
 from typing import Union
@@ -21,8 +24,14 @@
 StoreLike = Union[BaseStore, MutableMapping, str, None]
 
 
+def _check_and_update_path(store: BaseStore, path):
+    if getattr(store, '_store_version', 2) > 2 and not path:
+        raise ValueError("path must be provided for v3 stores")
+    return normalize_storage_path(path)
+
+
 # noinspection PyShadowingBuiltins
-def open(store: StoreLike = None, mode: str = "a", **kwargs):
+def open(store: StoreLike = None, mode: str = "a", *, zarr_version=None, path=None, **kwargs):
     """Convenience function to open a group or array using file-mode-like semantics.
 
     Parameters
@@ -34,6 +43,12 @@ def open(store: StoreLike = None, mode: str = "a", **kwargs):
         read/write (must exist); 'a' means read/write (create if doesn't
         exist); 'w' means create (overwrite if exists); 'w-' means create
         (fail if exists).
+    zarr_version : {2, 3, None}, optional
+        The zarr protocol version to use. The default value of None will attempt
+        to infer the version from `store` if possible, otherwise it will fall
+        back to 2.
+    path : str or None, optional
+        The path within the store to open.
     **kwargs
         Additional parameters are passed through to :func:`zarr.creation.open_array` or
         :func:`zarr.hierarchy.open_group`.
@@ -75,14 +90,16 @@ def open(store: StoreLike = None, mode: str = "a", **kwargs):
 
     """
 
-    path = kwargs.get('path')
     # handle polymorphic store arg
     # we pass storage options explicitly, since normalize_store_arg might construct
     # a store if the input is a fsspec-compatible URL
     _store: BaseStore = normalize_store_arg(
-        store, storage_options=kwargs.pop("storage_options", {}), mode=mode
+        store, storage_options=kwargs.pop("storage_options", {}), mode=mode,
+        zarr_version=zarr_version,
     )
+    # path = _check_and_update_path(_store, path)
     path = normalize_storage_path(path)
+    kwargs['path'] = path
 
     if mode in {'w', 'w-', 'x'}:
         if 'shape' in kwargs:
@@ -109,7 +126,7 @@ def _might_close(path):
     return isinstance(path, (str, os.PathLike))
 
 
-def save_array(store: StoreLike, arr, **kwargs):
+def save_array(store: StoreLike, arr, *, zarr_version=None, path=None, **kwargs):
     """Convenience function to save a NumPy array to the local file system, following a
     similar API to the NumPy save() function.
 
@@ -119,6 +136,12 @@ def save_array(store: StoreLike, arr, **kwargs):
         Store or path to directory in file system or name of zip file.
     arr : ndarray
         NumPy array with data to save.
+    zarr_version : {2, 3, None}, optional
+        The zarr protocol version to use when saving. The default value of None
+        will attempt to infer the version from `store` if possible, otherwise
+        it will fall back to 2.
+    path : str or None, optional
+        The path within the store where the array will be saved.
     kwargs
         Passed through to :func:`create`, e.g., compressor.
 
@@ -141,16 +164,18 @@ def save_array(store: StoreLike, arr, **kwargs):
 
     """
     may_need_closing = _might_close(store)
-    _store: BaseStore = normalize_store_arg(store, mode="w")
+    _store: BaseStore = normalize_store_arg(store, mode="w", zarr_version=zarr_version)
+    path = _check_and_update_path(_store, path)
     try:
-        _create_array(arr, store=_store, overwrite=True, **kwargs)
+        _create_array(arr, store=_store, overwrite=True, zarr_version=zarr_version, path=path,
+                      **kwargs)
     finally:
         if may_need_closing:
             # needed to ensure zip file records are written
             _store.close()
 
 
-def save_group(store: StoreLike, *args, **kwargs):
+def save_group(store: StoreLike, *args, zarr_version=None, path=None, **kwargs):
     """Convenience function to save several NumPy arrays to the local file system, following a
     similar API to the NumPy savez()/savez_compressed() functions.
 
@@ -160,6 +185,12 @@ def save_group(store: StoreLike, *args, **kwargs):
         Store or path to directory in file system or name of zip file.
     args : ndarray
         NumPy arrays with data to save.
+    zarr_version : {2, 3, None}, optional
+        The zarr protocol version to use when saving. The default value of None
+        will attempt to infer the version from `store` if possible, otherwise
+        it will fall back to 2.
+    path : str or None, optional
+        Path within the store where the group will be saved.
     kwargs
         NumPy arrays with data to save.
 
@@ -212,21 +243,22 @@ def save_group(store: StoreLike, *args, **kwargs):
         raise ValueError('at least one array must be provided')
     # handle polymorphic store arg
     may_need_closing = _might_close(store)
-    _store: BaseStore = normalize_store_arg(store, mode="w")
+    _store: BaseStore = normalize_store_arg(store, mode="w", zarr_version=zarr_version)
+    path = _check_and_update_path(_store, path)
     try:
-        grp = _create_group(_store, overwrite=True)
+        grp = _create_group(_store, path=path, overwrite=True, zarr_version=zarr_version)
         for i, arr in enumerate(args):
             k = 'arr_{}'.format(i)
-            grp.create_dataset(k, data=arr, overwrite=True)
+            grp.create_dataset(k, data=arr, overwrite=True, zarr_version=zarr_version)
         for k, arr in kwargs.items():
-            grp.create_dataset(k, data=arr, overwrite=True)
+            grp.create_dataset(k, data=arr, overwrite=True, zarr_version=zarr_version)
     finally:
         if may_need_closing:
             # needed to ensure zip file records are written
             _store.close()
 
 
-def save(store: StoreLike, *args, **kwargs):
+def save(store: StoreLike, *args, zarr_version=None, path=None, **kwargs):
     """Convenience function to save an array or group of arrays to the local file system.
 
     Parameters
@@ -235,6 +267,12 @@ def save(store: StoreLike, *args, **kwargs):
         Store or path to directory in file system or name of zip file.
     args : ndarray
         NumPy arrays with data to save.
+    zarr_version : {2, 3, None}, optional
+        The zarr protocol version to use when saving. The default value of None
+        will attempt to infer the version from `store` if possible, otherwise
+        it will fall back to 2.
+    path : str or None, optional
+        The path within the group where the arrays will be saved.
     kwargs
         NumPy arrays with data to save.
 
@@ -301,9 +339,10 @@ def save(store: StoreLike, *args, **kwargs):
     if len(args) == 0 and len(kwargs) == 0:
         raise ValueError('at least one array must be provided')
     if len(args) == 1 and len(kwargs) == 0:
-        save_array(store, args[0])
+        save_array(store, args[0], zarr_version=zarr_version, path=path)
     else:
-        save_group(store, *args, **kwargs)
+        save_group(store, *args, zarr_version=zarr_version, path=path,
+                   **kwargs)
 
 
 class LazyLoader(Mapping):
@@ -336,13 +375,19 @@ def __repr__(self):
         return r
 
 
-def load(store: StoreLike):
+def load(store: StoreLike, zarr_version=None, path=None):
     """Load data from an array or group into memory.
 
     Parameters
     ----------
     store : MutableMapping or string
         Store or path to directory in file system or name of zip file.
+    zarr_version : {2, 3, None}, optional
+        The zarr protocol version to use when loading. The default value of
+        None will attempt to infer the version from `store` if possible,
+        otherwise it will fall back to 2.
+    path : str or None, optional
+        The path within the store from which to load.
 
     Returns
     -------
@@ -362,11 +407,12 @@ def load(store: StoreLike):
 
     """
     # handle polymorphic store arg
-    _store = normalize_store_arg(store)
-    if contains_array(_store, path=None):
-        return Array(store=_store, path=None)[...]
-    elif contains_group(_store, path=None):
-        grp = Group(store=_store, path=None)
+    _store = normalize_store_arg(store, zarr_version=zarr_version)
+    path = _check_and_update_path(_store, path)
+    if contains_array(_store, path=path):
+        return Array(store=_store, path=path)[...]
+    elif contains_group(_store, path=path):
+        grp = Group(store=_store, path=path)
         return LazyLoader(grp)
 
 
@@ -600,6 +646,16 @@ def copy_store(source, dest, source_path='', dest_path='', excludes=None,
     # setup counting variables
     n_copied = n_skipped = n_bytes_copied = 0
 
+    source_store_version = getattr(source, '_store_version', 2)
+    dest_store_version = getattr(dest, '_store_version', 2)
+    if source_store_version != dest_store_version:
+        raise ValueError("zarr stores must share the same protocol version")
+
+    if source_store_version > 2:
+        nchar_root = len(meta_root)
+        # code below assumes len(meta_root) === len(data_root)
+        assert len(data_root) == nchar_root
+
     # setup logging
     with _LogWriter(log) as log:
 
@@ -607,52 +663,63 @@ def copy_store(source, dest, source_path='', dest_path='', excludes=None,
         for source_key in sorted(source.keys()):
 
             # filter to keys under source path
-            if source_key.startswith(source_path):
+            if source_store_version == 2:
+                if not source_key.startswith(source_path):
+                    continue
+            elif source_store_version == 3:
+                # skip 'meta/root/' or 'data/root/' at start of source_key
+                if not source_key[nchar_root:].startswith(source_path):
+                    continue
 
-                # process excludes and includes
-                exclude = False
-                for prog in excludes:
+            # process excludes and includes
+            exclude = False
+            for prog in excludes:
+                if prog.search(source_key):
+                    exclude = True
+                    break
+            if exclude:
+                for prog in includes:
                     if prog.search(source_key):
-                        exclude = True
+                        exclude = False
                         break
-                if exclude:
-                    for prog in includes:
-                        if prog.search(source_key):
-                            exclude = False
-                            break
-                if exclude:
-                    continue
+            if exclude:
+                continue
 
-                # map key to destination path
+            # map key to destination path
+            if source_store_version == 2:
                 key_suffix = source_key[len(source_path):]
                 dest_key = dest_path + key_suffix
-
-                # create a descriptive label for this operation
-                descr = source_key
-                if dest_key != source_key:
-                    descr = descr + ' -> ' + dest_key
-
-                # decide what to do
-                do_copy = True
-                if if_exists != 'replace':
-                    if dest_key in dest:
-                        if if_exists == 'raise':
-                            raise CopyError('key {!r} exists in destination'
-                                            .format(dest_key))
-                        elif if_exists == 'skip':
-                            do_copy = False
-
-                # take action
-                if do_copy:
-                    log('copy {}'.format(descr))
-                    if not dry_run:
-                        data = source[source_key]
-                        n_bytes_copied += buffer_size(data)
-                        dest[dest_key] = data
-                    n_copied += 1
-                else:
-                    log('skip {}'.format(descr))
-                    n_skipped += 1
+            elif source_store_version == 3:
+                # nchar_root is length of 'meta/root/' or 'data/root/'
+                key_suffix = source_key[nchar_root + len(source_path):]
+                dest_key = source_key[:nchar_root] + dest_path + key_suffix
+
+            # create a descriptive label for this operation
+            descr = source_key
+            if dest_key != source_key:
+                descr = descr + ' -> ' + dest_key
+
+            # decide what to do
+            do_copy = True
+            if if_exists != 'replace':
+                if dest_key in dest:
+                    if if_exists == 'raise':
+                        raise CopyError('key {!r} exists in destination'
+                                        .format(dest_key))
+                    elif if_exists == 'skip':
+                        do_copy = False
+
+            # take action
+            if do_copy:
+                log('copy {}'.format(descr))
+                if not dry_run:
+                    data = source[source_key]
+                    n_bytes_copied += buffer_size(data)
+                    dest[dest_key] = data
+                n_copied += 1
+            else:
+                log('skip {}'.format(descr))
+                n_skipped += 1
 
         # log a final message with a summary of what happened
         _log_copy_summary(log, dry_run, n_copied, n_skipped, n_bytes_copied)
@@ -907,7 +974,15 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists,
 
                 # copy attributes
                 if not without_attrs:
-                    ds.attrs.update(source.attrs)
+                    if dest_h5py and 'filters' in source.attrs:
+                        # No filters key in v3 metadata so it was stored in the
+                        # attributes instead. We cannot copy this key to
+                        # HDF5 attrs, though!
+                        source_attrs = source.attrs.asdict().copy()
+                        source_attrs.pop('filters', None)
+                    else:
+                        source_attrs = source.attrs
+                    ds.attrs.update(source_attrs)
 
             n_copied += 1
 
@@ -1063,6 +1138,8 @@ def copy_all(source, dest, shallow=False, without_attrs=False, log=None,
     # setup counting variables
     n_copied = n_skipped = n_bytes_copied = 0
 
+    zarr_version = getattr(source, '_version', 2)
+
     # setup logging
     with _LogWriter(log) as log:
 
@@ -1074,7 +1151,8 @@ def copy_all(source, dest, shallow=False, without_attrs=False, log=None,
             n_copied += c
             n_skipped += s
             n_bytes_copied += b
-        dest.attrs.update(**source.attrs)
+        if zarr_version == 2:
+            dest.attrs.update(**source.attrs)
 
         # log a final message with a summary of what happened
         _log_copy_summary(log, dry_run, n_copied, n_skipped, n_bytes_copied)
@@ -1082,7 +1160,7 @@ def copy_all(source, dest, shallow=False, without_attrs=False, log=None,
     return n_copied, n_skipped, n_bytes_copied
 
 
-def consolidate_metadata(store: StoreLike, metadata_key=".zmetadata"):
+def consolidate_metadata(store: BaseStore, metadata_key=".zmetadata", *, path=''):
     """
     Consolidate all metadata for groups and arrays within the given store
     into a single resource and put it under the given key.
@@ -1105,6 +1183,9 @@ def consolidate_metadata(store: StoreLike, metadata_key=".zmetadata"):
         Store or path to directory in file system or name of zip file.
     metadata_key : str
         Key to put the consolidated metadata under.
+    path : str or None
+        Path corresponding to the group that is being consolidated. Not required
+        for zarr v2 stores.
 
     Returns
     -------
@@ -1118,9 +1199,29 @@ def consolidate_metadata(store: StoreLike, metadata_key=".zmetadata"):
     """
     store = normalize_store_arg(store, mode="w")
 
-    def is_zarr_key(key):
-        return (key.endswith('.zarray') or key.endswith('.zgroup') or
-                key.endswith('.zattrs'))
+    version = store._store_version
+
+    if version == 2:
+
+        def is_zarr_key(key):
+            return (key.endswith('.zarray') or key.endswith('.zgroup') or
+                    key.endswith('.zattrs'))
+
+    else:
+
+        sfx = _get_metadata_suffix(store)  # type: ignore
+
+        def is_zarr_key(key):
+            return (key.endswith('.array' + sfx) or key.endswith('.group' + sfx) or
+                    key == 'zarr.json')
+
+        # cannot create a group without a path in v3
+        # so create /meta/root/consolidated group to store the metadata
+        if 'consolidated' not in store:
+            _create_group(store, path='consolidated')
+        if not metadata_key.startswith('meta/root/'):
+            metadata_key = 'meta/root/consolidated/' + metadata_key
+        # path = 'consolidated'
 
     out = {
         'zarr_consolidated_format': 1,
@@ -1130,7 +1231,7 @@ def is_zarr_key(key):
         }
     }
     store[metadata_key] = json_dumps(out)
-    return open_consolidated(store, metadata_key=metadata_key)
+    return open_consolidated(store, metadata_key=metadata_key, path=path)
 
 
 def open_consolidated(store: StoreLike, metadata_key=".zmetadata", mode="r+", **kwargs):
@@ -1175,17 +1276,28 @@ def open_consolidated(store: StoreLike, metadata_key=".zmetadata", mode="r+", **
 
     """
 
-    from .storage import ConsolidatedMetadataStore
-
     # normalize parameters
     store = normalize_store_arg(store, storage_options=kwargs.get("storage_options"), mode=mode)
     if mode not in {'r', 'r+'}:
         raise ValueError("invalid mode, expected either 'r' or 'r+'; found {!r}"
                          .format(mode))
 
+    path = kwargs.pop('path', None)
+    if store._store_version == 2:
+        ConsolidatedStoreClass = ConsolidatedMetadataStore
+    else:
+        ConsolidatedStoreClass = ConsolidatedMetadataStoreV3
+        # default is to store within 'consolidated' group on v3
+        if not metadata_key.startswith('meta/root/'):
+            metadata_key = 'meta/root/consolidated/' + metadata_key
+        if not path:
+            raise ValueError(
+                "path must be provided to open a Zarr 3.x consolidated store"
+            )
+
     # setup metadata store
-    meta_store = ConsolidatedMetadataStore(store, metadata_key=metadata_key)
+    meta_store = ConsolidatedStoreClass(store, metadata_key=metadata_key)
 
     # pass through
     chunk_store = kwargs.pop('chunk_store', None) or store
-    return open(store=meta_store, chunk_store=chunk_store, mode=mode, **kwargs)
+    return open(store=meta_store, chunk_store=chunk_store, mode=mode, path=path, **kwargs)
diff --git a/zarr/core.py b/zarr/core.py
index e0fe4eb0e9..5e2b4252aa 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -4,13 +4,14 @@
 import math
 import operator
 import re
+from collections.abc import MutableMapping
 from functools import reduce
+from typing import Any
 
 import numpy as np
 from numcodecs.compat import ensure_bytes, ensure_ndarray
 
-from collections.abc import MutableMapping
-
+from zarr._storage.store import _prefix_to_attrs_key
 from zarr.attrs import Attributes
 from zarr.codecs import AsType, get_codec
 from zarr.errors import ArrayNotFoundError, ReadOnlyError, ArrayIndexError
@@ -31,7 +32,13 @@
     is_scalar,
     pop_fields,
 )
-from zarr.storage import array_meta_key, attrs_key, getsize, listdir, BaseStore
+from zarr.storage import (
+    _get_hierarchy_metadata,
+    _prefix_to_array_key,
+    getsize,
+    listdir,
+    normalize_store_arg,
+)
 from zarr.util import (
     all_equal,
     InfoReporter,
@@ -146,7 +153,7 @@ class Array:
 
     def __init__(
         self,
-        store: BaseStore,
+        store: Any,  # BaseStore not stricly required due to normalize_store_arg
         path=None,
         read_only=False,
         chunk_store=None,
@@ -155,12 +162,18 @@ def __init__(
         cache_attrs=True,
         partial_decompress=False,
         write_empty_chunks=False,
+        zarr_version=None,
     ):
         # N.B., expect at this point store is fully initialized with all
         # configuration metadata fully specified and normalized
 
-        store = BaseStore._ensure_store(store)
-        chunk_store = BaseStore._ensure_store(chunk_store)
+        store = normalize_store_arg(store, zarr_version=zarr_version)
+        if zarr_version is None:
+            zarr_version = store._store_version
+
+        if chunk_store is not None:
+            chunk_store = normalize_store_arg(chunk_store,
+                                              zarr_version=zarr_version)
 
         self._store = store
         self._chunk_store = chunk_store
@@ -175,12 +188,19 @@ def __init__(
         self._is_view = False
         self._partial_decompress = partial_decompress
         self._write_empty_chunks = write_empty_chunks
+        self._version = zarr_version
+
+        if self._version == 3:
+            self._data_key_prefix = 'data/root/' + self._key_prefix
+            self._data_path = 'data/root/' + self._path
+            self._hierarchy_metadata = _get_hierarchy_metadata(store=self._store)
+            self._metadata_key_suffix = self._hierarchy_metadata['metadata_key_suffix']
 
         # initialize metadata
         self._load_metadata()
 
         # initialize attributes
-        akey = self._key_prefix + attrs_key
+        akey = _prefix_to_attrs_key(self._store, self._key_prefix)
         self._attrs = Attributes(store, key=akey, read_only=read_only,
                                  synchronizer=synchronizer, cache=cache_attrs)
 
@@ -196,13 +216,13 @@ def _load_metadata(self):
         if self._synchronizer is None:
             self._load_metadata_nosync()
         else:
-            mkey = self._key_prefix + array_meta_key
+            mkey = _prefix_to_array_key(self._store, self._key_prefix)
             with self._synchronizer[mkey]:
                 self._load_metadata_nosync()
 
     def _load_metadata_nosync(self):
         try:
-            mkey = self._key_prefix + array_meta_key
+            mkey = _prefix_to_array_key(self._store, self._key_prefix)
             meta_bytes = self._store[mkey]
         except KeyError:
             raise ArrayNotFoundError(self._path)
@@ -212,32 +232,47 @@ def _load_metadata_nosync(self):
             meta = self._store._metadata_class.decode_array_metadata(meta_bytes)
             self._meta = meta
             self._shape = meta['shape']
-            self._chunks = meta['chunks']
-            self._dtype = meta['dtype']
             self._fill_value = meta['fill_value']
-            self._order = meta['order']
-
             dimension_separator = meta.get('dimension_separator', None)
-            if dimension_separator is None:
-                try:
-                    dimension_separator = self._store._dimension_separator
-                except (AttributeError, KeyError):
-                    pass
-
-                # Fallback for any stores which do not choose a default
+            if self._version == 2:
+                self._chunks = meta['chunks']
+                self._dtype = meta['dtype']
+                self._order = meta['order']
                 if dimension_separator is None:
-                    dimension_separator = "."
+                    try:
+                        dimension_separator = self._store._dimension_separator
+                    except (AttributeError, KeyError):
+                        pass
+
+                    # Fallback for any stores which do not choose a default
+                    if dimension_separator is None:
+                        dimension_separator = "."
+            else:
+                self._chunks = meta['chunk_grid']['chunk_shape']
+                self._dtype = meta['data_type']
+                self._order = meta['chunk_memory_layout']
+                chunk_separator = meta['chunk_grid']['separator']
+                if dimension_separator is None:
+                    dimension_separator = meta.get('dimension_separator', chunk_separator)
+
             self._dimension_separator = dimension_separator
 
             # setup compressor
-            config = meta['compressor']
-            if config is None:
+            compressor = meta.get('compressor', None)
+            if compressor is None:
                 self._compressor = None
+            elif self._version == 2:
+                self._compressor = get_codec(compressor)
             else:
-                self._compressor = get_codec(config)
+                self._compressor = compressor
 
             # setup filters
-            filters = meta['filters']
+            if self._version == 2:
+                filters = meta.get('filters', [])
+            else:
+                # TODO: storing filters under attributes for now since the v3
+                #       array metadata does not have a 'filters' attribute.
+                filters = meta['attributes'].get('filters', [])
             if filters:
                 filters = [get_codec(config) for config in filters]
             self._filters = filters
@@ -262,10 +297,23 @@ def _flush_metadata_nosync(self):
             filters_config = [f.get_config() for f in self._filters]
         else:
             filters_config = None
-        meta = dict(shape=self._shape, chunks=self._chunks, dtype=self._dtype,
-                    compressor=compressor_config, fill_value=self._fill_value,
-                    order=self._order, filters=filters_config)
-        mkey = self._key_prefix + array_meta_key
+        _compressor = compressor_config if self._version == 2 else self._compressor
+        meta = dict(shape=self._shape, compressor=_compressor,
+                    fill_value=self._fill_value, filters=filters_config)
+        if getattr(self._store, '_store_version', 2) == 2:
+            meta.update(
+                dict(chunks=self._chunks, dtype=self._dtype, order=self._order)
+            )
+        else:
+            meta.update(
+                dict(chunk_grid=dict(type='regular',
+                                     chunk_shape=self._chunks,
+                                     separator=self._dimension_separator),
+                     data_type=self._dtype,
+                     chunk_memory_layout=self._order,
+                     attributes=self.attrs.asdict())
+            )
+        mkey = _prefix_to_array_key(self._store, self._key_prefix)
         self._store[mkey] = self._store._metadata_class.encode_array_metadata(meta)
 
     @property
@@ -453,11 +501,28 @@ def nchunks(self):
     def nchunks_initialized(self):
         """The number of chunks that have been initialized with some data."""
 
-        # key pattern for chunk keys
-        prog = re.compile(r'\.'.join([r'\d+'] * min(1, self.ndim)))
-
         # count chunk keys
-        return sum(1 for k in listdir(self.chunk_store, self._path) if prog.match(k))
+        if self._version == 3:
+            # # key pattern for chunk keys
+            # prog = re.compile(r'\.'.join([r'c\d+'] * min(1, self.ndim)))
+            # # get chunk keys, excluding the prefix
+            # members = self.chunk_store.list_prefix(self._data_path)
+            # members = [k.split(self._data_key_prefix)[1] for k in members]
+            # # count the chunk keys
+            # return sum(1 for k in members if prog.match(k))
+
+            # key pattern for chunk keys
+            prog = re.compile(self._data_key_prefix + r'c\d+')  # TODO: ndim == 0 case?
+            # get chunk keys, excluding the prefix
+            members = self.chunk_store.list_prefix(self._data_path)
+            # count the chunk keys
+            return sum(1 for k in members if prog.match(k))
+        else:
+            # key pattern for chunk keys
+            prog = re.compile(r'\.'.join([r'\d+'] * min(1, self.ndim)))
+
+            # count chunk keys
+            return sum(1 for k in listdir(self.chunk_store, self._path) if prog.match(k))
 
     # backwards compatibility
     initialized = nchunks_initialized
@@ -2061,7 +2126,15 @@ def _process_for_setitem(self, ckey, chunk_selection, value, fields=None):
         return chunk
 
     def _chunk_key(self, chunk_coords):
-        return self._key_prefix + self._dimension_separator.join(map(str, chunk_coords))
+        if self._version == 3:
+            # _chunk_key() corresponds to data_key(P, i, j, ...) example in the spec
+            # where P = self._key_prefix,  i, j, ... = chunk_coords
+            # e.g. c0/2/3 for 3d array with chunk index (0, 2, 3)
+            # https://zarr-specs.readthedocs.io/en/core-protocol-v3.0-dev/protocol/core/v3.0.html#regular-grids
+            return ("data/root/" + self._key_prefix +
+                    "c" + self._dimension_separator.join(map(str, chunk_coords)))
+        else:
+            return self._key_prefix + self._dimension_separator.join(map(str, chunk_coords))
 
     def _decode_chunk(self, cdata, start=None, nitems=None, expected_shape=None):
         # decompress
@@ -2242,7 +2315,8 @@ def digest(self, hashname="sha1"):
         for i in itertools.product(*[range(s) for s in self.cdata_shape]):
             h.update(self.chunk_store.get(self._chunk_key(i), b""))
 
-        h.update(self.store.get(self._key_prefix + array_meta_key, b""))
+        mkey = _prefix_to_array_key(self._store, self._key_prefix)
+        h.update(self.store.get(mkey, b""))
 
         h.update(self.store.get(self.attrs.key, b""))
 
@@ -2279,7 +2353,7 @@ def hexdigest(self, hashname="sha1"):
     def __getstate__(self):
         return (self._store, self._path, self._read_only, self._chunk_store,
                 self._synchronizer, self._cache_metadata, self._attrs.cache,
-                self._partial_decompress, self._write_empty_chunks)
+                self._partial_decompress, self._write_empty_chunks, self._version)
 
     def __setstate__(self, state):
         self.__init__(*state)
@@ -2292,7 +2366,7 @@ def _synchronized_op(self, f, *args, **kwargs):
 
         else:
             # synchronize on the array
-            mkey = self._key_prefix + array_meta_key
+            mkey = _prefix_to_array_key(self._store, self._key_prefix)
             lock = self._synchronizer[mkey]
 
         with lock:
@@ -2559,7 +2633,7 @@ def view(self, shape=None, chunks=None, dtype=None,
         if synchronizer is None:
             synchronizer = self._synchronizer
         a = Array(store=store, path=path, chunk_store=chunk_store, read_only=read_only,
-                  synchronizer=synchronizer, cache_metadata=True)
+                  synchronizer=synchronizer, cache_metadata=True, zarr_version=self._version)
         a._is_view = True
 
         # allow override of some properties
diff --git a/zarr/creation.py b/zarr/creation.py
index 9d6902a6e3..b8c40a859b 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -3,6 +3,7 @@
 import numpy as np
 from numcodecs.registry import codec_registry
 
+from zarr._storage.store import DEFAULT_ZARR_VERSION
 from zarr.core import Array
 from zarr.errors import (
     ArrayNotFoundError,
@@ -19,8 +20,8 @@ def create(shape, chunks=True, dtype=None, compressor='default',
            fill_value=0, order='C', store=None, synchronizer=None,
            overwrite=False, path=None, chunk_store=None, filters=None,
            cache_metadata=True, cache_attrs=True, read_only=False,
-           object_codec=None, dimension_separator=None,
-           write_empty_chunks=False, **kwargs):
+           object_codec=None, dimension_separator=None, write_empty_chunks=True,
+           *, zarr_version=None, **kwargs):
     """Create an array.
 
     Parameters
@@ -80,8 +81,13 @@ def create(shape, chunks=True, dtype=None, compressor='default',
         deleted. This setting enables sparser storage, as only chunks with
         non-fill-value data are stored, at the expense of overhead associated
         with checking the data of each chunk.
+
         .. versionadded:: 2.11
 
+    zarr_version : {None, 2, 3}, optional
+        The zarr protocol version of the created array. If None, it will be
+        inferred from ``store`` or ``chunk_store`` if they are provided,
+        otherwise defaulting to 2.
 
     Returns
     -------
@@ -126,9 +132,12 @@ def create(shape, chunks=True, dtype=None, compressor='default',
         <zarr.core.Array (10000, 10000) float64>
 
     """
+    if zarr_version is None and store is None:
+        zarr_version = getattr(chunk_store, '_store_version', DEFAULT_ZARR_VERSION)
 
     # handle polymorphic store arg
-    store = normalize_store_arg(store)
+    store = normalize_store_arg(store, zarr_version=zarr_version)
+    zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
 
     # API compatibility with h5py
     compressor, fill_value = _kwargs_compat(compressor, fill_value, kwargs)
@@ -145,6 +154,9 @@ def create(shape, chunks=True, dtype=None, compressor='default',
                 f"{store_separator}")
     dimension_separator = normalize_dimension_separator(dimension_separator)
 
+    if zarr_version > 2 and path is None:
+        raise ValueError("path must be supplied to initialize a zarr v3 array")
+
     # initialize array metadata
     init_array(store, shape=shape, chunks=chunks, dtype=dtype, compressor=compressor,
                fill_value=fill_value, order=order, overwrite=overwrite, path=path,
@@ -392,6 +404,9 @@ def open_array(
     storage_options=None,
     partial_decompress=False,
     write_empty_chunks=False,
+    *,
+    zarr_version=None,
+    dimension_separator=None,
     **kwargs
 ):
     """Open an array using file-mode-like semantics.
@@ -454,8 +469,19 @@ def open_array(
         deleted. This setting enables sparser storage, as only chunks with
         non-fill-value data are stored, at the expense of overhead associated
         with checking the data of each chunk.
+
         .. versionadded:: 2.11
 
+    zarr_version : {None, 2, 3}, optional
+        The zarr protocol version of the array to be opened. If None, it will
+        be inferred from ``store`` or ``chunk_store`` if they are provided,
+        otherwise defaulting to 2.
+    dimension_separator : {None, '.', '/'}, optional
+        Can be used to specify whether the array is in a flat ('.') or nested
+        ('/') format. If None, the appropriate value will be read from `store`
+        when present. Otherwise, defaults to '.' when ``zarr_version == 2``
+        and `/` otherwise.
+
     Returns
     -------
     z : zarr.core.Array
@@ -489,12 +515,29 @@ def open_array(
     # w- or x : create, fail if exists
     # a : read/write if exists, create otherwise (default)
 
+    if zarr_version is None and store is None:
+        zarr_version = getattr(chunk_store, '_store_version', DEFAULT_ZARR_VERSION)
+
     # handle polymorphic store arg
-    store = normalize_store_arg(store, storage_options=storage_options, mode=mode)
+    store = normalize_store_arg(store, storage_options=storage_options,
+                                mode=mode, zarr_version=zarr_version)
+    zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
     if chunk_store is not None:
         chunk_store = normalize_store_arg(chunk_store,
                                           storage_options=storage_options,
-                                          mode=mode)
+                                          mode=mode,
+                                          zarr_version=zarr_version)
+
+    # respect the dimension separator specified in a store, if present
+    if dimension_separator is None:
+        if hasattr(store, '_dimension_separator'):
+            dimension_separator = store._dimension_separator
+        else:
+            dimension_separator = '.' if zarr_version == 2 else '/'
+
+    if zarr_version == 3 and path is None:
+        path = 'array'  # TODO: raise ValueError instead?
+
     path = normalize_storage_path(path)
 
     # API compatibility with h5py
@@ -516,7 +559,8 @@ def open_array(
         init_array(store, shape=shape, chunks=chunks, dtype=dtype,
                    compressor=compressor, fill_value=fill_value,
                    order=order, filters=filters, overwrite=True, path=path,
-                   object_codec=object_codec, chunk_store=chunk_store)
+                   object_codec=object_codec, chunk_store=chunk_store,
+                   dimension_separator=dimension_separator)
 
     elif mode == 'a':
         if not contains_array(store, path=path):
@@ -525,7 +569,8 @@ def open_array(
             init_array(store, shape=shape, chunks=chunks, dtype=dtype,
                        compressor=compressor, fill_value=fill_value,
                        order=order, filters=filters, path=path,
-                       object_codec=object_codec, chunk_store=chunk_store)
+                       object_codec=object_codec, chunk_store=chunk_store,
+                       dimension_separator=dimension_separator)
 
     elif mode in ['w-', 'x']:
         if contains_group(store, path=path):
@@ -536,7 +581,8 @@ def open_array(
             init_array(store, shape=shape, chunks=chunks, dtype=dtype,
                        compressor=compressor, fill_value=fill_value,
                        order=order, filters=filters, path=path,
-                       object_codec=object_codec, chunk_store=chunk_store)
+                       object_codec=object_codec, chunk_store=chunk_store,
+                       dimension_separator=dimension_separator)
 
     # determine read only status
     read_only = mode == 'r'
@@ -564,6 +610,7 @@ def _like_args(a, kwargs):
         kwargs.setdefault('compressor', a.compressor)
         kwargs.setdefault('order', a.order)
         kwargs.setdefault('filters', a.filters)
+        kwargs.setdefault('zarr_version', a._version)
     else:
         kwargs.setdefault('compressor', 'default')
         kwargs.setdefault('order', 'C')
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 31c9e2a8d2..0684be4a57 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -3,11 +3,11 @@
 
 import numpy as np
 
+from zarr._storage.store import _get_metadata_suffix, data_root, meta_root, DEFAULT_ZARR_VERSION
 from zarr.attrs import Attributes
 from zarr.core import Array
 from zarr.creation import (array, create, empty, empty_like, full, full_like,
-                           normalize_store_arg, ones, ones_like, zeros,
-                           zeros_like)
+                           ones, ones_like, zeros, zeros_like)
 from zarr.errors import (
     ContainsArrayError,
     ContainsGroupError,
@@ -15,14 +15,18 @@
     ReadOnlyError,
 )
 from zarr.storage import (
+    _get_hierarchy_metadata,
+    _prefix_to_group_key,
     BaseStore,
     MemoryStore,
+    MemoryStoreV3,
     attrs_key,
     contains_array,
     contains_group,
     group_meta_key,
     init_group,
     listdir,
+    normalize_store_arg,
     rename,
     rmdir,
 )
@@ -109,9 +113,12 @@ class Group(MutableMapping):
     """
 
     def __init__(self, store, path=None, read_only=False, chunk_store=None,
-                 cache_attrs=True, synchronizer=None):
-        store: BaseStore = BaseStore._ensure_store(store)
-        chunk_store: BaseStore = BaseStore._ensure_store(chunk_store)
+                 cache_attrs=True, synchronizer=None, zarr_version=None):
+        store: BaseStore = _normalize_store_arg(store, zarr_version=zarr_version)
+        if zarr_version is None:
+            zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
+        if chunk_store is not None:
+            chunk_store: BaseStore = _normalize_store_arg(chunk_store, zarr_version=zarr_version)
         self._store = store
         self._chunk_store = chunk_store
         self._path = normalize_storage_path(path)
@@ -121,6 +128,13 @@ def __init__(self, store, path=None, read_only=False, chunk_store=None,
             self._key_prefix = ''
         self._read_only = read_only
         self._synchronizer = synchronizer
+        self._version = zarr_version
+
+        if self._version == 3:
+            self._data_key_prefix = data_root + self._key_prefix
+            self._data_path = data_root + self._path
+            self._hierarchy_metadata = _get_hierarchy_metadata(store=self._store)
+            self._metadata_key_suffix = _get_metadata_suffix(store=self._store)
 
         # guard conditions
         if contains_array(store, path=self._path):
@@ -128,15 +142,29 @@ def __init__(self, store, path=None, read_only=False, chunk_store=None,
 
         # initialize metadata
         try:
-            mkey = self._key_prefix + group_meta_key
+            mkey = _prefix_to_group_key(self._store, self._key_prefix)
+            assert not mkey.endswith("root/.group")
             meta_bytes = store[mkey]
         except KeyError:
-            raise GroupNotFoundError(path)
+            if self._version == 2:
+                raise GroupNotFoundError(path)
+            else:
+                implicit_prefix = meta_root + self._key_prefix
+                if self._store.list_prefix(implicit_prefix):
+                    # implicit group does not have any metadata
+                    self._meta = None
+                else:
+                    raise GroupNotFoundError(path)
         else:
             self._meta = self._store._metadata_class.decode_group_metadata(meta_bytes)
 
         # setup attributes
-        akey = self._key_prefix + attrs_key
+        if self._version == 2:
+            akey = self._key_prefix + attrs_key
+        else:
+            # Note: mkey doesn't actually exist for implicit groups, but the
+            # object can still be created.
+            akey = mkey
         self._attrs = Attributes(store, key=akey, read_only=read_only,
                                  cache=cache_attrs, synchronizer=synchronizer)
 
@@ -227,11 +255,36 @@ def __iter__(self):
         quux
 
         """
-        for key in sorted(listdir(self._store, self._path)):
-            path = self._key_prefix + key
-            if (contains_array(self._store, path) or
-                    contains_group(self._store, path)):
-                yield key
+        if getattr(self._store, '_store_version', 2) == 2:
+            for key in sorted(listdir(self._store, self._path)):
+                path = self._key_prefix + key
+                if (contains_array(self._store, path) or
+                        contains_group(self._store, path)):
+                    yield key
+        else:
+            # TODO: Should this iterate over data folders and/or metadata
+            #       folders and/or metadata files
+
+            dir_path = meta_root + self._key_prefix
+            name_start = len(dir_path)
+            keys, prefixes = self._store.list_dir(dir_path)
+
+            # yield any groups or arrays
+            sfx = self._metadata_key_suffix
+            for key in keys:
+                len_suffix = len('.group') + len(sfx)  # same for .array
+                if key.endswith(('.group' + sfx, '.array' + sfx)):
+                    yield key[name_start:-len_suffix]
+
+            # also yield any implicit groups
+            for prefix in prefixes:
+                prefix = prefix.rstrip('/')
+                # only implicit if there is no .group.sfx file
+                if not prefix + '.group' + sfx in self._store:
+                    yield prefix[name_start:]
+
+            # Note: omit data/root/ to avoid duplicate listings
+            #       any group in data/root/ must has an entry in meta/root/
 
     def __len__(self):
         """Number of members."""
@@ -325,7 +378,7 @@ def __contains__(self, item):
         """
         path = self._item_path(item)
         return contains_array(self._store, path) or \
-            contains_group(self._store, path)
+            contains_group(self._store, path, explicit_only=False)
 
     def __getitem__(self, item):
         """Obtain a group member.
@@ -352,11 +405,21 @@ def __getitem__(self, item):
         if contains_array(self._store, path):
             return Array(self._store, read_only=self._read_only, path=path,
                          chunk_store=self._chunk_store,
-                         synchronizer=self._synchronizer, cache_attrs=self.attrs.cache)
-        elif contains_group(self._store, path):
+                         synchronizer=self._synchronizer, cache_attrs=self.attrs.cache,
+                         zarr_version=self._version)
+        elif contains_group(self._store, path, explicit_only=True):
             return Group(self._store, read_only=self._read_only, path=path,
                          chunk_store=self._chunk_store, cache_attrs=self.attrs.cache,
-                         synchronizer=self._synchronizer)
+                         synchronizer=self._synchronizer, zarr_version=self._version)
+        elif self._version == 3:
+            implicit_group = meta_root + path + '/'
+            # non-empty folder in the metadata path implies an implicit group
+            if self._store.list_prefix(implicit_group):
+                return Group(self._store, read_only=self._read_only, path=path,
+                             chunk_store=self._chunk_store, cache_attrs=self.attrs.cache,
+                             synchronizer=self._synchronizer, zarr_version=self._version)
+            else:
+                raise KeyError(item)
         else:
             raise KeyError(item)
 
@@ -369,7 +432,7 @@ def __delitem__(self, item):
     def _delitem_nosync(self, item):
         path = self._item_path(item)
         if contains_array(self._store, path) or \
-                contains_group(self._store, path):
+                contains_group(self._store, path, explicit_only=False):
             rmdir(self._store, path)
         else:
             raise KeyError(item)
@@ -406,10 +469,23 @@ def group_keys(self):
         ['bar', 'foo']
 
         """
-        for key in sorted(listdir(self._store, self._path)):
-            path = self._key_prefix + key
-            if contains_group(self._store, path):
-                yield key
+        if self._version == 2:
+            for key in sorted(listdir(self._store, self._path)):
+                path = self._key_prefix + key
+                if contains_group(self._store, path):
+                    yield key
+        else:
+            dir_name = meta_root + self._path
+            group_sfx = '.group' + self._metadata_key_suffix
+            for key in sorted(listdir(self._store, dir_name)):
+                if key.endswith(group_sfx):
+                    key = key[:-len(group_sfx)]
+                path = self._key_prefix + key
+                if path.endswith(".array" + self._metadata_key_suffix):
+                    # skip array keys
+                    continue
+                if contains_group(self._store, path, explicit_only=False):
+                    yield key
 
     def groups(self):
         """Return an iterator over (name, value) pairs for groups only.
@@ -428,13 +504,38 @@ def groups(self):
         foo <class 'zarr.hierarchy.Group'>
 
         """
-        for key in sorted(listdir(self._store, self._path)):
-            path = self._key_prefix + key
-            if contains_group(self._store, path):
-                yield key, Group(self._store, path=path, read_only=self._read_only,
-                                 chunk_store=self._chunk_store,
-                                 cache_attrs=self.attrs.cache,
-                                 synchronizer=self._synchronizer)
+        if self._version == 2:
+            for key in sorted(listdir(self._store, self._path)):
+                path = self._key_prefix + key
+                if contains_group(self._store, path, explicit_only=False):
+                    yield key, Group(
+                        self._store,
+                        path=path,
+                        read_only=self._read_only,
+                        chunk_store=self._chunk_store,
+                        cache_attrs=self.attrs.cache,
+                        synchronizer=self._synchronizer,
+                        zarr_version=self._version)
+
+        else:
+            dir_name = meta_root + self._path
+            group_sfx = '.group' + self._metadata_key_suffix
+            for key in sorted(listdir(self._store, dir_name)):
+                if key.endswith(group_sfx):
+                    key = key[:-len(group_sfx)]
+                path = self._key_prefix + key
+                if path.endswith(".array" + self._metadata_key_suffix):
+                    # skip array keys
+                    continue
+                if contains_group(self._store, path, explicit_only=False):
+                    yield key, Group(
+                        self._store,
+                        path=path,
+                        read_only=self._read_only,
+                        chunk_store=self._chunk_store,
+                        cache_attrs=self.attrs.cache,
+                        synchronizer=self._synchronizer,
+                        zarr_version=self._version)
 
     def array_keys(self, recurse=False):
         """Return an iterator over member names for arrays only.
@@ -491,14 +592,35 @@ def arrays(self, recurse=False):
                                 recurse=recurse)
 
     def _array_iter(self, keys_only, method, recurse):
-        for key in sorted(listdir(self._store, self._path)):
-            path = self._key_prefix + key
-            if contains_array(self._store, path):
-                yield key if keys_only else (key, self[key])
-            elif recurse and contains_group(self._store, path):
-                group = self[key]
-                for i in getattr(group, method)(recurse=recurse):
-                    yield i
+        if self._version == 2:
+            for key in sorted(listdir(self._store, self._path)):
+                path = self._key_prefix + key
+                assert not path.startswith("meta")
+                if contains_array(self._store, path):
+                    _key = key.rstrip("/")
+                    yield _key if keys_only else (_key, self[key])
+                elif recurse and contains_group(self._store, path):
+                    group = self[key]
+                    for i in getattr(group, method)(recurse=recurse):
+                        yield i
+        else:
+            dir_name = meta_root + self._path
+            array_sfx = '.array' + self._metadata_key_suffix
+            for key in sorted(listdir(self._store, dir_name)):
+                if key.endswith(array_sfx):
+                    key = key[:-len(array_sfx)]
+                path = self._key_prefix + key
+                assert not path.startswith("meta")
+                if key.endswith('.group' + self._metadata_key_suffix):
+                    # skip group metadata keys
+                    continue
+                if contains_array(self._store, path):
+                    _key = key.rstrip("/")
+                    yield _key if keys_only else (_key, self[key])
+                elif recurse and contains_group(self._store, path):
+                    group = self[key]
+                    for i in getattr(group, method)(recurse=recurse):
+                        yield i
 
     def visitvalues(self, func):
         """Run ``func`` on each object.
@@ -707,7 +829,7 @@ def _create_group_nosync(self, name, overwrite=False):
 
         return Group(self._store, path=path, read_only=self._read_only,
                      chunk_store=self._chunk_store, cache_attrs=self.attrs.cache,
-                     synchronizer=self._synchronizer)
+                     synchronizer=self._synchronizer, zarr_version=self._version)
 
     def create_groups(self, *names, **kwargs):
         """Convenience method to create multiple groups in a single call."""
@@ -751,7 +873,7 @@ def _require_group_nosync(self, name, overwrite=False):
 
         return Group(self._store, path=path, read_only=self._read_only,
                      chunk_store=self._chunk_store, cache_attrs=self.attrs.cache,
-                     synchronizer=self._synchronizer)
+                     synchronizer=self._synchronizer, zarr_version=self._version)
 
     def require_groups(self, *names):
         """Convenience method to require multiple groups in a single call."""
@@ -1039,9 +1161,10 @@ def move(self, source, dest):
 
         # Check that source exists.
         if not (contains_array(self._store, source) or
-                contains_group(self._store, source)):
+                contains_group(self._store, source, explicit_only=False)):
             raise ValueError('The source, "%s", does not exist.' % source)
-        if contains_array(self._store, dest) or contains_group(self._store, dest):
+        if (contains_array(self._store, dest) or
+                contains_group(self._store, dest, explicit_only=False)):
             raise ValueError('The dest, "%s", already exists.' % dest)
 
         # Ensure groups needed for `dest` exist.
@@ -1051,15 +1174,19 @@ def move(self, source, dest):
         self._write_op(self._move_nosync, source, dest)
 
 
-def _normalize_store_arg(store, *, storage_options=None, mode="r"):
+def _normalize_store_arg(store, *, storage_options=None, mode="r",
+                         zarr_version=None):
+    if zarr_version is None:
+        zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
     if store is None:
-        return MemoryStore()
+        return MemoryStore() if zarr_version == 2 else MemoryStoreV3()
     return normalize_store_arg(store,
-                               storage_options=storage_options, mode=mode)
+                               storage_options=storage_options, mode=mode,
+                               zarr_version=zarr_version)
 
 
 def group(store=None, overwrite=False, chunk_store=None,
-          cache_attrs=True, synchronizer=None, path=None):
+          cache_attrs=True, synchronizer=None, path=None, *, zarr_version=None):
     """Create a group.
 
     Parameters
@@ -1104,20 +1231,29 @@ def group(store=None, overwrite=False, chunk_store=None,
     """
 
     # handle polymorphic store arg
-    store = _normalize_store_arg(store)
+    store = _normalize_store_arg(store, zarr_version=zarr_version)
+    if zarr_version is None:
+        zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
+    if zarr_version == 3 and path is None:
+        raise ValueError(f"path must be provided for a v{zarr_version} group")
     path = normalize_storage_path(path)
 
-    # require group
-    if overwrite or not contains_group(store):
+    if zarr_version == 2:
+        requires_init = overwrite or not contains_group(store)
+    elif zarr_version == 3:
+        requires_init = overwrite or not contains_group(store, path)
+
+    if requires_init:
         init_group(store, overwrite=overwrite, chunk_store=chunk_store,
                    path=path)
 
     return Group(store, read_only=False, chunk_store=chunk_store,
-                 cache_attrs=cache_attrs, synchronizer=synchronizer, path=path)
+                 cache_attrs=cache_attrs, synchronizer=synchronizer, path=path,
+                 zarr_version=zarr_version)
 
 
 def open_group(store=None, mode='a', cache_attrs=True, synchronizer=None, path=None,
-               chunk_store=None, storage_options=None):
+               chunk_store=None, storage_options=None, *, zarr_version=None):
     """Open a group using file-mode-like semantics.
 
     Parameters
@@ -1165,12 +1301,23 @@ def open_group(store=None, mode='a', cache_attrs=True, synchronizer=None, path=N
 
     # handle polymorphic store arg
     store = _normalize_store_arg(
-        store, storage_options=storage_options, mode=mode
-    )
+        store, storage_options=storage_options, mode=mode,
+        zarr_version=zarr_version)
+    if zarr_version is None:
+        zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
     if chunk_store is not None:
         chunk_store = _normalize_store_arg(chunk_store,
                                            storage_options=storage_options,
                                            mode=mode)
+        if not getattr(chunk_store, '_store_version', DEFAULT_ZARR_VERSION) == zarr_version:
+            raise ValueError(
+                "zarr_version of store and chunk_store must match"
+            )
+
+    store_version = getattr(store, '_store_version', 2)
+    if store_version == 3 and path is None:
+        raise ValueError("path must be supplied to initialize a zarr v3 group")
+
     path = normalize_storage_path(path)
 
     # ensure store is initialized
@@ -1202,4 +1349,5 @@ def open_group(store=None, mode='a', cache_attrs=True, synchronizer=None, path=N
     read_only = mode == 'r'
 
     return Group(store, read_only=read_only, cache_attrs=cache_attrs,
-                 synchronizer=synchronizer, path=path, chunk_store=chunk_store)
+                 synchronizer=synchronizer, path=path, chunk_store=chunk_store,
+                 zarr_version=zarr_version)
diff --git a/zarr/meta.py b/zarr/meta.py
index c292b09a14..bb4bae4199 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -1,14 +1,87 @@
 import base64
+import itertools
 from collections.abc import Mapping
 
+import numcodecs
 import numpy as np
+from numcodecs.abc import Codec
 
 from zarr.errors import MetadataError
 from zarr.util import json_dumps, json_loads
 
-from typing import cast, Union, Any, List, Mapping as MappingType
+from typing import cast, Union, Any, List, Mapping as MappingType, Optional
 
 ZARR_FORMAT = 2
+ZARR_FORMAT_v3 = 3
+
+# FLOAT_FILLS = {"NaN": np.nan, "Infinity": np.PINF, "-Infinity": np.NINF}
+
+_default_entry_point_metadata_v3 = {
+    "zarr_format": "https://purl.org/zarr/spec/protocol/core/3.0",
+    "metadata_encoding": "https://purl.org/zarr/spec/protocol/core/3.0",
+    "metadata_key_suffix": ".json",
+    "extensions": [],
+}
+
+_v3_core_types = set(
+    "".join(d) for d in itertools.product("<>", ("u", "i", "f"), ("2", "4", "8"))
+)
+_v3_core_types = {"bool", "i1", "u1"} | _v3_core_types
+
+# The set of complex types allowed ({"<c8", "<c16", ">c8", ">c16"})
+_v3_complex_types = set(
+    f"{end}c{_bytes}" for end, _bytes in itertools.product("<>", ("8", "16"))
+)
+
+# All dtype.str values corresponding to datetime64 and timedelta64
+# see: https://numpy.org/doc/stable/reference/arrays.datetime.html#datetime-units
+_date_units = ["Y", "M", "W", "D"]
+_time_units = ["h", "m", "s", "ms", "us", "μs", "ns", "ps", "fs", "as"]
+_v3_datetime_types = set(
+    f"{end}{kind}8[{unit}]"
+    for end, unit, kind in itertools.product("<>", _date_units + _time_units, ('m', 'M'))
+)
+
+
+def get_extended_dtype_info(dtype) -> dict:
+    if dtype.str in _v3_complex_types:
+        return dict(
+            extension="https://zarr-specs.readthedocs.io/en/core-protocol-v3.0-dev/protocol/extensions/complex-dtypes/v1.0.html",  # noqa
+            type=dtype.str,
+            fallback=None,
+        )
+    elif dtype.str == "|O":
+        return dict(
+            extension="TODO: object array protocol URL",  # noqa
+            type=dtype.str,
+            fallback=None,
+        )
+    elif dtype.str.startswith("|S"):
+        return dict(
+            extension="TODO: bytestring array protocol URL",  # noqa
+            type=dtype.str,
+            fallback=None,
+        )
+    elif dtype.str.startswith("<U") or dtype.str.startswith(">U"):
+        return dict(
+            extension="TODO: unicode array protocol URL",  # noqa
+            type=dtype.str,
+            fallback=None,
+        )
+    elif dtype.str.startswith("|V"):
+        return dict(
+            extension="TODO: structured array protocol URL",  # noqa
+            type=dtype.descr,
+            fallback=None,
+        )
+    elif dtype.str in _v3_datetime_types:
+        return dict(
+            extension="https://zarr-specs.readthedocs.io/en/core-protocol-v3.0-dev/protocol/extensions/datetime-dtypes/v1.0.html",  # noqa
+            type=dtype.str,
+            fallback=None,
+        )
+    else:
+        raise ValueError(f"Unsupport dtype: {dtype}")
 
 
 class Metadata2:
@@ -46,12 +119,13 @@ def decode_array_metadata(cls, s: Union[MappingType, str]) -> MappingType[str, A
             dtype = cls.decode_dtype(meta["dtype"])
             if dtype.hasobject:
                 import numcodecs
-                object_codec = numcodecs.get_codec(meta['filters'][0])
+
+                object_codec = numcodecs.get_codec(meta["filters"][0])
             else:
                 object_codec = None
 
             dimension_separator = meta.get("dimension_separator", None)
-            fill_value = cls.decode_fill_value(meta['fill_value'], dtype, object_codec)
+            fill_value = cls.decode_fill_value(meta["fill_value"], dtype, object_codec)
             meta = dict(
                 zarr_format=meta["zarr_format"],
                 shape=tuple(meta["shape"]),
@@ -63,7 +137,7 @@ def decode_array_metadata(cls, s: Union[MappingType, str]) -> MappingType[str, A
                 filters=meta["filters"],
             )
             if dimension_separator:
-                meta['dimension_separator'] = dimension_separator
+                meta["dimension_separator"] = dimension_separator
         except Exception as e:
             raise MetadataError("error decoding metadata") from e
         else:
@@ -79,7 +153,8 @@ def encode_array_metadata(cls, meta: MappingType[str, Any]) -> bytes:
         dimension_separator = meta.get("dimension_separator")
         if dtype.hasobject:
             import numcodecs
-            object_codec = numcodecs.get_codec(meta['filters'][0])
+
+            object_codec = numcodecs.get_codec(meta["filters"][0])
         else:
             object_codec = None
 
@@ -93,9 +168,6 @@ def encode_array_metadata(cls, meta: MappingType[str, Any]) -> bytes:
             order=meta["order"],
             filters=meta["filters"],
         )
-        if dimension_separator:
-            meta['dimension_separator'] = dimension_separator
-
         if dimension_separator:
             meta["dimension_separator"] = dimension_separator
 
@@ -141,13 +213,15 @@ def encode_group_metadata(cls, meta=None) -> bytes:
         return json_dumps(meta)
 
     @classmethod
-    def decode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) -> Any:
+    def decode_fill_value(
+        cls, v: Any, dtype: np.dtype, object_codec: Any = None
+    ) -> Any:
         # early out
         if v is None:
             return v
-        if dtype.kind == 'V' and dtype.hasobject:
+        if dtype.kind == "V" and dtype.hasobject:
             if object_codec is None:
-                raise ValueError('missing object_codec for object array')
+                raise ValueError("missing object_codec for object array")
             v = base64.standard_b64decode(v)
             v = object_codec.decode(v)
             v = np.array(v, dtype=dtype)[()]
@@ -189,15 +263,17 @@ def decode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) ->
             return np.array(v, dtype=dtype)[()]
 
     @classmethod
-    def encode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) -> Any:
+    def encode_fill_value(
+        cls, v: Any, dtype: np.dtype, object_codec: Any = None
+    ) -> Any:
         # early out
         if v is None:
             return v
-        if dtype.kind == 'V' and dtype.hasobject:
+        if dtype.kind == "V" and dtype.hasobject:
             if object_codec is None:
-                raise ValueError('missing object_codec for object array')
+                raise ValueError("missing object_codec for object array")
             v = object_codec.encode(v)
-            v = str(base64.standard_b64encode(v), 'ascii')
+            v = str(base64.standard_b64encode(v), "ascii")
             return v
         if dtype.kind == "f":
             if np.isnan(v):
@@ -214,8 +290,10 @@ def encode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) ->
             return bool(v)
         elif dtype.kind in "c":
             c = cast(np.complex128, np.dtype(complex).type())
-            v = (cls.encode_fill_value(v.real, c.real.dtype, object_codec),
-                 cls.encode_fill_value(v.imag, c.imag.dtype, object_codec))
+            v = (
+                cls.encode_fill_value(v.real, c.real.dtype, object_codec),
+                cls.encode_fill_value(v.imag, c.imag.dtype, object_codec),
+            )
             return v
         elif dtype.kind in "SV":
             v = str(base64.standard_b64encode(v), "ascii")
@@ -228,7 +306,235 @@ def encode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) ->
             return v
 
 
-# expose class methods for backwards compatibility
+class Metadata3(Metadata2):
+    ZARR_FORMAT = ZARR_FORMAT_v3
+
+    @classmethod
+    def decode_dtype(cls, d, validate=True):
+        if isinstance(d, dict):
+            # extract the type from the extension info
+            try:
+                d = d['type']
+            except KeyError:
+                raise KeyError(
+                    "Extended dtype info must provide a key named 'type'."
+                )
+        d = cls._decode_dtype_descr(d)
+        dtype = np.dtype(d)
+        if validate:
+            if dtype.str in (_v3_core_types | {"|b1", "|u1", "|i1"}):
+                # it is a core dtype of the v3 spec
+                pass
+            else:
+                # will raise if this is not a recognized extended dtype
+                get_extended_dtype_info(dtype)
+        return dtype
+
+    @classmethod
+    def encode_dtype(cls, d):
+        s = d.str
+        if s == "|b1":
+            return "bool"
+        elif s == "|u1":
+            return "u1"
+        elif s == "|i1":
+            return "i1"
+        elif s in _v3_core_types:
+            return Metadata2.encode_dtype(d)
+        else:
+            # Check if this dtype corresponds to a supported extension to
+            # the v3 protocol.
+            return get_extended_dtype_info(np.dtype(d))
+
+    @classmethod
+    def decode_group_metadata(cls, s: Union[MappingType, str]) -> MappingType[str, Any]:
+        meta = cls.parse_metadata(s)
+        # 1 / 0
+        # # check metadata format version
+        # zarr_format = meta.get("zarr_format", None)
+        # if zarr_format != cls.ZARR_FORMAT:
+        #     raise MetadataError("unsupported zarr format: %s" % zarr_format)
+
+        assert "attributes" in meta
+        # meta = dict(attributes=meta['attributes'])
+        return meta
+
+        # return json.loads(s)
+
+    @classmethod
+    def encode_group_metadata(cls, meta=None) -> bytes:
+        # The ZARR_FORMAT should not be in the group metadata, but in the
+        # entry point metadata instead
+        # meta = dict(zarr_format=cls.ZARR_FORMAT)
+        if meta is None:
+            meta = {"attributes": {}}
+        meta = dict(attributes=meta.get("attributes", {}))
+        return json_dumps(meta)
+
+    @classmethod
+    def encode_hierarchy_metadata(cls, meta=None) -> bytes:
+        if meta is None:
+            meta = _default_entry_point_metadata_v3
+        elif set(meta.keys()) != {
+            "zarr_format",
+            "metadata_encoding",
+            "metadata_key_suffix",
+            "extensions",
+        }:
+            raise ValueError(f"Unexpected keys in metadata. meta={meta}")
+        return json_dumps(meta)
+
+    @classmethod
+    def decode_hierarchy_metadata(
+        cls, s: Union[MappingType, str]
+    ) -> MappingType[str, Any]:
+        meta = cls.parse_metadata(s)
+        # check metadata format
+        # zarr_format = meta.get("zarr_format", None)
+        # if zarr_format != "https://purl.org/zarr/spec/protocol/core/3.0":
+        #     raise MetadataError("unsupported zarr format: %s" % zarr_format)
+        if set(meta.keys()) != {
+            "zarr_format",
+            "metadata_encoding",
+            "metadata_key_suffix",
+            "extensions",
+        }:
+            raise ValueError(f"Unexpected keys in metdata. meta={meta}")
+        return meta
+
+    @classmethod
+    def _encode_codec_metadata(cls, codec: Codec) -> Optional[Mapping]:
+        if codec is None:
+            return None
+
+        # only support gzip for now
+        config = codec.get_config()
+        del config["id"]
+        uri = 'https://purl.org/zarr/spec/codec/'
+        if isinstance(codec, numcodecs.GZip):
+            uri = uri + "gzip/1.0"
+        elif isinstance(codec, numcodecs.Zlib):
+            uri = uri + "zlib/1.0"
+        elif isinstance(codec, numcodecs.Blosc):
+            uri = uri + "blosc/1.0"
+        elif isinstance(codec, numcodecs.BZ2):
+            uri = uri + "bz2/1.0"
+        elif isinstance(codec, numcodecs.LZ4):
+            uri = uri + "lz4/1.0"
+        elif isinstance(codec, numcodecs.LZMA):
+            uri = uri + "lzma/1.0"
+        meta = {
+            "codec": uri,
+            "configuration": config,
+        }
+        return meta
+
+    @classmethod
+    def _decode_codec_metadata(cls, meta: Optional[Mapping]) -> Optional[Codec]:
+        if meta is None:
+            return None
+
+        uri = 'https://purl.org/zarr/spec/codec/'
+        conf = meta['configuration']
+        if meta['codec'].startswith(uri + 'gzip/'):
+            codec = numcodecs.GZip(level=conf['level'])
+        elif meta['codec'].startswith(uri + 'zlib/'):
+            codec = numcodecs.Zlib(level=conf['level'])
+        elif meta['codec'].startswith(uri + 'blosc/'):
+            codec = numcodecs.Blosc(clevel=conf['clevel'],
+                                    shuffle=conf['shuffle'],
+                                    blocksize=conf['blocksize'],
+                                    cname=conf['cname'])
+        elif meta['codec'].startswith(uri + 'bz2/'):
+            codec = numcodecs.BZ2(level=conf['level'])
+        elif meta['codec'].startswith(uri + 'lz4/'):
+            codec = numcodecs.LZ4(acceleration=conf['acceleration'])
+        elif meta['codec'].startswith(uri + 'lzma/'):
+            codec = numcodecs.LZMA(format=conf['format'],
+                                   check=conf['check'],
+                                   preset=conf['preset'],
+                                   filters=conf['filters'])
+        else:
+            raise NotImplementedError
+
+        return codec
+
+    @classmethod
+    def decode_array_metadata(cls, s: Union[MappingType, str]) -> MappingType[str, Any]:
+        meta = cls.parse_metadata(s)
+
+        # extract array metadata fields
+        try:
+            dtype = cls.decode_dtype(meta["data_type"])
+            if dtype.hasobject:
+                import numcodecs
+
+                object_codec = numcodecs.get_codec(meta["attributes"]["filters"][0])
+            else:
+                object_codec = None
+            fill_value = cls.decode_fill_value(meta["fill_value"], dtype, object_codec)
+            # TODO: remove dimension_separator?
+
+            compressor = cls._decode_codec_metadata(meta.get("compressor", None))
+            extensions = meta.get("extensions", [])
+            meta = dict(
+                shape=tuple(meta["shape"]),
+                chunk_grid=dict(
+                    type=meta["chunk_grid"]["type"],
+                    chunk_shape=tuple(meta["chunk_grid"]["chunk_shape"]),
+                    separator=meta["chunk_grid"]["separator"],
+                ),
+                data_type=dtype,
+                fill_value=fill_value,
+                chunk_memory_layout=meta["chunk_memory_layout"],
+                attributes=meta["attributes"],
+                extensions=extensions,
+            )
+            # compressor field should be absent when there is no compression
+            if compressor:
+                meta['compressor'] = compressor
+
+        except Exception as e:
+            raise MetadataError("error decoding metadata: %s" % e)
+        else:
+            return meta
+
+    @classmethod
+    def encode_array_metadata(cls, meta: MappingType[str, Any]) -> bytes:
+        dtype = meta["data_type"]
+        sdshape = ()
+        if dtype.subdtype is not None:
+            dtype, sdshape = dtype.subdtype
+        dimension_separator = meta.get("dimension_separator")
+        if dtype.hasobject:
+            import numcodecs
+
+            object_codec = numcodecs.get_codec(meta["attributes"]["filters"][0])
+        else:
+            object_codec = None
+
+        compressor = cls._encode_codec_metadata(meta.get("compressor", None))
+        extensions = meta.get("extensions", [])
+        meta = dict(
+            shape=meta["shape"] + sdshape,
+            chunk_grid=dict(
+                type=meta["chunk_grid"]["type"],
+                chunk_shape=tuple(meta["chunk_grid"]["chunk_shape"]),
+                separator=meta["chunk_grid"]["separator"],
+            ),
+            data_type=cls.encode_dtype(dtype),
+            fill_value=encode_fill_value(meta["fill_value"], dtype, object_codec),
+            chunk_memory_layout=meta["chunk_memory_layout"],
+            attributes=meta.get("attributes", {}),
+            extensions=extensions,
+        )
+        if compressor:
+            meta["compressor"] = compressor
+        if dimension_separator:
+            meta["dimension_separator"] = dimension_separator
+        return json_dumps(meta)
+
+
 parse_metadata = Metadata2.parse_metadata
 decode_array_metadata = Metadata2.decode_array_metadata
 encode_array_metadata = Metadata2.encode_array_metadata
diff --git a/zarr/storage.py b/zarr/storage.py
index 35e1fdb0a2..709bbba7ee 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -35,6 +35,7 @@
 import uuid
 import time
 
+from numcodecs.abc import Codec
 from numcodecs.compat import (
     ensure_bytes,
     ensure_text,
@@ -42,6 +43,7 @@
 )
 from numcodecs.registry import codec_registry
 
+from zarr._storage.store import DEFAULT_ZARR_VERSION
 from zarr.errors import (
     MetadataError,
     BadCompressorError,
@@ -56,16 +58,25 @@
                        normalize_dtype, normalize_fill_value, normalize_order,
                        normalize_shape, normalize_storage_path, retry_call)
 
-from zarr._storage.absstore import ABSStore  # noqa: F401
-from zarr._storage.store import (_listdir_from_keys,
-                                 _path_to_prefix,
+from zarr._storage.absstore import ABSStore, ABSStoreV3  # noqa: F401
+from zarr._storage.store import (_get_hierarchy_metadata,  # noqa: F401
+                                 _get_metadata_suffix,
+                                 _listdir_from_keys,
                                  _rename_from_keys,
+                                 _rename_metadata_v3,
                                  _rmdir_from_keys,
+                                 _rmdir_from_keys_v3,
+                                 _path_to_prefix,
+                                 _prefix_to_array_key,
+                                 _prefix_to_group_key,
                                  array_meta_key,
-                                 group_meta_key,
                                  attrs_key,
+                                 data_root,
+                                 group_meta_key,
+                                 meta_root,
                                  BaseStore,
-                                 Store)
+                                 Store,
+                                 StoreV3)
 
 __doctest_requires__ = {
     ('RedisStore', 'RedisStore.*'): ['redis'],
@@ -92,39 +103,91 @@ def contains_array(store: StoreLike, path: Path = None) -> bool:
     """Return True if the store contains an array at the given logical path."""
     path = normalize_storage_path(path)
     prefix = _path_to_prefix(path)
-    key = prefix + array_meta_key
+    key = _prefix_to_array_key(store, prefix)
     return key in store
 
 
-def contains_group(store: StoreLike, path: Path = None) -> bool:
+def contains_group(store: StoreLike, path: Path = None, explicit_only=True) -> bool:
     """Return True if the store contains a group at the given logical path."""
     path = normalize_storage_path(path)
     prefix = _path_to_prefix(path)
-    key = prefix + group_meta_key
-    return key in store
+    key = _prefix_to_group_key(store, prefix)
+    store_version = getattr(store, '_store_version', 2)
+    if store_version == 2 or explicit_only:
+        return key in store
+    else:
+        if key in store:
+            return True
+        # for v3, need to also handle implicit groups
 
+        sfx = _get_metadata_suffix(store)  # type: ignore
+        implicit_prefix = key.replace('.group' + sfx, '')
+        if not implicit_prefix.endswith('/'):
+            implicit_prefix += '/'
+        if store.list_prefix(implicit_prefix):  # type: ignore
+            return True
+        return False
 
-def normalize_store_arg(store: Any, storage_options=None, mode="r") -> BaseStore:
+
+def normalize_store_arg(store: Any, storage_options=None, mode="r", *,
+                        zarr_version=None) -> BaseStore:
+    if zarr_version is None:
+        # default to v2 store for backward compatibility
+        zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
+    if zarr_version not in [2, 3]:
+        raise ValueError("zarr_version must be 2 or 3")
     if store is None:
-        return BaseStore._ensure_store(dict())
-    elif isinstance(store, os.PathLike):
-        store = os.fspath(store)
-    if isinstance(store, str):
-        if "://" in store or "::" in store:
-            return FSStore(store, mode=mode, **(storage_options or {}))
-        elif storage_options:
-            raise ValueError("storage_options passed with non-fsspec path")
-        if store.endswith('.zip'):
-            return ZipStore(store, mode=mode)
-        elif store.endswith('.n5'):
-            from zarr.n5 import N5Store
-            return N5Store(store)
+        if zarr_version == 2:
+            store = KVStore(dict())
         else:
-            return DirectoryStore(store)
-    else:
-        if not isinstance(store, BaseStore) and isinstance(store, MutableMapping):
-            store = BaseStore._ensure_store(store)
+            store = KVStoreV3(dict())
+            # add default zarr.json metadata
+            store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)
         return store
+    elif hasattr(store, '_store_version') and store._store_version != zarr_version:
+        raise ValueError(
+            f"store is a zarr v{store._store_version} store which conflicts "
+            f"with the specified zarr_version ({zarr_version})."
+        )
+
+    if isinstance(store, os.PathLike):
+        store = os.fspath(store)
+    if isinstance(store, str):
+        if zarr_version == 2:
+            if "://" in store or "::" in store:
+                return FSStore(store, mode=mode, **(storage_options or {}))
+            elif storage_options:
+                raise ValueError("storage_options passed with non-fsspec path")
+            if store.endswith('.zip'):
+                return ZipStore(store, mode=mode)
+            elif store.endswith('.n5'):
+                from zarr.n5 import N5Store
+                return N5Store(store)
+            else:
+                return DirectoryStore(store)
+        elif zarr_version == 3:
+            if "://" in store or "::" in store:
+                store = FSStoreV3(store, mode=mode, **(storage_options or {}))
+            elif storage_options:
+                raise ValueError("storage_options passed with non-fsspec path")
+            elif store.endswith('.zip'):
+                store = ZipStoreV3(store, mode=mode)
+            elif store.endswith('.n5'):
+                raise NotImplementedError("N5Store not yet implemented for V3")
+                # return N5StoreV3(store)
+            else:
+                store = DirectoryStoreV3(store)
+            # add default zarr.json metadata
+            store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)
+            return store
+    elif zarr_version == 2:
+        store = Store._ensure_store(store)
+    elif zarr_version == 3:
+        store = StoreV3._ensure_store(store)
+        if 'zarr.json' not in store:
+            # add default zarr.json metadata
+            store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)
+    return store
 
 
 def rmdir(store: StoreLike, path: Path = None):
@@ -132,15 +195,19 @@ def rmdir(store: StoreLike, path: Path = None):
     this will be called, otherwise will fall back to implementation via the
     `Store` interface."""
     path = normalize_storage_path(path)
+    store_version = getattr(store, '_store_version', 2)
     if hasattr(store, "rmdir") and store.is_erasable():  # type: ignore
         # pass through
         store.rmdir(path)  # type: ignore
     else:
         # slow version, delete one key at a time
-        _rmdir_from_keys(store, path)
+        if store_version == 2:
+            _rmdir_from_keys(store, path)
+        else:
+            _rmdir_from_keys_v3(store, path)  # type: ignore
 
 
-def rename(store: BaseStore, src_path: Path, dst_path: Path):
+def rename(store: Store, src_path: Path, dst_path: Path):
     """Rename all items under the given path. If `store` provides a `rename` method,
     this will be called, otherwise will fall back to implementation via the
     `Store` interface."""
@@ -172,33 +239,45 @@ def listdir(store: BaseStore, path: Path = None):
         return _listdir_from_keys(store, path)
 
 
+def _getsize(store: BaseStore, path: Path = None) -> int:
+    # compute from size of values
+    if path and path in store:
+        v = store[path]
+        size = buffer_size(v)
+    else:
+        path = '' if path is None else normalize_storage_path(path)
+        size = 0
+        store_version = getattr(store, '_store_version', 2)
+        if store_version == 3:
+            members = store.list_prefix(data_root + path)  # type: ignore
+            members += store.list_prefix(meta_root + path)  # type: ignore
+            # members += ['zarr.json']
+        else:
+            members = listdir(store, path)
+            prefix = _path_to_prefix(path)
+            members = [prefix + k for k in members]
+        for k in members:
+            try:
+                v = store[k]
+            except KeyError:
+                pass
+            else:
+                try:
+                    size += buffer_size(v)
+                except TypeError:
+                    return -1
+    return size
+
+
 def getsize(store: BaseStore, path: Path = None) -> int:
     """Compute size of stored items for a given path. If `store` provides a `getsize`
     method, this will be called, otherwise will return -1."""
-    path = normalize_storage_path(path)
     if hasattr(store, 'getsize'):
         # pass through
+        path = normalize_storage_path(path)
         return store.getsize(path)  # type: ignore
     elif isinstance(store, MutableMapping):
-        # compute from size of values
-        if path in store:
-            v = store[path]
-            size = buffer_size(v)
-        else:
-            members = listdir(store, path)
-            prefix = _path_to_prefix(path)
-            size = 0
-            for k in members:
-                try:
-                    v = store[prefix + k]
-                except KeyError:
-                    pass
-                else:
-                    try:
-                        size += buffer_size(v)
-                    except TypeError:
-                        return -1
-        return size
+        return _getsize(store, path)
     else:
         return -1
 
@@ -345,8 +424,18 @@ def init_array(
     path = normalize_storage_path(path)
 
     # ensure parent group initialized
-    _require_parent_group(path, store=store, chunk_store=chunk_store, overwrite=overwrite)
+    store_version = getattr(store, "_store_version", 2)
+    if store_version < 3:
+        _require_parent_group(path, store=store, chunk_store=chunk_store,
+                              overwrite=overwrite)
+
+    if store_version == 3 and 'zarr.json' not in store:
+        # initialize with default zarr.json entry level metadata
+        store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)  # type: ignore
 
+    if not compressor:
+        # compatibility with legacy tests using compressor=[]
+        compressor = None
     _init_array_metadata(store, shape=shape, chunks=chunks, dtype=dtype,
                          compressor=compressor, fill_value=fill_value,
                          order=order, overwrite=overwrite, path=path,
@@ -371,16 +460,50 @@ def _init_array_metadata(
     dimension_separator=None,
 ):
 
+    store_version = getattr(store, '_store_version', 2)
+
+    path = normalize_storage_path(path)
+
     # guard conditions
     if overwrite:
-        # attempt to delete any pre-existing items in store
-        rmdir(store, path)
-        if chunk_store is not None:
-            rmdir(chunk_store, path)
-    elif contains_array(store, path):
-        raise ContainsArrayError(path)
-    elif contains_group(store, path):
-        raise ContainsGroupError(path)
+        if store_version == 2:
+            # attempt to delete any pre-existing array in store
+            rmdir(store, path)
+            if chunk_store is not None:
+                rmdir(chunk_store, path)
+        else:
+            group_meta_key = _prefix_to_group_key(store, _path_to_prefix(path))
+            array_meta_key = _prefix_to_array_key(store, _path_to_prefix(path))
+            data_prefix = data_root + _path_to_prefix(path)
+
+            # attempt to delete any pre-existing array in store
+            if array_meta_key in store:
+                store.erase(array_meta_key)  # type: ignore
+            if group_meta_key in store:
+                store.erase(group_meta_key)  # type: ignore
+            store.erase_prefix(data_prefix)  # type: ignore
+            if chunk_store is not None:
+                chunk_store.erase_prefix(data_prefix)  # type: ignore
+
+            if '/' in path:
+                # path is a subfolder of an existing array, remove that array
+                parent_path = '/'.join(path.split('/')[:-1])
+                sfx = _get_metadata_suffix(store)  # type: ignore
+                array_key = meta_root + parent_path + '.array' + sfx
+                if array_key in store:
+                    store.erase(array_key)  # type: ignore
+
+    if not overwrite:
+        if contains_array(store, path):
+            raise ContainsArrayError(path)
+        elif contains_group(store, path, explicit_only=False):
+            raise ContainsGroupError(path)
+        elif store_version == 3:
+            if '/' in path:
+                # cannot create an array within an existing array path
+                parent_path = '/'.join(path.split('/')[:-1])
+                if contains_array(store, parent_path):
+                    raise ContainsArrayError(path)
 
     # normalize metadata
     dtype, object_codec = normalize_dtype(dtype, object_codec)
@@ -391,7 +514,7 @@ def _init_array_metadata(
     fill_value = normalize_fill_value(fill_value, dtype)
 
     # optional array metadata
-    if dimension_separator is None:
+    if dimension_separator is None and store_version == 2:
         dimension_separator = getattr(store, "_dimension_separator", None)
     dimension_separator = normalize_dimension_separator(dimension_separator)
 
@@ -408,13 +531,21 @@ def _init_array_metadata(
     # obtain compressor config
     compressor_config = None
     if compressor:
-        try:
-            compressor_config = compressor.get_config()
-        except AttributeError as e:
-            raise BadCompressorError(compressor) from e
+        if store_version == 2:
+            try:
+                compressor_config = compressor.get_config()
+            except AttributeError as e:
+                raise BadCompressorError(compressor) from e
+        elif not isinstance(compressor, Codec):
+            raise ValueError("expected a numcodecs Codec for compressor")
+            # TODO: alternatively, could autoconvert str to a Codec
+            #       e.g. 'zlib' -> numcodec.Zlib object
+            # compressor = numcodecs.get_codec({'id': compressor})
 
     # obtain filters config
     if filters:
+        # TODO: filters was removed from the metadata in v3
+        #       raise error here if store_version > 2?
         filters_config = [f.get_config() for f in filters]
     else:
         filters_config = []
@@ -440,11 +571,31 @@ def _init_array_metadata(
         filters_config = None  # type: ignore
 
     # initialize metadata
-    meta = dict(shape=shape, chunks=chunks, dtype=dtype,
-                compressor=compressor_config, fill_value=fill_value,
-                order=order, filters=filters_config,
+    # TODO: don't store redundant dimension_separator for v3?
+    _compressor = compressor_config if store_version == 2 else compressor
+    meta = dict(shape=shape, compressor=_compressor,
+                fill_value=fill_value,
                 dimension_separator=dimension_separator)
-    key = _path_to_prefix(path) + array_meta_key
+    if store_version < 3:
+        meta.update(dict(chunks=chunks, dtype=dtype, order=order,
+                         filters=filters_config))
+    else:
+        if dimension_separator is None:
+            dimension_separator = "/"
+        if filters_config:
+            attributes = {'filters': filters_config}
+        else:
+            attributes = {}
+        meta.update(
+            dict(chunk_grid=dict(type="regular",
+                                 chunk_shape=chunks,
+                                 separator=dimension_separator),
+                 chunk_memory_layout=order,
+                 data_type=dtype,
+                 attributes=attributes)
+        )
+
+    key = _prefix_to_array_key(store, _path_to_prefix(path))
     if hasattr(store, '_metadata_class'):
         store[key] = store._metadata_class.encode_array_metadata(meta)  # type: ignore
     else:
@@ -481,14 +632,26 @@ def init_group(
     # normalize path
     path = normalize_storage_path(path)
 
-    # ensure parent group initialized
-    _require_parent_group(path, store=store, chunk_store=chunk_store,
-                          overwrite=overwrite)
+    store_version = getattr(store, '_store_version', 2)
+    if store_version < 3:
+        # ensure parent group initialized
+        _require_parent_group(path, store=store, chunk_store=chunk_store,
+                              overwrite=overwrite)
+
+    if store_version == 3 and 'zarr.json' not in store:
+        # initialize with default zarr.json entry level metadata
+        store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)  # type: ignore
 
     # initialise metadata
     _init_group_metadata(store=store, overwrite=overwrite, path=path,
                          chunk_store=chunk_store)
 
+    if store_version == 3:
+        # TODO: Should initializing a v3 group also create a corresponding
+        #       empty folder under data/root/? I think probably not until there
+        #       is actual data written there.
+        pass
+
 
 def _init_group_metadata(
     store: StoreLike,
@@ -497,22 +660,51 @@ def _init_group_metadata(
     chunk_store: StoreLike = None,
 ):
 
+    store_version = getattr(store, '_store_version', 2)
+    path = normalize_storage_path(path)
+
     # guard conditions
     if overwrite:
-        # attempt to delete any pre-existing items in store
-        rmdir(store, path)
-        if chunk_store is not None:
-            rmdir(chunk_store, path)
-    elif contains_array(store, path):
-        raise ContainsArrayError(path)
-    elif contains_group(store, path):
-        raise ContainsGroupError(path)
+        if store_version == 2:
+            # attempt to delete any pre-existing items in store
+            rmdir(store, path)
+            if chunk_store is not None:
+                rmdir(chunk_store, path)
+        else:
+            group_meta_key = _prefix_to_group_key(store, _path_to_prefix(path))
+            array_meta_key = _prefix_to_array_key(store, _path_to_prefix(path))
+            data_prefix = data_root + _path_to_prefix(path)
+            meta_prefix = meta_root + _path_to_prefix(path)
+
+            # attempt to delete any pre-existing array in store
+            if array_meta_key in store:
+                store.erase(array_meta_key)  # type: ignore
+            if group_meta_key in store:
+                store.erase(group_meta_key)  # type: ignore
+            store.erase_prefix(data_prefix)  # type: ignore
+            store.erase_prefix(meta_prefix)  # type: ignore
+            if chunk_store is not None:
+                chunk_store.erase_prefix(data_prefix)  # type: ignore
+
+    if not overwrite:
+        if contains_array(store, path):
+            raise ContainsArrayError(path)
+        elif contains_group(store, path):
+            raise ContainsGroupError(path)
+        elif store_version == 3 and '/' in path:
+            # cannot create a group overlapping with an existing array name
+            parent_path = '/'.join(path.split('/')[:-1])
+            if contains_array(store, parent_path):
+                raise ContainsArrayError(path)
 
     # initialize metadata
     # N.B., currently no metadata properties are needed, however there may
     # be in future
-    meta = dict()  # type: ignore
-    key = _path_to_prefix(path) + group_meta_key
+    if store_version == 3:
+        meta = {'attributes': {}}  # type: ignore
+    else:
+        meta = {}  # type: ignore
+    key = _prefix_to_group_key(store, _path_to_prefix(path))
     if hasattr(store, '_metadata_class'):
         store[key] = store._metadata_class.encode_group_metadata(meta)  # type: ignore
     else:
@@ -1132,14 +1324,17 @@ def __init__(self, url, normalize_keys=False, key_separator=None,
             dimension_separator = key_separator
 
         self.key_separator = dimension_separator
-        if self.key_separator is None:
-            self.key_separator = "."
+        self._default_key_separator()
 
         # Pass attributes to array creation
         self._dimension_separator = dimension_separator
         if self.fs.exists(self.path) and not self.fs.isdir(self.path):
             raise FSPathExistNotDir(url)
 
+    def _default_key_separator(self):
+        if self.key_separator is None:
+            self.key_separator = "."
+
     def _normalize_key(self, key):
         key = normalize_storage_path(key).lstrip('/')
         if key:
@@ -1886,6 +2081,10 @@ def __contains__(self, key):
             key = key.encode("ascii")
         return key in self.db
 
+    def rmdir(self, path: str = "") -> None:
+        path = normalize_storage_path(path)
+        _rmdir_from_keys(self, path)
+
 
 class LMDBStore(Store):
     """Storage class using LMDB. Requires the `lmdb <http://lmdb.readthedocs.io/>`_
@@ -2641,7 +2840,7 @@ def __init__(self, store: StoreLike, metadata_key=".zmetadata"):
         self.store = Store._ensure_store(store)
 
         # retrieve consolidated metadata
-        meta = json_loads(store[metadata_key])
+        meta = json_loads(self.store[metadata_key])
 
         # check format of consolidated metadata
         consolidated_format = meta.get('zarr_consolidated_format', None)
@@ -2675,3 +2874,496 @@ def getsize(self, path):
 
     def listdir(self, path):
         return listdir(self.meta_store, path)
+
+
+""" versions of stores following the v3 protocol """
+
+
+def _get_files_and_dirs_from_path(store, path):
+    path = normalize_storage_path(path)
+
+    files = []
+    # add array metadata file if present
+    array_key = _prefix_to_array_key(store, path)
+    if array_key in store:
+        files.append(os.path.join(store.path, array_key))
+
+    # add group metadata file if present
+    group_key = _prefix_to_group_key(store, path)
+    if group_key in store:
+        files.append(os.path.join(store.path, group_key))
+
+    dirs = []
+    # add array and group folders if present
+    for d in [data_root + path, meta_root + path]:
+        dir_path = os.path.join(store.path, d)
+        if os.path.exists(dir_path):
+            dirs.append(dir_path)
+    return files, dirs
+
+
+class RmdirV3():
+    """Mixin class that can be used to ensure override of any existing v2 rmdir class."""
+
+    def rmdir(self, path: str = "") -> None:
+        path = normalize_storage_path(path)
+        _rmdir_from_keys_v3(self, path)  # type: ignore
+
+
+class KVStoreV3(RmdirV3, KVStore, StoreV3):
+
+    def list(self):
+        return list(self._mutable_mapping.keys())
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+    def __eq__(self, other):
+        return (
+            isinstance(other, KVStoreV3) and
+            self._mutable_mapping == other._mutable_mapping
+        )
+
+
+KVStoreV3.__doc__ = KVStore.__doc__
+
+
+class FSStoreV3(FSStore, StoreV3):
+
+    # FSStoreV3 doesn't use this (FSStore uses it within _normalize_key)
+    _META_KEYS = ()
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+    def _default_key_separator(self):
+        if self.key_separator is None:
+            self.key_separator = "/"
+
+    def list(self):
+        return list(self.keys())
+
+    def _normalize_key(self, key):
+        key = normalize_storage_path(key).lstrip('/')
+        return key.lower() if self.normalize_keys else key
+
+    def getsize(self, path=None):
+        size = 0
+        if path is None or path == '':
+            # size of both the data and meta subdirs
+            dirs = []
+            for d in ['data/root', 'meta/root']:
+                dir_path = os.path.join(self.path, d)
+                if os.path.exists(dir_path):
+                    dirs.append(dir_path)
+        elif path in self:
+            # access individual element by full path
+            return buffer_size(self[path])
+        else:
+            files, dirs = _get_files_and_dirs_from_path(self, path)
+            for file in files:
+                size += os.path.getsize(file)
+        for d in dirs:
+            size += self.fs.du(d, total=True, maxdepth=None)
+        return size
+
+    def setitems(self, values):
+        if self.mode == 'r':
+            raise ReadOnlyError()
+        values = {self._normalize_key(key): val for key, val in values.items()}
+
+        # initialize the /data/root/... folder corresponding to the array!
+        # Note: zarr.tests.test_core_v3.TestArrayWithFSStoreV3PartialRead fails
+        # without this explicit creation of directories
+        subdirectories = set([os.path.dirname(v) for v in values.keys()])
+        for subdirectory in subdirectories:
+            data_dir = os.path.join(self.path, subdirectory)
+            if not self.fs.exists(data_dir):
+                self.fs.mkdir(data_dir)
+
+        self.map.setitems(values)
+
+    def rmdir(self, path=None):
+        if self.mode == 'r':
+            raise ReadOnlyError()
+        if path:
+            for base in [meta_root, data_root]:
+                store_path = self.dir_path(base + path)
+                if self.fs.isdir(store_path):
+                    self.fs.rm(store_path, recursive=True)
+
+            # remove any associated metadata files
+            sfx = _get_metadata_suffix(self)
+            meta_dir = (meta_root + path).rstrip('/')
+            array_meta_file = meta_dir + '.array' + sfx
+            self.pop(array_meta_file, None)
+            group_meta_file = meta_dir + '.group' + sfx
+            self.pop(group_meta_file, None)
+        else:
+            store_path = self.dir_path(path)
+            if self.fs.isdir(store_path):
+                self.fs.rm(store_path, recursive=True)
+
+
+class MemoryStoreV3(MemoryStore, StoreV3):
+
+    def __init__(self, root=None, cls=dict, dimension_separator=None):
+        if root is None:
+            self.root = cls()
+        else:
+            self.root = root
+        self.cls = cls
+        self.write_mutex = Lock()
+        self._dimension_separator = dimension_separator  # TODO: modify for v3?
+
+    def __eq__(self, other):
+        return (
+            isinstance(other, MemoryStoreV3) and
+            self.root == other.root and
+            self.cls == other.cls
+        )
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+    def list(self):
+        return list(self.keys())
+
+    def getsize(self, path: Path = None):
+        return _getsize(self, path)
+
+    def rename(self, src_path: Path, dst_path: Path):
+        src_path = normalize_storage_path(src_path)
+        dst_path = normalize_storage_path(dst_path)
+
+        any_renamed = False
+        for base in [meta_root, data_root]:
+            if self.list_prefix(base + src_path):
+                src_parent, src_key = self._get_parent(base + src_path)
+                dst_parent, dst_key = self._require_parent(base + dst_path)
+
+                dst_parent[dst_key] = src_parent.pop(src_key)
+                any_renamed = True
+        any_renamed = _rename_metadata_v3(self, src_path, dst_path) or any_renamed
+        if not any_renamed:
+            raise ValueError(f"no item {src_path} found to rename")
+
+    def rmdir(self, path: Path = None):
+        path = normalize_storage_path(path)
+        if path:
+            for base in [meta_root, data_root]:
+                try:
+                    parent, key = self._get_parent(base + path)
+                    value = parent[key]
+                except KeyError:
+                    continue
+                else:
+                    if isinstance(value, self.cls):
+                        del parent[key]
+
+            # remove any associated metadata files
+            sfx = _get_metadata_suffix(self)
+            meta_dir = (meta_root + path).rstrip('/')
+            array_meta_file = meta_dir + '.array' + sfx
+            self.pop(array_meta_file, None)
+            group_meta_file = meta_dir + '.group' + sfx
+            self.pop(group_meta_file, None)
+        else:
+            # clear out root
+            self.root = self.cls()
+
+
+MemoryStoreV3.__doc__ = MemoryStore.__doc__
+
+
+class DirectoryStoreV3(DirectoryStore, StoreV3):
+
+    def list(self):
+        return list(self.keys())
+
+    def __eq__(self, other):
+        return (
+            isinstance(other, DirectoryStoreV3) and
+            self.path == other.path
+        )
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+    def getsize(self, path: Path = None):
+        return _getsize(self, path)
+
+    def rename(self, src_path, dst_path, metadata_key_suffix='.json'):
+        store_src_path = normalize_storage_path(src_path)
+        store_dst_path = normalize_storage_path(dst_path)
+
+        dir_path = self.path
+        any_existed = False
+        for root_prefix in ['meta', 'data']:
+            src_path = os.path.join(dir_path, root_prefix, 'root', store_src_path)
+            if os.path.exists(src_path):
+                any_existed = True
+                dst_path = os.path.join(dir_path, root_prefix, 'root', store_dst_path)
+                os.renames(src_path, dst_path)
+
+        for suffix in ['.array' + metadata_key_suffix,
+                       '.group' + metadata_key_suffix]:
+            src_meta = os.path.join(dir_path, 'meta', 'root', store_src_path + suffix)
+            if os.path.exists(src_meta):
+                any_existed = True
+                dst_meta = os.path.join(dir_path, 'meta', 'root', store_dst_path + suffix)
+                dst_dir = os.path.dirname(dst_meta)
+                if not os.path.exists(dst_dir):
+                    os.makedirs(dst_dir)
+                os.rename(src_meta, dst_meta)
+        if not any_existed:
+            raise FileNotFoundError("nothing found at src_path")
+
+    def rmdir(self, path=None):
+        store_path = normalize_storage_path(path)
+        dir_path = self.path
+        if store_path:
+            for base in [meta_root, data_root]:
+                dir_path = os.path.join(dir_path, base + store_path)
+                if os.path.isdir(dir_path):
+                    shutil.rmtree(dir_path)
+
+            # remove any associated metadata files
+            sfx = _get_metadata_suffix(self)
+            meta_dir = (meta_root + path).rstrip('/')
+            array_meta_file = meta_dir + '.array' + sfx
+            self.pop(array_meta_file, None)
+            group_meta_file = meta_dir + '.group' + sfx
+            self.pop(group_meta_file, None)
+
+        elif os.path.isdir(dir_path):
+            shutil.rmtree(dir_path)
+
+
+DirectoryStoreV3.__doc__ = DirectoryStore.__doc__
+
+
+class ZipStoreV3(ZipStore, StoreV3):
+
+    def list(self):
+        return list(self.keys())
+
+    def __eq__(self, other):
+        return (
+            isinstance(other, ZipStore) and
+            self.path == other.path and
+            self.compression == other.compression and
+            self.allowZip64 == other.allowZip64
+        )
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+    def getsize(self, path=None):
+        path = normalize_storage_path(path)
+        with self.mutex:
+            children = self.list_prefix(data_root + path)
+            children += self.list_prefix(meta_root + path)
+            print(f"path={path}, children={children}")
+            if children:
+                size = 0
+                for name in children:
+                    info = self.zf.getinfo(name)
+                    size += info.compress_size
+                return size
+            elif path in self:
+                info = self.zf.getinfo(path)
+                return info.compress_size
+            else:
+                return 0
+
+
+ZipStoreV3.__doc__ = ZipStore.__doc__
+
+
+class RedisStoreV3(RmdirV3, RedisStore, StoreV3):
+
+    def list(self):
+        return list(self.keys())
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+
+RedisStoreV3.__doc__ = RedisStore.__doc__
+
+
+class MongoDBStoreV3(RmdirV3, MongoDBStore, StoreV3):
+
+    def list(self):
+        return list(self.keys())
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+
+MongoDBStoreV3.__doc__ = MongoDBStore.__doc__
+
+
+class DBMStoreV3(RmdirV3, DBMStore, StoreV3):
+
+    def list(self):
+        return list(self.keys())
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+
+DBMStoreV3.__doc__ = DBMStore.__doc__
+
+
+class LMDBStoreV3(RmdirV3, LMDBStore, StoreV3):
+
+    def list(self):
+        return list(self.keys())
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+
+LMDBStoreV3.__doc__ = LMDBStore.__doc__
+
+
+class SQLiteStoreV3(SQLiteStore, StoreV3):
+
+    def list(self):
+        return list(self.keys())
+
+    def getsize(self, path=None):
+        # TODO: why does the query below not work in this case?
+        #       For now fall back to the default _getsize implementation
+        # size = 0
+        # for _path in [data_root + path, meta_root + path]:
+        #     c = self.cursor.execute(
+        #         '''
+        #         SELECT COALESCE(SUM(LENGTH(v)), 0) FROM zarr
+        #         WHERE k LIKE (? || "%") AND
+        #               0 == INSTR(LTRIM(SUBSTR(k, LENGTH(?) + 1), "/"), "/")
+        #         ''',
+        #         (_path, _path)
+        #     )
+        #     for item_size, in c:
+        #         size += item_size
+        # return size
+
+        # fallback to default implementation for now
+        return _getsize(self, path)
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+    def rmdir(self, path=None):
+        path = normalize_storage_path(path)
+        if path:
+            for base in [meta_root, data_root]:
+                with self.lock:
+                    self.cursor.execute(
+                        'DELETE FROM zarr WHERE k LIKE (? || "/%")', (base + path,)
+                    )
+            # remove any associated metadata files
+            sfx = _get_metadata_suffix(self)
+            meta_dir = (meta_root + path).rstrip('/')
+            array_meta_file = meta_dir + '.array' + sfx
+            self.pop(array_meta_file, None)
+            group_meta_file = meta_dir + '.group' + sfx
+            self.pop(group_meta_file, None)
+        else:
+            self.clear()
+
+
+SQLiteStoreV3.__doc__ = SQLiteStore.__doc__
+
+
+class LRUStoreCacheV3(RmdirV3, LRUStoreCache, StoreV3):
+
+    def __init__(self, store, max_size: int):
+        self._store = StoreV3._ensure_store(store)
+        self._max_size = max_size
+        self._current_size = 0
+        self._keys_cache = None
+        self._contains_cache = None
+        self._listdir_cache: Dict[Path, Any] = dict()
+        self._values_cache: Dict[Path, Any] = OrderedDict()
+        self._mutex = Lock()
+        self.hits = self.misses = 0
+
+    def list(self):
+        return list(self.keys())
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+
+LRUStoreCacheV3.__doc__ = LRUStoreCache.__doc__
+
+
+class ConsolidatedMetadataStoreV3(ConsolidatedMetadataStore, StoreV3):
+    """A layer over other storage, where the metadata has been consolidated into
+    a single key.
+
+    The purpose of this class, is to be able to get all of the metadata for
+    a given array in a single read operation from the underlying storage.
+    See :func:`zarr.convenience.consolidate_metadata` for how to create this
+    single metadata key.
+
+    This class loads from the one key, and stores the data in a dict, so that
+    accessing the keys no longer requires operations on the backend store.
+
+    This class is read-only, and attempts to change the array metadata will
+    fail, but changing the data is possible. If the backend storage is changed
+    directly, then the metadata stored here could become obsolete, and
+    :func:`zarr.convenience.consolidate_metadata` should be called again and the class
+    re-invoked. The use case is for write once, read many times.
+
+    .. note:: This is an experimental feature.
+
+    Parameters
+    ----------
+    store: Store
+        Containing the zarr array.
+    metadata_key: str
+        The target in the store where all of the metadata are stored. We
+        assume JSON encoding.
+
+    See Also
+    --------
+    zarr.convenience.consolidate_metadata, zarr.convenience.open_consolidated
+
+    """
+
+    def __init__(self, store: StoreLike, metadata_key=meta_root + "consolidated/.zmetadata"):
+        self.store = StoreV3._ensure_store(store)
+
+        # retrieve consolidated metadata
+        meta = json_loads(self.store[metadata_key])
+
+        # check format of consolidated metadata
+        consolidated_format = meta.get('zarr_consolidated_format', None)
+        if consolidated_format != 1:
+            raise MetadataError('unsupported zarr consolidated metadata format: %s' %
+                                consolidated_format)
+
+        # decode metadata
+        self.meta_store: Store = KVStoreV3(meta["metadata"])
+
+    def rmdir(self, key):
+        raise ReadOnlyError()
+
+    # def __setitem__(self, key, value):
+    #     raise ReadOnlyError()
diff --git a/zarr/tests/data/store.zip b/zarr/tests/data/store.zip
index a36fd675b34fb7f6bcea7c7e9d3f65e359106ee5..76ba856c6279354024e61645bb2da812b188599e 100644
GIT binary patch
literal 343
zcmWIWW@Zs#00Dyx^^jFP|I3(xY!K!J;@s4dME#=t{1W}N{QRWEq5u@tKm~AssyZpL
z3Qeh6<{Sl}Vh{!y4m6GtNPz$ogaQkLm@H6!fHxzP2s3WCL6tEq0ULzkQgp2_r63yQ
rP#9Rks0U;sw1S<DYAXYp!x35|flQz`0=!w-K!VIbxEx5&0&y4sxJ56r

literal 107
zcmWIWW@Zs#0D%pTk-n>X{+BTW*)W`zpP!Ui6yVLsB*Kha6<9lvXkY}ffO-PFS=m5L
NMj$i<(kdVh0|51G4^aRB

diff --git a/zarr/tests/test_attrs.py b/zarr/tests/test_attrs.py
index b2de736d4a..dbbc19328a 100644
--- a/zarr/tests/test_attrs.py
+++ b/zarr/tests/test_attrs.py
@@ -2,24 +2,36 @@
 
 import pytest
 
+from zarr._storage.store import meta_root
 from zarr.attrs import Attributes
-from zarr.tests.util import CountingDict
-from zarr.storage import KVStore
+from zarr.storage import KVStore, KVStoreV3
+from zarr.tests.util import CountingDict, CountingDictV3
+
+
+@pytest.fixture(params=[2, 3])
+def zarr_version(request):
+    return request.param
+
+
+def _init_store(version):
+    """Use a plain dict() for v2, but KVStoreV3 otherwise."""
+    if version == 2:
+        return dict()
+    return KVStoreV3(dict())
 
 
 class TestAttributes():
 
-    def init_attributes(self, store, read_only=False, cache=True):
-        return Attributes(store, key='attrs', read_only=read_only, cache=cache)
+    def init_attributes(self, store, read_only=False, cache=True, zarr_version=2):
+        root = '.z' if zarr_version == 2 else meta_root
+        return Attributes(store, key=root + 'attrs', read_only=read_only, cache=cache)
 
-    @pytest.mark.parametrize('store_from_dict', [False, True])
-    def test_storage(self, store_from_dict):
+    def test_storage(self, zarr_version):
 
-        if store_from_dict:
-            store = dict()
-        else:
-            store = KVStore(dict())
-        a = Attributes(store=store, key='attrs')
+        store = _init_store(zarr_version)
+        root = '.z' if zarr_version == 2 else meta_root
+        attrs_key = root + 'attrs'
+        a = Attributes(store=store, key=attrs_key)
         assert isinstance(a.store, KVStore)
         assert 'foo' not in a
         assert 'bar' not in a
@@ -27,14 +39,17 @@ def test_storage(self, store_from_dict):
 
         a['foo'] = 'bar'
         a['baz'] = 42
-        assert 'attrs' in store
-        assert isinstance(store['attrs'], bytes)
-        d = json.loads(str(store['attrs'], 'ascii'))
+        assert attrs_key in store
+        assert isinstance(store[attrs_key], bytes)
+        d = json.loads(str(store[attrs_key], 'ascii'))
+        if zarr_version == 3:
+            d = d['attributes']
         assert dict(foo='bar', baz=42) == d
 
-    def test_get_set_del_contains(self):
+    def test_get_set_del_contains(self, zarr_version):
 
-        a = self.init_attributes(dict())
+        store = _init_store(zarr_version)
+        a = self.init_attributes(store, zarr_version=zarr_version)
         assert 'foo' not in a
         a['foo'] = 'bar'
         a['baz'] = 42
@@ -48,9 +63,10 @@ def test_get_set_del_contains(self):
             # noinspection PyStatementEffect
             a['foo']
 
-    def test_update_put(self):
+    def test_update_put(self, zarr_version):
 
-        a = self.init_attributes(dict())
+        store = _init_store(zarr_version)
+        a = self.init_attributes(store, zarr_version=zarr_version)
         assert 'foo' not in a
         assert 'bar' not in a
         assert 'baz' not in a
@@ -65,9 +81,10 @@ def test_update_put(self):
         assert a['bar'] == 84
         assert 'baz' not in a
 
-    def test_iterators(self):
+    def test_iterators(self, zarr_version):
 
-        a = self.init_attributes(dict())
+        store = _init_store(zarr_version)
+        a = self.init_attributes(store, zarr_version=zarr_version)
         assert 0 == len(a)
         assert set() == set(a)
         assert set() == set(a.keys())
@@ -83,10 +100,15 @@ def test_iterators(self):
         assert {'bar', 42} == set(a.values())
         assert {('foo', 'bar'), ('baz', 42)} == set(a.items())
 
-    def test_read_only(self):
-        store = dict()
-        a = self.init_attributes(store, read_only=True)
-        store['attrs'] = json.dumps(dict(foo='bar', baz=42)).encode('ascii')
+    def test_read_only(self, zarr_version):
+        store = _init_store(zarr_version)
+        a = self.init_attributes(store, read_only=True, zarr_version=zarr_version)
+        if zarr_version == 2:
+            store['.zattrs'] = json.dumps(dict(foo='bar', baz=42)).encode('ascii')
+        else:
+            store['meta/root/attrs'] = json.dumps(
+                    dict(attributes=dict(foo='bar', baz=42))
+            ).encode('ascii')
         assert a['foo'] == 'bar'
         assert a['baz'] == 42
         with pytest.raises(PermissionError):
@@ -96,8 +118,9 @@ def test_read_only(self):
         with pytest.raises(PermissionError):
             a.update(foo='quux')
 
-    def test_key_completions(self):
-        a = self.init_attributes(dict())
+    def test_key_completions(self, zarr_version):
+        store = _init_store(zarr_version)
+        a = self.init_attributes(store, zarr_version=zarr_version)
         d = a._ipython_key_completions_()
         assert 'foo' not in d
         assert '123' not in d
@@ -112,113 +135,135 @@ def test_key_completions(self):
         assert 'asdf;' in d
         assert 'baz' not in d
 
-    def test_caching_on(self):
+    def test_caching_on(self, zarr_version):
         # caching is turned on by default
 
         # setup store
-        store = CountingDict()
-        assert 0 == store.counter['__getitem__', 'attrs']
-        assert 0 == store.counter['__setitem__', 'attrs']
-        store['attrs'] = json.dumps(dict(foo='xxx', bar=42)).encode('ascii')
-        assert 0 == store.counter['__getitem__', 'attrs']
-        assert 1 == store.counter['__setitem__', 'attrs']
+        store = CountingDict() if zarr_version == 2 else CountingDictV3()
+        attrs_key = '.zattrs' if zarr_version == 2 else 'meta/root/attrs'
+        assert 0 == store.counter['__getitem__', attrs_key]
+        assert 0 == store.counter['__setitem__', attrs_key]
+        if zarr_version == 2:
+            store[attrs_key] = json.dumps(dict(foo='xxx', bar=42)).encode('ascii')
+        else:
+            store[attrs_key] = json.dumps(dict(attributes=dict(foo='xxx', bar=42))).encode('ascii')
+        assert 0 == store.counter['__getitem__', attrs_key]
+        assert 1 == store.counter['__setitem__', attrs_key]
 
         # setup attributes
-        a = self.init_attributes(store)
+        a = self.init_attributes(store, zarr_version=zarr_version)
 
         # test __getitem__ causes all attributes to be cached
         assert a['foo'] == 'xxx'
-        assert 1 == store.counter['__getitem__', 'attrs']
+        assert 1 == store.counter['__getitem__', attrs_key]
         assert a['bar'] == 42
-        assert 1 == store.counter['__getitem__', 'attrs']
+        assert 1 == store.counter['__getitem__', attrs_key]
         assert a['foo'] == 'xxx'
-        assert 1 == store.counter['__getitem__', 'attrs']
+        assert 1 == store.counter['__getitem__', attrs_key]
 
         # test __setitem__ updates the cache
         a['foo'] = 'yyy'
-        assert 2 == store.counter['__getitem__', 'attrs']
-        assert 2 == store.counter['__setitem__', 'attrs']
+        get_cnt = 2 if zarr_version == 2 else 3
+        assert get_cnt == store.counter['__getitem__', attrs_key]
+        assert 2 == store.counter['__setitem__', attrs_key]
         assert a['foo'] == 'yyy'
-        assert 2 == store.counter['__getitem__', 'attrs']
-        assert 2 == store.counter['__setitem__', 'attrs']
+        assert get_cnt == store.counter['__getitem__', attrs_key]
+        assert 2 == store.counter['__setitem__', attrs_key]
 
         # test update() updates the cache
         a.update(foo='zzz', bar=84)
-        assert 3 == store.counter['__getitem__', 'attrs']
-        assert 3 == store.counter['__setitem__', 'attrs']
+        get_cnt = 3 if zarr_version == 2 else 5
+        assert get_cnt == store.counter['__getitem__', attrs_key]
+        assert 3 == store.counter['__setitem__', attrs_key]
         assert a['foo'] == 'zzz'
         assert a['bar'] == 84
-        assert 3 == store.counter['__getitem__', 'attrs']
-        assert 3 == store.counter['__setitem__', 'attrs']
+        assert get_cnt == store.counter['__getitem__', attrs_key]
+        assert 3 == store.counter['__setitem__', attrs_key]
 
         # test __contains__ uses the cache
         assert 'foo' in a
-        assert 3 == store.counter['__getitem__', 'attrs']
-        assert 3 == store.counter['__setitem__', 'attrs']
+        assert get_cnt == store.counter['__getitem__', attrs_key]
+        assert 3 == store.counter['__setitem__', attrs_key]
         assert 'spam' not in a
-        assert 3 == store.counter['__getitem__', 'attrs']
-        assert 3 == store.counter['__setitem__', 'attrs']
+        assert get_cnt == store.counter['__getitem__', attrs_key]
+        assert 3 == store.counter['__setitem__', attrs_key]
 
         # test __delitem__ updates the cache
         del a['bar']
-        assert 4 == store.counter['__getitem__', 'attrs']
-        assert 4 == store.counter['__setitem__', 'attrs']
+        get_cnt = 4 if zarr_version == 2 else 7
+        assert get_cnt == store.counter['__getitem__', attrs_key]
+        assert 4 == store.counter['__setitem__', attrs_key]
         assert 'bar' not in a
-        assert 4 == store.counter['__getitem__', 'attrs']
-        assert 4 == store.counter['__setitem__', 'attrs']
+        assert get_cnt == store.counter['__getitem__', attrs_key]
+        assert 4 == store.counter['__setitem__', attrs_key]
 
         # test refresh()
-        store['attrs'] = json.dumps(dict(foo='xxx', bar=42)).encode('ascii')
-        assert 4 == store.counter['__getitem__', 'attrs']
+        if zarr_version == 2:
+            store[attrs_key] = json.dumps(dict(foo='xxx', bar=42)).encode('ascii')
+        else:
+            store[attrs_key] = json.dumps(dict(attributes=dict(foo='xxx', bar=42))).encode('ascii')
+        assert get_cnt == store.counter['__getitem__', attrs_key]
         a.refresh()
-        assert 5 == store.counter['__getitem__', 'attrs']
+        get_cnt = 5 if zarr_version == 2 else 8
+        assert get_cnt == store.counter['__getitem__', attrs_key]
         assert a['foo'] == 'xxx'
-        assert 5 == store.counter['__getitem__', 'attrs']
+        assert get_cnt == store.counter['__getitem__', attrs_key]
         assert a['bar'] == 42
-        assert 5 == store.counter['__getitem__', 'attrs']
+        assert get_cnt == store.counter['__getitem__', attrs_key]
 
-    def test_caching_off(self):
+    def test_caching_off(self, zarr_version):
 
         # setup store
-        store = CountingDict()
-        assert 0 == store.counter['__getitem__', 'attrs']
-        assert 0 == store.counter['__setitem__', 'attrs']
-        store['attrs'] = json.dumps(dict(foo='xxx', bar=42)).encode('ascii')
-        assert 0 == store.counter['__getitem__', 'attrs']
-        assert 1 == store.counter['__setitem__', 'attrs']
+        store = CountingDict() if zarr_version == 2 else CountingDictV3()
+        attrs_key = '.zattrs' if zarr_version == 2 else 'meta/root/attrs'
+        assert 0 == store.counter['__getitem__', attrs_key]
+        assert 0 == store.counter['__setitem__', attrs_key]
+
+        if zarr_version == 2:
+            store[attrs_key] = json.dumps(dict(foo='xxx', bar=42)).encode('ascii')
+        else:
+            store[attrs_key] = json.dumps(dict(attributes=dict(foo='xxx', bar=42))).encode('ascii')
+        assert 0 == store.counter['__getitem__', attrs_key]
+        assert 1 == store.counter['__setitem__', attrs_key]
 
         # setup attributes
-        a = self.init_attributes(store, cache=False)
+        a = self.init_attributes(store, cache=False, zarr_version=zarr_version)
 
         # test __getitem__
         assert a['foo'] == 'xxx'
-        assert 1 == store.counter['__getitem__', 'attrs']
+        assert 1 == store.counter['__getitem__', attrs_key]
         assert a['bar'] == 42
-        assert 2 == store.counter['__getitem__', 'attrs']
+        assert 2 == store.counter['__getitem__', attrs_key]
         assert a['foo'] == 'xxx'
-        assert 3 == store.counter['__getitem__', 'attrs']
+        assert 3 == store.counter['__getitem__', attrs_key]
 
         # test __setitem__
         a['foo'] = 'yyy'
-        assert 4 == store.counter['__getitem__', 'attrs']
-        assert 2 == store.counter['__setitem__', 'attrs']
+        get_cnt = 4 if zarr_version == 2 else 5
+        assert get_cnt == store.counter['__getitem__', attrs_key]
+        assert 2 == store.counter['__setitem__', attrs_key]
         assert a['foo'] == 'yyy'
-        assert 5 == store.counter['__getitem__', 'attrs']
-        assert 2 == store.counter['__setitem__', 'attrs']
+        get_cnt = 5 if zarr_version == 2 else 6
+        assert get_cnt == store.counter['__getitem__', attrs_key]
+        assert 2 == store.counter['__setitem__', attrs_key]
 
         # test update()
         a.update(foo='zzz', bar=84)
-        assert 6 == store.counter['__getitem__', 'attrs']
-        assert 3 == store.counter['__setitem__', 'attrs']
+        get_cnt = 6 if zarr_version == 2 else 8
+        assert get_cnt == store.counter['__getitem__', attrs_key]
+        assert 3 == store.counter['__setitem__', attrs_key]
         assert a['foo'] == 'zzz'
         assert a['bar'] == 84
-        assert 8 == store.counter['__getitem__', 'attrs']
-        assert 3 == store.counter['__setitem__', 'attrs']
+        get_cnt = 8 if zarr_version == 2 else 10
+        assert get_cnt == store.counter['__getitem__', attrs_key]
+        assert 3 == store.counter['__setitem__', attrs_key]
 
         # test __contains__
         assert 'foo' in a
-        assert 9 == store.counter['__getitem__', 'attrs']
-        assert 3 == store.counter['__setitem__', 'attrs']
+        get_cnt = 9 if zarr_version == 2 else 11
+        assert get_cnt == store.counter['__getitem__', attrs_key]
+        assert 3 == store.counter['__setitem__', attrs_key]
         assert 'spam' not in a
-        assert 10 == store.counter['__getitem__', 'attrs']
-        assert 3 == store.counter['__setitem__', 'attrs']
+        get_cnt = 10 if zarr_version == 2 else 12
+        assert get_cnt == store.counter['__getitem__', attrs_key]
+        assert 3 == store.counter['__setitem__', attrs_key]
diff --git a/zarr/tests/test_convenience.py b/zarr/tests/test_convenience.py
index a6041b788e..74c8d06fac 100644
--- a/zarr/tests/test_convenience.py
+++ b/zarr/tests/test_convenience.py
@@ -26,30 +26,54 @@
 from zarr.hierarchy import Group, group
 from zarr.storage import (
     ConsolidatedMetadataStore,
+    ConsolidatedMetadataStoreV3,
+    DirectoryStoreV3,
+    FSStoreV3,
+    KVStore,
+    KVStoreV3,
     MemoryStore,
+    MemoryStoreV3,
+    SQLiteStoreV3,
     atexit_rmtree,
+    data_root,
+    meta_root,
     getsize,
 )
+from zarr.tests.util import have_fsspec
 
 
-def test_open_array(path_type):
+def _init_creation_kwargs(zarr_version):
+    kwargs = {'zarr_version': zarr_version}
+    if zarr_version == 3:
+        kwargs['path'] = 'dataset'
+    return kwargs
+
+
+@pytest.mark.parametrize('zarr_version', [2, 3])
+def test_open_array(path_type, zarr_version):
 
     store = tempfile.mkdtemp()
     atexit.register(atexit_rmtree, store)
     store = path_type(store)
+    kwargs = _init_creation_kwargs(zarr_version)
 
     # open array, create if doesn't exist
-    z = open(store, mode='a', shape=100)
+    z = open(store, mode='a', shape=100, **kwargs)
     assert isinstance(z, Array)
     assert z.shape == (100,)
 
     # open array, overwrite
-    z = open(store, mode='w', shape=200)
+    z = open(store, mode='w', shape=200, **kwargs)
     assert isinstance(z, Array)
     assert z.shape == (200,)
 
+    if zarr_version == 3:
+        # cannot open a v3 array without path
+        with pytest.raises(ValueError):
+            open(store, mode='w', shape=200, zarr_version=3)
+
     # open array, read-only
-    z = open(store, mode='r')
+    z = open(store, mode='r', **kwargs)
     assert isinstance(z, Array)
     assert z.shape == (200,)
     assert z.read_only
@@ -59,44 +83,83 @@ def test_open_array(path_type):
         open('doesnotexist', mode='r')
 
 
-def test_open_group(path_type):
+@pytest.mark.parametrize("zarr_version", [2, 3])
+def test_open_group(path_type, zarr_version):
 
     store = tempfile.mkdtemp()
     atexit.register(atexit_rmtree, store)
     store = path_type(store)
+    kwargs = _init_creation_kwargs(zarr_version)
 
     # open group, create if doesn't exist
-    g = open(store, mode='a')
+    g = open(store, mode='a', **kwargs)
     g.create_group('foo')
     assert isinstance(g, Group)
     assert 'foo' in g
 
     # open group, overwrite
-    g = open(store, mode='w')
+    g = open(store, mode='w', **kwargs)
     assert isinstance(g, Group)
     assert 'foo' not in g
 
+    if zarr_version == 3:
+        # cannot open a v3 group without path
+        with pytest.raises(ValueError):
+            open(store, mode='w', zarr_version=3)
+
     # open group, read-only
-    g = open(store, mode='r')
+    g = open(store, mode='r', **kwargs)
     assert isinstance(g, Group)
     assert g.read_only
 
 
-def test_save_errors():
+@pytest.mark.parametrize("zarr_version", [2, 3])
+def test_save_errors(zarr_version):
     with pytest.raises(ValueError):
         # no arrays provided
-        save_group('data/group.zarr')
+        save_group('data/group.zarr', zarr_version=zarr_version)
+    with pytest.raises(TypeError):
+        # no array provided
+        save_array('data/group.zarr', zarr_version=zarr_version)
     with pytest.raises(ValueError):
         # no arrays provided
-        save('data/group.zarr')
+        save('data/group.zarr', zarr_version=zarr_version)
+
+
+def test_zarr_v3_save_multiple_unnamed():
+    x = np.ones(8)
+    y = np.zeros(8)
+    store = KVStoreV3(dict())
+    # no path provided
+    save_group(store, x, y, path='dataset', zarr_version=3)
+    # names become arr_{i} for unnamed *args
+    assert data_root + 'dataset/arr_0/c0' in store
+    assert data_root + 'dataset/arr_1/c0' in store
+    assert meta_root + 'dataset/arr_0.array.json' in store
+    assert meta_root + 'dataset/arr_1.array.json' in store
 
 
-def test_lazy_loader():
+def test_zarr_v3_save_errors():
+    x = np.ones(8)
+    with pytest.raises(ValueError):
+        # no path provided
+        save_group('data/group.zr3', x, zarr_version=3)
+    with pytest.raises(ValueError):
+        # no path provided
+        save_array('data/group.zr3', x, zarr_version=3)
+    with pytest.raises(ValueError):
+        # no path provided
+        save('data/group.zr3', x, zarr_version=3)
+
+
+@pytest.mark.parametrize("zarr_version", [2, 3])
+def test_lazy_loader(zarr_version):
     foo = np.arange(100)
     bar = np.arange(100, 0, -1)
-    store = 'data/group.zarr'
-    save(store, foo=foo, bar=bar)
-    loader = load(store)
+    store = 'data/group.zarr' if zarr_version == 2 else 'data/group.zr3'
+    kwargs = _init_creation_kwargs(zarr_version)
+    save(store, foo=foo, bar=bar, **kwargs)
+    loader = load(store, **kwargs)
     assert 'foo' in loader
     assert 'bar' in loader
     assert 'baz' not in loader
@@ -104,13 +167,58 @@ def test_lazy_loader():
     assert sorted(loader) == ['bar', 'foo']
     assert_array_equal(foo, loader['foo'])
     assert_array_equal(bar, loader['bar'])
+    assert 'LazyLoader: ' in repr(loader)
 
 
-def test_consolidate_metadata():
+@pytest.mark.parametrize("zarr_version", [2, 3])
+def test_load_array(zarr_version):
+    foo = np.arange(100)
+    bar = np.arange(100, 0, -1)
+    store = 'data/group.zarr' if zarr_version == 2 else 'data/group.zr3'
+    kwargs = _init_creation_kwargs(zarr_version)
+    save(store, foo=foo, bar=bar, **kwargs)
+
+    # can also load arrays directly into a numpy array
+    for array_name in ['foo', 'bar']:
+        array_path = 'dataset/' + array_name if zarr_version == 3 else array_name
+        array = load(store, path=array_path, zarr_version=zarr_version)
+        assert isinstance(array, np.ndarray)
+        if array_name == 'foo':
+            assert_array_equal(foo, array)
+        else:
+            assert_array_equal(bar, array)
+
+
+@pytest.mark.parametrize("zarr_version", [2, 3])
+def test_tree(zarr_version):
+    kwargs = _init_creation_kwargs(zarr_version)
+    g1 = zarr.group(**kwargs)
+    g1.create_group('foo')
+    g3 = g1.create_group('bar')
+    g3.create_group('baz')
+    g5 = g3.create_group('qux')
+    g5.create_dataset('baz', shape=100, chunks=10)
+    assert repr(zarr.tree(g1)) == repr(g1.tree())
+    assert str(zarr.tree(g1)) == str(g1.tree())
+
+
+# TODO: consolidated metadata currently only supported for v2
+
+@pytest.mark.parametrize('zarr_version', [2, 3])
+@pytest.mark.parametrize('with_chunk_store', [False, True], ids=['default', 'with_chunk_store'])
+def test_consolidate_metadata(with_chunk_store, zarr_version):
+
+    if zarr_version == 2:
+        MemoryStoreClass = MemoryStore
+        path = ''
+    else:
+        MemoryStoreClass = MemoryStoreV3
+        path = 'dataset'
 
     # setup initial data
-    store = MemoryStore()
-    z = group(store)
+    store = MemoryStoreClass()
+    chunk_store = MemoryStoreClass() if with_chunk_store else None
+    z = group(store, chunk_store=chunk_store, path=path)
     z.create_group('g1')
     g2 = z.create_group('g2')
     g2.attrs['hello'] = 'world'
@@ -121,20 +229,41 @@ def test_consolidate_metadata():
     arr[:] = 1.0
     assert 16 == arr.nchunks_initialized
 
+    if zarr_version == 3:
+        # error on v3 if path not provided
+        with pytest.raises(ValueError):
+            consolidate_metadata(store, path=None)
+
+        with pytest.raises(ValueError):
+            consolidate_metadata(store, path='')
+
     # perform consolidation
-    out = consolidate_metadata(store)
+    out = consolidate_metadata(store, path=path)
     assert isinstance(out, Group)
-    assert '.zmetadata' in store
-    for key in ['.zgroup',
-                'g1/.zgroup',
-                'g2/.zgroup',
-                'g2/.zattrs',
-                'g2/arr/.zarray',
-                'g2/arr/.zattrs']:
+    assert ['g1', 'g2'] == list(out)
+    if zarr_version == 2:
+        assert isinstance(out._store, ConsolidatedMetadataStore)
+        assert '.zmetadata' in store
+        meta_keys = ['.zgroup',
+                     'g1/.zgroup',
+                     'g2/.zgroup',
+                     'g2/.zattrs',
+                     'g2/arr/.zarray',
+                     'g2/arr/.zattrs']
+    else:
+        assert isinstance(out._store, ConsolidatedMetadataStoreV3)
+        assert 'meta/root/consolidated/.zmetadata' in store
+        meta_keys = ['zarr.json',
+                     meta_root + 'dataset.group.json',
+                     meta_root + 'dataset/g1.group.json',
+                     meta_root + 'dataset/g2.group.json',
+                     meta_root + 'dataset/g2/arr.array.json',
+                     'meta/root/consolidated.group.json']
+    for key in meta_keys:
         del store[key]
 
     # open consolidated
-    z2 = open_consolidated(store)
+    z2 = open_consolidated(store, chunk_store=chunk_store, path=path)
     assert ['g1', 'g2'] == list(z2)
     assert 'world' == z2.g2.attrs['hello']
     assert 1 == z2.g2.arr.attrs['data']
@@ -143,11 +272,18 @@ def test_consolidate_metadata():
     assert 16 == z2.g2.arr.nchunks_initialized
 
     # tests del/write on the store
-    cmd = ConsolidatedMetadataStore(store)
-    with pytest.raises(PermissionError):
-        del cmd['.zgroup']
-    with pytest.raises(PermissionError):
-        cmd['.zgroup'] = None
+    if zarr_version == 2:
+        cmd = ConsolidatedMetadataStore(store)
+        with pytest.raises(PermissionError):
+            del cmd['.zgroup']
+        with pytest.raises(PermissionError):
+            cmd['.zgroup'] = None
+    else:
+        cmd = ConsolidatedMetadataStoreV3(store)
+        with pytest.raises(PermissionError):
+            del cmd[meta_root + 'dataset.group.json']
+        with pytest.raises(PermissionError):
+            cmd[meta_root + 'dataset.group.json'] = None
 
     # test getsize on the store
     assert isinstance(getsize(cmd), Integral)
@@ -172,14 +308,16 @@ def test_consolidate_metadata():
 
     # test invalid modes
     with pytest.raises(ValueError):
-        open_consolidated(store, mode='a')
+        open_consolidated(store, chunk_store=chunk_store, mode='a', path=path)
     with pytest.raises(ValueError):
-        open_consolidated(store, mode='w')
+        open_consolidated(store, chunk_store=chunk_store, mode='w', path=path)
     with pytest.raises(ValueError):
-        open_consolidated(store, mode='w-')
+        open_consolidated(store, chunk_store=chunk_store, mode='w-', path=path)
 
     # make sure keyword arguments are passed through without error
-    open_consolidated(store, cache_attrs=True, synchronizer=None)
+    open_consolidated(
+        store, chunk_store=chunk_store, path=path, cache_attrs=True, synchronizer=None
+    )
 
 
 def test_consolidated_with_chunk_store():
@@ -247,6 +385,8 @@ def test_save_array_separator(tmpdir, options):
 
 class TestCopyStore(unittest.TestCase):
 
+    _version = 2
+
     def setUp(self):
         source = dict()
         source['foo'] = b'xxx'
@@ -254,9 +394,12 @@ def setUp(self):
         source['bar/qux'] = b'zzz'
         self.source = source
 
+    def _get_dest_store(self):
+        return dict()
+
     def test_no_paths(self):
         source = self.source
-        dest = dict()
+        dest = self._get_dest_store()
         copy_store(source, dest)
         assert len(source) == len(dest)
         for key in source:
@@ -266,7 +409,7 @@ def test_source_path(self):
         source = self.source
         # paths should be normalized
         for source_path in 'bar', 'bar/', '/bar', '/bar/':
-            dest = dict()
+            dest = self._get_dest_store()
             copy_store(source, dest, source_path=source_path)
             assert 2 == len(dest)
             for key in source:
@@ -280,11 +423,14 @@ def test_dest_path(self):
         source = self.source
         # paths should be normalized
         for dest_path in 'new', 'new/', '/new', '/new/':
-            dest = dict()
+            dest = self._get_dest_store()
             copy_store(source, dest, dest_path=dest_path)
             assert len(source) == len(dest)
             for key in source:
-                dest_key = 'new/' + key
+                if self._version == 3:
+                    dest_key = key[:10] + 'new/' + key[10:]
+                else:
+                    dest_key = 'new/' + key
                 assert source[key] == dest[dest_key]
 
     def test_source_dest_path(self):
@@ -292,7 +438,7 @@ def test_source_dest_path(self):
         # paths should be normalized
         for source_path in 'bar', 'bar/', '/bar', '/bar/':
             for dest_path in 'new', 'new/', '/new', '/new/':
-                dest = dict()
+                dest = self._get_dest_store()
                 copy_store(source, dest, source_path=source_path,
                            dest_path=dest_path)
                 assert 2 == len(dest)
@@ -308,41 +454,44 @@ def test_excludes_includes(self):
         source = self.source
 
         # single excludes
-        dest = dict()
+        dest = self._get_dest_store()
         excludes = 'f.*'
         copy_store(source, dest, excludes=excludes)
         assert len(dest) == 2
-        assert 'foo' not in dest
+
+        root = '' if self._version == 2 else meta_root
+        assert root + 'foo' not in dest
 
         # multiple excludes
-        dest = dict()
+        dest = self._get_dest_store()
         excludes = 'b.z', '.*x'
         copy_store(source, dest, excludes=excludes)
         assert len(dest) == 1
-        assert 'foo' in dest
-        assert 'bar/baz' not in dest
-        assert 'bar/qux' not in dest
+        assert root + 'foo' in dest
+        assert root + 'bar/baz' not in dest
+        assert root + 'bar/qux' not in dest
 
         # excludes and includes
-        dest = dict()
+        dest = self._get_dest_store()
         excludes = 'b.*'
         includes = '.*x'
         copy_store(source, dest, excludes=excludes, includes=includes)
         assert len(dest) == 2
-        assert 'foo' in dest
-        assert 'bar/baz' not in dest
-        assert 'bar/qux' in dest
+        assert root + 'foo' in dest
+        assert root + 'bar/baz' not in dest
+        assert root + 'bar/qux' in dest
 
     def test_dry_run(self):
         source = self.source
-        dest = dict()
+        dest = self._get_dest_store()
         copy_store(source, dest, dry_run=True)
         assert 0 == len(dest)
 
     def test_if_exists(self):
         source = self.source
-        dest = dict()
-        dest['bar/baz'] = b'mmm'
+        dest = self._get_dest_store()
+        root = '' if self._version == 2 else meta_root
+        dest[root + 'bar/baz'] = b'mmm'
 
         # default ('raise')
         with pytest.raises(CopyError):
@@ -355,22 +504,43 @@ def test_if_exists(self):
         # skip
         copy_store(source, dest, if_exists='skip')
         assert 3 == len(dest)
-        assert dest['foo'] == b'xxx'
-        assert dest['bar/baz'] == b'mmm'
-        assert dest['bar/qux'] == b'zzz'
+        assert dest[root + 'foo'] == b'xxx'
+        assert dest[root + 'bar/baz'] == b'mmm'
+        assert dest[root + 'bar/qux'] == b'zzz'
 
         # replace
         copy_store(source, dest, if_exists='replace')
         assert 3 == len(dest)
-        assert dest['foo'] == b'xxx'
-        assert dest['bar/baz'] == b'yyy'
-        assert dest['bar/qux'] == b'zzz'
+        assert dest[root + 'foo'] == b'xxx'
+        assert dest[root + 'bar/baz'] == b'yyy'
+        assert dest[root + 'bar/qux'] == b'zzz'
 
         # invalid option
         with pytest.raises(ValueError):
             copy_store(source, dest, if_exists='foobar')
 
 
+class TestCopyStoreV3(TestCopyStore):
+
+    _version = 3
+
+    def setUp(self):
+        source = KVStoreV3(dict())
+        source['meta/root/foo'] = b'xxx'
+        source['meta/root/bar/baz'] = b'yyy'
+        source['meta/root/bar/qux'] = b'zzz'
+        self.source = source
+
+    def _get_dest_store(self):
+        return KVStoreV3(dict())
+
+    def test_mismatched_store_versions(self):
+        # cannot copy between stores of mixed Zarr versions
+        dest = KVStore(dict())
+        with pytest.raises(ValueError):
+            copy_store(self.source, dest)
+
+
 def check_copied_array(original, copied, without_attrs=False,
                        expect_props=None):
 
@@ -419,7 +589,14 @@ def check_copied_array(original, copied, without_attrs=False,
         for k in original.attrs.keys():
             assert k not in copied.attrs
     else:
-        assert sorted(original.attrs.items()) == sorted(copied.attrs.items())
+        if dest_h5py and 'filters' in original.attrs:
+            # special case in v3 (storing filters metadata under attributes)
+            # we explicitly do not copy this info over to HDF5
+            original_attrs = original.attrs.asdict().copy()
+            original_attrs.pop('filters')
+        else:
+            original_attrs = original.attrs
+        assert sorted(original_attrs.items()) == sorted(copied.attrs.items())
 
 
 def check_copied_group(original, copied, without_attrs=False, expect_props=None,
@@ -473,10 +650,32 @@ def test_copy_all():
         dry_run=False,
     )
 
+    assert 'subgroup' in destination_group
     assert destination_group.attrs["info"] == "group attrs"
     assert destination_group.subgroup.attrs["info"] == "sub attrs"
 
 
+def test_copy_all_v3():
+    """
+    https://github.com/zarr-developers/zarr-python/issues/269
+
+    copy_all used to not copy attributes as `.keys()`
+
+    """
+    original_group = zarr.group(store=MemoryStoreV3(), path='group1', overwrite=True)
+    original_group.create_group("subgroup")
+
+    destination_group = zarr.group(store=MemoryStoreV3(), path='group2', overwrite=True)
+
+    # copy from memory to directory store
+    copy_all(
+        original_group,
+        destination_group,
+        dry_run=False,
+    )
+    assert 'subgroup' in destination_group
+
+
 class TestCopy:
     @pytest.fixture(params=[False, True], ids=['zarr', 'hdf5'])
     def source(self, request, tmpdir):
@@ -719,3 +918,88 @@ def test_logging(self, source, dest, tmpdir):
         # bad option
         with pytest.raises(TypeError):
             copy(source['foo'], dest, dry_run=True, log=True)
+
+
+class TestCopyV3(TestCopy):
+
+    @pytest.fixture(params=['zarr', 'hdf5'])
+    def source(self, request, tmpdir):
+        def prep_source(source):
+            foo = source.create_group('foo')
+            foo.attrs['experiment'] = 'weird science'
+            baz = foo.create_dataset('bar/baz', data=np.arange(100), chunks=(50,))
+            baz.attrs['units'] = 'metres'
+            if request.param == 'hdf5':
+                extra_kws = dict(compression='gzip', compression_opts=3, fillvalue=84,
+                                 shuffle=True, fletcher32=True)
+            else:
+                extra_kws = dict(compressor=Zlib(3), order='F', fill_value=42, filters=[Adler32()])
+            source.create_dataset('spam', data=np.arange(100, 200).reshape(20, 5),
+                                  chunks=(10, 2), dtype='i2', **extra_kws)
+            return source
+
+        if request.param == 'hdf5':
+            h5py = pytest.importorskip('h5py')
+            fn = tmpdir.join('source.h5')
+            with h5py.File(str(fn), mode='w') as h5f:
+                yield prep_source(h5f)
+        elif request.param == 'zarr':
+            yield prep_source(group(path='group1', zarr_version=3))
+
+    # Test with various destination StoreV3 types as TestCopyV3 covers rmdir
+    destinations = ['hdf5', 'zarr', 'zarr_kvstore', 'zarr_directorystore', 'zarr_sqlitestore']
+    if have_fsspec:
+        destinations += ['zarr_fsstore']
+
+    @pytest.fixture(params=destinations)
+    def dest(self, request, tmpdir):
+        if request.param == 'hdf5':
+            h5py = pytest.importorskip('h5py')
+            fn = tmpdir.join('dest.h5')
+            with h5py.File(str(fn), mode='w') as h5f:
+                yield h5f
+        elif request.param == 'zarr':
+            yield group(path='group2', zarr_version=3)
+        elif request.param == 'zarr_kvstore':
+            store = KVStoreV3(dict())
+            yield group(store, path='group2', zarr_version=3)
+        elif request.param == 'zarr_fsstore':
+            fn = tmpdir.join('dest.zr3')
+            store = FSStoreV3(str(fn), auto_mkdir=True)
+            yield group(store, path='group2', zarr_version=3)
+        elif request.param == 'zarr_directorystore':
+            fn = tmpdir.join('dest.zr3')
+            store = DirectoryStoreV3(str(fn))
+            yield group(store, path='group2', zarr_version=3)
+        elif request.param == 'zarr_sqlitestore':
+            fn = tmpdir.join('dest.db')
+            store = SQLiteStoreV3(str(fn))
+            yield group(store, path='group2', zarr_version=3)
+
+    def test_copy_array_create_options(self, source, dest):
+        dest_h5py = dest.__module__.startswith('h5py.')
+
+        # copy array, provide creation options
+        compressor = Zlib(9)
+        create_kws = dict(chunks=(10,))
+        if dest_h5py:
+            create_kws.update(compression='gzip', compression_opts=9,
+                              shuffle=True, fletcher32=True, fillvalue=42)
+        else:
+            # v3 case has no filters argument in zarr create_kws
+            create_kws.update(compressor=compressor, fill_value=42, order='F')
+        copy(source['foo/bar/baz'], dest, without_attrs=True, **create_kws)
+        check_copied_array(source['foo/bar/baz'], dest['baz'],
+                           without_attrs=True, expect_props=create_kws)
+
+    def test_copy_group_no_name(self, source, dest):
+        if source.__module__.startswith('h5py'):
+            with pytest.raises(TypeError):
+                copy(source, dest)
+        else:
+            # For v3, dest.name will be inferred from source.name
+            copy(source, dest)
+            check_copied_group(source, dest[source.name.lstrip('/')])
+
+        copy(source, dest, name='root')
+        check_copied_group(source, dest['root'])
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 7423132887..08bda94ba2 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -17,7 +17,13 @@
 from numpy.testing import assert_array_almost_equal, assert_array_equal
 from pkg_resources import parse_version
 
+from zarr._storage.store import (
+    _prefix_to_array_key,
+    _prefix_to_attrs_key,
+    _prefix_to_group_key
+)
 from zarr.core import Array
+from zarr.errors import ArrayNotFoundError, ContainsGroupError
 from zarr.meta import json_loads
 from zarr.n5 import N5Store, N5FSStore, n5_keywords
 from zarr.storage import (
@@ -30,10 +36,21 @@
     LRUStoreCache,
     NestedDirectoryStore,
     SQLiteStore,
+    ABSStoreV3,
+    DBMStoreV3,
+    DirectoryStoreV3,
+    FSStoreV3,
+    KVStoreV3,
+    LMDBStoreV3,
+    LRUStoreCacheV3,
+    SQLiteStoreV3,
+    StoreV3,
     atexit_rmglob,
     atexit_rmtree,
+    data_root,
     init_array,
     init_group,
+    meta_root,
 )
 from zarr.util import buffer_size
 from zarr.tests.util import abs_container, skip_test_env_var, have_fsspec
@@ -43,6 +60,8 @@
 
 class TestArray(unittest.TestCase):
 
+    version = 2
+
     def test_array_init(self):
 
         # normal initialization
@@ -528,6 +547,8 @@ def test_setitem_data_not_shared(self):
         z.store.close()
 
     def expected(self):
+        # tests for array without path will not be run for v3 stores
+        assert self.version == 2
         return [
             "063b02ff8d9d3bab6da932ad5828b506ef0a6578",
             "f97b84dc9ffac807415f750100108764e837bb82",
@@ -1111,6 +1132,19 @@ def test_dtypes(self):
                 assert_array_equal(a, z[:])
                 z.store.close()
 
+        # unicode and bytestring dtypes
+        for dtype in ['S4', 'S6', 'U5', 'U5']:
+            n = 10
+            z = self.create_array(shape=n, chunks=3, dtype=dtype)
+            assert z.dtype == np.dtype(dtype)
+            if dtype.startswith('S'):
+                a = np.asarray([b'name'] * n, dtype=dtype)
+            else:
+                a = np.asarray(['§Æ¥¿é'] * n, dtype=dtype)
+            z[:] = a
+            np.all(a == z[:])
+            z.store.close()
+
         # check that datetime generic units are not allowed
         with pytest.raises(ValueError):
             self.create_array(shape=100, dtype='M8')
@@ -1180,7 +1214,6 @@ def test_object_arrays(self):
     def test_object_arrays_vlen_text(self):
 
         data = np.array(greetings * 1000, dtype=object)
-
         z = self.create_array(shape=data.shape, dtype=object, object_codec=VLenUTF8())
         z[0] = 'foo'
         assert z[0] == 'foo'
@@ -1474,11 +1507,17 @@ def test_attributes(self):
         a.attrs['foo'] = 'bar'
         assert a.attrs.key in a.store
         attrs = json_loads(a.store[a.attrs.key])
+        if self.version > 2:
+            # in v3, attributes are in a sub-dictionary of the metadata
+            attrs = attrs['attributes']
         assert 'foo' in attrs and attrs['foo'] == 'bar'
 
         a.attrs['bar'] = 'foo'
         assert a.attrs.key in a.store
         attrs = json_loads(a.store[a.attrs.key])
+        if self.version > 2:
+            # in v3, attributes are in a sub-dictionary of the metadata
+            attrs = attrs['attributes']
         assert 'foo' in attrs and attrs['foo'] == 'bar'
         assert 'bar' in attrs and attrs['bar'] == 'foo'
         a.store.close()
@@ -1508,28 +1547,14 @@ def create_array(read_only=False, **kwargs):
     def test_nchunks_initialized(self):
         pass
 
-    def test_hexdigest(self):
-        # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        assert 'f710da18d45d38d4aaf2afd7fb822fdd73d02957' == z.hexdigest()
-
-        # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<f4')
-        assert '1437428e69754b1e1a38bd7fc9e43669577620db' == z.hexdigest()
-
-        # Check basic 2-D array
-        z = self.create_array(shape=(20, 35,), chunks=10, dtype='<i4')
-        assert '6c530b6b9d73e108cc5ee7b6be3d552cc994bdbe' == z.hexdigest()
-
-        # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z[200:400] = np.arange(200, 400, dtype='i4')
-        assert '4c0a76fb1222498e09dcd92f7f9221d6cea8b40e' == z.hexdigest()
-
-        # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z.attrs['foo'] = 'bar'
-        assert '05b0663ffe1785f38d3a459dec17e57a18f254af' == z.hexdigest()
+    def expected(self):
+        return [
+            "f710da18d45d38d4aaf2afd7fb822fdd73d02957",
+            "1437428e69754b1e1a38bd7fc9e43669577620db",
+            "6c530b6b9d73e108cc5ee7b6be3d552cc994bdbe",
+            "4c0a76fb1222498e09dcd92f7f9221d6cea8b40e",
+            "05b0663ffe1785f38d3a459dec17e57a18f254af"
+        ]
 
     def test_nbytes_stored(self):
 
@@ -1565,28 +1590,14 @@ def create_array(read_only=False, **kwargs):
                      cache_metadata=cache_metadata, cache_attrs=cache_attrs,
                      write_empty_chunks=write_empty_chunks)
 
-    def test_hexdigest(self):
-        # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        assert 'f710da18d45d38d4aaf2afd7fb822fdd73d02957' == z.hexdigest()
-
-        # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<f4')
-        assert '1437428e69754b1e1a38bd7fc9e43669577620db' == z.hexdigest()
-
-        # Check basic 2-D array
-        z = self.create_array(shape=(20, 35,), chunks=10, dtype='<i4')
-        assert '6c530b6b9d73e108cc5ee7b6be3d552cc994bdbe' == z.hexdigest()
-
-        # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z[200:400] = np.arange(200, 400, dtype='i4')
-        assert '4c0a76fb1222498e09dcd92f7f9221d6cea8b40e' == z.hexdigest()
-
-        # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z.attrs['foo'] = 'bar'
-        assert '05b0663ffe1785f38d3a459dec17e57a18f254af' == z.hexdigest()
+    def expected(self):
+        return [
+            "f710da18d45d38d4aaf2afd7fb822fdd73d02957",
+            "1437428e69754b1e1a38bd7fc9e43669577620db",
+            "6c530b6b9d73e108cc5ee7b6be3d552cc994bdbe",
+            "4c0a76fb1222498e09dcd92f7f9221d6cea8b40e",
+            "05b0663ffe1785f38d3a459dec17e57a18f254af"
+        ]
 
     def test_nbytes_stored(self):
 
@@ -2000,32 +2011,6 @@ def expected(self):
            'e2258fedc74752196a8c8383db49e27193c995e2',
            ]
 
-    def test_hexdigest(self):
-        found = []
-        # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        found.append(z.hexdigest())
-
-        # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<f4')
-        found.append(z.hexdigest())
-
-        # Check basic 2-D array
-        z = self.create_array(shape=(20, 35,), chunks=10, dtype='<i4')
-        found.append(z.hexdigest())
-
-        # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z[200:400] = np.arange(200, 400, dtype='i4')
-        found.append(z.hexdigest())
-
-        # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z.attrs['foo'] = 'bar'
-        found.append(z.hexdigest())
-
-        assert self.expected() == found
-
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestArrayWithN5FSStore(TestArrayWithN5Store):
@@ -2158,28 +2143,14 @@ def create_array(self, read_only=False, **kwargs):
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
                      cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
-    def test_hexdigest(self):
-        # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        assert 'd3da3d485de4a5fcc6d91f9dfc6a7cba9720c561' == z.hexdigest()
-
-        # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<f4')
-        assert '443b8dee512e42946cb63ff01d28e9bee8105a5f' == z.hexdigest()
-
-        # Check basic 2-D array
-        z = self.create_array(shape=(20, 35,), chunks=10, dtype='<i4')
-        assert 'b75eb90f68aa8ee1e29f2c542e851d3945066c54' == z.hexdigest()
-
-        # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z[200:400] = np.arange(200, 400, dtype='i4')
-        assert '42b6ae0d50ec361628736ab7e68fe5fefca22136' == z.hexdigest()
-
-        # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z.attrs['foo'] = 'bar'
-        assert 'a0535f31c130f5e5ac66ba0713d1c1ceaebd089b' == z.hexdigest()
+    def expected(self):
+        return [
+            "d3da3d485de4a5fcc6d91f9dfc6a7cba9720c561",
+            "443b8dee512e42946cb63ff01d28e9bee8105a5f",
+            "b75eb90f68aa8ee1e29f2c542e851d3945066c54",
+            "42b6ae0d50ec361628736ab7e68fe5fefca22136",
+            "a0535f31c130f5e5ac66ba0713d1c1ceaebd089b",
+        ]
 
 
 class TestArrayWithBZ2Compressor(TestArray):
@@ -2195,28 +2166,14 @@ def create_array(self, read_only=False, **kwargs):
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
                      cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
-    def test_hexdigest(self):
-        # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        assert '33141032439fb1df5e24ad9891a7d845b6c668c8' == z.hexdigest()
-
-        # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<f4')
-        assert '44d719da065c88a412d609a5500ff41e07b331d6' == z.hexdigest()
-
-        # Check basic 2-D array
-        z = self.create_array(shape=(20, 35,), chunks=10, dtype='<i4')
-        assert '37c7c46e5730bba37da5e518c9d75f0d774c5098' == z.hexdigest()
-
-        # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z[200:400] = np.arange(200, 400, dtype='i4')
-        assert '1e1bcaac63e4ef3c4a68f11672537131c627f168' == z.hexdigest()
-
-        # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z.attrs['foo'] = 'bar'
-        assert '86d7b9bf22dccbeaa22f340f38be506b55e76ff2' == z.hexdigest()
+    def expected(self):
+        return [
+            "33141032439fb1df5e24ad9891a7d845b6c668c8",
+            "44d719da065c88a412d609a5500ff41e07b331d6",
+            "37c7c46e5730bba37da5e518c9d75f0d774c5098",
+            "1e1bcaac63e4ef3c4a68f11672537131c627f168",
+            "86d7b9bf22dccbeaa22f340f38be506b55e76ff2",
+        ]
 
 
 class TestArrayWithBloscCompressor(TestArray):
@@ -2232,28 +2189,14 @@ def create_array(self, read_only=False, **kwargs):
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
                      cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
-    def test_hexdigest(self):
-        # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        assert '7ff2ae8511eac915fad311647c168ccfe943e788' == z.hexdigest()
-
-        # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<f4')
-        assert '962705c861863495e9ccb7be7735907aa15e85b5' == z.hexdigest()
-
-        # Check basic 2-D array
-        z = self.create_array(shape=(20, 35,), chunks=10, dtype='<i4')
-        assert '74ed339cfe84d544ac023d085ea0cd6a63f56c4b' == z.hexdigest()
-
-        # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z[200:400] = np.arange(200, 400, dtype='i4')
-        assert '90e30bdab745a9641cd0eb605356f531bc8ec1c3' == z.hexdigest()
-
-        # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z.attrs['foo'] = 'bar'
-        assert '95d40c391f167db8b1290e3c39d9bf741edacdf6' == z.hexdigest()
+    def expected(self):
+        return [
+            "7ff2ae8511eac915fad311647c168ccfe943e788",
+            "962705c861863495e9ccb7be7735907aa15e85b5",
+            "74ed339cfe84d544ac023d085ea0cd6a63f56c4b",
+            "90e30bdab745a9641cd0eb605356f531bc8ec1c3",
+            "95d40c391f167db8b1290e3c39d9bf741edacdf6",
+        ]
 
 
 try:
@@ -2276,28 +2219,14 @@ def create_array(self, read_only=False, **kwargs):
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
                      cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
-    def test_hexdigest(self):
-        # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        assert '93ecaa530a1162a9d48a3c1dcee4586ccfc59bae' == z.hexdigest()
-
-        # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<f4')
-        assert '04a9755a0cd638683531b7816c7fa4fbb6f577f2' == z.hexdigest()
-
-        # Check basic 2-D array
-        z = self.create_array(shape=(20, 35,), chunks=10, dtype='<i4')
-        assert '9de97b5c49b38e68583ed701d7e8f4c94b6a8406' == z.hexdigest()
-
-        # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z[200:400] = np.arange(200, 400, dtype='i4')
-        assert 'cde499f3dc945b4e97197ff8e3cf8188a1262c35' == z.hexdigest()
-
-        # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z.attrs['foo'] = 'bar'
-        assert 'e2cf3afbf66ad0e28a2b6b68b1b07817c69aaee2' == z.hexdigest()
+    def expected(self):
+        return [
+            "93ecaa530a1162a9d48a3c1dcee4586ccfc59bae",
+            "04a9755a0cd638683531b7816c7fa4fbb6f577f2",
+            "9de97b5c49b38e68583ed701d7e8f4c94b6a8406",
+            "cde499f3dc945b4e97197ff8e3cf8188a1262c35",
+            "e2cf3afbf66ad0e28a2b6b68b1b07817c69aaee2",
+        ]
 
 
 class TestArrayWithFilters(TestArray):
@@ -2320,28 +2249,14 @@ def create_array(read_only=False, **kwargs):
         return Array(store, read_only=read_only, cache_attrs=cache_attrs,
                      cache_metadata=cache_metadata, write_empty_chunks=write_empty_chunks)
 
-    def test_hexdigest(self):
-        # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        assert 'b80367c5599d47110d42bd8886240c2f46620dba' == z.hexdigest()
-
-        # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<f4')
-        assert '95a7b2471225e73199c9716d21e8d3dd6e5f6f2a' == z.hexdigest()
-
-        # Check basic 2-D array
-        z = self.create_array(shape=(20, 35,), chunks=10, dtype='<i4')
-        assert '7300f1eb130cff5891630038fd99c28ef23d3a01' == z.hexdigest()
-
-        # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z[200:400] = np.arange(200, 400, dtype='i4')
-        assert 'c649ad229bc5720258b934ea958570c2f354c2eb' == z.hexdigest()
-
-        # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z.attrs['foo'] = 'bar'
-        assert '62fc9236d78af18a5ec26c12eea1d33bce52501e' == z.hexdigest()
+    def expected(self):
+        return [
+            "b80367c5599d47110d42bd8886240c2f46620dba",
+            "95a7b2471225e73199c9716d21e8d3dd6e5f6f2a",
+            "7300f1eb130cff5891630038fd99c28ef23d3a01",
+            "c649ad229bc5720258b934ea958570c2f354c2eb",
+            "62fc9236d78af18a5ec26c12eea1d33bce52501e",
+        ]
 
     def test_astype_no_filters(self):
         shape = (100,)
@@ -2491,7 +2406,8 @@ def create_array(read_only=False, **kwargs):
 
     def test_cache_metadata(self):
         a1 = self.create_array(shape=100, chunks=10, dtype='i1', cache_metadata=False)
-        a2 = Array(a1.store, cache_metadata=True)
+        path = None if self.version == 2 else a1.path
+        a2 = Array(a1.store, path=path, cache_metadata=True)
         assert a1.shape == a2.shape
         assert a1.size == a2.size
         assert a1.nbytes == a2.nbytes
@@ -2531,7 +2447,8 @@ def test_cache_metadata(self):
 
     def test_cache_attrs(self):
         a1 = self.create_array(shape=100, chunks=10, dtype='i1', cache_attrs=False)
-        a2 = Array(a1.store, cache_attrs=True)
+        path = None if self.version == 2 else 'arr1'
+        a2 = Array(a1.store, path=path, cache_attrs=True)
         assert a1.attrs.asdict() == a2.attrs.asdict()
 
         # a1 is not caching so *will* see updates made via other objects
@@ -2592,33 +2509,6 @@ def expected(self):
            "091fa99bc60706095c9ce30b56ce2503e0223f56",
         ]
 
-    def test_hexdigest(self):
-        found = []
-
-        # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        found.append(z.hexdigest())
-
-        # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<f4')
-        found.append(z.hexdigest())
-
-        # Check basic 2-D array
-        z = self.create_array(shape=(20, 35,), chunks=10, dtype='<i4')
-        found.append(z.hexdigest())
-
-        # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z[200:400] = np.arange(200, 400, dtype='i4')
-        found.append(z.hexdigest())
-
-        # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z.attrs['foo'] = 'bar'
-        found.append(z.hexdigest())
-
-        assert self.expected() == found
-
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestArrayWithFSStorePartialRead(TestArray):
@@ -2641,35 +2531,14 @@ def create_array(read_only=False, **kwargs):
             write_empty_chunks=write_empty_chunks
         )
 
-    def test_hexdigest(self):
-        # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
-        assert "dd7577d645c38767cf6f6d1ef8fd64002883a014" == z.hexdigest()
-
-        # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<f4")
-        assert "aa0de9892cf1ed3cda529efbf3233720b84489b7" == z.hexdigest()
-
-        # Check basic 2-D array
-        z = self.create_array(
-            shape=(
-                20,
-                35,
-            ),
-            chunks=10,
-            dtype="<i4",
-        )
-        assert "e6191c44cf958576c29c41cef0f55b028a4dbdff" == z.hexdigest()
-
-        # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
-        z[200:400] = np.arange(200, 400, dtype="i4")
-        assert "88adeeabb819feecccadf50152293dbb42f9107e" == z.hexdigest()
-
-        # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
-        z.attrs["foo"] = "bar"
-        assert "1426e084427f9920e29c9ec81b663d1005849455" == z.hexdigest()
+    def expected(self):
+        return [
+           "dd7577d645c38767cf6f6d1ef8fd64002883a014",
+           "aa0de9892cf1ed3cda529efbf3233720b84489b7",
+           "e6191c44cf958576c29c41cef0f55b028a4dbdff",
+           "88adeeabb819feecccadf50152293dbb42f9107e",
+           "1426e084427f9920e29c9ec81b663d1005849455",
+        ]
 
     def test_non_cont(self):
         z = self.create_array(shape=(500, 500, 500), chunks=(50, 50, 50), dtype="<i4")
@@ -2683,7 +2552,8 @@ def test_read_nitems_less_than_blocksize_from_multiple_chunks(self):
         '''
         z = self.create_array(shape=1000000, chunks=100_000)
         z[40_000:80_000] = 1
-        b = Array(z.store, read_only=True, partial_decompress=True)
+        path = None if self.version == 2 else z.path
+        b = Array(z.store, path=path, read_only=True, partial_decompress=True)
         assert (b[40_000:80_000] == 1).all()
 
     def test_read_from_all_blocks(self):
@@ -2692,7 +2562,8 @@ def test_read_from_all_blocks(self):
         '''
         z = self.create_array(shape=1000000, chunks=100_000)
         z[2:99_000] = 1
-        b = Array(z.store, read_only=True, partial_decompress=True)
+        path = None if self.version == 2 else z.path
+        b = Array(z.store, path=path, read_only=True, partial_decompress=True)
         assert (b[2:99_000] == 1).all()
 
 
@@ -2722,33 +2593,6 @@ def expected(self):
            "c3167010c162c6198cb2bf3c1da2c46b047c69a1",
         ]
 
-    def test_hexdigest(self):
-        found = []
-
-        # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        found.append(z.hexdigest())
-
-        # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<f4')
-        found.append(z.hexdigest())
-
-        # Check basic 2-D array
-        z = self.create_array(shape=(20, 35,), chunks=10, dtype='<i4')
-        found.append(z.hexdigest())
-
-        # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z[200:400] = np.arange(200, 400, dtype='i4')
-        found.append(z.hexdigest())
-
-        # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z.attrs['foo'] = 'bar'
-        found.append(z.hexdigest())
-
-        assert self.expected() == found
-
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestArrayWithFSStoreNestedPartialRead(TestArray):
@@ -2781,45 +2625,11 @@ def expected(self):
            "c3167010c162c6198cb2bf3c1da2c46b047c69a1",
         ]
 
-    def test_hexdigest(self):
-        found = []
-
-        # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
-        found.append(z.hexdigest())
-
-        # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<f4")
-        found.append(z.hexdigest())
-
-        # Check basic 2-D array
-        z = self.create_array(
-            shape=(
-                20,
-                35,
-            ),
-            chunks=10,
-            dtype="<i4",
-        )
-        found.append(z.hexdigest())
-
-        # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
-        z[200:400] = np.arange(200, 400, dtype="i4")
-        found.append(z.hexdigest())
-
-        # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
-        z.attrs["foo"] = "bar"
-        found.append(z.hexdigest())
-
-        assert self.expected() == found
-
-    def test_non_cont(self):
-        z = self.create_array(shape=(500, 500, 500), chunks=(50, 50, 50), dtype="<i4")
-        z[:, :, :] = 1
-        # actually go through the partial read by accessing a single item
-        assert z[0, :, 0].any()
+    def test_non_cont(self):
+        z = self.create_array(shape=(500, 500, 500), chunks=(50, 50, 50), dtype="<i4")
+        z[:, :, :] = 1
+        # actually go through the partial read by accessing a single item
+        assert z[0, :, 0].any()
 
     def test_read_nitems_less_than_blocksize_from_multiple_chunks(self):
         '''Tests to make sure decompression doesn't fail when `nitems` is
@@ -2827,7 +2637,8 @@ def test_read_nitems_less_than_blocksize_from_multiple_chunks(self):
         '''
         z = self.create_array(shape=1000000, chunks=100_000)
         z[40_000:80_000] = 1
-        b = Array(z.store, read_only=True, partial_decompress=True)
+        path = None if self.version == 2 else z.path
+        b = Array(z.store, path=path, read_only=True, partial_decompress=True)
         assert (b[40_000:80_000] == 1).all()
 
     def test_read_from_all_blocks(self):
@@ -2836,5 +2647,623 @@ def test_read_from_all_blocks(self):
         '''
         z = self.create_array(shape=1000000, chunks=100_000)
         z[2:99_000] = 1
-        b = Array(z.store, read_only=True, partial_decompress=True)
+        path = None if self.version == 2 else z.path
+        b = Array(z.store, path=path, read_only=True, partial_decompress=True)
         assert (b[2:99_000] == 1).all()
+
+
+####
+# StoreV3 test classes inheriting from the above below this point
+####
+
+# Start with TestArrayWithPathV3 not TestArrayV3 since path must be supplied
+
+
+class TestArrayV3(unittest.TestCase):
+
+    version = 3
+
+    def test_array_init(self):
+
+        # normal initialization
+        store = KVStoreV3(dict())
+        with pytest.raises(ValueError):
+            # cannot init_array for v3 without a path
+            init_array(store, shape=100, chunks=10, dtype="<f8")
+
+        init_array(store, path='x', shape=100, chunks=10, dtype="<f8")
+        with pytest.raises(ValueError):
+            # cannot initialize a v3 array without a path
+            Array(store)
+
+    def test_prefix_exceptions(self):
+        store = KVStoreV3(dict())
+        with pytest.raises(ValueError):
+            _prefix_to_array_key(store, '')
+
+        with pytest.raises(ValueError):
+            _prefix_to_group_key(store, '')
+
+        with pytest.raises(ValueError):
+            _prefix_to_attrs_key(store, '')
+
+
+class TestArrayWithPathV3(TestArrayWithPath):
+
+    version = 3
+
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        store = KVStoreV3(dict())
+        kwargs.setdefault('compressor', Zlib(level=1))
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        init_array(store, path=array_path, **kwargs)
+        return Array(store, path=array_path, read_only=read_only,
+                     cache_metadata=cache_metadata, cache_attrs=cache_attrs,
+                     write_empty_chunks=write_empty_chunks)
+
+    def test_array_init(self):
+
+        # should not be able to initialize without a path in V3
+        store = KVStoreV3(dict())
+        with pytest.raises(ValueError):
+            init_array(store, shape=100, chunks=10, dtype="<f8")
+
+        # initialize at path
+        store = KVStoreV3(dict())
+        path = 'foo/bar'
+        init_array(store, shape=100, chunks=10, path=path, dtype='<f8')
+        a = Array(store, path=path)
+        assert not a.is_view
+        assert isinstance(a, Array)
+        assert (100,) == a.shape
+        assert (10,) == a.chunks
+        assert path == a.path  # TODO: should this include meta/root?
+        assert '/' + path == a.name  # TODO: should this include meta/root?
+        assert 'bar' == a.basename
+        assert store is a.store
+        assert "968dccbbfc0139f703ead2fd1d503ad6e44db307" == a.hexdigest()
+
+        # store not initialized
+        store = KVStoreV3(dict())
+        with pytest.raises(ValueError):
+            Array(store)
+
+        # group is in the way
+        store = KVStoreV3(dict())
+        path = 'baz'
+        init_group(store, path=path)
+        # can't open with an uninitialized array
+        with pytest.raises(ArrayNotFoundError):
+            Array(store, path=path)
+        # can't open at same path as an existing group
+        with pytest.raises(ContainsGroupError):
+            init_array(store, shape=100, chunks=10, path=path, dtype='<f8')
+        group_key = meta_root + path + '.group.json'
+        assert group_key in store
+        del store[group_key]
+        init_array(store, shape=100, chunks=10, path=path, dtype='<f8')
+        Array(store, path=path)
+        assert group_key not in store
+        assert (meta_root + path + '.array.json') in store
+
+    def test_array_no_path(self):
+        # passing path=None to init_array will raise an exception
+        with pytest.raises(ValueError):
+            self.create_array(shape=1000, chunks=100, array_path=None)
+
+    def expected(self):
+        return [
+            "73ab8ace56719a5c9308c3754f5e2d57bc73dc20",
+            "5fb3d02b8f01244721582929b3cad578aec5cea5",
+            "26b098bedb640846e18dc2fbc1c27684bb02b532",
+            "799a458c287d431d747bec0728987ca4fe764549",
+            "c780221df84eb91cb62f633f12d3f1eaa9cee6bd",
+        ]
+
+    def test_nbytes_stored(self):
+
+        # dict as store
+        z = self.create_array(shape=1000, chunks=100)
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
+        assert expect_nbytes_stored == z.nbytes_stored
+        z[:] = 42
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
+        assert expect_nbytes_stored == z.nbytes_stored
+        assert z.nchunks_initialized == 10  # TODO: added temporarily for testing, can remove
+
+        # mess with store
+        if not isinstance(z.store, (LRUStoreCacheV3, FSStoreV3)):
+            z.store[data_root + z._key_prefix + 'foo'] = list(range(10))
+            assert -1 == z.nbytes_stored
+
+        z.store.close()
+
+    def test_view(self):
+
+        # dict as store
+        z = self.create_array(shape=1005, chunks=100, dtype=float)
+
+        # with with different dtype
+        x = z.view(dtype=bytes)
+        assert x.is_view
+        assert x.dtype == bytes
+
+        new_shape = (1, z.shape[0])
+        x = z.view(shape=new_shape)
+        assert x.is_view
+        assert x.shape == new_shape
+
+        x = z.view(chunks=10)
+        assert x.is_view
+        assert x.chunks == (10,)
+
+        x = z.view(fill_value=5)
+        assert x.is_view
+        assert x[-1] == 5
+
+        with pytest.raises(PermissionError):
+            x.fill_value = 8
+
+    def test_nchunks_initialized(self):
+        # copied from TestArray so the empty version from TestArrayWithPath is
+        # not used
+
+        z = self.create_array(shape=100, chunks=10)
+        assert 0 == z.nchunks_initialized
+        # manually put something into the store to confuse matters
+        z.store['meta/root/foo'] = b'bar'
+        assert 0 == z.nchunks_initialized
+        z[:] = 42
+        assert 10 == z.nchunks_initialized
+
+        z.store.close()
+
+
+class TestArrayWithChunkStoreV3(TestArrayWithChunkStore, TestArrayWithPathV3):
+
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        store = KVStoreV3(dict())
+        # separate chunk store
+        chunk_store = KVStoreV3(dict())
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        init_array(store, path=array_path, chunk_store=chunk_store, **kwargs)
+        return Array(store, path=array_path, read_only=read_only,
+                     chunk_store=chunk_store, cache_metadata=cache_metadata,
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+
+    def expected(self):
+        return [
+            '1509abec4285494b61cd3e8d21f44adc3cf8ddf6',
+            '7cfb82ec88f7ecb7ab20ae3cb169736bc76332b8',
+            'b663857bb89a8ab648390454954a9cdd453aa24b',
+            '21e90fa927d09cbaf0e3b773130e2dc05d18ff9b',
+            'e8c1fdd18b5c2ee050b59d0c8c95d07db642459c',
+        ]
+
+    def test_nbytes_stored(self):
+
+        z = self.create_array(shape=1000, chunks=100)
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
+        expect_nbytes_stored += sum(buffer_size(v)
+                                    for k, v in z.chunk_store.items() if k != 'zarr.json')
+        assert expect_nbytes_stored == z.nbytes_stored
+        z[:] = 42
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
+        expect_nbytes_stored += sum(buffer_size(v)
+                                    for k, v in z.chunk_store.items() if k != 'zarr.json')
+        assert expect_nbytes_stored == z.nbytes_stored
+
+        # mess with store
+        z.chunk_store[data_root + z._key_prefix + 'foo'] = list(range(10))
+        assert -1 == z.nbytes_stored
+
+
+class TestArrayWithDirectoryStoreV3(TestArrayWithDirectoryStore, TestArrayWithPathV3):
+
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        path = mkdtemp()
+        atexit.register(shutil.rmtree, path)
+        store = DirectoryStoreV3(path)
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault('compressor', Zlib(1))
+        init_array(store, path=array_path, **kwargs)
+        return Array(store, path=array_path, read_only=read_only,
+                     cache_metadata=cache_metadata, cache_attrs=cache_attrs,
+                     write_empty_chunks=write_empty_chunks)
+
+    def test_nbytes_stored(self):
+        # dict as store
+        z = self.create_array(shape=1000, chunks=100)
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
+        assert expect_nbytes_stored == z.nbytes_stored
+        z[:] = 42
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
+        assert expect_nbytes_stored == z.nbytes_stored
+
+
+@skip_test_env_var("ZARR_TEST_ABS")
+class TestArrayWithABSStoreV3(TestArrayWithABSStore, TestArrayWithPathV3):
+
+    @staticmethod
+    def absstore():
+        client = abs_container()
+        store = ABSStoreV3(client=client)
+        store.rmdir()
+        return store
+
+    def create_array(self, array_path='arr1', read_only=False, **kwargs):
+        store = self.absstore()
+        kwargs.setdefault('compressor', Zlib(1))
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        init_array(store, path=array_path, **kwargs)
+        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+
+
+# TODO: TestArrayWithN5StoreV3
+# class TestArrayWithN5StoreV3(TestArrayWithDirectoryStoreV3):
+
+
+class TestArrayWithDBMStoreV3(TestArrayWithDBMStore, TestArrayWithPathV3):
+
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        path = mktemp(suffix='.anydbm')
+        atexit.register(atexit_rmglob, path + '*')
+        store = DBMStoreV3(path, flag='n')
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault('compressor', Zlib(1))
+        init_array(store, path=array_path, **kwargs)
+        return Array(store, path=array_path, read_only=read_only, cache_attrs=cache_attrs,
+                     cache_metadata=cache_metadata, write_empty_chunks=write_empty_chunks)
+
+    def test_nbytes_stored(self):
+        pass  # not implemented
+
+
+class TestArrayWithDBMStoreV3BerkeleyDB(TestArrayWithDBMStoreBerkeleyDB, TestArrayWithPathV3):
+
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        bsddb3 = pytest.importorskip("bsddb3")
+        path = mktemp(suffix='.dbm')
+        atexit.register(os.remove, path)
+        store = DBMStoreV3(path, flag='n', open=bsddb3.btopen)
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault('compressor', Zlib(1))
+        init_array(store, path=array_path, **kwargs)
+        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+
+    def test_nbytes_stored(self):
+        pass  # not implemented
+
+
+class TestArrayWithLMDBStoreV3(TestArrayWithLMDBStore, TestArrayWithPathV3):
+
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        pytest.importorskip("lmdb")
+        path = mktemp(suffix='.lmdb')
+        atexit.register(atexit_rmtree, path)
+        store = LMDBStoreV3(path, buffers=True)
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault('compressor', Zlib(1))
+        init_array(store, path=array_path, **kwargs)
+        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+
+    def test_store_has_bytes_values(self):
+        pass  # returns values as memoryviews/buffers instead of bytes
+
+    def test_nbytes_stored(self):
+        pass  # not implemented
+
+
+class TestArrayWithLMDBStoreV3NoBuffers(TestArrayWithLMDBStoreNoBuffers, TestArrayWithPathV3):
+
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        pytest.importorskip("lmdb")
+        path = mktemp(suffix='.lmdb')
+        atexit.register(atexit_rmtree, path)
+        store = LMDBStoreV3(path, buffers=False)
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault('compressor', Zlib(1))
+        init_array(store, path=array_path, **kwargs)
+        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+
+    def test_nbytes_stored(self):
+        pass  # not implemented
+
+
+class TestArrayWithSQLiteStoreV3(TestArrayWithPathV3, TestArrayWithSQLiteStore):
+
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        pytest.importorskip("sqlite3")
+        path = mktemp(suffix='.db')
+        atexit.register(atexit_rmtree, path)
+        store = SQLiteStoreV3(path)
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault('compressor', Zlib(1))
+        init_array(store, path=array_path, **kwargs)
+        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+
+    def test_nbytes_stored(self):
+        pass  # not implemented
+
+
+# skipped adding V3 equivalents for compressors (no change in v3):
+#    TestArrayWithNoCompressor
+#    TestArrayWithBZ2Compressor
+#    TestArrayWithBloscCompressor
+#    TestArrayWithLZMACompressor
+
+# skipped test with filters  (v3 protocol removed filters)
+#    TestArrayWithFilters
+
+
+# custom store, does not support getsize()
+# Note: this custom mapping doesn't actually have all methods in the
+#       v3 spec (e.g. erase), but they aren't needed here.
+class CustomMappingV3(StoreV3):
+
+    def __init__(self):
+        self.inner = KVStoreV3(dict())
+
+    def __iter__(self):
+        return iter(self.keys())
+
+    def __len__(self):
+        return len(self.inner)
+
+    def keys(self):
+        return self.inner.keys()
+
+    def values(self):
+        return self.inner.values()
+
+    def get(self, item, default=None):
+        try:
+            return self.inner[item]
+        except KeyError:
+            return default
+
+    def __getitem__(self, item):
+        return self.inner[item]
+
+    def __setitem__(self, item, value):
+        self.inner[item] = ensure_bytes(value)
+
+    def __delitem__(self, key):
+        del self.inner[key]
+
+    def __contains__(self, item):
+        return item in self.inner
+
+
+class TestArrayWithCustomMappingV3(TestArrayWithPathV3, TestArrayWithCustomMapping):
+
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        store = CustomMappingV3()
+        kwargs.setdefault('compressor', Zlib(1))
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        init_array(store, path=array_path, **kwargs)
+        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+
+    def test_nbytes_stored(self):
+        z = self.create_array(shape=1000, chunks=100)
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
+        assert expect_nbytes_stored == z.nbytes_stored
+        z[:] = 42
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
+        assert expect_nbytes_stored == z.nbytes_stored
+
+    def test_len(self):
+
+        # dict as store
+        z = self.create_array(shape=1000, chunks=100)
+        assert len(z._store) == 2
+
+
+class TestArrayNoCacheV3(TestArrayWithPathV3, TestArrayNoCache):
+
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        store = KVStoreV3(dict())
+        kwargs.setdefault('compressor', Zlib(level=1))
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        init_array(store, path=array_path, **kwargs)
+        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+
+    def test_object_arrays_danger(self):
+        # skip this one as it only works if metadata are cached
+        pass
+
+
+class TestArrayWithStoreCacheV3(TestArrayWithPathV3, TestArrayWithStoreCache):
+
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        store = LRUStoreCacheV3(dict(), max_size=None)
+        kwargs.setdefault('compressor', Zlib(level=1))
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        init_array(store, path=array_path, **kwargs)
+        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+
+    def test_store_has_bytes_values(self):
+        # skip as the cache has no control over how the store provides values
+        pass
+
+
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestArrayWithFSStoreV3(TestArrayWithPathV3, TestArrayWithFSStore):
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        path = mkdtemp()
+        atexit.register(shutil.rmtree, path)
+        key_separator = kwargs.pop('key_separator', ".")
+        store = FSStoreV3(path, key_separator=key_separator, auto_mkdir=True)
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault('compressor', Blosc())
+        init_array(store, path=array_path, **kwargs)
+        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+
+    def expected(self):
+        return [
+            "1509abec4285494b61cd3e8d21f44adc3cf8ddf6",
+            "7cfb82ec88f7ecb7ab20ae3cb169736bc76332b8",
+            "b663857bb89a8ab648390454954a9cdd453aa24b",
+            "21e90fa927d09cbaf0e3b773130e2dc05d18ff9b",
+            "e8c1fdd18b5c2ee050b59d0c8c95d07db642459c",
+        ]
+
+
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestArrayWithFSStoreV3PartialRead(TestArrayWithPathV3, TestArrayWithFSStorePartialRead):
+
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        path = mkdtemp()
+        atexit.register(shutil.rmtree, path)
+        store = FSStoreV3(path)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault("compressor", Blosc())
+        init_array(store, path=array_path, **kwargs)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            partial_decompress=True,
+            write_empty_chunks=write_empty_chunks,
+        )
+
+    def expected(self):
+        return [
+            "1509abec4285494b61cd3e8d21f44adc3cf8ddf6",
+            "7cfb82ec88f7ecb7ab20ae3cb169736bc76332b8",
+            "b663857bb89a8ab648390454954a9cdd453aa24b",
+            "21e90fa927d09cbaf0e3b773130e2dc05d18ff9b",
+            "e8c1fdd18b5c2ee050b59d0c8c95d07db642459c",
+        ]
+
+
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestArrayWithFSStoreV3Nested(TestArrayWithPathV3, TestArrayWithFSStoreNested):
+
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        path = mkdtemp()
+        atexit.register(shutil.rmtree, path)
+        key_separator = kwargs.pop('key_separator', "/")
+        store = FSStoreV3(path, key_separator=key_separator, auto_mkdir=True)
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault('compressor', Blosc())
+        init_array(store, path=array_path, **kwargs)
+        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+
+    def expected(self):
+        return [
+            "1509abec4285494b61cd3e8d21f44adc3cf8ddf6",
+            "7cfb82ec88f7ecb7ab20ae3cb169736bc76332b8",
+            "b663857bb89a8ab648390454954a9cdd453aa24b",
+            "21e90fa927d09cbaf0e3b773130e2dc05d18ff9b",
+            "e8c1fdd18b5c2ee050b59d0c8c95d07db642459c",
+        ]
+
+
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestArrayWithFSStoreV3NestedPartialRead(TestArrayWithPathV3,
+                                              TestArrayWithFSStoreNestedPartialRead):
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        path = mkdtemp()
+        atexit.register(shutil.rmtree, path)
+        key_separator = kwargs.pop('key_separator', "/")
+        store = FSStoreV3(path, key_separator=key_separator, auto_mkdir=True)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault("compressor", Blosc())
+        init_array(store, path=array_path, **kwargs)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            partial_decompress=True,
+            write_empty_chunks=write_empty_chunks,
+        )
+
+    def expected(self):
+        return [
+            "1509abec4285494b61cd3e8d21f44adc3cf8ddf6",
+            "7cfb82ec88f7ecb7ab20ae3cb169736bc76332b8",
+            "b663857bb89a8ab648390454954a9cdd453aa24b",
+            "21e90fa927d09cbaf0e3b773130e2dc05d18ff9b",
+            "e8c1fdd18b5c2ee050b59d0c8c95d07db642459c",
+        ]
+
+
+def test_array_mismatched_store_versions():
+    store_v3 = KVStoreV3(dict())
+    store_v2 = KVStore(dict())
+
+    # separate chunk store
+    chunk_store_v2 = KVStore(dict())
+    chunk_store_v3 = KVStoreV3(dict())
+
+    init_kwargs = dict(shape=100, chunks=10, dtype="<f8")
+    init_array(store_v2, path='dataset', chunk_store=chunk_store_v2, **init_kwargs)
+    init_array(store_v3, path='dataset', chunk_store=chunk_store_v3, **init_kwargs)
+
+    # store and chunk_store must have the same zarr protocol version
+    with pytest.raises(ValueError):
+        Array(store_v3, path='dataset', read_only=False, chunk_store=chunk_store_v2)
+    with pytest.raises(ValueError):
+        Array(store_v2, path='dataset', read_only=False, chunk_store=chunk_store_v3)
diff --git a/zarr/tests/test_creation.py b/zarr/tests/test_creation.py
index 0ec551ba4e..cfab4f79ec 100644
--- a/zarr/tests/test_creation.py
+++ b/zarr/tests/test_creation.py
@@ -8,6 +8,7 @@
 import pytest
 from numpy.testing import assert_array_equal
 
+from zarr._storage.store import DEFAULT_ZARR_VERSION
 from zarr.codecs import Zlib
 from zarr.core import Array
 from zarr.creation import (array, create, empty, empty_like, full, full_like,
@@ -15,7 +16,7 @@
                            zeros_like)
 from zarr.hierarchy import open_group
 from zarr.n5 import N5Store
-from zarr.storage import DirectoryStore, KVStore
+from zarr.storage import DirectoryStore, DirectoryStoreV3, KVStore, KVStoreV3
 from zarr.sync import ThreadSynchronizer
 
 
@@ -47,24 +48,36 @@ def __getitem__(self, item):
         return self.data[item]
 
 
-def test_array():
+def _init_creation_kwargs(zarr_version):
+    kwargs = {'zarr_version': zarr_version}
+    if zarr_version == 3:
+        kwargs['path'] = 'array'
+    return kwargs
+
+
+@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+def test_array(zarr_version):
+
+    expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
+    kwargs = _init_creation_kwargs(zarr_version)
 
     # with numpy array
     a = np.arange(100)
-    z = array(a, chunks=10)
+    z = array(a, chunks=10, **kwargs)
     assert a.shape == z.shape
     assert a.dtype == z.dtype
+    assert z._store._store_version == expected_zarr_version
     assert_array_equal(a, z[:])
 
     # with array-like
     a = list(range(100))
-    z = array(a, chunks=10)
+    z = array(a, chunks=10, **kwargs)
     assert (100,) == z.shape
     assert np.asarray(a).dtype == z.dtype
     assert_array_equal(np.asarray(a), z[:])
 
     # with another zarr array
-    z2 = array(z)
+    z2 = array(z, **kwargs)
     assert z.shape == z2.shape
     assert z.chunks == z2.chunks
     assert z.dtype == z2.dtype
@@ -74,73 +87,86 @@ def test_array():
 
     b = np.arange(1000).reshape(100, 10)
     c = MockBcolzArray(b, 10)
-    z3 = array(c)
+    z3 = array(c, **kwargs)
     assert c.shape == z3.shape
     assert (10, 10) == z3.chunks
 
     b = np.arange(1000).reshape(100, 10)
     c = MockH5pyDataset(b, chunks=(10, 2))
-    z4 = array(c)
+    z4 = array(c, **kwargs)
     assert c.shape == z4.shape
     assert (10, 2) == z4.chunks
 
     c = MockH5pyDataset(b, chunks=None)
-    z5 = array(c)
+    z5 = array(c, **kwargs)
     assert c.shape == z5.shape
     assert isinstance(z5.chunks, tuple)
 
     # with dtype=None
     a = np.arange(100, dtype='i4')
-    z = array(a, dtype=None)
+    z = array(a, dtype=None, **kwargs)
     assert_array_equal(a[:], z[:])
     assert a.dtype == z.dtype
 
     # with dtype=something else
     a = np.arange(100, dtype='i4')
-    z = array(a, dtype='i8')
+    z = array(a, dtype='i8', **kwargs)
     assert_array_equal(a[:], z[:])
     assert np.dtype('i8') == z.dtype
 
 
-def test_empty():
-    z = empty(100, chunks=10)
+@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+def test_empty(zarr_version):
+    kwargs = _init_creation_kwargs(zarr_version)
+    z = empty(100, chunks=10, **kwargs)
     assert (100,) == z.shape
     assert (10,) == z.chunks
 
 
-def test_zeros():
-    z = zeros(100, chunks=10)
+@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+def test_zeros(zarr_version):
+    kwargs = _init_creation_kwargs(zarr_version)
+    z = zeros(100, chunks=10, **kwargs)
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert_array_equal(np.zeros(100), z[:])
 
 
-def test_ones():
-    z = ones(100, chunks=10)
+@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+def test_ones(zarr_version):
+    kwargs = _init_creation_kwargs(zarr_version)
+    z = ones(100, chunks=10, **kwargs)
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert_array_equal(np.ones(100), z[:])
 
 
-def test_full():
-    z = full(100, chunks=10, fill_value=42, dtype='i4')
+@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+def test_full(zarr_version):
+    kwargs = _init_creation_kwargs(zarr_version)
+    z = full(100, chunks=10, fill_value=42, dtype='i4', **kwargs)
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert_array_equal(np.full(100, fill_value=42, dtype='i4'), z[:])
 
     # nan
-    z = full(100, chunks=10, fill_value=np.nan, dtype='f8')
+    z = full(100, chunks=10, fill_value=np.nan, dtype='f8', **kwargs)
     assert np.all(np.isnan(z[:]))
 
+
+@pytest.mark.parametrize('zarr_version', [None, 2])
+def test_full_additional_dtypes(zarr_version):
+    """Test additional types that aren't part of the base v3 spec."""
+    kwargs = _init_creation_kwargs(zarr_version)
     # NaT
-    z = full(100, chunks=10, fill_value='NaT', dtype='M8[s]')
+    z = full(100, chunks=10, fill_value='NaT', dtype='M8[s]', **kwargs)
     assert np.all(np.isnat(z[:]))
-    z = full(100, chunks=10, fill_value='NaT', dtype='m8[s]')
+    z = full(100, chunks=10, fill_value='NaT', dtype='m8[s]', **kwargs)
     assert np.all(np.isnat(z[:]))
 
     # byte string dtype
     v = b'xxx'
-    z = full(100, chunks=10, fill_value=v, dtype='S3')
+    z = full(100, chunks=10, fill_value=v, dtype='S3', **kwargs)
     assert v == z[0]
     a = z[...]
     assert z.dtype == a.dtype
@@ -149,7 +175,7 @@ def test_full():
 
     # unicode string dtype
     v = 'xxx'
-    z = full(100, chunks=10, fill_value=v, dtype='U3')
+    z = full(100, chunks=10, fill_value=v, dtype='U3', **kwargs)
     assert v == z[0]
     a = z[...]
     assert z.dtype == a.dtype
@@ -162,37 +188,58 @@ def test_full():
         full(100, chunks=10, fill_value=v, dtype='U3')
 
 
-def test_open_array():
+@pytest.mark.parametrize('dimension_separator', ['.', '/', None])
+@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+def test_open_array(zarr_version, dimension_separator):
 
     store = 'data/array.zarr'
+    kwargs = _init_creation_kwargs(zarr_version)
 
     # mode == 'w'
-    z = open_array(store, mode='w', shape=100, chunks=10)
+    z = open_array(store, mode='w', shape=100, chunks=10,
+                   dimension_separator=dimension_separator, **kwargs)
     z[:] = 42
     assert isinstance(z, Array)
-    assert isinstance(z.store, DirectoryStore)
+    if z._store._store_version == 2:
+        assert isinstance(z.store, DirectoryStore)
+    else:
+        assert isinstance(z.store, DirectoryStoreV3)
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert_array_equal(np.full(100, fill_value=42), z[:])
 
+    if dimension_separator is None:
+        assert z._dimension_separator == '/' if zarr_version == 3 else '.'
+    else:
+        assert z._dimension_separator == dimension_separator
+
     # mode in 'r', 'r+'
-    open_group('data/group.zarr', mode='w')
+    group_kwargs = kwargs.copy()
+    if zarr_version == 3:
+        group_kwargs['path'] = 'group'
+    open_group('data/group.zarr', mode='w', **group_kwargs)
     for mode in 'r', 'r+':
         with pytest.raises(ValueError):
             open_array('doesnotexist', mode=mode)
         with pytest.raises(ValueError):
             open_array('data/group.zarr', mode=mode)
-    z = open_array(store, mode='r')
+    z = open_array(store, mode='r', **kwargs)
     assert isinstance(z, Array)
-    assert isinstance(z.store, DirectoryStore)
+    if z._store._store_version == 2:
+        assert isinstance(z.store, DirectoryStore)
+    else:
+        assert isinstance(z.store, DirectoryStoreV3)
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert_array_equal(np.full(100, fill_value=42), z[:])
     with pytest.raises(PermissionError):
         z[:] = 43
-    z = open_array(store, mode='r+')
+    z = open_array(store, mode='r+', **kwargs)
     assert isinstance(z, Array)
-    assert isinstance(z.store, DirectoryStore)
+    if z._store._store_version == 2:
+        assert isinstance(z.store, DirectoryStore)
+    else:
+        assert isinstance(z.store, DirectoryStoreV3)
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert_array_equal(np.full(100, fill_value=42), z[:])
@@ -201,51 +248,114 @@ def test_open_array():
 
     # mode == 'a'
     shutil.rmtree(store)
-    z = open_array(store, mode='a', shape=100, chunks=10)
+    z = open_array(store, mode='a', shape=100, chunks=10, **kwargs)
     z[:] = 42
     assert isinstance(z, Array)
-    assert isinstance(z.store, DirectoryStore)
+    if z._store._store_version == 2:
+        assert isinstance(z.store, DirectoryStore)
+    else:
+        assert isinstance(z.store, DirectoryStoreV3)
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert_array_equal(np.full(100, fill_value=42), z[:])
-    with pytest.raises(ValueError):
-        open_array('data/group.zarr', mode='a')
+
+    expected_error = TypeError if zarr_version == 3 else ValueError
+    # v3 path does not conflict, but will raise TypeError without shape kwarg
+    with pytest.raises(expected_error):
+        # array would end up at data/group.zarr/meta/root/array.array.json
+        open_array('data/group.zarr', mode='a', **kwargs)
 
     # mode in 'w-', 'x'
     for mode in 'w-', 'x':
         shutil.rmtree(store)
-        z = open_array(store, mode=mode, shape=100, chunks=10)
+        z = open_array(store, mode=mode, shape=100, chunks=10, **kwargs)
         z[:] = 42
         assert isinstance(z, Array)
-        assert isinstance(z.store, DirectoryStore)
+        if z._store._store_version == 2:
+            assert isinstance(z.store, DirectoryStore)
+        else:
+            assert isinstance(z.store, DirectoryStoreV3)
         assert (100,) == z.shape
         assert (10,) == z.chunks
         assert_array_equal(np.full(100, fill_value=42), z[:])
         with pytest.raises(ValueError):
-            open_array(store, mode=mode)
-        with pytest.raises(ValueError):
-            open_array('data/group.zarr', mode=mode)
+            open_array(store, mode=mode, **kwargs)
+        expected_error = TypeError if zarr_version == 3 else ValueError
+        # v3 path does not conflict, but will raise TypeError without shape kwarg
+        with pytest.raises(expected_error):
+            open_array('data/group.zarr', mode=mode, **kwargs)
 
     # with synchronizer
-    z = open_array(store, synchronizer=ThreadSynchronizer())
+    z = open_array(store, synchronizer=ThreadSynchronizer(), **kwargs)
     assert isinstance(z, Array)
 
     # with path
-    z = open_array(store, shape=100, path='foo/bar', mode='w')
+    kwargs_no_path = kwargs.copy()
+    kwargs_no_path.pop('path', None)
+    z = open_array(store, shape=100, path='foo/bar', mode='w',
+                   **kwargs_no_path)
     assert isinstance(z, Array)
     assert 'foo/bar' == z.path
 
     # with chunk store
     meta_store = 'data/meta.zarr'
     chunk_store = 'data/chunks.zarr'
-    z = open_array(store=meta_store, chunk_store=chunk_store, shape=11, mode='w')
+    z = open_array(store=meta_store, chunk_store=chunk_store, shape=11,
+                   mode='w', **kwargs)
     z[:] = 42
     assert os.path.abspath(meta_store) == z.store.path
     assert os.path.abspath(chunk_store) == z.chunk_store.path
 
+
+def test_open_array_none():
+
+    # open with both store and zarr_version = None
+    z = open_array(mode='w', shape=100, chunks=10)
+    assert isinstance(z, Array)
+    assert z._version == 2
+
+
+@pytest.mark.parametrize('dimension_separator', ['.', '/', None])
+@pytest.mark.parametrize('zarr_version', [2, 3])
+def test_open_array_infer_separator_from_store(zarr_version, dimension_separator):
+
+    if zarr_version == 3:
+        StoreClass = DirectoryStoreV3
+        path = 'data'
+    else:
+        StoreClass = DirectoryStore
+        path = None
+    store = StoreClass('data/array.zarr', dimension_separator=dimension_separator)
+
+    # Note: no dimension_separator kwarg to open_array
+    #       we are testing here that it gets inferred from store
+    z = open_array(store, path=path, mode='w', shape=100, chunks=10)
+    z[:] = 42
+    assert isinstance(z, Array)
+    if z._store._store_version == 2:
+        assert isinstance(z.store, DirectoryStore)
+    else:
+        assert isinstance(z.store, DirectoryStoreV3)
+    assert (100,) == z.shape
+    assert (10,) == z.chunks
+    assert_array_equal(np.full(100, fill_value=42), z[:])
+
+    if dimension_separator is None:
+        assert z._dimension_separator == '/' if zarr_version == 3 else '.'
+    else:
+        assert z._dimension_separator == dimension_separator
+
+
+# TODO: N5 support for v3
+@pytest.mark.parametrize('zarr_version', [None, 2])
+def test_open_array_n5(zarr_version):
+
+    store = 'data/array.zarr'
+    kwargs = _init_creation_kwargs(zarr_version)
+
     # for N5 store
     store = 'data/array.n5'
-    z = open_array(store, mode='w', shape=100, chunks=10)
+    z = open_array(store, mode='w', shape=100, chunks=10, **kwargs)
     z[:] = 42
     assert isinstance(z, Array)
     assert isinstance(z.store, N5Store)
@@ -254,7 +364,10 @@ def test_open_array():
     assert_array_equal(np.full(100, fill_value=42), z[:])
 
     store = 'data/group.n5'
-    z = open_group(store, mode='w')
+    group_kwargs = kwargs.copy()
+    # if zarr_version == 3:
+    #     group_kwargs['path'] = 'group'
+    z = open_group(store, mode='w', **group_kwargs)
     i = z.create_group('inner')
     a = i.zeros("array", shape=100, chunks=10)
     a[:] = 42
@@ -264,7 +377,7 @@ def test_open_array():
         o.write("{}")
 
     # Re-open
-    a = open_group(store)["inner"]["array"]
+    a = open_group(store, **group_kwargs)["inner"]["array"]
     assert isinstance(a, Array)
     assert isinstance(z.store, N5Store)
     assert (100,) == a.shape
@@ -272,140 +385,181 @@ def test_open_array():
     assert_array_equal(np.full(100, fill_value=42), a[:])
 
 
-def test_open_array_dict_store():
+@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+def test_open_array_dict_store(zarr_version):
 
     # dict will become a KVStore
     store = dict()
+    kwargs = _init_creation_kwargs(zarr_version)
+    expected_store_type = KVStoreV3 if zarr_version == 3 else KVStore
 
     # mode == 'w'
-    z = open_array(store, mode='w', shape=100, chunks=10)
+    z = open_array(store, mode='w', shape=100, chunks=10, **kwargs)
     z[:] = 42
     assert isinstance(z, Array)
-    assert isinstance(z.store, KVStore)
+    assert isinstance(z.store, expected_store_type)
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert_array_equal(np.full(100, fill_value=42), z[:])
 
 
-def test_create_in_dict():
+@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+def test_create_in_dict(zarr_version):
+    kwargs = _init_creation_kwargs(zarr_version)
+    expected_store_type = KVStoreV3 if zarr_version == 3 else KVStore
+
     for func in [empty, zeros, ones]:
-        a = func(100, store=dict())
-        assert isinstance(a.store, KVStore)
+        a = func(100, store=dict(), **kwargs)
+        assert isinstance(a.store, expected_store_type)
 
-    a = full(100, 5, store=dict())
-    assert isinstance(a.store, KVStore)
+    a = full(100, 5, store=dict(), **kwargs)
+    assert isinstance(a.store, expected_store_type)
 
 
-def test_empty_like():
+@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+def test_empty_like(zarr_version):
+    kwargs = _init_creation_kwargs(zarr_version)
+    expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
     # zarr array
     z = empty(100, chunks=10, dtype='f4', compressor=Zlib(5),
-              order='F')
-    z2 = empty_like(z)
+              order='F', **kwargs)
+    # zarr_version will be inferred from z, but have to specify a path in v3
+    z2 = empty_like(z, path=kwargs.get('path', None))
     assert z.shape == z2.shape
     assert z.chunks == z2.chunks
     assert z.dtype == z2.dtype
     assert z.compressor.get_config() == z2.compressor.get_config()
     assert z.fill_value == z2.fill_value
     assert z.order == z2.order
+    assert (z._store._store_version == z2._store._store_version ==
+            expected_zarr_version)
 
     # numpy array
     a = np.empty(100, dtype='f4')
-    z3 = empty_like(a)
+    z3 = empty_like(a, **kwargs)
     assert a.shape == z3.shape
     assert (100,) == z3.chunks
     assert a.dtype == z3.dtype
     assert z3.fill_value is None
+    assert z3._store._store_version == expected_zarr_version
 
     # something slightly silly
     a = [0] * 100
-    z3 = empty_like(a, shape=200)
+    z3 = empty_like(a, shape=200, **kwargs)
     assert (200,) == z3.shape
 
     # other array-likes
     b = np.arange(1000).reshape(100, 10)
     c = MockBcolzArray(b, 10)
-    z = empty_like(c)
+    z = empty_like(c, **kwargs)
     assert b.shape == z.shape
     assert (10, 10) == z.chunks
     c = MockH5pyDataset(b, chunks=(10, 2))
-    z = empty_like(c)
+    z = empty_like(c, **kwargs)
     assert b.shape == z.shape
     assert (10, 2) == z.chunks
     c = MockH5pyDataset(b, chunks=None)
-    z = empty_like(c)
+    z = empty_like(c, **kwargs)
     assert b.shape == z.shape
     assert isinstance(z.chunks, tuple)
 
 
-def test_zeros_like():
+@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+def test_zeros_like(zarr_version):
+
+    kwargs = _init_creation_kwargs(zarr_version)
+    expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
+
     # zarr array
     z = zeros(100, chunks=10, dtype='f4', compressor=Zlib(5),
-              order='F')
-    z2 = zeros_like(z)
+              order='F', **kwargs)
+    z2 = zeros_like(z, path=kwargs.get('path', None))
     assert z.shape == z2.shape
     assert z.chunks == z2.chunks
     assert z.dtype == z2.dtype
     assert z.compressor.get_config() == z2.compressor.get_config()
     assert z.fill_value == z2.fill_value
     assert z.order == z2.order
+    assert (z._store._store_version == z2._store._store_version ==
+            expected_zarr_version)
     # numpy array
     a = np.empty(100, dtype='f4')
-    z3 = zeros_like(a, chunks=10)
+    z3 = zeros_like(a, chunks=10, **kwargs)
     assert a.shape == z3.shape
     assert (10,) == z3.chunks
     assert a.dtype == z3.dtype
     assert 0 == z3.fill_value
 
 
-def test_ones_like():
+@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+def test_ones_like(zarr_version):
+
+    kwargs = _init_creation_kwargs(zarr_version)
+    expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
+
     # zarr array
     z = ones(100, chunks=10, dtype='f4', compressor=Zlib(5),
-             order='F')
-    z2 = ones_like(z)
+             order='F', **kwargs)
+    z2 = ones_like(z, path=kwargs.get('path', None))
     assert z.shape == z2.shape
     assert z.chunks == z2.chunks
     assert z.dtype == z2.dtype
     assert z.compressor.get_config() == z2.compressor.get_config()
     assert z.fill_value == z2.fill_value
     assert z.order == z2.order
+    assert (z._store._store_version == z2._store._store_version ==
+            expected_zarr_version)
     # numpy array
     a = np.empty(100, dtype='f4')
-    z3 = ones_like(a, chunks=10)
+    z3 = ones_like(a, chunks=10, **kwargs)
     assert a.shape == z3.shape
     assert (10,) == z3.chunks
     assert a.dtype == z3.dtype
     assert 1 == z3.fill_value
+    assert z3._store._store_version == expected_zarr_version
 
 
-def test_full_like():
+@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+def test_full_like(zarr_version):
+
+    kwargs = _init_creation_kwargs(zarr_version)
+    expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
+
     z = full(100, chunks=10, dtype='f4', compressor=Zlib(5),
-             fill_value=42, order='F')
-    z2 = full_like(z)
+             fill_value=42, order='F', **kwargs)
+    z2 = full_like(z, path=kwargs.get('path', None))
     assert z.shape == z2.shape
     assert z.chunks == z2.chunks
     assert z.dtype == z2.dtype
     assert z.compressor.get_config() == z2.compressor.get_config()
     assert z.fill_value == z2.fill_value
     assert z.order == z2.order
+    assert (z._store._store_version == z2._store._store_version ==
+            expected_zarr_version)
     # numpy array
     a = np.empty(100, dtype='f4')
-    z3 = full_like(a, chunks=10, fill_value=42)
+    z3 = full_like(a, chunks=10, fill_value=42, **kwargs)
     assert a.shape == z3.shape
     assert (10,) == z3.chunks
     assert a.dtype == z3.dtype
     assert 42 == z3.fill_value
+    assert z3._store._store_version == expected_zarr_version
     with pytest.raises(TypeError):
         # fill_value missing
-        full_like(a, chunks=10)
+        full_like(a, chunks=10, **kwargs)
+
 
+@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+def test_open_like(zarr_version):
+    kwargs = _init_creation_kwargs(zarr_version)
+    expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
-def test_open_like():
     # zarr array
     path = tempfile.mktemp()
     atexit.register(shutil.rmtree, path)
     z = full(100, chunks=10, dtype='f4', compressor=Zlib(5),
-             fill_value=42, order='F')
+             fill_value=42, order='F', **kwargs)
     z2 = open_like(z, path)
     assert z.shape == z2.shape
     assert z.chunks == z2.chunks
@@ -413,31 +567,42 @@ def test_open_like():
     assert z.compressor.get_config() == z2.compressor.get_config()
     assert z.fill_value == z2.fill_value
     assert z.order == z2.order
+    assert (z._store._store_version == z2._store._store_version ==
+            expected_zarr_version)
     # numpy array
     path = tempfile.mktemp()
     atexit.register(shutil.rmtree, path)
     a = np.empty(100, dtype='f4')
-    z3 = open_like(a, path, chunks=10)
+    z3 = open_like(a, path, chunks=10, zarr_version=zarr_version)
     assert a.shape == z3.shape
     assert (10,) == z3.chunks
     assert a.dtype == z3.dtype
     assert 0 == z3.fill_value
+    assert z3._store._store_version == expected_zarr_version
 
 
-def test_create():
+@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+def test_create(zarr_version):
+    kwargs = _init_creation_kwargs(zarr_version)
+    expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
     # defaults
-    z = create(100)
+    z = create(100, **kwargs)
+    if zarr_version == 3:
+        with pytest.raises(ValueError):
+            # cannot create without specifying a path
+            z = create(100, zarr_version=3)
     assert isinstance(z, Array)
     assert (100,) == z.shape
     assert (100,) == z.chunks  # auto-chunks
     assert np.dtype(None) == z.dtype
     assert 'blosc' == z.compressor.codec_id
     assert 0 == z.fill_value
+    assert z._store._store_version == expected_zarr_version
 
     # all specified
     z = create(100, chunks=10, dtype='i4', compressor=Zlib(1),
-               fill_value=42, order='F')
+               fill_value=42, order='F', **kwargs)
     assert isinstance(z, Array)
     assert (100,) == z.shape
     assert (10,) == z.chunks
@@ -446,82 +611,91 @@ def test_create():
     assert 1 == z.compressor.level
     assert 42 == z.fill_value
     assert 'F' == z.order
+    assert z._store._store_version == expected_zarr_version
 
     # with synchronizer
     synchronizer = ThreadSynchronizer()
-    z = create(100, chunks=10, synchronizer=synchronizer)
+    z = create(100, chunks=10, synchronizer=synchronizer, **kwargs)
     assert isinstance(z, Array)
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert synchronizer is z.synchronizer
+    assert z._store._store_version == expected_zarr_version
 
     # don't allow string as compressor arg
     with pytest.raises(ValueError):
-        create(100, chunks=10, compressor='zlib')
+        create(100, chunks=10, compressor='zlib', **kwargs)
 
     # h5py compatibility
 
-    z = create(100, compression='zlib', compression_opts=9)
+    z = create(100, compression='zlib', compression_opts=9, **kwargs)
     assert 'zlib' == z.compressor.codec_id
     assert 9 == z.compressor.level
 
-    z = create(100, compression='default')
+    z = create(100, compression='default', **kwargs)
     assert 'blosc' == z.compressor.codec_id
 
     # errors
     with pytest.raises(ValueError):
         # bad compression argument
-        create(100, compression=1)
+        create(100, compression=1, **kwargs)
     with pytest.raises(ValueError):
         # bad fill value
-        create(100, dtype='i4', fill_value='foo')
+        create(100, dtype='i4', fill_value='foo', **kwargs)
 
     # auto chunks
-    z = create(1000000000, chunks=True)
+    z = create(1000000000, chunks=True, **kwargs)
     assert z.chunks[0] < z.shape[0]
-    z = create(1000000000, chunks=None)  # backwards-compatibility
+    z = create(1000000000, chunks=None, **kwargs)  # backwards-compatibility
     assert z.chunks[0] < z.shape[0]
     # no chunks
-    z = create(1000000000, chunks=False)
+    z = create(1000000000, chunks=False, **kwargs)
     assert z.chunks == z.shape
 
 
-def test_compression_args():
+@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+def test_compression_args(zarr_version):
+    kwargs = _init_creation_kwargs(zarr_version)
 
     with warnings.catch_warnings():
         warnings.simplefilter("default")
-        z = create(100, compression="zlib", compression_opts=9)
+        z = create(100, compression="zlib", compression_opts=9, **kwargs)
         assert isinstance(z, Array)
         assert "zlib" == z.compressor.codec_id
         assert 9 == z.compressor.level
 
         # 'compressor' overrides 'compression'
         with pytest.warns(UserWarning):
-            z = create(100, compressor=Zlib(9), compression="bz2", compression_opts=1)
+            z = create(100, compressor=Zlib(9), compression="bz2",
+                       compression_opts=1, **kwargs)
         assert isinstance(z, Array)
         assert "zlib" == z.compressor.codec_id
         assert 9 == z.compressor.level
 
         # 'compressor' ignores 'compression_opts'
         with pytest.warns(UserWarning):
-            z = create(100, compressor=Zlib(9), compression_opts=1)
+            z = create(100, compressor=Zlib(9), compression_opts=1, **kwargs)
         assert isinstance(z, Array)
         assert "zlib" == z.compressor.codec_id
         assert 9 == z.compressor.level
 
         with pytest.warns(UserWarning):
             # 'compressor' overrides 'compression'
-            create(100, compressor=Zlib(9), compression="bz2", compression_opts=1)
+            create(100, compressor=Zlib(9), compression="bz2",
+                   compression_opts=1, **kwargs)
         with pytest.warns(UserWarning):
             # 'compressor' ignores 'compression_opts'
-            create(100, compressor=Zlib(9), compression_opts=1)
+            create(100, compressor=Zlib(9), compression_opts=1, **kwargs)
 
 
-def test_create_read_only():
+@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+def test_create_read_only(zarr_version):
     # https://github.com/alimanfoo/zarr/issues/151
 
+    kwargs = _init_creation_kwargs(zarr_version)
+
     # create an array initially read-only, then enable writing
-    z = create(100, read_only=True)
+    z = create(100, read_only=True, **kwargs)
     assert z.read_only
     with pytest.raises(PermissionError):
         z[:] = 42
@@ -535,7 +709,7 @@ def test_create_read_only():
     # this is subtly different, but here we want to create an array with data, and then
     # have it be read-only
     a = np.arange(100)
-    z = array(a, read_only=True)
+    z = array(a, read_only=True, **kwargs)
     assert_array_equal(a, z[...])
     assert z.read_only
     with pytest.raises(PermissionError):
diff --git a/zarr/tests/test_hierarchy.py b/zarr/tests/test_hierarchy.py
index 2830be8c38..69ab08254e 100644
--- a/zarr/tests/test_hierarchy.py
+++ b/zarr/tests/test_hierarchy.py
@@ -18,6 +18,7 @@
 from numcodecs import Zlib
 from numpy.testing import assert_array_equal
 
+from zarr._storage.store import _get_metadata_suffix
 from zarr.attrs import Attributes
 from zarr.core import Array
 from zarr.creation import open_array
@@ -25,9 +26,12 @@
 from zarr.storage import (ABSStore, DBMStore, KVStore, DirectoryStore, FSStore,
                           LMDBStore, LRUStoreCache, MemoryStore,
                           NestedDirectoryStore, SQLiteStore, ZipStore,
-                          array_meta_key, atexit_rmglob, atexit_rmtree,
-                          group_meta_key, init_array, init_group)
-from zarr.util import InfoReporter
+                          array_meta_key, atexit_rmglob, atexit_rmtree, data_root,
+                          group_meta_key, init_array, init_group, meta_root)
+from zarr.storage import (ABSStoreV3, KVStoreV3, DirectoryStoreV3,  # MemoryStoreV3
+                          FSStoreV3, ZipStoreV3, DBMStoreV3, LMDBStoreV3, SQLiteStoreV3,
+                          LRUStoreCacheV3)
+from zarr.util import InfoReporter, buffer_size
 from zarr.tests.util import skip_test_env_var, have_fsspec, abs_container
 
 
@@ -88,6 +92,11 @@ def test_group_init_errors_1(self):
             Group(store, chunk_store=chunk_store)
         store.close()
 
+    def test_group_repr(self):
+        store, chunk_store = self.create_store()
+        g = self.create_group(store, chunk_store=chunk_store)
+        assert g.name in repr(g)
+
     def test_group_init_errors_2(self):
         store, chunk_store = self.create_store()
         init_array(store, shape=1000, chunks=100, chunk_store=chunk_store)
@@ -96,30 +105,45 @@ def test_group_init_errors_2(self):
             Group(store, chunk_store=chunk_store)
         store.close()
 
+    def _subgroup_path(self, group, path):
+        path = path.rstrip('/')
+        group_path = '/'.join([group.path, path])
+        group_path = group_path.lstrip('/')
+        group_name = '/' + group_path
+        return group_path, group_name
+
     def test_create_group(self):
         g1 = self.create_group()
 
+        if g1._version == 2:
+            path, name = '', '/'
+        else:
+            path, name = 'group', '/group'
         # check root group
-        assert '' == g1.path
-        assert '/' == g1.name
+        assert path == g1.path
+        assert name == g1.name
 
         # create level 1 child group
         g2 = g1.create_group('foo')
+        # check with relative path
+        path, name = self._subgroup_path(g1, 'foo')
         assert isinstance(g2, Group)
-        assert 'foo' == g2.path
-        assert '/foo' == g2.name
+        assert path == g2.path
+        assert name == g2.name
 
         # create level 2 child group
         g3 = g2.create_group('bar')
+        path, name = self._subgroup_path(g2, 'bar')
         assert isinstance(g3, Group)
-        assert 'foo/bar' == g3.path
-        assert '/foo/bar' == g3.name
+        assert path == g3.path
+        assert name == g3.name
 
         # create level 3 child group
         g4 = g1.create_group('foo/bar/baz')
+        path, name = self._subgroup_path(g1, 'foo/bar/baz')
         assert isinstance(g4, Group)
-        assert 'foo/bar/baz' == g4.path
-        assert '/foo/bar/baz' == g4.name
+        assert path == g4.path
+        assert name == g4.name
 
         # create level 3 group via root
         g5 = g4.create_group('/a/b/c/')
@@ -138,17 +162,23 @@ def __str__(self):
 
         o = Foo('test/object')
         go = g1.create_group(o)
+        path, name = self._subgroup_path(g1, str(o))
         assert isinstance(go, Group)
-        assert 'test/object' == go.path
+        assert path == go.path
         go = g1.create_group(b'test/bytes')
+        path, name = self._subgroup_path(g1, 'test/bytes')
         assert isinstance(go, Group)
-        assert 'test/bytes' == go.path
+        assert path == go.path
 
         # test bad keys
         with pytest.raises(ValueError):
             g1.create_group('foo')  # already exists
-        with pytest.raises(ValueError):
-            g1.create_group('a/b/c')  # already exists
+        if g1._version == 2:
+            with pytest.raises(ValueError):
+                g1.create_group('a/b/c')  # already exists
+        elif g1._version == 3:
+            # for v3 'group/a/b/c' does not already exist
+            g1.create_group('a/b/c')
         with pytest.raises(ValueError):
             g4.create_group('/a/b/c')  # already exists
         with pytest.raises(ValueError):
@@ -161,9 +191,9 @@ def __str__(self):
         # multi
         g6, g7 = g1.create_groups('y', 'z')
         assert isinstance(g6, Group)
-        assert g6.path == 'y'
+        assert g6.path == self._subgroup_path(g1, 'y')[0]
         assert isinstance(g7, Group)
-        assert g7.path == 'z'
+        assert g7.path == self._subgroup_path(g1, 'z')[0]
 
         g1.store.close()
 
@@ -172,14 +202,17 @@ def test_require_group(self):
 
         # test creation
         g2 = g1.require_group('foo')
+        path, name = self._subgroup_path(g1, 'foo')
         assert isinstance(g2, Group)
-        assert 'foo' == g2.path
+        assert path == g2.path
         g3 = g2.require_group('bar')
+        path, name = self._subgroup_path(g2, 'bar')
         assert isinstance(g3, Group)
-        assert 'foo/bar' == g3.path
+        assert path == g3.path
         g4 = g1.require_group('foo/bar/baz')
+        path, name = self._subgroup_path(g1, 'foo/bar/baz')
         assert isinstance(g4, Group)
-        assert 'foo/bar/baz' == g4.path
+        assert path == g4.path
         g5 = g4.require_group('/a/b/c/')
         assert isinstance(g5, Group)
         assert 'a/b/c' == g5.path
@@ -199,33 +232,78 @@ def test_require_group(self):
         assert g5.store is g5a.store
 
         # test path normalization
-        assert g1.require_group('quux') == g1.require_group('/quux/')
+        if g1._version == 2:
+            # TODO: expected behavior for v3
+            assert g1.require_group('quux') == g1.require_group('/quux/')
 
         # multi
         g6, g7 = g1.require_groups('y', 'z')
         assert isinstance(g6, Group)
-        assert g6.path == 'y'
+        assert g6.path == self._subgroup_path(g1, 'y')[0]
         assert isinstance(g7, Group)
-        assert g7.path == 'z'
+        assert g7.path == self._subgroup_path(g1, 'z')[0]
 
         g1.store.close()
 
+    def test_rmdir_group_and_array_metadata_files(self):
+        """Test group.store's rmdir method.
+
+        This test case was added to complete test coverage of `ABSStore.rmdir`.
+        """
+        g1 = self.create_group()
+        # create a dataset
+        g1.create_dataset('arr1', shape=(100,), chunks=(10,), dtype=np.uint8)
+
+        # create level 1 child group
+        g2 = g1.create_group('foo')
+        g1.create_dataset('arr2', shape=(100,), chunks=(10,), dtype=np.uint8)
+
+        if g1._version > 2 and g1.store.is_erasable():
+            arr_path = g1.path + '/arr1'
+            sfx = _get_metadata_suffix(g1.store)
+            array_meta_file = meta_root + arr_path + '.array' + sfx
+            assert array_meta_file in g1.store
+            group_meta_file = meta_root + g2.path + '.group' + sfx
+            assert group_meta_file in g1.store
+
+            # rmdir on the array path should also remove the metadata file
+            g1.store.rmdir(arr_path)
+            assert array_meta_file not in g1.store
+            # rmdir on the group path should also remove its metadata file
+            g1.store.rmdir(g2.path)
+            assert group_meta_file not in g1.store
+
+    def _dataset_path(self, group, path):
+        path = path.rstrip('/')
+        absolute = path.startswith('/')
+        if absolute:
+            dataset_path = path
+        else:
+            dataset_path = '/'.join([group.path, path])
+        dataset_path = dataset_path.lstrip('/')
+        dataset_name = '/' + dataset_path
+        return dataset_path, dataset_name
+
     def test_create_dataset(self):
         g = self.create_group()
 
         # create as immediate child
-        d1 = g.create_dataset('foo', shape=1000, chunks=100)
+        dpath = 'foo'
+        d1 = g.create_dataset(dpath, shape=1000, chunks=100)
+        path, name = self._dataset_path(g, dpath)
         assert isinstance(d1, Array)
         assert (1000,) == d1.shape
         assert (100,) == d1.chunks
-        assert 'foo' == d1.path
-        assert '/foo' == d1.name
+        assert path == d1.path
+        assert name == d1.name
         assert g.store is d1.store
 
         # create as descendant
-        d2 = g.create_dataset('/a/b/c/', shape=2000, chunks=200, dtype='i1',
+        dpath = '/a/b/c/'
+        d2 = g.create_dataset(dpath, shape=2000, chunks=200, dtype='i1',
                               compression='zlib', compression_opts=9,
                               fill_value=42, order='F')
+        path, name = self._dataset_path(g, dpath)
         assert isinstance(d2, Array)
         assert (2000,) == d2.shape
         assert (200,) == d2.chunks
@@ -234,20 +312,22 @@ def test_create_dataset(self):
         assert 9 == d2.compressor.level
         assert 42 == d2.fill_value
         assert 'F' == d2.order
-        assert 'a/b/c' == d2.path
-        assert '/a/b/c' == d2.name
+        assert path == d2.path
+        assert name == d2.name
         assert g.store is d2.store
 
         # create with data
         data = np.arange(3000, dtype='u2')
-        d3 = g.create_dataset('bar', data=data, chunks=300)
+        dpath = 'bar'
+        d3 = g.create_dataset(dpath, data=data, chunks=300)
+        path, name = self._dataset_path(g, dpath)
         assert isinstance(d3, Array)
         assert (3000,) == d3.shape
         assert (300,) == d3.chunks
         assert np.dtype('u2') == d3.dtype
         assert_array_equal(data, d3[:])
-        assert 'bar' == d3.path
-        assert '/bar' == d3.name
+        assert path == d3.path
+        assert name == d3.name
         assert g.store is d3.store
 
         # compression arguments handling follows...
@@ -290,25 +370,27 @@ def test_require_dataset(self):
         g = self.create_group()
 
         # create
-        d1 = g.require_dataset('foo', shape=1000, chunks=100, dtype='f4')
+        dpath = 'foo'
+        d1 = g.require_dataset(dpath, shape=1000, chunks=100, dtype='f4')
         d1[:] = np.arange(1000)
+        path, name = self._dataset_path(g, dpath)
         assert isinstance(d1, Array)
         assert (1000,) == d1.shape
         assert (100,) == d1.chunks
         assert np.dtype('f4') == d1.dtype
-        assert 'foo' == d1.path
-        assert '/foo' == d1.name
+        assert path == d1.path
+        assert name == d1.name
         assert g.store is d1.store
         assert_array_equal(np.arange(1000), d1[:])
 
         # require
-        d2 = g.require_dataset('foo', shape=1000, chunks=100, dtype='f4')
+        d2 = g.require_dataset(dpath, shape=1000, chunks=100, dtype='f4')
         assert isinstance(d2, Array)
         assert (1000,) == d2.shape
         assert (100,) == d2.chunks
         assert np.dtype('f4') == d2.dtype
-        assert 'foo' == d2.path
-        assert '/foo' == d2.name
+        assert path == d2.path
+        assert name == d2.name
         assert g.store is d2.store
         assert_array_equal(np.arange(1000), d2[:])
         assert d1 == d2
@@ -419,7 +501,12 @@ def test_getitem_contains_iterators(self):
         # setup
         g1 = self.create_group()
         g2 = g1.create_group('foo/bar')
-        d1 = g2.create_dataset('/a/b/c', shape=1000, chunks=100)
+        if g1._version == 2:
+            d1 = g2.create_dataset('/a/b/c', shape=1000, chunks=100)
+        else:
+            # v3: cannot create a dataset at the root by starting with /
+            #     instead, need to create the dataset on g1 directly
+            d1 = g1.create_dataset('a/b/c', shape=1000, chunks=100)
         d1[:] = np.arange(1000)
         d2 = g1.create_dataset('foo/baz', shape=3000, chunks=300)
         d2[:] = np.arange(3000)
@@ -428,7 +515,13 @@ def test_getitem_contains_iterators(self):
         assert isinstance(g1['foo'], Group)
         assert isinstance(g1['foo']['bar'], Group)
         assert isinstance(g1['foo/bar'], Group)
-        assert isinstance(g1['/foo/bar/'], Group)
+        if g1._version == 2:
+            assert isinstance(g1['/foo/bar/'], Group)
+        else:
+            # start or end with / raises KeyError
+            # TODO: should we fix allow stripping of these on v3?
+            with pytest.raises(KeyError):
+                assert isinstance(g1['/foo/bar/'], Group)
         assert isinstance(g1['foo/baz'], Array)
         assert g2 == g1['foo/bar']
         assert g1['foo']['bar'] == g1['foo/bar']
@@ -454,7 +547,9 @@ def test_getitem_contains_iterators(self):
         assert 'baz' not in g1
         assert 'a/b/c/d' not in g1
         assert 'a/z' not in g1
-        assert 'quux' not in g1['foo']
+        if g1._version == 2:
+            # TODO: handle implicit group for v3 spec
+            assert 'quux' not in g1['foo']
 
         # test key errors
         with pytest.raises(KeyError):
@@ -470,12 +565,19 @@ def test_getitem_contains_iterators(self):
         assert 1 == len(g1['a/b'])
 
         # test __iter__, keys()
-        # currently assumes sorted by key
 
-        assert ['a', 'foo'] == list(g1)
-        assert ['a', 'foo'] == list(g1.keys())
-        assert ['bar', 'baz'] == list(g1['foo'])
-        assert ['bar', 'baz'] == list(g1['foo'].keys())
+        if g1._version == 2:
+            # currently assumes sorted by key
+            assert ['a', 'foo'] == list(g1)
+            assert ['a', 'foo'] == list(g1.keys())
+            assert ['bar', 'baz'] == list(g1['foo'])
+            assert ['bar', 'baz'] == list(g1['foo'].keys())
+        else:
+            # v3 is not necessarily sorted by key
+            assert ['a', 'foo'] == sorted(list(g1))
+            assert ['a', 'foo'] == sorted(list(g1.keys()))
+            assert ['bar', 'baz'] == sorted(list(g1['foo']))
+            assert ['bar', 'baz'] == sorted(list(g1['foo'].keys()))
         assert [] == sorted(g1['foo/bar'])
         assert [] == sorted(g1['foo/bar'].keys())
 
@@ -484,6 +586,9 @@ def test_getitem_contains_iterators(self):
 
         items = list(g1.items())
         values = list(g1.values())
+        if g1._version == 3:
+            # v3 are not automatically sorted by key
+            items, values = zip(*sorted(zip(items, values), key=lambda x: x[0]))
         assert 'a' == items[0][0]
         assert g1['a'] == items[0][1]
         assert g1['a'] == values[0]
@@ -493,6 +598,9 @@ def test_getitem_contains_iterators(self):
 
         items = list(g1['foo'].items())
         values = list(g1['foo'].values())
+        if g1._version == 3:
+            # v3 are not automatically sorted by key
+            items, values = zip(*sorted(zip(items, values), key=lambda x: x[0]))
         assert 'bar' == items[0][0]
         assert g1['foo']['bar'] == items[0][1]
         assert g1['foo']['bar'] == values[0]
@@ -501,11 +609,16 @@ def test_getitem_contains_iterators(self):
         assert g1['foo']['baz'] == values[1]
 
         # test array_keys(), arrays(), group_keys(), groups()
-        # currently assumes sorted by key
 
-        assert ['a', 'foo'] == list(g1.group_keys())
         groups = list(g1.groups())
         arrays = list(g1.arrays())
+        if g1._version == 2:
+            # currently assumes sorted by key
+            assert ['a', 'foo'] == list(g1.group_keys())
+        else:
+            assert ['a', 'foo'] == sorted(list(g1.group_keys()))
+            groups = sorted(groups)
+            arrays = sorted(arrays)
         assert 'a' == groups[0][0]
         assert g1['a'] == groups[0][1]
         assert 'foo' == groups[1][0]
@@ -517,6 +630,9 @@ def test_getitem_contains_iterators(self):
         assert ['baz'] == list(g1['foo'].array_keys())
         groups = list(g1['foo'].groups())
         arrays = list(g1['foo'].arrays())
+        if g1._version == 3:
+            groups = sorted(groups)
+            arrays = sorted(arrays)
         assert 'bar' == groups[0][0]
         assert g1['foo']['bar'] == groups[0][1]
         assert 'baz' == arrays[0][0]
@@ -537,21 +653,27 @@ def visitor4(name, obj):
 
         del items[:]
         g1.visitvalues(visitor2)
-        assert [
+        expected_items = [
             "a",
             "a/b",
             "a/b/c",
             "foo",
             "foo/bar",
             "foo/baz",
-        ] == items
+        ]
+        if g1._version == 3:
+            expected_items = [g1.path + '/' + i for i in expected_items]
+        assert expected_items == items
 
         del items[:]
         g1["foo"].visitvalues(visitor2)
-        assert [
+        expected_items = [
             "foo/bar",
             "foo/baz",
-        ] == items
+        ]
+        if g1._version == 3:
+            expected_items = [g1.path + '/' + i for i in expected_items]
+        assert expected_items == items
 
         del items[:]
         g1.visit(visitor3)
@@ -627,6 +749,9 @@ def visitor0(val, *args):
         # noinspection PyUnusedLocal
         def visitor1(val, *args):
             name = getattr(val, "path", val)
+            if name.startswith('group/'):
+                # strip the group path for v3
+                name = name[6:]
             if name == "a/b/c":
                 return True
 
@@ -762,9 +887,13 @@ def test_move(self):
         g2.move("bar", "/bar")
         assert "foo2" in g
         assert "foo2/bar" not in g
-        assert "bar" in g
+        if g2._version == 2:
+            # TODO: how to access element created outside of group.path in v3?
+            assert "bar" in g
         assert isinstance(g["foo2"], Group)
-        assert_array_equal(data, g["bar"])
+        if g2._version == 2:
+            # TODO: how to access element created outside of group.path in v3?
+            assert_array_equal(data, g["bar"])
 
         with pytest.raises(ValueError):
             g2.move("bar", "bar2")
@@ -841,6 +970,9 @@ def test_paths(self):
         g1 = self.create_group()
         g2 = g1.create_group('foo/bar')
 
+        if g1._version == 3:
+            pytest.skip("TODO: update class for v3")
+
         assert g1 == g1['/']
         assert g1 == g1['//']
         assert g1 == g1['///']
@@ -893,7 +1025,9 @@ def test_pickle(self):
         assert name == g2.name
         assert n == len(g2)
         assert keys == list(g2)
-        assert isinstance(g2['foo'], Group)
+        if g2._version == 2:
+            # TODO: handle implicit group for v3
+            assert isinstance(g2['foo'], Group)
         assert isinstance(g2['foo/bar'], Array)
 
         g2.store.close()
@@ -921,6 +1055,57 @@ def test_group_init_from_dict(chunk_dict):
         assert chunk_store is not g.chunk_store
 
 
+# noinspection PyStatementEffect
+class TestGroupV3(TestGroup, unittest.TestCase):
+
+    @staticmethod
+    def create_store():
+        # can be overridden in sub-classes
+        return KVStoreV3(dict()), None
+
+    def create_group(self, store=None, path='group', read_only=False,
+                     chunk_store=None, synchronizer=None):
+        # can be overridden in sub-classes
+        if store is None:
+            store, chunk_store = self.create_store()
+        init_group(store, path=path, chunk_store=chunk_store)
+        g = Group(store, path=path, read_only=read_only,
+                  chunk_store=chunk_store, synchronizer=synchronizer)
+        return g
+
+    def test_group_init_1(self):
+        store, chunk_store = self.create_store()
+        g = self.create_group(store, chunk_store=chunk_store)
+        assert store is g.store
+        if chunk_store is None:
+            assert store is g.chunk_store
+        else:
+            assert chunk_store is g.chunk_store
+        assert not g.read_only
+        # different path/name in v3 case
+        assert 'group' == g.path
+        assert '/group' == g.name
+        assert 'group' == g.basename
+
+        assert isinstance(g.attrs, Attributes)
+        g.attrs['foo'] = 'bar'
+        assert g.attrs['foo'] == 'bar'
+
+        assert isinstance(g.info, InfoReporter)
+        assert isinstance(repr(g.info), str)
+        assert isinstance(g.info._repr_html_(), str)
+        store.close()
+
+    def test_group_init_errors_2(self):
+        store, chunk_store = self.create_store()
+        path = 'tmp'
+        init_array(store, path=path, shape=1000, chunks=100, chunk_store=chunk_store)
+        # array blocks group
+        with pytest.raises(ValueError):
+            Group(store, path=path, chunk_store=chunk_store)
+        store.close()
+
+
 class TestGroupWithMemoryStore(TestGroup):
 
     @staticmethod
@@ -928,6 +1113,14 @@ def create_store():
         return MemoryStore(), None
 
 
+# TODO: fix MemoryStoreV3 _get_parent, etc.
+# # noinspection PyStatementEffect
+# class TestGroupV3WithMemoryStore(TestGroupWithMemoryStore, TestGroupV3):
+
+#     @staticmethod
+#     def create_store():
+#         return MemoryStoreV3(), None
+
 class TestGroupWithDirectoryStore(TestGroup):
 
     @staticmethod
@@ -938,6 +1131,16 @@ def create_store():
         return store, None
 
 
+class TestGroupV3WithDirectoryStore(TestGroupWithDirectoryStore, TestGroupV3):
+
+    @staticmethod
+    def create_store():
+        path = tempfile.mkdtemp()
+        atexit.register(atexit_rmtree, path)
+        store = DirectoryStoreV3(path)
+        return store, None
+
+
 @skip_test_env_var("ZARR_TEST_ABS")
 class TestGroupWithABSStore(TestGroup):
 
@@ -954,6 +1157,22 @@ def test_pickle(self):
         super().test_pickle()
 
 
+@skip_test_env_var("ZARR_TEST_ABS")
+class TestGroupWithABSStoreV3(TestGroupV3):
+
+    @staticmethod
+    def create_store():
+        container_client = abs_container()
+        store = ABSStoreV3(client=container_client)
+        store.rmdir()
+        return store, None
+
+    @pytest.mark.skipif(sys.version_info < (3, 7), reason="attr not serializable in py36")
+    def test_pickle(self):
+        # internal attribute on ContainerClient isn't serializable for py36 and earlier
+        super().test_pickle()
+
+
 class TestGroupWithNestedDirectoryStore(TestGroup):
 
     @staticmethod
@@ -982,10 +1201,45 @@ def test_round_trip_nd(self):
         f = open_group(store, mode='w')
         f.create_dataset(name, data=data, chunks=(5, 5, 5),
                          compressor=None)
+        assert name in f
         h = open_group(store, mode='r')
         np.testing.assert_array_equal(h[name][:], data)
 
 
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestGroupV3WithFSStore(TestGroupWithFSStore, TestGroupV3):
+
+    @staticmethod
+    def create_store():
+        path = tempfile.mkdtemp()
+        atexit.register(atexit_rmtree, path)
+        store = FSStoreV3(path)
+        return store, None
+
+    def test_round_trip_nd(self):
+        data = np.arange(1000).reshape(10, 10, 10)
+        name = 'raw'
+
+        store, _ = self.create_store()
+        f = open_group(store, path='group', mode='w')
+        f.create_dataset(name, data=data, chunks=(5, 5, 5),
+                         compressor=None)
+        h = open_group(store, path='group', mode='r')
+        np.testing.assert_array_equal(h[name][:], data)
+
+        f = open_group(store, path='group2', mode='w')
+
+        data_size = data.nbytes
+        group_meta_size = buffer_size(store[meta_root + 'group.group.json'])
+        group2_meta_size = buffer_size(store[meta_root + 'group2.group.json'])
+        array_meta_size = buffer_size(store[meta_root + 'group/raw.array.json'])
+        assert store.getsize() == data_size + group_meta_size + group2_meta_size + array_meta_size
+        # added case with path to complete coverage
+        assert store.getsize('group') == data_size + group_meta_size + array_meta_size
+        assert store.getsize('group2') == group2_meta_size
+        assert store.getsize('group/raw') == data_size + array_meta_size
+
+
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestGroupWithNestedFSStore(TestGroupWithFSStore):
 
@@ -1009,6 +1263,29 @@ def test_inconsistent_dimension_separator(self):
                              compressor=None, dimension_separator='.')
 
 
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestGroupV3WithNestedFSStore(TestGroupV3WithFSStore):
+
+    @staticmethod
+    def create_store():
+        path = tempfile.mkdtemp()
+        atexit.register(atexit_rmtree, path)
+        store = FSStoreV3(path, key_separator='/', auto_mkdir=True)
+        return store, None
+
+    def test_inconsistent_dimension_separator(self):
+        data = np.arange(1000).reshape(10, 10, 10)
+        name = 'raw'
+
+        store, _ = self.create_store()
+        f = open_group(store, path='group', mode='w')
+
+        # cannot specify dimension_separator that conflicts with the store
+        with pytest.raises(ValueError):
+            f.create_dataset(name, data=data, chunks=(5, 5, 5),
+                             compressor=None, dimension_separator='.')
+
+
 class TestGroupWithZipStore(TestGroup):
 
     @staticmethod
@@ -1036,6 +1313,16 @@ def test_move(self):
         pass
 
 
+class TestGroupV3WithZipStore(TestGroupWithZipStore, TestGroupV3):
+
+    @staticmethod
+    def create_store():
+        path = tempfile.mktemp(suffix='.zip')
+        atexit.register(os.remove, path)
+        store = ZipStoreV3(path)
+        return store, None
+
+
 class TestGroupWithDBMStore(TestGroup):
 
     @staticmethod
@@ -1046,6 +1333,16 @@ def create_store():
         return store, None
 
 
+class TestGroupV3WithDBMStore(TestGroupWithDBMStore, TestGroupV3):
+
+    @staticmethod
+    def create_store():
+        path = tempfile.mktemp(suffix='.anydbm')
+        atexit.register(atexit_rmglob, path + '*')
+        store = DBMStoreV3(path, flag='n')
+        return store, None
+
+
 class TestGroupWithDBMStoreBerkeleyDB(TestGroup):
 
     @staticmethod
@@ -1057,6 +1354,17 @@ def create_store():
         return store, None
 
 
+class TestGroupV3WithDBMStoreBerkeleyDB(TestGroupWithDBMStoreBerkeleyDB, TestGroupV3):
+
+    @staticmethod
+    def create_store():
+        bsddb3 = pytest.importorskip("bsddb3")
+        path = tempfile.mktemp(suffix='.dbm')
+        atexit.register(os.remove, path)
+        store = DBMStoreV3(path, flag='n', open=bsddb3.btopen)
+        return store, None
+
+
 class TestGroupWithLMDBStore(TestGroup):
 
     @staticmethod
@@ -1068,6 +1376,17 @@ def create_store():
         return store, None
 
 
+class TestGroupV3WithLMDBStore(TestGroupWithLMDBStore, TestGroupV3):
+
+    @staticmethod
+    def create_store():
+        pytest.importorskip("lmdb")
+        path = tempfile.mktemp(suffix='.lmdb')
+        atexit.register(atexit_rmtree, path)
+        store = LMDBStoreV3(path)
+        return store, None
+
+
 class TestGroupWithSQLiteStore(TestGroup):
 
     def create_store(self):
@@ -1078,6 +1397,16 @@ def create_store(self):
         return store, None
 
 
+class TestGroupV3WithSQLiteStore(TestGroupWithSQLiteStore, TestGroupV3):
+
+    def create_store(self):
+        pytest.importorskip("sqlite3")
+        path = tempfile.mktemp(suffix='.db')
+        atexit.register(atexit_rmtree, path)
+        store = SQLiteStoreV3(path)
+        return store, None
+
+
 class TestGroupWithChunkStore(TestGroup):
 
     @staticmethod
@@ -1109,6 +1438,41 @@ def test_chunk_store(self):
         assert expect == actual
 
 
+class TestGroupV3WithChunkStore(TestGroupWithChunkStore, TestGroupV3):
+
+    @staticmethod
+    def create_store():
+        return KVStoreV3(dict()), KVStoreV3(dict())
+
+    def test_chunk_store(self):
+        # setup
+        store, chunk_store = self.create_store()
+        path = 'group1'
+        g = self.create_group(store, path=path, chunk_store=chunk_store)
+
+        # check attributes
+        assert store is g.store
+        assert chunk_store is g.chunk_store
+
+        # create array
+        a = g.zeros('foo', shape=100, chunks=10)
+        assert store is a.store
+        assert chunk_store is a.chunk_store
+        a[:] = np.arange(100)
+        assert_array_equal(np.arange(100), a[:])
+
+        # check store keys
+        group_key = meta_root + path + '.group.json'
+        array_key = meta_root + path + '/foo' + '.array.json'
+        expect = sorted([group_key, array_key, 'zarr.json'])
+        actual = sorted(store.keys())
+        assert expect == actual
+        expect = [data_root + path + '/foo/c' + str(i) for i in range(10)]
+        expect += ['zarr.json']
+        actual = sorted(chunk_store.keys())
+        assert expect == actual
+
+
 class TestGroupWithStoreCache(TestGroup):
 
     @staticmethod
@@ -1117,44 +1481,78 @@ def create_store():
         return store, None
 
 
-def test_group():
+class TestGroupV3WithStoreCache(TestGroupWithStoreCache, TestGroupV3):
+
+    @staticmethod
+    def create_store():
+        store = LRUStoreCacheV3(dict(), max_size=None)
+        return store, None
+
+
+@pytest.mark.parametrize('zarr_version', [2, 3])
+def test_group(zarr_version):
     # test the group() convenience function
 
     # basic usage
-    g = group()
+    if zarr_version == 2:
+        g = group()
+        assert '' == g.path
+        assert '/' == g.name
+    else:
+        g = group(path='group1', zarr_version=zarr_version)
+        with pytest.raises(ValueError):
+            # must supply path for v3 groups
+            group(zarr_version=3)
+        assert 'group1' == g.path
+        assert '/group1' == g.name
     assert isinstance(g, Group)
-    assert '' == g.path
-    assert '/' == g.name
 
     # usage with custom store
-    store = KVStore(dict())
-    g = group(store=store)
+    if zarr_version == 2:
+        store = KVStore(dict())
+        path = None
+    else:
+        store = KVStoreV3(dict())
+        path = 'foo'
+    g = group(store=store, path=path)
     assert isinstance(g, Group)
     assert store is g.store
 
     # overwrite behaviour
-    store = KVStore(dict())
-    init_array(store, shape=100, chunks=10)
+    if zarr_version == 2:
+        store = KVStore(dict())
+        path = None
+    else:
+        store = KVStoreV3(dict())
+        path = 'foo'
+    init_array(store, path=path, shape=100, chunks=10)
     with pytest.raises(ValueError):
-        group(store)
-    g = group(store, overwrite=True)
+        group(store, path=path)
+    g = group(store, path=path, overwrite=True)
     assert isinstance(g, Group)
     assert store is g.store
 
 
-def test_open_group():
+@pytest.mark.parametrize('zarr_version', [2, 3])
+def test_open_group(zarr_version):
     # test the open_group() convenience function
 
     store = 'data/group.zarr'
 
+    expected_store_type = DirectoryStore if zarr_version == 2 else DirectoryStoreV3
+
     # mode == 'w'
-    g = open_group(store, mode='w')
+    path = None if zarr_version == 2 else 'group1'
+    g = open_group(store, path=path, mode='w', zarr_version=zarr_version)
     assert isinstance(g, Group)
-    assert isinstance(g.store, DirectoryStore)
+    assert isinstance(g.store, expected_store_type)
     assert 0 == len(g)
     g.create_groups('foo', 'bar')
     assert 2 == len(g)
 
+    # TODO: update the r, r+ test case here for zarr_version == 3 after
+    #       open_array has StoreV3 support
+
     # mode in 'r', 'r+'
     open_array('data/array.zarr', shape=100, chunks=10, mode='w')
     for mode in 'r', 'r+':
@@ -1175,37 +1573,40 @@ def test_open_group():
 
     # mode == 'a'
     shutil.rmtree(store)
-    g = open_group(store, mode='a')
+    g = open_group(store, path=path, mode='a', zarr_version=zarr_version)
     assert isinstance(g, Group)
-    assert isinstance(g.store, DirectoryStore)
+    assert isinstance(g.store, expected_store_type)
     assert 0 == len(g)
     g.create_groups('foo', 'bar')
     assert 2 == len(g)
     with pytest.raises(ValueError):
-        open_group('data/array.zarr', mode='a')
+        open_group('data/array.zarr', mode='a', zarr_version=zarr_version)
 
     # mode in 'w-', 'x'
     for mode in 'w-', 'x':
         shutil.rmtree(store)
-        g = open_group(store, mode=mode)
+        g = open_group(store, path=path, mode=mode, zarr_version=zarr_version)
         assert isinstance(g, Group)
-        assert isinstance(g.store, DirectoryStore)
+        assert isinstance(g.store, expected_store_type)
         assert 0 == len(g)
         g.create_groups('foo', 'bar')
         assert 2 == len(g)
         with pytest.raises(ValueError):
-            open_group(store, mode=mode)
-        with pytest.raises(ValueError):
-            open_group('data/array.zarr', mode=mode)
+            open_group(store, path=path, mode=mode, zarr_version=zarr_version)
+        if zarr_version == 2:
+            with pytest.raises(ValueError):
+                open_group('data/array.zarr', mode=mode)
 
     # open with path
-    g = open_group(store, path='foo/bar')
+    g = open_group(store, path='foo/bar', zarr_version=zarr_version)
     assert isinstance(g, Group)
     assert 'foo/bar' == g.path
 
 
-def test_group_completions():
-    g = group()
+@pytest.mark.parametrize('zarr_version', [2, 3])
+def test_group_completions(zarr_version):
+    path = None if zarr_version == 2 else 'group1'
+    g = group(path=path, zarr_version=zarr_version)
     d = dir(g)
     assert 'foo' not in d
     assert 'bar' not in d
@@ -1233,8 +1634,10 @@ def test_group_completions():
     assert '456' not in d  # not valid identifier
 
 
-def test_group_key_completions():
-    g = group()
+@pytest.mark.parametrize('zarr_version', [2, 3])
+def test_group_key_completions(zarr_version):
+    path = None if zarr_version == 2 else 'group1'
+    g = group(path=path, zarr_version=zarr_version)
     d = dir(g)
     # noinspection PyProtectedMember
     k = g._ipython_key_completions_()
@@ -1268,7 +1671,12 @@ def test_group_key_completions():
     g.zeros('yyy', shape=100)
     g.zeros('zzz', shape=100)
     g.zeros('456', shape=100)
-    g.zeros('asdf;', shape=100)
+    if zarr_version == 2:
+        g.zeros('asdf;', shape=100)
+    else:
+        # cannot have ; in key name for v3
+        with pytest.raises(ValueError):
+            g.zeros('asdf;', shape=100)
 
     d = dir(g)
     # noinspection PyProtectedMember
@@ -1283,7 +1691,8 @@ def test_group_key_completions():
     assert 'zzz' in d
     assert '123' not in d  # not valid identifier
     assert '456' not in d  # not valid identifier
-    assert 'asdf;' not in d  # not valid identifier
+    if zarr_version == 2:
+        assert 'asdf;' not in d  # not valid identifier
 
     assert 'foo' in k
     assert 'bar' in k
@@ -1294,7 +1703,8 @@ def test_group_key_completions():
     assert 'zzz' in k
     assert '123' in k
     assert '456' in k
-    assert 'asdf;' in k
+    if zarr_version == 2:
+        assert 'asdf;' in k
 
 
 def _check_tree(g, expect_bytes, expect_text):
@@ -1308,9 +1718,11 @@ def _check_tree(g, expect_bytes, expect_text):
         isinstance(widget, ipytree.Tree)
 
 
-def test_tree():
+@pytest.mark.parametrize('zarr_version', [2, 3])
+def test_tree(zarr_version):
     # setup
-    g1 = group()
+    path = None if zarr_version == 2 else 'group1'
+    g1 = group(path=path, zarr_version=zarr_version)
     g2 = g1.create_group('foo')
     g3 = g1.create_group('bar')
     g3.create_group('baz')
@@ -1318,20 +1730,38 @@ def test_tree():
     g5.create_dataset('baz', shape=100, chunks=10)
 
     # test root group
-    expect_bytes = textwrap.dedent("""\
-    /
-     +-- bar
-     |   +-- baz
-     |   +-- quux
-     |       +-- baz (100,) float64
-     +-- foo""").encode()
-    expect_text = textwrap.dedent("""\
-    /
-     ├── bar
-     │   ├── baz
-     │   └── quux
-     │       └── baz (100,) float64
-     └── foo""")
+    if zarr_version == 2:
+        expect_bytes = textwrap.dedent("""\
+        /
+         +-- bar
+         |   +-- baz
+         |   +-- quux
+         |       +-- baz (100,) float64
+         +-- foo""").encode()
+        expect_text = textwrap.dedent("""\
+        /
+         ├── bar
+         │   ├── baz
+         │   └── quux
+         │       └── baz (100,) float64
+         └── foo""")
+    else:
+        # Almost the same as for v2, but has a path name and the
+        # subgroups are not necessarily sorted alphabetically.
+        expect_bytes = textwrap.dedent("""\
+        group1
+         +-- foo
+         +-- bar
+             +-- baz
+             +-- quux
+                 +-- baz (100,) float64""").encode()
+        expect_text = textwrap.dedent("""\
+        group1
+         ├── foo
+         └── bar
+             ├── baz
+             └── quux
+                 └── baz (100,) float64""")
     _check_tree(g1, expect_bytes, expect_text)
 
     # test different group
@@ -1353,3 +1783,36 @@ def test_tree():
      └── quux
          └── baz (100,) float64""")
     _check_tree(g3, expect_bytes, expect_text)
+
+
+def test_group_mismatched_store_versions():
+    store_v3 = KVStoreV3(dict())
+    store_v2 = KVStore(dict())
+
+    # separate chunk store
+    chunk_store_v2 = KVStore(dict())
+    chunk_store_v3 = KVStoreV3(dict())
+
+    init_group(store_v2, path='group1', chunk_store=chunk_store_v2)
+    init_group(store_v3, path='group1', chunk_store=chunk_store_v3)
+
+    g1_v3 = Group(store_v3, path='group1', read_only=True, chunk_store=chunk_store_v3)
+    assert isinstance(g1_v3._store, KVStoreV3)
+    g1_v2 = Group(store_v2, path='group1', read_only=True, chunk_store=chunk_store_v2)
+    assert isinstance(g1_v2._store, KVStore)
+
+    # store and chunk_store must have the same zarr protocol version
+    with pytest.raises(ValueError):
+        Group(store_v3, path='group1', read_only=False, chunk_store=chunk_store_v2)
+    with pytest.raises(ValueError):
+        Group(store_v2, path='group1', read_only=False, chunk_store=chunk_store_v3)
+    with pytest.raises(ValueError):
+        open_group(store_v2, path='group1', chunk_store=chunk_store_v3)
+    with pytest.raises(ValueError):
+        open_group(store_v3, path='group1', chunk_store=chunk_store_v2)
+
+    # raises Value if read_only and path is not a pre-existing group
+    with pytest.raises(ValueError):
+        Group(store_v3, path='group2', read_only=True, chunk_store=chunk_store_v3)
+    with pytest.raises(ValueError):
+        Group(store_v3, path='group2', read_only=True, chunk_store=chunk_store_v3)
diff --git a/zarr/tests/test_indexing.py b/zarr/tests/test_indexing.py
index 74f0c9f7de..524d335c9f 100644
--- a/zarr/tests/test_indexing.py
+++ b/zarr/tests/test_indexing.py
@@ -1442,7 +1442,7 @@ def test_slice_selection_uints():
     arr = np.arange(24).reshape((4, 6))
     idx = np.uint64(3)
     slice_sel = make_slice_selection((idx,))
-    assert arr[slice_sel].shape == (1, 6)
+    assert arr[tuple(slice_sel)].shape == (1, 6)
 
 
 def test_numpy_int_indexing():
diff --git a/zarr/tests/test_info.py b/zarr/tests/test_info.py
index 361490c0a8..434d19d1f7 100644
--- a/zarr/tests/test_info.py
+++ b/zarr/tests/test_info.py
@@ -1,15 +1,18 @@
 import numcodecs
+import pytest
 
 import zarr
+from zarr.util import InfoReporter
 
 
-def test_info():
+@pytest.mark.parametrize('array_size', [10, 15000])
+def test_info(array_size):
 
     # setup
     g = zarr.group(store=dict(), chunk_store=dict(),
                    synchronizer=zarr.ThreadSynchronizer())
     g.create_group('foo')
-    z = g.zeros('bar', shape=10, filters=[numcodecs.Adler32()])
+    z = g.zeros('bar', shape=array_size, filters=[numcodecs.Adler32()])
 
     # test group info
     items = g.info_items()
@@ -20,6 +23,10 @@ def test_info():
     ])
     assert expected_keys == keys
 
+    # can also get a string representation of info via the info attribute
+    assert isinstance(g.info, InfoReporter)
+    assert "Type" in repr(g.info)
+
     # test array info
     items = z.info_items()
     keys = sorted([k for k, _ in items])
@@ -29,3 +36,7 @@ def test_info():
         'No. bytes stored', 'Storage ratio', 'Chunks initialized', 'Name'
     ])
     assert expected_keys == keys
+
+    # can also get a string representation of info via the info attribute
+    assert isinstance(z.info, InfoReporter)
+    assert "Type" in repr(z.info)
diff --git a/zarr/tests/test_meta.py b/zarr/tests/test_meta.py
index 5469921110..8acd634a13 100644
--- a/zarr/tests/test_meta.py
+++ b/zarr/tests/test_meta.py
@@ -1,4 +1,5 @@
 import base64
+import copy
 import json
 
 import numpy as np
@@ -8,7 +9,10 @@
 from zarr.errors import MetadataError
 from zarr.meta import (ZARR_FORMAT, decode_array_metadata, decode_dtype,
                        decode_group_metadata, encode_array_metadata,
-                       encode_dtype, encode_fill_value, decode_fill_value)
+                       encode_dtype, encode_fill_value, decode_fill_value,
+                       get_extended_dtype_info, _v3_complex_types,
+                       _v3_datetime_types, _default_entry_point_metadata_v3,
+                       Metadata3)
 from zarr.util import normalize_dtype, normalize_fill_value
 
 
@@ -260,6 +264,56 @@ def test_encode_decode_array_dtype_shape():
     assert meta_dec['filters'] is None
 
 
+def test_encode_decode_array_dtype_shape_v3():
+
+    meta = dict(
+        shape=(100,),
+        chunk_grid=dict(type='regular',
+                        chunk_shape=(10,),
+                        separator=('/')),
+        data_type=np.dtype('(10, 10)<f8'),
+        compressor=Zlib(1),
+        fill_value=None,
+        chunk_memory_layout='C'
+    )
+
+    meta_json = '''{
+        "attributes": {},
+        "chunk_grid": {
+            "chunk_shape": [10],
+            "separator": "/",
+            "type": "regular"
+        },
+        "chunk_memory_layout": "C",
+        "compressor": {
+            "codec": "https://purl.org/zarr/spec/codec/zlib/1.0",
+            "configuration": {
+                "level": 1
+            }
+        },
+        "data_type": "<f8",
+        "extensions": [],
+        "fill_value": null,
+        "shape": [100, 10, 10 ]
+    }'''
+
+    # test encoding
+    meta_enc = Metadata3.encode_array_metadata(meta)
+    assert_json_equal(meta_json, meta_enc)
+
+    # test decoding
+    meta_dec = Metadata3.decode_array_metadata(meta_enc)
+    # to maintain consistency with numpy unstructured arrays, unpack dimensions into shape
+    assert meta['shape'] + meta['data_type'].shape == meta_dec['shape']
+    assert meta['chunk_grid'] == meta_dec['chunk_grid']
+    # to maintain consistency with numpy unstructured arrays, unpack dtypes
+    assert meta['data_type'].base == meta_dec['data_type']
+    assert meta['compressor'] == meta_dec['compressor']
+    assert meta['chunk_memory_layout'] == meta_dec['chunk_memory_layout']
+    assert meta_dec['fill_value'] is None
+    assert 'filters' not in meta_dec
+
+
 def test_encode_decode_array_structured():
 
     meta = dict(
@@ -502,3 +556,70 @@ def test_decode_fill_value(fill_value, dtype, object_codec, result):
         with pytest.raises(ValueError):
             # No encoding is possible
             decode_fill_value(fill_value, dtype, object_codec)
+
+
+def test_get_extended_dtype_info():
+    extended_types = list(_v3_complex_types) + list(_v3_datetime_types)
+    extended_types += ['|S4', '|S8', '>U4', '<U4', '|O', '|V16']
+
+    for dtype in extended_types:
+        try:
+            info = get_extended_dtype_info(np.asarray([], dtype=dtype).dtype)
+        except TypeError:  # pragma: no cover
+            # skip any numpy dtypes not supported by a particular architecture
+            pass  # pragma: no cover
+        assert 'extension' in info
+        assert 'type' in info
+        assert 'fallback' in info
+
+    class invalid_dtype():
+
+        str = 'unknown_type'
+
+    with pytest.raises(ValueError):
+        get_extended_dtype_info(invalid_dtype)
+
+
+def test_metadata3_exceptions():
+
+    with pytest.raises(KeyError):
+        # dict must have a key named 'type'
+        Metadata3.decode_dtype({})
+
+    required = ["zarr_format", "metadata_encoding",  "metadata_key_suffix", "extensions"]
+    for key in required:
+        meta = copy.copy(_default_entry_point_metadata_v3)
+        meta.pop('zarr_format')
+        with pytest.raises(ValueError):
+            # cannot encode metadata that is missing a required key
+            Metadata3.encode_hierarchy_metadata(meta)
+
+    meta = copy.copy(_default_entry_point_metadata_v3)
+    meta["extra_key"] = []
+    with pytest.raises(ValueError):
+        # cannot encode metadata that has unexpected keys
+        Metadata3.encode_hierarchy_metadata(meta)
+
+    json = Metadata3.encode_hierarchy_metadata(_default_entry_point_metadata_v3)
+    # form a new json bytes object with one of the keys missing
+    temp = json.split(b'\n')
+    temp = temp[:2] + temp[3:]
+    bad_json = b'\n'.join(temp)
+    with pytest.raises(ValueError):
+        # cannot encode metadata that is missing a required key
+        Metadata3.decode_hierarchy_metadata(bad_json)
+
+    json = Metadata3.encode_hierarchy_metadata(_default_entry_point_metadata_v3)
+    temp = json.split(b'\n')
+    temp = temp[:2] + [b'    "unexpected": [],'] + temp[2:]
+    bad_json = b'\n'.join(temp)
+    with pytest.raises(ValueError):
+        # cannot encode metadata that has extra, unexpected keys
+        Metadata3.decode_hierarchy_metadata(bad_json)
+
+    codec_meta = dict(configuration=None, codec='unknown')
+    with pytest.raises(NotImplementedError):
+        Metadata3._decode_codec_metadata(codec_meta)
+
+    with pytest.raises(MetadataError):
+        Metadata3.decode_array_metadata(dict())
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index f39b1d8743..6f5aac8011 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -18,9 +18,10 @@
 from numcodecs.compat import ensure_bytes
 
 import zarr
+from zarr._storage.store import _get_hierarchy_metadata
 from zarr.codecs import BZ2, AsType, Blosc, Zlib
 from zarr.convenience import consolidate_metadata
-from zarr.errors import MetadataError
+from zarr.errors import ContainsArrayError, ContainsGroupError, MetadataError
 from zarr.hierarchy import group
 from zarr.meta import ZARR_FORMAT, decode_array_metadata
 from zarr.n5 import N5Store, N5FSStore
@@ -28,10 +29,11 @@
                           DictStore, DirectoryStore, KVStore, LMDBStore,
                           LRUStoreCache, MemoryStore, MongoDBStore,
                           NestedDirectoryStore, RedisStore, SQLiteStore,
-                          Store, TempStore, ZipStore,
+                          Store, TempStore, ZipStore, KVStoreV3,
                           array_meta_key, atexit_rmglob, atexit_rmtree,
-                          attrs_key, default_compressor, getsize,
-                          group_meta_key, init_array, init_group, migrate_1to2)
+                          attrs_key, data_root, default_compressor, getsize,
+                          group_meta_key, init_array, init_group, migrate_1to2,
+                          meta_root, normalize_store_arg)
 from zarr.storage import FSStore, rename, listdir
 from zarr.tests.util import CountingDict, have_fsspec, skip_test_env_var, abs_container
 
@@ -59,13 +61,19 @@ def test_kvstore_repr():
     repr(KVStore(dict()))
 
 
-def test_invalid_store():
+def test_ensure_store():
     class InvalidStore:
         pass
 
     with pytest.raises(ValueError):
         Store._ensure_store(InvalidStore())
 
+    # cannot initialize with a store from a different Zarr version
+    with pytest.raises(ValueError):
+        Store._ensure_store(KVStoreV3(dict()))
+
+    assert Store._ensure_store(None) is None
+
 
 def test_capabilities():
     s = KVStore(dict())
@@ -98,6 +106,9 @@ def test_deprecated_listdir_nosotre():
 class StoreTests:
     """Abstract store tests."""
 
+    version = 2
+    root = ''
+
     def create_store(self, **kwargs):  # pragma: no cover
         # implement in sub-class
         raise NotImplementedError
@@ -110,27 +121,28 @@ def test_get_set_del_contains(self):
         store = self.create_store()
 
         # test __contains__, __getitem__, __setitem__
-        assert 'foo' not in store
+        key = self.root + 'foo'
+        assert key not in store
         with pytest.raises(KeyError):
             # noinspection PyStatementEffect
-            store['foo']
-        store['foo'] = b'bar'
-        assert 'foo' in store
-        assert b'bar' == ensure_bytes(store['foo'])
+            store[key]
+        store[key] = b'bar'
+        assert key in store
+        assert b'bar' == ensure_bytes(store[key])
 
         # test __delitem__ (optional)
         try:
-            del store['foo']
+            del store[key]
         except NotImplementedError:
             pass
         else:
-            assert 'foo' not in store
+            assert key not in store
             with pytest.raises(KeyError):
                 # noinspection PyStatementEffect
-                store['foo']
+                store[key]
             with pytest.raises(KeyError):
                 # noinspection PyStatementEffect
-                del store['foo']
+                del store[key]
 
         store.close()
 
@@ -138,49 +150,49 @@ def test_set_invalid_content(self):
         store = self.create_store()
 
         with pytest.raises(TypeError):
-            store['baz'] = list(range(5))
+            store[self.root + 'baz'] = list(range(5))
 
         store.close()
 
     def test_clear(self):
         store = self.create_store()
-        store['foo'] = b'bar'
-        store['baz'] = b'qux'
+        store[self.root + 'foo'] = b'bar'
+        store[self.root + 'baz'] = b'qux'
         assert len(store) == 2
         store.clear()
         assert len(store) == 0
-        assert 'foo' not in store
-        assert 'baz' not in store
+        assert self.root + 'foo' not in store
+        assert self.root + 'baz' not in store
 
         store.close()
 
     def test_pop(self):
         store = self.create_store()
-        store['foo'] = b'bar'
-        store['baz'] = b'qux'
+        store[self.root + 'foo'] = b'bar'
+        store[self.root + 'baz'] = b'qux'
         assert len(store) == 2
-        v = store.pop('foo')
+        v = store.pop(self.root + 'foo')
         assert ensure_bytes(v) == b'bar'
         assert len(store) == 1
-        v = store.pop('baz')
+        v = store.pop(self.root + 'baz')
         assert ensure_bytes(v) == b'qux'
         assert len(store) == 0
         with pytest.raises(KeyError):
-            store.pop('xxx')
-        v = store.pop('xxx', b'default')
+            store.pop(self.root + 'xxx')
+        v = store.pop(self.root + 'xxx', b'default')
         assert v == b'default'
-        v = store.pop('xxx', b'')
+        v = store.pop(self.root + 'xxx', b'')
         assert v == b''
-        v = store.pop('xxx', None)
+        v = store.pop(self.root + 'xxx', None)
         assert v is None
 
         store.close()
 
     def test_popitem(self):
         store = self.create_store()
-        store['foo'] = b'bar'
+        store[self.root + 'foo'] = b'bar'
         k, v = store.popitem()
-        assert k == 'foo'
+        assert k == self.root + 'foo'
         assert ensure_bytes(v) == b'bar'
         assert len(store) == 0
         with pytest.raises(KeyError):
@@ -192,20 +204,27 @@ def test_writeable_values(self):
         store = self.create_store()
 
         # __setitem__ should accept any value that implements buffer interface
-        store['foo1'] = b'bar'
-        store['foo2'] = bytearray(b'bar')
-        store['foo3'] = array.array('B', b'bar')
-        store['foo4'] = np.frombuffer(b'bar', dtype='u1')
+        store[self.root + 'foo1'] = b'bar'
+        store[self.root + 'foo2'] = bytearray(b'bar')
+        store[self.root + 'foo3'] = array.array('B', b'bar')
+        store[self.root + 'foo4'] = np.frombuffer(b'bar', dtype='u1')
 
         store.close()
 
     def test_update(self):
         store = self.create_store()
-        assert 'foo' not in store
-        assert 'baz' not in store
-        store.update(foo=b'bar', baz=b'quux')
-        assert b'bar' == ensure_bytes(store['foo'])
-        assert b'quux' == ensure_bytes(store['baz'])
+        assert self.root + 'foo' not in store
+        assert self.root + 'baz' not in store
+
+        if self.version == 2:
+            store.update(foo=b'bar', baz=b'quux')
+        else:
+            kv = {self.root + 'foo': b'bar',
+                  self.root + 'baz': b'quux'}
+            store.update(kv)
+
+        assert b'bar' == ensure_bytes(store[self.root + 'foo'])
+        assert b'quux' == ensure_bytes(store[self.root + 'baz'])
 
         store.close()
 
@@ -220,18 +239,23 @@ def test_iterators(self):
         assert set() == set(store.items())
 
         # setup some values
-        store['a'] = b'aaa'
-        store['b'] = b'bbb'
-        store['c/d'] = b'ddd'
-        store['c/e/f'] = b'fff'
+        store[self.root + 'a'] = b'aaa'
+        store[self.root + 'b'] = b'bbb'
+        store[self.root + 'c/d'] = b'ddd'
+        store[self.root + 'c/e/f'] = b'fff'
 
         # test iterators on store with data
         assert 4 == len(store)
-        assert {'a', 'b', 'c/d', 'c/e/f'} == set(store)
-        assert {'a', 'b', 'c/d', 'c/e/f'} == set(store.keys())
+        expected = set(self.root + k for k in ['a', 'b', 'c/d', 'c/e/f'])
+        assert expected == set(store)
+        assert expected == set(store.keys())
         assert {b'aaa', b'bbb', b'ddd', b'fff'} == set(map(ensure_bytes, store.values()))
-        assert ({('a', b'aaa'), ('b', b'bbb'), ('c/d', b'ddd'), ('c/e/f', b'fff')} ==
-                set(map(lambda kv: (kv[0], ensure_bytes(kv[1])), store.items())))
+        assert ({(self.root + 'a', b'aaa'),
+                 (self.root + 'b', b'bbb'),
+                 (self.root + 'c/d', b'ddd'),
+                 (self.root + 'c/e/f', b'fff')} == set(
+                    map(lambda kv: (kv[0], ensure_bytes(kv[1])), store.items()))
+                )
 
         store.close()
 
@@ -239,8 +263,8 @@ def test_pickle(self):
 
         # setup store
         store = self.create_store()
-        store['foo'] = b'bar'
-        store['baz'] = b'quux'
+        store[self.root + 'foo'] = b'bar'
+        store[self.root + 'baz'] = b'quux'
         n = len(store)
         keys = sorted(store.keys())
 
@@ -256,8 +280,8 @@ def test_pickle(self):
         # verify
         assert n == len(store2)
         assert keys == sorted(store2.keys())
-        assert b'bar' == ensure_bytes(store2['foo'])
-        assert b'quux' == ensure_bytes(store2['baz'])
+        assert b'bar' == ensure_bytes(store2[self.root + 'foo'])
+        assert b'quux' == ensure_bytes(store2[self.root + 'baz'])
 
         store2.close()
 
@@ -287,38 +311,47 @@ def test_getsize(self):
     def test_hierarchy(self):
         # setup
         store = self.create_store()
-        store['a'] = b'aaa'
-        store['b'] = b'bbb'
-        store['c/d'] = b'ddd'
-        store['c/e/f'] = b'fff'
-        store['c/e/g'] = b'ggg'
+        store[self.root + 'a'] = b'aaa'
+        store[self.root + 'b'] = b'bbb'
+        store[self.root + 'c/d'] = b'ddd'
+        store[self.root + 'c/e/f'] = b'fff'
+        store[self.root + 'c/e/g'] = b'ggg'
 
         # check keys
-        assert 'a' in store
-        assert 'b' in store
-        assert 'c/d' in store
-        assert 'c/e/f' in store
-        assert 'c/e/g' in store
-        assert 'c' not in store
-        assert 'c/' not in store
-        assert 'c/e' not in store
-        assert 'c/e/' not in store
-        assert 'c/d/x' not in store
+        assert self.root + 'a' in store
+        assert self.root + 'b' in store
+        assert self.root + 'c/d' in store
+        assert self.root + 'c/e/f' in store
+        assert self.root + 'c/e/g' in store
+        assert self.root + 'c' not in store
+        assert self.root + 'c/' not in store
+        assert self.root + 'c/e' not in store
+        assert self.root + 'c/e/' not in store
+        assert self.root + 'c/d/x' not in store
 
         # check __getitem__
         with pytest.raises(KeyError):
-            store['c']
+            store[self.root + 'c']
         with pytest.raises(KeyError):
-            store['c/e']
+            store[self.root + 'c/e']
         with pytest.raises(KeyError):
-            store['c/d/x']
+            store[self.root + 'c/d/x']
 
         # test getsize (optional)
         if hasattr(store, 'getsize'):
-            assert 6 == store.getsize()
+            # TODO: proper behavior of getsize?
+            #       v3 returns size of all nested arrays, not just the
+            #       size of the arrays in the current folder.
+            if self.version == 2:
+                assert 6 == store.getsize()
+            else:
+                assert 15 == store.getsize()
             assert 3 == store.getsize('a')
             assert 3 == store.getsize('b')
-            assert 3 == store.getsize('c')
+            if self.version == 2:
+                assert 3 == store.getsize('c')
+            else:
+                assert 9 == store.getsize('c')
             assert 3 == store.getsize('c/d')
             assert 6 == store.getsize('c/e')
             assert 3 == store.getsize('c/e/f')
@@ -331,79 +364,82 @@ def test_hierarchy(self):
             assert 0 == store.getsize('c/d/y')
             assert 0 == store.getsize('c/d/y/z')
 
+            # access item via full path
+            assert 3 == store.getsize(self.root + 'a')
+
         # test listdir (optional)
         if hasattr(store, 'listdir'):
-            assert {'a', 'b', 'c'} == set(store.listdir())
-            assert {'d', 'e'} == set(store.listdir('c'))
-            assert {'f', 'g'} == set(store.listdir('c/e'))
+            assert {'a', 'b', 'c'} == set(store.listdir(self.root))
+            assert {'d', 'e'} == set(store.listdir(self.root + 'c'))
+            assert {'f', 'g'} == set(store.listdir(self.root + 'c/e'))
             # no exception raised if path does not exist or is leaf
-            assert [] == store.listdir('x')
-            assert [] == store.listdir('a/x')
-            assert [] == store.listdir('c/x')
-            assert [] == store.listdir('c/x/y')
-            assert [] == store.listdir('c/d/y')
-            assert [] == store.listdir('c/d/y/z')
-            assert [] == store.listdir('c/e/f')
+            assert [] == store.listdir(self.root + 'x')
+            assert [] == store.listdir(self.root + 'a/x')
+            assert [] == store.listdir(self.root + 'c/x')
+            assert [] == store.listdir(self.root + 'c/x/y')
+            assert [] == store.listdir(self.root + 'c/d/y')
+            assert [] == store.listdir(self.root + 'c/d/y/z')
+            assert [] == store.listdir(self.root + 'c/e/f')
 
         # test rename (optional)
         if store.is_erasable():
             store.rename("c/e", "c/e2")
-            assert "c/d" in store
-            assert "c/e" not in store
-            assert "c/e/f" not in store
-            assert "c/e/g" not in store
-            assert "c/e2" not in store
-            assert "c/e2/f" in store
-            assert "c/e2/g" in store
+            assert self.root + "c/d" in store
+            assert self.root + "c/e" not in store
+            assert self.root + "c/e/f" not in store
+            assert self.root + "c/e/g" not in store
+            assert self.root + "c/e2" not in store
+            assert self.root + "c/e2/f" in store
+            assert self.root + "c/e2/g" in store
             store.rename("c/e2", "c/e")
-            assert "c/d" in store
-            assert "c/e2" not in store
-            assert "c/e2/f" not in store
-            assert "c/e2/g" not in store
-            assert "c/e" not in store
-            assert "c/e/f" in store
-            assert "c/e/g" in store
+            assert self.root + "c/d" in store
+            assert self.root + "c/e2" not in store
+            assert self.root + "c/e2/f" not in store
+            assert self.root + "c/e2/g" not in store
+            assert self.root + "c/e" not in store
+            assert self.root + "c/e/f" in store
+            assert self.root + "c/e/g" in store
             store.rename("c", "c1/c2/c3")
-            assert "a" in store
-            assert "c" not in store
-            assert "c/d" not in store
-            assert "c/e" not in store
-            assert "c/e/f" not in store
-            assert "c/e/g" not in store
-            assert "c1" not in store
-            assert "c1/c2" not in store
-            assert "c1/c2/c3" not in store
-            assert "c1/c2/c3/d" in store
-            assert "c1/c2/c3/e" not in store
-            assert "c1/c2/c3/e/f" in store
-            assert "c1/c2/c3/e/g" in store
+            assert self.root + "a" in store
+            assert self.root + "c" not in store
+            assert self.root + "c/d" not in store
+            assert self.root + "c/e" not in store
+            assert self.root + "c/e/f" not in store
+            assert self.root + "c/e/g" not in store
+            assert self.root + "c1" not in store
+            assert self.root + "c1/c2" not in store
+            assert self.root + "c1/c2/c3" not in store
+            assert self.root + "c1/c2/c3/d" in store
+            assert self.root + "c1/c2/c3/e" not in store
+            assert self.root + "c1/c2/c3/e/f" in store
+            assert self.root + "c1/c2/c3/e/g" in store
             store.rename("c1/c2/c3", "c")
-            assert "c" not in store
-            assert "c/d" in store
-            assert "c/e" not in store
-            assert "c/e/f" in store
-            assert "c/e/g" in store
-            assert "c1" not in store
-            assert "c1/c2" not in store
-            assert "c1/c2/c3" not in store
-            assert "c1/c2/c3/d" not in store
-            assert "c1/c2/c3/e" not in store
-            assert "c1/c2/c3/e/f" not in store
-            assert "c1/c2/c3/e/g" not in store
+            assert self.root + "c" not in store
+            assert self.root + "c/d" in store
+            assert self.root + "c/e" not in store
+            assert self.root + "c/e/f" in store
+            assert self.root + "c/e/g" in store
+            assert self.root + "c1" not in store
+            assert self.root + "c1/c2" not in store
+            assert self.root + "c1/c2/c3" not in store
+            assert self.root + "c1/c2/c3/d" not in store
+            assert self.root + "c1/c2/c3/e" not in store
+            assert self.root + "c1/c2/c3/e/f" not in store
+            assert self.root + "c1/c2/c3/e/g" not in store
 
             # test rmdir (optional)
             store.rmdir("c/e")
-            assert "c/d" in store
-            assert "c/e/f" not in store
-            assert "c/e/g" not in store
+            assert self.root + "c/d" in store
+            assert self.root + "c/e/f" not in store
+            assert self.root + "c/e/g" not in store
             store.rmdir("c")
-            assert "c/d" not in store
+            assert self.root + "c/d" not in store
             store.rmdir()
-            assert 'a' not in store
-            assert 'b' not in store
-            store['a'] = b'aaa'
-            store['c/d'] = b'ddd'
-            store['c/e/f'] = b'fff'
+            assert self.root + 'a' not in store
+            assert self.root + 'b' not in store
+            store[self.root + 'a'] = b'aaa'
+            store[self.root + 'c/d'] = b'ddd'
+            store[self.root + 'c/e/f'] = b'fff'
             # no exceptions raised if path does not exist or is leaf
             store.rmdir('x')
             store.rmdir('a/x')
@@ -412,9 +448,9 @@ def test_hierarchy(self):
             store.rmdir('c/d/y')
             store.rmdir('c/d/y/z')
             store.rmdir('c/e/f')
-            assert 'a' in store
-            assert 'c/d' in store
-            assert 'c/e/f' in store
+            assert self.root + 'a' in store
+            assert self.root + 'c/d' in store
+            assert self.root + 'c/e/f' in store
 
         store.close()
 
@@ -460,33 +496,51 @@ def test_init_group_overwrite_chunk_store(self):
     def _test_init_array_overwrite(self, order):
         # setup
         store = self.create_store()
-        store[array_meta_key] = store._metadata_class.encode_array_metadata(
-            dict(shape=(2000,),
-                 chunks=(200,),
-                 dtype=np.dtype('u1'),
-                 compressor=Zlib(1).get_config(),
-                 fill_value=0,
-                 order=order,
-                 filters=None)
-        )
+        if self.version == 2:
+            path = None
+            mkey = array_meta_key
+            meta = dict(shape=(2000,),
+                        chunks=(200,),
+                        dtype=np.dtype('u1'),
+                        compressor=Zlib(1).get_config(),
+                        fill_value=0,
+                        order=order,
+                        filters=None)
+        else:
+            path = 'arr1'  # no default, have to specify for v3
+            mkey = meta_root + path + '.array.json'
+            meta = dict(shape=(2000,),
+                        chunk_grid=dict(type='regular',
+                                        chunk_shape=(200,),
+                                        separator=('/')),
+                        data_type=np.dtype('u1'),
+                        compressor=Zlib(1),
+                        fill_value=0,
+                        chunk_memory_layout=order,
+                        filters=None)
+        store[mkey] = store._metadata_class.encode_array_metadata(meta)
 
         # don't overwrite (default)
-        with pytest.raises(ValueError):
-            init_array(store, shape=1000, chunks=100)
+        with pytest.raises(ContainsArrayError):
+            init_array(store, shape=1000, chunks=100, path=path)
 
         # do overwrite
         try:
             init_array(store, shape=1000, chunks=100, dtype='i4',
-                       overwrite=True)
+                       overwrite=True, path=path)
         except NotImplementedError:
             pass
         else:
-            assert array_meta_key in store
-            meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-            assert ZARR_FORMAT == meta['zarr_format']
+            assert mkey in store
+            meta = store._metadata_class.decode_array_metadata(store[mkey])
+            if self.version == 2:
+                assert ZARR_FORMAT == meta['zarr_format']
+                assert (100,) == meta['chunks']
+                assert np.dtype('i4') == meta['dtype']
+            else:
+                assert (100,) == meta['chunk_grid']['chunk_shape']
+                assert np.dtype('i4') == meta['data_type']
             assert (1000,) == meta['shape']
-            assert (100,) == meta['chunks']
-            assert np.dtype('i4') == meta['dtype']
 
         store.close()
 
@@ -496,14 +550,22 @@ def test_init_array_path(self):
         init_array(store, shape=1000, chunks=100, path=path)
 
         # check metadata
-        key = path + '/' + array_meta_key
-        assert key in store
-        meta = store._metadata_class.decode_array_metadata(store[key])
-        assert ZARR_FORMAT == meta['zarr_format']
+        if self.version == 2:
+            mkey = path + '/' + array_meta_key
+        else:
+            mkey = meta_root + path + '.array.json'
+        assert mkey in store
+        meta = store._metadata_class.decode_array_metadata(store[mkey])
+        if self.version == 2:
+            assert ZARR_FORMAT == meta['zarr_format']
+            assert (100,) == meta['chunks']
+            assert np.dtype(None) == meta['dtype']
+            assert default_compressor.get_config() == meta['compressor']
+        else:
+            assert (100,) == meta['chunk_grid']['chunk_shape']
+            assert np.dtype(None) == meta['data_type']
+            assert default_compressor == meta['compressor']
         assert (1000,) == meta['shape']
-        assert (100,) == meta['chunks']
-        assert np.dtype(None) == meta['dtype']
-        assert default_compressor.get_config() == meta['compressor']
         assert meta['fill_value'] is None
 
         store.close()
@@ -512,18 +574,30 @@ def _test_init_array_overwrite_path(self, order):
         # setup
         path = 'foo/bar'
         store = self.create_store()
-        meta = dict(shape=(2000,),
-                    chunks=(200,),
-                    dtype=np.dtype('u1'),
-                    compressor=Zlib(1).get_config(),
-                    fill_value=0,
-                    order=order,
-                    filters=None)
-        store[array_meta_key] = store._metadata_class.encode_array_metadata(meta)
-        store[path + '/' + array_meta_key] = store._metadata_class.encode_array_metadata(meta)
+        if self.version == 2:
+            mkey = path + '/' + array_meta_key
+            meta = dict(shape=(2000,),
+                        chunks=(200,),
+                        dtype=np.dtype('u1'),
+                        compressor=Zlib(1).get_config(),
+                        fill_value=0,
+                        order=order,
+                        filters=None)
+        else:
+            mkey = meta_root + path + '.array.json'
+            meta = dict(shape=(2000,),
+                        chunk_grid=dict(type='regular',
+                                        chunk_shape=(200,),
+                                        separator=('/')),
+                        data_type=np.dtype('u1'),
+                        compressor=Zlib(1),
+                        fill_value=0,
+                        chunk_memory_layout=order,
+                        filters=None)
+        store[mkey] = store._metadata_class.encode_array_metadata(meta)
 
         # don't overwrite
-        with pytest.raises(ValueError):
+        with pytest.raises(ContainsArrayError):
             init_array(store, shape=1000, chunks=100, path=path)
 
         # do overwrite
@@ -533,15 +607,20 @@ def _test_init_array_overwrite_path(self, order):
         except NotImplementedError:
             pass
         else:
-            assert group_meta_key in store
-            assert array_meta_key not in store
-            assert (path + '/' + array_meta_key) in store
+            if self.version == 2:
+                assert group_meta_key in store
+                assert array_meta_key not in store
+            assert mkey in store
             # should have been overwritten
-            meta = store._metadata_class.decode_array_metadata(store[path + '/' + array_meta_key])
-            assert ZARR_FORMAT == meta['zarr_format']
+            meta = store._metadata_class.decode_array_metadata(store[mkey])
+            if self.version == 2:
+                assert ZARR_FORMAT == meta['zarr_format']
+                assert (100,) == meta['chunks']
+                assert np.dtype('i4') == meta['dtype']
+            else:
+                assert (100,) == meta['chunk_grid']['chunk_shape']
+                assert np.dtype('i4') == meta['data_type']
             assert (1000,) == meta['shape']
-            assert (100,) == meta['chunks']
-            assert np.dtype('i4') == meta['dtype']
 
         store.close()
 
@@ -549,10 +628,16 @@ def test_init_array_overwrite_group(self):
         # setup
         path = 'foo/bar'
         store = self.create_store()
-        store[path + '/' + group_meta_key] = store._metadata_class.encode_group_metadata()
+        if self.version == 2:
+            array_key = path + '/' + array_meta_key
+            group_key = path + '/' + group_meta_key
+        else:
+            array_key = meta_root + path + '.array.json'
+            group_key = meta_root + path + '.group.json'
+        store[group_key] = store._metadata_class.encode_group_metadata()
 
         # don't overwrite
-        with pytest.raises(ValueError):
+        with pytest.raises(ContainsGroupError):
             init_array(store, shape=1000, chunks=100, path=path)
 
         # do overwrite
@@ -562,13 +647,17 @@ def test_init_array_overwrite_group(self):
         except NotImplementedError:
             pass
         else:
-            assert (path + '/' + group_meta_key) not in store
-            assert (path + '/' + array_meta_key) in store
-            meta = store._metadata_class.decode_array_metadata(store[path + '/' + array_meta_key])
-            assert ZARR_FORMAT == meta['zarr_format']
+            assert group_key not in store
+            assert array_key in store
+            meta = store._metadata_class.decode_array_metadata(store[array_key])
+            if self.version == 2:
+                assert ZARR_FORMAT == meta['zarr_format']
+                assert (100,) == meta['chunks']
+                assert np.dtype('i4') == meta['dtype']
+            else:
+                assert (100,) == meta['chunk_grid']['chunk_shape']
+                assert np.dtype('i4') == meta['data_type']
             assert (1000,) == meta['shape']
-            assert (100,) == meta['chunks']
-            assert np.dtype('i4') == meta['dtype']
 
         store.close()
 
@@ -576,61 +665,105 @@ def _test_init_array_overwrite_chunk_store(self, order):
         # setup
         store = self.create_store()
         chunk_store = self.create_store()
-        store[array_meta_key] = store._metadata_class.encode_array_metadata(
-            dict(shape=(2000,),
-                 chunks=(200,),
-                 dtype=np.dtype('u1'),
-                 compressor=None,
-                 fill_value=0,
-                 filters=None,
-                 order=order)
-        )
-        chunk_store['0'] = b'aaa'
-        chunk_store['1'] = b'bbb'
+
+        if self.version == 2:
+            path = None
+            data_path = ''
+            mkey = array_meta_key
+            meta = dict(shape=(2000,),
+                        chunks=(200,),
+                        dtype=np.dtype('u1'),
+                        compressor=None,
+                        fill_value=0,
+                        filters=None,
+                        order=order)
+        else:
+            path = 'arr1'
+            data_path = data_root + 'arr1/'
+            mkey = meta_root + path + '.array.json'
+            meta = dict(shape=(2000,),
+                        chunk_grid=dict(type='regular',
+                                        chunk_shape=(200,),
+                                        separator=('/')),
+                        data_type=np.dtype('u1'),
+                        compressor=None,
+                        fill_value=0,
+                        filters=None,
+                        chunk_memory_layout=order)
+
+        store[mkey] = store._metadata_class.encode_array_metadata(meta)
+
+        chunk_store[data_path + '0'] = b'aaa'
+        chunk_store[data_path + '1'] = b'bbb'
 
         # don't overwrite (default)
-        with pytest.raises(ValueError):
-            init_array(store, shape=1000, chunks=100, chunk_store=chunk_store)
+        with pytest.raises(ContainsArrayError):
+            init_array(store, path=path, shape=1000, chunks=100, chunk_store=chunk_store)
 
         # do overwrite
         try:
-            init_array(store, shape=1000, chunks=100, dtype='i4',
+            init_array(store, path=path, shape=1000, chunks=100, dtype='i4',
                        overwrite=True, chunk_store=chunk_store)
         except NotImplementedError:
             pass
         else:
-            assert array_meta_key in store
-            meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-            assert ZARR_FORMAT == meta['zarr_format']
+            assert mkey in store
+            meta = store._metadata_class.decode_array_metadata(store[mkey])
+            if self.version == 2:
+                assert ZARR_FORMAT == meta['zarr_format']
+                assert (100,) == meta['chunks']
+                assert np.dtype('i4') == meta['dtype']
+            else:
+                assert (100,) == meta['chunk_grid']['chunk_shape']
+                assert np.dtype('i4') == meta['data_type']
             assert (1000,) == meta['shape']
-            assert (100,) == meta['chunks']
-            assert np.dtype('i4') == meta['dtype']
-            assert '0' not in chunk_store
-            assert '1' not in chunk_store
+            assert data_path + '0' not in chunk_store
+            assert data_path + '1' not in chunk_store
 
         store.close()
         chunk_store.close()
 
     def test_init_array_compat(self):
         store = self.create_store()
-        init_array(store, shape=1000, chunks=100, compressor='none')
-        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        assert meta['compressor'] is None
-
+        if self.version == 2:
+            path = None
+            mkey = array_meta_key
+        else:
+            path = 'arr1'
+            mkey = meta_root + path + '.array.json'
+        init_array(store, path=path, shape=1000, chunks=100, compressor='none')
+        meta = store._metadata_class.decode_array_metadata(store[mkey])
+        if self.version == 2:
+            assert meta['compressor'] is None
+        else:
+            assert 'compressor' not in meta
         store.close()
 
     def test_init_group(self):
         store = self.create_store()
-        init_group(store)
+        if self.version == 2:
+            path = None
+            mkey = group_meta_key
+        else:
+            path = 'foo'
+            mkey = meta_root + path + '.group.json'
+        init_group(store, path=path)
 
         # check metadata
-        assert group_meta_key in store
-        meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-        assert ZARR_FORMAT == meta['zarr_format']
+        assert mkey in store
+        meta = store._metadata_class.decode_group_metadata(store[mkey])
+        if self.version == 2:
+            assert ZARR_FORMAT == meta['zarr_format']
+        else:
+            assert meta == {'attributes': {}}
 
         store.close()
 
     def _test_init_group_overwrite(self, order):
+        if self.version == 3:
+            pytest.skip(
+                "In v3 array and group names cannot overlap"
+            )
         # setup
         store = self.create_store()
         store[array_meta_key] = store._metadata_class.encode_array_metadata(
@@ -644,7 +777,7 @@ def _test_init_group_overwrite(self, order):
         )
 
         # don't overwrite array (default)
-        with pytest.raises(ValueError):
+        with pytest.raises(ContainsArrayError):
             init_group(store)
 
         # do overwrite
@@ -668,15 +801,31 @@ def _test_init_group_overwrite_path(self, order):
         # setup
         path = 'foo/bar'
         store = self.create_store()
-        meta = dict(shape=(2000,),
-                    chunks=(200,),
-                    dtype=np.dtype('u1'),
-                    compressor=None,
-                    fill_value=0,
-                    order=order,
-                    filters=None)
-        store[array_meta_key] = store._metadata_class.encode_array_metadata(meta)
-        store[path + '/' + array_meta_key] = store._metadata_class.encode_array_metadata(meta)
+        if self.version == 2:
+            meta = dict(shape=(2000,),
+                        chunks=(200,),
+                        dtype=np.dtype('u1'),
+                        compressor=None,
+                        fill_value=0,
+                        order=order,
+                        filters=None)
+            array_key = path + '/' + array_meta_key
+            group_key = path + '/' + group_meta_key
+        else:
+            meta = dict(
+                shape=(2000,),
+                chunk_grid=dict(type='regular',
+                                chunk_shape=(200,),
+                                separator=('/')),
+                data_type=np.dtype('u1'),
+                compressor=None,
+                fill_value=0,
+                filters=None,
+                chunk_memory_layout=order,
+            )
+            array_key = meta_root + path + '.array.json'
+            group_key = meta_root + path + '.group.json'
+        store[array_key] = store._metadata_class.encode_array_metadata(meta)
 
         # don't overwrite
         with pytest.raises(ValueError):
@@ -688,17 +837,25 @@ def _test_init_group_overwrite_path(self, order):
         except NotImplementedError:
             pass
         else:
-            assert array_meta_key not in store
-            assert group_meta_key in store
-            assert (path + '/' + array_meta_key) not in store
-            assert (path + '/' + group_meta_key) in store
+            if self.version == 2:
+                assert array_meta_key not in store
+                assert group_meta_key in store
+            assert array_key not in store
+            assert group_key in store
             # should have been overwritten
-            meta = store._metadata_class.decode_group_metadata(store[path + '/' + group_meta_key])
-            assert ZARR_FORMAT == meta['zarr_format']
+            meta = store._metadata_class.decode_group_metadata(store[group_key])
+            if self.version == 2:
+                assert ZARR_FORMAT == meta['zarr_format']
+            else:
+                assert meta == {'attributes': {}}
 
         store.close()
 
     def _test_init_group_overwrite_chunk_store(self, order):
+        if self.version == 3:
+            pytest.skip(
+                "In v3 array and group names cannot overlap"
+            )
         # setup
         store = self.create_store()
         chunk_store = self.create_store()
@@ -750,41 +907,41 @@ def test_set_invalid_content(self):
         pass
 
 
-def setdel_hierarchy_checks(store):
+def setdel_hierarchy_checks(store, root=''):
     # these tests are for stores that are aware of hierarchy levels; this
     # behaviour is not strictly required by Zarr but these tests are included
     # to define behaviour of MemoryStore and DirectoryStore classes
 
     # check __setitem__ and __delitem__ blocked by leaf
 
-    store['a/b'] = b'aaa'
+    store[root + 'a/b'] = b'aaa'
     with pytest.raises(KeyError):
-        store['a/b/c'] = b'xxx'
+        store[root + 'a/b/c'] = b'xxx'
     with pytest.raises(KeyError):
-        del store['a/b/c']
+        del store[root + 'a/b/c']
 
-    store['d'] = b'ddd'
+    store[root + 'd'] = b'ddd'
     with pytest.raises(KeyError):
-        store['d/e/f'] = b'xxx'
+        store[root + 'd/e/f'] = b'xxx'
     with pytest.raises(KeyError):
-        del store['d/e/f']
+        del store[root + 'd/e/f']
 
     # test __setitem__ overwrite level
-    store['x/y/z'] = b'xxx'
-    store['x/y'] = b'yyy'
-    assert b'yyy' == ensure_bytes(store['x/y'])
-    assert 'x/y/z' not in store
-    store['x'] = b'zzz'
-    assert b'zzz' == ensure_bytes(store['x'])
-    assert 'x/y' not in store
+    store[root + 'x/y/z'] = b'xxx'
+    store[root + 'x/y'] = b'yyy'
+    assert b'yyy' == ensure_bytes(store[root + 'x/y'])
+    assert root + 'x/y/z' not in store
+    store[root + 'x'] = b'zzz'
+    assert b'zzz' == ensure_bytes(store[root + 'x'])
+    assert root + 'x/y' not in store
 
     # test __delitem__ overwrite level
-    store['r/s/t'] = b'xxx'
-    del store['r/s']
-    assert 'r/s/t' not in store
-    store['r/s'] = b'xxx'
-    del store['r']
-    assert 'r/s' not in store
+    store[root + 'r/s/t'] = b'xxx'
+    del store[root + 'r/s']
+    assert root + 'r/s/t' not in store
+    store[root + 'r/s'] = b'xxx'
+    del store[root + 'r']
+    assert root + 'r/s' not in store
 
 
 class TestMemoryStore(StoreTests):
@@ -795,12 +952,12 @@ def create_store(self, **kwargs):
 
     def test_store_contains_bytes(self):
         store = self.create_store()
-        store['foo'] = np.array([97, 98, 99, 100, 101], dtype=np.uint8)
-        assert store['foo'] == b'abcde'
+        store[self.root + 'foo'] = np.array([97, 98, 99, 100, 101], dtype=np.uint8)
+        assert store[self.root + 'foo'] == b'abcde'
 
     def test_setdel(self):
         store = self.create_store()
-        setdel_hierarchy_checks(store)
+        setdel_hierarchy_checks(store, self.root)
 
 
 class TestDictStore(StoreTests):
@@ -873,19 +1030,19 @@ def test_pickle_ext(self):
         assert store.path == store2.path
 
         # check point to same underlying directory
-        assert 'xxx' not in store
-        store2['xxx'] = b'yyy'
-        assert b'yyy' == ensure_bytes(store['xxx'])
+        assert self.root + 'xxx' not in store
+        store2[self.root + 'xxx'] = b'yyy'
+        assert b'yyy' == ensure_bytes(store[self.root + 'xxx'])
 
     def test_setdel(self):
         store = self.create_store()
-        setdel_hierarchy_checks(store)
+        setdel_hierarchy_checks(store, self.root)
 
     def test_normalize_keys(self):
         store = self.create_store(normalize_keys=True)
-        store['FOO'] = b'bar'
-        assert 'FOO' in store
-        assert 'foo' in store
+        store[self.root + 'FOO'] = b'bar'
+        assert self.root + 'FOO' in store
+        assert self.root + 'foo' in store
 
     def test_listing_keys_slash(self):
 
@@ -969,25 +1126,31 @@ def test_complex(self):
         assert not store
         assert not os.listdir(path1)
         assert not os.listdir(path2)
-        store['foo'] = b"hello"
-        assert 'foo' in os.listdir(path1)
-        assert 'foo' in store
-        assert not os.listdir(path2)
-        assert store["foo"] == b"hello"
-        assert 'foo' in os.listdir(path2)
+        store[self.root + 'foo'] = b"hello"
+        assert 'foo' in os.listdir(str(path1) + '/' + self.root)
+        assert self.root + 'foo' in store
+        assert not os.listdir(str(path2))
+        assert store[self.root + "foo"] == b"hello"
+        assert 'foo' in os.listdir(str(path2))
 
     def test_deep_ndim(self):
         import zarr
 
         store = self.create_store()
-        foo = zarr.open_group(store=store)
+        path = None if self.version == 2 else 'group1'
+        foo = zarr.open_group(store=store, path=path)
         bar = foo.create_group("bar")
         baz = bar.create_dataset("baz",
                                  shape=(4, 4, 4),
                                  chunks=(2, 2, 2),
                                  dtype="i8")
         baz[:] = 1
-        assert set(store.listdir()) == {".zgroup", "bar"}
+        if self.version == 2:
+            assert set(store.listdir()) == {".zgroup", "bar"}
+        else:
+            assert set(store.listdir()) == set(["data", "meta", "zarr.json"])
+            assert set(store.listdir("meta/root/" + path)) == set(["bar", "bar.group.json"])
+            assert set(store.listdir("data/root/" + path)) == set(["bar"])
         assert foo["bar"]["baz"][(0, 0, 0)] == 1
 
     def test_not_fsspec(self):
@@ -1061,31 +1224,31 @@ def test_read_only(self):
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
         store = self.create_store(path=path)
-        store['foo'] = b"bar"
+        store[self.root + 'foo'] = b"bar"
 
         store = self.create_store(path=path, mode='r')
 
         with pytest.raises(PermissionError):
-            store['foo'] = b"hex"
+            store[self.root + 'foo'] = b"hex"
 
         with pytest.raises(PermissionError):
-            del store['foo']
+            del store[self.root + 'foo']
 
         with pytest.raises(PermissionError):
-            store.delitems(['foo'])
+            store.delitems([self.root + 'foo'])
 
         with pytest.raises(PermissionError):
-            store.setitems({'foo': b'baz'})
+            store.setitems({self.root + 'foo': b'baz'})
 
         with pytest.raises(PermissionError):
             store.clear()
 
         with pytest.raises(PermissionError):
-            store.rmdir("anydir")
+            store.rmdir(self.root + "anydir")
 
-        assert store['foo'] == b"bar"
+        assert store[self.root + 'foo'] == b"bar"
 
-        filepath = os.path.join(path, "foo")
+        filepath = os.path.join(path, self.root + "foo")
         with pytest.raises(ValueError):
             self.create_store(path=filepath, mode='r')
 
@@ -1241,14 +1404,14 @@ def test_init_array(self):
     def test_chunk_nesting(self):
         store = self.create_store()
         # any path where last segment looks like a chunk key gets special handling
-        store['0.0'] = b'xxx'
-        assert b'xxx' == store['0.0']
+        store[self.root + '0.0'] = b'xxx'
+        assert b'xxx' == store[self.root + '0.0']
         # assert b'xxx' == store['0/0']
-        store['foo/10.20.30'] = b'yyy'
-        assert b'yyy' == store['foo/10.20.30']
+        store[self.root + 'foo/10.20.30'] = b'yyy'
+        assert b'yyy' == store[self.root + 'foo/10.20.30']
         # assert b'yyy' == store['foo/10/20/30']
-        store['42'] = b'zzz'
-        assert b'zzz' == store['42']
+        store[self.root + '42'] = b'zzz'
+        assert b'zzz' == store[self.root + '42']
 
 
 class TestNestedDirectoryStoreNone:
@@ -1523,11 +1686,13 @@ def create_store(self, **kwargs):
 
     def test_setdel(self):
         store = self.create_store()
-        setdel_hierarchy_checks(store)
+        setdel_hierarchy_checks(store, self.root)
 
 
 class TestZipStore(StoreTests):
 
+    ZipStoreClass = ZipStore
+
     def create_store(self, **kwargs):
         path = tempfile.mktemp(suffix='.zip')
         atexit.register(os.remove, path)
@@ -1535,59 +1700,68 @@ def create_store(self, **kwargs):
         return store
 
     def test_mode(self):
-        with ZipStore('data/store.zip', mode='w') as store:
-            store['foo'] = b'bar'
-        store = ZipStore('data/store.zip', mode='r')
+        with self.ZipStoreClass('data/store.zip', mode='w') as store:
+            store[self.root + 'foo'] = b'bar'
+        store = self.ZipStoreClass('data/store.zip', mode='r')
         with pytest.raises(PermissionError):
-            store['foo'] = b'bar'
+            store[self.root + 'foo'] = b'bar'
         with pytest.raises(PermissionError):
             store.clear()
 
     def test_flush(self):
-        store = ZipStore('data/store.zip', mode='w')
-        store['foo'] = b'bar'
+        store = self.ZipStoreClass('data/store.zip', mode='w')
+        store[self.root + 'foo'] = b'bar'
         store.flush()
-        assert store['foo'] == b'bar'
+        assert store[self.root + 'foo'] == b'bar'
         store.close()
 
-        store = ZipStore('data/store.zip', mode='r')
+        store = self.ZipStoreClass('data/store.zip', mode='r')
         store.flush()  # no-op
 
     def test_context_manager(self):
         with self.create_store() as store:
-            store['foo'] = b'bar'
-            store['baz'] = b'qux'
+            store[self.root + 'foo'] = b'bar'
+            store[self.root + 'baz'] = b'qux'
             assert 2 == len(store)
 
     def test_pop(self):
         # override because not implemented
         store = self.create_store()
-        store['foo'] = b'bar'
+        store[self.root + 'foo'] = b'bar'
         with pytest.raises(NotImplementedError):
-            store.pop('foo')
+            store.pop(self.root + 'foo')
 
     def test_popitem(self):
         # override because not implemented
         store = self.create_store()
-        store['foo'] = b'bar'
+        store[self.root + 'foo'] = b'bar'
         with pytest.raises(NotImplementedError):
             store.popitem()
 
     def test_permissions(self):
-        store = ZipStore('data/store.zip', mode='w')
-        store['foo'] = b'bar'
-        store['baz/'] = b''
+        store = self.ZipStoreClass('data/store.zip', mode='w')
+        foo_key = 'foo' if self.version == 2 else self.root + 'foo'
+        # TODO: cannot provide key ending in / for v3
+        #       how to create an empty folder in that case?
+        baz_key = 'baz/' if self.version == 2 else self.root + 'baz'
+        store[foo_key] = b'bar'
+        store[baz_key] = b''
+
         store.flush()
         store.close()
         z = ZipFile('data/store.zip', 'r')
-        info = z.getinfo('foo')
+        info = z.getinfo(foo_key)
         perm = oct(info.external_attr >> 16)
         assert perm == '0o644'
-        info = z.getinfo('baz/')
+        info = z.getinfo(baz_key)
         perm = oct(info.external_attr >> 16)
         # only for posix platforms
         if os.name == 'posix':
-            assert perm == '0o40775'
+            if self.version == 2:
+                assert perm == '0o40775'
+            else:
+                # baz/ on v2, but baz on v3, so not a directory
+                assert perm == '0o644'
         z.close()
 
     def test_store_and_retrieve_ndarray(self):
@@ -1609,8 +1783,8 @@ def create_store(self, dimension_separator=None):
 
     def test_context_manager(self):
         with self.create_store() as store:
-            store['foo'] = b'bar'
-            store['baz'] = b'qux'
+            store[self.root + 'foo'] = b'bar'
+            store[self.root + 'baz'] = b'qux'
             assert 2 == len(store)
 
 
@@ -1669,8 +1843,8 @@ def create_store(self, **kwargs):
 
     def test_context_manager(self):
         with self.create_store() as store:
-            store['foo'] = b'bar'
-            store['baz'] = b'qux'
+            store[self.root + 'foo'] = b'bar'
+            store[self.root + 'baz'] = b'qux'
             assert 2 == len(store)
 
 
@@ -1704,8 +1878,8 @@ def test_pickle(self):
 
         # setup store
         store = self.create_store()
-        store['foo'] = b'bar'
-        store['baz'] = b'quux'
+        store[self.root + 'foo'] = b'bar'
+        store[self.root + 'baz'] = b'quux'
 
         # round-trip through pickle
         with pytest.raises(PicklingError):
@@ -1739,199 +1913,209 @@ def create_store(self, **kwargs):
 
 class TestLRUStoreCache(StoreTests):
 
+    CountingClass = CountingDict
+    LRUStoreClass = LRUStoreCache
+
     def create_store(self, **kwargs):
         # wrapper therefore no dimension_separator argument
         skip_if_nested_chunks(**kwargs)
-        return LRUStoreCache(dict(), max_size=2**27)
+        return self.LRUStoreClass(dict(), max_size=2**27)
 
     def test_cache_values_no_max_size(self):
 
         # setup store
-        store = CountingDict()
-        store['foo'] = b'xxx'
-        store['bar'] = b'yyy'
-        assert 0 == store.counter['__getitem__', 'foo']
-        assert 1 == store.counter['__setitem__', 'foo']
-        assert 0 == store.counter['__getitem__', 'bar']
-        assert 1 == store.counter['__setitem__', 'bar']
+        store = self.CountingClass()
+        foo_key = self.root + 'foo'
+        bar_key = self.root + 'bar'
+        store[foo_key] = b'xxx'
+        store[bar_key] = b'yyy'
+        assert 0 == store.counter['__getitem__', foo_key]
+        assert 1 == store.counter['__setitem__', foo_key]
+        assert 0 == store.counter['__getitem__', bar_key]
+        assert 1 == store.counter['__setitem__', bar_key]
 
         # setup cache
-        cache = LRUStoreCache(store, max_size=None)
+        cache = self.LRUStoreClass(store, max_size=None)
         assert 0 == cache.hits
         assert 0 == cache.misses
 
         # test first __getitem__, cache miss
-        assert b'xxx' == cache['foo']
-        assert 1 == store.counter['__getitem__', 'foo']
-        assert 1 == store.counter['__setitem__', 'foo']
+        assert b'xxx' == cache[foo_key]
+        assert 1 == store.counter['__getitem__', foo_key]
+        assert 1 == store.counter['__setitem__', foo_key]
         assert 0 == cache.hits
         assert 1 == cache.misses
 
         # test second __getitem__, cache hit
-        assert b'xxx' == cache['foo']
-        assert 1 == store.counter['__getitem__', 'foo']
-        assert 1 == store.counter['__setitem__', 'foo']
+        assert b'xxx' == cache[foo_key]
+        assert 1 == store.counter['__getitem__', foo_key]
+        assert 1 == store.counter['__setitem__', foo_key]
         assert 1 == cache.hits
         assert 1 == cache.misses
 
         # test __setitem__, __getitem__
-        cache['foo'] = b'zzz'
-        assert 1 == store.counter['__getitem__', 'foo']
-        assert 2 == store.counter['__setitem__', 'foo']
+        cache[foo_key] = b'zzz'
+        assert 1 == store.counter['__getitem__', foo_key]
+        assert 2 == store.counter['__setitem__', foo_key]
         # should be a cache hit
-        assert b'zzz' == cache['foo']
-        assert 1 == store.counter['__getitem__', 'foo']
-        assert 2 == store.counter['__setitem__', 'foo']
+        assert b'zzz' == cache[foo_key]
+        assert 1 == store.counter['__getitem__', foo_key]
+        assert 2 == store.counter['__setitem__', foo_key]
         assert 2 == cache.hits
         assert 1 == cache.misses
 
         # manually invalidate all cached values
         cache.invalidate_values()
-        assert b'zzz' == cache['foo']
-        assert 2 == store.counter['__getitem__', 'foo']
-        assert 2 == store.counter['__setitem__', 'foo']
+        assert b'zzz' == cache[foo_key]
+        assert 2 == store.counter['__getitem__', foo_key]
+        assert 2 == store.counter['__setitem__', foo_key]
         cache.invalidate()
-        assert b'zzz' == cache['foo']
-        assert 3 == store.counter['__getitem__', 'foo']
-        assert 2 == store.counter['__setitem__', 'foo']
+        assert b'zzz' == cache[foo_key]
+        assert 3 == store.counter['__getitem__', foo_key]
+        assert 2 == store.counter['__setitem__', foo_key]
 
         # test __delitem__
-        del cache['foo']
+        del cache[foo_key]
         with pytest.raises(KeyError):
             # noinspection PyStatementEffect
-            cache['foo']
+            cache[foo_key]
         with pytest.raises(KeyError):
             # noinspection PyStatementEffect
-            store['foo']
+            store[foo_key]
 
         # verify other keys untouched
-        assert 0 == store.counter['__getitem__', 'bar']
-        assert 1 == store.counter['__setitem__', 'bar']
+        assert 0 == store.counter['__getitem__', bar_key]
+        assert 1 == store.counter['__setitem__', bar_key]
 
     def test_cache_values_with_max_size(self):
 
         # setup store
-        store = CountingDict()
-        store['foo'] = b'xxx'
-        store['bar'] = b'yyy'
-        assert 0 == store.counter['__getitem__', 'foo']
-        assert 0 == store.counter['__getitem__', 'bar']
+        store = self.CountingClass()
+        foo_key = self.root + 'foo'
+        bar_key = self.root + 'bar'
+        store[foo_key] = b'xxx'
+        store[bar_key] = b'yyy'
+        assert 0 == store.counter['__getitem__', foo_key]
+        assert 0 == store.counter['__getitem__', bar_key]
         # setup cache - can only hold one item
-        cache = LRUStoreCache(store, max_size=5)
+        cache = self.LRUStoreClass(store, max_size=5)
         assert 0 == cache.hits
         assert 0 == cache.misses
 
         # test first 'foo' __getitem__, cache miss
-        assert b'xxx' == cache['foo']
-        assert 1 == store.counter['__getitem__', 'foo']
+        assert b'xxx' == cache[foo_key]
+        assert 1 == store.counter['__getitem__', foo_key]
         assert 0 == cache.hits
         assert 1 == cache.misses
 
         # test second 'foo' __getitem__, cache hit
-        assert b'xxx' == cache['foo']
-        assert 1 == store.counter['__getitem__', 'foo']
+        assert b'xxx' == cache[foo_key]
+        assert 1 == store.counter['__getitem__', foo_key]
         assert 1 == cache.hits
         assert 1 == cache.misses
 
         # test first 'bar' __getitem__, cache miss
-        assert b'yyy' == cache['bar']
-        assert 1 == store.counter['__getitem__', 'bar']
+        assert b'yyy' == cache[bar_key]
+        assert 1 == store.counter['__getitem__', bar_key]
         assert 1 == cache.hits
         assert 2 == cache.misses
 
         # test second 'bar' __getitem__, cache hit
-        assert b'yyy' == cache['bar']
-        assert 1 == store.counter['__getitem__', 'bar']
+        assert b'yyy' == cache[bar_key]
+        assert 1 == store.counter['__getitem__', bar_key]
         assert 2 == cache.hits
         assert 2 == cache.misses
 
         # test 'foo' __getitem__, should have been evicted, cache miss
-        assert b'xxx' == cache['foo']
-        assert 2 == store.counter['__getitem__', 'foo']
+        assert b'xxx' == cache[foo_key]
+        assert 2 == store.counter['__getitem__', foo_key]
         assert 2 == cache.hits
         assert 3 == cache.misses
 
         # test 'bar' __getitem__, should have been evicted, cache miss
-        assert b'yyy' == cache['bar']
-        assert 2 == store.counter['__getitem__', 'bar']
+        assert b'yyy' == cache[bar_key]
+        assert 2 == store.counter['__getitem__', bar_key]
         assert 2 == cache.hits
         assert 4 == cache.misses
 
         # setup store
-        store = CountingDict()
-        store['foo'] = b'xxx'
-        store['bar'] = b'yyy'
-        assert 0 == store.counter['__getitem__', 'foo']
-        assert 0 == store.counter['__getitem__', 'bar']
+        store = self.CountingClass()
+        store[foo_key] = b'xxx'
+        store[bar_key] = b'yyy'
+        assert 0 == store.counter['__getitem__', foo_key]
+        assert 0 == store.counter['__getitem__', bar_key]
         # setup cache - can hold two items
-        cache = LRUStoreCache(store, max_size=6)
+        cache = self.LRUStoreClass(store, max_size=6)
         assert 0 == cache.hits
         assert 0 == cache.misses
 
         # test first 'foo' __getitem__, cache miss
-        assert b'xxx' == cache['foo']
-        assert 1 == store.counter['__getitem__', 'foo']
+        assert b'xxx' == cache[foo_key]
+        assert 1 == store.counter['__getitem__', foo_key]
         assert 0 == cache.hits
         assert 1 == cache.misses
 
         # test second 'foo' __getitem__, cache hit
-        assert b'xxx' == cache['foo']
-        assert 1 == store.counter['__getitem__', 'foo']
+        assert b'xxx' == cache[foo_key]
+        assert 1 == store.counter['__getitem__', foo_key]
         assert 1 == cache.hits
         assert 1 == cache.misses
 
         # test first 'bar' __getitem__, cache miss
-        assert b'yyy' == cache['bar']
-        assert 1 == store.counter['__getitem__', 'bar']
+        assert b'yyy' == cache[bar_key]
+        assert 1 == store.counter['__getitem__', bar_key]
         assert 1 == cache.hits
         assert 2 == cache.misses
 
         # test second 'bar' __getitem__, cache hit
-        assert b'yyy' == cache['bar']
-        assert 1 == store.counter['__getitem__', 'bar']
+        assert b'yyy' == cache[bar_key]
+        assert 1 == store.counter['__getitem__', bar_key]
         assert 2 == cache.hits
         assert 2 == cache.misses
 
         # test 'foo' __getitem__, should still be cached
-        assert b'xxx' == cache['foo']
-        assert 1 == store.counter['__getitem__', 'foo']
+        assert b'xxx' == cache[foo_key]
+        assert 1 == store.counter['__getitem__', foo_key]
         assert 3 == cache.hits
         assert 2 == cache.misses
 
         # test 'bar' __getitem__, should still be cached
-        assert b'yyy' == cache['bar']
-        assert 1 == store.counter['__getitem__', 'bar']
+        assert b'yyy' == cache[bar_key]
+        assert 1 == store.counter['__getitem__', bar_key]
         assert 4 == cache.hits
         assert 2 == cache.misses
 
     def test_cache_keys(self):
 
         # setup
-        store = CountingDict()
-        store['foo'] = b'xxx'
-        store['bar'] = b'yyy'
-        assert 0 == store.counter['__contains__', 'foo']
+        store = self.CountingClass()
+        foo_key = self.root + 'foo'
+        bar_key = self.root + 'bar'
+        baz_key = self.root + 'baz'
+        store[foo_key] = b'xxx'
+        store[bar_key] = b'yyy'
+        assert 0 == store.counter['__contains__', foo_key]
         assert 0 == store.counter['__iter__']
         assert 0 == store.counter['keys']
-        cache = LRUStoreCache(store, max_size=None)
+        cache = self.LRUStoreClass(store, max_size=None)
 
         # keys should be cached on first call
         keys = sorted(cache.keys())
-        assert keys == ['bar', 'foo']
+        assert keys == [bar_key, foo_key]
         assert 1 == store.counter['keys']
         # keys should now be cached
         assert keys == sorted(cache.keys())
         assert 1 == store.counter['keys']
-        assert 'foo' in cache
-        assert 0 == store.counter['__contains__', 'foo']
+        assert foo_key in cache
+        assert 0 == store.counter['__contains__', foo_key]
         assert keys == sorted(cache)
         assert 0 == store.counter['__iter__']
         assert 1 == store.counter['keys']
 
         # cache should be cleared if store is modified - crude but simple for now
-        cache['baz'] = b'zzz'
+        cache[baz_key] = b'zzz'
         keys = sorted(cache.keys())
-        assert keys == ['bar', 'baz', 'foo']
+        assert keys == [bar_key, baz_key, foo_key]
         assert 2 == store.counter['keys']
         # keys should now be cached
         assert keys == sorted(cache.keys())
@@ -1940,25 +2124,25 @@ def test_cache_keys(self):
         # manually invalidate keys
         cache.invalidate_keys()
         keys = sorted(cache.keys())
-        assert keys == ['bar', 'baz', 'foo']
+        assert keys == [bar_key, baz_key, foo_key]
         assert 3 == store.counter['keys']
-        assert 0 == store.counter['__contains__', 'foo']
+        assert 0 == store.counter['__contains__', foo_key]
         assert 0 == store.counter['__iter__']
         cache.invalidate_keys()
         keys = sorted(cache)
-        assert keys == ['bar', 'baz', 'foo']
+        assert keys == [bar_key, baz_key, foo_key]
         assert 4 == store.counter['keys']
-        assert 0 == store.counter['__contains__', 'foo']
+        assert 0 == store.counter['__contains__', foo_key]
         assert 0 == store.counter['__iter__']
         cache.invalidate_keys()
-        assert 'foo' in cache
+        assert foo_key in cache
         assert 5 == store.counter['keys']
-        assert 0 == store.counter['__contains__', 'foo']
+        assert 0 == store.counter['__contains__', foo_key]
         assert 0 == store.counter['__iter__']
 
         # check these would get counted if called directly
-        assert 'foo' in store
-        assert 1 == store.counter['__contains__', 'foo']
+        assert foo_key in store
+        assert 1 == store.counter['__contains__', foo_key]
         assert keys == sorted(store)
         assert 1 == store.counter['__iter__']
 
@@ -2137,9 +2321,11 @@ def test_format_compatibility():
 @skip_test_env_var("ZARR_TEST_ABS")
 class TestABSStore(StoreTests):
 
+    ABSStoreClass = ABSStore
+
     def create_store(self, prefix=None, **kwargs):
         container_client = abs_container()
-        store = ABSStore(
+        store = self.ABSStoreClass(
             prefix=prefix,
             client=container_client,
             **kwargs,
@@ -2149,7 +2335,9 @@ def create_store(self, prefix=None, **kwargs):
 
     def test_non_client_deprecated(self):
         with pytest.warns(FutureWarning, match='Providing'):
-            store = ABSStore("container", account_name="account_name", account_key="account_key")
+            store = self.ABSStoreClass(
+                "container", account_name="account_name", account_key="account_key"
+            )
 
         for attr in ["container", "account_name", "account_key"]:
             with pytest.warns(FutureWarning, match=attr):
@@ -2157,7 +2345,13 @@ def test_non_client_deprecated(self):
             assert result == attr
 
     def test_iterators_with_prefix(self):
-        for prefix in ['test_prefix', '/test_prefix', 'test_prefix/', 'test/prefix', '', None]:
+        prefixes = ['test_prefix', '/test_prefix', 'test_prefix/', 'test/prefix']
+
+        if self.version < 3:
+            # empty prefix not allowed in v3
+            prefixes += ['', None]
+
+        for prefix in prefixes:
             store = self.create_store(prefix=prefix)
 
             # test iterator methods on empty store
@@ -2167,19 +2361,22 @@ def test_iterators_with_prefix(self):
             assert set() == set(store.values())
             assert set() == set(store.items())
 
+            prefix = meta_root if self.version > 2 else ''
             # setup some values
-            store['a'] = b'aaa'
-            store['b'] = b'bbb'
-            store['c/d'] = b'ddd'
-            store['c/e/f'] = b'fff'
+            store[prefix + 'a'] = b'aaa'
+            store[prefix + 'b'] = b'bbb'
+            store[prefix + 'c/d'] = b'ddd'
+            store[prefix + 'c/e/f'] = b'fff'
 
             # test iterators on store with data
             assert 4 == len(store)
-            assert {'a', 'b', 'c/d', 'c/e/f'} == set(store)
-            assert {'a', 'b', 'c/d', 'c/e/f'} == set(store.keys())
-            assert {b'aaa', b'bbb', b'ddd', b'fff'} == set(store.values())
-            assert ({('a', b'aaa'), ('b', b'bbb'), ('c/d', b'ddd'), ('c/e/f', b'fff')} ==
-                    set(store.items()))
+            keys = [prefix + 'a', prefix + 'b', prefix + 'c/d', prefix + 'c/e/f']
+            values = [b'aaa', b'bbb', b'ddd', b'fff']
+            items = [(k, v) for k, v in zip(keys, values)]
+            assert set(keys) == set(store)
+            assert set(keys) == set(store.keys())
+            assert set(values) == set(store.values())
+            assert set(items) == set(store.items())
 
     def test_getsize(self):
         return super().test_getsize()
@@ -2195,6 +2392,13 @@ def test_pickle(self):
 
 class TestConsolidatedMetadataStore:
 
+    version = 2
+    ConsolidatedMetadataClass = ConsolidatedMetadataStore
+
+    @property
+    def metadata_key(self):
+        return '.zmetadata'
+
     def test_bad_format(self):
 
         # setup store with consolidated metadata
@@ -2203,11 +2407,15 @@ def test_bad_format(self):
             # bad format version
             'zarr_consolidated_format': 0,
         }
-        store['.zmetadata'] = json.dumps(consolidated).encode()
+        store[self.metadata_key] = json.dumps(consolidated).encode()
 
         # check appropriate error is raised
         with pytest.raises(MetadataError):
-            ConsolidatedMetadataStore(store)
+            self.ConsolidatedMetadataClass(store)
+
+    def test_bad_store_version(self):
+        with pytest.raises(ValueError):
+            self.ConsolidatedMetadataClass(KVStoreV3(dict()))
 
     def test_read_write(self):
 
@@ -2220,10 +2428,10 @@ def test_read_write(self):
                 'baz': 42,
             }
         }
-        store['.zmetadata'] = json.dumps(consolidated).encode()
+        store[self.metadata_key] = json.dumps(consolidated).encode()
 
         # create consolidated store
-        cs = ConsolidatedMetadataStore(store)
+        cs = self.ConsolidatedMetadataClass(store)
 
         # test __contains__, __getitem__
         for key, value in consolidated['metadata'].items():
@@ -2252,3 +2460,24 @@ def test_fill_value_change():
     assert a[0, 0] == 1
 
     assert json.loads(a.store[".zarray"])["fill_value"] == 1
+
+
+def test_get_hierarchy_metadata_v2():
+    # v2 stores do not have hierarchy metadata (i.e. zarr.json)
+    with pytest.raises(ValueError):
+        _get_hierarchy_metadata(KVStore(dict))
+
+
+def test_normalize_store_arg(tmpdir):
+    with pytest.raises(ValueError):
+        normalize_store_arg(dict(), zarr_version=4)
+
+    for ext, Class in [('.zip', ZipStore), ('.n5', N5Store)]:
+        fn = tmpdir.join('store' + ext)
+        store = normalize_store_arg(str(fn), zarr_version=2, mode='w')
+        assert isinstance(store, Class)
+
+    if have_fsspec:
+        path = tempfile.mkdtemp()
+        store = normalize_store_arg("file://" + path, zarr_version=2, mode='w')
+        assert isinstance(store, FSStore)
diff --git a/zarr/tests/test_storage_v3.py b/zarr/tests/test_storage_v3.py
new file mode 100644
index 0000000000..73fda1b758
--- /dev/null
+++ b/zarr/tests/test_storage_v3.py
@@ -0,0 +1,513 @@
+import array
+import atexit
+import copy
+import os
+import tempfile
+
+import numpy as np
+import pytest
+from zarr._storage.store import _get_hierarchy_metadata
+from zarr.meta import _default_entry_point_metadata_v3
+from zarr.storage import (ABSStoreV3, ConsolidatedMetadataStoreV3, DBMStoreV3,
+                          DirectoryStoreV3, FSStoreV3, KVStore, KVStoreV3,
+                          LMDBStoreV3, LRUStoreCacheV3, MemoryStoreV3,
+                          MongoDBStoreV3, RedisStoreV3, SQLiteStoreV3, StoreV3,
+                          ZipStoreV3, atexit_rmglob, atexit_rmtree, data_root,
+                          default_compressor, getsize, init_array, meta_root,
+                          normalize_store_arg)
+from zarr.tests.util import CountingDictV3, have_fsspec, skip_test_env_var
+
+# pytest will fail to run if the following fixtures aren't imported here
+from .test_storage import StoreTests as _StoreTests
+from .test_storage import TestABSStore as _TestABSStore
+from .test_storage import TestConsolidatedMetadataStore as _TestConsolidatedMetadataStore
+from .test_storage import TestDBMStore as _TestDBMStore
+from .test_storage import TestDBMStoreBerkeleyDB as _TestDBMStoreBerkeleyDB
+from .test_storage import TestDBMStoreDumb as _TestDBMStoreDumb
+from .test_storage import TestDBMStoreGnu as _TestDBMStoreGnu
+from .test_storage import TestDBMStoreNDBM as _TestDBMStoreNDBM
+from .test_storage import TestDirectoryStore as _TestDirectoryStore
+from .test_storage import TestFSStore as _TestFSStore
+from .test_storage import TestLMDBStore as _TestLMDBStore
+from .test_storage import TestLRUStoreCache as _TestLRUStoreCache
+from .test_storage import TestMemoryStore as _TestMemoryStore
+from .test_storage import TestSQLiteStore as _TestSQLiteStore
+from .test_storage import TestSQLiteStoreInMemory as _TestSQLiteStoreInMemory
+from .test_storage import TestZipStore as _TestZipStore
+from .test_storage import (dimension_separator_fixture, s3,  # noqa
+                           skip_if_nested_chunks)
+
+
+@pytest.fixture(params=[
+    (None, "/"),
+    (".", "."),
+    ("/", "/"),
+])
+def dimension_separator_fixture_v3(request):
+    return request.param
+
+
+class DummyStore():
+    # contains all methods expected of Mutable Mapping
+
+    def keys(self):
+        """keys"""
+
+    def values(self):
+        """values"""
+
+    def get(self, value, default=None):
+        """get"""
+
+    def __setitem__(self, key, value):
+        """__setitem__"""
+
+    def __getitem__(self, key):
+        """__getitem__"""
+
+    def __delitem__(self, key):
+        """__delitem__"""
+
+    def __contains__(self, key):
+        """__contains__"""
+
+
+class InvalidDummyStore():
+    # does not contain expected methods of a MutableMapping
+
+    def keys(self):
+        """keys"""
+
+
+def test_ensure_store_v3():
+    class InvalidStore:
+        pass
+
+    with pytest.raises(ValueError):
+        StoreV3._ensure_store(InvalidStore())
+
+    # cannot initialize with a store from a different Zarr version
+    with pytest.raises(ValueError):
+        StoreV3._ensure_store(KVStore(dict()))
+
+    assert StoreV3._ensure_store(None) is None
+
+    # class with all methods of a MutableMapping will become a KVStoreV3
+    assert isinstance(StoreV3._ensure_store(DummyStore), KVStoreV3)
+
+    with pytest.raises(ValueError):
+        # does not have the methods expected of a MutableMapping
+        StoreV3._ensure_store(InvalidDummyStore)
+
+
+def test_valid_key():
+    store = KVStoreV3(dict)
+
+    # only ascii keys are valid
+    assert not store._valid_key(5)
+    assert not store._valid_key(2.8)
+
+    for key in store._valid_key_characters:
+        assert store._valid_key(key)
+
+    # other characters not in store._valid_key_characters are not allowed
+    assert not store._valid_key('*')
+    assert not store._valid_key('~')
+    assert not store._valid_key('^')
+
+
+def test_validate_key():
+    store = KVStoreV3(dict)
+
+    # zarr.json is a valid key
+    store._validate_key('zarr.json')
+    # but other keys not starting with meta/ or data/ are not
+    with pytest.raises(ValueError):
+        store._validate_key('zar.json')
+
+    # valid ascii keys
+    for valid in [meta_root + 'arr1.array.json',
+                  data_root + 'arr1.array.json',
+                  meta_root + 'subfolder/item_1-0.group.json']:
+        store._validate_key(valid)
+        # but otherwise valid keys cannot end in /
+        with pytest.raises(ValueError):
+            assert store._validate_key(valid + '/')
+
+    for invalid in [0, '*', '~', '^', '&']:
+        with pytest.raises(ValueError):
+            store._validate_key(invalid)
+
+
+class StoreV3Tests(_StoreTests):
+
+    version = 3
+    root = meta_root
+
+    def test_getsize(self):
+        # TODO: determine proper getsize() behavior for v3
+        #       Currently returns the combined size of entries under
+        #       meta/root/path and data/root/path.
+        #       Any path not under meta/root/ or data/root/ (including zarr.json)
+        #       returns size 0.
+
+        store = self.create_store()
+        if isinstance(store, dict) or hasattr(store, 'getsize'):
+            assert 0 == getsize(store, 'zarr.json')
+            store[meta_root + 'foo/a'] = b'x'
+            assert 1 == getsize(store)
+            assert 1 == getsize(store, 'foo')
+            store[meta_root + 'foo/b'] = b'x'
+            assert 2 == getsize(store, 'foo')
+            assert 1 == getsize(store, 'foo/b')
+            store[meta_root + 'bar/a'] = b'yy'
+            assert 2 == getsize(store, 'bar')
+            store[data_root + 'bar/a'] = b'zzz'
+            assert 5 == getsize(store, 'bar')
+            store[data_root + 'baz/a'] = b'zzz'
+            assert 3 == getsize(store, 'baz')
+            assert 10 == getsize(store)
+            store[data_root + 'quux'] = array.array('B', b'zzzz')
+            assert 14 == getsize(store)
+            assert 4 == getsize(store, 'quux')
+            store[data_root + 'spong'] = np.frombuffer(b'zzzzz', dtype='u1')
+            assert 19 == getsize(store)
+            assert 5 == getsize(store, 'spong')
+        store.close()
+
+    def test_init_array(self, dimension_separator_fixture_v3):
+
+        pass_dim_sep, want_dim_sep = dimension_separator_fixture_v3
+
+        store = self.create_store()
+        path = 'arr1'
+        init_array(store, path=path, shape=1000, chunks=100,
+                   dimension_separator=pass_dim_sep)
+
+        # check metadata
+        mkey = meta_root + path + '.array.json'
+        assert mkey in store
+        meta = store._metadata_class.decode_array_metadata(store[mkey])
+        assert (1000,) == meta['shape']
+        assert (100,) == meta['chunk_grid']['chunk_shape']
+        assert np.dtype(None) == meta['data_type']
+        assert default_compressor == meta['compressor']
+        assert meta['fill_value'] is None
+        # Missing MUST be assumed to be "/"
+        assert meta['chunk_grid']['separator'] is want_dim_sep
+        store.close()
+
+    def test_list_prefix(self):
+
+        store = self.create_store()
+        path = 'arr1'
+        init_array(store, path=path, shape=1000, chunks=100)
+
+        expected = [meta_root + 'arr1.array.json', 'zarr.json']
+        assert sorted(store.list_prefix('')) == expected
+
+        expected = [meta_root + 'arr1.array.json']
+        assert sorted(store.list_prefix(meta_root.rstrip('/'))) == expected
+
+        # cannot start prefix with '/'
+        with pytest.raises(ValueError):
+            store.list_prefix(prefix='/' + meta_root.rstrip('/'))
+
+    def test_equal(self):
+        store = self.create_store()
+        assert store == store
+
+    def test_rename_nonexisting(self):
+        store = self.create_store()
+        if store.is_erasable():
+            with pytest.raises(ValueError):
+                store.rename('a', 'b')
+        else:
+            with pytest.raises(NotImplementedError):
+                store.rename('a', 'b')
+
+
+class TestMappingStoreV3(StoreV3Tests):
+
+    def create_store(self, **kwargs):
+        return KVStoreV3(dict())
+
+    def test_set_invalid_content(self):
+        # Generic mappings support non-buffer types
+        pass
+
+
+class TestMemoryStoreV3(_TestMemoryStore, StoreV3Tests):
+
+    def create_store(self, **kwargs):
+        skip_if_nested_chunks(**kwargs)
+        return MemoryStoreV3(**kwargs)
+
+
+class TestDirectoryStoreV3(_TestDirectoryStore, StoreV3Tests):
+
+    def create_store(self, normalize_keys=False, **kwargs):
+        # For v3, don't have to skip if nested.
+        # skip_if_nested_chunks(**kwargs)
+
+        path = tempfile.mkdtemp()
+        atexit.register(atexit_rmtree, path)
+        store = DirectoryStoreV3(path, normalize_keys=normalize_keys, **kwargs)
+        return store
+
+    def test_rename_nonexisting(self):
+        store = self.create_store()
+        with pytest.raises(FileNotFoundError):
+            store.rename(meta_root + 'a', meta_root + 'b')
+
+
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestFSStoreV3(_TestFSStore, StoreV3Tests):
+
+    def create_store(self, normalize_keys=False,
+                     dimension_separator=".",
+                     path=None,
+                     **kwargs):
+
+        if path is None:
+            path = tempfile.mkdtemp()
+            atexit.register(atexit_rmtree, path)
+
+        store = FSStoreV3(
+            path,
+            normalize_keys=normalize_keys,
+            dimension_separator=dimension_separator,
+            **kwargs)
+        return store
+
+    def test_init_array(self):
+        store = self.create_store()
+        path = 'arr1'
+        init_array(store, path=path, shape=1000, chunks=100)
+
+        # check metadata
+        mkey = meta_root + path + '.array.json'
+        assert mkey in store
+        meta = store._metadata_class.decode_array_metadata(store[mkey])
+        assert (1000,) == meta['shape']
+        assert (100,) == meta['chunk_grid']['chunk_shape']
+        assert np.dtype(None) == meta['data_type']
+        assert meta['chunk_grid']['separator'] == "/"
+
+
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestFSStoreV3WithKeySeparator(StoreV3Tests):
+
+    def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
+
+        # Since the user is passing key_separator, that will take priority.
+        skip_if_nested_chunks(**kwargs)
+
+        path = tempfile.mkdtemp()
+        atexit.register(atexit_rmtree, path)
+        return FSStoreV3(
+            path,
+            normalize_keys=normalize_keys,
+            key_separator=key_separator)
+
+
+# TODO: enable once N5StoreV3 has been implemented
+# @pytest.mark.skipif(True, reason="N5StoreV3 not yet fully implemented")
+# class TestN5StoreV3(_TestN5Store, TestDirectoryStoreV3, StoreV3Tests):
+
+
+class TestZipStoreV3(_TestZipStore, StoreV3Tests):
+
+    ZipStoreClass = ZipStoreV3
+
+    def create_store(self, **kwargs):
+        path = tempfile.mktemp(suffix='.zip')
+        atexit.register(os.remove, path)
+        store = ZipStoreV3(path, mode='w', **kwargs)
+        return store
+
+
+class TestDBMStoreV3(_TestDBMStore, StoreV3Tests):
+
+    def create_store(self, dimension_separator=None):
+        path = tempfile.mktemp(suffix='.anydbm')
+        atexit.register(atexit_rmglob, path + '*')
+        # create store using default dbm implementation
+        store = DBMStoreV3(path, flag='n', dimension_separator=dimension_separator)
+        return store
+
+
+class TestDBMStoreV3Dumb(_TestDBMStoreDumb, StoreV3Tests):
+
+    def create_store(self, **kwargs):
+        path = tempfile.mktemp(suffix='.dumbdbm')
+        atexit.register(atexit_rmglob, path + '*')
+
+        import dbm.dumb as dumbdbm
+        store = DBMStoreV3(path, flag='n', open=dumbdbm.open, **kwargs)
+        return store
+
+
+class TestDBMStoreV3Gnu(_TestDBMStoreGnu, StoreV3Tests):
+
+    def create_store(self, **kwargs):
+        gdbm = pytest.importorskip("dbm.gnu")
+        path = tempfile.mktemp(suffix=".gdbm")  # pragma: no cover
+        atexit.register(os.remove, path)  # pragma: no cover
+        store = DBMStoreV3(
+            path, flag="n", open=gdbm.open, write_lock=False, **kwargs
+        )  # pragma: no cover
+        return store  # pragma: no cover
+
+
+class TestDBMStoreV3NDBM(_TestDBMStoreNDBM, StoreV3Tests):
+
+    def create_store(self, **kwargs):
+        ndbm = pytest.importorskip("dbm.ndbm")
+        path = tempfile.mktemp(suffix=".ndbm")  # pragma: no cover
+        atexit.register(atexit_rmglob, path + "*")  # pragma: no cover
+        store = DBMStoreV3(path, flag="n", open=ndbm.open, **kwargs)  # pragma: no cover
+        return store  # pragma: no cover
+
+
+class TestDBMStoreV3BerkeleyDB(_TestDBMStoreBerkeleyDB, StoreV3Tests):
+
+    def create_store(self, **kwargs):
+        bsddb3 = pytest.importorskip("bsddb3")
+        path = tempfile.mktemp(suffix='.dbm')
+        atexit.register(os.remove, path)
+        store = DBMStoreV3(path, flag='n', open=bsddb3.btopen, write_lock=False, **kwargs)
+        return store
+
+
+class TestLMDBStoreV3(_TestLMDBStore, StoreV3Tests):
+
+    def create_store(self, **kwargs):
+        pytest.importorskip("lmdb")
+        path = tempfile.mktemp(suffix='.lmdb')
+        atexit.register(atexit_rmtree, path)
+        buffers = True
+        store = LMDBStoreV3(path, buffers=buffers, **kwargs)
+        return store
+
+
+class TestSQLiteStoreV3(_TestSQLiteStore, StoreV3Tests):
+
+    def create_store(self, **kwargs):
+        pytest.importorskip("sqlite3")
+        path = tempfile.mktemp(suffix='.db')
+        atexit.register(atexit_rmtree, path)
+        store = SQLiteStoreV3(path, **kwargs)
+        return store
+
+
+class TestSQLiteStoreV3InMemory(_TestSQLiteStoreInMemory, StoreV3Tests):
+
+    def create_store(self, **kwargs):
+        pytest.importorskip("sqlite3")
+        store = SQLiteStoreV3(':memory:', **kwargs)
+        return store
+
+
+@skip_test_env_var("ZARR_TEST_MONGO")
+class TestMongoDBStoreV3(StoreV3Tests):
+
+    def create_store(self, **kwargs):
+        pytest.importorskip("pymongo")
+        store = MongoDBStoreV3(host='127.0.0.1', database='zarr_tests',
+                               collection='zarr_tests', **kwargs)
+        # start with an empty store
+        store.clear()
+        return store
+
+
+@skip_test_env_var("ZARR_TEST_REDIS")
+class TestRedisStoreV3(StoreV3Tests):
+
+    def create_store(self, **kwargs):
+        # TODO: this is the default host for Redis on Travis,
+        # we probably want to generalize this though
+        pytest.importorskip("redis")
+        store = RedisStoreV3(host='localhost', port=6379, **kwargs)
+        # start with an empty store
+        store.clear()
+        return store
+
+
+class TestLRUStoreCacheV3(_TestLRUStoreCache, StoreV3Tests):
+
+    CountingClass = CountingDictV3
+    LRUStoreClass = LRUStoreCacheV3
+
+
+@skip_test_env_var("ZARR_TEST_ABS")
+class TestABSStoreV3(_TestABSStore, StoreV3Tests):
+
+    ABSStoreClass = ABSStoreV3
+
+
+def test_normalize_store_arg_v3(tmpdir):
+
+    fn = tmpdir.join('store.zip')
+    store = normalize_store_arg(str(fn), zarr_version=3, mode='w')
+    assert isinstance(store, ZipStoreV3)
+    assert 'zarr.json' in store
+
+    # can't pass storage_options to non-fsspec store
+    with pytest.raises(ValueError):
+        normalize_store_arg(str(fn), zarr_version=3, mode='w', storage_options={"some": "kwargs"})
+
+    if have_fsspec:
+        path = tempfile.mkdtemp()
+        store = normalize_store_arg("file://" + path, zarr_version=3, mode='w')
+        assert isinstance(store, FSStoreV3)
+        assert 'zarr.json' in store
+
+    fn = tmpdir.join('store.n5')
+    with pytest.raises(NotImplementedError):
+        normalize_store_arg(str(fn), zarr_version=3, mode='w')
+
+    # error on zarr_version=3 with a v2 store
+    with pytest.raises(ValueError):
+        normalize_store_arg(KVStore(dict()), zarr_version=3, mode='w')
+
+    # error on zarr_version=2 with a v3 store
+    with pytest.raises(ValueError):
+        normalize_store_arg(KVStoreV3(dict()), zarr_version=2, mode='w')
+
+
+class TestConsolidatedMetadataStoreV3(_TestConsolidatedMetadataStore):
+
+    version = 3
+    ConsolidatedMetadataClass = ConsolidatedMetadataStoreV3
+
+    @property
+    def metadata_key(self):
+        return meta_root + 'consolidated/.zmetadata'
+
+    def test_bad_store_version(self):
+        with pytest.raises(ValueError):
+            self.ConsolidatedMetadataClass(KVStore(dict()))
+
+
+def test_get_hierarchy_metadata():
+    store = KVStoreV3({})
+
+    # error raised if 'jarr.json' is not in the store
+    with pytest.raises(ValueError):
+        _get_hierarchy_metadata(store)
+
+    store['zarr.json'] = _default_entry_point_metadata_v3
+    assert _get_hierarchy_metadata(store) == _default_entry_point_metadata_v3
+
+    # ValueError if only a subset of keys are present
+    store['zarr.json'] = {'zarr_format': 'https://purl.org/zarr/spec/protocol/core/3.0'}
+    with pytest.raises(ValueError):
+        _get_hierarchy_metadata(store)
+
+    # ValueError if any unexpected keys are present
+    extra_metadata = copy.copy(_default_entry_point_metadata_v3)
+    extra_metadata['extra_key'] = 'value'
+    store['zarr.json'] = extra_metadata
+    with pytest.raises(ValueError):
+        _get_hierarchy_metadata(store)
diff --git a/zarr/tests/test_sync.py b/zarr/tests/test_sync.py
index 69fc0d7708..b2bd9e35bb 100644
--- a/zarr/tests/test_sync.py
+++ b/zarr/tests/test_sync.py
@@ -13,17 +13,18 @@
 from zarr.core import Array
 from zarr.hierarchy import Group
 from zarr.storage import (DirectoryStore, KVStore, atexit_rmtree, init_array,
-                          init_group)
+                          init_group, meta_root)
 from zarr.sync import ProcessSynchronizer, ThreadSynchronizer
-from zarr.tests.test_attrs import TestAttributes
+# zarr_version fixture must be imported although not used directly here
+from zarr.tests.test_attrs import TestAttributes, zarr_version  # noqa
 from zarr.tests.test_core import TestArray
 from zarr.tests.test_hierarchy import TestGroup
 
 
 class TestAttributesWithThreadSynchronizer(TestAttributes):
 
-    def init_attributes(self, store, read_only=False, cache=True):
-        key = 'attrs'
+    def init_attributes(self, store, read_only=False, cache=True, zarr_version=zarr_version):
+        key = '.zattrs' if zarr_version == 2 else meta_root + 'attrs'
         synchronizer = ThreadSynchronizer()
         return Attributes(store, synchronizer=synchronizer, key=key,
                           read_only=read_only, cache=cache)
@@ -31,8 +32,8 @@ def init_attributes(self, store, read_only=False, cache=True):
 
 class TestAttributesProcessSynchronizer(TestAttributes):
 
-    def init_attributes(self, store, read_only=False, cache=True):
-        key = 'attrs'
+    def init_attributes(self, store, read_only=False, cache=True, zarr_version=zarr_version):
+        key = '.zattrs' if zarr_version == 2 else meta_root + 'attrs'
         sync_path = mkdtemp()
         atexit.register(shutil.rmtree, sync_path)
         synchronizer = ProcessSynchronizer(sync_path)
diff --git a/zarr/tests/util.py b/zarr/tests/util.py
index e0f11d72ad..bb4df90d1b 100644
--- a/zarr/tests/util.py
+++ b/zarr/tests/util.py
@@ -1,7 +1,7 @@
 import collections
 import os
 
-from zarr.storage import Store
+from zarr.storage import Store, StoreV3
 
 import pytest
 
@@ -41,6 +41,10 @@ def __delitem__(self, key):
         del self.wrapped[key]
 
 
+class CountingDictV3(CountingDict, StoreV3):
+    pass
+
+
 def skip_test_env_var(name):
     """ Checks for environment variables indicating whether tests requiring services should be run
     """

From 8d2b65173bcfcb72ec48630c612fed63fc9fca3b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 25 Mar 2022 08:58:03 -0500
Subject: [PATCH 0101/1078] Bump redis from 4.1.4 to 4.2.0 (#992)

Bumps [redis](https://github.com/redis/redis-py) from 4.1.4 to 4.2.0.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.1.4...v4.2.0)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 2ceb4bc321..8f674f1b3b 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipytree==0.2.1
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.10.0 # pyup: ignore
-redis==4.1.4
+redis==4.2.0
 types-redis
 types-setuptools
 pymongo==4.0.2

From 3d5b2f545efbb29c6c5571e6ca782faed6dec775 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 28 Mar 2022 23:48:52 -0700
Subject: [PATCH 0102/1078] Bump azure-storage-blob from 12.10.0 to 12.11.0
 (#994)

Bumps [azure-storage-blob](https://github.com/Azure/azure-sdk-for-python) from 12.10.0 to 12.11.0.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-storage-blob_12.10.0...azure-storage-blob_12.11.0)

---
updated-dependencies:
- dependency-name: azure-storage-blob
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 8f674f1b3b..f7088a766b 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -6,7 +6,7 @@ ipytree==0.2.1
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
-azure-storage-blob==12.10.0 # pyup: ignore
+azure-storage-blob==12.11.0 # pyup: ignore
 redis==4.2.0
 types-redis
 types-setuptools

From 3014be3add6ecc346a3b85859c9b2ec67de56204 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 1 Apr 2022 11:20:11 -0700
Subject: [PATCH 0103/1078] Bump redis from 4.2.0 to 4.2.1 (#998)

Bumps [redis](https://github.com/redis/redis-py) from 4.2.0 to 4.2.1.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.2.0...v4.2.1)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index f7088a766b..ad267b3be1 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipytree==0.2.1
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.11.0 # pyup: ignore
-redis==4.2.0
+redis==4.2.1
 types-redis
 types-setuptools
 pymongo==4.0.2

From b8565a99c37d5b8ac23ab722005b1af744deb506 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 4 Apr 2022 00:15:42 -0700
Subject: [PATCH 0104/1078] Bump fsspec from 2022.2.0 to 2022.3.0 (#997)

* Bump fsspec from 2022.2.0 to 2022.3.0

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2022.2.0 to 2022.3.0.
- [Release notes](https://github.com/fsspec/filesystem_spec/releases)
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2022.02.0...2022.3.0)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* Manual bump of s3fs

see: #920

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: jakirkham <jakirkham@gmail.com>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
---
 requirements_dev_optional.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index ad267b3be1..eb2b94f8e2 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -19,6 +19,6 @@ pytest-cov==3.0.0
 pytest-doctestplus==0.12.0
 pytest-timeout==2.1.0
 h5py==3.6.0
-fsspec==2022.2.0
-s3fs==2022.2.0
+fsspec==2022.3.0
+s3fs==2022.3.0
 moto[server]>=1.3.14

From 6e80e97a7f3decc4c9576b27d626af3b3824f8f3 Mon Sep 17 00:00:00 2001
From: Vyas Ramasubramani <vyas.ramasubramani@gmail.com>
Date: Mon, 4 Apr 2022 07:18:21 -0700
Subject: [PATCH 0105/1078] Revert change to default write_empty_chunks.
 (#1001)

---
 docs/release.rst  |  8 ++++++++
 docs/tutorial.rst |  4 ++--
 zarr/core.py      |  2 +-
 zarr/creation.py  | 22 +++++++++++-----------
 4 files changed, 22 insertions(+), 14 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index ef8a396c0f..13c2f20d2c 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,6 +6,14 @@ Release notes
 Unreleased
 ----------
 
+Bug fixes
+~~~~~~~~~
+
+* Changes the default value of ``write_empty_chunks`` to ``True`` to prevent
+  unanticipated data losses when the data types do not have a proper default
+  value when empty chunks are read back in.
+  By :user:`Vyas Ramasubramani <vyasr>`; :issue:`965`.
+
 .. _release_2.11.1:
 
 2.11.1
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 906d5d9f08..53ddddb0b9 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -1309,7 +1309,7 @@ Empty chunks
  
 As of version 2.11, it is possible to configure how Zarr handles the storage of
 chunks that are "empty" (i.e., every element in the chunk is equal to the array's fill value).
-When creating an array with ``write_empty_chunks=False`` (the default), 
+When creating an array with ``write_empty_chunks=False``, 
 Zarr will check whether a chunk is empty before compression and storage. If a chunk is empty,
 then Zarr does not store it, and instead deletes the chunk from storage 
 if the chunk had been previously stored. 
@@ -1318,7 +1318,7 @@ This optimization prevents storing redundant objects and can speed up reads, but
 added computation during array writes, since the contents of 
 each chunk must be compared to the fill value, and these advantages are contingent on the content of the array. 
 If you know that your data will form chunks that are almost always non-empty, then there is no advantage to the optimization described above. 
-In this case, creating an array with ``write_empty_chunks=True`` will instruct Zarr to write every chunk without checking for emptiness.
+In this case, creating an array with ``write_empty_chunks=True`` (the default) will instruct Zarr to write every chunk without checking for emptiness.
 
 The following example illustrates the effect of the ``write_empty_chunks`` flag on
 the time required to write an array with different values.::
diff --git a/zarr/core.py b/zarr/core.py
index 5e2b4252aa..e1e04bb8fa 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -161,7 +161,7 @@ def __init__(
         cache_metadata=True,
         cache_attrs=True,
         partial_decompress=False,
-        write_empty_chunks=False,
+        write_empty_chunks=True,
         zarr_version=None,
     ):
         # N.B., expect at this point store is fully initialized with all
diff --git a/zarr/creation.py b/zarr/creation.py
index b8c40a859b..e77f26b3e2 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -74,11 +74,11 @@ def create(shape, chunks=True, dtype=None, compressor='default',
         .. versionadded:: 2.8
 
     write_empty_chunks : bool, optional
-        If True, all chunks will be stored regardless of their contents. If
-        False (default), each chunk is compared to the array's fill value prior
-        to storing. If a chunk is uniformly equal to the fill value, then that
-        chunk is not be stored, and the store entry for that chunk's key is
-        deleted. This setting enables sparser storage, as only chunks with
+        If True (default), all chunks will be stored regardless of their
+        contents. If False, each chunk is compared to the array's fill value
+        prior to storing. If a chunk is uniformly equal to the fill value, then
+        that chunk is not be stored, and the store entry for that chunk's key
+        is deleted. This setting enables sparser storage, as only chunks with
         non-fill-value data are stored, at the expense of overhead associated
         with checking the data of each chunk.
 
@@ -403,7 +403,7 @@ def open_array(
     chunk_store=None,
     storage_options=None,
     partial_decompress=False,
-    write_empty_chunks=False,
+    write_empty_chunks=True,
     *,
     zarr_version=None,
     dimension_separator=None,
@@ -462,11 +462,11 @@ def open_array(
         is Blosc, when getting data from the array chunks will be partially
         read and decompressed when possible.
     write_empty_chunks : bool, optional
-        If True, all chunks will be stored regardless of their contents. If
-        False (default), each chunk is compared to the array's fill value prior
-        to storing. If a chunk is uniformly equal to the fill value, then that
-        chunk is not be stored, and the store entry for that chunk's key is
-        deleted. This setting enables sparser storage, as only chunks with
+        If True (default), all chunks will be stored regardless of their
+        contents. If False, each chunk is compared to the array's fill value
+        prior to storing. If a chunk is uniformly equal to the fill value, then
+        that chunk is not be stored, and the store entry for that chunk's key
+        is deleted. This setting enables sparser storage, as only chunks with
         non-fill-value data are stored, at the expense of overhead associated
         with checking the data of each chunk.
 

From 2c4b655049580064ac0304329938c339ca3a15a5 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 4 Apr 2022 21:37:44 -0700
Subject: [PATCH 0106/1078] Bump redis from 4.2.1 to 4.2.2 (#1003)

Bumps [redis](https://github.com/redis/redis-py) from 4.2.1 to 4.2.2.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.2.1...v4.2.2)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index eb2b94f8e2..0beb881fbb 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipytree==0.2.1
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.11.0 # pyup: ignore
-redis==4.2.1
+redis==4.2.2
 types-redis
 types-setuptools
 pymongo==4.0.2

From 62e28c588f54cc95729ff1b26837fb83a33baf64 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 4 Apr 2022 22:03:29 -0700
Subject: [PATCH 0107/1078] Bump pymongo from 4.0.2 to 4.1.0 (#1004)

Bumps [pymongo](https://github.com/mongodb/mongo-python-driver) from 4.0.2 to 4.1.0.
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/master/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.0.2...4.1.0)

---
updated-dependencies:
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 0beb881fbb..537cb1b9fb 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -10,7 +10,7 @@ azure-storage-blob==12.11.0 # pyup: ignore
 redis==4.2.2
 types-redis
 types-setuptools
-pymongo==4.0.2
+pymongo==4.1.0
 # optional test requirements
 tox==3.24.5
 coverage

From e806b44f34867e80205af54618048930829e265c Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 12 Apr 2022 01:52:24 -0700
Subject: [PATCH 0108/1078] Bump tox from 3.24.5 to 3.25.0 (#1008)

Bumps [tox](https://github.com/tox-dev/tox) from 3.24.5 to 3.25.0.
- [Release notes](https://github.com/tox-dev/tox/releases)
- [Changelog](https://github.com/tox-dev/tox/blob/master/docs/changelog.rst)
- [Commits](https://github.com/tox-dev/tox/compare/3.24.5...3.25.0)

---
updated-dependencies:
- dependency-name: tox
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 537cb1b9fb..28be1c2eaa 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -12,7 +12,7 @@ types-redis
 types-setuptools
 pymongo==4.1.0
 # optional test requirements
-tox==3.24.5
+tox==3.25.0
 coverage
 flake8==4.0.1
 pytest-cov==3.0.0

From 18abb190977eeb575c94dbb601fd709cfe27a990 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 13 Apr 2022 22:55:23 -0700
Subject: [PATCH 0109/1078] Bump pymongo from 4.1.0 to 4.1.1 (#1009)

Bumps [pymongo](https://github.com/mongodb/mongo-python-driver) from 4.1.0 to 4.1.1.
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/master/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.1.0...4.1.1)

---
updated-dependencies:
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 28be1c2eaa..3e496d90e1 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -10,7 +10,7 @@ azure-storage-blob==12.11.0 # pyup: ignore
 redis==4.2.2
 types-redis
 types-setuptools
-pymongo==4.1.0
+pymongo==4.1.1
 # optional test requirements
 tox==3.25.0
 coverage

From c7494a9e21df777f7b6f962ea5c41b803f7f418c Mon Sep 17 00:00:00 2001
From: Eric Prestat <eric.prestat@gmail.com>
Date: Fri, 15 Apr 2022 10:48:27 +0100
Subject: [PATCH 0110/1078] Add numpy encoder class for json.dumps (#933)

* Add numpy encoder class for json.dumps and add test

* Use numbers instead of numpy module

* Add entry to release note

Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 docs/release.rst            |  3 +++
 zarr/tests/test_creation.py |  5 +++++
 zarr/tests/test_util.py     | 14 ++++++++++++--
 zarr/util.py                | 14 +++++++++++++-
 4 files changed, 33 insertions(+), 3 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 13c2f20d2c..7a5cf51db7 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -14,6 +14,9 @@ Bug fixes
   value when empty chunks are read back in.
   By :user:`Vyas Ramasubramani <vyasr>`; :issue:`965`.
 
+* Add number encoder for ``json.dumps`` to support numpy intergers in
+  ``chunks`` arguments. By :user:`Eric Prestat <ericpre>` :issue:`697`.
+
 .. _release_2.11.1:
 
 2.11.1
diff --git a/zarr/tests/test_creation.py b/zarr/tests/test_creation.py
index cfab4f79ec..ee99bc7c9f 100644
--- a/zarr/tests/test_creation.py
+++ b/zarr/tests/test_creation.py
@@ -714,3 +714,8 @@ def test_create_read_only(zarr_version):
     assert z.read_only
     with pytest.raises(PermissionError):
         z[:] = 42
+
+
+def test_json_dumps_chunks_numpy_dtype():
+    z = zeros((10,), chunks=(np.int64(2),))
+    assert np.all(z[...] == 0)
diff --git a/zarr/tests/test_util.py b/zarr/tests/test_util.py
index efe8e66341..e9e1786abe 100644
--- a/zarr/tests/test_util.py
+++ b/zarr/tests/test_util.py
@@ -4,8 +4,10 @@
 import numpy as np
 import pytest
 
-from zarr.util import (all_equal, flatten, guess_chunks, human_readable_size, info_html_report,
-                       info_text_report, is_total_slice, normalize_chunks,
+from zarr.core import Array
+from zarr.util import (all_equal, flatten, guess_chunks, human_readable_size,
+                       info_html_report, info_text_report, is_total_slice,
+                       json_dumps, normalize_chunks,
                        normalize_dimension_separator,
                        normalize_fill_value, normalize_order,
                        normalize_resize_args, normalize_shape, retry_call,
@@ -238,3 +240,11 @@ def test_all_equal():
     # all_equal(None, *) always returns False
     assert not all_equal(None, np.array([None, None]))
     assert not all_equal(None, np.array([None, 10]))
+
+
+def test_json_dumps_numpy_dtype():
+    assert json_dumps(np.int64(0)) == json_dumps(0)
+    assert json_dumps(np.float32(0)) == json_dumps(float(0))
+    # Check that we raise the error of the superclass for unsupported object
+    with pytest.raises(TypeError):
+        json_dumps(Array)
diff --git a/zarr/util.py b/zarr/util.py
index 9f5f04f525..cc3bd50356 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -33,10 +33,22 @@ def flatten(arg: Iterable) -> Iterable:
 }
 
 
+class NumberEncoder(json.JSONEncoder):
+
+    def default(self, o):
+        # See json.JSONEncoder.default docstring for explanation
+        # This is necessary to encode numpy dtype
+        if isinstance(o, numbers.Integral):
+            return int(o)
+        if isinstance(o, numbers.Real):
+            return float(o)
+        return json.JSONEncoder.default(self, o)
+
+
 def json_dumps(o: Any) -> bytes:
     """Write JSON in a consistent, human-readable way."""
     return json.dumps(o, indent=4, sort_keys=True, ensure_ascii=True,
-                      separators=(',', ': ')).encode('ascii')
+                      separators=(',', ': '), cls=NumberEncoder).encode('ascii')
 
 
 def json_loads(s: str) -> Dict[str, Any]:

From 0aaf6d5318f1f491f96b7e503633c7812663f654 Mon Sep 17 00:00:00 2001
From: Gregory Lee <grlee77@gmail.com>
Date: Wed, 20 Apr 2022 02:39:41 -0400
Subject: [PATCH 0111/1078] misc Zarr V3 bug fixes: open_group,
 open_consolidated and MemoryStoreV3 (#1006)

* Fix missing zarr_version argument in open_group and open_consolidated

* add missing KVStore import at top level

* remove outdated comment

* Fix implementation of MemoryStoreV3.rename and enable hierarchy tests

* some cleanup in V3 group tests

* pep8 fix

* parameterize consolidated metadata tests to use string paths

remove redundant test_consolidated_with_chunk_store

test open_group with store and chunk_store specified as string paths
---
 zarr/__init__.py               |   2 +-
 zarr/convenience.py            |   4 +-
 zarr/hierarchy.py              |   3 +-
 zarr/storage.py                |  15 ++-
 zarr/tests/test_convenience.py | 183 ++++++++++++++-------------------
 zarr/tests/test_core.py        |   6 +-
 zarr/tests/test_hierarchy.py   | 122 +++++++++++++++-------
 7 files changed, 186 insertions(+), 149 deletions(-)

diff --git a/zarr/__init__.py b/zarr/__init__.py
index 7558ce77de..8a906534d1 100644
--- a/zarr/__init__.py
+++ b/zarr/__init__.py
@@ -11,7 +11,7 @@
 from zarr.hierarchy import Group, group, open_group
 from zarr.n5 import N5Store, N5FSStore
 from zarr.storage import (ABSStore, DBMStore, DictStore, DirectoryStore,
-                          LMDBStore, LRUStoreCache, MemoryStore, MongoDBStore,
+                          KVStore, LMDBStore, LRUStoreCache, MemoryStore, MongoDBStore,
                           NestedDirectoryStore, RedisStore, SQLiteStore,
                           TempStore, ZipStore)
 from zarr.sync import ProcessSynchronizer, ThreadSynchronizer
diff --git a/zarr/convenience.py b/zarr/convenience.py
index 2cbc9bdf68..07d649a329 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -1277,7 +1277,9 @@ def open_consolidated(store: StoreLike, metadata_key=".zmetadata", mode="r+", **
     """
 
     # normalize parameters
-    store = normalize_store_arg(store, storage_options=kwargs.get("storage_options"), mode=mode)
+    zarr_version = kwargs.get('zarr_version', None)
+    store = normalize_store_arg(store, storage_options=kwargs.get("storage_options"), mode=mode,
+                                zarr_version=zarr_version)
     if mode not in {'r', 'r+'}:
         raise ValueError("invalid mode, expected either 'r' or 'r+'; found {!r}"
                          .format(mode))
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 0684be4a57..c2ddf451f1 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -1308,7 +1308,8 @@ def open_group(store=None, mode='a', cache_attrs=True, synchronizer=None, path=N
     if chunk_store is not None:
         chunk_store = _normalize_store_arg(chunk_store,
                                            storage_options=storage_options,
-                                           mode=mode)
+                                           mode=mode,
+                                           zarr_version=zarr_version)
         if not getattr(chunk_store, '_store_version', DEFAULT_ZARR_VERSION) == zarr_version:
             raise ValueError(
                 "zarr_version of store and chunk_store must match"
diff --git a/zarr/storage.py b/zarr/storage.py
index 709bbba7ee..2a6b756d64 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -3045,7 +3045,20 @@ def rename(self, src_path: Path, dst_path: Path):
                 src_parent, src_key = self._get_parent(base + src_path)
                 dst_parent, dst_key = self._require_parent(base + dst_path)
 
-                dst_parent[dst_key] = src_parent.pop(src_key)
+                if src_key in src_parent:
+                    dst_parent[dst_key] = src_parent.pop(src_key)
+
+                if base == meta_root:
+                    # check for and move corresponding metadata
+                    sfx = _get_metadata_suffix(self)
+                    src_meta = src_key + '.array' + sfx
+                    if src_meta in src_parent:
+                        dst_meta = dst_key + '.array' + sfx
+                        dst_parent[dst_meta] = src_parent.pop(src_meta)
+                    src_meta = src_key + '.group' + sfx
+                    if src_meta in src_parent:
+                        dst_meta = dst_key + '.group' + sfx
+                        dst_parent[dst_meta] = src_parent.pop(src_meta)
                 any_renamed = True
         any_renamed = _rename_metadata_v3(self, src_path, dst_path) or any_renamed
         if not any_renamed:
diff --git a/zarr/tests/test_convenience.py b/zarr/tests/test_convenience.py
index 74c8d06fac..53fa447b48 100644
--- a/zarr/tests/test_convenience.py
+++ b/zarr/tests/test_convenience.py
@@ -202,23 +202,30 @@ def test_tree(zarr_version):
     assert str(zarr.tree(g1)) == str(g1.tree())
 
 
-# TODO: consolidated metadata currently only supported for v2
-
 @pytest.mark.parametrize('zarr_version', [2, 3])
 @pytest.mark.parametrize('with_chunk_store', [False, True], ids=['default', 'with_chunk_store'])
-def test_consolidate_metadata(with_chunk_store, zarr_version):
-
-    if zarr_version == 2:
-        MemoryStoreClass = MemoryStore
-        path = ''
-    else:
-        MemoryStoreClass = MemoryStoreV3
-        path = 'dataset'
-
+@pytest.mark.parametrize('stores_from_path', [False, True])
+def test_consolidate_metadata(with_chunk_store, zarr_version, stores_from_path):
     # setup initial data
-    store = MemoryStoreClass()
-    chunk_store = MemoryStoreClass() if with_chunk_store else None
-    z = group(store, chunk_store=chunk_store, path=path)
+    if stores_from_path:
+        store = tempfile.mkdtemp()
+        atexit.register(atexit_rmtree, store)
+        if with_chunk_store:
+            chunk_store = tempfile.mkdtemp()
+            atexit.register(atexit_rmtree, chunk_store)
+        else:
+            chunk_store = None
+        version_kwarg = {'zarr_version': zarr_version}
+    else:
+        if zarr_version == 2:
+            store = MemoryStore()
+            chunk_store = MemoryStore() if with_chunk_store else None
+        elif zarr_version == 3:
+            store = MemoryStoreV3()
+            chunk_store = MemoryStoreV3() if with_chunk_store else None
+        version_kwarg = {}
+    path = 'dataset' if zarr_version == 3 else None
+    z = group(store, chunk_store=chunk_store, path=path, **version_kwarg)
     z.create_group('g1')
     g2 = z.create_group('g2')
     g2.attrs['hello'] = 'world'
@@ -229,41 +236,48 @@ def test_consolidate_metadata(with_chunk_store, zarr_version):
     arr[:] = 1.0
     assert 16 == arr.nchunks_initialized
 
+    if stores_from_path:
+        # get the actual store class for use with consolidate_metadata
+        store_class = z._store
+    else:
+        store_class = store
+
     if zarr_version == 3:
         # error on v3 if path not provided
         with pytest.raises(ValueError):
-            consolidate_metadata(store, path=None)
+            consolidate_metadata(store_class, path=None)
 
         with pytest.raises(ValueError):
-            consolidate_metadata(store, path='')
+            consolidate_metadata(store_class, path='')
 
     # perform consolidation
-    out = consolidate_metadata(store, path=path)
+    out = consolidate_metadata(store_class, path=path)
     assert isinstance(out, Group)
     assert ['g1', 'g2'] == list(out)
-    if zarr_version == 2:
-        assert isinstance(out._store, ConsolidatedMetadataStore)
-        assert '.zmetadata' in store
-        meta_keys = ['.zgroup',
-                     'g1/.zgroup',
-                     'g2/.zgroup',
-                     'g2/.zattrs',
-                     'g2/arr/.zarray',
-                     'g2/arr/.zattrs']
-    else:
-        assert isinstance(out._store, ConsolidatedMetadataStoreV3)
-        assert 'meta/root/consolidated/.zmetadata' in store
-        meta_keys = ['zarr.json',
-                     meta_root + 'dataset.group.json',
-                     meta_root + 'dataset/g1.group.json',
-                     meta_root + 'dataset/g2.group.json',
-                     meta_root + 'dataset/g2/arr.array.json',
-                     'meta/root/consolidated.group.json']
-    for key in meta_keys:
-        del store[key]
+    if not stores_from_path:
+        if zarr_version == 2:
+            assert isinstance(out._store, ConsolidatedMetadataStore)
+            assert '.zmetadata' in store
+            meta_keys = ['.zgroup',
+                         'g1/.zgroup',
+                         'g2/.zgroup',
+                         'g2/.zattrs',
+                         'g2/arr/.zarray',
+                         'g2/arr/.zattrs']
+        else:
+            assert isinstance(out._store, ConsolidatedMetadataStoreV3)
+            assert 'meta/root/consolidated/.zmetadata' in store
+            meta_keys = ['zarr.json',
+                         meta_root + 'dataset.group.json',
+                         meta_root + 'dataset/g1.group.json',
+                         meta_root + 'dataset/g2.group.json',
+                         meta_root + 'dataset/g2/arr.array.json',
+                         'meta/root/consolidated.group.json']
+        for key in meta_keys:
+            del store[key]
 
     # open consolidated
-    z2 = open_consolidated(store, chunk_store=chunk_store, path=path)
+    z2 = open_consolidated(store, chunk_store=chunk_store, path=path, **version_kwarg)
     assert ['g1', 'g2'] == list(z2)
     assert 'world' == z2.g2.attrs['hello']
     assert 1 == z2.g2.arr.attrs['data']
@@ -271,22 +285,32 @@ def test_consolidate_metadata(with_chunk_store, zarr_version):
     assert 16 == z2.g2.arr.nchunks
     assert 16 == z2.g2.arr.nchunks_initialized
 
-    # tests del/write on the store
-    if zarr_version == 2:
-        cmd = ConsolidatedMetadataStore(store)
-        with pytest.raises(PermissionError):
-            del cmd['.zgroup']
-        with pytest.raises(PermissionError):
-            cmd['.zgroup'] = None
+    if stores_from_path:
+        # path string is note a BaseStore subclass so cannot be used to
+        # initialize a ConsolidatedMetadataStore.
+        if zarr_version == 2:
+            with pytest.raises(ValueError):
+                cmd = ConsolidatedMetadataStore(store)
+        elif zarr_version == 3:
+            with pytest.raises(ValueError):
+                cmd = ConsolidatedMetadataStoreV3(store)
     else:
-        cmd = ConsolidatedMetadataStoreV3(store)
-        with pytest.raises(PermissionError):
-            del cmd[meta_root + 'dataset.group.json']
-        with pytest.raises(PermissionError):
-            cmd[meta_root + 'dataset.group.json'] = None
+        # tests del/write on the store
+        if zarr_version == 2:
+            cmd = ConsolidatedMetadataStore(store)
+            with pytest.raises(PermissionError):
+                del cmd['.zgroup']
+            with pytest.raises(PermissionError):
+                cmd['.zgroup'] = None
+        else:
+            cmd = ConsolidatedMetadataStoreV3(store)
+            with pytest.raises(PermissionError):
+                del cmd[meta_root + 'dataset.group.json']
+            with pytest.raises(PermissionError):
+                cmd[meta_root + 'dataset.group.json'] = None
 
-    # test getsize on the store
-    assert isinstance(getsize(cmd), Integral)
+        # test getsize on the store
+        assert isinstance(getsize(cmd), Integral)
 
     # test new metadata are not writeable
     with pytest.raises(PermissionError):
@@ -316,62 +340,11 @@ def test_consolidate_metadata(with_chunk_store, zarr_version):
 
     # make sure keyword arguments are passed through without error
     open_consolidated(
-        store, chunk_store=chunk_store, path=path, cache_attrs=True, synchronizer=None
+        store, chunk_store=chunk_store, path=path, cache_attrs=True, synchronizer=None,
+        **version_kwarg,
     )
 
 
-def test_consolidated_with_chunk_store():
-    # setup initial data
-    store = MemoryStore()
-    chunk_store = MemoryStore()
-    z = group(store, chunk_store=chunk_store)
-    z.create_group('g1')
-    g2 = z.create_group('g2')
-    g2.attrs['hello'] = 'world'
-    arr = g2.create_dataset('arr', shape=(20, 20), chunks=(5, 5), dtype='f8')
-    assert 16 == arr.nchunks
-    assert 0 == arr.nchunks_initialized
-    arr.attrs['data'] = 1
-    arr[:] = 1.0
-    assert 16 == arr.nchunks_initialized
-
-    # perform consolidation
-    out = consolidate_metadata(store)
-    assert isinstance(out, Group)
-    assert '.zmetadata' in store
-    for key in ['.zgroup',
-                'g1/.zgroup',
-                'g2/.zgroup',
-                'g2/.zattrs',
-                'g2/arr/.zarray',
-                'g2/arr/.zattrs']:
-        del store[key]
-    # open consolidated
-    z2 = open_consolidated(store, chunk_store=chunk_store)
-    assert ['g1', 'g2'] == list(z2)
-    assert 'world' == z2.g2.attrs['hello']
-    assert 1 == z2.g2.arr.attrs['data']
-    assert (z2.g2.arr[:] == 1.0).all()
-    assert 16 == z2.g2.arr.nchunks
-    assert 16 == z2.g2.arr.nchunks_initialized
-
-    # test the data are writeable
-    z2.g2.arr[:] = 2
-    assert (z2.g2.arr[:] == 2).all()
-
-    # test invalid modes
-    with pytest.raises(ValueError):
-        open_consolidated(store, mode='a', chunk_store=chunk_store)
-    with pytest.raises(ValueError):
-        open_consolidated(store, mode='w', chunk_store=chunk_store)
-    with pytest.raises(ValueError):
-        open_consolidated(store, mode='w-', chunk_store=chunk_store)
-
-    # make sure keyword arguments are passed through without error
-    open_consolidated(store, cache_attrs=True, synchronizer=None,
-                      chunk_store=chunk_store)
-
-
 @pytest.mark.parametrize("options", (
     {"dimension_separator": "/"},
     {"dimension_separator": "."},
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 08bda94ba2..09523dcd22 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -2720,8 +2720,8 @@ def test_array_init(self):
         assert isinstance(a, Array)
         assert (100,) == a.shape
         assert (10,) == a.chunks
-        assert path == a.path  # TODO: should this include meta/root?
-        assert '/' + path == a.name  # TODO: should this include meta/root?
+        assert path == a.path
+        assert '/' + path == a.name
         assert 'bar' == a.basename
         assert store is a.store
         assert "968dccbbfc0139f703ead2fd1d503ad6e44db307" == a.hexdigest()
@@ -2772,7 +2772,7 @@ def test_nbytes_stored(self):
         z[:] = 42
         expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
         assert expect_nbytes_stored == z.nbytes_stored
-        assert z.nchunks_initialized == 10  # TODO: added temporarily for testing, can remove
+        assert z.nchunks_initialized == 10
 
         # mess with store
         if not isinstance(z.store, (LRUStoreCacheV3, FSStoreV3)):
diff --git a/zarr/tests/test_hierarchy.py b/zarr/tests/test_hierarchy.py
index 69ab08254e..29fff7536a 100644
--- a/zarr/tests/test_hierarchy.py
+++ b/zarr/tests/test_hierarchy.py
@@ -28,7 +28,7 @@
                           NestedDirectoryStore, SQLiteStore, ZipStore,
                           array_meta_key, atexit_rmglob, atexit_rmtree, data_root,
                           group_meta_key, init_array, init_group, meta_root)
-from zarr.storage import (ABSStoreV3, KVStoreV3, DirectoryStoreV3,  # MemoryStoreV3
+from zarr.storage import (ABSStoreV3, KVStoreV3, DirectoryStoreV3, MemoryStoreV3,
                           FSStoreV3, ZipStoreV3, DBMStoreV3, LMDBStoreV3, SQLiteStoreV3,
                           LRUStoreCacheV3)
 from zarr.util import InfoReporter, buffer_size
@@ -233,8 +233,14 @@ def test_require_group(self):
 
         # test path normalization
         if g1._version == 2:
-            # TODO: expected behavior for v3
             assert g1.require_group('quux') == g1.require_group('/quux/')
+        elif g1._version:
+            # These are not equal in v3!
+            # 'quux' will be within the group:
+            #      meta/root/group/quux.group.json
+            # '/quux/' will be outside of the group at:
+            #      meta/root/quux.group.json
+            assert g1.require_group('quux') != g1.require_group('/quux/')
 
         # multi
         g6, g7 = g1.require_groups('y', 'z')
@@ -519,7 +525,7 @@ def test_getitem_contains_iterators(self):
             assert isinstance(g1['/foo/bar/'], Group)
         else:
             # start or end with / raises KeyError
-            # TODO: should we fix allow stripping of these on v3?
+            # TODO: should we allow stripping of these on v3?
             with pytest.raises(KeyError):
                 assert isinstance(g1['/foo/bar/'], Group)
         assert isinstance(g1['foo/baz'], Array)
@@ -547,9 +553,7 @@ def test_getitem_contains_iterators(self):
         assert 'baz' not in g1
         assert 'a/b/c/d' not in g1
         assert 'a/z' not in g1
-        if g1._version == 2:
-            # TODO: handle implicit group for v3 spec
-            assert 'quux' not in g1['foo']
+        assert 'quux' not in g1['foo']
 
         # test key errors
         with pytest.raises(KeyError):
@@ -888,12 +892,27 @@ def test_move(self):
         assert "foo2" in g
         assert "foo2/bar" not in g
         if g2._version == 2:
-            # TODO: how to access element created outside of group.path in v3?
             assert "bar" in g
+        else:
+            # The `g2.move` call above moved bar to meta/root/bar and
+            # meta/data/bar. This is outside the `g` group located at
+            # /meta/root/group, so bar is no longer within `g`.
+            assert "bar" not in g
+            assert 'meta/root/bar.array.json' in g._store
+            if g._chunk_store:
+                assert 'data/root/bar/c0' in g._chunk_store
+            else:
+                assert 'data/root/bar/c0' in g._store
         assert isinstance(g["foo2"], Group)
         if g2._version == 2:
-            # TODO: how to access element created outside of group.path in v3?
             assert_array_equal(data, g["bar"])
+        else:
+            # TODO: How to access element created outside of group.path in v3?
+            #       One option is to make a Hierarchy class representing the
+            #       root. Currently Group requires specification of `path`,
+            #       but the path of the root would be just '' which is not
+            #       currently allowed.
+            pass
 
         with pytest.raises(ValueError):
             g2.move("bar", "bar2")
@@ -970,22 +989,44 @@ def test_paths(self):
         g1 = self.create_group()
         g2 = g1.create_group('foo/bar')
 
-        if g1._version == 3:
-            pytest.skip("TODO: update class for v3")
-
-        assert g1 == g1['/']
-        assert g1 == g1['//']
-        assert g1 == g1['///']
-        assert g1 == g2['/']
-        assert g1 == g2['//']
-        assert g1 == g2['///']
-        assert g2 == g1['foo/bar']
-        assert g2 == g1['/foo/bar']
-        assert g2 == g1['foo/bar/']
-        assert g2 == g1['//foo/bar']
-        assert g2 == g1['//foo//bar//']
-        assert g2 == g1['///foo///bar///']
-        assert g2 == g2['/foo/bar']
+        if g1._version == 2:
+            assert g1 == g1['/']
+            assert g1 == g1['//']
+            assert g1 == g1['///']
+            assert g1 == g2['/']
+            assert g1 == g2['//']
+            assert g1 == g2['///']
+            assert g2 == g1['foo/bar']
+            assert g2 == g1['/foo/bar']
+            assert g2 == g1['foo/bar/']
+            assert g2 == g1['//foo/bar']
+            assert g2 == g1['//foo//bar//']
+            assert g2 == g1['///foo///bar///']
+            assert g2 == g2['/foo/bar']
+        else:
+            # the expected key format gives a match
+            assert g2 == g1['foo/bar']
+
+            # TODO: Should presence of a trailing slash raise KeyError?
+            # The spec says "the final character is not a / character"
+            # but we currently strip trailing '/' as done for v2.
+            assert g2 == g1['foo/bar/']
+
+            # double slash also currently works (spec doesn't mention this
+            # case, but have kept it for v2 behavior compatibility)
+            assert g2 == g1['foo//bar']
+
+            # v3: leading / implies we are at the root, not within a group,
+            # so these all raise KeyError
+            for path in ['/foo/bar', '//foo/bar', '//foo//bar//',
+                         '///fooo///bar///']:
+                with pytest.raises(KeyError):
+                    g1[path]
+
+            # For v3 a prefix must be supplied
+            for path in ['/', '//', '///']:
+                with pytest.raises(ValueError):
+                    g2[path]
 
         with pytest.raises(ValueError):
             g1['.']
@@ -1025,9 +1066,7 @@ def test_pickle(self):
         assert name == g2.name
         assert n == len(g2)
         assert keys == list(g2)
-        if g2._version == 2:
-            # TODO: handle implicit group for v3
-            assert isinstance(g2['foo'], Group)
+        assert isinstance(g2['foo'], Group)
         assert isinstance(g2['foo/bar'], Array)
 
         g2.store.close()
@@ -1113,13 +1152,13 @@ def create_store():
         return MemoryStore(), None
 
 
-# TODO: fix MemoryStoreV3 _get_parent, etc.
-# # noinspection PyStatementEffect
-# class TestGroupV3WithMemoryStore(TestGroupWithMemoryStore, TestGroupV3):
+# noinspection PyStatementEffect
+class TestGroupV3WithMemoryStore(TestGroupWithMemoryStore, TestGroupV3):
+
+    @staticmethod
+    def create_store():
+        return MemoryStoreV3(), None
 
-#     @staticmethod
-#     def create_store():
-#         return MemoryStoreV3(), None
 
 class TestGroupWithDirectoryStore(TestGroup):
 
@@ -1158,7 +1197,7 @@ def test_pickle(self):
 
 
 @skip_test_env_var("ZARR_TEST_ABS")
-class TestGroupWithABSStoreV3(TestGroupV3):
+class TestGroupV3WithABSStore(TestGroupV3):
 
     @staticmethod
     def create_store():
@@ -1550,9 +1589,6 @@ def test_open_group(zarr_version):
     g.create_groups('foo', 'bar')
     assert 2 == len(g)
 
-    # TODO: update the r, r+ test case here for zarr_version == 3 after
-    #       open_array has StoreV3 support
-
     # mode in 'r', 'r+'
     open_array('data/array.zarr', shape=100, chunks=10, mode='w')
     for mode in 'r', 'r+':
@@ -1816,3 +1852,15 @@ def test_group_mismatched_store_versions():
         Group(store_v3, path='group2', read_only=True, chunk_store=chunk_store_v3)
     with pytest.raises(ValueError):
         Group(store_v3, path='group2', read_only=True, chunk_store=chunk_store_v3)
+
+
+@pytest.mark.parametrize('zarr_version', [2, 3])
+def test_open_group_from_paths(zarr_version):
+    """Verify zarr_version is applied to both the store and chunk_store."""
+    store = tempfile.mkdtemp()
+    chunk_store = tempfile.mkdtemp()
+    atexit.register(atexit_rmtree, store)
+    atexit.register(atexit_rmtree, chunk_store)
+    path = 'g1'
+    g = open_group(store, path=path, chunk_store=chunk_store, zarr_version=zarr_version)
+    assert g._store._store_version == g._chunk_store._store_version == zarr_version

From e381bf76261a1cc9c10613465ab39b968a24737b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 25 Apr 2022 08:33:03 +0200
Subject: [PATCH 0112/1078] Bump pytest from 7.1.1 to 7.1.2 (#1013)

Bumps [pytest](https://github.com/pytest-dev/pytest) from 7.1.1 to 7.1.2.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/7.1.1...7.1.2)

---
updated-dependencies:
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 6f0c07cfe0..66cc7c92c3 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -5,4 +5,4 @@ numcodecs==0.9.1
 msgpack-python==0.5.6
 setuptools-scm==6.4.2
 # test requirements
-pytest==7.1.1
+pytest==7.1.2

From 1dc03524840535e33b5859cc46ab1f848bd117a1 Mon Sep 17 00:00:00 2001
From: Shivank Chaudhary <81817735+Alt-Shivam@users.noreply.github.com>
Date: Fri, 29 Apr 2022 17:33:58 +0530
Subject: [PATCH 0113/1078] Pre-commit configuration (#1015)

* flake8 added

* Create Pre-commit-hooks.yml
---
 .github/workflows/Pre-commit-hooks.yml | 32 ++++++++++++++++++++++++++
 .pre-commit-config.yaml                | 13 +++++++++++
 2 files changed, 45 insertions(+)
 create mode 100644 .github/workflows/Pre-commit-hooks.yml
 create mode 100644 .pre-commit-config.yaml

diff --git a/.github/workflows/Pre-commit-hooks.yml b/.github/workflows/Pre-commit-hooks.yml
new file mode 100644
index 0000000000..05ed509c53
--- /dev/null
+++ b/.github/workflows/Pre-commit-hooks.yml
@@ -0,0 +1,32 @@
+# This is a basic workflow to help you get started with Actions
+
+name: pre-commit
+
+# Controls when the workflow will run
+on:
+  # Triggers the workflow pull request events but only for the master branch
+  pull_request:
+  push:
+    branches: [master]
+
+  # Allows you to run this workflow manually from the Actions tab
+  workflow_dispatch:
+
+# A workflow run is made up of one or more jobs that can run sequentially or in parallel
+jobs:
+  # Using Ubuntu image with latest tag
+  pre-commit:
+    runs-on: ubuntu-latest
+
+    # Steps represent a sequence of tasks that will be executed as part of the job
+    steps:
+      - uses: actions/checkout@v3
+      #setting up Python v3.0.0
+      - uses: actions/setup-python@v3.0.0
+      #using pre-commit latest i.e v2.0.3
+      - uses: pre-commit/action@v2.0.3
+      #Running pre-commit for all files
+      - name: Pre-Commit-Run
+        run: |
+          pip install pre-commit
+          pre-commit run --all-files
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000000..95c4260f52
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,13 @@
+default_stages: [commit, push]
+default_language_version:
+  python: python3.8
+repos:
+  - repo: https://github.com/PyCQA/flake8
+    rev: 3.8.2
+    hooks:
+    - id: flake8
+      args: [
+        --max-line-length=100
+      ]
+      exclude: ^(venv/|docs/)
+      types: ['python']
\ No newline at end of file

From 07c850544fcb8428fb5256bc9d86d05b790a5277 Mon Sep 17 00:00:00 2001
From: Shivank Chaudhary <81817735+Alt-Shivam@users.noreply.github.com>
Date: Mon, 2 May 2022 12:30:43 +0530
Subject: [PATCH 0114/1078] Added Yaml Check in Pre-commit (#1016)

---
 .pre-commit-config.yaml | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 95c4260f52..69828ad50d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -10,4 +10,8 @@ repos:
         --max-line-length=100
       ]
       exclude: ^(venv/|docs/)
-      types: ['python']
\ No newline at end of file
+      types: ['python']
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v2.3.0
+    hooks:
+    - id: check-yaml
\ No newline at end of file

From 27cf31555975eaeb34e802bfdd59c11222f91597 Mon Sep 17 00:00:00 2001
From: Gregory Lee <grlee77@gmail.com>
Date: Mon, 2 May 2022 03:32:59 -0400
Subject: [PATCH 0115/1078] Add ZARR_V3_API_AVAILABLE environment variable
 (#1007)

* add ZARR_V3_API_AVAILABLE environment variable

controls whether or not v3 stores are imported into the top-level zarr namespace

* move StoreV3 implementations from storage.py to storage_v3.py

* fix

* move zarr/storage_v3.py to zarr/_storage/v3.py

* Run Linux tests with ZARR_V3_API_AVAILABLE=1 defined

* add # pragma nocover to environment-variable dependent branches

* flake8 fix

* fix outdated import path

* fix mypy error
---
 .github/workflows/python-package.yml |   1 +
 zarr/__init__.py                     |   6 +
 zarr/_storage/store.py               |   5 +-
 zarr/_storage/v3.py                  | 590 ++++++++++++++++++++++++++
 zarr/convenience.py                  |   4 +-
 zarr/hierarchy.py                    |   2 +-
 zarr/storage.py                      | 598 ++-------------------------
 zarr/tests/test_attrs.py             |   3 +-
 zarr/tests/test_convenience.py       |  14 +-
 zarr/tests/test_core.py              |  14 +-
 zarr/tests/test_creation.py          |   3 +-
 zarr/tests/test_hierarchy.py         |   6 +-
 zarr/tests/test_storage.py           |   3 +-
 zarr/tests/test_storage_v3.py        |  25 +-
 zarr/tests/util.py                   |   3 +-
 15 files changed, 686 insertions(+), 591 deletions(-)
 create mode 100644 zarr/_storage/v3.py

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index e0d404b1a0..91500317b3 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -69,6 +69,7 @@ jobs:
         ZARR_TEST_ABS: 1
         ZARR_TEST_MONGO: 1
         ZARR_TEST_REDIS: 1
+        ZARR_V3_API_AVAILABLE: 1
       run: |
         conda activate zarr-env
         mkdir ~/blob_emulator
diff --git a/zarr/__init__.py b/zarr/__init__.py
index 8a906534d1..4d2c992dbf 100644
--- a/zarr/__init__.py
+++ b/zarr/__init__.py
@@ -10,6 +10,7 @@
 from zarr.errors import CopyError, MetadataError
 from zarr.hierarchy import Group, group, open_group
 from zarr.n5 import N5Store, N5FSStore
+from zarr._storage.store import v3_api_available
 from zarr.storage import (ABSStore, DBMStore, DictStore, DirectoryStore,
                           KVStore, LMDBStore, LRUStoreCache, MemoryStore, MongoDBStore,
                           NestedDirectoryStore, RedisStore, SQLiteStore,
@@ -19,3 +20,8 @@
 
 # in case setuptools scm screw up and find version to be 0.0.0
 assert not __version__.startswith("0.0.0")
+
+if v3_api_available:
+    from zarr._storage.v3 import (ABSStoreV3, DBMStoreV3, KVStoreV3, DirectoryStoreV3,
+                                  LMDBStoreV3, LRUStoreCacheV3, MemoryStoreV3, MongoDBStoreV3,
+                                  RedisStoreV3, SQLiteStoreV3, ZipStoreV3)
diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index d1ad930609..152c9abd6b 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -1,4 +1,5 @@
 import abc
+import os
 from collections.abc import MutableMapping
 from string import ascii_letters, digits
 from typing import Any, List, Mapping, Optional, Union
@@ -17,6 +18,8 @@
 
 DEFAULT_ZARR_VERSION = 2
 
+v3_api_available = os.environ.get('ZARR_V3_API_AVAILABLE', '0').lower() not in ['0', 'false']
+
 
 class BaseStore(MutableMapping):
     """Abstract base class for store implementations.
@@ -261,7 +264,7 @@ def _ensure_store(store):
 
         We'll do this conversion in a few places automatically
         """
-        from zarr.storage import KVStoreV3  # avoid circular import
+        from zarr._storage.v3 import KVStoreV3  # avoid circular import
         if store is None:
             return None
         elif isinstance(store, StoreV3):
diff --git a/zarr/_storage/v3.py b/zarr/_storage/v3.py
new file mode 100644
index 0000000000..540b62ef7e
--- /dev/null
+++ b/zarr/_storage/v3.py
@@ -0,0 +1,590 @@
+import os
+import shutil
+from collections import OrderedDict
+from collections.abc import MutableMapping
+from threading import Lock
+from typing import Union, Dict, Any
+
+from zarr.errors import (
+    MetadataError,
+    ReadOnlyError,
+)
+from zarr.util import (buffer_size, json_loads, normalize_storage_path)
+
+from zarr._storage.absstore import ABSStoreV3  # noqa: F401
+from zarr._storage.store import (_get_hierarchy_metadata,  # noqa: F401
+                                 _get_metadata_suffix,
+                                 _listdir_from_keys,
+                                 _rename_from_keys,
+                                 _rename_metadata_v3,
+                                 _rmdir_from_keys,
+                                 _rmdir_from_keys_v3,
+                                 _path_to_prefix,
+                                 _prefix_to_array_key,
+                                 _prefix_to_group_key,
+                                 array_meta_key,
+                                 attrs_key,
+                                 data_root,
+                                 group_meta_key,
+                                 meta_root,
+                                 BaseStore,
+                                 Store,
+                                 StoreV3)
+from zarr.storage import (DBMStore, ConsolidatedMetadataStore, DirectoryStore, FSStore, KVStore,
+                          LMDBStore, LRUStoreCache, MemoryStore, MongoDBStore, RedisStore,
+                          SQLiteStore, ZipStore, _getsize)
+
+__doctest_requires__ = {
+    ('RedisStore', 'RedisStore.*'): ['redis'],
+    ('MongoDBStore', 'MongoDBStore.*'): ['pymongo'],
+    ('LRUStoreCache', 'LRUStoreCache.*'): ['s3fs'],
+}
+
+
+try:
+    # noinspection PyUnresolvedReferences
+    from zarr.codecs import Blosc
+    default_compressor = Blosc()
+except ImportError:  # pragma: no cover
+    from zarr.codecs import Zlib
+    default_compressor = Zlib()
+
+
+Path = Union[str, bytes, None]
+# allow MutableMapping for backwards compatibility
+StoreLike = Union[BaseStore, MutableMapping]
+
+
+class RmdirV3():
+    """Mixin class that can be used to ensure override of any existing v2 rmdir class."""
+
+    def rmdir(self, path: str = "") -> None:
+        path = normalize_storage_path(path)
+        _rmdir_from_keys_v3(self, path)  # type: ignore
+
+
+class KVStoreV3(RmdirV3, KVStore, StoreV3):
+
+    def list(self):
+        return list(self._mutable_mapping.keys())
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+    def __eq__(self, other):
+        return (
+            isinstance(other, KVStoreV3) and
+            self._mutable_mapping == other._mutable_mapping
+        )
+
+
+KVStoreV3.__doc__ = KVStore.__doc__
+
+
+def _get_files_and_dirs_from_path(store, path):
+    path = normalize_storage_path(path)
+
+    files = []
+    # add array metadata file if present
+    array_key = _prefix_to_array_key(store, path)
+    if array_key in store:
+        files.append(os.path.join(store.path, array_key))
+
+    # add group metadata file if present
+    group_key = _prefix_to_group_key(store, path)
+    if group_key in store:
+        files.append(os.path.join(store.path, group_key))
+
+    dirs = []
+    # add array and group folders if present
+    for d in [data_root + path, meta_root + path]:
+        dir_path = os.path.join(store.path, d)
+        if os.path.exists(dir_path):
+            dirs.append(dir_path)
+    return files, dirs
+
+
+class FSStoreV3(FSStore, StoreV3):
+
+    # FSStoreV3 doesn't use this (FSStore uses it within _normalize_key)
+    _META_KEYS = ()
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+    def _default_key_separator(self):
+        if self.key_separator is None:
+            self.key_separator = "/"
+
+    def list(self):
+        return list(self.keys())
+
+    def _normalize_key(self, key):
+        key = normalize_storage_path(key).lstrip('/')
+        return key.lower() if self.normalize_keys else key
+
+    def getsize(self, path=None):
+        size = 0
+        if path is None or path == '':
+            # size of both the data and meta subdirs
+            dirs = []
+            for d in ['data/root', 'meta/root']:
+                dir_path = os.path.join(self.path, d)
+                if os.path.exists(dir_path):
+                    dirs.append(dir_path)
+        elif path in self:
+            # access individual element by full path
+            return buffer_size(self[path])
+        else:
+            files, dirs = _get_files_and_dirs_from_path(self, path)
+            for file in files:
+                size += os.path.getsize(file)
+        for d in dirs:
+            size += self.fs.du(d, total=True, maxdepth=None)
+        return size
+
+    def setitems(self, values):
+        if self.mode == 'r':
+            raise ReadOnlyError()
+        values = {self._normalize_key(key): val for key, val in values.items()}
+
+        # initialize the /data/root/... folder corresponding to the array!
+        # Note: zarr.tests.test_core_v3.TestArrayWithFSStoreV3PartialRead fails
+        # without this explicit creation of directories
+        subdirectories = set([os.path.dirname(v) for v in values.keys()])
+        for subdirectory in subdirectories:
+            data_dir = os.path.join(self.path, subdirectory)
+            if not self.fs.exists(data_dir):
+                self.fs.mkdir(data_dir)
+
+        self.map.setitems(values)
+
+    def rmdir(self, path=None):
+        if self.mode == 'r':
+            raise ReadOnlyError()
+        if path:
+            for base in [meta_root, data_root]:
+                store_path = self.dir_path(base + path)
+                if self.fs.isdir(store_path):
+                    self.fs.rm(store_path, recursive=True)
+
+            # remove any associated metadata files
+            sfx = _get_metadata_suffix(self)
+            meta_dir = (meta_root + path).rstrip('/')
+            array_meta_file = meta_dir + '.array' + sfx
+            self.pop(array_meta_file, None)
+            group_meta_file = meta_dir + '.group' + sfx
+            self.pop(group_meta_file, None)
+        else:
+            store_path = self.dir_path(path)
+            if self.fs.isdir(store_path):
+                self.fs.rm(store_path, recursive=True)
+
+
+class MemoryStoreV3(MemoryStore, StoreV3):
+
+    def __init__(self, root=None, cls=dict, dimension_separator=None):
+        if root is None:
+            self.root = cls()
+        else:
+            self.root = root
+        self.cls = cls
+        self.write_mutex = Lock()
+        self._dimension_separator = dimension_separator  # TODO: modify for v3?
+
+    def __eq__(self, other):
+        return (
+            isinstance(other, MemoryStoreV3) and
+            self.root == other.root and
+            self.cls == other.cls
+        )
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+    def list(self):
+        return list(self.keys())
+
+    def getsize(self, path: Path = None):
+        return _getsize(self, path)
+
+    def rename(self, src_path: Path, dst_path: Path):
+        src_path = normalize_storage_path(src_path)
+        dst_path = normalize_storage_path(dst_path)
+
+        any_renamed = False
+        for base in [meta_root, data_root]:
+            if self.list_prefix(base + src_path):
+                src_parent, src_key = self._get_parent(base + src_path)
+                dst_parent, dst_key = self._require_parent(base + dst_path)
+
+                if src_key in src_parent:
+                    dst_parent[dst_key] = src_parent.pop(src_key)
+
+                if base == meta_root:
+                    # check for and move corresponding metadata
+                    sfx = _get_metadata_suffix(self)
+                    src_meta = src_key + '.array' + sfx
+                    if src_meta in src_parent:
+                        dst_meta = dst_key + '.array' + sfx
+                        dst_parent[dst_meta] = src_parent.pop(src_meta)
+                    src_meta = src_key + '.group' + sfx
+                    if src_meta in src_parent:
+                        dst_meta = dst_key + '.group' + sfx
+                        dst_parent[dst_meta] = src_parent.pop(src_meta)
+                any_renamed = True
+        any_renamed = _rename_metadata_v3(self, src_path, dst_path) or any_renamed
+        if not any_renamed:
+            raise ValueError(f"no item {src_path} found to rename")
+
+    def rmdir(self, path: Path = None):
+        path = normalize_storage_path(path)
+        if path:
+            for base in [meta_root, data_root]:
+                try:
+                    parent, key = self._get_parent(base + path)
+                    value = parent[key]
+                except KeyError:
+                    continue
+                else:
+                    if isinstance(value, self.cls):
+                        del parent[key]
+
+            # remove any associated metadata files
+            sfx = _get_metadata_suffix(self)
+            meta_dir = (meta_root + path).rstrip('/')
+            array_meta_file = meta_dir + '.array' + sfx
+            self.pop(array_meta_file, None)
+            group_meta_file = meta_dir + '.group' + sfx
+            self.pop(group_meta_file, None)
+        else:
+            # clear out root
+            self.root = self.cls()
+
+
+MemoryStoreV3.__doc__ = MemoryStore.__doc__
+
+
+class DirectoryStoreV3(DirectoryStore, StoreV3):
+
+    def list(self):
+        return list(self.keys())
+
+    def __eq__(self, other):
+        return (
+            isinstance(other, DirectoryStoreV3) and
+            self.path == other.path
+        )
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+    def getsize(self, path: Path = None):
+        return _getsize(self, path)
+
+    def rename(self, src_path, dst_path, metadata_key_suffix='.json'):
+        store_src_path = normalize_storage_path(src_path)
+        store_dst_path = normalize_storage_path(dst_path)
+
+        dir_path = self.path
+        any_existed = False
+        for root_prefix in ['meta', 'data']:
+            src_path = os.path.join(dir_path, root_prefix, 'root', store_src_path)
+            if os.path.exists(src_path):
+                any_existed = True
+                dst_path = os.path.join(dir_path, root_prefix, 'root', store_dst_path)
+                os.renames(src_path, dst_path)
+
+        for suffix in ['.array' + metadata_key_suffix,
+                       '.group' + metadata_key_suffix]:
+            src_meta = os.path.join(dir_path, 'meta', 'root', store_src_path + suffix)
+            if os.path.exists(src_meta):
+                any_existed = True
+                dst_meta = os.path.join(dir_path, 'meta', 'root', store_dst_path + suffix)
+                dst_dir = os.path.dirname(dst_meta)
+                if not os.path.exists(dst_dir):
+                    os.makedirs(dst_dir)
+                os.rename(src_meta, dst_meta)
+        if not any_existed:
+            raise FileNotFoundError("nothing found at src_path")
+
+    def rmdir(self, path=None):
+        store_path = normalize_storage_path(path)
+        dir_path = self.path
+        if store_path:
+            for base in [meta_root, data_root]:
+                dir_path = os.path.join(dir_path, base + store_path)
+                if os.path.isdir(dir_path):
+                    shutil.rmtree(dir_path)
+
+            # remove any associated metadata files
+            sfx = _get_metadata_suffix(self)
+            meta_dir = (meta_root + path).rstrip('/')
+            array_meta_file = meta_dir + '.array' + sfx
+            self.pop(array_meta_file, None)
+            group_meta_file = meta_dir + '.group' + sfx
+            self.pop(group_meta_file, None)
+
+        elif os.path.isdir(dir_path):
+            shutil.rmtree(dir_path)
+
+
+DirectoryStoreV3.__doc__ = DirectoryStore.__doc__
+
+
+class ZipStoreV3(ZipStore, StoreV3):
+
+    def list(self):
+        return list(self.keys())
+
+    def __eq__(self, other):
+        return (
+            isinstance(other, ZipStore) and
+            self.path == other.path and
+            self.compression == other.compression and
+            self.allowZip64 == other.allowZip64
+        )
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+    def getsize(self, path=None):
+        path = normalize_storage_path(path)
+        with self.mutex:
+            children = self.list_prefix(data_root + path)
+            children += self.list_prefix(meta_root + path)
+            print(f"path={path}, children={children}")
+            if children:
+                size = 0
+                for name in children:
+                    info = self.zf.getinfo(name)
+                    size += info.compress_size
+                return size
+            elif path in self:
+                info = self.zf.getinfo(path)
+                return info.compress_size
+            else:
+                return 0
+
+
+ZipStoreV3.__doc__ = ZipStore.__doc__
+
+
+class RedisStoreV3(RmdirV3, RedisStore, StoreV3):
+
+    def list(self):
+        return list(self.keys())
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+
+RedisStoreV3.__doc__ = RedisStore.__doc__
+
+
+class MongoDBStoreV3(RmdirV3, MongoDBStore, StoreV3):
+
+    def list(self):
+        return list(self.keys())
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+
+MongoDBStoreV3.__doc__ = MongoDBStore.__doc__
+
+
+class DBMStoreV3(RmdirV3, DBMStore, StoreV3):
+
+    def list(self):
+        return list(self.keys())
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+
+DBMStoreV3.__doc__ = DBMStore.__doc__
+
+
+class LMDBStoreV3(RmdirV3, LMDBStore, StoreV3):
+
+    def list(self):
+        return list(self.keys())
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+
+LMDBStoreV3.__doc__ = LMDBStore.__doc__
+
+
+class SQLiteStoreV3(SQLiteStore, StoreV3):
+
+    def list(self):
+        return list(self.keys())
+
+    def getsize(self, path=None):
+        # TODO: why does the query below not work in this case?
+        #       For now fall back to the default _getsize implementation
+        # size = 0
+        # for _path in [data_root + path, meta_root + path]:
+        #     c = self.cursor.execute(
+        #         '''
+        #         SELECT COALESCE(SUM(LENGTH(v)), 0) FROM zarr
+        #         WHERE k LIKE (? || "%") AND
+        #               0 == INSTR(LTRIM(SUBSTR(k, LENGTH(?) + 1), "/"), "/")
+        #         ''',
+        #         (_path, _path)
+        #     )
+        #     for item_size, in c:
+        #         size += item_size
+        # return size
+
+        # fallback to default implementation for now
+        return _getsize(self, path)
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+    def rmdir(self, path=None):
+        path = normalize_storage_path(path)
+        if path:
+            for base in [meta_root, data_root]:
+                with self.lock:
+                    self.cursor.execute(
+                        'DELETE FROM zarr WHERE k LIKE (? || "/%")', (base + path,)
+                    )
+            # remove any associated metadata files
+            sfx = _get_metadata_suffix(self)
+            meta_dir = (meta_root + path).rstrip('/')
+            array_meta_file = meta_dir + '.array' + sfx
+            self.pop(array_meta_file, None)
+            group_meta_file = meta_dir + '.group' + sfx
+            self.pop(group_meta_file, None)
+        else:
+            self.clear()
+
+
+SQLiteStoreV3.__doc__ = SQLiteStore.__doc__
+
+
+class LRUStoreCacheV3(RmdirV3, LRUStoreCache, StoreV3):
+
+    def __init__(self, store, max_size: int):
+        self._store = StoreV3._ensure_store(store)
+        self._max_size = max_size
+        self._current_size = 0
+        self._keys_cache = None
+        self._contains_cache = None
+        self._listdir_cache: Dict[Path, Any] = dict()
+        self._values_cache: Dict[Path, Any] = OrderedDict()
+        self._mutex = Lock()
+        self.hits = self.misses = 0
+
+    def list(self):
+        return list(self.keys())
+
+    def __setitem__(self, key, value):
+        self._validate_key(key)
+        super().__setitem__(key, value)
+
+
+LRUStoreCacheV3.__doc__ = LRUStoreCache.__doc__
+
+
+class ConsolidatedMetadataStoreV3(ConsolidatedMetadataStore, StoreV3):
+    """A layer over other storage, where the metadata has been consolidated into
+    a single key.
+
+    The purpose of this class, is to be able to get all of the metadata for
+    a given array in a single read operation from the underlying storage.
+    See :func:`zarr.convenience.consolidate_metadata` for how to create this
+    single metadata key.
+
+    This class loads from the one key, and stores the data in a dict, so that
+    accessing the keys no longer requires operations on the backend store.
+
+    This class is read-only, and attempts to change the array metadata will
+    fail, but changing the data is possible. If the backend storage is changed
+    directly, then the metadata stored here could become obsolete, and
+    :func:`zarr.convenience.consolidate_metadata` should be called again and the class
+    re-invoked. The use case is for write once, read many times.
+
+    .. note:: This is an experimental feature.
+
+    Parameters
+    ----------
+    store: Store
+        Containing the zarr array.
+    metadata_key: str
+        The target in the store where all of the metadata are stored. We
+        assume JSON encoding.
+
+    See Also
+    --------
+    zarr.convenience.consolidate_metadata, zarr.convenience.open_consolidated
+
+    """
+
+    def __init__(self, store: StoreLike, metadata_key=meta_root + "consolidated/.zmetadata"):
+        self.store = StoreV3._ensure_store(store)
+
+        # retrieve consolidated metadata
+        meta = json_loads(self.store[metadata_key])
+
+        # check format of consolidated metadata
+        consolidated_format = meta.get('zarr_consolidated_format', None)
+        if consolidated_format != 1:
+            raise MetadataError('unsupported zarr consolidated metadata format: %s' %
+                                consolidated_format)
+
+        # decode metadata
+        self.meta_store: Store = KVStoreV3(meta["metadata"])
+
+    def rmdir(self, key):
+        raise ReadOnlyError()
+
+
+def _normalize_store_arg_v3(store: Any, storage_options=None, mode="r") -> BaseStore:
+    # default to v2 store for backward compatibility
+    zarr_version = getattr(store, '_store_version', 3)
+    if zarr_version != 3:
+        raise ValueError("store must be a version 3 store")
+    if store is None:
+        store = KVStoreV3(dict())
+        # add default zarr.json metadata
+        store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)
+        return store
+    if isinstance(store, os.PathLike):
+        store = os.fspath(store)
+    if isinstance(store, str):
+        if "://" in store or "::" in store:
+            store = FSStoreV3(store, mode=mode, **(storage_options or {}))
+        elif storage_options:
+            raise ValueError("storage_options passed with non-fsspec path")
+        elif store.endswith('.zip'):
+            store = ZipStoreV3(store, mode=mode)
+        elif store.endswith('.n5'):
+            raise NotImplementedError("N5Store not yet implemented for V3")
+            # return N5StoreV3(store)
+        else:
+            store = DirectoryStoreV3(store)
+        # add default zarr.json metadata
+        store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)
+        return store
+    else:
+        store = StoreV3._ensure_store(store)
+        if 'zarr.json' not in store:
+            # add default zarr.json metadata
+            store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)
+    return store
diff --git a/zarr/convenience.py b/zarr/convenience.py
index 07d649a329..60e47dc339 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -15,8 +15,8 @@
 from zarr.hierarchy import open_group
 from zarr.meta import json_dumps, json_loads
 from zarr.storage import (_get_metadata_suffix, contains_array, contains_group,
-                          normalize_store_arg, BaseStore, ConsolidatedMetadataStore,
-                          ConsolidatedMetadataStoreV3)
+                          normalize_store_arg, BaseStore, ConsolidatedMetadataStore)
+from zarr._storage.v3 import ConsolidatedMetadataStoreV3
 from zarr.util import TreeViewer, buffer_size, normalize_storage_path
 
 from typing import Union
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index c2ddf451f1..d92af08ffb 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -19,7 +19,6 @@
     _prefix_to_group_key,
     BaseStore,
     MemoryStore,
-    MemoryStoreV3,
     attrs_key,
     contains_array,
     contains_group,
@@ -30,6 +29,7 @@
     rename,
     rmdir,
 )
+from zarr._storage.v3 import MemoryStoreV3
 from zarr.util import (
     InfoReporter,
     TreeViewer,
diff --git a/zarr/storage.py b/zarr/storage.py
index 2a6b756d64..e8a65147aa 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -43,7 +43,6 @@
 )
 from numcodecs.registry import codec_registry
 
-from zarr._storage.store import DEFAULT_ZARR_VERSION
 from zarr.errors import (
     MetadataError,
     BadCompressorError,
@@ -58,7 +57,7 @@
                        normalize_dtype, normalize_fill_value, normalize_order,
                        normalize_shape, normalize_storage_path, retry_call)
 
-from zarr._storage.absstore import ABSStore, ABSStoreV3  # noqa: F401
+from zarr._storage.absstore import ABSStore  # noqa: F401
 from zarr._storage.store import (_get_hierarchy_metadata,  # noqa: F401
                                  _get_metadata_suffix,
                                  _listdir_from_keys,
@@ -74,9 +73,9 @@
                                  data_root,
                                  group_meta_key,
                                  meta_root,
+                                 DEFAULT_ZARR_VERSION,
                                  BaseStore,
-                                 Store,
-                                 StoreV3)
+                                 Store)
 
 __doctest_requires__ = {
     ('RedisStore', 'RedisStore.*'): ['redis'],
@@ -129,67 +128,48 @@ def contains_group(store: StoreLike, path: Path = None, explicit_only=True) -> b
         return False
 
 
-def normalize_store_arg(store: Any, storage_options=None, mode="r", *,
-                        zarr_version=None) -> BaseStore:
-    if zarr_version is None:
-        # default to v2 store for backward compatibility
-        zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
-    if zarr_version not in [2, 3]:
-        raise ValueError("zarr_version must be 2 or 3")
+def _normalize_store_arg_v2(store: Any, storage_options=None, mode="r") -> BaseStore:
+    # default to v2 store for backward compatibility
+    zarr_version = getattr(store, '_store_version', 2)
+    if zarr_version != 2:
+        raise ValueError("store must be a version 2 store")
     if store is None:
-        if zarr_version == 2:
-            store = KVStore(dict())
-        else:
-            store = KVStoreV3(dict())
-            # add default zarr.json metadata
-            store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)
+        store = KVStore(dict())
         return store
-    elif hasattr(store, '_store_version') and store._store_version != zarr_version:
-        raise ValueError(
-            f"store is a zarr v{store._store_version} store which conflicts "
-            f"with the specified zarr_version ({zarr_version})."
-        )
-
     if isinstance(store, os.PathLike):
         store = os.fspath(store)
     if isinstance(store, str):
-        if zarr_version == 2:
-            if "://" in store or "::" in store:
-                return FSStore(store, mode=mode, **(storage_options or {}))
-            elif storage_options:
-                raise ValueError("storage_options passed with non-fsspec path")
-            if store.endswith('.zip'):
-                return ZipStore(store, mode=mode)
-            elif store.endswith('.n5'):
-                from zarr.n5 import N5Store
-                return N5Store(store)
-            else:
-                return DirectoryStore(store)
-        elif zarr_version == 3:
-            if "://" in store or "::" in store:
-                store = FSStoreV3(store, mode=mode, **(storage_options or {}))
-            elif storage_options:
-                raise ValueError("storage_options passed with non-fsspec path")
-            elif store.endswith('.zip'):
-                store = ZipStoreV3(store, mode=mode)
-            elif store.endswith('.n5'):
-                raise NotImplementedError("N5Store not yet implemented for V3")
-                # return N5StoreV3(store)
-            else:
-                store = DirectoryStoreV3(store)
-            # add default zarr.json metadata
-            store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)
-            return store
-    elif zarr_version == 2:
+        if "://" in store or "::" in store:
+            return FSStore(store, mode=mode, **(storage_options or {}))
+        elif storage_options:
+            raise ValueError("storage_options passed with non-fsspec path")
+        if store.endswith('.zip'):
+            return ZipStore(store, mode=mode)
+        elif store.endswith('.n5'):
+            from zarr.n5 import N5Store
+            return N5Store(store)
+        else:
+            return DirectoryStore(store)
+    else:
         store = Store._ensure_store(store)
-    elif zarr_version == 3:
-        store = StoreV3._ensure_store(store)
-        if 'zarr.json' not in store:
-            # add default zarr.json metadata
-            store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)
     return store
 
 
+def normalize_store_arg(store: Any, storage_options=None, mode="r", *,
+                        zarr_version=None) -> BaseStore:
+    if zarr_version is None:
+        # default to v2 store for backward compatibility
+        zarr_version = getattr(store, "_store_version", DEFAULT_ZARR_VERSION)
+    elif zarr_version not in [2, 3]:
+        raise ValueError("zarr_version must be either 2 or 3")
+    if zarr_version == 2:
+        normalize_store = _normalize_store_arg_v2
+    elif zarr_version == 3:
+        from zarr._storage.v3 import _normalize_store_arg_v3
+        normalize_store = _normalize_store_arg_v3
+    return normalize_store(store, storage_options, mode)
+
+
 def rmdir(store: StoreLike, path: Path = None):
     """Remove all items under the given path. If `store` provides a `rmdir` method,
     this will be called, otherwise will fall back to implementation via the
@@ -2874,509 +2854,3 @@ def getsize(self, path):
 
     def listdir(self, path):
         return listdir(self.meta_store, path)
-
-
-""" versions of stores following the v3 protocol """
-
-
-def _get_files_and_dirs_from_path(store, path):
-    path = normalize_storage_path(path)
-
-    files = []
-    # add array metadata file if present
-    array_key = _prefix_to_array_key(store, path)
-    if array_key in store:
-        files.append(os.path.join(store.path, array_key))
-
-    # add group metadata file if present
-    group_key = _prefix_to_group_key(store, path)
-    if group_key in store:
-        files.append(os.path.join(store.path, group_key))
-
-    dirs = []
-    # add array and group folders if present
-    for d in [data_root + path, meta_root + path]:
-        dir_path = os.path.join(store.path, d)
-        if os.path.exists(dir_path):
-            dirs.append(dir_path)
-    return files, dirs
-
-
-class RmdirV3():
-    """Mixin class that can be used to ensure override of any existing v2 rmdir class."""
-
-    def rmdir(self, path: str = "") -> None:
-        path = normalize_storage_path(path)
-        _rmdir_from_keys_v3(self, path)  # type: ignore
-
-
-class KVStoreV3(RmdirV3, KVStore, StoreV3):
-
-    def list(self):
-        return list(self._mutable_mapping.keys())
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-    def __eq__(self, other):
-        return (
-            isinstance(other, KVStoreV3) and
-            self._mutable_mapping == other._mutable_mapping
-        )
-
-
-KVStoreV3.__doc__ = KVStore.__doc__
-
-
-class FSStoreV3(FSStore, StoreV3):
-
-    # FSStoreV3 doesn't use this (FSStore uses it within _normalize_key)
-    _META_KEYS = ()
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-    def _default_key_separator(self):
-        if self.key_separator is None:
-            self.key_separator = "/"
-
-    def list(self):
-        return list(self.keys())
-
-    def _normalize_key(self, key):
-        key = normalize_storage_path(key).lstrip('/')
-        return key.lower() if self.normalize_keys else key
-
-    def getsize(self, path=None):
-        size = 0
-        if path is None or path == '':
-            # size of both the data and meta subdirs
-            dirs = []
-            for d in ['data/root', 'meta/root']:
-                dir_path = os.path.join(self.path, d)
-                if os.path.exists(dir_path):
-                    dirs.append(dir_path)
-        elif path in self:
-            # access individual element by full path
-            return buffer_size(self[path])
-        else:
-            files, dirs = _get_files_and_dirs_from_path(self, path)
-            for file in files:
-                size += os.path.getsize(file)
-        for d in dirs:
-            size += self.fs.du(d, total=True, maxdepth=None)
-        return size
-
-    def setitems(self, values):
-        if self.mode == 'r':
-            raise ReadOnlyError()
-        values = {self._normalize_key(key): val for key, val in values.items()}
-
-        # initialize the /data/root/... folder corresponding to the array!
-        # Note: zarr.tests.test_core_v3.TestArrayWithFSStoreV3PartialRead fails
-        # without this explicit creation of directories
-        subdirectories = set([os.path.dirname(v) for v in values.keys()])
-        for subdirectory in subdirectories:
-            data_dir = os.path.join(self.path, subdirectory)
-            if not self.fs.exists(data_dir):
-                self.fs.mkdir(data_dir)
-
-        self.map.setitems(values)
-
-    def rmdir(self, path=None):
-        if self.mode == 'r':
-            raise ReadOnlyError()
-        if path:
-            for base in [meta_root, data_root]:
-                store_path = self.dir_path(base + path)
-                if self.fs.isdir(store_path):
-                    self.fs.rm(store_path, recursive=True)
-
-            # remove any associated metadata files
-            sfx = _get_metadata_suffix(self)
-            meta_dir = (meta_root + path).rstrip('/')
-            array_meta_file = meta_dir + '.array' + sfx
-            self.pop(array_meta_file, None)
-            group_meta_file = meta_dir + '.group' + sfx
-            self.pop(group_meta_file, None)
-        else:
-            store_path = self.dir_path(path)
-            if self.fs.isdir(store_path):
-                self.fs.rm(store_path, recursive=True)
-
-
-class MemoryStoreV3(MemoryStore, StoreV3):
-
-    def __init__(self, root=None, cls=dict, dimension_separator=None):
-        if root is None:
-            self.root = cls()
-        else:
-            self.root = root
-        self.cls = cls
-        self.write_mutex = Lock()
-        self._dimension_separator = dimension_separator  # TODO: modify for v3?
-
-    def __eq__(self, other):
-        return (
-            isinstance(other, MemoryStoreV3) and
-            self.root == other.root and
-            self.cls == other.cls
-        )
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-    def list(self):
-        return list(self.keys())
-
-    def getsize(self, path: Path = None):
-        return _getsize(self, path)
-
-    def rename(self, src_path: Path, dst_path: Path):
-        src_path = normalize_storage_path(src_path)
-        dst_path = normalize_storage_path(dst_path)
-
-        any_renamed = False
-        for base in [meta_root, data_root]:
-            if self.list_prefix(base + src_path):
-                src_parent, src_key = self._get_parent(base + src_path)
-                dst_parent, dst_key = self._require_parent(base + dst_path)
-
-                if src_key in src_parent:
-                    dst_parent[dst_key] = src_parent.pop(src_key)
-
-                if base == meta_root:
-                    # check for and move corresponding metadata
-                    sfx = _get_metadata_suffix(self)
-                    src_meta = src_key + '.array' + sfx
-                    if src_meta in src_parent:
-                        dst_meta = dst_key + '.array' + sfx
-                        dst_parent[dst_meta] = src_parent.pop(src_meta)
-                    src_meta = src_key + '.group' + sfx
-                    if src_meta in src_parent:
-                        dst_meta = dst_key + '.group' + sfx
-                        dst_parent[dst_meta] = src_parent.pop(src_meta)
-                any_renamed = True
-        any_renamed = _rename_metadata_v3(self, src_path, dst_path) or any_renamed
-        if not any_renamed:
-            raise ValueError(f"no item {src_path} found to rename")
-
-    def rmdir(self, path: Path = None):
-        path = normalize_storage_path(path)
-        if path:
-            for base in [meta_root, data_root]:
-                try:
-                    parent, key = self._get_parent(base + path)
-                    value = parent[key]
-                except KeyError:
-                    continue
-                else:
-                    if isinstance(value, self.cls):
-                        del parent[key]
-
-            # remove any associated metadata files
-            sfx = _get_metadata_suffix(self)
-            meta_dir = (meta_root + path).rstrip('/')
-            array_meta_file = meta_dir + '.array' + sfx
-            self.pop(array_meta_file, None)
-            group_meta_file = meta_dir + '.group' + sfx
-            self.pop(group_meta_file, None)
-        else:
-            # clear out root
-            self.root = self.cls()
-
-
-MemoryStoreV3.__doc__ = MemoryStore.__doc__
-
-
-class DirectoryStoreV3(DirectoryStore, StoreV3):
-
-    def list(self):
-        return list(self.keys())
-
-    def __eq__(self, other):
-        return (
-            isinstance(other, DirectoryStoreV3) and
-            self.path == other.path
-        )
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-    def getsize(self, path: Path = None):
-        return _getsize(self, path)
-
-    def rename(self, src_path, dst_path, metadata_key_suffix='.json'):
-        store_src_path = normalize_storage_path(src_path)
-        store_dst_path = normalize_storage_path(dst_path)
-
-        dir_path = self.path
-        any_existed = False
-        for root_prefix in ['meta', 'data']:
-            src_path = os.path.join(dir_path, root_prefix, 'root', store_src_path)
-            if os.path.exists(src_path):
-                any_existed = True
-                dst_path = os.path.join(dir_path, root_prefix, 'root', store_dst_path)
-                os.renames(src_path, dst_path)
-
-        for suffix in ['.array' + metadata_key_suffix,
-                       '.group' + metadata_key_suffix]:
-            src_meta = os.path.join(dir_path, 'meta', 'root', store_src_path + suffix)
-            if os.path.exists(src_meta):
-                any_existed = True
-                dst_meta = os.path.join(dir_path, 'meta', 'root', store_dst_path + suffix)
-                dst_dir = os.path.dirname(dst_meta)
-                if not os.path.exists(dst_dir):
-                    os.makedirs(dst_dir)
-                os.rename(src_meta, dst_meta)
-        if not any_existed:
-            raise FileNotFoundError("nothing found at src_path")
-
-    def rmdir(self, path=None):
-        store_path = normalize_storage_path(path)
-        dir_path = self.path
-        if store_path:
-            for base in [meta_root, data_root]:
-                dir_path = os.path.join(dir_path, base + store_path)
-                if os.path.isdir(dir_path):
-                    shutil.rmtree(dir_path)
-
-            # remove any associated metadata files
-            sfx = _get_metadata_suffix(self)
-            meta_dir = (meta_root + path).rstrip('/')
-            array_meta_file = meta_dir + '.array' + sfx
-            self.pop(array_meta_file, None)
-            group_meta_file = meta_dir + '.group' + sfx
-            self.pop(group_meta_file, None)
-
-        elif os.path.isdir(dir_path):
-            shutil.rmtree(dir_path)
-
-
-DirectoryStoreV3.__doc__ = DirectoryStore.__doc__
-
-
-class ZipStoreV3(ZipStore, StoreV3):
-
-    def list(self):
-        return list(self.keys())
-
-    def __eq__(self, other):
-        return (
-            isinstance(other, ZipStore) and
-            self.path == other.path and
-            self.compression == other.compression and
-            self.allowZip64 == other.allowZip64
-        )
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-    def getsize(self, path=None):
-        path = normalize_storage_path(path)
-        with self.mutex:
-            children = self.list_prefix(data_root + path)
-            children += self.list_prefix(meta_root + path)
-            print(f"path={path}, children={children}")
-            if children:
-                size = 0
-                for name in children:
-                    info = self.zf.getinfo(name)
-                    size += info.compress_size
-                return size
-            elif path in self:
-                info = self.zf.getinfo(path)
-                return info.compress_size
-            else:
-                return 0
-
-
-ZipStoreV3.__doc__ = ZipStore.__doc__
-
-
-class RedisStoreV3(RmdirV3, RedisStore, StoreV3):
-
-    def list(self):
-        return list(self.keys())
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-
-RedisStoreV3.__doc__ = RedisStore.__doc__
-
-
-class MongoDBStoreV3(RmdirV3, MongoDBStore, StoreV3):
-
-    def list(self):
-        return list(self.keys())
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-
-MongoDBStoreV3.__doc__ = MongoDBStore.__doc__
-
-
-class DBMStoreV3(RmdirV3, DBMStore, StoreV3):
-
-    def list(self):
-        return list(self.keys())
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-
-DBMStoreV3.__doc__ = DBMStore.__doc__
-
-
-class LMDBStoreV3(RmdirV3, LMDBStore, StoreV3):
-
-    def list(self):
-        return list(self.keys())
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-
-LMDBStoreV3.__doc__ = LMDBStore.__doc__
-
-
-class SQLiteStoreV3(SQLiteStore, StoreV3):
-
-    def list(self):
-        return list(self.keys())
-
-    def getsize(self, path=None):
-        # TODO: why does the query below not work in this case?
-        #       For now fall back to the default _getsize implementation
-        # size = 0
-        # for _path in [data_root + path, meta_root + path]:
-        #     c = self.cursor.execute(
-        #         '''
-        #         SELECT COALESCE(SUM(LENGTH(v)), 0) FROM zarr
-        #         WHERE k LIKE (? || "%") AND
-        #               0 == INSTR(LTRIM(SUBSTR(k, LENGTH(?) + 1), "/"), "/")
-        #         ''',
-        #         (_path, _path)
-        #     )
-        #     for item_size, in c:
-        #         size += item_size
-        # return size
-
-        # fallback to default implementation for now
-        return _getsize(self, path)
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-    def rmdir(self, path=None):
-        path = normalize_storage_path(path)
-        if path:
-            for base in [meta_root, data_root]:
-                with self.lock:
-                    self.cursor.execute(
-                        'DELETE FROM zarr WHERE k LIKE (? || "/%")', (base + path,)
-                    )
-            # remove any associated metadata files
-            sfx = _get_metadata_suffix(self)
-            meta_dir = (meta_root + path).rstrip('/')
-            array_meta_file = meta_dir + '.array' + sfx
-            self.pop(array_meta_file, None)
-            group_meta_file = meta_dir + '.group' + sfx
-            self.pop(group_meta_file, None)
-        else:
-            self.clear()
-
-
-SQLiteStoreV3.__doc__ = SQLiteStore.__doc__
-
-
-class LRUStoreCacheV3(RmdirV3, LRUStoreCache, StoreV3):
-
-    def __init__(self, store, max_size: int):
-        self._store = StoreV3._ensure_store(store)
-        self._max_size = max_size
-        self._current_size = 0
-        self._keys_cache = None
-        self._contains_cache = None
-        self._listdir_cache: Dict[Path, Any] = dict()
-        self._values_cache: Dict[Path, Any] = OrderedDict()
-        self._mutex = Lock()
-        self.hits = self.misses = 0
-
-    def list(self):
-        return list(self.keys())
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-
-LRUStoreCacheV3.__doc__ = LRUStoreCache.__doc__
-
-
-class ConsolidatedMetadataStoreV3(ConsolidatedMetadataStore, StoreV3):
-    """A layer over other storage, where the metadata has been consolidated into
-    a single key.
-
-    The purpose of this class, is to be able to get all of the metadata for
-    a given array in a single read operation from the underlying storage.
-    See :func:`zarr.convenience.consolidate_metadata` for how to create this
-    single metadata key.
-
-    This class loads from the one key, and stores the data in a dict, so that
-    accessing the keys no longer requires operations on the backend store.
-
-    This class is read-only, and attempts to change the array metadata will
-    fail, but changing the data is possible. If the backend storage is changed
-    directly, then the metadata stored here could become obsolete, and
-    :func:`zarr.convenience.consolidate_metadata` should be called again and the class
-    re-invoked. The use case is for write once, read many times.
-
-    .. note:: This is an experimental feature.
-
-    Parameters
-    ----------
-    store: Store
-        Containing the zarr array.
-    metadata_key: str
-        The target in the store where all of the metadata are stored. We
-        assume JSON encoding.
-
-    See Also
-    --------
-    zarr.convenience.consolidate_metadata, zarr.convenience.open_consolidated
-
-    """
-
-    def __init__(self, store: StoreLike, metadata_key=meta_root + "consolidated/.zmetadata"):
-        self.store = StoreV3._ensure_store(store)
-
-        # retrieve consolidated metadata
-        meta = json_loads(self.store[metadata_key])
-
-        # check format of consolidated metadata
-        consolidated_format = meta.get('zarr_consolidated_format', None)
-        if consolidated_format != 1:
-            raise MetadataError('unsupported zarr consolidated metadata format: %s' %
-                                consolidated_format)
-
-        # decode metadata
-        self.meta_store: Store = KVStoreV3(meta["metadata"])
-
-    def rmdir(self, key):
-        raise ReadOnlyError()
-
-    # def __setitem__(self, key, value):
-    #     raise ReadOnlyError()
diff --git a/zarr/tests/test_attrs.py b/zarr/tests/test_attrs.py
index dbbc19328a..b8058d9d63 100644
--- a/zarr/tests/test_attrs.py
+++ b/zarr/tests/test_attrs.py
@@ -4,7 +4,8 @@
 
 from zarr._storage.store import meta_root
 from zarr.attrs import Attributes
-from zarr.storage import KVStore, KVStoreV3
+from zarr.storage import KVStore
+from zarr._storage.v3 import KVStoreV3
 from zarr.tests.util import CountingDict, CountingDictV3
 
 
diff --git a/zarr/tests/test_convenience.py b/zarr/tests/test_convenience.py
index 53fa447b48..097512a240 100644
--- a/zarr/tests/test_convenience.py
+++ b/zarr/tests/test_convenience.py
@@ -26,19 +26,21 @@
 from zarr.hierarchy import Group, group
 from zarr.storage import (
     ConsolidatedMetadataStore,
-    ConsolidatedMetadataStoreV3,
-    DirectoryStoreV3,
-    FSStoreV3,
     KVStore,
-    KVStoreV3,
     MemoryStore,
-    MemoryStoreV3,
-    SQLiteStoreV3,
     atexit_rmtree,
     data_root,
     meta_root,
     getsize,
 )
+from zarr._storage.v3 import (
+    ConsolidatedMetadataStoreV3,
+    DirectoryStoreV3,
+    FSStoreV3,
+    KVStoreV3,
+    MemoryStoreV3,
+    SQLiteStoreV3,
+)
 from zarr.tests.util import have_fsspec
 
 
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 09523dcd22..635b5769c9 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -36,6 +36,14 @@
     LRUStoreCache,
     NestedDirectoryStore,
     SQLiteStore,
+    atexit_rmglob,
+    atexit_rmtree,
+    data_root,
+    init_array,
+    init_group,
+    meta_root,
+)
+from zarr._storage.v3 import (
     ABSStoreV3,
     DBMStoreV3,
     DirectoryStoreV3,
@@ -45,12 +53,6 @@
     LRUStoreCacheV3,
     SQLiteStoreV3,
     StoreV3,
-    atexit_rmglob,
-    atexit_rmtree,
-    data_root,
-    init_array,
-    init_group,
-    meta_root,
 )
 from zarr.util import buffer_size
 from zarr.tests.util import abs_container, skip_test_env_var, have_fsspec
diff --git a/zarr/tests/test_creation.py b/zarr/tests/test_creation.py
index ee99bc7c9f..863b987d9b 100644
--- a/zarr/tests/test_creation.py
+++ b/zarr/tests/test_creation.py
@@ -16,7 +16,8 @@
                            zeros_like)
 from zarr.hierarchy import open_group
 from zarr.n5 import N5Store
-from zarr.storage import DirectoryStore, DirectoryStoreV3, KVStore, KVStoreV3
+from zarr.storage import DirectoryStore, KVStore
+from zarr._storage.v3 import DirectoryStoreV3, KVStoreV3
 from zarr.sync import ThreadSynchronizer
 
 
diff --git a/zarr/tests/test_hierarchy.py b/zarr/tests/test_hierarchy.py
index 29fff7536a..3bcd826882 100644
--- a/zarr/tests/test_hierarchy.py
+++ b/zarr/tests/test_hierarchy.py
@@ -28,9 +28,9 @@
                           NestedDirectoryStore, SQLiteStore, ZipStore,
                           array_meta_key, atexit_rmglob, atexit_rmtree, data_root,
                           group_meta_key, init_array, init_group, meta_root)
-from zarr.storage import (ABSStoreV3, KVStoreV3, DirectoryStoreV3, MemoryStoreV3,
-                          FSStoreV3, ZipStoreV3, DBMStoreV3, LMDBStoreV3, SQLiteStoreV3,
-                          LRUStoreCacheV3)
+from zarr._storage.v3 import (ABSStoreV3, KVStoreV3, DirectoryStoreV3, MemoryStoreV3,
+                              FSStoreV3, ZipStoreV3, DBMStoreV3, LMDBStoreV3, SQLiteStoreV3,
+                              LRUStoreCacheV3)
 from zarr.util import InfoReporter, buffer_size
 from zarr.tests.util import skip_test_env_var, have_fsspec, abs_container
 
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 6f5aac8011..9fb869d5e3 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -29,12 +29,13 @@
                           DictStore, DirectoryStore, KVStore, LMDBStore,
                           LRUStoreCache, MemoryStore, MongoDBStore,
                           NestedDirectoryStore, RedisStore, SQLiteStore,
-                          Store, TempStore, ZipStore, KVStoreV3,
+                          Store, TempStore, ZipStore,
                           array_meta_key, atexit_rmglob, atexit_rmtree,
                           attrs_key, data_root, default_compressor, getsize,
                           group_meta_key, init_array, init_group, migrate_1to2,
                           meta_root, normalize_store_arg)
 from zarr.storage import FSStore, rename, listdir
+from zarr._storage.v3 import KVStoreV3
 from zarr.tests.util import CountingDict, have_fsspec, skip_test_env_var, abs_container
 
 
diff --git a/zarr/tests/test_storage_v3.py b/zarr/tests/test_storage_v3.py
index 73fda1b758..a5011cf696 100644
--- a/zarr/tests/test_storage_v3.py
+++ b/zarr/tests/test_storage_v3.py
@@ -6,15 +6,18 @@
 
 import numpy as np
 import pytest
-from zarr._storage.store import _get_hierarchy_metadata
+
+import zarr
+from zarr._storage.store import _get_hierarchy_metadata, v3_api_available
 from zarr.meta import _default_entry_point_metadata_v3
-from zarr.storage import (ABSStoreV3, ConsolidatedMetadataStoreV3, DBMStoreV3,
-                          DirectoryStoreV3, FSStoreV3, KVStore, KVStoreV3,
-                          LMDBStoreV3, LRUStoreCacheV3, MemoryStoreV3,
-                          MongoDBStoreV3, RedisStoreV3, SQLiteStoreV3, StoreV3,
-                          ZipStoreV3, atexit_rmglob, atexit_rmtree, data_root,
+from zarr.storage import (atexit_rmglob, atexit_rmtree, data_root,
                           default_compressor, getsize, init_array, meta_root,
                           normalize_store_arg)
+from zarr._storage.v3 import (ABSStoreV3, ConsolidatedMetadataStoreV3, DBMStoreV3,
+                              DirectoryStoreV3, FSStoreV3, KVStore, KVStoreV3,
+                              LMDBStoreV3, LRUStoreCacheV3, MemoryStoreV3,
+                              MongoDBStoreV3, RedisStoreV3, SQLiteStoreV3, StoreV3,
+                              ZipStoreV3)
 from zarr.tests.util import CountingDictV3, have_fsspec, skip_test_env_var
 
 # pytest will fail to run if the following fixtures aren't imported here
@@ -511,3 +514,13 @@ def test_get_hierarchy_metadata():
     store['zarr.json'] = extra_metadata
     with pytest.raises(ValueError):
         _get_hierarchy_metadata(store)
+
+
+def test_top_level_imports():
+    for store_name in ['ABSStoreV3', 'DBMStoreV3', 'KVStoreV3', 'DirectoryStoreV3',
+                       'LMDBStoreV3', 'LRUStoreCacheV3', 'MemoryStoreV3', 'MongoDBStoreV3',
+                       'RedisStoreV3', 'SQLiteStoreV3', 'ZipStoreV3']:
+        if v3_api_available:
+            assert hasattr(zarr, store_name)  # pragma: no cover
+        else:
+            assert not hasattr(zarr, store_name)  # pragma: no cover
diff --git a/zarr/tests/util.py b/zarr/tests/util.py
index bb4df90d1b..912f2f5361 100644
--- a/zarr/tests/util.py
+++ b/zarr/tests/util.py
@@ -1,7 +1,8 @@
 import collections
 import os
 
-from zarr.storage import Store, StoreV3
+from zarr.storage import Store
+from zarr._storage.v3 import StoreV3
 
 import pytest
 

From d1f590dffd37684aad7c9fbc19ed9974441ed325 Mon Sep 17 00:00:00 2001
From: hailiangzhang <hailiangzhang8@gmail.com>
Date: Wed, 4 May 2022 06:05:34 -0400
Subject: [PATCH 0116/1078] Appending performance improvement (#1014)

* feat: replace the sub-optimal itertools loop

* feat: remove old scripts which was commented out

* docs: explanation added in appending script

* docs: comment polished

* fix: remove trailing whitespace found by lint

* test: add an edge case test for resize method

Co-authored-by: Hailiang Zhang <hailiang.zhang@nasa.gov>
---
 zarr/core.py            | 22 ++++++++++++++++++----
 zarr/tests/test_core.py |  9 +++++++++
 2 files changed, 27 insertions(+), 4 deletions(-)

diff --git a/zarr/core.py b/zarr/core.py
index e1e04bb8fa..c4d3a850fc 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -2428,17 +2428,31 @@ def _resize_nosync(self, *args):
                                 for s, c in zip(new_shape, chunks))
 
         # remove any chunks not within range
+        #   The idea is that, along each dimension,
+        #     only find and remove the chunk slices that exist in 'old' but not 'new' data.
+        #   Note that a mutable list ('old_cdata_shape_working_list') is introduced here
+        #     to dynamically adjust the number of chunks along the already-processed dimensions
+        #     in order to avoid duplicate chunk removal.
         chunk_store = self.chunk_store
-        for cidx in itertools.product(*[range(n) for n in old_cdata_shape]):
-            if all(i < c for i, c in zip(cidx, new_cdata_shape)):
-                pass  # keep the chunk
-            else:
+        old_cdata_shape_working_list = list(old_cdata_shape)
+        for idx_cdata, (val_old_cdata, val_new_cdata) in enumerate(
+            zip(old_cdata_shape_working_list, new_cdata_shape)
+        ):
+            for cidx in itertools.product(
+                *[
+                    range(n_new, n_old) if (idx == idx_cdata) else range(n_old)
+                    for idx, (n_old, n_new) in enumerate(
+                        zip(old_cdata_shape_working_list, new_cdata_shape)
+                    )
+                ]
+            ):
                 key = self._chunk_key(cidx)
                 try:
                     del chunk_store[key]
                 except KeyError:
                     # chunk not initialized
                     pass
+            old_cdata_shape_working_list[idx_cdata] = min(val_old_cdata, val_new_cdata)
 
     def append(self, data, axis=0):
         """Append `data` to `axis`.
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 635b5769c9..ebb24a07ed 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -667,6 +667,15 @@ def test_resize_2d(self):
         assert (10, 10) == z.chunks
         assert_array_equal(a[:55, :1], z[:])
 
+        z.resize((1, 55))
+        assert (1, 55) == z.shape
+        assert (1, 55) == z[:].shape
+        assert np.dtype('i4') == z.dtype
+        assert np.dtype('i4') == z[:].dtype
+        assert (10, 10) == z.chunks
+        assert_array_equal(a[:1, :10], z[:, :10])
+        assert_array_equal(np.zeros((1, 55-10), dtype='i4'), z[:, 10:55])
+
         # via shape setter
         z.shape = (105, 105)
         assert (105, 105) == z.shape

From ab6b355a7547865a0549a5902243c0b09556c7d8 Mon Sep 17 00:00:00 2001
From: Ryan Abernathey <ryan.abernathey@gmail.com>
Date: Wed, 4 May 2022 07:38:57 -0400
Subject: [PATCH 0117/1078] Create fsstore from filesystem (#911)

* refactor FSStore class to allow fs argument

* add tests

* fixes #993

* add fsspec mapper kwargs to FSMap constructor

* avoid passing missing_exceptions if possible

* fix line length

* add tests for array creation with existing fs

* add test for consolidated reading of unlistable store

* flake8

* rename functions and skip coverage for workaround we expect to remove

* update release notes and tutorial

* fix sphinx ref typo

* Fix use of store.update()

* Flake8 corrections

Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
Co-authored-by: jmoore <josh@glencoesoftware.com>
---
 docs/release.rst               | 27 +++++++++++--
 docs/tutorial.rst              | 36 +++++++++++------
 zarr/storage.py                | 56 ++++++++++++++++++++------
 zarr/tests/test_convenience.py | 44 +++++++++++++++++++--
 zarr/tests/test_core.py        | 72 +++++++++++++++++++++++++++++++++-
 zarr/tests/test_storage.py     | 33 ++++++++++++++--
 6 files changed, 230 insertions(+), 38 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 7a5cf51db7..cd9ebbd784 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -9,6 +9,27 @@ Unreleased
 Bug fixes
 ~~~~~~~~~
 
+* Fix bug that made it impossible to create an ``FSStore`` on unlistable filesystems
+  (e.g. some HTTP servers).
+  By :user:`Ryan Abernathey <rabernat>`; :issue:`993`.
+
+Enhancements
+~~~~~~~~~~~~
+
+* **Create FSStore from an existing fsspec filesystem**. If you have created
+  an fsspec filesystem outside of Zarr, you can now pass it as a keyword
+  argument to ``FSStore``.
+  By :user:`Ryan Abernathey <rabernat>`.
+
+
+.. _release_2.11.3:
+
+2.11.3
+------
+
+Bug fixes
+~~~~~~~~~
+
 * Changes the default value of ``write_empty_chunks`` to ``True`` to prevent
   unanticipated data losses when the data types do not have a proper default
   value when empty chunks are read back in.
@@ -322,7 +343,7 @@ Bug fixes
 
 * FSStore: default to normalize_keys=False
   By :user:`Josh Moore <joshmoore>`; :issue:`755`.
-* ABSStore: compatibility with ``azure.storage.python>=12`` 
+* ABSStore: compatibility with ``azure.storage.python>=12``
   By :user:`Tom Augspurger <tomaugspurger>`; :issue:`618`
 
 
@@ -487,7 +508,7 @@ This release will be the last to support Python 3.5, next version of Zarr will b
 
 * `DirectoryStore` now uses `os.scandir`, which should make listing large store
   faster, :issue:`563`
-  
+
 * Remove a few remaining Python 2-isms.
   By :user:`Poruri Sai Rahul <rahulporuri>`; :issue:`393`.
 
@@ -507,7 +528,7 @@ This release will be the last to support Python 3.5, next version of Zarr will b
   ``zarr.errors``  have been replaced by ``ValueError`` subclasses. The corresponding
   ``err_*`` function have been removed. :issue:`590`, :issue:`614`)
 
-* Improve consistency of terminology regarding arrays and datasets in the 
+* Improve consistency of terminology regarding arrays and datasets in the
   documentation.
   By :user:`Josh Moore <joshmoore>`; :issue:`571`.
 
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 53ddddb0b9..b40896c78c 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -758,7 +758,7 @@ databases. The :class:`zarr.storage.RedisStore` class interfaces `Redis <https:/
 (an in memory data structure store), and the :class:`zarr.storage.MongoDB` class interfaces
 with `MongoDB <https://www.mongodb.com/>`_ (an object oriented NoSQL database). These stores
 respectively require the `redis-py <https://redis-py.readthedocs.io>`_ and
-`pymongo <https://api.mongodb.com/python/current/>`_ packages to be installed. 
+`pymongo <https://api.mongodb.com/python/current/>`_ packages to be installed.
 
 For compatibility with the `N5 <https://github.com/saalfeldlab/n5>`_ data format, Zarr also provides
 an N5 backend (this is currently an experimental feature). Similar to the zip storage class, an
@@ -897,6 +897,18 @@ The second invocation here will be much faster. Note that the ``storage_options`
 have become more complex here, to account for the two parts of the supplied
 URL.
 
+It is also possible to initialize the filesytem outside of Zarr and then pass
+it through. This requires creating an :class:`zarr.storage.FSStore` object
+explicitly. For example::
+
+    >>> import s3fs  * doctest: +SKIP
+    >>> fs = s3fs.S3FileSystem(anon=True)  # doctest: +SKIP
+    >>> store = zarr.storage.FSStore('/zarr-demo/store', fs=fs)  # doctest: +SKIP
+    >>> g = zarr.open_group(store)  # doctest: +SKIP
+
+This is useful in cases where you want to also use the same fsspec filesystem object
+separately from Zarr.
+
 .. _fsspec: https://filesystem-spec.readthedocs.io/en/latest/
 
 .. _supported by fsspec: https://filesystem-spec.readthedocs.io/en/latest/api.html#built-in-implementations
@@ -1306,18 +1318,18 @@ filters (e.g., byte-shuffle) have been applied.
 
 Empty chunks
 ~~~~~~~~~~~~
- 
+
 As of version 2.11, it is possible to configure how Zarr handles the storage of
 chunks that are "empty" (i.e., every element in the chunk is equal to the array's fill value).
-When creating an array with ``write_empty_chunks=False``, 
+When creating an array with ``write_empty_chunks=False``,
 Zarr will check whether a chunk is empty before compression and storage. If a chunk is empty,
-then Zarr does not store it, and instead deletes the chunk from storage 
-if the chunk had been previously stored. 
+then Zarr does not store it, and instead deletes the chunk from storage
+if the chunk had been previously stored.
 
-This optimization prevents storing redundant objects and can speed up reads, but the cost is 
-added computation during array writes, since the contents of 
-each chunk must be compared to the fill value, and these advantages are contingent on the content of the array. 
-If you know that your data will form chunks that are almost always non-empty, then there is no advantage to the optimization described above. 
+This optimization prevents storing redundant objects and can speed up reads, but the cost is
+added computation during array writes, since the contents of
+each chunk must be compared to the fill value, and these advantages are contingent on the content of the array.
+If you know that your data will form chunks that are almost always non-empty, then there is no advantage to the optimization described above.
 In this case, creating an array with ``write_empty_chunks=True`` (the default) will instruct Zarr to write every chunk without checking for emptiness.
 
 The following example illustrates the effect of the ``write_empty_chunks`` flag on
@@ -1329,7 +1341,7 @@ the time required to write an array with different values.::
     >>> from tempfile import TemporaryDirectory
     >>> def timed_write(write_empty_chunks):
     ...     """
-    ...     Measure the time required and number of objects created when writing 
+    ...     Measure the time required and number of objects created when writing
     ...     to a Zarr array with random ints or fill value.
     ...     """
     ...     chunks = (8192,)
@@ -1368,8 +1380,8 @@ the time required to write an array with different values.::
             Random Data: 0.1359s, 1024 objects stored
             Empty Data: 0.0301s, 0 objects stored
 
-In this example, writing random data is slightly slower with ``write_empty_chunks=True``, 
-but writing empty data is substantially faster and generates far fewer objects in storage.   
+In this example, writing random data is slightly slower with ``write_empty_chunks=True``,
+but writing empty data is substantially faster and generates far fewer objects in storage.
 
 .. _tutorial_rechunking:
 
diff --git a/zarr/storage.py b/zarr/storage.py
index e8a65147aa..48b6f049dd 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -1262,8 +1262,9 @@ class FSStore(Store):
     Parameters
     ----------
     url : str
-        The destination to map. Should include protocol and path,
-        like "s3://bucket/root"
+        The destination to map. If no fs is provided, should include protocol
+        and path, like "s3://bucket/root". If an fs is provided, can be a path
+        within that filesystem, like "bucket/root"
     normalize_keys : bool
     key_separator : str
         public API for accessing dimension_separator. Never `None`
@@ -1275,7 +1276,19 @@ class FSStore(Store):
         as a missing key
     dimension_separator : {'.', '/'}, optional
         Separator placed between the dimensions of a chunk.
-    storage_options : passed to the fsspec implementation
+    fs : fsspec.spec.AbstractFileSystem, optional
+        An existing filesystem to use for the store.
+    check : bool, optional
+        If True, performs a touch at the root location, to check for write access.
+        Passed to `fsspec.mapping.FSMap` constructor.
+    create : bool, optional
+        If True, performs a mkdir at the rool location.
+        Passed to `fsspec.mapping.FSMap` constructor.
+    missing_exceptions : sequence of Exceptions, optional
+        Exceptions classes to associate with missing files.
+        Passed to `fsspec.mapping.FSMap` constructor.
+    storage_options : passed to the fsspec implementation. Cannot be used
+        together with fs.
     """
     _array_meta_key = array_meta_key
     _group_meta_key = group_meta_key
@@ -1285,18 +1298,37 @@ def __init__(self, url, normalize_keys=False, key_separator=None,
                  mode='w',
                  exceptions=(KeyError, PermissionError, IOError),
                  dimension_separator=None,
+                 fs=None,
+                 check=False,
+                 create=False,
+                 missing_exceptions=None,
                  **storage_options):
         import fsspec
-        self.normalize_keys = normalize_keys
 
-        protocol, _ = fsspec.core.split_protocol(url)
-        # set auto_mkdir to True for local file system
-        if protocol in (None, "file") and not storage_options.get("auto_mkdir"):
-            storage_options["auto_mkdir"] = True
+        mapper_options = {"check": check, "create": create}
+        # https://github.com/zarr-developers/zarr-python/pull/911#discussion_r841926292
+        # Some fsspec implementations don't accept missing_exceptions.
+        # This is a workaround to avoid passing it in the most common scenarios.
+        # Remove this and add missing_exceptions to mapper_options when fsspec is released.
+        if missing_exceptions is not None:
+            mapper_options["missing_exceptions"] = missing_exceptions  # pragma: no cover
+
+        if fs is None:
+            protocol, _ = fsspec.core.split_protocol(url)
+            # set auto_mkdir to True for local file system
+            if protocol in (None, "file") and not storage_options.get("auto_mkdir"):
+                storage_options["auto_mkdir"] = True
+            self.map = fsspec.get_mapper(url, **{**mapper_options, **storage_options})
+            self.fs = self.map.fs  # for direct operations
+            self.path = self.fs._strip_protocol(url)
+        else:
+            if storage_options:
+                raise ValueError("Cannot specify both fs and storage_options")
+            self.fs = fs
+            self.path = self.fs._strip_protocol(url)
+            self.map = self.fs.get_mapper(self.path, **mapper_options)
 
-        self.map = fsspec.get_mapper(url, **storage_options)
-        self.fs = self.map.fs  # for direct operations
-        self.path = self.fs._strip_protocol(url)
+        self.normalize_keys = normalize_keys
         self.mode = mode
         self.exceptions = exceptions
         # For backwards compatibility. Guaranteed to be non-None
@@ -1308,8 +1340,6 @@ def __init__(self, url, normalize_keys=False, key_separator=None,
 
         # Pass attributes to array creation
         self._dimension_separator = dimension_separator
-        if self.fs.exists(self.path) and not self.fs.isdir(self.path):
-            raise FSPathExistNotDir(url)
 
     def _default_key_separator(self):
         if self.key_separator is None:
diff --git a/zarr/tests/test_convenience.py b/zarr/tests/test_convenience.py
index 097512a240..ce8f03d0da 100644
--- a/zarr/tests/test_convenience.py
+++ b/zarr/tests/test_convenience.py
@@ -26,6 +26,7 @@
 from zarr.hierarchy import Group, group
 from zarr.storage import (
     ConsolidatedMetadataStore,
+    FSStore,
     KVStore,
     MemoryStore,
     atexit_rmtree,
@@ -205,9 +206,18 @@ def test_tree(zarr_version):
 
 
 @pytest.mark.parametrize('zarr_version', [2, 3])
-@pytest.mark.parametrize('with_chunk_store', [False, True], ids=['default', 'with_chunk_store'])
 @pytest.mark.parametrize('stores_from_path', [False, True])
-def test_consolidate_metadata(with_chunk_store, zarr_version, stores_from_path):
+@pytest.mark.parametrize(
+    'with_chunk_store,listable',
+    [(False, True), (True, True), (False, False)],
+    ids=['default-listable', 'with_chunk_store-listable', 'default-unlistable']
+)
+def test_consolidate_metadata(with_chunk_store,
+                              zarr_version,
+                              listable,
+                              monkeypatch,
+                              stores_from_path):
+
     # setup initial data
     if stores_from_path:
         store = tempfile.mkdtemp()
@@ -228,6 +238,10 @@ def test_consolidate_metadata(with_chunk_store, zarr_version, stores_from_path):
         version_kwarg = {}
     path = 'dataset' if zarr_version == 3 else None
     z = group(store, chunk_store=chunk_store, path=path, **version_kwarg)
+
+    # Reload the actual store implementation in case str
+    store_to_copy = z.store
+
     z.create_group('g1')
     g2 = z.create_group('g2')
     g2.attrs['hello'] = 'world'
@@ -278,14 +292,36 @@ def test_consolidate_metadata(with_chunk_store, zarr_version, stores_from_path):
         for key in meta_keys:
             del store[key]
 
+    # https://github.com/zarr-developers/zarr-python/issues/993
+    # Make sure we can still open consolidated on an unlistable store:
+    if not listable:
+        fs_memory = pytest.importorskip("fsspec.implementations.memory")
+        monkeypatch.setattr(fs_memory.MemoryFileSystem, "isdir", lambda x, y: False)
+        monkeypatch.delattr(fs_memory.MemoryFileSystem, "ls")
+        fs = fs_memory.MemoryFileSystem()
+        if zarr_version == 2:
+            store_to_open = FSStore("", fs=fs)
+        else:
+            store_to_open = FSStoreV3("", fs=fs)
+
+        # copy original store to new unlistable store
+        store_to_open.update(store_to_copy)
+
+    else:
+        store_to_open = store
+
     # open consolidated
-    z2 = open_consolidated(store, chunk_store=chunk_store, path=path, **version_kwarg)
+    z2 = open_consolidated(store_to_open, chunk_store=chunk_store, path=path, **version_kwarg)
     assert ['g1', 'g2'] == list(z2)
     assert 'world' == z2.g2.attrs['hello']
     assert 1 == z2.g2.arr.attrs['data']
     assert (z2.g2.arr[:] == 1.0).all()
     assert 16 == z2.g2.arr.nchunks
-    assert 16 == z2.g2.arr.nchunks_initialized
+    if listable:
+        assert 16 == z2.g2.arr.nchunks_initialized
+    else:
+        with pytest.raises(NotImplementedError):
+            _ = z2.g2.arr.nchunks_initialized
 
     if stores_from_path:
         # path string is note a BaseStore subclass so cannot be used to
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index ebb24a07ed..2212b035c2 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -2495,6 +2495,13 @@ def test_store_has_bytes_values(self):
         pass
 
 
+fsspec_mapper_kwargs = {
+    "check": True,
+    "create": True,
+    "missing_exceptions": None
+}
+
+
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestArrayWithFSStore(TestArray):
     @staticmethod
@@ -2502,7 +2509,35 @@ def create_array(read_only=False, **kwargs):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
         key_separator = kwargs.pop('key_separator', ".")
-        store = FSStore(path, key_separator=key_separator, auto_mkdir=True)
+        store = FSStore(path, key_separator=key_separator, auto_mkdir=True, **fsspec_mapper_kwargs)
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault('compressor', Blosc())
+        init_array(store, **kwargs)
+        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+
+    def expected(self):
+        return [
+           "ab753fc81df0878589535ca9bad2816ba88d91bc",
+           "c16261446f9436b1e9f962e57ce3e8f6074abe8a",
+           "c2ef3b2fb2bc9dcace99cd6dad1a7b66cc1ea058",
+           "6e52f95ac15b164a8e96843a230fcee0e610729b",
+           "091fa99bc60706095c9ce30b56ce2503e0223f56",
+        ]
+
+
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestArrayWithFSStoreFromFilesystem(TestArray):
+    @staticmethod
+    def create_array(read_only=False, **kwargs):
+        from fsspec.implementations.local import LocalFileSystem
+        fs = LocalFileSystem(auto_mkdir=True)
+        path = mkdtemp()
+        atexit.register(shutil.rmtree, path)
+        key_separator = kwargs.pop('key_separator', ".")
+        store = FSStore(path, fs=fs, key_separator=key_separator, **fsspec_mapper_kwargs)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
         write_empty_chunks = kwargs.pop('write_empty_chunks', True)
@@ -3148,7 +3183,40 @@ def create_array(array_path='arr1', read_only=False, **kwargs):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
         key_separator = kwargs.pop('key_separator', ".")
-        store = FSStoreV3(path, key_separator=key_separator, auto_mkdir=True)
+        store = FSStoreV3(
+            path,
+            key_separator=key_separator,
+            auto_mkdir=True,
+            **fsspec_mapper_kwargs
+        )
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault('compressor', Blosc())
+        init_array(store, path=array_path, **kwargs)
+        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+
+    def expected(self):
+        return [
+            "1509abec4285494b61cd3e8d21f44adc3cf8ddf6",
+            "7cfb82ec88f7ecb7ab20ae3cb169736bc76332b8",
+            "b663857bb89a8ab648390454954a9cdd453aa24b",
+            "21e90fa927d09cbaf0e3b773130e2dc05d18ff9b",
+            "e8c1fdd18b5c2ee050b59d0c8c95d07db642459c",
+        ]
+
+
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestArrayWithFSStoreV3FromFilesystem(TestArrayWithPathV3, TestArrayWithFSStore):
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        from fsspec.implementations.local import LocalFileSystem
+        fs = LocalFileSystem(auto_mkdir=True)
+        path = mkdtemp()
+        atexit.register(shutil.rmtree, path)
+        key_separator = kwargs.pop('key_separator', ".")
+        store = FSStoreV3(path, fs=fs, key_separator=key_separator, **fsspec_mapper_kwargs)
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
         write_empty_chunks = kwargs.pop('write_empty_chunks', True)
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 9fb869d5e3..abddb6965c 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -1249,10 +1249,6 @@ def test_read_only(self):
 
         assert store[self.root + 'foo'] == b"bar"
 
-        filepath = os.path.join(path, self.root + "foo")
-        with pytest.raises(ValueError):
-            self.create_store(path=filepath, mode='r')
-
     def test_eq(self):
         store1 = self.create_store(path="anypath")
         store2 = self.create_store(path="anypath")
@@ -1339,6 +1335,35 @@ def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
             key_separator=key_separator)
 
 
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestFSStoreFromFilesystem(StoreTests):
+
+    def create_store(self, normalize_keys=False,
+                     dimension_separator=".",
+                     path=None,
+                     **kwargs):
+        import fsspec
+        fs = fsspec.filesystem("file")
+
+        if path is None:
+            path = tempfile.mkdtemp()
+            atexit.register(atexit_rmtree, path)
+
+        with pytest.raises(ValueError):
+            # can't specify storage_options when passing an
+            # existing fs object
+            _ = FSStore(path, fs=fs, auto_mkdir=True)
+
+        store = FSStore(
+            path,
+            normalize_keys=normalize_keys,
+            dimension_separator=dimension_separator,
+            fs=fs,
+            **kwargs)
+
+        return store
+
+
 @pytest.fixture()
 def s3(request):
     # writable local S3 system

From 83111b427d4d31e79b776941f85ff1b81202fe1f Mon Sep 17 00:00:00 2001
From: hailiangzhang <hailiangzhang8@gmail.com>
Date: Thu, 5 May 2022 06:44:40 -0400
Subject: [PATCH 0118/1078] Update resize doc (#1022)

* docs: more comments added for resize method

* docs: minor grammar fix

Co-authored-by: Hailiang Zhang <hailiang.zhang@nasa.gov>
---
 zarr/core.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/zarr/core.py b/zarr/core.py
index c4d3a850fc..a60269d2e9 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -2406,6 +2406,10 @@ def resize(self, *args):
 
         If one or more dimensions are shrunk, any chunks falling outside the
         new array shape will be deleted from the underlying store.
+        However, it is noteworthy that the chunks partially falling inside the new array
+        (i.e. boundary chunks) will remain intact, and therefore,
+        the data falling outside the new array but inside the boundary chunks
+        would be restored by a subsequent resize operation that grows the array size.
 
         """
 

From 015036e2493bc291a102951c804a0a2d3f08c304 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 9 May 2022 11:47:46 +0200
Subject: [PATCH 0119/1078] Bump redis from 4.2.2 to 4.3.0 (#1024)

Bumps [redis](https://github.com/redis/redis-py) from 4.2.2 to 4.3.0.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.2.2...v4.3.0)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 3e496d90e1..c2306ac643 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipytree==0.2.1
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.11.0 # pyup: ignore
-redis==4.2.2
+redis==4.3.0
 types-redis
 types-setuptools
 pymongo==4.1.1

From 4aaa35a291c38d8c655894ff1a6a809893214f4a Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 10 May 2022 09:24:05 +0200
Subject: [PATCH 0120/1078] Bump redis from 4.3.0 to 4.3.1 (#1025)

Bumps [redis](https://github.com/redis/redis-py) from 4.3.0 to 4.3.1.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.3.0...v4.3.1)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index c2306ac643..c93d83d918 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipytree==0.2.1
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.11.0 # pyup: ignore
-redis==4.3.0
+redis==4.3.1
 types-redis
 types-setuptools
 pymongo==4.1.1

From 972c912158328195f4d5bbf602d1bd75e50985b5 Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Tue, 10 May 2022 09:45:16 +0200
Subject: [PATCH 0121/1078] Release notes for 2.12.0a1 (#1023)

* Release notes for 2.12.0a1

* Minor fixes to release notes

* Extend explanation of #1014
---
 docs/release.rst | 73 +++++++++++++++++++++++++++++++++++++++---------
 1 file changed, 60 insertions(+), 13 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index cd9ebbd784..0dbaacb8f7 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -1,27 +1,65 @@
 Release notes
 =============
 
-.. _unreleased:
+..
+    # Unindent the section between releases in order
+    # to coument your changes. On releases it will be
+    # re-indented so that it does not show up in the notes.
 
-Unreleased
-----------
+    .. _unreleased:
 
-Bug fixes
-~~~~~~~~~
+    Unreleased
+    ----------
 
-* Fix bug that made it impossible to create an ``FSStore`` on unlistable filesystems
-  (e.g. some HTTP servers).
-  By :user:`Ryan Abernathey <rabernat>`; :issue:`993`.
+.. _release_2.12.0a1:
+
+2.12.0a1
+--------
 
 Enhancements
 ~~~~~~~~~~~~
 
+* **Add support for reading and writing Zarr V3.** The new `zarr._store.v3`
+  package has the necessary classes and functions for evaluating Zarr V3.
+  Since the format is not yet finalized, the classes and functions are not
+  automatically imported into the regular `zarr` name space. Setting the
+  `ZARR_V3_API_AVAILABLE` environment variable will activate them.
+  By :user:`Greggory Lee <grlee77>`; :issue:`898`, :issue:`1006`, and :issue:`1007`.
+
 * **Create FSStore from an existing fsspec filesystem**. If you have created
   an fsspec filesystem outside of Zarr, you can now pass it as a keyword
   argument to ``FSStore``.
-  By :user:`Ryan Abernathey <rabernat>`.
+  By :user:`Ryan Abernathey <rabernat>`; :issue:`911`.
+
+* Add numpy encoder class for json.dumps
+  By :user:`Eric Prestat <ericpre>`; :issue:`933`.
+
+* Appending performance improvement to Zarr arrays, e.g., when writing to S3.
+  By :user:`hailiangzhang <hailiangzhang>`; :issue:`1014`.
+
+* Add number encoder for ``json.dumps`` to support numpy intergers in
+  ``chunks`` arguments. By :user:`Eric Prestat <ericpre>` :issue:`697`.
+
+Bug fixes
+~~~~~~~~~
+
+* Fix bug that made it impossible to create an ``FSStore`` on unlistable filesystems
+  (e.g. some HTTP servers).
+  By :user:`Ryan Abernathey <rabernat>`; :issue:`993`.
 
 
+Documentation
+~~~~~~~~~~~~~
+
+* Update resize doc to clarify surprising behavior.
+  By :user:`hailiangzhang <hailiangzhang>`; :issue:`1022`.
+
+Maintenance
+~~~~~~~~~~~
+
+* Added Pre-commit configuration, incl. Yaml Check.
+  By :user:`Shivank Chaudhary <Alt-Shivam>`; :issue:`1015`, :issue:`1016`.
+
 .. _release_2.11.3:
 
 2.11.3
@@ -30,13 +68,22 @@ Enhancements
 Bug fixes
 ~~~~~~~~~
 
+* Fix missing case to fully revert change to default write_empty_chunks.
+  By :user:`Tom White <tomwhite>`; :issue:`1005`.
+
+
+.. _release_2.11.2:
+
+2.11.2
+------
+
+Bug fixes
+~~~~~~~~~
+
 * Changes the default value of ``write_empty_chunks`` to ``True`` to prevent
   unanticipated data losses when the data types do not have a proper default
   value when empty chunks are read back in.
-  By :user:`Vyas Ramasubramani <vyasr>`; :issue:`965`.
-
-* Add number encoder for ``json.dumps`` to support numpy intergers in
-  ``chunks`` arguments. By :user:`Eric Prestat <ericpre>` :issue:`697`.
+  By :user:`Vyas Ramasubramani <vyasr>`; :issue:`965`, :issue:`1001`.
 
 .. _release_2.11.1:
 

From 86ec138d045afb4dd40dc212249f3286f82088da Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Wed, 11 May 2022 09:36:28 +0200
Subject: [PATCH 0122/1078] Make all unignored zarr warnings errors (#1021)

Following on from #654, I wanted to make sure that
no warnings are being missed by the tests.
---
 pytest.ini | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pytest.ini b/pytest.ini
index 8e3c0adb22..966b5ad931 100644
--- a/pytest.ini
+++ b/pytest.ini
@@ -2,7 +2,7 @@
 doctest_optionflags = NORMALIZE_WHITESPACE ELLIPSIS IGNORE_EXCEPTION_DETAIL
 addopts = --durations=10
 filterwarnings =
-    error::DeprecationWarning:zarr.*
-    error::UserWarning:zarr.*
+    error:::zarr.*
+    ignore:Not all N5 implementations support blosc compression.*:RuntimeWarning
     ignore:PY_SSIZE_T_CLEAN will be required.*:DeprecationWarning
     ignore:The loop argument is deprecated since Python 3.8.*:DeprecationWarning

From 30781732e59b6f1fd91c4966dd6c53f8d38b3b70 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 11 May 2022 09:50:21 +0200
Subject: [PATCH 0123/1078] Bump azure-storage-blob from 12.11.0 to 12.12.0
 (#1026)

Bumps [azure-storage-blob](https://github.com/Azure/azure-sdk-for-python) from 12.11.0 to 12.12.0.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-storage-blob_12.11.0...azure-storage-blob_12.12.0)

---
updated-dependencies:
- dependency-name: azure-storage-blob
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index c93d83d918..c80f456288 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -6,7 +6,7 @@ ipytree==0.2.1
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
-azure-storage-blob==12.11.0 # pyup: ignore
+azure-storage-blob==12.12.0 # pyup: ignore
 redis==4.3.1
 types-redis
 types-setuptools

From b9b9bf9e0577380222f2d7871e5272d8dfff9723 Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Wed, 11 May 2022 21:48:19 +0200
Subject: [PATCH 0124/1078] Activate Py 3.10 builds (#1027)

* Activate Py 3.10 and 3.11 beta

* Fix quotes of versions

* Also quote exclusion

Co-authored-by: jakirkham <jakirkham@gmail.com>

* Try explicit beta1

* Use "beta.1"

see versions file:
https://github.com/actions/python-versions/blob/main/versions-manifest.json

* Migrate to setup-python

* Remove 3.11

Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 .github/workflows/python-package.yml  | 4 +++-
 .github/workflows/windows-testing.yml | 2 +-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 91500317b3..2cc1de1769 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -15,11 +15,13 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: [3.7, 3.8, 3.9]
+        python-version: ['3.7', '3.8', '3.9', '3.10']
         numpy_version: ['!=1.21.0', '==1.17.*']
         exclude:
           - python-version: 3.9
             numpy_version: '==1.17.*'
+          - python-version: '3.10'
+            numpy_version: '==1.17.*'
     services:
       redis:
         image: redis
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index af656aa88d..0bb5c1da70 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -16,7 +16,7 @@ jobs:
     strategy:
       fail-fast: True
       matrix:
-        python-version: ["3.8", "3.9"]
+        python-version: ['3.8', '3.9', '3.10']
     steps:
       - uses: actions/checkout@v2
         with:

From b1b47e178ba074a591e7f4d9d8d5367c5ff7cfd5 Mon Sep 17 00:00:00 2001
From: Andrew Thomas <andrew.mcnichols@gmail.com>
Date: Mon, 16 May 2022 21:35:52 -0400
Subject: [PATCH 0125/1078] Fix URL to renamed file in Blosc repo (#1028)

---
 docs/spec/v2.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/spec/v2.rst b/docs/spec/v2.rst
index ec73163c0d..4746f8f61e 100644
--- a/docs/spec/v2.rst
+++ b/docs/spec/v2.rst
@@ -206,7 +206,7 @@ through the primary compression library to obtain a new sequence of bytes
 comprising the compressed chunk data. No header is added to the compressed
 bytes or any other modification made. The internal structure of the compressed
 bytes will depend on which primary compressor was used. For example, the `Blosc
-compressor <https://github.com/Blosc/c-blosc/blob/master/README_HEADER.rst>`_
+compressor <https://github.com/Blosc/c-blosc/blob/master/README_CHUNK_FORMAT.rst>`_
 produces a sequence of bytes that begins with a 16-byte header followed by
 compressed data.
 

From bd7ab1607d8c6d5f9a0b732ba155e7104bae9e89 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 20 May 2022 08:03:17 +0200
Subject: [PATCH 0126/1078] Bump fsspec from 2022.3.0 to 2022.5.0 (#1030)

* Bump fsspec from 2022.3.0 to 2022.5.0

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2022.3.0 to 2022.5.0.
- [Release notes](https://github.com/fsspec/filesystem_spec/releases)
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2022.3.0...2022.5.0)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* Bump s3fs as well

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
---
 requirements_dev_optional.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index c80f456288..8fd08612f1 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -19,6 +19,6 @@ pytest-cov==3.0.0
 pytest-doctestplus==0.12.0
 pytest-timeout==2.1.0
 h5py==3.6.0
-fsspec==2022.3.0
-s3fs==2022.3.0
+fsspec==2022.5.0
+s3fs==2022.5.0
 moto[server]>=1.3.14

From d5a081c6cc4645e2206b763cc1116ff2e6178603 Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Mon, 23 May 2022 12:37:57 +0200
Subject: [PATCH 0127/1078] Mark V3 API experimental (#1032)

* Mark V3 API experimental

Following discussion at this week's community call, a few additional
precautions are being implemented here:

- [x] rename the var ZARR_V3_API_AVAILABLE to ZARR_V3_EXPERIMENTAL_API
- [x] add an assertion to prevent use of zarr_version=3 w/o the var

* Activate ZVEA for minimal.yml

* First round of skipping v3 tests w/o env

* Activate ZVEA for windows.yml

* Skip all v3 tests if api is not enabled

* skip codecov for the assertion
---
 .github/workflows/minimal.yml         |  4 +++
 .github/workflows/python-package.yml  |  2 +-
 .github/workflows/windows-testing.yml |  1 +
 docs/release.rst                      |  2 +-
 zarr/_storage/store.py                | 10 ++++++-
 zarr/convenience.py                   |  5 +++-
 zarr/core.py                          |  5 +++-
 zarr/hierarchy.py                     | 19 ++++++++++++-
 zarr/tests/test_convenience.py        | 22 ++++++++++-----
 zarr/tests/test_core.py               | 22 ++++++++++++++-
 zarr/tests/test_creation.py           | 40 +++++++++++++++------------
 zarr/tests/test_hierarchy.py          | 32 ++++++++++++++++-----
 zarr/tests/test_storage_v3.py         |  6 ++++
 13 files changed, 131 insertions(+), 39 deletions(-)

diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
index eb6ebd5d25..a87e374de7 100644
--- a/.github/workflows/minimal.yml
+++ b/.github/workflows/minimal.yml
@@ -22,12 +22,16 @@ jobs:
           activate-environment: minimal
     - name: Tests
       shell: "bash -l {0}"
+      env:
+        ZARR_V3_EXPERIMENTAL_API: 1
       run: |
         conda activate minimal
         python -m pip install .
         pytest -svx --timeout=300
     - name: Fixture generation
       shell: "bash -l {0}"
+      env:
+        ZARR_V3_EXPERIMENTAL_API: 1
       run: |
         conda activate minimal
         rm -rf fixture/
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 2cc1de1769..37000350cb 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -71,7 +71,7 @@ jobs:
         ZARR_TEST_ABS: 1
         ZARR_TEST_MONGO: 1
         ZARR_TEST_REDIS: 1
-        ZARR_V3_API_AVAILABLE: 1
+        ZARR_V3_EXPERIMENTAL_API: 1
       run: |
         conda activate zarr-env
         mkdir ~/blob_emulator
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index 0bb5c1da70..8c249a4db4 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -51,6 +51,7 @@ jobs:
           pytest -sv --timeout=300
         env:
           ZARR_TEST_ABS: 1
+          ZARR_V3_EXPERIMENTAL_API: 1
       - name: Conda info
         shell: bash -l {0}
         run: conda info
diff --git a/docs/release.rst b/docs/release.rst
index 0dbaacb8f7..09a0a4499c 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -23,7 +23,7 @@ Enhancements
   package has the necessary classes and functions for evaluating Zarr V3.
   Since the format is not yet finalized, the classes and functions are not
   automatically imported into the regular `zarr` name space. Setting the
-  `ZARR_V3_API_AVAILABLE` environment variable will activate them.
+  `ZARR_V3_EXPERIMENTAL_API` environment variable will activate them.
   By :user:`Greggory Lee <grlee77>`; :issue:`898`, :issue:`1006`, and :issue:`1007`.
 
 * **Create FSStore from an existing fsspec filesystem**. If you have created
diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index 152c9abd6b..36a5c0bff5 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -18,7 +18,15 @@
 
 DEFAULT_ZARR_VERSION = 2
 
-v3_api_available = os.environ.get('ZARR_V3_API_AVAILABLE', '0').lower() not in ['0', 'false']
+v3_api_available = os.environ.get('ZARR_V3_EXPERIMENTAL_API', '0').lower() not in ['0', 'false']
+
+
+def assert_zarr_v3_api_available():
+    if not v3_api_available:
+        raise NotImplementedError(
+            "# V3 reading and writing is experimental! To enable support, set:\n"
+            "ZARR_V3_EXPERIMENTAL_API=1"
+        )  # pragma: no cover
 
 
 class BaseStore(MutableMapping):
diff --git a/zarr/convenience.py b/zarr/convenience.py
index 60e47dc339..93dc860477 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -5,7 +5,7 @@
 import re
 from collections.abc import Mapping, MutableMapping
 
-from zarr._storage.store import data_root, meta_root
+from zarr._storage.store import data_root, meta_root, assert_zarr_v3_api_available
 from zarr.core import Array
 from zarr.creation import array as _create_array
 from zarr.creation import open_array
@@ -1209,6 +1209,8 @@ def is_zarr_key(key):
 
     else:
 
+        assert_zarr_v3_api_available()
+
         sfx = _get_metadata_suffix(store)  # type: ignore
 
         def is_zarr_key(key):
@@ -1288,6 +1290,7 @@ def open_consolidated(store: StoreLike, metadata_key=".zmetadata", mode="r+", **
     if store._store_version == 2:
         ConsolidatedStoreClass = ConsolidatedMetadataStore
     else:
+        assert_zarr_v3_api_available()
         ConsolidatedStoreClass = ConsolidatedMetadataStoreV3
         # default is to store within 'consolidated' group on v3
         if not metadata_key.startswith('meta/root/'):
diff --git a/zarr/core.py b/zarr/core.py
index a60269d2e9..6ce2fa8800 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -11,7 +11,7 @@
 import numpy as np
 from numcodecs.compat import ensure_bytes, ensure_ndarray
 
-from zarr._storage.store import _prefix_to_attrs_key
+from zarr._storage.store import _prefix_to_attrs_key, assert_zarr_v3_api_available
 from zarr.attrs import Attributes
 from zarr.codecs import AsType, get_codec
 from zarr.errors import ArrayNotFoundError, ReadOnlyError, ArrayIndexError
@@ -171,6 +171,9 @@ def __init__(
         if zarr_version is None:
             zarr_version = store._store_version
 
+        if zarr_version != 2:
+            assert_zarr_v3_api_available()
+
         if chunk_store is not None:
             chunk_store = normalize_store_arg(chunk_store,
                                               zarr_version=zarr_version)
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index d92af08ffb..b9052408b4 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -3,7 +3,8 @@
 
 import numpy as np
 
-from zarr._storage.store import _get_metadata_suffix, data_root, meta_root, DEFAULT_ZARR_VERSION
+from zarr._storage.store import (_get_metadata_suffix, data_root, meta_root,
+                                 DEFAULT_ZARR_VERSION, assert_zarr_v3_api_available)
 from zarr.attrs import Attributes
 from zarr.core import Array
 from zarr.creation import (array, create, empty, empty_like, full, full_like,
@@ -117,6 +118,10 @@ def __init__(self, store, path=None, read_only=False, chunk_store=None,
         store: BaseStore = _normalize_store_arg(store, zarr_version=zarr_version)
         if zarr_version is None:
             zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
+
+        if zarr_version != 2:
+            assert_zarr_v3_api_available()
+
         if chunk_store is not None:
             chunk_store: BaseStore = _normalize_store_arg(chunk_store, zarr_version=zarr_version)
         self._store = store
@@ -1178,6 +1183,10 @@ def _normalize_store_arg(store, *, storage_options=None, mode="r",
                          zarr_version=None):
     if zarr_version is None:
         zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
+
+    if zarr_version != 2:
+        assert_zarr_v3_api_available()
+
     if store is None:
         return MemoryStore() if zarr_version == 2 else MemoryStoreV3()
     return normalize_store_arg(store,
@@ -1234,6 +1243,10 @@ def group(store=None, overwrite=False, chunk_store=None,
     store = _normalize_store_arg(store, zarr_version=zarr_version)
     if zarr_version is None:
         zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
+
+    if zarr_version != 2:
+        assert_zarr_v3_api_available()
+
     if zarr_version == 3 and path is None:
         raise ValueError(f"path must be provided for a v{zarr_version} group")
     path = normalize_storage_path(path)
@@ -1305,6 +1318,10 @@ def open_group(store=None, mode='a', cache_attrs=True, synchronizer=None, path=N
         zarr_version=zarr_version)
     if zarr_version is None:
         zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
+
+    if zarr_version != 2:
+        assert_zarr_v3_api_available()
+
     if chunk_store is not None:
         chunk_store = _normalize_store_arg(chunk_store,
                                            storage_options=storage_options,
diff --git a/zarr/tests/test_convenience.py b/zarr/tests/test_convenience.py
index ce8f03d0da..d0d293a694 100644
--- a/zarr/tests/test_convenience.py
+++ b/zarr/tests/test_convenience.py
@@ -34,6 +34,7 @@
     meta_root,
     getsize,
 )
+from zarr._storage.store import v3_api_available
 from zarr._storage.v3 import (
     ConsolidatedMetadataStoreV3,
     DirectoryStoreV3,
@@ -44,6 +45,8 @@
 )
 from zarr.tests.util import have_fsspec
 
+_VERSIONS = v3_api_available and (2, 3) or (2,)
+
 
 def _init_creation_kwargs(zarr_version):
     kwargs = {'zarr_version': zarr_version}
@@ -52,7 +55,7 @@ def _init_creation_kwargs(zarr_version):
     return kwargs
 
 
-@pytest.mark.parametrize('zarr_version', [2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_open_array(path_type, zarr_version):
 
     store = tempfile.mkdtemp()
@@ -86,7 +89,7 @@ def test_open_array(path_type, zarr_version):
         open('doesnotexist', mode='r')
 
 
-@pytest.mark.parametrize("zarr_version", [2, 3])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_open_group(path_type, zarr_version):
 
     store = tempfile.mkdtemp()
@@ -116,7 +119,7 @@ def test_open_group(path_type, zarr_version):
     assert g.read_only
 
 
-@pytest.mark.parametrize("zarr_version", [2, 3])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_save_errors(zarr_version):
     with pytest.raises(ValueError):
         # no arrays provided
@@ -129,6 +132,7 @@ def test_save_errors(zarr_version):
         save('data/group.zarr', zarr_version=zarr_version)
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 def test_zarr_v3_save_multiple_unnamed():
     x = np.ones(8)
     y = np.zeros(8)
@@ -142,6 +146,7 @@ def test_zarr_v3_save_multiple_unnamed():
     assert meta_root + 'dataset/arr_1.array.json' in store
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 def test_zarr_v3_save_errors():
     x = np.ones(8)
     with pytest.raises(ValueError):
@@ -155,7 +160,7 @@ def test_zarr_v3_save_errors():
         save('data/group.zr3', x, zarr_version=3)
 
 
-@pytest.mark.parametrize("zarr_version", [2, 3])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_lazy_loader(zarr_version):
     foo = np.arange(100)
     bar = np.arange(100, 0, -1)
@@ -173,7 +178,7 @@ def test_lazy_loader(zarr_version):
     assert 'LazyLoader: ' in repr(loader)
 
 
-@pytest.mark.parametrize("zarr_version", [2, 3])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_load_array(zarr_version):
     foo = np.arange(100)
     bar = np.arange(100, 0, -1)
@@ -192,7 +197,7 @@ def test_load_array(zarr_version):
             assert_array_equal(bar, array)
 
 
-@pytest.mark.parametrize("zarr_version", [2, 3])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_tree(zarr_version):
     kwargs = _init_creation_kwargs(zarr_version)
     g1 = zarr.group(**kwargs)
@@ -205,7 +210,7 @@ def test_tree(zarr_version):
     assert str(zarr.tree(g1)) == str(g1.tree())
 
 
-@pytest.mark.parametrize('zarr_version', [2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 @pytest.mark.parametrize('stores_from_path', [False, True])
 @pytest.mark.parametrize(
     'with_chunk_store,listable',
@@ -531,6 +536,7 @@ def test_if_exists(self):
             copy_store(source, dest, if_exists='foobar')
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestCopyStoreV3(TestCopyStore):
 
     _version = 3
@@ -666,6 +672,7 @@ def test_copy_all():
     assert destination_group.subgroup.attrs["info"] == "sub attrs"
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 def test_copy_all_v3():
     """
     https://github.com/zarr-developers/zarr-python/issues/269
@@ -931,6 +938,7 @@ def test_logging(self, source, dest, tmpdir):
             copy(source['foo'], dest, dry_run=True, log=True)
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestCopyV3(TestCopy):
 
     @pytest.fixture(params=['zarr', 'hdf5'])
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 2212b035c2..f5f043e6e3 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -18,6 +18,7 @@
 from pkg_resources import parse_version
 
 from zarr._storage.store import (
+    v3_api_available,
     _prefix_to_array_key,
     _prefix_to_attrs_key,
     _prefix_to_group_key
@@ -2704,7 +2705,7 @@ def test_read_from_all_blocks(self):
 
 # Start with TestArrayWithPathV3 not TestArrayV3 since path must be supplied
 
-
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayV3(unittest.TestCase):
 
     version = 3
@@ -2734,6 +2735,7 @@ def test_prefix_exceptions(self):
             _prefix_to_attrs_key(store, '')
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithPathV3(TestArrayWithPath):
 
     version = 3
@@ -2868,6 +2870,7 @@ def test_nchunks_initialized(self):
         z.store.close()
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithChunkStoreV3(TestArrayWithChunkStore, TestArrayWithPathV3):
 
     @staticmethod
@@ -2910,6 +2913,7 @@ def test_nbytes_stored(self):
         assert -1 == z.nbytes_stored
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithDirectoryStoreV3(TestArrayWithDirectoryStore, TestArrayWithPathV3):
 
     @staticmethod
@@ -2937,6 +2941,7 @@ def test_nbytes_stored(self):
 
 
 @skip_test_env_var("ZARR_TEST_ABS")
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithABSStoreV3(TestArrayWithABSStore, TestArrayWithPathV3):
 
     @staticmethod
@@ -2961,6 +2966,7 @@ def create_array(self, array_path='arr1', read_only=False, **kwargs):
 # class TestArrayWithN5StoreV3(TestArrayWithDirectoryStoreV3):
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithDBMStoreV3(TestArrayWithDBMStore, TestArrayWithPathV3):
 
     @staticmethod
@@ -2980,6 +2986,7 @@ def test_nbytes_stored(self):
         pass  # not implemented
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithDBMStoreV3BerkeleyDB(TestArrayWithDBMStoreBerkeleyDB, TestArrayWithPathV3):
 
     @staticmethod
@@ -3000,6 +3007,7 @@ def test_nbytes_stored(self):
         pass  # not implemented
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithLMDBStoreV3(TestArrayWithLMDBStore, TestArrayWithPathV3):
 
     @staticmethod
@@ -3023,6 +3031,7 @@ def test_nbytes_stored(self):
         pass  # not implemented
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithLMDBStoreV3NoBuffers(TestArrayWithLMDBStoreNoBuffers, TestArrayWithPathV3):
 
     @staticmethod
@@ -3043,6 +3052,7 @@ def test_nbytes_stored(self):
         pass  # not implemented
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithSQLiteStoreV3(TestArrayWithPathV3, TestArrayWithSQLiteStore):
 
     @staticmethod
@@ -3076,6 +3086,7 @@ def test_nbytes_stored(self):
 # custom store, does not support getsize()
 # Note: this custom mapping doesn't actually have all methods in the
 #       v3 spec (e.g. erase), but they aren't needed here.
+
 class CustomMappingV3(StoreV3):
 
     def __init__(self):
@@ -3112,6 +3123,7 @@ def __contains__(self, item):
         return item in self.inner
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithCustomMappingV3(TestArrayWithPathV3, TestArrayWithCustomMapping):
 
     @staticmethod
@@ -3140,6 +3152,7 @@ def test_len(self):
         assert len(z._store) == 2
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayNoCacheV3(TestArrayWithPathV3, TestArrayNoCache):
 
     @staticmethod
@@ -3158,6 +3171,7 @@ def test_object_arrays_danger(self):
         pass
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithStoreCacheV3(TestArrayWithPathV3, TestArrayWithStoreCache):
 
     @staticmethod
@@ -3177,6 +3191,7 @@ def test_store_has_bytes_values(self):
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithFSStoreV3(TestArrayWithPathV3, TestArrayWithFSStore):
     @staticmethod
     def create_array(array_path='arr1', read_only=False, **kwargs):
@@ -3208,6 +3223,7 @@ def expected(self):
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithFSStoreV3FromFilesystem(TestArrayWithPathV3, TestArrayWithFSStore):
     @staticmethod
     def create_array(array_path='arr1', read_only=False, **kwargs):
@@ -3236,6 +3252,7 @@ def expected(self):
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithFSStoreV3PartialRead(TestArrayWithPathV3, TestArrayWithFSStorePartialRead):
 
     @staticmethod
@@ -3269,6 +3286,7 @@ def expected(self):
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithFSStoreV3Nested(TestArrayWithPathV3, TestArrayWithFSStoreNested):
 
     @staticmethod
@@ -3296,6 +3314,7 @@ def expected(self):
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithFSStoreV3NestedPartialRead(TestArrayWithPathV3,
                                               TestArrayWithFSStoreNestedPartialRead):
     @staticmethod
@@ -3329,6 +3348,7 @@ def expected(self):
         ]
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 def test_array_mismatched_store_versions():
     store_v3 = KVStoreV3(dict())
     store_v2 = KVStore(dict())
diff --git a/zarr/tests/test_creation.py b/zarr/tests/test_creation.py
index 863b987d9b..48d6aee4f5 100644
--- a/zarr/tests/test_creation.py
+++ b/zarr/tests/test_creation.py
@@ -17,9 +17,13 @@
 from zarr.hierarchy import open_group
 from zarr.n5 import N5Store
 from zarr.storage import DirectoryStore, KVStore
+from zarr._storage.store import v3_api_available
 from zarr._storage.v3 import DirectoryStoreV3, KVStoreV3
 from zarr.sync import ThreadSynchronizer
 
+_VERSIONS = v3_api_available and (None, 2, 3) or (None, 2)
+_VERSIONS2 = v3_api_available and (2, 3) or (2,)
+
 
 # something bcolz-like
 class MockBcolzArray:
@@ -56,7 +60,7 @@ def _init_creation_kwargs(zarr_version):
     return kwargs
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_array(zarr_version):
 
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
@@ -116,7 +120,7 @@ def test_array(zarr_version):
     assert np.dtype('i8') == z.dtype
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_empty(zarr_version):
     kwargs = _init_creation_kwargs(zarr_version)
     z = empty(100, chunks=10, **kwargs)
@@ -124,7 +128,7 @@ def test_empty(zarr_version):
     assert (10,) == z.chunks
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_zeros(zarr_version):
     kwargs = _init_creation_kwargs(zarr_version)
     z = zeros(100, chunks=10, **kwargs)
@@ -133,7 +137,7 @@ def test_zeros(zarr_version):
     assert_array_equal(np.zeros(100), z[:])
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_ones(zarr_version):
     kwargs = _init_creation_kwargs(zarr_version)
     z = ones(100, chunks=10, **kwargs)
@@ -142,7 +146,7 @@ def test_ones(zarr_version):
     assert_array_equal(np.ones(100), z[:])
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_full(zarr_version):
     kwargs = _init_creation_kwargs(zarr_version)
     z = full(100, chunks=10, fill_value=42, dtype='i4', **kwargs)
@@ -155,7 +159,7 @@ def test_full(zarr_version):
     assert np.all(np.isnan(z[:]))
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2])
+@pytest.mark.parametrize('zarr_version', [None, 2])  # TODO
 def test_full_additional_dtypes(zarr_version):
     """Test additional types that aren't part of the base v3 spec."""
     kwargs = _init_creation_kwargs(zarr_version)
@@ -190,7 +194,7 @@ def test_full_additional_dtypes(zarr_version):
 
 
 @pytest.mark.parametrize('dimension_separator', ['.', '/', None])
-@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_open_array(zarr_version, dimension_separator):
 
     store = 'data/array.zarr'
@@ -317,7 +321,7 @@ def test_open_array_none():
 
 
 @pytest.mark.parametrize('dimension_separator', ['.', '/', None])
-@pytest.mark.parametrize('zarr_version', [2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS2)
 def test_open_array_infer_separator_from_store(zarr_version, dimension_separator):
 
     if zarr_version == 3:
@@ -386,7 +390,7 @@ def test_open_array_n5(zarr_version):
     assert_array_equal(np.full(100, fill_value=42), a[:])
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_open_array_dict_store(zarr_version):
 
     # dict will become a KVStore
@@ -404,7 +408,7 @@ def test_open_array_dict_store(zarr_version):
     assert_array_equal(np.full(100, fill_value=42), z[:])
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_create_in_dict(zarr_version):
     kwargs = _init_creation_kwargs(zarr_version)
     expected_store_type = KVStoreV3 if zarr_version == 3 else KVStore
@@ -417,7 +421,7 @@ def test_create_in_dict(zarr_version):
     assert isinstance(a.store, expected_store_type)
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_empty_like(zarr_version):
     kwargs = _init_creation_kwargs(zarr_version)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
@@ -466,7 +470,7 @@ def test_empty_like(zarr_version):
     assert isinstance(z.chunks, tuple)
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_zeros_like(zarr_version):
 
     kwargs = _init_creation_kwargs(zarr_version)
@@ -493,7 +497,7 @@ def test_zeros_like(zarr_version):
     assert 0 == z3.fill_value
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_ones_like(zarr_version):
 
     kwargs = _init_creation_kwargs(zarr_version)
@@ -521,7 +525,7 @@ def test_ones_like(zarr_version):
     assert z3._store._store_version == expected_zarr_version
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_full_like(zarr_version):
 
     kwargs = _init_creation_kwargs(zarr_version)
@@ -551,7 +555,7 @@ def test_full_like(zarr_version):
         full_like(a, chunks=10, **kwargs)
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_open_like(zarr_version):
     kwargs = _init_creation_kwargs(zarr_version)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
@@ -582,7 +586,7 @@ def test_open_like(zarr_version):
     assert z3._store._store_version == expected_zarr_version
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_create(zarr_version):
     kwargs = _init_creation_kwargs(zarr_version)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
@@ -654,7 +658,7 @@ def test_create(zarr_version):
     assert z.chunks == z.shape
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+@pytest.mark.parametrize('zarr_version',  _VERSIONS)
 def test_compression_args(zarr_version):
     kwargs = _init_creation_kwargs(zarr_version)
 
@@ -689,7 +693,7 @@ def test_compression_args(zarr_version):
             create(100, compressor=Zlib(9), compression_opts=1, **kwargs)
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_create_read_only(zarr_version):
     # https://github.com/alimanfoo/zarr/issues/151
 
diff --git a/zarr/tests/test_hierarchy.py b/zarr/tests/test_hierarchy.py
index 3bcd826882..7c2eaa3f75 100644
--- a/zarr/tests/test_hierarchy.py
+++ b/zarr/tests/test_hierarchy.py
@@ -18,7 +18,7 @@
 from numcodecs import Zlib
 from numpy.testing import assert_array_equal
 
-from zarr._storage.store import _get_metadata_suffix
+from zarr._storage.store import _get_metadata_suffix, v3_api_available
 from zarr.attrs import Attributes
 from zarr.core import Array
 from zarr.creation import open_array
@@ -35,7 +35,11 @@
 from zarr.tests.util import skip_test_env_var, have_fsspec, abs_container
 
 
+_VERSIONS = v3_api_available and (2, 3) or (2,)
+
 # noinspection PyStatementEffect
+
+
 class TestGroup(unittest.TestCase):
 
     @staticmethod
@@ -1095,6 +1099,7 @@ def test_group_init_from_dict(chunk_dict):
 
 
 # noinspection PyStatementEffect
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3(TestGroup, unittest.TestCase):
 
     @staticmethod
@@ -1153,6 +1158,7 @@ def create_store():
 
 
 # noinspection PyStatementEffect
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithMemoryStore(TestGroupWithMemoryStore, TestGroupV3):
 
     @staticmethod
@@ -1170,6 +1176,7 @@ def create_store():
         return store, None
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithDirectoryStore(TestGroupWithDirectoryStore, TestGroupV3):
 
     @staticmethod
@@ -1197,6 +1204,7 @@ def test_pickle(self):
 
 
 @skip_test_env_var("ZARR_TEST_ABS")
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithABSStore(TestGroupV3):
 
     @staticmethod
@@ -1246,6 +1254,7 @@ def test_round_trip_nd(self):
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithFSStore(TestGroupWithFSStore, TestGroupV3):
 
     @staticmethod
@@ -1303,6 +1312,7 @@ def test_inconsistent_dimension_separator(self):
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithNestedFSStore(TestGroupV3WithFSStore):
 
     @staticmethod
@@ -1352,6 +1362,7 @@ def test_move(self):
         pass
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithZipStore(TestGroupWithZipStore, TestGroupV3):
 
     @staticmethod
@@ -1372,6 +1383,7 @@ def create_store():
         return store, None
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithDBMStore(TestGroupWithDBMStore, TestGroupV3):
 
     @staticmethod
@@ -1393,6 +1405,7 @@ def create_store():
         return store, None
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithDBMStoreBerkeleyDB(TestGroupWithDBMStoreBerkeleyDB, TestGroupV3):
 
     @staticmethod
@@ -1415,6 +1428,7 @@ def create_store():
         return store, None
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithLMDBStore(TestGroupWithLMDBStore, TestGroupV3):
 
     @staticmethod
@@ -1436,6 +1450,7 @@ def create_store(self):
         return store, None
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithSQLiteStore(TestGroupWithSQLiteStore, TestGroupV3):
 
     def create_store(self):
@@ -1477,6 +1492,7 @@ def test_chunk_store(self):
         assert expect == actual
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithChunkStore(TestGroupWithChunkStore, TestGroupV3):
 
     @staticmethod
@@ -1520,6 +1536,7 @@ def create_store():
         return store, None
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithStoreCache(TestGroupWithStoreCache, TestGroupV3):
 
     @staticmethod
@@ -1528,7 +1545,7 @@ def create_store():
         return store, None
 
 
-@pytest.mark.parametrize('zarr_version', [2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_group(zarr_version):
     # test the group() convenience function
 
@@ -1572,7 +1589,7 @@ def test_group(zarr_version):
     assert store is g.store
 
 
-@pytest.mark.parametrize('zarr_version', [2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_open_group(zarr_version):
     # test the open_group() convenience function
 
@@ -1639,7 +1656,7 @@ def test_open_group(zarr_version):
     assert 'foo/bar' == g.path
 
 
-@pytest.mark.parametrize('zarr_version', [2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_group_completions(zarr_version):
     path = None if zarr_version == 2 else 'group1'
     g = group(path=path, zarr_version=zarr_version)
@@ -1670,7 +1687,7 @@ def test_group_completions(zarr_version):
     assert '456' not in d  # not valid identifier
 
 
-@pytest.mark.parametrize('zarr_version', [2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_group_key_completions(zarr_version):
     path = None if zarr_version == 2 else 'group1'
     g = group(path=path, zarr_version=zarr_version)
@@ -1754,7 +1771,7 @@ def _check_tree(g, expect_bytes, expect_text):
         isinstance(widget, ipytree.Tree)
 
 
-@pytest.mark.parametrize('zarr_version', [2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_tree(zarr_version):
     # setup
     path = None if zarr_version == 2 else 'group1'
@@ -1821,6 +1838,7 @@ def test_tree(zarr_version):
     _check_tree(g3, expect_bytes, expect_text)
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 def test_group_mismatched_store_versions():
     store_v3 = KVStoreV3(dict())
     store_v2 = KVStore(dict())
@@ -1854,7 +1872,7 @@ def test_group_mismatched_store_versions():
         Group(store_v3, path='group2', read_only=True, chunk_store=chunk_store_v3)
 
 
-@pytest.mark.parametrize('zarr_version', [2, 3])
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_open_group_from_paths(zarr_version):
     """Verify zarr_version is applied to both the store and chunk_store."""
     store = tempfile.mkdtemp()
diff --git a/zarr/tests/test_storage_v3.py b/zarr/tests/test_storage_v3.py
index a5011cf696..a33f274621 100644
--- a/zarr/tests/test_storage_v3.py
+++ b/zarr/tests/test_storage_v3.py
@@ -41,6 +41,12 @@
                            skip_if_nested_chunks)
 
 
+pytestmark = pytest.mark.skipif(
+    not v3_api_available,
+    reason="v3 api is not available"
+)
+
+
 @pytest.fixture(params=[
     (None, "/"),
     (".", "."),

From 2032a20440b9026942f8f0b1765dcb1ae31630d6 Mon Sep 17 00:00:00 2001
From: Josh Moore <josh@openmicroscopy.org>
Date: Mon, 23 May 2022 12:40:44 +0200
Subject: [PATCH 0128/1078] 2.12.0a2 release notes

---
 docs/release.rst | 20 ++++++++++++++++++++
 1 file changed, 20 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index 09a0a4499c..9fc5110f84 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -13,6 +13,26 @@ Release notes
 
 .. _release_2.12.0a1:
 
+2.12.0a2
+--------
+
+* Rename ZARR_V3_API_AVAILABLE to ZARR_V3_EXPERIMENTAL_API.
+  By :user:`Josh Moore <joshmoore>` :issue:`1032`.
+
+Maintenance
+~~~~~~~~~~~
+
+* Fix URL to renamed file in Blosc repo.
+  By :user:`Andrew Thomas <amcnicho` :issue:`1028`.
+
+* Activate Py 3.10 builds.
+  By :user:`Josh Moore <joshmoore>` :issue:`1027`.
+
+* Make all unignored zarr warnings errors.
+  By :user:`Josh Moore <joshmoore>` :issue:`1021`.
+
+.. _release_2.12.0a1:
+
 2.12.0a1
 --------
 

From b529b0c1858a017e494d20c015086309e0a31e45 Mon Sep 17 00:00:00 2001
From: Josh Moore <josh@openmicroscopy.org>
Date: Mon, 23 May 2022 13:09:18 +0200
Subject: [PATCH 0129/1078] Fix a2 release notes

---
 docs/release.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 9fc5110f84..7e68491aa8 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -11,7 +11,7 @@ Release notes
     Unreleased
     ----------
 
-.. _release_2.12.0a1:
+.. _release_2.12.0a2:
 
 2.12.0a2
 --------
@@ -23,7 +23,7 @@ Maintenance
 ~~~~~~~~~~~
 
 * Fix URL to renamed file in Blosc repo.
-  By :user:`Andrew Thomas <amcnicho` :issue:`1028`.
+  By :user:`Andrew Thomas <amcnicho>` :issue:`1028`.
 
 * Activate Py 3.10 builds.
   By :user:`Josh Moore <joshmoore>` :issue:`1027`.

From fd979fbda3cf52dc79c3b1e49a8da0a75b03078d Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 23 May 2022 16:39:26 +0200
Subject: [PATCH 0130/1078] Bump numpy from 1.22.3 to 1.22.4 (#1034)

Bumps [numpy](https://github.com/numpy/numpy) from 1.22.3 to 1.22.4.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/HOWTO_RELEASE.rst.txt)
- [Commits](https://github.com/numpy/numpy/compare/v1.22.3...v1.22.4)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index 75acc051e7..766a0bf964 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.22.3
+numpy==1.22.4

From 5cdb20229b2783c8b47f3b4a738dcd9d16a7c5b5 Mon Sep 17 00:00:00 2001
From: jakirkham <jakirkham@gmail.com>
Date: Mon, 23 May 2022 14:12:52 -0700
Subject: [PATCH 0131/1078] Move `master` to `main` (#1033)

---
 .github/workflows/Pre-commit-hooks.yml |  4 ++--
 .github/workflows/minimal.yml          |  4 ++--
 .github/workflows/python-package.yml   |  4 ++--
 .github/workflows/windows-testing.yml  |  4 ++--
 README.md                              |  8 ++++----
 codecov.yml                            |  2 +-
 docs/conf.py                           | 10 +++++-----
 docs/contributing.rst                  | 22 +++++++++++-----------
 docs/index.rst                         |  4 ++--
 docs/release.rst                       |  2 +-
 docs/tutorial.rst                      |  2 +-
 11 files changed, 33 insertions(+), 33 deletions(-)

diff --git a/.github/workflows/Pre-commit-hooks.yml b/.github/workflows/Pre-commit-hooks.yml
index 05ed509c53..7955cb239a 100644
--- a/.github/workflows/Pre-commit-hooks.yml
+++ b/.github/workflows/Pre-commit-hooks.yml
@@ -4,10 +4,10 @@ name: pre-commit
 
 # Controls when the workflow will run
 on:
-  # Triggers the workflow pull request events but only for the master branch
+  # Triggers the workflow pull request events but only for the main branch
   pull_request:
   push:
-    branches: [master]
+    branches: [main]
 
   # Allows you to run this workflow manually from the Actions tab
   workflow_dispatch:
diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
index a87e374de7..fc9c048af7 100644
--- a/.github/workflows/minimal.yml
+++ b/.github/workflows/minimal.yml
@@ -4,9 +4,9 @@ name: Minimal installation
 
 on:
   push:
-    branches: [ master ]
+    branches: [ main ]
   pull_request:
-    branches: [ master ]
+    branches: [ main ]
 
 jobs:
   minimum_build:
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 37000350cb..c62d40721e 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -5,9 +5,9 @@ name: Linux Testing
 
 on:
   push:
-    branches: [ master ]
+    branches: [ main ]
   pull_request:
-    branches: [ master ]
+    branches: [ main ]
 
 jobs:
   build:
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index 8c249a4db4..37eea5df7b 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -5,9 +5,9 @@ name: Python package
 
 on:
   push:
-    branches: [ master ]
+    branches: [ main ]
   pull_request:
-    branches: [ master ]
+    branches: [ main ]
 
 jobs:
   windows:
diff --git a/README.md b/README.md
index de20ebbc3b..99b2393add 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,5 @@
 <div align="center">
-  <img src="https://raw.githubusercontent.com/zarr-developers/community/master/logos/logo2.png"><br>
+  <img src="https://raw.githubusercontent.com/zarr-developers/community/main/logos/logo2.png"><br>
 </div>
 
 # Zarr
@@ -31,7 +31,7 @@
 <tr>
   <td>License</td>
   <td>
-    <a href="https://github.com/zarr-developers/zarr-python/blob/master/LICENSE">
+    <a href="https://github.com/zarr-developers/zarr-python/blob/main/LICENSE">
     <img src="https://img.shields.io/pypi/l/zarr.svg" alt="license" />
     </a>
 </td>
@@ -40,7 +40,7 @@
   <td>Build Status</td>
   <td>
     <a href="https://travis-ci.org/zarr-developers/zarr-python">
-    <img src="https://travis-ci.org/zarr-developers/zarr-python.svg?branch=master" alt="travis build status" />
+    <img src="https://travis-ci.org/zarr-developers/zarr-python.svg?branch=main" alt="travis build status" />
     </a>
   </td>
 </tr>
@@ -48,7 +48,7 @@
   <td>Coverage</td>
   <td>
     <a href="https://codecov.io/gh/zarr-developers/zarr-python">
-    <img src="https://codecov.io/gh/zarr-developers/zarr-python/branch/master/graph/badge.svg"/ alt="coverage">
+    <img src="https://codecov.io/gh/zarr-developers/zarr-python/branch/main/graph/badge.svg"/ alt="coverage">
     </a>
   </td>
 </tr>
diff --git a/codecov.yml b/codecov.yml
index e90b9e9fe1..e9b99c8214 100644
--- a/codecov.yml
+++ b/codecov.yml
@@ -12,4 +12,4 @@ comment:
   behavior: default
   require_changes: true  # if true: only post the comment if coverage changes
   branches:               # branch names that can post comment
-    - "master"
+    - "main"
diff --git a/docs/conf.py b/docs/conf.py
index f3e2e1327b..2bbd3ffb6e 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -61,8 +61,8 @@
 # The encoding of source files.
 #source_encoding = 'utf-8-sig'
 
-# The master toctree document.
-master_doc = 'index'
+# The main toctree document.
+main_doc = 'index'
 
 # General information about the project.
 project = 'zarr'
@@ -245,7 +245,7 @@ def setup(app):
 # (source start file, target name, title,
 #  author, documentclass [howto, manual, or own class]).
 latex_documents = [
-    (master_doc, 'zarr.tex', 'zarr Documentation',
+    (main_doc, 'zarr.tex', 'zarr Documentation',
      'Zarr Developers', 'manual'),
 ]
 
@@ -275,7 +275,7 @@ def setup(app):
 # One entry per manual page. List of tuples
 # (source start file, name, description, authors, manual section).
 man_pages = [
-    (master_doc, 'zarr', 'zarr Documentation',
+    (main_doc, 'zarr', 'zarr Documentation',
      [author], 1)
 ]
 
@@ -289,7 +289,7 @@ def setup(app):
 # (source start file, target name, title, author,
 #  dir menu entry, description, category)
 texinfo_documents = [
-    (master_doc, 'zarr', 'zarr Documentation',
+    (main_doc, 'zarr', 'zarr Documentation',
      author, 'zarr', 'One line description of project.',
      'Miscellaneous'),
 ]
diff --git a/docs/contributing.rst b/docs/contributing.rst
index adadb323dc..f433f1bc03 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -108,9 +108,9 @@ report the bug or propose the feature you'd like to add.
 It's best to synchronize your fork with the upstream repository, then create a
 new, separate branch for each piece of work you want to do. E.g.::
 
-    git checkout master
+    git checkout main
     git fetch upstream
-    git rebase upstream/master
+    git rebase upstream/main
     git push
     git checkout -b shiny-new-feature
     git push -u origin shiny-new-feature
@@ -120,18 +120,18 @@ this branch specific to one bug or feature so it is clear what the branch brings
 Zarr.
 
 To update this branch with latest code from Zarr, you can retrieve the changes from
-the master branch and perform a rebase::
+the main branch and perform a rebase::
 
     git fetch upstream
-    git rebase upstream/master
+    git rebase upstream/main
 
-This will replay your commits on top of the latest Zarr git master. If this leads to
+This will replay your commits on top of the latest Zarr git main. If this leads to
 merge conflicts, these need to be resolved before submitting a pull request.
-Alternatively, you can merge the changes in from upstream/master instead of rebasing,
+Alternatively, you can merge the changes in from upstream/main instead of rebasing,
 which can be simpler::
 
     git fetch upstream
-    git merge upstream/master
+    git merge upstream/main
 
 Again, any conflicts need to be resolved before submitting a pull request.
 
@@ -206,7 +206,7 @@ Documentation
 
 Docstrings for user-facing classes and functions should follow the
 `numpydoc
-<https://github.com/numpy/numpy/blob/master/doc/HOWTO_DOCUMENT.rst.txt>`_
+<https://github.com/numpy/numpy/blob/main/doc/HOWTO_DOCUMENT.rst.txt>`_
 standard, including sections for Parameters and Examples. All examples
 should run and pass as doctests under Python 3.8. To run doctests,
 activate your development environment, install optional requirements,
@@ -242,7 +242,7 @@ one core developers before being merged. Ideally, pull requests submitted by a c
 should be reviewed and approved by at least one other core developers before being merged.
 
 Pull requests should not be merged until all CI checks have passed (GitHub Actions
-Codecov) against code that has had the latest master merged in.
+Codecov) against code that has had the latest main merged in.
 
 Compatibility and versioning policies
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
@@ -337,9 +337,9 @@ Release procedure
    Most of the release process is now handled by github workflow which should
    automatically push a release to PyPI if a tag is pushed. 
 
-Checkout and update the master branch::
+Checkout and update the main branch::
 
-    $ git checkout master
+    $ git checkout main
     $ git pull
 
 Verify all tests pass on all supported Python versions, and docs build::
diff --git a/docs/index.rst b/docs/index.rst
index d75c159fd1..5343dea0ed 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -1,4 +1,4 @@
-.. zarr documentation master file, created by
+.. zarr documentation main file, created by
    sphinx-quickstart on Mon May  2 21:40:09 2016.
 
 Zarr
@@ -42,7 +42,7 @@ Alternatively, install Zarr via conda::
     $ conda install -c conda-forge zarr
 
 To install the latest development version of Zarr, you can use pip with the
-latest GitHub master::
+latest GitHub main::
 
     $ pip install git+https://github.com/zarr-developers/zarr-python.git
 
diff --git a/docs/release.rst b/docs/release.rst
index 7e68491aa8..50ff7f98ac 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -893,7 +893,7 @@ Enhancements
   properties that enable a selection of items in an array to be retrieved or
   updated. See the :ref:`tutorial_indexing` tutorial section for more
   information. There is also a `notebook
-  <https://github.com/zarr-developers/zarr-python/blob/master/notebooks/advanced_indexing.ipynb>`_
+  <https://github.com/zarr-developers/zarr-python/blob/main/notebooks/advanced_indexing.ipynb>`_
   with extended examples and performance benchmarks. :issue:`78`, :issue:`89`,
   :issue:`112`, :issue:`172`.
 
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index b40896c78c..1cd0387a75 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -427,7 +427,7 @@ Groups also have the :func:`zarr.hierarchy.Group.tree` method, e.g.::
 If you're using Zarr within a Jupyter notebook (requires
 `ipytree <https://github.com/QuantStack/ipytree>`_), calling ``tree()`` will generate an
 interactive tree representation, see the `repr_tree.ipynb notebook
-<http://nbviewer.jupyter.org/github/zarr-developers/zarr-python/blob/master/notebooks/repr_tree.ipynb>`_
+<http://nbviewer.jupyter.org/github/zarr-developers/zarr-python/blob/main/notebooks/repr_tree.ipynb>`_
 for more examples.
 
 .. _tutorial_attrs:

From 761bbedb8b500bb7668d8fde3dbcec5e60c72f53 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 25 May 2022 07:45:58 +0200
Subject: [PATCH 0132/1078] Bump h5py from 3.6.0 to 3.7.0 (#1036)

Bumps [h5py](https://github.com/h5py/h5py) from 3.6.0 to 3.7.0.
- [Release notes](https://github.com/h5py/h5py/releases)
- [Changelog](https://github.com/h5py/h5py/blob/master/docs/release_guide.rst)
- [Commits](https://github.com/h5py/h5py/compare/3.6.0...3.7.0)

---
updated-dependencies:
- dependency-name: h5py
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 8fd08612f1..7b560fe91d 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -18,7 +18,7 @@ flake8==4.0.1
 pytest-cov==3.0.0
 pytest-doctestplus==0.12.0
 pytest-timeout==2.1.0
-h5py==3.6.0
+h5py==3.7.0
 fsspec==2022.5.0
 s3fs==2022.5.0
 moto[server]>=1.3.14

From 9bc4f652e09df99f8a6586a2ed21315fdabee10c Mon Sep 17 00:00:00 2001
From: Shivank Chaudhary <81817735+Alt-Shivam@users.noreply.github.com>
Date: Wed, 22 Jun 2022 00:40:53 +0530
Subject: [PATCH 0133/1078] Replace Build Status badge with Linux testing.
 (#1047)

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 99b2393add..207d7dedd5 100644
--- a/README.md
+++ b/README.md
@@ -39,8 +39,8 @@
 <tr>
   <td>Build Status</td>
   <td>
-    <a href="https://travis-ci.org/zarr-developers/zarr-python">
-    <img src="https://travis-ci.org/zarr-developers/zarr-python.svg?branch=main" alt="travis build status" />
+    <a href="https://github.com/zarr-developers/zarr-python/blob/main/.github/workflows/python-package.yml">
+    <img src="https://github.com/zarr-developers/zarr-python/actions/workflows/python-package.yml/badge.svg" alt="license" />
     </a>
   </td>
 </tr>

From 28fddfa0e25ce09acda1717b85b0c0a24031bc07 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 22 Jun 2022 10:51:34 +0200
Subject: [PATCH 0134/1078] Bump redis from 4.3.1 to 4.3.3 (#1043)

Bumps [redis](https://github.com/redis/redis-py) from 4.3.1 to 4.3.3.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.3.1...v4.3.3)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 7b560fe91d..7deaf818b7 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipytree==0.2.1
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.12.0 # pyup: ignore
-redis==4.3.1
+redis==4.3.3
 types-redis
 types-setuptools
 pymongo==4.1.1

From a78129cccd9ffbad3a0ab4ea6be2bd26e0401760 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 22 Jun 2022 12:57:38 +0200
Subject: [PATCH 0135/1078] Bump setuptools-scm from 6.4.2 to 7.0.1 (#1049)

Bumps [setuptools-scm](https://github.com/pypa/setuptools_scm) from 6.4.2 to 7.0.1.
- [Release notes](https://github.com/pypa/setuptools_scm/releases)
- [Changelog](https://github.com/pypa/setuptools_scm/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pypa/setuptools_scm/compare/v6.4.2...v7.0.1)

---
updated-dependencies:
- dependency-name: setuptools-scm
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 66cc7c92c3..a56ee01c04 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -3,6 +3,6 @@ asciitree==0.3.3
 fasteners==0.17.3
 numcodecs==0.9.1
 msgpack-python==0.5.6
-setuptools-scm==6.4.2
+setuptools-scm==7.0.1
 # test requirements
 pytest==7.1.2

From 480136c8a580123d3f7b44cf52692221401b8fea Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Thu, 23 Jun 2022 10:44:32 +0200
Subject: [PATCH 0136/1078] 2.12.0 changelog (#1038)

* Merge pre-release sections

An odd bug (or user error?!) with readthedocs leads
to all pre-release anchors in the changelog to be
reduced to just the final component (e.g. "a2").
Rather than struggle with this, this proposes to use
the official anchor for the upcoming release, but to
clearly mark it as a pre-release.

* Fix minor warning from the sphinx parsing

* Update to the new logo

* Drop purple from the sidebar

* Fix typo in release.rst comment

* Drop pre-release warning
---
 docs/_static/custom.css |   2 +-
 docs/_static/logo1.png  | Bin 10139 -> 50060 bytes
 docs/release.rst        |  43 ++++++++++++++++------------------------
 3 files changed, 18 insertions(+), 27 deletions(-)

diff --git a/docs/_static/custom.css b/docs/_static/custom.css
index 9ad0555b95..0c391c1c7e 100644
--- a/docs/_static/custom.css
+++ b/docs/_static/custom.css
@@ -1,7 +1,7 @@
 
 /* Sidebar background color */
 .wy-nav-side, div.wy-side-nav-search {
-  background-color: rgb(38, 34, 98);
+  background-color: rgb(38, 34, 98, 0); /* full alpha */
 }
 
 /* Sidebar link click color */
diff --git a/docs/_static/logo1.png b/docs/_static/logo1.png
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z$&Ml?s1%rdyB|flE}i6n<m`^Q=FTsO^tC*2dMt1K9zY@=wDP5=+8z+(wx#H{wZFZx
zg?K1Q=J?j^j9?hI1ej`;k9UZCA8xJ0u>P)RZq7G(Hbn+!8*K~nJG0oeL%`jt-_bTA
zx#H%&oXKzd)`wIOmKv}nH7@$!6TUEDRcEAfaA3Dh{lE=&L?K4DIZ&_Z=F7G9H<aY3
zH-3=#(#jnBeR8>xi`0`_STDb2h8g-ZEV{`sL-D4UKo^v0d7b0$ew~8DgC&2=hgPzR
zYlJj$QFqYh|9mU;b)M-O$+yL^(EvZG+Eq;nB+=ILQNi{@w=OXDhwF@#wazG?j=+!P
zaIpT`h10K0nR0n7<vK3W#8tbQ`1A@(t!v4*S~A}mAQBi#AO*c4Cj*5<xq<$F<NwY}
nDC|m|e`5v$Nxc8ldP&x!D^OkbyY>?J+76_ytfhojv<~|(X6Y3R

diff --git a/docs/release.rst b/docs/release.rst
index 50ff7f98ac..696eef5b93 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -3,7 +3,7 @@ Release notes
 
 ..
     # Unindent the section between releases in order
-    # to coument your changes. On releases it will be
+    # to document your changes. On releases it will be
     # re-indented so that it does not show up in the notes.
 
     .. _unreleased:
@@ -11,30 +11,10 @@ Release notes
     Unreleased
     ----------
 
-.. _release_2.12.0a2:
+.. _release_2.12.0:
 
-2.12.0a2
---------
-
-* Rename ZARR_V3_API_AVAILABLE to ZARR_V3_EXPERIMENTAL_API.
-  By :user:`Josh Moore <joshmoore>` :issue:`1032`.
-
-Maintenance
-~~~~~~~~~~~
-
-* Fix URL to renamed file in Blosc repo.
-  By :user:`Andrew Thomas <amcnicho>` :issue:`1028`.
-
-* Activate Py 3.10 builds.
-  By :user:`Josh Moore <joshmoore>` :issue:`1027`.
-
-* Make all unignored zarr warnings errors.
-  By :user:`Josh Moore <joshmoore>` :issue:`1021`.
-
-.. _release_2.12.0a1:
-
-2.12.0a1
---------
+2.12.0
+------
 
 Enhancements
 ~~~~~~~~~~~~
@@ -44,7 +24,8 @@ Enhancements
   Since the format is not yet finalized, the classes and functions are not
   automatically imported into the regular `zarr` name space. Setting the
   `ZARR_V3_EXPERIMENTAL_API` environment variable will activate them.
-  By :user:`Greggory Lee <grlee77>`; :issue:`898`, :issue:`1006`, and :issue:`1007`.
+  By :user:`Greggory Lee <grlee77>`; :issue:`898`, :issue:`1006`, and :issue:`1007`
+  as well as by :user:`Josh Moore <joshmoore>` :issue:`1032`.
 
 * **Create FSStore from an existing fsspec filesystem**. If you have created
   an fsspec filesystem outside of Zarr, you can now pass it as a keyword
@@ -80,6 +61,16 @@ Maintenance
 * Added Pre-commit configuration, incl. Yaml Check.
   By :user:`Shivank Chaudhary <Alt-Shivam>`; :issue:`1015`, :issue:`1016`.
 
+* Fix URL to renamed file in Blosc repo.
+  By :user:`Andrew Thomas <amcnicho>` :issue:`1028`.
+
+* Activate Py 3.10 builds.
+  By :user:`Josh Moore <joshmoore>` :issue:`1027`.
+
+* Make all unignored zarr warnings errors.
+  By :user:`Josh Moore <joshmoore>` :issue:`1021`.
+
+
 .. _release_2.11.3:
 
 2.11.3
@@ -222,7 +213,7 @@ Maintenance
 
   - Drop unneeded ``return`` (:issue:`884`)
 
-  - Drop explicit ``object`` inheritance from ``class``es (:issue:`886`)
+  - Drop explicit ``object`` inheritance from ``class``-es (:issue:`886`)
 
   - Unnecessary comprehension (:issue:`883`)
 

From 26ff3ca554cad3c38bd831692ab4be579c77a4cb Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 23 Jun 2022 21:53:07 -0700
Subject: [PATCH 0137/1078] Bump numcodecs from 0.9.1 to 0.10.0 (#1054)

Bumps [numcodecs](https://github.com/zarr-developers/numcodecs) from 0.9.1 to 0.10.0.
- [Release notes](https://github.com/zarr-developers/numcodecs/releases)
- [Changelog](https://github.com/zarr-developers/numcodecs/blob/main/docs/release.rst)
- [Commits](https://github.com/zarr-developers/numcodecs/compare/v0.9.1...v0.10.0)

---
updated-dependencies:
- dependency-name: numcodecs
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index a56ee01c04..4092c784d2 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -1,7 +1,7 @@
 # library requirements
 asciitree==0.3.3
 fasteners==0.17.3
-numcodecs==0.9.1
+numcodecs==0.10.0
 msgpack-python==0.5.6
 setuptools-scm==7.0.1
 # test requirements

From b892f9f8830b2afa9c62150488c26c33825f5dee Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 29 Jun 2022 13:52:58 +0200
Subject: [PATCH 0138/1078] Bump redis from 4.3.3 to 4.3.4 (#1058)

Bumps [redis](https://github.com/redis/redis-py) from 4.3.3 to 4.3.4.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.3.3...v4.3.4)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 7deaf818b7..85d8c3d979 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipytree==0.2.1
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.12.0 # pyup: ignore
-redis==4.3.3
+redis==4.3.4
 types-redis
 types-setuptools
 pymongo==4.1.1

From 20b42a504c5266f1cc94c2327431e37cad75d848 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 30 Jun 2022 09:41:15 +0200
Subject: [PATCH 0139/1078] Bump tox from 3.25.0 to 3.25.1 (#1064)

Bumps [tox](https://github.com/tox-dev/tox) from 3.25.0 to 3.25.1.
- [Release notes](https://github.com/tox-dev/tox/releases)
- [Changelog](https://github.com/tox-dev/tox/blob/master/docs/changelog.rst)
- [Commits](https://github.com/tox-dev/tox/compare/3.25.0...3.25.1)

---
updated-dependencies:
- dependency-name: tox
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 85d8c3d979..ead410e9dd 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -12,7 +12,7 @@ types-redis
 types-setuptools
 pymongo==4.1.1
 # optional test requirements
-tox==3.25.0
+tox==3.25.1
 coverage
 flake8==4.0.1
 pytest-cov==3.0.0

From 1afb9bfa65a3d4931649b5e9b9506d5b51696097 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 4 Jul 2022 16:02:06 +0200
Subject: [PATCH 0140/1078] Bump numpy from 1.22.4 to 1.23.0 (#1053)

Bumps [numpy](https://github.com/numpy/numpy) from 1.22.4 to 1.23.0.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/HOWTO_RELEASE.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.22.4...v1.23.0)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index 766a0bf964..a3e57b13d4 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.22.4
+numpy==1.23.0

From a557d4654c6f4bd50124cf0c60a510cf90e6541a Mon Sep 17 00:00:00 2001
From: RichardScottOZ <72196131+RichardScottOZ@users.noreply.github.com>
Date: Mon, 4 Jul 2022 23:39:30 +0930
Subject: [PATCH 0141/1078] integers (#1056)

---
 docs/release.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/release.rst b/docs/release.rst
index 696eef5b93..d16f14fb4d 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -38,7 +38,7 @@ Enhancements
 * Appending performance improvement to Zarr arrays, e.g., when writing to S3.
   By :user:`hailiangzhang <hailiangzhang>`; :issue:`1014`.
 
-* Add number encoder for ``json.dumps`` to support numpy intergers in
+* Add number encoder for ``json.dumps`` to support numpy integers in
   ``chunks`` arguments. By :user:`Eric Prestat <ericpre>` :issue:`697`.
 
 Bug fixes

From 6d9b4095f9c74161fef21666452af06017cc922a Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 4 Jul 2022 21:26:57 +0200
Subject: [PATCH 0142/1078] Bump setuptools-scm from 7.0.1 to 7.0.4 (#1065)

Bumps [setuptools-scm](https://github.com/pypa/setuptools_scm) from 7.0.1 to 7.0.4.
- [Release notes](https://github.com/pypa/setuptools_scm/releases)
- [Changelog](https://github.com/pypa/setuptools_scm/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pypa/setuptools_scm/compare/v7.0.1...v7.0.4)

---
updated-dependencies:
- dependency-name: setuptools-scm
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 4092c784d2..5dcdab16be 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -3,6 +3,6 @@ asciitree==0.3.3
 fasteners==0.17.3
 numcodecs==0.10.0
 msgpack-python==0.5.6
-setuptools-scm==7.0.1
+setuptools-scm==7.0.4
 # test requirements
 pytest==7.1.2

From e1b71a38ca2643e21dcfab4c277d755cf01f4078 Mon Sep 17 00:00:00 2001
From: "Mads R. B. Kristensen" <madsbk@gmail.com>
Date: Wed, 6 Jul 2022 11:51:55 +0200
Subject: [PATCH 0143/1078] Bump minimum NumPy version to 1.20 (#988)

* Bump minimum NumPy version to 1.20

* NumPy 1.20 support Python3.9

* mypy: added a "type: ignore"

Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 .github/workflows/python-package.yml | 12 +++++-------
 tox.ini                              |  6 +++---
 zarr/meta.py                         |  4 ++--
 3 files changed, 10 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index c62d40721e..37fe44e212 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -16,12 +16,10 @@ jobs:
     strategy:
       matrix:
         python-version: ['3.7', '3.8', '3.9', '3.10']
-        numpy_version: ['!=1.21.0', '==1.17.*']
+        numpy_version: ['>=1.22.0', '==1.20.*']
         exclude:
-          - python-version: 3.9
-            numpy_version: '==1.17.*'
           - python-version: '3.10'
-            numpy_version: '==1.17.*'
+            numpy_version: '==1.20.*'
     services:
       redis:
         image: redis
@@ -39,7 +37,7 @@ jobs:
           - 27017:27017
     steps:
     - uses: actions/checkout@v2
-      with: 
+      with:
         fetch-depth: 0
     - name: Setup Miniconda
       uses: conda-incubator/setup-miniconda@master
@@ -66,7 +64,7 @@ jobs:
         python -m pip freeze
     - name: Tests
       shell: "bash -l {0}"
-      env: 
+      env:
         COVERAGE_FILE: .coverage.${{matrix.python-version}}.${{matrix.numpy_version}}
         ZARR_TEST_ABS: 1
         ZARR_TEST_MONGO: 1
@@ -92,4 +90,4 @@ jobs:
         flake8 zarr
         mypy zarr
 
-    
+
diff --git a/tox.ini b/tox.ini
index 3adc147dac..3ce8611fe1 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,7 +4,7 @@
 # and then run "tox" from this directory.
 
 [tox]
-envlist = py37-npy{117,latest}, py38, py39, docs
+envlist = py37-npy{120,latest}, py38, py39, docs
 
 [testenv]
 install_command = pip install --no-binary=numcodecs {opts} {packages}
@@ -21,7 +21,7 @@ commands =
     # main unit test runner
     py{38,39}: pytest -v --cov=zarr --cov-config=.coveragerc zarr
     # don't collect coverage when running older numpy versions
-    py37-npy117: pytest -v zarr
+    py37-npy120: pytest -v zarr
     # collect coverage and run doctests under py37
     py37-npylatest: pytest -v --cov=zarr --cov-config=.coveragerc --doctest-plus zarr --remote-data
     # generate a coverage report
@@ -33,7 +33,7 @@ commands =
     # print environment for debugging
     pip freeze
 deps =
-    py37-npy117: numpy==1.17.*
+    py37-npy120: numpy==1.20.*
     py37-npylatest,py38: -rrequirements_dev_numpy.txt
     -rrequirements_dev_minimal.txt
     -rrequirements_dev_optional.txt
diff --git a/zarr/meta.py b/zarr/meta.py
index bb4bae4199..a0f2e80f89 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -237,8 +237,8 @@ def decode_fill_value(
                 return np.array(v, dtype=dtype)[()]
         elif dtype.kind in "c":
             v = (
-                cls.decode_fill_value(v[0], dtype.type().real.dtype),
-                cls.decode_fill_value(v[1], dtype.type().imag.dtype),
+                cls.decode_fill_value(v[0], dtype.type().real.dtype),  # type: ignore
+                cls.decode_fill_value(v[1], dtype.type().imag.dtype),  # type: ignore
             )
             v = v[0] + 1j * v[1]
             return np.array(v, dtype=dtype)[()]

From 8f0dedf82cd406437510d3f024f773ae58a6910c Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 11 Jul 2022 10:36:27 +0200
Subject: [PATCH 0144/1078] Bump azure-storage-blob from 12.12.0 to 12.13.0
 (#1070)

Bumps [azure-storage-blob](https://github.com/Azure/azure-sdk-for-python) from 12.12.0 to 12.13.0.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-storage-blob_12.12.0...azure-storage-blob_12.13.0)

---
updated-dependencies:
- dependency-name: azure-storage-blob
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index ead410e9dd..9f3a8fddfb 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -6,7 +6,7 @@ ipytree==0.2.1
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
-azure-storage-blob==12.12.0 # pyup: ignore
+azure-storage-blob==12.13.0 # pyup: ignore
 redis==4.3.4
 types-redis
 types-setuptools

From a82b5fbd3b1d9e195f818366e8f74cfbe8f0f9a8 Mon Sep 17 00:00:00 2001
From: Gregory Lee <grlee77@gmail.com>
Date: Mon, 11 Jul 2022 06:22:12 -0400
Subject: [PATCH 0145/1078] remove option to return None when the input is None
 from _ensure_store (#1068)

* remove option to return None when the input is None from _ensure_store

This capability was contrary to the docstring and does not seem useful

* Add None test

Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 zarr/_storage/store.py     | 4 +---
 zarr/tests/test_storage.py | 4 +++-
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index 36a5c0bff5..6faf4a1250 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -100,9 +100,7 @@ def _ensure_store(store: Any):
         """
         from zarr.storage import KVStore  # avoid circular import
 
-        if store is None:
-            return None
-        elif isinstance(store, BaseStore):
+        if isinstance(store, BaseStore):
             if not store._store_version == 2:
                 raise ValueError(
                     f"cannot initialize a v2 store with a v{store._store_version} store"
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index abddb6965c..a3e227ec86 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -73,7 +73,9 @@ class InvalidStore:
     with pytest.raises(ValueError):
         Store._ensure_store(KVStoreV3(dict()))
 
-    assert Store._ensure_store(None) is None
+    # cannot initialize without a store
+    with pytest.raises(ValueError):
+        Store._ensure_store(None)
 
 
 def test_capabilities():

From 611afade5e94784f5cb3d8882dd17c893e09587a Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 11 Jul 2022 12:30:25 +0200
Subject: [PATCH 0146/1078] Bump numpy from 1.23.0 to 1.23.1 (#1071)

Bumps [numpy](https://github.com/numpy/numpy) from 1.23.0 to 1.23.1.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.23.0...v1.23.1)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index a3e57b13d4..c89e4f6896 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.23.0
+numpy==1.23.1

From 9ce2f328e9ff687c151cd73634f4d624590df817 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Mon, 11 Jul 2022 08:55:52 -0400
Subject: [PATCH 0147/1078] drop py37 (#1067)

Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
---
 .github/workflows/python-package.yml |  2 +-
 setup.py                             |  2 +-
 tox.ini                              | 20 ++++++++++----------
 3 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 37fe44e212..b42e036cfa 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -15,7 +15,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ['3.7', '3.8', '3.9', '3.10']
+        python-version: ['3.8', '3.9', '3.10']
         numpy_version: ['>=1.22.0', '==1.20.*']
         exclude:
           - python-version: '3.10'
diff --git a/setup.py b/setup.py
index a68c77a63f..96c51c08ff 100644
--- a/setup.py
+++ b/setup.py
@@ -33,7 +33,7 @@
             'ipytree',
         ],
     },
-    python_requires='>=3.7, <4',
+    python_requires='>=3.8, <4',
     install_requires=dependencies,
     package_dir={'': '.'},
     packages=['zarr', 'zarr._storage', 'zarr.tests'],
diff --git a/tox.ini b/tox.ini
index 3ce8611fe1..4bd58796c9 100644
--- a/tox.ini
+++ b/tox.ini
@@ -4,7 +4,7 @@
 # and then run "tox" from this directory.
 
 [tox]
-envlist = py37-npy{120,latest}, py38, py39, docs
+envlist = py38-npy{120,latest}, py39, py310, docs
 
 [testenv]
 install_command = pip install --no-binary=numcodecs {opts} {packages}
@@ -19,27 +19,27 @@ commands =
     # clear out any data files generated during tests
     python -c 'import glob; import shutil; import os; [(shutil.rmtree(d) if os.path.isdir(d) else os.remove(d) if os.path.isfile(d) else None) for d in glob.glob("./example*")]'
     # main unit test runner
-    py{38,39}: pytest -v --cov=zarr --cov-config=.coveragerc zarr
+    py{39,310}: pytest -v --cov=zarr --cov-config=.coveragerc zarr
     # don't collect coverage when running older numpy versions
-    py37-npy120: pytest -v zarr
+    py38-npy120: pytest -v zarr
     # collect coverage and run doctests under py37
-    py37-npylatest: pytest -v --cov=zarr --cov-config=.coveragerc --doctest-plus zarr --remote-data
+    py38-npylatest: pytest -v --cov=zarr --cov-config=.coveragerc --doctest-plus zarr --remote-data
     # generate a coverage report
-    py37-npylatest,py38,py39: coverage report -m
+    py38-npylatest,py38,py39,p310: coverage report -m
     # run doctests in the tutorial and spec
-    py{38,39}: python -m doctest -o NORMALIZE_WHITESPACE -o ELLIPSIS docs/tutorial.rst docs/spec/v2.rst
+    py{38,39,310}: python -m doctest -o NORMALIZE_WHITESPACE -o ELLIPSIS docs/tutorial.rst docs/spec/v2.rst
     # pep8 checks
-    py{38,39}: flake8 zarr
+    py{38,39, 310}: flake8 zarr
     # print environment for debugging
     pip freeze
 deps =
-    py37-npy120: numpy==1.20.*
-    py37-npylatest,py38: -rrequirements_dev_numpy.txt
+    py38-npy120: numpy==1.20.*
+    py38-npylatest,py38: -rrequirements_dev_numpy.txt
     -rrequirements_dev_minimal.txt
     -rrequirements_dev_optional.txt
 
 [testenv:docs]
-basepython = python3.7
+basepython = python3.8
 changedir = docs
 deps =
     -rrequirements_rtfd.txt

From 202aeb6451979323353147a0b91b42d202110a3e Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Mon, 18 Jul 2022 22:45:05 +0200
Subject: [PATCH 0148/1078] Update DeepSource configuration (#1078)

The default Python version has become 3.x.x:
https://deepsource.io/docs/analyzer/python/
---
 .deepsource.toml | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/.deepsource.toml b/.deepsource.toml
index 5143b2739e..e68653328f 100644
--- a/.deepsource.toml
+++ b/.deepsource.toml
@@ -5,6 +5,3 @@ test_patterns = ["zarr/tests/test_*.py"]
 [[analyzers]]
 name = "python"
 enabled = true
-
-  [analyzers.meta]
-  runtime_version = "3.x.x"

From 7212d263f51196f21f2c9cb7bb4fc080d4399e06 Mon Sep 17 00:00:00 2001
From: Pavithra Eswaramoorthy <pavithraes@outlook.com>
Date: Tue, 19 Jul 2022 04:21:20 +0530
Subject: [PATCH 0149/1078] Close quote typo fix (#1083)

* close quote typo fixes

* add to release notes
---
 docs/release.rst  | 12 +++++++++---
 docs/tutorial.rst |  4 ++--
 2 files changed, 11 insertions(+), 5 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index d16f14fb4d..706859a551 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,10 +6,16 @@ Release notes
     # to document your changes. On releases it will be
     # re-indented so that it does not show up in the notes.
 
-    .. _unreleased:
+.. _unreleased:
+
+Unreleased
+----------
+
+Documentation
+~~~~~~~~~~~~~
+
+* Typo fixes to close quotes. By :user:`Pavithra Eswaramoorthy <pavithraes>`
 
-    Unreleased
-    ----------
 
 .. _release_2.12.0:
 
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 1cd0387a75..fcee87c888 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -1404,7 +1404,7 @@ access patterns and incur a substantial performance hit when using
 file based stores. One of the most pathological examples is
 switching from column-based chunking to row-based chunking e.g. ::
 
-    >>> a = zarr.zeros((10000,10000), chunks=(10000, 1), dtype='uint16, store='a.zarr')
+    >>> a = zarr.zeros((10000,10000), chunks=(10000, 1), dtype='uint16', store='a.zarr')
     >>> b = zarr.array(a, chunks=(1,10000), store='b.zarr')
 
 which will require every chunk in the input data set to be repeatedly read when creating
@@ -1412,7 +1412,7 @@ each output chunk. If the entire array will fit within memory, this is simply re
 by forcing the entire input array into memory as a numpy array before converting
 back to zarr with the desired chunking. ::
 
-    >>> a = zarr.zeros((10000,10000), chunks=(10000, 1), dtype='uint16, store='a.zarr')
+    >>> a = zarr.zeros((10000,10000), chunks=(10000, 1), dtype='uint16', store='a.zarr')
     >>> b = a[...]
     >>> c = zarr.array(b, chunks=(1,10000), store='c.zarr')
 

From 5c602cb47b305468b31f6126460362ae7af2303b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 19 Jul 2022 08:21:52 -0500
Subject: [PATCH 0150/1078] Bump setuptools-scm from 7.0.4 to 7.0.5 (#1072)

Bumps [setuptools-scm](https://github.com/pypa/setuptools_scm) from 7.0.4 to 7.0.5.
- [Release notes](https://github.com/pypa/setuptools_scm/releases)
- [Changelog](https://github.com/pypa/setuptools_scm/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pypa/setuptools_scm/compare/v7.0.4...v7.0.5)

---
updated-dependencies:
- dependency-name: setuptools-scm
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 5dcdab16be..40098a3159 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -3,6 +3,6 @@ asciitree==0.3.3
 fasteners==0.17.3
 numcodecs==0.10.0
 msgpack-python==0.5.6
-setuptools-scm==7.0.4
+setuptools-scm==7.0.5
 # test requirements
 pytest==7.1.2

From 4b833028ed8821ce80126e5156b6b0b3b2b0d0bc Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 19 Jul 2022 20:07:09 +0200
Subject: [PATCH 0151/1078] More typos found by codespell (#1073)

---
 docs/release.rst  | 6 ++++++
 docs/tutorial.rst | 2 +-
 zarr/core.py      | 2 +-
 zarr/meta.py      | 4 ++--
 4 files changed, 10 insertions(+), 4 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 706859a551..0b9a208b2f 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -16,6 +16,12 @@ Documentation
 
 * Typo fixes to close quotes. By :user:`Pavithra Eswaramoorthy <pavithraes>`
 
+Maintenance
+~~~~~~~~~~~
+
+* Fix spelling.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>`, :issue:`1073`.
+
 
 .. _release_2.12.0:
 
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index fcee87c888..37073fcb31 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -897,7 +897,7 @@ The second invocation here will be much faster. Note that the ``storage_options`
 have become more complex here, to account for the two parts of the supplied
 URL.
 
-It is also possible to initialize the filesytem outside of Zarr and then pass
+It is also possible to initialize the filesystem outside of Zarr and then pass
 it through. This requires creating an :class:`zarr.storage.FSStore` object
 explicitly. For example::
 
diff --git a/zarr/core.py b/zarr/core.py
index 6ce2fa8800..bd61639ef6 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -153,7 +153,7 @@ class Array:
 
     def __init__(
         self,
-        store: Any,  # BaseStore not stricly required due to normalize_store_arg
+        store: Any,  # BaseStore not strictly required due to normalize_store_arg
         path=None,
         read_only=False,
         chunk_store=None,
diff --git a/zarr/meta.py b/zarr/meta.py
index a0f2e80f89..c290e90163 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -81,7 +81,7 @@ def get_extended_dtype_info(dtype) -> dict:
             fallback=None,
         )
     else:
-        raise ValueError(f"Unsupport dtype: {dtype}")
+        raise ValueError(f"Unsupported dtype: {dtype}")
 
 
 class Metadata2:
@@ -399,7 +399,7 @@ def decode_hierarchy_metadata(
             "metadata_key_suffix",
             "extensions",
         }:
-            raise ValueError(f"Unexpected keys in metdata. meta={meta}")
+            raise ValueError(f"Unexpected keys in metadata. meta={meta}")
         return meta
 
     @classmethod

From ece1810e88cb5e921da669a554ad272d6061c996 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 19 Jul 2022 20:38:26 +0200
Subject: [PATCH 0152/1078] Fix deepsource.io issues (#1080)

* Use a ternary if/else instead of and/or

An instance of the pre-Python 2.5 ternary syntax is being used.
Using [condition] and [on_true] or [on_false] may give wrong
results when on_true has a false boolean value.

* Remove unneeded `not`

* Use `is` when comparing `type` of two objects

* Unnecessary use of a comprehension

* Unnecessary `None` provided as default

Unlike pop() which raises a KeyError by default, get() returns None by default.

Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
---
 docs/release.rst               |  4 +++-
 zarr/convenience.py            |  2 +-
 zarr/hierarchy.py              |  2 +-
 zarr/storage.py                |  2 +-
 zarr/tests/test_convenience.py |  2 +-
 zarr/tests/test_creation.py    | 12 ++++++------
 zarr/tests/test_hierarchy.py   |  2 +-
 zarr/tests/test_storage.py     |  2 +-
 8 files changed, 15 insertions(+), 13 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 0b9a208b2f..b729f20ee0 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -19,10 +19,12 @@ Documentation
 Maintenance
 ~~~~~~~~~~~
 
+* Fix a few DeepSource.io alerts
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1080`.
+
 * Fix spelling.
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>`, :issue:`1073`.
 
-
 .. _release_2.12.0:
 
 2.12.0
diff --git a/zarr/convenience.py b/zarr/convenience.py
index 93dc860477..be8b609a46 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -1279,7 +1279,7 @@ def open_consolidated(store: StoreLike, metadata_key=".zmetadata", mode="r+", **
     """
 
     # normalize parameters
-    zarr_version = kwargs.get('zarr_version', None)
+    zarr_version = kwargs.get('zarr_version')
     store = normalize_store_arg(store, storage_options=kwargs.get("storage_options"), mode=mode,
                                 zarr_version=zarr_version)
     if mode not in {'r', 'r+'}:
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index b9052408b4..80da3ddbc6 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -1327,7 +1327,7 @@ def open_group(store=None, mode='a', cache_attrs=True, synchronizer=None, path=N
                                            storage_options=storage_options,
                                            mode=mode,
                                            zarr_version=zarr_version)
-        if not getattr(chunk_store, '_store_version', DEFAULT_ZARR_VERSION) == zarr_version:
+        if getattr(chunk_store, '_store_version', DEFAULT_ZARR_VERSION) != zarr_version:
             raise ValueError(
                 "zarr_version of store and chunk_store must match"
             )
diff --git a/zarr/storage.py b/zarr/storage.py
index 48b6f049dd..440b41ea07 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -1413,7 +1413,7 @@ def __contains__(self, key):
         return key in self.map
 
     def __eq__(self, other):
-        return (type(self) == type(other) and self.map == other.map
+        return (type(self) is type(other) and self.map == other.map
                 and self.mode == other.mode)
 
     def keys(self):
diff --git a/zarr/tests/test_convenience.py b/zarr/tests/test_convenience.py
index d0d293a694..59bb3aa7da 100644
--- a/zarr/tests/test_convenience.py
+++ b/zarr/tests/test_convenience.py
@@ -45,7 +45,7 @@
 )
 from zarr.tests.util import have_fsspec
 
-_VERSIONS = v3_api_available and (2, 3) or (2,)
+_VERSIONS = ((2, 3) if v3_api_available else (2, ))
 
 
 def _init_creation_kwargs(zarr_version):
diff --git a/zarr/tests/test_creation.py b/zarr/tests/test_creation.py
index 48d6aee4f5..b8ab118329 100644
--- a/zarr/tests/test_creation.py
+++ b/zarr/tests/test_creation.py
@@ -21,8 +21,8 @@
 from zarr._storage.v3 import DirectoryStoreV3, KVStoreV3
 from zarr.sync import ThreadSynchronizer
 
-_VERSIONS = v3_api_available and (None, 2, 3) or (None, 2)
-_VERSIONS2 = v3_api_available and (2, 3) or (2,)
+_VERSIONS = ((None, 2, 3) if v3_api_available else (None, 2))
+_VERSIONS2 = ((2, 3) if v3_api_available else (2, ))
 
 
 # something bcolz-like
@@ -430,7 +430,7 @@ def test_empty_like(zarr_version):
     z = empty(100, chunks=10, dtype='f4', compressor=Zlib(5),
               order='F', **kwargs)
     # zarr_version will be inferred from z, but have to specify a path in v3
-    z2 = empty_like(z, path=kwargs.get('path', None))
+    z2 = empty_like(z, path=kwargs.get('path'))
     assert z.shape == z2.shape
     assert z.chunks == z2.chunks
     assert z.dtype == z2.dtype
@@ -479,7 +479,7 @@ def test_zeros_like(zarr_version):
     # zarr array
     z = zeros(100, chunks=10, dtype='f4', compressor=Zlib(5),
               order='F', **kwargs)
-    z2 = zeros_like(z, path=kwargs.get('path', None))
+    z2 = zeros_like(z, path=kwargs.get('path'))
     assert z.shape == z2.shape
     assert z.chunks == z2.chunks
     assert z.dtype == z2.dtype
@@ -506,7 +506,7 @@ def test_ones_like(zarr_version):
     # zarr array
     z = ones(100, chunks=10, dtype='f4', compressor=Zlib(5),
              order='F', **kwargs)
-    z2 = ones_like(z, path=kwargs.get('path', None))
+    z2 = ones_like(z, path=kwargs.get('path'))
     assert z.shape == z2.shape
     assert z.chunks == z2.chunks
     assert z.dtype == z2.dtype
@@ -533,7 +533,7 @@ def test_full_like(zarr_version):
 
     z = full(100, chunks=10, dtype='f4', compressor=Zlib(5),
              fill_value=42, order='F', **kwargs)
-    z2 = full_like(z, path=kwargs.get('path', None))
+    z2 = full_like(z, path=kwargs.get('path'))
     assert z.shape == z2.shape
     assert z.chunks == z2.chunks
     assert z.dtype == z2.dtype
diff --git a/zarr/tests/test_hierarchy.py b/zarr/tests/test_hierarchy.py
index 7c2eaa3f75..61c40e9f75 100644
--- a/zarr/tests/test_hierarchy.py
+++ b/zarr/tests/test_hierarchy.py
@@ -35,7 +35,7 @@
 from zarr.tests.util import skip_test_env_var, have_fsspec, abs_container
 
 
-_VERSIONS = v3_api_available and (2, 3) or (2,)
+_VERSIONS = ((2, 3) if v3_api_available else (2, ))
 
 # noinspection PyStatementEffect
 
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index a3e227ec86..b938115e39 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -2400,7 +2400,7 @@ def test_iterators_with_prefix(self):
             assert 4 == len(store)
             keys = [prefix + 'a', prefix + 'b', prefix + 'c/d', prefix + 'c/e/f']
             values = [b'aaa', b'bbb', b'ddd', b'fff']
-            items = [(k, v) for k, v in zip(keys, values)]
+            items = list(zip(keys, values))
             assert set(keys) == set(store)
             assert set(keys) == set(store.keys())
             assert set(values) == set(store.values())

From dcc6ded4cb9b9fcc24e69b5fd5d898e97e0630dd Mon Sep 17 00:00:00 2001
From: Saransh <saransh0701@gmail.com>
Date: Thu, 21 Jul 2022 18:15:24 +0530
Subject: [PATCH 0153/1078] Add `YAML` files for issue tracker (#1079)

* Add a `YAML` file for the bug report template

* Add gitter and discussion tab reference

* Minor bug fix, ironical

* Update `release.rst`

* Update .github/ISSUE_TEMPLATE/config.yml

Co-authored-by: jakirkham <jakirkham@gmail.com>

* Update `config.yml` with more links

* Make texts uniform and add unicode characters

Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 .github/ISSUE_TEMPLATE.md             | 28 -----------
 .github/ISSUE_TEMPLATE/bug_report.yml | 67 +++++++++++++++++++++++++++
 .github/ISSUE_TEMPLATE/config.yml     | 11 +++++
 docs/release.rst                      |  4 ++
 4 files changed, 82 insertions(+), 28 deletions(-)
 delete mode 100644 .github/ISSUE_TEMPLATE.md
 create mode 100644 .github/ISSUE_TEMPLATE/bug_report.yml
 create mode 100644 .github/ISSUE_TEMPLATE/config.yml

diff --git a/.github/ISSUE_TEMPLATE.md b/.github/ISSUE_TEMPLATE.md
deleted file mode 100644
index 9f8b2348cd..0000000000
--- a/.github/ISSUE_TEMPLATE.md
+++ /dev/null
@@ -1,28 +0,0 @@
-For bug reports, please follow the template below. For enhancement proposals, feel free
-to use whatever template makes sense (major new features should be discussed in the
-Zarr specifications repository https://github.com/zarr-developers/zarr-specs).
-
-#### Minimal, reproducible code sample, a copy-pastable example if possible
-
-```python
-# Your code here
-
-```
-
-#### Problem description
-
-Explain why the current behavior is a problem, what the expected output/behaviour 
-is, and why the expected output/behaviour is a better solution.
-
-#### Version and installation information
-
-Please provide the following:
-
-* Value of ``zarr.__version__``
-* Value of ``numcodecs.__version__``
-* Version of Python interpreter
-* Operating system (Linux/Windows/Mac)
-* How Zarr was installed (e.g., "using pip into virtual environment", or "using conda")
-
-Also, if you think it might be relevant, please provide the output from ``pip freeze`` or
-``conda env export`` depending on which was used to install Zarr.
diff --git a/.github/ISSUE_TEMPLATE/bug_report.yml b/.github/ISSUE_TEMPLATE/bug_report.yml
new file mode 100644
index 0000000000..ba05f23fcc
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/bug_report.yml
@@ -0,0 +1,67 @@
+name: 🐛 File a bug report
+description: X's behavior is deviating from its documented behavior.
+labels: ["bug"]
+body:
+  - type: markdown
+    attributes:
+      value: |
+        Please provide the following information.
+  - type: input
+    id: Zarr-version
+    attributes:
+      label: Zarr version
+      description: Value of ``zarr.__version__``
+      placeholder: v2.10.2, v2.11.3, v2.12.0, etc.
+    validations:
+      required: true
+  - type: input
+    id: Numcodecs-version
+    attributes:
+      label: Numcodecs version
+      description: Value of ``numcodecs.__version__``
+      placeholder: v0.8.1, v0.9.0, v0.10.0, etc.
+    validations:
+      required: true
+  - type: input
+    id: Python-version
+    attributes:
+      label: Python Version
+      description: Version of Python interpreter
+      placeholder: 3.8.5, 3.9, 3.10, etc.
+    validations:
+      required: true
+  - type: input
+    id: OS
+    attributes:
+      label: Operating System
+      description: Operating System
+      placeholder: (Linux/Windows/Mac)
+    validations:
+      required: true
+  - type: input
+    id: installation
+    attributes:
+      label: Installation
+      description: How was Zarr installed?
+      placeholder: e.g., "using pip into virtual environment", or "using conda"
+    validations:
+      required: true
+  - type: textarea
+    id: description
+    attributes:
+      label: Description
+      description: Explain why the current behavior is a problem, what the expected output/behaviour is, and why the expected output/behaviour is a better solution.
+    validations:
+      required: true
+  - type: textarea
+    id: reproduce
+    attributes:
+      label: Steps to reproduce
+      description: Minimal, reproducible code sample, a copy-pastable example if possible.
+    validations:
+      required: true
+  - type: textarea
+    id: additional-output
+    attributes:
+      label: Additional output
+      description: If you think it might be relevant, please provide the output from ``pip freeze`` or ``conda env export`` depending on which was used to install Zarr.
diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
new file mode 100644
index 0000000000..3ce1587389
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/config.yml
@@ -0,0 +1,11 @@
+blank_issues_enabled: true
+contact_links:
+  - name: ✨ Propose a new major feature
+    url: https://github.com/zarr-developers/zarr-specs
+    about: A new major feature should be discussed in the Zarr specifications repository.
+  - name: ❓ Discuss something on gitter
+    url: https://gitter.im/zarr-developers/community
+    about: For questions like "How do I do X with Zarr?", you can move to our Gitter channel.
+  - name: ❓ Discuss something on GitHub Discussions 
+    url: https://github.com/zarr-developers/zarr-python/discussions
+    about: For questions like "How do I do X with Zarr?", you can move to GitHub Discussions.
diff --git a/docs/release.rst b/docs/release.rst
index b729f20ee0..77243ff394 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -25,6 +25,10 @@ Maintenance
 * Fix spelling.
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>`, :issue:`1073`.
 
+* Update GitHub issue templates with `YAML` format.
+  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1079`.
+
+
 .. _release_2.12.0:
 
 2.12.0

From 0306326a6c41f5e81167880ad9b2077323ab97f1 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Sat, 30 Jul 2022 15:10:54 -0400
Subject: [PATCH 0154/1078] pin werkzeug to <2.2.0 (#1098)

---
 requirements_dev_optional.txt | 1 +
 1 file changed, 1 insertion(+)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 9f3a8fddfb..eb8a04f860 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -22,3 +22,4 @@ h5py==3.7.0
 fsspec==2022.5.0
 s3fs==2022.5.0
 moto[server]>=1.3.14
+werkzeug<2.2.0
\ No newline at end of file

From 7548e756e8e96894016d66c2a329268991929004 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 31 Jul 2022 03:14:11 +0200
Subject: [PATCH 0155/1078] Bump numcodecs from 0.10.0 to 0.10.1 (#1093)

Bumps [numcodecs](https://github.com/zarr-developers/numcodecs) from 0.10.0 to 0.10.1.
- [Release notes](https://github.com/zarr-developers/numcodecs/releases)
- [Changelog](https://github.com/zarr-developers/numcodecs/blob/main/docs/release.rst)
- [Commits](https://github.com/zarr-developers/numcodecs/compare/v0.10.0...v0.10.1)

---
updated-dependencies:
- dependency-name: numcodecs
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 40098a3159..9168ed4cd9 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -1,7 +1,7 @@
 # library requirements
 asciitree==0.3.3
 fasteners==0.17.3
-numcodecs==0.10.0
+numcodecs==0.10.1
 msgpack-python==0.5.6
 setuptools-scm==7.0.5
 # test requirements

From 517739dbe1d238bad27f9759dc8f8e0f7b831df8 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 31 Jul 2022 03:14:26 +0200
Subject: [PATCH 0156/1078] Bump pymongo from 4.1.1 to 4.2.0 (#1091)

Bumps [pymongo](https://github.com/mongodb/mongo-python-driver) from 4.1.1 to 4.2.0.
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/master/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.1.1...4.2.0)

---
updated-dependencies:
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index eb8a04f860..09d0a68151 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -10,7 +10,7 @@ azure-storage-blob==12.13.0 # pyup: ignore
 redis==4.3.4
 types-redis
 types-setuptools
-pymongo==4.1.1
+pymongo==4.2.0
 # optional test requirements
 tox==3.25.1
 coverage

From fa68802a37a580b380288fd5840760e27ca33c3d Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 31 Jul 2022 05:52:59 +0200
Subject: [PATCH 0157/1078] Bump fsspec from 2022.5.0 to 2022.7.0 (#1095)

* Bump fsspec from 2022.5.0 to 2022.7.0

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2022.5.0 to 2022.7.0.
- [Release notes](https://github.com/fsspec/filesystem_spec/releases)
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2022.5.0...2022.7.0)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* Bump s3fs as well

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
---
 requirements_dev_optional.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 09d0a68151..9025cf985f 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -19,7 +19,7 @@ pytest-cov==3.0.0
 pytest-doctestplus==0.12.0
 pytest-timeout==2.1.0
 h5py==3.7.0
-fsspec==2022.5.0
-s3fs==2022.5.0
+fsspec==2022.7.0
+s3fs==2022.7.0
 moto[server]>=1.3.14
 werkzeug<2.2.0
\ No newline at end of file

From 2803a59d71ec4789a895ef74a57649ad66d7f0ab Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Thu, 4 Aug 2022 15:07:43 -0400
Subject: [PATCH 0158/1078] N5 root array fix (#1094)

* put n5 attribute in top-level metadata for arrays

* flake8

* normalize temp var name

* remove n5 keyword from results of __getitem__

* partial fix for hexdigest tests

* use a different strategy for n5 attribute management, and general cleanups

* remove test exclusion and cast of partial chunk handling to bytes

* add n5-specific tests file

* add an additional codec to test_compressors

* expand n5 test coverage

* pin werkzeug to get CI working

* appease the typechecker by introducing a new var in compressor_config_to_n5

* release notes

* remove tobytes and improve n5 chunk wrapper test

* Update docs/release.rst

Co-authored-by: jakirkham <jakirkham@gmail.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 docs/release.rst           |   8 +
 zarr/n5.py                 | 338 ++++++++++++++++++++-----------------
 zarr/tests/test_core.py    |   2 +-
 zarr/tests/test_n5.py      |  37 ++++
 zarr/tests/test_storage.py |  54 +++++-
 5 files changed, 282 insertions(+), 157 deletions(-)
 create mode 100644 zarr/tests/test_n5.py

diff --git a/docs/release.rst b/docs/release.rst
index 77243ff394..20c24fcea1 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -29,6 +29,14 @@ Maintenance
   By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1079`.
 
 
+Bug fixes
+~~~~~~~~~
+
+* Fix bug in N5 storage that prevented arrays located in the root of the hierarchy from
+  bearing the `n5` keyword. Along with fixing this bug, new tests were added for N5 routines
+  that had previously been excluded from testing, and type annotations were added to the N5 codebase.
+  By :user:`Davis Bennett <d-v-b>`; :issue:`1092`.
+
 .. _release_2.12.0:
 
 2.12.0
diff --git a/zarr/n5.py b/zarr/n5.py
index 2f98c2f963..978cade1b8 100644
--- a/zarr/n5.py
+++ b/zarr/n5.py
@@ -3,6 +3,7 @@
 import os
 import struct
 import sys
+from typing import Any, Dict, Optional, cast
 import warnings
 
 import numpy as np
@@ -17,6 +18,8 @@
 from .storage import attrs_key as zarr_attrs_key
 from .storage import group_meta_key as zarr_group_meta_key
 
+N5_FORMAT = '2.0.0'
+
 zarr_to_n5_keys = [
     ('chunks', 'blockSize'),
     ('dtype', 'dataType'),
@@ -67,70 +70,70 @@ class N5Store(NestedDirectoryStore):
 
     """
 
-    def __getitem__(self, key):
-
+    def __getitem__(self, key: str) -> bytes:
         if key.endswith(zarr_group_meta_key):
 
-            key = key.replace(zarr_group_meta_key, n5_attrs_key)
-            value = group_metadata_to_zarr(self._load_n5_attrs(key))
+            key_new = key.replace(zarr_group_meta_key, n5_attrs_key)
+            value = group_metadata_to_zarr(self._load_n5_attrs(key_new))
 
             return json_dumps(value)
 
         elif key.endswith(zarr_array_meta_key):
 
-            key = key.replace(zarr_array_meta_key, n5_attrs_key)
-            value = array_metadata_to_zarr(self._load_n5_attrs(key))
-
+            key_new = key.replace(zarr_array_meta_key, n5_attrs_key)
+            top_level = key == zarr_array_meta_key
+            value = array_metadata_to_zarr(self._load_n5_attrs(key_new), top_level=top_level)
             return json_dumps(value)
 
         elif key.endswith(zarr_attrs_key):
 
-            key = key.replace(zarr_attrs_key, n5_attrs_key)
-            value = attrs_to_zarr(self._load_n5_attrs(key))
+            key_new = key.replace(zarr_attrs_key, n5_attrs_key)
+            value = attrs_to_zarr(self._load_n5_attrs(key_new))
 
             if len(value) == 0:
-                raise KeyError(key)
+                raise KeyError(key_new)
             else:
                 return json_dumps(value)
 
         elif is_chunk_key(key):
+            key_new = invert_chunk_coords(key)
 
-            key = invert_chunk_coords(key)
+        else:
+            key_new = key
 
-        return super().__getitem__(key)
+        return super().__getitem__(key_new)
 
-    def __setitem__(self, key, value):
+    def __setitem__(self, key: str, value: Any):
 
         if key.endswith(zarr_group_meta_key):
 
-            key = key.replace(zarr_group_meta_key, n5_attrs_key)
+            key_new = key.replace(zarr_group_meta_key, n5_attrs_key)
 
-            n5_attrs = self._load_n5_attrs(key)
+            n5_attrs = self._load_n5_attrs(key_new)
             n5_attrs.update(**group_metadata_to_n5(json_loads(value)))
 
             value = json_dumps(n5_attrs)
 
         elif key.endswith(zarr_array_meta_key):
 
-            key = key.replace(zarr_array_meta_key, n5_attrs_key)
-
-            n5_attrs = self._load_n5_attrs(key)
-            n5_attrs.update(**array_metadata_to_n5(json_loads(value)))
-
+            key_new = key.replace(zarr_array_meta_key, n5_attrs_key)
+            top_level = key == zarr_array_meta_key
+            n5_attrs = self._load_n5_attrs(key_new)
+            n5_attrs.update(**array_metadata_to_n5(json_loads(value), top_level=top_level))
             value = json_dumps(n5_attrs)
 
         elif key.endswith(zarr_attrs_key):
 
-            key = key.replace(zarr_attrs_key, n5_attrs_key)
+            key_new = key.replace(zarr_attrs_key, n5_attrs_key)
 
-            n5_attrs = self._load_n5_attrs(key)
+            n5_attrs = self._load_n5_attrs(key_new)
             zarr_attrs = json_loads(value)
 
             for k in n5_keywords:
-                if k in zarr_attrs.keys():
-                    warnings.warn("attribute %s is a reserved N5 keyword" % k, UserWarning)
+                if k in zarr_attrs:
+                    warnings.warn(f"Attribute {k} is a reserved N5 keyword", UserWarning)
 
-            # replace previous user attributes
+            # remove previous user attributes
             for k in list(n5_attrs.keys()):
                 if k not in n5_keywords:
                     del n5_attrs[k]
@@ -141,50 +144,55 @@ def __setitem__(self, key, value):
             value = json_dumps(n5_attrs)
 
         elif is_chunk_key(key):
+            key_new = invert_chunk_coords(key)
 
-            key = invert_chunk_coords(key)
-
-        super().__setitem__(key, value)
+        else:
+            key_new = key
 
-    def __delitem__(self, key):
+        super().__setitem__(key_new, value)
 
-        if key.endswith(zarr_group_meta_key):  # pragma: no cover
-            key = key.replace(zarr_group_meta_key, n5_attrs_key)
-        elif key.endswith(zarr_array_meta_key):  # pragma: no cover
-            key = key.replace(zarr_array_meta_key, n5_attrs_key)
-        elif key.endswith(zarr_attrs_key):  # pragma: no cover
-            key = key.replace(zarr_attrs_key, n5_attrs_key)
+    def __delitem__(self, key: str):
+        if key.endswith(zarr_group_meta_key):
+            key_new = key.replace(zarr_group_meta_key, n5_attrs_key)
+        elif key.endswith(zarr_array_meta_key):
+            key_new = key.replace(zarr_array_meta_key, n5_attrs_key)
+        elif key.endswith(zarr_attrs_key):
+            key_new = key.replace(zarr_attrs_key, n5_attrs_key)
         elif is_chunk_key(key):
-            key = invert_chunk_coords(key)
+            key_new = invert_chunk_coords(key)
+        else:
+            key_new = key
 
-        super().__delitem__(key)
+        super().__delitem__(key_new)
 
     def __contains__(self, key):
 
         if key.endswith(zarr_group_meta_key):
 
-            key = key.replace(zarr_group_meta_key, n5_attrs_key)
-            if key not in self:
+            key_new = key.replace(zarr_group_meta_key, n5_attrs_key)
+            if key_new not in self:
                 return False
             # group if not a dataset (attributes do not contain 'dimensions')
-            return 'dimensions' not in self._load_n5_attrs(key)
+            return 'dimensions' not in self._load_n5_attrs(key_new)
 
         elif key.endswith(zarr_array_meta_key):
 
-            key = key.replace(zarr_array_meta_key, n5_attrs_key)
+            key_new = key.replace(zarr_array_meta_key, n5_attrs_key)
             # array if attributes contain 'dimensions'
-            return 'dimensions' in self._load_n5_attrs(key)
+            return 'dimensions' in self._load_n5_attrs(key_new)
 
         elif key.endswith(zarr_attrs_key):
 
-            key = key.replace(zarr_attrs_key, n5_attrs_key)
-            return self._contains_attrs(key)
+            key_new = key.replace(zarr_attrs_key, n5_attrs_key)
+            return self._contains_attrs(key_new)
 
         elif is_chunk_key(key):
 
-            key = invert_chunk_coords(key)
+            key_new = invert_chunk_coords(key)
+        else:
+            key_new = key
 
-        return super().__contains__(key)
+        return super().__contains__(key_new)
 
     def __eq__(self, other):
         return (
@@ -192,11 +200,11 @@ def __eq__(self, other):
             self.path == other.path
         )
 
-    def listdir(self, path=None):
+    def listdir(self, path: Optional[str] = None):
 
         if path is not None:
             path = invert_chunk_coords(path)
-
+        path = cast(str, path)
         # We can't use NestedDirectoryStore's listdir, as it requires
         # array_meta_key to be present in array directories, which this store
         # doesn't provide.
@@ -233,7 +241,7 @@ def listdir(self, path=None):
             # replace n5 attribute file with respective zarr attribute files
             children.remove(n5_attrs_key)
             children.append(zarr_group_meta_key)
-            if self._contains_attrs(path):  # pragma: no cover
+            if self._contains_attrs(path):
                 children.append(zarr_attrs_key)
 
             return sorted(children)
@@ -242,14 +250,14 @@ def listdir(self, path=None):
 
             return children
 
-    def _load_n5_attrs(self, path):
+    def _load_n5_attrs(self, path: str) -> Dict[str, Any]:
         try:
             s = super().__getitem__(path)
             return json_loads(s)
         except KeyError:
             return {}
 
-    def _is_group(self, path):
+    def _is_group(self, path: str):
 
         if path is None:
             attrs_key = n5_attrs_key
@@ -259,7 +267,7 @@ def _is_group(self, path):
         n5_attrs = self._load_n5_attrs(attrs_key)
         return len(n5_attrs) > 0 and 'dimensions' not in n5_attrs
 
-    def _is_array(self, path):
+    def _is_array(self, path: str):
 
         if path is None:
             attrs_key = n5_attrs_key
@@ -268,14 +276,14 @@ def _is_array(self, path):
 
         return 'dimensions' in self._load_n5_attrs(attrs_key)
 
-    def _contains_attrs(self, path):
+    def _contains_attrs(self, path: str):
 
         if path is None:
             attrs_key = n5_attrs_key
         else:
             if not path.endswith(n5_attrs_key):
                 attrs_key = os.path.join(path, n5_attrs_key)
-            else:  # pragma: no cover
+            else:
                 attrs_key = path
 
         attrs = attrs_to_zarr(self._load_n5_attrs(attrs_key))
@@ -344,7 +352,7 @@ def __init__(self, *args, **kwargs):
         super().__init__(*args, dimension_separator=dimension_separator, **kwargs)
 
     @staticmethod
-    def _swap_separator(key):
+    def _swap_separator(key: str):
         segments = list(key.split('/'))
         if segments:
             last_segment = segments[-1]
@@ -355,7 +363,7 @@ def _swap_separator(key):
                 key = '/'.join(segments)
         return key
 
-    def _normalize_key(self, key):
+    def _normalize_key(self, key: str):
         if is_chunk_key(key):
             key = invert_chunk_coords(key)
 
@@ -368,65 +376,68 @@ def _normalize_key(self, key):
                 key = "/".join(bits + [end])
         return key.lower() if self.normalize_keys else key
 
-    def __getitem__(self, key):
+    def __getitem__(self, key: str) -> bytes:
         if key.endswith(zarr_group_meta_key):
 
-            key = key.replace(zarr_group_meta_key, self._group_meta_key)
-            value = group_metadata_to_zarr(self._load_n5_attrs(key))
+            key_new = key.replace(zarr_group_meta_key, self._group_meta_key)
+            value = group_metadata_to_zarr(self._load_n5_attrs(key_new))
 
             return json_dumps(value)
 
         elif key.endswith(zarr_array_meta_key):
 
-            key = key.replace(zarr_array_meta_key, self._array_meta_key)
-            value = array_metadata_to_zarr(self._load_n5_attrs(key))
-
+            key_new = key.replace(zarr_array_meta_key, self._array_meta_key)
+            top_level = key == zarr_array_meta_key
+            value = array_metadata_to_zarr(self._load_n5_attrs(key_new), top_level=top_level)
             return json_dumps(value)
 
         elif key.endswith(zarr_attrs_key):
 
-            key = key.replace(zarr_attrs_key, self._attrs_key)
-            value = attrs_to_zarr(self._load_n5_attrs(key))
+            key_new = key.replace(zarr_attrs_key, self._attrs_key)
+            value = attrs_to_zarr(self._load_n5_attrs(key_new))
 
             if len(value) == 0:
-                raise KeyError(key)
+                raise KeyError(key_new)
             else:
                 return json_dumps(value)
 
         elif is_chunk_key(key):
-            key = self._swap_separator(key)
+            key_new = self._swap_separator(key)
 
-        return super().__getitem__(key)
+        else:
+            key_new = key
 
-    def __setitem__(self, key, value):
+        return super().__getitem__(key_new)
+
+    def __setitem__(self, key: str, value: Any):
         if key.endswith(zarr_group_meta_key):
 
-            key = key.replace(zarr_group_meta_key, self._group_meta_key)
+            key_new = key.replace(zarr_group_meta_key, self._group_meta_key)
 
-            n5_attrs = self._load_n5_attrs(key)
+            n5_attrs = self._load_n5_attrs(key_new)
             n5_attrs.update(**group_metadata_to_n5(json_loads(value)))
 
             value = json_dumps(n5_attrs)
 
         elif key.endswith(zarr_array_meta_key):
 
-            key = key.replace(zarr_array_meta_key, self._array_meta_key)
-
-            n5_attrs = self._load_n5_attrs(key)
-            n5_attrs.update(**array_metadata_to_n5(json_loads(value)))
+            key_new = key.replace(zarr_array_meta_key, self._array_meta_key)
+            top_level = key == zarr_array_meta_key
+            n5_attrs = self._load_n5_attrs(key_new)
+            n5_attrs.update(**array_metadata_to_n5(json_loads(value), top_level=top_level))
 
             value = json_dumps(n5_attrs)
 
         elif key.endswith(zarr_attrs_key):
 
-            key = key.replace(zarr_attrs_key, self._attrs_key)
+            key_new = key.replace(zarr_attrs_key, self._attrs_key)
 
-            n5_attrs = self._load_n5_attrs(key)
+            n5_attrs = self._load_n5_attrs(key_new)
             zarr_attrs = json_loads(value)
 
             for k in n5_keywords:
                 if k in zarr_attrs.keys():
-                    warnings.warn("attribute %s is a reserved N5 keyword" % k, UserWarning)
+                    warnings.warn(f"Attribute {k} is a reserved N5 keyword", UserWarning)
 
             # replace previous user attributes
             for k in list(n5_attrs.keys()):
@@ -439,52 +450,58 @@ def __setitem__(self, key, value):
             value = json_dumps(n5_attrs)
 
         elif is_chunk_key(key):
-            key = self._swap_separator(key)
+            key_new = self._swap_separator(key)
 
-        super().__setitem__(key, value)
+        else:
+            key_new = key
 
-    def __delitem__(self, key):
+        super().__setitem__(key_new, value)
 
-        if key.endswith(zarr_group_meta_key):  # pragma: no cover
-            key = key.replace(zarr_group_meta_key, self._group_meta_key)
-        elif key.endswith(zarr_array_meta_key):  # pragma: no cover
-            key = key.replace(zarr_array_meta_key, self._array_meta_key)
-        elif key.endswith(zarr_attrs_key):  # pragma: no cover
-            key = key.replace(zarr_attrs_key, self._attrs_key)
-        elif is_chunk_key(key):
-            key = self._swap_separator(key)
+    def __delitem__(self, key: str):
 
-        super().__delitem__(key)
+        if key.endswith(zarr_group_meta_key):
+            key_new = key.replace(zarr_group_meta_key, self._group_meta_key)
+        elif key.endswith(zarr_array_meta_key):
+            key_new = key.replace(zarr_array_meta_key, self._array_meta_key)
+        elif key.endswith(zarr_attrs_key):
+            key_new = key.replace(zarr_attrs_key, self._attrs_key)
+        elif is_chunk_key(key):
+            key_new = self._swap_separator(key)
+        else:
+            key_new = key
+        super().__delitem__(key_new)
 
-    def __contains__(self, key):
+    def __contains__(self, key: Any):
         if key.endswith(zarr_group_meta_key):
 
-            key = key.replace(zarr_group_meta_key, self._group_meta_key)
-            if key not in self:
+            key_new = key.replace(zarr_group_meta_key, self._group_meta_key)
+            if key_new not in self:
                 return False
             # group if not a dataset (attributes do not contain 'dimensions')
-            return "dimensions" not in self._load_n5_attrs(key)
+            return "dimensions" not in self._load_n5_attrs(key_new)
 
         elif key.endswith(zarr_array_meta_key):
 
-            key = key.replace(zarr_array_meta_key, self._array_meta_key)
+            key_new = key.replace(zarr_array_meta_key, self._array_meta_key)
             # array if attributes contain 'dimensions'
-            return "dimensions" in self._load_n5_attrs(key)
+            return "dimensions" in self._load_n5_attrs(key_new)
 
         elif key.endswith(zarr_attrs_key):
 
-            key = key.replace(zarr_attrs_key, self._attrs_key)
-            return self._contains_attrs(key)
+            key_new = key.replace(zarr_attrs_key, self._attrs_key)
+            return self._contains_attrs(key_new)
 
         elif is_chunk_key(key):
-            key = self._swap_separator(key)
+            key_new = self._swap_separator(key)
 
-        return super().__contains__(key)
+        else:
+            key_new = key
+        return super().__contains__(key_new)
 
-    def __eq__(self, other):
+    def __eq__(self, other: Any):
         return isinstance(other, N5FSStore) and self.path == other.path
 
-    def listdir(self, path=None):
+    def listdir(self, path: Optional[str] = None):
         if path is not None:
             path = invert_chunk_coords(path)
 
@@ -521,20 +538,20 @@ def listdir(self, path=None):
             # replace n5 attribute file with respective zarr attribute files
             children.remove(self._group_meta_key)
             children.append(zarr_group_meta_key)
-            if self._contains_attrs(path):  # pragma: no cover
+            if self._contains_attrs(path):
                 children.append(zarr_attrs_key)
             return sorted(children)
         else:
             return children
 
-    def _load_n5_attrs(self, path):
+    def _load_n5_attrs(self, path: str):
         try:
             s = super().__getitem__(path)
             return json_loads(s)
         except KeyError:
             return {}
 
-    def _is_group(self, path):
+    def _is_group(self, path: Optional[str]):
 
         if path is None:
             attrs_key = self._attrs_key
@@ -544,7 +561,7 @@ def _is_group(self, path):
         n5_attrs = self._load_n5_attrs(attrs_key)
         return len(n5_attrs) > 0 and "dimensions" not in n5_attrs
 
-    def _is_array(self, path):
+    def _is_array(self, path: Optional[str]):
 
         if path is None:
             attrs_key = self._attrs_key
@@ -553,30 +570,30 @@ def _is_array(self, path):
 
         return "dimensions" in self._load_n5_attrs(attrs_key)
 
-    def _contains_attrs(self, path):
+    def _contains_attrs(self, path: Optional[str]):
 
         if path is None:
             attrs_key = self._attrs_key
         else:
             if not path.endswith(self._attrs_key):
                 attrs_key = os.path.join(path, self._attrs_key)
-            else:  # pragma: no cover
+            else:
                 attrs_key = path
 
         attrs = attrs_to_zarr(self._load_n5_attrs(attrs_key))
         return len(attrs) > 0
 
 
-def is_chunk_key(key):
+def is_chunk_key(key: str):
     rv = False
     segments = list(key.split('/'))
     if segments:
         last_segment = segments[-1]
-        rv = _prog_ckey.match(last_segment)
+        rv = bool(_prog_ckey.match(last_segment))
     return rv
 
 
-def invert_chunk_coords(key):
+def invert_chunk_coords(key: str):
     segments = list(key.split('/'))
     if segments:
         last_segment = segments[-1]
@@ -588,15 +605,15 @@ def invert_chunk_coords(key):
     return key
 
 
-def group_metadata_to_n5(group_metadata):
+def group_metadata_to_n5(group_metadata: Dict[str, Any]) -> Dict[str, Any]:
     '''Convert group metadata from zarr to N5 format.'''
     del group_metadata['zarr_format']
     # TODO: This should only exist at the top-level
-    group_metadata['n5'] = '2.0.0'
+    group_metadata['n5'] = N5_FORMAT
     return group_metadata
 
 
-def group_metadata_to_zarr(group_metadata):
+def group_metadata_to_zarr(group_metadata: Dict[str, Any]) -> Dict[str, Any]:
     '''Convert group metadata from N5 to zarr format.'''
     # This only exists at the top level
     group_metadata.pop('n5', None)
@@ -604,19 +621,20 @@ def group_metadata_to_zarr(group_metadata):
     return group_metadata
 
 
-def array_metadata_to_n5(array_metadata):
-    '''Convert array metadata from zarr to N5 format.'''
+def array_metadata_to_n5(array_metadata: Dict[str, Any], top_level=False) -> Dict[str, Any]:
+    '''Convert array metadata from zarr to N5 format. If the `top_level` keyword argument is True,
+    then the `N5` : N5_FORMAT key : value pair will be inserted into the metadata.'''
 
     for f, t in zarr_to_n5_keys:
-        array_metadata[t] = array_metadata[f]
-        del array_metadata[f]
+        array_metadata[t] = array_metadata.pop(f)
     del array_metadata['zarr_format']
-
+    if top_level:
+        array_metadata['n5'] = N5_FORMAT
     try:
         dtype = np.dtype(array_metadata['dataType'])
-    except TypeError:  # pragma: no cover
+    except TypeError:
         raise TypeError(
-            "data type %s not supported by N5" % array_metadata['dataType'])
+            f"Data type {array_metadata['dataType']} is not supported by N5")
 
     array_metadata['dataType'] = dtype.name
     array_metadata['dimensions'] = array_metadata['dimensions'][::-1]
@@ -624,17 +642,24 @@ def array_metadata_to_n5(array_metadata):
 
     if 'fill_value' in array_metadata:
         if array_metadata['fill_value'] != 0 and array_metadata['fill_value'] is not None:
-            raise ValueError("N5 only supports fill_value == 0 (for now)")
+            raise ValueError(
+                f'''Received fill_value = {array_metadata['fill_value']},
+                but N5 only supports fill_value = 0'''
+                )
         del array_metadata['fill_value']
 
     if 'order' in array_metadata:
         if array_metadata['order'] != 'C':
-            raise ValueError("zarr N5 storage only stores arrays in C order (for now)")
+            raise ValueError(
+                f"Received order = {array_metadata['order']}, but N5 only supports order = C"
+                )
         del array_metadata['order']
 
     if 'filters' in array_metadata:
         if array_metadata['filters'] != [] and array_metadata['filters'] is not None:
-            raise ValueError("N5 storage does not support zarr filters")
+            raise ValueError(
+                "Received filters, but N5 storage does not support zarr filters"
+                )
         del array_metadata['filters']
 
     assert 'compression' in array_metadata
@@ -648,11 +673,14 @@ def array_metadata_to_n5(array_metadata):
     return array_metadata
 
 
-def array_metadata_to_zarr(array_metadata):
-    '''Convert array metadata from N5 to zarr format.'''
+def array_metadata_to_zarr(array_metadata: Dict[str, Any],
+                           top_level: bool = False) -> Dict[str, Any]:
+    '''Convert array metadata from N5 to zarr format.
+    If the `top_level` keyword argument is True, then the `N5` key will be removed from metadata'''
     for t, f in zarr_to_n5_keys:
-        array_metadata[t] = array_metadata[f]
-        del array_metadata[f]
+        array_metadata[t] = array_metadata.pop(f)
+    if top_level:
+        array_metadata.pop('n5')
     array_metadata['zarr_format'] = ZARR_FORMAT
 
     array_metadata['shape'] = array_metadata['shape'][::-1]
@@ -674,7 +702,7 @@ def array_metadata_to_zarr(array_metadata):
     return array_metadata
 
 
-def attrs_to_zarr(attrs):
+def attrs_to_zarr(attrs: Dict[str, Any]) -> Dict[str, Any]:
     '''Get all zarr attributes from an N5 attributes dictionary (i.e.,
     all non-keyword attributes).'''
 
@@ -686,22 +714,24 @@ def attrs_to_zarr(attrs):
     return attrs
 
 
-def compressor_config_to_n5(compressor_config):
+def compressor_config_to_n5(compressor_config: Optional[Dict[str, Any]]) -> Dict[str, Any]:
 
     if compressor_config is None:
         return {'type': 'raw'}
+    else:
+        _compressor_config = compressor_config
 
     # peel wrapper, if present
-    if compressor_config['id'] == N5ChunkWrapper.codec_id:
-        compressor_config = compressor_config['compressor_config']
+    if _compressor_config['id'] == N5ChunkWrapper.codec_id:
+        _compressor_config = _compressor_config['compressor_config']
 
-    codec_id = compressor_config['id']
+    codec_id = _compressor_config['id']
     n5_config = {'type': codec_id}
 
     if codec_id == 'bz2':
 
         n5_config['type'] = 'bzip2'
-        n5_config['blockSize'] = compressor_config['level']
+        n5_config['blockSize'] = _compressor_config['level']
 
     elif codec_id == 'blosc':
 
@@ -711,16 +741,16 @@ def compressor_config_to_n5(compressor_config):
             RuntimeWarning
         )
 
-        n5_config['cname'] = compressor_config['cname']
-        n5_config['clevel'] = compressor_config['clevel']
-        n5_config['shuffle'] = compressor_config['shuffle']
-        n5_config['blocksize'] = compressor_config['blocksize']
+        n5_config['cname'] = _compressor_config['cname']
+        n5_config['clevel'] = _compressor_config['clevel']
+        n5_config['shuffle'] = _compressor_config['shuffle']
+        n5_config['blocksize'] = _compressor_config['blocksize']
 
     elif codec_id == 'lzma':
 
         # Switch to XZ for N5 if we are using the default XZ format.
         # Note: 4 is the default, which is lzma.CHECK_CRC64.
-        if compressor_config['format'] == 1 and compressor_config['check'] in [-1, 4]:
+        if _compressor_config['format'] == 1 and _compressor_config['check'] in [-1, 4]:
             n5_config['type'] = 'xz'
         else:
             warnings.warn(
@@ -728,36 +758,36 @@ def compressor_config_to_n5(compressor_config):
                 "might not be able to open the dataset with another N5 library.",
                 RuntimeWarning
             )
-            n5_config['format'] = compressor_config['format']
-            n5_config['check'] = compressor_config['check']
-            n5_config['filters'] = compressor_config['filters']
+            n5_config['format'] = _compressor_config['format']
+            n5_config['check'] = _compressor_config['check']
+            n5_config['filters'] = _compressor_config['filters']
 
         # The default is lzma.PRESET_DEFAULT, which is 6.
-        if compressor_config['preset']:
-            n5_config['preset'] = compressor_config['preset']
+        if _compressor_config['preset']:
+            n5_config['preset'] = _compressor_config['preset']
         else:
             n5_config['preset'] = 6
 
     elif codec_id == 'zlib':
 
         n5_config['type'] = 'gzip'
-        n5_config['level'] = compressor_config['level']
+        n5_config['level'] = _compressor_config['level']
         n5_config['useZlib'] = True
 
-    elif codec_id == 'gzip':  # pragma: no cover
+    elif codec_id == 'gzip':
 
         n5_config['type'] = 'gzip'
-        n5_config['level'] = compressor_config['level']
+        n5_config['level'] = _compressor_config['level']
         n5_config['useZlib'] = False
 
-    else:  # pragma: no cover
+    else:
 
-        n5_config.update({k: v for k, v in compressor_config.items() if k != 'type'})
+        n5_config.update({k: v for k, v in _compressor_config.items() if k != 'type'})
 
     return n5_config
 
 
-def compressor_config_to_zarr(compressor_config):
+def compressor_config_to_zarr(compressor_config: Dict[str, Any]) -> Optional[Dict[str, Any]]:
 
     codec_id = compressor_config['type']
     zarr_config = {'id': codec_id}
@@ -794,7 +824,7 @@ def compressor_config_to_zarr(compressor_config):
         if 'useZlib' in compressor_config and compressor_config['useZlib']:
             zarr_config['id'] = 'zlib'
             zarr_config['level'] = compressor_config['level']
-        else:  # pragma: no cover
+        else:
             zarr_config['id'] = 'gzip'
             zarr_config['level'] = compressor_config['level']
 
@@ -802,7 +832,7 @@ def compressor_config_to_zarr(compressor_config):
 
         return None
 
-    else:  # pragma: no cover
+    else:
 
         zarr_config.update({k: v for k, v in compressor_config.items() if k != 'type'})
 
@@ -823,7 +853,7 @@ def __init__(self, dtype, chunk_shape, compressor_config=None, compressor=None):
             (self.dtype.byteorder == '=' and sys.byteorder == 'little')
         )
 
-        if compressor:  # pragma: no cover
+        if compressor:
             if compressor_config is not None:
                 raise ValueError("Only one of compressor_config or compressor should be given.")
             compressor_config = compressor.get_config()
@@ -856,7 +886,7 @@ def encode(self, chunk):
         else:
             return header + chunk.tobytes(order='A')
 
-    def decode(self, chunk, out=None):
+    def decode(self, chunk, out=None) -> bytes:
 
         len_header, chunk_shape = self._read_header(chunk)
         chunk = chunk[len_header:]
@@ -889,7 +919,7 @@ def decode(self, chunk, out=None):
             chunk = self._from_big_endian(chunk)
 
             # read partial chunk
-            if chunk_shape != self.chunk_shape:  # pragma: no cover
+            if chunk_shape != self.chunk_shape:
                 chunk = np.frombuffer(chunk, dtype=self.dtype)
                 chunk = chunk.reshape(chunk_shape)
                 complete_chunk = np.zeros(self.chunk_shape, dtype=self.dtype)
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index f5f043e6e3..7429cba8c7 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -1988,7 +1988,7 @@ def test_attrs_n5_keywords(self):
 
     def test_compressors(self):
         compressors = [
-            None, BZ2(), Zlib(), GZip()
+            None, BZ2(), Zlib(), GZip(), MsgPack()
         ]
         if LZMA:
             compressors.append(LZMA())
diff --git a/zarr/tests/test_n5.py b/zarr/tests/test_n5.py
new file mode 100644
index 0000000000..a1a0a83e36
--- /dev/null
+++ b/zarr/tests/test_n5.py
@@ -0,0 +1,37 @@
+
+import pytest
+
+from zarr.n5 import N5ChunkWrapper
+from numcodecs import GZip
+import numpy as np
+from typing import Tuple
+
+
+def test_make_n5_chunk_wrapper():
+    dtype = 'uint8'
+    chunk_shape = (10,)
+    codec = GZip()
+    # ValueError when specifying both compressor and compressor_config
+    with pytest.raises(ValueError):
+        N5ChunkWrapper(dtype,
+                       chunk_shape=chunk_shape,
+                       compressor_config=codec.get_config(),
+                       compressor=codec)
+
+    wrapper_a = N5ChunkWrapper(dtype, chunk_shape=chunk_shape, compressor_config=codec.get_config())
+    wrapper_b = N5ChunkWrapper(dtype, chunk_shape=chunk_shape, compressor=codec)
+    assert wrapper_a == wrapper_b
+
+
+@pytest.mark.parametrize('chunk_shape', ((2,), (4, 4), (8, 8, 8)))
+def test_partial_chunk_decode(chunk_shape: Tuple[int, ...]):
+    # Test that the N5Chunk wrapper can handle fractional chunks that
+    # may be generated by other N5 implementations
+    dtype = 'uint8'
+    codec = GZip()
+    codec_wrapped = N5ChunkWrapper(dtype, chunk_shape=chunk_shape, compressor=codec)
+    subslices = tuple(slice(0, cs // 2) for cs in chunk_shape)
+    chunk = np.zeros(chunk_shape, dtype=dtype)
+    chunk[subslices] = 1
+    subchunk = np.ascontiguousarray(chunk[subslices])
+    assert np.array_equal(codec_wrapped.decode(codec_wrapped.encode(subchunk)), chunk)
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index b938115e39..2203b95fe8 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -24,7 +24,7 @@
 from zarr.errors import ContainsArrayError, ContainsGroupError, MetadataError
 from zarr.hierarchy import group
 from zarr.meta import ZARR_FORMAT, decode_array_metadata
-from zarr.n5 import N5Store, N5FSStore
+from zarr.n5 import N5Store, N5FSStore, N5_FORMAT, n5_attrs_key
 from zarr.storage import (ABSStore, ConsolidatedMetadataStore, DBMStore,
                           DictStore, DirectoryStore, KVStore, LMDBStore,
                           LRUStoreCache, MemoryStore, MongoDBStore,
@@ -37,6 +37,7 @@
 from zarr.storage import FSStore, rename, listdir
 from zarr._storage.v3 import KVStoreV3
 from zarr.tests.util import CountingDict, have_fsspec, skip_test_env_var, abs_container
+from zarr.util import json_dumps
 
 
 @contextmanager
@@ -1477,6 +1478,13 @@ def test_equal(self):
         store_b = N5Store(store_a.path)
         assert store_a == store_b
 
+    @pytest.mark.parametrize('zarr_meta_key', ['.zarray', '.zattrs', '.zgroup'])
+    def test_del_zarr_meta_key(self, zarr_meta_key):
+        store = self.create_store()
+        store[n5_attrs_key] = json_dumps({'foo': 'bar'})
+        del store[zarr_meta_key]
+        assert n5_attrs_key not in store
+
     def test_chunk_nesting(self):
         store = self.create_store()
         store['0.0'] = b'xxx'
@@ -1488,6 +1496,8 @@ def test_chunk_nesting(self):
         assert b'yyy' == store['foo/10.20.30']
         # N5 reverses axis order
         assert b'yyy' == store['foo/30/20/10']
+        del store['foo/10.20.30']
+        assert 'foo/30/20/10' not in store
         store['42'] = b'zzz'
         assert '42' in store
         assert b'zzz' == store['42']
@@ -1509,6 +1519,10 @@ def test_init_array(self):
         # N5Store always has a fill value of 0
         assert meta['fill_value'] == 0
         assert meta['dimension_separator'] == '.'
+        # Top-level groups AND arrays should have
+        # the n5 keyword in metadata
+        raw_n5_meta = json.loads(store[n5_attrs_key])
+        assert raw_n5_meta.get('n5', None) == N5_FORMAT
 
     def test_init_array_path(self):
         path = 'foo/bar'
@@ -1558,7 +1572,7 @@ def test_init_group_overwrite_chunk_store(self):
     def test_init_group(self):
         store = self.create_store()
         init_group(store)
-
+        store['.zattrs'] = json_dumps({'foo': 'bar'})
         # check metadata
         assert group_meta_key in store
         assert group_meta_key in store.listdir()
@@ -1597,6 +1611,14 @@ def test_equal(self):
     # This is copied wholesale from the N5Store tests. The same test could
     # be run by making TestN5FSStore inherit from both TestFSStore and
     # TestN5Store, but a direct copy is arguably more explicit.
+
+    @pytest.mark.parametrize('zarr_meta_key', ['.zarray', '.zattrs', '.zgroup'])
+    def test_del_zarr_meta_key(self, zarr_meta_key):
+        store = self.create_store()
+        store[n5_attrs_key] = json_dumps({'foo': 'bar'})
+        del store[zarr_meta_key]
+        assert n5_attrs_key not in store
+
     def test_chunk_nesting(self):
         store = self.create_store()
         store['0.0'] = b'xxx'
@@ -1608,6 +1630,8 @@ def test_chunk_nesting(self):
         assert b'yyy' == store['foo/10.20.30']
         # N5 reverses axis order
         assert b'yyy' == store['foo/30/20/10']
+        del store['foo/10.20.30']
+        assert 'foo/30/20/10' not in store
         store['42'] = b'zzz'
         assert '42' in store
         assert b'zzz' == store['42']
@@ -1629,6 +1653,10 @@ def test_init_array(self):
         # N5Store always has a fill value of 0
         assert meta['fill_value'] == 0
         assert meta['dimension_separator'] == '.'
+        # Top-level groups AND arrays should have
+        # the n5 keyword in metadata
+        raw_n5_meta = json.loads(store[n5_attrs_key])
+        assert raw_n5_meta.get('n5', None) == N5_FORMAT
 
     def test_init_array_path(self):
         path = 'foo/bar'
@@ -1680,6 +1708,28 @@ def test_dimension_separator(self):
         with pytest.warns(UserWarning, match='dimension_separator'):
             self.create_store(dimension_separator='/')
 
+    def test_init_group(self):
+        store = self.create_store()
+        init_group(store)
+        store['.zattrs'] = json_dumps({'foo': 'bar'})
+        # check metadata
+        assert group_meta_key in store
+        assert group_meta_key in store.listdir()
+        assert group_meta_key in store.listdir('')
+        meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
+        assert ZARR_FORMAT == meta['zarr_format']
+
+    def test_filters(self):
+        all_filters, all_errors = zip(*[
+            (None, does_not_raise()),
+            ([], does_not_raise()),
+            ([AsType('f4', 'f8')], pytest.raises(ValueError)),
+        ])
+        for filters, error in zip(all_filters, all_errors):
+            store = self.create_store()
+            with error:
+                init_array(store, shape=1000, chunks=100, filters=filters)
+
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestNestedFSStore(TestNestedDirectoryStore):

From 86e64642a033ee328a7c53dc6e206c920b146467 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 4 Aug 2022 21:09:12 +0200
Subject: [PATCH 0159/1078] Bump flake8 from 4.0.1 to 5.0.4 (#1107)

Bumps [flake8](https://github.com/pycqa/flake8) from 4.0.1 to 5.0.4.
- [Release notes](https://github.com/pycqa/flake8/releases)
- [Commits](https://github.com/pycqa/flake8/compare/4.0.1...5.0.4)

---
updated-dependencies:
- dependency-name: flake8
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 9025cf985f..786510a12b 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -14,7 +14,7 @@ pymongo==4.2.0
 # optional test requirements
 tox==3.25.1
 coverage
-flake8==4.0.1
+flake8==5.0.4
 pytest-cov==3.0.0
 pytest-doctestplus==0.12.0
 pytest-timeout==2.1.0

From a56b02d6ebfab27985acd0d61a63d65e77095401 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 4 Aug 2022 21:09:25 +0200
Subject: [PATCH 0160/1078] Bump numcodecs from 0.10.1 to 0.10.2 (#1103)

Bumps [numcodecs](https://github.com/zarr-developers/numcodecs) from 0.10.1 to 0.10.2.
- [Release notes](https://github.com/zarr-developers/numcodecs/releases)
- [Changelog](https://github.com/zarr-developers/numcodecs/blob/main/docs/release.rst)
- [Commits](https://github.com/zarr-developers/numcodecs/compare/v0.10.1...v0.10.2)

---
updated-dependencies:
- dependency-name: numcodecs
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 9168ed4cd9..6baa59cc2b 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -1,7 +1,7 @@
 # library requirements
 asciitree==0.3.3
 fasteners==0.17.3
-numcodecs==0.10.1
+numcodecs==0.10.2
 msgpack-python==0.5.6
 setuptools-scm==7.0.5
 # test requirements

From 8bd84fbe4ef2d948c4110b2d29482f0a3f478945 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 4 Aug 2022 21:45:17 +0200
Subject: [PATCH 0161/1078] Bump fsspec from 2022.7.0 to 2022.7.1 (#1100)

* Bump fsspec from 2022.7.0 to 2022.7.1

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2022.7.0 to 2022.7.1.
- [Release notes](https://github.com/fsspec/filesystem_spec/releases)
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2022.7.0...2022.7.1)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* Bump s3fs as well

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
---
 requirements_dev_optional.txt | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 786510a12b..542a988b28 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -19,7 +19,7 @@ pytest-cov==3.0.0
 pytest-doctestplus==0.12.0
 pytest-timeout==2.1.0
 h5py==3.7.0
-fsspec==2022.7.0
-s3fs==2022.7.0
+fsspec==2022.7.1
+s3fs==2022.7.1
 moto[server]>=1.3.14
-werkzeug<2.2.0
\ No newline at end of file
+werkzeug<2.2.0

From 7bf7998056f99dd261291c1b01cec8d7fa000fbd Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Sat, 6 Aug 2022 02:58:48 +0200
Subject: [PATCH 0162/1078] Fix URLs (#1074)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Fix invalid extension documentation URL

* Fix invalid numpydoc URL

First I tried removing the spurious .txt file extension in HOWTO_DOCUMENT.rst.txt.
Then the current contents of HOWTO_DOCUMENT.rst are:
	This document has been replaced, see https://numpydoc.readthedocs.io/en/latest/format.html#docstring-standard

* The Python issue tracker has moved to GitHub

* Fix PyMongo URL

Prefer the link to the PyMongo documentation.

* Fix URL to Blosc file

Change the default Git branch: master ⤑ main

* Fix tox URL

It is not hosted by codespeak.net any more.

* Fix URL: HTTP ⤑ HTTPS
---
 .github/CONTRIBUTING.md |  2 +-
 CODE_OF_CONDUCT.md      |  6 +++---
 build.cmd               |  4 ++--
 docs/Makefile           |  2 +-
 docs/api/codecs.rst     |  6 +++---
 docs/contributing.rst   |  2 +-
 docs/index.rst          |  6 +++---
 docs/release.rst        |  2 +-
 docs/spec/v1.rst        |  2 +-
 docs/spec/v2.rst        |  2 +-
 docs/tutorial.rst       | 12 ++++++------
 tox.ini                 |  2 +-
 zarr/meta.py            |  2 +-
 zarr/storage.py         |  6 +++---
 zarr/sync.py            |  2 +-
 15 files changed, 29 insertions(+), 29 deletions(-)

diff --git a/.github/CONTRIBUTING.md b/.github/CONTRIBUTING.md
index 5f574f4f59..d130e038e5 100644
--- a/.github/CONTRIBUTING.md
+++ b/.github/CONTRIBUTING.md
@@ -1,5 +1,5 @@
 Contributing
 ============
 
-Please see the [project documentation](http://zarr.readthedocs.io/en/stable/contributing.html) for information about contributing to Zarr.
+Please see the [project documentation](https://zarr.readthedocs.io/en/stable/contributing.html) for information about contributing to Zarr.
 
diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md
index 93175dd661..f07035c69f 100644
--- a/CODE_OF_CONDUCT.md
+++ b/CODE_OF_CONDUCT.md
@@ -40,7 +40,7 @@ Project maintainers who do not follow or enforce the Code of Conduct in good fai
 
 ## Attribution
 
-This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4, available at [http://contributor-covenant.org/version/1/4][version]
+This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4, available at [https://www.contributor-covenant.org/version/1/4][version]
 
-[homepage]: http://contributor-covenant.org
-[version]: http://contributor-covenant.org/version/1/4/
+[homepage]: https://www.contributor-covenant.org
+[version]: https://www.contributor-covenant.org/version/1/4
diff --git a/build.cmd b/build.cmd
index 053894d249..4e402d5e21 100644
--- a/build.cmd
+++ b/build.cmd
@@ -13,10 +13,10 @@
 ::
 :: More details at:
 :: https://github.com/cython/cython/wiki/64BitCythonExtensionsOnWindows
-:: http://stackoverflow.com/a/13751649/163740
+:: https://stackoverflow.com/a/13751649/163740
 ::
 :: Author: Olivier Grisel
-:: License: CC0 1.0 Universal: http://creativecommons.org/publicdomain/zero/1.0/
+:: License: CC0 1.0 Universal: https://creativecommons.org/publicdomain/zero/1.0/
 @ECHO OFF
 
 SET COMMAND_TO_RUN=%*
diff --git a/docs/Makefile b/docs/Makefile
index fe6a0bc4e9..f279d820c6 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -9,7 +9,7 @@ BUILDDIR      = _build
 
 # User-friendly check for sphinx-build
 ifeq ($(shell which $(SPHINXBUILD) >/dev/null 2>&1; echo $$?), 1)
-	$(error The '$(SPHINXBUILD)' command was not found. Make sure you have Sphinx installed, then set the SPHINXBUILD environment variable to point to the full path of the '$(SPHINXBUILD)' executable. Alternatively you can add the directory with the executable to your PATH. If you don\'t have Sphinx installed, grab it from http://sphinx-doc.org/)
+	$(error The '$(SPHINXBUILD)' command was not found. Make sure you have Sphinx installed, then set the SPHINXBUILD environment variable to point to the full path of the '$(SPHINXBUILD)' executable. Alternatively you can add the directory with the executable to your PATH. If you don\'t have Sphinx installed, grab it from https://www.sphinx-doc.org/)
 endif
 
 # Internal variables.
diff --git a/docs/api/codecs.rst b/docs/api/codecs.rst
index 2e176bb7ea..b50f747d74 100644
--- a/docs/api/codecs.rst
+++ b/docs/api/codecs.rst
@@ -16,8 +16,8 @@ Codec classes can also be used as filters. See the tutorial section on :ref:`tut
 for more information.
 
 Please note that it is also relatively straightforward to define and register custom codec
-classes. See the Numcodecs `codec API <http://numcodecs.readthedocs.io/en/latest/abc.html>`_ and
-`codec registry <http://numcodecs.readthedocs.io/en/latest/registry.html>`_ documentation for more
+classes. See the Numcodecs `codec API <https://numcodecs.readthedocs.io/en/latest/abc.html>`_ and
+`codec registry <https://numcodecs.readthedocs.io/en/latest/registry.html>`_ documentation for more
 information.
 
-.. _Numcodecs: http://numcodecs.readthedocs.io/
+.. _Numcodecs: https://numcodecs.readthedocs.io/
diff --git a/docs/contributing.rst b/docs/contributing.rst
index f433f1bc03..2fbfd92a7a 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -206,7 +206,7 @@ Documentation
 
 Docstrings for user-facing classes and functions should follow the
 `numpydoc
-<https://github.com/numpy/numpy/blob/main/doc/HOWTO_DOCUMENT.rst.txt>`_
+<https://numpydoc.readthedocs.io/en/stable/format.html#docstring-standard>`_
 standard, including sections for Parameters and Examples. All examples
 should run and pass as doctests under Python 3.8. To run doctests,
 activate your development environment, install optional requirements,
diff --git a/docs/index.rst b/docs/index.rst
index 5343dea0ed..f4afc9fd85 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -93,10 +93,10 @@ documentation, code reviews, comments and/or ideas:
 * :user:`Prakhar Goel <newt0311>`
 
 Zarr is inspired by `HDF5 <https://www.hdfgroup.org/HDF5/>`_, `h5py
-<http://www.h5py.org/>`_ and `bcolz <http://bcolz.blosc.org/>`_.
+<https://www.h5py.org/>`_ and `bcolz <https://bcolz.readthedocs.io/>`_.
 
 Development of Zarr is supported by the
-`MRC Centre for Genomics and Global Health <http://www.cggh.org>`_.
+`MRC Centre for Genomics and Global Health <https://www.cggh.org>`_.
 
 Indices and tables
 ------------------
@@ -105,4 +105,4 @@ Indices and tables
 * :ref:`modindex`
 * :ref:`search`
 
-.. _NumCodecs: http://numcodecs.readthedocs.io/
+.. _NumCodecs: https://numcodecs.readthedocs.io/
diff --git a/docs/release.rst b/docs/release.rst
index 20c24fcea1..3f1f3a8d30 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -1333,4 +1333,4 @@ See `v0.4.0 release notes on GitHub
 See `v0.3.0 release notes on GitHub
 <https://github.com/zarr-developers/zarr-python/releases/tag/v0.3.0>`_.
 
-.. _Numcodecs: http://numcodecs.readthedocs.io/
+.. _Numcodecs: https://numcodecs.readthedocs.io/
diff --git a/docs/spec/v1.rst b/docs/spec/v1.rst
index 39fc6f30ce..d8598c88c4 100644
--- a/docs/spec/v1.rst
+++ b/docs/spec/v1.rst
@@ -133,7 +133,7 @@ of bytes comprising the compressed chunk data. No header is added to
 the compressed bytes or any other modification made. The internal
 structure of the compressed bytes will depend on which primary
 compressor was used. For example, the `Blosc compressor
-<https://github.com/Blosc/c-blosc/blob/master/README_HEADER.rst>`_
+<https://github.com/Blosc/c-blosc/blob/main/README_HEADER.rst>`_
 produces a sequence of bytes that begins with a 16-byte header
 followed by compressed data.
 
diff --git a/docs/spec/v2.rst b/docs/spec/v2.rst
index 4746f8f61e..f2c3d92b3e 100644
--- a/docs/spec/v2.rst
+++ b/docs/spec/v2.rst
@@ -206,7 +206,7 @@ through the primary compression library to obtain a new sequence of bytes
 comprising the compressed chunk data. No header is added to the compressed
 bytes or any other modification made. The internal structure of the compressed
 bytes will depend on which primary compressor was used. For example, the `Blosc
-compressor <https://github.com/Blosc/c-blosc/blob/master/README_CHUNK_FORMAT.rst>`_
+compressor <https://github.com/Blosc/c-blosc/blob/main/README_CHUNK_FORMAT.rst>`_
 produces a sequence of bytes that begins with a 16-byte header followed by
 compressed data.
 
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 37073fcb31..411ce0a163 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -275,7 +275,7 @@ Here is an example using a delta filter with the Blosc compressor::
     Chunks initialized : 100/100
 
 For more information about available filter codecs, see the `Numcodecs
-<http://numcodecs.readthedocs.io/>`_ documentation.
+<https://numcodecs.readthedocs.io/>`_ documentation.
 
 .. _tutorial_groups:
 
@@ -293,7 +293,7 @@ To create a group, use the :func:`zarr.group` function::
     <zarr.hierarchy.Group '/'>
 
 Groups have a similar API to the Group class from `h5py
-<http://www.h5py.org/>`_.  For example, groups can contain other groups::
+<https://www.h5py.org/>`_.  For example, groups can contain other groups::
 
     >>> foo = root.create_group('foo')
     >>> bar = foo.create_group('bar')
@@ -427,7 +427,7 @@ Groups also have the :func:`zarr.hierarchy.Group.tree` method, e.g.::
 If you're using Zarr within a Jupyter notebook (requires
 `ipytree <https://github.com/QuantStack/ipytree>`_), calling ``tree()`` will generate an
 interactive tree representation, see the `repr_tree.ipynb notebook
-<http://nbviewer.jupyter.org/github/zarr-developers/zarr-python/blob/main/notebooks/repr_tree.ipynb>`_
+<https://nbviewer.org/github/zarr-developers/zarr-python/blob/main/notebooks/repr_tree.ipynb>`_
 for more examples.
 
 .. _tutorial_attrs:
@@ -735,7 +735,7 @@ database for storage (requires `bsddb3
 
 Also added in Zarr version 2.2 is the :class:`zarr.storage.LMDBStore` class which
 enables the lightning memory-mapped database (LMDB) to be used for storing an array or
-group (requires `lmdb <http://lmdb.readthedocs.io/>`_ to be installed)::
+group (requires `lmdb <https://lmdb.readthedocs.io/>`_ to be installed)::
 
     >>> store = zarr.LMDBStore('data/example.lmdb')
     >>> root = zarr.group(store=store, overwrite=True)
@@ -779,9 +779,9 @@ Distributed/cloud storage
 
 It is also possible to use distributed storage systems. The Dask project has
 implementations of the ``MutableMapping`` interface for Amazon S3 (`S3Map
-<http://s3fs.readthedocs.io/en/latest/api.html#s3fs.mapping.S3Map>`_), Hadoop
+<https://s3fs.readthedocs.io/en/latest/api.html#s3fs.mapping.S3Map>`_), Hadoop
 Distributed File System (`HDFSMap
-<http://hdfs3.readthedocs.io/en/latest/api.html#hdfs3.mapping.HDFSMap>`_) and
+<https://hdfs3.readthedocs.io/en/latest/api.html#hdfs3.mapping.HDFSMap>`_) and
 Google Cloud Storage (`GCSMap
 <http://gcsfs.readthedocs.io/en/latest/api.html#gcsfs.mapping.GCSMap>`_), which
 can be used with Zarr.
diff --git a/tox.ini b/tox.ini
index 4bd58796c9..12ad6bc8ad 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,4 +1,4 @@
-# Tox (http://tox.testrun.org/) is a tool for running tests
+# Tox (https://tox.wiki/) is a tool for running tests
 # in multiple virtualenvs. This configuration file will run the
 # test suite on all supported python versions. To use it, "pip install tox"
 # and then run "tox" from this directory.
diff --git a/zarr/meta.py b/zarr/meta.py
index c290e90163..77c55b9871 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -76,7 +76,7 @@ def get_extended_dtype_info(dtype) -> dict:
         )
     elif dtype.str in _v3_datetime_types:
         return dict(
-            extension="https://zarr-specs.readthedocs.io/en/core-protocol-v3.0-dev/protocol/extensions/datetime-dtypes/v1.0.html",  # noqa
+            extension="https://zarr-specs.readthedocs.io/en/latest/extensions/data-types/datetime/v1.0.html",  # noqa
             type=dtype.str,
             fallback=None,
         )
diff --git a/zarr/storage.py b/zarr/storage.py
index 440b41ea07..8c1536d786 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -2097,7 +2097,7 @@ def rmdir(self, path: str = "") -> None:
 
 
 class LMDBStore(Store):
-    """Storage class using LMDB. Requires the `lmdb <http://lmdb.readthedocs.io/>`_
+    """Storage class using LMDB. Requires the `lmdb <https://lmdb.readthedocs.io/>`_
     package to be installed.
 
 
@@ -2503,7 +2503,7 @@ def __init__(self, path, dimension_separator=None, **kwargs):
         # allow threading if SQLite connections are thread-safe
         #
         # ref: https://www.sqlite.org/releaselog/3_3_1.html
-        # ref: https://bugs.python.org/issue27190
+        # ref: https://github.com/python/cpython/issues/71377
         check_same_thread = True
         if sqlite3.sqlite_version_info >= (3, 3, 1):
             check_same_thread = False
@@ -2663,7 +2663,7 @@ class MongoDBStore(Store):
 
     .. note:: This is an experimental feature.
 
-    Requires the `pymongo <https://api.mongodb.com/python/current/>`_
+    Requires the `pymongo <https://pymongo.readthedocs.io/en/stable/>`_
     package to be installed.
 
     Parameters
diff --git a/zarr/sync.py b/zarr/sync.py
index a0938b30d0..49684a51ee 100644
--- a/zarr/sync.py
+++ b/zarr/sync.py
@@ -26,7 +26,7 @@ def __setstate__(self, *args):
 
 class ProcessSynchronizer:
     """Provides synchronization using file locks via the
-    `fasteners <http://fasteners.readthedocs.io/en/latest/api/process_lock.html>`_
+    `fasteners <https://fasteners.readthedocs.io/en/latest/api/inter_process/>`_
     package.
 
     Parameters

From e3b6c7f6989930d62d4e4cffe180d3e05bff783a Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sat, 6 Aug 2022 03:17:46 +0200
Subject: [PATCH 0163/1078] Bump azure-storage-blob from 12.13.0 to 12.13.1
 (#1108)

Bumps [azure-storage-blob](https://github.com/Azure/azure-sdk-for-python) from 12.13.0 to 12.13.1.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-storage-blob_12.13.0...azure-storage-blob_12.13.1)

---
updated-dependencies:
- dependency-name: azure-storage-blob
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 542a988b28..59ddad396b 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -6,7 +6,7 @@ ipytree==0.2.1
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
-azure-storage-blob==12.13.0 # pyup: ignore
+azure-storage-blob==12.13.1 # pyup: ignore
 redis==4.3.4
 types-redis
 types-setuptools

From 8e7f4cc01764f50b54b4d90a70495bba16766c7d Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Fri, 5 Aug 2022 21:31:17 -0500
Subject: [PATCH 0164/1078] LRUStoreCache: reset current size on invalidation
 (#1081)

* LRUStoreCache: reset current size on invalidation

fixes #1076

* Add release log

* Update docs/release.rst
---
 docs/release.rst | 4 +++-
 zarr/storage.py  | 1 +
 2 files changed, 4 insertions(+), 1 deletion(-)

diff --git a/docs/release.rst b/docs/release.rst
index 3f1f3a8d30..3d06c6c37a 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -28,7 +28,6 @@ Maintenance
 * Update GitHub issue templates with `YAML` format.
   By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1079`.
 
-
 Bug fixes
 ~~~~~~~~~
 
@@ -37,6 +36,9 @@ Bug fixes
   that had previously been excluded from testing, and type annotations were added to the N5 codebase.
   By :user:`Davis Bennett <d-v-b>`; :issue:`1092`.
 
+* Fix bug in LRUEStoreCache in which the current size wasn't reset on invalidation.
+  By :user:`BGCMHou <BGCMHou>` and :user:`Josh Moore <joshmoore>` :issue:`1076`, :issue:`1077`.
+
 .. _release_2.12.0:
 
 2.12.0
diff --git a/zarr/storage.py b/zarr/storage.py
index 8c1536d786..eb5106078b 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -2398,6 +2398,7 @@ def invalidate(self):
         with self._mutex:
             self._values_cache.clear()
             self._invalidate_keys()
+            self._current_size = 0
 
     def invalidate_values(self):
         """Clear the values cache."""

From f9fd8c799e07dd7d8bc5cf39ebf944d0f7c47d23 Mon Sep 17 00:00:00 2001
From: Josh Moore <josh@openmicroscopy.org>
Date: Fri, 5 Aug 2022 21:15:30 -0500
Subject: [PATCH 0165/1078] Prepare 2.13.0a1 changelog

---
 docs/release.rst | 49 ++++++++++++++++++++++++++++++++++++------------
 1 file changed, 37 insertions(+), 12 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 3d06c6c37a..2582c34e04 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,10 +6,34 @@ Release notes
     # to document your changes. On releases it will be
     # re-indented so that it does not show up in the notes.
 
-.. _unreleased:
+    .. _unreleased:
 
-Unreleased
-----------
+    Unreleased
+    ----------
+
+.. _release_2.13.0:
+
+2.13.0
+------
+.. warning::
+    Pre-release! Use `pip install --pre zarr` to evaluate this release.
+
+Major changes
+~~~~~~~~~~~~~
+
+* Remove support for Python 3.7 in concert with NumPy dependency.
+  By :user:`Davis Bennett <d-v-b>`; :issue:`1067`.
+
+Bug fixes
+~~~~~~~~~
+
+* Fix bug in N5 storage that prevented arrays located in the root of the hierarchy from
+  bearing the `n5` keyword. Along with fixing this bug, new tests were added for N5 routines
+  that had previously been excluded from testing, and type annotations were added to the N5 codebase.
+  By :user:`Davis Bennett <d-v-b>`; :issue:`1092`.
+
+* Fix bug in LRUEStoreCache in which the current size wasn't reset on invalidation.
+  By :user:`BGCMHou <BGCMHou>` and :user:`Josh Moore <joshmoore>` :issue:`1076`, :issue:`1077`.
 
 Documentation
 ~~~~~~~~~~~~~
@@ -19,25 +43,26 @@ Documentation
 Maintenance
 ~~~~~~~~~~~
 
+* Pin werkzeug to prevent test hangs.
+  By :user:`Davis Bennett <d-v-b>`; :issue:`1098`.
+
 * Fix a few DeepSource.io alerts
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1080`.
 
+* Fix URLs.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>`, :issue:`1074`.
+
 * Fix spelling.
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>`, :issue:`1073`.
 
 * Update GitHub issue templates with `YAML` format.
   By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1079`.
 
-Bug fixes
-~~~~~~~~~
-
-* Fix bug in N5 storage that prevented arrays located in the root of the hierarchy from
-  bearing the `n5` keyword. Along with fixing this bug, new tests were added for N5 routines
-  that had previously been excluded from testing, and type annotations were added to the N5 codebase.
-  By :user:`Davis Bennett <d-v-b>`; :issue:`1092`.
+* Remove option to return None from _ensure_store.
+  By :user:`Greggory Lee <grlee77>`; :issue:`1068`.
 
-* Fix bug in LRUEStoreCache in which the current size wasn't reset on invalidation.
-  By :user:`BGCMHou <BGCMHou>` and :user:`Josh Moore <joshmoore>` :issue:`1076`, :issue:`1077`.
+* Fix a typo of "integers".
+  By :user:`Richard Scott <RichardScottOZ>`; :issue:`1056`.
 
 .. _release_2.12.0:
 

From 44de0e4a017b8919bb5caba41eadcd67e18abdb9 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 15 Aug 2022 15:47:23 -0700
Subject: [PATCH 0166/1078] Bump numpy from 1.23.1 to 1.23.2 (#1109)

Bumps [numpy](https://github.com/numpy/numpy) from 1.23.1 to 1.23.2.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.23.1...v1.23.2)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index c89e4f6896..12310a0eda 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.23.1
+numpy==1.23.2

From f6698f676c5f599de6c996754a6e4a58e1be3503 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 1 Sep 2022 11:38:25 -0700
Subject: [PATCH 0167/1078] Bump fsspec from 2022.7.1 to 2022.8.2 (#1117)

* Bump fsspec from 2022.7.1 to 2022.8.2

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2022.7.1 to 2022.8.2.
- [Release notes](https://github.com/fsspec/filesystem_spec/releases)
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2022.7.1...2022.8.2)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* Bump s3fs as well

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
---
 requirements_dev_optional.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 59ddad396b..cc370e018c 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -19,7 +19,7 @@ pytest-cov==3.0.0
 pytest-doctestplus==0.12.0
 pytest-timeout==2.1.0
 h5py==3.7.0
-fsspec==2022.7.1
-s3fs==2022.7.1
+fsspec==2022.8.2
+s3fs==2022.8.2
 moto[server]>=1.3.14
 werkzeug<2.2.0

From 50edad853235099e0a1011d13281049396442eda Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 6 Sep 2022 08:25:14 +0200
Subject: [PATCH 0168/1078] Bump pytest from 7.1.2 to 7.1.3 (#1122)

Bumps [pytest](https://github.com/pytest-dev/pytest) from 7.1.2 to 7.1.3.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/7.1.2...7.1.3)

---
updated-dependencies:
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 6baa59cc2b..31febeee24 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -5,4 +5,4 @@ numcodecs==0.10.2
 msgpack-python==0.5.6
 setuptools-scm==7.0.5
 # test requirements
-pytest==7.1.2
+pytest==7.1.3

From 1c464cb6a59cfa5452e5b8b3b0af304626c0100a Mon Sep 17 00:00:00 2001
From: Altay Sansal <tasansal@users.noreply.github.com>
Date: Tue, 6 Sep 2022 15:10:57 -0500
Subject: [PATCH 0169/1078] Add copy button to documentation (#1124)

* add sphinx_copybutton and config

* update release notes

* add `sphinx-copybutton` to rtfd reqs
---
 docs/conf.py          | 7 +++++++
 docs/release.rst      | 1 +
 requirements_rtfd.txt | 1 +
 3 files changed, 9 insertions(+)

diff --git a/docs/conf.py b/docs/conf.py
index 2bbd3ffb6e..a8bfc467d9 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -44,6 +44,7 @@
     'sphinx.ext.intersphinx',
     'numpydoc',
     'sphinx_issues',
+    "sphinx_copybutton",
 ]
 
 numpydoc_show_class_members = False
@@ -312,3 +313,9 @@ def setup(app):
 # :ref:`comparison manual <python:comparisons>`
 intersphinx_mapping = { 'python':('https://docs.python.org/', None), 
                         'numpy': ('https://numpy.org/doc/stable/', None)}
+
+
+# sphinx-copybutton configuration
+copybutton_prompt_text = r">>> |\.\.\. |\$ |In \[\d*\]: | {2,5}\.\.\.: | {5,8}: "
+copybutton_line_continuation_character = "\\"
+copybutton_prompt_is_regexp = True
diff --git a/docs/release.rst b/docs/release.rst
index 2582c34e04..dabf266caf 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -39,6 +39,7 @@ Documentation
 ~~~~~~~~~~~~~
 
 * Typo fixes to close quotes. By :user:`Pavithra Eswaramoorthy <pavithraes>`
+* Added copy button to documentation :user:`Altay Sansal <tasansal>`
 
 Maintenance
 ~~~~~~~~~~~
diff --git a/requirements_rtfd.txt b/requirements_rtfd.txt
index 2cdb12377d..8452f7af77 100644
--- a/requirements_rtfd.txt
+++ b/requirements_rtfd.txt
@@ -3,6 +3,7 @@ setuptools
 setuptools_scm
 sphinx
 sphinx-issues
+sphinx-copybutton
 sphinx-rtd-theme
 numpydoc
 numpy!=1.21.0

From ea7bb113fe96afebccb8e8e8b8cbdde7a6b8cef9 Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Thu, 8 Sep 2022 08:48:29 +0200
Subject: [PATCH 0170/1078] Simplify release docs (#1119)

As discussed with @rabernat and @jakirkham, in order to encourage
more folks with push rights to release zarr-python, this change
makes it clear that a release is possible completely from within
GitHub. The previous instructions will continue to work but have
been removed to avoid confusion.
---
 docs/contributing.rst | 29 +++++++++++++++--------------
 docs/release.rst      |  2 +-
 2 files changed, 16 insertions(+), 15 deletions(-)

diff --git a/docs/contributing.rst b/docs/contributing.rst
index 2fbfd92a7a..64e017d17f 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -335,22 +335,23 @@ Release procedure
 .. note:: 
 
    Most of the release process is now handled by github workflow which should
-   automatically push a release to PyPI if a tag is pushed. 
+   automatically push a release to PyPI if a tag is pushed.
 
-Checkout and update the main branch::
+Before releasing, make sure that all pull requests which will be
+included in the release have been properly documented in
+`docs/release.rst`.
 
-    $ git checkout main
-    $ git pull
+To make a new release, go to
+https://github.com/zarr-developers/zarr-python/releases and
+click "Draft a new release". Choose a version number prefixed
+with a `v` (e.g. `v0.0.0`) and set the description to:
 
-Verify all tests pass on all supported Python versions, and docs build::
+```
+See release notes https://zarr.readthedocs.io/en/stable/release.html#release-0-0-0
+```
 
-    $ tox
+replacing the correct version numbers. For pre-release versions,
+the URL should omit the pre-release suffix, e.g. "a1" or "rc1".
 
-Tag the version (where "X.X.X" stands for the version number, e.g., "2.2.0")::
-
-    $ version=X.X.X
-    $ git tag -a v$version -m v$version
-    $ git push origin v$version
-
-Create a GitHub release in order to generate the Zenodo DOI and
-review the automatically generated zarr-feedstock PR.
+Be sure to review and merge the https://github.com/conda-forge/zarr-feedstock
+pull request that will be automatically generated.
diff --git a/docs/release.rst b/docs/release.rst
index dabf266caf..5dbbfcdb03 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -16,7 +16,7 @@ Release notes
 2.13.0
 ------
 .. warning::
-    Pre-release! Use `pip install --pre zarr` to evaluate this release.
+    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
 
 Major changes
 ~~~~~~~~~~~~~

From f6e3d6108c36b65b3ac4637cab7ce5ac1650c977 Mon Sep 17 00:00:00 2001
From: Mattia Almansi <m.almansi@bopen.eu>
Date: Thu, 8 Sep 2022 08:55:45 +0200
Subject: [PATCH 0171/1078] check type of attribute keys (#1066)

* check type of attribute keys

* introduce deprecation cycle

* fix typo

* stringify keys

* cleanup

* do not cover except
---
 zarr/attrs.py            | 22 ++++++++++++++++++++++
 zarr/tests/test_attrs.py | 15 +++++++++++++++
 2 files changed, 37 insertions(+)

diff --git a/zarr/attrs.py b/zarr/attrs.py
index 39683d45d9..60dd7f1d79 100644
--- a/zarr/attrs.py
+++ b/zarr/attrs.py
@@ -1,3 +1,4 @@
+import warnings
 from collections.abc import MutableMapping
 
 from zarr._storage.store import Store, StoreV3
@@ -128,6 +129,27 @@ def put(self, d):
             self._write_op(self._put_nosync, dict(attributes=d))
 
     def _put_nosync(self, d):
+
+        d_to_check = d if self._version == 2 else d["attributes"]
+        if not all(isinstance(item, str) for item in d_to_check):
+            # TODO: Raise an error for non-string keys
+            # raise TypeError("attribute keys must be strings")
+            warnings.warn(
+                "only attribute keys of type 'string' will be allowed in the future",
+                DeprecationWarning,
+                stacklevel=2
+                )
+
+            try:
+                d_to_check = {str(k): v for k, v in d_to_check.items()}
+            except TypeError as ex:  # pragma: no cover
+                raise TypeError("attribute keys can not be stringified") from ex
+
+            if self._version == 2:
+                d = d_to_check
+            else:
+                d["attributes"] = d_to_check
+
         if self._version == 2:
             self.store[self.key] = json_dumps(d)
             if self.cache:
diff --git a/zarr/tests/test_attrs.py b/zarr/tests/test_attrs.py
index b8058d9d63..e4baf182b2 100644
--- a/zarr/tests/test_attrs.py
+++ b/zarr/tests/test_attrs.py
@@ -268,3 +268,18 @@ def test_caching_off(self, zarr_version):
         get_cnt = 10 if zarr_version == 2 else 12
         assert get_cnt == store.counter['__getitem__', attrs_key]
         assert 3 == store.counter['__setitem__', attrs_key]
+
+    def test_wrong_keys(self, zarr_version):
+        store = _init_store(zarr_version)
+        a = self.init_attributes(store, zarr_version=zarr_version)
+
+        warning_msg = "only attribute keys of type 'string' will be allowed in the future"
+
+        with pytest.warns(DeprecationWarning, match=warning_msg):
+            a[1] = "foo"
+
+        with pytest.warns(DeprecationWarning, match=warning_msg):
+            a.put({1: "foo"})
+
+        with pytest.warns(DeprecationWarning, match=warning_msg):
+            a.update({1: "foo"})

From 43266eec01561186b1b32e2fe3b12247130a0f0d Mon Sep 17 00:00:00 2001
From: "Mads R. B. Kristensen" <madsbk@gmail.com>
Date: Thu, 8 Sep 2022 09:03:34 +0200
Subject: [PATCH 0172/1078] [REVIEW] Support of alternative array classes
 (#934)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Implement CuPyCPUCompressor and the meta_array argument

This is base of
<https://github.com/jakirkham/zarr-python/tree/use_array_like>

Co-authored-by: John Kirkham <jakirkham@gmail.com>

* Adding meta_array to open_group()

* CuPyCPUCompressor: clean up and doc

* clean up

* flake8

* mypy

* Use KVStore when checking for in-memory data

Checking against MutableMapping categories all BaseStores as in-memory
stores.

* group: the meta_array argument is now used for new arrays

* flake8

* Use empty_like instead of empty

Co-authored-by: jakirkham <jakirkham@gmail.com>

* More use of NumPy's *_like API

Co-authored-by: jakirkham <jakirkham@gmail.com>

* Assume that array-like objects that doesn't have a `writeable` flag is writable.

* _meta_array: use shape=()

Co-authored-by: jakirkham <jakirkham@gmail.com>

* use ensure_ndarray_like() and ensure_contiguous_ndarray_like()

* CI: use https://github.com/zarr-developers/numcodecs/pull/305

* Removed unused code

Co-authored-by: Tobias Kölling <tobi@die70.de>

* CI: changed minimal NumPy version to v1.20

* CI: use numpy>=1.21.* for `mypy` check

* Revert "CI: use https://github.com/zarr-developers/numcodecs/pull/305"

This reverts commit 9976f067a42c99b37e2c1a57ef7377b0b34f9318.

* fix merge mistake

* CI: remove manual numpy install

* pickle: use kwargs

* moved CuPyCPUCompressor to the test suite

* doc-meta_array: changed to versionadded:: 2.13

* test_cupy: assert meta_array

* test_cupy: test when CuPy isn't available

* renamed: test_cupy.py -> test_meta_array.py

* removed ensure_cls()

* Added "# pragma: no cover" to the CuPyCPUCompressor test class

Co-authored-by: John Kirkham <jakirkham@gmail.com>
Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
Co-authored-by: Tobias Kölling <tobi@die70.de>
Co-authored-by: Gregory Lee <grlee77@gmail.com>
---
 .github/workflows/python-package.yml |   2 +-
 zarr/core.py                         |  95 ++++++++---
 zarr/creation.py                     |  12 +-
 zarr/hierarchy.py                    |  58 +++++--
 zarr/storage.py                      |  11 +-
 zarr/tests/test_meta_array.py        | 233 +++++++++++++++++++++++++++
 zarr/util.py                         |   4 +-
 7 files changed, 367 insertions(+), 48 deletions(-)
 create mode 100644 zarr/tests/test_meta_array.py

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index b42e036cfa..72f65a073b 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -59,7 +59,7 @@ jobs:
         conda activate zarr-env
         python -m pip install --upgrade pip
         python -m pip install -U pip setuptools wheel codecov line_profiler
-        python -m pip install -rrequirements_dev_minimal.txt numpy${{ matrix.numpy_version}} -rrequirements_dev_optional.txt pymongo redis
+        python -m pip install -rrequirements_dev_minimal.txt numpy${{matrix.numpy_version}} -rrequirements_dev_optional.txt pymongo redis
         python -m pip install .
         python -m pip freeze
     - name: Tests
diff --git a/zarr/core.py b/zarr/core.py
index bd61639ef6..e5b2045160 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -4,12 +4,11 @@
 import math
 import operator
 import re
-from collections.abc import MutableMapping
 from functools import reduce
 from typing import Any
 
 import numpy as np
-from numcodecs.compat import ensure_bytes, ensure_ndarray
+from numcodecs.compat import ensure_bytes
 
 from zarr._storage.store import _prefix_to_attrs_key, assert_zarr_v3_api_available
 from zarr.attrs import Attributes
@@ -35,6 +34,7 @@
 from zarr.storage import (
     _get_hierarchy_metadata,
     _prefix_to_array_key,
+    KVStore,
     getsize,
     listdir,
     normalize_store_arg,
@@ -51,6 +51,7 @@
     normalize_shape,
     normalize_storage_path,
     PartialReadBuffer,
+    ensure_ndarray_like
 )
 
 
@@ -98,6 +99,12 @@ class Array:
 
         .. versionadded:: 2.11
 
+    meta_array : array-like, optional
+        An array instance to use for determining arrays to create and return
+        to users. Use `numpy.empty(())` by default.
+
+        .. versionadded:: 2.13
+
 
     Attributes
     ----------
@@ -129,6 +136,7 @@ class Array:
     vindex
     oindex
     write_empty_chunks
+    meta_array
 
     Methods
     -------
@@ -163,6 +171,7 @@ def __init__(
         partial_decompress=False,
         write_empty_chunks=True,
         zarr_version=None,
+        meta_array=None,
     ):
         # N.B., expect at this point store is fully initialized with all
         # configuration metadata fully specified and normalized
@@ -191,8 +200,11 @@ def __init__(
         self._is_view = False
         self._partial_decompress = partial_decompress
         self._write_empty_chunks = write_empty_chunks
+        if meta_array is not None:
+            self._meta_array = np.empty_like(meta_array, shape=())
+        else:
+            self._meta_array = np.empty(())
         self._version = zarr_version
-
         if self._version == 3:
             self._data_key_prefix = 'data/root/' + self._key_prefix
             self._data_path = 'data/root/' + self._path
@@ -555,6 +567,13 @@ def write_empty_chunks(self) -> bool:
         """
         return self._write_empty_chunks
 
+    @property
+    def meta_array(self):
+        """An array-like instance to use for determining arrays to create and return
+        to users.
+        """
+        return self._meta_array
+
     def __eq__(self, other):
         return (
             isinstance(other, Array) and
@@ -929,7 +948,7 @@ def _get_basic_selection_zd(self, selection, out=None, fields=None):
 
         except KeyError:
             # chunk not initialized
-            chunk = np.zeros((), dtype=self._dtype)
+            chunk = np.zeros_like(self._meta_array, shape=(), dtype=self._dtype)
             if self._fill_value is not None:
                 chunk.fill(self._fill_value)
 
@@ -1233,7 +1252,8 @@ def _get_selection(self, indexer, out=None, fields=None):
 
         # setup output array
         if out is None:
-            out = np.empty(out_shape, dtype=out_dtype, order=self._order)
+            out = np.empty_like(self._meta_array, shape=out_shape,
+                                dtype=out_dtype, order=self._order)
         else:
             check_array_shape('out', out, out_shape)
 
@@ -1607,9 +1627,13 @@ def set_coordinate_selection(self, selection, value, fields=None):
         # setup indexer
         indexer = CoordinateIndexer(selection, self)
 
-        # handle value - need to flatten
+        # handle value - need ndarray-like flatten value
         if not is_scalar(value, self._dtype):
-            value = np.asanyarray(value)
+            try:
+                value = ensure_ndarray_like(value)
+            except TypeError:
+                # Handle types like `list` or `tuple`
+                value = np.array(value, like=self._meta_array)
         if hasattr(value, 'shape') and len(value.shape) > 1:
             value = value.reshape(-1)
 
@@ -1712,7 +1736,7 @@ def _set_basic_selection_zd(self, selection, value, fields=None):
 
         except KeyError:
             # chunk not initialized
-            chunk = np.zeros((), dtype=self._dtype)
+            chunk = np.zeros_like(self._meta_array, shape=(), dtype=self._dtype)
             if self._fill_value is not None:
                 chunk.fill(self._fill_value)
 
@@ -1772,7 +1796,7 @@ def _set_selection(self, indexer, value, fields=None):
             pass
         else:
             if not hasattr(value, 'shape'):
-                value = np.asanyarray(value)
+                value = np.asanyarray(value, like=self._meta_array)
             check_array_shape('value', value, sel_shape)
 
         # iterate over chunks in range
@@ -1840,8 +1864,11 @@ def _process_chunk(
                 self._dtype != object):
 
             dest = out[out_selection]
+            # Assume that array-like objects that doesn't have a
+            # `writeable` flag is writable.
+            dest_is_writable = getattr(dest, "writeable", True)
             write_direct = (
-                dest.flags.writeable and
+                dest_is_writable and
                 (
                     (self._order == 'C' and dest.flags.c_contiguous) or
                     (self._order == 'F' and dest.flags.f_contiguous)
@@ -1858,7 +1885,7 @@ def _process_chunk(
                         cdata = cdata.read_full()
                     self._compressor.decode(cdata, dest)
                 else:
-                    chunk = ensure_ndarray(cdata).view(self._dtype)
+                    chunk = ensure_ndarray_like(cdata).view(self._dtype)
                     chunk = chunk.reshape(self._chunks, order=self._order)
                     np.copyto(dest, chunk)
                 return
@@ -1868,7 +1895,7 @@ def _process_chunk(
             if partial_read_decode:
                 cdata.prepare_chunk()
                 # size of chunk
-                tmp = np.empty(self._chunks, dtype=self.dtype)
+                tmp = np.empty_like(self._meta_array, shape=self._chunks, dtype=self.dtype)
                 index_selection = PartialChunkIterator(chunk_selection, self.chunks)
                 for start, nitems, partial_out_selection in index_selection:
                     expected_shape = [
@@ -1925,7 +1952,7 @@ def _chunk_getitem(self, chunk_coords, chunk_selection, out, out_selection,
         """
         out_is_ndarray = True
         try:
-            out = ensure_ndarray(out)
+            out = ensure_ndarray_like(out)
         except TypeError:
             out_is_ndarray = False
 
@@ -1960,7 +1987,7 @@ def _chunk_getitems(self, lchunk_coords, lchunk_selection, out, lout_selection,
         """
         out_is_ndarray = True
         try:
-            out = ensure_ndarray(out)
+            out = ensure_ndarray_like(out)
         except TypeError:  # pragma: no cover
             out_is_ndarray = False
 
@@ -2082,7 +2109,9 @@ def _process_for_setitem(self, ckey, chunk_selection, value, fields=None):
             if is_scalar(value, self._dtype):
 
                 # setup array filled with value
-                chunk = np.empty(self._chunks, dtype=self._dtype, order=self._order)
+                chunk = np.empty_like(
+                    self._meta_array, shape=self._chunks, dtype=self._dtype, order=self._order
+                )
                 chunk.fill(value)
 
             else:
@@ -2102,14 +2131,18 @@ def _process_for_setitem(self, ckey, chunk_selection, value, fields=None):
 
                 # chunk not initialized
                 if self._fill_value is not None:
-                    chunk = np.empty(self._chunks, dtype=self._dtype, order=self._order)
+                    chunk = np.empty_like(
+                        self._meta_array, shape=self._chunks, dtype=self._dtype, order=self._order
+                    )
                     chunk.fill(self._fill_value)
                 elif self._dtype == object:
                     chunk = np.empty(self._chunks, dtype=self._dtype, order=self._order)
                 else:
                     # N.B., use zeros here so any region beyond the array has consistent
                     # and compressible data
-                    chunk = np.zeros(self._chunks, dtype=self._dtype, order=self._order)
+                    chunk = np.zeros_like(
+                        self._meta_array, shape=self._chunks, dtype=self._dtype, order=self._order
+                    )
 
             else:
 
@@ -2159,7 +2192,7 @@ def _decode_chunk(self, cdata, start=None, nitems=None, expected_shape=None):
                 chunk = f.decode(chunk)
 
         # view as numpy array with correct dtype
-        chunk = ensure_ndarray(chunk)
+        chunk = ensure_ndarray_like(chunk)
         # special case object dtype, because incorrect handling can lead to
         # segfaults and other bad things happening
         if self._dtype != object:
@@ -2186,7 +2219,7 @@ def _encode_chunk(self, chunk):
                 chunk = f.encode(chunk)
 
         # check object encoding
-        if ensure_ndarray(chunk).dtype == object:
+        if ensure_ndarray_like(chunk).dtype == object:
             raise RuntimeError('cannot write object array without object codec')
 
         # compress
@@ -2196,7 +2229,7 @@ def _encode_chunk(self, chunk):
             cdata = chunk
 
         # ensure in-memory data is immutable and easy to compare
-        if isinstance(self.chunk_store, MutableMapping):
+        if isinstance(self.chunk_store, KVStore):
             cdata = ensure_bytes(cdata)
 
         return cdata
@@ -2354,12 +2387,22 @@ def hexdigest(self, hashname="sha1"):
         return checksum
 
     def __getstate__(self):
-        return (self._store, self._path, self._read_only, self._chunk_store,
-                self._synchronizer, self._cache_metadata, self._attrs.cache,
-                self._partial_decompress, self._write_empty_chunks, self._version)
+        return {
+            "store": self._store,
+            "path": self._path,
+            "read_only": self._read_only,
+            "chunk_store": self._chunk_store,
+            "synchronizer": self._synchronizer,
+            "cache_metadata": self._cache_metadata,
+            "cache_attrs": self._attrs.cache,
+            "partial_decompress": self._partial_decompress,
+            "write_empty_chunks": self._write_empty_chunks,
+            "zarr_version": self._version,
+            "meta_array": self._meta_array,
+        }
 
     def __setstate__(self, state):
-        self.__init__(*state)
+        self.__init__(**state)
 
     def _synchronized_op(self, f, *args, **kwargs):
 
@@ -2466,7 +2509,7 @@ def append(self, data, axis=0):
 
         Parameters
         ----------
-        data : array_like
+        data : array-like
             Data to be appended.
         axis : int
             Axis along which to append.
@@ -2502,7 +2545,7 @@ def _append_nosync(self, data, axis=0):
 
         # ensure data is array-like
         if not hasattr(data, 'shape'):
-            data = np.asanyarray(data)
+            data = np.asanyarray(data, like=self._meta_array)
 
         # ensure shapes are compatible for non-append dimensions
         self_shape_preserved = tuple(s for i, s in enumerate(self._shape)
diff --git a/zarr/creation.py b/zarr/creation.py
index e77f26b3e2..e1c815ed21 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -21,7 +21,7 @@ def create(shape, chunks=True, dtype=None, compressor='default',
            overwrite=False, path=None, chunk_store=None, filters=None,
            cache_metadata=True, cache_attrs=True, read_only=False,
            object_codec=None, dimension_separator=None, write_empty_chunks=True,
-           *, zarr_version=None, **kwargs):
+           *, zarr_version=None, meta_array=None, **kwargs):
     """Create an array.
 
     Parameters
@@ -89,6 +89,14 @@ def create(shape, chunks=True, dtype=None, compressor='default',
         inferred from ``store`` or ``chunk_store`` if they are provided,
         otherwise defaulting to 2.
 
+        .. versionadded:: 2.12
+
+    meta_array : array-like, optional
+        An array instance to use for determining arrays to create and return
+        to users. Use `numpy.empty(())` by default.
+
+        .. versionadded:: 2.13
+
     Returns
     -------
     z : zarr.core.Array
@@ -166,7 +174,7 @@ def create(shape, chunks=True, dtype=None, compressor='default',
     # instantiate array
     z = Array(store, path=path, chunk_store=chunk_store, synchronizer=synchronizer,
               cache_metadata=cache_metadata, cache_attrs=cache_attrs, read_only=read_only,
-              write_empty_chunks=write_empty_chunks)
+              write_empty_chunks=write_empty_chunks, meta_array=meta_array)
 
     return z
 
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 80da3ddbc6..177d1eec71 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -64,6 +64,12 @@ class Group(MutableMapping):
     synchronizer : object, optional
         Array synchronizer.
 
+    meta_array : array-like, optional
+        An array instance to use for determining arrays to create and return
+        to users. Use `numpy.empty(())` by default.
+
+        .. versionadded:: 2.13
+
     Attributes
     ----------
     store
@@ -74,6 +80,7 @@ class Group(MutableMapping):
     synchronizer
     attrs
     info
+    meta_array
 
     Methods
     -------
@@ -114,7 +121,8 @@ class Group(MutableMapping):
     """
 
     def __init__(self, store, path=None, read_only=False, chunk_store=None,
-                 cache_attrs=True, synchronizer=None, zarr_version=None):
+                 cache_attrs=True, synchronizer=None, zarr_version=None, *,
+                 meta_array=None):
         store: BaseStore = _normalize_store_arg(store, zarr_version=zarr_version)
         if zarr_version is None:
             zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
@@ -133,8 +141,11 @@ def __init__(self, store, path=None, read_only=False, chunk_store=None,
             self._key_prefix = ''
         self._read_only = read_only
         self._synchronizer = synchronizer
+        if meta_array is not None:
+            self._meta_array = np.empty_like(meta_array, shape=())
+        else:
+            self._meta_array = np.empty(())
         self._version = zarr_version
-
         if self._version == 3:
             self._data_key_prefix = data_root + self._key_prefix
             self._data_path = data_root + self._path
@@ -231,6 +242,13 @@ def info(self):
         """Return diagnostic information about the group."""
         return self._info
 
+    @property
+    def meta_array(self):
+        """An array-like instance to use for determining arrays to create and return
+        to users.
+        """
+        return self._meta_array
+
     def __eq__(self, other):
         return (
             isinstance(other, Group) and
@@ -351,11 +369,19 @@ def typestr(o):
         return items
 
     def __getstate__(self):
-        return (self._store, self._path, self._read_only, self._chunk_store,
-                self.attrs.cache, self._synchronizer)
+        return {
+            "store": self._store,
+            "path": self._path,
+            "read_only": self._read_only,
+            "chunk_store": self._chunk_store,
+            "cache_attrs": self._attrs.cache,
+            "synchronizer": self._synchronizer,
+            "zarr_version": self._version,
+            "meta_array": self._meta_array,
+        }
 
     def __setstate__(self, state):
-        self.__init__(*state)
+        self.__init__(**state)
 
     def _item_path(self, item):
         absolute = isinstance(item, str) and item and item[0] == '/'
@@ -411,18 +437,20 @@ def __getitem__(self, item):
             return Array(self._store, read_only=self._read_only, path=path,
                          chunk_store=self._chunk_store,
                          synchronizer=self._synchronizer, cache_attrs=self.attrs.cache,
-                         zarr_version=self._version)
+                         zarr_version=self._version, meta_array=self._meta_array)
         elif contains_group(self._store, path, explicit_only=True):
             return Group(self._store, read_only=self._read_only, path=path,
                          chunk_store=self._chunk_store, cache_attrs=self.attrs.cache,
-                         synchronizer=self._synchronizer, zarr_version=self._version)
+                         synchronizer=self._synchronizer, zarr_version=self._version,
+                         meta_array=self._meta_array)
         elif self._version == 3:
             implicit_group = meta_root + path + '/'
             # non-empty folder in the metadata path implies an implicit group
             if self._store.list_prefix(implicit_group):
                 return Group(self._store, read_only=self._read_only, path=path,
                              chunk_store=self._chunk_store, cache_attrs=self.attrs.cache,
-                             synchronizer=self._synchronizer, zarr_version=self._version)
+                             synchronizer=self._synchronizer, zarr_version=self._version,
+                             meta_array=self._meta_array)
             else:
                 raise KeyError(item)
         else:
@@ -895,7 +923,7 @@ def create_dataset(self, name, **kwargs):
         ----------
         name : string
             Array name.
-        data : array_like, optional
+        data : array-like, optional
             Initial data.
         shape : int or tuple of ints
             Array shape.
@@ -1006,7 +1034,8 @@ def _require_dataset_nosync(self, name, shape, dtype=None, exact=False,
             cache_attrs = kwargs.get('cache_attrs', self.attrs.cache)
             a = Array(self._store, path=path, read_only=self._read_only,
                       chunk_store=self._chunk_store, synchronizer=synchronizer,
-                      cache_metadata=cache_metadata, cache_attrs=cache_attrs)
+                      cache_metadata=cache_metadata, cache_attrs=cache_attrs,
+                      meta_array=self._meta_array)
             shape = normalize_shape(shape)
             if shape != a.shape:
                 raise TypeError('shape do not match existing array; expected {}, got {}'
@@ -1266,7 +1295,7 @@ def group(store=None, overwrite=False, chunk_store=None,
 
 
 def open_group(store=None, mode='a', cache_attrs=True, synchronizer=None, path=None,
-               chunk_store=None, storage_options=None, *, zarr_version=None):
+               chunk_store=None, storage_options=None, *, zarr_version=None, meta_array=None):
     """Open a group using file-mode-like semantics.
 
     Parameters
@@ -1291,6 +1320,11 @@ def open_group(store=None, mode='a', cache_attrs=True, synchronizer=None, path=N
     storage_options : dict
         If using an fsspec URL to create the store, these will be passed to
         the backend implementation. Ignored otherwise.
+    meta_array : array-like, optional
+        An array instance to use for determining arrays to create and return
+        to users. Use `numpy.empty(())` by default.
+
+        .. versionadded:: 2.13
 
     Returns
     -------
@@ -1368,4 +1402,4 @@ def open_group(store=None, mode='a', cache_attrs=True, synchronizer=None, path=N
 
     return Group(store, read_only=read_only, cache_attrs=cache_attrs,
                  synchronizer=synchronizer, path=path, chunk_store=chunk_store,
-                 zarr_version=zarr_version)
+                 zarr_version=zarr_version, meta_array=meta_array)
diff --git a/zarr/storage.py b/zarr/storage.py
index eb5106078b..4a1408ec01 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -39,7 +39,7 @@
 from numcodecs.compat import (
     ensure_bytes,
     ensure_text,
-    ensure_contiguous_ndarray
+    ensure_contiguous_ndarray_like
 )
 from numcodecs.registry import codec_registry
 
@@ -55,7 +55,8 @@
 from zarr.util import (buffer_size, json_loads, nolock, normalize_chunks,
                        normalize_dimension_separator,
                        normalize_dtype, normalize_fill_value, normalize_order,
-                       normalize_shape, normalize_storage_path, retry_call)
+                       normalize_shape, normalize_storage_path, retry_call
+                       )
 
 from zarr._storage.absstore import ABSStore  # noqa: F401
 from zarr._storage.store import (_get_hierarchy_metadata,  # noqa: F401
@@ -1070,7 +1071,7 @@ def __setitem__(self, key, value):
         key = self._normalize_key(key)
 
         # coerce to flat, contiguous array (ideally without copying)
-        value = ensure_contiguous_ndarray(value)
+        value = ensure_contiguous_ndarray_like(value)
 
         # destination path for key
         file_path = os.path.join(self.path, key)
@@ -1755,7 +1756,7 @@ def __getitem__(self, key):
     def __setitem__(self, key, value):
         if self.mode == 'r':
             raise ReadOnlyError()
-        value = ensure_contiguous_ndarray(value).view("u1")
+        value = ensure_contiguous_ndarray_like(value).view("u1")
         with self.mutex:
             # writestr(key, value) writes with default permissions from
             # zipfile (600) that are too restrictive, build ZipInfo for
@@ -2601,7 +2602,7 @@ def update(self, *args, **kwargs):
         kv_list = []
         for dct in args:
             for k, v in dct.items():
-                v = ensure_contiguous_ndarray(v)
+                v = ensure_contiguous_ndarray_like(v)
 
                 # Accumulate key-value pairs for storage
                 kv_list.append((k, v))
diff --git a/zarr/tests/test_meta_array.py b/zarr/tests/test_meta_array.py
new file mode 100644
index 0000000000..6172af3be9
--- /dev/null
+++ b/zarr/tests/test_meta_array.py
@@ -0,0 +1,233 @@
+from typing import Optional
+import numpy as np
+import pytest
+
+from numcodecs.abc import Codec
+from numcodecs.compat import ensure_contiguous_ndarray_like
+from numcodecs.registry import get_codec, register_codec
+
+import zarr.codecs
+from zarr.core import Array
+from zarr.creation import array, empty, full, ones, zeros
+from zarr.hierarchy import open_group
+from zarr.storage import DirectoryStore, MemoryStore, Store, ZipStore
+
+
+class CuPyCPUCompressor(Codec):  # pragma: no cover
+    """CPU compressor for CuPy arrays
+
+    This compressor converts CuPy arrays host memory before compressing
+    the arrays using `compressor`.
+
+    Parameters
+    ----------
+    compressor : numcodecs.abc.Codec
+        The codec to use for compression and decompression.
+    """
+
+    codec_id = "cupy_cpu_compressor"
+
+    def __init__(self, compressor: Codec = None):
+        self.compressor = compressor
+
+    def encode(self, buf):
+        import cupy
+
+        buf = cupy.asnumpy(ensure_contiguous_ndarray_like(buf))
+        if self.compressor:
+            buf = self.compressor.encode(buf)
+        return buf
+
+    def decode(self, chunk, out=None):
+        import cupy
+
+        if self.compressor:
+            cpu_out = None if out is None else cupy.asnumpy(out)
+            chunk = self.compressor.decode(chunk, cpu_out)
+
+        chunk = cupy.asarray(ensure_contiguous_ndarray_like(chunk))
+        if out is not None:
+            cupy.copyto(out, chunk.view(dtype=out.dtype), casting="no")
+            chunk = out
+        return chunk
+
+    def get_config(self):
+        cc_config = self.compressor.get_config() if self.compressor else None
+        return {
+            "id": self.codec_id,
+            "compressor_config": cc_config,
+        }
+
+    @classmethod
+    def from_config(cls, config):
+        cc_config = config.get("compressor_config", None)
+        compressor = get_codec(cc_config) if cc_config else None
+        return cls(compressor=compressor)
+
+
+register_codec(CuPyCPUCompressor)
+
+
+class MyArray(np.ndarray):
+    """Dummy array class to test the `meta_array` argument
+
+    Useful when CuPy isn't available.
+
+    This class also makes some of the functions from the numpy
+    module available.
+    """
+
+    testing = np.testing
+
+    @classmethod
+    def arange(cls, size):
+        ret = cls(shape=(size,), dtype="int64")
+        ret[:] = range(size)
+        return ret
+
+    @classmethod
+    def empty(cls, shape):
+        return cls(shape=shape)
+
+
+def init_compressor(compressor) -> CuPyCPUCompressor:
+    if compressor:
+        compressor = getattr(zarr.codecs, compressor)()
+    return CuPyCPUCompressor(compressor)
+
+
+def init_store(tmp_path, store_type) -> Optional[Store]:
+    if store_type is DirectoryStore:
+        return store_type(str(tmp_path / "store"))
+    if store_type is MemoryStore:
+        return MemoryStore()
+    return None
+
+
+def ensure_module(module):
+    if isinstance(module, str):
+        return pytest.importorskip(module)
+    return module
+
+
+param_module_and_compressor = [
+    (MyArray, None),
+    ("cupy", init_compressor(None)),
+    ("cupy", init_compressor("Zlib")),
+    ("cupy", init_compressor("Blosc")),
+]
+
+
+@pytest.mark.parametrize("module, compressor", param_module_and_compressor)
+@pytest.mark.parametrize("store_type", [None, DirectoryStore, MemoryStore, ZipStore])
+def test_array(tmp_path, module, compressor, store_type):
+    xp = ensure_module(module)
+
+    store = init_store(tmp_path / "from_cupy_array", store_type)
+    a = xp.arange(100)
+    z = array(a, chunks=10, compressor=compressor, store=store, meta_array=xp.empty(()))
+    assert a.shape == z.shape
+    assert a.dtype == z.dtype
+    assert isinstance(a, type(z[:]))
+    assert isinstance(z.meta_array, type(xp.empty(())))
+    xp.testing.assert_array_equal(a, z[:])
+
+    # with array-like
+    store = init_store(tmp_path / "from_list", store_type)
+    a = list(range(100))
+    z = array(a, chunks=10, compressor=compressor, store=store, meta_array=xp.empty(()))
+    assert (100,) == z.shape
+    assert np.asarray(a).dtype == z.dtype
+    xp.testing.assert_array_equal(a, z[:])
+
+    # with another zarr array
+    store = init_store(tmp_path / "from_another_store", store_type)
+    z2 = array(z, compressor=compressor, store=store, meta_array=xp.empty(()))
+    assert z.shape == z2.shape
+    assert z.chunks == z2.chunks
+    assert z.dtype == z2.dtype
+    xp.testing.assert_array_equal(z[:], z2[:])
+
+
+@pytest.mark.parametrize("module, compressor", param_module_and_compressor)
+def test_empty(module, compressor):
+    xp = ensure_module(module)
+    z = empty(
+        100,
+        chunks=10,
+        compressor=compressor,
+        meta_array=xp.empty(()),
+    )
+    assert (100,) == z.shape
+    assert (10,) == z.chunks
+
+
+@pytest.mark.parametrize("module, compressor", param_module_and_compressor)
+def test_zeros(module, compressor):
+    xp = ensure_module(module)
+    z = zeros(
+        100,
+        chunks=10,
+        compressor=compressor,
+        meta_array=xp.empty(()),
+    )
+    assert (100,) == z.shape
+    assert (10,) == z.chunks
+    xp.testing.assert_array_equal(np.zeros(100), z[:])
+
+
+@pytest.mark.parametrize("module, compressor", param_module_and_compressor)
+def test_ones(module, compressor):
+    xp = ensure_module(module)
+    z = ones(
+        100,
+        chunks=10,
+        compressor=compressor,
+        meta_array=xp.empty(()),
+    )
+    assert (100,) == z.shape
+    assert (10,) == z.chunks
+    xp.testing.assert_array_equal(np.ones(100), z[:])
+
+
+@pytest.mark.parametrize("module, compressor", param_module_and_compressor)
+def test_full(module, compressor):
+    xp = ensure_module(module)
+    z = full(
+        100,
+        chunks=10,
+        fill_value=42,
+        dtype="i4",
+        compressor=compressor,
+        meta_array=xp.empty(()),
+    )
+    assert (100,) == z.shape
+    assert (10,) == z.chunks
+    xp.testing.assert_array_equal(np.full(100, fill_value=42, dtype="i4"), z[:])
+
+    # nan
+    z = full(
+        100,
+        chunks=10,
+        fill_value=np.nan,
+        dtype="f8",
+        compressor=compressor,
+        meta_array=xp.empty(()),
+    )
+    assert np.all(np.isnan(z[:]))
+
+
+@pytest.mark.parametrize("module, compressor", param_module_and_compressor)
+@pytest.mark.parametrize("store_type", [None, DirectoryStore, MemoryStore, ZipStore])
+def test_group(tmp_path, module, compressor, store_type):
+    xp = ensure_module(module)
+    store = init_store(tmp_path, store_type)
+    g = open_group(store, meta_array=xp.empty(()))
+    g.ones("data", shape=(10, 11), dtype=int, compressor=compressor)
+    a = g["data"]
+    assert a.shape == (10, 11)
+    assert a.dtype == int
+    assert isinstance(a, Array)
+    assert isinstance(a[:], type(xp.empty(())))
+    assert (a[:] == 1).all()
+    assert isinstance(g.meta_array, type(xp.empty(())))
diff --git a/zarr/util.py b/zarr/util.py
index cc3bd50356..c9136a63eb 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -10,7 +10,7 @@
 from asciitree import BoxStyle, LeftAligned
 from asciitree.traversal import Traversal
 from collections.abc import Iterable
-from numcodecs.compat import ensure_ndarray, ensure_text
+from numcodecs.compat import ensure_text, ensure_ndarray_like
 from numcodecs.registry import codec_registry
 from numcodecs.blosc import cbuffer_sizes, cbuffer_metainfo
 
@@ -352,7 +352,7 @@ def normalize_storage_path(path: Union[str, bytes, None]) -> str:
 
 
 def buffer_size(v) -> int:
-    return ensure_ndarray(v).nbytes
+    return ensure_ndarray_like(v).nbytes
 
 
 def info_text_report(items: Dict[Any, Any]) -> str:

From 2cfee9c0f0b2e0782f942ff0dd8681ecfb756ca0 Mon Sep 17 00:00:00 2001
From: Gregory Lee <grlee77@gmail.com>
Date: Thu, 8 Sep 2022 03:09:22 -0400
Subject: [PATCH 0173/1078] Zarr v3: support root path (#1085)

* support path='/' for zarr v3 to create a root array or group

v3 spec states path = '/' for arrays gives /meta/root.array.json
               path = '/' for groups gives /meta/root.array.json

In this implementation path = None or path = '' will also result in
a root array. Creation routines default to path=None, so this makes
it so that the path argument does not have to be manually specified.

* revert change to normalize_storage_path

update additional tests

* fix

* update TestArrayV3 to inherit all tests from TestArray

* remove test bypass

* fix nbytes_stored for v3 array without path

update test_nbytes_stored to handle both v3 and v2 cases properly

* pep8

* fix incorrect default value for at_root in _init_creation_kwargs

previous behavior corresponded to at_root=True by default

* flake8
---
 zarr/_storage/store.py         |  10 +--
 zarr/creation.py               |   2 +-
 zarr/hierarchy.py              |   6 --
 zarr/storage.py                |  10 ++-
 zarr/tests/test_convenience.py |  10 ---
 zarr/tests/test_core.py        | 117 ++++++++++++++++++---------------
 zarr/tests/test_creation.py    |  83 +++++++++++++----------
 zarr/tests/test_hierarchy.py   |  41 +++++-------
 8 files changed, 143 insertions(+), 136 deletions(-)

diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index 6faf4a1250..9e265cf383 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -420,11 +420,11 @@ def _listdir_from_keys(store: BaseStore, path: Optional[str] = None) -> List[str
 
 def _prefix_to_array_key(store: StoreLike, prefix: str) -> str:
     if getattr(store, "_store_version", 2) == 3:
+        sfx = _get_metadata_suffix(store)  # type: ignore
         if prefix:
-            sfx = _get_metadata_suffix(store)  # type: ignore
             key = meta_root + prefix.rstrip("/") + ".array" + sfx
         else:
-            raise ValueError("prefix must be supplied to get a v3 array key")
+            key = meta_root[:-1] + '.array' + sfx
     else:
         key = prefix + array_meta_key
     return key
@@ -432,11 +432,11 @@ def _prefix_to_array_key(store: StoreLike, prefix: str) -> str:
 
 def _prefix_to_group_key(store: StoreLike, prefix: str) -> str:
     if getattr(store, "_store_version", 2) == 3:
+        sfx = _get_metadata_suffix(store)  # type: ignore
         if prefix:
-            sfx = _get_metadata_suffix(store)  # type: ignore
             key = meta_root + prefix.rstrip('/') + ".group" + sfx
         else:
-            raise ValueError("prefix must be supplied to get a v3 group key")
+            key = meta_root[:-1] + '.group' + sfx
     else:
         key = prefix + group_meta_key
     return key
@@ -449,7 +449,7 @@ def _prefix_to_attrs_key(store: StoreLike, prefix: str) -> str:
         if prefix:
             key = meta_root + prefix.rstrip('/') + ".array" + sfx
         else:
-            raise ValueError("prefix must be supplied to get a v3 array key")
+            key = meta_root[:-1] + '.array' + sfx
     else:
         key = prefix + attrs_key
     return key
diff --git a/zarr/creation.py b/zarr/creation.py
index e1c815ed21..3414a0158a 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -163,7 +163,7 @@ def create(shape, chunks=True, dtype=None, compressor='default',
     dimension_separator = normalize_dimension_separator(dimension_separator)
 
     if zarr_version > 2 and path is None:
-        raise ValueError("path must be supplied to initialize a zarr v3 array")
+        path = '/'
 
     # initialize array metadata
     init_array(store, shape=shape, chunks=chunks, dtype=dtype, compressor=compressor,
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 177d1eec71..e1d390f497 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -1276,8 +1276,6 @@ def group(store=None, overwrite=False, chunk_store=None,
     if zarr_version != 2:
         assert_zarr_v3_api_available()
 
-    if zarr_version == 3 and path is None:
-        raise ValueError(f"path must be provided for a v{zarr_version} group")
     path = normalize_storage_path(path)
 
     if zarr_version == 2:
@@ -1366,10 +1364,6 @@ def open_group(store=None, mode='a', cache_attrs=True, synchronizer=None, path=N
                 "zarr_version of store and chunk_store must match"
             )
 
-    store_version = getattr(store, '_store_version', 2)
-    if store_version == 3 and path is None:
-        raise ValueError("path must be supplied to initialize a zarr v3 group")
-
     path = normalize_storage_path(path)
 
     # ensure store is initialized
diff --git a/zarr/storage.py b/zarr/storage.py
index 4a1408ec01..f5459990ba 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -230,8 +230,14 @@ def _getsize(store: BaseStore, path: Path = None) -> int:
         size = 0
         store_version = getattr(store, '_store_version', 2)
         if store_version == 3:
-            members = store.list_prefix(data_root + path)  # type: ignore
-            members += store.list_prefix(meta_root + path)  # type: ignore
+            if path == '':
+                # have to list the root folders without trailing / in this case
+                members = store.list_prefix(data_root.rstrip('/'))   # type: ignore
+                members += store.list_prefix(meta_root.rstrip('/'))  # type: ignore
+            else:
+                members = store.list_prefix(data_root + path)  # type: ignore
+                members += store.list_prefix(meta_root + path)  # type: ignore
+            # also include zarr.json?
             # members += ['zarr.json']
         else:
             members = listdir(store, path)
diff --git a/zarr/tests/test_convenience.py b/zarr/tests/test_convenience.py
index 59bb3aa7da..45ed9c3e11 100644
--- a/zarr/tests/test_convenience.py
+++ b/zarr/tests/test_convenience.py
@@ -73,11 +73,6 @@ def test_open_array(path_type, zarr_version):
     assert isinstance(z, Array)
     assert z.shape == (200,)
 
-    if zarr_version == 3:
-        # cannot open a v3 array without path
-        with pytest.raises(ValueError):
-            open(store, mode='w', shape=200, zarr_version=3)
-
     # open array, read-only
     z = open(store, mode='r', **kwargs)
     assert isinstance(z, Array)
@@ -108,11 +103,6 @@ def test_open_group(path_type, zarr_version):
     assert isinstance(g, Group)
     assert 'foo' not in g
 
-    if zarr_version == 3:
-        # cannot open a v3 group without path
-        with pytest.raises(ValueError):
-            open(store, mode='w', zarr_version=3)
-
     # open group, read-only
     g = open(store, mode='r', **kwargs)
     assert isinstance(g, Group)
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 7429cba8c7..ecfeb7a817 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -19,9 +19,6 @@
 
 from zarr._storage.store import (
     v3_api_available,
-    _prefix_to_array_key,
-    _prefix_to_attrs_key,
-    _prefix_to_group_key
 )
 from zarr.core import Array
 from zarr.errors import ArrayNotFoundError, ContainsGroupError
@@ -64,13 +61,15 @@
 class TestArray(unittest.TestCase):
 
     version = 2
+    root = ''
+    KVStoreClass = KVStore
 
     def test_array_init(self):
 
         # normal initialization
-        store = KVStore(dict())
+        store = self.KVStoreClass(dict())
         init_array(store, shape=100, chunks=10, dtype="<f8")
-        a = Array(store)
+        a = Array(store, zarr_version=self.version)
         assert isinstance(a, Array)
         assert (100,) == a.shape
         assert (10,) == a.chunks
@@ -78,13 +77,16 @@ def test_array_init(self):
         assert a.name is None
         assert a.basename is None
         assert store is a.store
-        assert "8fecb7a17ea1493d9c1430d04437b4f5b0b34985" == a.hexdigest()
+        if self.version == 2:
+            assert "8fecb7a17ea1493d9c1430d04437b4f5b0b34985" == a.hexdigest()
+        else:
+            assert "968dccbbfc0139f703ead2fd1d503ad6e44db307" == a.hexdigest()
         store.close()
 
         # initialize at path
-        store = KVStore(dict())
+        store = self.KVStoreClass(dict())
         init_array(store, shape=100, chunks=10, path='foo/bar', dtype='<f8')
-        a = Array(store, path='foo/bar')
+        a = Array(store, path='foo/bar', zarr_version=self.version)
         assert isinstance(a, Array)
         assert (100,) == a.shape
         assert (10,) == a.chunks
@@ -92,28 +94,31 @@ def test_array_init(self):
         assert '/foo/bar' == a.name
         assert 'bar' == a.basename
         assert store is a.store
-        assert "8fecb7a17ea1493d9c1430d04437b4f5b0b34985" == a.hexdigest()
-
+        if self.version == 2:
+            assert "8fecb7a17ea1493d9c1430d04437b4f5b0b34985" == a.hexdigest()
+        else:
+            assert "968dccbbfc0139f703ead2fd1d503ad6e44db307" == a.hexdigest()
         # store not initialized
-        store = KVStore(dict())
+        store = self.KVStoreClass(dict())
         with pytest.raises(ValueError):
-            Array(store)
+            Array(store, zarr_version=self.version)
 
         # group is in the way
-        store = KVStore(dict())
+        store = self.KVStoreClass(dict())
         init_group(store, path='baz')
         with pytest.raises(ValueError):
-            Array(store, path='baz')
+            Array(store, path='baz', zarr_version=self.version)
 
     def create_array(self, read_only=False, **kwargs):
-        store = KVStore(dict())
+        store = self.KVStoreClass(dict())
         kwargs.setdefault('compressor', Zlib(level=1))
         cache_metadata = kwargs.pop('cache_metadata', True)
         cache_attrs = kwargs.pop('cache_attrs', True)
         write_empty_chunks = kwargs.pop('write_empty_chunks', True)
         init_array(store, **kwargs)
         return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks,
+                     zarr_version=self.version)
 
     def test_store_has_text_keys(self):
         # Initialize array
@@ -162,15 +167,28 @@ def test_nbytes_stored(self):
 
         # dict as store
         z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
+        if self.version == 3:
+            expect_nbytes_stored = sum(
+                buffer_size(v) for k, v in z.store.items() if k != 'zarr.json'
+            )
+        else:
+            expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
         assert expect_nbytes_stored == z.nbytes_stored
         z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
+        if self.version == 3:
+            expect_nbytes_stored = sum(
+                buffer_size(v) for k, v in z.store.items() if k != 'zarr.json'
+            )
+        else:
+            expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
         assert expect_nbytes_stored == z.nbytes_stored
 
         # mess with store
         try:
-            z.store[z._key_prefix + 'foo'] = list(range(10))
+            if self.version == 2:
+                z.store[z._key_prefix + 'foo'] = list(range(10))
+            else:
+                z.store['meta/root/foo'] = list(range(10))
             assert -1 == z.nbytes_stored
         except TypeError:
             pass
@@ -1003,7 +1021,7 @@ def test_nchunks_initialized(self):
 
             assert 0 == z.nchunks_initialized
             # manually put something into the store to confuse matters
-            z.store['foo'] = b'bar'
+            z.store[self.root + 'foo'] = b'bar'
             assert 0 == z.nchunks_initialized
             z[:] = 42
             assert 10 == z.nchunks_initialized
@@ -2703,36 +2721,25 @@ def test_read_from_all_blocks(self):
 # StoreV3 test classes inheriting from the above below this point
 ####
 
-# Start with TestArrayWithPathV3 not TestArrayV3 since path must be supplied
-
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayV3(unittest.TestCase):
+class TestArrayV3(TestArray):
 
     version = 3
+    root = meta_root
+    KVStoreClass = KVStoreV3
 
-    def test_array_init(self):
-
-        # normal initialization
-        store = KVStoreV3(dict())
-        with pytest.raises(ValueError):
-            # cannot init_array for v3 without a path
-            init_array(store, shape=100, chunks=10, dtype="<f8")
-
-        init_array(store, path='x', shape=100, chunks=10, dtype="<f8")
-        with pytest.raises(ValueError):
-            # cannot initialize a v3 array without a path
-            Array(store)
-
-    def test_prefix_exceptions(self):
-        store = KVStoreV3(dict())
-        with pytest.raises(ValueError):
-            _prefix_to_array_key(store, '')
-
-        with pytest.raises(ValueError):
-            _prefix_to_group_key(store, '')
+    def expected(self):
+        # tests for array without path will not be run for v3 stores
+        assert self.version == 3
+        return [
+            "73ab8ace56719a5c9308c3754f5e2d57bc73dc20",
+            "5fb3d02b8f01244721582929b3cad578aec5cea5",
+            "26b098bedb640846e18dc2fbc1c27684bb02b532",
+            "799a458c287d431d747bec0728987ca4fe764549",
+            "c780221df84eb91cb62f633f12d3f1eaa9cee6bd"
+        ]
 
-        with pytest.raises(ValueError):
-            _prefix_to_attrs_key(store, '')
+    # TODO: fix test_nbytes_stored
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
@@ -2754,10 +2761,19 @@ def create_array(array_path='arr1', read_only=False, **kwargs):
 
     def test_array_init(self):
 
-        # should not be able to initialize without a path in V3
         store = KVStoreV3(dict())
-        with pytest.raises(ValueError):
-            init_array(store, shape=100, chunks=10, dtype="<f8")
+        # can initialize an array without a path
+        init_array(store, shape=100, chunks=10, dtype="<f8")
+        b = Array(store)
+        assert not b.is_view
+        assert isinstance(b, Array)
+        assert (100,) == b.shape
+        assert (10,) == b.chunks
+        assert '' == b.path
+        assert b.name is None
+        assert b.basename is None
+        assert store is b.store
+        assert "968dccbbfc0139f703ead2fd1d503ad6e44db307" == b.hexdigest()
 
         # initialize at path
         store = KVStoreV3(dict())
@@ -2797,11 +2813,6 @@ def test_array_init(self):
         assert group_key not in store
         assert (meta_root + path + '.array.json') in store
 
-    def test_array_no_path(self):
-        # passing path=None to init_array will raise an exception
-        with pytest.raises(ValueError):
-            self.create_array(shape=1000, chunks=100, array_path=None)
-
     def expected(self):
         return [
             "73ab8ace56719a5c9308c3754f5e2d57bc73dc20",
diff --git a/zarr/tests/test_creation.py b/zarr/tests/test_creation.py
index b8ab118329..f5eede8b15 100644
--- a/zarr/tests/test_creation.py
+++ b/zarr/tests/test_creation.py
@@ -53,18 +53,19 @@ def __getitem__(self, item):
         return self.data[item]
 
 
-def _init_creation_kwargs(zarr_version):
+def _init_creation_kwargs(zarr_version, at_root=True):
     kwargs = {'zarr_version': zarr_version}
-    if zarr_version == 3:
+    if not at_root:
         kwargs['path'] = 'array'
     return kwargs
 
 
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
-def test_array(zarr_version):
+@pytest.mark.parametrize('at_root', [False, True])
+def test_array(zarr_version, at_root):
 
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
-    kwargs = _init_creation_kwargs(zarr_version)
+    kwargs = _init_creation_kwargs(zarr_version, at_root)
 
     # with numpy array
     a = np.arange(100)
@@ -121,16 +122,18 @@ def test_array(zarr_version):
 
 
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
-def test_empty(zarr_version):
-    kwargs = _init_creation_kwargs(zarr_version)
+@pytest.mark.parametrize('at_root', [False, True])
+def test_empty(zarr_version, at_root):
+    kwargs = _init_creation_kwargs(zarr_version, at_root)
     z = empty(100, chunks=10, **kwargs)
     assert (100,) == z.shape
     assert (10,) == z.chunks
 
 
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
-def test_zeros(zarr_version):
-    kwargs = _init_creation_kwargs(zarr_version)
+@pytest.mark.parametrize('at_root', [False, True])
+def test_zeros(zarr_version, at_root):
+    kwargs = _init_creation_kwargs(zarr_version, at_root)
     z = zeros(100, chunks=10, **kwargs)
     assert (100,) == z.shape
     assert (10,) == z.chunks
@@ -138,8 +141,9 @@ def test_zeros(zarr_version):
 
 
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
-def test_ones(zarr_version):
-    kwargs = _init_creation_kwargs(zarr_version)
+@pytest.mark.parametrize('at_root', [False, True])
+def test_ones(zarr_version, at_root):
+    kwargs = _init_creation_kwargs(zarr_version, at_root)
     z = ones(100, chunks=10, **kwargs)
     assert (100,) == z.shape
     assert (10,) == z.chunks
@@ -147,8 +151,9 @@ def test_ones(zarr_version):
 
 
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
-def test_full(zarr_version):
-    kwargs = _init_creation_kwargs(zarr_version)
+@pytest.mark.parametrize('at_root', [False, True])
+def test_full(zarr_version, at_root):
+    kwargs = _init_creation_kwargs(zarr_version, at_root)
     z = full(100, chunks=10, fill_value=42, dtype='i4', **kwargs)
     assert (100,) == z.shape
     assert (10,) == z.chunks
@@ -195,10 +200,11 @@ def test_full_additional_dtypes(zarr_version):
 
 @pytest.mark.parametrize('dimension_separator', ['.', '/', None])
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
-def test_open_array(zarr_version, dimension_separator):
+@pytest.mark.parametrize('at_root', [False, True])
+def test_open_array(zarr_version, at_root, dimension_separator):
 
     store = 'data/array.zarr'
-    kwargs = _init_creation_kwargs(zarr_version)
+    kwargs = _init_creation_kwargs(zarr_version, at_root)
 
     # mode == 'w'
     z = open_array(store, mode='w', shape=100, chunks=10,
@@ -391,11 +397,12 @@ def test_open_array_n5(zarr_version):
 
 
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
-def test_open_array_dict_store(zarr_version):
+@pytest.mark.parametrize('at_root', [False, True])
+def test_open_array_dict_store(zarr_version, at_root):
 
     # dict will become a KVStore
     store = dict()
-    kwargs = _init_creation_kwargs(zarr_version)
+    kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_store_type = KVStoreV3 if zarr_version == 3 else KVStore
 
     # mode == 'w'
@@ -409,8 +416,9 @@ def test_open_array_dict_store(zarr_version):
 
 
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
-def test_create_in_dict(zarr_version):
-    kwargs = _init_creation_kwargs(zarr_version)
+@pytest.mark.parametrize('at_root', [False, True])
+def test_create_in_dict(zarr_version, at_root):
+    kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_store_type = KVStoreV3 if zarr_version == 3 else KVStore
 
     for func in [empty, zeros, ones]:
@@ -422,8 +430,9 @@ def test_create_in_dict(zarr_version):
 
 
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
-def test_empty_like(zarr_version):
-    kwargs = _init_creation_kwargs(zarr_version)
+@pytest.mark.parametrize('at_root', [False, True])
+def test_empty_like(zarr_version, at_root):
+    kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
     # zarr array
@@ -471,9 +480,10 @@ def test_empty_like(zarr_version):
 
 
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
-def test_zeros_like(zarr_version):
+@pytest.mark.parametrize('at_root', [False, True])
+def test_zeros_like(zarr_version, at_root):
 
-    kwargs = _init_creation_kwargs(zarr_version)
+    kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
     # zarr array
@@ -498,9 +508,10 @@ def test_zeros_like(zarr_version):
 
 
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
-def test_ones_like(zarr_version):
+@pytest.mark.parametrize('at_root', [False, True])
+def test_ones_like(zarr_version, at_root):
 
-    kwargs = _init_creation_kwargs(zarr_version)
+    kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
     # zarr array
@@ -526,9 +537,10 @@ def test_ones_like(zarr_version):
 
 
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
-def test_full_like(zarr_version):
+@pytest.mark.parametrize('at_root', [False, True])
+def test_full_like(zarr_version, at_root):
 
-    kwargs = _init_creation_kwargs(zarr_version)
+    kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
     z = full(100, chunks=10, dtype='f4', compressor=Zlib(5),
@@ -556,8 +568,9 @@ def test_full_like(zarr_version):
 
 
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
-def test_open_like(zarr_version):
-    kwargs = _init_creation_kwargs(zarr_version)
+@pytest.mark.parametrize('at_root', [False, True])
+def test_open_like(zarr_version, at_root):
+    kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
     # zarr array
@@ -587,16 +600,13 @@ def test_open_like(zarr_version):
 
 
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
-def test_create(zarr_version):
-    kwargs = _init_creation_kwargs(zarr_version)
+@pytest.mark.parametrize('at_root', [False, True])
+def test_create(zarr_version, at_root):
+    kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
     # defaults
     z = create(100, **kwargs)
-    if zarr_version == 3:
-        with pytest.raises(ValueError):
-            # cannot create without specifying a path
-            z = create(100, zarr_version=3)
     assert isinstance(z, Array)
     assert (100,) == z.shape
     assert (100,) == z.chunks  # auto-chunks
@@ -694,10 +704,11 @@ def test_compression_args(zarr_version):
 
 
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
-def test_create_read_only(zarr_version):
+@pytest.mark.parametrize('at_root', [False, True])
+def test_create_read_only(zarr_version, at_root):
     # https://github.com/alimanfoo/zarr/issues/151
 
-    kwargs = _init_creation_kwargs(zarr_version)
+    kwargs = _init_creation_kwargs(zarr_version, at_root)
 
     # create an array initially read-only, then enable writing
     z = create(100, read_only=True, **kwargs)
diff --git a/zarr/tests/test_hierarchy.py b/zarr/tests/test_hierarchy.py
index 61c40e9f75..ddcbe6c823 100644
--- a/zarr/tests/test_hierarchy.py
+++ b/zarr/tests/test_hierarchy.py
@@ -187,10 +187,6 @@ def __str__(self):
             g4.create_group('/a/b/c')  # already exists
         with pytest.raises(ValueError):
             g1.create_group('')
-        with pytest.raises(ValueError):
-            g1.create_group('/')
-        with pytest.raises(ValueError):
-            g1.create_group('//')
 
         # multi
         g6, g7 = g1.create_groups('y', 'z')
@@ -1020,6 +1016,7 @@ def test_paths(self):
             # case, but have kept it for v2 behavior compatibility)
             assert g2 == g1['foo//bar']
 
+            # TODO, root: fix these cases
             # v3: leading / implies we are at the root, not within a group,
             # so these all raise KeyError
             for path in ['/foo/bar', '//foo/bar', '//foo//bar//',
@@ -1027,11 +1024,6 @@ def test_paths(self):
                 with pytest.raises(KeyError):
                     g1[path]
 
-            # For v3 a prefix must be supplied
-            for path in ['/', '//', '///']:
-                with pytest.raises(ValueError):
-                    g2[path]
-
         with pytest.raises(ValueError):
             g1['.']
         with pytest.raises(ValueError):
@@ -1556,9 +1548,6 @@ def test_group(zarr_version):
         assert '/' == g.name
     else:
         g = group(path='group1', zarr_version=zarr_version)
-        with pytest.raises(ValueError):
-            # must supply path for v3 groups
-            group(zarr_version=3)
         assert 'group1' == g.path
         assert '/group1' == g.name
     assert isinstance(g, Group)
@@ -1632,7 +1621,11 @@ def test_open_group(zarr_version):
     assert 0 == len(g)
     g.create_groups('foo', 'bar')
     assert 2 == len(g)
-    with pytest.raises(ValueError):
+    if zarr_version == 2:
+        with pytest.raises(ValueError):
+            open_group('data/array.zarr', mode='a', zarr_version=zarr_version)
+    else:
+        # TODO, root: should this raise an error?
         open_group('data/array.zarr', mode='a', zarr_version=zarr_version)
 
     # mode in 'w-', 'x'
@@ -1772,9 +1765,10 @@ def _check_tree(g, expect_bytes, expect_text):
 
 
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
-def test_tree(zarr_version):
+@pytest.mark.parametrize('at_root', [False, True])
+def test_tree(zarr_version, at_root):
     # setup
-    path = None if zarr_version == 2 else 'group1'
+    path = None if at_root else 'group1'
     g1 = group(path=path, zarr_version=zarr_version)
     g2 = g1.create_group('foo')
     g3 = g1.create_group('bar')
@@ -1782,17 +1776,18 @@ def test_tree(zarr_version):
     g5 = g3.create_group('quux')
     g5.create_dataset('baz', shape=100, chunks=10)
 
+    tree_path = '/' if at_root else path
     # test root group
     if zarr_version == 2:
-        expect_bytes = textwrap.dedent("""\
-        /
+        expect_bytes = textwrap.dedent(f"""\
+        {tree_path}
          +-- bar
          |   +-- baz
          |   +-- quux
          |       +-- baz (100,) float64
          +-- foo""").encode()
-        expect_text = textwrap.dedent("""\
-        /
+        expect_text = textwrap.dedent(f"""\
+        {tree_path}
          ├── bar
          │   ├── baz
          │   └── quux
@@ -1801,15 +1796,15 @@ def test_tree(zarr_version):
     else:
         # Almost the same as for v2, but has a path name and the
         # subgroups are not necessarily sorted alphabetically.
-        expect_bytes = textwrap.dedent("""\
-        group1
+        expect_bytes = textwrap.dedent(f"""\
+        {tree_path}
          +-- foo
          +-- bar
              +-- baz
              +-- quux
                  +-- baz (100,) float64""").encode()
-        expect_text = textwrap.dedent("""\
-        group1
+        expect_text = textwrap.dedent(f"""\
+        {tree_path}
          ├── foo
          └── bar
              ├── baz

From ce129a560d48854aee533bb2699a3f28b396bc22 Mon Sep 17 00:00:00 2001
From: Gregory Lee <grlee77@gmail.com>
Date: Thu, 8 Sep 2022 03:10:30 -0400
Subject: [PATCH 0174/1078] Remove/relax erroneous "meta" path check (#1123)

* assertion on path not containing meta should be meta/

this avoids disallowing key names such as 'metabolite', for instance

* remove meta check altogether from the v2 branch as it is v3-specific

* update docs/release.rst

* Add test for #6853

Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 docs/release.rst           |   3 +++
 fixture/meta/.zarray       |  23 +++++++++++++++++++++++
 fixture/meta/0.0           | Bin 0 -> 48 bytes
 zarr/hierarchy.py          |   3 +--
 zarr/tests/test_storage.py |   6 ++++++
 5 files changed, 33 insertions(+), 2 deletions(-)
 create mode 100644 fixture/meta/.zarray
 create mode 100644 fixture/meta/0.0

diff --git a/docs/release.rst b/docs/release.rst
index 5dbbfcdb03..15a03e5895 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -35,6 +35,9 @@ Bug fixes
 * Fix bug in LRUEStoreCache in which the current size wasn't reset on invalidation.
   By :user:`BGCMHou <BGCMHou>` and :user:`Josh Moore <joshmoore>` :issue:`1076`, :issue:`1077`.
 
+* Remove erroneous check that disallowed array keys starting with "meta".
+  By :user:`Gregory R. Lee <grlee77>`; :issue:`1105`.
+
 Documentation
 ~~~~~~~~~~~~~
 
diff --git a/fixture/meta/.zarray b/fixture/meta/.zarray
new file mode 100644
index 0000000000..f265bb0674
--- /dev/null
+++ b/fixture/meta/.zarray
@@ -0,0 +1,23 @@
+{
+    "chunks": [
+        2,
+        2
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 5,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dimension_separator": ".",
+    "dtype": "<i8",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        2,
+        2
+    ],
+    "zarr_format": 2
+}
diff --git a/fixture/meta/0.0 b/fixture/meta/0.0
new file mode 100644
index 0000000000000000000000000000000000000000..cab0cbca723f5ff9fececdaba39bcca42c69cb3f
GIT binary patch
literal 48
gcmZQ#H0DrXU|;}Y10ZGuVh~`0Pz=mangvP&039&^xc~qF

literal 0
HcmV?d00001

diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index e1d390f497..8131cb71aa 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -628,7 +628,6 @@ def _array_iter(self, keys_only, method, recurse):
         if self._version == 2:
             for key in sorted(listdir(self._store, self._path)):
                 path = self._key_prefix + key
-                assert not path.startswith("meta")
                 if contains_array(self._store, path):
                     _key = key.rstrip("/")
                     yield _key if keys_only else (_key, self[key])
@@ -643,7 +642,7 @@ def _array_iter(self, keys_only, method, recurse):
                 if key.endswith(array_sfx):
                     key = key[:-len(array_sfx)]
                 path = self._key_prefix + key
-                assert not path.startswith("meta")
+                assert not path.startswith("meta/")
                 if key.endswith('.group' + self._metadata_key_suffix):
                     # skip group metadata keys
                     continue
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 2203b95fe8..056dd8b637 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -2559,3 +2559,9 @@ def test_normalize_store_arg(tmpdir):
         path = tempfile.mkdtemp()
         store = normalize_store_arg("file://" + path, zarr_version=2, mode='w')
         assert isinstance(store, FSStore)
+
+
+def test_meta_prefix_6853():
+
+    fixture = group(store=DirectoryStore('fixture'))
+    assert list(fixture.arrays())

From 9e7c3d841347d5e60514fe43a082238d3db80837 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 8 Sep 2022 10:11:37 +0200
Subject: [PATCH 0175/1078] Remove trailing spaces and empty lines (#1075)

---
 .github/CONTRIBUTING.md               | 1 -
 .github/ISSUE_TEMPLATE/config.yml     | 2 +-
 .github/workflows/python-package.yml  | 2 --
 .github/workflows/windows-testing.yml | 1 -
 LICENSE                               | 1 -
 bench/compress_normal.txt             | 1 -
 docs/conf.py                          | 2 +-
 docs/contributing.rst                 | 4 ++--
 docs/spec/v2.rst                      | 4 ++--
 docs/talks/scipy2019/submission.rst   | 2 +-
 10 files changed, 7 insertions(+), 13 deletions(-)

diff --git a/.github/CONTRIBUTING.md b/.github/CONTRIBUTING.md
index d130e038e5..29281f5be9 100644
--- a/.github/CONTRIBUTING.md
+++ b/.github/CONTRIBUTING.md
@@ -2,4 +2,3 @@ Contributing
 ============
 
 Please see the [project documentation](https://zarr.readthedocs.io/en/stable/contributing.html) for information about contributing to Zarr.
-
diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
index 3ce1587389..9cb5ec9a78 100644
--- a/.github/ISSUE_TEMPLATE/config.yml
+++ b/.github/ISSUE_TEMPLATE/config.yml
@@ -6,6 +6,6 @@ contact_links:
   - name: ❓ Discuss something on gitter
     url: https://gitter.im/zarr-developers/community
     about: For questions like "How do I do X with Zarr?", you can move to our Gitter channel.
-  - name: ❓ Discuss something on GitHub Discussions 
+  - name: ❓ Discuss something on GitHub Discussions
     url: https://github.com/zarr-developers/zarr-python/discussions
     about: For questions like "How do I do X with Zarr?", you can move to GitHub Discussions.
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 72f65a073b..c62127b280 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -89,5 +89,3 @@ jobs:
         conda activate zarr-env
         flake8 zarr
         mypy zarr
-
-
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index 37eea5df7b..791506c7bd 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -58,4 +58,3 @@ jobs:
       - name: Conda list
         shell: pwsh
         run: conda list
-
diff --git a/LICENSE b/LICENSE
index 5bb4df8cf8..22c4904c4a 100644
--- a/LICENSE
+++ b/LICENSE
@@ -19,4 +19,3 @@ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 SOFTWARE.
-
diff --git a/bench/compress_normal.txt b/bench/compress_normal.txt
index 100d24bfdf..d527cf03d4 100644
--- a/bench/compress_normal.txt
+++ b/bench/compress_normal.txt
@@ -158,4 +158,3 @@ Line #      Hits         Time  Per Hit   % Time  Line Contents
    132                                               # handle errors
    133       200          128      0.6      0.1      if ret <= 0:
    134                                                   raise RuntimeError('error during blosc decompression: %d' % ret)
-
diff --git a/docs/conf.py b/docs/conf.py
index a8bfc467d9..733ac60801 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -311,7 +311,7 @@ def setup(app):
 # Example configuration for intersphinx: refer to the Python standard library.
 # use in refs e.g:
 # :ref:`comparison manual <python:comparisons>`
-intersphinx_mapping = { 'python':('https://docs.python.org/', None), 
+intersphinx_mapping = { 'python':('https://docs.python.org/', None),
                         'numpy': ('https://numpy.org/doc/stable/', None)}
 
 
diff --git a/docs/contributing.rst b/docs/contributing.rst
index 64e017d17f..f7b4831089 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -166,7 +166,7 @@ locally. To run the Azure Blob Service storage tests, run an Azure
 storage emulator (e.g., azurite) and set the environment variable
 ``ZARR_TEST_ABS=1``. If you're using Docker to run azurite, start the service with::
 
-    docker run --rm -p 10000:10000 mcr.microsoft.com/azure-storage/azurite azurite-blob --loose --blobHost 0.0.0.0 
+    docker run --rm -p 10000:10000 mcr.microsoft.com/azure-storage/azurite azurite-blob --loose --blobHost 0.0.0.0
 
 To run the Mongo DB storage tests, run a Mongo
 server locally and set the environment variable ``ZARR_TEST_MONGO=1``.
@@ -332,7 +332,7 @@ compatibility in some way.
 Release procedure
 ~~~~~~~~~~~~~~~~~
 
-.. note:: 
+.. note::
 
    Most of the release process is now handled by github workflow which should
    automatically push a release to PyPI if a tag is pushed.
diff --git a/docs/spec/v2.rst b/docs/spec/v2.rst
index f2c3d92b3e..6d11fd1acc 100644
--- a/docs/spec/v2.rst
+++ b/docs/spec/v2.rst
@@ -174,8 +174,8 @@ Structured data types may also be nested, e.g., the following JSON
 list defines a data type with two fields "foo" and "bar", where "bar"
 has two sub-fields "baz" and "qux"::
 
-    [["foo", "<f4"], ["bar", [["baz", "<f4"], ["qux", "<i4"]]]] 
-    
+    [["foo", "<f4"], ["bar", [["baz", "<f4"], ["qux", "<i4"]]]]
+
 .. _spec_v2_array_fill_value:
 
 Fill value encoding
diff --git a/docs/talks/scipy2019/submission.rst b/docs/talks/scipy2019/submission.rst
index a7d531c91e..57fd925b1f 100644
--- a/docs/talks/scipy2019/submission.rst
+++ b/docs/talks/scipy2019/submission.rst
@@ -118,7 +118,7 @@ Authors
 
 Project contributors are listed in alphabetical order by surname.
 
-* `Ryan Abernathey <https://github.com/rabernat>`_, Columbia University 
+* `Ryan Abernathey <https://github.com/rabernat>`_, Columbia University
 * `Stephan Balmer <https://github.com/sbalmer>`_, Meteotest
 * `Ambrose Carr <https://github.com/ambrosejcarr>`_, Chan Zuckerberg Initiative
 * `Tim Crone <https://github.com/tjcrone>`_, Columbia University

From 7ae1de709cbc66916d8dd630f64f6f1c4fda608c Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Thu, 8 Sep 2022 11:17:52 +0200
Subject: [PATCH 0176/1078] 2.13.0a2 release notes (#1126)

* 2.13.0a2 release notes

* release note cleanup

* Make left-panel links darker

* Try rgb color

* Darken toc text and lighten background

* More light purple

* Even MORE purple!
---
 docs/_static/custom.css | 14 +++++++++-----
 docs/release.rst        | 41 +++++++++++++++++++++++++++++++++--------
 2 files changed, 42 insertions(+), 13 deletions(-)

diff --git a/docs/_static/custom.css b/docs/_static/custom.css
index 0c391c1c7e..a0e3929e87 100644
--- a/docs/_static/custom.css
+++ b/docs/_static/custom.css
@@ -1,19 +1,23 @@
+/* override text color */
+.wy-menu-vertical a {
+    color: #000000;
+}
 
 /* Sidebar background color */
 .wy-nav-side, div.wy-side-nav-search {
-  background-color: rgb(38, 34, 98, 0); /* full alpha */
+  background-color: rgb(198, 197, 213, 0); /* full alpha */
 }
 
 /* Sidebar link click color */
 .wy-menu-vertical .toctree-l1 > a:active {
-  background-color: rgb(38, 34, 98);
-  color: rgb(252, 252, 252);
+  background-color: rgb(198, 197, 213);
+  color: rgb(0, 0, 0);
 }
 
 /* Link color is darker to make hovering more clear */
 .wy-menu-vertical .toctree-l1 > a:hover {
-  background-color: rgb(25, 22, 65);
-  color: rgb(252, 252, 252);
+  background-color: rgb(198, 197, 213);
+  color: rgb(0, 0, 0);
 }
 
 .wy-menu-vertical li.current > a:hover, .wy-menu-vertical li.current > a:active {
diff --git a/docs/release.rst b/docs/release.rst
index 15a03e5895..b79341df52 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -21,34 +21,59 @@ Release notes
 Major changes
 ~~~~~~~~~~~~~
 
-* Remove support for Python 3.7 in concert with NumPy dependency.
-  By :user:`Davis Bennett <d-v-b>`; :issue:`1067`.
+* **Support of alternative array classes** by introducing a new argument,
+  meta_array, that specifies the type/class of the underlying array. The
+  meta_array argument can be any class instance that can be used as the like
+  argument in NumPy (see `NEP 35
+  <https://numpy.org/neps/nep-0035-array-creation-dispatch-with-array-function.html>`_).
+  enabling support for CuPy through, for example, the creation of a CuPy CPU
+  compressor.
+  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`934`.
+
+* **Remove support for Python 3.7** in concert with NumPy dependency.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1067`.
+
+* **Zarr v3: add support for the default root path** rather than requiring
+  that all API users pass an explicit path.
+  By :user:`Gregory R. Lee <grlee77>` :issue:`1085`.
+
 
 Bug fixes
 ~~~~~~~~~
 
+* Remove/relax erroneous "meta" path check (**regression**).
+  By :user:`Gregory R. Lee <grlee77>` :issue:`1123`.
+
+* Cast all attribute keys to strings (and issue deprecation warning).
+  By :user:`Mattia Almansi <malmans2>` :issue:`1066`.
+
 * Fix bug in N5 storage that prevented arrays located in the root of the hierarchy from
   bearing the `n5` keyword. Along with fixing this bug, new tests were added for N5 routines
   that had previously been excluded from testing, and type annotations were added to the N5 codebase.
-  By :user:`Davis Bennett <d-v-b>`; :issue:`1092`.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1092`.
 
 * Fix bug in LRUEStoreCache in which the current size wasn't reset on invalidation.
   By :user:`BGCMHou <BGCMHou>` and :user:`Josh Moore <joshmoore>` :issue:`1076`, :issue:`1077`.
 
 * Remove erroneous check that disallowed array keys starting with "meta".
-  By :user:`Gregory R. Lee <grlee77>`; :issue:`1105`.
+  By :user:`Gregory R. Lee <grlee77>` :issue:`1105`.
 
 Documentation
 ~~~~~~~~~~~~~
 
 * Typo fixes to close quotes. By :user:`Pavithra Eswaramoorthy <pavithraes>`
-* Added copy button to documentation :user:`Altay Sansal <tasansal>`
+
+* Added copy button to documentation.
+  By :user:`Altay Sansal <tasansal>` :issue:`1124`.
 
 Maintenance
 ~~~~~~~~~~~
 
+* Simplify release docs.
+  By :user:`Josh Moore <joshmoore>` :issue:`1119`.
+
 * Pin werkzeug to prevent test hangs.
-  By :user:`Davis Bennett <d-v-b>`; :issue:`1098`.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1098`.
 
 * Fix a few DeepSource.io alerts
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1080`.
@@ -63,10 +88,10 @@ Maintenance
   By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1079`.
 
 * Remove option to return None from _ensure_store.
-  By :user:`Greggory Lee <grlee77>`; :issue:`1068`.
+  By :user:`Greggory Lee <grlee77>` :issue:`1068`.
 
 * Fix a typo of "integers".
-  By :user:`Richard Scott <RichardScottOZ>`; :issue:`1056`.
+  By :user:`Richard Scott <RichardScottOZ>` :issue:`1056`.
 
 .. _release_2.12.0:
 

From b677db3409d5d8f7b4a5f2e28df5d33e66c5098a Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 9 Sep 2022 17:03:43 +0200
Subject: [PATCH 0177/1078] Bump tox from 3.25.1 to 3.26.0 (#1128)

Bumps [tox](https://github.com/tox-dev/tox) from 3.25.1 to 3.26.0.
- [Release notes](https://github.com/tox-dev/tox/releases)
- [Changelog](https://github.com/tox-dev/tox/blob/master/docs/changelog.rst)
- [Commits](https://github.com/tox-dev/tox/compare/3.25.1...3.26.0)

---
updated-dependencies:
- dependency-name: tox
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index cc370e018c..9105c14e19 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -12,7 +12,7 @@ types-redis
 types-setuptools
 pymongo==4.2.0
 # optional test requirements
-tox==3.25.1
+tox==3.26.0
 coverage
 flake8==5.0.4
 pytest-cov==3.0.0

From fe540892563667c1fa6f07b932ff9956a6344bca Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 13 Sep 2022 08:47:56 +0200
Subject: [PATCH 0178/1078] Bump numpy from 1.23.2 to 1.23.3 (#1130)

Bumps [numpy](https://github.com/numpy/numpy) from 1.23.2 to 1.23.3.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.23.2...v1.23.3)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index 12310a0eda..11fb3ff63c 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.23.2
+numpy==1.23.3

From 4d68015e57e6cdbd9550a6447a142f77abacc85f Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 14 Sep 2022 08:24:12 +0200
Subject: [PATCH 0179/1078] Consistent Python versions (#1136)

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 96c51c08ff..c848145138 100644
--- a/setup.py
+++ b/setup.py
@@ -47,9 +47,9 @@
         'Topic :: Software Development :: Libraries :: Python Modules',
         'Operating System :: Unix',
         'Programming Language :: Python :: 3',
-        'Programming Language :: Python :: 3.7',
         'Programming Language :: Python :: 3.8',
         'Programming Language :: Python :: 3.9',
+        'Programming Language :: Python :: 3.10',
     ],
     maintainer='Alistair Miles',
     maintainer_email='alimanfoo@googlemail.com',

From 77c1f723199cfa0f2871f6fd30bbe045a948456f Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Wed, 14 Sep 2022 08:38:08 +0200
Subject: [PATCH 0180/1078] Fix numcodecs dependency (#1135)

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index c848145138..79ff649dac 100644
--- a/setup.py
+++ b/setup.py
@@ -10,7 +10,7 @@
     'asciitree',
     'numpy>=1.7',
     'fasteners',
-    'numcodecs>=0.6.4',
+    'numcodecs>=0.10.0',
 ]
 
 setup(

From 9f4e3b18efa2f6fe9496ccf54cad3993cc22fd4a Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 15 Sep 2022 10:18:38 +0200
Subject: [PATCH 0181/1078] Bump fasteners from 0.17.3 to 0.18 (#1137)

Bumps [fasteners](https://github.com/harlowja/fasteners) from 0.17.3 to 0.18.
- [Release notes](https://github.com/harlowja/fasteners/releases)
- [Changelog](https://github.com/harlowja/fasteners/blob/main/CHANGELOG.md)
- [Commits](https://github.com/harlowja/fasteners/compare/0.17.3...0.18)

---
updated-dependencies:
- dependency-name: fasteners
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 31febeee24..e3809cebe9 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -1,6 +1,6 @@
 # library requirements
 asciitree==0.3.3
-fasteners==0.17.3
+fasteners==0.18
 numcodecs==0.10.2
 msgpack-python==0.5.6
 setuptools-scm==7.0.5

From 505810c44108328ec5732ad8460057f016994fd3 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 16 Sep 2022 21:41:52 +0200
Subject: [PATCH 0182/1078] Use generator instead of list comprehension (#1139)

Using a container in place of a generator for calls that can accept
	both, slows down the performance. Consider using generators for all
	function calls which accept both containers and genertors.
---
 zarr/_storage/v3.py | 2 +-
 zarr/indexing.py    | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/zarr/_storage/v3.py b/zarr/_storage/v3.py
index 540b62ef7e..515e6f5aaa 100644
--- a/zarr/_storage/v3.py
+++ b/zarr/_storage/v3.py
@@ -153,7 +153,7 @@ def setitems(self, values):
         # initialize the /data/root/... folder corresponding to the array!
         # Note: zarr.tests.test_core_v3.TestArrayWithFSStoreV3PartialRead fails
         # without this explicit creation of directories
-        subdirectories = set([os.path.dirname(v) for v in values.keys()])
+        subdirectories = set(os.path.dirname(v) for v in values.keys())
         for subdirectory in subdirectories:
             data_dir = os.path.join(self.path, subdirectory)
             if not self.fs.exists(data_dir):
diff --git a/zarr/indexing.py b/zarr/indexing.py
index 1941766d85..74b53af049 100644
--- a/zarr/indexing.py
+++ b/zarr/indexing.py
@@ -559,7 +559,7 @@ def ix_(selection, shape):
 def oindex(a, selection):
     """Implementation of orthogonal indexing with slices and ints."""
     selection = replace_ellipsis(selection, a.shape)
-    drop_axes = tuple([i for i, s in enumerate(selection) if is_integer(s)])
+    drop_axes = tuple(i for i, s in enumerate(selection) if is_integer(s))
     selection = ix_(selection, a.shape)
     result = a[selection]
     if drop_axes:
@@ -569,7 +569,7 @@ def oindex(a, selection):
 
 def oindex_set(a, selection, value):
     selection = replace_ellipsis(selection, a.shape)
-    drop_axes = tuple([i for i, s in enumerate(selection) if is_integer(s)])
+    drop_axes = tuple(i for i, s in enumerate(selection) if is_integer(s))
     selection = ix_(selection, a.shape)
     if not np.isscalar(value) and drop_axes:
         value = np.asanyarray(value)
@@ -623,8 +623,8 @@ def __init__(self, selection, array):
                            if not isinstance(s, IntDimIndexer))
         self.is_advanced = not is_basic_selection(selection)
         if self.is_advanced:
-            self.drop_axes = tuple([i for i, dim_indexer in enumerate(self.dim_indexers)
-                                    if isinstance(dim_indexer, IntDimIndexer)])
+            self.drop_axes = tuple(i for i, dim_indexer in enumerate(self.dim_indexers)
+                                   if isinstance(dim_indexer, IntDimIndexer))
         else:
             self.drop_axes = None
 

From 718ee1338319a32056a2395e54517644d727ad16 Mon Sep 17 00:00:00 2001
From: Gregory Lee <grlee77@gmail.com>
Date: Thu, 22 Sep 2022 04:07:41 -0400
Subject: [PATCH 0183/1078] empty path is fine after update to allow path=None
 for zarr v3 (#1142)

path=None support was previously added in gh-1085. This change should have
been made at that time.
---
 zarr/convenience.py | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/zarr/convenience.py b/zarr/convenience.py
index be8b609a46..745e1369f5 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -1295,10 +1295,6 @@ def open_consolidated(store: StoreLike, metadata_key=".zmetadata", mode="r+", **
         # default is to store within 'consolidated' group on v3
         if not metadata_key.startswith('meta/root/'):
             metadata_key = 'meta/root/consolidated/' + metadata_key
-        if not path:
-            raise ValueError(
-                "path must be provided to open a Zarr 3.x consolidated store"
-            )
 
     # setup metadata store
     meta_store = ConsolidatedStoreClass(store, metadata_key=metadata_key)

From 363282097b146ff6575b0e8353a407b7b7a187cb Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Thu, 22 Sep 2022 11:37:18 +0200
Subject: [PATCH 0184/1078] Create codeql-analysis.yml (#1127)

* Create codeql-analysis.yml

see:
 - https://github.blog/2022-08-15-the-next-step-for-lgtm-com-github-code-scanning/
 - https://github.com/zarr-developers/zarr-python/pull/909#issuecomment-1240363698

* Re-implement tempfile.mktemp using NamedTemporaryFile

Adds zarr.tests.util.mktemp which can be used from all
tests. The NamedTemporaryFile is immediately closed and
only the path returned.
---
 .github/workflows/codeql-analysis.yml | 72 +++++++++++++++++++++++++++
 zarr/tests/test_core.py               |  4 +-
 zarr/tests/test_creation.py           |  6 +--
 zarr/tests/test_hierarchy.py          | 22 ++++----
 zarr/tests/test_storage.py            | 20 ++++----
 zarr/tests/test_storage_v3.py         | 18 +++----
 zarr/tests/util.py                    |  7 +++
 7 files changed, 114 insertions(+), 35 deletions(-)
 create mode 100644 .github/workflows/codeql-analysis.yml

diff --git a/.github/workflows/codeql-analysis.yml b/.github/workflows/codeql-analysis.yml
new file mode 100644
index 0000000000..bebe1ee205
--- /dev/null
+++ b/.github/workflows/codeql-analysis.yml
@@ -0,0 +1,72 @@
+# For most projects, this workflow file will not need changing; you simply need
+# to commit it to your repository.
+#
+# You may wish to alter this file to override the set of languages analyzed,
+# or to provide custom queries or build logic.
+#
+# ******** NOTE ********
+# We have attempted to detect the languages in your repository. Please check
+# the `language` matrix defined below to confirm you have the correct set of
+# supported CodeQL languages.
+#
+name: "CodeQL"
+
+on:
+  push:
+    branches: [ "main" ]
+  pull_request:
+    # The branches below must be a subset of the branches above
+    branches: [ "main" ]
+  schedule:
+    - cron: '29 0 * * 1'
+
+jobs:
+  analyze:
+    name: Analyze
+    runs-on: ubuntu-latest
+    permissions:
+      actions: read
+      contents: read
+      security-events: write
+
+    strategy:
+      fail-fast: false
+      matrix:
+        language: [ 'python' ]
+        # CodeQL supports [ 'cpp', 'csharp', 'go', 'java', 'javascript', 'python', 'ruby' ]
+        # Learn more about CodeQL language support at https://aka.ms/codeql-docs/language-support
+
+    steps:
+    - name: Checkout repository
+      uses: actions/checkout@v3
+
+    # Initializes the CodeQL tools for scanning.
+    - name: Initialize CodeQL
+      uses: github/codeql-action/init@v2
+      with:
+        languages: ${{ matrix.language }}
+        # If you wish to specify custom queries, you can do so here or in a config file.
+        # By default, queries listed here will override any specified in a config file.
+        # Prefix the list here with "+" to use these queries and those in the config file.
+        
+        # Details on CodeQL's query packs refer to : https://docs.github.com/en/code-security/code-scanning/automatically-scanning-your-code-for-vulnerabilities-and-errors/configuring-code-scanning#using-queries-in-ql-packs
+        # queries: security-extended,security-and-quality
+
+        
+    # Autobuild attempts to build any compiled languages  (C/C++, C#, or Java).
+    # If this step fails, then you should remove it and run the build manually (see below)
+    - name: Autobuild
+      uses: github/codeql-action/autobuild@v2
+
+    # ℹ️ Command-line programs to run using the OS shell.
+    # 📚 See https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#jobsjob_idstepsrun
+
+    #   If the Autobuild fails above, remove it and uncomment the following three lines. 
+    #   modify them (or add more) to build your code if your project, please refer to the EXAMPLE below for guidance.
+
+    # - run: |
+    #   echo "Run, Build Application using script"
+    #   ./location_of_script_within_repo/buildscript.sh
+
+    - name: Perform CodeQL Analysis
+      uses: github/codeql-action/analyze@v2
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index ecfeb7a817..e32026e662 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -5,7 +5,7 @@
 import shutil
 import unittest
 from itertools import zip_longest
-from tempfile import mkdtemp, mktemp
+from tempfile import mkdtemp
 
 import numpy as np
 import pytest
@@ -53,7 +53,7 @@
     StoreV3,
 )
 from zarr.util import buffer_size
-from zarr.tests.util import abs_container, skip_test_env_var, have_fsspec
+from zarr.tests.util import abs_container, skip_test_env_var, have_fsspec, mktemp
 
 # noinspection PyMethodMayBeStatic
 
diff --git a/zarr/tests/test_creation.py b/zarr/tests/test_creation.py
index f5eede8b15..0f12fc5613 100644
--- a/zarr/tests/test_creation.py
+++ b/zarr/tests/test_creation.py
@@ -1,7 +1,6 @@
 import atexit
 import os.path
 import shutil
-import tempfile
 import warnings
 
 import numpy as np
@@ -20,6 +19,7 @@
 from zarr._storage.store import v3_api_available
 from zarr._storage.v3 import DirectoryStoreV3, KVStoreV3
 from zarr.sync import ThreadSynchronizer
+from zarr.tests.util import mktemp
 
 _VERSIONS = ((None, 2, 3) if v3_api_available else (None, 2))
 _VERSIONS2 = ((2, 3) if v3_api_available else (2, ))
@@ -574,7 +574,7 @@ def test_open_like(zarr_version, at_root):
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
     # zarr array
-    path = tempfile.mktemp()
+    path = mktemp()
     atexit.register(shutil.rmtree, path)
     z = full(100, chunks=10, dtype='f4', compressor=Zlib(5),
              fill_value=42, order='F', **kwargs)
@@ -588,7 +588,7 @@ def test_open_like(zarr_version, at_root):
     assert (z._store._store_version == z2._store._store_version ==
             expected_zarr_version)
     # numpy array
-    path = tempfile.mktemp()
+    path = mktemp()
     atexit.register(shutil.rmtree, path)
     a = np.empty(100, dtype='f4')
     z3 = open_like(a, path, chunks=10, zarr_version=zarr_version)
diff --git a/zarr/tests/test_hierarchy.py b/zarr/tests/test_hierarchy.py
index ddcbe6c823..a2917acb44 100644
--- a/zarr/tests/test_hierarchy.py
+++ b/zarr/tests/test_hierarchy.py
@@ -32,7 +32,7 @@
                               FSStoreV3, ZipStoreV3, DBMStoreV3, LMDBStoreV3, SQLiteStoreV3,
                               LRUStoreCacheV3)
 from zarr.util import InfoReporter, buffer_size
-from zarr.tests.util import skip_test_env_var, have_fsspec, abs_container
+from zarr.tests.util import skip_test_env_var, have_fsspec, abs_container, mktemp
 
 
 _VERSIONS = ((2, 3) if v3_api_available else (2, ))
@@ -1331,7 +1331,7 @@ class TestGroupWithZipStore(TestGroup):
 
     @staticmethod
     def create_store():
-        path = tempfile.mktemp(suffix='.zip')
+        path = mktemp(suffix='.zip')
         atexit.register(os.remove, path)
         store = ZipStore(path)
         return store, None
@@ -1359,7 +1359,7 @@ class TestGroupV3WithZipStore(TestGroupWithZipStore, TestGroupV3):
 
     @staticmethod
     def create_store():
-        path = tempfile.mktemp(suffix='.zip')
+        path = mktemp(suffix='.zip')
         atexit.register(os.remove, path)
         store = ZipStoreV3(path)
         return store, None
@@ -1369,7 +1369,7 @@ class TestGroupWithDBMStore(TestGroup):
 
     @staticmethod
     def create_store():
-        path = tempfile.mktemp(suffix='.anydbm')
+        path = mktemp(suffix='.anydbm')
         atexit.register(atexit_rmglob, path + '*')
         store = DBMStore(path, flag='n')
         return store, None
@@ -1380,7 +1380,7 @@ class TestGroupV3WithDBMStore(TestGroupWithDBMStore, TestGroupV3):
 
     @staticmethod
     def create_store():
-        path = tempfile.mktemp(suffix='.anydbm')
+        path = mktemp(suffix='.anydbm')
         atexit.register(atexit_rmglob, path + '*')
         store = DBMStoreV3(path, flag='n')
         return store, None
@@ -1391,7 +1391,7 @@ class TestGroupWithDBMStoreBerkeleyDB(TestGroup):
     @staticmethod
     def create_store():
         bsddb3 = pytest.importorskip("bsddb3")
-        path = tempfile.mktemp(suffix='.dbm')
+        path = mktemp(suffix='.dbm')
         atexit.register(os.remove, path)
         store = DBMStore(path, flag='n', open=bsddb3.btopen)
         return store, None
@@ -1403,7 +1403,7 @@ class TestGroupV3WithDBMStoreBerkeleyDB(TestGroupWithDBMStoreBerkeleyDB, TestGro
     @staticmethod
     def create_store():
         bsddb3 = pytest.importorskip("bsddb3")
-        path = tempfile.mktemp(suffix='.dbm')
+        path = mktemp(suffix='.dbm')
         atexit.register(os.remove, path)
         store = DBMStoreV3(path, flag='n', open=bsddb3.btopen)
         return store, None
@@ -1414,7 +1414,7 @@ class TestGroupWithLMDBStore(TestGroup):
     @staticmethod
     def create_store():
         pytest.importorskip("lmdb")
-        path = tempfile.mktemp(suffix='.lmdb')
+        path = mktemp(suffix='.lmdb')
         atexit.register(atexit_rmtree, path)
         store = LMDBStore(path)
         return store, None
@@ -1426,7 +1426,7 @@ class TestGroupV3WithLMDBStore(TestGroupWithLMDBStore, TestGroupV3):
     @staticmethod
     def create_store():
         pytest.importorskip("lmdb")
-        path = tempfile.mktemp(suffix='.lmdb')
+        path = mktemp(suffix='.lmdb')
         atexit.register(atexit_rmtree, path)
         store = LMDBStoreV3(path)
         return store, None
@@ -1436,7 +1436,7 @@ class TestGroupWithSQLiteStore(TestGroup):
 
     def create_store(self):
         pytest.importorskip("sqlite3")
-        path = tempfile.mktemp(suffix='.db')
+        path = mktemp(suffix='.db')
         atexit.register(atexit_rmtree, path)
         store = SQLiteStore(path)
         return store, None
@@ -1447,7 +1447,7 @@ class TestGroupV3WithSQLiteStore(TestGroupWithSQLiteStore, TestGroupV3):
 
     def create_store(self):
         pytest.importorskip("sqlite3")
-        path = tempfile.mktemp(suffix='.db')
+        path = mktemp(suffix='.db')
         atexit.register(atexit_rmtree, path)
         store = SQLiteStoreV3(path)
         return store, None
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 056dd8b637..d0f518dd05 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -36,7 +36,7 @@
                           meta_root, normalize_store_arg)
 from zarr.storage import FSStore, rename, listdir
 from zarr._storage.v3 import KVStoreV3
-from zarr.tests.util import CountingDict, have_fsspec, skip_test_env_var, abs_container
+from zarr.tests.util import CountingDict, have_fsspec, skip_test_env_var, abs_container, mktemp
 from zarr.util import json_dumps
 
 
@@ -1772,7 +1772,7 @@ class TestZipStore(StoreTests):
     ZipStoreClass = ZipStore
 
     def create_store(self, **kwargs):
-        path = tempfile.mktemp(suffix='.zip')
+        path = mktemp(suffix='.zip')
         atexit.register(os.remove, path)
         store = ZipStore(path, mode='w', **kwargs)
         return store
@@ -1853,7 +1853,7 @@ def test_store_and_retrieve_ndarray(self):
 class TestDBMStore(StoreTests):
 
     def create_store(self, dimension_separator=None):
-        path = tempfile.mktemp(suffix='.anydbm')
+        path = mktemp(suffix='.anydbm')
         atexit.register(atexit_rmglob, path + '*')
         # create store using default dbm implementation
         store = DBMStore(path, flag='n', dimension_separator=dimension_separator)
@@ -1869,7 +1869,7 @@ def test_context_manager(self):
 class TestDBMStoreDumb(TestDBMStore):
 
     def create_store(self, **kwargs):
-        path = tempfile.mktemp(suffix='.dumbdbm')
+        path = mktemp(suffix='.dumbdbm')
         atexit.register(atexit_rmglob, path + '*')
 
         import dbm.dumb as dumbdbm
@@ -1881,7 +1881,7 @@ class TestDBMStoreGnu(TestDBMStore):
 
     def create_store(self, **kwargs):
         gdbm = pytest.importorskip("dbm.gnu")
-        path = tempfile.mktemp(suffix=".gdbm")  # pragma: no cover
+        path = mktemp(suffix=".gdbm")  # pragma: no cover
         atexit.register(os.remove, path)  # pragma: no cover
         store = DBMStore(
             path, flag="n", open=gdbm.open, write_lock=False, **kwargs
@@ -1893,7 +1893,7 @@ class TestDBMStoreNDBM(TestDBMStore):
 
     def create_store(self, **kwargs):
         ndbm = pytest.importorskip("dbm.ndbm")
-        path = tempfile.mktemp(suffix=".ndbm")  # pragma: no cover
+        path = mktemp(suffix=".ndbm")  # pragma: no cover
         atexit.register(atexit_rmglob, path + "*")  # pragma: no cover
         store = DBMStore(path, flag="n", open=ndbm.open, **kwargs)  # pragma: no cover
         return store  # pragma: no cover
@@ -1903,7 +1903,7 @@ class TestDBMStoreBerkeleyDB(TestDBMStore):
 
     def create_store(self, **kwargs):
         bsddb3 = pytest.importorskip("bsddb3")
-        path = tempfile.mktemp(suffix='.dbm')
+        path = mktemp(suffix='.dbm')
         atexit.register(os.remove, path)
         store = DBMStore(path, flag='n', open=bsddb3.btopen, write_lock=False, **kwargs)
         return store
@@ -1913,7 +1913,7 @@ class TestLMDBStore(StoreTests):
 
     def create_store(self, **kwargs):
         pytest.importorskip("lmdb")
-        path = tempfile.mktemp(suffix='.lmdb')
+        path = mktemp(suffix='.lmdb')
         atexit.register(atexit_rmtree, path)
         buffers = True
         store = LMDBStore(path, buffers=buffers, **kwargs)
@@ -1930,13 +1930,13 @@ class TestSQLiteStore(StoreTests):
 
     def create_store(self, **kwargs):
         pytest.importorskip("sqlite3")
-        path = tempfile.mktemp(suffix='.db')
+        path = mktemp(suffix='.db')
         atexit.register(atexit_rmtree, path)
         store = SQLiteStore(path, **kwargs)
         return store
 
     def test_underscore_in_name(self):
-        path = tempfile.mktemp(suffix='.db')
+        path = mktemp(suffix='.db')
         atexit.register(atexit_rmtree, path)
         store = SQLiteStore(path)
         store['a'] = b'aaa'
diff --git a/zarr/tests/test_storage_v3.py b/zarr/tests/test_storage_v3.py
index a33f274621..13b5011676 100644
--- a/zarr/tests/test_storage_v3.py
+++ b/zarr/tests/test_storage_v3.py
@@ -18,7 +18,7 @@
                               LMDBStoreV3, LRUStoreCacheV3, MemoryStoreV3,
                               MongoDBStoreV3, RedisStoreV3, SQLiteStoreV3, StoreV3,
                               ZipStoreV3)
-from zarr.tests.util import CountingDictV3, have_fsspec, skip_test_env_var
+from zarr.tests.util import CountingDictV3, have_fsspec, skip_test_env_var, mktemp
 
 # pytest will fail to run if the following fixtures aren't imported here
 from .test_storage import StoreTests as _StoreTests
@@ -330,7 +330,7 @@ class TestZipStoreV3(_TestZipStore, StoreV3Tests):
     ZipStoreClass = ZipStoreV3
 
     def create_store(self, **kwargs):
-        path = tempfile.mktemp(suffix='.zip')
+        path = mktemp(suffix='.zip')
         atexit.register(os.remove, path)
         store = ZipStoreV3(path, mode='w', **kwargs)
         return store
@@ -339,7 +339,7 @@ def create_store(self, **kwargs):
 class TestDBMStoreV3(_TestDBMStore, StoreV3Tests):
 
     def create_store(self, dimension_separator=None):
-        path = tempfile.mktemp(suffix='.anydbm')
+        path = mktemp(suffix='.anydbm')
         atexit.register(atexit_rmglob, path + '*')
         # create store using default dbm implementation
         store = DBMStoreV3(path, flag='n', dimension_separator=dimension_separator)
@@ -349,7 +349,7 @@ def create_store(self, dimension_separator=None):
 class TestDBMStoreV3Dumb(_TestDBMStoreDumb, StoreV3Tests):
 
     def create_store(self, **kwargs):
-        path = tempfile.mktemp(suffix='.dumbdbm')
+        path = mktemp(suffix='.dumbdbm')
         atexit.register(atexit_rmglob, path + '*')
 
         import dbm.dumb as dumbdbm
@@ -361,7 +361,7 @@ class TestDBMStoreV3Gnu(_TestDBMStoreGnu, StoreV3Tests):
 
     def create_store(self, **kwargs):
         gdbm = pytest.importorskip("dbm.gnu")
-        path = tempfile.mktemp(suffix=".gdbm")  # pragma: no cover
+        path = mktemp(suffix=".gdbm")  # pragma: no cover
         atexit.register(os.remove, path)  # pragma: no cover
         store = DBMStoreV3(
             path, flag="n", open=gdbm.open, write_lock=False, **kwargs
@@ -373,7 +373,7 @@ class TestDBMStoreV3NDBM(_TestDBMStoreNDBM, StoreV3Tests):
 
     def create_store(self, **kwargs):
         ndbm = pytest.importorskip("dbm.ndbm")
-        path = tempfile.mktemp(suffix=".ndbm")  # pragma: no cover
+        path = mktemp(suffix=".ndbm")  # pragma: no cover
         atexit.register(atexit_rmglob, path + "*")  # pragma: no cover
         store = DBMStoreV3(path, flag="n", open=ndbm.open, **kwargs)  # pragma: no cover
         return store  # pragma: no cover
@@ -383,7 +383,7 @@ class TestDBMStoreV3BerkeleyDB(_TestDBMStoreBerkeleyDB, StoreV3Tests):
 
     def create_store(self, **kwargs):
         bsddb3 = pytest.importorskip("bsddb3")
-        path = tempfile.mktemp(suffix='.dbm')
+        path = mktemp(suffix='.dbm')
         atexit.register(os.remove, path)
         store = DBMStoreV3(path, flag='n', open=bsddb3.btopen, write_lock=False, **kwargs)
         return store
@@ -393,7 +393,7 @@ class TestLMDBStoreV3(_TestLMDBStore, StoreV3Tests):
 
     def create_store(self, **kwargs):
         pytest.importorskip("lmdb")
-        path = tempfile.mktemp(suffix='.lmdb')
+        path = mktemp(suffix='.lmdb')
         atexit.register(atexit_rmtree, path)
         buffers = True
         store = LMDBStoreV3(path, buffers=buffers, **kwargs)
@@ -404,7 +404,7 @@ class TestSQLiteStoreV3(_TestSQLiteStore, StoreV3Tests):
 
     def create_store(self, **kwargs):
         pytest.importorskip("sqlite3")
-        path = tempfile.mktemp(suffix='.db')
+        path = mktemp(suffix='.db')
         atexit.register(atexit_rmtree, path)
         store = SQLiteStoreV3(path, **kwargs)
         return store
diff --git a/zarr/tests/util.py b/zarr/tests/util.py
index 912f2f5361..faa2f35d25 100644
--- a/zarr/tests/util.py
+++ b/zarr/tests/util.py
@@ -1,5 +1,6 @@
 import collections
 import os
+import tempfile
 
 from zarr.storage import Store
 from zarr._storage.v3 import StoreV3
@@ -80,3 +81,9 @@ def abs_container():
         container_client = blob_service_client.get_container_client("test")
 
     return container_client
+
+
+def mktemp(**kwargs):
+    f = tempfile.NamedTemporaryFile(**kwargs)
+    f.close()
+    return f.name

From bc13b7f93a353d936c196053757ec05ab282cf0b Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Thu, 22 Sep 2022 11:38:12 +0200
Subject: [PATCH 0185/1078] Prepare 2.13.0 release (#1133)

* Prepare 2.13.0 release

* Update release instructions for pre-releases

* Add #1142 for Greg's work

* Make python-version match for pre-commits
---
 .github/workflows/Pre-commit-hooks.yml |  2 ++
 .pre-commit-config.yaml                |  4 ++--
 docs/contributing.rst                  | 18 +++++++++++++-----
 docs/release.rst                       |  8 +++++---
 4 files changed, 22 insertions(+), 10 deletions(-)

diff --git a/.github/workflows/Pre-commit-hooks.yml b/.github/workflows/Pre-commit-hooks.yml
index 7955cb239a..0e51c184fb 100644
--- a/.github/workflows/Pre-commit-hooks.yml
+++ b/.github/workflows/Pre-commit-hooks.yml
@@ -23,6 +23,8 @@ jobs:
       - uses: actions/checkout@v3
       #setting up Python v3.0.0
       - uses: actions/setup-python@v3.0.0
+        with:
+          python-version: '3.9'
       #using pre-commit latest i.e v2.0.3
       - uses: pre-commit/action@v2.0.3
       #Running pre-commit for all files
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 69828ad50d..70ead97d0b 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,6 @@
 default_stages: [commit, push]
 default_language_version:
-  python: python3.8
+  python: python3.9
 repos:
   - repo: https://github.com/PyCQA/flake8
     rev: 3.8.2
@@ -14,4 +14,4 @@ repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v2.3.0
     hooks:
-    - id: check-yaml
\ No newline at end of file
+    - id: check-yaml
diff --git a/docs/contributing.rst b/docs/contributing.rst
index f7b4831089..0b3c56bc01 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -344,14 +344,22 @@ included in the release have been properly documented in
 To make a new release, go to
 https://github.com/zarr-developers/zarr-python/releases and
 click "Draft a new release". Choose a version number prefixed
-with a `v` (e.g. `v0.0.0`) and set the description to:
+with a `v` (e.g. `v0.0.0`). For pre-releases, include the
+appropriate suffix (e.g. `v0.0.0a1` or `v0.0.0rc2`).
 
-```
-See release notes https://zarr.readthedocs.io/en/stable/release.html#release-0-0-0
-```
+
+Set the description of the release to::
+
+    See release notes https://zarr.readthedocs.io/en/stable/release.html#release-0-0-0
 
 replacing the correct version numbers. For pre-release versions,
 the URL should omit the pre-release suffix, e.g. "a1" or "rc1".
 
-Be sure to review and merge the https://github.com/conda-forge/zarr-feedstock
+After creating the release, the documentation will be built on
+https://readthedocs.io. Full releases will be available under
+`/stable <https://zarr.readthedocs.io/en/stable>`_ while
+pre-releases will be available under
+`/latest <https://zarr.readthedocs.io/en/latest>`_.
+
+Also review and merge the https://github.com/conda-forge/zarr-feedstock
 pull request that will be automatically generated.
diff --git a/docs/release.rst b/docs/release.rst
index b79341df52..e963b5b509 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -15,8 +15,10 @@ Release notes
 
 2.13.0
 ------
-.. warning::
-    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
+
+..
+    # .. warning::
+    #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
 
 Major changes
 ~~~~~~~~~~~~~
@@ -35,7 +37,7 @@ Major changes
 
 * **Zarr v3: add support for the default root path** rather than requiring
   that all API users pass an explicit path.
-  By :user:`Gregory R. Lee <grlee77>` :issue:`1085`.
+  By :user:`Gregory R. Lee <grlee77>` :issue:`1085`, :issue:`1142`.
 
 
 Bug fixes

From 814017ddc7aa8255d9343246288104a9ade05f07 Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Mon, 26 Sep 2022 14:31:23 +0200
Subject: [PATCH 0186/1078]     2.13.1: generate fixture/meta in conda tests
 (#1143)

* 2.13.1: generate fixture/meta in conda tests

Following the pattern from #824, this generates the
fixture test if it does not exist so that tests will
pass on conda-forge.

see: https://github.com/conda-forge/zarr-feedstock/pull/65

* Fix rst link

* Fix rst link again

* Add pragma: no cover
---
 docs/release.rst           | 16 ++++++++++++----
 fixture/meta/.zarray       |  2 +-
 zarr/tests/test_storage.py |  6 ++++++
 3 files changed, 19 insertions(+), 5 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index e963b5b509..8488aa01ed 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -10,16 +10,24 @@ Release notes
 
     Unreleased
     ----------
+..
+    # .. warning::
+    #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
+
+.. _release_2.13.1:
+
+2.13.1
+------
+
+* Fix test failure on conda-forge builds.
+  By :user:`Josh Moore <joshmoore>`; see
+  `zarr-feedstock#65 <https://github.com/conda-forge/zarr-feedstock/pull/65>`_.
 
 .. _release_2.13.0:
 
 2.13.0
 ------
 
-..
-    # .. warning::
-    #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
-
 Major changes
 ~~~~~~~~~~~~~
 
diff --git a/fixture/meta/.zarray b/fixture/meta/.zarray
index f265bb0674..d1acce7665 100644
--- a/fixture/meta/.zarray
+++ b/fixture/meta/.zarray
@@ -20,4 +20,4 @@
         2
     ],
     "zarr_format": 2
-}
+}
\ No newline at end of file
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index d0f518dd05..d61216927c 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -2563,5 +2563,11 @@ def test_normalize_store_arg(tmpdir):
 
 def test_meta_prefix_6853():
 
+    meta = pathlib.Path(zarr.__file__).resolve().parent.parent / "fixture" / "meta"
+    if not meta.exists():   # pragma: no cover
+        s = DirectoryStore(str(meta), dimension_separator=".")
+        a = zarr.open(store=s, mode="w", shape=(2, 2), dtype="<i8")
+        a[:] = [[1, 2], [3, 4]]
+
     fixture = group(store=DirectoryStore('fixture'))
     assert list(fixture.arrays())

From 7c9c9edfeef37dacad1c3af222bfa44ff81102d4 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 27 Sep 2022 11:30:25 +0200
Subject: [PATCH 0187/1078] Bump pytest-doctestplus from 0.12.0 to 0.12.1
 (#1145)

Bumps [pytest-doctestplus](https://github.com/astropy/pytest-doctestplus) from 0.12.0 to 0.12.1.
- [Release notes](https://github.com/astropy/pytest-doctestplus/releases)
- [Changelog](https://github.com/astropy/pytest-doctestplus/blob/main/CHANGES.rst)
- [Commits](https://github.com/astropy/pytest-doctestplus/compare/v0.12.0...v0.12.1)

---
updated-dependencies:
- dependency-name: pytest-doctestplus
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 9105c14e19..38cbf23503 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -16,7 +16,7 @@ tox==3.26.0
 coverage
 flake8==5.0.4
 pytest-cov==3.0.0
-pytest-doctestplus==0.12.0
+pytest-doctestplus==0.12.1
 pytest-timeout==2.1.0
 h5py==3.7.0
 fsspec==2022.8.2

From 61af678bd86ce62f9d1b3c4f922e28bc60e47f7e Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Tue, 27 Sep 2022 12:34:23 +0200
Subject: [PATCH 0188/1078] 2.13.2: another fix for the conda-forge tests
 (#1146)

See description in https://github.com/zarr-developers/zarr-python/pull/1143
Testing locally, however, does not suffice. In this case, the relative path
in the test worked for me, but doesn't work on conda-forge. The only reliable
way to be sure is to run `./build-locally.py` in the zarr-feedstock
**against pre-tagged code**.
---
 docs/release.rst           | 9 +++++++++
 zarr/tests/test_storage.py | 7 ++++---
 2 files changed, 13 insertions(+), 3 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 8488aa01ed..2d5c3305cc 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -14,6 +14,15 @@ Release notes
     # .. warning::
     #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
 
+.. _release_2.13.2:
+
+2.13.2
+------
+
+* Fix test failure on conda-forge builds (again).
+  By :user:`Josh Moore <joshmoore>`; see
+  `zarr-feedstock#65 <https://github.com/conda-forge/zarr-feedstock/pull/65>`_.
+
 .. _release_2.13.1:
 
 2.13.1
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index d61216927c..39d4b5988d 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -2563,11 +2563,12 @@ def test_normalize_store_arg(tmpdir):
 
 def test_meta_prefix_6853():
 
-    meta = pathlib.Path(zarr.__file__).resolve().parent.parent / "fixture" / "meta"
+    fixture = pathlib.Path(zarr.__file__).resolve().parent.parent / "fixture"
+    meta = fixture / "meta"
     if not meta.exists():   # pragma: no cover
         s = DirectoryStore(str(meta), dimension_separator=".")
         a = zarr.open(store=s, mode="w", shape=(2, 2), dtype="<i8")
         a[:] = [[1, 2], [3, 4]]
 
-    fixture = group(store=DirectoryStore('fixture'))
-    assert list(fixture.arrays())
+    fixtures = group(store=DirectoryStore(str(fixture)))
+    assert list(fixtures.arrays())

From 2dcffcd39e292858111164eb9084ec271d73eb19 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 30 Sep 2022 10:04:49 +0200
Subject: [PATCH 0189/1078] Bump pytest-cov from 3.0.0 to 4.0.0 (#1151)

Bumps [pytest-cov](https://github.com/pytest-dev/pytest-cov) from 3.0.0 to 4.0.0.
- [Release notes](https://github.com/pytest-dev/pytest-cov/releases)
- [Changelog](https://github.com/pytest-dev/pytest-cov/blob/master/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest-cov/compare/v3.0.0...v4.0.0)

---
updated-dependencies:
- dependency-name: pytest-cov
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 38cbf23503..1022e56ec5 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -15,7 +15,7 @@ pymongo==4.2.0
 tox==3.26.0
 coverage
 flake8==5.0.4
-pytest-cov==3.0.0
+pytest-cov==4.0.0
 pytest-doctestplus==0.12.1
 pytest-timeout==2.1.0
 h5py==3.7.0

From d6e35a5641c66bcc668ee1a666086ea04837b9db Mon Sep 17 00:00:00 2001
From: Richard Shaw <jrichardshaw@gmail.com>
Date: Fri, 7 Oct 2022 08:32:52 -0700
Subject: [PATCH 0190/1078] Omit chunks with no elements in slice selection
 with step (#1154)

* Omit chunks with no elements in slice selection with step

This stops chunks being read unnecessarily when a slice selection with a
step was used. Previously all chunks spanning the start-end range would
be used regardless of whether they contained any elements.

Fixes #843.

* Test that only the required chunks are accessed during basic selections

This tests that only the expected set of chunks are accessed during
basic slice selection operations for both reads and writes to an array.

* Update release notes.

* Fix typos in release notes.
---
 docs/release.rst            |  9 +++++
 zarr/indexing.py            |  5 +++
 zarr/tests/test_indexing.py | 74 +++++++++++++++++++++++++++++++++++++
 3 files changed, 88 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index 2d5c3305cc..7a172a9839 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -14,6 +14,15 @@ Release notes
     # .. warning::
     #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
 
+.. _release_2.13.3:
+
+2.13.3
+------
+
+* Improve performance of slice selections with steps by omitting chunks with no relevant
+  data.
+  By :user:`Richard Shaw <jrs65>` :issue:`843`.
+
 .. _release_2.13.2:
 
 2.13.2
diff --git a/zarr/indexing.py b/zarr/indexing.py
index 74b53af049..268b487105 100644
--- a/zarr/indexing.py
+++ b/zarr/indexing.py
@@ -216,6 +216,11 @@ def __iter__(self):
             dim_chunk_sel = slice(dim_chunk_sel_start, dim_chunk_sel_stop, self.step)
             dim_chunk_nitems = ceildiv((dim_chunk_sel_stop - dim_chunk_sel_start),
                                        self.step)
+
+            # If there are no elements on the selection within this chunk, then skip
+            if dim_chunk_nitems == 0:
+                continue
+
             dim_out_sel = slice(dim_out_offset, dim_out_offset + dim_chunk_nitems)
 
             yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
diff --git a/zarr/tests/test_indexing.py b/zarr/tests/test_indexing.py
index 524d335c9f..5c4c580636 100644
--- a/zarr/tests/test_indexing.py
+++ b/zarr/tests/test_indexing.py
@@ -13,6 +13,8 @@
     PartialChunkIterator,
 )
 
+from zarr.tests.util import CountingDict
+
 
 def test_normalize_integer_selection():
 
@@ -1451,3 +1453,75 @@ def test_numpy_int_indexing():
     z[:] = a
     assert a[42] == z[42]
     assert a[numpy.int64(42)] == z[numpy.int64(42)]
+
+
+@pytest.mark.parametrize(
+    "shape, chunks, ops",
+    [
+        # 1D test cases
+        ((1070,), (50,), [("__getitem__", (slice(200, 400),))]),
+        ((1070,), (50,), [("__getitem__", (slice(200, 400, 100),))]),
+        ((1070,), (50,), [
+            ("__getitem__", (slice(200, 400),)),
+            ("__setitem__", (slice(200, 400, 100),)),
+        ]),
+
+        # 2D test cases
+        ((40, 50), (5, 8), [
+            ("__getitem__", (slice(6, 37, 13), (slice(4, 10)))),
+            ("__setitem__", (slice(None), (slice(None)))),
+        ]),
+    ]
+)
+def test_accessed_chunks(shape, chunks, ops):
+    # Test that only the required chunks are accessed during basic selection operations
+    # shape: array shape
+    # chunks: chunk size
+    # ops: list of tuples with (optype, tuple of slices)
+    # optype = "__getitem__" or "__setitem__", tuple length must match number of dims
+    import itertools
+
+    # Use a counting dict as the backing store so we can track the items access
+    store = CountingDict()
+    z = zarr.create(shape=shape, chunks=chunks, store=store)
+
+    for ii, (optype, slices) in enumerate(ops):
+
+        # Resolve the slices into the accessed chunks for each dimension
+        chunks_per_dim = []
+        for N, C, sl in zip(shape, chunks, slices):
+            chunk_ind = np.arange(N, dtype=int)[sl] // C
+            chunks_per_dim.append(np.unique(chunk_ind))
+
+        # Combine and generate the cartesian product to determine the chunks keys that
+        # will be accessed
+        chunks_accessed = []
+        for comb in itertools.product(*chunks_per_dim):
+            chunks_accessed.append(".".join([str(ci) for ci in comb]))
+
+        counts_before = store.counter.copy()
+
+        # Perform the operation
+        if optype == "__getitem__":
+            z[slices]
+        else:
+            z[slices] = ii
+
+        # Get the change in counts
+        delta_counts = store.counter - counts_before
+
+        # Check that the access counts for the operation have increased by one for all
+        # the chunks we expect to be included
+        for ci in chunks_accessed:
+            assert delta_counts.pop((optype, ci)) == 1
+
+            # If the chunk was partially written to it will also have been read once. We
+            # don't determine if the chunk was actually partial here, just that the
+            # counts are consistent that this might have happened
+            if optype == "__setitem__":
+                assert (
+                    ("__getitem__", ci) not in delta_counts or
+                    delta_counts.pop(("__getitem__", ci)) == 1
+                )
+        # Check that no other chunks were accessed
+        assert len(delta_counts) == 0

From d3a817c018e443ef1f5db07f8772b9742cf3b356 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Sun, 9 Oct 2022 12:02:44 +0200
Subject: [PATCH 0191/1078] Update GitHub Actions (#1134)

Co-authored-by: Saransh Chopra <saransh0701@gmail.com>

Co-authored-by: Saransh Chopra <saransh0701@gmail.com>
Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 .github/dependabot.yml                |  4 ++++
 .github/workflows/minimal.yml         |  2 +-
 .github/workflows/python-package.yml  |  2 +-
 .github/workflows/releases.yml        | 11 ++++++-----
 .github/workflows/windows-testing.yml |  2 +-
 5 files changed, 13 insertions(+), 8 deletions(-)

diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index 2db1489656..d8e8d4d57a 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -5,3 +5,7 @@ updates:
     directory: "/"
     schedule:
       interval: "daily"
+  - package-ecosystem: "github-actions"
+    directory: "/"
+    schedule:
+      interval: "weekly"
diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
index fc9c048af7..a256a53b60 100644
--- a/.github/workflows/minimal.yml
+++ b/.github/workflows/minimal.yml
@@ -13,7 +13,7 @@ jobs:
 
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/checkout@v2
+    - uses: actions/checkout@v3
     - name: Setup Miniconda
       uses: conda-incubator/setup-miniconda@master
       with:
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index c62127b280..5ea198915c 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -36,7 +36,7 @@ jobs:
         ports:
           - 27017:27017
     steps:
-    - uses: actions/checkout@v2
+    - uses: actions/checkout@v3
       with:
         fetch-depth: 0
     - name: Setup Miniconda
diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index d97320ff8a..f3f024c71f 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -11,11 +11,12 @@ jobs:
       fail-fast: false
 
     steps:
-      - uses: actions/checkout@v1
+      - uses: actions/checkout@v3
         with:
           submodules: true
+          fetch-depth: 0
 
-      - uses: actions/setup-python@v1
+      - uses: actions/setup-python@v4
         name: Install Python
         with:
           python-version: '3.8'
@@ -35,7 +36,7 @@ jobs:
           else
             echo "All seem good"
           fi
-      - uses: actions/upload-artifact@v1
+      - uses: actions/upload-artifact@v3
         with:
           name: releases
           path: dist
@@ -44,7 +45,7 @@ jobs:
     needs: [build_artifacts]
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/download-artifact@v1
+      - uses: actions/download-artifact@v3
         with:
           name: releases
           path: dist
@@ -59,7 +60,7 @@ jobs:
     runs-on: ubuntu-latest
     if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags/v')
     steps:
-      - uses: actions/download-artifact@v1
+      - uses: actions/download-artifact@v3
         with:
           name: releases
           path: dist
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index 791506c7bd..af8bae8cf1 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -18,7 +18,7 @@ jobs:
       matrix:
         python-version: ['3.8', '3.9', '3.10']
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - uses: conda-incubator/setup-miniconda@v2

From c24750434a42353e1bb052d49c7900712dd83dc2 Mon Sep 17 00:00:00 2001
From: AWA BRANDON AWA <51425873+DON-BRAN@users.noreply.github.com>
Date: Tue, 11 Oct 2022 14:56:37 +0100
Subject: [PATCH 0192/1078] updated _Forking_the_repository_ section in
 contributing page (#1171)

---
 docs/contributing.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/contributing.rst b/docs/contributing.rst
index 0b3c56bc01..cfb24b50af 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -75,8 +75,8 @@ The Zarr source code is hosted on GitHub at the following location:
 You will need your own fork to work on the code. Go to the link above and hit
 the "Fork" button. Then clone your fork to your local machine::
 
-    $ git clone git@github.com:your-user-name/zarr.git
-    $ cd zarr
+    $ git clone git@github.com:your-user-name/zarr-python.git
+    $ cd zarr-python
     $ git remote add upstream git@github.com:zarr-developers/zarr-python.git
 
 Creating a development environment

From 6d4e0a6fdb6bdd2892a6dd680c3b15caee0aaa69 Mon Sep 17 00:00:00 2001
From: Emmanuel Bolarinwa <gbotemibolarinwa@gmail.com>
Date: Tue, 11 Oct 2022 14:59:10 +0100
Subject: [PATCH 0193/1078] adjustment of year in Docs (#1165)

---
 LICENSE      | 2 +-
 docs/conf.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/LICENSE b/LICENSE
index 22c4904c4a..d672a4f670 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,6 +1,6 @@
 The MIT License (MIT)
 
-Copyright (c) 2015-2018 Zarr Developers <https://github.com/zarr-developers>
+Copyright (c) 2015-2022 Zarr Developers <https://github.com/zarr-developers>
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
diff --git a/docs/conf.py b/docs/conf.py
index 733ac60801..be9e4bb574 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -67,7 +67,7 @@
 
 # General information about the project.
 project = 'zarr'
-copyright = '2018, Zarr Developers'
+copyright = '2022, Zarr Developers'
 author = 'Zarr Developers'
 
 version = zarr.__version__

From da8af2b042065d5a09a7a82ecfcd707090015022 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 11 Oct 2022 16:02:04 +0200
Subject: [PATCH 0194/1078] Bump actions/setup-python from 3.0.0 to 4.2.0
 (#1162)

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 3.0.0 to 4.2.0.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v3...v4.2.0)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/Pre-commit-hooks.yml | 2 +-
 .github/workflows/releases.yml         | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/Pre-commit-hooks.yml b/.github/workflows/Pre-commit-hooks.yml
index 0e51c184fb..6873f85bf5 100644
--- a/.github/workflows/Pre-commit-hooks.yml
+++ b/.github/workflows/Pre-commit-hooks.yml
@@ -22,7 +22,7 @@ jobs:
     steps:
       - uses: actions/checkout@v3
       #setting up Python v3.0.0
-      - uses: actions/setup-python@v3.0.0
+      - uses: actions/setup-python@v4.2.0
         with:
           python-version: '3.9'
       #using pre-commit latest i.e v2.0.3
diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index f3f024c71f..ff004b7229 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -16,7 +16,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v4.2.0
         name: Install Python
         with:
           python-version: '3.8'

From 53357f71b1da72b9941c502baf317f992e90d3af Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 11 Oct 2022 16:02:27 +0200
Subject: [PATCH 0195/1078] Bump codecov/codecov-action from 1 to 3 (#1160)

Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 1 to 3.
- [Release notes](https://github.com/codecov/codecov-action/releases)
- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)
- [Commits](https://github.com/codecov/codecov-action/compare/v1...v3)

---
updated-dependencies:
- dependency-name: codecov/codecov-action
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/python-package.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 5ea198915c..2eeede91fe 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -75,7 +75,7 @@ jobs:
         mkdir ~/blob_emulator
         azurite -l ~/blob_emulator --debug debug.log 2>&1 > stdouterr.log &
         pytest --cov=zarr --cov-config=.coveragerc --doctest-plus --cov-report xml --cov=./ --timeout=300
-    - uses: codecov/codecov-action@v1
+    - uses: codecov/codecov-action@v3
       with:
         #token: ${{ secrets.CODECOV_TOKEN }} # not required for public repos
           #files: ./coverage1.xml,./coverage2.xml # optional

From 748d1762c7a79b2ab7f12d6dd4709eaf78a83d0c Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 11 Oct 2022 16:48:25 +0200
Subject: [PATCH 0196/1078] Bump pre-commit/action from 2.0.3 to 3.0.0 (#1159)

Bumps [pre-commit/action](https://github.com/pre-commit/action) from 2.0.3 to 3.0.0.
- [Release notes](https://github.com/pre-commit/action/releases)
- [Commits](https://github.com/pre-commit/action/compare/v2.0.3...v3.0.0)

---
updated-dependencies:
- dependency-name: pre-commit/action
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/Pre-commit-hooks.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/Pre-commit-hooks.yml b/.github/workflows/Pre-commit-hooks.yml
index 6873f85bf5..e219b75e69 100644
--- a/.github/workflows/Pre-commit-hooks.yml
+++ b/.github/workflows/Pre-commit-hooks.yml
@@ -26,7 +26,7 @@ jobs:
         with:
           python-version: '3.9'
       #using pre-commit latest i.e v2.0.3
-      - uses: pre-commit/action@v2.0.3
+      - uses: pre-commit/action@v3.0.0
       #Running pre-commit for all files
       - name: Pre-Commit-Run
         run: |

From 6ef11d3ff37a394ceedc10ad63ddfe71d5c0d3bb Mon Sep 17 00:00:00 2001
From: AWA BRANDON AWA <51425873+DON-BRAN@users.noreply.github.com>
Date: Tue, 11 Oct 2022 15:49:20 +0100
Subject: [PATCH 0197/1078] fix #1167: Added installation.rst to docs (#1170)

* Added installation.rst to docs

* Removed _installation_ section from index.rst
---
 docs/index.rst        | 33 +--------------------------------
 docs/installation.rst | 31 +++++++++++++++++++++++++++++++
 2 files changed, 32 insertions(+), 32 deletions(-)
 create mode 100644 docs/installation.rst

diff --git a/docs/index.rst b/docs/index.rst
index f4afc9fd85..007c8d010f 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -25,44 +25,13 @@ Zarr is still a young project. Feedback and bug reports are very welcome, please
 the `GitHub issue tracker <https://github.com/zarr-developers/zarr-python/issues>`_. See
 :doc:`contributing` for further information about contributing to Zarr.
 
-Installation
-------------
-
-Zarr depends on NumPy. It is generally best to `install NumPy
-<https://numpy.org/doc/stable/user/install.html>`_ first using whatever method is most
-appropriate for you operating system and Python distribution. Other dependencies should be
-installed automatically if using one of the installation methods below.
-
-Install Zarr from PyPI::
-
-    $ pip install zarr
-
-Alternatively, install Zarr via conda::
-
-    $ conda install -c conda-forge zarr
-
-To install the latest development version of Zarr, you can use pip with the
-latest GitHub main::
-
-    $ pip install git+https://github.com/zarr-developers/zarr-python.git
-
-To work with Zarr source code in development, install from GitHub::
-
-    $ git clone --recursive https://github.com/zarr-developers/zarr-python.git
-    $ cd zarr-python
-    $ python setup.py install
-
-To verify that Zarr has been fully installed, run the test suite::
-
-    $ pip install pytest
-    $ python -m pytest -v --pyargs zarr
-
 Contents
 --------
 
 .. toctree::
     :maxdepth: 2
 
+    installation
     tutorial
     api
     spec
diff --git a/docs/installation.rst b/docs/installation.rst
new file mode 100644
index 0000000000..47c1dee269
--- /dev/null
+++ b/docs/installation.rst
@@ -0,0 +1,31 @@
+Installation
+============
+
+Zarr depends on NumPy. It is generally best to `install NumPy
+<https://numpy.org/doc/stable/user/install.html>`_ first using whatever method is most
+appropriate for you operating system and Python distribution. Other dependencies should be
+installed automatically if using one of the installation methods below.
+
+Install Zarr from PyPI::
+
+    $ pip install zarr
+
+Alternatively, install Zarr via conda::
+
+    $ conda install -c conda-forge zarr
+
+To install the latest development version of Zarr, you can use pip with the
+latest GitHub main::
+
+    $ pip install git+https://github.com/zarr-developers/zarr-python.git
+
+To work with Zarr source code in development, install from GitHub::
+
+    $ git clone --recursive https://github.com/zarr-developers/zarr-python.git
+    $ cd zarr-python
+    $ python setup.py install
+
+To verify that Zarr has been fully installed, run the test suite::
+
+    $ pip install pytest
+    $ python -m pytest -v --pyargs zarr
\ No newline at end of file

From c0e10af608c7d66f0229cb102d454b601261fa22 Mon Sep 17 00:00:00 2001
From: AWA BRANDON AWA <51425873+DON-BRAN@users.noreply.github.com>
Date: Tue, 11 Oct 2022 18:25:19 +0100
Subject: [PATCH 0198/1078] set docs confy.py language = 'en' (#1174)

---
 docs/conf.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/conf.py b/docs/conf.py
index be9e4bb574..21e2e89880 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -79,7 +79,7 @@
 #
 # This is also used if you do content translation via gettext catalogs.
 # Usually you set "language" from the command line for these cases.
-language = None
+language = 'en'
 
 # There are two options for replacing |today|: either, you set today to some
 # non-false value, then it is used:

From 0935f9582e1226c283861ef7252ee6ad07abd843 Mon Sep 17 00:00:00 2001
From: Josh Moore <j.a.moore@dundee.ac.uk>
Date: Tue, 11 Oct 2022 22:30:30 +0200
Subject: [PATCH 0199/1078] Refresh of the main landing page (#1173)

* Refresh of the main landing page

* Update contributors
* Update links
* Drop "Status" section

* cleanup contributors list

* Move acknowledgements to the bottom

* limit toctree for releases

* limit toctree for all

* re-expand toctree at the bottom

* Add v3 spec page

* Use existing spec toctree

* list numfocus

* due to length move release to the bottom
---
 docs/index.rst   | 145 +++++++++++++++++++++++++++++++++--------------
 docs/spec.rst    |   3 +-
 docs/spec/v3.rst |   7 +++
 3 files changed, 113 insertions(+), 42 deletions(-)
 create mode 100644 docs/spec/v3.rst

diff --git a/docs/index.rst b/docs/index.rst
index 007c8d010f..6b41ac651d 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -4,45 +4,41 @@
 Zarr
 ====
 
-Zarr is a format for the storage of chunked, compressed, N-dimensional arrays.
-These documents describe the Zarr format and its Python implementation.
+Zarr is a format for the storage of chunked, compressed, N-dimensional arrays
+inspired by `HDF5 <https://www.hdfgroup.org/HDF5/>`_, `h5py
+<https://www.h5py.org/>`_ and `bcolz <https://bcolz.readthedocs.io/>`_.
+
+The project is fiscally sponsored by `NumFOCUS <https://numfocus.org/>`_, a US
+501(c)(3) public charity, and development is supported by the
+`MRC Centre for Genomics and Global Health <https://www.cggh.org>`_
+and the `Chan Zuckerberg Initiative <https://chanzuckerberg.com/>`_.
+
+These documents describe the Zarr Python implementation. More information
+about the Zarr format can be found on the `main website <https://zarr.dev>`_.
 
 Highlights
 ----------
 
-* Create N-dimensional arrays with any NumPy dtype.
-* Chunk arrays along any dimension.
-* Compress and/or filter chunks using any NumCodecs_ codec.
-* Store arrays in memory, on disk, inside a Zip file, on S3, ...
-* Read an array concurrently from multiple threads or processes.
-* Write to an array concurrently from multiple threads or processes.
-* Organize arrays into hierarchies via groups.
+ * Create N-dimensional arrays with any NumPy dtype.
+ * Chunk arrays along any dimension.
+ * Compress and/or filter chunks using any NumCodecs_ codec.
+ * Store arrays in memory, on disk, inside a Zip file, on S3, ...
+ * Read an array concurrently from multiple threads or processes.
+ * Write to an array concurrently from multiple threads or processes.
+ * Organize arrays into hierarchies via groups.
 
-Status
-------
+Contributing
+------------
 
-Zarr is still a young project. Feedback and bug reports are very welcome, please get in touch via
+Feedback and bug reports are very welcome, please get in touch via
 the `GitHub issue tracker <https://github.com/zarr-developers/zarr-python/issues>`_. See
 :doc:`contributing` for further information about contributing to Zarr.
 
-Contents
---------
-
-.. toctree::
-    :maxdepth: 2
-
-    installation
-    tutorial
-    api
-    spec
-    release
-    contributing
-
 Projects using Zarr
 -------------------
 
 If you are using Zarr, we would `love to hear about it
-<https://github.com/zarr-developers/zarr-python/issues/228>`_.
+<https://github.com/zarr-developers/community/issues/19>`_.
 
 Acknowledgments
 ---------------
@@ -50,22 +46,89 @@ Acknowledgments
 The following people have contributed to the development of Zarr by contributing code,
 documentation, code reviews, comments and/or ideas:
 
-* :user:`Francesc Alted <FrancescAlted>`
-* :user:`Martin Durant <martindurant>`
-* :user:`Stephan Hoyer <shoyer>`
-* :user:`John Kirkham <jakirkham>`
-* :user:`Alistair Miles <alimanfoo>`
-* :user:`Mamy Ratsimbazafy <mratsim>`
-* :user:`Matthew Rocklin <mrocklin>`
-* :user:`Vincent Schut <vincentschut>`
-* :user:`Anthony Scopatz <scopatz>`
-* :user:`Prakhar Goel <newt0311>`
-
-Zarr is inspired by `HDF5 <https://www.hdfgroup.org/HDF5/>`_, `h5py
-<https://www.h5py.org/>`_ and `bcolz <https://bcolz.readthedocs.io/>`_.
+:user:`Alistair Miles <alimanfoo>`
+:user:`Altay Sansal <tasansal>`
+:user:`Anderson Banihirwe <andersy005>`
+:user:`Andrew Fulton <andrewfulton9>`
+:user:`Andrew Thomas <amcnicho>`
+:user:`Anthony Scopatz <scopatz>`
+:user:`Attila Bergou <abergou>`
+:user:`BGCMHou <BGCMHou>`
+:user:`Ben Jeffery <benjeffery>`
+:user:`Ben Williams <benjaminhwilliams>`
+:user:`Boaz Mohar <boazmohar>`
+:user:`Charles Noyes <CSNoyes>`
+:user:`Chris Barnes <clbarnes>`
+:user:`David Baddeley <David-Baddeley>`
+:user:`Davis Bennett <d-v-b>`
+:user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>`
+:user:`Eduardo Gonzalez <eddienko>`
+:user:`Elliott Sales de Andrade <QuLogic>`
+:user:`Eric Prestat <ericpre>`
+:user:`Eric Younkin <ericgyounkin>`
+:user:`Francesc Alted <FrancescAlted>`
+:user:`Greggory Lee <grlee77>`
+:user:`Gregory R. Lee <grlee77>`
+:user:`Ian Hunt-Isaak <ianhi>`
+:user:`James Bourbeau <jrbourbeau>`
+:user:`Jan Funke <funkey>`
+:user:`Jerome Kelleher <jeromekelleher>`
+:user:`Joe Hamman <jhamman>`
+:user:`Joe Jevnik <llllllllll>`
+:user:`John Kirkham <jakirkham>`
+:user:`Josh Moore <joshmoore>`
+:user:`Juan Nunez-Iglesias <jni>`
+:user:`Justin Swaney <jmswaney>`
+:user:`Mads R. B. Kristensen <madsbk>`
+:user:`Mamy Ratsimbazafy <mratsim>`
+:user:`Martin Durant <martindurant>`
+:user:`Matthew Rocklin <mrocklin>`
+:user:`Matthias Bussonnier <Carreau>`
+:user:`Mattia Almansi <malmans2>`
+:user:`Noah D Brenowitz <nbren12>`
+:user:`Oren Watson <orenwatson>`
+:user:`Pavithra Eswaramoorthy <pavithraes>`
+:user:`Poruri Sai Rahul <rahulporuri>`
+:user:`Prakhar Goel <newt0311>`
+:user:`Raphael Dussin <raphaeldussin>`
+:user:`Ray Bell <raybellwaves>`
+:user:`Richard Scott <RichardScottOZ>`
+:user:`Richard Shaw <jrs65>`
+:user:`Ryan Abernathey <rabernat>`
+:user:`Ryan Williams <ryan-williams>`
+:user:`Saransh Chopra <Saransh-cpp>`
+:user:`Sebastian Grill <yetyetanotherusername>`
+:user:`Shikhar Goenka <shikharsg>`
+:user:`Shivank Chaudhary <Alt-Shivam>`
+:user:`Stephan Hoyer <shoyer>`
+:user:`Stephan Saalfeld <axtimwalde>`
+:user:`Tarik Onalan <onalant>`
+:user:`Tim Crone <tjcrone>`
+:user:`Tobias Kölling <d70-t>`
+:user:`Tom Augspurger <TomAugspurger>`
+:user:`Tom White <tomwhite>`
+:user:`Tommy Tran <potter420>`
+:user:`Trevor Manz <manzt>`
+:user:`Vincent Schut <vincentschut>`
+:user:`Vyas Ramasubramani <vyasr>`
+:user:`Zain Patel <mzjp2>`
+:user:`gsakkis`
+:user:`hailiangzhang <hailiangzhang>`
+:user:`pmav99 <pmav99>`
+:user:`sbalmer <sbalmer>`
+
+Contents
+--------
+
+.. toctree::
+    :maxdepth: 2
 
-Development of Zarr is supported by the
-`MRC Centre for Genomics and Global Health <https://www.cggh.org>`_.
+    installation
+    tutorial
+    api
+    spec
+    contributing
+    release
 
 Indices and tables
 ------------------
diff --git a/docs/spec.rst b/docs/spec.rst
index 765dcd782a..3c06f3228d 100644
--- a/docs/spec.rst
+++ b/docs/spec.rst
@@ -6,5 +6,6 @@ Specifications
 .. toctree::
     :maxdepth: 3
 
-    spec/v1
+    spec/v3
     spec/v2
+    spec/v1
diff --git a/docs/spec/v3.rst b/docs/spec/v3.rst
new file mode 100644
index 0000000000..2ab47fbe96
--- /dev/null
+++ b/docs/spec/v3.rst
@@ -0,0 +1,7 @@
+.. _spec_v2:
+
+Zarr storage specification version 3 (under development)
+========================================================
+
+The v3 specification has been migrated to its own website,
+https://zarr-specs.readthedocs.io/.

From be0bf3e5259ce4a1a522eafdbe8b78082060b12e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 11 Oct 2022 22:44:43 -0700
Subject: [PATCH 0200/1078] Bump azure-storage-blob from 12.13.1 to 12.14.0
 (#1175)

Bumps [azure-storage-blob](https://github.com/Azure/azure-sdk-for-python) from 12.13.1 to 12.14.0.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-storage-blob_12.13.1...azure-storage-blob_12.14.0)

---
updated-dependencies:
- dependency-name: azure-storage-blob
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 1022e56ec5..eb6790cd52 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -6,7 +6,7 @@ ipytree==0.2.1
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
-azure-storage-blob==12.13.1 # pyup: ignore
+azure-storage-blob==12.14.0 # pyup: ignore
 redis==4.3.4
 types-redis
 types-setuptools

From f9581cb6db4c2950e200add3785bac2685aac391 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 12 Oct 2022 08:19:41 +0000
Subject: [PATCH 0201/1078] Bump ipytree from 0.2.1 to 0.2.2 (#1112)

Bumps [ipytree](https://github.com/martinRenou/ipytree) from 0.2.1 to 0.2.2.
- [Release notes](https://github.com/martinRenou/ipytree/releases)
- [Changelog](https://github.com/martinRenou/ipytree/blob/master/RELEASE.md)
- [Commits](https://github.com/martinRenou/ipytree/commits)

---
updated-dependencies:
- dependency-name: ipytree
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 3 ++-
 setup.py                      | 3 ++-
 zarr/tests/test_hierarchy.py  | 2 +-
 zarr/util.py                  | 5 ++---
 4 files changed, 7 insertions(+), 6 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index eb6790cd52..58c088c2a1 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -2,7 +2,8 @@
 # bsddb3==6.2.6; sys_platform != 'win32'
 lmdb==1.3.0; sys_platform != 'win32'
 # optional library requirements for Jupyter
-ipytree==0.2.1
+ipytree==0.2.2
+ipywidgets==8.0.2
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
diff --git a/setup.py b/setup.py
index 79ff649dac..9f005ecd39 100644
--- a/setup.py
+++ b/setup.py
@@ -30,7 +30,8 @@
     extras_require={
         'jupyter': [
             'notebook',
-            'ipytree',
+            'ipytree>=0.2.2',
+            'ipywidgets>=8.0.0',
         ],
     },
     python_requires='>=3.8, <4',
diff --git a/zarr/tests/test_hierarchy.py b/zarr/tests/test_hierarchy.py
index a2917acb44..8d1fabbed3 100644
--- a/zarr/tests/test_hierarchy.py
+++ b/zarr/tests/test_hierarchy.py
@@ -1760,7 +1760,7 @@ def _check_tree(g, expect_bytes, expect_text):
     assert expect_repr == repr(g.tree())
     if ipytree:
         # noinspection PyProtectedMember
-        widget = g.tree()._ipython_display_()
+        widget = g.tree()._repr_mimebundle_()
         isinstance(widget, ipytree.Tree)
 
 
diff --git a/zarr/util.py b/zarr/util.py
index c9136a63eb..9fcdac9df7 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -533,10 +533,9 @@ def __unicode__(self):
     def __repr__(self):
         return self.__unicode__()
 
-    def _ipython_display_(self):
+    def _repr_mimebundle_(self, **kwargs):
         tree = tree_widget(self.group, expand=self.expand, level=self.level)
-        tree._ipython_display_()
-        return tree
+        return tree._repr_mimebundle_(**kwargs)
 
 
 def check_array_shape(param, array, shape):

From 5199eabd7b467a7657f4a68f4e4395fe8fda27f8 Mon Sep 17 00:00:00 2001
From: zobbs-git <114318257+zobbs-git@users.noreply.github.com>
Date: Wed, 12 Oct 2022 20:15:32 -0100
Subject: [PATCH 0202/1078] Fixed typo error (#1178)

Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 docs/installation.rst | 2 +-
 docs/release.rst      | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/installation.rst b/docs/installation.rst
index 47c1dee269..047dbe2bd2 100644
--- a/docs/installation.rst
+++ b/docs/installation.rst
@@ -3,7 +3,7 @@ Installation
 
 Zarr depends on NumPy. It is generally best to `install NumPy
 <https://numpy.org/doc/stable/user/install.html>`_ first using whatever method is most
-appropriate for you operating system and Python distribution. Other dependencies should be
+appropriate for your operating system and Python distribution. Other dependencies should be
 installed automatically if using one of the installation methods below.
 
 Install Zarr from PyPI::
diff --git a/docs/release.rst b/docs/release.rst
index 7a172a9839..b511c6a1b4 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -218,7 +218,7 @@ Bug fixes
   By :user:`Ben Jeffery <benjeffery>` :issue:`967`.
 
 * Removed `clobber` argument from `normalize_store_arg`. This enables to change
-  data within a opened consolidated group using mode `"r+"` (i.e region write).
+  data within an opened consolidated group using mode `"r+"` (i.e region write).
   By :user:`Tobias Kölling <d70-t>` :issue:`975`.
 
 .. _release_2.11.0:

From f65c151fec64f9b754dfa8dd05551f6d0f0a95e9 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 13 Oct 2022 00:24:04 -0700
Subject: [PATCH 0203/1078] Bump numpy from 1.23.3 to 1.23.4 (#1179)

Bumps [numpy](https://github.com/numpy/numpy) from 1.23.3 to 1.23.4.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.23.3...v1.23.4)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index 11fb3ff63c..b1c56d3f7d 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.23.3
+numpy==1.23.4

From eb6d14364280fa64b778913bc032aee783e1f65f Mon Sep 17 00:00:00 2001
From: AWA BRANDON AWA <51425873+DON-BRAN@users.noreply.github.com>
Date: Thu, 13 Oct 2022 22:02:04 +1100
Subject: [PATCH 0204/1078] updated installation documentation link in readme
 (#1177)

* updated installation documentation link in readme

* updated installation documentation link

* updated installation documentation link
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 207d7dedd5..ba393e6141 100644
--- a/README.md
+++ b/README.md
@@ -107,4 +107,4 @@ or via `conda`:
 conda install -c conda-forge zarr
 ```
 
-For more details, including how to install from source, see the [installation documentation](https://zarr.readthedocs.io/en/stable/#installation).
+For more details, including how to install from source, see the [installation documentation](https://zarr.readthedocs.io/en/stable/index.html#installation).

From 2c52b172ead27a1d5918563096703d9f3ed0f5f5 Mon Sep 17 00:00:00 2001
From: AWA BRANDON AWA <51425873+DON-BRAN@users.noreply.github.com>
Date: Fri, 14 Oct 2022 21:42:54 +1100
Subject: [PATCH 0205/1078] added license to docs and updated spec_v3 (#1182)

* added license to docs and updated spec_v3

* updated license

* updated license.rst

* updated license.rst
---
 docs/index.rst   | 1 +
 docs/license.rst | 4 ++++
 docs/spec/v3.rst | 2 +-
 3 files changed, 6 insertions(+), 1 deletion(-)
 create mode 100644 docs/license.rst

diff --git a/docs/index.rst b/docs/index.rst
index 6b41ac651d..5e68dcab31 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -129,6 +129,7 @@ Contents
     spec
     contributing
     release
+    license
 
 Indices and tables
 ------------------
diff --git a/docs/license.rst b/docs/license.rst
new file mode 100644
index 0000000000..d47e1b2b34
--- /dev/null
+++ b/docs/license.rst
@@ -0,0 +1,4 @@
+License
+=======
+
+.. include:: ../LICENSE
\ No newline at end of file
diff --git a/docs/spec/v3.rst b/docs/spec/v3.rst
index 2ab47fbe96..a448fbc3a1 100644
--- a/docs/spec/v3.rst
+++ b/docs/spec/v3.rst
@@ -1,4 +1,4 @@
-.. _spec_v2:
+.. _spec_v3:
 
 Zarr storage specification version 3 (under development)
 ========================================================

From 4362bb438f537b37ebd271506b774dfa31f5e68e Mon Sep 17 00:00:00 2001
From: Saransh Chopra <saransh0701@gmail.com>
Date: Sat, 15 Oct 2022 23:17:19 +0530
Subject: [PATCH 0206/1078] Migrate to pyproject.toml + cleanup (#1158)

* Migrate to pyproject.toml + cleanup

* Remove more instances of python setup.py ...

* release.rst entry

* Move changes to unreleased section

* Remove pre-commit checks from workflows

* Update `jupyter` dependencies

Co-authored-by: jakirkham <jakirkham@gmail.com>

* Lower pin setuptools

* Document installing `build`

Co-authored-by: jakirkham <jakirkham@gmail.com>

* Add docs for twine and pre-commit

* Add pre-commit badge to readme.

* add .readthedocs.yaml

Co-authored-by: jakirkham <jakirkham@gmail.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 codecov.yml => .github/codecov.yml     |  0
 .github/workflows/Pre-commit-hooks.yml | 34 -----------
 .github/workflows/python-package.yml   |  6 --
 .gitignore                             |  3 +
 .pre-commit-config.yaml                | 17 ++++++
 .readthedocs.yaml                      | 15 +++++
 MANIFEST.in                            |  0
 README.md                              | 11 +++-
 docs/contributing.rst                  | 27 +++++++--
 docs/installation.rst                  |  2 +-
 docs/release.rst                       | 12 +++-
 mypy.ini                               |  4 --
 pyproject.toml                         | 79 +++++++++++++++++++++++++-
 pytest.ini                             |  8 ---
 release.txt                            |  6 +-
 setup.cfg                              |  3 -
 setup.py                               | 59 -------------------
 17 files changed, 161 insertions(+), 125 deletions(-)
 rename codecov.yml => .github/codecov.yml (100%)
 delete mode 100644 .github/workflows/Pre-commit-hooks.yml
 create mode 100644 .readthedocs.yaml
 delete mode 100644 MANIFEST.in
 delete mode 100644 mypy.ini
 delete mode 100644 pytest.ini
 delete mode 100644 setup.cfg
 delete mode 100644 setup.py

diff --git a/codecov.yml b/.github/codecov.yml
similarity index 100%
rename from codecov.yml
rename to .github/codecov.yml
diff --git a/.github/workflows/Pre-commit-hooks.yml b/.github/workflows/Pre-commit-hooks.yml
deleted file mode 100644
index e219b75e69..0000000000
--- a/.github/workflows/Pre-commit-hooks.yml
+++ /dev/null
@@ -1,34 +0,0 @@
-# This is a basic workflow to help you get started with Actions
-
-name: pre-commit
-
-# Controls when the workflow will run
-on:
-  # Triggers the workflow pull request events but only for the main branch
-  pull_request:
-  push:
-    branches: [main]
-
-  # Allows you to run this workflow manually from the Actions tab
-  workflow_dispatch:
-
-# A workflow run is made up of one or more jobs that can run sequentially or in parallel
-jobs:
-  # Using Ubuntu image with latest tag
-  pre-commit:
-    runs-on: ubuntu-latest
-
-    # Steps represent a sequence of tasks that will be executed as part of the job
-    steps:
-      - uses: actions/checkout@v3
-      #setting up Python v3.0.0
-      - uses: actions/setup-python@v4.2.0
-        with:
-          python-version: '3.9'
-      #using pre-commit latest i.e v2.0.3
-      - uses: pre-commit/action@v3.0.0
-      #Running pre-commit for all files
-      - name: Pre-Commit-Run
-        run: |
-          pip install pre-commit
-          pre-commit run --all-files
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 2eeede91fe..9abb7c7866 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -83,9 +83,3 @@ jobs:
           #name: codecov-umbrella # optional
           #fail_ci_if_error: true # optional (default = false)
         verbose: true # optional (default = false)
-    - name: Linting
-      shell: "bash -l {0}"
-      run: |
-        conda activate zarr-env
-        flake8 zarr
-        mypy zarr
diff --git a/.gitignore b/.gitignore
index f2f7edc348..535cf2b169 100644
--- a/.gitignore
+++ b/.gitignore
@@ -67,6 +67,9 @@ zarr/version.py
 # emacs
 *~
 
+# VSCode
+.vscode/
+
 # test data
 #*.zarr
 #*.zip
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 70ead97d0b..d62b10aa40 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,3 +1,6 @@
+ci:
+  autoupdate_commit_msg: "chore: update pre-commit hooks"
+  autofix_commit_msg: "style: pre-commit fixes"
 default_stages: [commit, push]
 default_language_version:
   python: python3.9
@@ -11,7 +14,21 @@ repos:
       ]
       exclude: ^(venv/|docs/)
       types: ['python']
+  - repo: https://github.com/codespell-project/codespell
+    rev: v2.1.0
+    hooks:
+      - id: codespell
+        args: ["-L", "ba,ihs,kake,nd,noe,nwo,te"]
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v2.3.0
     hooks:
     - id: check-yaml
+  - repo: https://github.com/pre-commit/mirrors-mypy
+    rev: v0.981
+    hooks:
+      - id: mypy
+        files: zarr
+        args: []
+        additional_dependencies:
+          - types-redis
+          - types-setuptools
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
new file mode 100644
index 0000000000..42fc08bca2
--- /dev/null
+++ b/.readthedocs.yaml
@@ -0,0 +1,15 @@
+version: 2
+
+build:
+  os: ubuntu-20.04
+  tools:
+    python: "3.9"
+
+sphinx:
+  configuration: docs/conf.py
+
+python:
+  install:
+    - requirements: requirements_rtfd.txt
+    - method: pip
+      path: .
diff --git a/MANIFEST.in b/MANIFEST.in
deleted file mode 100644
index e69de29bb2..0000000000
diff --git a/README.md b/README.md
index ba393e6141..3576d0c30e 100644
--- a/README.md
+++ b/README.md
@@ -40,10 +40,19 @@
   <td>Build Status</td>
   <td>
     <a href="https://github.com/zarr-developers/zarr-python/blob/main/.github/workflows/python-package.yml">
-    <img src="https://github.com/zarr-developers/zarr-python/actions/workflows/python-package.yml/badge.svg" alt="license" />
+    <img src="https://github.com/zarr-developers/zarr-python/actions/workflows/python-package.yml/badge.svg" alt="build status" />
     </a>
   </td>
 </tr>
+<tr>
+  <td>Pre-commit Status</td>
+  <td>
+    <a href=""https://github.com/zarr-developers/zarr-python/blob/main/.pre-commit-config.yaml">
+    <img src="https://results.pre-commit.ci/badge/github/zarr-developers/zarr-python/main.svg" alt="pre-commit status" />
+    </a>
+  </td>
+</tr>
+
 <tr>
   <td>Coverage</td>
   <td>
diff --git a/docs/contributing.rst b/docs/contributing.rst
index cfb24b50af..64e61abacb 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -179,14 +179,33 @@ also collected automatically via the Codecov service, and total
 coverage over all builds must be 100% (although individual builds
 may be lower due to Python 2/3 or other differences).
 
-Code standards
-~~~~~~~~~~~~~~
+Code standards - using pre-commit
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
 All code must conform to the PEP8 standard. Regarding line length, lines up to 100
 characters are allowed, although please try to keep under 90 wherever possible.
-Conformance can be checked by running::
 
-    $ python -m flake8 --max-line-length=100 zarr
+``Zarr`` uses a set of ``pre-commit`` hooks and the ``pre-commit`` bot to format,
+type-check, and prettify the codebase. ``pre-commit`` can be installed locally by
+running::
+
+    $ python -m pip install pre-commit
+
+The hooks can be installed locally by running::
+
+    $ pre-commit install
+
+This would run the checks every time a commit is created locally. These checks will also run
+on every commit pushed to an open PR, resulting in some automatic styling fixes by the
+``pre-commit`` bot. The checks will by default only run on the files modified by a commit,
+but the checks can be triggered for all the files by running::
+
+    $ pre-commit run --all-files
+
+If you would like to skip the failing checks and push the code for further discussion, use
+the ``--no-verify`` option with ``git commit``.
+
+
 
 Test coverage
 ~~~~~~~~~~~~~
diff --git a/docs/installation.rst b/docs/installation.rst
index 047dbe2bd2..a07c1c42e1 100644
--- a/docs/installation.rst
+++ b/docs/installation.rst
@@ -23,7 +23,7 @@ To work with Zarr source code in development, install from GitHub::
 
     $ git clone --recursive https://github.com/zarr-developers/zarr-python.git
     $ cd zarr-python
-    $ python setup.py install
+    $ python -m pip install -e .
 
 To verify that Zarr has been fully installed, run the test suite::
 
diff --git a/docs/release.rst b/docs/release.rst
index b511c6a1b4..ea746999e1 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,14 +6,20 @@ Release notes
     # to document your changes. On releases it will be
     # re-indented so that it does not show up in the notes.
 
-    .. _unreleased:
+.. _unreleased:
 
-    Unreleased
-    ----------
+Unreleased
+----------
 ..
     # .. warning::
     #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
 
+Maintenance
+~~~~~~~~~~~
+
+* Migrate to ``pyproject.toml`` and remove redundant infrastructure.
+  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1158`.
+
 .. _release_2.13.3:
 
 2.13.3
diff --git a/mypy.ini b/mypy.ini
deleted file mode 100644
index 7c1be49cd6..0000000000
--- a/mypy.ini
+++ /dev/null
@@ -1,4 +0,0 @@
-[mypy]
-python_version = 3.8
-ignore_missing_imports = True
-follow_imports = silent
diff --git a/pyproject.toml b/pyproject.toml
index 2f21011953..8da5e6b994 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,3 +1,80 @@
 [build-system]
-requires = ["setuptools>=40.8.0", "wheel"]
+requires = ["setuptools>=40.8.0", "setuptools-scm", "wheel"]
 build-backend = "setuptools.build_meta"
+
+
+[project]
+name = "zarr"
+description = "An implementation of chunked, compressed, N-dimensional arrays for Python"
+readme = { file = "README.md", content-type = "text/markdown" }
+maintainers = [
+    { name = "Alistair Miles", email = "alimanfoo@googlemail.com" }
+]
+requires-python = ">=3.8"
+dependencies = [
+    'asciitree',
+    'numpy>=1.7',
+    'fasteners',
+    'numcodecs>=0.10.0',
+]
+dynamic = [
+  "version",
+]
+classifiers = [
+    'Development Status :: 6 - Mature',
+    'Intended Audience :: Developers',
+    'Intended Audience :: Information Technology',
+    'Intended Audience :: Science/Research',
+    'License :: OSI Approved :: MIT License',
+    'Programming Language :: Python',
+    'Topic :: Software Development :: Libraries :: Python Modules',
+    'Operating System :: Unix',
+    'Programming Language :: Python :: 3',
+    'Programming Language :: Python :: 3.8',
+    'Programming Language :: Python :: 3.9',
+    'Programming Language :: Python :: 3.10',
+]
+
+[project.optional-dependencies]
+jupyter = [
+    'notebook',
+    'ipytree>=0.2.2',
+    'ipywidgets>=8.0.0',
+]
+
+[project.urls]
+"Bug Tracker" = "https://github.com/zarr-developers/zarr-python/issues"
+Changelog = "https://zarr.readthedocs.io/en/stable/release.html"
+Discussions = "https://github.com/zarr-developers/zarr-python/discussions"
+Documentation = "https://zarr.readthedocs.io/"
+Homepage = "https://github.com/zarr-developers/zarr-python"
+
+
+[tool.setuptools]
+packages = ["zarr", "zarr._storage", "zarr.tests"]
+
+[tool.setuptools_scm]
+version_scheme = "guess-next-dev"
+local_scheme = "dirty-tag"
+write_to = "zarr/version.py"
+
+[tool.mypy]
+python_version = "3.8"
+ignore_missing_imports = true
+follow_imports = "silent"
+
+[tool.pytest.ini_options]
+doctest_optionflags = [
+    "NORMALIZE_WHITESPACE",
+    "ELLIPSIS", 
+    "IGNORE_EXCEPTION_DETAIL",
+]
+addopts = [
+    "--durations=10",
+]
+filterwarnings = [
+    "error:::zarr.*",
+    "ignore:Not all N5 implementations support blosc compression.*:RuntimeWarning",
+    "ignore:PY_SSIZE_T_CLEAN will be required.*:DeprecationWarning",
+    "ignore:The loop argument is deprecated since Python 3.8.*:DeprecationWarning",
+]
diff --git a/pytest.ini b/pytest.ini
deleted file mode 100644
index 966b5ad931..0000000000
--- a/pytest.ini
+++ /dev/null
@@ -1,8 +0,0 @@
-[pytest]
-doctest_optionflags = NORMALIZE_WHITESPACE ELLIPSIS IGNORE_EXCEPTION_DETAIL
-addopts = --durations=10
-filterwarnings =
-    error:::zarr.*
-    ignore:Not all N5 implementations support blosc compression.*:RuntimeWarning
-    ignore:PY_SSIZE_T_CLEAN will be required.*:DeprecationWarning
-    ignore:The loop argument is deprecated since Python 3.8.*:DeprecationWarning
diff --git a/release.txt b/release.txt
index 4d7f099019..ff114f6dba 100644
--- a/release.txt
+++ b/release.txt
@@ -3,5 +3,9 @@ tox
 echo $version
 git tag -a v$version -m v$version
 git push --tags
-python setup.py register sdist
+# Install `build` if not present with `python -m pip install build` or similar
+# for building Zarr
+python -m build
+# Install `twine` if not present with `python -m pip install twine` or similar
+# for publishing Zarr to PyPI
 twine upload dist/zarr-${version}.tar.gz
diff --git a/setup.cfg b/setup.cfg
deleted file mode 100644
index 28e25ed827..0000000000
--- a/setup.cfg
+++ /dev/null
@@ -1,3 +0,0 @@
-[codespell]
-skip = ./.git
-ignore-words-list = ba, ihs, kake, nd, noe, nwo, te
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 9f005ecd39..0000000000
--- a/setup.py
+++ /dev/null
@@ -1,59 +0,0 @@
-from setuptools import setup
-
-DESCRIPTION = 'An implementation of chunked, compressed, ' \
-              'N-dimensional arrays for Python.'
-
-with open('README.md') as f:
-    LONG_DESCRIPTION = f.read()
-
-dependencies = [
-    'asciitree',
-    'numpy>=1.7',
-    'fasteners',
-    'numcodecs>=0.10.0',
-]
-
-setup(
-    name='zarr',
-    description=DESCRIPTION,
-    long_description=LONG_DESCRIPTION,
-    long_description_content_type='text/markdown',
-    use_scm_version={
-        'version_scheme': 'guess-next-dev',
-        'local_scheme': 'dirty-tag',
-        'write_to': 'zarr/version.py',
-    },
-    setup_requires=[
-        'setuptools>=38.6.0',
-        'setuptools-scm>1.5.4',
-    ],
-    extras_require={
-        'jupyter': [
-            'notebook',
-            'ipytree>=0.2.2',
-            'ipywidgets>=8.0.0',
-        ],
-    },
-    python_requires='>=3.8, <4',
-    install_requires=dependencies,
-    package_dir={'': '.'},
-    packages=['zarr', 'zarr._storage', 'zarr.tests'],
-    classifiers=[
-        'Development Status :: 6 - Mature',
-        'Intended Audience :: Developers',
-        'Intended Audience :: Information Technology',
-        'Intended Audience :: Science/Research',
-        'License :: OSI Approved :: MIT License',
-        'Programming Language :: Python',
-        'Topic :: Software Development :: Libraries :: Python Modules',
-        'Operating System :: Unix',
-        'Programming Language :: Python :: 3',
-        'Programming Language :: Python :: 3.8',
-        'Programming Language :: Python :: 3.9',
-        'Programming Language :: Python :: 3.10',
-    ],
-    maintainer='Alistair Miles',
-    maintainer_email='alimanfoo@googlemail.com',
-    url='https://github.com/zarr-developers/zarr-python',
-    license='MIT',
-)

From e8f6fef0c737c167b16cd10accdcc3bbc6dea566 Mon Sep 17 00:00:00 2001
From: Emmanuel Bolarinwa <gbotemibolarinwa@gmail.com>
Date: Mon, 17 Oct 2022 22:08:25 +0100
Subject: [PATCH 0207/1078] Msgpack docs (#1188)

* bumped version to 1.1

* bumped version to 2.13.4.0

* versioning with rever

* msgpack installation included in docs

* changes restored

* add msgpack dependency

* msgpack removed

* msgpack added

* Update .gitignore

Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 requirements_rtfd.txt | 1 +
 1 file changed, 1 insertion(+)

diff --git a/requirements_rtfd.txt b/requirements_rtfd.txt
index 8452f7af77..0a7d90358e 100644
--- a/requirements_rtfd.txt
+++ b/requirements_rtfd.txt
@@ -7,3 +7,4 @@ sphinx-copybutton
 sphinx-rtd-theme
 numpydoc
 numpy!=1.21.0
+msgpack-python==0.5.6
\ No newline at end of file

From 361ca7733bfdd3e9dfd0545ae19f109494808734 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 18 Oct 2022 21:42:12 +0200
Subject: [PATCH 0208/1078] Tell codespell to skip `fixture` / fix pre-commit
 (#1197)

* Tell codespell to skip `fixture`

This will avoid this kind of warnings:
	WARNING: Decoding file using encoding=utf-8 failed: fixture/8/0/11
	WARNING: Trying next encoding iso-8859-1

Seen in:
https://results.pre-commit.ci/run/github/48049137/1666036569.rj425j-vQKyvNbJ0CUHdcQ

* pre-commit: Remove the hard requirement for Python 3.9
---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index d62b10aa40..67f61ea8be 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -3,7 +3,7 @@ ci:
   autofix_commit_msg: "style: pre-commit fixes"
 default_stages: [commit, push]
 default_language_version:
-  python: python3.9
+  python: python3
 repos:
   - repo: https://github.com/PyCQA/flake8
     rev: 3.8.2
@@ -18,7 +18,7 @@ repos:
     rev: v2.1.0
     hooks:
       - id: codespell
-        args: ["-L", "ba,ihs,kake,nd,noe,nwo,te"]
+        args: ["-L", "ba,ihs,kake,nd,noe,nwo,te", "-S", "fixture"]
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v2.3.0
     hooks:

From d6ff3bb6e05bbd6cfd4882d022c74cd775086bc1 Mon Sep 17 00:00:00 2001
From: Saransh Chopra <saransh0701@gmail.com>
Date: Wed, 19 Oct 2022 02:24:48 +0530
Subject: [PATCH 0209/1078] Require `setuptools` 64.0.0+

Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 8da5e6b994..cc8469f7da 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,5 +1,5 @@
 [build-system]
-requires = ["setuptools>=40.8.0", "setuptools-scm", "wheel"]
+requires = ["setuptools>=64.0.0", "setuptools-scm", "wheel"]
 build-backend = "setuptools.build_meta"
 
 

From 8c7089246bc8b9202436a8b89ee982d485f4255e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 18 Oct 2022 14:42:34 -0700
Subject: [PATCH 0210/1078] Bump pymongo from 4.2.0 to 4.3.2 (#1200)

Bumps [pymongo](https://github.com/mongodb/mongo-python-driver) from 4.2.0 to 4.3.2.
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/master/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.2.0...4.3.2)

---
updated-dependencies:
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 58c088c2a1..cad157ada0 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -11,7 +11,7 @@ azure-storage-blob==12.14.0 # pyup: ignore
 redis==4.3.4
 types-redis
 types-setuptools
-pymongo==4.2.0
+pymongo==4.3.2
 # optional test requirements
 tox==3.26.0
 coverage

From 2d1a7dd385a001a39e61ce4577b838dadb5e5a96 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 18 Oct 2022 22:03:10 +0000
Subject: [PATCH 0211/1078] Bump actions/setup-python from 4.2.0 to 4.3.0
 (#1194)

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 4.2.0 to 4.3.0.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v4.2.0...v4.3.0)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index ff004b7229..f008df029c 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -16,7 +16,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4.2.0
+      - uses: actions/setup-python@v4.3.0
         name: Install Python
         with:
           python-version: '3.8'

From da7ba0c70be90142dd8adb8fab3c781bea00e3f4 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 19 Oct 2022 01:42:35 +0200
Subject: [PATCH 0212/1078] Remove LGTM.com configuration file (#1191)

LGTM.com is being deprecated and replaced by GitHub code analysis:
https://github.blog/2022-08-15-the-next-step-for-lgtm-com-github-code-scanning/

Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 .lgtm.yml | 7 -------
 1 file changed, 7 deletions(-)
 delete mode 100644 .lgtm.yml

diff --git a/.lgtm.yml b/.lgtm.yml
deleted file mode 100644
index 35a0c32ef2..0000000000
--- a/.lgtm.yml
+++ /dev/null
@@ -1,7 +0,0 @@
-# Config for LGTM.com static code analysis
-# https://lgtm.com/projects/g/zarr-developers/zarr-python
-
-extraction:
-  python:
-    python_setup:
-      version: 3

From c8cd89dbc3730c6108fe4d15f3206dea7dc86d21 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 19 Oct 2022 02:02:04 +0200
Subject: [PATCH 0213/1078] Bump Numpty required version to 1.20 (#1192)

We use the named parameter `shape` of `numpy.empty_like`:
https://github.com/zarr-developers/zarr-python/blob/4362bb4/zarr/hierarchy.py#L145
https://github.com/zarr-developers/zarr-python/blob/4362bb4/zarr/core.py#L2134-L2135

It had been introduced in Numpy 1.17.0:
https://numpy.org/doc/stable/reference/generated/numpy.empty_like.html

According to NEP 29, NumPy 1.20+ is currently supported:
https://numpy.org/neps/nep-0029-deprecation_policy.html

Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index cc8469f7da..119abd782d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,7 +13,7 @@ maintainers = [
 requires-python = ">=3.8"
 dependencies = [
     'asciitree',
-    'numpy>=1.7',
+    'numpy>=1.20',
     'fasteners',
     'numcodecs>=0.10.0',
 ]

From 9082fe2885725c8deb9c5a9c9abf49afd8e38fe5 Mon Sep 17 00:00:00 2001
From: jakirkham <jakirkham@gmail.com>
Date: Tue, 18 Oct 2022 17:55:04 -0700
Subject: [PATCH 0214/1078] Use NumPy 1.20+ in `environment.yml` (#1201)

---
 environment.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/environment.yml b/environment.yml
index f601026d47..dc99507427 100644
--- a/environment.yml
+++ b/environment.yml
@@ -4,7 +4,7 @@ channels:
 dependencies:
   - wheel
   - numcodecs >= 0.6.4
-  - numpy >= 1.7
+  - numpy >= 1.20
   - pip
   - pip:
     - asciitree

From 5e5acc0ce047363406aa90bed11e0171f739787c Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 19 Oct 2022 00:07:29 -0700
Subject: [PATCH 0215/1078] Bump azure-storage-blob from 12.14.0 to 12.14.1
 (#1202)

Bumps [azure-storage-blob](https://github.com/Azure/azure-sdk-for-python) from 12.14.0 to 12.14.1.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-storage-blob_12.14.0...azure-storage-blob_12.14.1)

---
updated-dependencies:
- dependency-name: azure-storage-blob
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index cad157ada0..a11db10368 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipywidgets==8.0.2
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
-azure-storage-blob==12.14.0 # pyup: ignore
+azure-storage-blob==12.14.1 # pyup: ignore
 redis==4.3.4
 types-redis
 types-setuptools

From daad2fa86a32c3ed10871f6ba191ed3356b29e91 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 19 Oct 2022 08:20:01 +0000
Subject: [PATCH 0216/1078] chore: update pre-commit hooks (#1198)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/PyCQA/flake8: 3.8.2 → 5.0.4](https://github.com/PyCQA/flake8/compare/3.8.2...5.0.4)
- [github.com/codespell-project/codespell: v2.1.0 → v2.2.2](https://github.com/codespell-project/codespell/compare/v2.1.0...v2.2.2)
- [github.com/pre-commit/pre-commit-hooks: v2.3.0 → v4.3.0](https://github.com/pre-commit/pre-commit-hooks/compare/v2.3.0...v4.3.0)
- [github.com/pre-commit/mirrors-mypy: v0.981 → v0.982](https://github.com/pre-commit/mirrors-mypy/compare/v0.981...v0.982)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 .pre-commit-config.yaml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 67f61ea8be..fd1619eefa 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -6,7 +6,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/PyCQA/flake8
-    rev: 3.8.2
+    rev: 5.0.4
     hooks:
     - id: flake8
       args: [
@@ -15,16 +15,16 @@ repos:
       exclude: ^(venv/|docs/)
       types: ['python']
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.1.0
+    rev: v2.2.2
     hooks:
       - id: codespell
         args: ["-L", "ba,ihs,kake,nd,noe,nwo,te", "-S", "fixture"]
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v2.3.0
+    rev: v4.3.0
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v0.981
+    rev: v0.982
     hooks:
       - id: mypy
         files: zarr

From aec6973f731626fea31fa69192290c5d08b1ec16 Mon Sep 17 00:00:00 2001
From: Saransh Chopra <saransh0701@gmail.com>
Date: Thu, 20 Oct 2022 00:22:53 +0530
Subject: [PATCH 0217/1078] Pin action versions (pypi-publish, setup-miniconda)
 for dependabot (#1205)

---
 .github/workflows/minimal.yml  | 2 +-
 .github/workflows/releases.yml | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
index a256a53b60..3eb414059c 100644
--- a/.github/workflows/minimal.yml
+++ b/.github/workflows/minimal.yml
@@ -15,7 +15,7 @@ jobs:
     steps:
     - uses: actions/checkout@v3
     - name: Setup Miniconda
-      uses: conda-incubator/setup-miniconda@master
+      uses: conda-incubator/setup-miniconda@v2
       with:
           channels: conda-forge
           environment-file: environment.yml
diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index f008df029c..1bcf79ef5f 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -64,7 +64,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@master
+      - uses: pypa/gh-action-pypi-publish@v1
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From 6a91ab14e15709e66363093d071c22b0eb10c62a Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 19 Oct 2022 21:16:27 +0200
Subject: [PATCH 0218/1078] Flake8 (#1203)

* Fix Flake8 alert

* Use `author` variable instead of duplicating

Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 docs/conf.py | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/docs/conf.py b/docs/conf.py
index 21e2e89880..2639f765ee 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -247,7 +247,7 @@ def setup(app):
 #  author, documentclass [howto, manual, or own class]).
 latex_documents = [
     (main_doc, 'zarr.tex', 'zarr Documentation',
-     'Zarr Developers', 'manual'),
+     author, 'manual'),
 ]
 
 # The name of an image file (relative to this directory) to place at the top of
@@ -311,8 +311,10 @@ def setup(app):
 # Example configuration for intersphinx: refer to the Python standard library.
 # use in refs e.g:
 # :ref:`comparison manual <python:comparisons>`
-intersphinx_mapping = { 'python':('https://docs.python.org/', None),
-                        'numpy': ('https://numpy.org/doc/stable/', None)}
+intersphinx_mapping = {
+    'python': ('https://docs.python.org/', None),
+    'numpy': ('https://numpy.org/doc/stable/', None),
+}
 
 
 # sphinx-copybutton configuration

From fcd130628ba41e43dfb73d52aaa2318339dfd887 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 19 Oct 2022 22:10:55 -0700
Subject: [PATCH 0219/1078] Update moto to 4.0.8+ & drop werkzeug pin (#1099)

---
 requirements_dev_optional.txt | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index a11db10368..5baf06c782 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -22,5 +22,4 @@ pytest-timeout==2.1.0
 h5py==3.7.0
 fsspec==2022.8.2
 s3fs==2022.8.2
-moto[server]>=1.3.14
-werkzeug<2.2.0
+moto[server]>=4.0.8

From f361631384fc8e4ce7a76528eac7e89bd8f58cb6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 20 Oct 2022 19:22:55 +0000
Subject: [PATCH 0220/1078] Bump fsspec from 2022.8.2 to 2022.10.0 (#1207)

* Bump s3fs from 2022.8.2 to 2022.10.0

Bumps [s3fs](https://github.com/fsspec/s3fs) from 2022.8.2 to 2022.10.0.
- [Release notes](https://github.com/fsspec/s3fs/releases)
- [Changelog](https://github.com/fsspec/s3fs/blob/main/release-procedure.md)
- [Commits](https://github.com/fsspec/s3fs/compare/2022.8.2...2022.10.0)

---
updated-dependencies:
- dependency-name: s3fs
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* Bump fsspec from 2022.8.2 to 2022.10.0

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2022.8.2 to 2022.10.0.
- [Release notes](https://github.com/fsspec/filesystem_spec/releases)
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2022.8.2...2022.10.0)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 requirements_dev_optional.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 5baf06c782..0efd67b97f 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -20,6 +20,6 @@ pytest-cov==4.0.0
 pytest-doctestplus==0.12.1
 pytest-timeout==2.1.0
 h5py==3.7.0
-fsspec==2022.8.2
-s3fs==2022.8.2
+fsspec==2022.10.0
+s3fs==2022.10.0
 moto[server]>=4.0.8

From e4749478674fe800d70acb77d2ce4154b139cbe0 Mon Sep 17 00:00:00 2001
From: AWA BRANDON AWA <51425873+DON-BRAN@users.noreply.github.com>
Date: Sun, 23 Oct 2022 23:10:26 -0700
Subject: [PATCH 0221/1078] Turned on isolated_build in tox.ini file (#1210)

---
 tox.ini | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tox.ini b/tox.ini
index 12ad6bc8ad..8d2a15276f 100644
--- a/tox.ini
+++ b/tox.ini
@@ -5,6 +5,7 @@
 
 [tox]
 envlist = py38-npy{120,latest}, py39, py310, docs
+isolated_build = True
 
 [testenv]
 install_command = pip install --no-binary=numcodecs {opts} {packages}

From 13b77379944676cf9fafa4ed527928c3431dea4a Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Sun, 30 Oct 2022 21:06:55 +0100
Subject: [PATCH 0222/1078] Redundant wheel in pyproject.toml (#1233)

The backend adds the wheel dependency automatically:
	The setuptools package implements the build_sdist command and
	the wheel package implements the build_wheel command; the latter
	is a dependency of the former exposed via PEP 517 hooks.

Listing it explicitly in the documentation was a historical mistake
and has been fixed since in pypa/setuptools@f7d30a9.
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 119abd782d..7cd7b5a025 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,5 +1,5 @@
 [build-system]
-requires = ["setuptools>=64.0.0", "setuptools-scm", "wheel"]
+requires = ["setuptools>=64.0.0", "setuptools-scm"]
 build-backend = "setuptools.build_meta"
 
 

From 25a003e4e3c3568c6ffcc0f32519d455a3663116 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Mon, 31 Oct 2022 14:25:53 +0100
Subject: [PATCH 0223/1078] Simplify if/else statement (#1227)

---
 docs/release.rst    | 3 +++
 zarr/convenience.py | 9 ++++-----
 2 files changed, 7 insertions(+), 5 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index ea746999e1..5ff8f74f29 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -17,6 +17,9 @@ Unreleased
 Maintenance
 ~~~~~~~~~~~
 
+* Simplify if/else statement.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1227`.
+
 * Migrate to ``pyproject.toml`` and remove redundant infrastructure.
   By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1158`.
 
diff --git a/zarr/convenience.py b/zarr/convenience.py
index 745e1369f5..9a0eae20a3 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -487,12 +487,11 @@ def __init__(self, log):
         elif isinstance(log, str):
             self.log_file = io.open(log, mode='w')
             self.needs_closing = True
-        else:
-            if not hasattr(log, 'write'):
-                raise TypeError('log must be a callable function, file path or '
-                                'file-like object, found %r' % log)
+        elif hasattr(log, 'write'):
             self.log_file = log
-            self.needs_closing = False
+        else:
+            raise TypeError('log must be a callable function, file path or '
+                            'file-like object, found %r' % log)
 
     def __enter__(self):
         return self

From 1c6a36c4661c7ddf90f996a5525b8d2d5e975ea8 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 31 Oct 2022 20:16:57 +0100
Subject: [PATCH 0224/1078] Bump pytest from 7.1.3 to 7.2.0 (#1221)

Bumps [pytest](https://github.com/pytest-dev/pytest) from 7.1.3 to 7.2.0.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/7.1.3...7.2.0)

---
updated-dependencies:
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index e3809cebe9..b76b398a16 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -5,4 +5,4 @@ numcodecs==0.10.2
 msgpack-python==0.5.6
 setuptools-scm==7.0.5
 # test requirements
-pytest==7.1.3
+pytest==7.2.0

From f2b558534f4029c45eb60cdc924c6c57da1d5557 Mon Sep 17 00:00:00 2001
From: Stephanie_nkwatoh <43364084+steph237@users.noreply.github.com>
Date: Mon, 31 Oct 2022 21:47:13 +0100
Subject: [PATCH 0225/1078] update: added the link to main website on the
 sidebar (#1216)

* update: added the link to main website on the sidebar

* update: changed from official website to View homepage

Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 docs/index.rst | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/index.rst b/docs/index.rst
index 5e68dcab31..dd6abc1862 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -130,6 +130,7 @@ Contents
     contributing
     release
     license
+    View homepage <https://zarr.dev/>
 
 Indices and tables
 ------------------

From 519f7efb28f57cfed51fbe76f132059d7b30211f Mon Sep 17 00:00:00 2001
From: Weddy Gikunda <110189834+caviere@users.noreply.github.com>
Date: Tue, 1 Nov 2022 15:32:31 +0300
Subject: [PATCH 0226/1078] Fix linting errors (#1226)

* Fix variable possible unbound error

* Avoid extra version check

This avoids having to check the version twice: once in the "in [2,3]" and
also in the if/elif statement. It also fixes linting error of normalize_store
being possibly unbound.

* Add Optional where necessary to indicate that value could be None
---
 zarr/creation.py  | 3 ++-
 zarr/hierarchy.py | 2 ++
 zarr/storage.py   | 8 ++++----
 3 files changed, 8 insertions(+), 5 deletions(-)

diff --git a/zarr/creation.py b/zarr/creation.py
index 3414a0158a..00d2c40030 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -1,3 +1,4 @@
+from typing import Optional
 from warnings import warn
 
 import numpy as np
@@ -17,7 +18,7 @@
 
 
 def create(shape, chunks=True, dtype=None, compressor='default',
-           fill_value=0, order='C', store=None, synchronizer=None,
+           fill_value: Optional[int] = 0, order='C', store=None, synchronizer=None,
            overwrite=False, path=None, chunk_store=None, filters=None,
            cache_metadata=True, cache_attrs=True, read_only=False,
            object_codec=None, dimension_separator=None, write_empty_chunks=True,
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 8131cb71aa..8faeaf259a 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -157,6 +157,7 @@ def __init__(self, store, path=None, read_only=False, chunk_store=None,
             raise ContainsArrayError(path)
 
         # initialize metadata
+        mkey = None
         try:
             mkey = _prefix_to_group_key(self._store, self._key_prefix)
             assert not mkey.endswith("root/.group")
@@ -1277,6 +1278,7 @@ def group(store=None, overwrite=False, chunk_store=None,
 
     path = normalize_storage_path(path)
 
+    requires_init = None
     if zarr_version == 2:
         requires_init = overwrite or not contains_group(store)
     elif zarr_version == 3:
diff --git a/zarr/storage.py b/zarr/storage.py
index f5459990ba..6aa8cf7f92 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -161,13 +161,13 @@ def normalize_store_arg(store: Any, storage_options=None, mode="r", *,
     if zarr_version is None:
         # default to v2 store for backward compatibility
         zarr_version = getattr(store, "_store_version", DEFAULT_ZARR_VERSION)
-    elif zarr_version not in [2, 3]:
-        raise ValueError("zarr_version must be either 2 or 3")
     if zarr_version == 2:
         normalize_store = _normalize_store_arg_v2
     elif zarr_version == 3:
         from zarr._storage.v3 import _normalize_store_arg_v3
         normalize_store = _normalize_store_arg_v3
+    else:
+        raise ValueError("zarr_version must be either 2 or 3")
     return normalize_store(store, storage_options, mode)
 
 
@@ -597,7 +597,7 @@ def init_group(
     store: StoreLike,
     overwrite: bool = False,
     path: Path = None,
-    chunk_store: StoreLike = None,
+    chunk_store: Optional[StoreLike] = None,
 ):
     """Initialize a group store. Note that this is a low-level function and there should be no
     need to call this directly from user code.
@@ -644,7 +644,7 @@ def _init_group_metadata(
     store: StoreLike,
     overwrite: Optional[bool] = False,
     path: Optional[str] = None,
-    chunk_store: StoreLike = None,
+    chunk_store: Optional[StoreLike] = None,
 ):
 
     store_version = getattr(store, '_store_version', 2)

From 8167f3ffca56695c6bded5acae1f3c656a8e506f Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 1 Nov 2022 16:45:27 +0100
Subject: [PATCH 0227/1078] Apply some pyupgrade suggestions (#1225)

Yield from an iterable instead of iterating to yield items.

IOError is kept for compatibility with previous versions;
starting from Python 3.3, it is an alias of OSError:
	https://docs.python.org/3/library/exceptions.html#IOError
---
 zarr/errors.py    |  2 --
 zarr/hierarchy.py |  9 +++------
 zarr/storage.py   | 23 ++++++++---------------
 3 files changed, 11 insertions(+), 23 deletions(-)

diff --git a/zarr/errors.py b/zarr/errors.py
index 85c28ea8b6..808cbe99a4 100644
--- a/zarr/errors.py
+++ b/zarr/errors.py
@@ -1,5 +1,3 @@
-
-
 class MetadataError(Exception):
     pass
 
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 8faeaf259a..fd5c446cb2 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -634,8 +634,7 @@ def _array_iter(self, keys_only, method, recurse):
                     yield _key if keys_only else (_key, self[key])
                 elif recurse and contains_group(self._store, path):
                     group = self[key]
-                    for i in getattr(group, method)(recurse=recurse):
-                        yield i
+                    yield from getattr(group, method)(recurse=recurse)
         else:
             dir_name = meta_root + self._path
             array_sfx = '.array' + self._metadata_key_suffix
@@ -652,8 +651,7 @@ def _array_iter(self, keys_only, method, recurse):
                     yield _key if keys_only else (_key, self[key])
                 elif recurse and contains_group(self._store, path):
                     group = self[key]
-                    for i in getattr(group, method)(recurse=recurse):
-                        yield i
+                    yield from getattr(group, method)(recurse=recurse)
 
     def visitvalues(self, func):
         """Run ``func`` on each object.
@@ -687,8 +685,7 @@ def _visit(obj):
             yield obj
             keys = sorted(getattr(obj, "keys", lambda: [])())
             for k in keys:
-                for v in _visit(obj[k]):
-                    yield v
+                yield from _visit(obj[k])
 
         for each_obj in islice(_visit(self), 1, None):
             value = func(each_obj)
diff --git a/zarr/storage.py b/zarr/storage.py
index 6aa8cf7f92..4acf637330 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -702,8 +702,7 @@ def _dict_store_keys(d: Dict, prefix="", cls=dict):
     for k in d.keys():
         v = d[k]
         if isinstance(v, cls):
-            for sk in _dict_store_keys(v, prefix + k + '/', cls):
-                yield sk
+            yield from _dict_store_keys(v, prefix + k + '/', cls)
         else:
             yield prefix + k
 
@@ -863,8 +862,7 @@ def __eq__(self, other):
         )
 
     def keys(self):
-        for k in _dict_store_keys(self.root, cls=self.cls):
-            yield k
+        yield from _dict_store_keys(self.root, cls=self.cls)
 
     def __iter__(self):
         return self.keys()
@@ -1462,7 +1460,7 @@ def listdir(self, path=None):
                     return sorted(new_children)
                 else:
                     return children
-        except IOError:
+        except OSError:
             return []
 
     def rmdir(self, path=None):
@@ -1794,8 +1792,7 @@ def keylist(self):
             return sorted(self.zf.namelist())
 
     def keys(self):
-        for key in self.keylist():
-            yield key
+        yield from self.keylist()
 
     def __iter__(self):
         return self.keys()
@@ -2270,8 +2267,7 @@ def keys(self):
     def values(self):
         with self.db.begin(buffers=self.buffers) as txn:
             with txn.cursor() as cursor:
-                for v in cursor.iternext(keys=False, values=True):
-                    yield v
+                yield from cursor.iternext(keys=False, values=True)
 
     def __iter__(self):
         return self.keys()
@@ -2581,8 +2577,7 @@ def __contains__(self, key):
 
     def items(self):
         kvs = self.cursor.execute('SELECT k, v FROM zarr')
-        for k, v in kvs:
-            yield k, v
+        yield from kvs
 
     def keys(self):
         ks = self.cursor.execute('SELECT k FROM zarr')
@@ -2796,12 +2791,10 @@ def keylist(self):
                 for key in self.client.keys(self._key('*'))]
 
     def keys(self):
-        for key in self.keylist():
-            yield key
+        yield from self.keylist()
 
     def __iter__(self):
-        for key in self.keys():
-            yield key
+        yield from self.keys()
 
     def __len__(self):
         return len(self.keylist())

From 5b9f2ef2ef72f261907f922970885db15ba9372a Mon Sep 17 00:00:00 2001
From: Saransh Chopra <saransh0701@gmail.com>
Date: Tue, 1 Nov 2022 21:57:03 +0530
Subject: [PATCH 0228/1078] Remove `tox` support (#1219)

* Remove tox support

* Remove instances of tox
---
 .gitignore                    |  1 -
 docs/contributing.rst         | 14 ++++++----
 release.txt                   |  1 -
 requirements_dev_optional.txt |  1 -
 tox.ini                       | 51 -----------------------------------
 5 files changed, 9 insertions(+), 59 deletions(-)
 delete mode 100644 tox.ini

diff --git a/.gitignore b/.gitignore
index 535cf2b169..28e5544286 100644
--- a/.gitignore
+++ b/.gitignore
@@ -35,7 +35,6 @@ pip-delete-this-directory.txt
 
 # Unit test / coverage reports
 htmlcov/
-.tox/
 .coverage
 .coverage.*
 .cache
diff --git a/docs/contributing.rst b/docs/contributing.rst
index 64e61abacb..d9e222b643 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -212,9 +212,12 @@ Test coverage
 
 Zarr maintains 100% test coverage under the latest Python stable release (currently
 Python 3.8). Both unit tests and docstring doctests are included when computing
-coverage. Running ``tox -e py38`` will automatically run the test suite with coverage
-and produce a coverage report. This should be 100% before code can be accepted into the
-main code base.
+coverage. Running::
+    
+    $ python -m pytest -v --cov=zarr --cov-config=.coveragerc zarr
+    
+will automatically run the test suite with coverage and produce a coverage report.
+This should be 100% before code can be accepted into the main code base.
 
 When submitting a pull request, coverage will also be collected across all supported
 Python versions via the Codecov service, and will be reported back within the pull
@@ -243,9 +246,10 @@ notes (``docs/release.rst``).
 
 The documentation can be built locally by running::
 
-    $ tox -e docs
+    $ cd docs
+    $ make clean; make html
 
-The resulting built documentation will be available in the ``.tox/docs/tmp/html`` folder.
+The resulting built documentation will be available in the ``docs/_build/html`` folder.
 
 Development best practices, policies and procedures
 ---------------------------------------------------
diff --git a/release.txt b/release.txt
index ff114f6dba..d1cefef47c 100644
--- a/release.txt
+++ b/release.txt
@@ -1,4 +1,3 @@
-tox
 # version=x.x.x
 echo $version
 git tag -a v$version -m v$version
diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 0efd67b97f..fa57d8270c 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -13,7 +13,6 @@ types-redis
 types-setuptools
 pymongo==4.3.2
 # optional test requirements
-tox==3.26.0
 coverage
 flake8==5.0.4
 pytest-cov==4.0.0
diff --git a/tox.ini b/tox.ini
deleted file mode 100644
index 8d2a15276f..0000000000
--- a/tox.ini
+++ /dev/null
@@ -1,51 +0,0 @@
-# Tox (https://tox.wiki/) is a tool for running tests
-# in multiple virtualenvs. This configuration file will run the
-# test suite on all supported python versions. To use it, "pip install tox"
-# and then run "tox" from this directory.
-
-[tox]
-envlist = py38-npy{120,latest}, py39, py310, docs
-isolated_build = True
-
-[testenv]
-install_command = pip install --no-binary=numcodecs {opts} {packages}
-setenv =
-    PYTHONHASHSEED = 42
-    PYTEST_TIMEOUT = {env:PYTEST_TIMEOUT:300}
-passenv =
-    ZARR_TEST_ABS
-    ZARR_TEST_MONGO
-    ZARR_TEST_REDIS
-commands =
-    # clear out any data files generated during tests
-    python -c 'import glob; import shutil; import os; [(shutil.rmtree(d) if os.path.isdir(d) else os.remove(d) if os.path.isfile(d) else None) for d in glob.glob("./example*")]'
-    # main unit test runner
-    py{39,310}: pytest -v --cov=zarr --cov-config=.coveragerc zarr
-    # don't collect coverage when running older numpy versions
-    py38-npy120: pytest -v zarr
-    # collect coverage and run doctests under py37
-    py38-npylatest: pytest -v --cov=zarr --cov-config=.coveragerc --doctest-plus zarr --remote-data
-    # generate a coverage report
-    py38-npylatest,py38,py39,p310: coverage report -m
-    # run doctests in the tutorial and spec
-    py{38,39,310}: python -m doctest -o NORMALIZE_WHITESPACE -o ELLIPSIS docs/tutorial.rst docs/spec/v2.rst
-    # pep8 checks
-    py{38,39, 310}: flake8 zarr
-    # print environment for debugging
-    pip freeze
-deps =
-    py38-npy120: numpy==1.20.*
-    py38-npylatest,py38: -rrequirements_dev_numpy.txt
-    -rrequirements_dev_minimal.txt
-    -rrequirements_dev_optional.txt
-
-[testenv:docs]
-basepython = python3.8
-changedir = docs
-deps =
-    -rrequirements_rtfd.txt
-commands =
-    sphinx-build -W -b html -d {envtmpdir}/doctrees .  {envtmpdir}/html
-
-[flake8]
-max-line-length = 100

From 8e6fe1153b626e431db11990199c4c74519cc071 Mon Sep 17 00:00:00 2001
From: Joe Hamman <jhamman1@gmail.com>
Date: Wed, 2 Nov 2022 04:35:29 -0700
Subject: [PATCH 0229/1078] fastpath _array_iter for array_keys (#1149)

Co-authored-by: Josh Moore <j.a.moore@dundee.ac.uk>
---
 zarr/hierarchy.py | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index fd5c446cb2..12ca34e7e9 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -638,17 +638,19 @@ def _array_iter(self, keys_only, method, recurse):
         else:
             dir_name = meta_root + self._path
             array_sfx = '.array' + self._metadata_key_suffix
+            group_sfx = '.group' + self._metadata_key_suffix
+
             for key in sorted(listdir(self._store, dir_name)):
                 if key.endswith(array_sfx):
                     key = key[:-len(array_sfx)]
+                    _key = key.rstrip("/")
+                    yield _key if keys_only else (_key, self[key])
+
                 path = self._key_prefix + key
                 assert not path.startswith("meta/")
-                if key.endswith('.group' + self._metadata_key_suffix):
+                if key.endswith(group_sfx):
                     # skip group metadata keys
                     continue
-                if contains_array(self._store, path):
-                    _key = key.rstrip("/")
-                    yield _key if keys_only else (_key, self[key])
                 elif recurse and contains_group(self._store, path):
                     group = self[key]
                     yield from getattr(group, method)(recurse=recurse)

From 88eb8ca9056f17ae50a1aa451398b82f1f060aa1 Mon Sep 17 00:00:00 2001
From: Weddy Gikunda <110189834+caviere@users.noreply.github.com>
Date: Thu, 3 Nov 2022 19:48:54 +0300
Subject: [PATCH 0230/1078] Add documentation for find/findall using visit
 (#1241)

* Add documentation for find/findall using visit

* Remove whitespace

* Fix print result

* Fix indentation issue in the docstring

* Indent literal block
---
 zarr/hierarchy.py | 70 +++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 70 insertions(+)

diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 12ca34e7e9..f2188217a8 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -720,6 +720,76 @@ def visit(self, func):
         baz
         quux
 
+        Search for members matching some name query can be implemented using
+        ``visit`` that is, ``find`` and ``findall``. Consider the following
+        tree::
+
+            /
+            ├── aaa
+            │   └── bbb
+            │       └── ccc
+            │           └── aaa
+            ├── bar
+            └── foo
+
+        It is created as follows:
+
+        >>> root = zarr.group()
+        >>> foo = root.create_group("foo")
+        >>> bar = root.create_group("bar")
+        >>> root.create_group("aaa").create_group("bbb").create_group("ccc").create_group("aaa")
+        <zarr.hierarchy.Group '/aaa/bbb/ccc/aaa'>
+
+        For ``find``, the first path that matches a given pattern (for example
+        "aaa") is returned. Note that a non-None value is returned in the visit
+        function to stop further iteration.
+
+        >>> import re
+        >>> pattern = re.compile("aaa")
+        >>> found = None
+        >>> def find(path):
+        ...     global found
+        ...     if pattern.search(path) is not None:
+        ...         found = path
+        ...         return True
+        ...
+        >>> root.visit(find)
+        True
+        >>> print(found)
+        aaa
+
+        For ``findall``, all the results are gathered into a list
+
+        >>> pattern = re.compile("aaa")
+        >>> found = []
+        >>> def findall(path):
+        ...     if pattern.search(path) is not None:
+        ...         found.append(path)
+        ...
+        >>> root.visit(findall)
+        >>> print(found)
+        ['aaa', 'aaa/bbb', 'aaa/bbb/ccc', 'aaa/bbb/ccc/aaa']
+
+        To match only on the last part of the path, use a greedy regex to filter
+        out the prefix:
+
+        >>> prefix_pattern = re.compile(r".*/")
+        >>> pattern = re.compile("aaa")
+        >>> found = []
+        >>> def findall(path):
+        ...     match = prefix_pattern.match(path)
+        ...     if match is None:
+        ...         name = path
+        ...     else:
+        ...         _, end = match.span()
+        ...         name = path[end:]
+        ...     if pattern.search(name) is not None:
+        ...         found.append(path)
+        ...     return None
+        ...
+        >>> root.visit(findall)
+        >>> print(found)
+        ['aaa', 'aaa/bbb/ccc/aaa']
         """
 
         base_len = len(self.name)

From 3d2cd61a6329b05d872694e44447619f4707283b Mon Sep 17 00:00:00 2001
From: jakirkham <jakirkham@gmail.com>
Date: Thu, 3 Nov 2022 14:13:11 -0700
Subject: [PATCH 0231/1078] Add `license_files` to `pyproject.toml` (#1247)

---
 LICENSE => LICENSE.txt | 0
 README.md              | 2 +-
 docs/license.rst       | 2 +-
 pyproject.toml         | 2 ++
 4 files changed, 4 insertions(+), 2 deletions(-)
 rename LICENSE => LICENSE.txt (100%)

diff --git a/LICENSE b/LICENSE.txt
similarity index 100%
rename from LICENSE
rename to LICENSE.txt
diff --git a/README.md b/README.md
index 3576d0c30e..b035ffa597 100644
--- a/README.md
+++ b/README.md
@@ -31,7 +31,7 @@
 <tr>
   <td>License</td>
   <td>
-    <a href="https://github.com/zarr-developers/zarr-python/blob/main/LICENSE">
+    <a href="https://github.com/zarr-developers/zarr-python/blob/main/LICENSE.txt">
     <img src="https://img.shields.io/pypi/l/zarr.svg" alt="license" />
     </a>
 </td>
diff --git a/docs/license.rst b/docs/license.rst
index d47e1b2b34..8f93aa7d66 100644
--- a/docs/license.rst
+++ b/docs/license.rst
@@ -1,4 +1,4 @@
 License
 =======
 
-.. include:: ../LICENSE
\ No newline at end of file
+.. include:: ../LICENSE.txt
diff --git a/pyproject.toml b/pyproject.toml
index 7cd7b5a025..7ef173879e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -34,6 +34,7 @@ classifiers = [
     'Programming Language :: Python :: 3.9',
     'Programming Language :: Python :: 3.10',
 ]
+license = { text = "MIT" }
 
 [project.optional-dependencies]
 jupyter = [
@@ -52,6 +53,7 @@ Homepage = "https://github.com/zarr-developers/zarr-python"
 
 [tool.setuptools]
 packages = ["zarr", "zarr._storage", "zarr.tests"]
+license-files = ["LICENSE.txt"]
 
 [tool.setuptools_scm]
 version_scheme = "guess-next-dev"

From aa84fcbb896e8c269cbc9e2c1a6f3fa419450953 Mon Sep 17 00:00:00 2001
From: AWA BRANDON AWA <51425873+DON-BRAN@users.noreply.github.com>
Date: Thu, 3 Nov 2022 22:58:50 +0100
Subject: [PATCH 0232/1078] updated docs/contributing.rst (#1243)

Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 docs/contributing.rst | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/docs/contributing.rst b/docs/contributing.rst
index d9e222b643..5bfd5878b2 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -92,7 +92,7 @@ the repository, you can do something like the following::
     $ mkdir -p ~/pyenv/zarr-dev
     $ python -m venv ~/pyenv/zarr-dev
     $ source ~/pyenv/zarr-dev/bin/activate
-    $ pip install -r requirements_dev_minimal.txt -r requirements_dev_numpy.txt
+    $ pip install -r requirements_dev_minimal.txt -r requirements_dev_numpy.txt -r requirements_rtfd.txt
     $ pip install -e .
 
 To verify that your development environment is working, you can run the unit tests::
@@ -248,6 +248,7 @@ The documentation can be built locally by running::
 
     $ cd docs
     $ make clean; make html
+    $ open _build/html/index.html
 
 The resulting built documentation will be available in the ``docs/_build/html`` folder.
 

From bbc66df11ef0c731ebece330c1e60c38f1f36aed Mon Sep 17 00:00:00 2001
From: jakirkham <jakirkham@gmail.com>
Date: Fri, 4 Nov 2022 08:55:21 -0700
Subject: [PATCH 0233/1078] Delete unused files (#1251)

* Delete build.cmd

This file was leftover from before numcodecs was split from zarr-python.
It was used to aid in compiling the Cython extensions on Windows.
However zarr-python pure Python. So there is not a need to keep this
file. It also doesn't appear to be used here. So drop it.

* Update release.rst

* Delete unused `.gitmodules` as well

This was for pointing to Blosc. Again not needed after the
zarr-python/numcodecs split.

* Drop `release.txt`

This is unused. Releases are handled through GitHub Actions. One should
look there if attempting to reproduce outside of that infrastructure.

* Drop unused `windows_conda_dev.txt`

* Generalize release entry
---
 .gitmodules           |  0
 build.cmd             | 45 -------------------------------------------
 docs/release.rst      |  3 +++
 release.txt           | 10 ----------
 windows_conda_dev.txt |  9 ---------
 5 files changed, 3 insertions(+), 64 deletions(-)
 delete mode 100644 .gitmodules
 delete mode 100644 build.cmd
 delete mode 100644 release.txt
 delete mode 100644 windows_conda_dev.txt

diff --git a/.gitmodules b/.gitmodules
deleted file mode 100644
index e69de29bb2..0000000000
diff --git a/build.cmd b/build.cmd
deleted file mode 100644
index 4e402d5e21..0000000000
--- a/build.cmd
+++ /dev/null
@@ -1,45 +0,0 @@
-:: To build extensions for 64 bit Python 3, we need to configure environment
-:: variables to use the MSVC 2010 C++ compilers from GRMSDKX_EN_DVD.iso of:
-:: MS Windows SDK for Windows 7 and .NET Framework 4 (SDK v7.1)
-::
-:: To build extensions for 64 bit Python 2, we need to configure environment
-:: variables to use the MSVC 2008 C++ compilers from GRMSDKX_EN_DVD.iso of:
-:: MS Windows SDK for Windows 7 and .NET Framework 3.5 (SDK v7.0)
-::
-:: 32 bit builds do not require specific environment configurations.
-::
-:: Note: this script needs to be run with the /E:ON and /V:ON flags for the
-:: cmd interpreter, at least for (SDK v7.0)
-::
-:: More details at:
-:: https://github.com/cython/cython/wiki/64BitCythonExtensionsOnWindows
-:: https://stackoverflow.com/a/13751649/163740
-::
-:: Author: Olivier Grisel
-:: License: CC0 1.0 Universal: https://creativecommons.org/publicdomain/zero/1.0/
-@ECHO OFF
-
-SET COMMAND_TO_RUN=%*
-SET WIN_SDK_ROOT=C:\Program Files\Microsoft SDKs\Windows
-
-SET MAJOR_PYTHON_VERSION="%PYTHON_VERSION:~0,1%"
-IF %MAJOR_PYTHON_VERSION% == "3" (
-    SET WINDOWS_SDK_VERSION="v7.1"
-) ELSE (
-    ECHO Unsupported Python version: "%MAJOR_PYTHON_VERSION%"
-    EXIT 1
-)
-
-IF "%DISTUTILS_USE_SDK%"=="1" (
-    ECHO Configuring Windows SDK %WINDOWS_SDK_VERSION% for Python %MAJOR_PYTHON_VERSION% on a 64 bit architecture
-    SET DISTUTILS_USE_SDK=1
-    SET MSSdk=1
-    "%WIN_SDK_ROOT%\%WINDOWS_SDK_VERSION%\Setup\WindowsSdkVer.exe" -q -version:%WINDOWS_SDK_VERSION%
-    "%WIN_SDK_ROOT%\%WINDOWS_SDK_VERSION%\Bin\SetEnv.cmd" /x64 /release
-    ECHO Executing: %COMMAND_TO_RUN%
-    call %COMMAND_TO_RUN% || EXIT 1
-) ELSE (
-    ECHO Using default MSVC build environment
-    ECHO Executing: %COMMAND_TO_RUN%
-    call %COMMAND_TO_RUN% || EXIT 1
-)
diff --git a/docs/release.rst b/docs/release.rst
index 5ff8f74f29..647f722f69 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -20,6 +20,9 @@ Maintenance
 * Simplify if/else statement.
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1227`.
 
+* Delete unused files.
+  By :user:`John Kirkham <jakirkham>` :issue:`1251`.
+
 * Migrate to ``pyproject.toml`` and remove redundant infrastructure.
   By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1158`.
 
diff --git a/release.txt b/release.txt
deleted file mode 100644
index d1cefef47c..0000000000
--- a/release.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-# version=x.x.x
-echo $version
-git tag -a v$version -m v$version
-git push --tags
-# Install `build` if not present with `python -m pip install build` or similar
-# for building Zarr
-python -m build
-# Install `twine` if not present with `python -m pip install twine` or similar
-# for publishing Zarr to PyPI
-twine upload dist/zarr-${version}.tar.gz
diff --git a/windows_conda_dev.txt b/windows_conda_dev.txt
deleted file mode 100644
index 576674827d..0000000000
--- a/windows_conda_dev.txt
+++ /dev/null
@@ -1,9 +0,0 @@
-coverage
-fasteners
-flake8
-monotonic
-msgpack-python
-numcodecs
-numpy
-setuptools_scm
-twine

From 9434acfa04295d35ae2a328654f297a700a67169 Mon Sep 17 00:00:00 2001
From: jakirkham <jakirkham@gmail.com>
Date: Sat, 5 Nov 2022 19:03:13 -0700
Subject: [PATCH 0234/1078] Consolidate `.coveragerc` into `pyproject.toml`
 (#1250)

---
 .coveragerc                          |  9 ---------
 .github/workflows/python-package.yml |  2 +-
 docs/contributing.rst                |  2 +-
 docs/release.rst                     |  3 +++
 pyproject.toml                       | 11 +++++++++++
 5 files changed, 16 insertions(+), 11 deletions(-)
 delete mode 100644 .coveragerc

diff --git a/.coveragerc b/.coveragerc
deleted file mode 100644
index 728a27d322..0000000000
--- a/.coveragerc
+++ /dev/null
@@ -1,9 +0,0 @@
-[run]
-omit =
-    zarr/meta_v1.py
-    bench/compress_normal.py
-
-[report]
-exclude_lines =
-    pragma: no cover
-    pragma: ${PY_MAJOR_VERSION} no cover
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 9abb7c7866..bb04269f07 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -74,7 +74,7 @@ jobs:
         conda activate zarr-env
         mkdir ~/blob_emulator
         azurite -l ~/blob_emulator --debug debug.log 2>&1 > stdouterr.log &
-        pytest --cov=zarr --cov-config=.coveragerc --doctest-plus --cov-report xml --cov=./ --timeout=300
+        pytest --cov=zarr --cov-config=pyproject.toml --doctest-plus --cov-report xml --cov=./ --timeout=300
     - uses: codecov/codecov-action@v3
       with:
         #token: ${{ secrets.CODECOV_TOKEN }} # not required for public repos
diff --git a/docs/contributing.rst b/docs/contributing.rst
index 5bfd5878b2..dc6beb0094 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -214,7 +214,7 @@ Zarr maintains 100% test coverage under the latest Python stable release (curren
 Python 3.8). Both unit tests and docstring doctests are included when computing
 coverage. Running::
     
-    $ python -m pytest -v --cov=zarr --cov-config=.coveragerc zarr
+    $ python -m pytest -v --cov=zarr --cov-config=pyproject.toml zarr
     
 will automatically run the test suite with coverage and produce a coverage report.
 This should be 100% before code can be accepted into the main code base.
diff --git a/docs/release.rst b/docs/release.rst
index 647f722f69..371dbf01a8 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -26,6 +26,9 @@ Maintenance
 * Migrate to ``pyproject.toml`` and remove redundant infrastructure.
   By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1158`.
 
+* Migrate coverage to ``pyproject.toml``.
+  By :user:`John Kirkham <jakirkham>` :issue:`1250`.
+
 .. _release_2.13.3:
 
 2.13.3
diff --git a/pyproject.toml b/pyproject.toml
index 7ef173879e..1592b9887a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -50,6 +50,17 @@ Discussions = "https://github.com/zarr-developers/zarr-python/discussions"
 Documentation = "https://zarr.readthedocs.io/"
 Homepage = "https://github.com/zarr-developers/zarr-python"
 
+[tool.coverage.report]
+exclude_lines = [
+    "pragma: no cover",
+    "pragma: ${PY_MAJOR_VERSION} no cover",
+]
+
+[tool.coverage.run]
+omit = [
+    "zarr/meta_v1.py",
+    "bench/compress_normal.py",
+]
 
 [tool.setuptools]
 packages = ["zarr", "zarr._storage", "zarr.tests"]

From 6d0eeaa7e0bdf0c8049467571483d1eccb6191b5 Mon Sep 17 00:00:00 2001
From: Saransh Chopra <saransh0701@gmail.com>
Date: Wed, 9 Nov 2022 23:03:25 +0530
Subject: [PATCH 0235/1078] Update release.rst with maintenance PRs (#1252)

---
 docs/release.rst | 20 +++++++++++++++-----
 1 file changed, 15 insertions(+), 5 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 371dbf01a8..2616b184bc 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -17,17 +17,27 @@ Unreleased
 Maintenance
 ~~~~~~~~~~~
 
+* Migrate to ``pyproject.toml`` and remove redundant infrastructure.
+  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1158`.
+
+* Require ``setuptools`` 64.0.0+
+  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1193`.
+
+* Pin action versions (pypi-publish, setup-miniconda) for dependabot
+  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1205`.
+
+* Remove ``tox`` support
+  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1219`.
+
 * Simplify if/else statement.
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1227`.
 
+* Migrate coverage to ``pyproject.toml``.
+  By :user:`John Kirkham <jakirkham>` :issue:`1250`.
+
 * Delete unused files.
   By :user:`John Kirkham <jakirkham>` :issue:`1251`.
 
-* Migrate to ``pyproject.toml`` and remove redundant infrastructure.
-  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1158`.
-
-* Migrate coverage to ``pyproject.toml``.
-  By :user:`John Kirkham <jakirkham>` :issue:`1250`.
 
 .. _release_2.13.3:
 

From bae14230f277621fb03b479a441711d42f682e40 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 9 Nov 2022 18:33:51 +0100
Subject: [PATCH 0236/1078] Add missing newline at EOF (#1253)

---
 data/donotdelete       | 2 +-
 docs/api/hierarchy.rst | 2 +-
 docs/installation.rst  | 2 +-
 requirements_rtfd.txt  | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/data/donotdelete b/data/donotdelete
index 1e9ef93e26..b0c96f7ee5 100644
--- a/data/donotdelete
+++ b/data/donotdelete
@@ -1 +1 @@
-This directory is used for data files created during testing.
\ No newline at end of file
+This directory is used for data files created during testing.
diff --git a/docs/api/hierarchy.rst b/docs/api/hierarchy.rst
index 88b9c0fd88..11a5575144 100644
--- a/docs/api/hierarchy.rst
+++ b/docs/api/hierarchy.rst
@@ -38,4 +38,4 @@ Groups (``zarr.hierarchy``)
     .. automethod:: zeros_like
     .. automethod:: ones_like
     .. automethod:: full_like
-    .. automethod:: move
\ No newline at end of file
+    .. automethod:: move
diff --git a/docs/installation.rst b/docs/installation.rst
index a07c1c42e1..8553d451cb 100644
--- a/docs/installation.rst
+++ b/docs/installation.rst
@@ -28,4 +28,4 @@ To work with Zarr source code in development, install from GitHub::
 To verify that Zarr has been fully installed, run the test suite::
 
     $ pip install pytest
-    $ python -m pytest -v --pyargs zarr
\ No newline at end of file
+    $ python -m pytest -v --pyargs zarr
diff --git a/requirements_rtfd.txt b/requirements_rtfd.txt
index 0a7d90358e..553384e0bd 100644
--- a/requirements_rtfd.txt
+++ b/requirements_rtfd.txt
@@ -7,4 +7,4 @@ sphinx-copybutton
 sphinx-rtd-theme
 numpydoc
 numpy!=1.21.0
-msgpack-python==0.5.6
\ No newline at end of file
+msgpack-python==0.5.6

From 810ec5a8a902d1b0acf856883172faf1b6165624 Mon Sep 17 00:00:00 2001
From: jakirkham <jakirkham@gmail.com>
Date: Thu, 10 Nov 2022 06:19:00 -0800
Subject: [PATCH 0237/1078] Add `.flake8` to configure Flake8 (#1249)

---
 .flake8 | 2 ++
 1 file changed, 2 insertions(+)
 create mode 100644 .flake8

diff --git a/.flake8 b/.flake8
new file mode 100644
index 0000000000..7da1f9608e
--- /dev/null
+++ b/.flake8
@@ -0,0 +1,2 @@
+[flake8]
+max-line-length = 100

From b02040471f9b7e3e1aefd4f6b90b52c76efe32b8 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 10 Nov 2022 15:47:10 +0100
Subject: [PATCH 0238/1078] Bump fsspec from 2022.10.0 to 2022.11.0 (#1255)

* Bump fsspec from 2022.10.0 to 2022.11.0

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2022.10.0 to 2022.11.0.
- [Release notes](https://github.com/fsspec/filesystem_spec/releases)
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2022.10.0...2022.11.0)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* Bump s3fs as well

close: https://github.com/zarr-developers/zarr-python/pull/1254

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 requirements_dev_optional.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index fa57d8270c..a30344061e 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -19,6 +19,6 @@ pytest-cov==4.0.0
 pytest-doctestplus==0.12.1
 pytest-timeout==2.1.0
 h5py==3.7.0
-fsspec==2022.10.0
-s3fs==2022.10.0
+fsspec==2022.11.0
+s3fs==2022.11.0
 moto[server]>=4.0.8

From 0a25ab2979949bb300204a8b6ed016536b8f346c Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 15 Nov 2022 01:30:47 -0800
Subject: [PATCH 0239/1078] chore: update pre-commit hooks (#1262)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/pre-commit/mirrors-mypy: v0.982 → v0.990](https://github.com/pre-commit/mirrors-mypy/compare/v0.982...v0.990)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index fd1619eefa..6eec599124 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -24,7 +24,7 @@ repos:
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v0.982
+    rev: v0.990
     hooks:
       - id: mypy
         files: zarr

From 090de2c3ff3f117ef9cca84a7c952412dc0553cc Mon Sep 17 00:00:00 2001
From: jakirkham <jakirkham@gmail.com>
Date: Tue, 15 Nov 2022 03:14:04 -0800
Subject: [PATCH 0240/1078] Use `conda-incubator/setup-miniconda@v2.2.0`
 (#1263)

---
 .github/workflows/minimal.yml         | 2 +-
 .github/workflows/python-package.yml  | 2 +-
 .github/workflows/windows-testing.yml | 2 +-
 docs/release.rst                      | 3 +++
 4 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
index 3eb414059c..2cde38e081 100644
--- a/.github/workflows/minimal.yml
+++ b/.github/workflows/minimal.yml
@@ -15,7 +15,7 @@ jobs:
     steps:
     - uses: actions/checkout@v3
     - name: Setup Miniconda
-      uses: conda-incubator/setup-miniconda@v2
+      uses: conda-incubator/setup-miniconda@v2.2.0
       with:
           channels: conda-forge
           environment-file: environment.yml
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index bb04269f07..872ce52343 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -40,7 +40,7 @@ jobs:
       with:
         fetch-depth: 0
     - name: Setup Miniconda
-      uses: conda-incubator/setup-miniconda@master
+      uses: conda-incubator/setup-miniconda@v2.2.0
       with:
           channels: conda-forge
           python-version: ${{ matrix.python-version }}
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index af8bae8cf1..ea1d0f64c9 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -21,7 +21,7 @@ jobs:
       - uses: actions/checkout@v3
         with:
           fetch-depth: 0
-      - uses: conda-incubator/setup-miniconda@v2
+      - uses: conda-incubator/setup-miniconda@v2.2.0
         with:
           auto-update-conda: true
           python-version: ${{ matrix.python-version }}
diff --git a/docs/release.rst b/docs/release.rst
index 2616b184bc..d68cafd29c 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -35,6 +35,9 @@ Maintenance
 * Migrate coverage to ``pyproject.toml``.
   By :user:`John Kirkham <jakirkham>` :issue:`1250`.
 
+* Use ``conda-incubator/setup-miniconda@v2.2.0``.
+  By :user:`John Kirkham <jakirkham>` :issue:`1263`.
+
 * Delete unused files.
   By :user:`John Kirkham <jakirkham>` :issue:`1251`.
 

From b2f088fb099a72004a0f6590f1e1d09d35cf3921 Mon Sep 17 00:00:00 2001
From: jakirkham <jakirkham@gmail.com>
Date: Tue, 15 Nov 2022 10:20:53 -0800
Subject: [PATCH 0241/1078] Fix coverage (#1264)

---
 docs/release.rst  | 3 +++
 zarr/hierarchy.py | 2 +-
 2 files changed, 4 insertions(+), 1 deletion(-)

diff --git a/docs/release.rst b/docs/release.rst
index d68cafd29c..e859279ef2 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -32,6 +32,9 @@ Maintenance
 * Simplify if/else statement.
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1227`.
 
+* Get coverage up to 100%.
+  By :user:`John Kirkham <jakirkham>` :issue:`1264`.
+
 * Migrate coverage to ``pyproject.toml``.
   By :user:`John Kirkham <jakirkham>` :issue:`1250`.
 
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index f2188217a8..82323c7208 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -1430,7 +1430,7 @@ def open_group(store=None, mode='a', cache_attrs=True, synchronizer=None, path=N
                                            mode=mode,
                                            zarr_version=zarr_version)
         if getattr(chunk_store, '_store_version', DEFAULT_ZARR_VERSION) != zarr_version:
-            raise ValueError(
+            raise ValueError(  # pragma: no cover
                 "zarr_version of store and chunk_store must match"
             )
 

From d5891b2b3cbacc598f8ef9ab0739bd6a2d0182a8 Mon Sep 17 00:00:00 2001
From: Saransh Chopra <saransh0701@gmail.com>
Date: Wed, 16 Nov 2022 01:10:01 +0530
Subject: [PATCH 0242/1078] Workflow to label PRs with "needs release notes"
 (#1239)

---
 .github/labeler.yml                       |  2 ++
 .github/workflows/needs_release_notes.yml | 13 +++++++++++++
 docs/release.rst                          |  3 +++
 3 files changed, 18 insertions(+)
 create mode 100644 .github/labeler.yml
 create mode 100644 .github/workflows/needs_release_notes.yml

diff --git a/.github/labeler.yml b/.github/labeler.yml
new file mode 100644
index 0000000000..dbc3b95333
--- /dev/null
+++ b/.github/labeler.yml
@@ -0,0 +1,2 @@
+needs release notes:
+- all: ['!docs/release.rst']
diff --git a/.github/workflows/needs_release_notes.yml b/.github/workflows/needs_release_notes.yml
new file mode 100644
index 0000000000..b0b8b7c97d
--- /dev/null
+++ b/.github/workflows/needs_release_notes.yml
@@ -0,0 +1,13 @@
+name: "Pull Request Labeler"
+
+on:
+  - pull_request_target
+
+jobs:
+  triage:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/labeler@main
+      with:
+        repo-token: ${{ secrets.GITHUB_TOKEN }}
+        sync-labels: true
diff --git a/docs/release.rst b/docs/release.rst
index e859279ef2..8642ed8b6f 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -29,6 +29,9 @@ Maintenance
 * Remove ``tox`` support
   By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1219`.
 
+* Add workflow to label PRs with "needs release notes".
+  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1239`.
+
 * Simplify if/else statement.
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1227`.
 

From 19d159f5532a2432f8417eaa96864eb5296e447d Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 18 Nov 2022 07:54:01 +0100
Subject: [PATCH 0243/1078] Bump pymongo from 4.3.2 to 4.3.3 (#1270)

Bumps [pymongo](https://github.com/mongodb/mongo-python-driver) from 4.3.2 to 4.3.3.
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/master/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.3.2...4.3.3)

---
updated-dependencies:
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index a30344061e..f4853e7a0e 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -11,7 +11,7 @@ azure-storage-blob==12.14.1 # pyup: ignore
 redis==4.3.4
 types-redis
 types-setuptools
-pymongo==4.3.2
+pymongo==4.3.3
 # optional test requirements
 coverage
 flake8==5.0.4

From 42da4aa2b2d6b6e79a6f3d6629e3d1837af8e9b9 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 21 Nov 2022 09:22:48 +0100
Subject: [PATCH 0244/1078] Bump numpy from 1.23.4 to 1.23.5 (#1272)

Bumps [numpy](https://github.com/numpy/numpy) from 1.23.4 to 1.23.5.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.23.4...v1.23.5)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index b1c56d3f7d..f3f810368b 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.23.4
+numpy==1.23.5

From 5f5c868e656a021825c85e042965640b87685f26 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 22 Nov 2022 09:25:19 +0100
Subject: [PATCH 0245/1078] chore: update pre-commit hooks (#1273)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/pre-commit/mirrors-mypy: v0.990 → v0.991](https://github.com/pre-commit/mirrors-mypy/compare/v0.990...v0.991)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6eec599124..7541e60500 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -24,7 +24,7 @@ repos:
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v0.990
+    rev: v0.991
     hooks:
       - id: mypy
         files: zarr

From e4668e04b757c86c04e8e3f0659e14bf2a85acb7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 23 Nov 2022 10:15:53 +0100
Subject: [PATCH 0246/1078] Bump redis from 4.3.4 to 4.3.5 (#1275)

Bumps [redis](https://github.com/redis/redis-py) from 4.3.4 to 4.3.5.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.3.4...v4.3.5)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index f4853e7a0e..365787bd26 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -8,7 +8,7 @@ ipywidgets==8.0.2
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.14.1 # pyup: ignore
-redis==4.3.4
+redis==4.3.5
 types-redis
 types-setuptools
 pymongo==4.3.3

From 596d9c0e2a05e95b106831d0331aae37c68c83d7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 5 Dec 2022 08:47:52 +0100
Subject: [PATCH 0247/1078] Bump redis from 4.3.5 to 4.4.0 (#1282)

Bumps [redis](https://github.com/redis/redis-py) from 4.3.5 to 4.4.0.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.3.5...v4.4.0)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 365787bd26..1f1df63287 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -8,7 +8,7 @@ ipywidgets==8.0.2
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.14.1 # pyup: ignore
-redis==4.3.5
+redis==4.4.0
 types-redis
 types-setuptools
 pymongo==4.3.3

From b3cda2b3318c93a96266f62e383b3b45f105f389 Mon Sep 17 00:00:00 2001
From: Ryan Abernathey <ryan.abernathey@gmail.com>
Date: Tue, 6 Dec 2022 04:11:08 -0500
Subject: [PATCH 0248/1078] Fix double counting V3 groups bug (#1268)

* fix double counting groups bug

* add release notes

Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 docs/release.rst             |  6 ++++++
 zarr/hierarchy.py            | 34 ++++++++++++++++------------------
 zarr/tests/test_hierarchy.py | 13 +++++++++++++
 3 files changed, 35 insertions(+), 18 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 8642ed8b6f..e15132b60b 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -14,6 +14,12 @@ Unreleased
     # .. warning::
     #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
 
+* Fix bug that caused double counting of groups in ``groups()`` and ``group_keys()``
+  methods with V3 stores.
+  By :user:`Ryan Abernathey <rabernat>` :issue:`1228`.
+
+.. _release_2.13.2:
+
 Maintenance
 ~~~~~~~~~~~
 
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 82323c7208..0dae921500 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -511,9 +511,15 @@ def group_keys(self):
         else:
             dir_name = meta_root + self._path
             group_sfx = '.group' + self._metadata_key_suffix
-            for key in sorted(listdir(self._store, dir_name)):
+            # The fact that we call sorted means this can't be a streaming generator.
+            # The keys are already in memory.
+            all_keys = sorted(listdir(self._store, dir_name))
+            for key in all_keys:
                 if key.endswith(group_sfx):
                     key = key[:-len(group_sfx)]
+                    if key in all_keys:
+                        # otherwise we will double count this group
+                        continue
                 path = self._key_prefix + key
                 if path.endswith(".array" + self._metadata_key_suffix):
                     # skip array keys
@@ -552,24 +558,16 @@ def groups(self):
                         zarr_version=self._version)
 
         else:
-            dir_name = meta_root + self._path
-            group_sfx = '.group' + self._metadata_key_suffix
-            for key in sorted(listdir(self._store, dir_name)):
-                if key.endswith(group_sfx):
-                    key = key[:-len(group_sfx)]
+            for key in self.group_keys():
                 path = self._key_prefix + key
-                if path.endswith(".array" + self._metadata_key_suffix):
-                    # skip array keys
-                    continue
-                if contains_group(self._store, path, explicit_only=False):
-                    yield key, Group(
-                        self._store,
-                        path=path,
-                        read_only=self._read_only,
-                        chunk_store=self._chunk_store,
-                        cache_attrs=self.attrs.cache,
-                        synchronizer=self._synchronizer,
-                        zarr_version=self._version)
+                yield key, Group(
+                    self._store,
+                    path=path,
+                    read_only=self._read_only,
+                    chunk_store=self._chunk_store,
+                    cache_attrs=self.attrs.cache,
+                    synchronizer=self._synchronizer,
+                    zarr_version=self._version)
 
     def array_keys(self, recurse=False):
         """Return an iterator over member names for arrays only.
diff --git a/zarr/tests/test_hierarchy.py b/zarr/tests/test_hierarchy.py
index 8d1fabbed3..7d87b6d404 100644
--- a/zarr/tests/test_hierarchy.py
+++ b/zarr/tests/test_hierarchy.py
@@ -770,6 +770,19 @@ def visitor1(val, *args):
 
         g1.store.close()
 
+    # regression test for https://github.com/zarr-developers/zarr-python/issues/1228
+    def test_double_counting_group_v3(self):
+        root_group = self.create_group()
+        group_names = ["foo", "foo-", "foo_"]
+        for name in group_names:
+            sub_group = root_group.create_group(name)
+            sub_group.create("bar", shape=10, dtype="i4")
+        assert list(root_group.group_keys()) == sorted(group_names)
+        assert list(root_group.groups()) == [
+            (name, root_group[name])
+            for name in sorted(group_names)
+        ]
+
     def test_empty_getitem_contains_iterators(self):
         # setup
         g = self.create_group()

From e7c0eb45ad1f571a8da3bfa9e23586848296e66c Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 7 Dec 2022 10:44:47 +0100
Subject: [PATCH 0249/1078] chore: update pre-commit hooks (#1278)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/PyCQA/flake8: 5.0.4 → 6.0.0](https://github.com/PyCQA/flake8/compare/5.0.4...6.0.0)
- [github.com/pre-commit/pre-commit-hooks: v4.3.0 → v4.4.0](https://github.com/pre-commit/pre-commit-hooks/compare/v4.3.0...v4.4.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 7541e60500..1f629ccf76 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -6,7 +6,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/PyCQA/flake8
-    rev: 5.0.4
+    rev: 6.0.0
     hooks:
     - id: flake8
       args: [
@@ -20,7 +20,7 @@ repos:
       - id: codespell
         args: ["-L", "ba,ihs,kake,nd,noe,nwo,te", "-S", "fixture"]
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.3.0
+    rev: v4.4.0
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy

From 1af77b63ad8d51a5a8dc2cd923bf73cb8abe5a64 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 16 Dec 2022 00:39:30 -0800
Subject: [PATCH 0250/1078] Bump numcodecs from 0.10.2 to 0.11.0 (#1300)

Bumps [numcodecs](https://github.com/zarr-developers/numcodecs) from 0.10.2 to 0.11.0.
- [Release notes](https://github.com/zarr-developers/numcodecs/releases)
- [Changelog](https://github.com/zarr-developers/numcodecs/blob/main/docs/release.rst)
- [Commits](https://github.com/zarr-developers/numcodecs/compare/v0.10.2...v0.11.0)

---
updated-dependencies:
- dependency-name: numcodecs
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index b76b398a16..3f96d79850 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -1,7 +1,7 @@
 # library requirements
 asciitree==0.3.3
 fasteners==0.18
-numcodecs==0.10.2
+numcodecs==0.11.0
 msgpack-python==0.5.6
 setuptools-scm==7.0.5
 # test requirements

From 13f7d0d77530a7d59b7f3d4bc80150d436c65061 Mon Sep 17 00:00:00 2001
From: Kola Babalola <sprynt001@users.noreply.github.com>
Date: Wed, 21 Dec 2022 07:38:37 +0000
Subject: [PATCH 0251/1078] Fix minor indexing errors in tutorial and
 specification examples of documentation (#1277)

---
 docs/spec/v1.rst  | 6 +++---
 docs/spec/v2.rst  | 6 +++---
 docs/tutorial.rst | 4 ++--
 3 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/docs/spec/v1.rst b/docs/spec/v1.rst
index d8598c88c4..8584b24e6d 100644
--- a/docs/spec/v1.rst
+++ b/docs/spec/v1.rst
@@ -144,9 +144,9 @@ are converted to strings and concatenated with the period character
 ('.') separating each index. For example, given an array with shape
 (10000, 10000) and chunk shape (1000, 1000) there will be 100 chunks
 laid out in a 10 by 10 grid. The chunk with indices (0, 0) provides
-data for rows 0-1000 and columns 0-1000 and is stored under the key
-'0.0'; the chunk with indices (2, 4) provides data for rows 2000-3000
-and columns 4000-5000 and is stored under the key '2.4'; etc.
+data for rows 0-999 and columns 0-999 and is stored under the key
+'0.0'; the chunk with indices (2, 4) provides data for rows 2000-2999
+and columns 4000-4999 and is stored under the key '2.4'; etc.
 
 There is no need for all chunks to be present within an array
 store. If a chunk is not present then it is considered to be in an
diff --git a/docs/spec/v2.rst b/docs/spec/v2.rst
index 6d11fd1acc..45e6afb320 100644
--- a/docs/spec/v2.rst
+++ b/docs/spec/v2.rst
@@ -216,9 +216,9 @@ To form a string key for a chunk, the indices are converted to strings and
 concatenated with the period character (".") separating each index. For
 example, given an array with shape (10000, 10000) and chunk shape (1000, 1000)
 there will be 100 chunks laid out in a 10 by 10 grid. The chunk with indices
-(0, 0) provides data for rows 0-1000 and columns 0-1000 and is stored under the
-key "0.0"; the chunk with indices (2, 4) provides data for rows 2000-3000 and
-columns 4000-5000 and is stored under the key "2.4"; etc.
+(0, 0) provides data for rows 0-999 and columns 0-999 and is stored under the
+key "0.0"; the chunk with indices (2, 4) provides data for rows 2000-2999 and
+columns 4000-4999 and is stored under the key "2.4"; etc.
 
 There is no need for all chunks to be present within an array store. If a chunk
 is not present then it is considered to be in an uninitialized state.  An
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 411ce0a163..43e42faf6b 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -525,9 +525,9 @@ When the indexing arrays have different shapes, they are broadcast together.
 That is, the following two calls are equivalent::
 
     >>> z[1, [1, 3]]
-    array([5, 7])
+    array([6, 8])
     >>> z[[1, 1], [1, 3]]
-    array([5, 7])
+    array([6, 8])
 
 Indexing with a mask array
 ~~~~~~~~~~~~~~~~~~~~~~~~~~

From 5aff4cb2a3114e4fbdeb2692856789827237eb48 Mon Sep 17 00:00:00 2001
From: Saransh Chopra <saransh0701@gmail.com>
Date: Wed, 21 Dec 2022 14:26:37 +0530
Subject: [PATCH 0252/1078] Skip labeler for bot PRs (#1271)

---
 .github/workflows/needs_release_notes.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/needs_release_notes.yml b/.github/workflows/needs_release_notes.yml
index b0b8b7c97d..d81ee0bdc4 100644
--- a/.github/workflows/needs_release_notes.yml
+++ b/.github/workflows/needs_release_notes.yml
@@ -5,6 +5,7 @@ on:
 
 jobs:
   triage:
+    if: ${{ github.event.pull_request.user.login != 'dependabot[bot]' }} && ${{ github.event.pull_request.user.login != 'pre-commit-ci[bot]' }}
     runs-on: ubuntu-latest
     steps:
     - uses: actions/labeler@main

From ab101e1c9ab094f6817ea78ff08320a513ab35cd Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 21 Dec 2022 09:56:52 +0100
Subject: [PATCH 0253/1078] Bump numpy from 1.23.5 to 1.24.0 (#1301)

Bumps [numpy](https://github.com/numpy/numpy) from 1.23.5 to 1.24.0.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.23.5...v1.24.0)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index f3f810368b..6b5b91b6c8 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.23.5
+numpy==1.24.0

From 4b91976e89b3d907c530ee2223e3277ed12bb931 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 21 Dec 2022 09:57:07 +0100
Subject: [PATCH 0254/1078] Bump setuptools-scm from 7.0.5 to 7.1.0 (#1302)

Bumps [setuptools-scm](https://github.com/pypa/setuptools_scm) from 7.0.5 to 7.1.0.
- [Release notes](https://github.com/pypa/setuptools_scm/releases)
- [Changelog](https://github.com/pypa/setuptools_scm/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pypa/setuptools_scm/compare/v7.0.5...v7.1.0)

---
updated-dependencies:
- dependency-name: setuptools-scm
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 3f96d79850..d5e0798e86 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -3,6 +3,6 @@ asciitree==0.3.3
 fasteners==0.18
 numcodecs==0.11.0
 msgpack-python==0.5.6
-setuptools-scm==7.0.5
+setuptools-scm==7.1.0
 # test requirements
 pytest==7.2.0

From 03853c97b1f21c0cb584ea4d554e4c0f7aad912f Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 21 Dec 2022 11:28:28 +0100
Subject: [PATCH 0255/1078] Bump ipywidgets from 8.0.2 to 8.0.3 (#1287)

Bumps [ipywidgets](https://github.com/jupyter-widgets/ipywidgets) from 8.0.2 to 8.0.3.
- [Release notes](https://github.com/jupyter-widgets/ipywidgets/releases)
- [Commits](https://github.com/jupyter-widgets/ipywidgets/compare/8.0.2...8.0.3)

---
updated-dependencies:
- dependency-name: ipywidgets
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 1f1df63287..77a2b5abdf 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -3,7 +3,7 @@
 lmdb==1.3.0; sys_platform != 'win32'
 # optional library requirements for Jupyter
 ipytree==0.2.2
-ipywidgets==8.0.2
+ipywidgets==8.0.3
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)

From d7e568ddd25151970489661ccfce67cadd919ab7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 21 Dec 2022 11:29:18 +0100
Subject: [PATCH 0256/1078] Remove flake8 dependency (#1276)

* Bump flake8 from 5.0.4 to 6.0.0

Bumps [flake8](https://github.com/pycqa/flake8) from 5.0.4 to 6.0.0.
- [Release notes](https://github.com/pycqa/flake8/releases)
- [Commits](https://github.com/pycqa/flake8/compare/5.0.4...6.0.0)

---
updated-dependencies:
- dependency-name: flake8
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* Attempt removing flake8

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 requirements_dev_optional.txt | 1 -
 1 file changed, 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 77a2b5abdf..25df1e19cc 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -14,7 +14,6 @@ types-setuptools
 pymongo==4.3.3
 # optional test requirements
 coverage
-flake8==5.0.4
 pytest-cov==4.0.0
 pytest-doctestplus==0.12.1
 pytest-timeout==2.1.0

From 482dfe531b6b180b60a734cec22a0dd7615732d3 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 21 Dec 2022 11:29:43 +0100
Subject: [PATCH 0257/1078] Bump lmdb from 1.3.0 to 1.4.0 (#1288)

Bumps [lmdb](https://github.com/jnwatson/py-lmdb) from 1.3.0 to 1.4.0.
- [Release notes](https://github.com/jnwatson/py-lmdb/releases)
- [Changelog](https://github.com/jnwatson/py-lmdb/blob/py-lmdb_1.4.0/ChangeLog)
- [Commits](https://github.com/jnwatson/py-lmdb/compare/py-lmdb_1.3.0...py-lmdb_1.4.0)

---
updated-dependencies:
- dependency-name: lmdb
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 25df1e19cc..05cc2b8730 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -1,6 +1,6 @@
 # optional library requirements
 # bsddb3==6.2.6; sys_platform != 'win32'
-lmdb==1.3.0; sys_platform != 'win32'
+lmdb==1.4.0; sys_platform != 'win32'
 # optional library requirements for Jupyter
 ipytree==0.2.2
 ipywidgets==8.0.3

From 4e633ad9aa434304296900790c4c65e0fa0dfa12 Mon Sep 17 00:00:00 2001
From: Rafal Wojdyla <ravwojdyla@gmail.com>
Date: Thu, 22 Dec 2022 09:33:45 +0900
Subject: [PATCH 0258/1078] Handle fsspec.FSMap using FSStore store (#1304)

---
 docs/release.rst              |  2 ++
 zarr/_storage/v3.py           | 10 ++++++++++
 zarr/storage.py               | 19 +++++++++++++++++++
 zarr/tests/test_storage.py    |  5 +++++
 zarr/tests/test_storage_v3.py |  5 +++++
 5 files changed, 41 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index e15132b60b..50eb8316bf 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -17,6 +17,8 @@ Unreleased
 * Fix bug that caused double counting of groups in ``groups()`` and ``group_keys()``
   methods with V3 stores.
   By :user:`Ryan Abernathey <rabernat>` :issue:`1228`.
+* Handle fsspec.FSMap using FSStore store
+  By :user:`Rafal Wojdyla <ravwojdyla>` :issue:`1304`.
 
 .. _release_2.13.2:
 
diff --git a/zarr/_storage/v3.py b/zarr/_storage/v3.py
index 515e6f5aaa..a0a1870ffc 100644
--- a/zarr/_storage/v3.py
+++ b/zarr/_storage/v3.py
@@ -567,6 +567,16 @@ def _normalize_store_arg_v3(store: Any, storage_options=None, mode="r") -> BaseS
         return store
     if isinstance(store, os.PathLike):
         store = os.fspath(store)
+    if FSStore._fsspec_installed():
+        import fsspec
+        if isinstance(store, fsspec.FSMap):
+            return FSStoreV3(store.root,
+                             fs=store.fs,
+                             mode=mode,
+                             check=store.check,
+                             create=store.create,
+                             missing_exceptions=store.missing_exceptions,
+                             **(storage_options or {}))
     if isinstance(store, str):
         if "://" in store or "::" in store:
             store = FSStoreV3(store, mode=mode, **(storage_options or {}))
diff --git a/zarr/storage.py b/zarr/storage.py
index 4acf637330..a2a8919d0b 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -139,6 +139,16 @@ def _normalize_store_arg_v2(store: Any, storage_options=None, mode="r") -> BaseS
         return store
     if isinstance(store, os.PathLike):
         store = os.fspath(store)
+    if FSStore._fsspec_installed():
+        import fsspec
+        if isinstance(store, fsspec.FSMap):
+            return FSStore(store.root,
+                           fs=store.fs,
+                           mode=mode,
+                           check=store.check,
+                           create=store.create,
+                           missing_exceptions=store.missing_exceptions,
+                           **(storage_options or {}))
     if isinstance(store, str):
         if "://" in store or "::" in store:
             return FSStore(store, mode=mode, **(storage_options or {}))
@@ -1308,6 +1318,8 @@ def __init__(self, url, normalize_keys=False, key_separator=None,
                  create=False,
                  missing_exceptions=None,
                  **storage_options):
+        if not self._fsspec_installed():  # pragma: no cover
+            raise ImportError("`fsspec` is required to use zarr's FSStore")
         import fsspec
 
         mapper_options = {"check": check, "create": create}
@@ -1479,6 +1491,13 @@ def clear(self):
             raise ReadOnlyError()
         self.map.clear()
 
+    @classmethod
+    def _fsspec_installed(cls):
+        """Returns true if fsspec is installed"""
+        import importlib.util
+
+        return importlib.util.find_spec("fsspec") is not None
+
 
 class TempStore(DirectoryStore):
     """Directory store using a temporary directory for storage.
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 39d4b5988d..7c23735f36 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -2556,10 +2556,15 @@ def test_normalize_store_arg(tmpdir):
         assert isinstance(store, Class)
 
     if have_fsspec:
+        import fsspec
+
         path = tempfile.mkdtemp()
         store = normalize_store_arg("file://" + path, zarr_version=2, mode='w')
         assert isinstance(store, FSStore)
 
+        store = normalize_store_arg(fsspec.get_mapper("file://" + path))
+        assert isinstance(store, FSStore)
+
 
 def test_meta_prefix_6853():
 
diff --git a/zarr/tests/test_storage_v3.py b/zarr/tests/test_storage_v3.py
index 13b5011676..4f6215135c 100644
--- a/zarr/tests/test_storage_v3.py
+++ b/zarr/tests/test_storage_v3.py
@@ -467,11 +467,16 @@ def test_normalize_store_arg_v3(tmpdir):
         normalize_store_arg(str(fn), zarr_version=3, mode='w', storage_options={"some": "kwargs"})
 
     if have_fsspec:
+        import fsspec
+
         path = tempfile.mkdtemp()
         store = normalize_store_arg("file://" + path, zarr_version=3, mode='w')
         assert isinstance(store, FSStoreV3)
         assert 'zarr.json' in store
 
+        store = normalize_store_arg(fsspec.get_mapper("file://" + path), zarr_version=3)
+        assert isinstance(store, FSStoreV3)
+
     fn = tmpdir.join('store.n5')
     with pytest.raises(NotImplementedError):
         normalize_store_arg(str(fn), zarr_version=3, mode='w')

From dcce26e6d4cdecdf7192ae1943127f381b16557c Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 12 Jan 2023 14:00:51 +0100
Subject: [PATCH 0259/1078] =?UTF-8?q?http://=20=E2=86=92=20https://=20(#13?=
 =?UTF-8?q?13)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 docs/release.rst                   | 6 ++++--
 notebooks/dask_copy.ipynb          | 2 +-
 notebooks/dask_count_alleles.ipynb | 2 +-
 3 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 50eb8316bf..e63e7f8c22 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -17,11 +17,10 @@ Unreleased
 * Fix bug that caused double counting of groups in ``groups()`` and ``group_keys()``
   methods with V3 stores.
   By :user:`Ryan Abernathey <rabernat>` :issue:`1228`.
+
 * Handle fsspec.FSMap using FSStore store
   By :user:`Rafal Wojdyla <ravwojdyla>` :issue:`1304`.
 
-.. _release_2.13.2:
-
 Maintenance
 ~~~~~~~~~~~
 
@@ -55,6 +54,9 @@ Maintenance
 * Delete unused files.
   By :user:`John Kirkham <jakirkham>` :issue:`1251`.
 
+* Uopdate web links: http:// → https://
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1313`.
+
 
 .. _release_2.13.3:
 
diff --git a/notebooks/dask_copy.ipynb b/notebooks/dask_copy.ipynb
index 5cb712508c..ba4391737a 100644
--- a/notebooks/dask_copy.ipynb
+++ b/notebooks/dask_copy.ipynb
@@ -33,7 +33,7 @@
       "text/html": [
        "\n",
        "    <div class=\"bk-root\">\n",
-       "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
+       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
        "        <span id=\"d4821cb3-378c-411d-a941-d0708c0c532b\">Loading BokehJS ...</span>\n",
        "    </div>"
       ]
diff --git a/notebooks/dask_count_alleles.ipynb b/notebooks/dask_count_alleles.ipynb
index 8ca462b232..8b9b7cec6e 100644
--- a/notebooks/dask_count_alleles.ipynb
+++ b/notebooks/dask_count_alleles.ipynb
@@ -26,7 +26,7 @@
       "text/html": [
        "\n",
        "    <div class=\"bk-root\">\n",
-       "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
+       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
        "        <span id=\"b153ad5f-436a-4afb-945c-87790add89c8\">Loading BokehJS ...</span>\n",
        "    </div>"
       ]

From af2600297d506778c7480b52df6d8efb9ac0bc4b Mon Sep 17 00:00:00 2001
From: Josh Moore <josh@openmicroscopy.org>
Date: Mon, 16 Jan 2023 14:37:22 +0100
Subject: [PATCH 0260/1078] 2.13.4/2.14.0 draft release notes (#1316)

* 2.13.4/2.14.0 draft release notes

* Correct typo

* Fix headings

* Fix issue markup

* Fix bullet points

* Re-arrange some PRs

* Update docs/release.rst

Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>

* Update docs/release.rst

Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>

* Apply suggestions from code review

Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>

* Update docs/release.rst

Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>

Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>
---
 docs/release.rst | 120 ++++++++++++++++++++++++++++++++++++++++++++---
 1 file changed, 113 insertions(+), 7 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index e63e7f8c22..7ffd751696 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,20 +6,58 @@ Release notes
     # to document your changes. On releases it will be
     # re-indented so that it does not show up in the notes.
 
-.. _unreleased:
+    .. _unreleased:
 
-Unreleased
-----------
+    Unreleased
+    ----------
 ..
     # .. warning::
     #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
 
+.. _release_2.13.4:
+
+2.13.4
+------
+
+Appreciation
+~~~~~~~~~~~~~
+
+Special thanks to Outreachy participants for contributing to most of the maintenance PRs. Please read the blog post summarising the contribution phase and welcoming new Outreachy interns: https://zarr.dev/blog/welcoming-outreachy-2022-interns/
+
+
+Enhancements
+~~~~~~~~~~~~
+
+* Handle fsspec.FSMap using FSStore store.
+  By :user:`Rafal Wojdyla <ravwojdyla>` :issue:`1304`.
+
+Bug fixes
+~~~~~~~~~
+
+* Fix bug that caused double counting of groups in ``groups()`` and ``group_keys()`` methods with V3 stores.
+  By :user:`Ryan Abernathey <rabernat>` :issue:`1228`.
+
+* Remove unnecessary calling of `contains_array` for key that ended in `.array.json`.
+  By :user:`Joe Hamman <jhamman>` :issue:`1149`.
+
 * Fix bug that caused double counting of groups in ``groups()`` and ``group_keys()``
   methods with V3 stores.
   By :user:`Ryan Abernathey <rabernat>` :issue:`1228`.
 
-* Handle fsspec.FSMap using FSStore store
-  By :user:`Rafal Wojdyla <ravwojdyla>` :issue:`1304`.
+Documentation
+~~~~~~~~~~~~~
+
+* Fix minor indexing errors in tutorial and specification examples of documentation. 
+  By :user:`Kola Babalola <sprynt001>` :issue:`1277`.
+
+* Add `requirements_rtfd.txt` in `contributing.rst`.
+  By :user:`AWA BRANDON AWA <DON-BRAN>` :issue:`1243`.
+
+* Add documentation for find/findall using visit.
+  By :user:`Weddy Gikunda <caviere>` :issue:`1241`.
+
+* Refresh of the main landing page.
+  By :user:`Josh Moore <joshmoore>` :issue:`1173`.
 
 Maintenance
 ~~~~~~~~~~~
@@ -54,9 +92,77 @@ Maintenance
 * Delete unused files.
   By :user:`John Kirkham <jakirkham>` :issue:`1251`.
 
-* Uopdate web links: http:// → https://
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1313`.
+* Skip labeller for bot PRs.
+  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1271`.
+
+* Restore Flake8 configuration.
+  By :user:`John Kirkham <jakirkham>` :issue:`1249`.
+
+* Add missing newline at EOF.
+  By :user:`Dimitri Papadopoulos` :issue:`1253`.
+
+* Add `license_files` to `pyproject.toml`.
+  By :user:`John Kirkham <jakirkham>` :issue:`1247`.
+
+* Adding `pyupgrade` suggestions.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1225`.
+
+* Fixed some linting errors.
+  By :user:`Weddy Gikunda <caviere>` :issue:`1226`.
+
+* Added the link to main website in readthedocs sidebar.
+  By :user:`Stephanie_nkwatoh <steph237>` :issue:`1216`.
+
+* Remove redundant wheel dependency in `pyproject.toml`.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1233`.
+
+* Turned on `isloated_build` in `tox.ini` file.
+  By :user:`AWA BRANDON AWA <DON-BRAN>` :issue:`1210`.
+
+* Fixed `flake8` alert and avoid duplication of `Zarr Developers`.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1203`.
+
+* Bump to NumPy 1.20+ in `environment.yml`.
+  By :user:`John Kirkham <jakirkham>` :issue:`1201`.
+
+* Bump to NumPy 1.20 in `pyproject.toml`.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1192`.
 
+* Remove LGTM (`.lgtm.yml`) configuration file.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1191`.
+
+* Codespell will skip `fixture` in pre-commit.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1197`.
+
+* Add msgpack in `requirements_rtfd.txt`.
+  By :user:`Emmanuel Bolarinwa <GbotemiB>` :issue:`1188`.
+
+* Added license to docs fixed a typo from `_spec_v2` to `_spec_v3`.
+  By :user:`AWA BRANDON AWA <DON-BRAN>` :issue:`1182`.
+
+* Fixed installation link in `README.md`.
+  By :user:`AWA BRANDON AWA <DON-BRAN>` :issue:`1177`.
+
+* Fixed typos in `installation.rst` and `release.rst`.
+  By :user:`Chizoba Nweke <zobbs-git>` :issue:`1178`.
+
+* Set `docs/conf.py` language to `en`.
+  By :user:`AWA BRANDON AWA <DON-BRAN>` :issue:`1174`.
+
+* Added `installation.rst` to the docs.
+  By :user:`AWA BRANDON AWA <DON-BRAN>` :issue:`1170`.
+
+* Adjustment of year to `2015-2018` to `2015-2022` in the docs.
+  By :user:`Emmanuel Bolarinwa <GbotemiB>` :issue:`1165`.
+
+* Updated `Forking the repository` section in `contributing.rst`.
+  By :user:`AWA BRANDON AWA <DON-BRAN>` :issue:`1171`.
+
+* Updated GitHub actions.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1134`.
+
+* Uopdate web links: `http:// → https://`.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1313`.
 
 .. _release_2.13.3:
 

From f0beb454f58331e50e7c34e7320e77ae89dd674e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 16 Jan 2023 14:42:50 +0100
Subject: [PATCH 0261/1078] Bump pytest from 7.2.0 to 7.2.1 (#1317)

Bumps [pytest](https://github.com/pytest-dev/pytest) from 7.2.0 to 7.2.1.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/7.2.0...7.2.1)

---
updated-dependencies:
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index d5e0798e86..34d7d98e7e 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -5,4 +5,4 @@ numcodecs==0.11.0
 msgpack-python==0.5.6
 setuptools-scm==7.1.0
 # test requirements
-pytest==7.2.0
+pytest==7.2.1

From bf1d37293044535d32cb6655d06cc078e66b6a37 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 16 Jan 2023 14:43:03 +0100
Subject: [PATCH 0262/1078] Bump redis from 4.4.0 to 4.4.2 (#1315)

Bumps [redis](https://github.com/redis/redis-py) from 4.4.0 to 4.4.2.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.4.0...v4.4.2)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 05cc2b8730..e44c60e9c9 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -8,7 +8,7 @@ ipywidgets==8.0.3
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.14.1 # pyup: ignore
-redis==4.4.0
+redis==4.4.2
 types-redis
 types-setuptools
 pymongo==4.3.3

From c9fe26273511395e9b295f17d17224f2cde52f3b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 16 Jan 2023 14:43:25 +0100
Subject: [PATCH 0263/1078] Bump numpy from 1.24.0 to 1.24.1 (#1311)

Bumps [numpy](https://github.com/numpy/numpy) from 1.24.0 to 1.24.1.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.24.0...v1.24.1)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index 6b5b91b6c8..7d373a254d 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.24.0
+numpy==1.24.1

From 876ccf2cd66135d53b3962dc6120c98624ba9d3c Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 16 Jan 2023 14:43:38 +0100
Subject: [PATCH 0264/1078] Bump ipywidgets from 8.0.3 to 8.0.4 (#1307)

Bumps [ipywidgets](https://github.com/jupyter-widgets/ipywidgets) from 8.0.3 to 8.0.4.
- [Release notes](https://github.com/jupyter-widgets/ipywidgets/releases)
- [Commits](https://github.com/jupyter-widgets/ipywidgets/compare/8.0.3...8.0.4)

---
updated-dependencies:
- dependency-name: ipywidgets
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index e44c60e9c9..5d7dc3398c 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -3,7 +3,7 @@
 lmdb==1.4.0; sys_platform != 'win32'
 # optional library requirements for Jupyter
 ipytree==0.2.2
-ipywidgets==8.0.3
+ipywidgets==8.0.4
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)

From 1fd607a9fc439545d5ed43305c49a1b42b1c3d37 Mon Sep 17 00:00:00 2001
From: James Bourbeau <jrbourbeau@users.noreply.github.com>
Date: Mon, 16 Jan 2023 09:53:12 -0600
Subject: [PATCH 0265/1078] Ensure `zarr.create` uses writeable mode (#1309)

* Ensure zarr.create uses writeable mode

* Update release.rst

Added release notes for [#1309](https://github.com/zarr-developers/zarr-python/pull/1309)

* Switch to bug fix

Co-authored-by: Josh Moore <josh@openmicroscopy.org>
Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>
---
 docs/release.rst            |  9 +++++++++
 zarr/creation.py            |  2 +-
 zarr/tests/test_creation.py | 14 +++++++++++++-
 3 files changed, 23 insertions(+), 2 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 7ffd751696..d6692a01d9 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -16,6 +16,15 @@ Release notes
 
 .. _release_2.13.4:
 
+2.13.5
+------
+
+Bug fixes
+~~~~~~~~~
+
+* Ensure ``zarr.create`` uses writeable mode to fix issue with :issue:`1304`.
+  By :user:`James Bourbeau <jrbourbeau>` :issue:`1309`.
+
 2.13.4
 ------
 
diff --git a/zarr/creation.py b/zarr/creation.py
index 00d2c40030..cc191e3734 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -145,7 +145,7 @@ def create(shape, chunks=True, dtype=None, compressor='default',
         zarr_version = getattr(chunk_store, '_store_version', DEFAULT_ZARR_VERSION)
 
     # handle polymorphic store arg
-    store = normalize_store_arg(store, zarr_version=zarr_version)
+    store = normalize_store_arg(store, zarr_version=zarr_version, mode="w")
     zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
 
     # API compatibility with h5py
diff --git a/zarr/tests/test_creation.py b/zarr/tests/test_creation.py
index 0f12fc5613..4c9c292734 100644
--- a/zarr/tests/test_creation.py
+++ b/zarr/tests/test_creation.py
@@ -19,7 +19,7 @@
 from zarr._storage.store import v3_api_available
 from zarr._storage.v3 import DirectoryStoreV3, KVStoreV3
 from zarr.sync import ThreadSynchronizer
-from zarr.tests.util import mktemp
+from zarr.tests.util import mktemp, have_fsspec
 
 _VERSIONS = ((None, 2, 3) if v3_api_available else (None, 2))
 _VERSIONS2 = ((2, 3) if v3_api_available else (2, ))
@@ -429,6 +429,18 @@ def test_create_in_dict(zarr_version, at_root):
     assert isinstance(a.store, expected_store_type)
 
 
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
+@pytest.mark.parametrize('at_root', [False, True])
+def test_create_writeable_mode(zarr_version, at_root, tmp_path):
+    # Regression test for https://github.com/zarr-developers/zarr-python/issues/1306
+    import fsspec
+    kwargs = _init_creation_kwargs(zarr_version, at_root)
+    store = fsspec.get_mapper(str(tmp_path))
+    z = create(100, store=store, **kwargs)
+    assert z.store.map == store
+
+
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
 @pytest.mark.parametrize('at_root', [False, True])
 def test_empty_like(zarr_version, at_root):

From df6e07193f6794b25c0f71d5dc631e7caf449321 Mon Sep 17 00:00:00 2001
From: Josh Moore <josh@openmicroscopy.org>
Date: Mon, 16 Jan 2023 17:13:05 +0100
Subject: [PATCH 0266/1078] Bump pypi action (#1320)

2.13.4 and 2.13.5 were not released due to the following error:

```
Error: Unable to resolve action `pypa/gh-action-pypi-publish@v1`, unable to find version `v1`
```
---
 .github/workflows/releases.yml |  2 +-
 docs/release.rst               | 15 ++++++++++++++-
 2 files changed, 15 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 1bcf79ef5f..d1479d43e1 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -64,7 +64,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1
+      - uses: pypa/gh-action-pypi-publish@v1.6.4
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}
diff --git a/docs/release.rst b/docs/release.rst
index d6692a01d9..817bdc4f37 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -14,7 +14,18 @@ Release notes
     # .. warning::
     #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
 
-.. _release_2.13.4:
+.. _release_2.13.6:
+
+2.13.6
+------
+
+Maintenance
+~~~~~~~~~~~
+
+* Bump gh-action-pypi-publish to 1.6.4.
+  By :user:`Josh Moore <joshmoore>` :issue:`1320`.
+
+.. _release_2.13.5:
 
 2.13.5
 ------
@@ -25,6 +36,8 @@ Bug fixes
 * Ensure ``zarr.create`` uses writeable mode to fix issue with :issue:`1304`.
   By :user:`James Bourbeau <jrbourbeau>` :issue:`1309`.
 
+.. _release_2.13.4:
+
 2.13.4
 ------
 

From 385b5d3635618e086eb4752f81c652379751a5ad Mon Sep 17 00:00:00 2001
From: Jonathan Striebel <jstriebel@users.noreply.github.com>
Date: Mon, 16 Jan 2023 17:37:33 +0100
Subject: [PATCH 0267/1078] add storage_transformers and get/set_partial_values
 (#1096)

* add storage_transformers and get/set_partial_values

* formatting

* add docs and release notes

* add test_core testcase

* Update zarr/creation.py

Co-authored-by: Gregory Lee <grlee77@gmail.com>

* apply PR feedback

* add comment that storage_transformers=None is the same as storage_transformers=[]

* use empty tuple as default for storage_transformers

* make mypy happy

* better coverage, minor fix, adding rmdir

* add missing rmdir to test

* increase coverage

* improve test coverage

* fix TestArrayWithStorageTransformersV3

* Update zarr/creation.py

Co-authored-by: Gregory Lee <grlee77@gmail.com>

* pick generic storage transformer changes from #1111

* increase coverage

* fix order of storage transformers

* retrigger CI

* minor fixes

* make flake8 happy

* apply PR feedback

Co-authored-by: Gregory Lee <grlee77@gmail.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 docs/release.rst              |  17 ++-
 zarr/_storage/store.py        | 225 +++++++++++++++++++++++++++++++++-
 zarr/core.py                  |  26 +++-
 zarr/creation.py              |  12 +-
 zarr/meta.py                  |  48 +++++++-
 zarr/storage.py               |   9 +-
 zarr/tests/test_core.py       |  34 ++++-
 zarr/tests/test_creation.py   |  15 +++
 zarr/tests/test_storage_v3.py | 125 ++++++++++++++++++-
 9 files changed, 493 insertions(+), 18 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 817bdc4f37..f633aea7cc 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,14 +6,20 @@ Release notes
     # to document your changes. On releases it will be
     # re-indented so that it does not show up in the notes.
 
-    .. _unreleased:
+.. _unreleased:
 
-    Unreleased
-    ----------
+Unreleased
+----------
 ..
     # .. warning::
     #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
 
+* Improve Zarr V3 support, adding partial store read/write and storage transformers.
+  Add two features of the [v3 spec](https://zarr-specs.readthedocs.io/en/latest/core/v3.0.html):
+  * storage transformers
+  * `get_partial_values` and `set_partial_values`
+  By :user:`Jonathan Striebel <jstriebel>`; :issue:`1096`.
+
 .. _release_2.13.6:
 
 2.13.6
@@ -44,7 +50,10 @@ Bug fixes
 Appreciation
 ~~~~~~~~~~~~~
 
-Special thanks to Outreachy participants for contributing to most of the maintenance PRs. Please read the blog post summarising the contribution phase and welcoming new Outreachy interns: https://zarr.dev/blog/welcoming-outreachy-2022-interns/
+Special thanks to Outreachy participants for contributing to most of the
+maintenance PRs. Please read the blog post summarising the contribution phase
+and welcoming new Outreachy interns:
+https://zarr.dev/blog/welcoming-outreachy-2022-interns/
 
 
 Enhancements
diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index 9e265cf383..4d813b8e05 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -1,8 +1,10 @@
 import abc
 import os
+from collections import defaultdict
 from collections.abc import MutableMapping
+from copy import copy
 from string import ascii_letters, digits
-from typing import Any, List, Mapping, Optional, Union
+from typing import Any, Dict, List, Mapping, Optional, Sequence, Tuple, Union
 
 from zarr.meta import Metadata2, Metadata3
 from zarr.util import normalize_storage_path
@@ -254,6 +256,82 @@ def __setitem__(self, key, value):
     def __getitem__(self, key):
         """Get a value."""
 
+    @abc.abstractmethod
+    def rmdir(self, path=None):
+        """Remove a data path and all its subkeys and related metadata.
+        Expects a path without the data or meta root prefix."""
+
+    @property
+    def supports_efficient_get_partial_values(self):
+        return False
+
+    def get_partial_values(
+        self,
+        key_ranges: Sequence[Tuple[str, Tuple[int, Optional[int]]]]
+    ) -> List[Union[bytes, memoryview, bytearray]]:
+        """Get multiple partial values.
+        key_ranges can be an iterable of key, range pairs,
+        where a range specifies two integers range_start and range_length
+        as a tuple, (range_start, range_length).
+        range_length may be None to indicate to read until the end.
+        range_start may be negative to start reading range_start bytes
+        from the end of the file.
+        A key may occur multiple times with different ranges.
+        Inserts None for missing keys into the returned list."""
+        results: List[Union[bytes, memoryview, bytearray]] = (
+            [None] * len(key_ranges)  # type: ignore[list-item]
+        )
+        indexed_ranges_by_key: Dict[str, List[Tuple[int, Tuple[int, Optional[int]]]]] = (
+            defaultdict(list)
+        )
+        for i, (key, range_) in enumerate(key_ranges):
+            indexed_ranges_by_key[key].append((i, range_))
+        for key, indexed_ranges in indexed_ranges_by_key.items():
+            try:
+                value = self[key]
+            except KeyError:  # pragma: no cover
+                continue
+            for i, (range_from, range_length) in indexed_ranges:
+                if range_length is None:
+                    results[i] = value[range_from:]
+                else:
+                    results[i] = value[range_from:range_from + range_length]
+        return results
+
+    def supports_efficient_set_partial_values(self):
+        return False
+
+    def set_partial_values(self, key_start_values):
+        """Set multiple partial values.
+        key_start_values can be an iterable of key, start and value triplets
+        as tuples, (key, start, value), where start defines the offset in bytes.
+        A key may occur multiple times with different starts and non-overlapping values.
+        Also, start may only be beyond the current value if other values fill the gap.
+        start may be negative to start writing start bytes from the current
+        end of the file, ending the file with the new value."""
+        unique_keys = set(next(zip(*key_start_values)))
+        values = {}
+        for key in unique_keys:
+            old_value = self.get(key)
+            values[key] = None if old_value is None else bytearray(old_value)
+        for key, start, value in key_start_values:
+            if values[key] is None:
+                assert start == 0
+                values[key] = value
+            else:
+                if start > len(values[key]):  # pragma: no cover
+                    raise ValueError(
+                        f"Cannot set value at start {start}, "
+                        + f"since it is beyond the data at key {key}, "
+                        + f"having length {len(values[key])}."
+                    )
+                if start < 0:
+                    values[key][start:] = value
+                else:
+                    values[key][start:start + len(value)] = value
+        for key, value in values.items():
+            self[key] = value
+
     def clear(self):
         """Remove all items from store."""
         self.erase_prefix("/")
@@ -303,6 +381,151 @@ def _ensure_store(store):
         )
 
 
+class StorageTransformer(MutableMapping, abc.ABC):
+    """Base class for storage transformers. The methods simply pass on the data as-is
+    and should be overwritten by sub-classes."""
+
+    _store_version = 3
+    _metadata_class = Metadata3
+
+    def __init__(self, _type) -> None:
+        if _type not in self.valid_types:  # pragma: no cover
+            raise ValueError(
+                f"Storage transformer cannot be initialized with type {_type}, "
+                + f"must be one of {list(self.valid_types)}."
+            )
+        self.type = _type
+        self._inner_store = None
+
+    def _copy_for_array(self, array, inner_store):
+        transformer_copy = copy(self)
+        transformer_copy._inner_store = inner_store
+        return transformer_copy
+
+    @abc.abstractproperty
+    def extension_uri(self):
+        pass  # pragma: no cover
+
+    @abc.abstractproperty
+    def valid_types(self):
+        pass  # pragma: no cover
+
+    def get_config(self):
+        """Return a dictionary holding configuration parameters for this
+        storage transformer. All values must be compatible with JSON encoding."""
+        # Override in sub-class if need special encoding of config values.
+        # By default, assume all non-private members are configuration
+        # parameters except for type .
+        return {
+            k: v for k, v in self.__dict__.items()
+            if not k.startswith('_') and k != "type"
+        }
+
+    @classmethod
+    def from_config(cls, _type, config):
+        """Instantiate storage transformer from a configuration object."""
+        # override in sub-class if need special decoding of config values
+
+        # by default, assume constructor accepts configuration parameters as
+        # keyword arguments without any special decoding
+        return cls(_type, **config)
+
+    @property
+    def inner_store(self) -> Union["StorageTransformer", StoreV3]:
+        assert self._inner_store is not None, (
+            "inner_store is not initialized, first get a copy via _copy_for_array."
+        )
+        return self._inner_store
+
+    # The following implementations are usually fine to keep as-is:
+
+    def __eq__(self, other):
+        return (
+            type(self) == type(other) and
+            self._inner_store == other._inner_store and
+            self.get_config() == other.get_config()
+        )
+
+    def erase(self, key):
+        self.__delitem__(key)
+
+    def list(self):
+        return list(self.keys())
+
+    def list_dir(self, prefix):
+        return StoreV3.list_dir(self, prefix)
+
+    def is_readable(self):
+        return self.inner_store.is_readable()
+
+    def is_writeable(self):
+        return self.inner_store.is_writeable()
+
+    def is_listable(self):
+        return self.inner_store.is_listable()
+
+    def is_erasable(self):
+        return self.inner_store.is_erasable()
+
+    def clear(self):
+        return self.inner_store.clear()
+
+    def __enter__(self):
+        return self.inner_store.__enter__()
+
+    def __exit__(self, exc_type, exc_value, traceback):
+        return self.inner_store.__exit__(exc_type, exc_value, traceback)
+
+    def close(self) -> None:
+        return self.inner_store.close()
+
+    # The following implementations might need to be re-implemented
+    # by subclasses implementing storage transformers:
+
+    def rename(self, src_path: str, dst_path: str) -> None:
+        return self.inner_store.rename(src_path, dst_path)
+
+    def list_prefix(self, prefix):
+        return self.inner_store.list_prefix(prefix)
+
+    def erase_prefix(self, prefix):
+        return self.inner_store.erase_prefix(prefix)
+
+    def rmdir(self, path=None):
+        return self.inner_store.rmdir(path)
+
+    def __contains__(self, key):
+        return self.inner_store.__contains__(key)
+
+    def __setitem__(self, key, value):
+        return self.inner_store.__setitem__(key, value)
+
+    def __getitem__(self, key):
+        return self.inner_store.__getitem__(key)
+
+    def __delitem__(self, key):
+        return self.inner_store.__delitem__(key)
+
+    def __iter__(self):
+        return self.inner_store.__iter__()
+
+    def __len__(self):
+        return self.inner_store.__len__()
+
+    @property
+    def supports_efficient_get_partial_values(self):
+        return self.inner_store.supports_efficient_get_partial_values
+
+    def get_partial_values(self, key_ranges):
+        return self.inner_store.get_partial_values(key_ranges)
+
+    def supports_efficient_set_partial_values(self):
+        return self.inner_store.supports_efficient_set_partial_values()
+
+    def set_partial_values(self, key_start_values):
+        return self.inner_store.set_partial_values(key_start_values)
+
+
 # allow MutableMapping for backwards compatibility
 StoreLike = Union[BaseStore, MutableMapping]
 
diff --git a/zarr/core.py b/zarr/core.py
index e5b2045160..5d37570831 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -189,6 +189,7 @@ def __init__(
 
         self._store = store
         self._chunk_store = chunk_store
+        self._transformed_chunk_store = None
         self._path = normalize_storage_path(path)
         if self._path:
             self._key_prefix = self._path + '/'
@@ -292,6 +293,16 @@ def _load_metadata_nosync(self):
                 filters = [get_codec(config) for config in filters]
             self._filters = filters
 
+            if self._version == 3:
+                storage_transformers = meta.get('storage_transformers', [])
+                if storage_transformers:
+                    transformed_store = self._chunk_store or self._store
+                    for storage_transformer in storage_transformers[::-1]:
+                        transformed_store = storage_transformer._copy_for_array(
+                            self, transformed_store
+                        )
+                    self._transformed_chunk_store = transformed_store
+
     def _refresh_metadata(self):
         if not self._cache_metadata:
             self._load_metadata()
@@ -371,10 +382,12 @@ def read_only(self, value):
     @property
     def chunk_store(self):
         """A MutableMapping providing the underlying storage for array chunks."""
-        if self._chunk_store is None:
-            return self._store
-        else:
+        if self._transformed_chunk_store is not None:
+            return self._transformed_chunk_store
+        elif self._chunk_store is not None:
             return self._chunk_store
+        else:
+            return self._store
 
     @property
     def shape(self):
@@ -1800,7 +1813,7 @@ def _set_selection(self, indexer, value, fields=None):
             check_array_shape('value', value, sel_shape)
 
         # iterate over chunks in range
-        if not hasattr(self.store, "setitems") or self._synchronizer is not None \
+        if not hasattr(self.chunk_store, "setitems") or self._synchronizer is not None \
            or any(map(lambda x: x == 0, self.shape)):
             # iterative approach
             for chunk_coords, chunk_selection, out_selection in indexer:
@@ -2229,7 +2242,10 @@ def _encode_chunk(self, chunk):
             cdata = chunk
 
         # ensure in-memory data is immutable and easy to compare
-        if isinstance(self.chunk_store, KVStore):
+        if (
+            isinstance(self.chunk_store, KVStore)
+            or isinstance(self._chunk_store, KVStore)
+        ):
             cdata = ensure_bytes(cdata)
 
         return cdata
diff --git a/zarr/creation.py b/zarr/creation.py
index cc191e3734..a6fa8e44cc 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -22,7 +22,7 @@ def create(shape, chunks=True, dtype=None, compressor='default',
            overwrite=False, path=None, chunk_store=None, filters=None,
            cache_metadata=True, cache_attrs=True, read_only=False,
            object_codec=None, dimension_separator=None, write_empty_chunks=True,
-           *, zarr_version=None, meta_array=None, **kwargs):
+           *, zarr_version=None, meta_array=None, storage_transformers=(), **kwargs):
     """Create an array.
 
     Parameters
@@ -85,6 +85,14 @@ def create(shape, chunks=True, dtype=None, compressor='default',
 
         .. versionadded:: 2.11
 
+    storage_transformers : sequence of StorageTransformers, optional
+        Setting storage transformers, changes the storage structure and behaviour
+        of data coming from the underlying store. The transformers are applied in the
+        order of the given sequence. Supplying an empty sequence is the same as omitting
+        the argument or setting it to None. May only be set when using zarr_version 3.
+
+        .. versionadded:: 2.13
+
     zarr_version : {None, 2, 3}, optional
         The zarr protocol version of the created array. If None, it will be
         inferred from ``store`` or ``chunk_store`` if they are provided,
@@ -170,7 +178,7 @@ def create(shape, chunks=True, dtype=None, compressor='default',
     init_array(store, shape=shape, chunks=chunks, dtype=dtype, compressor=compressor,
                fill_value=fill_value, order=order, overwrite=overwrite, path=path,
                chunk_store=chunk_store, filters=filters, object_codec=object_codec,
-               dimension_separator=dimension_separator)
+               dimension_separator=dimension_separator, storage_transformers=storage_transformers)
 
     # instantiate array
     z = Array(store, path=path, chunk_store=chunk_store, synchronizer=synchronizer,
diff --git a/zarr/meta.py b/zarr/meta.py
index 77c55b9871..41a90101b5 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -9,7 +9,11 @@
 from zarr.errors import MetadataError
 from zarr.util import json_dumps, json_loads
 
-from typing import cast, Union, Any, List, Mapping as MappingType, Optional
+from typing import cast, Union, Any, List, Mapping as MappingType, Optional, TYPE_CHECKING
+
+if TYPE_CHECKING:  # pragma: no cover
+    from zarr._storage.store import StorageTransformer
+
 
 ZARR_FORMAT = 2
 ZARR_FORMAT_v3 = 3
@@ -459,6 +463,36 @@ def _decode_codec_metadata(cls, meta: Optional[Mapping]) -> Optional[Codec]:
 
         return codec
 
+    @classmethod
+    def _encode_storage_transformer_metadata(
+        cls,
+        storage_transformer: "StorageTransformer"
+    ) -> Optional[Mapping]:
+        return {
+            "extension": storage_transformer.extension_uri,
+            "type": storage_transformer.type,
+            "configuration": storage_transformer.get_config(),
+        }
+
+    @classmethod
+    def _decode_storage_transformer_metadata(cls, meta: Mapping) -> "StorageTransformer":
+        from zarr.tests.test_storage_v3 import DummyStorageTransfomer
+
+        # This might be changed to a proper registry in the future
+        KNOWN_STORAGE_TRANSFORMERS = [DummyStorageTransfomer]
+
+        conf = meta.get('configuration', {})
+        extension_uri = meta['extension']
+        transformer_type = meta['type']
+
+        for StorageTransformerCls in KNOWN_STORAGE_TRANSFORMERS:
+            if StorageTransformerCls.extension_uri == extension_uri:
+                break
+        else:  # pragma: no cover
+            raise NotImplementedError
+
+        return StorageTransformerCls.from_config(transformer_type, conf)
+
     @classmethod
     def decode_array_metadata(cls, s: Union[MappingType, str]) -> MappingType[str, Any]:
         meta = cls.parse_metadata(s)
@@ -476,6 +510,10 @@ def decode_array_metadata(cls, s: Union[MappingType, str]) -> MappingType[str, A
             # TODO: remove dimension_separator?
 
             compressor = cls._decode_codec_metadata(meta.get("compressor", None))
+            storage_transformers = meta.get("storage_transformers", ())
+            storage_transformers = [
+                cls._decode_storage_transformer_metadata(i) for i in storage_transformers
+            ]
             extensions = meta.get("extensions", [])
             meta = dict(
                 shape=tuple(meta["shape"]),
@@ -493,6 +531,8 @@ def decode_array_metadata(cls, s: Union[MappingType, str]) -> MappingType[str, A
             # compressor field should be absent when there is no compression
             if compressor:
                 meta['compressor'] = compressor
+            if storage_transformers:
+                meta['storage_transformers'] = storage_transformers
 
         except Exception as e:
             raise MetadataError("error decoding metadata: %s" % e)
@@ -514,6 +554,10 @@ def encode_array_metadata(cls, meta: MappingType[str, Any]) -> bytes:
             object_codec = None
 
         compressor = cls._encode_codec_metadata(meta.get("compressor", None))
+        storage_transformers = meta.get("storage_transformers", ())
+        storage_transformers = [
+            cls._encode_storage_transformer_metadata(i) for i in storage_transformers
+        ]
         extensions = meta.get("extensions", [])
         meta = dict(
             shape=meta["shape"] + sdshape,
@@ -532,6 +576,8 @@ def encode_array_metadata(cls, meta: MappingType[str, Any]) -> bytes:
             meta["compressor"] = compressor
         if dimension_separator:
             meta["dimension_separator"] = dimension_separator
+        if storage_transformers:
+            meta["storage_transformers"] = storage_transformers
         return json_dumps(meta)
 
 
diff --git a/zarr/storage.py b/zarr/storage.py
index a2a8919d0b..db51cca947 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -311,6 +311,7 @@ def init_array(
     filters=None,
     object_codec=None,
     dimension_separator=None,
+    storage_transformers=(),
 ):
     """Initialize an array store with the given configuration. Note that this is a low-level
     function and there should be no need to call this directly from user code.
@@ -438,7 +439,8 @@ def init_array(
                          order=order, overwrite=overwrite, path=path,
                          chunk_store=chunk_store, filters=filters,
                          object_codec=object_codec,
-                         dimension_separator=dimension_separator)
+                         dimension_separator=dimension_separator,
+                         storage_transformers=storage_transformers)
 
 
 def _init_array_metadata(
@@ -455,6 +457,7 @@ def _init_array_metadata(
     filters=None,
     object_codec=None,
     dimension_separator=None,
+    storage_transformers=(),
 ):
 
     store_version = getattr(store, '_store_version', 2)
@@ -576,6 +579,7 @@ def _init_array_metadata(
     if store_version < 3:
         meta.update(dict(chunks=chunks, dtype=dtype, order=order,
                          filters=filters_config))
+        assert not storage_transformers
     else:
         if dimension_separator is None:
             dimension_separator = "/"
@@ -589,7 +593,8 @@ def _init_array_metadata(
                                  separator=dimension_separator),
                  chunk_memory_layout=order,
                  data_type=dtype,
-                 attributes=attributes)
+                 attributes=attributes,
+                 storage_transformers=storage_transformers)
         )
 
     key = _prefix_to_array_key(store, _path_to_prefix(path))
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index e32026e662..ffacefb937 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -49,9 +49,11 @@
     KVStoreV3,
     LMDBStoreV3,
     LRUStoreCacheV3,
+    RmdirV3,
     SQLiteStoreV3,
     StoreV3,
 )
+from zarr.tests.test_storage_v3 import DummyStorageTransfomer
 from zarr.util import buffer_size
 from zarr.tests.util import abs_container, skip_test_env_var, have_fsspec, mktemp
 
@@ -3098,7 +3100,7 @@ def test_nbytes_stored(self):
 # Note: this custom mapping doesn't actually have all methods in the
 #       v3 spec (e.g. erase), but they aren't needed here.
 
-class CustomMappingV3(StoreV3):
+class CustomMappingV3(RmdirV3, StoreV3):
 
     def __init__(self):
         self.inner = KVStoreV3(dict())
@@ -3359,6 +3361,36 @@ def expected(self):
         ]
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
+class TestArrayWithStorageTransformersV3(TestArrayWithChunkStoreV3):
+
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        store = KVStoreV3(dict())
+        # separate chunk store
+        chunk_store = KVStoreV3(dict())
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        dummy_storage_transformer = DummyStorageTransfomer(
+            "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
+        )
+        init_array(store, path=array_path, chunk_store=chunk_store,
+                   storage_transformers=[dummy_storage_transformer], **kwargs)
+        return Array(store, path=array_path, read_only=read_only,
+                     chunk_store=chunk_store, cache_metadata=cache_metadata,
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+
+    def expected(self):
+        return [
+            "3fb9a4f8233b09ad02067b6b7fc9fd5caa405c7d",
+            "89c8eb364beb84919fc9153d2c1ed2696274ec18",
+            "73307055c3aec095dd1232c38d793ef82a06bd97",
+            "6152c09255a5efa43b1a115546e35affa00c138c",
+            "2f8802fc391f67f713302e84fad4fd8f1366d6c2",
+        ]
+
+
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 def test_array_mismatched_store_versions():
     store_v3 = KVStoreV3(dict())
diff --git a/zarr/tests/test_creation.py b/zarr/tests/test_creation.py
index 4c9c292734..b791bc3952 100644
--- a/zarr/tests/test_creation.py
+++ b/zarr/tests/test_creation.py
@@ -19,8 +19,10 @@
 from zarr._storage.store import v3_api_available
 from zarr._storage.v3 import DirectoryStoreV3, KVStoreV3
 from zarr.sync import ThreadSynchronizer
+from zarr.tests.test_storage_v3 import DummyStorageTransfomer
 from zarr.tests.util import mktemp, have_fsspec
 
+
 _VERSIONS = ((None, 2, 3) if v3_api_available else (None, 2))
 _VERSIONS2 = ((2, 3) if v3_api_available else (2, ))
 
@@ -747,3 +749,16 @@ def test_create_read_only(zarr_version, at_root):
 def test_json_dumps_chunks_numpy_dtype():
     z = zeros((10,), chunks=(np.int64(2),))
     assert np.all(z[...] == 0)
+
+
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
+@pytest.mark.parametrize('at_root', [False, True])
+def test_create_with_storage_transformers(at_root):
+    kwargs = _init_creation_kwargs(zarr_version=3, at_root=at_root)
+    transformer = DummyStorageTransfomer(
+        "dummy_type",
+        test_value=DummyStorageTransfomer.TEST_CONSTANT
+    )
+    z = create(1000000000, chunks=True, storage_transformers=[transformer], **kwargs)
+    assert isinstance(z.chunk_store, DummyStorageTransfomer)
+    assert z.chunk_store.test_value == DummyStorageTransfomer.TEST_CONSTANT
diff --git a/zarr/tests/test_storage_v3.py b/zarr/tests/test_storage_v3.py
index 4f6215135c..9f18c89361 100644
--- a/zarr/tests/test_storage_v3.py
+++ b/zarr/tests/test_storage_v3.py
@@ -1,6 +1,7 @@
 import array
 import atexit
 import copy
+import inspect
 import os
 import tempfile
 
@@ -8,7 +9,7 @@
 import pytest
 
 import zarr
-from zarr._storage.store import _get_hierarchy_metadata, v3_api_available
+from zarr._storage.store import _get_hierarchy_metadata, v3_api_available, StorageTransformer
 from zarr.meta import _default_entry_point_metadata_v3
 from zarr.storage import (atexit_rmglob, atexit_rmtree, data_root,
                           default_compressor, getsize, init_array, meta_root,
@@ -88,6 +89,18 @@ def keys(self):
         """keys"""
 
 
+class DummyStorageTransfomer(StorageTransformer):
+    TEST_CONSTANT = "test1234"
+
+    extension_uri = "https://purl.org/zarr/spec/storage_transformers/dummy/1.0"
+    valid_types = ["dummy_type"]
+
+    def __init__(self, _type, test_value) -> None:
+        super().__init__(_type)
+        assert test_value == self.TEST_CONSTANT
+        self.test_value = test_value
+
+
 def test_ensure_store_v3():
     class InvalidStore:
         pass
@@ -190,8 +203,11 @@ def test_init_array(self, dimension_separator_fixture_v3):
 
         store = self.create_store()
         path = 'arr1'
+        transformer = DummyStorageTransfomer(
+            "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
+        )
         init_array(store, path=path, shape=1000, chunks=100,
-                   dimension_separator=pass_dim_sep)
+                   dimension_separator=pass_dim_sep, storage_transformers=[transformer])
 
         # check metadata
         mkey = meta_root + path + '.array.json'
@@ -204,6 +220,9 @@ def test_init_array(self, dimension_separator_fixture_v3):
         assert meta['fill_value'] is None
         # Missing MUST be assumed to be "/"
         assert meta['chunk_grid']['separator'] is want_dim_sep
+        assert len(meta["storage_transformers"]) == 1
+        assert isinstance(meta["storage_transformers"][0], DummyStorageTransfomer)
+        assert meta["storage_transformers"][0].test_value == DummyStorageTransfomer.TEST_CONSTANT
         store.close()
 
     def test_list_prefix(self):
@@ -235,6 +254,67 @@ def test_rename_nonexisting(self):
             with pytest.raises(NotImplementedError):
                 store.rename('a', 'b')
 
+    def test_get_partial_values(self):
+        store = self.create_store()
+        store.supports_efficient_get_partial_values in [True, False]
+        store[data_root + 'foo'] = b'abcdefg'
+        store[data_root + 'baz'] = b'z'
+        assert [b'a'] == store.get_partial_values(
+            [
+                (data_root + 'foo', (0, 1))
+            ]
+        )
+        assert [
+            b'd', b'b', b'z', b'abc', b'defg', b'defg', b'g', b'ef'
+        ] == store.get_partial_values(
+            [
+                (data_root + 'foo', (3, 1)),
+                (data_root + 'foo', (1, 1)),
+                (data_root + 'baz', (0, 1)),
+                (data_root + 'foo', (0, 3)),
+                (data_root + 'foo', (3, 4)),
+                (data_root + 'foo', (3, None)),
+                (data_root + 'foo', (-1, None)),
+                (data_root + 'foo', (-3, 2)),
+            ]
+        )
+
+    def test_set_partial_values(self):
+        store = self.create_store()
+        store.supports_efficient_set_partial_values()
+        store[data_root + 'foo'] = b'abcdefg'
+        store.set_partial_values(
+            [
+                (data_root + 'foo', 0, b'hey')
+            ]
+        )
+        assert store[data_root + 'foo'] == b'heydefg'
+
+        store.set_partial_values(
+            [
+                (data_root + 'baz', 0, b'z')
+            ]
+        )
+        assert store[data_root + 'baz'] == b'z'
+        store.set_partial_values(
+            [
+                (data_root + 'foo', 1, b'oo'),
+                (data_root + 'baz', 1, b'zzz'),
+                (data_root + 'baz', 4, b'aaaa'),
+                (data_root + 'foo', 6, b'done'),
+            ]
+        )
+        assert store[data_root + 'foo'] == b'hoodefdone'
+        assert store[data_root + 'baz'] == b'zzzzaaaa'
+        store.set_partial_values(
+            [
+                (data_root + 'foo', -2, b'NE'),
+                (data_root + 'baz', -5, b'q'),
+            ]
+        )
+        assert store[data_root + 'foo'] == b'hoodefdoNE'
+        assert store[data_root + 'baz'] == b'zzzq'
+
 
 class TestMappingStoreV3(StoreV3Tests):
 
@@ -443,6 +523,31 @@ def create_store(self, **kwargs):
         return store
 
 
+class TestStorageTransformerV3(TestMappingStoreV3):
+
+    def create_store(self, **kwargs):
+        inner_store = super().create_store(**kwargs)
+        storage_transformer = DummyStorageTransfomer(
+            "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
+        )
+        return storage_transformer._copy_for_array(None, inner_store)
+
+    def test_method_forwarding(self):
+        store = self.create_store()
+        assert store.list() == store.inner_store.list()
+        assert store.list_dir(data_root) == store.inner_store.list_dir(data_root)
+
+        assert store.is_readable()
+        assert store.is_writeable()
+        assert store.is_listable()
+        store.inner_store._readable = False
+        store.inner_store._writeable = False
+        store.inner_store._listable = False
+        assert not store.is_readable()
+        assert not store.is_writeable()
+        assert not store.is_listable()
+
+
 class TestLRUStoreCacheV3(_TestLRUStoreCache, StoreV3Tests):
 
     CountingClass = CountingDictV3
@@ -535,3 +640,19 @@ def test_top_level_imports():
             assert hasattr(zarr, store_name)  # pragma: no cover
         else:
             assert not hasattr(zarr, store_name)  # pragma: no cover
+
+
+def _get_public_and_dunder_methods(some_class):
+    return set(
+        name for name, _ in inspect.getmembers(some_class, predicate=inspect.isfunction)
+        if not name.startswith("_") or name.startswith("__")
+    )
+
+
+def test_storage_transformer_interface():
+    store_v3_methods = _get_public_and_dunder_methods(StoreV3)
+    store_v3_methods.discard("__init__")
+    storage_transformer_methods = _get_public_and_dunder_methods(StorageTransformer)
+    storage_transformer_methods.discard("__init__")
+    storage_transformer_methods.discard("get_config")
+    assert storage_transformer_methods == store_v3_methods

From b9e9f5aaa44ca564835c3c242937236ea04aecb2 Mon Sep 17 00:00:00 2001
From: "Mads R. B. Kristensen" <madsbk@gmail.com>
Date: Thu, 19 Jan 2023 19:55:53 +0100
Subject: [PATCH 0268/1078] FSStore: use `ensure_bytes()` (#1285)

---
 zarr/storage.py         | 12 +++++++++---
 zarr/tests/test_core.py | 25 +++++++++++++++++++++++++
 zarr/util.py            | 36 +++++++++++++++++++++++++++++++++---
 3 files changed, 67 insertions(+), 6 deletions(-)

diff --git a/zarr/storage.py b/zarr/storage.py
index db51cca947..5f7b991aef 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -55,8 +55,8 @@
 from zarr.util import (buffer_size, json_loads, nolock, normalize_chunks,
                        normalize_dimension_separator,
                        normalize_dtype, normalize_fill_value, normalize_order,
-                       normalize_shape, normalize_storage_path, retry_call
-                       )
+                       normalize_shape, normalize_storage_path, retry_call,
+                       ensure_contiguous_ndarray_or_bytes)
 
 from zarr._storage.absstore import ABSStore  # noqa: F401
 from zarr._storage.store import (_get_hierarchy_metadata,  # noqa: F401
@@ -1395,13 +1395,19 @@ def __getitem__(self, key):
     def setitems(self, values):
         if self.mode == 'r':
             raise ReadOnlyError()
-        values = {self._normalize_key(key): val for key, val in values.items()}
+
+        # Normalize keys and make sure the values are bytes
+        values = {
+            self._normalize_key(key): ensure_contiguous_ndarray_or_bytes(val)
+            for key, val in values.items()
+        }
         self.map.setitems(values)
 
     def __setitem__(self, key, value):
         if self.mode == 'r':
             raise ReadOnlyError()
         key = self._normalize_key(key)
+        value = ensure_contiguous_ndarray_or_bytes(value)
         path = self.dir_path(key)
         try:
             if self.fs.isdir(path):
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index ffacefb937..a9d674e2d9 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -17,6 +17,7 @@
 from numpy.testing import assert_array_almost_equal, assert_array_equal
 from pkg_resources import parse_version
 
+import zarr
 from zarr._storage.store import (
     v3_api_available,
 )
@@ -3409,3 +3410,27 @@ def test_array_mismatched_store_versions():
         Array(store_v3, path='dataset', read_only=False, chunk_store=chunk_store_v2)
     with pytest.raises(ValueError):
         Array(store_v2, path='dataset', read_only=False, chunk_store=chunk_store_v3)
+
+
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+def test_issue_1279(tmpdir):
+    """See <https://github.com/zarr-developers/zarr-python/issues/1279>"""
+
+    data = np.arange(25).reshape((5, 5))
+    ds = zarr.create(
+        shape=data.shape,
+        chunks=(5, 5),
+        dtype=data.dtype,
+        compressor=(None),
+        store=FSStore(url=str(tmpdir), mode="a"),
+        order="F",
+    )
+
+    ds[:] = data
+
+    ds_reopened = zarr.open_array(
+        store=FSStore(url=str(tmpdir), mode="r")
+    )
+
+    written_data = ds_reopened[:]
+    assert_array_equal(data, written_data)
diff --git a/zarr/util.py b/zarr/util.py
index 9fcdac9df7..dfbb551651 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -5,17 +5,22 @@
 from textwrap import TextWrapper
 import mmap
 import time
+from typing import Any, Callable, Dict, Optional, Tuple, Union
 
 import numpy as np
 from asciitree import BoxStyle, LeftAligned
 from asciitree.traversal import Traversal
 from collections.abc import Iterable
-from numcodecs.compat import ensure_text, ensure_ndarray_like
+from numcodecs.compat import (
+    ensure_text,
+    ensure_ndarray_like,
+    ensure_bytes,
+    ensure_contiguous_ndarray_like
+)
+from numcodecs.ndarray_like import NDArrayLike
 from numcodecs.registry import codec_registry
 from numcodecs.blosc import cbuffer_sizes, cbuffer_metainfo
 
-from typing import Any, Callable, Dict, Optional, Tuple, Union
-
 
 def flatten(arg: Iterable) -> Iterable:
     for element in arg:
@@ -696,3 +701,28 @@ def all_equal(value: Any, array: Any):
             # using == raises warnings from numpy deprecated pattern, but
             # using np.equal() raises type errors for structured dtypes...
             return np.all(value == array)
+
+
+def ensure_contiguous_ndarray_or_bytes(buf) -> Union[NDArrayLike, bytes]:
+    """Convenience function to coerce `buf` to ndarray-like array or bytes.
+
+    First check if `buf` can be zero-copy converted to a contiguous array.
+    If not, `buf` will be copied to a newly allocated `bytes` object.
+
+    Parameters
+    ----------
+    buf : ndarray-like, array-like, or bytes-like
+        A numpy array like object such as numpy.ndarray, cupy.ndarray, or
+        any object exporting a buffer interface.
+
+    Returns
+    -------
+    arr : NDArrayLike or bytes
+        A ndarray-like or bytes object
+    """
+
+    try:
+        return ensure_contiguous_ndarray_like(buf)
+    except TypeError:
+        # An error is raised if `buf` couldn't be zero-copy converted
+        return ensure_bytes(buf)

From c45e8709f2f55d5635ff8587f0295e334d8872ee Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 20 Jan 2023 16:42:32 +0100
Subject: [PATCH 0269/1078] Bump fsspec from 2022.11.0 to 2023.1.0 (#1327)

* Bump fsspec from 2022.11.0 to 2023.1.0

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2022.11.0 to 2023.1.0.
- [Release notes](https://github.com/fsspec/filesystem_spec/releases)
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2022.11.0...2023.1.0)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* Bump s3fs as well

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 requirements_dev_optional.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 5d7dc3398c..0c7cbf44ca 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -18,6 +18,6 @@ pytest-cov==4.0.0
 pytest-doctestplus==0.12.1
 pytest-timeout==2.1.0
 h5py==3.7.0
-fsspec==2022.11.0
-s3fs==2022.11.0
+fsspec==2023.1.0
+s3fs==2023.1.0
 moto[server]>=4.0.8

From 1793da01edb9890955a383fc84121334e3aa4cc0 Mon Sep 17 00:00:00 2001
From: jakirkham <jakirkham@gmail.com>
Date: Fri, 20 Jan 2023 10:48:28 -0800
Subject: [PATCH 0270/1078] Add FSStore contiguous bug fix note (#1325)

---
 docs/release.rst | 17 +++++++++++++----
 1 file changed, 13 insertions(+), 4 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index f633aea7cc..f82c0730dd 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -14,12 +14,21 @@ Unreleased
     # .. warning::
     #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
 
-* Improve Zarr V3 support, adding partial store read/write and storage transformers.
-  Add two features of the [v3 spec](https://zarr-specs.readthedocs.io/en/latest/core/v3.0.html):
-  * storage transformers
-  * `get_partial_values` and `set_partial_values`
+
+Major changes
+~~~~~~~~~~~~~
+
+* Improve `Zarr V3 support <https://zarr-specs.readthedocs.io/en/latest/core/v3.0.html>`_
+  adding partial store read/write and storage transformers.
   By :user:`Jonathan Striebel <jstriebel>`; :issue:`1096`.
 
+
+Bug fixes
+~~~~~~~~~
+
+* Ensure contiguous data is give to ``FSStore``. Only copying if needed.
+  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1285`.
+
 .. _release_2.13.6:
 
 2.13.6

From 0bf0b3b3444dd57debc8a6b5eacb6eb5c082c668 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 24 Jan 2023 10:43:17 +0100
Subject: [PATCH 0271/1078] Bump h5py from 3.7.0 to 3.8.0 (#1330)

Bumps [h5py](https://github.com/h5py/h5py) from 3.7.0 to 3.8.0.
- [Release notes](https://github.com/h5py/h5py/releases)
- [Changelog](https://github.com/h5py/h5py/blob/master/docs/release_guide.rst)
- [Commits](https://github.com/h5py/h5py/compare/3.7.0...3.8.0)

---
updated-dependencies:
- dependency-name: h5py
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 0c7cbf44ca..0cf6661d1e 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -17,7 +17,7 @@ coverage
 pytest-cov==4.0.0
 pytest-doctestplus==0.12.1
 pytest-timeout==2.1.0
-h5py==3.7.0
+h5py==3.8.0
 fsspec==2023.1.0
 s3fs==2023.1.0
 moto[server]>=4.0.8

From 6f11ae78b142e242d2ac8bc67019e7528539fe73 Mon Sep 17 00:00:00 2001
From: Brett Graham <brettgraham@gmail.com>
Date: Thu, 26 Jan 2023 18:29:08 -0500
Subject: [PATCH 0272/1078] use store dimension separtor in
 DirectoryStore.listdir (#1335)

* use store dimension separtor in DirectoryStore.listdir

NestedDirectoryStore which inherits from DirectoryStore
only supports '/' as a dimension separator. However
listdir uses the parent DirectoryStore.listdir which
produces keys with an incorrect separator '.'

Fixes #1334

* update release note
---
 docs/release.rst           | 2 ++
 zarr/storage.py            | 4 +++-
 zarr/tests/test_storage.py | 7 +++++++
 3 files changed, 12 insertions(+), 1 deletion(-)

diff --git a/docs/release.rst b/docs/release.rst
index f82c0730dd..5ebd77c94f 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -28,6 +28,8 @@ Bug fixes
 
 * Ensure contiguous data is give to ``FSStore``. Only copying if needed.
   By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1285`.
+* NestedDirectoryStore.listdir now returns chunk keys with the correct '/' dimension_separator.
+  By :user:`Brett Graham <braingram>` :issue:`1334`.
 
 .. _release_2.13.6:
 
diff --git a/zarr/storage.py b/zarr/storage.py
index 5f7b991aef..fae9530716 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -1204,7 +1204,9 @@ def _nested_listdir(self, path=None):
                         for file_name in file_names:
                             file_path = os.path.join(dir_path, file_name)
                             rel_path = file_path.split(root_path + os.path.sep)[1]
-                            new_children.append(rel_path.replace(os.path.sep, '.'))
+                            new_children.append(rel_path.replace(
+                                os.path.sep,
+                                self._dimension_separator or '.'))
                 else:
                     new_children.append(entry)
             return sorted(new_children)
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 7c23735f36..0b21dfbd88 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -1442,6 +1442,13 @@ def test_chunk_nesting(self):
         store[self.root + '42'] = b'zzz'
         assert b'zzz' == store[self.root + '42']
 
+    def test_listdir(self):
+        store = self.create_store()
+        z = zarr.zeros((10, 10), chunks=(5, 5), store=store)
+        z[:] = 1  # write to all chunks
+        for k in store.listdir():
+            assert store.get(k) is not None
+
 
 class TestNestedDirectoryStoreNone:
 

From c714d2b9d3d27086572090690e5119d76ac5e7fc Mon Sep 17 00:00:00 2001
From: Jonathan Striebel <jstriebel@users.noreply.github.com>
Date: Thu, 2 Feb 2023 15:12:45 +0100
Subject: [PATCH 0273/1078] Sharding storage transformer for v3 (#1111)

* add storage_transformers and get/set_partial_values

* formatting

* add docs and release notes

* add test_core testcase

* Update zarr/creation.py

Co-authored-by: Gregory Lee <grlee77@gmail.com>

* apply PR feedback

* add comment that storage_transformers=None is the same as storage_transformers=[]

* use empty tuple as default for storage_transformers

* make mypy happy

* better coverage, minor fix, adding rmdir

* add missing rmdir to test

* increase coverage

* improve test coverage

* fix TestArrayWithStorageTransformersV3

* Update zarr/creation.py

Co-authored-by: Gregory Lee <grlee77@gmail.com>

* add sharding storage transformer

* add actual transformer

* fixe, and allow partial reads for uncompressed v3 arrays

* pick generic storage transformer changes from #1111

* increase coverage

* make lgtm happy

* add release note

* better coverage

* fix hexdigest

* improve tests

* fix order of storage transformers

* fix order of storage transformers

* retrigger CI

* minor test improvement

* minor test update

* apply PR feedback

* minor fixes

* make flake8 happy

* call ensure_bytes in sharding transformer

* minor fixes

* apply PR feedback

* adapt to supports_efficient_get_partial_values property

* add ZARR_V3_SHARDING flag for sharding usage

* fix release notes

* fix release notes

---------

Co-authored-by: Gregory Lee <grlee77@gmail.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 .github/workflows/minimal.yml            |   2 +
 .github/workflows/python-package.yml     |   1 +
 .github/workflows/windows-testing.yml    |   1 +
 docs/release.rst                         |  11 +-
 zarr/_storage/v3.py                      |  29 ++
 zarr/_storage/v3_storage_transformers.py | 383 +++++++++++++++++++++++
 zarr/core.py                             |  57 +++-
 zarr/meta.py                             |   3 +-
 zarr/tests/test_core.py                  | 113 ++++++-
 zarr/tests/test_storage_v3.py            |  28 +-
 zarr/util.py                             |  19 ++
 11 files changed, 623 insertions(+), 24 deletions(-)
 create mode 100644 zarr/_storage/v3_storage_transformers.py

diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
index 2cde38e081..4de5aca273 100644
--- a/.github/workflows/minimal.yml
+++ b/.github/workflows/minimal.yml
@@ -24,6 +24,7 @@ jobs:
       shell: "bash -l {0}"
       env:
         ZARR_V3_EXPERIMENTAL_API: 1
+        ZARR_V3_SHARDING: 1
       run: |
         conda activate minimal
         python -m pip install .
@@ -32,6 +33,7 @@ jobs:
       shell: "bash -l {0}"
       env:
         ZARR_V3_EXPERIMENTAL_API: 1
+        ZARR_V3_SHARDING: 1
       run: |
         conda activate minimal
         rm -rf fixture/
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 872ce52343..cee2ca7aef 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -70,6 +70,7 @@ jobs:
         ZARR_TEST_MONGO: 1
         ZARR_TEST_REDIS: 1
         ZARR_V3_EXPERIMENTAL_API: 1
+        ZARR_V3_SHARDING: 1
       run: |
         conda activate zarr-env
         mkdir ~/blob_emulator
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index ea1d0f64c9..2f8922b447 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -52,6 +52,7 @@ jobs:
         env:
           ZARR_TEST_ABS: 1
           ZARR_V3_EXPERIMENTAL_API: 1
+          ZARR_V3_SHARDING: 1
       - name: Conda info
         shell: bash -l {0}
         run: conda info
diff --git a/docs/release.rst b/docs/release.rst
index 5ebd77c94f..dcec2872fb 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -14,13 +14,16 @@ Unreleased
     # .. warning::
     #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
 
-
 Major changes
 ~~~~~~~~~~~~~
 
-* Improve `Zarr V3 support <https://zarr-specs.readthedocs.io/en/latest/core/v3.0.html>`_
-  adding partial store read/write and storage transformers.
-  By :user:`Jonathan Striebel <jstriebel>`; :issue:`1096`.
+* Improve Zarr V3 support, adding partial store read/write and storage transformers.
+  Add two features of the [v3 spec](https://zarr-specs.readthedocs.io/en/latest/core/v3.0.html):
+  * storage transformers
+  * `get_partial_values` and `set_partial_values`
+  * efficient `get_partial_values` implementation for `FSStoreV3`
+  * sharding storage transformer
+  By :user:`Jonathan Striebel <jstriebel>`; :issue:`1096`, :issue:`1111`.
 
 
 Bug fixes
diff --git a/zarr/_storage/v3.py b/zarr/_storage/v3.py
index a0a1870ffc..5f8964fb5d 100644
--- a/zarr/_storage/v3.py
+++ b/zarr/_storage/v3.py
@@ -182,6 +182,35 @@ def rmdir(self, path=None):
             if self.fs.isdir(store_path):
                 self.fs.rm(store_path, recursive=True)
 
+    @property
+    def supports_efficient_get_partial_values(self):
+        return True
+
+    def get_partial_values(self, key_ranges):
+        """Get multiple partial values.
+        key_ranges can be an iterable of key, range pairs,
+        where a range specifies two integers range_start and range_length
+        as a tuple, (range_start, range_length).
+        range_length may be None to indicate to read until the end.
+        range_start may be negative to start reading range_start bytes
+        from the end of the file.
+        A key may occur multiple times with different ranges.
+        Inserts None for missing keys into the returned list."""
+        results = []
+        for key, (range_start, range_length) in key_ranges:
+            key = self._normalize_key(key)
+            path = self.dir_path(key)
+            try:
+                if range_start is None or range_length is None:
+                    end = None
+                else:
+                    end = range_start + range_length
+                result = self.fs.cat_file(path, start=range_start, end=end)
+            except self.map.missing_exceptions:
+                result = None
+            results.append(result)
+        return results
+
 
 class MemoryStoreV3(MemoryStore, StoreV3):
 
diff --git a/zarr/_storage/v3_storage_transformers.py b/zarr/_storage/v3_storage_transformers.py
new file mode 100644
index 0000000000..3675d42c38
--- /dev/null
+++ b/zarr/_storage/v3_storage_transformers.py
@@ -0,0 +1,383 @@
+import functools
+import itertools
+import os
+from typing import NamedTuple, Tuple, Optional, Union, Iterator
+
+from numcodecs.compat import ensure_bytes
+import numpy as np
+
+from zarr._storage.store import StorageTransformer, StoreV3, _rmdir_from_keys_v3
+from zarr.util import normalize_storage_path
+
+
+MAX_UINT_64 = 2 ** 64 - 1
+
+
+v3_sharding_available = os.environ.get('ZARR_V3_SHARDING', '0').lower() not in ['0', 'false']
+
+
+def assert_zarr_v3_sharding_available():
+    if not v3_sharding_available:
+        raise NotImplementedError(
+            "Using V3 sharding is experimental and not yet finalized! To enable support, set:\n"
+            "ZARR_V3_SHARDING=1"
+        )  # pragma: no cover
+
+
+class _ShardIndex(NamedTuple):
+    store: "ShardingStorageTransformer"
+    # dtype uint64, shape (chunks_per_shard_0, chunks_per_shard_1, ..., 2)
+    offsets_and_lengths: np.ndarray
+
+    def __localize_chunk__(self, chunk: Tuple[int, ...]) -> Tuple[int, ...]:
+        return tuple(
+            chunk_i % shard_i
+            for chunk_i, shard_i in zip(chunk, self.store.chunks_per_shard)
+        )
+
+    def is_all_empty(self) -> bool:
+        return np.array_equiv(self.offsets_and_lengths, MAX_UINT_64)
+
+    def get_chunk_slice(self, chunk: Tuple[int, ...]) -> Optional[slice]:
+        localized_chunk = self.__localize_chunk__(chunk)
+        chunk_start, chunk_len = self.offsets_and_lengths[localized_chunk]
+        if (chunk_start, chunk_len) == (MAX_UINT_64, MAX_UINT_64):
+            return None
+        else:
+            return slice(int(chunk_start), int(chunk_start + chunk_len))
+
+    def set_chunk_slice(
+        self, chunk: Tuple[int, ...], chunk_slice: Optional[slice]
+    ) -> None:
+        localized_chunk = self.__localize_chunk__(chunk)
+        if chunk_slice is None:
+            self.offsets_and_lengths[localized_chunk] = (MAX_UINT_64, MAX_UINT_64)
+        else:
+            self.offsets_and_lengths[localized_chunk] = (
+                chunk_slice.start,
+                chunk_slice.stop - chunk_slice.start,
+            )
+
+    def to_bytes(self) -> bytes:
+        return self.offsets_and_lengths.tobytes(order="C")
+
+    @classmethod
+    def from_bytes(
+        cls, buffer: Union[bytes, bytearray], store: "ShardingStorageTransformer"
+    ) -> "_ShardIndex":
+        try:
+            return cls(
+                store=store,
+                offsets_and_lengths=np.frombuffer(bytearray(buffer), dtype="<u8").reshape(
+                    *store.chunks_per_shard, 2, order="C"
+                ),
+            )
+        except ValueError as e:  # pragma: no cover
+            raise RuntimeError from e
+
+    @classmethod
+    def create_empty(cls, store: "ShardingStorageTransformer"):
+        # reserving 2*64bit per chunk for offset and length:
+        return cls.from_bytes(
+            MAX_UINT_64.to_bytes(8, byteorder="little")
+            * (2 * store._num_chunks_per_shard),
+            store=store,
+        )
+
+
+class ShardingStorageTransformer(StorageTransformer):  # lgtm[py/missing-equals]
+    """Implements sharding as a storage transformer, as described in the spec:
+    https://zarr-specs.readthedocs.io/en/latest/extensions/storage-transformers/sharding/v1.0.html
+    https://purl.org/zarr/spec/storage_transformers/sharding/1.0
+    """
+
+    extension_uri = "https://purl.org/zarr/spec/storage_transformers/sharding/1.0"
+    valid_types = ["indexed"]
+
+    def __init__(self, _type, chunks_per_shard) -> None:
+        assert_zarr_v3_sharding_available()
+        super().__init__(_type)
+        if isinstance(chunks_per_shard, int):
+            chunks_per_shard = (chunks_per_shard, )
+        else:
+            chunks_per_shard = tuple(int(i) for i in chunks_per_shard)
+            if chunks_per_shard == ():
+                chunks_per_shard = (1, )
+        self.chunks_per_shard = chunks_per_shard
+        self._num_chunks_per_shard = functools.reduce(
+            lambda x, y: x * y, chunks_per_shard, 1
+        )
+        self._dimension_separator = None
+        self._data_key_prefix = None
+
+    def _copy_for_array(self, array, inner_store):
+        transformer_copy = super()._copy_for_array(array, inner_store)
+        transformer_copy._dimension_separator = array._dimension_separator
+        transformer_copy._data_key_prefix = array._data_key_prefix
+        if len(array._shape) > len(self.chunks_per_shard):
+            # The array shape might be longer when initialized with subdtypes.
+            # subdtypes dimensions come last, therefore padding chunks_per_shard
+            # with ones, effectively disabling sharding on the unlisted dimensions.
+            transformer_copy.chunks_per_shard += (
+                (1, ) * (len(array._shape) - len(self.chunks_per_shard))
+            )
+        return transformer_copy
+
+    @property
+    def dimension_separator(self) -> str:
+        assert self._dimension_separator is not None, (
+            "dimension_separator is not initialized, first get a copy via _copy_for_array."
+        )
+        return self._dimension_separator
+
+    def _is_data_key(self, key: str) -> bool:
+        assert self._data_key_prefix is not None, (
+            "data_key_prefix is not initialized, first get a copy via _copy_for_array."
+        )
+        return key.startswith(self._data_key_prefix)
+
+    def _key_to_shard(self, chunk_key: str) -> Tuple[str, Tuple[int, ...]]:
+        prefix, _, chunk_string = chunk_key.rpartition("c")
+        chunk_subkeys = tuple(
+            map(int, chunk_string.split(self.dimension_separator))
+        ) if chunk_string else (0, )
+        shard_key_tuple = (
+            subkey // shard_i
+            for subkey, shard_i in zip(chunk_subkeys, self.chunks_per_shard)
+        )
+        shard_key = (
+            prefix + "c" + self.dimension_separator.join(map(str, shard_key_tuple))
+        )
+        return shard_key, chunk_subkeys
+
+    def _get_index_from_store(self, shard_key: str) -> _ShardIndex:
+        # At the end of each shard 2*64bit per chunk for offset and length define the index:
+        index_bytes = self.inner_store.get_partial_values(
+            [(shard_key, (-16 * self._num_chunks_per_shard, None))]
+        )[0]
+        if index_bytes is None:
+            raise KeyError(shard_key)
+        return _ShardIndex.from_bytes(
+            index_bytes,
+            self,
+        )
+
+    def _get_index_from_buffer(self, buffer: Union[bytes, bytearray]) -> _ShardIndex:
+        # At the end of each shard 2*64bit per chunk for offset and length define the index:
+        return _ShardIndex.from_bytes(buffer[-16 * self._num_chunks_per_shard:], self)
+
+    def _get_chunks_in_shard(self, shard_key: str) -> Iterator[Tuple[int, ...]]:
+        _, _, chunk_string = shard_key.rpartition("c")
+        shard_key_tuple = tuple(
+            map(int, chunk_string.split(self.dimension_separator))
+        ) if chunk_string else (0, )
+        for chunk_offset in itertools.product(
+            *(range(i) for i in self.chunks_per_shard)
+        ):
+            yield tuple(
+                shard_key_i * shards_i + offset_i
+                for shard_key_i, offset_i, shards_i in zip(
+                    shard_key_tuple, chunk_offset, self.chunks_per_shard
+                )
+            )
+
+    def __getitem__(self, key):
+        if self._is_data_key(key):
+            if self.supports_efficient_get_partial_values:
+                # Use the partial implementation, which fetches the index separately
+                value = self.get_partial_values([(key, (0, None))])[0]
+                if value is None:
+                    raise KeyError(key)
+                else:
+                    return value
+            shard_key, chunk_subkey = self._key_to_shard(key)
+            try:
+                full_shard_value = self.inner_store[shard_key]
+            except KeyError:
+                raise KeyError(key)
+            index = self._get_index_from_buffer(full_shard_value)
+            chunk_slice = index.get_chunk_slice(chunk_subkey)
+            if chunk_slice is not None:
+                return full_shard_value[chunk_slice]
+            else:
+                raise KeyError(key)
+        else:
+            return self.inner_store.__getitem__(key)
+
+    def __setitem__(self, key, value):
+        value = ensure_bytes(value)
+        if self._is_data_key(key):
+            shard_key, chunk_subkey = self._key_to_shard(key)
+            chunks_to_read = set(self._get_chunks_in_shard(shard_key))
+            chunks_to_read.remove(chunk_subkey)
+            new_content = {chunk_subkey: value}
+            try:
+                if self.supports_efficient_get_partial_values:
+                    index = self._get_index_from_store(shard_key)
+                    full_shard_value = None
+                else:
+                    full_shard_value = self.inner_store[shard_key]
+                    index = self._get_index_from_buffer(full_shard_value)
+            except KeyError:
+                index = _ShardIndex.create_empty(self)
+            else:
+                chunk_slices = [
+                    (chunk_to_read, index.get_chunk_slice(chunk_to_read))
+                    for chunk_to_read in chunks_to_read
+                ]
+                valid_chunk_slices = [
+                    (chunk_to_read, chunk_slice)
+                    for chunk_to_read, chunk_slice in chunk_slices
+                    if chunk_slice is not None
+                ]
+                # use get_partial_values if less than half of the available chunks must be read:
+                # (This can be changed when set_partial_values can be used efficiently.)
+                use_partial_get = (
+                    self.supports_efficient_get_partial_values
+                    and len(valid_chunk_slices) < len(chunk_slices) / 2
+                )
+
+                if use_partial_get:
+                    chunk_values = self.inner_store.get_partial_values(
+                        [
+                            (
+                                shard_key,
+                                (
+                                    chunk_slice.start,
+                                    chunk_slice.stop - chunk_slice.start,
+                                ),
+                            )
+                            for _, chunk_slice in valid_chunk_slices
+                        ]
+                    )
+                    for chunk_value, (chunk_to_read, _) in zip(
+                        chunk_values, valid_chunk_slices
+                    ):
+                        new_content[chunk_to_read] = chunk_value
+                else:
+                    if full_shard_value is None:
+                        full_shard_value = self.inner_store[shard_key]
+                    for chunk_to_read, chunk_slice in valid_chunk_slices:
+                        if chunk_slice is not None:
+                            new_content[chunk_to_read] = full_shard_value[chunk_slice]
+
+            shard_content = b""
+            for chunk_subkey, chunk_content in new_content.items():
+                chunk_slice = slice(
+                    len(shard_content), len(shard_content) + len(chunk_content)
+                )
+                index.set_chunk_slice(chunk_subkey, chunk_slice)
+                shard_content += chunk_content
+            # Appending the index at the end of the shard:
+            shard_content += index.to_bytes()
+            self.inner_store[shard_key] = shard_content
+        else:  # pragma: no cover
+            self.inner_store[key] = value
+
+    def __delitem__(self, key):
+        if self._is_data_key(key):
+            shard_key, chunk_subkey = self._key_to_shard(key)
+            try:
+                index = self._get_index_from_store(shard_key)
+            except KeyError:
+                raise KeyError(key)
+
+            index.set_chunk_slice(chunk_subkey, None)
+
+            if index.is_all_empty():
+                del self.inner_store[shard_key]
+            else:
+                index_bytes = index.to_bytes()
+                self.inner_store.set_partial_values([(shard_key, -len(index_bytes), index_bytes)])
+        else:  # pragma: no cover
+            del self.inner_store[key]
+
+    def _shard_key_to_original_keys(self, key: str) -> Iterator[str]:
+        if self._is_data_key(key):
+            index = self._get_index_from_store(key)
+            prefix, _, _ = key.rpartition("c")
+            for chunk_tuple in self._get_chunks_in_shard(key):
+                if index.get_chunk_slice(chunk_tuple) is not None:
+                    yield prefix + "c" + self.dimension_separator.join(
+                        map(str, chunk_tuple)
+                    )
+        else:
+            yield key
+
+    def __iter__(self) -> Iterator[str]:
+        for key in self.inner_store:
+            yield from self._shard_key_to_original_keys(key)
+
+    def __len__(self):
+        return sum(1 for _ in self.keys())
+
+    def get_partial_values(self, key_ranges):
+        if self.supports_efficient_get_partial_values:
+            transformed_key_ranges = []
+            cached_indices = {}
+            none_indices = []
+            for i, (key, range_) in enumerate(key_ranges):
+                if self._is_data_key(key):
+                    shard_key, chunk_subkey = self._key_to_shard(key)
+                    try:
+                        index = cached_indices[shard_key]
+                    except KeyError:
+                        try:
+                            index = self._get_index_from_store(shard_key)
+                        except KeyError:
+                            none_indices.append(i)
+                            continue
+                        cached_indices[shard_key] = index
+                    chunk_slice = index.get_chunk_slice(chunk_subkey)
+                    if chunk_slice is None:
+                        none_indices.append(i)
+                        continue
+                    range_start, range_length = range_
+                    if range_length is None:
+                        range_length = chunk_slice.stop - chunk_slice.start
+                    transformed_key_ranges.append(
+                        (shard_key, (range_start + chunk_slice.start, range_length))
+                    )
+                else:  # pragma: no cover
+                    transformed_key_ranges.append((key, range_))
+            values = self.inner_store.get_partial_values(transformed_key_ranges)
+            for i in none_indices:
+                values.insert(i, None)
+            return values
+        else:
+            return StoreV3.get_partial_values(self, key_ranges)
+
+    def supports_efficient_set_partial_values(self):
+        return False
+
+    def set_partial_values(self, key_start_values):
+        # This does not yet implement efficient set_partial_values
+        StoreV3.set_partial_values(self, key_start_values)
+
+    def rename(self, src_path: str, dst_path: str) -> None:
+        StoreV3.rename(self, src_path, dst_path)  # type: ignore[arg-type]
+
+    def list_prefix(self, prefix):
+        return StoreV3.list_prefix(self, prefix)
+
+    def erase_prefix(self, prefix):
+        if self._is_data_key(prefix):
+            StoreV3.erase_prefix(self, prefix)
+        else:
+            self.inner_store.erase_prefix(prefix)
+
+    def rmdir(self, path=None):
+        path = normalize_storage_path(path)
+        _rmdir_from_keys_v3(self, path)  # type: ignore
+
+    def __contains__(self, key):
+        if self._is_data_key(key):
+            shard_key, chunk_subkeys = self._key_to_shard(key)
+            try:
+                index = self._get_index_from_store(shard_key)
+            except KeyError:
+                return False
+            chunk_slice = index.get_chunk_slice(chunk_subkeys)
+            return chunk_slice is not None
+        else:
+            return self._inner_store.__contains__(key)
diff --git a/zarr/core.py b/zarr/core.py
index 5d37570831..b9db6cb2c8 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -51,7 +51,8 @@
     normalize_shape,
     normalize_storage_path,
     PartialReadBuffer,
-    ensure_ndarray_like
+    UncompressedPartialReadBufferV3,
+    ensure_ndarray_like,
 )
 
 
@@ -1271,8 +1272,12 @@ def _get_selection(self, indexer, out=None, fields=None):
             check_array_shape('out', out, out_shape)
 
         # iterate over chunks
-        if not hasattr(self.chunk_store, "getitems") or \
-           any(map(lambda x: x == 0, self.shape)):
+        if (
+            not hasattr(self.chunk_store, "getitems") and not (
+                hasattr(self.chunk_store, "get_partial_values") and
+                self.chunk_store.supports_efficient_get_partial_values
+            )
+        ) or any(map(lambda x: x == 0, self.shape)):
             # sequentially get one key at a time from storage
             for chunk_coords, chunk_selection, out_selection in indexer:
 
@@ -1898,6 +1903,8 @@ def _process_chunk(
                         cdata = cdata.read_full()
                     self._compressor.decode(cdata, dest)
                 else:
+                    if isinstance(cdata, UncompressedPartialReadBufferV3):
+                        cdata = cdata.read_full()
                     chunk = ensure_ndarray_like(cdata).view(self._dtype)
                     chunk = chunk.reshape(self._chunks, order=self._order)
                     np.copyto(dest, chunk)
@@ -1919,13 +1926,21 @@ def _process_chunk(
                         else dim
                         for i, dim in enumerate(self.chunks)
                     ]
-                    cdata.read_part(start, nitems)
-                    chunk_partial = self._decode_chunk(
-                        cdata.buff,
-                        start=start,
-                        nitems=nitems,
-                        expected_shape=expected_shape,
-                    )
+                    if isinstance(cdata, UncompressedPartialReadBufferV3):
+                        chunk_partial = self._decode_chunk(
+                            cdata.read_part(start, nitems),
+                            start=start,
+                            nitems=nitems,
+                            expected_shape=expected_shape,
+                        )
+                    else:
+                        cdata.read_part(start, nitems)
+                        chunk_partial = self._decode_chunk(
+                            cdata.buff,
+                            start=start,
+                            nitems=nitems,
+                            expected_shape=expected_shape,
+                        )
                     tmp[partial_out_selection] = chunk_partial
                 out[out_selection] = tmp[chunk_selection]
                 return
@@ -2020,9 +2035,29 @@ def _chunk_getitems(self, lchunk_coords, lchunk_selection, out, lout_selection,
                 for ckey in ckeys
                 if ckey in self.chunk_store
             }
+        elif (
+            self._partial_decompress
+            and not self._compressor
+            and not fields
+            and self.dtype != object
+            and hasattr(self.chunk_store, "get_partial_values")
+            and self.chunk_store.supports_efficient_get_partial_values
+        ):
+            partial_read_decode = True
+            cdatas = {
+                ckey: UncompressedPartialReadBufferV3(
+                    ckey, self.chunk_store, itemsize=self.itemsize
+                )
+                for ckey in ckeys
+                if ckey in self.chunk_store
+            }
         else:
             partial_read_decode = False
-            cdatas = self.chunk_store.getitems(ckeys, on_error="omit")
+            if not hasattr(self.chunk_store, "getitems"):
+                values = self.chunk_store.get_partial_values([(ckey, (0, None)) for ckey in ckeys])
+                cdatas = {key: value for key, value in zip(ckeys, values) if value is not None}
+            else:
+                cdatas = self.chunk_store.getitems(ckeys, on_error="omit")
         for ckey, chunk_select, out_select in zip(ckeys, lchunk_selection, lout_selection):
             if ckey in cdatas:
                 self._process_chunk(
diff --git a/zarr/meta.py b/zarr/meta.py
index 41a90101b5..b493e833f0 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -477,9 +477,10 @@ def _encode_storage_transformer_metadata(
     @classmethod
     def _decode_storage_transformer_metadata(cls, meta: Mapping) -> "StorageTransformer":
         from zarr.tests.test_storage_v3 import DummyStorageTransfomer
+        from zarr._storage.v3_storage_transformers import ShardingStorageTransformer
 
         # This might be changed to a proper registry in the future
-        KNOWN_STORAGE_TRANSFORMERS = [DummyStorageTransfomer]
+        KNOWN_STORAGE_TRANSFORMERS = [DummyStorageTransfomer, ShardingStorageTransformer]
 
         conf = meta.get('configuration', {})
         extension_uri = meta['extension']
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index a9d674e2d9..24d6ebbc49 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -21,6 +21,7 @@
 from zarr._storage.store import (
     v3_api_available,
 )
+from .._storage.v3_storage_transformers import ShardingStorageTransformer, v3_sharding_available
 from zarr.core import Array
 from zarr.errors import ArrayNotFoundError, ContainsGroupError
 from zarr.meta import json_loads
@@ -830,7 +831,6 @@ def test_pickle(self):
         attrs_cache = z.attrs.cache
         a = np.random.randint(0, 1000, 1000)
         z[:] = a
-
         # round trip through pickle
         dump = pickle.dumps(z)
         # some stores cannot be opened twice at the same time, need to close
@@ -3299,6 +3299,60 @@ def expected(self):
         ]
 
 
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
+@pytest.mark.skipif(not v3_sharding_available, reason="sharding is disabled")
+class TestArrayWithFSStoreV3PartialReadUncompressedSharded(
+    TestArrayWithPathV3, TestArrayWithFSStorePartialRead
+):
+
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        path = mkdtemp()
+        atexit.register(shutil.rmtree, path)
+        store = FSStoreV3(path)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault('compressor', None)
+        num_dims = 1 if isinstance(kwargs["shape"], int) else len(kwargs["shape"])
+        sharding_transformer = ShardingStorageTransformer(
+            "indexed", chunks_per_shard=(2, ) * num_dims
+        )
+        init_array(store, path=array_path, storage_transformers=[sharding_transformer], **kwargs)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            partial_decompress=True,
+            write_empty_chunks=write_empty_chunks,
+        )
+
+    def test_nbytes_stored(self):
+        z = self.create_array(shape=1000, chunks=100)
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z._store.items() if k != 'zarr.json')
+        assert expect_nbytes_stored == z.nbytes_stored
+        z[:] = 42
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z._store.items() if k != 'zarr.json')
+        assert expect_nbytes_stored == z.nbytes_stored
+
+    def test_supports_efficient_get_set_partial_values(self):
+        z = self.create_array(shape=100, chunks=10)
+        assert z.chunk_store.supports_efficient_get_partial_values
+        assert not z.chunk_store.supports_efficient_set_partial_values()
+
+    def expected(self):
+        return [
+            "90109fc2a4e17efbcb447003ea1c08828b91f71e",
+            "2b73519f7260dba3ddce0d2b70041888856fec6b",
+            "bca5798be2ed71d444f3045b05432d937682b7dd",
+            "9ff1084501e28520e577662a6e3073f1116c76a2",
+            "882a97cad42417f90f111d0cb916a21579650467",
+        ]
+
+
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithFSStoreV3Nested(TestArrayWithPathV3, TestArrayWithFSStoreNested):
@@ -3392,6 +3446,63 @@ def expected(self):
         ]
 
 
+@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
+@pytest.mark.skipif(not v3_sharding_available, reason="sharding is disabled")
+class TestArrayWithShardingStorageTransformerV3(TestArrayWithPathV3):
+
+    @staticmethod
+    def create_array(array_path='arr1', read_only=False, **kwargs):
+        store = KVStoreV3(dict())
+        cache_metadata = kwargs.pop('cache_metadata', True)
+        cache_attrs = kwargs.pop('cache_attrs', True)
+        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault('compressor', None)
+        num_dims = 1 if isinstance(kwargs["shape"], int) else len(kwargs["shape"])
+        sharding_transformer = ShardingStorageTransformer(
+            "indexed", chunks_per_shard=(2, ) * num_dims
+        )
+        init_array(store, path=array_path, storage_transformers=[sharding_transformer], **kwargs)
+        return Array(store, path=array_path, read_only=read_only,
+                     cache_metadata=cache_metadata,
+                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+
+    def test_nbytes_stored(self):
+        z = self.create_array(shape=1000, chunks=100)
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z._store.items() if k != 'zarr.json')
+        assert expect_nbytes_stored == z.nbytes_stored
+        z[:] = 42
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z._store.items() if k != 'zarr.json')
+        assert expect_nbytes_stored == z.nbytes_stored
+
+        # mess with store
+        z.store[data_root + z._key_prefix + 'foo'] = list(range(10))
+        assert -1 == z.nbytes_stored
+
+    def test_keys_inner_store(self):
+        z = self.create_array(shape=1000, chunks=100)
+        assert z.chunk_store.keys() == z._store.keys()
+        meta_keys = set(z.store.keys())
+        z[:] = 42
+        assert len(z.chunk_store.keys() - meta_keys) == 10
+        # inner store should have half the data keys,
+        # since chunks_per_shard is 2:
+        assert len(z._store.keys() - meta_keys) == 5
+
+    def test_supports_efficient_get_set_partial_values(self):
+        z = self.create_array(shape=100, chunks=10)
+        assert not z.chunk_store.supports_efficient_get_partial_values
+        assert not z.chunk_store.supports_efficient_set_partial_values()
+
+    def expected(self):
+        return [
+            '90109fc2a4e17efbcb447003ea1c08828b91f71e',
+            '2b73519f7260dba3ddce0d2b70041888856fec6b',
+            'bca5798be2ed71d444f3045b05432d937682b7dd',
+            '9ff1084501e28520e577662a6e3073f1116c76a2',
+            '882a97cad42417f90f111d0cb916a21579650467',
+        ]
+
+
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 def test_array_mismatched_store_versions():
     store_v3 = KVStoreV3(dict())
diff --git a/zarr/tests/test_storage_v3.py b/zarr/tests/test_storage_v3.py
index 9f18c89361..cc031f0db4 100644
--- a/zarr/tests/test_storage_v3.py
+++ b/zarr/tests/test_storage_v3.py
@@ -10,6 +10,8 @@
 
 import zarr
 from zarr._storage.store import _get_hierarchy_metadata, v3_api_available, StorageTransformer
+from zarr._storage.v3_storage_transformers import ShardingStorageTransformer, v3_sharding_available
+from zarr.core import Array
 from zarr.meta import _default_entry_point_metadata_v3
 from zarr.storage import (atexit_rmglob, atexit_rmtree, data_root,
                           default_compressor, getsize, init_array, meta_root,
@@ -523,26 +525,38 @@ def create_store(self, **kwargs):
         return store
 
 
+@pytest.mark.skipif(not v3_sharding_available, reason="sharding is disabled")
 class TestStorageTransformerV3(TestMappingStoreV3):
 
     def create_store(self, **kwargs):
         inner_store = super().create_store(**kwargs)
-        storage_transformer = DummyStorageTransfomer(
+        dummy_transformer = DummyStorageTransfomer(
             "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
         )
-        return storage_transformer._copy_for_array(None, inner_store)
+        sharding_transformer = ShardingStorageTransformer(
+            "indexed", chunks_per_shard=2,
+        )
+        path = 'bla'
+        init_array(inner_store, path=path, shape=1000, chunks=100,
+                   dimension_separator=".",
+                   storage_transformers=[dummy_transformer, sharding_transformer])
+        store = Array(store=inner_store, path=path).chunk_store
+        store.erase_prefix("data/root/bla/")
+        store.clear()
+        return store
 
     def test_method_forwarding(self):
         store = self.create_store()
-        assert store.list() == store.inner_store.list()
-        assert store.list_dir(data_root) == store.inner_store.list_dir(data_root)
+        inner_store = store.inner_store.inner_store
+        assert store.list() == inner_store.list()
+        assert store.list_dir(data_root) == inner_store.list_dir(data_root)
 
         assert store.is_readable()
         assert store.is_writeable()
         assert store.is_listable()
-        store.inner_store._readable = False
-        store.inner_store._writeable = False
-        store.inner_store._listable = False
+        inner_store._readable = False
+        inner_store._writeable = False
+        inner_store._listable = False
         assert not store.is_readable()
         assert not store.is_writeable()
         assert not store.is_listable()
diff --git a/zarr/util.py b/zarr/util.py
index dfbb551651..5b307b7c5c 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -644,6 +644,25 @@ def read_full(self):
         return self.chunk_store[self.store_key]
 
 
+class UncompressedPartialReadBufferV3:
+    def __init__(self, store_key, chunk_store, itemsize):
+        assert chunk_store.supports_efficient_get_partial_values
+        self.chunk_store = chunk_store
+        self.store_key = store_key
+        self.itemsize = itemsize
+
+    def prepare_chunk(self):
+        pass
+
+    def read_part(self, start, nitems):
+        return self.chunk_store.get_partial_values(
+            [(self.store_key, (start * self.itemsize, nitems * self.itemsize))]
+        )[0]
+
+    def read_full(self):
+        return self.chunk_store[self.store_key]
+
+
 def retry_call(callabl: Callable,
                args=None,
                kwargs=None,

From e9fb1f33f339d046e41a76fee46be07d8e4f39a4 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Thu, 2 Feb 2023 09:56:33 -0500
Subject: [PATCH 0274/1078] remove blosc warnings from n5 compressor handling
 (#1331)

* remove blosc warnings from n5 compressor handling

* release notes

* remove reference to n5 warnings in pytest ini options

* remove blosc from list of warned compressors in tests, and restore lzma warning
---
 docs/release.rst        | 4 +++-
 pyproject.toml          | 1 -
 zarr/n5.py              | 6 ------
 zarr/tests/test_core.py | 4 +---
 4 files changed, 4 insertions(+), 11 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index dcec2872fb..fdff400266 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -25,7 +25,9 @@ Major changes
   * sharding storage transformer
   By :user:`Jonathan Striebel <jstriebel>`; :issue:`1096`, :issue:`1111`.
 
-
+* Remove warnings emitted when using N5Store or N5FSStore with a blosc-compressed array.
+  By :user:`Davis Bennett <d-v-b>`; :issue:`1331`.
+  
 Bug fixes
 ~~~~~~~~~
 
diff --git a/pyproject.toml b/pyproject.toml
index 1592b9887a..3277e9da7c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -87,7 +87,6 @@ addopts = [
 ]
 filterwarnings = [
     "error:::zarr.*",
-    "ignore:Not all N5 implementations support blosc compression.*:RuntimeWarning",
     "ignore:PY_SSIZE_T_CLEAN will be required.*:DeprecationWarning",
     "ignore:The loop argument is deprecated since Python 3.8.*:DeprecationWarning",
 ]
diff --git a/zarr/n5.py b/zarr/n5.py
index 978cade1b8..4c93ce4acb 100644
--- a/zarr/n5.py
+++ b/zarr/n5.py
@@ -735,12 +735,6 @@ def compressor_config_to_n5(compressor_config: Optional[Dict[str, Any]]) -> Dict
 
     elif codec_id == 'blosc':
 
-        warnings.warn(
-            "Not all N5 implementations support blosc compression (yet). You "
-            "might not be able to open the dataset with another N5 library.",
-            RuntimeWarning
-        )
-
         n5_config['cname'] = _compressor_config['cname']
         n5_config['clevel'] = _compressor_config['clevel']
         n5_config['shuffle'] = _compressor_config['shuffle']
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 24d6ebbc49..b54fe3ddf0 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -2022,9 +2022,7 @@ def test_compressors(self):
             a1[:] = 1
             assert np.all(a1[:] == 1)
 
-        compressors_warn = [
-            Blosc()
-        ]
+        compressors_warn = []
         if LZMA:
             compressors_warn.append(LZMA(2))  # Try lzma.FORMAT_ALONE, which N5 doesn't support.
         for compressor in compressors_warn:

From 4dc6f1f5046708648b5e6b82d0a64a24d1a40566 Mon Sep 17 00:00:00 2001
From: AWA BRANDON AWA <brandonawa78@gmail.com>
Date: Thu, 2 Feb 2023 16:01:58 +0100
Subject: [PATCH 0275/1078] changed documentation theme to pydata_sphinx_theme
 (#1242)

* changed documentation theme to pydata_sphinx_theme

* updated documentation layout

* Update docs/index.rst

Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>

* Updated Acknowledgements section and added twitter icon

* Added client-side javascript redirects

* Add more redirects

* Minor tweaks and added acknowledgments.rst

* Added acknowledgments.html to redirect

* Add indices from the old main page

---------

Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 docs/_static/custom.css                | 133 ++++++++++++---
 docs/_static/custom.js                 |  18 ++
 docs/_static/index_api.svg             |  97 +++++++++++
 docs/_static/index_contribute.svg      |  76 +++++++++
 docs/_static/index_getting_started.svg |  66 ++++++++
 docs/_static/index_user_guide.svg      |  67 ++++++++
 docs/acknowledgments.rst               |  76 +++++++++
 docs/api.rst                           |   7 +
 docs/conf.py                           |  28 +++-
 docs/getting_started.rst               |  46 +++++
 docs/index.rst                         | 224 ++++++++++---------------
 requirements_rtfd.txt                  |   2 +
 12 files changed, 681 insertions(+), 159 deletions(-)
 create mode 100644 docs/_static/custom.js
 create mode 100644 docs/_static/index_api.svg
 create mode 100644 docs/_static/index_contribute.svg
 create mode 100644 docs/_static/index_getting_started.svg
 create mode 100644 docs/_static/index_user_guide.svg
 create mode 100644 docs/acknowledgments.rst
 create mode 100644 docs/getting_started.rst

diff --git a/docs/_static/custom.css b/docs/_static/custom.css
index a0e3929e87..487addfbbd 100644
--- a/docs/_static/custom.css
+++ b/docs/_static/custom.css
@@ -1,36 +1,123 @@
-/* override text color */
-.wy-menu-vertical a {
-    color: #000000;
+@import url('https://fonts.googleapis.com/css2?family=Lato:ital,wght@0,400;0,700;0,900;1,400;1,700;1,900&family=Open+Sans:ital,wght@0,400;0,600;1,400;1,600&display=swap');
+
+.navbar-brand img {
+   height: 75px;
+}
+.navbar-brand {
+   height: 75px;
+}
+
+body {
+  font-family: 'Open Sans', sans-serif;
+}
+
+pre, code {
+  font-size: 100%;
+  line-height: 155%;
+}
+
+/* Style the active version button.
+
+- dev: orange
+- stable: green
+- old, PR: red
+
+Colors from:
+
+Wong, B. Points of view: Color blindness.
+Nat Methods 8, 441 (2011). https://doi.org/10.1038/nmeth.1618
+*/
+
+/* If the active version has the name "dev", style it orange */
+#version_switcher_button[data-active-version-name*="dev"] {
+  background-color: #E69F00;
+  border-color: #E69F00;
+  color:#000000;
+}
+
+/* green for `stable` */
+#version_switcher_button[data-active-version-name*="stable"] {
+  background-color: #009E73;
+  border-color: #009E73;
+}
+
+/* red for `old` */
+#version_switcher_button:not([data-active-version-name*="stable"], [data-active-version-name*="dev"], [data-active-version-name=""]) {
+  background-color: #980F0F;
+  border-color: #980F0F;
 }
 
-/* Sidebar background color */
-.wy-nav-side, div.wy-side-nav-search {
-  background-color: rgb(198, 197, 213, 0); /* full alpha */
+/* Main page overview cards */
+
+.sd-card {
+  background: #fff;
+  border-radius: 0;
+  padding: 30px 10px 20px 10px;
+  margin: 10px 0px;
+}
+
+.sd-card .sd-card-header {
+  text-align: center;
+}
+
+.sd-card .sd-card-header .sd-card-text {
+  margin: 0px;
+}
+
+.sd-card .sd-card-img-top {
+  height: 52px;
+  width: 52px;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.sd-card .sd-card-header {
+  border: none;
+  background-color: white;
+  color: #150458 !important;
+  font-size: var(--pst-font-size-h5);
+  font-weight: bold;
+  padding: 2.5rem 0rem 0.5rem 0rem;
+}
+
+.sd-card .sd-card-footer {
+  border: none;
+  background-color: white;
+}
+
+.sd-card .sd-card-footer .sd-card-text {
+  max-width: 220px;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+/* Dark theme tweaking */
+html[data-theme=dark] .sd-card img[src*='.svg'] {
+    filter: invert(0.82) brightness(0.8) contrast(1.2);
 }
 
-/* Sidebar link click color */
-.wy-menu-vertical .toctree-l1 > a:active {
-  background-color: rgb(198, 197, 213);
-  color: rgb(0, 0, 0);
+/* Main index page overview cards */
+html[data-theme=dark] .sd-card {
+  background-color:var(--pst-color-background);
 }
 
-/* Link color is darker to make hovering more clear */
-.wy-menu-vertical .toctree-l1 > a:hover {
-  background-color: rgb(198, 197, 213);
-  color: rgb(0, 0, 0);
+html[data-theme=dark] .sd-shadow-sm {
+    box-shadow: 0 .1rem 1rem rgba(250, 250, 250, .6) !important
 }
 
-.wy-menu-vertical li.current > a:hover, .wy-menu-vertical li.current > a:active {
-  color: #404040;
-  background-color: #F5F5F5;
+html[data-theme=dark] .sd-card .sd-card-header {
+  background-color:var(--pst-color-background);
+  color: #150458 !important;
 }
 
-/* On hover over logo */
-.wy-side-nav-search > a:hover, .wy-side-nav-search .wy-dropdown > a:hover {
-  background: inherit;
+html[data-theme=dark] .sd-card .sd-card-footer {
+  background-color:var(--pst-color-background);
 }
 
-/* Border around search box */
-.wy-side-nav-search input[type="text"] {
-  border: 0px;
+html[data-theme=dark] h1 {
+  color: var(--pst-color-primary);
 }
+
+html[data-theme=dark] h3 {
+  color: #0a6774;
+}
\ No newline at end of file
diff --git a/docs/_static/custom.js b/docs/_static/custom.js
new file mode 100644
index 0000000000..06b2d019b1
--- /dev/null
+++ b/docs/_static/custom.js
@@ -0,0 +1,18 @@
+// handle redirects
+(() => {
+    let anchorMap = {
+        "installation": "installation.html",
+        "getting-started": "getting_started.html#getting-started",
+        "highlights": "getting_started.html#highlights",
+        "contributing": "contributing.html",
+        "projects-using-zarr": "getting_started.html#projects-using-zarr",
+        "acknowledgments": "acknowledgments.html",
+        "contents": "getting_started.html#contents",
+        "indices-and-tables": "api.html#indices-and-tables"
+    }
+
+    let hash = window.location.hash.substring(1);
+    if (hash) {
+        window.location.replace(anchorMap[hash]);
+    }
+})();
diff --git a/docs/_static/index_api.svg b/docs/_static/index_api.svg
new file mode 100644
index 0000000000..69f7ba1d2d
--- /dev/null
+++ b/docs/_static/index_api.svg
@@ -0,0 +1,97 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<!-- Created with Inkscape (http://www.inkscape.org/) -->
+
+<svg
+   xmlns:dc="http://purl.org/dc/elements/1.1/"
+   xmlns:cc="http://creativecommons.org/ns#"
+   xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
+   xmlns:svg="http://www.w3.org/2000/svg"
+   xmlns="http://www.w3.org/2000/svg"
+   xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd"
+   xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"
+   width="99.058548mm"
+   height="89.967583mm"
+   viewBox="0 0 99.058554 89.967582"
+   version="1.1"
+   id="svg1040"
+   inkscape:version="0.92.4 (f8dce91, 2019-08-02)"
+   sodipodi:docname="index_api.svg">
+  <defs
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+     id="base"
+     pagecolor="#ffffff"
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+     fit-margin-top="0"
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+         inkscape:connector-curvature="0"
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diff --git a/docs/_static/index_contribute.svg b/docs/_static/index_contribute.svg
new file mode 100644
index 0000000000..de3d902379
--- /dev/null
+++ b/docs/_static/index_contribute.svg
@@ -0,0 +1,76 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<!-- Created with Inkscape (http://www.inkscape.org/) -->
+
+<svg
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+   xmlns:cc="http://creativecommons.org/ns#"
+   xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
+   xmlns:svg="http://www.w3.org/2000/svg"
+   xmlns="http://www.w3.org/2000/svg"
+   xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd"
+   xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"
+   width="89.624855mm"
+   height="89.96759mm"
+   viewBox="0 0 89.62486 89.96759"
+   version="1.1"
+   id="svg1040"
+   inkscape:version="0.92.4 (f8dce91, 2019-08-02)"
+   sodipodi:docname="index_contribute.svg">
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+         sodipodi:nodetypes="ccc"
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diff --git a/docs/_static/index_getting_started.svg b/docs/_static/index_getting_started.svg
new file mode 100644
index 0000000000..2d36622cb7
--- /dev/null
+++ b/docs/_static/index_getting_started.svg
@@ -0,0 +1,66 @@
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+
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+   xmlns:svg="http://www.w3.org/2000/svg"
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new file mode 100644
index 0000000000..bd17053517
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diff --git a/docs/acknowledgments.rst b/docs/acknowledgments.rst
new file mode 100644
index 0000000000..36cd1f5646
--- /dev/null
+++ b/docs/acknowledgments.rst
@@ -0,0 +1,76 @@
+Acknowledgments
+===============
+
+The following people have contributed to the development of Zarr by contributing code,
+documentation, code reviews, comments and/or ideas:
+
+* :user:`Alistair Miles <alimanfoo>`
+* :user:`Altay Sansal <tasansal>`
+* :user:`Anderson Banihirwe <andersy005>`
+* :user:`Andrew Fulton <andrewfulton9>`
+* :user:`Andrew Thomas <amcnicho>`
+* :user:`Anthony Scopatz <scopatz>`
+* :user:`Attila Bergou <abergou>`
+* :user:`BGCMHou <BGCMHou>`
+* :user:`Ben Jeffery <benjeffery>`
+* :user:`Ben Williams <benjaminhwilliams>`
+* :user:`Boaz Mohar <boazmohar>`
+* :user:`Charles Noyes <CSNoyes>`
+* :user:`Chris Barnes <clbarnes>`
+* :user:`David Baddeley <David-Baddeley>`
+* :user:`Davis Bennett <d-v-b>`
+* :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>`
+* :user:`Eduardo Gonzalez <eddienko>`
+* :user:`Elliott Sales de Andrade <QuLogic>`
+* :user:`Eric Prestat <ericpre>`
+* :user:`Eric Younkin <ericgyounkin>`
+* :user:`Francesc Alted <FrancescAlted>`
+* :user:`Greggory Lee <grlee77>`
+* :user:`Gregory R. Lee <grlee77>`
+* :user:`Ian Hunt-Isaak <ianhi>`
+* :user:`James Bourbeau <jrbourbeau>`
+* :user:`Jan Funke <funkey>`
+* :user:`Jerome Kelleher <jeromekelleher>`
+* :user:`Joe Hamman <jhamman>`
+* :user:`Joe Jevnik <llllllllll>`
+* :user:`John Kirkham <jakirkham>`
+* :user:`Josh Moore <joshmoore>`
+* :user:`Juan Nunez-Iglesias <jni>`
+* :user:`Justin Swaney <jmswaney>`
+* :user:`Mads R. B. Kristensen <madsbk>`
+* :user:`Mamy Ratsimbazafy <mratsim>`
+* :user:`Martin Durant <martindurant>`
+* :user:`Matthew Rocklin <mrocklin>`
+* :user:`Matthias Bussonnier <Carreau>`
+* :user:`Mattia Almansi <malmans2>`
+* :user:`Noah D Brenowitz <nbren12>`
+* :user:`Oren Watson <orenwatson>`
+* :user:`Pavithra Eswaramoorthy <pavithraes>`
+* :user:`Poruri Sai Rahul <rahulporuri>`
+* :user:`Prakhar Goel <newt0311>`
+* :user:`Raphael Dussin <raphaeldussin>`
+* :user:`Ray Bell <raybellwaves>`
+* :user:`Richard Scott <RichardScottOZ>`
+* :user:`Richard Shaw <jrs65>`
+* :user:`Ryan Abernathey <rabernat>`
+* :user:`Ryan Williams <ryan-williams>`
+* :user:`Saransh Chopra <Saransh-cpp>`
+* :user:`Sebastian Grill <yetyetanotherusername>`
+* :user:`Shikhar Goenka <shikharsg>`
+* :user:`Shivank Chaudhary <Alt-Shivam>`
+* :user:`Stephan Hoyer <shoyer>`
+* :user:`Stephan Saalfeld <axtimwalde>`
+* :user:`Tarik Onalan <onalant>`
+* :user:`Tim Crone <tjcrone>`
+* :user:`Tobias Kölling <d70-t>`
+* :user:`Tom Augspurger <TomAugspurger>`
+* :user:`Tom White <tomwhite>`
+* :user:`Tommy Tran <potter420>`
+* :user:`Trevor Manz <manzt>`
+* :user:`Vincent Schut <vincentschut>`
+* :user:`Vyas Ramasubramani <vyasr>`
+* :user:`Zain Patel <mzjp2>`
+* :user:`gsakkis`
+* :user:`hailiangzhang <hailiangzhang>`
+* :user:`pmav99 <pmav99>`
+* :user:`sbalmer <sbalmer>`
\ No newline at end of file
diff --git a/docs/api.rst b/docs/api.rst
index 8162ada965..2b6e7ea516 100644
--- a/docs/api.rst
+++ b/docs/api.rst
@@ -13,3 +13,10 @@ API reference
     api/codecs
     api/attrs
     api/sync
+
+Indices and tables
+------------------
+
+* :ref:`genindex`
+* :ref:`modindex`
+* :ref:`search`
diff --git a/docs/conf.py b/docs/conf.py
index 2639f765ee..413d648732 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -45,6 +45,7 @@
     'numpydoc',
     'sphinx_issues',
     "sphinx_copybutton",
+    "sphinx_design"
 ]
 
 numpydoc_show_class_members = False
@@ -124,12 +125,26 @@
 
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
-html_theme = 'sphinx_rtd_theme'
+html_theme = 'pydata_sphinx_theme'
+
+html_favicon = '_static/logo1.png'
 
 # Theme options are theme-specific and customize the look and feel of a theme
 # further.  For a list of options available for each theme, see the
 # documentation.
-html_theme_options = {'logo_only': True}
+html_theme_options = {
+  "github_url": "https://github.com/zarr-developers/zarr-python",
+  "twitter_url": "https://twitter.com/zarr_dev",
+  "icon_links": [
+    {
+        "name": "Zarr Dev",
+        "url": "https://zarr.dev/",
+        "icon": "_static/logo1.png",
+        "type": "local"
+    },
+  ],
+  "collapse_navigation": True
+}
 
 # Add any paths that contain custom themes here, relative to this directory.
 #html_theme_path = []
@@ -160,6 +175,9 @@ def setup(app):
 # relative to this directory. They are copied after the builtin static files,
 # so a file named "default.css" will overwrite the builtin "default.css".
 html_static_path = ['_static']
+html_js_files = [
+    'custom.js',
+]
 
 # Add any extra paths that contain custom files (such as robots.txt or
 # .htaccess) here, relative to this directory. These files are copied
@@ -246,7 +264,7 @@ def setup(app):
 # (source start file, target name, title,
 #  author, documentclass [howto, manual, or own class]).
 latex_documents = [
-    (main_doc, 'zarr.tex', 'zarr Documentation',
+    (main_doc, 'zarr.tex', 'Zarr-Python',
      author, 'manual'),
 ]
 
@@ -276,7 +294,7 @@ def setup(app):
 # One entry per manual page. List of tuples
 # (source start file, name, description, authors, manual section).
 man_pages = [
-    (main_doc, 'zarr', 'zarr Documentation',
+    (main_doc, 'zarr', 'Zarr-Python',
      [author], 1)
 ]
 
@@ -290,7 +308,7 @@ def setup(app):
 # (source start file, target name, title, author,
 #  dir menu entry, description, category)
 texinfo_documents = [
-    (main_doc, 'zarr', 'zarr Documentation',
+    (main_doc, 'zarr', 'Zarr-Python',
      author, 'zarr', 'One line description of project.',
      'Miscellaneous'),
 ]
diff --git a/docs/getting_started.rst b/docs/getting_started.rst
new file mode 100644
index 0000000000..77d45325e4
--- /dev/null
+++ b/docs/getting_started.rst
@@ -0,0 +1,46 @@
+Getting Started
+===============
+
+Zarr is a format for the storage of chunked, compressed, N-dimensional arrays
+inspired by `HDF5 <https://www.hdfgroup.org/HDF5/>`_, `h5py
+<https://www.h5py.org/>`_ and `bcolz <https://bcolz.readthedocs.io/>`_.
+
+The project is fiscally sponsored by `NumFOCUS <https://numfocus.org/>`_, a US
+501(c)(3) public charity, and development is supported by the
+`MRC Centre for Genomics and Global Health <https://www.cggh.org>`_
+and the `Chan Zuckerberg Initiative <https://chanzuckerberg.com/>`_.
+
+These documents describe the Zarr Python implementation. More information
+about the Zarr format can be found on the `main website <https://zarr.dev>`_.
+
+Highlights
+----------
+
+* Create N-dimensional arrays with any NumPy dtype.
+* Chunk arrays along any dimension.
+* Compress and/or filter chunks using any NumCodecs_ codec.
+* Store arrays in memory, on disk, inside a Zip file, on S3, ...
+* Read an array concurrently from multiple threads or processes.
+* Write to an array concurrently from multiple threads or processes.
+* Organize arrays into hierarchies via groups.
+
+Contributing
+------------
+
+Feedback and bug reports are very welcome, please get in touch via
+the `GitHub issue tracker <https://github.com/zarr-developers/zarr-python/issues>`_. See
+:doc:`contributing` for further information about contributing to Zarr.
+
+Projects using Zarr
+-------------------
+
+If you are using Zarr, we would `love to hear about it
+<https://github.com/zarr-developers/community/issues/19>`_.
+
+.. toctree::
+    :caption: Getting Started
+    :hidden:
+
+    installation
+
+.. _NumCodecs: https://numcodecs.readthedocs.io/
diff --git a/docs/index.rst b/docs/index.rst
index dd6abc1862..50060d10cc 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -1,142 +1,104 @@
-.. zarr documentation main file, created by
-   sphinx-quickstart on Mon May  2 21:40:09 2016.
-
-Zarr
-====
-
-Zarr is a format for the storage of chunked, compressed, N-dimensional arrays
-inspired by `HDF5 <https://www.hdfgroup.org/HDF5/>`_, `h5py
-<https://www.h5py.org/>`_ and `bcolz <https://bcolz.readthedocs.io/>`_.
-
-The project is fiscally sponsored by `NumFOCUS <https://numfocus.org/>`_, a US
-501(c)(3) public charity, and development is supported by the
-`MRC Centre for Genomics and Global Health <https://www.cggh.org>`_
-and the `Chan Zuckerberg Initiative <https://chanzuckerberg.com/>`_.
-
-These documents describe the Zarr Python implementation. More information
-about the Zarr format can be found on the `main website <https://zarr.dev>`_.
-
-Highlights
-----------
-
- * Create N-dimensional arrays with any NumPy dtype.
- * Chunk arrays along any dimension.
- * Compress and/or filter chunks using any NumCodecs_ codec.
- * Store arrays in memory, on disk, inside a Zip file, on S3, ...
- * Read an array concurrently from multiple threads or processes.
- * Write to an array concurrently from multiple threads or processes.
- * Organize arrays into hierarchies via groups.
-
-Contributing
-------------
-
-Feedback and bug reports are very welcome, please get in touch via
-the `GitHub issue tracker <https://github.com/zarr-developers/zarr-python/issues>`_. See
-:doc:`contributing` for further information about contributing to Zarr.
-
-Projects using Zarr
--------------------
-
-If you are using Zarr, we would `love to hear about it
-<https://github.com/zarr-developers/community/issues/19>`_.
-
-Acknowledgments
----------------
-
-The following people have contributed to the development of Zarr by contributing code,
-documentation, code reviews, comments and/or ideas:
-
-:user:`Alistair Miles <alimanfoo>`
-:user:`Altay Sansal <tasansal>`
-:user:`Anderson Banihirwe <andersy005>`
-:user:`Andrew Fulton <andrewfulton9>`
-:user:`Andrew Thomas <amcnicho>`
-:user:`Anthony Scopatz <scopatz>`
-:user:`Attila Bergou <abergou>`
-:user:`BGCMHou <BGCMHou>`
-:user:`Ben Jeffery <benjeffery>`
-:user:`Ben Williams <benjaminhwilliams>`
-:user:`Boaz Mohar <boazmohar>`
-:user:`Charles Noyes <CSNoyes>`
-:user:`Chris Barnes <clbarnes>`
-:user:`David Baddeley <David-Baddeley>`
-:user:`Davis Bennett <d-v-b>`
-:user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>`
-:user:`Eduardo Gonzalez <eddienko>`
-:user:`Elliott Sales de Andrade <QuLogic>`
-:user:`Eric Prestat <ericpre>`
-:user:`Eric Younkin <ericgyounkin>`
-:user:`Francesc Alted <FrancescAlted>`
-:user:`Greggory Lee <grlee77>`
-:user:`Gregory R. Lee <grlee77>`
-:user:`Ian Hunt-Isaak <ianhi>`
-:user:`James Bourbeau <jrbourbeau>`
-:user:`Jan Funke <funkey>`
-:user:`Jerome Kelleher <jeromekelleher>`
-:user:`Joe Hamman <jhamman>`
-:user:`Joe Jevnik <llllllllll>`
-:user:`John Kirkham <jakirkham>`
-:user:`Josh Moore <joshmoore>`
-:user:`Juan Nunez-Iglesias <jni>`
-:user:`Justin Swaney <jmswaney>`
-:user:`Mads R. B. Kristensen <madsbk>`
-:user:`Mamy Ratsimbazafy <mratsim>`
-:user:`Martin Durant <martindurant>`
-:user:`Matthew Rocklin <mrocklin>`
-:user:`Matthias Bussonnier <Carreau>`
-:user:`Mattia Almansi <malmans2>`
-:user:`Noah D Brenowitz <nbren12>`
-:user:`Oren Watson <orenwatson>`
-:user:`Pavithra Eswaramoorthy <pavithraes>`
-:user:`Poruri Sai Rahul <rahulporuri>`
-:user:`Prakhar Goel <newt0311>`
-:user:`Raphael Dussin <raphaeldussin>`
-:user:`Ray Bell <raybellwaves>`
-:user:`Richard Scott <RichardScottOZ>`
-:user:`Richard Shaw <jrs65>`
-:user:`Ryan Abernathey <rabernat>`
-:user:`Ryan Williams <ryan-williams>`
-:user:`Saransh Chopra <Saransh-cpp>`
-:user:`Sebastian Grill <yetyetanotherusername>`
-:user:`Shikhar Goenka <shikharsg>`
-:user:`Shivank Chaudhary <Alt-Shivam>`
-:user:`Stephan Hoyer <shoyer>`
-:user:`Stephan Saalfeld <axtimwalde>`
-:user:`Tarik Onalan <onalant>`
-:user:`Tim Crone <tjcrone>`
-:user:`Tobias Kölling <d70-t>`
-:user:`Tom Augspurger <TomAugspurger>`
-:user:`Tom White <tomwhite>`
-:user:`Tommy Tran <potter420>`
-:user:`Trevor Manz <manzt>`
-:user:`Vincent Schut <vincentschut>`
-:user:`Vyas Ramasubramani <vyasr>`
-:user:`Zain Patel <mzjp2>`
-:user:`gsakkis`
-:user:`hailiangzhang <hailiangzhang>`
-:user:`pmav99 <pmav99>`
-:user:`sbalmer <sbalmer>`
-
-Contents
---------
+.. _zarr_docs_mainpage:
+
+***********
+Zarr-Python
+***********
 
 .. toctree::
-    :maxdepth: 2
+    :maxdepth: 1
+    :hidden:
 
-    installation
+    getting_started
     tutorial
     api
     spec
-    contributing
     release
     license
-    View homepage <https://zarr.dev/>
+    acknowledgments
+    contributing
+
+**Version**: |version|
+
+**Download documentation**: `Zipped HTML <https://zarr.readthedocs.io/_/downloads/en/stable/htmlzip/>`_
+   
+**Useful links**:
+`Installation <installation.html>`_ |
+`Source Repository <https://github.com/zarr-developers/zarr-python>`_ |
+`Issue Tracker <https://github.com/zarr-developers/zarr-python/issues>`_ |
+`Gitter <https://gitter.im/zarr-developers/community>`_
+
+Zarr is a file storage format for chunked, compressed, N-dimensional arrays based on an open-source specification.
+
+.. grid:: 2
+
+    .. grid-item-card::
+        :img-top: _static/index_getting_started.svg
+
+        Getting Started
+        ^^^^^^^^^^^^^^^
+
+        New to Zarr? Check out the getting started guide. It contains an
+        introduction to Zarr's main concepts and links to additional tutorials.
+
+        +++
+
+        .. button-ref:: getting_started
+            :expand:
+            :color: dark
+            :click-parent:
+
+            To the getting started guide
+
+    .. grid-item-card::
+        :img-top: _static/index_user_guide.svg
+
+        Tutorial
+        ^^^^^^^^
+
+        The tutorial provides working examples of Zarr classes and functions.
+
+        +++
+
+        .. button-ref:: tutorial
+            :expand:
+            :color: dark
+            :click-parent:
+
+            To the Tutorial
+
+    .. grid-item-card::
+        :img-top: _static/index_api.svg
+
+        API Reference
+        ^^^^^^^^^^^^^
+
+        The reference guide contains a detailed description of the functions,
+        modules, and objects included in Zarr. The reference describes how the
+        methods work and which parameters can be used. It assumes that you have an
+        understanding of the key concepts.
+
+        +++
+
+        .. button-ref:: api
+            :expand:
+            :color: dark
+            :click-parent:
+
+            To the api reference guide
+
+    .. grid-item-card::
+        :img-top: _static/index_contribute.svg
+
+        Contributor's Guide
+        ^^^^^^^^^^^^^^^^^^^
+
+        Want to contribute to Zarr? We welcome contributions in the form of bug reports, bug fixes, documentation, enhancement proposals and more. The contributing guidelines will guide you through the process of improving Zarr.
 
-Indices and tables
-------------------
+        +++
 
-* :ref:`genindex`
-* :ref:`modindex`
-* :ref:`search`
+        .. button-ref:: contributing
+            :expand:
+            :color: dark
+            :click-parent:
 
-.. _NumCodecs: https://numcodecs.readthedocs.io/
+            To the contributor's guide
\ No newline at end of file
diff --git a/requirements_rtfd.txt b/requirements_rtfd.txt
index 553384e0bd..5d7fec369a 100644
--- a/requirements_rtfd.txt
+++ b/requirements_rtfd.txt
@@ -2,9 +2,11 @@ asciitree
 setuptools
 setuptools_scm
 sphinx
+sphinx_design
 sphinx-issues
 sphinx-copybutton
 sphinx-rtd-theme
+pydata-sphinx-theme
 numpydoc
 numpy!=1.21.0
 msgpack-python==0.5.6

From 280d9695990b73153127083dd640bcb5a69e8f8f Mon Sep 17 00:00:00 2001
From: Nathan Zimmerberg <39104088+nhz2@users.noreply.github.com>
Date: Thu, 9 Feb 2023 05:43:03 -0500
Subject: [PATCH 0276/1078] Allow reading utf-8 encoded json files  (#1312)

* read utf-8 in json

* update release

* Update zarr/util.py

Co-authored-by: jakirkham <jakirkham@gmail.com>

* allow str

---------

Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 docs/release.rst          |  3 +++
 fixture/utf8attrs/.zattrs |  1 +
 fixture/utf8attrs/.zgroup |  3 +++
 zarr/meta.py              | 12 ++++++------
 zarr/tests/test_attrs.py  | 11 +++++++++--
 zarr/util.py              |  4 ++--
 6 files changed, 24 insertions(+), 10 deletions(-)
 create mode 100644 fixture/utf8attrs/.zattrs
 create mode 100644 fixture/utf8attrs/.zgroup

diff --git a/docs/release.rst b/docs/release.rst
index fdff400266..905ccd2ebb 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -31,6 +31,9 @@ Major changes
 Bug fixes
 ~~~~~~~~~
 
+* Allow reading utf-8 encoded json files
+  By :user:`Nathan Zimmerberg <nhz2>` :issue:`1308`.
+
 * Ensure contiguous data is give to ``FSStore``. Only copying if needed.
   By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1285`.
 * NestedDirectoryStore.listdir now returns chunk keys with the correct '/' dimension_separator.
diff --git a/fixture/utf8attrs/.zattrs b/fixture/utf8attrs/.zattrs
new file mode 100644
index 0000000000..7f85af5d3a
--- /dev/null
+++ b/fixture/utf8attrs/.zattrs
@@ -0,0 +1 @@
+{"foo": "た"}
\ No newline at end of file
diff --git a/fixture/utf8attrs/.zgroup b/fixture/utf8attrs/.zgroup
new file mode 100644
index 0000000000..3b7daf227c
--- /dev/null
+++ b/fixture/utf8attrs/.zgroup
@@ -0,0 +1,3 @@
+{
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/zarr/meta.py b/zarr/meta.py
index b493e833f0..59c56abf3d 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -92,7 +92,7 @@ class Metadata2:
     ZARR_FORMAT = ZARR_FORMAT
 
     @classmethod
-    def parse_metadata(cls, s: Union[MappingType, str]) -> MappingType[str, Any]:
+    def parse_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType[str, Any]:
 
         # Here we allow that a store may return an already-parsed metadata object,
         # or a string of JSON that we will parse here. We allow for an already-parsed
@@ -110,7 +110,7 @@ def parse_metadata(cls, s: Union[MappingType, str]) -> MappingType[str, Any]:
         return meta
 
     @classmethod
-    def decode_array_metadata(cls, s: Union[MappingType, str]) -> MappingType[str, Any]:
+    def decode_array_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType[str, Any]:
         meta = cls.parse_metadata(s)
 
         # check metadata format
@@ -198,7 +198,7 @@ def decode_dtype(cls, d) -> np.dtype:
         return np.dtype(d)
 
     @classmethod
-    def decode_group_metadata(cls, s: Union[MappingType, str]) -> MappingType[str, Any]:
+    def decode_group_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType[str, Any]:
         meta = cls.parse_metadata(s)
 
         # check metadata format version
@@ -351,7 +351,7 @@ def encode_dtype(cls, d):
             return get_extended_dtype_info(np.dtype(d))
 
     @classmethod
-    def decode_group_metadata(cls, s: Union[MappingType, str]) -> MappingType[str, Any]:
+    def decode_group_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType[str, Any]:
         meta = cls.parse_metadata(s)
         # 1 / 0
         # # check metadata format version
@@ -390,7 +390,7 @@ def encode_hierarchy_metadata(cls, meta=None) -> bytes:
 
     @classmethod
     def decode_hierarchy_metadata(
-        cls, s: Union[MappingType, str]
+        cls, s: Union[MappingType, bytes, str]
     ) -> MappingType[str, Any]:
         meta = cls.parse_metadata(s)
         # check metadata format
@@ -495,7 +495,7 @@ def _decode_storage_transformer_metadata(cls, meta: Mapping) -> "StorageTransfor
         return StorageTransformerCls.from_config(transformer_type, conf)
 
     @classmethod
-    def decode_array_metadata(cls, s: Union[MappingType, str]) -> MappingType[str, Any]:
+    def decode_array_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType[str, Any]:
         meta = cls.parse_metadata(s)
 
         # extract array metadata fields
diff --git a/zarr/tests/test_attrs.py b/zarr/tests/test_attrs.py
index e4baf182b2..27ec8fea8d 100644
--- a/zarr/tests/test_attrs.py
+++ b/zarr/tests/test_attrs.py
@@ -4,9 +4,10 @@
 
 from zarr._storage.store import meta_root
 from zarr.attrs import Attributes
-from zarr.storage import KVStore
+from zarr.storage import KVStore, DirectoryStore
 from zarr._storage.v3 import KVStoreV3
 from zarr.tests.util import CountingDict, CountingDictV3
+from zarr.hierarchy import group
 
 
 @pytest.fixture(params=[2, 3])
@@ -42,11 +43,17 @@ def test_storage(self, zarr_version):
         a['baz'] = 42
         assert attrs_key in store
         assert isinstance(store[attrs_key], bytes)
-        d = json.loads(str(store[attrs_key], 'ascii'))
+        d = json.loads(str(store[attrs_key], 'utf-8'))
         if zarr_version == 3:
             d = d['attributes']
         assert dict(foo='bar', baz=42) == d
 
+    def test_utf8_encoding(self, zarr_version):
+
+        # fixture data
+        fixture = group(store=DirectoryStore('fixture'))
+        assert fixture['utf8attrs'].attrs.asdict() == dict(foo='た')
+
     def test_get_set_del_contains(self, zarr_version):
 
         store = _init_store(zarr_version)
diff --git a/zarr/util.py b/zarr/util.py
index 5b307b7c5c..be5f174aab 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -56,9 +56,9 @@ def json_dumps(o: Any) -> bytes:
                       separators=(',', ': '), cls=NumberEncoder).encode('ascii')
 
 
-def json_loads(s: str) -> Dict[str, Any]:
+def json_loads(s: Union[bytes, str]) -> Dict[str, Any]:
     """Read JSON in a consistent way."""
-    return json.loads(ensure_text(s, 'ascii'))
+    return json.loads(ensure_text(s, 'utf-8'))
 
 
 def normalize_shape(shape) -> Tuple[int]:

From 277e4b200edd275e991b321a4d735859ffd555a9 Mon Sep 17 00:00:00 2001
From: Josh Moore <josh@openmicroscopy.org>
Date: Fri, 10 Feb 2023 09:28:01 +0100
Subject: [PATCH 0277/1078] Prepare 2.14 changelog (#1337)

* Prepare 2.14 changelog

* .rst fixes
---
 docs/release.rst | 28 ++++++++++++++++++----------
 1 file changed, 18 insertions(+), 10 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 905ccd2ebb..0965109935 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,28 +6,35 @@ Release notes
     # to document your changes. On releases it will be
     # re-indented so that it does not show up in the notes.
 
-.. _unreleased:
+    .. _unreleased:
+
+    Unreleased
+    ----------
 
-Unreleased
-----------
 ..
     # .. warning::
     #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
 
+.. _release_2.14.0:
+
+2.14.0
+------
+
 Major changes
 ~~~~~~~~~~~~~
 
 * Improve Zarr V3 support, adding partial store read/write and storage transformers.
-  Add two features of the [v3 spec](https://zarr-specs.readthedocs.io/en/latest/core/v3.0.html):
-  * storage transformers
-  * `get_partial_values` and `set_partial_values`
-  * efficient `get_partial_values` implementation for `FSStoreV3`
-  * sharding storage transformer
+  Add new features from the `v3 spec <https://zarr-specs.readthedocs.io/en/latest/core/v3.0.html>`_:
+    * storage transformers
+    * `get_partial_values` and `set_partial_values`
+    * efficient `get_partial_values` implementation for `FSStoreV3`
+    * sharding storage transformer
   By :user:`Jonathan Striebel <jstriebel>`; :issue:`1096`, :issue:`1111`.
 
-* Remove warnings emitted when using N5Store or N5FSStore with a blosc-compressed array.
+* N5 nows supports Blosc.
+  Remove warnings emitted when using N5Store or N5FSStore with a blosc-compressed array.
   By :user:`Davis Bennett <d-v-b>`; :issue:`1331`.
-  
+
 Bug fixes
 ~~~~~~~~~
 
@@ -36,6 +43,7 @@ Bug fixes
 
 * Ensure contiguous data is give to ``FSStore``. Only copying if needed.
   By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1285`.
+
 * NestedDirectoryStore.listdir now returns chunk keys with the correct '/' dimension_separator.
   By :user:`Brett Graham <braingram>` :issue:`1334`.
 

From 4e8b84b46937ba14f9cf818065740e95a2a2b554 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 10 Feb 2023 09:31:02 +0100
Subject: [PATCH 0278/1078] Bump redis from 4.4.2 to 4.5.1 (#1344)

Bumps [redis](https://github.com/redis/redis-py) from 4.4.2 to 4.5.1.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.4.2...v4.5.1)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 0cf6661d1e..07ca6d743d 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -8,7 +8,7 @@ ipywidgets==8.0.4
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.14.1 # pyup: ignore
-redis==4.4.2
+redis==4.5.1
 types-redis
 types-setuptools
 pymongo==4.3.3

From 76fce142174b4b57e4fb0fd8141d7515aae81dcf Mon Sep 17 00:00:00 2001
From: Josh Moore <josh@openmicroscopy.org>
Date: Sun, 12 Feb 2023 09:26:05 +0100
Subject: [PATCH 0279/1078] Generate fixture for #1312 if it is missing (#1348)

This is a temporary fix for the larger issue of out-of-tree
testing described in #1347, but this should allow a release
of 2.14.1 which passes on conda.
---
 zarr/tests/test_attrs.py | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/zarr/tests/test_attrs.py b/zarr/tests/test_attrs.py
index 27ec8fea8d..a329f463f0 100644
--- a/zarr/tests/test_attrs.py
+++ b/zarr/tests/test_attrs.py
@@ -1,7 +1,9 @@
 import json
 
+import pathlib
 import pytest
 
+import zarr
 from zarr._storage.store import meta_root
 from zarr.attrs import Attributes
 from zarr.storage import KVStore, DirectoryStore
@@ -50,6 +52,16 @@ def test_storage(self, zarr_version):
 
     def test_utf8_encoding(self, zarr_version):
 
+        project_root = pathlib.Path(zarr.__file__).resolve().parent.parent
+        fixdir = project_root / "fixture" / "utf8attrs"
+        if not fixdir.exists():  # pragma: no cover
+            # store the data - should be one-time operation
+            fixdir.mkdir()
+            with (fixdir / ".zattrs").open("w", encoding="utf-8") as f:
+                f.write('{"foo": "た"}')
+            with (fixdir / ".zgroup").open("w", encoding="utf-8") as f:
+                f.write("""{\n    "zarr_format": 2\n}""")
+
         # fixture data
         fixture = group(store=DirectoryStore('fixture'))
         assert fixture['utf8attrs'].attrs.asdict() == dict(foo='た')

From 87c48d80c33ebe92661a05e981cce48b11b5c66f Mon Sep 17 00:00:00 2001
From: Josh Moore <josh@openmicroscopy.org>
Date: Sun, 12 Feb 2023 09:43:35 +0100
Subject: [PATCH 0280/1078] Fix 2.14.0 redirects (#1346)

* Fix 2.14.0 redirects

Check for hash in anchormap

* Add release notes

* Add note about conda-forge release
---
 docs/_static/custom.js |  4 ++--
 docs/release.rst       | 14 ++++++++++++++
 2 files changed, 16 insertions(+), 2 deletions(-)

diff --git a/docs/_static/custom.js b/docs/_static/custom.js
index 06b2d019b1..dcb584ecd5 100644
--- a/docs/_static/custom.js
+++ b/docs/_static/custom.js
@@ -12,7 +12,7 @@
     }
 
     let hash = window.location.hash.substring(1);
-    if (hash) {
-        window.location.replace(anchorMap[hash]);
+    if (hash && hash in anchorMap) {
+            window.location.replace(anchorMap[hash]);
     }
 })();
diff --git a/docs/release.rst b/docs/release.rst
index 0965109935..e7802fecbb 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -15,6 +15,20 @@ Release notes
     # .. warning::
     #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
 
+.. _release_2.14.1:
+
+2.14.1
+------
+
+Documentation
+~~~~~~~~~~~~~
+
+* Fix API links.
+  By :user:`Josh Moore <joshmoore>` :issue:`1346`.
+
+* Fix unit tests which prevented the conda-forge release.
+  By :user:`Josh Moore <joshmoore>` :issue:`1348`.
+
 .. _release_2.14.0:
 
 2.14.0

From c3750302f71ebb0b1506db05815b38c2c097c3de Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 13 Feb 2023 08:40:10 +0100
Subject: [PATCH 0281/1078] Bump numpy from 1.24.1 to 1.24.2 (#1350)

Bumps [numpy](https://github.com/numpy/numpy) from 1.24.1 to 1.24.2.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.24.1...v1.24.2)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index 7d373a254d..e094d4fcd4 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.24.1
+numpy==1.24.2

From d7d88158c5f4e61d926675f2af9df66e7848bb68 Mon Sep 17 00:00:00 2001
From: Marwan Zouinkhi <zouinkhi.marwan@gmail.com>
Date: Mon, 20 Feb 2023 03:00:12 -0500
Subject: [PATCH 0282/1078] Fix N5Store dtype wrong behavior  (#1340)

* create a test case for the bug

* fix dtype bug

* fix formatting

* optimize code by using create function

* use at exit delete

* optimize import

* update n5 test hexdigest

* skip dtype decode if no fsspec

* add contribution
---
 docs/release.rst        |  3 +++
 zarr/n5.py              |  1 +
 zarr/tests/test_core.py | 13 ++++++-------
 zarr/tests/test_n5.py   | 21 +++++++++++++++++++--
 4 files changed, 29 insertions(+), 9 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index e7802fecbb..0098d2e50b 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -61,6 +61,9 @@ Bug fixes
 * NestedDirectoryStore.listdir now returns chunk keys with the correct '/' dimension_separator.
   By :user:`Brett Graham <braingram>` :issue:`1334`.
 
+* N5Store/N5FSStore dtype returns zarr Stores readable dtype.
+  By :user:`Marwan Zouinkhi <mzouink>` :issue:`1339`.
+
 .. _release_2.13.6:
 
 2.13.6
diff --git a/zarr/n5.py b/zarr/n5.py
index 4c93ce4acb..1eb6ef2b33 100644
--- a/zarr/n5.py
+++ b/zarr/n5.py
@@ -689,6 +689,7 @@ def array_metadata_to_zarr(array_metadata: Dict[str, Any],
     array_metadata['order'] = 'C'
     array_metadata['filters'] = []
     array_metadata['dimension_separator'] = '.'
+    array_metadata['dtype'] = np.dtype(array_metadata['dtype']).str
 
     compressor_config = array_metadata['compressor']
     compressor_config = compressor_config_to_zarr(compressor_config)
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index b54fe3ddf0..ba89db3b06 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -2034,13 +2034,12 @@ def test_compressors(self):
             assert np.all(a2[:] == 1)
 
     def expected(self):
-        return [
-           '4e9cf910000506455f82a70938a272a3fce932e5',
-           'f9d4cbf1402901f63dea7acf764d2546e4b6aa38',
-           '1d8199f5f7b70d61aa0d29cc375212c3df07d50a',
-           '874880f91aa6736825584509144afe6b06b0c05c',
-           'e2258fedc74752196a8c8383db49e27193c995e2',
-           ]
+        return ['8811a77d54caaa1901d5cc4452d946ae433c8d90',
+                'd880b007d9779db5f2cdbe13274eb1cbac4a425a',
+                'd80eb66d5521744f051e816ab368d8ccfc2e3edf',
+                '568f9f837e4b682a3819cb122988e2eebeb6572b',
+                '4fdf4475d786d6694110db5619acd30c80dfc372'
+                ]
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
diff --git a/zarr/tests/test_n5.py b/zarr/tests/test_n5.py
index a1a0a83e36..8f6d97dd51 100644
--- a/zarr/tests/test_n5.py
+++ b/zarr/tests/test_n5.py
@@ -1,10 +1,15 @@
-
 import pytest
 
-from zarr.n5 import N5ChunkWrapper
+from zarr.n5 import N5ChunkWrapper, N5FSStore
+from zarr.creation import create
+from zarr.storage import atexit_rmtree
 from numcodecs import GZip
 import numpy as np
 from typing import Tuple
+import json
+import atexit
+
+from zarr.tests.util import have_fsspec
 
 
 def test_make_n5_chunk_wrapper():
@@ -35,3 +40,15 @@ def test_partial_chunk_decode(chunk_shape: Tuple[int, ...]):
     chunk[subslices] = 1
     subchunk = np.ascontiguousarray(chunk[subslices])
     assert np.array_equal(codec_wrapped.decode(codec_wrapped.encode(subchunk)), chunk)
+
+
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+def test_dtype_decode():
+    path = 'data/array.n5'
+    atexit_rmtree(path)
+    atexit.register(atexit_rmtree, path)
+    n5_store = N5FSStore(path)
+    create(100, store=n5_store)
+    dtype_n5 = json.loads(n5_store[".zarray"])["dtype"]
+    dtype_zarr = json.loads(create(100).store[".zarray"])["dtype"]
+    assert dtype_n5 == dtype_zarr

From 5ece3e6971595feec5fce37ce801dd54e961c728 Mon Sep 17 00:00:00 2001
From: Brandur Thorgrimsson <11929039+Swordcat@users.noreply.github.com>
Date: Thu, 23 Feb 2023 15:23:23 +0000
Subject: [PATCH 0283/1078] Ensure `zarr.group` uses writable mode (#1354)

* Fix creating a group with fsmap per issue #1353, regression test added

* Update release notes
---
 docs/release.rst             | 11 +++++++++++
 zarr/hierarchy.py            |  2 +-
 zarr/tests/test_hierarchy.py | 11 +++++++++++
 3 files changed, 23 insertions(+), 1 deletion(-)

diff --git a/docs/release.rst b/docs/release.rst
index 0098d2e50b..a6c32100ba 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -15,6 +15,17 @@ Release notes
     # .. warning::
     #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
 
+.. _release_2.14.2:
+
+2.14.2
+------
+
+Bug fixes
+~~~~~~~~~
+
+* Ensure ``zarr.group`` uses writeable mode to fix issue with :issue:`1304`.
+  By :user:`Brandur Thorgrimsson <swordcat>` :issue:`1354`.
+
 .. _release_2.14.1:
 
 2.14.1
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 0dae921500..18e7ac7863 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -1336,7 +1336,7 @@ def group(store=None, overwrite=False, chunk_store=None,
     """
 
     # handle polymorphic store arg
-    store = _normalize_store_arg(store, zarr_version=zarr_version)
+    store = _normalize_store_arg(store, zarr_version=zarr_version, mode='w')
     if zarr_version is None:
         zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
 
diff --git a/zarr/tests/test_hierarchy.py b/zarr/tests/test_hierarchy.py
index 7d87b6d404..d0833457fb 100644
--- a/zarr/tests/test_hierarchy.py
+++ b/zarr/tests/test_hierarchy.py
@@ -1591,6 +1591,17 @@ def test_group(zarr_version):
     assert store is g.store
 
 
+@pytest.mark.skipif(have_fsspec is False, reason='needs fsspec')
+@pytest.mark.parametrize('zarr_version', _VERSIONS)
+def test_group_writeable_mode(zarr_version, tmp_path):
+    # Regression test for https://github.com/zarr-developers/zarr-python/issues/1353
+    import fsspec
+
+    store = fsspec.get_mapper(str(tmp_path))
+    zg = group(store=store)
+    assert zg.store.map == store
+
+
 @pytest.mark.parametrize('zarr_version', _VERSIONS)
 def test_open_group(zarr_version):
     # test the open_group() convenience function

From 7018cf1127b14e9b21a8a0169bd7da95405c4577 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 7 Mar 2023 14:24:00 +0100
Subject: [PATCH 0284/1078] Bump pytest from 7.2.1 to 7.2.2 (#1361)

Bumps [pytest](https://github.com/pytest-dev/pytest) from 7.2.1 to 7.2.2.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/7.2.1...7.2.2)

---
updated-dependencies:
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 34d7d98e7e..1217ee620e 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -5,4 +5,4 @@ numcodecs==0.11.0
 msgpack-python==0.5.6
 setuptools-scm==7.1.0
 # test requirements
-pytest==7.2.1
+pytest==7.2.2

From 55a875d16a7cb9f67dd652a5e921d5fe4bc37ac0 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 7 Mar 2023 15:46:49 +0100
Subject: [PATCH 0285/1078] Bump fsspec from 2023.1.0 to 2023.3.0 (#1360)

* Bump fsspec from 2023.1.0 to 2023.3.0

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2023.1.0 to 2023.3.0.
- [Release notes](https://github.com/fsspec/filesystem_spec/releases)
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2023.1.0...2023.3.0)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* Update s3fs as well

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 requirements_dev_optional.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 07ca6d743d..0599ef05ff 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -18,6 +18,6 @@ pytest-cov==4.0.0
 pytest-doctestplus==0.12.1
 pytest-timeout==2.1.0
 h5py==3.8.0
-fsspec==2023.1.0
-s3fs==2023.1.0
+fsspec==2023.3.0
+s3fs==2023.3.0
 moto[server]>=4.0.8

From c66b35b8c1f6839ec596f4b7c87bf7b76b0c0818 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Thu, 9 Mar 2023 08:52:46 +0100
Subject: [PATCH 0286/1078] chore: update pre-commit hooks (#1351)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/pre-commit/mirrors-mypy: v0.991 → v1.0.1](https://github.com/pre-commit/mirrors-mypy/compare/v0.991...v1.0.1)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 1f629ccf76..cd1bc44361 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -24,7 +24,7 @@ repos:
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v0.991
+    rev: v1.0.1
     hooks:
       - id: mypy
         files: zarr

From 0195567038308a3674ae94ae1dceadf136ab34c6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 9 Mar 2023 08:53:00 +0100
Subject: [PATCH 0287/1078] Bump azure-storage-blob from 12.14.1 to 12.15.0
 (#1357)

Bumps [azure-storage-blob](https://github.com/Azure/azure-sdk-for-python) from 12.14.1 to 12.15.0.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-storage-blob_12.14.1...azure-storage-blob_12.15.0)

---
updated-dependencies:
- dependency-name: azure-storage-blob
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 0599ef05ff..8a59af3e17 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipywidgets==8.0.4
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
-azure-storage-blob==12.14.1 # pyup: ignore
+azure-storage-blob==12.15.0 # pyup: ignore
 redis==4.5.1
 types-redis
 types-setuptools

From c77f9cd6fb29bdbc1c03b7b645dac946eed6b577 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 9 Mar 2023 10:10:39 +0100
Subject: [PATCH 0288/1078] Bump actions/setup-python from 4.3.0 to 4.5.0
 (#1318)

* Bump actions/setup-python from 4.3.0 to 4.5.0

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 4.3.0 to 4.5.0.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v4.3.0...v4.5.0)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* Get the username

* Test `push` too

* Revert changes to GHA

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: jakirkham <jakirkham@gmail.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index d1479d43e1..ea388b24b6 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -16,7 +16,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4.3.0
+      - uses: actions/setup-python@v4.5.0
         name: Install Python
         with:
           python-version: '3.8'

From eacda8dc205c4b1e1785f5cebef0862ef46e69f7 Mon Sep 17 00:00:00 2001
From: Andreas Albert <103571926+AndreasAlbertQC@users.noreply.github.com>
Date: Fri, 10 Mar 2023 14:10:44 +0100
Subject: [PATCH 0289/1078] More extensive orthogonal indexing in get/setitem
 (#1333)

* More extensive orthogonal indexing in get/setitem

Added pass-through to orthogonal indexing for the following cases:
* index is iterable of integers
* index is iterable of length ndim, with each element being a slice, integer, or list. Maximum one list.

* Add test cases for indexing with single integer iterable

---------

Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 docs/release.rst            |   9 +-
 docs/tutorial.rst           |   7 ++
 zarr/core.py                |   5 +
 zarr/indexing.py            |  20 ++++
 zarr/tests/test_indexing.py | 214 +++++++++++++++++++++++++++++++++---
 5 files changed, 237 insertions(+), 18 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index a6c32100ba..f056f621bf 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,15 +6,18 @@ Release notes
     # to document your changes. On releases it will be
     # re-indented so that it does not show up in the notes.
 
-    .. _unreleased:
+.. _unreleased:
 
-    Unreleased
-    ----------
+Unreleased
+----------
 
 ..
     # .. warning::
     #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
 
+* Implement more extensive fallback of getitem/setitem for orthogonal indexing.
+  By :user:`Andreas Albert <AndreasAlbertQC>` :issue:`1029`.
+
 .. _release_2.14.2:
 
 2.14.2
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 43e42faf6b..0f2e1c7345 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -634,6 +634,13 @@ For convenience, the orthogonal indexing functionality is also available via the
 Any combination of integer, slice, 1D integer array and/or 1D Boolean array can
 be used for orthogonal indexing.
 
+If the index contains at most one iterable, and otherwise contains only slices and integers,
+orthogonal indexing is also available directly on the array:
+
+    >>> z = zarr.array(np.arange(15).reshape(3, 5))
+    >>> all(z.oindex[[0, 2], :] == z[[0, 2], :])
+    True
+
 Indexing fields in structured arrays
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
diff --git a/zarr/core.py b/zarr/core.py
index b9db6cb2c8..521de80e17 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -28,6 +28,7 @@
     err_too_many_indices,
     is_contiguous_selection,
     is_pure_fancy_indexing,
+    is_pure_orthogonal_indexing,
     is_scalar,
     pop_fields,
 )
@@ -817,6 +818,8 @@ def __getitem__(self, selection):
         fields, pure_selection = pop_fields(selection)
         if is_pure_fancy_indexing(pure_selection, self.ndim):
             result = self.vindex[selection]
+        elif is_pure_orthogonal_indexing(pure_selection, self.ndim):
+            result = self.get_orthogonal_selection(pure_selection, fields=fields)
         else:
             result = self.get_basic_selection(pure_selection, fields=fields)
         return result
@@ -1387,6 +1390,8 @@ def __setitem__(self, selection, value):
         fields, pure_selection = pop_fields(selection)
         if is_pure_fancy_indexing(pure_selection, self.ndim):
             self.vindex[selection] = value
+        elif is_pure_orthogonal_indexing(pure_selection, self.ndim):
+            self.set_orthogonal_selection(pure_selection, value, fields=fields)
         else:
             self.set_basic_selection(pure_selection, value, fields=fields)
 
diff --git a/zarr/indexing.py b/zarr/indexing.py
index 268b487105..2f8144fd08 100644
--- a/zarr/indexing.py
+++ b/zarr/indexing.py
@@ -101,6 +101,26 @@ def is_pure_fancy_indexing(selection, ndim):
     )
 
 
+def is_pure_orthogonal_indexing(selection, ndim):
+    if not ndim:
+        return False
+
+    # Case 1: Selection is a single iterable of integers
+    if is_integer_list(selection) or is_integer_array(selection, ndim=1):
+        return True
+
+    # Case two: selection contains either zero or one integer iterables.
+    # All other selection elements are slices or integers
+    return (
+            isinstance(selection, tuple) and len(selection) == ndim and
+            sum(is_integer_list(elem) or is_integer_array(elem) for elem in selection) <= 1 and
+            all(
+                is_integer_list(elem) or is_integer_array(elem)
+                or isinstance(elem, slice) or isinstance(elem, int) for
+                elem in selection)
+    )
+
+
 def normalize_integer_selection(dim_sel, dim_len):
 
     # normalize type to int
diff --git a/zarr/tests/test_indexing.py b/zarr/tests/test_indexing.py
index 5c4c580636..f5f57be010 100644
--- a/zarr/tests/test_indexing.py
+++ b/zarr/tests/test_indexing.py
@@ -283,8 +283,6 @@ def test_get_basic_selection_2d():
     for selection in bad_selections:
         with pytest.raises(IndexError):
             z.get_basic_selection(selection)
-        with pytest.raises(IndexError):
-            z[selection]
     # check fallback on fancy indexing
     fancy_selection = ([0, 1], [0, 1])
     np.testing.assert_array_equal(z[fancy_selection], [0, 11])
@@ -317,14 +315,179 @@ def test_fancy_indexing_fallback_on_get_setitem():
     )
 
 
-def test_fancy_indexing_doesnt_mix_with_slicing():
-    z = zarr.zeros((20, 20))
-    with pytest.raises(IndexError):
-        z[[1, 2, 3], :] = 2
-    with pytest.raises(IndexError):
-        np.testing.assert_array_equal(
-            z[[1, 2, 3], :], 0
+@pytest.mark.parametrize("index,expected_result",
+                         [
+                             # Single iterable of integers
+                             (
+                                [0, 1],
+                                [[0, 1, 2],
+                                 [3, 4, 5]]
+                             ),
+                             # List first, then slice
+                             (
+                                     ([0, 1], slice(None)),
+                                     [[0, 1, 2],
+                                      [3, 4, 5]]
+                             ),
+                             # List first, then slice
+                             (
+                                     ([0, 1], slice(1, None)),
+                                     [[1, 2],
+                                      [4, 5]]
+                             ),
+                             # Slice first, then list
+                             (
+                                     (slice(0, 2), [0, 2]),
+                                     [[0, 2],
+                                      [3, 5]]
+                             ),
+                             # Slices only
+                             (
+                                     (slice(0, 2), slice(0, 2)),
+                                     [[0, 1],
+                                      [3, 4]]
+                             ),
+                             # List with repeated index
+                             (
+                                     ([1, 0, 1], slice(1, None)),
+                                     [[4, 5],
+                                      [1, 2],
+                                      [4, 5]]
+                             ),
+                             # 1D indexing
+                             (
+                                     ([1, 0, 1]),
+                                     [
+                                         [3, 4, 5],
+                                         [0, 1, 2],
+                                         [3, 4, 5]
+                                     ]
+                             )
+
+                         ])
+def test_orthogonal_indexing_fallback_on_getitem_2d(index, expected_result):
+    """
+    Tests the orthogonal indexing fallback on __getitem__ for a 2D matrix.
+
+    In addition to checking expected behavior, all indexing
+    is also checked against numpy.
+    """
+    # [0, 1, 2],
+    # [3, 4, 5],
+    # [6, 7, 8]
+    a = np.arange(9).reshape(3, 3)
+    z = zarr.array(a)
+
+    np.testing.assert_array_equal(z[index], a[index], err_msg="Indexing disagrees with numpy")
+    np.testing.assert_array_equal(z[index], expected_result)
+
+
+@pytest.mark.parametrize("index,expected_result",
+                         [
+                             # Single iterable of integers
+                             (
+                                [0, 1],
+                                [[[0,  1,  2],
+                                  [3,  4,  5],
+                                  [6,  7,  8]],
+                                 [[9, 10, 11],
+                                  [12, 13, 14],
+                                  [15, 16, 17]]]
+                             ),
+                             # One slice, two integers
+                             (
+                                     (slice(0, 2), 1, 1),
+                                     [4, 13]
+                             ),
+                             # One integer, two slices
+                             (
+                                     (slice(0, 2), 1, slice(0, 2)),
+                                     [[3, 4], [12, 13]]
+                             ),
+                             # Two slices and a list
+                             (
+                                     (slice(0, 2), [1, 2], slice(0, 2)),
+                                     [[[3, 4], [6, 7]], [[12, 13], [15, 16]]]
+                             ),
+                         ])
+def test_orthogonal_indexing_fallback_on_getitem_3d(index, expected_result):
+    """
+    Tests the orthogonal indexing fallback on __getitem__ for a 3D matrix.
+
+    In addition to checking expected behavior, all indexing
+    is also checked against numpy.
+    """
+    #   [[[ 0,  1,  2],
+    #     [ 3,  4,  5],
+    #     [ 6,  7,  8]],
+
+    #    [[ 9, 10, 11],
+    #     [12, 13, 14],
+    #     [15, 16, 17]],
+
+    #    [[18, 19, 20],
+    #     [21, 22, 23],
+    #     [24, 25, 26]]]
+    a = np.arange(27).reshape(3, 3, 3)
+    z = zarr.array(a)
+
+    np.testing.assert_array_equal(z[index], a[index], err_msg="Indexing disagrees with numpy")
+    np.testing.assert_array_equal(z[index], expected_result)
+
+
+@pytest.mark.parametrize(
+    "index,expected_result",
+    [
+        # Single iterable of integers
+        (
+            [0, 1],
+            [
+                [1, 1, 1],
+                [1, 1, 1],
+                [0, 0, 0]
+            ]
+        ),
+        # List and slice combined
+        (
+                ([0, 1], slice(1, 3)),
+                [[0, 1, 1],
+                 [0, 1, 1],
+                 [0, 0, 0]]
+        ),
+        # Index repetition is ignored on setitem
+        (
+                ([0, 1, 1, 1, 1, 1, 1], slice(1, 3)),
+                [[0, 1, 1],
+                 [0, 1, 1],
+                 [0, 0, 0]]
+        ),
+        # Slice with step
+        (
+                ([0, 2], slice(None, None, 2)),
+                [[1, 0, 1],
+                 [0, 0, 0],
+                 [1, 0, 1]]
         )
+    ]
+)
+def test_orthogonal_indexing_fallback_on_setitem_2d(index, expected_result):
+    """
+    Tests the orthogonal indexing fallback on __setitem__ for a 3D matrix.
+
+    In addition to checking expected behavior, all indexing
+    is also checked against numpy.
+    """
+    # Slice + fancy index
+    a = np.zeros((3, 3))
+    z = zarr.array(a)
+    z[index] = 1
+    a[index] = 1
+    np.testing.assert_array_equal(
+        z, expected_result
+    )
+    np.testing.assert_array_equal(
+        z, a, err_msg="Indexing disagrees with numpy"
+    )
 
 
 def test_fancy_indexing_doesnt_mix_with_implicit_slicing():
@@ -335,12 +498,6 @@ def test_fancy_indexing_doesnt_mix_with_implicit_slicing():
         np.testing.assert_array_equal(
             z2[[1, 2, 3], [1, 2, 3]], 0
         )
-    with pytest.raises(IndexError):
-        z2[[1, 2, 3]] = 2
-    with pytest.raises(IndexError):
-        np.testing.assert_array_equal(
-            z2[[1, 2, 3]], 0
-        )
     with pytest.raises(IndexError):
         z2[..., [1, 2, 3]] = 2
     with pytest.raises(IndexError):
@@ -770,6 +927,33 @@ def test_set_orthogonal_selection_3d():
         _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2)
 
 
+def test_orthogonal_indexing_fallback_on_get_setitem():
+    z = zarr.zeros((20, 20))
+    z[[1, 2, 3], [1, 2, 3]] = 1
+    np.testing.assert_array_equal(
+        z[:4, :4],
+        [
+            [0, 0, 0, 0],
+            [0, 1, 0, 0],
+            [0, 0, 1, 0],
+            [0, 0, 0, 1],
+        ],
+    )
+    np.testing.assert_array_equal(
+        z[[1, 2, 3], [1, 2, 3]], 1
+    )
+    # test broadcasting
+    np.testing.assert_array_equal(
+        z[1, [1, 2, 3]], [1, 0, 0]
+    )
+    # test 1D fancy indexing
+    z2 = zarr.zeros(5)
+    z2[[1, 2, 3]] = 1
+    np.testing.assert_array_equal(
+        z2, [0, 1, 1, 1, 0]
+    )
+
+
 def _test_get_coordinate_selection(a, z, selection):
     expect = a[selection]
     actual = z.get_coordinate_selection(selection)

From 6e63fe93abdbf984093a83a00a673405e259e023 Mon Sep 17 00:00:00 2001
From: Josh Moore <josh@openmicroscopy.org>
Date: Fri, 10 Mar 2023 16:46:10 +0100
Subject: [PATCH 0290/1078] Don't use relative fixture path (#1364)

see: #1312
see: #1347
see: #1348
---
 zarr/tests/test_attrs.py | 13 +++++++------
 1 file changed, 7 insertions(+), 6 deletions(-)

diff --git a/zarr/tests/test_attrs.py b/zarr/tests/test_attrs.py
index a329f463f0..d741c17837 100644
--- a/zarr/tests/test_attrs.py
+++ b/zarr/tests/test_attrs.py
@@ -53,17 +53,18 @@ def test_storage(self, zarr_version):
     def test_utf8_encoding(self, zarr_version):
 
         project_root = pathlib.Path(zarr.__file__).resolve().parent.parent
-        fixdir = project_root / "fixture" / "utf8attrs"
-        if not fixdir.exists():  # pragma: no cover
+        fixdir = project_root / "fixture"
+        testdir = fixdir / "utf8attrs"
+        if not testdir.exists():  # pragma: no cover
             # store the data - should be one-time operation
-            fixdir.mkdir()
-            with (fixdir / ".zattrs").open("w", encoding="utf-8") as f:
+            testdir.mkdir()
+            with (testdir / ".zattrs").open("w", encoding="utf-8") as f:
                 f.write('{"foo": "た"}')
-            with (fixdir / ".zgroup").open("w", encoding="utf-8") as f:
+            with (testdir / ".zgroup").open("w", encoding="utf-8") as f:
                 f.write("""{\n    "zarr_format": 2\n}""")
 
         # fixture data
-        fixture = group(store=DirectoryStore('fixture'))
+        fixture = group(store=DirectoryStore(str(fixdir)))
         assert fixture['utf8attrs'].attrs.asdict() == dict(foo='た')
 
     def test_get_set_del_contains(self, zarr_version):

From d17d8d9b03924d9ec0baa296b6d9f8aa5f935341 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 13 Mar 2023 12:06:47 +0100
Subject: [PATCH 0291/1078] Bump pypa/gh-action-pypi-publish from 1.6.4 to
 1.7.1 (#1365)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.6.4 to 1.7.1.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.6.4...v1.7.1)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index ea388b24b6..4d3b03ed25 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -64,7 +64,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.6.4
+      - uses: pypa/gh-action-pypi-publish@v1.7.1
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From f7ef424a65a7274e4aa0dfbb75795143db609857 Mon Sep 17 00:00:00 2001
From: Josh Moore <josh@openmicroscopy.org>
Date: Thu, 16 Mar 2023 17:18:58 +0100
Subject: [PATCH 0292/1078] One more fix for missing directories (#1367)

---
 zarr/tests/test_attrs.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/zarr/tests/test_attrs.py b/zarr/tests/test_attrs.py
index d741c17837..d6151b4f29 100644
--- a/zarr/tests/test_attrs.py
+++ b/zarr/tests/test_attrs.py
@@ -57,7 +57,7 @@ def test_utf8_encoding(self, zarr_version):
         testdir = fixdir / "utf8attrs"
         if not testdir.exists():  # pragma: no cover
             # store the data - should be one-time operation
-            testdir.mkdir()
+            testdir.mkdir(parents=True, exist_ok=True)
             with (testdir / ".zattrs").open("w", encoding="utf-8") as f:
                 f.write('{"foo": "た"}')
             with (testdir / ".zgroup").open("w", encoding="utf-8") as f:

From 2ff887548496855706c69a3c5983b00f17025af6 Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Fri, 17 Mar 2023 17:25:06 +0530
Subject: [PATCH 0293/1078] Add API reference for V3 Implementation in the docs
 (#1345)

* Add API reference for V3 Implementation in the docs

* Minor fix

* Minor fix

* Minor indentation fix

* Update docs/api/v3.rst

Co-authored-by: Jonathan Striebel <jstriebel@users.noreply.github.com>

* Update docs/api/v3.rst

Co-authored-by: Jonathan Striebel <jstriebel@users.noreply.github.com>

* Update docs/api/v3.rst

Co-authored-by: Jonathan Striebel <jstriebel@users.noreply.github.com>

* Fix broken links

---------

Co-authored-by: Jonathan Striebel <jstriebel@users.noreply.github.com>
---
 docs/api.rst    |  1 +
 docs/api/v3.rst | 77 +++++++++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 78 insertions(+)
 create mode 100644 docs/api/v3.rst

diff --git a/docs/api.rst b/docs/api.rst
index 2b6e7ea516..e200dd908d 100644
--- a/docs/api.rst
+++ b/docs/api.rst
@@ -13,6 +13,7 @@ API reference
     api/codecs
     api/attrs
     api/sync
+    api/v3
 
 Indices and tables
 ------------------
diff --git a/docs/api/v3.rst b/docs/api/v3.rst
new file mode 100644
index 0000000000..7665b2ddd1
--- /dev/null
+++ b/docs/api/v3.rst
@@ -0,0 +1,77 @@
+V3 Specification Implementation(``zarr._storage.v3``)
+=====================================================
+
+This module contains the implementation of the `Zarr V3 Specification <https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html>`_.
+
+.. warning::
+    Since Zarr Python 2.12 release, this module provides experimental infrastructure for reading and
+    writing the upcoming V3 spec of the Zarr format. Users wishing to prepare for the migration can set
+    the environment variable ``ZARR_V3_EXPERIMENTAL_API=1`` to begin experimenting, however data
+    written with this API should be expected to become stale, as the implementation will still change.
+
+The new ``zarr._store.v3`` package has the necessary classes and functions for evaluating Zarr V3.
+Since the design is not finalised, the classes and functions are not automatically imported into
+the regular Zarr namespace.
+
+Code snippet for creating Zarr V3 arrays::
+
+	>>> import zarr
+	>>> z = zarr.create((10000, 10000),
+	>>>		chunks=(100, 100),
+	>>>		dtype='f8',
+	>>>		compressor='default',
+	>>>		path='path-where-you-want-zarr-v3-array',
+	>>>		zarr_version=3)
+
+Further, you can use `z.info` to see details about the array you just created::
+
+	>>> z.info
+	Name               : path-where-you-want-zarr-v3-array
+	Type               : zarr.core.Array
+	Data type          : float64
+	Shape              : (10000, 10000)
+	Chunk shape        : (100, 100)
+	Order              : C
+	Read-only          : False
+	Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
+	Store type         : zarr._storage.v3.KVStoreV3
+	No. bytes          : 800000000 (762.9M)
+	No. bytes stored   : 557
+	Storage ratio      : 1436265.7
+	Chunks initialized : 0/10000
+
+You can also check ``Store type`` here (which indicates Zarr V3).
+
+.. module:: zarr._storage.v3
+
+.. autoclass:: RmdirV3
+.. autoclass:: KVStoreV3
+.. autoclass:: FSStoreV3
+.. autoclass:: MemoryStoreV3
+.. autoclass:: DirectoryStoreV3
+.. autoclass:: ZipStoreV3
+.. autoclass:: RedisStoreV3
+.. autoclass:: MongoDBStoreV3
+.. autoclass:: DBMStoreV3
+.. autoclass:: LMDBStoreV3
+.. autoclass:: SQLiteStoreV3
+.. autoclass:: LRUStoreCacheV3
+.. autoclass:: ConsolidatedMetadataStoreV3
+
+In v3 `storage transformers <https://zarr-specs.readthedocs.io/en/latest/v3/array-storage-transformers/sharding/v1.0.html>`_
+can be set via ``zarr.create(…, storage_transformers=[…])``.
+The experimental sharding storage transformer can be tested by setting
+the environment variable ``ZARR_V3_SHARDING=1``. Data written with this flag
+enabled should be expected to become stale until
+`ZEP 2 <https://zarr.dev/zeps/draft/ZEP0002.html>`_ is approved
+and fully implemented.
+
+.. module:: zarr._storage.v3_storage_transformers
+
+.. autoclass:: ShardingStorageTransformer
+
+The abstract base class for storage transformers is
+
+.. module:: zarr._storage.store
+
+.. autoclass:: StorageTransformer

From fe8ef26ab0bf644c52c116403916bc14aa0c17fc Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 20 Mar 2023 15:05:49 +0100
Subject: [PATCH 0294/1078] Bump pypa/gh-action-pypi-publish from 1.7.1 to
 1.8.1 (#1369)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.7.1 to 1.8.1.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.7.1...v1.8.1)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 4d3b03ed25..2f561dc512 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -64,7 +64,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.7.1
+      - uses: pypa/gh-action-pypi-publish@v1.8.1
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From 7c0113a489a75278724a7581fa91136d1b1f0251 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 22 Mar 2023 22:55:52 -0700
Subject: [PATCH 0295/1078] Bump redis from 4.5.1 to 4.5.3 (#1373)

---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 8a59af3e17..a5081b3c57 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -8,7 +8,7 @@ ipywidgets==8.0.4
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.15.0 # pyup: ignore
-redis==4.5.1
+redis==4.5.3
 types-redis
 types-setuptools
 pymongo==4.3.3

From 0a6dcee998106f9468846480d8560a3bbf31a210 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 29 Mar 2023 02:05:08 -0700
Subject: [PATCH 0296/1078] Bump ipywidgets from 8.0.4 to 8.0.6 (#1379)

Bumps [ipywidgets](https://github.com/jupyter-widgets/ipywidgets) from 8.0.4 to 8.0.6.
- [Release notes](https://github.com/jupyter-widgets/ipywidgets/releases)
- [Commits](https://github.com/jupyter-widgets/ipywidgets/compare/8.0.4...8.0.6)

---
updated-dependencies:
- dependency-name: ipywidgets
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index a5081b3c57..3ee7cbe5d3 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -3,7 +3,7 @@
 lmdb==1.4.0; sys_platform != 'win32'
 # optional library requirements for Jupyter
 ipytree==0.2.2
-ipywidgets==8.0.4
+ipywidgets==8.0.6
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)

From 4b0705c6d85cdfc20a33cbb39a90c8c9d11006c1 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 29 Mar 2023 02:05:37 -0700
Subject: [PATCH 0297/1078] Bump pypa/gh-action-pypi-publish from 1.8.1 to
 1.8.3 (#1376)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.1 to 1.8.3.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.1...v1.8.3)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 2f561dc512..be7a3b19cc 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -64,7 +64,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.8.1
+      - uses: pypa/gh-action-pypi-publish@v1.8.3
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From b14f15ff300aeb78973dd9468558527c14d8db69 Mon Sep 17 00:00:00 2001
From: "Mads R. B. Kristensen" <madsbk@gmail.com>
Date: Thu, 13 Apr 2023 18:26:45 +0200
Subject: [PATCH 0298/1078] Getitems: support `meta_array` (#1131)

* Use _chunk_getitems() always

* Implement getitems() always

* FSStore.getitems(): accept meta_array and on_error

* getitems(): handle on_error="omit"

* Removed the `on_error argument`

* remove redundant check

* getitems(): use Sequence instead of Iterable

* Typo

Co-authored-by: Josh Moore <josh@openmicroscopy.org>

* Introduce a contexts argument

* CountingDict: impl. getitems()

* added test_getitems()

* Introduce Context

* doc

* support the new get_partial_values() method

* Resolve conflict with get_partial_values()

* make contexts keyword-only

* Introduce ConstantMap

* use typing.Mapping

* test_constant_map

---------

Co-authored-by: jakirkham <jakirkham@gmail.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 zarr/_storage/store.py        | 28 +++++++++++
 zarr/context.py               | 19 ++++++++
 zarr/core.py                  | 92 +++++++++++------------------------
 zarr/storage.py               |  8 ++-
 zarr/tests/test_storage.py    | 35 ++++++++++++-
 zarr/tests/test_storage_v3.py |  2 +
 zarr/tests/test_util.py       | 15 +++++-
 zarr/tests/util.py            |  9 ++++
 zarr/util.py                  | 52 +++++++++++++++++++-
 9 files changed, 190 insertions(+), 70 deletions(-)
 create mode 100644 zarr/context.py

diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index 4d813b8e05..0594dc22de 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -8,6 +8,7 @@
 
 from zarr.meta import Metadata2, Metadata3
 from zarr.util import normalize_storage_path
+from zarr.context import Context
 
 # v2 store keys
 array_meta_key = '.zarray'
@@ -131,6 +132,33 @@ def _ensure_store(store: Any):
             f"wrap it in Zarr.storage.KVStore. Got {store}"
         )
 
+    def getitems(
+        self, keys: Sequence[str], *, contexts: Mapping[str, Context]
+    ) -> Mapping[str, Any]:
+        """Retrieve data from multiple keys.
+
+        Parameters
+        ----------
+        keys : Iterable[str]
+            The keys to retrieve
+        contexts: Mapping[str, Context]
+            A mapping of keys to their context. Each context is a mapping of store
+            specific information. E.g. a context could be a dict telling the store
+            the preferred output array type: `{"meta_array": cupy.empty(())}`
+
+        Returns
+        -------
+        Mapping
+            A collection mapping the input keys to their results.
+
+        Notes
+        -----
+        This default implementation uses __getitem__() to read each key sequentially and
+        ignores contexts. Overwrite this method to implement concurrent reads of multiple
+        keys and/or to utilize the contexts.
+        """
+        return {k: self[k] for k in keys if k in self}
+
 
 class Store(BaseStore):
     """Abstract store class used by implementations following the Zarr v2 spec.
diff --git a/zarr/context.py b/zarr/context.py
new file mode 100644
index 0000000000..83fbaafa9b
--- /dev/null
+++ b/zarr/context.py
@@ -0,0 +1,19 @@
+
+from typing import TypedDict
+
+from numcodecs.compat import NDArrayLike
+
+
+class Context(TypedDict, total=False):
+    """ A context for component specific information
+
+    All keys are optional. Any component reading the context must provide
+    a default implementation in the case a key cannot be found.
+
+    Items
+    -----
+    meta_array : array-like, optional
+        An array-like instance to use for determining the preferred output
+        array type.
+    """
+    meta_array: NDArrayLike
diff --git a/zarr/core.py b/zarr/core.py
index 521de80e17..5537733b4b 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -13,6 +13,7 @@
 from zarr._storage.store import _prefix_to_attrs_key, assert_zarr_v3_api_available
 from zarr.attrs import Attributes
 from zarr.codecs import AsType, get_codec
+from zarr.context import Context
 from zarr.errors import ArrayNotFoundError, ReadOnlyError, ArrayIndexError
 from zarr.indexing import (
     BasicIndexer,
@@ -41,6 +42,7 @@
     normalize_store_arg,
 )
 from zarr.util import (
+    ConstantMap,
     all_equal,
     InfoReporter,
     check_array_shape,
@@ -1275,24 +1277,14 @@ def _get_selection(self, indexer, out=None, fields=None):
             check_array_shape('out', out, out_shape)
 
         # iterate over chunks
-        if (
-            not hasattr(self.chunk_store, "getitems") and not (
-                hasattr(self.chunk_store, "get_partial_values") and
-                self.chunk_store.supports_efficient_get_partial_values
-            )
-        ) or any(map(lambda x: x == 0, self.shape)):
-            # sequentially get one key at a time from storage
-            for chunk_coords, chunk_selection, out_selection in indexer:
 
-                # load chunk selection into output array
-                self._chunk_getitem(chunk_coords, chunk_selection, out, out_selection,
-                                    drop_axes=indexer.drop_axes, fields=fields)
-        else:
+        if math.prod(out_shape) > 0:
             # allow storage to get multiple items at once
             lchunk_coords, lchunk_selection, lout_selection = zip(*indexer)
-            self._chunk_getitems(lchunk_coords, lchunk_selection, out, lout_selection,
-                                 drop_axes=indexer.drop_axes, fields=fields)
-
+            self._chunk_getitems(
+                lchunk_coords, lchunk_selection, out, lout_selection,
+                drop_axes=indexer.drop_axes, fields=fields
+            )
         if out.shape:
             return out
         else:
@@ -1963,68 +1955,36 @@ def _process_chunk(
         # store selected data in output
         out[out_selection] = tmp
 
-    def _chunk_getitem(self, chunk_coords, chunk_selection, out, out_selection,
-                       drop_axes=None, fields=None):
-        """Obtain part or whole of a chunk.
+    def _chunk_getitems(self, lchunk_coords, lchunk_selection, out, lout_selection,
+                        drop_axes=None, fields=None):
+        """Obtain part or whole of chunks.
 
         Parameters
         ----------
-        chunk_coords : tuple of ints
-            Indices of the chunk.
-        chunk_selection : selection
-            Location of region within the chunk to extract.
+        chunk_coords : list of tuple of ints
+            Indices of the chunks.
+        chunk_selection : list of selections
+            Location of region within the chunks to extract.
         out : ndarray
             Array to store result in.
-        out_selection : selection
-            Location of region within output array to store results in.
+        out_selection : list of selections
+            Location of regions within output array to store results in.
         drop_axes : tuple of ints
             Axes to squeeze out of the chunk.
         fields
             TODO
-
         """
-        out_is_ndarray = True
-        try:
-            out = ensure_ndarray_like(out)
-        except TypeError:
-            out_is_ndarray = False
-
-        assert len(chunk_coords) == len(self._cdata_shape)
-
-        # obtain key for chunk
-        ckey = self._chunk_key(chunk_coords)
 
-        try:
-            # obtain compressed data for chunk
-            cdata = self.chunk_store[ckey]
-
-        except KeyError:
-            # chunk not initialized
-            if self._fill_value is not None:
-                if fields:
-                    fill_value = self._fill_value[fields]
-                else:
-                    fill_value = self._fill_value
-                out[out_selection] = fill_value
-
-        else:
-            self._process_chunk(out, cdata, chunk_selection, drop_axes,
-                                out_is_ndarray, fields, out_selection)
-
-    def _chunk_getitems(self, lchunk_coords, lchunk_selection, out, lout_selection,
-                        drop_axes=None, fields=None):
-        """As _chunk_getitem, but for lists of chunks
-
-        This gets called where the storage supports ``getitems``, so that
-        it can decide how to fetch the keys, allowing concurrency.
-        """
         out_is_ndarray = True
         try:
             out = ensure_ndarray_like(out)
         except TypeError:  # pragma: no cover
             out_is_ndarray = False
 
+        # Keys to retrieve
         ckeys = [self._chunk_key(ch) for ch in lchunk_coords]
+
+        # Check if we can do a partial read
         if (
             self._partial_decompress
             and self._compressor
@@ -2056,13 +2016,17 @@ def _chunk_getitems(self, lchunk_coords, lchunk_selection, out, lout_selection,
                 for ckey in ckeys
                 if ckey in self.chunk_store
             }
+        elif hasattr(self.chunk_store, "get_partial_values"):
+            partial_read_decode = False
+            values = self.chunk_store.get_partial_values([(ckey, (0, None)) for ckey in ckeys])
+            cdatas = {key: value for key, value in zip(ckeys, values) if value is not None}
         else:
             partial_read_decode = False
-            if not hasattr(self.chunk_store, "getitems"):
-                values = self.chunk_store.get_partial_values([(ckey, (0, None)) for ckey in ckeys])
-                cdatas = {key: value for key, value in zip(ckeys, values) if value is not None}
-            else:
-                cdatas = self.chunk_store.getitems(ckeys, on_error="omit")
+            contexts = {}
+            if not isinstance(self._meta_array, np.ndarray):
+                contexts = ConstantMap(ckeys, constant=Context(meta_array=self._meta_array))
+            cdatas = self.chunk_store.getitems(ckeys, contexts=contexts)
+
         for ckey, chunk_select, out_select in zip(ckeys, lchunk_selection, lout_selection):
             if ckey in cdatas:
                 self._process_chunk(
diff --git a/zarr/storage.py b/zarr/storage.py
index fae9530716..e6c3f62faf 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -31,7 +31,7 @@
 from os import scandir
 from pickle import PicklingError
 from threading import Lock, RLock
-from typing import Optional, Union, List, Tuple, Dict, Any
+from typing import Sequence, Mapping, Optional, Union, List, Tuple, Dict, Any
 import uuid
 import time
 
@@ -42,6 +42,7 @@
     ensure_contiguous_ndarray_like
 )
 from numcodecs.registry import codec_registry
+from zarr.context import Context
 
 from zarr.errors import (
     MetadataError,
@@ -1380,7 +1381,10 @@ def _normalize_key(self, key):
 
         return key.lower() if self.normalize_keys else key
 
-    def getitems(self, keys, **kwargs):
+    def getitems(
+        self, keys: Sequence[str], *, contexts: Mapping[str, Context]
+    ) -> Mapping[str, Any]:
+
         keys_transformed = [self._normalize_key(key) for key in keys]
         results = self.map.getitems(keys_transformed, on_error="omit")
         # The function calling this method may not recognize the transformed keys
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 0b21dfbd88..f157e2a3d2 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -20,6 +20,7 @@
 import zarr
 from zarr._storage.store import _get_hierarchy_metadata
 from zarr.codecs import BZ2, AsType, Blosc, Zlib
+from zarr.context import Context
 from zarr.convenience import consolidate_metadata
 from zarr.errors import ContainsArrayError, ContainsGroupError, MetadataError
 from zarr.hierarchy import group
@@ -37,7 +38,7 @@
 from zarr.storage import FSStore, rename, listdir
 from zarr._storage.v3 import KVStoreV3
 from zarr.tests.util import CountingDict, have_fsspec, skip_test_env_var, abs_container, mktemp
-from zarr.util import json_dumps
+from zarr.util import ConstantMap, json_dumps
 
 
 @contextmanager
@@ -2584,3 +2585,35 @@ def test_meta_prefix_6853():
 
     fixtures = group(store=DirectoryStore(str(fixture)))
     assert list(fixtures.arrays())
+
+
+def test_getitems_contexts():
+
+    class MyStore(CountingDict):
+        def __init__(self):
+            super().__init__()
+            self.last_contexts = None
+
+        def getitems(self, keys, *, contexts):
+            self.last_contexts = contexts
+            return super().getitems(keys, contexts=contexts)
+
+    store = MyStore()
+    z = zarr.create(shape=(10,), chunks=1, store=store)
+
+    # By default, not contexts are given to the store's getitems()
+    z[0]
+    assert len(store.last_contexts) == 0
+
+    # Setting a non-default meta_array, will create contexts for the store's getitems()
+    z._meta_array = "my_meta_array"
+    z[0]
+    assert store.last_contexts == {'0': {'meta_array': 'my_meta_array'}}
+    assert isinstance(store.last_contexts, ConstantMap)
+    # Accseeing different chunks should trigger different key request
+    z[1]
+    assert store.last_contexts == {'1': {'meta_array': 'my_meta_array'}}
+    assert isinstance(store.last_contexts, ConstantMap)
+    z[2:4]
+    assert store.last_contexts == ConstantMap(['2', '3'], Context({'meta_array': 'my_meta_array'}))
+    assert isinstance(store.last_contexts, ConstantMap)
diff --git a/zarr/tests/test_storage_v3.py b/zarr/tests/test_storage_v3.py
index cc031f0db4..418f7d506b 100644
--- a/zarr/tests/test_storage_v3.py
+++ b/zarr/tests/test_storage_v3.py
@@ -666,6 +666,8 @@ def _get_public_and_dunder_methods(some_class):
 def test_storage_transformer_interface():
     store_v3_methods = _get_public_and_dunder_methods(StoreV3)
     store_v3_methods.discard("__init__")
+    # Note, getitems() isn't mandatory when get_partial_values() is available
+    store_v3_methods.discard("getitems")
     storage_transformer_methods = _get_public_and_dunder_methods(StorageTransformer)
     storage_transformer_methods.discard("__init__")
     storage_transformer_methods.discard("get_config")
diff --git a/zarr/tests/test_util.py b/zarr/tests/test_util.py
index e9e1786abe..0a717b8f28 100644
--- a/zarr/tests/test_util.py
+++ b/zarr/tests/test_util.py
@@ -5,7 +5,7 @@
 import pytest
 
 from zarr.core import Array
-from zarr.util import (all_equal, flatten, guess_chunks, human_readable_size,
+from zarr.util import (ConstantMap, all_equal, flatten, guess_chunks, human_readable_size,
                        info_html_report, info_text_report, is_total_slice,
                        json_dumps, normalize_chunks,
                        normalize_dimension_separator,
@@ -248,3 +248,16 @@ def test_json_dumps_numpy_dtype():
     # Check that we raise the error of the superclass for unsupported object
     with pytest.raises(TypeError):
         json_dumps(Array)
+
+
+def test_constant_map():
+    val = object()
+    m = ConstantMap(keys=[1, 2], constant=val)
+    assert len(m) == 2
+    assert m[1] is val
+    assert m[2] is val
+    assert 1 in m
+    assert 0 not in m
+    with pytest.raises(KeyError):
+        m[0]
+    assert repr(m) == repr({1: val, 2: val})
diff --git a/zarr/tests/util.py b/zarr/tests/util.py
index faa2f35d25..19ac8c0bfa 100644
--- a/zarr/tests/util.py
+++ b/zarr/tests/util.py
@@ -1,6 +1,8 @@
 import collections
 import os
 import tempfile
+from typing import Any, Mapping, Sequence
+from zarr.context import Context
 
 from zarr.storage import Store
 from zarr._storage.v3 import StoreV3
@@ -42,6 +44,13 @@ def __delitem__(self, key):
         self.counter['__delitem__', key] += 1
         del self.wrapped[key]
 
+    def getitems(
+        self, keys: Sequence[str], *, contexts: Mapping[str, Context]
+    ) -> Mapping[str, Any]:
+        for key in keys:
+            self.counter['__getitem__', key] += 1
+        return {k: self.wrapped[k] for k in keys if k in self.wrapped}
+
 
 class CountingDictV3(CountingDict, StoreV3):
     pass
diff --git a/zarr/util.py b/zarr/util.py
index be5f174aab..68a238fbe4 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -5,12 +5,22 @@
 from textwrap import TextWrapper
 import mmap
 import time
-from typing import Any, Callable, Dict, Optional, Tuple, Union
+from typing import (
+    Any,
+    Callable,
+    Dict,
+    Iterator,
+    Mapping,
+    Optional,
+    Tuple,
+    TypeVar,
+    Union,
+    Iterable
+)
 
 import numpy as np
 from asciitree import BoxStyle, LeftAligned
 from asciitree.traversal import Traversal
-from collections.abc import Iterable
 from numcodecs.compat import (
     ensure_text,
     ensure_ndarray_like,
@@ -21,6 +31,9 @@
 from numcodecs.registry import codec_registry
 from numcodecs.blosc import cbuffer_sizes, cbuffer_metainfo
 
+KeyType = TypeVar('KeyType')
+ValueType = TypeVar('ValueType')
+
 
 def flatten(arg: Iterable) -> Iterable:
     for element in arg:
@@ -745,3 +758,38 @@ def ensure_contiguous_ndarray_or_bytes(buf) -> Union[NDArrayLike, bytes]:
     except TypeError:
         # An error is raised if `buf` couldn't be zero-copy converted
         return ensure_bytes(buf)
+
+
+class ConstantMap(Mapping[KeyType, ValueType]):
+    """A read-only map that maps all keys to the same constant value
+
+    Useful if you want to call `getitems()` with the same context for all keys.
+
+    Parameters
+    ----------
+    keys
+        The keys of the map. Will be copied to a frozenset if it isn't already.
+    constant
+        The constant that all keys are mapping to.
+    """
+
+    def __init__(self, keys: Iterable[KeyType], constant: ValueType) -> None:
+        self._keys = keys if isinstance(keys, frozenset) else frozenset(keys)
+        self._constant = constant
+
+    def __getitem__(self, key: KeyType) -> ValueType:
+        if key not in self._keys:
+            raise KeyError(repr(key))
+        return self._constant
+
+    def __iter__(self) -> Iterator[KeyType]:
+        return iter(self._keys)
+
+    def __len__(self) -> int:
+        return len(self._keys)
+
+    def __contains__(self, key: object) -> bool:
+        return key in self._keys
+
+    def __repr__(self) -> str:
+        return repr({k: v for k, v in self.items()})

From 80fc1fe57062e0b6be9f2712d88373aaae1c6b18 Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Thu, 13 Apr 2023 22:02:58 +0530
Subject: [PATCH 0299/1078] Update release.rst for 2.15.0 (#1378)

---
 docs/release.rst | 20 ++++++++++++++++++++
 1 file changed, 20 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index f056f621bf..b79d0a5456 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -15,9 +15,29 @@ Unreleased
     # .. warning::
     #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
 
+.. _release_2.15.0:
+
+2.15.0
+------
+
+Enhancements
+~~~~~~~~~~~~
+
 * Implement more extensive fallback of getitem/setitem for orthogonal indexing.
   By :user:`Andreas Albert <AndreasAlbertQC>` :issue:`1029`.
 
+Documentation
+~~~~~~~~~~~~~
+
+* Add API reference for V3 Implementation in the docs.
+  By :user:`Sanket Verma <MSanKeys963>` :issue:`1345`.
+
+Bug fixes
+~~~~~~~~~
+
+* Fix the conda-forge error. Read :issue:`1347` for detailed info.
+  By :user:`Josh Moore <joshmoore>` :issue:`1364` and :issue:`1367`.
+
 .. _release_2.14.2:
 
 2.14.2

From a66f40bb7f3013bec4c4a768df82ae2e2652c720 Mon Sep 17 00:00:00 2001
From: jakirkham <jakirkham@gmail.com>
Date: Thu, 13 Apr 2023 09:49:33 -0700
Subject: [PATCH 0300/1078] Add release note for #1131

---
 docs/release.rst | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index b79d0a5456..01c1a2f895 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -26,6 +26,9 @@ Enhancements
 * Implement more extensive fallback of getitem/setitem for orthogonal indexing.
   By :user:`Andreas Albert <AndreasAlbertQC>` :issue:`1029`.
 
+* Getitems supports ``meta_array``.
+  By :user: 'Mads R. B. Kristensen <madsbk>' :issue:`1131`.
+
 Documentation
 ~~~~~~~~~~~~~
 

From e1e556108e5cac6edd8a5ea511f5c15b3ac12363 Mon Sep 17 00:00:00 2001
From: jakirkham <jakirkham@gmail.com>
Date: Thu, 13 Apr 2023 13:52:08 -0700
Subject: [PATCH 0301/1078] Remove `codecov (#1391)

---
 .github/workflows/python-package.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index cee2ca7aef..fb410762be 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -58,7 +58,7 @@ jobs:
       run: |
         conda activate zarr-env
         python -m pip install --upgrade pip
-        python -m pip install -U pip setuptools wheel codecov line_profiler
+        python -m pip install -U pip setuptools wheel line_profiler
         python -m pip install -rrequirements_dev_minimal.txt numpy${{matrix.numpy_version}} -rrequirements_dev_optional.txt pymongo redis
         python -m pip install .
         python -m pip freeze

From edd8a680b51f41c831bc223ce3178bc295817fcb Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 13 Apr 2023 14:23:49 -0700
Subject: [PATCH 0302/1078] fix for readonly error in _normalize_store_arg_v3
 (#1383)

* fix for readonly error in _normalize_store_arg_v3

* add test

* add release note

---------

Co-authored-by: Ryan Abernathey <ryan.abernathey@gmail.com>
---
 .pre-commit-config.yaml       |  2 +-
 docs/release.rst              |  3 +++
 zarr/_storage/v3.py           | 10 ++++------
 zarr/tests/test_storage_v3.py | 10 ++++++++++
 4 files changed, 18 insertions(+), 7 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index cd1bc44361..a420662b5b 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -18,7 +18,7 @@ repos:
     rev: v2.2.2
     hooks:
       - id: codespell
-        args: ["-L", "ba,ihs,kake,nd,noe,nwo,te", "-S", "fixture"]
+        args: ["-L", "ba,ihs,kake,nd,noe,nwo,te,fo", "-S", "fixture"]
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v4.4.0
     hooks:
diff --git a/docs/release.rst b/docs/release.rst
index 01c1a2f895..3105e2c67f 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -41,6 +41,9 @@ Bug fixes
 * Fix the conda-forge error. Read :issue:`1347` for detailed info.
   By :user:`Josh Moore <joshmoore>` :issue:`1364` and :issue:`1367`.
 
+* Fix ``ReadOnlyError`` when opening V3 store via fsspec reference file system.
+  By :user:`Joe Hamman <jhamman>` :issue:`1383`.
+
 .. _release_2.14.2:
 
 2.14.2
diff --git a/zarr/_storage/v3.py b/zarr/_storage/v3.py
index 5f8964fb5d..094deed02e 100644
--- a/zarr/_storage/v3.py
+++ b/zarr/_storage/v3.py
@@ -618,12 +618,10 @@ def _normalize_store_arg_v3(store: Any, storage_options=None, mode="r") -> BaseS
             # return N5StoreV3(store)
         else:
             store = DirectoryStoreV3(store)
-        # add default zarr.json metadata
-        store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)
-        return store
     else:
         store = StoreV3._ensure_store(store)
-        if 'zarr.json' not in store:
-            # add default zarr.json metadata
-            store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)
+
+    if 'zarr.json' not in store:
+        # add default zarr.json metadata
+        store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)
     return store
diff --git a/zarr/tests/test_storage_v3.py b/zarr/tests/test_storage_v3.py
index 418f7d506b..3e9c0a05f7 100644
--- a/zarr/tests/test_storage_v3.py
+++ b/zarr/tests/test_storage_v3.py
@@ -596,6 +596,16 @@ def test_normalize_store_arg_v3(tmpdir):
         store = normalize_store_arg(fsspec.get_mapper("file://" + path), zarr_version=3)
         assert isinstance(store, FSStoreV3)
 
+        # regression for https://github.com/zarr-developers/zarr-python/issues/1382
+        # contents of zarr.json are not important for this test
+        out = {"version": 1, "refs": {"zarr.json": "{...}"}}
+        store = normalize_store_arg(
+            "reference://",
+            storage_options={"fo": out, "remote_protocol": "memory"},
+            zarr_version=3
+        )
+        assert isinstance(store, FSStoreV3)
+
     fn = tmpdir.join('store.n5')
     with pytest.raises(NotImplementedError):
         normalize_store_arg(str(fn), zarr_version=3, mode='w')

From 8f11656959c920099d8a6dec5c0abf4663a862b5 Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Fri, 14 Apr 2023 05:27:49 +0530
Subject: [PATCH 0303/1078] Update release.rst for 2.15.0 (#1392)

---
 docs/release.rst | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/docs/release.rst b/docs/release.rst
index 3105e2c67f..06d656fa46 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -27,7 +27,13 @@ Enhancements
   By :user:`Andreas Albert <AndreasAlbertQC>` :issue:`1029`.
 
 * Getitems supports ``meta_array``.
-  By :user: 'Mads R. B. Kristensen <madsbk>' :issue:`1131`.
+  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1131`.
+
+Maintenance
+~~~~~~~~~~~
+
+* Remove ``codecov`` from GitHub actions.
+  By :user:`John A. Kirkham <jakirkham>` :issue:`1391`.
 
 Documentation
 ~~~~~~~~~~~~~

From bb35962953fdacfbcf0a0dfa43ec6fddba0433d3 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 28 Apr 2023 16:20:12 +0200
Subject: [PATCH 0304/1078] Bump actions/setup-python from 4.5.0 to 4.6.0
 (#1399)

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 4.5.0 to 4.6.0.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v4.5.0...v4.6.0)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index be7a3b19cc..97547491f8 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -16,7 +16,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4.5.0
+      - uses: actions/setup-python@v4.6.0
         name: Install Python
         with:
           python-version: '3.8'

From 86a54d17e114542b34dae10e5eda1b594d40bf99 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 28 Apr 2023 16:20:26 +0200
Subject: [PATCH 0305/1078] Bump pytest from 7.2.2 to 7.3.1 (#1393)

Bumps [pytest](https://github.com/pytest-dev/pytest) from 7.2.2 to 7.3.1.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/7.2.2...7.3.1)

---
updated-dependencies:
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 1217ee620e..e4ada6385b 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -5,4 +5,4 @@ numcodecs==0.11.0
 msgpack-python==0.5.6
 setuptools-scm==7.1.0
 # test requirements
-pytest==7.2.2
+pytest==7.3.1

From a392e30e1d3ba525c28ad6d1131bae761de6f4aa Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 2 May 2023 09:24:20 +0200
Subject: [PATCH 0306/1078] Bump azure-storage-blob from 12.15.0 to 12.16.0
 (#1403)

Bumps [azure-storage-blob](https://github.com/Azure/azure-sdk-for-python) from 12.15.0 to 12.16.0.
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Changelog](https://github.com/Azure/azure-sdk-for-python/blob/main/doc/esrp_release.md)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-storage-blob_12.15.0...azure-storage-blob_12.16.0)

---
updated-dependencies:
- dependency-name: azure-storage-blob
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 3ee7cbe5d3..f24fb8dc40 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -7,7 +7,7 @@ ipywidgets==8.0.6
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
-azure-storage-blob==12.15.0 # pyup: ignore
+azure-storage-blob==12.16.0 # pyup: ignore
 redis==4.5.3
 types-redis
 types-setuptools

From c12ee031767827a4d8f3c92d98476257fb2b3707 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 2 May 2023 09:24:33 +0200
Subject: [PATCH 0307/1078] Bump numpy from 1.24.2 to 1.24.3 (#1402)

Bumps [numpy](https://github.com/numpy/numpy) from 1.24.2 to 1.24.3.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.24.2...v1.24.3)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index e094d4fcd4..a6135bd831 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.24.2
+numpy==1.24.3

From 1deee736f8be537027bbc0c867dd50952ff40979 Mon Sep 17 00:00:00 2001
From: Josh Moore <josh@openmicroscopy.org>
Date: Tue, 2 May 2023 09:47:53 +0200
Subject: [PATCH 0308/1078] Mark for 2.15.0a1 pre-release (#1404)

* Mark for 2.15.0a1 pre-release

* Move warning down
---
 docs/release.rst | 13 ++++++-------
 1 file changed, 6 insertions(+), 7 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 06d656fa46..cdf4622fe5 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -6,20 +6,19 @@ Release notes
     # to document your changes. On releases it will be
     # re-indented so that it does not show up in the notes.
 
-.. _unreleased:
+    .. _unreleased:
 
-Unreleased
-----------
-
-..
-    # .. warning::
-    #    Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
+    Unreleased
+    ----------
 
 .. _release_2.15.0:
 
 2.15.0
 ------
 
+.. warning::
+   Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
+
 Enhancements
 ~~~~~~~~~~~~
 

From a2e864c14dbf2f7ab2ddba61f90fed8e38406b72 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 2 May 2023 11:01:15 +0200
Subject: [PATCH 0309/1078] Bump fsspec from 2023.3.0 to 2023.4.0 (#1387)

* Bump fsspec from 2023.3.0 to 2023.4.0

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2023.3.0 to 2023.4.0.
- [Release notes](https://github.com/fsspec/filesystem_spec/releases)
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2023.3.0...2023.4.0)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* Update s3fs as well

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 requirements_dev_optional.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index f24fb8dc40..306225ea99 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -18,6 +18,6 @@ pytest-cov==4.0.0
 pytest-doctestplus==0.12.1
 pytest-timeout==2.1.0
 h5py==3.8.0
-fsspec==2023.3.0
-s3fs==2023.3.0
+fsspec==2023.4.0
+s3fs==2023.4.0
 moto[server]>=4.0.8

From d54f25c460f8835a0ec9a7b4bc3482159a5608f9 Mon Sep 17 00:00:00 2001
From: James Bourbeau <jrbourbeau@users.noreply.github.com>
Date: Wed, 3 May 2023 12:24:54 -0500
Subject: [PATCH 0310/1078] Avoid deprecated `product` in ``numpy=1.25``
 (#1405)

* Avoid deprecated product in numpy=1.25

* Add changelog for np.prod

---------

Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 docs/release.rst        | 3 +++
 zarr/tests/test_core.py | 4 ++--
 zarr/util.py            | 6 +++---
 3 files changed, 8 insertions(+), 5 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index cdf4622fe5..7442e519e8 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -34,6 +34,9 @@ Maintenance
 * Remove ``codecov`` from GitHub actions.
   By :user:`John A. Kirkham <jakirkham>` :issue:`1391`.
 
+* Replace ``np.product`` with ``np.prod`` due to deprecation.
+  By :user:`James Bourbeau <jrbourbeau>` :issue:`1405`.
+
 Documentation
 ~~~~~~~~~~~~~
 
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index ba89db3b06..1cac51ba0d 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -1479,7 +1479,7 @@ def test_iter(self):
         )
         for shape, chunks in params:
             z = self.create_array(shape=shape, chunks=chunks, dtype=int)
-            a = np.arange(np.product(shape)).reshape(shape)
+            a = np.arange(np.prod(shape)).reshape(shape)
             z[:] = a
             for expect, actual in zip_longest(a, z):
                 assert_array_equal(expect, actual)
@@ -1500,7 +1500,7 @@ def test_islice(self):
         )
         for shape, chunks, start, end in params:
             z = self.create_array(shape=shape, chunks=chunks, dtype=int)
-            a = np.arange(np.product(shape)).reshape(shape)
+            a = np.arange(np.prod(shape)).reshape(shape)
             z[:] = a
             end_array = min(end, a.shape[0])
             for expect, actual in zip_longest(a[start:end_array],
diff --git a/zarr/util.py b/zarr/util.py
index 68a238fbe4..b661f5f6b4 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -111,7 +111,7 @@ def guess_chunks(shape: Tuple[int, ...], typesize: int) -> Tuple[int, ...]:
 
     # Determine the optimal chunk size in bytes using a PyTables expression.
     # This is kept as a float.
-    dset_size = np.product(chunks)*typesize
+    dset_size = np.prod(chunks)*typesize
     target_size = CHUNK_BASE * (2**np.log10(dset_size/(1024.*1024)))
 
     if target_size > CHUNK_MAX:
@@ -126,14 +126,14 @@ def guess_chunks(shape: Tuple[int, ...], typesize: int) -> Tuple[int, ...]:
         # 1b. We're within 50% of the target chunk size, AND
         # 2. The chunk is smaller than the maximum chunk size
 
-        chunk_bytes = np.product(chunks)*typesize
+        chunk_bytes = np.prod(chunks)*typesize
 
         if (chunk_bytes < target_size or
                 abs(chunk_bytes-target_size)/target_size < 0.5) and \
                 chunk_bytes < CHUNK_MAX:
             break
 
-        if np.product(chunks) == 1:
+        if np.prod(chunks) == 1:
             break  # Element size larger than CHUNK_MAX
 
         chunks[idx % ndims] = math.ceil(chunks[idx % ndims] / 2.0)

From 25e6036414070d78ea6b7186427f6336b1d89c5e Mon Sep 17 00:00:00 2001
From: Alan Du <alanhdu@gmail.com>
Date: Thu, 4 May 2023 12:27:24 -0400
Subject: [PATCH 0311/1078] Fix `normalize_fill_value` for structured arrays
 (#1397)

* Add failing test case for normalize_fill_value

* Fix normalize_fill_value for structured arrays

* Add changelog

---------

Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 docs/release.rst        | 3 +++
 zarr/tests/test_util.py | 1 +
 zarr/util.py            | 2 +-
 3 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/docs/release.rst b/docs/release.rst
index 7442e519e8..83588bb3d7 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -52,6 +52,9 @@ Bug fixes
 * Fix ``ReadOnlyError`` when opening V3 store via fsspec reference file system.
   By :user:`Joe Hamman <jhamman>` :issue:`1383`.
 
+* Fix ``normalize_fill_value`` for structured arrays.
+  By :user:`Alan Du <alanhdu>` :issue:`1397`.
+
 .. _release_2.14.2:
 
 2.14.2
diff --git a/zarr/tests/test_util.py b/zarr/tests/test_util.py
index 0a717b8f28..e01aa6711a 100644
--- a/zarr/tests/test_util.py
+++ b/zarr/tests/test_util.py
@@ -119,6 +119,7 @@ def test_normalize_fill_value():
     structured_dtype = np.dtype([('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
     expect = np.array((b'', 0, 0.), dtype=structured_dtype)[()]
     assert expect == normalize_fill_value(0, dtype=structured_dtype)
+    assert expect == normalize_fill_value(expect, dtype=structured_dtype)
     assert '' == normalize_fill_value(0, dtype=np.dtype('U1'))
 
 
diff --git a/zarr/util.py b/zarr/util.py
index b661f5f6b4..6ba20b96c2 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -295,7 +295,7 @@ def normalize_fill_value(fill_value, dtype: np.dtype):
     if fill_value is None or dtype.hasobject:
         # no fill value
         pass
-    elif fill_value == 0:
+    elif not isinstance(fill_value, np.void) and fill_value == 0:
         # this should be compatible across numpy versions for any array type, including
         # structured arrays
         fill_value = np.zeros((), dtype=dtype)[()]

From 88f68a5320a13e6eb744fd30478c93fc41610409 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Sun, 7 May 2023 12:42:43 +0200
Subject: [PATCH 0312/1078] Merge isinstance calls (#1409)

---
 zarr/indexing.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/zarr/indexing.py b/zarr/indexing.py
index 2f8144fd08..3fb3e2f204 100644
--- a/zarr/indexing.py
+++ b/zarr/indexing.py
@@ -116,7 +116,7 @@ def is_pure_orthogonal_indexing(selection, ndim):
             sum(is_integer_list(elem) or is_integer_array(elem) for elem in selection) <= 1 and
             all(
                 is_integer_list(elem) or is_integer_array(elem)
-                or isinstance(elem, slice) or isinstance(elem, int) for
+                or isinstance(elem, (int, slice)) for
                 elem in selection)
     )
 

From b8db120c2743d2c188e0531a0f9be93de77396e6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 8 May 2023 09:28:07 +0200
Subject: [PATCH 0313/1078] Bump pypa/gh-action-pypi-publish from 1.8.3 to
 1.8.6 (#1412)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.3 to 1.8.6.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.3...v1.8.6)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 97547491f8..8b1d5ccb83 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -64,7 +64,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.8.3
+      - uses: pypa/gh-action-pypi-publish@v1.8.6
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From e1e290f0efe42444845c78c47d4b4db8f6907e96 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 8 May 2023 09:38:58 +0200
Subject: [PATCH 0314/1078] Bump lmdb from 1.4.0 to 1.4.1 (#1384)

Bumps [lmdb](https://github.com/jnwatson/py-lmdb) from 1.4.0 to 1.4.1.
- [Release notes](https://github.com/jnwatson/py-lmdb/releases)
- [Changelog](https://github.com/jnwatson/py-lmdb/blob/master/ChangeLog)
- [Commits](https://github.com/jnwatson/py-lmdb/compare/py-lmdb_1.4.0...py-lmdb_1.4.1)

---
updated-dependencies:
- dependency-name: lmdb
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 306225ea99..a6a79a499a 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -1,6 +1,6 @@
 # optional library requirements
 # bsddb3==6.2.6; sys_platform != 'win32'
-lmdb==1.4.0; sys_platform != 'win32'
+lmdb==1.4.1; sys_platform != 'win32'
 # optional library requirements for Jupyter
 ipytree==0.2.2
 ipywidgets==8.0.6

From 43fdc3dde64972c1a08b3d6d5b71433a05a7a5c2 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 8 May 2023 09:39:39 +0200
Subject: [PATCH 0315/1078] chore: update pre-commit hooks (#1366)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/codespell-project/codespell: v2.2.2 → v2.2.4](https://github.com/codespell-project/codespell/compare/v2.2.2...v2.2.4)
- [github.com/pre-commit/mirrors-mypy: v1.0.1 → v1.2.0](https://github.com/pre-commit/mirrors-mypy/compare/v1.0.1...v1.2.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index a420662b5b..e090ddd6d8 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -15,7 +15,7 @@ repos:
       exclude: ^(venv/|docs/)
       types: ['python']
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.2.2
+    rev: v2.2.4
     hooks:
       - id: codespell
         args: ["-L", "ba,ihs,kake,nd,noe,nwo,te,fo", "-S", "fixture"]
@@ -24,7 +24,7 @@ repos:
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.0.1
+    rev: v1.2.0
     hooks:
       - id: mypy
         files: zarr

From 90da1f35526083d6d605511a75a85cd150bd8afd Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 8 May 2023 11:30:37 +0200
Subject: [PATCH 0316/1078] Bump redis from 4.5.3 to 4.5.4 (#1380)

Bumps [redis](https://github.com/redis/redis-py) from 4.5.3 to 4.5.4.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.5.3...v4.5.4)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index a6a79a499a..91db666cae 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -8,7 +8,7 @@ ipywidgets==8.0.6
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.16.0 # pyup: ignore
-redis==4.5.3
+redis==4.5.4
 types-redis
 types-setuptools
 pymongo==4.3.3

From e2ab17f03e2d4e5ceb1a0ba32a62019a4fb55721 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 8 May 2023 22:00:41 +0200
Subject: [PATCH 0317/1078] Bump fsspec from 2023.4.0 to 2023.5.0 (#1411)

* Bump fsspec from 2023.4.0 to 2023.5.0

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2023.4.0 to 2023.5.0.
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2023.4.0...2023.5.0)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* Bumping s3fs as well

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 requirements_dev_optional.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 91db666cae..f5125e0c3f 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -18,6 +18,6 @@ pytest-cov==4.0.0
 pytest-doctestplus==0.12.1
 pytest-timeout==2.1.0
 h5py==3.8.0
-fsspec==2023.4.0
-s3fs==2023.4.0
+fsspec==2023.5.0
+s3fs==2023.5.0
 moto[server]>=4.0.8

From 0891bf9c8049631000dab5934be77598c41c31f1 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 11 May 2023 03:21:09 -0400
Subject: [PATCH 0318/1078] test(ci): Run tests against python 3.11 (#1415)

* test(ci): Run tests against python 3.11

* exclude numpy 1.20 for 3.11

* update release notes
---
 .github/workflows/python-package.yml  | 4 +++-
 .github/workflows/windows-testing.yml | 2 +-
 docs/release.rst                      | 3 +++
 pyproject.toml                        | 1 +
 4 files changed, 8 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index fb410762be..f8fe9ab379 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -15,11 +15,13 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ['3.8', '3.9', '3.10']
+        python-version: ['3.8', '3.9', '3.10', '3.11']
         numpy_version: ['>=1.22.0', '==1.20.*']
         exclude:
           - python-version: '3.10'
             numpy_version: '==1.20.*'
+          - python-version: '3.11'
+            numpy_version: '==1.20.*'
     services:
       redis:
         image: redis
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index 2f8922b447..b17eece058 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -16,7 +16,7 @@ jobs:
     strategy:
       fail-fast: True
       matrix:
-        python-version: ['3.8', '3.9', '3.10']
+        python-version: ['3.8', '3.9', '3.10', '3.11']
     steps:
       - uses: actions/checkout@v3
         with:
diff --git a/docs/release.rst b/docs/release.rst
index 83588bb3d7..f6e6e614ae 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -37,6 +37,9 @@ Maintenance
 * Replace ``np.product`` with ``np.prod`` due to deprecation.
   By :user:`James Bourbeau <jrbourbeau>` :issue:`1405`.
 
+* Activate Py 3.11 builds.
+  By :user:`Joe Hamman <jhamman>` :issue:`1415`.
+
 Documentation
 ~~~~~~~~~~~~~
 
diff --git a/pyproject.toml b/pyproject.toml
index 3277e9da7c..4beb357bb0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -33,6 +33,7 @@ classifiers = [
     'Programming Language :: Python :: 3.8',
     'Programming Language :: Python :: 3.9',
     'Programming Language :: Python :: 3.10',
+    'Programming Language :: Python :: 3.11',
 ]
 license = { text = "MIT" }
 

From 4fe109175845b4bbcb243583fc63e2548a53033e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 12 May 2023 17:03:36 +0200
Subject: [PATCH 0319/1078] Bump redis from 4.5.4 to 4.5.5 (#1413)

Bumps [redis](https://github.com/redis/redis-py) from 4.5.4 to 4.5.5.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.5.4...v4.5.5)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index f5125e0c3f..5c4b6ac266 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -8,7 +8,7 @@ ipywidgets==8.0.6
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.16.0 # pyup: ignore
-redis==4.5.4
+redis==4.5.5
 types-redis
 types-setuptools
 pymongo==4.3.3

From cc16d8c8cbafc2dd736f11b9c1ad28a58529e40d Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 16 May 2023 13:10:10 +0200
Subject: [PATCH 0320/1078] chore: update pre-commit hooks (#1416)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/pre-commit/mirrors-mypy: v1.2.0 → v1.3.0](https://github.com/pre-commit/mirrors-mypy/compare/v1.2.0...v1.3.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e090ddd6d8..194e8b1d5f 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -24,7 +24,7 @@ repos:
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.2.0
+    rev: v1.3.0
     hooks:
       - id: mypy
         files: zarr

From 3649b9b23d87cfd7141045bdf8684ecc1cdfbd90 Mon Sep 17 00:00:00 2001
From: "Mads R. B. Kristensen" <madsbk@gmail.com>
Date: Thu, 25 May 2023 21:23:49 +0200
Subject: [PATCH 0321/1078] `open_array()`: adding the `meta_array` argument
 (#1396)

* open_array(): adding the meta_array argument

* updated release.txt

* doc: fixed versionadded
---
 docs/release.rst              |  5 ++++-
 zarr/creation.py              |  8 +++++++-
 zarr/tests/test_meta_array.py | 19 ++++++++++++++++++-
 3 files changed, 29 insertions(+), 3 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index f6e6e614ae..833bfbf7ba 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -28,6 +28,9 @@ Enhancements
 * Getitems supports ``meta_array``.
   By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1131`.
 
+* ``open_array()`` now takes the ``meta_array`` argument.
+  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1396`.
+
 Maintenance
 ~~~~~~~~~~~
 
@@ -176,7 +179,7 @@ Bug fixes
 Documentation
 ~~~~~~~~~~~~~
 
-* Fix minor indexing errors in tutorial and specification examples of documentation. 
+* Fix minor indexing errors in tutorial and specification examples of documentation.
   By :user:`Kola Babalola <sprynt001>` :issue:`1277`.
 
 * Add `requirements_rtfd.txt` in `contributing.rst`.
diff --git a/zarr/creation.py b/zarr/creation.py
index a6fa8e44cc..dc8b8a157d 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -424,6 +424,7 @@ def open_array(
     *,
     zarr_version=None,
     dimension_separator=None,
+    meta_array=None,
     **kwargs
 ):
     """Open an array using file-mode-like semantics.
@@ -498,6 +499,11 @@ def open_array(
         ('/') format. If None, the appropriate value will be read from `store`
         when present. Otherwise, defaults to '.' when ``zarr_version == 2``
         and `/` otherwise.
+    meta_array : array-like, optional
+        An array instance to use for determining arrays to create and return
+        to users. Use `numpy.empty(())` by default.
+
+        .. versionadded:: 2.15
 
     Returns
     -------
@@ -607,7 +613,7 @@ def open_array(
     # instantiate array
     z = Array(store, read_only=read_only, synchronizer=synchronizer,
               cache_metadata=cache_metadata, cache_attrs=cache_attrs, path=path,
-              chunk_store=chunk_store, write_empty_chunks=write_empty_chunks)
+              chunk_store=chunk_store, write_empty_chunks=write_empty_chunks, meta_array=meta_array)
 
     return z
 
diff --git a/zarr/tests/test_meta_array.py b/zarr/tests/test_meta_array.py
index 6172af3be9..5ff6fae3f3 100644
--- a/zarr/tests/test_meta_array.py
+++ b/zarr/tests/test_meta_array.py
@@ -8,7 +8,7 @@
 
 import zarr.codecs
 from zarr.core import Array
-from zarr.creation import array, empty, full, ones, zeros
+from zarr.creation import array, empty, full, ones, open_array, zeros
 from zarr.hierarchy import open_group
 from zarr.storage import DirectoryStore, MemoryStore, Store, ZipStore
 
@@ -148,6 +148,23 @@ def test_array(tmp_path, module, compressor, store_type):
     assert z.dtype == z2.dtype
     xp.testing.assert_array_equal(z[:], z2[:])
 
+    store = init_store(tmp_path / "open_array", store_type)
+    a = xp.arange(100)
+    z = open_array(
+        store,
+        shape=a.shape,
+        dtype=a.dtype,
+        chunks=10,
+        compressor=compressor,
+        meta_array=xp.empty(())
+    )
+    z[:] = a
+    assert a.shape == z.shape
+    assert a.dtype == z.dtype
+    assert isinstance(a, type(z[:]))
+    assert isinstance(z.meta_array, type(xp.empty(())))
+    xp.testing.assert_array_equal(a, z[:])
+
 
 @pytest.mark.parametrize("module, compressor", param_module_and_compressor)
 def test_empty(module, compressor):

From 4132f360616a4c8bfa3dd4e979a4793c5d84cdfc Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Mon, 29 May 2023 09:18:08 +0200
Subject: [PATCH 0322/1078] Fix typo introduced by dcce26e (#1420)

---
 docs/release.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/release.rst b/docs/release.rst
index 833bfbf7ba..2f64454c97 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -293,7 +293,7 @@ Maintenance
 * Updated GitHub actions.
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1134`.
 
-* Uopdate web links: `http:// → https://`.
+* Update web links: `http:// → https://`.
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1313`.
 
 .. _release_2.13.3:

From 5d7e287d23145b1f0f355b14e9111aa81c79cd22 Mon Sep 17 00:00:00 2001
From: Josh Moore <josh@openmicroscopy.org>
Date: Wed, 14 Jun 2023 16:40:02 +0200
Subject: [PATCH 0323/1078] 2.15.0: Remove pre-release warning (#1419)

---
 docs/release.rst | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 2f64454c97..67f33a8770 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -1,6 +1,13 @@
 Release notes
 =============
 
+..
+    # Copy the warning statement _under_ the latest release version
+    # and unindent for pre-releases.
+
+    .. warning::
+       Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
+
 ..
     # Unindent the section between releases in order
     # to document your changes. On releases it will be
@@ -16,9 +23,6 @@ Release notes
 2.15.0
 ------
 
-.. warning::
-   Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
-
 Enhancements
 ~~~~~~~~~~~~
 

From 77e985e888c17c2b52d11fba330a735b48e4733e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 15 Jun 2023 08:45:19 +0200
Subject: [PATCH 0324/1078] Bump pytest-doctestplus from 0.12.1 to 0.13.0
 (#1429)

Bumps [pytest-doctestplus](https://github.com/astropy/pytest-doctestplus) from 0.12.1 to 0.13.0.
- [Release notes](https://github.com/astropy/pytest-doctestplus/releases)
- [Changelog](https://github.com/scientific-python/pytest-doctestplus/blob/main/CHANGES.rst)
- [Commits](https://github.com/astropy/pytest-doctestplus/compare/v0.12.1...v0.13.0)

---
updated-dependencies:
- dependency-name: pytest-doctestplus
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 5c4b6ac266..bb2fe63a86 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -15,7 +15,7 @@ pymongo==4.3.3
 # optional test requirements
 coverage
 pytest-cov==4.0.0
-pytest-doctestplus==0.12.1
+pytest-doctestplus==0.13.0
 pytest-timeout==2.1.0
 h5py==3.8.0
 fsspec==2023.5.0

From 9081cc7f8e0b4f051a32b80999c7d011816790bf Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 15 Jun 2023 08:45:31 +0200
Subject: [PATCH 0325/1078] Bump pytest from 7.3.1 to 7.3.2 (#1432)

Bumps [pytest](https://github.com/pytest-dev/pytest) from 7.3.1 to 7.3.2.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/7.3.1...7.3.2)

---
updated-dependencies:
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index e4ada6385b..df1ca11677 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -5,4 +5,4 @@ numcodecs==0.11.0
 msgpack-python==0.5.6
 setuptools-scm==7.1.0
 # test requirements
-pytest==7.3.1
+pytest==7.3.2

From 139e1c465ba159b4fb41f793c49b6d5b02bb241d Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 15 Jun 2023 10:54:15 +0200
Subject: [PATCH 0326/1078] Bump fsspec from 2023.5.0 to 2023.6.0 (#1433)

* Bump fsspec from 2023.5.0 to 2023.6.0

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2023.5.0 to 2023.6.0.
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2023.5.0...2023.6.0)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* Also change s3fs

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 requirements_dev_optional.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index bb2fe63a86..2c909177dc 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -18,6 +18,6 @@ pytest-cov==4.0.0
 pytest-doctestplus==0.13.0
 pytest-timeout==2.1.0
 h5py==3.8.0
-fsspec==2023.5.0
-s3fs==2023.5.0
+fsspec==2023.6.0
+s3fs==2023.6.0
 moto[server]>=4.0.8

From 67f25efc93306bf760807abde9f5e185c59b5219 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 21 Jun 2023 17:53:52 +0200
Subject: [PATCH 0327/1078] Bump h5py from 3.8.0 to 3.9.0 (#1440)

Bumps [h5py](https://github.com/h5py/h5py) from 3.8.0 to 3.9.0.
- [Release notes](https://github.com/h5py/h5py/releases)
- [Changelog](https://github.com/h5py/h5py/blob/master/docs/release_guide.rst)
- [Commits](https://github.com/h5py/h5py/compare/3.8.0...3.9.0)

---
updated-dependencies:
- dependency-name: h5py
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 2c909177dc..60c2fffaac 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -17,7 +17,7 @@ coverage
 pytest-cov==4.0.0
 pytest-doctestplus==0.13.0
 pytest-timeout==2.1.0
-h5py==3.8.0
+h5py==3.9.0
 fsspec==2023.6.0
 s3fs==2023.6.0
 moto[server]>=4.0.8

From b3cafa96b88c362e7843df8e2a07499588b7fa49 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 21 Jun 2023 17:54:04 +0200
Subject: [PATCH 0328/1078] chore: update pre-commit hooks (#1438)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/codespell-project/codespell: v2.2.4 → v2.2.5](https://github.com/codespell-project/codespell/compare/v2.2.4...v2.2.5)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 194e8b1d5f..583a2b0184 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -15,7 +15,7 @@ repos:
       exclude: ^(venv/|docs/)
       types: ['python']
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.2.4
+    rev: v2.2.5
     hooks:
       - id: codespell
         args: ["-L", "ba,ihs,kake,nd,noe,nwo,te,fo", "-S", "fixture"]

From 2713a89c13107a83843a76d5ead7f53351f8f973 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 25 Jun 2023 16:37:48 +0200
Subject: [PATCH 0329/1078] Bump pymongo from 4.3.3 to 4.4.0 (#1441)

Bumps [pymongo](https://github.com/mongodb/mongo-python-driver) from 4.3.3 to 4.4.0.
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/master/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.3.3...4.4.0)

---
updated-dependencies:
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 60c2fffaac..29bb9b9905 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -11,7 +11,7 @@ azure-storage-blob==12.16.0 # pyup: ignore
 redis==4.5.5
 types-redis
 types-setuptools
-pymongo==4.3.3
+pymongo==4.4.0
 # optional test requirements
 coverage
 pytest-cov==4.0.0

From 327b6942284283d0435d2513514f4712c71376b4 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 25 Jun 2023 16:38:01 +0200
Subject: [PATCH 0330/1078] Bump pytest-cov from 4.0.0 to 4.1.0 (#1418)

Bumps [pytest-cov](https://github.com/pytest-dev/pytest-cov) from 4.0.0 to 4.1.0.
- [Changelog](https://github.com/pytest-dev/pytest-cov/blob/master/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest-cov/compare/v4.0.0...v4.1.0)

---
updated-dependencies:
- dependency-name: pytest-cov
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 29bb9b9905..8e7b5c94ab 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -14,7 +14,7 @@ types-setuptools
 pymongo==4.4.0
 # optional test requirements
 coverage
-pytest-cov==4.0.0
+pytest-cov==4.1.0
 pytest-doctestplus==0.13.0
 pytest-timeout==2.1.0
 h5py==3.9.0

From 2169c4345d65f0fcbe1ae190212110d1d67ec8ab Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Wed, 28 Jun 2023 06:01:59 -0700
Subject: [PATCH 0331/1078] test: replace pkg_resources with packaging.version
 for version parsing/comparison (#1450)

---
 zarr/tests/test_core.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 1cac51ba0d..1541943d22 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -8,6 +8,7 @@
 from tempfile import mkdtemp
 
 import numpy as np
+import packaging.version
 import pytest
 from numcodecs import (BZ2, JSON, LZ4, Blosc, Categorize, Delta,
                        FixedScaleOffset, GZip, MsgPack, Pickle, VLenArray,
@@ -15,7 +16,6 @@
 from numcodecs.compat import ensure_bytes, ensure_ndarray
 from numcodecs.tests.common import greetings
 from numpy.testing import assert_array_almost_equal, assert_array_equal
-from pkg_resources import parse_version
 
 import zarr
 from zarr._storage.store import (
@@ -1389,7 +1389,7 @@ def test_object_codec_warnings(self):
             z = self.create_array(shape=10, chunks=5, dtype="i4", object_codec=JSON())
         z.store.close()
 
-    @unittest.skipIf(parse_version(np.__version__) < parse_version('1.14.0'),
+    @unittest.skipIf(packaging.version.parse(np.__version__) < packaging.version.parse('1.14.0'),
                      "unsupported numpy version")
     def test_structured_array_contain_object(self):
 

From cc2bd4122988b6bc58676df9a717834c09926ffc Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 5 Jul 2023 09:21:49 +0200
Subject: [PATCH 0332/1078] Bump pypa/gh-action-pypi-publish from 1.8.6 to
 1.8.7 (#1451)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.6 to 1.8.7.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.6...v1.8.7)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 8b1d5ccb83..a00096bb18 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -64,7 +64,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.8.6
+      - uses: pypa/gh-action-pypi-publish@v1.8.7
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From 8c98f4518ea20251c8ef3258276860a3cbef9eeb Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 5 Jul 2023 17:04:57 +0200
Subject: [PATCH 0333/1078] Bump ipywidgets from 8.0.6 to 8.0.7 (#1452)

---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 8e7b5c94ab..0398d8f494 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -3,7 +3,7 @@
 lmdb==1.4.1; sys_platform != 'win32'
 # optional library requirements for Jupyter
 ipytree==0.2.2
-ipywidgets==8.0.6
+ipywidgets==8.0.7
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)

From ac897822bdf1ec95fe0c34f621ece67f02e07e1e Mon Sep 17 00:00:00 2001
From: Christoph Gohlke <cgohlke@cgohlke.com>
Date: Mon, 10 Jul 2023 15:03:47 -0700
Subject: [PATCH 0334/1078] Add __contains__ method to KVStore (#1454)

* Add __contains__ method to KVStore

* Update release notes
---
 docs/release.rst | 11 ++++++++---
 zarr/storage.py  |  3 +++
 2 files changed, 11 insertions(+), 3 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 67f33a8770..156ba7229c 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -13,10 +13,15 @@ Release notes
     # to document your changes. On releases it will be
     # re-indented so that it does not show up in the notes.
 
-    .. _unreleased:
+.. _unreleased:
 
-    Unreleased
-    ----------
+Unreleased
+----------
+
+Bug fixes
+~~~~~~~~~
+
+* Add ``__contains__`` method to ``KVStore``. By :user:`Christoph Gohlke <cgohlke>` :issue:`1454`.
 
 .. _release_2.15.0:
 
diff --git a/zarr/storage.py b/zarr/storage.py
index e6c3f62faf..ef1bd64955 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -744,6 +744,9 @@ def __setitem__(self, key, value):
     def __delitem__(self, key):
         del self._mutable_mapping[key]
 
+    def __contains__(self, key):
+        return key in self._mutable_mapping
+
     def get(self, key, default=None):
         return self._mutable_mapping.get(key, default)
 

From 98f74d5e362eff88d1022749e82d7bed9d62b7a2 Mon Sep 17 00:00:00 2001
From: Altay Sansal <tasansal@users.noreply.github.com>
Date: Mon, 10 Jul 2023 17:05:55 -0500
Subject: [PATCH 0335/1078] Support Block (Chunk) Indexing (#1428)

* add .venv to `.gitignore`

* add block indexing capabilities

* add release notes

* fix docstrings

* update tutorial

* fix missing codecov hit for read-only arrays

* add block selection to array tests

* lint

* move release notes to unreleased section

* update block indexing "as of" to 2.16

---------

Co-authored-by: Altay Sansal <altay.sansal@tgs.com>
---
 .gitignore                  |   1 +
 docs/api/core.rst           |   2 +
 docs/release.rst            |   3 +
 docs/tutorial.rst           |  78 ++++++++++++++
 zarr/core.py                | 210 ++++++++++++++++++++++++++++++++++--
 zarr/indexing.py            |  88 +++++++++++++++
 zarr/tests/test_core.py     |   9 +-
 zarr/tests/test_indexing.py | 180 ++++++++++++++++++++++++++++++-
 8 files changed, 558 insertions(+), 13 deletions(-)

diff --git a/.gitignore b/.gitignore
index 28e5544286..4f0d523785 100644
--- a/.gitignore
+++ b/.gitignore
@@ -8,6 +8,7 @@ __pycache__/
 # Distribution / packaging
 .Python
 env/
+.venv/
 build/
 develop-eggs/
 dist/
diff --git a/docs/api/core.rst b/docs/api/core.rst
index 5789fb996b..c4075fdb30 100644
--- a/docs/api/core.rst
+++ b/docs/api/core.rst
@@ -10,6 +10,8 @@ The Array class (``zarr.core``)
     .. automethod:: set_basic_selection
     .. automethod:: get_mask_selection
     .. automethod:: set_mask_selection
+    .. automethod:: get_block_selection
+    .. automethod:: set_block_selection
     .. automethod:: get_coordinate_selection
     .. automethod:: set_coordinate_selection
     .. automethod:: get_orthogonal_selection
diff --git a/docs/release.rst b/docs/release.rst
index 156ba7229c..e8d1c440d1 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -23,6 +23,9 @@ Bug fixes
 
 * Add ``__contains__`` method to ``KVStore``. By :user:`Christoph Gohlke <cgohlke>` :issue:`1454`.
 
+    * **Block Indexing**: Implemented blockwise (chunk blocks) indexing to ``zarr.Array``.
+      By :user:`Altay Sansal <tasansal>` :issue:`1428`
+
 .. _release_2.15.0:
 
 2.15.0
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 0f2e1c7345..e3155acfae 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -641,6 +641,84 @@ orthogonal indexing is also available directly on the array:
     >>> all(z.oindex[[0, 2], :] == z[[0, 2], :])
     True
 
+Block Indexing
+~~~~~~~~~~~~~~
+
+As of version 2.16.0, Zarr also support block indexing, which allows
+selections of whole chunks based on their logical indices along each dimension
+of an array. For example, this allows selecting a subset of chunk aligned rows and/or
+columns from a 2-dimensional array. E.g.::
+
+    >>> import zarr
+    >>> import numpy as np
+    >>> z = zarr.array(np.arange(100).reshape(10, 10), chunks=(3, 3))
+
+Retrieve items by specifying their block coordinates::
+
+    >>> z.get_block_selection(1)
+    array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
+           [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
+           [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
+
+Equivalent slicing::
+
+    >>> z[3:6]
+    array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
+           [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
+           [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
+
+
+For convenience, the block selection functionality is also available via the
+`blocks` property, e.g.::
+
+    >>> z.blocks[1]
+    array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
+           [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
+           [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
+
+Block index arrays may be multidimensional to index multidimensional arrays.
+For example::
+
+    >>> z.blocks[0, 1:3]
+    array([[ 3,  4,  5,  6,  7,  8],
+           [13, 14, 15, 16, 17, 18],
+           [23, 24, 25, 26, 27, 28]])
+
+Data can also be modified. Let's start by a simple 2D array::
+
+    >>> import zarr
+    >>> import numpy as np
+    >>> z = zarr.zeros((6, 6), dtype=int, chunks=2)
+
+Set data for a selection of items::
+
+    >>> z.set_block_selection((1, 0), 1)
+    >>> z[...]
+    array([[0, 0, 0, 0, 0, 0],
+           [0, 0, 0, 0, 0, 0],
+           [1, 1, 0, 0, 0, 0],
+           [1, 1, 0, 0, 0, 0],
+           [0, 0, 0, 0, 0, 0],
+           [0, 0, 0, 0, 0, 0]])
+
+For convenience, this functionality is also available via the ``blocks`` property.
+E.g.::
+
+        >>> z.blocks[:, 2] = 7
+        >>> z[...]
+        array([[0, 0, 0, 0, 7, 7],
+               [0, 0, 0, 0, 7, 7],
+               [1, 1, 0, 0, 7, 7],
+               [1, 1, 0, 0, 7, 7],
+               [0, 0, 0, 0, 7, 7],
+               [0, 0, 0, 0, 7, 7]])
+
+Any combination of integer and slice can be used for block indexing::
+
+        >>> z.blocks[2, 1:3]
+        array([[0, 0, 7, 7],
+               [0, 0, 7, 7]])
+
 Indexing fields in structured arrays
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
diff --git a/zarr/core.py b/zarr/core.py
index 5537733b4b..80f424bafc 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -22,6 +22,8 @@
     OIndex,
     OrthogonalIndexer,
     VIndex,
+    BlockIndex,
+    BlockIndexer,
     PartialChunkIterator,
     check_fields,
     check_no_multi_fields,
@@ -139,6 +141,7 @@ class Array:
     info
     vindex
     oindex
+    blocks
     write_empty_chunks
     meta_array
 
@@ -154,6 +157,8 @@ class Array:
     set_mask_selection
     get_coordinate_selection
     set_coordinate_selection
+    get_block_selection
+    set_block_selection
     digest
     hexdigest
     resize
@@ -230,6 +235,7 @@ def __init__(
         # initialize indexing helpers
         self._oindex = OIndex(self)
         self._vindex = VIndex(self)
+        self._blocks = BlockIndex(self)
 
     def _load_metadata(self):
         """(Re)load metadata from store."""
@@ -577,6 +583,12 @@ def vindex(self):
         :func:`set_mask_selection` for documentation and examples."""
         return self._vindex
 
+    @property
+    def blocks(self):
+        """Shortcut for blocked chunked indexing, see :func:`get_block_selection` and
+        :func:`set_block_selection` for documentation and examples."""
+        return self._blocks
+
     @property
     def write_empty_chunks(self) -> bool:
         """A Boolean, True if chunks composed of the array's fill value
@@ -814,7 +826,8 @@ def __getitem__(self, selection):
         --------
         get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
         get_coordinate_selection, set_coordinate_selection, get_orthogonal_selection,
-        set_orthogonal_selection, vindex, oindex, __setitem__
+        set_orthogonal_selection, get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __setitem__
 
         """
         fields, pure_selection = pop_fields(selection)
@@ -933,7 +946,8 @@ def get_basic_selection(self, selection=Ellipsis, out=None, fields=None):
         --------
         set_basic_selection, get_mask_selection, set_mask_selection,
         get_coordinate_selection, set_coordinate_selection, get_orthogonal_selection,
-        set_orthogonal_selection, vindex, oindex, __getitem__, __setitem__
+        set_orthogonal_selection, get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
 
         """
 
@@ -1089,7 +1103,8 @@ def get_orthogonal_selection(self, selection, out=None, fields=None):
         --------
         get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
         get_coordinate_selection, set_coordinate_selection, set_orthogonal_selection,
-        vindex, oindex, __getitem__, __setitem__
+        get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
 
         """
 
@@ -1160,7 +1175,8 @@ def get_coordinate_selection(self, selection, out=None, fields=None):
         --------
         get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
         get_orthogonal_selection, set_orthogonal_selection, set_coordinate_selection,
-        vindex, oindex, __getitem__, __setitem__
+        get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
 
         """
 
@@ -1185,6 +1201,90 @@ def get_coordinate_selection(self, selection, out=None, fields=None):
 
         return out
 
+    def get_block_selection(self, selection, out=None, fields=None):
+        """Retrieve a selection of individual chunk blocks, by providing the indices
+        (coordinates) for each chunk block.
+
+        Parameters
+        ----------
+        selection : tuple
+            An integer (coordinate) or slice for each dimension of the array.
+        out : ndarray, optional
+            If given, load the selected data directly into this array.
+        fields : str or sequence of str, optional
+            For arrays with a structured dtype, one or more fields can be specified to
+            extract data for.
+
+        Returns
+        -------
+        out : ndarray
+            A NumPy array containing the data for the requested selection.
+
+        Examples
+        --------
+        Setup a 2-dimensional array::
+
+            >>> import zarr
+            >>> import numpy as np
+            >>> z = zarr.array(np.arange(100).reshape(10, 10), chunks=(3, 3))
+
+        Retrieve items by specifying their block coordinates::
+
+            >>> z.get_block_selection((1, slice(None)))
+            array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
+                   [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
+                   [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
+
+        Which is equivalent to::
+
+            >>> z[3:6, :]
+            array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
+                   [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
+                   [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
+
+        For convenience, the block selection functionality is also available via the
+        `blocks` property, e.g.::
+
+            >>> z.blocks[1]
+            array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
+                   [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
+                   [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
+
+        Notes
+        -----
+        Block indexing is a convenience indexing method to work on individual chunks
+        with chunk index slicing. It has the same concept as Dask's `Array.blocks`
+        indexing.
+
+        Slices are supported. However, only with a step size of one.
+
+        Block index arrays may be multidimensional to index multidimensional arrays.
+        For example::
+
+            >>> z.blocks[0, 1:3]
+            array([[ 3,  4,  5,  6,  7,  8],
+                   [13, 14, 15, 16, 17, 18],
+                   [23, 24, 25, 26, 27, 28]])
+
+        See Also
+        --------
+        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
+        get_orthogonal_selection, set_orthogonal_selection, get_coordinate_selection,
+        set_coordinate_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
+
+        """
+        if not self._cache_metadata:
+            self._load_metadata()
+
+        # check args
+        check_fields(fields, self._dtype)
+
+        # setup indexer
+        indexer = BlockIndexer(selection, self)
+
+        return self._get_selection(indexer=indexer, out=out, fields=fields)
+
     def get_mask_selection(self, selection, out=None, fields=None):
         """Retrieve a selection of individual items, by providing a Boolean array of the
         same shape as the array against which the selection is being made, where True
@@ -1238,8 +1338,8 @@ def get_mask_selection(self, selection, out=None, fields=None):
         --------
         get_basic_selection, set_basic_selection, set_mask_selection,
         get_orthogonal_selection, set_orthogonal_selection, get_coordinate_selection,
-        set_coordinate_selection, vindex, oindex, __getitem__, __setitem__
-
+        set_coordinate_selection, get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
         """
 
         # refresh metadata
@@ -1376,7 +1476,8 @@ def __setitem__(self, selection, value):
         --------
         get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
         get_coordinate_selection, set_coordinate_selection, get_orthogonal_selection,
-        set_orthogonal_selection, vindex, oindex, __getitem__
+        set_orthogonal_selection, get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__
 
         """
         fields, pure_selection = pop_fields(selection)
@@ -1464,7 +1565,8 @@ def set_basic_selection(self, selection, value, fields=None):
         --------
         get_basic_selection, get_mask_selection, set_mask_selection,
         get_coordinate_selection, set_coordinate_selection, get_orthogonal_selection,
-        set_orthogonal_selection, vindex, oindex, __getitem__, __setitem__
+        set_orthogonal_selection, get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
 
         """
 
@@ -1555,7 +1657,8 @@ def set_orthogonal_selection(self, selection, value, fields=None):
         --------
         get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
         get_coordinate_selection, set_coordinate_selection, get_orthogonal_selection,
-        vindex, oindex, __getitem__, __setitem__
+        get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
 
         """
 
@@ -1627,7 +1730,8 @@ def set_coordinate_selection(self, selection, value, fields=None):
         --------
         get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
         get_orthogonal_selection, set_orthogonal_selection, get_coordinate_selection,
-        vindex, oindex, __getitem__, __setitem__
+        get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
 
         """
 
@@ -1654,6 +1758,89 @@ def set_coordinate_selection(self, selection, value, fields=None):
 
         self._set_selection(indexer, value, fields=fields)
 
+    def set_block_selection(self, selection, value, fields=None):
+        """Modify a selection of individual blocks, by providing the chunk indices
+        (coordinates) for each block to be modified.
+
+        Parameters
+        ----------
+        selection : tuple
+            An integer (coordinate) or slice for each dimension of the array.
+        value : scalar or array-like
+            Value to be stored into the array.
+        fields : str or sequence of str, optional
+            For arrays with a structured dtype, one or more fields can be specified to set
+            data for.
+
+        Examples
+        --------
+        Set up a 2-dimensional array::
+
+            >>> import zarr
+            >>> import numpy as np
+            >>> z = zarr.zeros((6, 6), dtype=int, chunks=2)
+
+        Set data for a selection of items::
+
+            >>> z.set_block_selection((1, 0), 1)
+            >>> z[...]
+            array([[0, 0, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 0, 0],
+                   [1, 1, 0, 0, 0, 0],
+                   [1, 1, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 0, 0]])
+
+        For convenience, this functionality is also available via the `blocks` property.
+        E.g.::
+
+            >>> z.blocks[2, 1] = 4
+            >>> z[...]
+            array([[0, 0, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 0, 0],
+                   [1, 1, 0, 0, 0, 0],
+                   [1, 1, 0, 0, 0, 0],
+                   [0, 0, 4, 4, 0, 0],
+                   [0, 0, 4, 4, 0, 0]])
+
+            >>> z.blocks[:, 2] = 7
+            >>> z[...]
+            array([[0, 0, 0, 0, 7, 7],
+                   [0, 0, 0, 0, 7, 7],
+                   [1, 1, 0, 0, 7, 7],
+                   [1, 1, 0, 0, 7, 7],
+                   [0, 0, 4, 4, 7, 7],
+                   [0, 0, 4, 4, 7, 7]])
+
+        Notes
+        -----
+        Block indexing is a convenience indexing method to work on individual chunks
+        with chunk index slicing. It has the same concept as Dask's `Array.blocks`
+        indexing.
+
+        Slices are supported. However, only with a step size of one.
+
+        See Also
+        --------
+        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
+        get_orthogonal_selection, set_orthogonal_selection, get_coordinate_selection,
+        get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
+
+        """
+        # guard conditions
+        if self._read_only:
+            raise ReadOnlyError()
+
+        # refresh metadata
+        if not self._cache_metadata:
+            self._load_metadata_nosync()
+
+        # setup indexer
+        indexer = BlockIndexer(selection, self)
+
+        self._set_selection(indexer, value, fields=fields)
+
     def set_mask_selection(self, selection, value, fields=None):
         """Modify a selection of individual items, by providing a Boolean array of the
         same shape as the array against which the selection is being made, where True
@@ -1712,7 +1899,8 @@ def set_mask_selection(self, selection, value, fields=None):
         --------
         get_basic_selection, set_basic_selection, get_mask_selection,
         get_orthogonal_selection, set_orthogonal_selection, get_coordinate_selection,
-        set_coordinate_selection, vindex, oindex, __getitem__, __setitem__
+        set_coordinate_selection, get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
 
         """
 
diff --git a/zarr/indexing.py b/zarr/indexing.py
index 3fb3e2f204..bc2afba992 100644
--- a/zarr/indexing.py
+++ b/zarr/indexing.py
@@ -695,6 +695,94 @@ def __setitem__(self, selection, value):
         return self.array.set_orthogonal_selection(selection, value, fields=fields)
 
 
+# noinspection PyProtectedMember
+class BlockIndexer:
+
+    def __init__(self, selection, array):
+
+        # handle ellipsis
+        selection = replace_ellipsis(selection, array._shape)
+
+        # normalize list to array
+        selection = replace_lists(selection)
+
+        # setup per-dimension indexers
+        dim_indexers = []
+        for dim_sel, dim_len, dim_chunk_size in \
+                zip(selection, array._shape, array._chunks):
+            dim_numchunks = int(np.ceil(dim_len / dim_chunk_size))
+
+            if is_integer(dim_sel):
+                if dim_sel < 0:
+                    dim_sel = dim_numchunks + dim_sel
+
+                start = dim_sel * dim_chunk_size
+                stop = start + dim_chunk_size
+                slice_ = slice(start, stop)
+
+            elif is_slice(dim_sel):
+                start = dim_sel.start if dim_sel.start is not None else 0
+                stop = dim_sel.stop if dim_sel.stop is not None else dim_numchunks
+
+                if dim_sel.step not in {1, None}:
+                    raise IndexError('unsupported selection item for block indexing; '
+                                     'expected integer or slice with step=1, got {!r}'
+                                     .format(type(dim_sel)))
+
+                # Can't reuse wraparound_indices because it expects a numpy array
+                # We have integers here.
+                if start < 0:
+                    start = dim_numchunks + start
+                if stop < 0:
+                    stop = dim_numchunks + stop
+
+                start = start * dim_chunk_size
+                stop = stop * dim_chunk_size
+                slice_ = slice(start, stop)
+
+            else:
+                raise IndexError('unsupported selection item for block indexing; '
+                                 'expected integer or slice, got {!r}'
+                                 .format(type(dim_sel)))
+
+            dim_indexer = SliceDimIndexer(slice_, dim_len, dim_chunk_size)
+            dim_indexers.append(dim_indexer)
+
+            if start >= dim_len or start < 0:
+                raise BoundsCheckError(dim_len)
+
+        self.dim_indexers = dim_indexers
+        self.shape = tuple(s.nitems for s in self.dim_indexers)
+        self.drop_axes = None
+
+    def __iter__(self):
+        for dim_projections in itertools.product(*self.dim_indexers):
+            chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
+            chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
+            out_selection = tuple(p.dim_out_sel for p in dim_projections
+                                  if p.dim_out_sel is not None)
+
+            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
+
+
+class BlockIndex:
+
+    def __init__(self, array):
+        self.array = array
+
+    def __getitem__(self, selection):
+        fields, selection = pop_fields(selection)
+        selection = ensure_tuple(selection)
+        selection = replace_lists(selection)
+        return self.array.get_block_selection(selection, fields=fields)
+
+    def __setitem__(self, selection, value):
+        fields, selection = pop_fields(selection)
+        selection = ensure_tuple(selection)
+        selection = replace_lists(selection)
+        return self.array.set_block_selection(selection, value, fields=fields)
+
+
 # noinspection PyProtectedMember
 def is_coordinate_selection(selection, array):
     return (
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 1541943d22..ab1a6e8aa7 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -338,6 +338,8 @@ def test_array_1d_selections(self):
         assert_array_equal(a[bix], z.get_mask_selection(bix))
         assert_array_equal(a[bix], z.oindex[bix])
         assert_array_equal(a[bix], z.vindex[bix])
+        assert_array_equal(a[200:400], z.get_block_selection(slice(2, 4)))
+        assert_array_equal(a[200:400], z.blocks[2:4])
 
         # set
         z.set_orthogonal_selection(slice(50, 150), 1)
@@ -358,7 +360,10 @@ def test_array_1d_selections(self):
         assert_array_equal(8, z.vindex[bix])
         z.oindex[bix] = 9
         assert_array_equal(9, z.oindex[bix])
-
+        z.set_block_selection(slice(2, 4), 10)
+        assert_array_equal(10, z[200:400])
+        z.blocks[2:4] = 11
+        assert_array_equal(11, z[200:400])
         z.store.close()
 
     # noinspection PyStatementEffect
@@ -810,6 +815,8 @@ def test_read_only(self):
             z.set_coordinate_selection([0, 1, 2], 42)
         with pytest.raises(PermissionError):
             z.vindex[[0, 1, 2]] = 42
+        with pytest.raises(PermissionError):
+            z.blocks[...] = 42
         with pytest.raises(PermissionError):
             z.set_mask_selection(np.ones(z.shape, dtype=bool), 42)
 
diff --git a/zarr/tests/test_indexing.py b/zarr/tests/test_indexing.py
index f5f57be010..61e76c63da 100644
--- a/zarr/tests/test_indexing.py
+++ b/zarr/tests/test_indexing.py
@@ -1096,7 +1096,6 @@ def _test_set_coordinate_selection(v, a, z, selection):
 
 
 def test_set_coordinate_selection_1d():
-
     # setup
     v = np.arange(1050, dtype=int)
     a = np.empty(v.shape, dtype=v.dtype)
@@ -1154,6 +1153,185 @@ def test_set_coordinate_selection_2d():
     _test_set_coordinate_selection(v, a, z, (ix0, ix1))
 
 
+def _test_get_block_selection(a, z, selection, expected_idx):
+    expect = a[expected_idx]
+    actual = z.get_block_selection(selection)
+    assert_array_equal(expect, actual)
+    actual = z.blocks[selection]
+    assert_array_equal(expect, actual)
+
+
+block_selections_1d = [
+    # test single item
+    0,
+    5,
+    # test wraparound
+    -1,
+    -4,
+    # test slice
+    slice(5),
+    slice(None, 3),
+    slice(5, 6),
+    slice(-3, -1),
+    slice(None),  # Full slice
+]
+
+block_selections_1d_array_projection = [
+    # test single item
+    slice(100),
+    slice(500, 600),
+    # test wraparound
+    slice(1000, None),
+    slice(700, 800),
+    # test slice
+    slice(500),
+    slice(None, 300),
+    slice(500, 600),
+    slice(800, 1000),
+    slice(None),
+]
+
+block_selections_1d_bad = [
+    # slice not supported
+    slice(3, 8, 2),
+    # bad stuff
+    2.3,
+    'foo',
+    b'xxx',
+    None,
+    (0, 0),
+    (slice(None), slice(None)),
+    [0, 5, 3]
+]
+
+
+def test_get_block_selection_1d():
+    # setup
+    a = np.arange(1050, dtype=int)
+    z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
+    z[:] = a
+
+    for selection, expected_idx in \
+            zip(block_selections_1d, block_selections_1d_array_projection):
+        _test_get_block_selection(a, z, selection, expected_idx)
+
+    bad_selections = block_selections_1d_bad + [
+        z.nchunks + 1,  # out of bounds
+        -(z.nchunks + 1),  # out of bounds
+    ]
+
+    for selection in bad_selections:
+        with pytest.raises(IndexError):
+            z.get_block_selection(selection)
+        with pytest.raises(IndexError):
+            z.blocks[selection]
+
+
+block_selections_2d = [
+    # test single item
+    (0, 0),
+    (1, 2),
+    # test wraparound
+    (-1, -1),
+    (-3, -2),
+    # test slice
+    (slice(1), slice(2)),
+    (slice(None, 2), slice(-2, -1)),
+    (slice(2, 3), slice(-2, None)),
+    (slice(-3, -1), slice(-3, -2)),
+    (slice(None), slice(None)),  # Full slice
+]
+
+block_selections_2d_array_projection = [
+    # test single item
+    (slice(300), slice(3)),
+    (slice(300, 600), slice(6, 9)),
+    # test wraparound
+    (slice(900, None), slice(9, None)),
+    (slice(300, 600), slice(6, 9)),
+    # test slice
+    (slice(300), slice(6)),
+    (slice(None, 600), slice(6, 9)),
+    (slice(600, 900), slice(6, None)),
+    (slice(300, 900), slice(3, 6)),
+    (slice(None), slice(None)),  # Full slice
+]
+
+
+def test_get_block_selection_2d():
+    # setup
+    a = np.arange(10000, dtype=int).reshape(1000, 10)
+    z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
+    z[:] = a
+
+    for selection, expected_idx in \
+            zip(block_selections_2d, block_selections_2d_array_projection):
+        _test_get_block_selection(a, z, selection, expected_idx)
+
+    with pytest.raises(IndexError):
+        selection = slice(5, 15), [1, 2, 3]
+        z.get_block_selection(selection)
+    with pytest.raises(IndexError):
+        selection = Ellipsis, [1, 2, 3]
+        z.get_block_selection(selection)
+    with pytest.raises(IndexError):  # out of bounds
+        selection = slice(15, 20), slice(None)
+        z.get_block_selection(selection)
+
+
+def _test_set_block_selection(v: np.ndarray, a: np.ndarray, z: zarr.Array, selection, expected_idx):
+    for value in 42, v[expected_idx], v[expected_idx].tolist():
+        # setup expectation
+        a[:] = 0
+        a[expected_idx] = value
+        # test long-form API
+        z[:] = 0
+        z.set_block_selection(selection, value)
+        assert_array_equal(a, z[:])
+        # test short-form API
+        z[:] = 0
+        z.blocks[selection] = value
+        assert_array_equal(a, z[:])
+
+
+def test_set_block_selection_1d():
+    # setup
+    v = np.arange(1050, dtype=int)
+    a = np.empty(v.shape, dtype=v.dtype)
+    z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
+
+    for selection, expected_idx in \
+            zip(block_selections_1d, block_selections_1d_array_projection):
+        _test_set_block_selection(v, a, z, selection, expected_idx)
+
+    for selection in block_selections_1d_bad:
+        with pytest.raises(IndexError):
+            z.set_block_selection(selection, 42)
+        with pytest.raises(IndexError):
+            z.blocks[selection] = 42
+
+
+def test_set_block_selection_2d():
+    # setup
+    v = np.arange(10000, dtype=int).reshape(1000, 10)
+    a = np.empty(v.shape, dtype=v.dtype)
+    z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
+
+    for selection, expected_idx in \
+            zip(block_selections_2d, block_selections_2d_array_projection):
+        _test_set_block_selection(v, a, z, selection, expected_idx)
+
+    with pytest.raises(IndexError):
+        selection = slice(5, 15), [1, 2, 3]
+        z.set_block_selection(selection, 42)
+    with pytest.raises(IndexError):
+        selection = Ellipsis, [1, 2, 3]
+        z.set_block_selection(selection, 42)
+    with pytest.raises(IndexError):  # out of bounds
+        selection = slice(15, 20), slice(None)
+        z.set_block_selection(selection, 42)
+
+
 def _test_get_mask_selection(a, z, selection):
     expect = a[selection]
     actual = z.get_mask_selection(selection)

From aa5db9f7ea688c392bd2036fd3f64516059a695b Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 10 Jul 2023 15:51:10 -0700
Subject: [PATCH 0336/1078] [V3] Allow for incomplete codec metadata using
 numcodecs.get_codec (#1447)

* refactor(v3): Allow for incomplete codec metadata using numcodecs.get_codec

* add test

* lint

* add release note

---------

Co-authored-by: Ryan Abernathey <ryan.abernathey@gmail.com>
---
 docs/release.rst        | 10 +++++++---
 zarr/meta.py            | 20 ++++++++------------
 zarr/tests/test_meta.py | 28 ++++++++++++++++++++++++++++
 3 files changed, 43 insertions(+), 15 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index e8d1c440d1..46bd1f025d 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,10 +18,14 @@ Release notes
 Unreleased
 ----------
 
-Bug fixes
-~~~~~~~~~
+Enhancements
+~~~~~~~~~~~~
+
+* Allow for partial codec specification in V3 array metadata.
+  By :user:`Joe Hamman <jhamman>` :issue:`1443`.
 
-* Add ``__contains__`` method to ``KVStore``. By :user:`Christoph Gohlke <cgohlke>` :issue:`1454`.
+* Add ``__contains__`` method to ``KVStore``. 
+  By :user:`Christoph Gohlke <cgohlke>` :issue:`1454`.
 
     * **Block Indexing**: Implemented blockwise (chunk blocks) indexing to ``zarr.Array``.
       By :user:`Altay Sansal <tasansal>` :issue:`1428`
diff --git a/zarr/meta.py b/zarr/meta.py
index 59c56abf3d..aacffd7f77 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -441,26 +441,22 @@ def _decode_codec_metadata(cls, meta: Optional[Mapping]) -> Optional[Codec]:
         uri = 'https://purl.org/zarr/spec/codec/'
         conf = meta['configuration']
         if meta['codec'].startswith(uri + 'gzip/'):
-            codec = numcodecs.GZip(level=conf['level'])
+            conf["id"] = "gzip"
         elif meta['codec'].startswith(uri + 'zlib/'):
-            codec = numcodecs.Zlib(level=conf['level'])
+            conf["id"] = "zlib"
         elif meta['codec'].startswith(uri + 'blosc/'):
-            codec = numcodecs.Blosc(clevel=conf['clevel'],
-                                    shuffle=conf['shuffle'],
-                                    blocksize=conf['blocksize'],
-                                    cname=conf['cname'])
+            conf["id"] = "blosc"
         elif meta['codec'].startswith(uri + 'bz2/'):
-            codec = numcodecs.BZ2(level=conf['level'])
+            conf["id"] = "bz2"
         elif meta['codec'].startswith(uri + 'lz4/'):
-            codec = numcodecs.LZ4(acceleration=conf['acceleration'])
+            conf["id"] = "lz4"
         elif meta['codec'].startswith(uri + 'lzma/'):
-            codec = numcodecs.LZMA(format=conf['format'],
-                                   check=conf['check'],
-                                   preset=conf['preset'],
-                                   filters=conf['filters'])
+            conf["id"] = "lzma"
         else:
             raise NotImplementedError
 
+        codec = numcodecs.get_codec(conf)
+
         return codec
 
     @classmethod
diff --git a/zarr/tests/test_meta.py b/zarr/tests/test_meta.py
index 8acd634a13..a78375986e 100644
--- a/zarr/tests/test_meta.py
+++ b/zarr/tests/test_meta.py
@@ -314,6 +314,34 @@ def test_encode_decode_array_dtype_shape_v3():
     assert 'filters' not in meta_dec
 
 
+@pytest.mark.parametrize("comp_id", ["gzip", "zlib", "blosc", "bz2", "lz4", "lzma"])
+def test_decode_metadata_implicit_compressor_config_v3(comp_id):
+    meta = {
+        "attributes": {},
+        "chunk_grid": {
+            "chunk_shape": [10],
+            "separator": "/",
+            "type": "regular"
+        },
+        "chunk_memory_layout": "C",
+        "compressor": {
+            "codec": f"https://purl.org/zarr/spec/codec/{comp_id}/1.0",
+            "configuration": {
+                # intentionally left empty
+            }
+        },
+        "data_type": "<f8",
+        "extensions": [],
+        "fill_value": None,
+        "shape": [100, 10, 10]
+    }
+    meta_json = json.dumps(meta)
+
+    # test decoding
+    meta_dec = Metadata3.decode_array_metadata(meta_json)
+    assert meta_dec['compressor'].codec_id == comp_id
+
+
 def test_encode_decode_array_structured():
 
     meta = dict(

From 2d9e687fa6783dabbf3af2dce94ecbcf5178b693 Mon Sep 17 00:00:00 2001
From: Davis Vann Bennett <davis.v.bennett@gmail.com>
Date: Wed, 12 Jul 2023 09:54:21 -0400
Subject: [PATCH 0337/1078] style: add ruff and black to pre-commit

---
 .pre-commit-config.yaml | 19 +++++++++++--------
 pyproject.toml          | 36 ++++++++++++++++++++++++++++++++++++
 2 files changed, 47 insertions(+), 8 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 583a2b0184..55e0fc617a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -5,15 +5,18 @@ default_stages: [commit, push]
 default_language_version:
   python: python3
 repos:
-  - repo: https://github.com/PyCQA/flake8
-    rev: 6.0.0
+  - repo: https://github.com/charliermarsh/ruff-pre-commit
+    # Ruff version.
+    rev: 'v0.0.224'
     hooks:
-    - id: flake8
-      args: [
-        --max-line-length=100
-      ]
-      exclude: ^(venv/|docs/)
-      types: ['python']
+    - id: ruff
+      # Respect `exclude` and `extend-exclude` settings.
+      args: ["--force-exclude"]
+  - repo: https://github.com/psf/black
+    rev: 22.12.0
+    hooks:
+    - id: black
+      language_version: python3.8
   - repo: https://github.com/codespell-project/codespell
     rev: v2.2.5
     hooks:
diff --git a/pyproject.toml b/pyproject.toml
index 4beb357bb0..4b293b90e4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -72,6 +72,42 @@ version_scheme = "guess-next-dev"
 local_scheme = "dirty-tag"
 write_to = "zarr/version.py"
 
+[tool.ruff]
+line-length = 100
+exclude = [
+    ".bzr",
+    ".direnv",
+    ".eggs",
+    ".git",
+    ".mypy_cache",
+    ".nox",
+    ".pants.d",
+    ".ruff_cache",
+    ".venv",
+    "__pypackages__",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "venv",
+    "docs"
+]
+
+[tool.black]
+line-length = 100
+exclude = '''
+/(
+    \.git
+  | \.mypy_cache
+  | \.venv
+  | _build
+  | buck-out
+  | build
+  | dist
+  | docs
+)/
+'''
+
 [tool.mypy]
 python_version = "3.8"
 ignore_missing_imports = true

From 94cdd1ab492416783a525b5f2d119be59537ab4a Mon Sep 17 00:00:00 2001
From: Davis Vann Bennett <davis.v.bennett@gmail.com>
Date: Wed, 12 Jul 2023 22:15:34 -0400
Subject: [PATCH 0338/1078] style: tweak codespell config to avoid a false
 positive

---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 55e0fc617a..c46115342d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -21,7 +21,7 @@ repos:
     rev: v2.2.5
     hooks:
       - id: codespell
-        args: ["-L", "ba,ihs,kake,nd,noe,nwo,te,fo", "-S", "fixture"]
+        args: ["-L", "ba,ihs,kake,nd,noe,nwo,te,fo,zar", "-S", "fixture"]
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v4.4.0
     hooks:

From 4e348d6b80c96da461fd866576c971b8a659ba15 Mon Sep 17 00:00:00 2001
From: Davis Vann Bennett <davis.v.bennett@gmail.com>
Date: Wed, 12 Jul 2023 22:16:05 -0400
Subject: [PATCH 0339/1078] style: lint the codebase

---
 bench/compress_normal.py                 |   25 +-
 docs/conf.py                             |  197 ++-
 zarr/__init__.py                         |   69 +-
 zarr/_storage/absstore.py                |   87 +-
 zarr/_storage/store.py                   |  110 +-
 zarr/_storage/v3.py                      |  197 ++-
 zarr/_storage/v3_storage_transformers.py |   75 +-
 zarr/attrs.py                            |   31 +-
 zarr/context.py                          |    4 +-
 zarr/convenience.py                      |  338 +++--
 zarr/core.py                             |  311 ++--
 zarr/creation.py                         |  266 ++--
 zarr/errors.py                           |    5 +-
 zarr/hierarchy.py                        |  487 ++++---
 zarr/indexing.py                         |  230 ++-
 zarr/meta.py                             |   59 +-
 zarr/meta_v1.py                          |   40 +-
 zarr/n5.py                               |  345 +++--
 zarr/storage.py                          |  661 +++++----
 zarr/tests/test_attrs.py                 |  277 ++--
 zarr/tests/test_convenience.py           |  664 +++++----
 zarr/tests/test_core.py                  | 1702 ++++++++++++----------
 zarr/tests/test_creation.py              |  287 ++--
 zarr/tests/test_dim_separator.py         |   41 +-
 zarr/tests/test_filters.py               |   57 +-
 zarr/tests/test_hierarchy.py             | 1142 ++++++++-------
 zarr/tests/test_indexing.py              |  425 +++---
 zarr/tests/test_info.py                  |   53 +-
 zarr/tests/test_meta.py                  |  333 +++--
 zarr/tests/test_meta_array.py            |    2 +-
 zarr/tests/test_n5.py                    |   15 +-
 zarr/tests/test_storage.py               | 1639 ++++++++++-----------
 zarr/tests/test_storage_v3.py            |  379 ++---
 zarr/tests/test_sync.py                  |  184 ++-
 zarr/tests/test_util.py                  |  116 +-
 zarr/tests/util.py                       |   24 +-
 zarr/util.py                             |  269 ++--
 37 files changed, 5856 insertions(+), 5290 deletions(-)

diff --git a/bench/compress_normal.py b/bench/compress_normal.py
index ce0a05b9ec..9f1655541c 100644
--- a/bench/compress_normal.py
+++ b/bench/compress_normal.py
@@ -9,36 +9,39 @@
 
 if __name__ == "__main__":
 
-    sys.path.insert(0, '..')
+    sys.path.insert(0, "..")
 
     # setup
-    a = np.random.normal(2000, 1000, size=200000000).astype('u2')
-    z = zarr.empty_like(a, chunks=1000000,
-                        compression='blosc',
-                        compression_opts=dict(cname='lz4', clevel=5, shuffle=2))
+    a = np.random.normal(2000, 1000, size=200000000).astype("u2")
+    z = zarr.empty_like(
+        a,
+        chunks=1000000,
+        compression="blosc",
+        compression_opts=dict(cname="lz4", clevel=5, shuffle=2),
+    )
     print(z)
 
-    print('*' * 79)
+    print("*" * 79)
 
     # time
-    t = timeit.repeat('z[:] = a', repeat=10, number=1, globals=globals())
+    t = timeit.repeat("z[:] = a", repeat=10, number=1, globals=globals())
     print(t)
     print(min(t))
     print(z)
 
     # profile
     profile = line_profiler.LineProfiler(blosc.compress)
-    profile.run('z[:] = a')
+    profile.run("z[:] = a")
     profile.print_stats()
 
-    print('*' * 79)
+    print("*" * 79)
 
     # time
-    t = timeit.repeat('z[:]', repeat=10, number=1, globals=globals())
+    t = timeit.repeat("z[:]", repeat=10, number=1, globals=globals())
     print(t)
     print(min(t))
 
     # profile
     profile = line_profiler.LineProfiler(blosc.decompress)
-    profile.run('z[:]')
+    profile.run("z[:]")
     profile.print_stats()
diff --git a/docs/conf.py b/docs/conf.py
index 413d648732..f85ecb7454 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -26,50 +26,50 @@
 # If extensions (or modules to document with autodoc) are in another directory,
 # add these directories to sys.path here. If the directory is relative to the
 # documentation root, use os.path.abspath to make it absolute, like shown here.
-sys.path.append(os.path.abspath('..'))
+sys.path.append(os.path.abspath(".."))
 
 
 # -- General configuration ------------------------------------------------
 
 # If your documentation needs a minimal Sphinx version, state it here.
-#needs_sphinx = '1.0'
+# needs_sphinx = '1.0'
 
 # Add any Sphinx extension module names here, as strings. They can be
 # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
 # ones.
 extensions = [
-    'sphinx.ext.autodoc',
-    'sphinx.ext.autosummary',
-    'sphinx.ext.viewcode',
-    'sphinx.ext.intersphinx',
-    'numpydoc',
-    'sphinx_issues',
+    "sphinx.ext.autodoc",
+    "sphinx.ext.autosummary",
+    "sphinx.ext.viewcode",
+    "sphinx.ext.intersphinx",
+    "numpydoc",
+    "sphinx_issues",
     "sphinx_copybutton",
-    "sphinx_design"
+    "sphinx_design",
 ]
 
 numpydoc_show_class_members = False
 numpydoc_class_members_toctree = False
-issues_github_path = 'zarr-developers/zarr-python'
+issues_github_path = "zarr-developers/zarr-python"
 
 # Add any paths that contain templates here, relative to this directory.
-templates_path = ['_templates']
+templates_path = ["_templates"]
 
 # The suffix(es) of source filenames.
 # You can specify multiple suffix as a list of string:
 # source_suffix = ['.rst', '.md']
-source_suffix = '.rst'
+source_suffix = ".rst"
 
 # The encoding of source files.
-#source_encoding = 'utf-8-sig'
+# source_encoding = 'utf-8-sig'
 
 # The main toctree document.
-main_doc = 'index'
+main_doc = "index"
 
 # General information about the project.
-project = 'zarr'
-copyright = '2022, Zarr Developers'
-author = 'Zarr Developers'
+project = "zarr"
+copyright = "2022, Zarr Developers"
+author = "Zarr Developers"
 
 version = zarr.__version__
 # The full version, including alpha/beta/rc tags.
@@ -80,42 +80,42 @@
 #
 # This is also used if you do content translation via gettext catalogs.
 # Usually you set "language" from the command line for these cases.
-language = 'en'
+language = "en"
 
 # There are two options for replacing |today|: either, you set today to some
 # non-false value, then it is used:
-#today = ''
+# today = ''
 # Else, today_fmt is used as the format for a strftime call.
-#today_fmt = '%B %d, %Y'
+# today_fmt = '%B %d, %Y'
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
 # This patterns also effect to html_static_path and html_extra_path
-exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store', 'talks']
+exclude_patterns = ["_build", "Thumbs.db", ".DS_Store", "talks"]
 
 # The reST default role (used for this markup: `text`) to use for all
 # documents.
-#default_role = None
+# default_role = None
 
 # If true, '()' will be appended to :func: etc. cross-reference text.
-#add_function_parentheses = True
+# add_function_parentheses = True
 
 # If true, the current module name will be prepended to all description
 # unit titles (such as .. function::).
-#add_module_names = True
+# add_module_names = True
 
 # If true, sectionauthor and moduleauthor directives will be shown in the
 # output. They are ignored by default.
-#show_authors = False
+# show_authors = False
 
 # The name of the Pygments (syntax highlighting) style to use.
-pygments_style = 'sphinx'
+pygments_style = "sphinx"
 
 # A list of ignored prefixes for module index sorting.
-#modindex_common_prefix = []
+# modindex_common_prefix = []
 
 # If true, keep warnings as "system message" paragraphs in the built documents.
-#keep_warnings = False
+# keep_warnings = False
 
 # If true, `todo` and `todoList` produce output, else they produce nothing.
 todo_include_todos = False
@@ -125,181 +125,174 @@
 
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
-html_theme = 'pydata_sphinx_theme'
+html_theme = "pydata_sphinx_theme"
 
-html_favicon = '_static/logo1.png'
+html_favicon = "_static/logo1.png"
 
 # Theme options are theme-specific and customize the look and feel of a theme
 # further.  For a list of options available for each theme, see the
 # documentation.
 html_theme_options = {
-  "github_url": "https://github.com/zarr-developers/zarr-python",
-  "twitter_url": "https://twitter.com/zarr_dev",
-  "icon_links": [
-    {
-        "name": "Zarr Dev",
-        "url": "https://zarr.dev/",
-        "icon": "_static/logo1.png",
-        "type": "local"
-    },
-  ],
-  "collapse_navigation": True
+    "github_url": "https://github.com/zarr-developers/zarr-python",
+    "twitter_url": "https://twitter.com/zarr_dev",
+    "icon_links": [
+        {
+            "name": "Zarr Dev",
+            "url": "https://zarr.dev/",
+            "icon": "_static/logo1.png",
+            "type": "local",
+        },
+    ],
+    "collapse_navigation": True,
 }
 
 # Add any paths that contain custom themes here, relative to this directory.
-#html_theme_path = []
+# html_theme_path = []
 
 # The name for this set of Sphinx documents.
 # "<project> v<release> documentation" by default.
-#html_title = 'zarr v@@'
+# html_title = 'zarr v@@'
 
 # A shorter title for the navigation bar.  Default is the same as html_title.
-#html_short_title = None
+# html_short_title = None
 
 # The name of an image file (relative to this directory) to place at the top
 # of the sidebar.
-html_logo = '_static/logo1.png'
+html_logo = "_static/logo1.png"
 
 
 # Add custom css
 def setup(app):
-    app.add_css_file('custom.css')
+    app.add_css_file("custom.css")
 
 
 # The name of an image file (relative to this directory) to use as a favicon of
 # the docs.  This file should be a Windows icon file (.ico) being 16x16 or 32x32
 # pixels large.
-#html_favicon = None
+# html_favicon = None
 
 # Add any paths that contain custom static files (such as style sheets) here,
 # relative to this directory. They are copied after the builtin static files,
 # so a file named "default.css" will overwrite the builtin "default.css".
-html_static_path = ['_static']
+html_static_path = ["_static"]
 html_js_files = [
-    'custom.js',
+    "custom.js",
 ]
 
 # Add any extra paths that contain custom files (such as robots.txt or
 # .htaccess) here, relative to this directory. These files are copied
 # directly to the root of the documentation.
-#html_extra_path = []
+# html_extra_path = []
 
 # If not None, a 'Last updated on:' timestamp is inserted at every page
 # bottom, using the given strftime format.
 # The empty string is equivalent to '%b %d, %Y'.
-#html_last_updated_fmt = None
+# html_last_updated_fmt = None
 
 # If true, SmartyPants will be used to convert quotes and dashes to
 # typographically correct entities.
-#html_use_smartypants = True
+# html_use_smartypants = True
 
 # Custom sidebar templates, maps document names to template names.
-#html_sidebars = {}
+# html_sidebars = {}
 
 # Additional templates that should be rendered to pages, maps page names to
 # template names.
-#html_additional_pages = {}
+# html_additional_pages = {}
 
 # If false, no module index is generated.
-#html_domain_indices = True
+# html_domain_indices = True
 
 # If false, no index is generated.
-#html_use_index = True
+# html_use_index = True
 
 # If true, the index is split into individual pages for each letter.
-#html_split_index = False
+# html_split_index = False
 
 # If true, links to the reST sources are added to the pages.
-#html_show_sourcelink = True
+# html_show_sourcelink = True
 
 # If true, "Created using Sphinx" is shown in the HTML footer. Default is True.
-#html_show_sphinx = True
+# html_show_sphinx = True
 
 # If true, "(C) Copyright ..." is shown in the HTML footer. Default is True.
-#html_show_copyright = True
+# html_show_copyright = True
 
 # If true, an OpenSearch description file will be output, and all pages will
 # contain a <link> tag referring to it.  The value of this option must be the
 # base URL from which the finished HTML is served.
-#html_use_opensearch = ''
+# html_use_opensearch = ''
 
 # This is the file name suffix for HTML files (e.g. ".xhtml").
-#html_file_suffix = None
+# html_file_suffix = None
 
 # Language to be used for generating the HTML full-text search index.
 # Sphinx supports the following languages:
 #   'da', 'de', 'en', 'es', 'fi', 'fr', 'h', 'it', 'ja'
 #   'nl', 'no', 'pt', 'ro', 'r', 'sv', 'tr', 'zh'
-#html_search_language = 'en'
+# html_search_language = 'en'
 
 # A dictionary with options for the search language support, empty by default.
 # 'ja' uses this config value.
 # 'zh' user can custom change `jieba` dictionary path.
-#html_search_options = {'type': 'default'}
+# html_search_options = {'type': 'default'}
 
 # The name of a javascript file (relative to the configuration directory) that
 # implements a search results scorer. If empty, the default will be used.
-#html_search_scorer = 'scorer.js'
+# html_search_scorer = 'scorer.js'
 
 # Output file base name for HTML help builder.
-htmlhelp_basename = 'zarrdoc'
+htmlhelp_basename = "zarrdoc"
 
 # -- Options for LaTeX output ---------------------------------------------
 
 latex_elements = {
-# The paper size ('letterpaper' or 'a4paper').
-#'papersize': 'letterpaper',
-
-# The font size ('10pt', '11pt' or '12pt').
-#'pointsize': '10pt',
-
-# Additional stuff for the LaTeX preamble.
-#'preamble': '',
-
-# Latex figure (float) alignment
-#'figure_align': 'htbp',
+    # The paper size ('letterpaper' or 'a4paper').
+    #'papersize': 'letterpaper',
+    # The font size ('10pt', '11pt' or '12pt').
+    #'pointsize': '10pt',
+    # Additional stuff for the LaTeX preamble.
+    #'preamble': '',
+    # Latex figure (float) alignment
+    #'figure_align': 'htbp',
 }
 
 # Grouping the document tree into LaTeX files. List of tuples
 # (source start file, target name, title,
 #  author, documentclass [howto, manual, or own class]).
 latex_documents = [
-    (main_doc, 'zarr.tex', 'Zarr-Python',
-     author, 'manual'),
+    (main_doc, "zarr.tex", "Zarr-Python", author, "manual"),
 ]
 
 # The name of an image file (relative to this directory) to place at the top of
 # the title page.
-#latex_logo = None
+# latex_logo = None
 
 # For "manual" documents, if this is true, then toplevel headings are parts,
 # not chapters.
-#latex_use_parts = False
+# latex_use_parts = False
 
 # If true, show page references after internal links.
-#latex_show_pagerefs = False
+# latex_show_pagerefs = False
 
 # If true, show URL addresses after external links.
-#latex_show_urls = False
+# latex_show_urls = False
 
 # Documents to append as an appendix to all manuals.
-#latex_appendices = []
+# latex_appendices = []
 
 # If false, no module index is generated.
-#latex_domain_indices = True
+# latex_domain_indices = True
 
 
 # -- Options for manual page output ---------------------------------------
 
 # One entry per manual page. List of tuples
 # (source start file, name, description, authors, manual section).
-man_pages = [
-    (main_doc, 'zarr', 'Zarr-Python',
-     [author], 1)
-]
+man_pages = [(main_doc, "zarr", "Zarr-Python", [author], 1)]
 
 # If true, show URL addresses after external links.
-#man_show_urls = False
+# man_show_urls = False
 
 
 # -- Options for Texinfo output -------------------------------------------
@@ -308,30 +301,36 @@ def setup(app):
 # (source start file, target name, title, author,
 #  dir menu entry, description, category)
 texinfo_documents = [
-    (main_doc, 'zarr', 'Zarr-Python',
-     author, 'zarr', 'One line description of project.',
-     'Miscellaneous'),
+    (
+        main_doc,
+        "zarr",
+        "Zarr-Python",
+        author,
+        "zarr",
+        "One line description of project.",
+        "Miscellaneous",
+    ),
 ]
 
 # Documents to append as an appendix to all manuals.
-#texinfo_appendices = []
+# texinfo_appendices = []
 
 # If false, no module index is generated.
-#texinfo_domain_indices = True
+# texinfo_domain_indices = True
 
 # How to display URL addresses: 'footnote', 'no', or 'inline'.
-#texinfo_show_urls = 'footnote'
+# texinfo_show_urls = 'footnote'
 
 # If true, do not generate a @detailmenu in the "Top" node's menu.
-#texinfo_no_detailmenu = False
+# texinfo_no_detailmenu = False
 
 
 # Example configuration for intersphinx: refer to the Python standard library.
 # use in refs e.g:
 # :ref:`comparison manual <python:comparisons>`
 intersphinx_mapping = {
-    'python': ('https://docs.python.org/', None),
-    'numpy': ('https://numpy.org/doc/stable/', None),
+    "python": ("https://docs.python.org/", None),
+    "numpy": ("https://numpy.org/doc/stable/", None),
 }
 
 
diff --git a/zarr/__init__.py b/zarr/__init__.py
index 4d2c992dbf..6cecb40af8 100644
--- a/zarr/__init__.py
+++ b/zarr/__init__.py
@@ -1,20 +1,53 @@
 # flake8: noqa
 from zarr.codecs import *
-from zarr.convenience import (consolidate_metadata, copy, copy_all, copy_store,
-                              load, open, open_consolidated, save, save_array,
-                              save_group, tree)
+from zarr.convenience import (
+    consolidate_metadata,
+    copy,
+    copy_all,
+    copy_store,
+    load,
+    open,
+    open_consolidated,
+    save,
+    save_array,
+    save_group,
+    tree,
+)
 from zarr.core import Array
-from zarr.creation import (array, create, empty, empty_like, full, full_like,
-                           ones, ones_like, open_array, open_like, zeros,
-                           zeros_like)
+from zarr.creation import (
+    array,
+    create,
+    empty,
+    empty_like,
+    full,
+    full_like,
+    ones,
+    ones_like,
+    open_array,
+    open_like,
+    zeros,
+    zeros_like,
+)
 from zarr.errors import CopyError, MetadataError
 from zarr.hierarchy import Group, group, open_group
 from zarr.n5 import N5Store, N5FSStore
 from zarr._storage.store import v3_api_available
-from zarr.storage import (ABSStore, DBMStore, DictStore, DirectoryStore,
-                          KVStore, LMDBStore, LRUStoreCache, MemoryStore, MongoDBStore,
-                          NestedDirectoryStore, RedisStore, SQLiteStore,
-                          TempStore, ZipStore)
+from zarr.storage import (
+    ABSStore,
+    DBMStore,
+    DictStore,
+    DirectoryStore,
+    KVStore,
+    LMDBStore,
+    LRUStoreCache,
+    MemoryStore,
+    MongoDBStore,
+    NestedDirectoryStore,
+    RedisStore,
+    SQLiteStore,
+    TempStore,
+    ZipStore,
+)
 from zarr.sync import ProcessSynchronizer, ThreadSynchronizer
 from zarr.version import version as __version__
 
@@ -22,6 +55,16 @@
 assert not __version__.startswith("0.0.0")
 
 if v3_api_available:
-    from zarr._storage.v3 import (ABSStoreV3, DBMStoreV3, KVStoreV3, DirectoryStoreV3,
-                                  LMDBStoreV3, LRUStoreCacheV3, MemoryStoreV3, MongoDBStoreV3,
-                                  RedisStoreV3, SQLiteStoreV3, ZipStoreV3)
+    from zarr._storage.v3 import (
+        ABSStoreV3,
+        DBMStoreV3,
+        KVStoreV3,
+        DirectoryStoreV3,
+        LMDBStoreV3,
+        LRUStoreCacheV3,
+        MemoryStoreV3,
+        MongoDBStoreV3,
+        RedisStoreV3,
+        SQLiteStoreV3,
+        ZipStoreV3,
+    )
diff --git a/zarr/_storage/absstore.py b/zarr/_storage/absstore.py
index cc41018f9e..f62529f096 100644
--- a/zarr/_storage/absstore.py
+++ b/zarr/_storage/absstore.py
@@ -6,7 +6,7 @@
 from zarr._storage.store import _get_metadata_suffix, data_root, meta_root, Store, StoreV3
 
 __doctest_requires__ = {
-    ('ABSStore', 'ABSStore.*'): ['azure.storage.blob'],
+    ("ABSStore", "ABSStore.*"): ["azure.storage.blob"],
 }
 
 
@@ -58,12 +58,18 @@ class ABSStore(Store):
     -----
     In order to use this store, you must install the Microsoft Azure Storage SDK for Python,
     ``azure-storage-blob>=12.5.0``.
-    """
-
-    def __init__(self, container=None, prefix='', account_name=None, account_key=None,
-                 blob_service_kwargs=None, dimension_separator=None,
-                 client=None,
-                 ):
+    """  # noqa: E501
+
+    def __init__(
+        self,
+        container=None,
+        prefix="",
+        account_name=None,
+        account_key=None,
+        blob_service_kwargs=None,
+        dimension_separator=None,
+        client=None,
+    ):
         self._dimension_separator = dimension_separator
         self.prefix = normalize_storage_path(prefix)
         if client is None:
@@ -75,11 +81,14 @@ def __init__(self, container=None, prefix='', account_name=None, account_key=Non
             )
             warnings.warn(msg, FutureWarning, stacklevel=2)
             from azure.storage.blob import ContainerClient
+
             blob_service_kwargs = blob_service_kwargs or {}
             client = ContainerClient(
-                "https://{}.blob.core.windows.net/".format(account_name), container,
-                credential=account_key, **blob_service_kwargs
-                )
+                "https://{}.blob.core.windows.net/".format(account_name),
+                container,
+                credential=account_key,
+                **blob_service_kwargs
+            )
 
         self.client = client
         self._container = container
@@ -88,8 +97,10 @@ def __init__(self, container=None, prefix='', account_name=None, account_key=Non
 
     @staticmethod
     def _warn_deprecated(property_):
-        msg = ("The {} property is deprecated and will be removed in a future "
-               "version. Get the property from 'ABSStore.client' instead.")
+        msg = (
+            "The {} property is deprecated and will be removed in a future "
+            "version. Get the property from 'ABSStore.client' instead."
+        )
         warnings.warn(msg.format(property_), FutureWarning, stacklevel=3)
 
     @property
@@ -108,10 +119,10 @@ def account_key(self):
         return self._account_key
 
     def _append_path_to_prefix(self, path):
-        if self.prefix == '':
+        if self.prefix == "":
             return normalize_storage_path(path)
         else:
-            return '/'.join([self.prefix, normalize_storage_path(path)])
+            return "/".join([self.prefix, normalize_storage_path(path)])
 
     @staticmethod
     def _strip_prefix_from_path(path, prefix):
@@ -119,17 +130,18 @@ def _strip_prefix_from_path(path, prefix):
         path_norm = normalize_storage_path(path)
         prefix_norm = normalize_storage_path(prefix)
         if prefix:
-            return path_norm[(len(prefix_norm)+1):]
+            return path_norm[(len(prefix_norm) + 1) :]
         else:
             return path_norm
 
     def __getitem__(self, key):
         from azure.core.exceptions import ResourceNotFoundError
+
         blob_name = self._append_path_to_prefix(key)
         try:
             return self.client.download_blob(blob_name).readall()
         except ResourceNotFoundError:
-            raise KeyError('Blob %s not found' % blob_name)
+            raise KeyError("Blob %s not found" % blob_name)
 
     def __setitem__(self, key, value):
         value = ensure_bytes(value)
@@ -138,16 +150,17 @@ def __setitem__(self, key, value):
 
     def __delitem__(self, key):
         from azure.core.exceptions import ResourceNotFoundError
+
         try:
             self.client.delete_blob(self._append_path_to_prefix(key))
         except ResourceNotFoundError:
-            raise KeyError('Blob %s not found' % key)
+            raise KeyError("Blob %s not found" % key)
 
     def __eq__(self, other):
         return (
-            isinstance(other, ABSStore) and
-            self.client == other.client and
-            self.prefix == other.prefix
+            isinstance(other, ABSStore)
+            and self.client == other.client
+            and self.prefix == other.prefix
         )
 
     def keys(self):
@@ -155,7 +168,7 @@ def keys(self):
 
     def __iter__(self):
         if self.prefix:
-            list_blobs_prefix = self.prefix + '/'
+            list_blobs_prefix = self.prefix + "/"
         else:
             list_blobs_prefix = None
         for blob in self.client.list_blobs(list_blobs_prefix):
@@ -171,17 +184,17 @@ def __contains__(self, key):
     def listdir(self, path=None):
         dir_path = normalize_storage_path(self._append_path_to_prefix(path))
         if dir_path:
-            dir_path += '/'
+            dir_path += "/"
         items = [
             self._strip_prefix_from_path(blob.name, dir_path)
-            for blob in self.client.walk_blobs(name_starts_with=dir_path, delimiter='/')
+            for blob in self.client.walk_blobs(name_starts_with=dir_path, delimiter="/")
         ]
         return items
 
     def rmdir(self, path=None):
         dir_path = normalize_storage_path(self._append_path_to_prefix(path))
         if dir_path:
-            dir_path += '/'
+            dir_path += "/"
         for blob in self.client.list_blobs(name_starts_with=dir_path):
             self.client.delete_blob(blob)
 
@@ -197,11 +210,11 @@ def getsize(self, path=None):
             return blob_client.get_blob_properties().size
         else:
             size = 0
-            if fs_path == '':
+            if fs_path == "":
                 fs_path = None
-            elif not fs_path.endswith('/'):
-                fs_path += '/'
-            for blob in self.client.walk_blobs(name_starts_with=fs_path, delimiter='/'):
+            elif not fs_path.endswith("/"):
+                fs_path += "/"
+            for blob in self.client.walk_blobs(name_starts_with=fs_path, delimiter="/"):
                 blob_client = self.client.get_blob_client(blob)
                 if blob_client.exists():
                     size += blob_client.get_blob_properties().size
@@ -212,15 +225,14 @@ def clear(self):
 
 
 class ABSStoreV3(ABSStore, StoreV3):
-
     def list(self):
         return list(self.keys())
 
     def __eq__(self, other):
         return (
-            isinstance(other, ABSStoreV3) and
-            self.client == other.client and
-            self.prefix == other.prefix
+            isinstance(other, ABSStoreV3)
+            and self.client == other.client
+            and self.prefix == other.prefix
         )
 
     def __setitem__(self, key, value):
@@ -234,24 +246,24 @@ def rmdir(self, path=None):
 
             # If we disallow an empty path then we will need to modify
             # TestABSStoreV3 to have the create_store method use a prefix.
-            ABSStore.rmdir(self, '')
+            ABSStore.rmdir(self, "")
             return
 
         meta_dir = meta_root + path
-        meta_dir = meta_dir.rstrip('/')
+        meta_dir = meta_dir.rstrip("/")
         ABSStore.rmdir(self, meta_dir)
 
         # remove data folder
         data_dir = data_root + path
-        data_dir = data_dir.rstrip('/')
+        data_dir = data_dir.rstrip("/")
         ABSStore.rmdir(self, data_dir)
 
         # remove metadata files
         sfx = _get_metadata_suffix(self)
-        array_meta_file = meta_dir + '.array' + sfx
+        array_meta_file = meta_dir + ".array" + sfx
         if array_meta_file in self:
             del self[array_meta_file]
-        group_meta_file = meta_dir + '.group' + sfx
+        group_meta_file = meta_dir + ".group" + sfx
         if group_meta_file in self:
             del self[group_meta_file]
 
@@ -259,6 +271,7 @@ def rmdir(self, path=None):
     #       For now, calling the generic keys-based _getsize
     def getsize(self, path=None):
         from zarr.storage import _getsize  # avoid circular import
+
         return _getsize(self, path)
 
 
diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index 0594dc22de..8daedae48f 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -11,17 +11,17 @@
 from zarr.context import Context
 
 # v2 store keys
-array_meta_key = '.zarray'
-group_meta_key = '.zgroup'
-attrs_key = '.zattrs'
+array_meta_key = ".zarray"
+group_meta_key = ".zgroup"
+attrs_key = ".zattrs"
 
 # v3 paths
-meta_root = 'meta/root/'
-data_root = 'data/root/'
+meta_root = "meta/root/"
+data_root = "data/root/"
 
 DEFAULT_ZARR_VERSION = 2
 
-v3_api_available = os.environ.get('ZARR_V3_EXPERIMENTAL_API', '0').lower() not in ['0', 'false']
+v3_api_available = os.environ.get("ZARR_V3_EXPERIMENTAL_API", "0").lower() not in ["0", "false"]
 
 
 def assert_zarr_v3_api_available():
@@ -229,11 +229,11 @@ def _validate_key(self, key: str):
         ):
             raise ValueError("keys starts with unexpected value: `{}`".format(key))
 
-        if key.endswith('/'):
+        if key.endswith("/"):
             raise ValueError("keys may not end in /")
 
     def list_prefix(self, prefix):
-        if prefix.startswith('/'):
+        if prefix.startswith("/"):
             raise ValueError("prefix must not begin with /")
         # TODO: force prefix to end with /?
         return [k for k in self.list() if k.startswith(prefix)]
@@ -294,8 +294,7 @@ def supports_efficient_get_partial_values(self):
         return False
 
     def get_partial_values(
-        self,
-        key_ranges: Sequence[Tuple[str, Tuple[int, Optional[int]]]]
+        self, key_ranges: Sequence[Tuple[str, Tuple[int, Optional[int]]]]
     ) -> List[Union[bytes, memoryview, bytearray]]:
         """Get multiple partial values.
         key_ranges can be an iterable of key, range pairs,
@@ -306,11 +305,9 @@ def get_partial_values(
         from the end of the file.
         A key may occur multiple times with different ranges.
         Inserts None for missing keys into the returned list."""
-        results: List[Union[bytes, memoryview, bytearray]] = (
-            [None] * len(key_ranges)  # type: ignore[list-item]
-        )
-        indexed_ranges_by_key: Dict[str, List[Tuple[int, Tuple[int, Optional[int]]]]] = (
-            defaultdict(list)
+        results: List[Union[bytes, memoryview, bytearray]] = [None] * len(key_ranges)  # type: ignore[list-item] # noqa: E501
+        indexed_ranges_by_key: Dict[str, List[Tuple[int, Tuple[int, Optional[int]]]]] = defaultdict(
+            list
         )
         for i, (key, range_) in enumerate(key_ranges):
             indexed_ranges_by_key[key].append((i, range_))
@@ -323,7 +320,7 @@ def get_partial_values(
                 if range_length is None:
                     results[i] = value[range_from:]
                 else:
-                    results[i] = value[range_from:range_from + range_length]
+                    results[i] = value[range_from : range_from + range_length]
         return results
 
     def supports_efficient_set_partial_values(self):
@@ -356,7 +353,7 @@ def set_partial_values(self, key_start_values):
                 if start < 0:
                     values[key][start:] = value
                 else:
-                    values[key][start:start + len(value)] = value
+                    values[key][start : start + len(value)] = value
         for key, value in values.items():
             self[key] = value
 
@@ -377,14 +374,13 @@ def _ensure_store(store):
         We'll do this conversion in a few places automatically
         """
         from zarr._storage.v3 import KVStoreV3  # avoid circular import
+
         if store is None:
             return None
         elif isinstance(store, StoreV3):
             return store
         elif isinstance(store, Store):
-            raise ValueError(
-                f"cannot initialize a v3 store with a v{store._store_version} store"
-            )
+            raise ValueError(f"cannot initialize a v3 store with a v{store._store_version} store")
         elif isinstance(store, MutableMapping):
             return KVStoreV3(store)
         else:
@@ -444,10 +440,7 @@ def get_config(self):
         # Override in sub-class if need special encoding of config values.
         # By default, assume all non-private members are configuration
         # parameters except for type .
-        return {
-            k: v for k, v in self.__dict__.items()
-            if not k.startswith('_') and k != "type"
-        }
+        return {k: v for k, v in self.__dict__.items() if not k.startswith("_") and k != "type"}
 
     @classmethod
     def from_config(cls, _type, config):
@@ -460,18 +453,18 @@ def from_config(cls, _type, config):
 
     @property
     def inner_store(self) -> Union["StorageTransformer", StoreV3]:
-        assert self._inner_store is not None, (
-            "inner_store is not initialized, first get a copy via _copy_for_array."
-        )
+        assert (
+            self._inner_store is not None
+        ), "inner_store is not initialized, first get a copy via _copy_for_array."
         return self._inner_store
 
     # The following implementations are usually fine to keep as-is:
 
     def __eq__(self, other):
         return (
-            type(self) == type(other) and
-            self._inner_store == other._inner_store and
-            self.get_config() == other.get_config()
+            type(self) == type(other)
+            and self._inner_store == other._inner_store
+            and self.get_config() == other.get_config()
         )
 
     def erase(self, key):
@@ -561,42 +554,41 @@ def set_partial_values(self, key_start_values):
 def _path_to_prefix(path: Optional[str]) -> str:
     # assume path already normalized
     if path:
-        prefix = path + '/'
+        prefix = path + "/"
     else:
-        prefix = ''
+        prefix = ""
     return prefix
 
 
 def _get_hierarchy_metadata(store: StoreV3) -> Mapping[str, Any]:
-    version = getattr(store, '_store_version', 2)
+    version = getattr(store, "_store_version", 2)
     if version < 3:
-        raise ValueError("zarr.json hierarchy metadata not stored for "
-                         f"zarr v{version} stores")
-    if 'zarr.json' not in store:
+        raise ValueError("zarr.json hierarchy metadata not stored for " f"zarr v{version} stores")
+    if "zarr.json" not in store:
         raise ValueError("zarr.json metadata not found in store")
-    return store._metadata_class.decode_hierarchy_metadata(store['zarr.json'])
+    return store._metadata_class.decode_hierarchy_metadata(store["zarr.json"])
 
 
 def _get_metadata_suffix(store: StoreV3) -> str:
-    if 'zarr.json' in store:
-        return _get_hierarchy_metadata(store)['metadata_key_suffix']
-    return '.json'
+    if "zarr.json" in store:
+        return _get_hierarchy_metadata(store)["metadata_key_suffix"]
+    return ".json"
 
 
 def _rename_metadata_v3(store: StoreV3, src_path: str, dst_path: str) -> bool:
     """Rename source or group metadata file associated with src_path."""
     any_renamed = False
     sfx = _get_metadata_suffix(store)
-    src_path = src_path.rstrip('/')
-    dst_path = dst_path.rstrip('/')
-    _src_array_json = meta_root + src_path + '.array' + sfx
+    src_path = src_path.rstrip("/")
+    dst_path = dst_path.rstrip("/")
+    _src_array_json = meta_root + src_path + ".array" + sfx
     if _src_array_json in store:
-        new_key = meta_root + dst_path + '.array' + sfx
+        new_key = meta_root + dst_path + ".array" + sfx
         store[new_key] = store.pop(_src_array_json)
         any_renamed = True
-    _src_group_json = meta_root + src_path + '.group' + sfx
+    _src_group_json = meta_root + src_path + ".group" + sfx
     if _src_group_json in store:
-        new_key = meta_root + dst_path + '.group' + sfx
+        new_key = meta_root + dst_path + ".group" + sfx
         store[new_key] = store.pop(_src_group_json)
         any_renamed = True
     return any_renamed
@@ -606,7 +598,7 @@ def _rename_from_keys(store: BaseStore, src_path: str, dst_path: str) -> None:
     # assume path already normalized
     src_prefix = _path_to_prefix(src_path)
     dst_prefix = _path_to_prefix(dst_path)
-    version = getattr(store, '_store_version', 2)
+    version = getattr(store, "_store_version", 2)
     if version == 2:
         for key in list(store.keys()):
             if key.startswith(src_prefix):
@@ -618,7 +610,7 @@ def _rename_from_keys(store: BaseStore, src_path: str, dst_path: str) -> None:
             _src_prefix = root_prefix + src_prefix
             _dst_prefix = root_prefix + dst_prefix
             for key in store.list_prefix(_src_prefix):  # type: ignore
-                new_key = _dst_prefix + key[len(_src_prefix):]
+                new_key = _dst_prefix + key[len(_src_prefix) :]
                 store[new_key] = store.pop(key)
                 any_renamed = True
         any_meta_renamed = _rename_metadata_v3(store, src_path, dst_path)  # type: ignore
@@ -639,20 +631,20 @@ def _rmdir_from_keys(store: StoreLike, path: Optional[str] = None) -> None:
 def _rmdir_from_keys_v3(store: StoreV3, path: str = "") -> None:
 
     meta_dir = meta_root + path
-    meta_dir = meta_dir.rstrip('/')
+    meta_dir = meta_dir.rstrip("/")
     _rmdir_from_keys(store, meta_dir)
 
     # remove data folder
     data_dir = data_root + path
-    data_dir = data_dir.rstrip('/')
+    data_dir = data_dir.rstrip("/")
     _rmdir_from_keys(store, data_dir)
 
     # remove metadata files
     sfx = _get_metadata_suffix(store)
-    array_meta_file = meta_dir + '.array' + sfx
+    array_meta_file = meta_dir + ".array" + sfx
     if array_meta_file in store:
         store.erase(array_meta_file)  # type: ignore
-    group_meta_file = meta_dir + '.group' + sfx
+    group_meta_file = meta_dir + ".group" + sfx
     if group_meta_file in store:
         store.erase(group_meta_file)  # type: ignore
 
@@ -663,8 +655,8 @@ def _listdir_from_keys(store: BaseStore, path: Optional[str] = None) -> List[str
     children = set()
     for key in list(store.keys()):
         if key.startswith(prefix) and len(key) > len(prefix):
-            suffix = key[len(prefix):]
-            child = suffix.split('/')[0]
+            suffix = key[len(prefix) :]
+            child = suffix.split("/")[0]
             children.add(child)
     return sorted(children)
 
@@ -675,7 +667,7 @@ def _prefix_to_array_key(store: StoreLike, prefix: str) -> str:
         if prefix:
             key = meta_root + prefix.rstrip("/") + ".array" + sfx
         else:
-            key = meta_root[:-1] + '.array' + sfx
+            key = meta_root[:-1] + ".array" + sfx
     else:
         key = prefix + array_meta_key
     return key
@@ -685,9 +677,9 @@ def _prefix_to_group_key(store: StoreLike, prefix: str) -> str:
     if getattr(store, "_store_version", 2) == 3:
         sfx = _get_metadata_suffix(store)  # type: ignore
         if prefix:
-            key = meta_root + prefix.rstrip('/') + ".group" + sfx
+            key = meta_root + prefix.rstrip("/") + ".group" + sfx
         else:
-            key = meta_root[:-1] + '.group' + sfx
+            key = meta_root[:-1] + ".group" + sfx
     else:
         key = prefix + group_meta_key
     return key
@@ -698,9 +690,9 @@ def _prefix_to_attrs_key(store: StoreLike, prefix: str) -> str:
         # for v3, attributes are stored in the array metadata
         sfx = _get_metadata_suffix(store)  # type: ignore
         if prefix:
-            key = meta_root + prefix.rstrip('/') + ".array" + sfx
+            key = meta_root + prefix.rstrip("/") + ".array" + sfx
         else:
-            key = meta_root[:-1] + '.array' + sfx
+            key = meta_root[:-1] + ".array" + sfx
     else:
         key = prefix + attrs_key
     return key
diff --git a/zarr/_storage/v3.py b/zarr/_storage/v3.py
index 094deed02e..1a50265c11 100644
--- a/zarr/_storage/v3.py
+++ b/zarr/_storage/v3.py
@@ -9,44 +9,60 @@
     MetadataError,
     ReadOnlyError,
 )
-from zarr.util import (buffer_size, json_loads, normalize_storage_path)
+from zarr.util import buffer_size, json_loads, normalize_storage_path
 
 from zarr._storage.absstore import ABSStoreV3  # noqa: F401
-from zarr._storage.store import (_get_hierarchy_metadata,  # noqa: F401
-                                 _get_metadata_suffix,
-                                 _listdir_from_keys,
-                                 _rename_from_keys,
-                                 _rename_metadata_v3,
-                                 _rmdir_from_keys,
-                                 _rmdir_from_keys_v3,
-                                 _path_to_prefix,
-                                 _prefix_to_array_key,
-                                 _prefix_to_group_key,
-                                 array_meta_key,
-                                 attrs_key,
-                                 data_root,
-                                 group_meta_key,
-                                 meta_root,
-                                 BaseStore,
-                                 Store,
-                                 StoreV3)
-from zarr.storage import (DBMStore, ConsolidatedMetadataStore, DirectoryStore, FSStore, KVStore,
-                          LMDBStore, LRUStoreCache, MemoryStore, MongoDBStore, RedisStore,
-                          SQLiteStore, ZipStore, _getsize)
+from zarr._storage.store import (  # noqa: F401
+    _get_hierarchy_metadata,
+    _get_metadata_suffix,
+    _listdir_from_keys,
+    _rename_from_keys,
+    _rename_metadata_v3,
+    _rmdir_from_keys,
+    _rmdir_from_keys_v3,
+    _path_to_prefix,
+    _prefix_to_array_key,
+    _prefix_to_group_key,
+    array_meta_key,
+    attrs_key,
+    data_root,
+    group_meta_key,
+    meta_root,
+    BaseStore,
+    Store,
+    StoreV3,
+)
+from zarr.storage import (
+    DBMStore,
+    ConsolidatedMetadataStore,
+    DirectoryStore,
+    FSStore,
+    KVStore,
+    LMDBStore,
+    LRUStoreCache,
+    MemoryStore,
+    MongoDBStore,
+    RedisStore,
+    SQLiteStore,
+    ZipStore,
+    _getsize,
+)
 
 __doctest_requires__ = {
-    ('RedisStore', 'RedisStore.*'): ['redis'],
-    ('MongoDBStore', 'MongoDBStore.*'): ['pymongo'],
-    ('LRUStoreCache', 'LRUStoreCache.*'): ['s3fs'],
+    ("RedisStore", "RedisStore.*"): ["redis"],
+    ("MongoDBStore", "MongoDBStore.*"): ["pymongo"],
+    ("LRUStoreCache", "LRUStoreCache.*"): ["s3fs"],
 }
 
 
 try:
     # noinspection PyUnresolvedReferences
     from zarr.codecs import Blosc
+
     default_compressor = Blosc()
 except ImportError:  # pragma: no cover
     from zarr.codecs import Zlib
+
     default_compressor = Zlib()
 
 
@@ -55,7 +71,7 @@
 StoreLike = Union[BaseStore, MutableMapping]
 
 
-class RmdirV3():
+class RmdirV3:
     """Mixin class that can be used to ensure override of any existing v2 rmdir class."""
 
     def rmdir(self, path: str = "") -> None:
@@ -64,7 +80,6 @@ def rmdir(self, path: str = "") -> None:
 
 
 class KVStoreV3(RmdirV3, KVStore, StoreV3):
-
     def list(self):
         return list(self._mutable_mapping.keys())
 
@@ -73,10 +88,7 @@ def __setitem__(self, key, value):
         super().__setitem__(key, value)
 
     def __eq__(self, other):
-        return (
-            isinstance(other, KVStoreV3) and
-            self._mutable_mapping == other._mutable_mapping
-        )
+        return isinstance(other, KVStoreV3) and self._mutable_mapping == other._mutable_mapping
 
 
 KVStoreV3.__doc__ = KVStore.__doc__
@@ -122,15 +134,15 @@ def list(self):
         return list(self.keys())
 
     def _normalize_key(self, key):
-        key = normalize_storage_path(key).lstrip('/')
+        key = normalize_storage_path(key).lstrip("/")
         return key.lower() if self.normalize_keys else key
 
     def getsize(self, path=None):
         size = 0
-        if path is None or path == '':
+        if path is None or path == "":
             # size of both the data and meta subdirs
             dirs = []
-            for d in ['data/root', 'meta/root']:
+            for d in ["data/root", "meta/root"]:
                 dir_path = os.path.join(self.path, d)
                 if os.path.exists(dir_path):
                     dirs.append(dir_path)
@@ -146,7 +158,7 @@ def getsize(self, path=None):
         return size
 
     def setitems(self, values):
-        if self.mode == 'r':
+        if self.mode == "r":
             raise ReadOnlyError()
         values = {self._normalize_key(key): val for key, val in values.items()}
 
@@ -162,7 +174,7 @@ def setitems(self, values):
         self.map.setitems(values)
 
     def rmdir(self, path=None):
-        if self.mode == 'r':
+        if self.mode == "r":
             raise ReadOnlyError()
         if path:
             for base in [meta_root, data_root]:
@@ -172,10 +184,10 @@ def rmdir(self, path=None):
 
             # remove any associated metadata files
             sfx = _get_metadata_suffix(self)
-            meta_dir = (meta_root + path).rstrip('/')
-            array_meta_file = meta_dir + '.array' + sfx
+            meta_dir = (meta_root + path).rstrip("/")
+            array_meta_file = meta_dir + ".array" + sfx
             self.pop(array_meta_file, None)
-            group_meta_file = meta_dir + '.group' + sfx
+            group_meta_file = meta_dir + ".group" + sfx
             self.pop(group_meta_file, None)
         else:
             store_path = self.dir_path(path)
@@ -213,7 +225,6 @@ def get_partial_values(self, key_ranges):
 
 
 class MemoryStoreV3(MemoryStore, StoreV3):
-
     def __init__(self, root=None, cls=dict, dimension_separator=None):
         if root is None:
             self.root = cls()
@@ -225,9 +236,7 @@ def __init__(self, root=None, cls=dict, dimension_separator=None):
 
     def __eq__(self, other):
         return (
-            isinstance(other, MemoryStoreV3) and
-            self.root == other.root and
-            self.cls == other.cls
+            isinstance(other, MemoryStoreV3) and self.root == other.root and self.cls == other.cls
         )
 
     def __setitem__(self, key, value):
@@ -256,13 +265,13 @@ def rename(self, src_path: Path, dst_path: Path):
                 if base == meta_root:
                     # check for and move corresponding metadata
                     sfx = _get_metadata_suffix(self)
-                    src_meta = src_key + '.array' + sfx
+                    src_meta = src_key + ".array" + sfx
                     if src_meta in src_parent:
-                        dst_meta = dst_key + '.array' + sfx
+                        dst_meta = dst_key + ".array" + sfx
                         dst_parent[dst_meta] = src_parent.pop(src_meta)
-                    src_meta = src_key + '.group' + sfx
+                    src_meta = src_key + ".group" + sfx
                     if src_meta in src_parent:
-                        dst_meta = dst_key + '.group' + sfx
+                        dst_meta = dst_key + ".group" + sfx
                         dst_parent[dst_meta] = src_parent.pop(src_meta)
                 any_renamed = True
         any_renamed = _rename_metadata_v3(self, src_path, dst_path) or any_renamed
@@ -284,10 +293,10 @@ def rmdir(self, path: Path = None):
 
             # remove any associated metadata files
             sfx = _get_metadata_suffix(self)
-            meta_dir = (meta_root + path).rstrip('/')
-            array_meta_file = meta_dir + '.array' + sfx
+            meta_dir = (meta_root + path).rstrip("/")
+            array_meta_file = meta_dir + ".array" + sfx
             self.pop(array_meta_file, None)
-            group_meta_file = meta_dir + '.group' + sfx
+            group_meta_file = meta_dir + ".group" + sfx
             self.pop(group_meta_file, None)
         else:
             # clear out root
@@ -298,15 +307,11 @@ def rmdir(self, path: Path = None):
 
 
 class DirectoryStoreV3(DirectoryStore, StoreV3):
-
     def list(self):
         return list(self.keys())
 
     def __eq__(self, other):
-        return (
-            isinstance(other, DirectoryStoreV3) and
-            self.path == other.path
-        )
+        return isinstance(other, DirectoryStoreV3) and self.path == other.path
 
     def __setitem__(self, key, value):
         self._validate_key(key)
@@ -315,25 +320,24 @@ def __setitem__(self, key, value):
     def getsize(self, path: Path = None):
         return _getsize(self, path)
 
-    def rename(self, src_path, dst_path, metadata_key_suffix='.json'):
+    def rename(self, src_path, dst_path, metadata_key_suffix=".json"):
         store_src_path = normalize_storage_path(src_path)
         store_dst_path = normalize_storage_path(dst_path)
 
         dir_path = self.path
         any_existed = False
-        for root_prefix in ['meta', 'data']:
-            src_path = os.path.join(dir_path, root_prefix, 'root', store_src_path)
+        for root_prefix in ["meta", "data"]:
+            src_path = os.path.join(dir_path, root_prefix, "root", store_src_path)
             if os.path.exists(src_path):
                 any_existed = True
-                dst_path = os.path.join(dir_path, root_prefix, 'root', store_dst_path)
+                dst_path = os.path.join(dir_path, root_prefix, "root", store_dst_path)
                 os.renames(src_path, dst_path)
 
-        for suffix in ['.array' + metadata_key_suffix,
-                       '.group' + metadata_key_suffix]:
-            src_meta = os.path.join(dir_path, 'meta', 'root', store_src_path + suffix)
+        for suffix in [".array" + metadata_key_suffix, ".group" + metadata_key_suffix]:
+            src_meta = os.path.join(dir_path, "meta", "root", store_src_path + suffix)
             if os.path.exists(src_meta):
                 any_existed = True
-                dst_meta = os.path.join(dir_path, 'meta', 'root', store_dst_path + suffix)
+                dst_meta = os.path.join(dir_path, "meta", "root", store_dst_path + suffix)
                 dst_dir = os.path.dirname(dst_meta)
                 if not os.path.exists(dst_dir):
                     os.makedirs(dst_dir)
@@ -352,10 +356,10 @@ def rmdir(self, path=None):
 
             # remove any associated metadata files
             sfx = _get_metadata_suffix(self)
-            meta_dir = (meta_root + path).rstrip('/')
-            array_meta_file = meta_dir + '.array' + sfx
+            meta_dir = (meta_root + path).rstrip("/")
+            array_meta_file = meta_dir + ".array" + sfx
             self.pop(array_meta_file, None)
-            group_meta_file = meta_dir + '.group' + sfx
+            group_meta_file = meta_dir + ".group" + sfx
             self.pop(group_meta_file, None)
 
         elif os.path.isdir(dir_path):
@@ -366,16 +370,15 @@ def rmdir(self, path=None):
 
 
 class ZipStoreV3(ZipStore, StoreV3):
-
     def list(self):
         return list(self.keys())
 
     def __eq__(self, other):
         return (
-            isinstance(other, ZipStore) and
-            self.path == other.path and
-            self.compression == other.compression and
-            self.allowZip64 == other.allowZip64
+            isinstance(other, ZipStore)
+            and self.path == other.path
+            and self.compression == other.compression
+            and self.allowZip64 == other.allowZip64
         )
 
     def __setitem__(self, key, value):
@@ -405,7 +408,6 @@ def getsize(self, path=None):
 
 
 class RedisStoreV3(RmdirV3, RedisStore, StoreV3):
-
     def list(self):
         return list(self.keys())
 
@@ -418,7 +420,6 @@ def __setitem__(self, key, value):
 
 
 class MongoDBStoreV3(RmdirV3, MongoDBStore, StoreV3):
-
     def list(self):
         return list(self.keys())
 
@@ -431,7 +432,6 @@ def __setitem__(self, key, value):
 
 
 class DBMStoreV3(RmdirV3, DBMStore, StoreV3):
-
     def list(self):
         return list(self.keys())
 
@@ -444,7 +444,6 @@ def __setitem__(self, key, value):
 
 
 class LMDBStoreV3(RmdirV3, LMDBStore, StoreV3):
-
     def list(self):
         return list(self.keys())
 
@@ -457,7 +456,6 @@ def __setitem__(self, key, value):
 
 
 class SQLiteStoreV3(SQLiteStore, StoreV3):
-
     def list(self):
         return list(self.keys())
 
@@ -490,15 +488,13 @@ def rmdir(self, path=None):
         if path:
             for base in [meta_root, data_root]:
                 with self.lock:
-                    self.cursor.execute(
-                        'DELETE FROM zarr WHERE k LIKE (? || "/%")', (base + path,)
-                    )
+                    self.cursor.execute('DELETE FROM zarr WHERE k LIKE (? || "/%")', (base + path,))
             # remove any associated metadata files
             sfx = _get_metadata_suffix(self)
-            meta_dir = (meta_root + path).rstrip('/')
-            array_meta_file = meta_dir + '.array' + sfx
+            meta_dir = (meta_root + path).rstrip("/")
+            array_meta_file = meta_dir + ".array" + sfx
             self.pop(array_meta_file, None)
-            group_meta_file = meta_dir + '.group' + sfx
+            group_meta_file = meta_dir + ".group" + sfx
             self.pop(group_meta_file, None)
         else:
             self.clear()
@@ -508,7 +504,6 @@ def rmdir(self, path=None):
 
 
 class LRUStoreCacheV3(RmdirV3, LRUStoreCache, StoreV3):
-
     def __init__(self, store, max_size: int):
         self._store = StoreV3._ensure_store(store)
         self._max_size = max_size
@@ -572,10 +567,11 @@ def __init__(self, store: StoreLike, metadata_key=meta_root + "consolidated/.zme
         meta = json_loads(self.store[metadata_key])
 
         # check format of consolidated metadata
-        consolidated_format = meta.get('zarr_consolidated_format', None)
+        consolidated_format = meta.get("zarr_consolidated_format", None)
         if consolidated_format != 1:
-            raise MetadataError('unsupported zarr consolidated metadata format: %s' %
-                                consolidated_format)
+            raise MetadataError(
+                "unsupported zarr consolidated metadata format: %s" % consolidated_format
+            )
 
         # decode metadata
         self.meta_store: Store = KVStoreV3(meta["metadata"])
@@ -586,34 +582,37 @@ def rmdir(self, key):
 
 def _normalize_store_arg_v3(store: Any, storage_options=None, mode="r") -> BaseStore:
     # default to v2 store for backward compatibility
-    zarr_version = getattr(store, '_store_version', 3)
+    zarr_version = getattr(store, "_store_version", 3)
     if zarr_version != 3:
         raise ValueError("store must be a version 3 store")
     if store is None:
         store = KVStoreV3(dict())
         # add default zarr.json metadata
-        store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)
+        store["zarr.json"] = store._metadata_class.encode_hierarchy_metadata(None)
         return store
     if isinstance(store, os.PathLike):
         store = os.fspath(store)
     if FSStore._fsspec_installed():
         import fsspec
+
         if isinstance(store, fsspec.FSMap):
-            return FSStoreV3(store.root,
-                             fs=store.fs,
-                             mode=mode,
-                             check=store.check,
-                             create=store.create,
-                             missing_exceptions=store.missing_exceptions,
-                             **(storage_options or {}))
+            return FSStoreV3(
+                store.root,
+                fs=store.fs,
+                mode=mode,
+                check=store.check,
+                create=store.create,
+                missing_exceptions=store.missing_exceptions,
+                **(storage_options or {}),
+            )
     if isinstance(store, str):
         if "://" in store or "::" in store:
             store = FSStoreV3(store, mode=mode, **(storage_options or {}))
         elif storage_options:
             raise ValueError("storage_options passed with non-fsspec path")
-        elif store.endswith('.zip'):
+        elif store.endswith(".zip"):
             store = ZipStoreV3(store, mode=mode)
-        elif store.endswith('.n5'):
+        elif store.endswith(".n5"):
             raise NotImplementedError("N5Store not yet implemented for V3")
             # return N5StoreV3(store)
         else:
@@ -621,7 +620,7 @@ def _normalize_store_arg_v3(store: Any, storage_options=None, mode="r") -> BaseS
     else:
         store = StoreV3._ensure_store(store)
 
-    if 'zarr.json' not in store:
+    if "zarr.json" not in store:
         # add default zarr.json metadata
-        store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)
+        store["zarr.json"] = store._metadata_class.encode_hierarchy_metadata(None)
     return store
diff --git a/zarr/_storage/v3_storage_transformers.py b/zarr/_storage/v3_storage_transformers.py
index 3675d42c38..ff31a7281c 100644
--- a/zarr/_storage/v3_storage_transformers.py
+++ b/zarr/_storage/v3_storage_transformers.py
@@ -10,10 +10,10 @@
 from zarr.util import normalize_storage_path
 
 
-MAX_UINT_64 = 2 ** 64 - 1
+MAX_UINT_64 = 2**64 - 1
 
 
-v3_sharding_available = os.environ.get('ZARR_V3_SHARDING', '0').lower() not in ['0', 'false']
+v3_sharding_available = os.environ.get("ZARR_V3_SHARDING", "0").lower() not in ["0", "false"]
 
 
 def assert_zarr_v3_sharding_available():
@@ -31,8 +31,7 @@ class _ShardIndex(NamedTuple):
 
     def __localize_chunk__(self, chunk: Tuple[int, ...]) -> Tuple[int, ...]:
         return tuple(
-            chunk_i % shard_i
-            for chunk_i, shard_i in zip(chunk, self.store.chunks_per_shard)
+            chunk_i % shard_i for chunk_i, shard_i in zip(chunk, self.store.chunks_per_shard)
         )
 
     def is_all_empty(self) -> bool:
@@ -46,9 +45,7 @@ def get_chunk_slice(self, chunk: Tuple[int, ...]) -> Optional[slice]:
         else:
             return slice(int(chunk_start), int(chunk_start + chunk_len))
 
-    def set_chunk_slice(
-        self, chunk: Tuple[int, ...], chunk_slice: Optional[slice]
-    ) -> None:
+    def set_chunk_slice(self, chunk: Tuple[int, ...], chunk_slice: Optional[slice]) -> None:
         localized_chunk = self.__localize_chunk__(chunk)
         if chunk_slice is None:
             self.offsets_and_lengths[localized_chunk] = (MAX_UINT_64, MAX_UINT_64)
@@ -79,8 +76,7 @@ def from_bytes(
     def create_empty(cls, store: "ShardingStorageTransformer"):
         # reserving 2*64bit per chunk for offset and length:
         return cls.from_bytes(
-            MAX_UINT_64.to_bytes(8, byteorder="little")
-            * (2 * store._num_chunks_per_shard),
+            MAX_UINT_64.to_bytes(8, byteorder="little") * (2 * store._num_chunks_per_shard),
             store=store,
         )
 
@@ -98,15 +94,13 @@ def __init__(self, _type, chunks_per_shard) -> None:
         assert_zarr_v3_sharding_available()
         super().__init__(_type)
         if isinstance(chunks_per_shard, int):
-            chunks_per_shard = (chunks_per_shard, )
+            chunks_per_shard = (chunks_per_shard,)
         else:
             chunks_per_shard = tuple(int(i) for i in chunks_per_shard)
             if chunks_per_shard == ():
-                chunks_per_shard = (1, )
+                chunks_per_shard = (1,)
         self.chunks_per_shard = chunks_per_shard
-        self._num_chunks_per_shard = functools.reduce(
-            lambda x, y: x * y, chunks_per_shard, 1
-        )
+        self._num_chunks_per_shard = functools.reduce(lambda x, y: x * y, chunks_per_shard, 1)
         self._dimension_separator = None
         self._data_key_prefix = None
 
@@ -118,36 +112,33 @@ def _copy_for_array(self, array, inner_store):
             # The array shape might be longer when initialized with subdtypes.
             # subdtypes dimensions come last, therefore padding chunks_per_shard
             # with ones, effectively disabling sharding on the unlisted dimensions.
-            transformer_copy.chunks_per_shard += (
-                (1, ) * (len(array._shape) - len(self.chunks_per_shard))
+            transformer_copy.chunks_per_shard += (1,) * (
+                len(array._shape) - len(self.chunks_per_shard)
             )
         return transformer_copy
 
     @property
     def dimension_separator(self) -> str:
-        assert self._dimension_separator is not None, (
-            "dimension_separator is not initialized, first get a copy via _copy_for_array."
-        )
+        assert (
+            self._dimension_separator is not None
+        ), "dimension_separator is not initialized, first get a copy via _copy_for_array."
         return self._dimension_separator
 
     def _is_data_key(self, key: str) -> bool:
-        assert self._data_key_prefix is not None, (
-            "data_key_prefix is not initialized, first get a copy via _copy_for_array."
-        )
+        assert (
+            self._data_key_prefix is not None
+        ), "data_key_prefix is not initialized, first get a copy via _copy_for_array."
         return key.startswith(self._data_key_prefix)
 
     def _key_to_shard(self, chunk_key: str) -> Tuple[str, Tuple[int, ...]]:
         prefix, _, chunk_string = chunk_key.rpartition("c")
-        chunk_subkeys = tuple(
-            map(int, chunk_string.split(self.dimension_separator))
-        ) if chunk_string else (0, )
-        shard_key_tuple = (
-            subkey // shard_i
-            for subkey, shard_i in zip(chunk_subkeys, self.chunks_per_shard)
+        chunk_subkeys = (
+            tuple(map(int, chunk_string.split(self.dimension_separator))) if chunk_string else (0,)
         )
-        shard_key = (
-            prefix + "c" + self.dimension_separator.join(map(str, shard_key_tuple))
+        shard_key_tuple = (
+            subkey // shard_i for subkey, shard_i in zip(chunk_subkeys, self.chunks_per_shard)
         )
+        shard_key = prefix + "c" + self.dimension_separator.join(map(str, shard_key_tuple))
         return shard_key, chunk_subkeys
 
     def _get_index_from_store(self, shard_key: str) -> _ShardIndex:
@@ -164,16 +155,14 @@ def _get_index_from_store(self, shard_key: str) -> _ShardIndex:
 
     def _get_index_from_buffer(self, buffer: Union[bytes, bytearray]) -> _ShardIndex:
         # At the end of each shard 2*64bit per chunk for offset and length define the index:
-        return _ShardIndex.from_bytes(buffer[-16 * self._num_chunks_per_shard:], self)
+        return _ShardIndex.from_bytes(buffer[-16 * self._num_chunks_per_shard :], self)
 
     def _get_chunks_in_shard(self, shard_key: str) -> Iterator[Tuple[int, ...]]:
         _, _, chunk_string = shard_key.rpartition("c")
-        shard_key_tuple = tuple(
-            map(int, chunk_string.split(self.dimension_separator))
-        ) if chunk_string else (0, )
-        for chunk_offset in itertools.product(
-            *(range(i) for i in self.chunks_per_shard)
-        ):
+        shard_key_tuple = (
+            tuple(map(int, chunk_string.split(self.dimension_separator))) if chunk_string else (0,)
+        )
+        for chunk_offset in itertools.product(*(range(i) for i in self.chunks_per_shard)):
             yield tuple(
                 shard_key_i * shards_i + offset_i
                 for shard_key_i, offset_i, shards_i in zip(
@@ -250,9 +239,7 @@ def __setitem__(self, key, value):
                             for _, chunk_slice in valid_chunk_slices
                         ]
                     )
-                    for chunk_value, (chunk_to_read, _) in zip(
-                        chunk_values, valid_chunk_slices
-                    ):
+                    for chunk_value, (chunk_to_read, _) in zip(chunk_values, valid_chunk_slices):
                         new_content[chunk_to_read] = chunk_value
                 else:
                     if full_shard_value is None:
@@ -263,9 +250,7 @@ def __setitem__(self, key, value):
 
             shard_content = b""
             for chunk_subkey, chunk_content in new_content.items():
-                chunk_slice = slice(
-                    len(shard_content), len(shard_content) + len(chunk_content)
-                )
+                chunk_slice = slice(len(shard_content), len(shard_content) + len(chunk_content))
                 index.set_chunk_slice(chunk_subkey, chunk_slice)
                 shard_content += chunk_content
             # Appending the index at the end of the shard:
@@ -298,9 +283,7 @@ def _shard_key_to_original_keys(self, key: str) -> Iterator[str]:
             prefix, _, _ = key.rpartition("c")
             for chunk_tuple in self._get_chunks_in_shard(key):
                 if index.get_chunk_slice(chunk_tuple) is not None:
-                    yield prefix + "c" + self.dimension_separator.join(
-                        map(str, chunk_tuple)
-                    )
+                    yield prefix + "c" + self.dimension_separator.join(map(str, chunk_tuple))
         else:
             yield key
 
diff --git a/zarr/attrs.py b/zarr/attrs.py
index 60dd7f1d79..01fc617b3c 100644
--- a/zarr/attrs.py
+++ b/zarr/attrs.py
@@ -25,10 +25,9 @@ class Attributes(MutableMapping):
 
     """
 
-    def __init__(self, store, key='.zattrs', read_only=False, cache=True,
-                 synchronizer=None):
+    def __init__(self, store, key=".zattrs", read_only=False, cache=True, synchronizer=None):
 
-        self._version = getattr(store, '_store_version', 2)
+        self._version = getattr(store, "_store_version", 2)
         _Store = Store if self._version == 2 else StoreV3
         self.store = _Store._ensure_store(store)
         self.key = key
@@ -43,7 +42,7 @@ def _get_nosync(self):
         except KeyError:
             d = dict()
             if self._version > 2:
-                d['attributes'] = {}
+                d["attributes"] = {}
         else:
             d = self.store._metadata_class.parse_metadata(data)
         return d
@@ -54,7 +53,7 @@ def asdict(self):
             return self._cached_asdict
         d = self._get_nosync()
         if self._version == 3:
-            d = d['attributes']
+            d = d["attributes"]
         if self.cache:
             self._cached_asdict = d
         return d
@@ -65,7 +64,7 @@ def refresh(self):
             if self._version == 2:
                 self._cached_asdict = self._get_nosync()
             else:
-                self._cached_asdict = self._get_nosync()['attributes']
+                self._cached_asdict = self._get_nosync()["attributes"]
 
     def __contains__(self, x):
         return x in self.asdict()
@@ -77,7 +76,7 @@ def _write_op(self, f, *args, **kwargs):
 
         # guard condition
         if self.read_only:
-            raise PermissionError('attributes are read-only')
+            raise PermissionError("attributes are read-only")
 
         # synchronization
         if self.synchronizer is None:
@@ -98,7 +97,7 @@ def _setitem_nosync(self, item, value):
         if self._version == 2:
             d[item] = value
         else:
-            d['attributes'][item] = value
+            d["attributes"][item] = value
 
         # _put modified data
         self._put_nosync(d)
@@ -115,7 +114,7 @@ def _delitem_nosync(self, key):
         if self._version == 2:
             del d[key]
         else:
-            del d['attributes'][key]
+            del d["attributes"][key]
 
         # _put modified data
         self._put_nosync(d)
@@ -137,8 +136,8 @@ def _put_nosync(self, d):
             warnings.warn(
                 "only attribute keys of type 'string' will be allowed in the future",
                 DeprecationWarning,
-                stacklevel=2
-                )
+                stacklevel=2,
+            )
 
             try:
                 d_to_check = {str(k): v for k, v in d_to_check.items()}
@@ -163,15 +162,15 @@ def _put_nosync(self, d):
                 # Note: this changes the store.counter result in test_caching_on!
 
                 meta = self.store._metadata_class.parse_metadata(self.store[self.key])
-                if 'attributes' in meta and 'filters' in meta['attributes']:
+                if "attributes" in meta and "filters" in meta["attributes"]:
                     # need to preserve any existing "filters" attribute
-                    d['attributes']['filters'] = meta['attributes']['filters']
-                meta['attributes'] = d['attributes']
+                    d["attributes"]["filters"] = meta["attributes"]["filters"]
+                meta["attributes"] = d["attributes"]
             else:
                 meta = d
             self.store[self.key] = json_dumps(meta)
             if self.cache:
-                self._cached_asdict = d['attributes']
+                self._cached_asdict = d["attributes"]
 
     # noinspection PyMethodOverriding
     def update(self, *args, **kwargs):
@@ -187,7 +186,7 @@ def _update_nosync(self, *args, **kwargs):
         if self._version == 2:
             d.update(*args, **kwargs)
         else:
-            d['attributes'].update(*args, **kwargs)
+            d["attributes"].update(*args, **kwargs)
 
         # _put modified data
         self._put_nosync(d)
diff --git a/zarr/context.py b/zarr/context.py
index 83fbaafa9b..3dd7dda4ac 100644
--- a/zarr/context.py
+++ b/zarr/context.py
@@ -1,11 +1,10 @@
-
 from typing import TypedDict
 
 from numcodecs.compat import NDArrayLike
 
 
 class Context(TypedDict, total=False):
-    """ A context for component specific information
+    """A context for component specific information
 
     All keys are optional. Any component reading the context must provide
     a default implementation in the case a key cannot be found.
@@ -16,4 +15,5 @@ class Context(TypedDict, total=False):
         An array-like instance to use for determining the preferred output
         array type.
     """
+
     meta_array: NDArrayLike
diff --git a/zarr/convenience.py b/zarr/convenience.py
index 9a0eae20a3..ff236d0df2 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -14,8 +14,14 @@
 from zarr.hierarchy import group as _create_group
 from zarr.hierarchy import open_group
 from zarr.meta import json_dumps, json_loads
-from zarr.storage import (_get_metadata_suffix, contains_array, contains_group,
-                          normalize_store_arg, BaseStore, ConsolidatedMetadataStore)
+from zarr.storage import (
+    _get_metadata_suffix,
+    contains_array,
+    contains_group,
+    normalize_store_arg,
+    BaseStore,
+    ConsolidatedMetadataStore,
+)
 from zarr._storage.v3 import ConsolidatedMetadataStoreV3
 from zarr.util import TreeViewer, buffer_size, normalize_storage_path
 
@@ -25,7 +31,7 @@
 
 
 def _check_and_update_path(store: BaseStore, path):
-    if getattr(store, '_store_version', 2) > 2 and not path:
+    if getattr(store, "_store_version", 2) > 2 and not path:
         raise ValueError("path must be provided for v3 stores")
     return normalize_storage_path(path)
 
@@ -94,15 +100,17 @@ def open(store: StoreLike = None, mode: str = "a", *, zarr_version=None, path=No
     # we pass storage options explicitly, since normalize_store_arg might construct
     # a store if the input is a fsspec-compatible URL
     _store: BaseStore = normalize_store_arg(
-        store, storage_options=kwargs.pop("storage_options", {}), mode=mode,
+        store,
+        storage_options=kwargs.pop("storage_options", {}),
+        mode=mode,
         zarr_version=zarr_version,
     )
     # path = _check_and_update_path(_store, path)
     path = normalize_storage_path(path)
-    kwargs['path'] = path
+    kwargs["path"] = path
 
-    if mode in {'w', 'w-', 'x'}:
-        if 'shape' in kwargs:
+    if mode in {"w", "w-", "x"}:
+        if "shape" in kwargs:
             return open_array(_store, mode=mode, **kwargs)
         else:
             return open_group(_store, mode=mode, **kwargs)
@@ -167,8 +175,9 @@ def save_array(store: StoreLike, arr, *, zarr_version=None, path=None, **kwargs)
     _store: BaseStore = normalize_store_arg(store, mode="w", zarr_version=zarr_version)
     path = _check_and_update_path(_store, path)
     try:
-        _create_array(arr, store=_store, overwrite=True, zarr_version=zarr_version, path=path,
-                      **kwargs)
+        _create_array(
+            arr, store=_store, overwrite=True, zarr_version=zarr_version, path=path, **kwargs
+        )
     finally:
         if may_need_closing:
             # needed to ensure zip file records are written
@@ -240,7 +249,7 @@ def save_group(store: StoreLike, *args, zarr_version=None, path=None, **kwargs):
 
     """
     if len(args) == 0 and len(kwargs) == 0:
-        raise ValueError('at least one array must be provided')
+        raise ValueError("at least one array must be provided")
     # handle polymorphic store arg
     may_need_closing = _might_close(store)
     _store: BaseStore = normalize_store_arg(store, mode="w", zarr_version=zarr_version)
@@ -248,7 +257,7 @@ def save_group(store: StoreLike, *args, zarr_version=None, path=None, **kwargs):
     try:
         grp = _create_group(_store, path=path, overwrite=True, zarr_version=zarr_version)
         for i, arr in enumerate(args):
-            k = 'arr_{}'.format(i)
+            k = "arr_{}".format(i)
             grp.create_dataset(k, data=arr, overwrite=True, zarr_version=zarr_version)
         for k, arr in kwargs.items():
             grp.create_dataset(k, data=arr, overwrite=True, zarr_version=zarr_version)
@@ -337,16 +346,14 @@ def save(store: StoreLike, *args, zarr_version=None, path=None, **kwargs):
 
     """
     if len(args) == 0 and len(kwargs) == 0:
-        raise ValueError('at least one array must be provided')
+        raise ValueError("at least one array must be provided")
     if len(args) == 1 and len(kwargs) == 0:
         save_array(store, args[0], zarr_version=zarr_version, path=path)
     else:
-        save_group(store, *args, zarr_version=zarr_version, path=path,
-                   **kwargs)
+        save_group(store, *args, zarr_version=zarr_version, path=path, **kwargs)
 
 
 class LazyLoader(Mapping):
-
     def __init__(self, grp):
         self.grp = grp
         self.cache = dict()
@@ -369,9 +376,9 @@ def __contains__(self, item):
         return item in self.grp
 
     def __repr__(self):
-        r = '<LazyLoader: '
-        r += ', '.join(sorted(self.grp.array_keys()))
-        r += '>'
+        r = "<LazyLoader: "
+        r += ", ".join(sorted(self.grp.array_keys()))
+        r += ">"
         return r
 
 
@@ -474,7 +481,6 @@ def tree(grp, expand=False, level=None):
 
 
 class _LogWriter:
-
     def __init__(self, log):
         self.log_func = None
         self.log_file = None
@@ -485,13 +491,14 @@ def __init__(self, log):
         elif callable(log):
             self.log_func = log
         elif isinstance(log, str):
-            self.log_file = io.open(log, mode='w')
+            self.log_file = io.open(log, mode="w")
             self.needs_closing = True
-        elif hasattr(log, 'write'):
+        elif hasattr(log, "write"):
             self.log_file = log
         else:
-            raise TypeError('log must be a callable function, file path or '
-                            'file-like object, found %r' % log)
+            raise TypeError(
+                "log must be a callable function, file path or " "file-like object, found %r" % log
+            )
 
     def __enter__(self):
         return self
@@ -502,9 +509,9 @@ def __exit__(self, *args):
 
     def __call__(self, *args, **kwargs):
         if self.log_file is not None:
-            kwargs['file'] = self.log_file
+            kwargs["file"] = self.log_file
             print(*args, **kwargs)
-            if hasattr(self.log_file, 'flush'):
+            if hasattr(self.log_file, "flush"):
                 # get immediate feedback
                 self.log_file.flush()
         elif self.log_func is not None:
@@ -514,18 +521,27 @@ def __call__(self, *args, **kwargs):
 def _log_copy_summary(log, dry_run, n_copied, n_skipped, n_bytes_copied):
     # log a final message with a summary of what happened
     if dry_run:
-        message = 'dry run: '
+        message = "dry run: "
     else:
-        message = 'all done: '
-    message += '{:,} copied, {:,} skipped'.format(n_copied, n_skipped)
+        message = "all done: "
+    message += "{:,} copied, {:,} skipped".format(n_copied, n_skipped)
     if not dry_run:
-        message += ', {:,} bytes copied'.format(n_bytes_copied)
+        message += ", {:,} bytes copied".format(n_bytes_copied)
     log(message)
 
 
-def copy_store(source, dest, source_path='', dest_path='', excludes=None,
-               includes=None, flags=0, if_exists='raise', dry_run=False,
-               log=None):
+def copy_store(
+    source,
+    dest,
+    source_path="",
+    dest_path="",
+    excludes=None,
+    includes=None,
+    flags=0,
+    if_exists="raise",
+    dry_run=False,
+    log=None,
+):
     """Copy data directly from the `source` store to the `dest` store. Use this
     function when you want to copy a group or array in the most efficient way,
     preserving all configuration and attributes. This function is more efficient
@@ -620,9 +636,9 @@ def copy_store(source, dest, source_path='', dest_path='', excludes=None,
     source_path = normalize_storage_path(source_path)
     dest_path = normalize_storage_path(dest_path)
     if source_path:
-        source_path = source_path + '/'
+        source_path = source_path + "/"
     if dest_path:
-        dest_path = dest_path + '/'
+        dest_path = dest_path + "/"
 
     # normalize excludes and includes
     if excludes is None:
@@ -637,16 +653,17 @@ def copy_store(source, dest, source_path='', dest_path='', excludes=None,
     includes = [re.compile(i, flags) for i in includes]
 
     # check if_exists parameter
-    valid_if_exists = ['raise', 'replace', 'skip']
+    valid_if_exists = ["raise", "replace", "skip"]
     if if_exists not in valid_if_exists:
-        raise ValueError('if_exists must be one of {!r}; found {!r}'
-                         .format(valid_if_exists, if_exists))
+        raise ValueError(
+            "if_exists must be one of {!r}; found {!r}".format(valid_if_exists, if_exists)
+        )
 
     # setup counting variables
     n_copied = n_skipped = n_bytes_copied = 0
 
-    source_store_version = getattr(source, '_store_version', 2)
-    dest_store_version = getattr(dest, '_store_version', 2)
+    source_store_version = getattr(source, "_store_version", 2)
+    dest_store_version = getattr(dest, "_store_version", 2)
     if source_store_version != dest_store_version:
         raise ValueError("zarr stores must share the same protocol version")
 
@@ -686,38 +703,37 @@ def copy_store(source, dest, source_path='', dest_path='', excludes=None,
 
             # map key to destination path
             if source_store_version == 2:
-                key_suffix = source_key[len(source_path):]
+                key_suffix = source_key[len(source_path) :]
                 dest_key = dest_path + key_suffix
             elif source_store_version == 3:
                 # nchar_root is length of 'meta/root/' or 'data/root/'
-                key_suffix = source_key[nchar_root + len(source_path):]
+                key_suffix = source_key[nchar_root + len(source_path) :]
                 dest_key = source_key[:nchar_root] + dest_path + key_suffix
 
             # create a descriptive label for this operation
             descr = source_key
             if dest_key != source_key:
-                descr = descr + ' -> ' + dest_key
+                descr = descr + " -> " + dest_key
 
             # decide what to do
             do_copy = True
-            if if_exists != 'replace':
+            if if_exists != "replace":
                 if dest_key in dest:
-                    if if_exists == 'raise':
-                        raise CopyError('key {!r} exists in destination'
-                                        .format(dest_key))
-                    elif if_exists == 'skip':
+                    if if_exists == "raise":
+                        raise CopyError("key {!r} exists in destination".format(dest_key))
+                    elif if_exists == "skip":
                         do_copy = False
 
             # take action
             if do_copy:
-                log('copy {}'.format(descr))
+                log("copy {}".format(descr))
                 if not dry_run:
                     data = source[source_key]
                     n_bytes_copied += buffer_size(data)
                     dest[dest_key] = data
                 n_copied += 1
             else:
-                log('skip {}'.format(descr))
+                log("skip {}".format(descr))
                 n_skipped += 1
 
         # log a final message with a summary of what happened
@@ -727,12 +743,21 @@ def copy_store(source, dest, source_path='', dest_path='', excludes=None,
 
 
 def _check_dest_is_group(dest):
-    if not hasattr(dest, 'create_dataset'):
-        raise ValueError('dest must be a group, got {!r}'.format(dest))
-
-
-def copy(source, dest, name=None, shallow=False, without_attrs=False, log=None,
-         if_exists='raise', dry_run=False, **create_kws):
+    if not hasattr(dest, "create_dataset"):
+        raise ValueError("dest must be a group, got {!r}".format(dest))
+
+
+def copy(
+    source,
+    dest,
+    name=None,
+    shallow=False,
+    without_attrs=False,
+    log=None,
+    if_exists="raise",
+    dry_run=False,
+    **create_kws
+):
     """Copy the `source` array or group into the `dest` group.
 
     Parameters
@@ -855,8 +880,15 @@ def copy(source, dest, name=None, shallow=False, without_attrs=False, log=None,
 
         # do the copying
         n_copied, n_skipped, n_bytes_copied = _copy(
-            log, source, dest, name=name, root=True, shallow=shallow,
-            without_attrs=without_attrs, if_exists=if_exists, dry_run=dry_run,
+            log,
+            source,
+            dest,
+            name=name,
+            root=True,
+            shallow=shallow,
+            without_attrs=without_attrs,
+            if_exists=if_exists,
+            dry_run=dry_run,
             **create_kws
         )
 
@@ -866,47 +898,49 @@ def copy(source, dest, name=None, shallow=False, without_attrs=False, log=None,
         return n_copied, n_skipped, n_bytes_copied
 
 
-def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists,
-          dry_run, **create_kws):
+def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_run, **create_kws):
     # N.B., if this is a dry run, dest may be None
 
     # setup counting variables
     n_copied = n_skipped = n_bytes_copied = 0
 
     # are we copying to/from h5py?
-    source_h5py = source.__module__.startswith('h5py.')
-    dest_h5py = dest is not None and dest.__module__.startswith('h5py.')
+    source_h5py = source.__module__.startswith("h5py.")
+    dest_h5py = dest is not None and dest.__module__.startswith("h5py.")
 
     # check if_exists parameter
-    valid_if_exists = ['raise', 'replace', 'skip', 'skip_initialized']
+    valid_if_exists = ["raise", "replace", "skip", "skip_initialized"]
     if if_exists not in valid_if_exists:
-        raise ValueError('if_exists must be one of {!r}; found {!r}'
-                         .format(valid_if_exists, if_exists))
-    if dest_h5py and if_exists == 'skip_initialized':
-        raise ValueError('{!r} can only be used when copying to zarr'
-                         .format(if_exists))
+        raise ValueError(
+            "if_exists must be one of {!r}; found {!r}".format(valid_if_exists, if_exists)
+        )
+    if dest_h5py and if_exists == "skip_initialized":
+        raise ValueError("{!r} can only be used when copying to zarr".format(if_exists))
 
     # determine name to copy to
     if name is None:
-        name = source.name.split('/')[-1]
+        name = source.name.split("/")[-1]
         if not name:
             # this can happen if source is the root group
-            raise TypeError('source has no name, please provide the `name` '
-                            'parameter to indicate a name to copy to')
+            raise TypeError(
+                "source has no name, please provide the `name` "
+                "parameter to indicate a name to copy to"
+            )
 
-    if hasattr(source, 'shape'):
+    if hasattr(source, "shape"):
         # copy a dataset/array
 
         # check if already exists, decide what to do
         do_copy = True
         exists = dest is not None and name in dest
         if exists:
-            if if_exists == 'raise':
-                raise CopyError('an object {!r} already exists in destination '
-                                '{!r}'.format(name, dest.name))
-            elif if_exists == 'skip':
+            if if_exists == "raise":
+                raise CopyError(
+                    "an object {!r} already exists in destination " "{!r}".format(name, dest.name)
+                )
+            elif if_exists == "skip":
                 do_copy = False
-            elif if_exists == 'skip_initialized':
+            elif if_exists == "skip_initialized":
                 ds = dest[name]
                 if ds.nchunks_initialized == ds.nchunks:
                     do_copy = False
@@ -915,7 +949,7 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists,
         if do_copy:
 
             # log a message about what we're going to do
-            log('copy {} {} {}'.format(source.name, source.shape, source.dtype))
+            log("copy {} {} {}".format(source.name, source.shape, source.dtype))
 
             if not dry_run:
 
@@ -927,38 +961,37 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists,
                 kws = create_kws.copy()
 
                 # setup chunks option, preserve by default
-                kws.setdefault('chunks', source.chunks)
+                kws.setdefault("chunks", source.chunks)
 
                 # setup compression options
                 if source_h5py:
                     if dest_h5py:
                         # h5py -> h5py; preserve compression options by default
-                        kws.setdefault('compression', source.compression)
-                        kws.setdefault('compression_opts', source.compression_opts)
-                        kws.setdefault('shuffle', source.shuffle)
-                        kws.setdefault('fletcher32', source.fletcher32)
-                        kws.setdefault('fillvalue', source.fillvalue)
+                        kws.setdefault("compression", source.compression)
+                        kws.setdefault("compression_opts", source.compression_opts)
+                        kws.setdefault("shuffle", source.shuffle)
+                        kws.setdefault("fletcher32", source.fletcher32)
+                        kws.setdefault("fillvalue", source.fillvalue)
                     else:
                         # h5py -> zarr; use zarr default compression options
-                        kws.setdefault('fill_value', source.fillvalue)
+                        kws.setdefault("fill_value", source.fillvalue)
                 else:
                     if dest_h5py:
                         # zarr -> h5py; use some vaguely sensible defaults
-                        kws.setdefault('chunks', True)
-                        kws.setdefault('compression', 'gzip')
-                        kws.setdefault('compression_opts', 1)
-                        kws.setdefault('shuffle', False)
-                        kws.setdefault('fillvalue', source.fill_value)
+                        kws.setdefault("chunks", True)
+                        kws.setdefault("compression", "gzip")
+                        kws.setdefault("compression_opts", 1)
+                        kws.setdefault("shuffle", False)
+                        kws.setdefault("fillvalue", source.fill_value)
                     else:
                         # zarr -> zarr; preserve compression options by default
-                        kws.setdefault('compressor', source.compressor)
-                        kws.setdefault('filters', source.filters)
-                        kws.setdefault('order', source.order)
-                        kws.setdefault('fill_value', source.fill_value)
+                        kws.setdefault("compressor", source.compressor)
+                        kws.setdefault("filters", source.filters)
+                        kws.setdefault("order", source.order)
+                        kws.setdefault("fill_value", source.fill_value)
 
                 # create new dataset in destination
-                ds = dest.create_dataset(name, shape=source.shape,
-                                         dtype=source.dtype, **kws)
+                ds = dest.create_dataset(name, shape=source.shape, dtype=source.dtype, **kws)
 
                 # copy data - N.B., go chunk by chunk to avoid loading
                 # everything into memory
@@ -966,19 +999,18 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists,
                 chunks = ds.chunks
                 chunk_offsets = [range(0, s, c) for s, c in zip(shape, chunks)]
                 for offset in itertools.product(*chunk_offsets):
-                    sel = tuple(slice(o, min(s, o + c))
-                                for o, s, c in zip(offset, shape, chunks))
+                    sel = tuple(slice(o, min(s, o + c)) for o, s, c in zip(offset, shape, chunks))
                     ds[sel] = source[sel]
                 n_bytes_copied += ds.size * ds.dtype.itemsize
 
                 # copy attributes
                 if not without_attrs:
-                    if dest_h5py and 'filters' in source.attrs:
+                    if dest_h5py and "filters" in source.attrs:
                         # No filters key in v3 metadata so it was stored in the
                         # attributes instead. We cannot copy this key to
                         # HDF5 attrs, though!
                         source_attrs = source.attrs.asdict().copy()
-                        source_attrs.pop('filters', None)
+                        source_attrs.pop("filters", None)
                     else:
                         source_attrs = source.attrs
                     ds.attrs.update(source_attrs)
@@ -986,7 +1018,7 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists,
             n_copied += 1
 
         else:
-            log('skip {} {} {}'.format(source.name, source.shape, source.dtype))
+            log("skip {} {} {}".format(source.name, source.shape, source.dtype))
             n_skipped += 1
 
     elif root or not shallow:
@@ -994,21 +1026,20 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists,
 
         # check if an array is in the way
         do_copy = True
-        exists_array = (dest is not None and
-                        name in dest and
-                        hasattr(dest[name], 'shape'))
+        exists_array = dest is not None and name in dest and hasattr(dest[name], "shape")
         if exists_array:
-            if if_exists == 'raise':
-                raise CopyError('an array {!r} already exists in destination '
-                                '{!r}'.format(name, dest.name))
-            elif if_exists == 'skip':
+            if if_exists == "raise":
+                raise CopyError(
+                    "an array {!r} already exists in destination " "{!r}".format(name, dest.name)
+                )
+            elif if_exists == "skip":
                 do_copy = False
 
         # take action
         if do_copy:
 
             # log action
-            log('copy {}'.format(source.name))
+            log("copy {}".format(source.name))
 
             if not dry_run:
 
@@ -1035,9 +1066,17 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists,
             # recurse
             for k in source.keys():
                 c, s, b = _copy(
-                    log, source[k], grp, name=k, root=False, shallow=shallow,
-                    without_attrs=without_attrs, if_exists=if_exists,
-                    dry_run=dry_run, **create_kws)
+                    log,
+                    source[k],
+                    grp,
+                    name=k,
+                    root=False,
+                    shallow=shallow,
+                    without_attrs=without_attrs,
+                    if_exists=if_exists,
+                    dry_run=dry_run,
+                    **create_kws
+                )
                 n_copied += c
                 n_skipped += s
                 n_bytes_copied += b
@@ -1045,14 +1084,22 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists,
             n_copied += 1
 
         else:
-            log('skip {}'.format(source.name))
+            log("skip {}".format(source.name))
             n_skipped += 1
 
     return n_copied, n_skipped, n_bytes_copied
 
 
-def copy_all(source, dest, shallow=False, without_attrs=False, log=None,
-             if_exists='raise', dry_run=False, **create_kws):
+def copy_all(
+    source,
+    dest,
+    shallow=False,
+    without_attrs=False,
+    log=None,
+    if_exists="raise",
+    dry_run=False,
+    **create_kws
+):
     """Copy all children of the `source` group into the `dest` group.
 
     Parameters
@@ -1137,16 +1184,24 @@ def copy_all(source, dest, shallow=False, without_attrs=False, log=None,
     # setup counting variables
     n_copied = n_skipped = n_bytes_copied = 0
 
-    zarr_version = getattr(source, '_version', 2)
+    zarr_version = getattr(source, "_version", 2)
 
     # setup logging
     with _LogWriter(log) as log:
 
         for k in source.keys():
             c, s, b = _copy(
-                log, source[k], dest, name=k, root=False, shallow=shallow,
-                without_attrs=without_attrs, if_exists=if_exists,
-                dry_run=dry_run, **create_kws)
+                log,
+                source[k],
+                dest,
+                name=k,
+                root=False,
+                shallow=shallow,
+                without_attrs=without_attrs,
+                if_exists=if_exists,
+                dry_run=dry_run,
+                **create_kws
+            )
             n_copied += c
             n_skipped += s
             n_bytes_copied += b
@@ -1159,7 +1214,7 @@ def copy_all(source, dest, shallow=False, without_attrs=False, log=None,
     return n_copied, n_skipped, n_bytes_copied
 
 
-def consolidate_metadata(store: BaseStore, metadata_key=".zmetadata", *, path=''):
+def consolidate_metadata(store: BaseStore, metadata_key=".zmetadata", *, path=""):
     """
     Consolidate all metadata for groups and arrays within the given store
     into a single resource and put it under the given key.
@@ -1203,8 +1258,7 @@ def consolidate_metadata(store: BaseStore, metadata_key=".zmetadata", *, path=''
     if version == 2:
 
         def is_zarr_key(key):
-            return (key.endswith('.zarray') or key.endswith('.zgroup') or
-                    key.endswith('.zattrs'))
+            return key.endswith(".zarray") or key.endswith(".zgroup") or key.endswith(".zattrs")
 
     else:
 
@@ -1213,23 +1267,21 @@ def is_zarr_key(key):
         sfx = _get_metadata_suffix(store)  # type: ignore
 
         def is_zarr_key(key):
-            return (key.endswith('.array' + sfx) or key.endswith('.group' + sfx) or
-                    key == 'zarr.json')
+            return (
+                key.endswith(".array" + sfx) or key.endswith(".group" + sfx) or key == "zarr.json"
+            )
 
         # cannot create a group without a path in v3
         # so create /meta/root/consolidated group to store the metadata
-        if 'consolidated' not in store:
-            _create_group(store, path='consolidated')
-        if not metadata_key.startswith('meta/root/'):
-            metadata_key = 'meta/root/consolidated/' + metadata_key
+        if "consolidated" not in store:
+            _create_group(store, path="consolidated")
+        if not metadata_key.startswith("meta/root/"):
+            metadata_key = "meta/root/consolidated/" + metadata_key
         # path = 'consolidated'
 
     out = {
-        'zarr_consolidated_format': 1,
-        'metadata': {
-            key: json_loads(store[key])
-            for key in store if is_zarr_key(key)
-        }
+        "zarr_consolidated_format": 1,
+        "metadata": {key: json_loads(store[key]) for key in store if is_zarr_key(key)},
     }
     store[metadata_key] = json_dumps(out)
     return open_consolidated(store, metadata_key=metadata_key, path=path)
@@ -1278,26 +1330,26 @@ def open_consolidated(store: StoreLike, metadata_key=".zmetadata", mode="r+", **
     """
 
     # normalize parameters
-    zarr_version = kwargs.get('zarr_version')
-    store = normalize_store_arg(store, storage_options=kwargs.get("storage_options"), mode=mode,
-                                zarr_version=zarr_version)
-    if mode not in {'r', 'r+'}:
-        raise ValueError("invalid mode, expected either 'r' or 'r+'; found {!r}"
-                         .format(mode))
-
-    path = kwargs.pop('path', None)
+    zarr_version = kwargs.get("zarr_version")
+    store = normalize_store_arg(
+        store, storage_options=kwargs.get("storage_options"), mode=mode, zarr_version=zarr_version
+    )
+    if mode not in {"r", "r+"}:
+        raise ValueError("invalid mode, expected either 'r' or 'r+'; found {!r}".format(mode))
+
+    path = kwargs.pop("path", None)
     if store._store_version == 2:
         ConsolidatedStoreClass = ConsolidatedMetadataStore
     else:
         assert_zarr_v3_api_available()
         ConsolidatedStoreClass = ConsolidatedMetadataStoreV3
         # default is to store within 'consolidated' group on v3
-        if not metadata_key.startswith('meta/root/'):
-            metadata_key = 'meta/root/consolidated/' + metadata_key
+        if not metadata_key.startswith("meta/root/"):
+            metadata_key = "meta/root/consolidated/" + metadata_key
 
     # setup metadata store
     meta_store = ConsolidatedStoreClass(store, metadata_key=metadata_key)
 
     # pass through
-    chunk_store = kwargs.pop('chunk_store', None) or store
+    chunk_store = kwargs.pop("chunk_store", None) or store
     return open(store=meta_store, chunk_store=chunk_store, mode=mode, path=path, **kwargs)
diff --git a/zarr/core.py b/zarr/core.py
index 80f424bafc..43ccdbaf7d 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -193,17 +193,16 @@ def __init__(
             assert_zarr_v3_api_available()
 
         if chunk_store is not None:
-            chunk_store = normalize_store_arg(chunk_store,
-                                              zarr_version=zarr_version)
+            chunk_store = normalize_store_arg(chunk_store, zarr_version=zarr_version)
 
         self._store = store
         self._chunk_store = chunk_store
         self._transformed_chunk_store = None
         self._path = normalize_storage_path(path)
         if self._path:
-            self._key_prefix = self._path + '/'
+            self._key_prefix = self._path + "/"
         else:
-            self._key_prefix = ''
+            self._key_prefix = ""
         self._read_only = bool(read_only)
         self._synchronizer = synchronizer
         self._cache_metadata = cache_metadata
@@ -216,18 +215,19 @@ def __init__(
             self._meta_array = np.empty(())
         self._version = zarr_version
         if self._version == 3:
-            self._data_key_prefix = 'data/root/' + self._key_prefix
-            self._data_path = 'data/root/' + self._path
+            self._data_key_prefix = "data/root/" + self._key_prefix
+            self._data_path = "data/root/" + self._path
             self._hierarchy_metadata = _get_hierarchy_metadata(store=self._store)
-            self._metadata_key_suffix = self._hierarchy_metadata['metadata_key_suffix']
+            self._metadata_key_suffix = self._hierarchy_metadata["metadata_key_suffix"]
 
         # initialize metadata
         self._load_metadata()
 
         # initialize attributes
         akey = _prefix_to_attrs_key(self._store, self._key_prefix)
-        self._attrs = Attributes(store, key=akey, read_only=read_only,
-                                 synchronizer=synchronizer, cache=cache_attrs)
+        self._attrs = Attributes(
+            store, key=akey, read_only=read_only, synchronizer=synchronizer, cache=cache_attrs
+        )
 
         # initialize info reporter
         self._info_reporter = InfoReporter(self)
@@ -257,13 +257,13 @@ def _load_metadata_nosync(self):
             # decode and store metadata as instance members
             meta = self._store._metadata_class.decode_array_metadata(meta_bytes)
             self._meta = meta
-            self._shape = meta['shape']
-            self._fill_value = meta['fill_value']
-            dimension_separator = meta.get('dimension_separator', None)
+            self._shape = meta["shape"]
+            self._fill_value = meta["fill_value"]
+            dimension_separator = meta.get("dimension_separator", None)
             if self._version == 2:
-                self._chunks = meta['chunks']
-                self._dtype = meta['dtype']
-                self._order = meta['order']
+                self._chunks = meta["chunks"]
+                self._dtype = meta["dtype"]
+                self._order = meta["order"]
                 if dimension_separator is None:
                     try:
                         dimension_separator = self._store._dimension_separator
@@ -274,17 +274,17 @@ def _load_metadata_nosync(self):
                     if dimension_separator is None:
                         dimension_separator = "."
             else:
-                self._chunks = meta['chunk_grid']['chunk_shape']
-                self._dtype = meta['data_type']
-                self._order = meta['chunk_memory_layout']
-                chunk_separator = meta['chunk_grid']['separator']
+                self._chunks = meta["chunk_grid"]["chunk_shape"]
+                self._dtype = meta["data_type"]
+                self._order = meta["chunk_memory_layout"]
+                chunk_separator = meta["chunk_grid"]["separator"]
                 if dimension_separator is None:
-                    dimension_separator = meta.get('dimension_separator', chunk_separator)
+                    dimension_separator = meta.get("dimension_separator", chunk_separator)
 
             self._dimension_separator = dimension_separator
 
             # setup compressor
-            compressor = meta.get('compressor', None)
+            compressor = meta.get("compressor", None)
             if compressor is None:
                 self._compressor = None
             elif self._version == 2:
@@ -294,17 +294,17 @@ def _load_metadata_nosync(self):
 
             # setup filters
             if self._version == 2:
-                filters = meta.get('filters', [])
+                filters = meta.get("filters", [])
             else:
                 # TODO: storing filters under attributes for now since the v3
                 #       array metadata does not have a 'filters' attribute.
-                filters = meta['attributes'].get('filters', [])
+                filters = meta["attributes"].get("filters", [])
             if filters:
                 filters = [get_codec(config) for config in filters]
             self._filters = filters
 
             if self._version == 3:
-                storage_transformers = meta.get('storage_transformers', [])
+                storage_transformers = meta.get("storage_transformers", [])
                 if storage_transformers:
                     transformed_store = self._chunk_store or self._store
                     for storage_transformer in storage_transformers[::-1]:
@@ -323,7 +323,7 @@ def _refresh_metadata_nosync(self):
 
     def _flush_metadata_nosync(self):
         if self._is_view:
-            raise PermissionError('operation not permitted for views')
+            raise PermissionError("operation not permitted for views")
 
         if self._compressor:
             compressor_config = self._compressor.get_config()
@@ -334,20 +334,26 @@ def _flush_metadata_nosync(self):
         else:
             filters_config = None
         _compressor = compressor_config if self._version == 2 else self._compressor
-        meta = dict(shape=self._shape, compressor=_compressor,
-                    fill_value=self._fill_value, filters=filters_config)
-        if getattr(self._store, '_store_version', 2) == 2:
-            meta.update(
-                dict(chunks=self._chunks, dtype=self._dtype, order=self._order)
-            )
+        meta = dict(
+            shape=self._shape,
+            compressor=_compressor,
+            fill_value=self._fill_value,
+            filters=filters_config,
+        )
+        if getattr(self._store, "_store_version", 2) == 2:
+            meta.update(dict(chunks=self._chunks, dtype=self._dtype, order=self._order))
         else:
             meta.update(
-                dict(chunk_grid=dict(type='regular',
-                                     chunk_shape=self._chunks,
-                                     separator=self._dimension_separator),
-                     data_type=self._dtype,
-                     chunk_memory_layout=self._order,
-                     attributes=self.attrs.asdict())
+                dict(
+                    chunk_grid=dict(
+                        type="regular",
+                        chunk_shape=self._chunks,
+                        separator=self._dimension_separator,
+                    ),
+                    data_type=self._dtype,
+                    chunk_memory_layout=self._order,
+                    attributes=self.attrs.asdict(),
+                )
             )
         mkey = _prefix_to_array_key(self._store, self._key_prefix)
         self._store[mkey] = self._store._metadata_class.encode_array_metadata(meta)
@@ -368,8 +374,8 @@ def name(self):
         if self.path:
             # follow h5py convention: add leading slash
             name = self.path
-            if name[0] != '/':
-                name = '/' + name
+            if name[0] != "/":
+                name = "/" + name
             return name
         return None
 
@@ -377,7 +383,7 @@ def name(self):
     def basename(self):
         """Final component of name."""
         if self.name is not None:
-            return self.name.split('/')[-1]
+            return self.name.split("/")[-1]
         return None
 
     @property
@@ -513,10 +519,9 @@ def nbytes_stored(self):
     @property
     def _cdata_shape(self):
         if self._shape == ():
-            return 1,
+            return (1,)
         else:
-            return tuple(math.ceil(s / c)
-                         for s, c in zip(self._shape, self._chunks))
+            return tuple(math.ceil(s / c) for s, c in zip(self._shape, self._chunks))
 
     @property
     def cdata_shape(self):
@@ -550,14 +555,14 @@ def nchunks_initialized(self):
             # return sum(1 for k in members if prog.match(k))
 
             # key pattern for chunk keys
-            prog = re.compile(self._data_key_prefix + r'c\d+')  # TODO: ndim == 0 case?
+            prog = re.compile(self._data_key_prefix + r"c\d+")  # TODO: ndim == 0 case?
             # get chunk keys, excluding the prefix
             members = self.chunk_store.list_prefix(self._data_path)
             # count the chunk keys
             return sum(1 for k in members if prog.match(k))
         else:
             # key pattern for chunk keys
-            prog = re.compile(r'\.'.join([r'\d+'] * min(1, self.ndim)))
+            prog = re.compile(r"\.".join([r"\d+"] * min(1, self.ndim)))
 
             # count chunk keys
             return sum(1 for k in listdir(self.chunk_store, self._path) if prog.match(k))
@@ -605,11 +610,11 @@ def meta_array(self):
 
     def __eq__(self, other):
         return (
-            isinstance(other, Array) and
-            self.store == other.store and
-            self.read_only == other.read_only and
-            self.path == other.path and
-            not self._is_view
+            isinstance(other, Array)
+            and self.store == other.store
+            and self.read_only == other.read_only
+            and self.path == other.path
+            and not self._is_view
             # N.B., no need to compare other properties, should be covered by
             # store comparison
         )
@@ -664,10 +669,10 @@ def islice(self, start=None, end=None):
             end = self.shape[0]
 
         if not isinstance(start, int) or start < 0:
-            raise ValueError('start must be a nonnegative integer')
+            raise ValueError("start must be a nonnegative integer")
 
         if not isinstance(end, int) or end < 0:
-            raise ValueError('end must be a nonnegative integer')
+            raise ValueError("end must be a nonnegative integer")
 
         # Avoid repeatedly decompressing chunks by iterating over the chunks
         # in the first dimension.
@@ -675,7 +680,7 @@ def islice(self, start=None, end=None):
         chunk = None
         for j in range(start, end):
             if j % chunk_size == 0:
-                chunk = self[j: j + chunk_size]
+                chunk = self[j : j + chunk_size]
             # init chunk if we start offset of chunk borders
             elif chunk is None:
                 chunk_start = j - j % chunk_size
@@ -691,7 +696,7 @@ def __len__(self):
             return self.shape[0]
         else:
             # 0-dimensional array, same error message as numpy
-            raise TypeError('len() of unsized object')
+            raise TypeError("len() of unsized object")
 
     def __getitem__(self, selection):
         """Retrieve data for an item or region of the array.
@@ -960,11 +965,9 @@ def get_basic_selection(self, selection=Ellipsis, out=None, fields=None):
 
         # handle zero-dimensional arrays
         if self._shape == ():
-            return self._get_basic_selection_zd(selection=selection, out=out,
-                                                fields=fields)
+            return self._get_basic_selection_zd(selection=selection, out=out, fields=fields)
         else:
-            return self._get_basic_selection_nd(selection=selection, out=out,
-                                                fields=fields)
+            return self._get_basic_selection_nd(selection=selection, out=out, fields=fields)
 
     def _get_basic_selection_zd(self, selection, out=None, fields=None):
         # special case basic selection for zero-dimensional array
@@ -1371,10 +1374,11 @@ def _get_selection(self, indexer, out=None, fields=None):
 
         # setup output array
         if out is None:
-            out = np.empty_like(self._meta_array, shape=out_shape,
-                                dtype=out_dtype, order=self._order)
+            out = np.empty_like(
+                self._meta_array, shape=out_shape, dtype=out_dtype, order=self._order
+            )
         else:
-            check_array_shape('out', out, out_shape)
+            check_array_shape("out", out, out_shape)
 
         # iterate over chunks
 
@@ -1382,8 +1386,12 @@ def _get_selection(self, indexer, out=None, fields=None):
             # allow storage to get multiple items at once
             lchunk_coords, lchunk_selection, lout_selection = zip(*indexer)
             self._chunk_getitems(
-                lchunk_coords, lchunk_selection, out, lout_selection,
-                drop_axes=indexer.drop_axes, fields=fields
+                lchunk_coords,
+                lchunk_selection,
+                out,
+                lout_selection,
+                drop_axes=indexer.drop_axes,
+                fields=fields,
             )
         if out.shape:
             return out
@@ -1753,7 +1761,7 @@ def set_coordinate_selection(self, selection, value, fields=None):
             except TypeError:
                 # Handle types like `list` or `tuple`
                 value = np.array(value, like=self._meta_array)
-        if hasattr(value, 'shape') and len(value.shape) > 1:
+        if hasattr(value, "shape") and len(value.shape) > 1:
             value = value.reshape(-1)
 
         self._set_selection(indexer, value, fields=fields)
@@ -1998,13 +2006,16 @@ def _set_selection(self, indexer, value, fields=None):
             # setting a scalar value
             pass
         else:
-            if not hasattr(value, 'shape'):
+            if not hasattr(value, "shape"):
                 value = np.asanyarray(value, like=self._meta_array)
-            check_array_shape('value', value, sel_shape)
+            check_array_shape("value", value, sel_shape)
 
         # iterate over chunks in range
-        if not hasattr(self.chunk_store, "setitems") or self._synchronizer is not None \
-           or any(map(lambda x: x == 0, self.shape)):
+        if (
+            not hasattr(self.chunk_store, "setitems")
+            or self._synchronizer is not None
+            or any(map(lambda x: x == 0, self.shape))
+        ):
             # iterative approach
             for chunk_coords, chunk_selection, out_selection in indexer:
 
@@ -2044,8 +2055,7 @@ def _set_selection(self, indexer, value, fields=None):
                         cv = chunk_value[item]
                     chunk_values.append(cv)
 
-            self._chunk_setitems(lchunk_coords, lchunk_selection, chunk_values,
-                                 fields=fields)
+            self._chunk_setitems(lchunk_coords, lchunk_selection, chunk_values, fields=fields)
 
     def _process_chunk(
         self,
@@ -2059,23 +2069,22 @@ def _process_chunk(
         partial_read_decode=False,
     ):
         """Take binary data from storage and fill output array"""
-        if (out_is_ndarray and
-                not fields and
-                is_contiguous_selection(out_selection) and
-                is_total_slice(chunk_selection, self._chunks) and
-                not self._filters and
-                self._dtype != object):
+        if (
+            out_is_ndarray
+            and not fields
+            and is_contiguous_selection(out_selection)
+            and is_total_slice(chunk_selection, self._chunks)
+            and not self._filters
+            and self._dtype != object
+        ):
 
             dest = out[out_selection]
             # Assume that array-like objects that doesn't have a
             # `writeable` flag is writable.
             dest_is_writable = getattr(dest, "writeable", True)
-            write_direct = (
-                dest_is_writable and
-                (
-                    (self._order == 'C' and dest.flags.c_contiguous) or
-                    (self._order == 'F' and dest.flags.f_contiguous)
-                )
+            write_direct = dest_is_writable and (
+                (self._order == "C" and dest.flags.c_contiguous)
+                or (self._order == "F" and dest.flags.f_contiguous)
             )
 
             if write_direct:
@@ -2104,9 +2113,7 @@ def _process_chunk(
                 index_selection = PartialChunkIterator(chunk_selection, self.chunks)
                 for start, nitems, partial_out_selection in index_selection:
                     expected_shape = [
-                        len(
-                            range(*partial_out_selection[i].indices(self.chunks[0] + 1))
-                        )
+                        len(range(*partial_out_selection[i].indices(self.chunks[0] + 1)))
                         if i < len(partial_out_selection)
                         else dim
                         for i, dim in enumerate(self.chunks)
@@ -2143,8 +2150,9 @@ def _process_chunk(
         # store selected data in output
         out[out_selection] = tmp
 
-    def _chunk_getitems(self, lchunk_coords, lchunk_selection, out, lout_selection,
-                        drop_axes=None, fields=None):
+    def _chunk_getitems(
+        self, lchunk_coords, lchunk_selection, out, lout_selection, drop_axes=None, fields=None
+    ):
         """Obtain part or whole of chunks.
 
         Parameters
@@ -2238,8 +2246,10 @@ def _chunk_getitems(self, lchunk_coords, lchunk_selection, out, lout_selection,
 
     def _chunk_setitems(self, lchunk_coords, lchunk_selection, values, fields=None):
         ckeys = map(self._chunk_key, lchunk_coords)
-        cdatas = {key: self._process_for_setitem(key, sel, val, fields=fields)
-                  for key, sel, val in zip(ckeys, lchunk_selection, values)}
+        cdatas = {
+            key: self._process_for_setitem(key, sel, val, fields=fields)
+            for key, sel, val in zip(ckeys, lchunk_selection, values)
+        }
         to_store = {}
         if not self.write_empty_chunks:
             empty_chunks = {k: v for k, v in cdatas.items() if all_equal(self.fill_value, v)}
@@ -2291,8 +2301,7 @@ def _chunk_setitem(self, chunk_coords, chunk_selection, value, fields=None):
             lock = self._synchronizer[ckey]
 
         with lock:
-            self._chunk_setitem_nosync(chunk_coords, chunk_selection, value,
-                                       fields=fields)
+            self._chunk_setitem_nosync(chunk_coords, chunk_selection, value, fields=fields)
 
     def _chunk_setitem_nosync(self, chunk_coords, chunk_selection, value, fields=None):
         ckey = self._chunk_key(chunk_coords)
@@ -2354,7 +2363,7 @@ def _process_for_setitem(self, ckey, chunk_selection, value, fields=None):
                 # decode chunk
                 chunk = self._decode_chunk(cdata)
                 if not chunk.flags.writeable:
-                    chunk = chunk.copy(order='K')
+                    chunk = chunk.copy(order="K")
 
             # modify
             if fields:
@@ -2372,8 +2381,12 @@ def _chunk_key(self, chunk_coords):
             # where P = self._key_prefix,  i, j, ... = chunk_coords
             # e.g. c0/2/3 for 3d array with chunk index (0, 2, 3)
             # https://zarr-specs.readthedocs.io/en/core-protocol-v3.0-dev/protocol/core/v3.0.html#regular-grids
-            return ("data/root/" + self._key_prefix +
-                    "c" + self._dimension_separator.join(map(str, chunk_coords)))
+            return (
+                "data/root/"
+                + self._key_prefix
+                + "c"
+                + self._dimension_separator.join(map(str, chunk_coords))
+            )
         else:
             return self._key_prefix + self._dimension_separator.join(map(str, chunk_coords))
 
@@ -2382,8 +2395,7 @@ def _decode_chunk(self, cdata, start=None, nitems=None, expected_shape=None):
         if self._compressor:
             # only decode requested items
             if (
-                all(x is not None for x in [start, nitems])
-                and self._compressor.codec_id == "blosc"
+                all(x is not None for x in [start, nitems]) and self._compressor.codec_id == "blosc"
             ) and hasattr(self._compressor, "decode_partial"):
                 chunk = self._compressor.decode_partial(cdata, start, nitems)
             else:
@@ -2408,10 +2420,10 @@ def _decode_chunk(self, cdata, start=None, nitems=None, expected_shape=None):
             # codec in the filter chain, i.e., a filter that converts from object
             # array to something else during encoding, and converts back to object
             # array during decoding.
-            raise RuntimeError('cannot read object array without object codec')
+            raise RuntimeError("cannot read object array without object codec")
 
         # ensure correct chunk shape
-        chunk = chunk.reshape(-1, order='A')
+        chunk = chunk.reshape(-1, order="A")
         chunk = chunk.reshape(expected_shape or self._chunks, order=self._order)
 
         return chunk
@@ -2425,7 +2437,7 @@ def _encode_chunk(self, chunk):
 
         # check object encoding
         if ensure_ndarray_like(chunk).dtype == object:
-            raise RuntimeError('cannot write object array without object codec')
+            raise RuntimeError("cannot write object array without object codec")
 
         # compress
         if self._compressor:
@@ -2434,24 +2446,21 @@ def _encode_chunk(self, chunk):
             cdata = chunk
 
         # ensure in-memory data is immutable and easy to compare
-        if (
-            isinstance(self.chunk_store, KVStore)
-            or isinstance(self._chunk_store, KVStore)
-        ):
+        if isinstance(self.chunk_store, KVStore) or isinstance(self._chunk_store, KVStore):
             cdata = ensure_bytes(cdata)
 
         return cdata
 
     def __repr__(self):
         t = type(self)
-        r = '<{}.{}'.format(t.__module__, t.__name__)
+        r = "<{}.{}".format(t.__module__, t.__name__)
         if self.name:
-            r += ' %r' % self.name
-        r += ' %s' % str(self.shape)
-        r += ' %s' % self.dtype
+            r += " %r" % self.name
+        r += " %s" % str(self.shape)
+        r += " %s" % self.dtype
         if self._read_only:
-            r += ' read-only'
-        r += '>'
+            r += " read-only"
+        r += ">"
         return r
 
     @property
@@ -2483,13 +2492,12 @@ def info_items(self):
         return self._synchronized_op(self._info_items_nosync)
 
     def _info_items_nosync(self):
-
         def typestr(o):
-            return '{}.{}'.format(type(o).__module__, type(o).__name__)
+            return "{}.{}".format(type(o).__module__, type(o).__name__)
 
         def bytestr(n):
             if n > 2**10:
-                return '{} ({})'.format(n, human_readable_size(n))
+                return "{} ({})".format(n, human_readable_size(n))
             else:
                 return str(n)
 
@@ -2497,41 +2505,39 @@ def bytestr(n):
 
         # basic info
         if self.name is not None:
-            items += [('Name', self.name)]
+            items += [("Name", self.name)]
         items += [
-            ('Type', typestr(self)),
-            ('Data type', '%s' % self.dtype),
-            ('Shape', str(self.shape)),
-            ('Chunk shape', str(self.chunks)),
-            ('Order', self.order),
-            ('Read-only', str(self.read_only)),
+            ("Type", typestr(self)),
+            ("Data type", "%s" % self.dtype),
+            ("Shape", str(self.shape)),
+            ("Chunk shape", str(self.chunks)),
+            ("Order", self.order),
+            ("Read-only", str(self.read_only)),
         ]
 
         # filters
         if self.filters:
             for i, f in enumerate(self.filters):
-                items += [('Filter [%s]' % i, repr(f))]
+                items += [("Filter [%s]" % i, repr(f))]
 
         # compressor
-        items += [('Compressor', repr(self.compressor))]
+        items += [("Compressor", repr(self.compressor))]
 
         # synchronizer
         if self._synchronizer is not None:
-            items += [('Synchronizer type', typestr(self._synchronizer))]
+            items += [("Synchronizer type", typestr(self._synchronizer))]
 
         # storage info
-        items += [('Store type', typestr(self._store))]
+        items += [("Store type", typestr(self._store))]
         if self._chunk_store is not None:
-            items += [('Chunk store type', typestr(self._chunk_store))]
-        items += [('No. bytes', bytestr(self.nbytes))]
+            items += [("Chunk store type", typestr(self._chunk_store))]
+        items += [("No. bytes", bytestr(self.nbytes))]
         if self.nbytes_stored > 0:
             items += [
-                ('No. bytes stored', bytestr(self.nbytes_stored)),
-                ('Storage ratio', '%.1f' % (self.nbytes / self.nbytes_stored)),
+                ("No. bytes stored", bytestr(self.nbytes_stored)),
+                ("Storage ratio", "%.1f" % (self.nbytes / self.nbytes_stored)),
             ]
-        items += [
-            ('Chunks initialized', '{}/{}'.format(self.nchunks_initialized, self.nchunks))
-        ]
+        items += [("Chunks initialized", "{}/{}".format(self.nchunks_initialized, self.nchunks))]
 
         return items
 
@@ -2590,7 +2596,7 @@ def hexdigest(self, hashname="sha1"):
 
         # This is a bytes object on Python 3 and we want a str.
         if type(checksum) is not str:
-            checksum = checksum.decode('utf8')
+            checksum = checksum.decode("utf8")
 
         return checksum
 
@@ -2682,8 +2688,7 @@ def _resize_nosync(self, *args):
 
         # determine the new number and arrangement of chunks
         chunks = self._chunks
-        new_cdata_shape = tuple(math.ceil(s / c)
-                                for s, c in zip(new_shape, chunks))
+        new_cdata_shape = tuple(math.ceil(s / c) for s, c in zip(new_shape, chunks))
 
         # remove any chunks not within range
         #   The idea is that, along each dimension,
@@ -2752,18 +2757,18 @@ def append(self, data, axis=0):
     def _append_nosync(self, data, axis=0):
 
         # ensure data is array-like
-        if not hasattr(data, 'shape'):
+        if not hasattr(data, "shape"):
             data = np.asanyarray(data, like=self._meta_array)
 
         # ensure shapes are compatible for non-append dimensions
-        self_shape_preserved = tuple(s for i, s in enumerate(self._shape)
-                                     if i != axis)
-        data_shape_preserved = tuple(s for i, s in enumerate(data.shape)
-                                     if i != axis)
+        self_shape_preserved = tuple(s for i, s in enumerate(self._shape) if i != axis)
+        data_shape_preserved = tuple(s for i, s in enumerate(data.shape) if i != axis)
         if self_shape_preserved != data_shape_preserved:
-            raise ValueError('shape of data to append is not compatible with the array; '
-                             'all dimensions must match except for the dimension being '
-                             'appended')
+            raise ValueError(
+                "shape of data to append is not compatible with the array; "
+                "all dimensions must match except for the dimension being "
+                "appended"
+            )
 
         # remember old shape
         old_shape = self._shape
@@ -2787,9 +2792,16 @@ def _append_nosync(self, data, axis=0):
 
         return new_shape
 
-    def view(self, shape=None, chunks=None, dtype=None,
-             fill_value=None, filters=None, read_only=None,
-             synchronizer=None):
+    def view(
+        self,
+        shape=None,
+        chunks=None,
+        dtype=None,
+        fill_value=None,
+        filters=None,
+        read_only=None,
+        synchronizer=None,
+    ):
         """Return an array sharing the same data.
 
         Parameters
@@ -2904,8 +2916,15 @@ def view(self, shape=None, chunks=None, dtype=None,
             read_only = self._read_only
         if synchronizer is None:
             synchronizer = self._synchronizer
-        a = Array(store=store, path=path, chunk_store=chunk_store, read_only=read_only,
-                  synchronizer=synchronizer, cache_metadata=True, zarr_version=self._version)
+        a = Array(
+            store=store,
+            path=path,
+            chunk_store=chunk_store,
+            read_only=read_only,
+            synchronizer=synchronizer,
+            cache_metadata=True,
+            zarr_version=self._version,
+        )
         a._is_view = True
 
         # allow override of some properties
diff --git a/zarr/creation.py b/zarr/creation.py
index dc8b8a157d..726d0b5932 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -11,18 +11,42 @@
     ContainsArrayError,
     ContainsGroupError,
 )
-from zarr.storage import (contains_array, contains_group, default_compressor,
-                          init_array, normalize_storage_path,
-                          normalize_store_arg)
+from zarr.storage import (
+    contains_array,
+    contains_group,
+    default_compressor,
+    init_array,
+    normalize_storage_path,
+    normalize_store_arg,
+)
 from zarr.util import normalize_dimension_separator
 
 
-def create(shape, chunks=True, dtype=None, compressor='default',
-           fill_value: Optional[int] = 0, order='C', store=None, synchronizer=None,
-           overwrite=False, path=None, chunk_store=None, filters=None,
-           cache_metadata=True, cache_attrs=True, read_only=False,
-           object_codec=None, dimension_separator=None, write_empty_chunks=True,
-           *, zarr_version=None, meta_array=None, storage_transformers=(), **kwargs):
+def create(
+    shape,
+    chunks=True,
+    dtype=None,
+    compressor="default",
+    fill_value: Optional[int] = 0,
+    order="C",
+    store=None,
+    synchronizer=None,
+    overwrite=False,
+    path=None,
+    chunk_store=None,
+    filters=None,
+    cache_metadata=True,
+    cache_attrs=True,
+    read_only=False,
+    object_codec=None,
+    dimension_separator=None,
+    write_empty_chunks=True,
+    *,
+    zarr_version=None,
+    meta_array=None,
+    storage_transformers=(),
+    **kwargs,
+):
     """Create an array.
 
     Parameters
@@ -150,11 +174,11 @@ def create(shape, chunks=True, dtype=None, compressor='default',
 
     """
     if zarr_version is None and store is None:
-        zarr_version = getattr(chunk_store, '_store_version', DEFAULT_ZARR_VERSION)
+        zarr_version = getattr(chunk_store, "_store_version", DEFAULT_ZARR_VERSION)
 
     # handle polymorphic store arg
     store = normalize_store_arg(store, zarr_version=zarr_version, mode="w")
-    zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
+    zarr_version = getattr(store, "_store_version", DEFAULT_ZARR_VERSION)
 
     # API compatibility with h5py
     compressor, fill_value = _kwargs_compat(compressor, fill_value, kwargs)
@@ -168,22 +192,43 @@ def create(shape, chunks=True, dtype=None, compressor='default',
             raise ValueError(
                 f"Specified dimension_separator: {dimension_separator}"
                 f"conflicts with store's separator: "
-                f"{store_separator}")
+                f"{store_separator}"
+            )
     dimension_separator = normalize_dimension_separator(dimension_separator)
 
     if zarr_version > 2 and path is None:
-        path = '/'
+        path = "/"
 
     # initialize array metadata
-    init_array(store, shape=shape, chunks=chunks, dtype=dtype, compressor=compressor,
-               fill_value=fill_value, order=order, overwrite=overwrite, path=path,
-               chunk_store=chunk_store, filters=filters, object_codec=object_codec,
-               dimension_separator=dimension_separator, storage_transformers=storage_transformers)
+    init_array(
+        store,
+        shape=shape,
+        chunks=chunks,
+        dtype=dtype,
+        compressor=compressor,
+        fill_value=fill_value,
+        order=order,
+        overwrite=overwrite,
+        path=path,
+        chunk_store=chunk_store,
+        filters=filters,
+        object_codec=object_codec,
+        dimension_separator=dimension_separator,
+        storage_transformers=storage_transformers,
+    )
 
     # instantiate array
-    z = Array(store, path=path, chunk_store=chunk_store, synchronizer=synchronizer,
-              cache_metadata=cache_metadata, cache_attrs=cache_attrs, read_only=read_only,
-              write_empty_chunks=write_empty_chunks, meta_array=meta_array)
+    z = Array(
+        store,
+        path=path,
+        chunk_store=chunk_store,
+        synchronizer=synchronizer,
+        cache_metadata=cache_metadata,
+        cache_attrs=cache_attrs,
+        read_only=read_only,
+        write_empty_chunks=write_empty_chunks,
+        meta_array=meta_array,
+    )
 
     return z
 
@@ -193,7 +238,7 @@ def _kwargs_compat(compressor, fill_value, kwargs):
     # to be compatible with h5py, as well as backwards-compatible with Zarr
     # 1.x, accept 'compression' and 'compression_opts' keyword arguments
 
-    if compressor != 'default':
+    if compressor != "default":
         # 'compressor' overrides 'compression'
         if "compression" in kwargs:
             warn(
@@ -208,14 +253,14 @@ def _kwargs_compat(compressor, fill_value, kwargs):
             )
             del kwargs["compression_opts"]
 
-    elif 'compression' in kwargs:
-        compression = kwargs.pop('compression')
-        compression_opts = kwargs.pop('compression_opts', None)
+    elif "compression" in kwargs:
+        compression = kwargs.pop("compression")
+        compression_opts = kwargs.pop("compression_opts", None)
 
-        if compression is None or compression == 'none':
+        if compression is None or compression == "none":
             compressor = None
 
-        elif compression == 'default':
+        elif compression == "default":
             compressor = default_compressor
 
         elif isinstance(compression, str):
@@ -233,21 +278,21 @@ def _kwargs_compat(compressor, fill_value, kwargs):
                 compressor = codec_cls(compression_opts)
 
         # be lenient here if user gives compressor as 'compression'
-        elif hasattr(compression, 'get_config'):
+        elif hasattr(compression, "get_config"):
             compressor = compression
 
         else:
-            raise ValueError('bad value for compression: %r' % compression)
+            raise ValueError("bad value for compression: %r" % compression)
 
     # handle 'fillvalue'
-    if 'fillvalue' in kwargs:
+    if "fillvalue" in kwargs:
         # to be compatible with h5py, accept 'fillvalue' instead of
         # 'fill_value'
-        fill_value = kwargs.pop('fillvalue')
+        fill_value = kwargs.pop("fillvalue")
 
     # ignore other keyword arguments
     for k in kwargs:
-        warn('ignoring keyword argument %r' % k)
+        warn("ignoring keyword argument %r" % k)
 
     return compressor, fill_value
 
@@ -334,16 +379,13 @@ def _get_shape_chunks(a):
     shape = None
     chunks = None
 
-    if hasattr(a, 'shape') and \
-            isinstance(a.shape, tuple):
+    if hasattr(a, "shape") and isinstance(a.shape, tuple):
         shape = a.shape
 
-        if hasattr(a, 'chunks') and \
-                isinstance(a.chunks, tuple) and \
-                (len(a.chunks) == len(a.shape)):
+        if hasattr(a, "chunks") and isinstance(a.chunks, tuple) and (len(a.chunks) == len(a.shape)):
             chunks = a.chunks
 
-        elif hasattr(a, 'chunklen'):
+        elif hasattr(a, "chunklen"):
             # bcolz carray
             chunks = (a.chunklen,) + a.shape[1:]
 
@@ -368,27 +410,27 @@ def array(data, **kwargs):
     """
 
     # ensure data is array-like
-    if not hasattr(data, 'shape') or not hasattr(data, 'dtype'):
+    if not hasattr(data, "shape") or not hasattr(data, "dtype"):
         data = np.asanyarray(data)
 
     # setup dtype
-    kw_dtype = kwargs.get('dtype')
+    kw_dtype = kwargs.get("dtype")
     if kw_dtype is None:
-        kwargs['dtype'] = data.dtype
+        kwargs["dtype"] = data.dtype
     else:
-        kwargs['dtype'] = kw_dtype
+        kwargs["dtype"] = kw_dtype
 
     # setup shape and chunks
     data_shape, data_chunks = _get_shape_chunks(data)
-    kwargs['shape'] = data_shape
-    kw_chunks = kwargs.get('chunks')
+    kwargs["shape"] = data_shape
+    kw_chunks = kwargs.get("chunks")
     if kw_chunks is None:
-        kwargs['chunks'] = data_chunks
+        kwargs["chunks"] = data_chunks
     else:
-        kwargs['chunks'] = kw_chunks
+        kwargs["chunks"] = kw_chunks
 
     # pop read-only to apply after storing the data
-    read_only = kwargs.pop('read_only', False)
+    read_only = kwargs.pop("read_only", False)
 
     # instantiate array
     z = create(**kwargs)
@@ -425,7 +467,7 @@ def open_array(
     zarr_version=None,
     dimension_separator=None,
     meta_array=None,
-    **kwargs
+    **kwargs,
 ):
     """Open an array using file-mode-like semantics.
 
@@ -539,27 +581,27 @@ def open_array(
     # a : read/write if exists, create otherwise (default)
 
     if zarr_version is None and store is None:
-        zarr_version = getattr(chunk_store, '_store_version', DEFAULT_ZARR_VERSION)
+        zarr_version = getattr(chunk_store, "_store_version", DEFAULT_ZARR_VERSION)
 
     # handle polymorphic store arg
-    store = normalize_store_arg(store, storage_options=storage_options,
-                                mode=mode, zarr_version=zarr_version)
-    zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
+    store = normalize_store_arg(
+        store, storage_options=storage_options, mode=mode, zarr_version=zarr_version
+    )
+    zarr_version = getattr(store, "_store_version", DEFAULT_ZARR_VERSION)
     if chunk_store is not None:
-        chunk_store = normalize_store_arg(chunk_store,
-                                          storage_options=storage_options,
-                                          mode=mode,
-                                          zarr_version=zarr_version)
+        chunk_store = normalize_store_arg(
+            chunk_store, storage_options=storage_options, mode=mode, zarr_version=zarr_version
+        )
 
     # respect the dimension separator specified in a store, if present
     if dimension_separator is None:
-        if hasattr(store, '_dimension_separator'):
+        if hasattr(store, "_dimension_separator"):
             dimension_separator = store._dimension_separator
         else:
-            dimension_separator = '.' if zarr_version == 2 else '/'
+            dimension_separator = "." if zarr_version == 2 else "/"
 
     if zarr_version == 3 and path is None:
-        path = 'array'  # TODO: raise ValueError instead?
+        path = "array"  # TODO: raise ValueError instead?
 
     path = normalize_storage_path(path)
 
@@ -572,48 +614,84 @@ def open_array(
 
     # ensure store is initialized
 
-    if mode in ['r', 'r+']:
+    if mode in ["r", "r+"]:
         if not contains_array(store, path=path):
             if contains_group(store, path=path):
                 raise ContainsGroupError(path)
             raise ArrayNotFoundError(path)
 
-    elif mode == 'w':
-        init_array(store, shape=shape, chunks=chunks, dtype=dtype,
-                   compressor=compressor, fill_value=fill_value,
-                   order=order, filters=filters, overwrite=True, path=path,
-                   object_codec=object_codec, chunk_store=chunk_store,
-                   dimension_separator=dimension_separator)
-
-    elif mode == 'a':
+    elif mode == "w":
+        init_array(
+            store,
+            shape=shape,
+            chunks=chunks,
+            dtype=dtype,
+            compressor=compressor,
+            fill_value=fill_value,
+            order=order,
+            filters=filters,
+            overwrite=True,
+            path=path,
+            object_codec=object_codec,
+            chunk_store=chunk_store,
+            dimension_separator=dimension_separator,
+        )
+
+    elif mode == "a":
         if not contains_array(store, path=path):
             if contains_group(store, path=path):
                 raise ContainsGroupError(path)
-            init_array(store, shape=shape, chunks=chunks, dtype=dtype,
-                       compressor=compressor, fill_value=fill_value,
-                       order=order, filters=filters, path=path,
-                       object_codec=object_codec, chunk_store=chunk_store,
-                       dimension_separator=dimension_separator)
+            init_array(
+                store,
+                shape=shape,
+                chunks=chunks,
+                dtype=dtype,
+                compressor=compressor,
+                fill_value=fill_value,
+                order=order,
+                filters=filters,
+                path=path,
+                object_codec=object_codec,
+                chunk_store=chunk_store,
+                dimension_separator=dimension_separator,
+            )
 
-    elif mode in ['w-', 'x']:
+    elif mode in ["w-", "x"]:
         if contains_group(store, path=path):
             raise ContainsGroupError(path)
         elif contains_array(store, path=path):
             raise ContainsArrayError(path)
         else:
-            init_array(store, shape=shape, chunks=chunks, dtype=dtype,
-                       compressor=compressor, fill_value=fill_value,
-                       order=order, filters=filters, path=path,
-                       object_codec=object_codec, chunk_store=chunk_store,
-                       dimension_separator=dimension_separator)
+            init_array(
+                store,
+                shape=shape,
+                chunks=chunks,
+                dtype=dtype,
+                compressor=compressor,
+                fill_value=fill_value,
+                order=order,
+                filters=filters,
+                path=path,
+                object_codec=object_codec,
+                chunk_store=chunk_store,
+                dimension_separator=dimension_separator,
+            )
 
     # determine read only status
-    read_only = mode == 'r'
+    read_only = mode == "r"
 
     # instantiate array
-    z = Array(store, read_only=read_only, synchronizer=synchronizer,
-              cache_metadata=cache_metadata, cache_attrs=cache_attrs, path=path,
-              chunk_store=chunk_store, write_empty_chunks=write_empty_chunks, meta_array=meta_array)
+    z = Array(
+        store,
+        read_only=read_only,
+        synchronizer=synchronizer,
+        cache_metadata=cache_metadata,
+        cache_attrs=cache_attrs,
+        path=path,
+        chunk_store=chunk_store,
+        write_empty_chunks=write_empty_chunks,
+        meta_array=meta_array,
+    )
 
     return z
 
@@ -622,21 +700,21 @@ def _like_args(a, kwargs):
 
     shape, chunks = _get_shape_chunks(a)
     if shape is not None:
-        kwargs.setdefault('shape', shape)
+        kwargs.setdefault("shape", shape)
     if chunks is not None:
-        kwargs.setdefault('chunks', chunks)
+        kwargs.setdefault("chunks", chunks)
 
-    if hasattr(a, 'dtype'):
-        kwargs.setdefault('dtype', a.dtype)
+    if hasattr(a, "dtype"):
+        kwargs.setdefault("dtype", a.dtype)
 
     if isinstance(a, Array):
-        kwargs.setdefault('compressor', a.compressor)
-        kwargs.setdefault('order', a.order)
-        kwargs.setdefault('filters', a.filters)
-        kwargs.setdefault('zarr_version', a._version)
+        kwargs.setdefault("compressor", a.compressor)
+        kwargs.setdefault("order", a.order)
+        kwargs.setdefault("filters", a.filters)
+        kwargs.setdefault("zarr_version", a._version)
     else:
-        kwargs.setdefault('compressor', 'default')
-        kwargs.setdefault('order', 'C')
+        kwargs.setdefault("compressor", "default")
+        kwargs.setdefault("order", "C")
 
 
 def empty_like(a, **kwargs):
@@ -661,7 +739,7 @@ def full_like(a, **kwargs):
     """Create a filled array like `a`."""
     _like_args(a, kwargs)
     if isinstance(a, Array):
-        kwargs.setdefault('fill_value', a.fill_value)
+        kwargs.setdefault("fill_value", a.fill_value)
     return full(**kwargs)
 
 
@@ -669,5 +747,5 @@ def open_like(a, path, **kwargs):
     """Open a persistent array like `a`."""
     _like_args(a, kwargs)
     if isinstance(a, Array):
-        kwargs.setdefault('fill_value', a.fill_value)
+        kwargs.setdefault("fill_value", a.fill_value)
     return open_array(path, **kwargs)
diff --git a/zarr/errors.py b/zarr/errors.py
index 808cbe99a4..30c9b13d39 100644
--- a/zarr/errors.py
+++ b/zarr/errors.py
@@ -67,8 +67,9 @@ def __init__(self):
 
 
 def err_too_many_indices(selection, shape):
-    raise IndexError('too many indices for array; expected {}, got {}'
-                     .format(len(shape), len(selection)))
+    raise IndexError(
+        "too many indices for array; expected {}, got {}".format(len(shape), len(selection))
+    )
 
 
 class VindexInvalidSelectionError(_BaseZarrIndexError):
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 18e7ac7863..c7cc5c6fe2 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -3,12 +3,27 @@
 
 import numpy as np
 
-from zarr._storage.store import (_get_metadata_suffix, data_root, meta_root,
-                                 DEFAULT_ZARR_VERSION, assert_zarr_v3_api_available)
+from zarr._storage.store import (
+    _get_metadata_suffix,
+    data_root,
+    meta_root,
+    DEFAULT_ZARR_VERSION,
+    assert_zarr_v3_api_available,
+)
 from zarr.attrs import Attributes
 from zarr.core import Array
-from zarr.creation import (array, create, empty, empty_like, full, full_like,
-                           ones, ones_like, zeros, zeros_like)
+from zarr.creation import (
+    array,
+    create,
+    empty,
+    empty_like,
+    full,
+    full_like,
+    ones,
+    ones_like,
+    zeros,
+    zeros_like,
+)
 from zarr.errors import (
     ContainsArrayError,
     ContainsGroupError,
@@ -120,12 +135,21 @@ class Group(MutableMapping):
 
     """
 
-    def __init__(self, store, path=None, read_only=False, chunk_store=None,
-                 cache_attrs=True, synchronizer=None, zarr_version=None, *,
-                 meta_array=None):
+    def __init__(
+        self,
+        store,
+        path=None,
+        read_only=False,
+        chunk_store=None,
+        cache_attrs=True,
+        synchronizer=None,
+        zarr_version=None,
+        *,
+        meta_array=None
+    ):
         store: BaseStore = _normalize_store_arg(store, zarr_version=zarr_version)
         if zarr_version is None:
-            zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
+            zarr_version = getattr(store, "_store_version", DEFAULT_ZARR_VERSION)
 
         if zarr_version != 2:
             assert_zarr_v3_api_available()
@@ -136,9 +160,9 @@ def __init__(self, store, path=None, read_only=False, chunk_store=None,
         self._chunk_store = chunk_store
         self._path = normalize_storage_path(path)
         if self._path:
-            self._key_prefix = self._path + '/'
+            self._key_prefix = self._path + "/"
         else:
-            self._key_prefix = ''
+            self._key_prefix = ""
         self._read_only = read_only
         self._synchronizer = synchronizer
         if meta_array is not None:
@@ -182,8 +206,9 @@ def __init__(self, store, path=None, read_only=False, chunk_store=None,
             # Note: mkey doesn't actually exist for implicit groups, but the
             # object can still be created.
             akey = mkey
-        self._attrs = Attributes(store, key=akey, read_only=read_only,
-                                 cache=cache_attrs, synchronizer=synchronizer)
+        self._attrs = Attributes(
+            store, key=akey, read_only=read_only, cache=cache_attrs, synchronizer=synchronizer
+        )
 
         # setup info
         self._info = InfoReporter(self)
@@ -204,15 +229,15 @@ def name(self):
         if self._path:
             # follow h5py convention: add leading slash
             name = self._path
-            if name[0] != '/':
-                name = '/' + name
+            if name[0] != "/":
+                name = "/" + name
             return name
-        return '/'
+        return "/"
 
     @property
     def basename(self):
         """Final component of name."""
-        return self.name.split('/')[-1]
+        return self.name.split("/")[-1]
 
     @property
     def read_only(self):
@@ -252,10 +277,10 @@ def meta_array(self):
 
     def __eq__(self, other):
         return (
-            isinstance(other, Group) and
-            self._store == other.store and
-            self._read_only == other.read_only and
-            self._path == other.path
+            isinstance(other, Group)
+            and self._store == other.store
+            and self._read_only == other.read_only
+            and self._path == other.path
             # N.B., no need to compare attributes, should be covered by
             # store comparison
         )
@@ -279,11 +304,10 @@ def __iter__(self):
         quux
 
         """
-        if getattr(self._store, '_store_version', 2) == 2:
+        if getattr(self._store, "_store_version", 2) == 2:
             for key in sorted(listdir(self._store, self._path)):
                 path = self._key_prefix + key
-                if (contains_array(self._store, path) or
-                        contains_group(self._store, path)):
+                if contains_array(self._store, path) or contains_group(self._store, path):
                     yield key
         else:
             # TODO: Should this iterate over data folders and/or metadata
@@ -296,15 +320,15 @@ def __iter__(self):
             # yield any groups or arrays
             sfx = self._metadata_key_suffix
             for key in keys:
-                len_suffix = len('.group') + len(sfx)  # same for .array
-                if key.endswith(('.group' + sfx, '.array' + sfx)):
+                len_suffix = len(".group") + len(sfx)  # same for .array
+                if key.endswith((".group" + sfx, ".array" + sfx)):
                     yield key[name_start:-len_suffix]
 
             # also yield any implicit groups
             for prefix in prefixes:
-                prefix = prefix.rstrip('/')
+                prefix = prefix.rstrip("/")
                 # only implicit if there is no .group.sfx file
-                if not prefix + '.group' + sfx in self._store:
+                if prefix + ".group" + sfx not in self._store:
                     yield prefix[name_start:]
 
             # Note: omit data/root/ to avoid duplicate listings
@@ -316,12 +340,12 @@ def __len__(self):
 
     def __repr__(self):
         t = type(self)
-        r = '<{}.{}'.format(t.__module__, t.__name__)
+        r = "<{}.{}".format(t.__module__, t.__name__)
         if self.name:
-            r += ' %r' % self.name
+            r += " %r" % self.name
         if self._read_only:
-            r += ' read-only'
-        r += '>'
+            r += " read-only"
+        r += ">"
         return r
 
     def __enter__(self):
@@ -333,39 +357,38 @@ def __exit__(self, exc_type, exc_val, exc_tb):
         self.store.close()
 
     def info_items(self):
-
         def typestr(o):
-            return '{}.{}'.format(type(o).__module__, type(o).__name__)
+            return "{}.{}".format(type(o).__module__, type(o).__name__)
 
         items = []
 
         # basic info
         if self.name is not None:
-            items += [('Name', self.name)]
+            items += [("Name", self.name)]
         items += [
-            ('Type', typestr(self)),
-            ('Read-only', str(self.read_only)),
+            ("Type", typestr(self)),
+            ("Read-only", str(self.read_only)),
         ]
 
         # synchronizer
         if self._synchronizer is not None:
-            items += [('Synchronizer type', typestr(self._synchronizer))]
+            items += [("Synchronizer type", typestr(self._synchronizer))]
 
         # storage info
-        items += [('Store type', typestr(self._store))]
+        items += [("Store type", typestr(self._store))]
         if self._chunk_store is not None:
-            items += [('Chunk store type', typestr(self._chunk_store))]
+            items += [("Chunk store type", typestr(self._chunk_store))]
 
         # members
-        items += [('No. members', len(self))]
+        items += [("No. members", len(self))]
         array_keys = sorted(self.array_keys())
         group_keys = sorted(self.group_keys())
-        items += [('No. arrays', len(array_keys))]
-        items += [('No. groups', len(group_keys))]
+        items += [("No. arrays", len(array_keys))]
+        items += [("No. groups", len(group_keys))]
         if array_keys:
-            items += [('Arrays', ', '.join(array_keys))]
+            items += [("Arrays", ", ".join(array_keys))]
         if group_keys:
-            items += [('Groups', ', '.join(group_keys))]
+            items += [("Groups", ", ".join(group_keys))]
 
         return items
 
@@ -385,7 +408,7 @@ def __setstate__(self, state):
         self.__init__(**state)
 
     def _item_path(self, item):
-        absolute = isinstance(item, str) and item and item[0] == '/'
+        absolute = isinstance(item, str) and item and item[0] == "/"
         path = normalize_storage_path(item)
         if not absolute and self._path:
             path = self._key_prefix + path
@@ -409,8 +432,9 @@ def __contains__(self, item):
 
         """
         path = self._item_path(item)
-        return contains_array(self._store, path) or \
-            contains_group(self._store, path, explicit_only=False)
+        return contains_array(self._store, path) or contains_group(
+            self._store, path, explicit_only=False
+        )
 
     def __getitem__(self, item):
         """Obtain a group member.
@@ -435,23 +459,41 @@ def __getitem__(self, item):
         """
         path = self._item_path(item)
         if contains_array(self._store, path):
-            return Array(self._store, read_only=self._read_only, path=path,
-                         chunk_store=self._chunk_store,
-                         synchronizer=self._synchronizer, cache_attrs=self.attrs.cache,
-                         zarr_version=self._version, meta_array=self._meta_array)
+            return Array(
+                self._store,
+                read_only=self._read_only,
+                path=path,
+                chunk_store=self._chunk_store,
+                synchronizer=self._synchronizer,
+                cache_attrs=self.attrs.cache,
+                zarr_version=self._version,
+                meta_array=self._meta_array,
+            )
         elif contains_group(self._store, path, explicit_only=True):
-            return Group(self._store, read_only=self._read_only, path=path,
-                         chunk_store=self._chunk_store, cache_attrs=self.attrs.cache,
-                         synchronizer=self._synchronizer, zarr_version=self._version,
-                         meta_array=self._meta_array)
+            return Group(
+                self._store,
+                read_only=self._read_only,
+                path=path,
+                chunk_store=self._chunk_store,
+                cache_attrs=self.attrs.cache,
+                synchronizer=self._synchronizer,
+                zarr_version=self._version,
+                meta_array=self._meta_array,
+            )
         elif self._version == 3:
-            implicit_group = meta_root + path + '/'
+            implicit_group = meta_root + path + "/"
             # non-empty folder in the metadata path implies an implicit group
             if self._store.list_prefix(implicit_group):
-                return Group(self._store, read_only=self._read_only, path=path,
-                             chunk_store=self._chunk_store, cache_attrs=self.attrs.cache,
-                             synchronizer=self._synchronizer, zarr_version=self._version,
-                             meta_array=self._meta_array)
+                return Group(
+                    self._store,
+                    read_only=self._read_only,
+                    path=path,
+                    chunk_store=self._chunk_store,
+                    cache_attrs=self.attrs.cache,
+                    synchronizer=self._synchronizer,
+                    zarr_version=self._version,
+                    meta_array=self._meta_array,
+                )
             else:
                 raise KeyError(item)
         else:
@@ -465,8 +507,9 @@ def __delitem__(self, item):
 
     def _delitem_nosync(self, item):
         path = self._item_path(item)
-        if contains_array(self._store, path) or \
-                contains_group(self._store, path, explicit_only=False):
+        if contains_array(self._store, path) or contains_group(
+            self._store, path, explicit_only=False
+        ):
             rmdir(self._store, path)
         else:
             raise KeyError(item)
@@ -510,13 +553,13 @@ def group_keys(self):
                     yield key
         else:
             dir_name = meta_root + self._path
-            group_sfx = '.group' + self._metadata_key_suffix
+            group_sfx = ".group" + self._metadata_key_suffix
             # The fact that we call sorted means this can't be a streaming generator.
             # The keys are already in memory.
             all_keys = sorted(listdir(self._store, dir_name))
             for key in all_keys:
                 if key.endswith(group_sfx):
-                    key = key[:-len(group_sfx)]
+                    key = key[: -len(group_sfx)]
                     if key in all_keys:
                         # otherwise we will double count this group
                         continue
@@ -555,7 +598,8 @@ def groups(self):
                         chunk_store=self._chunk_store,
                         cache_attrs=self.attrs.cache,
                         synchronizer=self._synchronizer,
-                        zarr_version=self._version)
+                        zarr_version=self._version,
+                    )
 
         else:
             for key in self.group_keys():
@@ -567,7 +611,8 @@ def groups(self):
                     chunk_store=self._chunk_store,
                     cache_attrs=self.attrs.cache,
                     synchronizer=self._synchronizer,
-                    zarr_version=self._version)
+                    zarr_version=self._version,
+                )
 
     def array_keys(self, recurse=False):
         """Return an iterator over member names for arrays only.
@@ -591,9 +636,7 @@ def array_keys(self, recurse=False):
         ['baz', 'quux']
 
         """
-        return self._array_iter(keys_only=True,
-                                method='array_keys',
-                                recurse=recurse)
+        return self._array_iter(keys_only=True, method="array_keys", recurse=recurse)
 
     def arrays(self, recurse=False):
         """Return an iterator over (name, value) pairs for arrays only.
@@ -619,9 +662,7 @@ def arrays(self, recurse=False):
         quux <class 'zarr.core.Array'>
 
         """
-        return self._array_iter(keys_only=False,
-                                method='arrays',
-                                recurse=recurse)
+        return self._array_iter(keys_only=False, method="arrays", recurse=recurse)
 
     def _array_iter(self, keys_only, method, recurse):
         if self._version == 2:
@@ -635,12 +676,12 @@ def _array_iter(self, keys_only, method, recurse):
                     yield from getattr(group, method)(recurse=recurse)
         else:
             dir_name = meta_root + self._path
-            array_sfx = '.array' + self._metadata_key_suffix
-            group_sfx = '.group' + self._metadata_key_suffix
+            array_sfx = ".array" + self._metadata_key_suffix
+            group_sfx = ".group" + self._metadata_key_suffix
 
             for key in sorted(listdir(self._store, dir_name)):
                 if key.endswith(array_sfx):
-                    key = key[:-len(array_sfx)]
+                    key = key[: -len(array_sfx)]
                     _key = key.rstrip("/")
                     yield _key if keys_only else (_key, self[key])
 
@@ -794,8 +835,7 @@ def visit(self, func):
         return self.visitvalues(lambda o: func(o.name[base_len:].lstrip("/")))
 
     def visitkeys(self, func):
-        """An alias for :py:meth:`~Group.visit`.
-        """
+        """An alias for :py:meth:`~Group.visit`."""
 
         return self.visit(func)
 
@@ -924,12 +964,17 @@ def _create_group_nosync(self, name, overwrite=False):
         path = self._item_path(name)
 
         # create terminal group
-        init_group(self._store, path=path, chunk_store=self._chunk_store,
-                   overwrite=overwrite)
-
-        return Group(self._store, path=path, read_only=self._read_only,
-                     chunk_store=self._chunk_store, cache_attrs=self.attrs.cache,
-                     synchronizer=self._synchronizer, zarr_version=self._version)
+        init_group(self._store, path=path, chunk_store=self._chunk_store, overwrite=overwrite)
+
+        return Group(
+            self._store,
+            path=path,
+            read_only=self._read_only,
+            chunk_store=self._chunk_store,
+            cache_attrs=self.attrs.cache,
+            synchronizer=self._synchronizer,
+            zarr_version=self._version,
+        )
 
     def create_groups(self, *names, **kwargs):
         """Convenience method to create multiple groups in a single call."""
@@ -960,20 +1005,26 @@ def require_group(self, name, overwrite=False):
 
         """
 
-        return self._write_op(self._require_group_nosync, name,
-                              overwrite=overwrite)
+        return self._write_op(self._require_group_nosync, name, overwrite=overwrite)
 
     def _require_group_nosync(self, name, overwrite=False):
         path = self._item_path(name)
 
         # create terminal group if necessary
         if not contains_group(self._store, path):
-            init_group(store=self._store, path=path, chunk_store=self._chunk_store,
-                       overwrite=overwrite)
+            init_group(
+                store=self._store, path=path, chunk_store=self._chunk_store, overwrite=overwrite
+            )
 
-        return Group(self._store, path=path, read_only=self._read_only,
-                     chunk_store=self._chunk_store, cache_attrs=self.attrs.cache,
-                     synchronizer=self._synchronizer, zarr_version=self._version)
+        return Group(
+            self._store,
+            path=path,
+            read_only=self._read_only,
+            chunk_store=self._chunk_store,
+            cache_attrs=self.attrs.cache,
+            synchronizer=self._synchronizer,
+            zarr_version=self._version,
+        )
 
     def require_groups(self, *names):
         """Convenience method to require multiple groups in a single call."""
@@ -1048,17 +1099,15 @@ def _create_dataset_nosync(self, name, data=None, **kwargs):
         path = self._item_path(name)
 
         # determine synchronizer
-        kwargs.setdefault('synchronizer', self._synchronizer)
-        kwargs.setdefault('cache_attrs', self.attrs.cache)
+        kwargs.setdefault("synchronizer", self._synchronizer)
+        kwargs.setdefault("cache_attrs", self.attrs.cache)
 
         # create array
         if data is None:
-            a = create(store=self._store, path=path, chunk_store=self._chunk_store,
-                       **kwargs)
+            a = create(store=self._store, path=path, chunk_store=self._chunk_store, **kwargs)
 
         else:
-            a = array(data, store=self._store, path=path, chunk_store=self._chunk_store,
-                      **kwargs)
+            a = array(data, store=self._store, path=path, chunk_store=self._chunk_store, **kwargs)
 
         return a
 
@@ -1084,11 +1133,11 @@ def require_dataset(self, name, shape, dtype=None, exact=False, **kwargs):
 
         """
 
-        return self._write_op(self._require_dataset_nosync, name, shape=shape,
-                              dtype=dtype, exact=exact, **kwargs)
+        return self._write_op(
+            self._require_dataset_nosync, name, shape=shape, dtype=dtype, exact=exact, **kwargs
+        )
 
-    def _require_dataset_nosync(self, name, shape, dtype=None, exact=False,
-                                **kwargs):
+    def _require_dataset_nosync(self, name, shape, dtype=None, exact=False, **kwargs):
 
         path = self._item_path(name)
 
@@ -1096,31 +1145,37 @@ def _require_dataset_nosync(self, name, shape, dtype=None, exact=False,
 
             # array already exists at path, validate that it is the right shape and type
 
-            synchronizer = kwargs.get('synchronizer', self._synchronizer)
-            cache_metadata = kwargs.get('cache_metadata', True)
-            cache_attrs = kwargs.get('cache_attrs', self.attrs.cache)
-            a = Array(self._store, path=path, read_only=self._read_only,
-                      chunk_store=self._chunk_store, synchronizer=synchronizer,
-                      cache_metadata=cache_metadata, cache_attrs=cache_attrs,
-                      meta_array=self._meta_array)
+            synchronizer = kwargs.get("synchronizer", self._synchronizer)
+            cache_metadata = kwargs.get("cache_metadata", True)
+            cache_attrs = kwargs.get("cache_attrs", self.attrs.cache)
+            a = Array(
+                self._store,
+                path=path,
+                read_only=self._read_only,
+                chunk_store=self._chunk_store,
+                synchronizer=synchronizer,
+                cache_metadata=cache_metadata,
+                cache_attrs=cache_attrs,
+                meta_array=self._meta_array,
+            )
             shape = normalize_shape(shape)
             if shape != a.shape:
-                raise TypeError('shape do not match existing array; expected {}, got {}'
-                                .format(a.shape, shape))
+                raise TypeError(
+                    "shape do not match existing array; expected {}, got {}".format(a.shape, shape)
+                )
             dtype = np.dtype(dtype)
             if exact:
                 if dtype != a.dtype:
-                    raise TypeError('dtypes do not match exactly; expected {}, got {}'
-                                    .format(a.dtype, dtype))
+                    raise TypeError(
+                        "dtypes do not match exactly; expected {}, got {}".format(a.dtype, dtype)
+                    )
             else:
                 if not np.can_cast(dtype, a.dtype):
-                    raise TypeError('dtypes ({}, {}) cannot be safely cast'
-                                    .format(dtype, a.dtype))
+                    raise TypeError("dtypes ({}, {}) cannot be safely cast".format(dtype, a.dtype))
             return a
 
         else:
-            return self._create_dataset_nosync(name, shape=shape, dtype=dtype,
-                                               **kwargs)
+            return self._create_dataset_nosync(name, shape=shape, dtype=dtype, **kwargs)
 
     def create(self, name, **kwargs):
         """Create an array. Keyword arguments as per
@@ -1129,10 +1184,9 @@ def create(self, name, **kwargs):
 
     def _create_nosync(self, name, **kwargs):
         path = self._item_path(name)
-        kwargs.setdefault('synchronizer', self._synchronizer)
-        kwargs.setdefault('cache_attrs', self.attrs.cache)
-        return create(store=self._store, path=path, chunk_store=self._chunk_store,
-                      **kwargs)
+        kwargs.setdefault("synchronizer", self._synchronizer)
+        kwargs.setdefault("cache_attrs", self.attrs.cache)
+        return create(store=self._store, path=path, chunk_store=self._chunk_store, **kwargs)
 
     def empty(self, name, **kwargs):
         """Create an array. Keyword arguments as per
@@ -1141,10 +1195,9 @@ def empty(self, name, **kwargs):
 
     def _empty_nosync(self, name, **kwargs):
         path = self._item_path(name)
-        kwargs.setdefault('synchronizer', self._synchronizer)
-        kwargs.setdefault('cache_attrs', self.attrs.cache)
-        return empty(store=self._store, path=path, chunk_store=self._chunk_store,
-                     **kwargs)
+        kwargs.setdefault("synchronizer", self._synchronizer)
+        kwargs.setdefault("cache_attrs", self.attrs.cache)
+        return empty(store=self._store, path=path, chunk_store=self._chunk_store, **kwargs)
 
     def zeros(self, name, **kwargs):
         """Create an array. Keyword arguments as per
@@ -1153,10 +1206,9 @@ def zeros(self, name, **kwargs):
 
     def _zeros_nosync(self, name, **kwargs):
         path = self._item_path(name)
-        kwargs.setdefault('synchronizer', self._synchronizer)
-        kwargs.setdefault('cache_attrs', self.attrs.cache)
-        return zeros(store=self._store, path=path, chunk_store=self._chunk_store,
-                     **kwargs)
+        kwargs.setdefault("synchronizer", self._synchronizer)
+        kwargs.setdefault("cache_attrs", self.attrs.cache)
+        return zeros(store=self._store, path=path, chunk_store=self._chunk_store, **kwargs)
 
     def ones(self, name, **kwargs):
         """Create an array. Keyword arguments as per
@@ -1165,8 +1217,8 @@ def ones(self, name, **kwargs):
 
     def _ones_nosync(self, name, **kwargs):
         path = self._item_path(name)
-        kwargs.setdefault('synchronizer', self._synchronizer)
-        kwargs.setdefault('cache_attrs', self.attrs.cache)
+        kwargs.setdefault("synchronizer", self._synchronizer)
+        kwargs.setdefault("cache_attrs", self.attrs.cache)
         return ones(store=self._store, path=path, chunk_store=self._chunk_store, **kwargs)
 
     def full(self, name, fill_value, **kwargs):
@@ -1176,10 +1228,15 @@ def full(self, name, fill_value, **kwargs):
 
     def _full_nosync(self, name, fill_value, **kwargs):
         path = self._item_path(name)
-        kwargs.setdefault('synchronizer', self._synchronizer)
-        kwargs.setdefault('cache_attrs', self.attrs.cache)
-        return full(store=self._store, path=path, chunk_store=self._chunk_store,
-                    fill_value=fill_value, **kwargs)
+        kwargs.setdefault("synchronizer", self._synchronizer)
+        kwargs.setdefault("cache_attrs", self.attrs.cache)
+        return full(
+            store=self._store,
+            path=path,
+            chunk_store=self._chunk_store,
+            fill_value=fill_value,
+            **kwargs
+        )
 
     def array(self, name, data, **kwargs):
         """Create an array. Keyword arguments as per
@@ -1188,10 +1245,9 @@ def array(self, name, data, **kwargs):
 
     def _array_nosync(self, name, data, **kwargs):
         path = self._item_path(name)
-        kwargs.setdefault('synchronizer', self._synchronizer)
-        kwargs.setdefault('cache_attrs', self.attrs.cache)
-        return array(data, store=self._store, path=path, chunk_store=self._chunk_store,
-                     **kwargs)
+        kwargs.setdefault("synchronizer", self._synchronizer)
+        kwargs.setdefault("cache_attrs", self.attrs.cache)
+        return array(data, store=self._store, path=path, chunk_store=self._chunk_store, **kwargs)
 
     def empty_like(self, name, data, **kwargs):
         """Create an array. Keyword arguments as per
@@ -1200,10 +1256,11 @@ def empty_like(self, name, data, **kwargs):
 
     def _empty_like_nosync(self, name, data, **kwargs):
         path = self._item_path(name)
-        kwargs.setdefault('synchronizer', self._synchronizer)
-        kwargs.setdefault('cache_attrs', self.attrs.cache)
-        return empty_like(data, store=self._store, path=path,
-                          chunk_store=self._chunk_store, **kwargs)
+        kwargs.setdefault("synchronizer", self._synchronizer)
+        kwargs.setdefault("cache_attrs", self.attrs.cache)
+        return empty_like(
+            data, store=self._store, path=path, chunk_store=self._chunk_store, **kwargs
+        )
 
     def zeros_like(self, name, data, **kwargs):
         """Create an array. Keyword arguments as per
@@ -1212,10 +1269,11 @@ def zeros_like(self, name, data, **kwargs):
 
     def _zeros_like_nosync(self, name, data, **kwargs):
         path = self._item_path(name)
-        kwargs.setdefault('synchronizer', self._synchronizer)
-        kwargs.setdefault('cache_attrs', self.attrs.cache)
-        return zeros_like(data, store=self._store, path=path,
-                          chunk_store=self._chunk_store, **kwargs)
+        kwargs.setdefault("synchronizer", self._synchronizer)
+        kwargs.setdefault("cache_attrs", self.attrs.cache)
+        return zeros_like(
+            data, store=self._store, path=path, chunk_store=self._chunk_store, **kwargs
+        )
 
     def ones_like(self, name, data, **kwargs):
         """Create an array. Keyword arguments as per
@@ -1224,10 +1282,11 @@ def ones_like(self, name, data, **kwargs):
 
     def _ones_like_nosync(self, name, data, **kwargs):
         path = self._item_path(name)
-        kwargs.setdefault('synchronizer', self._synchronizer)
-        kwargs.setdefault('cache_attrs', self.attrs.cache)
-        return ones_like(data, store=self._store, path=path,
-                         chunk_store=self._chunk_store, **kwargs)
+        kwargs.setdefault("synchronizer", self._synchronizer)
+        kwargs.setdefault("cache_attrs", self.attrs.cache)
+        return ones_like(
+            data, store=self._store, path=path, chunk_store=self._chunk_store, **kwargs
+        )
 
     def full_like(self, name, data, **kwargs):
         """Create an array. Keyword arguments as per
@@ -1236,10 +1295,11 @@ def full_like(self, name, data, **kwargs):
 
     def _full_like_nosync(self, name, data, **kwargs):
         path = self._item_path(name)
-        kwargs.setdefault('synchronizer', self._synchronizer)
-        kwargs.setdefault('cache_attrs', self.attrs.cache)
-        return full_like(data, store=self._store, path=path,
-                         chunk_store=self._chunk_store, **kwargs)
+        kwargs.setdefault("synchronizer", self._synchronizer)
+        kwargs.setdefault("cache_attrs", self.attrs.cache)
+        return full_like(
+            data, store=self._store, path=path, chunk_store=self._chunk_store, **kwargs
+        )
 
     def _move_nosync(self, path, new_path):
         rename(self._store, path, new_path)
@@ -1261,11 +1321,14 @@ def move(self, source, dest):
         dest = self._item_path(dest)
 
         # Check that source exists.
-        if not (contains_array(self._store, source) or
-                contains_group(self._store, source, explicit_only=False)):
+        if not (
+            contains_array(self._store, source)
+            or contains_group(self._store, source, explicit_only=False)
+        ):
             raise ValueError('The source, "%s", does not exist.' % source)
-        if (contains_array(self._store, dest) or
-                contains_group(self._store, dest, explicit_only=False)):
+        if contains_array(self._store, dest) or contains_group(
+            self._store, dest, explicit_only=False
+        ):
             raise ValueError('The dest, "%s", already exists.' % dest)
 
         # Ensure groups needed for `dest` exist.
@@ -1275,23 +1338,30 @@ def move(self, source, dest):
         self._write_op(self._move_nosync, source, dest)
 
 
-def _normalize_store_arg(store, *, storage_options=None, mode="r",
-                         zarr_version=None):
+def _normalize_store_arg(store, *, storage_options=None, mode="r", zarr_version=None):
     if zarr_version is None:
-        zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
+        zarr_version = getattr(store, "_store_version", DEFAULT_ZARR_VERSION)
 
     if zarr_version != 2:
         assert_zarr_v3_api_available()
 
     if store is None:
         return MemoryStore() if zarr_version == 2 else MemoryStoreV3()
-    return normalize_store_arg(store,
-                               storage_options=storage_options, mode=mode,
-                               zarr_version=zarr_version)
-
-
-def group(store=None, overwrite=False, chunk_store=None,
-          cache_attrs=True, synchronizer=None, path=None, *, zarr_version=None):
+    return normalize_store_arg(
+        store, storage_options=storage_options, mode=mode, zarr_version=zarr_version
+    )
+
+
+def group(
+    store=None,
+    overwrite=False,
+    chunk_store=None,
+    cache_attrs=True,
+    synchronizer=None,
+    path=None,
+    *,
+    zarr_version=None
+):
     """Create a group.
 
     Parameters
@@ -1336,9 +1406,9 @@ def group(store=None, overwrite=False, chunk_store=None,
     """
 
     # handle polymorphic store arg
-    store = _normalize_store_arg(store, zarr_version=zarr_version, mode='w')
+    store = _normalize_store_arg(store, zarr_version=zarr_version, mode="w")
     if zarr_version is None:
-        zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
+        zarr_version = getattr(store, "_store_version", DEFAULT_ZARR_VERSION)
 
     if zarr_version != 2:
         assert_zarr_v3_api_available()
@@ -1352,16 +1422,31 @@ def group(store=None, overwrite=False, chunk_store=None,
         requires_init = overwrite or not contains_group(store, path)
 
     if requires_init:
-        init_group(store, overwrite=overwrite, chunk_store=chunk_store,
-                   path=path)
-
-    return Group(store, read_only=False, chunk_store=chunk_store,
-                 cache_attrs=cache_attrs, synchronizer=synchronizer, path=path,
-                 zarr_version=zarr_version)
-
-
-def open_group(store=None, mode='a', cache_attrs=True, synchronizer=None, path=None,
-               chunk_store=None, storage_options=None, *, zarr_version=None, meta_array=None):
+        init_group(store, overwrite=overwrite, chunk_store=chunk_store, path=path)
+
+    return Group(
+        store,
+        read_only=False,
+        chunk_store=chunk_store,
+        cache_attrs=cache_attrs,
+        synchronizer=synchronizer,
+        path=path,
+        zarr_version=zarr_version,
+    )
+
+
+def open_group(
+    store=None,
+    mode="a",
+    cache_attrs=True,
+    synchronizer=None,
+    path=None,
+    chunk_store=None,
+    storage_options=None,
+    *,
+    zarr_version=None,
+    meta_array=None
+):
     """Open a group using file-mode-like semantics.
 
     Parameters
@@ -1414,44 +1499,41 @@ def open_group(store=None, mode='a', cache_attrs=True, synchronizer=None, path=N
 
     # handle polymorphic store arg
     store = _normalize_store_arg(
-        store, storage_options=storage_options, mode=mode,
-        zarr_version=zarr_version)
+        store, storage_options=storage_options, mode=mode, zarr_version=zarr_version
+    )
     if zarr_version is None:
-        zarr_version = getattr(store, '_store_version', DEFAULT_ZARR_VERSION)
+        zarr_version = getattr(store, "_store_version", DEFAULT_ZARR_VERSION)
 
     if zarr_version != 2:
         assert_zarr_v3_api_available()
 
     if chunk_store is not None:
-        chunk_store = _normalize_store_arg(chunk_store,
-                                           storage_options=storage_options,
-                                           mode=mode,
-                                           zarr_version=zarr_version)
-        if getattr(chunk_store, '_store_version', DEFAULT_ZARR_VERSION) != zarr_version:
-            raise ValueError(  # pragma: no cover
-                "zarr_version of store and chunk_store must match"
-            )
+        chunk_store = _normalize_store_arg(
+            chunk_store, storage_options=storage_options, mode=mode, zarr_version=zarr_version
+        )
+        if getattr(chunk_store, "_store_version", DEFAULT_ZARR_VERSION) != zarr_version:
+            raise ValueError("zarr_version of store and chunk_store must match")  # pragma: no cover
 
     path = normalize_storage_path(path)
 
     # ensure store is initialized
 
-    if mode in ['r', 'r+']:
+    if mode in ["r", "r+"]:
         if not contains_group(store, path=path):
             if contains_array(store, path=path):
                 raise ContainsArrayError(path)
             raise GroupNotFoundError(path)
 
-    elif mode == 'w':
+    elif mode == "w":
         init_group(store, overwrite=True, path=path, chunk_store=chunk_store)
 
-    elif mode == 'a':
+    elif mode == "a":
         if not contains_group(store, path=path):
             if contains_array(store, path=path):
                 raise ContainsArrayError(path)
             init_group(store, path=path, chunk_store=chunk_store)
 
-    elif mode in ['w-', 'x']:
+    elif mode in ["w-", "x"]:
         if contains_array(store, path=path):
             raise ContainsArrayError(path)
         elif contains_group(store, path=path):
@@ -1460,8 +1542,15 @@ def open_group(store=None, mode='a', cache_attrs=True, synchronizer=None, path=N
             init_group(store, path=path, chunk_store=chunk_store)
 
     # determine read only status
-    read_only = mode == 'r'
-
-    return Group(store, read_only=read_only, cache_attrs=cache_attrs,
-                 synchronizer=synchronizer, path=path, chunk_store=chunk_store,
-                 zarr_version=zarr_version, meta_array=meta_array)
+    read_only = mode == "r"
+
+    return Group(
+        store,
+        read_only=read_only,
+        cache_attrs=cache_attrs,
+        synchronizer=synchronizer,
+        path=path,
+        chunk_store=chunk_store,
+        zarr_version=zarr_version,
+        meta_array=meta_array,
+    )
diff --git a/zarr/indexing.py b/zarr/indexing.py
index bc2afba992..487cc8b9d9 100644
--- a/zarr/indexing.py
+++ b/zarr/indexing.py
@@ -34,17 +34,14 @@ def is_integer_list(x):
 
 
 def is_integer_array(x, ndim=None):
-    t = not np.isscalar(x) and \
-        hasattr(x, 'shape') and \
-        hasattr(x, 'dtype') and \
-        x.dtype.kind in 'ui'
+    t = not np.isscalar(x) and hasattr(x, "shape") and hasattr(x, "dtype") and x.dtype.kind in "ui"
     if ndim is not None:
         t = t and len(x.shape) == ndim
     return t
 
 
 def is_bool_array(x, ndim=None):
-    t = hasattr(x, 'shape') and hasattr(x, 'dtype') and x.dtype == bool
+    t = hasattr(x, "shape") and hasattr(x, "dtype") and x.dtype == bool
     if ndim is not None:
         t = t and len(x.shape) == ndim
     return t
@@ -80,24 +77,15 @@ def is_pure_fancy_indexing(selection, ndim):
     no_slicing = (
         isinstance(selection, tuple)
         and len(selection) == ndim
-        and not (
-            any(isinstance(elem, slice) or elem is Ellipsis
-                for elem in selection)
-        )
+        and not (any(isinstance(elem, slice) or elem is Ellipsis for elem in selection))
     )
     return (
-        no_slicing and
-        all(
-            is_integer(elem)
-            or is_integer_list(elem)
-            or is_integer_array(elem)
-            for elem in selection
-        ) and
-        any(
-            is_integer_list(elem)
-            or is_integer_array(elem)
+        no_slicing
+        and all(
+            is_integer(elem) or is_integer_list(elem) or is_integer_array(elem)
             for elem in selection
         )
+        and any(is_integer_list(elem) or is_integer_array(elem) for elem in selection)
     )
 
 
@@ -112,12 +100,13 @@ def is_pure_orthogonal_indexing(selection, ndim):
     # Case two: selection contains either zero or one integer iterables.
     # All other selection elements are slices or integers
     return (
-            isinstance(selection, tuple) and len(selection) == ndim and
-            sum(is_integer_list(elem) or is_integer_array(elem) for elem in selection) <= 1 and
-            all(
-                is_integer_list(elem) or is_integer_array(elem)
-                or isinstance(elem, (int, slice)) for
-                elem in selection)
+        isinstance(selection, tuple)
+        and len(selection) == ndim
+        and sum(is_integer_list(elem) or is_integer_array(elem) for elem in selection) <= 1
+        and all(
+            is_integer_list(elem) or is_integer_array(elem) or isinstance(elem, (int, slice))
+            for elem in selection
+        )
     )
 
 
@@ -138,8 +127,7 @@ def normalize_integer_selection(dim_sel, dim_len):
 
 
 ChunkDimProjection = collections.namedtuple(
-    'ChunkDimProjection',
-    ('dim_chunk_ix', 'dim_chunk_sel', 'dim_out_sel')
+    "ChunkDimProjection", ("dim_chunk_ix", "dim_chunk_sel", "dim_out_sel")
 )
 """A mapping from chunk to output array for a single dimension.
 
@@ -156,7 +144,6 @@ def normalize_integer_selection(dim_sel, dim_len):
 
 
 class IntDimIndexer:
-
     def __init__(self, dim_sel, dim_len, dim_chunk_len):
 
         # normalize
@@ -181,7 +168,6 @@ def ceildiv(a, b):
 
 
 class SliceDimIndexer:
-
     def __init__(self, dim_sel, dim_len, dim_chunk_len):
 
         # normalize
@@ -234,8 +220,7 @@ def __iter__(self):
                 dim_chunk_sel_stop = self.stop - dim_offset
 
             dim_chunk_sel = slice(dim_chunk_sel_start, dim_chunk_sel_stop, self.step)
-            dim_chunk_nitems = ceildiv((dim_chunk_sel_stop - dim_chunk_sel_start),
-                                       self.step)
+            dim_chunk_nitems = ceildiv((dim_chunk_sel_stop - dim_chunk_sel_start), self.step)
 
             # If there are no elements on the selection within this chunk, then skip
             if dim_chunk_nitems == 0:
@@ -291,8 +276,7 @@ def replace_ellipsis(selection, shape):
 
 def replace_lists(selection):
     return tuple(
-        np.asarray(dim_sel) if isinstance(dim_sel, list) else dim_sel
-        for dim_sel in selection
+        np.asarray(dim_sel) if isinstance(dim_sel, list) else dim_sel for dim_sel in selection
     )
 
 
@@ -303,8 +287,7 @@ def ensure_tuple(v):
 
 
 ChunkProjection = collections.namedtuple(
-    'ChunkProjection',
-    ('chunk_coords', 'chunk_selection', 'out_selection')
+    "ChunkProjection", ("chunk_coords", "chunk_selection", "out_selection")
 )
 """A mapping of items from chunk to output array. Can be used to extract items from the
 chunk array for loading into an output array. Can also be used to extract items from a
@@ -336,10 +319,7 @@ def is_positive_slice(s):
 
 def is_contiguous_selection(selection):
     selection = ensure_tuple(selection)
-    return all(
-        (is_integer_array(s) or is_contiguous_slice(s) or s == Ellipsis)
-        for s in selection
-    )
+    return all((is_integer_array(s) or is_contiguous_slice(s) or s == Ellipsis) for s in selection)
 
 
 def is_basic_selection(selection):
@@ -349,7 +329,6 @@ def is_basic_selection(selection):
 
 # noinspection PyProtectedMember
 class BasicIndexer:
-
     def __init__(self, selection, array):
 
         # handle ellipsis
@@ -357,8 +336,7 @@ def __init__(self, selection, array):
 
         # setup per-dimension indexers
         dim_indexers = []
-        for dim_sel, dim_len, dim_chunk_len in \
-                zip(selection, array._shape, array._chunks):
+        for dim_sel, dim_len, dim_chunk_len in zip(selection, array._shape, array._chunks):
 
             if is_integer(dim_sel):
                 dim_indexer = IntDimIndexer(dim_sel, dim_len, dim_chunk_len)
@@ -367,15 +345,15 @@ def __init__(self, selection, array):
                 dim_indexer = SliceDimIndexer(dim_sel, dim_len, dim_chunk_len)
 
             else:
-                raise IndexError('unsupported selection item for basic indexing; '
-                                 'expected integer or slice, got {!r}'
-                                 .format(type(dim_sel)))
+                raise IndexError(
+                    "unsupported selection item for basic indexing; "
+                    "expected integer or slice, got {!r}".format(type(dim_sel))
+                )
 
             dim_indexers.append(dim_indexer)
 
         self.dim_indexers = dim_indexers
-        self.shape = tuple(s.nitems for s in self.dim_indexers
-                           if not isinstance(s, IntDimIndexer))
+        self.shape = tuple(s.nitems for s in self.dim_indexers if not isinstance(s, IntDimIndexer))
         self.drop_axes = None
 
     def __iter__(self):
@@ -383,25 +361,28 @@ def __iter__(self):
 
             chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
             chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
-            out_selection = tuple(p.dim_out_sel for p in dim_projections
-                                  if p.dim_out_sel is not None)
+            out_selection = tuple(
+                p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
+            )
 
             yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
 
 
 class BoolArrayDimIndexer:
-
     def __init__(self, dim_sel, dim_len, dim_chunk_len):
 
         # check number of dimensions
         if not is_bool_array(dim_sel, 1):
-            raise IndexError('Boolean arrays in an orthogonal selection must '
-                             'be 1-dimensional only')
+            raise IndexError(
+                "Boolean arrays in an orthogonal selection must " "be 1-dimensional only"
+            )
 
         # check shape
         if dim_sel.shape[0] != dim_len:
-            raise IndexError('Boolean array has the wrong length for dimension; '
-                             'expected {}, got {}'.format(dim_len, dim_sel.shape[0]))
+            raise IndexError(
+                "Boolean array has the wrong length for dimension; "
+                "expected {}, got {}".format(dim_len, dim_sel.shape[0])
+            )
 
         # store attributes
         self.dim_sel = dim_sel
@@ -410,11 +391,11 @@ def __init__(self, dim_sel, dim_len, dim_chunk_len):
         self.nchunks = ceildiv(self.dim_len, self.dim_chunk_len)
 
         # precompute number of selected items for each chunk
-        self.chunk_nitems = np.zeros(self.nchunks, dtype='i8')
+        self.chunk_nitems = np.zeros(self.nchunks, dtype="i8")
         for dim_chunk_ix in range(self.nchunks):
             dim_offset = dim_chunk_ix * self.dim_chunk_len
             self.chunk_nitems[dim_chunk_ix] = np.count_nonzero(
-                self.dim_sel[dim_offset:dim_offset + self.dim_chunk_len]
+                self.dim_sel[dim_offset : dim_offset + self.dim_chunk_len]
             )
         self.chunk_nitems_cumsum = np.cumsum(self.chunk_nitems)
         self.nitems = self.chunk_nitems_cumsum[-1]
@@ -427,12 +408,12 @@ def __iter__(self):
 
             # find region in chunk
             dim_offset = dim_chunk_ix * self.dim_chunk_len
-            dim_chunk_sel = self.dim_sel[dim_offset:dim_offset + self.dim_chunk_len]
+            dim_chunk_sel = self.dim_sel[dim_offset : dim_offset + self.dim_chunk_len]
 
             # pad out if final chunk
             if dim_chunk_sel.shape[0] < self.dim_chunk_len:
                 tmp = np.zeros(self.dim_chunk_len, dtype=bool)
-                tmp[:dim_chunk_sel.shape[0]] = dim_chunk_sel
+                tmp[: dim_chunk_sel.shape[0]] = dim_chunk_sel
                 dim_chunk_sel = tmp
 
             # find region in output
@@ -482,14 +463,22 @@ def boundscheck_indices(x, dim_len):
 class IntArrayDimIndexer:
     """Integer array selection against a single dimension."""
 
-    def __init__(self, dim_sel, dim_len, dim_chunk_len, wraparound=True, boundscheck=True,
-                 order=Order.UNKNOWN):
+    def __init__(
+        self,
+        dim_sel,
+        dim_len,
+        dim_chunk_len,
+        wraparound=True,
+        boundscheck=True,
+        order=Order.UNKNOWN,
+    ):
 
         # ensure 1d array
         dim_sel = np.asanyarray(dim_sel)
         if not is_integer_array(dim_sel, 1):
-            raise IndexError('integer arrays in an orthogonal selection must be '
-                             '1-dimensional only')
+            raise IndexError(
+                "integer arrays in an orthogonal selection must be " "1-dimensional only"
+            )
 
         # handle wraparound
         if wraparound:
@@ -570,10 +559,14 @@ def ix_(selection, shape):
     selection = replace_ellipsis(selection, shape)
 
     # replace slice and int as these are not supported by numpy.ix_
-    selection = [slice_to_range(dim_sel, dim_len) if isinstance(dim_sel, slice)
-                 else [dim_sel] if is_integer(dim_sel)
-                 else dim_sel
-                 for dim_sel, dim_len in zip(selection, shape)]
+    selection = [
+        slice_to_range(dim_sel, dim_len)
+        if isinstance(dim_sel, slice)
+        else [dim_sel]
+        if is_integer(dim_sel)
+        else dim_sel
+        for dim_sel, dim_len in zip(selection, shape)
+    ]
 
     # now get numpy to convert to a coordinate selection
     selection = np.ix_(*selection)
@@ -608,7 +601,6 @@ def oindex_set(a, selection, value):
 
 # noinspection PyProtectedMember
 class OrthogonalIndexer:
-
     def __init__(self, selection, array):
 
         # handle ellipsis
@@ -619,8 +611,7 @@ def __init__(self, selection, array):
 
         # setup per-dimension indexers
         dim_indexers = []
-        for dim_sel, dim_len, dim_chunk_len in \
-                zip(selection, array._shape, array._chunks):
+        for dim_sel, dim_len, dim_chunk_len in zip(selection, array._shape, array._chunks):
 
             if is_integer(dim_sel):
                 dim_indexer = IntDimIndexer(dim_sel, dim_len, dim_chunk_len)
@@ -635,21 +626,24 @@ def __init__(self, selection, array):
                 dim_indexer = BoolArrayDimIndexer(dim_sel, dim_len, dim_chunk_len)
 
             else:
-                raise IndexError('unsupported selection item for orthogonal indexing; '
-                                 'expected integer, slice, integer array or Boolean '
-                                 'array, got {!r}'
-                                 .format(type(dim_sel)))
+                raise IndexError(
+                    "unsupported selection item for orthogonal indexing; "
+                    "expected integer, slice, integer array or Boolean "
+                    "array, got {!r}".format(type(dim_sel))
+                )
 
             dim_indexers.append(dim_indexer)
 
         self.array = array
         self.dim_indexers = dim_indexers
-        self.shape = tuple(s.nitems for s in self.dim_indexers
-                           if not isinstance(s, IntDimIndexer))
+        self.shape = tuple(s.nitems for s in self.dim_indexers if not isinstance(s, IntDimIndexer))
         self.is_advanced = not is_basic_selection(selection)
         if self.is_advanced:
-            self.drop_axes = tuple(i for i, dim_indexer in enumerate(self.dim_indexers)
-                                   if isinstance(dim_indexer, IntDimIndexer))
+            self.drop_axes = tuple(
+                i
+                for i, dim_indexer in enumerate(self.dim_indexers)
+                if isinstance(dim_indexer, IntDimIndexer)
+            )
         else:
             self.drop_axes = None
 
@@ -658,8 +652,9 @@ def __iter__(self):
 
             chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
             chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
-            out_selection = tuple(p.dim_out_sel for p in dim_projections
-                                  if p.dim_out_sel is not None)
+            out_selection = tuple(
+                p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
+            )
 
             # handle advanced indexing arrays orthogonally
             if self.is_advanced:
@@ -678,7 +673,6 @@ def __iter__(self):
 
 
 class OIndex:
-
     def __init__(self, array):
         self.array = array
 
@@ -697,7 +691,6 @@ def __setitem__(self, selection, value):
 
 # noinspection PyProtectedMember
 class BlockIndexer:
-
     def __init__(self, selection, array):
 
         # handle ellipsis
@@ -708,8 +701,7 @@ def __init__(self, selection, array):
 
         # setup per-dimension indexers
         dim_indexers = []
-        for dim_sel, dim_len, dim_chunk_size in \
-                zip(selection, array._shape, array._chunks):
+        for dim_sel, dim_len, dim_chunk_size in zip(selection, array._shape, array._chunks):
             dim_numchunks = int(np.ceil(dim_len / dim_chunk_size))
 
             if is_integer(dim_sel):
@@ -725,9 +717,10 @@ def __init__(self, selection, array):
                 stop = dim_sel.stop if dim_sel.stop is not None else dim_numchunks
 
                 if dim_sel.step not in {1, None}:
-                    raise IndexError('unsupported selection item for block indexing; '
-                                     'expected integer or slice with step=1, got {!r}'
-                                     .format(type(dim_sel)))
+                    raise IndexError(
+                        "unsupported selection item for block indexing; "
+                        "expected integer or slice with step=1, got {!r}".format(type(dim_sel))
+                    )
 
                 # Can't reuse wraparound_indices because it expects a numpy array
                 # We have integers here.
@@ -741,9 +734,10 @@ def __init__(self, selection, array):
                 slice_ = slice(start, stop)
 
             else:
-                raise IndexError('unsupported selection item for block indexing; '
-                                 'expected integer or slice, got {!r}'
-                                 .format(type(dim_sel)))
+                raise IndexError(
+                    "unsupported selection item for block indexing; "
+                    "expected integer or slice, got {!r}".format(type(dim_sel))
+                )
 
             dim_indexer = SliceDimIndexer(slice_, dim_len, dim_chunk_size)
             dim_indexers.append(dim_indexer)
@@ -759,14 +753,14 @@ def __iter__(self):
         for dim_projections in itertools.product(*self.dim_indexers):
             chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
             chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
-            out_selection = tuple(p.dim_out_sel for p in dim_projections
-                                  if p.dim_out_sel is not None)
+            out_selection = tuple(
+                p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
+            )
 
             yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
 
 
 class BlockIndex:
-
     def __init__(self, array):
         self.array = array
 
@@ -785,25 +779,20 @@ def __setitem__(self, selection, value):
 
 # noinspection PyProtectedMember
 def is_coordinate_selection(selection, array):
-    return (
-        (len(selection) == len(array._shape)) and
-        all(is_integer(dim_sel) or is_integer_array(dim_sel)
-            for dim_sel in selection)
+    return (len(selection) == len(array._shape)) and all(
+        is_integer(dim_sel) or is_integer_array(dim_sel) for dim_sel in selection
     )
 
 
 # noinspection PyProtectedMember
 def is_mask_selection(selection, array):
     return (
-        len(selection) == 1 and
-        is_bool_array(selection[0]) and
-        selection[0].shape == array._shape
+        len(selection) == 1 and is_bool_array(selection[0]) and selection[0].shape == array._shape
     )
 
 
 # noinspection PyProtectedMember
 class CoordinateIndexer:
-
     def __init__(self, selection, array):
 
         # some initial normalization
@@ -813,9 +802,11 @@ def __init__(self, selection, array):
 
         # validation
         if not is_coordinate_selection(selection, array):
-            raise IndexError('invalid coordinate selection; expected one integer '
-                             '(coordinate) array per dimension of the target array, '
-                             'got {!r}'.format(selection))
+            raise IndexError(
+                "invalid coordinate selection; expected one integer "
+                "(coordinate) array per dimension of the target array, "
+                "got {!r}".format(selection)
+            )
 
         # handle wraparound, boundscheck
         for dim_sel, dim_len in zip(selection, array.shape):
@@ -828,8 +819,7 @@ def __init__(self, selection, array):
 
         # compute chunk index for each point in the selection
         chunks_multi_index = tuple(
-            dim_sel // dim_chunk_len
-            for (dim_sel, dim_chunk_len) in zip(selection, array._chunks)
+            dim_sel // dim_chunk_len for (dim_sel, dim_chunk_len) in zip(selection, array._chunks)
         )
 
         # broadcast selection - this will raise error if array dimensions don't match
@@ -844,8 +834,7 @@ def __init__(self, selection, array):
         chunks_multi_index = [dim_chunks.reshape(-1) for dim_chunks in chunks_multi_index]
 
         # ravel chunk indices
-        chunks_raveled_indices = np.ravel_multi_index(chunks_multi_index,
-                                                      dims=array._cdata_shape)
+        chunks_raveled_indices = np.ravel_multi_index(chunks_multi_index, dims=array._cdata_shape)
 
         # group points by chunk
         if np.any(np.diff(chunks_raveled_indices) < 0):
@@ -901,7 +890,6 @@ def __iter__(self):
 
 # noinspection PyProtectedMember
 class MaskIndexer(CoordinateIndexer):
-
     def __init__(self, selection, array):
 
         # some initial normalization
@@ -910,9 +898,10 @@ def __init__(self, selection, array):
 
         # validation
         if not is_mask_selection(selection, array):
-            raise IndexError('invalid mask selection; expected one Boolean (mask)'
-                             'array with the same shape as the target array, got {!r}'
-                             .format(selection))
+            raise IndexError(
+                "invalid mask selection; expected one Boolean (mask)"
+                "array with the same shape as the target array, got {!r}".format(selection)
+            )
 
         # convert to indices
         selection = np.nonzero(selection[0])
@@ -922,7 +911,6 @@ def __init__(self, selection, array):
 
 
 class VIndex:
-
     def __init__(self, array):
         self.array = array
 
@@ -955,8 +943,10 @@ def check_fields(fields, dtype):
         return dtype
     # check type
     if not isinstance(fields, (str, list, tuple)):
-        raise IndexError("'fields' argument must be a string or list of strings; found "
-                         "{!r}".format(type(fields)))
+        raise IndexError(
+            "'fields' argument must be a string or list of strings; found "
+            "{!r}".format(type(fields))
+        )
     if fields:
         if dtype.names is None:
             raise IndexError("invalid 'fields' argument, array does not have any fields")
@@ -980,7 +970,7 @@ def check_no_multi_fields(fields):
         if len(fields) == 1:
             return fields[0]
         elif len(fields) > 1:
-            raise IndexError('multiple fields are not supported for this operation')
+            raise IndexError("multiple fields are not supported for this operation")
     return fields
 
 
@@ -1009,11 +999,7 @@ def make_slice_selection(selection):
             ls.append(slice(int(dim_selection), int(dim_selection) + 1, 1))
         elif isinstance(dim_selection, np.ndarray):
             if len(dim_selection) == 1:
-                ls.append(
-                    slice(
-                        int(dim_selection[0]), int(dim_selection[0]) + 1, 1
-                    )
-                )
+                ls.append(slice(int(dim_selection[0]), int(dim_selection[0]) + 1, 1))
             else:
                 raise ArrayIndexError()
         else:
@@ -1108,10 +1094,10 @@ def __init__(self, selection, arr_shape):
     def __iter__(self):
         chunk1 = self.chunk_loc_slices[0]
         nitems = (chunk1[-1].stop - chunk1[-1].start) * np.prod(
-            self.arr_shape[len(chunk1):], dtype=int
+            self.arr_shape[len(chunk1) :], dtype=int
         )
         for partial_out_selection in self.chunk_loc_slices:
             start = 0
             for i, sl in enumerate(partial_out_selection):
-                start += sl.start * np.prod(self.arr_shape[i + 1:], dtype=int)
+                start += sl.start * np.prod(self.arr_shape[i + 1 :], dtype=int)
             yield start, nitems, partial_out_selection
diff --git a/zarr/meta.py b/zarr/meta.py
index aacffd7f77..48791ddf17 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -27,15 +27,11 @@
     "extensions": [],
 }
 
-_v3_core_types = set(
-    "".join(d) for d in itertools.product("<>", ("u", "i", "f"), ("2", "4", "8"))
-)
+_v3_core_types = set("".join(d) for d in itertools.product("<>", ("u", "i", "f"), ("2", "4", "8")))
 _v3_core_types = {"bool", "i1", "u1"} | _v3_core_types
 
 # The set of complex types allowed ({"<c8", "<c16", ">c8", ">c16"})
-_v3_complex_types = set(
-    f"{end}c{_bytes}" for end, _bytes in itertools.product("<>", ("8", "16"))
-)
+_v3_complex_types = set(f"{end}c{_bytes}" for end, _bytes in itertools.product("<>", ("8", "16")))
 
 # All dtype.str values corresponding to datetime64 and timedelta64
 # see: https://numpy.org/doc/stable/reference/arrays.datetime.html#datetime-units
@@ -43,7 +39,7 @@
 _time_units = ["h", "m", "s", "ms", "us", "μs", "ns", "ps", "fs", "as"]
 _v3_datetime_types = set(
     f"{end}{kind}8[{unit}]"
-    for end, unit, kind in itertools.product("<>", _date_units + _time_units, ('m', 'M'))
+    for end, unit, kind in itertools.product("<>", _date_units + _time_units, ("m", "M"))
 )
 
 
@@ -217,9 +213,7 @@ def encode_group_metadata(cls, meta=None) -> bytes:
         return json_dumps(meta)
 
     @classmethod
-    def decode_fill_value(
-        cls, v: Any, dtype: np.dtype, object_codec: Any = None
-    ) -> Any:
+    def decode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) -> Any:
         # early out
         if v is None:
             return v
@@ -267,9 +261,7 @@ def decode_fill_value(
             return np.array(v, dtype=dtype)[()]
 
     @classmethod
-    def encode_fill_value(
-        cls, v: Any, dtype: np.dtype, object_codec: Any = None
-    ) -> Any:
+    def encode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) -> Any:
         # early out
         if v is None:
             return v
@@ -318,11 +310,9 @@ def decode_dtype(cls, d, validate=True):
         if isinstance(d, dict):
             # extract the type from the extension info
             try:
-                d = d['type']
+                d = d["type"]
             except KeyError:
-                raise KeyError(
-                    "Extended dtype info must provide a key named 'type'."
-                )
+                raise KeyError("Extended dtype info must provide a key named 'type'.")
         d = cls._decode_dtype_descr(d)
         dtype = np.dtype(d)
         if validate:
@@ -389,9 +379,7 @@ def encode_hierarchy_metadata(cls, meta=None) -> bytes:
         return json_dumps(meta)
 
     @classmethod
-    def decode_hierarchy_metadata(
-        cls, s: Union[MappingType, bytes, str]
-    ) -> MappingType[str, Any]:
+    def decode_hierarchy_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType[str, Any]:
         meta = cls.parse_metadata(s)
         # check metadata format
         # zarr_format = meta.get("zarr_format", None)
@@ -414,7 +402,7 @@ def _encode_codec_metadata(cls, codec: Codec) -> Optional[Mapping]:
         # only support gzip for now
         config = codec.get_config()
         del config["id"]
-        uri = 'https://purl.org/zarr/spec/codec/'
+        uri = "https://purl.org/zarr/spec/codec/"
         if isinstance(codec, numcodecs.GZip):
             uri = uri + "gzip/1.0"
         elif isinstance(codec, numcodecs.Zlib):
@@ -438,19 +426,19 @@ def _decode_codec_metadata(cls, meta: Optional[Mapping]) -> Optional[Codec]:
         if meta is None:
             return None
 
-        uri = 'https://purl.org/zarr/spec/codec/'
-        conf = meta['configuration']
-        if meta['codec'].startswith(uri + 'gzip/'):
+        uri = "https://purl.org/zarr/spec/codec/"
+        conf = meta["configuration"]
+        if meta["codec"].startswith(uri + "gzip/"):
             conf["id"] = "gzip"
-        elif meta['codec'].startswith(uri + 'zlib/'):
+        elif meta["codec"].startswith(uri + "zlib/"):
             conf["id"] = "zlib"
-        elif meta['codec'].startswith(uri + 'blosc/'):
+        elif meta["codec"].startswith(uri + "blosc/"):
             conf["id"] = "blosc"
-        elif meta['codec'].startswith(uri + 'bz2/'):
+        elif meta["codec"].startswith(uri + "bz2/"):
             conf["id"] = "bz2"
-        elif meta['codec'].startswith(uri + 'lz4/'):
+        elif meta["codec"].startswith(uri + "lz4/"):
             conf["id"] = "lz4"
-        elif meta['codec'].startswith(uri + 'lzma/'):
+        elif meta["codec"].startswith(uri + "lzma/"):
             conf["id"] = "lzma"
         else:
             raise NotImplementedError
@@ -461,8 +449,7 @@ def _decode_codec_metadata(cls, meta: Optional[Mapping]) -> Optional[Codec]:
 
     @classmethod
     def _encode_storage_transformer_metadata(
-        cls,
-        storage_transformer: "StorageTransformer"
+        cls, storage_transformer: "StorageTransformer"
     ) -> Optional[Mapping]:
         return {
             "extension": storage_transformer.extension_uri,
@@ -478,9 +465,9 @@ def _decode_storage_transformer_metadata(cls, meta: Mapping) -> "StorageTransfor
         # This might be changed to a proper registry in the future
         KNOWN_STORAGE_TRANSFORMERS = [DummyStorageTransfomer, ShardingStorageTransformer]
 
-        conf = meta.get('configuration', {})
-        extension_uri = meta['extension']
-        transformer_type = meta['type']
+        conf = meta.get("configuration", {})
+        extension_uri = meta["extension"]
+        transformer_type = meta["type"]
 
         for StorageTransformerCls in KNOWN_STORAGE_TRANSFORMERS:
             if StorageTransformerCls.extension_uri == extension_uri:
@@ -527,9 +514,9 @@ def decode_array_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType
             )
             # compressor field should be absent when there is no compression
             if compressor:
-                meta['compressor'] = compressor
+                meta["compressor"] = compressor
             if storage_transformers:
-                meta['storage_transformers'] = storage_transformers
+                meta["storage_transformers"] = storage_transformers
 
         except Exception as e:
             raise MetadataError("error decoding metadata: %s" % e)
diff --git a/zarr/meta_v1.py b/zarr/meta_v1.py
index bc4ae12228..4ac381f2ca 100644
--- a/zarr/meta_v1.py
+++ b/zarr/meta_v1.py
@@ -6,24 +6,24 @@
 
 
 def decode_metadata(b):
-    s = str(b, 'ascii')
+    s = str(b, "ascii")
     meta = json.loads(s)
-    zarr_format = meta.get('zarr_format', None)
+    zarr_format = meta.get("zarr_format", None)
     if zarr_format != 1:
-        raise MetadataError('unsupported zarr format: %s' % zarr_format)
+        raise MetadataError("unsupported zarr format: %s" % zarr_format)
     try:
         meta = dict(
-            zarr_format=meta['zarr_format'],
-            shape=tuple(meta['shape']),
-            chunks=tuple(meta['chunks']),
-            dtype=decode_dtype(meta['dtype']),
-            compression=meta['compression'],
-            compression_opts=meta['compression_opts'],
-            fill_value=meta['fill_value'],
-            order=meta['order'],
+            zarr_format=meta["zarr_format"],
+            shape=tuple(meta["shape"]),
+            chunks=tuple(meta["chunks"]),
+            dtype=decode_dtype(meta["dtype"]),
+            compression=meta["compression"],
+            compression_opts=meta["compression_opts"],
+            fill_value=meta["fill_value"],
+            order=meta["order"],
         )
     except Exception as e:
-        raise MetadataError('error decoding metadata: %s' % e)
+        raise MetadataError("error decoding metadata: %s" % e)
     else:
         return meta
 
@@ -31,16 +31,16 @@ def decode_metadata(b):
 def encode_metadata(meta):
     meta = dict(
         zarr_format=1,
-        shape=meta['shape'],
-        chunks=meta['chunks'],
-        dtype=encode_dtype(meta['dtype']),
-        compression=meta['compression'],
-        compression_opts=meta['compression_opts'],
-        fill_value=meta['fill_value'],
-        order=meta['order'],
+        shape=meta["shape"],
+        chunks=meta["chunks"],
+        dtype=encode_dtype(meta["dtype"]),
+        compression=meta["compression"],
+        compression_opts=meta["compression_opts"],
+        fill_value=meta["fill_value"],
+        order=meta["order"],
     )
     s = json.dumps(meta, indent=4, sort_keys=True, ensure_ascii=True)
-    b = s.encode('ascii')
+    b = s.encode("ascii")
     return b
 
 
diff --git a/zarr/n5.py b/zarr/n5.py
index 1eb6ef2b33..7e73905527 100644
--- a/zarr/n5.py
+++ b/zarr/n5.py
@@ -18,16 +18,16 @@
 from .storage import attrs_key as zarr_attrs_key
 from .storage import group_meta_key as zarr_group_meta_key
 
-N5_FORMAT = '2.0.0'
+N5_FORMAT = "2.0.0"
 
 zarr_to_n5_keys = [
-    ('chunks', 'blockSize'),
-    ('dtype', 'dataType'),
-    ('compressor', 'compression'),
-    ('shape', 'dimensions')
+    ("chunks", "blockSize"),
+    ("dtype", "dataType"),
+    ("compressor", "compression"),
+    ("shape", "dimensions"),
 ]
-n5_attrs_key = 'attributes.json'
-n5_keywords = ['n5', 'dataType', 'dimensions', 'blockSize', 'compression']
+n5_attrs_key = "attributes.json"
+n5_keywords = ["n5", "dataType", "dimensions", "blockSize", "compression"]
 
 
 class N5Store(NestedDirectoryStore):
@@ -173,13 +173,13 @@ def __contains__(self, key):
             if key_new not in self:
                 return False
             # group if not a dataset (attributes do not contain 'dimensions')
-            return 'dimensions' not in self._load_n5_attrs(key_new)
+            return "dimensions" not in self._load_n5_attrs(key_new)
 
         elif key.endswith(zarr_array_meta_key):
 
             key_new = key.replace(zarr_array_meta_key, n5_attrs_key)
             # array if attributes contain 'dimensions'
-            return 'dimensions' in self._load_n5_attrs(key_new)
+            return "dimensions" in self._load_n5_attrs(key_new)
 
         elif key.endswith(zarr_attrs_key):
 
@@ -195,10 +195,7 @@ def __contains__(self, key):
         return super().__contains__(key_new)
 
     def __eq__(self, other):
-        return (
-            isinstance(other, N5Store) and
-            self.path == other.path
-        )
+        return isinstance(other, N5Store) and self.path == other.path
 
     def listdir(self, path: Optional[str] = None):
 
@@ -229,7 +226,7 @@ def listdir(self, path: Optional[str] = None):
                         for file_name in file_names:
                             file_path = os.path.join(dir_path, file_name)
                             rel_path = file_path.split(root_path + os.path.sep)[1]
-                            new_child = rel_path.replace(os.path.sep, '.')
+                            new_child = rel_path.replace(os.path.sep, ".")
                             new_children.append(invert_chunk_coords(new_child))
                 else:
                     new_children.append(entry)
@@ -265,7 +262,7 @@ def _is_group(self, path: str):
             attrs_key = os.path.join(path, n5_attrs_key)
 
         n5_attrs = self._load_n5_attrs(attrs_key)
-        return len(n5_attrs) > 0 and 'dimensions' not in n5_attrs
+        return len(n5_attrs) > 0 and "dimensions" not in n5_attrs
 
     def _is_array(self, path: str):
 
@@ -274,7 +271,7 @@ def _is_array(self, path: str):
         else:
             attrs_key = os.path.join(path, n5_attrs_key)
 
-        return 'dimensions' in self._load_n5_attrs(attrs_key)
+        return "dimensions" in self._load_n5_attrs(attrs_key)
 
     def _contains_attrs(self, path: str):
 
@@ -340,27 +337,28 @@ class N5FSStore(FSStore):
     dimensions, hence the Zarr arrays targeting N5 have the deceptive
     "." dimension separator.
     """
-    _array_meta_key = 'attributes.json'
-    _group_meta_key = 'attributes.json'
-    _attrs_key = 'attributes.json'
+
+    _array_meta_key = "attributes.json"
+    _group_meta_key = "attributes.json"
+    _attrs_key = "attributes.json"
 
     def __init__(self, *args, **kwargs):
-        if 'dimension_separator' in kwargs:
-            kwargs.pop('dimension_separator')
-            warnings.warn('Keyword argument `dimension_separator` will be ignored')
+        if "dimension_separator" in kwargs:
+            kwargs.pop("dimension_separator")
+            warnings.warn("Keyword argument `dimension_separator` will be ignored")
         dimension_separator = "."
         super().__init__(*args, dimension_separator=dimension_separator, **kwargs)
 
     @staticmethod
     def _swap_separator(key: str):
-        segments = list(key.split('/'))
+        segments = list(key.split("/"))
         if segments:
             last_segment = segments[-1]
             if _prog_ckey.match(last_segment):
-                coords = list(last_segment.split('.'))
-                last_segment = '/'.join(coords[::-1])
+                coords = list(last_segment.split("."))
+                last_segment = "/".join(coords[::-1])
                 segments = segments[:-1] + [last_segment]
-                key = '/'.join(segments)
+                key = "/".join(segments)
         return key
 
     def _normalize_key(self, key: str):
@@ -527,7 +525,7 @@ def listdir(self, path: Optional[str] = None):
                     for file_name in self.fs.find(entry_path):
                         file_path = os.path.join(root_path, file_name)
                         rel_path = file_path.split(root_path)[1]
-                        new_child = rel_path.lstrip('/').replace('/', ".")
+                        new_child = rel_path.lstrip("/").replace("/", ".")
                         new_children.append(invert_chunk_coords(new_child))
                 else:
                     new_children.append(entry)
@@ -586,7 +584,7 @@ def _contains_attrs(self, path: Optional[str]):
 
 def is_chunk_key(key: str):
     rv = False
-    segments = list(key.split('/'))
+    segments = list(key.split("/"))
     if segments:
         last_segment = segments[-1]
         rv = bool(_prog_ckey.match(last_segment))
@@ -594,118 +592,116 @@ def is_chunk_key(key: str):
 
 
 def invert_chunk_coords(key: str):
-    segments = list(key.split('/'))
+    segments = list(key.split("/"))
     if segments:
         last_segment = segments[-1]
         if _prog_ckey.match(last_segment):
-            coords = list(last_segment.split('.'))
-            last_segment = '/'.join(coords[::-1])
+            coords = list(last_segment.split("."))
+            last_segment = "/".join(coords[::-1])
             segments = segments[:-1] + [last_segment]
-            key = '/'.join(segments)
+            key = "/".join(segments)
     return key
 
 
 def group_metadata_to_n5(group_metadata: Dict[str, Any]) -> Dict[str, Any]:
-    '''Convert group metadata from zarr to N5 format.'''
-    del group_metadata['zarr_format']
+    """Convert group metadata from zarr to N5 format."""
+    del group_metadata["zarr_format"]
     # TODO: This should only exist at the top-level
-    group_metadata['n5'] = N5_FORMAT
+    group_metadata["n5"] = N5_FORMAT
     return group_metadata
 
 
 def group_metadata_to_zarr(group_metadata: Dict[str, Any]) -> Dict[str, Any]:
-    '''Convert group metadata from N5 to zarr format.'''
+    """Convert group metadata from N5 to zarr format."""
     # This only exists at the top level
-    group_metadata.pop('n5', None)
-    group_metadata['zarr_format'] = ZARR_FORMAT
+    group_metadata.pop("n5", None)
+    group_metadata["zarr_format"] = ZARR_FORMAT
     return group_metadata
 
 
 def array_metadata_to_n5(array_metadata: Dict[str, Any], top_level=False) -> Dict[str, Any]:
-    '''Convert array metadata from zarr to N5 format. If the `top_level` keyword argument is True,
-    then the `N5` : N5_FORMAT key : value pair will be inserted into the metadata.'''
+    """Convert array metadata from zarr to N5 format. If the `top_level` keyword argument is True,
+    then the `N5` : N5_FORMAT key : value pair will be inserted into the metadata."""
 
     for f, t in zarr_to_n5_keys:
         array_metadata[t] = array_metadata.pop(f)
-    del array_metadata['zarr_format']
+    del array_metadata["zarr_format"]
     if top_level:
-        array_metadata['n5'] = N5_FORMAT
+        array_metadata["n5"] = N5_FORMAT
     try:
-        dtype = np.dtype(array_metadata['dataType'])
+        dtype = np.dtype(array_metadata["dataType"])
     except TypeError:
-        raise TypeError(
-            f"Data type {array_metadata['dataType']} is not supported by N5")
+        raise TypeError(f"Data type {array_metadata['dataType']} is not supported by N5")
 
-    array_metadata['dataType'] = dtype.name
-    array_metadata['dimensions'] = array_metadata['dimensions'][::-1]
-    array_metadata['blockSize'] = array_metadata['blockSize'][::-1]
+    array_metadata["dataType"] = dtype.name
+    array_metadata["dimensions"] = array_metadata["dimensions"][::-1]
+    array_metadata["blockSize"] = array_metadata["blockSize"][::-1]
 
-    if 'fill_value' in array_metadata:
-        if array_metadata['fill_value'] != 0 and array_metadata['fill_value'] is not None:
+    if "fill_value" in array_metadata:
+        if array_metadata["fill_value"] != 0 and array_metadata["fill_value"] is not None:
             raise ValueError(
-                f'''Received fill_value = {array_metadata['fill_value']},
-                but N5 only supports fill_value = 0'''
-                )
-        del array_metadata['fill_value']
+                f"""Received fill_value = {array_metadata['fill_value']},
+                but N5 only supports fill_value = 0"""
+            )
+        del array_metadata["fill_value"]
 
-    if 'order' in array_metadata:
-        if array_metadata['order'] != 'C':
+    if "order" in array_metadata:
+        if array_metadata["order"] != "C":
             raise ValueError(
                 f"Received order = {array_metadata['order']}, but N5 only supports order = C"
-                )
-        del array_metadata['order']
+            )
+        del array_metadata["order"]
 
-    if 'filters' in array_metadata:
-        if array_metadata['filters'] != [] and array_metadata['filters'] is not None:
-            raise ValueError(
-                "Received filters, but N5 storage does not support zarr filters"
-                )
-        del array_metadata['filters']
+    if "filters" in array_metadata:
+        if array_metadata["filters"] != [] and array_metadata["filters"] is not None:
+            raise ValueError("Received filters, but N5 storage does not support zarr filters")
+        del array_metadata["filters"]
 
-    assert 'compression' in array_metadata
-    compressor_config = array_metadata['compression']
+    assert "compression" in array_metadata
+    compressor_config = array_metadata["compression"]
     compressor_config = compressor_config_to_n5(compressor_config)
-    array_metadata['compression'] = compressor_config
+    array_metadata["compression"] = compressor_config
 
-    if 'dimension_separator' in array_metadata:
-        del array_metadata['dimension_separator']
+    if "dimension_separator" in array_metadata:
+        del array_metadata["dimension_separator"]
 
     return array_metadata
 
 
-def array_metadata_to_zarr(array_metadata: Dict[str, Any],
-                           top_level: bool = False) -> Dict[str, Any]:
-    '''Convert array metadata from N5 to zarr format.
-    If the `top_level` keyword argument is True, then the `N5` key will be removed from metadata'''
+def array_metadata_to_zarr(
+    array_metadata: Dict[str, Any], top_level: bool = False
+) -> Dict[str, Any]:
+    """Convert array metadata from N5 to zarr format.
+    If the `top_level` keyword argument is True, then the `N5` key will be removed from metadata"""
     for t, f in zarr_to_n5_keys:
         array_metadata[t] = array_metadata.pop(f)
     if top_level:
-        array_metadata.pop('n5')
-    array_metadata['zarr_format'] = ZARR_FORMAT
-
-    array_metadata['shape'] = array_metadata['shape'][::-1]
-    array_metadata['chunks'] = array_metadata['chunks'][::-1]
-    array_metadata['fill_value'] = 0  # also if None was requested
-    array_metadata['order'] = 'C'
-    array_metadata['filters'] = []
-    array_metadata['dimension_separator'] = '.'
-    array_metadata['dtype'] = np.dtype(array_metadata['dtype']).str
-
-    compressor_config = array_metadata['compressor']
+        array_metadata.pop("n5")
+    array_metadata["zarr_format"] = ZARR_FORMAT
+
+    array_metadata["shape"] = array_metadata["shape"][::-1]
+    array_metadata["chunks"] = array_metadata["chunks"][::-1]
+    array_metadata["fill_value"] = 0  # also if None was requested
+    array_metadata["order"] = "C"
+    array_metadata["filters"] = []
+    array_metadata["dimension_separator"] = "."
+    array_metadata["dtype"] = np.dtype(array_metadata["dtype"]).str
+
+    compressor_config = array_metadata["compressor"]
     compressor_config = compressor_config_to_zarr(compressor_config)
-    array_metadata['compressor'] = {
-        'id': N5ChunkWrapper.codec_id,
-        'compressor_config': compressor_config,
-        'dtype': array_metadata['dtype'],
-        'chunk_shape': array_metadata['chunks']
+    array_metadata["compressor"] = {
+        "id": N5ChunkWrapper.codec_id,
+        "compressor_config": compressor_config,
+        "dtype": array_metadata["dtype"],
+        "chunk_shape": array_metadata["chunks"],
     }
 
     return array_metadata
 
 
 def attrs_to_zarr(attrs: Dict[str, Any]) -> Dict[str, Any]:
-    '''Get all zarr attributes from an N5 attributes dictionary (i.e.,
-    all non-keyword attributes).'''
+    """Get all zarr attributes from an N5 attributes dictionary (i.e.,
+    all non-keyword attributes)."""
 
     # remove all N5 keywords
     for n5_key in n5_keywords:
@@ -718,134 +714,133 @@ def attrs_to_zarr(attrs: Dict[str, Any]) -> Dict[str, Any]:
 def compressor_config_to_n5(compressor_config: Optional[Dict[str, Any]]) -> Dict[str, Any]:
 
     if compressor_config is None:
-        return {'type': 'raw'}
+        return {"type": "raw"}
     else:
         _compressor_config = compressor_config
 
     # peel wrapper, if present
-    if _compressor_config['id'] == N5ChunkWrapper.codec_id:
-        _compressor_config = _compressor_config['compressor_config']
+    if _compressor_config["id"] == N5ChunkWrapper.codec_id:
+        _compressor_config = _compressor_config["compressor_config"]
 
-    codec_id = _compressor_config['id']
-    n5_config = {'type': codec_id}
+    codec_id = _compressor_config["id"]
+    n5_config = {"type": codec_id}
 
-    if codec_id == 'bz2':
+    if codec_id == "bz2":
 
-        n5_config['type'] = 'bzip2'
-        n5_config['blockSize'] = _compressor_config['level']
+        n5_config["type"] = "bzip2"
+        n5_config["blockSize"] = _compressor_config["level"]
 
-    elif codec_id == 'blosc':
+    elif codec_id == "blosc":
 
-        n5_config['cname'] = _compressor_config['cname']
-        n5_config['clevel'] = _compressor_config['clevel']
-        n5_config['shuffle'] = _compressor_config['shuffle']
-        n5_config['blocksize'] = _compressor_config['blocksize']
+        n5_config["cname"] = _compressor_config["cname"]
+        n5_config["clevel"] = _compressor_config["clevel"]
+        n5_config["shuffle"] = _compressor_config["shuffle"]
+        n5_config["blocksize"] = _compressor_config["blocksize"]
 
-    elif codec_id == 'lzma':
+    elif codec_id == "lzma":
 
         # Switch to XZ for N5 if we are using the default XZ format.
         # Note: 4 is the default, which is lzma.CHECK_CRC64.
-        if _compressor_config['format'] == 1 and _compressor_config['check'] in [-1, 4]:
-            n5_config['type'] = 'xz'
+        if _compressor_config["format"] == 1 and _compressor_config["check"] in [-1, 4]:
+            n5_config["type"] = "xz"
         else:
             warnings.warn(
                 "Not all N5 implementations support lzma compression (yet). You "
                 "might not be able to open the dataset with another N5 library.",
-                RuntimeWarning
+                RuntimeWarning,
             )
-            n5_config['format'] = _compressor_config['format']
-            n5_config['check'] = _compressor_config['check']
-            n5_config['filters'] = _compressor_config['filters']
+            n5_config["format"] = _compressor_config["format"]
+            n5_config["check"] = _compressor_config["check"]
+            n5_config["filters"] = _compressor_config["filters"]
 
         # The default is lzma.PRESET_DEFAULT, which is 6.
-        if _compressor_config['preset']:
-            n5_config['preset'] = _compressor_config['preset']
+        if _compressor_config["preset"]:
+            n5_config["preset"] = _compressor_config["preset"]
         else:
-            n5_config['preset'] = 6
+            n5_config["preset"] = 6
 
-    elif codec_id == 'zlib':
+    elif codec_id == "zlib":
 
-        n5_config['type'] = 'gzip'
-        n5_config['level'] = _compressor_config['level']
-        n5_config['useZlib'] = True
+        n5_config["type"] = "gzip"
+        n5_config["level"] = _compressor_config["level"]
+        n5_config["useZlib"] = True
 
-    elif codec_id == 'gzip':
+    elif codec_id == "gzip":
 
-        n5_config['type'] = 'gzip'
-        n5_config['level'] = _compressor_config['level']
-        n5_config['useZlib'] = False
+        n5_config["type"] = "gzip"
+        n5_config["level"] = _compressor_config["level"]
+        n5_config["useZlib"] = False
 
     else:
 
-        n5_config.update({k: v for k, v in _compressor_config.items() if k != 'type'})
+        n5_config.update({k: v for k, v in _compressor_config.items() if k != "type"})
 
     return n5_config
 
 
 def compressor_config_to_zarr(compressor_config: Dict[str, Any]) -> Optional[Dict[str, Any]]:
 
-    codec_id = compressor_config['type']
-    zarr_config = {'id': codec_id}
+    codec_id = compressor_config["type"]
+    zarr_config = {"id": codec_id}
 
-    if codec_id == 'bzip2':
+    if codec_id == "bzip2":
 
-        zarr_config['id'] = 'bz2'
-        zarr_config['level'] = compressor_config['blockSize']
+        zarr_config["id"] = "bz2"
+        zarr_config["level"] = compressor_config["blockSize"]
 
-    elif codec_id == 'blosc':
+    elif codec_id == "blosc":
 
-        zarr_config['cname'] = compressor_config['cname']
-        zarr_config['clevel'] = compressor_config['clevel']
-        zarr_config['shuffle'] = compressor_config['shuffle']
-        zarr_config['blocksize'] = compressor_config['blocksize']
+        zarr_config["cname"] = compressor_config["cname"]
+        zarr_config["clevel"] = compressor_config["clevel"]
+        zarr_config["shuffle"] = compressor_config["shuffle"]
+        zarr_config["blocksize"] = compressor_config["blocksize"]
 
-    elif codec_id == 'lzma':
+    elif codec_id == "lzma":
 
-        zarr_config['format'] = compressor_config['format']
-        zarr_config['check'] = compressor_config['check']
-        zarr_config['preset'] = compressor_config['preset']
-        zarr_config['filters'] = compressor_config['filters']
+        zarr_config["format"] = compressor_config["format"]
+        zarr_config["check"] = compressor_config["check"]
+        zarr_config["preset"] = compressor_config["preset"]
+        zarr_config["filters"] = compressor_config["filters"]
 
-    elif codec_id == 'xz':
+    elif codec_id == "xz":
 
-        zarr_config['id'] = 'lzma'
-        zarr_config['format'] = 1  # lzma.FORMAT_XZ
-        zarr_config['check'] = -1
-        zarr_config['preset'] = compressor_config['preset']
-        zarr_config['filters'] = None
+        zarr_config["id"] = "lzma"
+        zarr_config["format"] = 1  # lzma.FORMAT_XZ
+        zarr_config["check"] = -1
+        zarr_config["preset"] = compressor_config["preset"]
+        zarr_config["filters"] = None
 
-    elif codec_id == 'gzip':
+    elif codec_id == "gzip":
 
-        if 'useZlib' in compressor_config and compressor_config['useZlib']:
-            zarr_config['id'] = 'zlib'
-            zarr_config['level'] = compressor_config['level']
+        if "useZlib" in compressor_config and compressor_config["useZlib"]:
+            zarr_config["id"] = "zlib"
+            zarr_config["level"] = compressor_config["level"]
         else:
-            zarr_config['id'] = 'gzip'
-            zarr_config['level'] = compressor_config['level']
+            zarr_config["id"] = "gzip"
+            zarr_config["level"] = compressor_config["level"]
 
-    elif codec_id == 'raw':
+    elif codec_id == "raw":
 
         return None
 
     else:
 
-        zarr_config.update({k: v for k, v in compressor_config.items() if k != 'type'})
+        zarr_config.update({k: v for k, v in compressor_config.items() if k != "type"})
 
     return zarr_config
 
 
 class N5ChunkWrapper(Codec):
 
-    codec_id = 'n5_wrapper'
+    codec_id = "n5_wrapper"
 
     def __init__(self, dtype, chunk_shape, compressor_config=None, compressor=None):
 
         self.dtype = np.dtype(dtype)
         self.chunk_shape = tuple(chunk_shape)
         # is the dtype a little endian format?
-        self._little_endian = (
-            self.dtype.byteorder == '<' or
-            (self.dtype.byteorder == '=' and sys.byteorder == 'little')
+        self._little_endian = self.dtype.byteorder == "<" or (
+            self.dtype.byteorder == "=" and sys.byteorder == "little"
         )
 
         if compressor:
@@ -853,9 +848,7 @@ def __init__(self, dtype, chunk_shape, compressor_config=None, compressor=None):
                 raise ValueError("Only one of compressor_config or compressor should be given.")
             compressor_config = compressor.get_config()
 
-        if (
-                compressor_config is None and compressor is None or
-                compressor_config['id'] == 'raw'):
+        if compressor_config is None and compressor is None or compressor_config["id"] == "raw":
             self.compressor_config = None
             self._compressor = None
         else:
@@ -863,10 +856,7 @@ def __init__(self, dtype, chunk_shape, compressor_config=None, compressor=None):
             self.compressor_config = self._compressor.get_config()
 
     def get_config(self):
-        config = {
-            'id': self.codec_id,
-            'compressor_config': self.compressor_config
-        }
+        config = {"id": self.codec_id, "compressor_config": self.compressor_config}
         return config
 
     def encode(self, chunk):
@@ -879,7 +869,7 @@ def encode(self, chunk):
         if self._compressor:
             return header + self._compressor.encode(chunk)
         else:
-            return header + chunk.tobytes(order='A')
+            return header + chunk.tobytes(order="A")
 
     def decode(self, chunk, out=None) -> bytes:
 
@@ -889,10 +879,9 @@ def decode(self, chunk, out=None) -> bytes:
         if out is not None:
 
             # out should only be used if we read a complete chunk
-            assert chunk_shape == self.chunk_shape, (
-                "Expected chunk of shape {}, found {}".format(
-                    self.chunk_shape,
-                    chunk_shape))
+            assert chunk_shape == self.chunk_shape, "Expected chunk of shape {}, found {}".format(
+                self.chunk_shape, chunk_shape
+            )
 
             if self._compressor:
                 self._compressor.decode(chunk, out)
@@ -927,25 +916,21 @@ def decode(self, chunk, out=None) -> bytes:
     @staticmethod
     def _create_header(chunk):
 
-        mode = struct.pack('>H', 0)
-        num_dims = struct.pack('>H', len(chunk.shape))
-        shape = b''.join(
-            struct.pack('>I', d)
-            for d in chunk.shape[::-1]
-        )
+        mode = struct.pack(">H", 0)
+        num_dims = struct.pack(">H", len(chunk.shape))
+        shape = b"".join(struct.pack(">I", d) for d in chunk.shape[::-1])
 
         return mode + num_dims + shape
 
     @staticmethod
     def _read_header(chunk):
 
-        num_dims = struct.unpack('>H', chunk[2:4])[0]
+        num_dims = struct.unpack(">H", chunk[2:4])[0]
         shape = tuple(
-            struct.unpack('>I', chunk[i:i+4])[0]
-            for i in range(4, num_dims*4 + 4, 4)
+            struct.unpack(">I", chunk[i : i + 4])[0] for i in range(4, num_dims * 4 + 4, 4)
         )[::-1]
 
-        len_header = 4 + num_dims*4
+        len_header = 4 + num_dims * 4
 
         return len_header, shape
 
@@ -962,7 +947,7 @@ def _from_big_endian(self, data):
         if not self._little_endian:
             return data
 
-        a = np.frombuffer(data, self.dtype.newbyteorder('>'))
+        a = np.frombuffer(data, self.dtype.newbyteorder(">"))
         return a.astype(self.dtype)
 
 
diff --git a/zarr/storage.py b/zarr/storage.py
index ef1bd64955..37a821fc5a 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -36,11 +36,7 @@
 import time
 
 from numcodecs.abc import Codec
-from numcodecs.compat import (
-    ensure_bytes,
-    ensure_text,
-    ensure_contiguous_ndarray_like
-)
+from numcodecs.compat import ensure_bytes, ensure_text, ensure_contiguous_ndarray_like
 from numcodecs.registry import codec_registry
 from zarr.context import Context
 
@@ -53,45 +49,58 @@
     ReadOnlyError,
 )
 from zarr.meta import encode_array_metadata, encode_group_metadata
-from zarr.util import (buffer_size, json_loads, nolock, normalize_chunks,
-                       normalize_dimension_separator,
-                       normalize_dtype, normalize_fill_value, normalize_order,
-                       normalize_shape, normalize_storage_path, retry_call,
-                       ensure_contiguous_ndarray_or_bytes)
+from zarr.util import (
+    buffer_size,
+    json_loads,
+    nolock,
+    normalize_chunks,
+    normalize_dimension_separator,
+    normalize_dtype,
+    normalize_fill_value,
+    normalize_order,
+    normalize_shape,
+    normalize_storage_path,
+    retry_call,
+    ensure_contiguous_ndarray_or_bytes,
+)
 
 from zarr._storage.absstore import ABSStore  # noqa: F401
-from zarr._storage.store import (_get_hierarchy_metadata,  # noqa: F401
-                                 _get_metadata_suffix,
-                                 _listdir_from_keys,
-                                 _rename_from_keys,
-                                 _rename_metadata_v3,
-                                 _rmdir_from_keys,
-                                 _rmdir_from_keys_v3,
-                                 _path_to_prefix,
-                                 _prefix_to_array_key,
-                                 _prefix_to_group_key,
-                                 array_meta_key,
-                                 attrs_key,
-                                 data_root,
-                                 group_meta_key,
-                                 meta_root,
-                                 DEFAULT_ZARR_VERSION,
-                                 BaseStore,
-                                 Store)
+from zarr._storage.store import (  # noqa: F401
+    _get_hierarchy_metadata,
+    _get_metadata_suffix,
+    _listdir_from_keys,
+    _rename_from_keys,
+    _rename_metadata_v3,
+    _rmdir_from_keys,
+    _rmdir_from_keys_v3,
+    _path_to_prefix,
+    _prefix_to_array_key,
+    _prefix_to_group_key,
+    array_meta_key,
+    attrs_key,
+    data_root,
+    group_meta_key,
+    meta_root,
+    DEFAULT_ZARR_VERSION,
+    BaseStore,
+    Store,
+)
 
 __doctest_requires__ = {
-    ('RedisStore', 'RedisStore.*'): ['redis'],
-    ('MongoDBStore', 'MongoDBStore.*'): ['pymongo'],
-    ('LRUStoreCache', 'LRUStoreCache.*'): ['s3fs'],
+    ("RedisStore", "RedisStore.*"): ["redis"],
+    ("MongoDBStore", "MongoDBStore.*"): ["pymongo"],
+    ("LRUStoreCache", "LRUStoreCache.*"): ["s3fs"],
 }
 
 
 try:
     # noinspection PyUnresolvedReferences
     from zarr.codecs import Blosc
+
     default_compressor = Blosc()
 except ImportError:  # pragma: no cover
     from zarr.codecs import Zlib
+
     default_compressor = Zlib()
 
 
@@ -113,7 +122,7 @@ def contains_group(store: StoreLike, path: Path = None, explicit_only=True) -> b
     path = normalize_storage_path(path)
     prefix = _path_to_prefix(path)
     key = _prefix_to_group_key(store, prefix)
-    store_version = getattr(store, '_store_version', 2)
+    store_version = getattr(store, "_store_version", 2)
     if store_version == 2 or explicit_only:
         return key in store
     else:
@@ -122,9 +131,9 @@ def contains_group(store: StoreLike, path: Path = None, explicit_only=True) -> b
         # for v3, need to also handle implicit groups
 
         sfx = _get_metadata_suffix(store)  # type: ignore
-        implicit_prefix = key.replace('.group' + sfx, '')
-        if not implicit_prefix.endswith('/'):
-            implicit_prefix += '/'
+        implicit_prefix = key.replace(".group" + sfx, "")
+        if not implicit_prefix.endswith("/"):
+            implicit_prefix += "/"
         if store.list_prefix(implicit_prefix):  # type: ignore
             return True
         return False
@@ -132,7 +141,7 @@ def contains_group(store: StoreLike, path: Path = None, explicit_only=True) -> b
 
 def _normalize_store_arg_v2(store: Any, storage_options=None, mode="r") -> BaseStore:
     # default to v2 store for backward compatibility
-    zarr_version = getattr(store, '_store_version', 2)
+    zarr_version = getattr(store, "_store_version", 2)
     if zarr_version != 2:
         raise ValueError("store must be a version 2 store")
     if store is None:
@@ -142,23 +151,27 @@ def _normalize_store_arg_v2(store: Any, storage_options=None, mode="r") -> BaseS
         store = os.fspath(store)
     if FSStore._fsspec_installed():
         import fsspec
+
         if isinstance(store, fsspec.FSMap):
-            return FSStore(store.root,
-                           fs=store.fs,
-                           mode=mode,
-                           check=store.check,
-                           create=store.create,
-                           missing_exceptions=store.missing_exceptions,
-                           **(storage_options or {}))
+            return FSStore(
+                store.root,
+                fs=store.fs,
+                mode=mode,
+                check=store.check,
+                create=store.create,
+                missing_exceptions=store.missing_exceptions,
+                **(storage_options or {}),
+            )
     if isinstance(store, str):
         if "://" in store or "::" in store:
             return FSStore(store, mode=mode, **(storage_options or {}))
         elif storage_options:
             raise ValueError("storage_options passed with non-fsspec path")
-        if store.endswith('.zip'):
+        if store.endswith(".zip"):
             return ZipStore(store, mode=mode)
-        elif store.endswith('.n5'):
+        elif store.endswith(".n5"):
             from zarr.n5 import N5Store
+
             return N5Store(store)
         else:
             return DirectoryStore(store)
@@ -167,8 +180,9 @@ def _normalize_store_arg_v2(store: Any, storage_options=None, mode="r") -> BaseS
     return store
 
 
-def normalize_store_arg(store: Any, storage_options=None, mode="r", *,
-                        zarr_version=None) -> BaseStore:
+def normalize_store_arg(
+    store: Any, storage_options=None, mode="r", *, zarr_version=None
+) -> BaseStore:
     if zarr_version is None:
         # default to v2 store for backward compatibility
         zarr_version = getattr(store, "_store_version", DEFAULT_ZARR_VERSION)
@@ -176,6 +190,7 @@ def normalize_store_arg(store: Any, storage_options=None, mode="r", *,
         normalize_store = _normalize_store_arg_v2
     elif zarr_version == 3:
         from zarr._storage.v3 import _normalize_store_arg_v3
+
         normalize_store = _normalize_store_arg_v3
     else:
         raise ValueError("zarr_version must be either 2 or 3")
@@ -187,7 +202,7 @@ def rmdir(store: StoreLike, path: Path = None):
     this will be called, otherwise will fall back to implementation via the
     `Store` interface."""
     path = normalize_storage_path(path)
-    store_version = getattr(store, '_store_version', 2)
+    store_version = getattr(store, "_store_version", 2)
     if hasattr(store, "rmdir") and store.is_erasable():  # type: ignore
         # pass through
         store.rmdir(path)  # type: ignore
@@ -205,7 +220,7 @@ def rename(store: Store, src_path: Path, dst_path: Path):
     `Store` interface."""
     src_path = normalize_storage_path(src_path)
     dst_path = normalize_storage_path(dst_path)
-    if hasattr(store, 'rename'):
+    if hasattr(store, "rename"):
         # pass through
         store.rename(src_path, dst_path)
     else:
@@ -218,7 +233,7 @@ def listdir(store: BaseStore, path: Path = None):
     method, this will be called, otherwise will fall back to implementation via the
     `MutableMapping` interface."""
     path = normalize_storage_path(path)
-    if hasattr(store, 'listdir'):
+    if hasattr(store, "listdir"):
         # pass through
         return store.listdir(path)  # type: ignore
     else:
@@ -237,14 +252,14 @@ def _getsize(store: BaseStore, path: Path = None) -> int:
         v = store[path]
         size = buffer_size(v)
     else:
-        path = '' if path is None else normalize_storage_path(path)
+        path = "" if path is None else normalize_storage_path(path)
         size = 0
-        store_version = getattr(store, '_store_version', 2)
+        store_version = getattr(store, "_store_version", 2)
         if store_version == 3:
-            if path == '':
+            if path == "":
                 # have to list the root folders without trailing / in this case
-                members = store.list_prefix(data_root.rstrip('/'))   # type: ignore
-                members += store.list_prefix(meta_root.rstrip('/'))  # type: ignore
+                members = store.list_prefix(data_root.rstrip("/"))  # type: ignore
+                members += store.list_prefix(meta_root.rstrip("/"))  # type: ignore
             else:
                 members = store.list_prefix(data_root + path)  # type: ignore
                 members += store.list_prefix(meta_root + path)  # type: ignore
@@ -270,7 +285,7 @@ def _getsize(store: BaseStore, path: Path = None) -> int:
 def getsize(store: BaseStore, path: Path = None) -> int:
     """Compute size of stored items for a given path. If `store` provides a `getsize`
     method, this will be called, otherwise will return -1."""
-    if hasattr(store, 'getsize'):
+    if hasattr(store, "getsize"):
         # pass through
         path = normalize_storage_path(path)
         return store.getsize(path)  # type: ignore
@@ -288,12 +303,11 @@ def _require_parent_group(
 ):
     # assume path is normalized
     if path:
-        segments = path.split('/')
+        segments = path.split("/")
         for i in range(len(segments)):
-            p = '/'.join(segments[:i])
+            p = "/".join(segments[:i])
             if contains_array(store, p):
-                _init_group_metadata(store, path=p, chunk_store=chunk_store,
-                                     overwrite=overwrite)
+                _init_group_metadata(store, path=p, chunk_store=chunk_store, overwrite=overwrite)
             elif not contains_group(store, p):
                 _init_group_metadata(store, path=p, chunk_store=chunk_store)
 
@@ -425,23 +439,31 @@ def init_array(
     # ensure parent group initialized
     store_version = getattr(store, "_store_version", 2)
     if store_version < 3:
-        _require_parent_group(path, store=store, chunk_store=chunk_store,
-                              overwrite=overwrite)
+        _require_parent_group(path, store=store, chunk_store=chunk_store, overwrite=overwrite)
 
-    if store_version == 3 and 'zarr.json' not in store:
+    if store_version == 3 and "zarr.json" not in store:
         # initialize with default zarr.json entry level metadata
-        store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)  # type: ignore
+        store["zarr.json"] = store._metadata_class.encode_hierarchy_metadata(None)  # type: ignore
 
     if not compressor:
         # compatibility with legacy tests using compressor=[]
         compressor = None
-    _init_array_metadata(store, shape=shape, chunks=chunks, dtype=dtype,
-                         compressor=compressor, fill_value=fill_value,
-                         order=order, overwrite=overwrite, path=path,
-                         chunk_store=chunk_store, filters=filters,
-                         object_codec=object_codec,
-                         dimension_separator=dimension_separator,
-                         storage_transformers=storage_transformers)
+    _init_array_metadata(
+        store,
+        shape=shape,
+        chunks=chunks,
+        dtype=dtype,
+        compressor=compressor,
+        fill_value=fill_value,
+        order=order,
+        overwrite=overwrite,
+        path=path,
+        chunk_store=chunk_store,
+        filters=filters,
+        object_codec=object_codec,
+        dimension_separator=dimension_separator,
+        storage_transformers=storage_transformers,
+    )
 
 
 def _init_array_metadata(
@@ -461,7 +483,7 @@ def _init_array_metadata(
     storage_transformers=(),
 ):
 
-    store_version = getattr(store, '_store_version', 2)
+    store_version = getattr(store, "_store_version", 2)
 
     path = normalize_storage_path(path)
 
@@ -486,11 +508,11 @@ def _init_array_metadata(
             if chunk_store is not None:
                 chunk_store.erase_prefix(data_prefix)  # type: ignore
 
-            if '/' in path:
+            if "/" in path:
                 # path is a subfolder of an existing array, remove that array
-                parent_path = '/'.join(path.split('/')[:-1])
+                parent_path = "/".join(path.split("/")[:-1])
                 sfx = _get_metadata_suffix(store)  # type: ignore
-                array_key = meta_root + parent_path + '.array' + sfx
+                array_key = meta_root + parent_path + ".array" + sfx
                 if array_key in store:
                     store.erase(array_key)  # type: ignore
 
@@ -500,9 +522,9 @@ def _init_array_metadata(
         elif contains_group(store, path, explicit_only=False):
             raise ContainsGroupError(path)
         elif store_version == 3:
-            if '/' in path:
+            if "/" in path:
                 # cannot create an array within an existing array path
-                parent_path = '/'.join(path.split('/')[:-1])
+                parent_path = "/".join(path.split("/")[:-1])
                 if contains_array(store, parent_path):
                     raise ContainsArrayError(path)
 
@@ -523,10 +545,10 @@ def _init_array_metadata(
     if shape == ():
         # no point in compressing a 0-dimensional array, only a single value
         compressor = None
-    elif compressor == 'none':
+    elif compressor == "none":
         # compatibility
         compressor = None
-    elif compressor == 'default':
+    elif compressor == "default":
         compressor = default_compressor
 
     # obtain compressor config
@@ -556,16 +578,19 @@ def _init_array_metadata(
         if object_codec is None:
             if not filters:
                 # there are no filters so we can be sure there is no object codec
-                raise ValueError('missing object_codec for object array')
+                raise ValueError("missing object_codec for object array")
             else:
                 # one of the filters may be an object codec, issue a warning rather
                 # than raise an error to maintain backwards-compatibility
-                warnings.warn('missing object_codec for object array; this will raise a '
-                              'ValueError in version 3.0', FutureWarning)
+                warnings.warn(
+                    "missing object_codec for object array; this will raise a "
+                    "ValueError in version 3.0",
+                    FutureWarning,
+                )
         else:
             filters_config.insert(0, object_codec.get_config())
     elif object_codec is not None:
-        warnings.warn('an object_codec is only needed for object arrays')
+        warnings.warn("an object_codec is only needed for object arrays")
 
     # use null to indicate no filters
     if not filters_config:
@@ -574,32 +599,34 @@ def _init_array_metadata(
     # initialize metadata
     # TODO: don't store redundant dimension_separator for v3?
     _compressor = compressor_config if store_version == 2 else compressor
-    meta = dict(shape=shape, compressor=_compressor,
-                fill_value=fill_value,
-                dimension_separator=dimension_separator)
+    meta = dict(
+        shape=shape,
+        compressor=_compressor,
+        fill_value=fill_value,
+        dimension_separator=dimension_separator,
+    )
     if store_version < 3:
-        meta.update(dict(chunks=chunks, dtype=dtype, order=order,
-                         filters=filters_config))
+        meta.update(dict(chunks=chunks, dtype=dtype, order=order, filters=filters_config))
         assert not storage_transformers
     else:
         if dimension_separator is None:
             dimension_separator = "/"
         if filters_config:
-            attributes = {'filters': filters_config}
+            attributes = {"filters": filters_config}
         else:
             attributes = {}
         meta.update(
-            dict(chunk_grid=dict(type="regular",
-                                 chunk_shape=chunks,
-                                 separator=dimension_separator),
-                 chunk_memory_layout=order,
-                 data_type=dtype,
-                 attributes=attributes,
-                 storage_transformers=storage_transformers)
+            dict(
+                chunk_grid=dict(type="regular", chunk_shape=chunks, separator=dimension_separator),
+                chunk_memory_layout=order,
+                data_type=dtype,
+                attributes=attributes,
+                storage_transformers=storage_transformers,
+            )
         )
 
     key = _prefix_to_array_key(store, _path_to_prefix(path))
-    if hasattr(store, '_metadata_class'):
+    if hasattr(store, "_metadata_class"):
         store[key] = store._metadata_class.encode_array_metadata(meta)  # type: ignore
     else:
         store[key] = encode_array_metadata(meta)
@@ -635,19 +662,17 @@ def init_group(
     # normalize path
     path = normalize_storage_path(path)
 
-    store_version = getattr(store, '_store_version', 2)
+    store_version = getattr(store, "_store_version", 2)
     if store_version < 3:
         # ensure parent group initialized
-        _require_parent_group(path, store=store, chunk_store=chunk_store,
-                              overwrite=overwrite)
+        _require_parent_group(path, store=store, chunk_store=chunk_store, overwrite=overwrite)
 
-    if store_version == 3 and 'zarr.json' not in store:
+    if store_version == 3 and "zarr.json" not in store:
         # initialize with default zarr.json entry level metadata
-        store['zarr.json'] = store._metadata_class.encode_hierarchy_metadata(None)  # type: ignore
+        store["zarr.json"] = store._metadata_class.encode_hierarchy_metadata(None)  # type: ignore
 
     # initialise metadata
-    _init_group_metadata(store=store, overwrite=overwrite, path=path,
-                         chunk_store=chunk_store)
+    _init_group_metadata(store=store, overwrite=overwrite, path=path, chunk_store=chunk_store)
 
     if store_version == 3:
         # TODO: Should initializing a v3 group also create a corresponding
@@ -663,7 +688,7 @@ def _init_group_metadata(
     chunk_store: Optional[StoreLike] = None,
 ):
 
-    store_version = getattr(store, '_store_version', 2)
+    store_version = getattr(store, "_store_version", 2)
     path = normalize_storage_path(path)
 
     # guard conditions
@@ -694,9 +719,9 @@ def _init_group_metadata(
             raise ContainsArrayError(path)
         elif contains_group(store, path):
             raise ContainsGroupError(path)
-        elif store_version == 3 and '/' in path:
+        elif store_version == 3 and "/" in path:
             # cannot create a group overlapping with an existing array name
-            parent_path = '/'.join(path.split('/')[:-1])
+            parent_path = "/".join(path.split("/")[:-1])
             if contains_array(store, parent_path):
                 raise ContainsArrayError(path)
 
@@ -704,11 +729,11 @@ def _init_group_metadata(
     # N.B., currently no metadata properties are needed, however there may
     # be in future
     if store_version == 3:
-        meta = {'attributes': {}}  # type: ignore
+        meta = {"attributes": {}}  # type: ignore
     else:
         meta = {}  # type: ignore
     key = _prefix_to_group_key(store, _path_to_prefix(path))
-    if hasattr(store, '_metadata_class'):
+    if hasattr(store, "_metadata_class"):
         store[key] = store._metadata_class.encode_group_metadata(meta)  # type: ignore
     else:
         store[key] = encode_group_metadata(meta)
@@ -718,7 +743,7 @@ def _dict_store_keys(d: Dict, prefix="", cls=dict):
     for k in d.keys():
         v = d[k]
         if isinstance(v, cls):
-            yield from _dict_store_keys(v, prefix + k + '/', cls)
+            yield from _dict_store_keys(v, prefix + k + "/", cls)
         else:
             yield prefix + k
 
@@ -814,7 +839,7 @@ def __setstate__(self, state):
     def _get_parent(self, item: str):
         parent = self.root
         # split the item
-        segments = item.split('/')
+        segments = item.split("/")
         # find the parent container
         for k in segments[:-1]:
             parent = parent[k]
@@ -825,7 +850,7 @@ def _get_parent(self, item: str):
     def _require_parent(self, item):
         parent = self.root
         # split the item
-        segments = item.split('/')
+        segments = item.split("/")
         # require the parent container
         for k in segments[:-1]:
             try:
@@ -874,11 +899,7 @@ def __contains__(self, item: str):  # type: ignore[override]
             return not isinstance(value, self.cls)
 
     def __eq__(self, other):
-        return (
-            isinstance(other, MemoryStore) and
-            self.root == other.root and
-            self.cls == other.cls
-        )
+        return isinstance(other, MemoryStore) and self.root == other.root and self.cls == other.cls
 
     def keys(self):
         yield from _dict_store_keys(self.root, cls=self.cls)
@@ -963,12 +984,13 @@ def clear(self):
 
 
 class DictStore(MemoryStore):
-
     def __init__(self, *args, **kwargs):
-        warnings.warn("DictStore has been renamed to MemoryStore in 2.4.0 and "
-                      "will be removed in the future. Please use MemoryStore.",
-                      DeprecationWarning,
-                      stacklevel=2)
+        warnings.warn(
+            "DictStore has been renamed to MemoryStore in 2.4.0 and "
+            "will be removed in the future. Please use MemoryStore.",
+            DeprecationWarning,
+            stacklevel=2,
+        )
         super().__init__(*args, **kwargs)
 
 
@@ -1048,7 +1070,7 @@ def _normalize_key(self, key):
 
     @staticmethod
     def _fromfile(fn):
-        """ Read data from a file
+        """Read data from a file
 
         Parameters
         ----------
@@ -1060,12 +1082,12 @@ def _fromfile(fn):
         Subclasses should overload this method to specify any custom
         file reading logic.
         """
-        with open(fn, 'rb') as f:
+        with open(fn, "rb") as f:
             return f.read()
 
     @staticmethod
     def _tofile(a, fn):
-        """ Write data to a file
+        """Write data to a file
 
         Parameters
         ----------
@@ -1079,7 +1101,7 @@ def _tofile(a, fn):
         Subclasses should overload this method to specify any custom
         file writing logic.
         """
-        with open(fn, mode='wb') as f:
+        with open(fn, mode="wb") as f:
             f.write(a)
 
     def __getitem__(self, key):
@@ -1116,7 +1138,7 @@ def __setitem__(self, key, value):
 
         # write to temporary file
         # note we're not using tempfile.NamedTemporaryFile to avoid restrictive file permissions
-        temp_name = file_name + '.' + uuid.uuid4().hex + '.partial'
+        temp_name = file_name + "." + uuid.uuid4().hex + ".partial"
         temp_path = os.path.join(dir_path, temp_name)
         try:
             self._tofile(value, temp_path)
@@ -1149,10 +1171,7 @@ def __contains__(self, key):
         return os.path.isfile(file_path)
 
     def __eq__(self, other):
-        return (
-            isinstance(other, DirectoryStore) and
-            self.path == other.path
-        )
+        return isinstance(other, DirectoryStore) and self.path == other.path
 
     def keys(self):
         if os.path.exists(self.path):
@@ -1184,8 +1203,11 @@ def dir_path(self, path=None):
         return dir_path
 
     def listdir(self, path=None):
-        return self._nested_listdir(path) if self._dimension_separator == "/" else \
-            self._flat_listdir(path)
+        return (
+            self._nested_listdir(path)
+            if self._dimension_separator == "/"
+            else self._flat_listdir(path)
+        )
 
     def _flat_listdir(self, path=None):
         dir_path = self.dir_path(path)
@@ -1208,9 +1230,9 @@ def _nested_listdir(self, path=None):
                         for file_name in file_names:
                             file_path = os.path.join(dir_path, file_name)
                             rel_path = file_path.split(root_path + os.path.sep)[1]
-                            new_children.append(rel_path.replace(
-                                os.path.sep,
-                                self._dimension_separator or '.'))
+                            new_children.append(
+                                rel_path.replace(os.path.sep, self._dimension_separator or ".")
+                            )
                 else:
                     new_children.append(entry)
             return sorted(new_children)
@@ -1256,21 +1278,21 @@ def clear(self):
         shutil.rmtree(self.path)
 
 
-def atexit_rmtree(path,
-                  isdir=os.path.isdir,
-                  rmtree=shutil.rmtree):  # pragma: no cover
+def atexit_rmtree(path, isdir=os.path.isdir, rmtree=shutil.rmtree):  # pragma: no cover
     """Ensure directory removal at interpreter exit."""
     if isdir(path):
         rmtree(path)
 
 
 # noinspection PyShadowingNames
-def atexit_rmglob(path,
-                  glob=glob.glob,
-                  isdir=os.path.isdir,
-                  isfile=os.path.isfile,
-                  remove=os.remove,
-                  rmtree=shutil.rmtree):  # pragma: no cover
+def atexit_rmglob(
+    path,
+    glob=glob.glob,
+    isdir=os.path.isdir,
+    isfile=os.path.isfile,
+    remove=os.remove,
+    rmtree=shutil.rmtree,
+):  # pragma: no cover
     """Ensure removal of multiple files at interpreter exit."""
     for p in glob(path):
         if isfile(p):
@@ -1316,19 +1338,25 @@ class FSStore(Store):
     storage_options : passed to the fsspec implementation. Cannot be used
         together with fs.
     """
+
     _array_meta_key = array_meta_key
     _group_meta_key = group_meta_key
     _attrs_key = attrs_key
 
-    def __init__(self, url, normalize_keys=False, key_separator=None,
-                 mode='w',
-                 exceptions=(KeyError, PermissionError, IOError),
-                 dimension_separator=None,
-                 fs=None,
-                 check=False,
-                 create=False,
-                 missing_exceptions=None,
-                 **storage_options):
+    def __init__(
+        self,
+        url,
+        normalize_keys=False,
+        key_separator=None,
+        mode="w",
+        exceptions=(KeyError, PermissionError, IOError),
+        dimension_separator=None,
+        fs=None,
+        check=False,
+        create=False,
+        missing_exceptions=None,
+        **storage_options,
+    ):
         if not self._fsspec_installed():  # pragma: no cover
             raise ImportError("`fsspec` is required to use zarr's FSStore")
         import fsspec
@@ -1374,13 +1402,13 @@ def _default_key_separator(self):
             self.key_separator = "."
 
     def _normalize_key(self, key):
-        key = normalize_storage_path(key).lstrip('/')
+        key = normalize_storage_path(key).lstrip("/")
         if key:
-            *bits, end = key.split('/')
+            *bits, end = key.split("/")
 
             if end not in (self._array_meta_key, self._group_meta_key, self._attrs_key):
-                end = end.replace('.', self.key_separator)
-                key = '/'.join(bits + [end])
+                end = end.replace(".", self.key_separator)
+                key = "/".join(bits + [end])
 
         return key.lower() if self.normalize_keys else key
 
@@ -1402,7 +1430,7 @@ def __getitem__(self, key):
             raise KeyError(key) from e
 
     def setitems(self, values):
-        if self.mode == 'r':
+        if self.mode == "r":
             raise ReadOnlyError()
 
         # Normalize keys and make sure the values are bytes
@@ -1413,7 +1441,7 @@ def setitems(self, values):
         self.map.setitems(values)
 
     def __setitem__(self, key, value):
-        if self.mode == 'r':
+        if self.mode == "r":
             raise ReadOnlyError()
         key = self._normalize_key(key)
         value = ensure_contiguous_ndarray_or_bytes(value)
@@ -1427,7 +1455,7 @@ def __setitem__(self, key, value):
             raise KeyError(key) from e
 
     def __delitem__(self, key):
-        if self.mode == 'r':
+        if self.mode == "r":
             raise ReadOnlyError()
         key = self._normalize_key(key)
         path = self.dir_path(key)
@@ -1437,7 +1465,7 @@ def __delitem__(self, key):
             del self.map[key]
 
     def delitems(self, keys):
-        if self.mode == 'r':
+        if self.mode == "r":
             raise ReadOnlyError()
         # only remove the keys that exist in the store
         nkeys = [self._normalize_key(key) for key in keys if key in self]
@@ -1450,8 +1478,7 @@ def __contains__(self, key):
         return key in self.map
 
     def __eq__(self, other):
-        return (type(self) is type(other) and self.map == other.map
-                and self.mode == other.mode)
+        return type(self) is type(other) and self.map == other.map and self.mode == other.mode
 
     def keys(self):
         return iter(self.map)
@@ -1469,8 +1496,9 @@ def dir_path(self, path=None):
     def listdir(self, path=None):
         dir_path = self.dir_path(path)
         try:
-            children = sorted(p.rstrip('/').rsplit('/', 1)[-1]
-                              for p in self.fs.ls(dir_path, detail=False))
+            children = sorted(
+                p.rstrip("/").rsplit("/", 1)[-1] for p in self.fs.ls(dir_path, detail=False)
+            )
             if self.key_separator != "/":
                 return children
             else:
@@ -1485,8 +1513,8 @@ def listdir(self, path=None):
                             for file_name in self.fs.find(entry_path):
                                 file_path = os.path.join(dir_path, file_name)
                                 rel_path = file_path.split(root_path)[1]
-                                rel_path = rel_path.lstrip('/')
-                                new_children.append(rel_path.replace('/', '.'))
+                                rel_path = rel_path.lstrip("/")
+                                new_children.append(rel_path.replace("/", "."))
                         else:
                             new_children.append(entry)
                     return sorted(new_children)
@@ -1496,7 +1524,7 @@ def listdir(self, path=None):
             return []
 
     def rmdir(self, path=None):
-        if self.mode == 'r':
+        if self.mode == "r":
             raise ReadOnlyError()
         store_path = self.dir_path(path)
         if self.fs.isdir(store_path):
@@ -1507,7 +1535,7 @@ def getsize(self, path=None):
         return self.fs.du(store_path, True, True)
 
     def clear(self):
-        if self.mode == 'r':
+        if self.mode == "r":
             raise ReadOnlyError()
         self.map.clear()
 
@@ -1540,15 +1568,16 @@ class TempStore(DirectoryStore):
     """
 
     # noinspection PyShadowingBuiltins
-    def __init__(self, suffix='', prefix='zarr', dir=None, normalize_keys=False,
-                 dimension_separator=None):
+    def __init__(
+        self, suffix="", prefix="zarr", dir=None, normalize_keys=False, dimension_separator=None
+    ):
         path = tempfile.mkdtemp(suffix=suffix, prefix=prefix, dir=dir)
         atexit.register(atexit_rmtree, path)
         super().__init__(path, normalize_keys=normalize_keys)
 
 
-_prog_ckey = re.compile(r'^(\d+)(\.\d+)+$')
-_prog_number = re.compile(r'^\d+$')
+_prog_ckey = re.compile(r"^(\d+)(\.\d+)+$")
+_prog_number = re.compile(r"^\d+$")
 
 
 class NestedDirectoryStore(DirectoryStore):
@@ -1629,15 +1658,11 @@ def __init__(self, path, normalize_keys=False, dimension_separator="/"):
         if dimension_separator is None:
             dimension_separator = "/"
         elif dimension_separator != "/":
-            raise ValueError(
-                "NestedDirectoryStore only supports '/' as dimension_separator")
+            raise ValueError("NestedDirectoryStore only supports '/' as dimension_separator")
         self._dimension_separator = dimension_separator
 
     def __eq__(self, other):
-        return (
-            isinstance(other, NestedDirectoryStore) and
-            self.path == other.path
-        )
+        return isinstance(other, NestedDirectoryStore) and self.path == other.path
 
 
 # noinspection PyPep8Naming
@@ -1735,8 +1760,14 @@ class also supports the context manager protocol, which ensures the ``close()``
 
     _erasable = False
 
-    def __init__(self, path, compression=zipfile.ZIP_STORED, allowZip64=True, mode='a',
-                 dimension_separator=None):
+    def __init__(
+        self,
+        path,
+        compression=zipfile.ZIP_STORED,
+        allowZip64=True,
+        mode="a",
+        dimension_separator=None,
+    ):
 
         # store properties
         path = os.path.abspath(path)
@@ -1752,8 +1783,7 @@ def __init__(self, path, compression=zipfile.ZIP_STORED, allowZip64=True, mode='
         self.mutex = RLock()
 
         # open zip file
-        self.zf = zipfile.ZipFile(path, mode=mode, compression=compression,
-                                  allowZip64=allowZip64)
+        self.zf = zipfile.ZipFile(path, mode=mode, compression=compression, allowZip64=allowZip64)
 
     def __getstate__(self):
         self.flush()
@@ -1763,10 +1793,9 @@ def __setstate__(self, state):
         path, compression, allowZip64, mode = state
         # if initially opened with mode 'w' or 'x', re-open in mode 'a' so file doesn't
         # get clobbered
-        if mode in 'wx':
-            mode = 'a'
-        self.__init__(path=path, compression=compression, allowZip64=allowZip64,
-                      mode=mode)
+        if mode in "wx":
+            mode = "a"
+        self.__init__(path=path, compression=compression, allowZip64=allowZip64, mode=mode)
 
     def close(self):
         """Closes the underlying zip file, ensuring all records are written."""
@@ -1776,14 +1805,14 @@ def close(self):
     def flush(self):
         """Closes the underlying zip file, ensuring all records are written,
         then re-opens the file for further modifications."""
-        if self.mode != 'r':
+        if self.mode != "r":
             with self.mutex:
                 self.zf.close()
                 # N.B., re-open with mode 'a' regardless of initial mode so we don't wipe
                 # what's been written
-                self.zf = zipfile.ZipFile(self.path, mode='a',
-                                          compression=self.compression,
-                                          allowZip64=self.allowZip64)
+                self.zf = zipfile.ZipFile(
+                    self.path, mode="a", compression=self.compression, allowZip64=self.allowZip64
+                )
 
     def __enter__(self):
         return self
@@ -1797,21 +1826,20 @@ def __getitem__(self, key):
                 return f.read()
 
     def __setitem__(self, key, value):
-        if self.mode == 'r':
+        if self.mode == "r":
             raise ReadOnlyError()
         value = ensure_contiguous_ndarray_like(value).view("u1")
         with self.mutex:
             # writestr(key, value) writes with default permissions from
             # zipfile (600) that are too restrictive, build ZipInfo for
             # the key to work around limitation
-            keyinfo = zipfile.ZipInfo(filename=key,
-                                      date_time=time.localtime(time.time())[:6])
+            keyinfo = zipfile.ZipInfo(filename=key, date_time=time.localtime(time.time())[:6])
             keyinfo.compress_type = self.compression
             if keyinfo.filename[-1] == os.sep:
-                keyinfo.external_attr = 0o40775 << 16   # drwxrwxr-x
-                keyinfo.external_attr |= 0x10           # MS-DOS directory flag
+                keyinfo.external_attr = 0o40775 << 16  # drwxrwxr-x
+                keyinfo.external_attr |= 0x10  # MS-DOS directory flag
             else:
-                keyinfo.external_attr = 0o644 << 16     # ?rw-r--r--
+                keyinfo.external_attr = 0o644 << 16  # ?rw-r--r--
 
             self.zf.writestr(keyinfo, value)
 
@@ -1820,10 +1848,10 @@ def __delitem__(self, key):
 
     def __eq__(self, other):
         return (
-            isinstance(other, ZipStore) and
-            self.path == other.path and
-            self.compression == other.compression and
-            self.allowZip64 == other.allowZip64
+            isinstance(other, ZipStore)
+            and self.path == other.path
+            and self.compression == other.compression
+            and self.allowZip64 == other.allowZip64
         )
 
     def keylist(self):
@@ -1860,7 +1888,7 @@ def getsize(self, path=None):
                 size = 0
                 for child in children:
                     if path:
-                        name = path + '/' + child
+                        name = path + "/" + child
                     else:
                         name = child
                     try:
@@ -1880,14 +1908,14 @@ def getsize(self, path=None):
                 return 0
 
     def clear(self):
-        if self.mode == 'r':
+        if self.mode == "r":
             raise ReadOnlyError()
         with self.mutex:
             self.close()
             os.remove(self.path)
-            self.zf = zipfile.ZipFile(self.path, mode=self.mode,
-                                      compression=self.compression,
-                                      allowZip64=self.allowZip64)
+            self.zf = zipfile.ZipFile(
+                self.path, mode=self.mode, compression=self.compression, allowZip64=self.allowZip64
+            )
 
 
 def migrate_1to2(store):
@@ -1909,37 +1937,38 @@ def migrate_1to2(store):
 
     # migrate metadata
     from zarr import meta_v1
-    meta = meta_v1.decode_metadata(store['meta'])
-    del store['meta']
+
+    meta = meta_v1.decode_metadata(store["meta"])
+    del store["meta"]
 
     # add empty filters
-    meta['filters'] = None
+    meta["filters"] = None
 
     # migration compression metadata
-    compression = meta['compression']
-    if compression is None or compression == 'none':
+    compression = meta["compression"]
+    if compression is None or compression == "none":
         compressor_config = None
     else:
-        compression_opts = meta['compression_opts']
+        compression_opts = meta["compression_opts"]
         codec_cls = codec_registry[compression]
         if isinstance(compression_opts, dict):
             compressor = codec_cls(**compression_opts)
         else:
             compressor = codec_cls(compression_opts)
         compressor_config = compressor.get_config()
-    meta['compressor'] = compressor_config
-    del meta['compression']
-    del meta['compression_opts']
+    meta["compressor"] = compressor_config
+    del meta["compression"]
+    del meta["compression_opts"]
 
     # store migrated metadata
-    if hasattr(store, '_metadata_class'):
+    if hasattr(store, "_metadata_class"):
         store[array_meta_key] = store._metadata_class.encode_array_metadata(meta)
     else:
         store[array_meta_key] = encode_array_metadata(meta)
 
     # migrate user attributes
-    store[attrs_key] = store['attrs']
-    del store['attrs']
+    store[attrs_key] = store["attrs"]
+    del store["attrs"]
 
 
 # noinspection PyShadowingBuiltins
@@ -2024,11 +2053,19 @@ class DBMStore(Store):
 
     """
 
-    def __init__(self, path, flag='c', mode=0o666, open=None, write_lock=True,
-                 dimension_separator=None,
-                 **open_kwargs):
+    def __init__(
+        self,
+        path,
+        flag="c",
+        mode=0o666,
+        open=None,
+        write_lock=True,
+        dimension_separator=None,
+        **open_kwargs,
+    ):
         if open is None:
             import dbm
+
             open = dbm.open
         path = os.path.abspath(path)
         # noinspection PyArgumentList
@@ -2053,27 +2090,25 @@ def __getstate__(self):
         except Exception:
             # flush may fail if db has already been closed
             pass
-        return (self.path, self.flag, self.mode, self.open, self.write_lock,
-                self.open_kwargs)
+        return (self.path, self.flag, self.mode, self.open, self.write_lock, self.open_kwargs)
 
     def __setstate__(self, state):
         path, flag, mode, open, write_lock, open_kws = state
-        if flag[0] == 'n':
-            flag = 'c' + flag[1:]  # don't clobber an existing database
-        self.__init__(path=path, flag=flag, mode=mode, open=open,
-                      write_lock=write_lock, **open_kws)
+        if flag[0] == "n":
+            flag = "c" + flag[1:]  # don't clobber an existing database
+        self.__init__(path=path, flag=flag, mode=mode, open=open, write_lock=write_lock, **open_kws)
 
     def close(self):
         """Closes the underlying database file."""
-        if hasattr(self.db, 'close'):
+        if hasattr(self.db, "close"):
             with self.write_mutex:
                 self.db.close()
 
     def flush(self):
         """Synchronizes data to the underlying database file."""
-        if self.flag[0] != 'r':
+        if self.flag[0] != "r":
             with self.write_mutex:
-                if hasattr(self.db, 'sync'):
+                if hasattr(self.db, "sync"):
                     self.db.sync()
                 else:  # pragma: no cover
                     # we don't cover this branch anymore as ndbm (oracle) is not packaged
@@ -2081,8 +2116,8 @@ def flush(self):
                     # https://github.com/conda-forge/staged-recipes/issues/4476
                     # fall-back, close and re-open, needed for ndbm
                     flag = self.flag
-                    if flag[0] == 'n':
-                        flag = 'c' + flag[1:]  # don't clobber an existing database
+                    if flag[0] == "n":
+                        flag = "c" + flag[1:]  # don't clobber an existing database
                     self.db.close()
                     # noinspection PyArgumentList
                     self.db = self.open(self.path, flag, self.mode, **self.open_kwargs)
@@ -2113,11 +2148,12 @@ def __delitem__(self, key):
 
     def __eq__(self, other):
         return (
-            isinstance(other, DBMStore) and
-            self.path == other.path and
+            isinstance(other, DBMStore)
+            and self.path == other.path
+            and
             # allow flag and mode to differ
-            self.open == other.open and
-            self.open_kwargs == other.open_kwargs
+            self.open == other.open
+            and self.open_kwargs == other.open_kwargs
         )
 
     def keys(self):
@@ -2200,28 +2236,28 @@ def __init__(self, path, buffers=True, dimension_separator=None, **kwargs):
 
         # set default memory map size to something larger than the lmdb default, which is
         # very likely to be too small for any moderate array (logic copied from zict)
-        map_size = (2**40 if sys.maxsize >= 2**32 else 2**28)
-        kwargs.setdefault('map_size', map_size)
+        map_size = 2**40 if sys.maxsize >= 2**32 else 2**28
+        kwargs.setdefault("map_size", map_size)
 
         # don't initialize buffers to zero by default, shouldn't be necessary
-        kwargs.setdefault('meminit', False)
+        kwargs.setdefault("meminit", False)
 
         # decide whether to use the writemap option based on the operating system's
         # support for sparse files - writemap requires sparse file support otherwise
         # the whole# `map_size` may be reserved up front on disk (logic copied from zict)
-        writemap = sys.platform.startswith('linux')
-        kwargs.setdefault('writemap', writemap)
+        writemap = sys.platform.startswith("linux")
+        kwargs.setdefault("writemap", writemap)
 
         # decide options for when data are flushed to disk - choose to delay syncing
         # data to filesystem, otherwise pay a large performance penalty (zict also does
         # this)
-        kwargs.setdefault('metasync', False)
-        kwargs.setdefault('sync', False)
-        kwargs.setdefault('map_async', False)
+        kwargs.setdefault("metasync", False)
+        kwargs.setdefault("sync", False)
+        kwargs.setdefault("map_async", False)
 
         # set default option for number of cached transactions
         max_spare_txns = multiprocessing.cpu_count()
-        kwargs.setdefault('max_spare_txns', max_spare_txns)
+        kwargs.setdefault("max_spare_txns", max_spare_txns)
 
         # normalize path
         path = os.path.abspath(path)
@@ -2312,7 +2348,7 @@ def __iter__(self):
         return self.keys()
 
     def __len__(self):
-        return self.db.stat()['entries']
+        return self.db.stat()["entries"]
 
 
 class LRUStoreCache(Store):
@@ -2364,14 +2400,30 @@ def __init__(self, store: StoreLike, max_size: int):
         self.hits = self.misses = 0
 
     def __getstate__(self):
-        return (self._store, self._max_size, self._current_size, self._keys_cache,
-                self._contains_cache, self._listdir_cache, self._values_cache, self.hits,
-                self.misses)
+        return (
+            self._store,
+            self._max_size,
+            self._current_size,
+            self._keys_cache,
+            self._contains_cache,
+            self._listdir_cache,
+            self._values_cache,
+            self.hits,
+            self.misses,
+        )
 
     def __setstate__(self, state):
-        (self._store, self._max_size, self._current_size, self._keys_cache,
-         self._contains_cache, self._listdir_cache, self._values_cache, self.hits,
-         self.misses) = state
+        (
+            self._store,
+            self._max_size,
+            self._current_size,
+            self._keys_cache,
+            self._contains_cache,
+            self._listdir_cache,
+            self._values_cache,
+            self.hits,
+            self.misses,
+        ) = state
         self._mutex = Lock()
 
     def __len__(self):
@@ -2536,7 +2588,7 @@ def __init__(self, path, dimension_separator=None, **kwargs):
         self._dimension_separator = dimension_separator
 
         # normalize path
-        if path != ':memory:':
+        if path != ":memory:":
             path = os.path.abspath(path)
 
         # store properties
@@ -2560,7 +2612,7 @@ def __init__(self, path, dimension_separator=None, **kwargs):
             detect_types=0,
             isolation_level=None,
             check_same_thread=check_same_thread,
-            **self.kwargs
+            **self.kwargs,
         )
 
         # handle keys as `str`s
@@ -2571,13 +2623,11 @@ def __init__(self, path, dimension_separator=None, **kwargs):
 
         # initialize database with our table if missing
         with self.lock:
-            self.cursor.execute(
-                'CREATE TABLE IF NOT EXISTS zarr(k TEXT PRIMARY KEY, v BLOB)'
-            )
+            self.cursor.execute("CREATE TABLE IF NOT EXISTS zarr(k TEXT PRIMARY KEY, v BLOB)")
 
     def __getstate__(self):
-        if self.path == ':memory:':
-            raise PicklingError('Cannot pickle in-memory SQLite databases')
+        if self.path == ":memory:":
+            raise PicklingError("Cannot pickle in-memory SQLite databases")
         return self.path, self.kwargs
 
     def __setstate__(self, state):
@@ -2592,8 +2642,8 @@ def close(self):
         self.db.close()
 
     def __getitem__(self, key):
-        value = self.cursor.execute('SELECT v FROM zarr WHERE (k = ?)', (key,))
-        for v, in value:
+        value = self.cursor.execute("SELECT v FROM zarr WHERE (k = ?)", (key,))
+        for (v,) in value:
             return v
         raise KeyError(key)
 
@@ -2602,38 +2652,36 @@ def __setitem__(self, key, value):
 
     def __delitem__(self, key):
         with self.lock:
-            self.cursor.execute('DELETE FROM zarr WHERE (k = ?)', (key,))
+            self.cursor.execute("DELETE FROM zarr WHERE (k = ?)", (key,))
             if self.cursor.rowcount < 1:
                 raise KeyError(key)
 
     def __contains__(self, key):
-        cs = self.cursor.execute(
-            'SELECT COUNT(*) FROM zarr WHERE (k = ?)', (key,)
-        )
-        for has, in cs:
+        cs = self.cursor.execute("SELECT COUNT(*) FROM zarr WHERE (k = ?)", (key,))
+        for (has,) in cs:
             has = bool(has)
             return has
 
     def items(self):
-        kvs = self.cursor.execute('SELECT k, v FROM zarr')
+        kvs = self.cursor.execute("SELECT k, v FROM zarr")
         yield from kvs
 
     def keys(self):
-        ks = self.cursor.execute('SELECT k FROM zarr')
-        for k, in ks:
+        ks = self.cursor.execute("SELECT k FROM zarr")
+        for (k,) in ks:
             yield k
 
     def values(self):
-        vs = self.cursor.execute('SELECT v FROM zarr')
-        for v, in vs:
+        vs = self.cursor.execute("SELECT v FROM zarr")
+        for (v,) in vs:
             yield v
 
     def __iter__(self):
         return self.keys()
 
     def __len__(self):
-        cs = self.cursor.execute('SELECT COUNT(*) FROM zarr')
-        for c, in cs:
+        cs = self.cursor.execute("SELECT COUNT(*) FROM zarr")
+        for (c,) in cs:
             return c
 
     def update(self, *args, **kwargs):
@@ -2648,19 +2696,21 @@ def update(self, *args, **kwargs):
                 kv_list.append((k, v))
 
         with self.lock:
-            self.cursor.executemany('REPLACE INTO zarr VALUES (?, ?)', kv_list)
+            self.cursor.executemany("REPLACE INTO zarr VALUES (?, ?)", kv_list)
 
     def listdir(self, path=None):
         path = normalize_storage_path(path)
-        sep = '_' if path == '' else '/'
+        sep = "_" if path == "" else "/"
         keys = self.cursor.execute(
-            '''
+            """
             SELECT DISTINCT SUBSTR(m, 0, INSTR(m, "/")) AS l FROM (
                 SELECT LTRIM(SUBSTR(k, LENGTH(?) + 1), "/") || "/" AS m
                 FROM zarr WHERE k LIKE (? || "{sep}%")
             ) ORDER BY l ASC
-            '''.format(sep=sep),
-            (path, path)
+            """.format(
+                sep=sep
+            ),
+            (path, path),
         )
         keys = list(map(operator.itemgetter(0), keys))
         return keys
@@ -2668,35 +2718,33 @@ def listdir(self, path=None):
     def getsize(self, path=None):
         path = normalize_storage_path(path)
         size = self.cursor.execute(
-            '''
+            """
             SELECT COALESCE(SUM(LENGTH(v)), 0) FROM zarr
             WHERE k LIKE (? || "%") AND
                   0 == INSTR(LTRIM(SUBSTR(k, LENGTH(?) + 1), "/"), "/")
-            ''',
-            (path, path)
+            """,
+            (path, path),
         )
-        for s, in size:
+        for (s,) in size:
             return s
 
     def rmdir(self, path=None):
         path = normalize_storage_path(path)
         if path:
             with self.lock:
-                self.cursor.execute(
-                    'DELETE FROM zarr WHERE k LIKE (? || "/%")', (path,)
-                )
+                self.cursor.execute('DELETE FROM zarr WHERE k LIKE (? || "/%")', (path,))
         else:
             self.clear()
 
     def clear(self):
         with self.lock:
             self.cursor.executescript(
-                '''
+                """
                 BEGIN TRANSACTION;
                     DROP TABLE zarr;
                     CREATE TABLE zarr(k TEXT PRIMARY KEY, v BLOB);
                 COMMIT TRANSACTION;
-                '''
+                """
             )
 
 
@@ -2725,11 +2773,16 @@ class MongoDBStore(Store):
 
     """
 
-    _key = 'key'
-    _value = 'value'
+    _key = "key"
+    _value = "value"
 
-    def __init__(self, database='mongodb_zarr', collection='zarr_collection',
-                 dimension_separator=None, **kwargs):
+    def __init__(
+        self,
+        database="mongodb_zarr",
+        collection="zarr_collection",
+        dimension_separator=None,
+        **kwargs,
+    ):
         import pymongo
 
         self._database = database
@@ -2751,9 +2804,9 @@ def __getitem__(self, key):
 
     def __setitem__(self, key, value):
         value = ensure_bytes(value)
-        self.collection.replace_one({self._key: key},
-                                    {self._key: key, self._value: value},
-                                    upsert=True)
+        self.collection.replace_one(
+            {self._key: key}, {self._key: key, self._value: value}, upsert=True
+        )
 
     def __delitem__(self, key):
         result = self.collection.delete_many({self._key: key})
@@ -2801,8 +2854,10 @@ class RedisStore(Store):
         Keyword arguments passed through to the `redis.Redis` function.
 
     """
-    def __init__(self, prefix='zarr', dimension_separator=None, **kwargs):
+
+    def __init__(self, prefix="zarr", dimension_separator=None, **kwargs):
         import redis
+
         self._prefix = prefix
         self._kwargs = kwargs
         self._dimension_separator = dimension_separator
@@ -2810,7 +2865,7 @@ def __init__(self, prefix='zarr', dimension_separator=None, **kwargs):
         self.client = redis.Redis(**kwargs)
 
     def _key(self, key):
-        return '{prefix}:{key}'.format(prefix=self._prefix, key=key)
+        return "{prefix}:{key}".format(prefix=self._prefix, key=key)
 
     def __getitem__(self, key):
         return self.client[self._key(key)]
@@ -2825,9 +2880,8 @@ def __delitem__(self, key):
             raise KeyError(key)
 
     def keylist(self):
-        offset = len(self._key(''))  # length of prefix
-        return [key[offset:].decode('utf-8')
-                for key in self.client.keys(self._key('*'))]
+        offset = len(self._key(""))  # length of prefix
+        return [key[offset:].decode("utf-8") for key in self.client.keys(self._key("*"))]
 
     def keys(self):
         yield from self.keylist()
@@ -2893,10 +2947,11 @@ def __init__(self, store: StoreLike, metadata_key=".zmetadata"):
         meta = json_loads(self.store[metadata_key])
 
         # check format of consolidated metadata
-        consolidated_format = meta.get('zarr_consolidated_format', None)
+        consolidated_format = meta.get("zarr_consolidated_format", None)
         if consolidated_format != 1:
-            raise MetadataError('unsupported zarr consolidated metadata format: %s' %
-                                consolidated_format)
+            raise MetadataError(
+                "unsupported zarr consolidated metadata format: %s" % consolidated_format
+            )
 
         # decode metadata
         self.meta_store: Store = KVStore(meta["metadata"])
diff --git a/zarr/tests/test_attrs.py b/zarr/tests/test_attrs.py
index d6151b4f29..7dd5b340a2 100644
--- a/zarr/tests/test_attrs.py
+++ b/zarr/tests/test_attrs.py
@@ -24,31 +24,30 @@ def _init_store(version):
     return KVStoreV3(dict())
 
 
-class TestAttributes():
-
+class TestAttributes:
     def init_attributes(self, store, read_only=False, cache=True, zarr_version=2):
-        root = '.z' if zarr_version == 2 else meta_root
-        return Attributes(store, key=root + 'attrs', read_only=read_only, cache=cache)
+        root = ".z" if zarr_version == 2 else meta_root
+        return Attributes(store, key=root + "attrs", read_only=read_only, cache=cache)
 
     def test_storage(self, zarr_version):
 
         store = _init_store(zarr_version)
-        root = '.z' if zarr_version == 2 else meta_root
-        attrs_key = root + 'attrs'
+        root = ".z" if zarr_version == 2 else meta_root
+        attrs_key = root + "attrs"
         a = Attributes(store=store, key=attrs_key)
         assert isinstance(a.store, KVStore)
-        assert 'foo' not in a
-        assert 'bar' not in a
+        assert "foo" not in a
+        assert "bar" not in a
         assert dict() == a.asdict()
 
-        a['foo'] = 'bar'
-        a['baz'] = 42
+        a["foo"] = "bar"
+        a["baz"] = 42
         assert attrs_key in store
         assert isinstance(store[attrs_key], bytes)
-        d = json.loads(str(store[attrs_key], 'utf-8'))
+        d = json.loads(str(store[attrs_key], "utf-8"))
         if zarr_version == 3:
-            d = d['attributes']
-        assert dict(foo='bar', baz=42) == d
+            d = d["attributes"]
+        assert dict(foo="bar", baz=42) == d
 
     def test_utf8_encoding(self, zarr_version):
 
@@ -65,42 +64,42 @@ def test_utf8_encoding(self, zarr_version):
 
         # fixture data
         fixture = group(store=DirectoryStore(str(fixdir)))
-        assert fixture['utf8attrs'].attrs.asdict() == dict(foo='た')
+        assert fixture["utf8attrs"].attrs.asdict() == dict(foo="た")
 
     def test_get_set_del_contains(self, zarr_version):
 
         store = _init_store(zarr_version)
         a = self.init_attributes(store, zarr_version=zarr_version)
-        assert 'foo' not in a
-        a['foo'] = 'bar'
-        a['baz'] = 42
-        assert 'foo' in a
-        assert 'baz' in a
-        assert 'bar' == a['foo']
-        assert 42 == a['baz']
-        del a['foo']
-        assert 'foo' not in a
+        assert "foo" not in a
+        a["foo"] = "bar"
+        a["baz"] = 42
+        assert "foo" in a
+        assert "baz" in a
+        assert "bar" == a["foo"]
+        assert 42 == a["baz"]
+        del a["foo"]
+        assert "foo" not in a
         with pytest.raises(KeyError):
             # noinspection PyStatementEffect
-            a['foo']
+            a["foo"]
 
     def test_update_put(self, zarr_version):
 
         store = _init_store(zarr_version)
         a = self.init_attributes(store, zarr_version=zarr_version)
-        assert 'foo' not in a
-        assert 'bar' not in a
-        assert 'baz' not in a
+        assert "foo" not in a
+        assert "bar" not in a
+        assert "baz" not in a
 
-        a.update(foo='spam', bar=42, baz=4.2)
-        assert a['foo'] == 'spam'
-        assert a['bar'] == 42
-        assert a['baz'] == 4.2
+        a.update(foo="spam", bar=42, baz=4.2)
+        assert a["foo"] == "spam"
+        assert a["bar"] == 42
+        assert a["baz"] == 4.2
 
-        a.put(dict(foo='eggs', bar=84))
-        assert a['foo'] == 'eggs'
-        assert a['bar'] == 84
-        assert 'baz' not in a
+        a.put(dict(foo="eggs", bar=84))
+        assert a["foo"] == "eggs"
+        assert a["bar"] == 84
+        assert "baz" not in a
 
     def test_iterators(self, zarr_version):
 
@@ -112,182 +111,182 @@ def test_iterators(self, zarr_version):
         assert set() == set(a.values())
         assert set() == set(a.items())
 
-        a['foo'] = 'bar'
-        a['baz'] = 42
+        a["foo"] = "bar"
+        a["baz"] = 42
 
         assert 2 == len(a)
-        assert {'foo', 'baz'} == set(a)
-        assert {'foo', 'baz'} == set(a.keys())
-        assert {'bar', 42} == set(a.values())
-        assert {('foo', 'bar'), ('baz', 42)} == set(a.items())
+        assert {"foo", "baz"} == set(a)
+        assert {"foo", "baz"} == set(a.keys())
+        assert {"bar", 42} == set(a.values())
+        assert {("foo", "bar"), ("baz", 42)} == set(a.items())
 
     def test_read_only(self, zarr_version):
         store = _init_store(zarr_version)
         a = self.init_attributes(store, read_only=True, zarr_version=zarr_version)
         if zarr_version == 2:
-            store['.zattrs'] = json.dumps(dict(foo='bar', baz=42)).encode('ascii')
+            store[".zattrs"] = json.dumps(dict(foo="bar", baz=42)).encode("ascii")
         else:
-            store['meta/root/attrs'] = json.dumps(
-                    dict(attributes=dict(foo='bar', baz=42))
-            ).encode('ascii')
-        assert a['foo'] == 'bar'
-        assert a['baz'] == 42
+            store["meta/root/attrs"] = json.dumps(dict(attributes=dict(foo="bar", baz=42))).encode(
+                "ascii"
+            )
+        assert a["foo"] == "bar"
+        assert a["baz"] == 42
         with pytest.raises(PermissionError):
-            a['foo'] = 'quux'
+            a["foo"] = "quux"
         with pytest.raises(PermissionError):
-            del a['foo']
+            del a["foo"]
         with pytest.raises(PermissionError):
-            a.update(foo='quux')
+            a.update(foo="quux")
 
     def test_key_completions(self, zarr_version):
         store = _init_store(zarr_version)
         a = self.init_attributes(store, zarr_version=zarr_version)
         d = a._ipython_key_completions_()
-        assert 'foo' not in d
-        assert '123' not in d
-        assert 'baz' not in d
-        assert 'asdf;' not in d
-        a['foo'] = 42
-        a['123'] = 4.2
-        a['asdf;'] = 'ghjkl;'
+        assert "foo" not in d
+        assert "123" not in d
+        assert "baz" not in d
+        assert "asdf;" not in d
+        a["foo"] = 42
+        a["123"] = 4.2
+        a["asdf;"] = "ghjkl;"
         d = a._ipython_key_completions_()
-        assert 'foo' in d
-        assert '123' in d
-        assert 'asdf;' in d
-        assert 'baz' not in d
+        assert "foo" in d
+        assert "123" in d
+        assert "asdf;" in d
+        assert "baz" not in d
 
     def test_caching_on(self, zarr_version):
         # caching is turned on by default
 
         # setup store
         store = CountingDict() if zarr_version == 2 else CountingDictV3()
-        attrs_key = '.zattrs' if zarr_version == 2 else 'meta/root/attrs'
-        assert 0 == store.counter['__getitem__', attrs_key]
-        assert 0 == store.counter['__setitem__', attrs_key]
+        attrs_key = ".zattrs" if zarr_version == 2 else "meta/root/attrs"
+        assert 0 == store.counter["__getitem__", attrs_key]
+        assert 0 == store.counter["__setitem__", attrs_key]
         if zarr_version == 2:
-            store[attrs_key] = json.dumps(dict(foo='xxx', bar=42)).encode('ascii')
+            store[attrs_key] = json.dumps(dict(foo="xxx", bar=42)).encode("ascii")
         else:
-            store[attrs_key] = json.dumps(dict(attributes=dict(foo='xxx', bar=42))).encode('ascii')
-        assert 0 == store.counter['__getitem__', attrs_key]
-        assert 1 == store.counter['__setitem__', attrs_key]
+            store[attrs_key] = json.dumps(dict(attributes=dict(foo="xxx", bar=42))).encode("ascii")
+        assert 0 == store.counter["__getitem__", attrs_key]
+        assert 1 == store.counter["__setitem__", attrs_key]
 
         # setup attributes
         a = self.init_attributes(store, zarr_version=zarr_version)
 
         # test __getitem__ causes all attributes to be cached
-        assert a['foo'] == 'xxx'
-        assert 1 == store.counter['__getitem__', attrs_key]
-        assert a['bar'] == 42
-        assert 1 == store.counter['__getitem__', attrs_key]
-        assert a['foo'] == 'xxx'
-        assert 1 == store.counter['__getitem__', attrs_key]
+        assert a["foo"] == "xxx"
+        assert 1 == store.counter["__getitem__", attrs_key]
+        assert a["bar"] == 42
+        assert 1 == store.counter["__getitem__", attrs_key]
+        assert a["foo"] == "xxx"
+        assert 1 == store.counter["__getitem__", attrs_key]
 
         # test __setitem__ updates the cache
-        a['foo'] = 'yyy'
+        a["foo"] = "yyy"
         get_cnt = 2 if zarr_version == 2 else 3
-        assert get_cnt == store.counter['__getitem__', attrs_key]
-        assert 2 == store.counter['__setitem__', attrs_key]
-        assert a['foo'] == 'yyy'
-        assert get_cnt == store.counter['__getitem__', attrs_key]
-        assert 2 == store.counter['__setitem__', attrs_key]
+        assert get_cnt == store.counter["__getitem__", attrs_key]
+        assert 2 == store.counter["__setitem__", attrs_key]
+        assert a["foo"] == "yyy"
+        assert get_cnt == store.counter["__getitem__", attrs_key]
+        assert 2 == store.counter["__setitem__", attrs_key]
 
         # test update() updates the cache
-        a.update(foo='zzz', bar=84)
+        a.update(foo="zzz", bar=84)
         get_cnt = 3 if zarr_version == 2 else 5
-        assert get_cnt == store.counter['__getitem__', attrs_key]
-        assert 3 == store.counter['__setitem__', attrs_key]
-        assert a['foo'] == 'zzz'
-        assert a['bar'] == 84
-        assert get_cnt == store.counter['__getitem__', attrs_key]
-        assert 3 == store.counter['__setitem__', attrs_key]
+        assert get_cnt == store.counter["__getitem__", attrs_key]
+        assert 3 == store.counter["__setitem__", attrs_key]
+        assert a["foo"] == "zzz"
+        assert a["bar"] == 84
+        assert get_cnt == store.counter["__getitem__", attrs_key]
+        assert 3 == store.counter["__setitem__", attrs_key]
 
         # test __contains__ uses the cache
-        assert 'foo' in a
-        assert get_cnt == store.counter['__getitem__', attrs_key]
-        assert 3 == store.counter['__setitem__', attrs_key]
-        assert 'spam' not in a
-        assert get_cnt == store.counter['__getitem__', attrs_key]
-        assert 3 == store.counter['__setitem__', attrs_key]
+        assert "foo" in a
+        assert get_cnt == store.counter["__getitem__", attrs_key]
+        assert 3 == store.counter["__setitem__", attrs_key]
+        assert "spam" not in a
+        assert get_cnt == store.counter["__getitem__", attrs_key]
+        assert 3 == store.counter["__setitem__", attrs_key]
 
         # test __delitem__ updates the cache
-        del a['bar']
+        del a["bar"]
         get_cnt = 4 if zarr_version == 2 else 7
-        assert get_cnt == store.counter['__getitem__', attrs_key]
-        assert 4 == store.counter['__setitem__', attrs_key]
-        assert 'bar' not in a
-        assert get_cnt == store.counter['__getitem__', attrs_key]
-        assert 4 == store.counter['__setitem__', attrs_key]
+        assert get_cnt == store.counter["__getitem__", attrs_key]
+        assert 4 == store.counter["__setitem__", attrs_key]
+        assert "bar" not in a
+        assert get_cnt == store.counter["__getitem__", attrs_key]
+        assert 4 == store.counter["__setitem__", attrs_key]
 
         # test refresh()
         if zarr_version == 2:
-            store[attrs_key] = json.dumps(dict(foo='xxx', bar=42)).encode('ascii')
+            store[attrs_key] = json.dumps(dict(foo="xxx", bar=42)).encode("ascii")
         else:
-            store[attrs_key] = json.dumps(dict(attributes=dict(foo='xxx', bar=42))).encode('ascii')
-        assert get_cnt == store.counter['__getitem__', attrs_key]
+            store[attrs_key] = json.dumps(dict(attributes=dict(foo="xxx", bar=42))).encode("ascii")
+        assert get_cnt == store.counter["__getitem__", attrs_key]
         a.refresh()
         get_cnt = 5 if zarr_version == 2 else 8
-        assert get_cnt == store.counter['__getitem__', attrs_key]
-        assert a['foo'] == 'xxx'
-        assert get_cnt == store.counter['__getitem__', attrs_key]
-        assert a['bar'] == 42
-        assert get_cnt == store.counter['__getitem__', attrs_key]
+        assert get_cnt == store.counter["__getitem__", attrs_key]
+        assert a["foo"] == "xxx"
+        assert get_cnt == store.counter["__getitem__", attrs_key]
+        assert a["bar"] == 42
+        assert get_cnt == store.counter["__getitem__", attrs_key]
 
     def test_caching_off(self, zarr_version):
 
         # setup store
         store = CountingDict() if zarr_version == 2 else CountingDictV3()
-        attrs_key = '.zattrs' if zarr_version == 2 else 'meta/root/attrs'
-        assert 0 == store.counter['__getitem__', attrs_key]
-        assert 0 == store.counter['__setitem__', attrs_key]
+        attrs_key = ".zattrs" if zarr_version == 2 else "meta/root/attrs"
+        assert 0 == store.counter["__getitem__", attrs_key]
+        assert 0 == store.counter["__setitem__", attrs_key]
 
         if zarr_version == 2:
-            store[attrs_key] = json.dumps(dict(foo='xxx', bar=42)).encode('ascii')
+            store[attrs_key] = json.dumps(dict(foo="xxx", bar=42)).encode("ascii")
         else:
-            store[attrs_key] = json.dumps(dict(attributes=dict(foo='xxx', bar=42))).encode('ascii')
-        assert 0 == store.counter['__getitem__', attrs_key]
-        assert 1 == store.counter['__setitem__', attrs_key]
+            store[attrs_key] = json.dumps(dict(attributes=dict(foo="xxx", bar=42))).encode("ascii")
+        assert 0 == store.counter["__getitem__", attrs_key]
+        assert 1 == store.counter["__setitem__", attrs_key]
 
         # setup attributes
         a = self.init_attributes(store, cache=False, zarr_version=zarr_version)
 
         # test __getitem__
-        assert a['foo'] == 'xxx'
-        assert 1 == store.counter['__getitem__', attrs_key]
-        assert a['bar'] == 42
-        assert 2 == store.counter['__getitem__', attrs_key]
-        assert a['foo'] == 'xxx'
-        assert 3 == store.counter['__getitem__', attrs_key]
+        assert a["foo"] == "xxx"
+        assert 1 == store.counter["__getitem__", attrs_key]
+        assert a["bar"] == 42
+        assert 2 == store.counter["__getitem__", attrs_key]
+        assert a["foo"] == "xxx"
+        assert 3 == store.counter["__getitem__", attrs_key]
 
         # test __setitem__
-        a['foo'] = 'yyy'
+        a["foo"] = "yyy"
         get_cnt = 4 if zarr_version == 2 else 5
-        assert get_cnt == store.counter['__getitem__', attrs_key]
-        assert 2 == store.counter['__setitem__', attrs_key]
-        assert a['foo'] == 'yyy'
+        assert get_cnt == store.counter["__getitem__", attrs_key]
+        assert 2 == store.counter["__setitem__", attrs_key]
+        assert a["foo"] == "yyy"
         get_cnt = 5 if zarr_version == 2 else 6
-        assert get_cnt == store.counter['__getitem__', attrs_key]
-        assert 2 == store.counter['__setitem__', attrs_key]
+        assert get_cnt == store.counter["__getitem__", attrs_key]
+        assert 2 == store.counter["__setitem__", attrs_key]
 
         # test update()
-        a.update(foo='zzz', bar=84)
+        a.update(foo="zzz", bar=84)
         get_cnt = 6 if zarr_version == 2 else 8
-        assert get_cnt == store.counter['__getitem__', attrs_key]
-        assert 3 == store.counter['__setitem__', attrs_key]
-        assert a['foo'] == 'zzz'
-        assert a['bar'] == 84
+        assert get_cnt == store.counter["__getitem__", attrs_key]
+        assert 3 == store.counter["__setitem__", attrs_key]
+        assert a["foo"] == "zzz"
+        assert a["bar"] == 84
         get_cnt = 8 if zarr_version == 2 else 10
-        assert get_cnt == store.counter['__getitem__', attrs_key]
-        assert 3 == store.counter['__setitem__', attrs_key]
+        assert get_cnt == store.counter["__getitem__", attrs_key]
+        assert 3 == store.counter["__setitem__", attrs_key]
 
         # test __contains__
-        assert 'foo' in a
+        assert "foo" in a
         get_cnt = 9 if zarr_version == 2 else 11
-        assert get_cnt == store.counter['__getitem__', attrs_key]
-        assert 3 == store.counter['__setitem__', attrs_key]
-        assert 'spam' not in a
+        assert get_cnt == store.counter["__getitem__", attrs_key]
+        assert 3 == store.counter["__setitem__", attrs_key]
+        assert "spam" not in a
         get_cnt = 10 if zarr_version == 2 else 12
-        assert get_cnt == store.counter['__getitem__', attrs_key]
-        assert 3 == store.counter['__setitem__', attrs_key]
+        assert get_cnt == store.counter["__getitem__", attrs_key]
+        assert 3 == store.counter["__setitem__", attrs_key]
 
     def test_wrong_keys(self, zarr_version):
         store = _init_store(zarr_version)
diff --git a/zarr/tests/test_convenience.py b/zarr/tests/test_convenience.py
index 45ed9c3e11..389ce90a9d 100644
--- a/zarr/tests/test_convenience.py
+++ b/zarr/tests/test_convenience.py
@@ -45,17 +45,17 @@
 )
 from zarr.tests.util import have_fsspec
 
-_VERSIONS = ((2, 3) if v3_api_available else (2, ))
+_VERSIONS = (2, 3) if v3_api_available else (2,)
 
 
 def _init_creation_kwargs(zarr_version):
-    kwargs = {'zarr_version': zarr_version}
+    kwargs = {"zarr_version": zarr_version}
     if zarr_version == 3:
-        kwargs['path'] = 'dataset'
+        kwargs["path"] = "dataset"
     return kwargs
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_open_array(path_type, zarr_version):
 
     store = tempfile.mkdtemp()
@@ -64,24 +64,24 @@ def test_open_array(path_type, zarr_version):
     kwargs = _init_creation_kwargs(zarr_version)
 
     # open array, create if doesn't exist
-    z = open(store, mode='a', shape=100, **kwargs)
+    z = open(store, mode="a", shape=100, **kwargs)
     assert isinstance(z, Array)
     assert z.shape == (100,)
 
     # open array, overwrite
-    z = open(store, mode='w', shape=200, **kwargs)
+    z = open(store, mode="w", shape=200, **kwargs)
     assert isinstance(z, Array)
     assert z.shape == (200,)
 
     # open array, read-only
-    z = open(store, mode='r', **kwargs)
+    z = open(store, mode="r", **kwargs)
     assert isinstance(z, Array)
     assert z.shape == (200,)
     assert z.read_only
 
     # path not found
     with pytest.raises(ValueError):
-        open('doesnotexist', mode='r')
+        open("doesnotexist", mode="r")
 
 
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
@@ -93,18 +93,18 @@ def test_open_group(path_type, zarr_version):
     kwargs = _init_creation_kwargs(zarr_version)
 
     # open group, create if doesn't exist
-    g = open(store, mode='a', **kwargs)
-    g.create_group('foo')
+    g = open(store, mode="a", **kwargs)
+    g.create_group("foo")
     assert isinstance(g, Group)
-    assert 'foo' in g
+    assert "foo" in g
 
     # open group, overwrite
-    g = open(store, mode='w', **kwargs)
+    g = open(store, mode="w", **kwargs)
     assert isinstance(g, Group)
-    assert 'foo' not in g
+    assert "foo" not in g
 
     # open group, read-only
-    g = open(store, mode='r', **kwargs)
+    g = open(store, mode="r", **kwargs)
     assert isinstance(g, Group)
     assert g.read_only
 
@@ -113,13 +113,13 @@ def test_open_group(path_type, zarr_version):
 def test_save_errors(zarr_version):
     with pytest.raises(ValueError):
         # no arrays provided
-        save_group('data/group.zarr', zarr_version=zarr_version)
+        save_group("data/group.zarr", zarr_version=zarr_version)
     with pytest.raises(TypeError):
         # no array provided
-        save_array('data/group.zarr', zarr_version=zarr_version)
+        save_array("data/group.zarr", zarr_version=zarr_version)
     with pytest.raises(ValueError):
         # no arrays provided
-        save('data/group.zarr', zarr_version=zarr_version)
+        save("data/group.zarr", zarr_version=zarr_version)
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
@@ -128,12 +128,12 @@ def test_zarr_v3_save_multiple_unnamed():
     y = np.zeros(8)
     store = KVStoreV3(dict())
     # no path provided
-    save_group(store, x, y, path='dataset', zarr_version=3)
+    save_group(store, x, y, path="dataset", zarr_version=3)
     # names become arr_{i} for unnamed *args
-    assert data_root + 'dataset/arr_0/c0' in store
-    assert data_root + 'dataset/arr_1/c0' in store
-    assert meta_root + 'dataset/arr_0.array.json' in store
-    assert meta_root + 'dataset/arr_1.array.json' in store
+    assert data_root + "dataset/arr_0/c0" in store
+    assert data_root + "dataset/arr_1/c0" in store
+    assert meta_root + "dataset/arr_0.array.json" in store
+    assert meta_root + "dataset/arr_1.array.json" in store
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
@@ -141,47 +141,47 @@ def test_zarr_v3_save_errors():
     x = np.ones(8)
     with pytest.raises(ValueError):
         # no path provided
-        save_group('data/group.zr3', x, zarr_version=3)
+        save_group("data/group.zr3", x, zarr_version=3)
     with pytest.raises(ValueError):
         # no path provided
-        save_array('data/group.zr3', x, zarr_version=3)
+        save_array("data/group.zr3", x, zarr_version=3)
     with pytest.raises(ValueError):
         # no path provided
-        save('data/group.zr3', x, zarr_version=3)
+        save("data/group.zr3", x, zarr_version=3)
 
 
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_lazy_loader(zarr_version):
     foo = np.arange(100)
     bar = np.arange(100, 0, -1)
-    store = 'data/group.zarr' if zarr_version == 2 else 'data/group.zr3'
+    store = "data/group.zarr" if zarr_version == 2 else "data/group.zr3"
     kwargs = _init_creation_kwargs(zarr_version)
     save(store, foo=foo, bar=bar, **kwargs)
     loader = load(store, **kwargs)
-    assert 'foo' in loader
-    assert 'bar' in loader
-    assert 'baz' not in loader
+    assert "foo" in loader
+    assert "bar" in loader
+    assert "baz" not in loader
     assert len(loader) == 2
-    assert sorted(loader) == ['bar', 'foo']
-    assert_array_equal(foo, loader['foo'])
-    assert_array_equal(bar, loader['bar'])
-    assert 'LazyLoader: ' in repr(loader)
+    assert sorted(loader) == ["bar", "foo"]
+    assert_array_equal(foo, loader["foo"])
+    assert_array_equal(bar, loader["bar"])
+    assert "LazyLoader: " in repr(loader)
 
 
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_load_array(zarr_version):
     foo = np.arange(100)
     bar = np.arange(100, 0, -1)
-    store = 'data/group.zarr' if zarr_version == 2 else 'data/group.zr3'
+    store = "data/group.zarr" if zarr_version == 2 else "data/group.zr3"
     kwargs = _init_creation_kwargs(zarr_version)
     save(store, foo=foo, bar=bar, **kwargs)
 
     # can also load arrays directly into a numpy array
-    for array_name in ['foo', 'bar']:
-        array_path = 'dataset/' + array_name if zarr_version == 3 else array_name
+    for array_name in ["foo", "bar"]:
+        array_path = "dataset/" + array_name if zarr_version == 3 else array_name
         array = load(store, path=array_path, zarr_version=zarr_version)
         assert isinstance(array, np.ndarray)
-        if array_name == 'foo':
+        if array_name == "foo":
             assert_array_equal(foo, array)
         else:
             assert_array_equal(bar, array)
@@ -191,27 +191,25 @@ def test_load_array(zarr_version):
 def test_tree(zarr_version):
     kwargs = _init_creation_kwargs(zarr_version)
     g1 = zarr.group(**kwargs)
-    g1.create_group('foo')
-    g3 = g1.create_group('bar')
-    g3.create_group('baz')
-    g5 = g3.create_group('qux')
-    g5.create_dataset('baz', shape=100, chunks=10)
+    g1.create_group("foo")
+    g3 = g1.create_group("bar")
+    g3.create_group("baz")
+    g5 = g3.create_group("qux")
+    g5.create_dataset("baz", shape=100, chunks=10)
     assert repr(zarr.tree(g1)) == repr(g1.tree())
     assert str(zarr.tree(g1)) == str(g1.tree())
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('stores_from_path', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("stores_from_path", [False, True])
 @pytest.mark.parametrize(
-    'with_chunk_store,listable',
+    "with_chunk_store,listable",
     [(False, True), (True, True), (False, False)],
-    ids=['default-listable', 'with_chunk_store-listable', 'default-unlistable']
+    ids=["default-listable", "with_chunk_store-listable", "default-unlistable"],
 )
-def test_consolidate_metadata(with_chunk_store,
-                              zarr_version,
-                              listable,
-                              monkeypatch,
-                              stores_from_path):
+def test_consolidate_metadata(
+    with_chunk_store, zarr_version, listable, monkeypatch, stores_from_path
+):
 
     # setup initial data
     if stores_from_path:
@@ -222,7 +220,7 @@ def test_consolidate_metadata(with_chunk_store,
             atexit.register(atexit_rmtree, chunk_store)
         else:
             chunk_store = None
-        version_kwarg = {'zarr_version': zarr_version}
+        version_kwarg = {"zarr_version": zarr_version}
     else:
         if zarr_version == 2:
             store = MemoryStore()
@@ -231,19 +229,19 @@ def test_consolidate_metadata(with_chunk_store,
             store = MemoryStoreV3()
             chunk_store = MemoryStoreV3() if with_chunk_store else None
         version_kwarg = {}
-    path = 'dataset' if zarr_version == 3 else None
+    path = "dataset" if zarr_version == 3 else None
     z = group(store, chunk_store=chunk_store, path=path, **version_kwarg)
 
     # Reload the actual store implementation in case str
     store_to_copy = z.store
 
-    z.create_group('g1')
-    g2 = z.create_group('g2')
-    g2.attrs['hello'] = 'world'
-    arr = g2.create_dataset('arr', shape=(20, 20), chunks=(5, 5), dtype='f8')
+    z.create_group("g1")
+    g2 = z.create_group("g2")
+    g2.attrs["hello"] = "world"
+    arr = g2.create_dataset("arr", shape=(20, 20), chunks=(5, 5), dtype="f8")
     assert 16 == arr.nchunks
     assert 0 == arr.nchunks_initialized
-    arr.attrs['data'] = 1
+    arr.attrs["data"] = 1
     arr[:] = 1.0
     assert 16 == arr.nchunks_initialized
 
@@ -259,31 +257,35 @@ def test_consolidate_metadata(with_chunk_store,
             consolidate_metadata(store_class, path=None)
 
         with pytest.raises(ValueError):
-            consolidate_metadata(store_class, path='')
+            consolidate_metadata(store_class, path="")
 
     # perform consolidation
     out = consolidate_metadata(store_class, path=path)
     assert isinstance(out, Group)
-    assert ['g1', 'g2'] == list(out)
+    assert ["g1", "g2"] == list(out)
     if not stores_from_path:
         if zarr_version == 2:
             assert isinstance(out._store, ConsolidatedMetadataStore)
-            assert '.zmetadata' in store
-            meta_keys = ['.zgroup',
-                         'g1/.zgroup',
-                         'g2/.zgroup',
-                         'g2/.zattrs',
-                         'g2/arr/.zarray',
-                         'g2/arr/.zattrs']
+            assert ".zmetadata" in store
+            meta_keys = [
+                ".zgroup",
+                "g1/.zgroup",
+                "g2/.zgroup",
+                "g2/.zattrs",
+                "g2/arr/.zarray",
+                "g2/arr/.zattrs",
+            ]
         else:
             assert isinstance(out._store, ConsolidatedMetadataStoreV3)
-            assert 'meta/root/consolidated/.zmetadata' in store
-            meta_keys = ['zarr.json',
-                         meta_root + 'dataset.group.json',
-                         meta_root + 'dataset/g1.group.json',
-                         meta_root + 'dataset/g2.group.json',
-                         meta_root + 'dataset/g2/arr.array.json',
-                         'meta/root/consolidated.group.json']
+            assert "meta/root/consolidated/.zmetadata" in store
+            meta_keys = [
+                "zarr.json",
+                meta_root + "dataset.group.json",
+                meta_root + "dataset/g1.group.json",
+                meta_root + "dataset/g2.group.json",
+                meta_root + "dataset/g2/arr.array.json",
+                "meta/root/consolidated.group.json",
+            ]
         for key in meta_keys:
             del store[key]
 
@@ -307,9 +309,9 @@ def test_consolidate_metadata(with_chunk_store,
 
     # open consolidated
     z2 = open_consolidated(store_to_open, chunk_store=chunk_store, path=path, **version_kwarg)
-    assert ['g1', 'g2'] == list(z2)
-    assert 'world' == z2.g2.attrs['hello']
-    assert 1 == z2.g2.arr.attrs['data']
+    assert ["g1", "g2"] == list(z2)
+    assert "world" == z2.g2.attrs["hello"]
+    assert 1 == z2.g2.arr.attrs["data"]
     assert (z2.g2.arr[:] == 1.0).all()
     assert 16 == z2.g2.arr.nchunks
     if listable:
@@ -332,32 +334,32 @@ def test_consolidate_metadata(with_chunk_store,
         if zarr_version == 2:
             cmd = ConsolidatedMetadataStore(store)
             with pytest.raises(PermissionError):
-                del cmd['.zgroup']
+                del cmd[".zgroup"]
             with pytest.raises(PermissionError):
-                cmd['.zgroup'] = None
+                cmd[".zgroup"] = None
         else:
             cmd = ConsolidatedMetadataStoreV3(store)
             with pytest.raises(PermissionError):
-                del cmd[meta_root + 'dataset.group.json']
+                del cmd[meta_root + "dataset.group.json"]
             with pytest.raises(PermissionError):
-                cmd[meta_root + 'dataset.group.json'] = None
+                cmd[meta_root + "dataset.group.json"] = None
 
         # test getsize on the store
         assert isinstance(getsize(cmd), Integral)
 
     # test new metadata are not writeable
     with pytest.raises(PermissionError):
-        z2.create_group('g3')
+        z2.create_group("g3")
     with pytest.raises(PermissionError):
-        z2.create_dataset('spam', shape=42, chunks=7, dtype='i4')
+        z2.create_dataset("spam", shape=42, chunks=7, dtype="i4")
     with pytest.raises(PermissionError):
-        del z2['g2']
+        del z2["g2"]
 
     # test consolidated metadata are not writeable
     with pytest.raises(PermissionError):
-        z2.g2.attrs['hello'] = 'universe'
+        z2.g2.attrs["hello"] = "universe"
     with pytest.raises(PermissionError):
-        z2.g2.arr.attrs['foo'] = 'bar'
+        z2.g2.arr.attrs["foo"] = "bar"
 
     # test the data are writeable
     z2.g2.arr[:] = 2
@@ -365,24 +367,31 @@ def test_consolidate_metadata(with_chunk_store,
 
     # test invalid modes
     with pytest.raises(ValueError):
-        open_consolidated(store, chunk_store=chunk_store, mode='a', path=path)
+        open_consolidated(store, chunk_store=chunk_store, mode="a", path=path)
     with pytest.raises(ValueError):
-        open_consolidated(store, chunk_store=chunk_store, mode='w', path=path)
+        open_consolidated(store, chunk_store=chunk_store, mode="w", path=path)
     with pytest.raises(ValueError):
-        open_consolidated(store, chunk_store=chunk_store, mode='w-', path=path)
+        open_consolidated(store, chunk_store=chunk_store, mode="w-", path=path)
 
     # make sure keyword arguments are passed through without error
     open_consolidated(
-        store, chunk_store=chunk_store, path=path, cache_attrs=True, synchronizer=None,
+        store,
+        chunk_store=chunk_store,
+        path=path,
+        cache_attrs=True,
+        synchronizer=None,
         **version_kwarg,
     )
 
 
-@pytest.mark.parametrize("options", (
-    {"dimension_separator": "/"},
-    {"dimension_separator": "."},
-    {"dimension_separator": None},
-))
+@pytest.mark.parametrize(
+    "options",
+    (
+        {"dimension_separator": "/"},
+        {"dimension_separator": "."},
+        {"dimension_separator": None},
+    ),
+)
 def test_save_array_separator(tmpdir, options):
     data = np.arange(6).reshape((3, 2))
     url = tmpdir.join("test.zarr")
@@ -395,9 +404,9 @@ class TestCopyStore(unittest.TestCase):
 
     def setUp(self):
         source = dict()
-        source['foo'] = b'xxx'
-        source['bar/baz'] = b'yyy'
-        source['bar/qux'] = b'zzz'
+        source["foo"] = b"xxx"
+        source["bar/baz"] = b"yyy"
+        source["bar/qux"] = b"zzz"
         self.source = source
 
     def _get_dest_store(self):
@@ -414,13 +423,13 @@ def test_no_paths(self):
     def test_source_path(self):
         source = self.source
         # paths should be normalized
-        for source_path in 'bar', 'bar/', '/bar', '/bar/':
+        for source_path in "bar", "bar/", "/bar", "/bar/":
             dest = self._get_dest_store()
             copy_store(source, dest, source_path=source_path)
             assert 2 == len(dest)
             for key in source:
-                if key.startswith('bar/'):
-                    dest_key = key.split('bar/')[1]
+                if key.startswith("bar/"):
+                    dest_key = key.split("bar/")[1]
                     assert source[key] == dest[dest_key]
                 else:
                     assert key not in dest
@@ -428,64 +437,63 @@ def test_source_path(self):
     def test_dest_path(self):
         source = self.source
         # paths should be normalized
-        for dest_path in 'new', 'new/', '/new', '/new/':
+        for dest_path in "new", "new/", "/new", "/new/":
             dest = self._get_dest_store()
             copy_store(source, dest, dest_path=dest_path)
             assert len(source) == len(dest)
             for key in source:
                 if self._version == 3:
-                    dest_key = key[:10] + 'new/' + key[10:]
+                    dest_key = key[:10] + "new/" + key[10:]
                 else:
-                    dest_key = 'new/' + key
+                    dest_key = "new/" + key
                 assert source[key] == dest[dest_key]
 
     def test_source_dest_path(self):
         source = self.source
         # paths should be normalized
-        for source_path in 'bar', 'bar/', '/bar', '/bar/':
-            for dest_path in 'new', 'new/', '/new', '/new/':
+        for source_path in "bar", "bar/", "/bar", "/bar/":
+            for dest_path in "new", "new/", "/new", "/new/":
                 dest = self._get_dest_store()
-                copy_store(source, dest, source_path=source_path,
-                           dest_path=dest_path)
+                copy_store(source, dest, source_path=source_path, dest_path=dest_path)
                 assert 2 == len(dest)
                 for key in source:
-                    if key.startswith('bar/'):
-                        dest_key = 'new/' + key.split('bar/')[1]
+                    if key.startswith("bar/"):
+                        dest_key = "new/" + key.split("bar/")[1]
                         assert source[key] == dest[dest_key]
                     else:
                         assert key not in dest
-                        assert ('new/' + key) not in dest
+                        assert ("new/" + key) not in dest
 
     def test_excludes_includes(self):
         source = self.source
 
         # single excludes
         dest = self._get_dest_store()
-        excludes = 'f.*'
+        excludes = "f.*"
         copy_store(source, dest, excludes=excludes)
         assert len(dest) == 2
 
-        root = '' if self._version == 2 else meta_root
-        assert root + 'foo' not in dest
+        root = "" if self._version == 2 else meta_root
+        assert root + "foo" not in dest
 
         # multiple excludes
         dest = self._get_dest_store()
-        excludes = 'b.z', '.*x'
+        excludes = "b.z", ".*x"
         copy_store(source, dest, excludes=excludes)
         assert len(dest) == 1
-        assert root + 'foo' in dest
-        assert root + 'bar/baz' not in dest
-        assert root + 'bar/qux' not in dest
+        assert root + "foo" in dest
+        assert root + "bar/baz" not in dest
+        assert root + "bar/qux" not in dest
 
         # excludes and includes
         dest = self._get_dest_store()
-        excludes = 'b.*'
-        includes = '.*x'
+        excludes = "b.*"
+        includes = ".*x"
         copy_store(source, dest, excludes=excludes, includes=includes)
         assert len(dest) == 2
-        assert root + 'foo' in dest
-        assert root + 'bar/baz' not in dest
-        assert root + 'bar/qux' in dest
+        assert root + "foo" in dest
+        assert root + "bar/baz" not in dest
+        assert root + "bar/qux" in dest
 
     def test_dry_run(self):
         source = self.source
@@ -496,8 +504,8 @@ def test_dry_run(self):
     def test_if_exists(self):
         source = self.source
         dest = self._get_dest_store()
-        root = '' if self._version == 2 else meta_root
-        dest[root + 'bar/baz'] = b'mmm'
+        root = "" if self._version == 2 else meta_root
+        dest[root + "bar/baz"] = b"mmm"
 
         # default ('raise')
         with pytest.raises(CopyError):
@@ -505,25 +513,25 @@ def test_if_exists(self):
 
         # explicit 'raise'
         with pytest.raises(CopyError):
-            copy_store(source, dest, if_exists='raise')
+            copy_store(source, dest, if_exists="raise")
 
         # skip
-        copy_store(source, dest, if_exists='skip')
+        copy_store(source, dest, if_exists="skip")
         assert 3 == len(dest)
-        assert dest[root + 'foo'] == b'xxx'
-        assert dest[root + 'bar/baz'] == b'mmm'
-        assert dest[root + 'bar/qux'] == b'zzz'
+        assert dest[root + "foo"] == b"xxx"
+        assert dest[root + "bar/baz"] == b"mmm"
+        assert dest[root + "bar/qux"] == b"zzz"
 
         # replace
-        copy_store(source, dest, if_exists='replace')
+        copy_store(source, dest, if_exists="replace")
         assert 3 == len(dest)
-        assert dest[root + 'foo'] == b'xxx'
-        assert dest[root + 'bar/baz'] == b'yyy'
-        assert dest[root + 'bar/qux'] == b'zzz'
+        assert dest[root + "foo"] == b"xxx"
+        assert dest[root + "bar/baz"] == b"yyy"
+        assert dest[root + "bar/qux"] == b"zzz"
 
         # invalid option
         with pytest.raises(ValueError):
-            copy_store(source, dest, if_exists='foobar')
+            copy_store(source, dest, if_exists="foobar")
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
@@ -533,9 +541,9 @@ class TestCopyStoreV3(TestCopyStore):
 
     def setUp(self):
         source = KVStoreV3(dict())
-        source['meta/root/foo'] = b'xxx'
-        source['meta/root/bar/baz'] = b'yyy'
-        source['meta/root/bar/qux'] = b'zzz'
+        source["meta/root/foo"] = b"xxx"
+        source["meta/root/bar/baz"] = b"yyy"
+        source["meta/root/bar/qux"] = b"zzz"
         self.source = source
 
     def _get_dest_store(self):
@@ -548,12 +556,11 @@ def test_mismatched_store_versions(self):
             copy_store(self.source, dest)
 
 
-def check_copied_array(original, copied, without_attrs=False,
-                       expect_props=None):
+def check_copied_array(original, copied, without_attrs=False, expect_props=None):
 
     # setup
-    source_h5py = original.__module__.startswith('h5py.')
-    dest_h5py = copied.__module__.startswith('h5py.')
+    source_h5py = original.__module__.startswith("h5py.")
+    dest_h5py = copied.__module__.startswith("h5py.")
     zarr_to_zarr = not (source_h5py or dest_h5py)
     h5py_to_h5py = source_h5py and dest_h5py
     zarr_to_h5py = not source_h5py and dest_h5py
@@ -564,25 +571,32 @@ def check_copied_array(original, copied, without_attrs=False,
         expect_props = expect_props.copy()
 
     # common properties in zarr and h5py
-    for p in 'dtype', 'shape', 'chunks':
+    for p in "dtype", "shape", "chunks":
         expect_props.setdefault(p, getattr(original, p))
 
     # zarr-specific properties
     if zarr_to_zarr:
-        for p in 'compressor', 'filters', 'order', 'fill_value':
+        for p in "compressor", "filters", "order", "fill_value":
             expect_props.setdefault(p, getattr(original, p))
 
     # h5py-specific properties
     if h5py_to_h5py:
-        for p in ('maxshape', 'compression', 'compression_opts', 'shuffle',
-                  'scaleoffset', 'fletcher32', 'fillvalue'):
+        for p in (
+            "maxshape",
+            "compression",
+            "compression_opts",
+            "shuffle",
+            "scaleoffset",
+            "fletcher32",
+            "fillvalue",
+        ):
             expect_props.setdefault(p, getattr(original, p))
 
     # common properties with some name differences
     if h5py_to_zarr:
-        expect_props.setdefault('fill_value', original.fillvalue)
+        expect_props.setdefault("fill_value", original.fillvalue)
     if zarr_to_h5py:
-        expect_props.setdefault('fillvalue', original.fill_value)
+        expect_props.setdefault("fillvalue", original.fill_value)
 
     # compare properties
     for k, v in expect_props.items():
@@ -596,18 +610,17 @@ def check_copied_array(original, copied, without_attrs=False,
         for k in original.attrs.keys():
             assert k not in copied.attrs
     else:
-        if dest_h5py and 'filters' in original.attrs:
+        if dest_h5py and "filters" in original.attrs:
             # special case in v3 (storing filters metadata under attributes)
             # we explicitly do not copy this info over to HDF5
             original_attrs = original.attrs.asdict().copy()
-            original_attrs.pop('filters')
+            original_attrs.pop("filters")
         else:
             original_attrs = original.attrs
         assert sorted(original_attrs.items()) == sorted(copied.attrs.items())
 
 
-def check_copied_group(original, copied, without_attrs=False, expect_props=None,
-                       shallow=False):
+def check_copied_group(original, copied, without_attrs=False, expect_props=None, shallow=False):
 
     # setup
     if expect_props is None:
@@ -617,16 +630,20 @@ def check_copied_group(original, copied, without_attrs=False, expect_props=None,
 
     # compare children
     for k, v in original.items():
-        if hasattr(v, 'shape'):
+        if hasattr(v, "shape"):
             assert k in copied
-            check_copied_array(v, copied[k], without_attrs=without_attrs,
-                               expect_props=expect_props)
+            check_copied_array(v, copied[k], without_attrs=without_attrs, expect_props=expect_props)
         elif shallow:
             assert k not in copied
         else:
             assert k in copied
-            check_copied_group(v, copied[k], without_attrs=without_attrs,
-                               shallow=shallow, expect_props=expect_props)
+            check_copied_group(
+                v,
+                copied[k],
+                without_attrs=without_attrs,
+                shallow=shallow,
+                expect_props=expect_props,
+            )
 
     # compare attrs
     if without_attrs:
@@ -657,7 +674,7 @@ def test_copy_all():
         dry_run=False,
     )
 
-    assert 'subgroup' in destination_group
+    assert "subgroup" in destination_group
     assert destination_group.attrs["info"] == "group attrs"
     assert destination_group.subgroup.attrs["info"] == "sub attrs"
 
@@ -670,10 +687,10 @@ def test_copy_all_v3():
     copy_all used to not copy attributes as `.keys()`
 
     """
-    original_group = zarr.group(store=MemoryStoreV3(), path='group1', overwrite=True)
+    original_group = zarr.group(store=MemoryStoreV3(), path="group1", overwrite=True)
     original_group.create_group("subgroup")
 
-    destination_group = zarr.group(store=MemoryStoreV3(), path='group2', overwrite=True)
+    destination_group = zarr.group(store=MemoryStoreV3(), path="group2", overwrite=True)
 
     # copy from memory to directory store
     copy_all(
@@ -681,200 +698,212 @@ def test_copy_all_v3():
         destination_group,
         dry_run=False,
     )
-    assert 'subgroup' in destination_group
+    assert "subgroup" in destination_group
 
 
 class TestCopy:
-    @pytest.fixture(params=[False, True], ids=['zarr', 'hdf5'])
+    @pytest.fixture(params=[False, True], ids=["zarr", "hdf5"])
     def source(self, request, tmpdir):
         def prep_source(source):
-            foo = source.create_group('foo')
-            foo.attrs['experiment'] = 'weird science'
-            baz = foo.create_dataset('bar/baz', data=np.arange(100), chunks=(50,))
-            baz.attrs['units'] = 'metres'
+            foo = source.create_group("foo")
+            foo.attrs["experiment"] = "weird science"
+            baz = foo.create_dataset("bar/baz", data=np.arange(100), chunks=(50,))
+            baz.attrs["units"] = "metres"
             if request.param:
-                extra_kws = dict(compression='gzip', compression_opts=3, fillvalue=84,
-                                 shuffle=True, fletcher32=True)
+                extra_kws = dict(
+                    compression="gzip",
+                    compression_opts=3,
+                    fillvalue=84,
+                    shuffle=True,
+                    fletcher32=True,
+                )
             else:
-                extra_kws = dict(compressor=Zlib(3), order='F', fill_value=42, filters=[Adler32()])
-            source.create_dataset('spam', data=np.arange(100, 200).reshape(20, 5),
-                                  chunks=(10, 2), dtype='i2', **extra_kws)
+                extra_kws = dict(compressor=Zlib(3), order="F", fill_value=42, filters=[Adler32()])
+            source.create_dataset(
+                "spam",
+                data=np.arange(100, 200).reshape(20, 5),
+                chunks=(10, 2),
+                dtype="i2",
+                **extra_kws,
+            )
             return source
 
         if request.param:
-            h5py = pytest.importorskip('h5py')
-            fn = tmpdir.join('source.h5')
-            with h5py.File(str(fn), mode='w') as h5f:
+            h5py = pytest.importorskip("h5py")
+            fn = tmpdir.join("source.h5")
+            with h5py.File(str(fn), mode="w") as h5f:
                 yield prep_source(h5f)
         else:
             yield prep_source(group())
 
-    @pytest.fixture(params=[False, True], ids=['zarr', 'hdf5'])
+    @pytest.fixture(params=[False, True], ids=["zarr", "hdf5"])
     def dest(self, request, tmpdir):
         if request.param:
-            h5py = pytest.importorskip('h5py')
-            fn = tmpdir.join('dest.h5')
-            with h5py.File(str(fn), mode='w') as h5f:
+            h5py = pytest.importorskip("h5py")
+            fn = tmpdir.join("dest.h5")
+            with h5py.File(str(fn), mode="w") as h5f:
                 yield h5f
         else:
             yield group()
 
     def test_copy_array(self, source, dest):
         # copy array with default options
-        copy(source['foo/bar/baz'], dest)
-        check_copied_array(source['foo/bar/baz'], dest['baz'])
-        copy(source['spam'], dest)
-        check_copied_array(source['spam'], dest['spam'])
+        copy(source["foo/bar/baz"], dest)
+        check_copied_array(source["foo/bar/baz"], dest["baz"])
+        copy(source["spam"], dest)
+        check_copied_array(source["spam"], dest["spam"])
 
     def test_copy_bad_dest(self, source, dest):
         # try to copy to an array, dest must be a group
-        dest = dest.create_dataset('eggs', shape=(100,))
+        dest = dest.create_dataset("eggs", shape=(100,))
         with pytest.raises(ValueError):
-            copy(source['foo/bar/baz'], dest)
+            copy(source["foo/bar/baz"], dest)
 
     def test_copy_array_name(self, source, dest):
         # copy array with name
-        copy(source['foo/bar/baz'], dest, name='qux')
-        assert 'baz' not in dest
-        check_copied_array(source['foo/bar/baz'], dest['qux'])
+        copy(source["foo/bar/baz"], dest, name="qux")
+        assert "baz" not in dest
+        check_copied_array(source["foo/bar/baz"], dest["qux"])
 
     def test_copy_array_create_options(self, source, dest):
-        dest_h5py = dest.__module__.startswith('h5py.')
+        dest_h5py = dest.__module__.startswith("h5py.")
 
         # copy array, provide creation options
         compressor = Zlib(9)
         create_kws = dict(chunks=(10,))
         if dest_h5py:
-            create_kws.update(compression='gzip', compression_opts=9,
-                              shuffle=True, fletcher32=True, fillvalue=42)
+            create_kws.update(
+                compression="gzip", compression_opts=9, shuffle=True, fletcher32=True, fillvalue=42
+            )
         else:
-            create_kws.update(compressor=compressor, fill_value=42, order='F',
-                              filters=[Adler32()])
-        copy(source['foo/bar/baz'], dest, without_attrs=True, **create_kws)
-        check_copied_array(source['foo/bar/baz'], dest['baz'],
-                           without_attrs=True, expect_props=create_kws)
+            create_kws.update(compressor=compressor, fill_value=42, order="F", filters=[Adler32()])
+        copy(source["foo/bar/baz"], dest, without_attrs=True, **create_kws)
+        check_copied_array(
+            source["foo/bar/baz"], dest["baz"], without_attrs=True, expect_props=create_kws
+        )
 
     def test_copy_array_exists_array(self, source, dest):
         # copy array, dest array in the way
-        dest.create_dataset('baz', shape=(10,))
+        dest.create_dataset("baz", shape=(10,))
 
         # raise
         with pytest.raises(CopyError):
             # should raise by default
-            copy(source['foo/bar/baz'], dest)
-        assert (10,) == dest['baz'].shape
+            copy(source["foo/bar/baz"], dest)
+        assert (10,) == dest["baz"].shape
         with pytest.raises(CopyError):
-            copy(source['foo/bar/baz'], dest, if_exists='raise')
-        assert (10,) == dest['baz'].shape
+            copy(source["foo/bar/baz"], dest, if_exists="raise")
+        assert (10,) == dest["baz"].shape
 
         # skip
-        copy(source['foo/bar/baz'], dest, if_exists='skip')
-        assert (10,) == dest['baz'].shape
+        copy(source["foo/bar/baz"], dest, if_exists="skip")
+        assert (10,) == dest["baz"].shape
 
         # replace
-        copy(source['foo/bar/baz'], dest, if_exists='replace')
-        check_copied_array(source['foo/bar/baz'], dest['baz'])
+        copy(source["foo/bar/baz"], dest, if_exists="replace")
+        check_copied_array(source["foo/bar/baz"], dest["baz"])
 
         # invalid option
         with pytest.raises(ValueError):
-            copy(source['foo/bar/baz'], dest, if_exists='foobar')
+            copy(source["foo/bar/baz"], dest, if_exists="foobar")
 
     def test_copy_array_exists_group(self, source, dest):
         # copy array, dest group in the way
-        dest.create_group('baz')
+        dest.create_group("baz")
 
         # raise
         with pytest.raises(CopyError):
-            copy(source['foo/bar/baz'], dest)
-        assert not hasattr(dest['baz'], 'shape')
+            copy(source["foo/bar/baz"], dest)
+        assert not hasattr(dest["baz"], "shape")
         with pytest.raises(CopyError):
-            copy(source['foo/bar/baz'], dest, if_exists='raise')
-        assert not hasattr(dest['baz'], 'shape')
+            copy(source["foo/bar/baz"], dest, if_exists="raise")
+        assert not hasattr(dest["baz"], "shape")
 
         # skip
-        copy(source['foo/bar/baz'], dest, if_exists='skip')
-        assert not hasattr(dest['baz'], 'shape')
+        copy(source["foo/bar/baz"], dest, if_exists="skip")
+        assert not hasattr(dest["baz"], "shape")
 
         # replace
-        copy(source['foo/bar/baz'], dest, if_exists='replace')
-        check_copied_array(source['foo/bar/baz'], dest['baz'])
+        copy(source["foo/bar/baz"], dest, if_exists="replace")
+        check_copied_array(source["foo/bar/baz"], dest["baz"])
 
     def test_copy_array_skip_initialized(self, source, dest):
-        dest_h5py = dest.__module__.startswith('h5py.')
+        dest_h5py = dest.__module__.startswith("h5py.")
 
-        dest.create_dataset('baz', shape=(100,), chunks=(10,), dtype='i8')
-        assert not np.all(source['foo/bar/baz'][:] == dest['baz'][:])
+        dest.create_dataset("baz", shape=(100,), chunks=(10,), dtype="i8")
+        assert not np.all(source["foo/bar/baz"][:] == dest["baz"][:])
 
         if dest_h5py:
             with pytest.raises(ValueError):
                 # not available with copy to h5py
-                copy(source['foo/bar/baz'], dest, if_exists='skip_initialized')
+                copy(source["foo/bar/baz"], dest, if_exists="skip_initialized")
 
         else:
             # copy array, dest array exists but not yet initialized
-            copy(source['foo/bar/baz'], dest, if_exists='skip_initialized')
-            check_copied_array(source['foo/bar/baz'], dest['baz'])
+            copy(source["foo/bar/baz"], dest, if_exists="skip_initialized")
+            check_copied_array(source["foo/bar/baz"], dest["baz"])
 
             # copy array, dest array exists and initialized, will be skipped
-            dest['baz'][:] = np.arange(100, 200)
-            copy(source['foo/bar/baz'], dest, if_exists='skip_initialized')
-            assert_array_equal(np.arange(100, 200), dest['baz'][:])
-            assert not np.all(source['foo/bar/baz'][:] == dest['baz'][:])
+            dest["baz"][:] = np.arange(100, 200)
+            copy(source["foo/bar/baz"], dest, if_exists="skip_initialized")
+            assert_array_equal(np.arange(100, 200), dest["baz"][:])
+            assert not np.all(source["foo/bar/baz"][:] == dest["baz"][:])
 
     def test_copy_group(self, source, dest):
         # copy group, default options
-        copy(source['foo'], dest)
-        check_copied_group(source['foo'], dest['foo'])
+        copy(source["foo"], dest)
+        check_copied_group(source["foo"], dest["foo"])
 
     def test_copy_group_no_name(self, source, dest):
         with pytest.raises(TypeError):
             # need a name if copy root
             copy(source, dest)
 
-        copy(source, dest, name='root')
-        check_copied_group(source, dest['root'])
+        copy(source, dest, name="root")
+        check_copied_group(source, dest["root"])
 
     def test_copy_group_options(self, source, dest):
         # copy group, non-default options
-        copy(source['foo'], dest, name='qux', without_attrs=True)
-        assert 'foo' not in dest
-        check_copied_group(source['foo'], dest['qux'], without_attrs=True)
+        copy(source["foo"], dest, name="qux", without_attrs=True)
+        assert "foo" not in dest
+        check_copied_group(source["foo"], dest["qux"], without_attrs=True)
 
     def test_copy_group_shallow(self, source, dest):
         # copy group, shallow
-        copy(source, dest, name='eggs', shallow=True)
-        check_copied_group(source, dest['eggs'], shallow=True)
+        copy(source, dest, name="eggs", shallow=True)
+        check_copied_group(source, dest["eggs"], shallow=True)
 
     def test_copy_group_exists_group(self, source, dest):
         # copy group, dest groups exist
-        dest.create_group('foo/bar')
-        copy(source['foo'], dest)
-        check_copied_group(source['foo'], dest['foo'])
+        dest.create_group("foo/bar")
+        copy(source["foo"], dest)
+        check_copied_group(source["foo"], dest["foo"])
 
     def test_copy_group_exists_array(self, source, dest):
         # copy group, dest array in the way
-        dest.create_dataset('foo/bar', shape=(10,))
+        dest.create_dataset("foo/bar", shape=(10,))
 
         # raise
         with pytest.raises(CopyError):
-            copy(source['foo'], dest)
-        assert dest['foo/bar'].shape == (10,)
+            copy(source["foo"], dest)
+        assert dest["foo/bar"].shape == (10,)
         with pytest.raises(CopyError):
-            copy(source['foo'], dest, if_exists='raise')
-        assert dest['foo/bar'].shape == (10,)
+            copy(source["foo"], dest, if_exists="raise")
+        assert dest["foo/bar"].shape == (10,)
 
         # skip
-        copy(source['foo'], dest, if_exists='skip')
-        assert dest['foo/bar'].shape == (10,)
+        copy(source["foo"], dest, if_exists="skip")
+        assert dest["foo/bar"].shape == (10,)
 
         # replace
-        copy(source['foo'], dest, if_exists='replace')
-        check_copied_group(source['foo'], dest['foo'])
+        copy(source["foo"], dest, if_exists="replace")
+        check_copied_group(source["foo"], dest["foo"])
 
     def test_copy_group_dry_run(self, source, dest):
         # dry run, empty destination
-        n_copied, n_skipped, n_bytes_copied = \
-            copy(source['foo'], dest, dry_run=True, return_stats=True)
+        n_copied, n_skipped, n_bytes_copied = copy(
+            source["foo"], dest, dry_run=True, return_stats=True
+        )
         assert 0 == len(dest)
         assert 3 == n_copied
         assert 0 == n_skipped
@@ -882,133 +911,144 @@ def test_copy_group_dry_run(self, source, dest):
 
         # dry run, array exists in destination
         baz = np.arange(100, 200)
-        dest.create_dataset('foo/bar/baz', data=baz)
-        assert not np.all(source['foo/bar/baz'][:] == dest['foo/bar/baz'][:])
+        dest.create_dataset("foo/bar/baz", data=baz)
+        assert not np.all(source["foo/bar/baz"][:] == dest["foo/bar/baz"][:])
         assert 1 == len(dest)
 
         # raise
         with pytest.raises(CopyError):
-            copy(source['foo'], dest, dry_run=True)
+            copy(source["foo"], dest, dry_run=True)
         assert 1 == len(dest)
 
         # skip
-        n_copied, n_skipped, n_bytes_copied = \
-            copy(source['foo'], dest, dry_run=True, if_exists='skip',
-                 return_stats=True)
+        n_copied, n_skipped, n_bytes_copied = copy(
+            source["foo"], dest, dry_run=True, if_exists="skip", return_stats=True
+        )
         assert 1 == len(dest)
         assert 2 == n_copied
         assert 1 == n_skipped
         assert 0 == n_bytes_copied
-        assert_array_equal(baz, dest['foo/bar/baz'])
+        assert_array_equal(baz, dest["foo/bar/baz"])
 
         # replace
-        n_copied, n_skipped, n_bytes_copied = \
-            copy(source['foo'], dest, dry_run=True, if_exists='replace',
-                 return_stats=True)
+        n_copied, n_skipped, n_bytes_copied = copy(
+            source["foo"], dest, dry_run=True, if_exists="replace", return_stats=True
+        )
         assert 1 == len(dest)
         assert 3 == n_copied
         assert 0 == n_skipped
         assert 0 == n_bytes_copied
-        assert_array_equal(baz, dest['foo/bar/baz'])
+        assert_array_equal(baz, dest["foo/bar/baz"])
 
     def test_logging(self, source, dest, tmpdir):
         # callable log
-        copy(source['foo'], dest, dry_run=True, log=print)
+        copy(source["foo"], dest, dry_run=True, log=print)
 
         # file name
-        fn = str(tmpdir.join('log_name'))
-        copy(source['foo'], dest, dry_run=True, log=fn)
+        fn = str(tmpdir.join("log_name"))
+        copy(source["foo"], dest, dry_run=True, log=fn)
 
         # file
-        with tmpdir.join('log_file').open(mode='w') as f:
-            copy(source['foo'], dest, dry_run=True, log=f)
+        with tmpdir.join("log_file").open(mode="w") as f:
+            copy(source["foo"], dest, dry_run=True, log=f)
 
         # bad option
         with pytest.raises(TypeError):
-            copy(source['foo'], dest, dry_run=True, log=True)
+            copy(source["foo"], dest, dry_run=True, log=True)
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestCopyV3(TestCopy):
-
-    @pytest.fixture(params=['zarr', 'hdf5'])
+    @pytest.fixture(params=["zarr", "hdf5"])
     def source(self, request, tmpdir):
         def prep_source(source):
-            foo = source.create_group('foo')
-            foo.attrs['experiment'] = 'weird science'
-            baz = foo.create_dataset('bar/baz', data=np.arange(100), chunks=(50,))
-            baz.attrs['units'] = 'metres'
-            if request.param == 'hdf5':
-                extra_kws = dict(compression='gzip', compression_opts=3, fillvalue=84,
-                                 shuffle=True, fletcher32=True)
+            foo = source.create_group("foo")
+            foo.attrs["experiment"] = "weird science"
+            baz = foo.create_dataset("bar/baz", data=np.arange(100), chunks=(50,))
+            baz.attrs["units"] = "metres"
+            if request.param == "hdf5":
+                extra_kws = dict(
+                    compression="gzip",
+                    compression_opts=3,
+                    fillvalue=84,
+                    shuffle=True,
+                    fletcher32=True,
+                )
             else:
-                extra_kws = dict(compressor=Zlib(3), order='F', fill_value=42, filters=[Adler32()])
-            source.create_dataset('spam', data=np.arange(100, 200).reshape(20, 5),
-                                  chunks=(10, 2), dtype='i2', **extra_kws)
+                extra_kws = dict(compressor=Zlib(3), order="F", fill_value=42, filters=[Adler32()])
+            source.create_dataset(
+                "spam",
+                data=np.arange(100, 200).reshape(20, 5),
+                chunks=(10, 2),
+                dtype="i2",
+                **extra_kws,
+            )
             return source
 
-        if request.param == 'hdf5':
-            h5py = pytest.importorskip('h5py')
-            fn = tmpdir.join('source.h5')
-            with h5py.File(str(fn), mode='w') as h5f:
+        if request.param == "hdf5":
+            h5py = pytest.importorskip("h5py")
+            fn = tmpdir.join("source.h5")
+            with h5py.File(str(fn), mode="w") as h5f:
                 yield prep_source(h5f)
-        elif request.param == 'zarr':
-            yield prep_source(group(path='group1', zarr_version=3))
+        elif request.param == "zarr":
+            yield prep_source(group(path="group1", zarr_version=3))
 
     # Test with various destination StoreV3 types as TestCopyV3 covers rmdir
-    destinations = ['hdf5', 'zarr', 'zarr_kvstore', 'zarr_directorystore', 'zarr_sqlitestore']
+    destinations = ["hdf5", "zarr", "zarr_kvstore", "zarr_directorystore", "zarr_sqlitestore"]
     if have_fsspec:
-        destinations += ['zarr_fsstore']
+        destinations += ["zarr_fsstore"]
 
     @pytest.fixture(params=destinations)
     def dest(self, request, tmpdir):
-        if request.param == 'hdf5':
-            h5py = pytest.importorskip('h5py')
-            fn = tmpdir.join('dest.h5')
-            with h5py.File(str(fn), mode='w') as h5f:
+        if request.param == "hdf5":
+            h5py = pytest.importorskip("h5py")
+            fn = tmpdir.join("dest.h5")
+            with h5py.File(str(fn), mode="w") as h5f:
                 yield h5f
-        elif request.param == 'zarr':
-            yield group(path='group2', zarr_version=3)
-        elif request.param == 'zarr_kvstore':
+        elif request.param == "zarr":
+            yield group(path="group2", zarr_version=3)
+        elif request.param == "zarr_kvstore":
             store = KVStoreV3(dict())
-            yield group(store, path='group2', zarr_version=3)
-        elif request.param == 'zarr_fsstore':
-            fn = tmpdir.join('dest.zr3')
+            yield group(store, path="group2", zarr_version=3)
+        elif request.param == "zarr_fsstore":
+            fn = tmpdir.join("dest.zr3")
             store = FSStoreV3(str(fn), auto_mkdir=True)
-            yield group(store, path='group2', zarr_version=3)
-        elif request.param == 'zarr_directorystore':
-            fn = tmpdir.join('dest.zr3')
+            yield group(store, path="group2", zarr_version=3)
+        elif request.param == "zarr_directorystore":
+            fn = tmpdir.join("dest.zr3")
             store = DirectoryStoreV3(str(fn))
-            yield group(store, path='group2', zarr_version=3)
-        elif request.param == 'zarr_sqlitestore':
-            fn = tmpdir.join('dest.db')
+            yield group(store, path="group2", zarr_version=3)
+        elif request.param == "zarr_sqlitestore":
+            fn = tmpdir.join("dest.db")
             store = SQLiteStoreV3(str(fn))
-            yield group(store, path='group2', zarr_version=3)
+            yield group(store, path="group2", zarr_version=3)
 
     def test_copy_array_create_options(self, source, dest):
-        dest_h5py = dest.__module__.startswith('h5py.')
+        dest_h5py = dest.__module__.startswith("h5py.")
 
         # copy array, provide creation options
         compressor = Zlib(9)
         create_kws = dict(chunks=(10,))
         if dest_h5py:
-            create_kws.update(compression='gzip', compression_opts=9,
-                              shuffle=True, fletcher32=True, fillvalue=42)
+            create_kws.update(
+                compression="gzip", compression_opts=9, shuffle=True, fletcher32=True, fillvalue=42
+            )
         else:
             # v3 case has no filters argument in zarr create_kws
-            create_kws.update(compressor=compressor, fill_value=42, order='F')
-        copy(source['foo/bar/baz'], dest, without_attrs=True, **create_kws)
-        check_copied_array(source['foo/bar/baz'], dest['baz'],
-                           without_attrs=True, expect_props=create_kws)
+            create_kws.update(compressor=compressor, fill_value=42, order="F")
+        copy(source["foo/bar/baz"], dest, without_attrs=True, **create_kws)
+        check_copied_array(
+            source["foo/bar/baz"], dest["baz"], without_attrs=True, expect_props=create_kws
+        )
 
     def test_copy_group_no_name(self, source, dest):
-        if source.__module__.startswith('h5py'):
+        if source.__module__.startswith("h5py"):
             with pytest.raises(TypeError):
                 copy(source, dest)
         else:
             # For v3, dest.name will be inferred from source.name
             copy(source, dest)
-            check_copied_group(source, dest[source.name.lstrip('/')])
+            check_copied_group(source, dest[source.name.lstrip("/")])
 
-        copy(source, dest, name='root')
-        check_copied_group(source, dest['root'])
+        copy(source, dest, name="root")
+        check_copied_group(source, dest["root"])
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index ab1a6e8aa7..d86c3bf39b 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -10,9 +10,22 @@
 import numpy as np
 import packaging.version
 import pytest
-from numcodecs import (BZ2, JSON, LZ4, Blosc, Categorize, Delta,
-                       FixedScaleOffset, GZip, MsgPack, Pickle, VLenArray,
-                       VLenBytes, VLenUTF8, Zlib)
+from numcodecs import (
+    BZ2,
+    JSON,
+    LZ4,
+    Blosc,
+    Categorize,
+    Delta,
+    FixedScaleOffset,
+    GZip,
+    MsgPack,
+    Pickle,
+    VLenArray,
+    VLenBytes,
+    VLenUTF8,
+    Zlib,
+)
 from numcodecs.compat import ensure_bytes, ensure_ndarray
 from numcodecs.tests.common import greetings
 from numpy.testing import assert_array_almost_equal, assert_array_equal
@@ -65,7 +78,7 @@
 class TestArray(unittest.TestCase):
 
     version = 2
-    root = ''
+    root = ""
     KVStoreClass = KVStore
 
     def test_array_init(self):
@@ -77,7 +90,7 @@ def test_array_init(self):
         assert isinstance(a, Array)
         assert (100,) == a.shape
         assert (10,) == a.chunks
-        assert '' == a.path
+        assert "" == a.path
         assert a.name is None
         assert a.basename is None
         assert store is a.store
@@ -89,14 +102,14 @@ def test_array_init(self):
 
         # initialize at path
         store = self.KVStoreClass(dict())
-        init_array(store, shape=100, chunks=10, path='foo/bar', dtype='<f8')
-        a = Array(store, path='foo/bar', zarr_version=self.version)
+        init_array(store, shape=100, chunks=10, path="foo/bar", dtype="<f8")
+        a = Array(store, path="foo/bar", zarr_version=self.version)
         assert isinstance(a, Array)
         assert (100,) == a.shape
         assert (10,) == a.chunks
-        assert 'foo/bar' == a.path
-        assert '/foo/bar' == a.name
-        assert 'bar' == a.basename
+        assert "foo/bar" == a.path
+        assert "/foo/bar" == a.name
+        assert "bar" == a.basename
         assert store is a.store
         if self.version == 2:
             assert "8fecb7a17ea1493d9c1430d04437b4f5b0b34985" == a.hexdigest()
@@ -109,25 +122,30 @@ def test_array_init(self):
 
         # group is in the way
         store = self.KVStoreClass(dict())
-        init_group(store, path='baz')
+        init_group(store, path="baz")
         with pytest.raises(ValueError):
-            Array(store, path='baz', zarr_version=self.version)
+            Array(store, path="baz", zarr_version=self.version)
 
     def create_array(self, read_only=False, **kwargs):
         store = self.KVStoreClass(dict())
-        kwargs.setdefault('compressor', Zlib(level=1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault("compressor", Zlib(level=1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks,
-                     zarr_version=self.version)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+            zarr_version=self.version,
+        )
 
     def test_store_has_text_keys(self):
         # Initialize array
         np.random.seed(42)
-        z = self.create_array(shape=(1050,), chunks=100, dtype='f8', compressor=[])
+        z = self.create_array(shape=(1050,), chunks=100, dtype="f8", compressor=[])
         z[:] = np.random.random(z.shape)
 
         expected_type = str
@@ -141,7 +159,7 @@ def test_store_has_text_keys(self):
     def test_store_has_binary_values(self):
         # Initialize array
         np.random.seed(42)
-        z = self.create_array(shape=(1050,), chunks=100, dtype='f8', compressor=[])
+        z = self.create_array(shape=(1050,), chunks=100, dtype="f8", compressor=[])
         z[:] = np.random.random(z.shape)
 
         for v in z.chunk_store.values():
@@ -159,7 +177,7 @@ def test_store_has_bytes_values(self):
 
         # Initialize array
         np.random.seed(42)
-        z = self.create_array(shape=(1050,), chunks=100, dtype='f8', compressor=[])
+        z = self.create_array(shape=(1050,), chunks=100, dtype="f8", compressor=[])
         z[:] = np.random.random(z.shape)
 
         # Check in-memory array only contains `bytes`
@@ -173,7 +191,7 @@ def test_nbytes_stored(self):
         z = self.create_array(shape=1000, chunks=100)
         if self.version == 3:
             expect_nbytes_stored = sum(
-                buffer_size(v) for k, v in z.store.items() if k != 'zarr.json'
+                buffer_size(v) for k, v in z.store.items() if k != "zarr.json"
             )
         else:
             expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
@@ -181,7 +199,7 @@ def test_nbytes_stored(self):
         z[:] = 42
         if self.version == 3:
             expect_nbytes_stored = sum(
-                buffer_size(v) for k, v in z.store.items() if k != 'zarr.json'
+                buffer_size(v) for k, v in z.store.items() if k != "zarr.json"
             )
         else:
             expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
@@ -190,9 +208,9 @@ def test_nbytes_stored(self):
         # mess with store
         try:
             if self.version == 2:
-                z.store[z._key_prefix + 'foo'] = list(range(10))
+                z.store[z._key_prefix + "foo"] = list(range(10))
             else:
-                z.store['meta/root/foo'] = list(range(10))
+                z.store["meta/root/foo"] = list(range(10))
             assert -1 == z.nbytes_stored
         except TypeError:
             pass
@@ -222,8 +240,8 @@ def test_array_1d(self):
         assert a.dtype == b.dtype
 
         # check attributes
-        z.attrs['foo'] = 'bar'
-        assert 'bar' == z.attrs['foo']
+        z.attrs["foo"] = "bar"
+        assert "bar" == z.attrs["foo"]
 
         # set data
         z[:] = a
@@ -288,8 +306,7 @@ def test_array_1d_fill_value(self):
             a = np.arange(1050)
             f = np.empty_like(a)
             f.fill(fill_value)
-            z = self.create_array(shape=a.shape, chunks=100, dtype=a.dtype,
-                                  fill_value=fill_value)
+            z = self.create_array(shape=a.shape, chunks=100, dtype=a.dtype, fill_value=fill_value)
             z[190:310] = a[190:310]
 
             assert_array_equal(f[:190], z[:190])
@@ -327,7 +344,7 @@ def test_array_1d_selections(self):
 
         # get
         assert_array_equal(a[50:150], z.get_orthogonal_selection(slice(50, 150)))
-        assert_array_equal(a[50:150], z.oindex[50: 150])
+        assert_array_equal(a[50:150], z.oindex[50:150])
         ix = [99, 100, 101]
         bix = np.zeros_like(a, dtype=bool)
         bix[ix] = True
@@ -481,7 +498,7 @@ def test_array_2d_edge_case(self):
         # filter if no fill value?
         shape = 1000, 10
         chunks = 300, 30
-        dtype = 'i8'
+        dtype = "i8"
         z = self.create_array(shape=shape, dtype=dtype, chunks=chunks)
         z[:] = 0
         expect = np.zeros(shape, dtype=dtype)
@@ -491,8 +508,7 @@ def test_array_2d_edge_case(self):
         z.store.close()
 
     def test_array_2d_partial(self):
-        z = self.create_array(shape=(1000, 10), chunks=(100, 2), dtype='i4',
-                              fill_value=0)
+        z = self.create_array(shape=(1000, 10), chunks=(100, 2), dtype="i4", fill_value=0)
 
         # check partial assignment, single row
         c = np.arange(z.shape[1])
@@ -536,11 +552,10 @@ def test_array_order(self):
 
         # 1D
         a = np.arange(1050)
-        for order in 'C', 'F':
-            z = self.create_array(shape=a.shape, chunks=100, dtype=a.dtype,
-                                  order=order)
+        for order in "C", "F":
+            z = self.create_array(shape=a.shape, chunks=100, dtype=a.dtype, order=order)
             assert order == z.order
-            if order == 'F':
+            if order == "F":
                 assert z[:].flags.f_contiguous
             else:
                 assert z[:].flags.c_contiguous
@@ -551,11 +566,10 @@ def test_array_order(self):
 
         # 2D
         a = np.arange(10000).reshape((100, 100))
-        for order in 'C', 'F':
-            z = self.create_array(shape=a.shape, chunks=(10, 10),
-                                  dtype=a.dtype, order=order)
+        for order in "C", "F":
+            z = self.create_array(shape=a.shape, chunks=(10, 10), dtype=a.dtype, order=order)
             assert order == z.order
-            if order == 'F':
+            if order == "F":
                 assert z[:].flags.f_contiguous
             else:
                 assert z[:].flags.c_contiguous
@@ -568,12 +582,12 @@ def test_array_order(self):
     def test_setitem_data_not_shared(self):
         # check that data don't end up being shared with another array
         # https://github.com/alimanfoo/zarr/issues/79
-        z = self.create_array(shape=20, chunks=10, dtype='i4')
-        a = np.arange(20, dtype='i4')
+        z = self.create_array(shape=20, chunks=10, dtype="i4")
+        a = np.arange(20, dtype="i4")
         z[:] = a
-        assert_array_equal(z[:], np.arange(20, dtype='i4'))
+        assert_array_equal(z[:], np.arange(20, dtype="i4"))
         a[:] = 0
-        assert_array_equal(z[:], np.arange(20, dtype='i4'))
+        assert_array_equal(z[:], np.arange(20, dtype="i4"))
         z.store.close()
 
     def expected(self):
@@ -591,29 +605,36 @@ def test_hexdigest(self):
         found = []
 
         # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
+        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
         found.append(z.hexdigest())
         z.store.close()
 
         # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<f4')
+        z = self.create_array(shape=(1050,), chunks=100, dtype="<f4")
         found.append(z.hexdigest())
         z.store.close()
 
         # Check basic 2-D array
-        z = self.create_array(shape=(20, 35,), chunks=10, dtype='<i4')
+        z = self.create_array(
+            shape=(
+                20,
+                35,
+            ),
+            chunks=10,
+            dtype="<i4",
+        )
         found.append(z.hexdigest())
         z.store.close()
 
         # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z[200:400] = np.arange(200, 400, dtype='i4')
+        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
+        z[200:400] = np.arange(200, 400, dtype="i4")
         found.append(z.hexdigest())
         z.store.close()
 
         # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z.attrs['foo'] = 'bar'
+        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
+        z.attrs["foo"] = "bar"
         found.append(z.hexdigest())
         z.store.close()
 
@@ -621,31 +642,30 @@ def test_hexdigest(self):
 
     def test_resize_1d(self):
 
-        z = self.create_array(shape=105, chunks=10, dtype='i4',
-                              fill_value=0)
-        a = np.arange(105, dtype='i4')
+        z = self.create_array(shape=105, chunks=10, dtype="i4", fill_value=0)
+        a = np.arange(105, dtype="i4")
         z[:] = a
         assert (105,) == z.shape
         assert (105,) == z[:].shape
-        assert np.dtype('i4') == z.dtype
-        assert np.dtype('i4') == z[:].dtype
+        assert np.dtype("i4") == z.dtype
+        assert np.dtype("i4") == z[:].dtype
         assert (10,) == z.chunks
         assert_array_equal(a, z[:])
 
         z.resize(205)
         assert (205,) == z.shape
         assert (205,) == z[:].shape
-        assert np.dtype('i4') == z.dtype
-        assert np.dtype('i4') == z[:].dtype
+        assert np.dtype("i4") == z.dtype
+        assert np.dtype("i4") == z[:].dtype
         assert (10,) == z.chunks
         assert_array_equal(a, z[:105])
-        assert_array_equal(np.zeros(100, dtype='i4'), z[105:])
+        assert_array_equal(np.zeros(100, dtype="i4"), z[105:])
 
         z.resize(55)
         assert (55,) == z.shape
         assert (55,) == z[:].shape
-        assert np.dtype('i4') == z.dtype
-        assert np.dtype('i4') == z[:].dtype
+        assert np.dtype("i4") == z.dtype
+        assert np.dtype("i4") == z[:].dtype
         assert (10,) == z.chunks
         assert_array_equal(a[:55], z[:])
 
@@ -658,51 +678,50 @@ def test_resize_1d(self):
 
     def test_resize_2d(self):
 
-        z = self.create_array(shape=(105, 105), chunks=(10, 10), dtype='i4',
-                              fill_value=0)
-        a = np.arange(105*105, dtype='i4').reshape((105, 105))
+        z = self.create_array(shape=(105, 105), chunks=(10, 10), dtype="i4", fill_value=0)
+        a = np.arange(105 * 105, dtype="i4").reshape((105, 105))
         z[:] = a
         assert (105, 105) == z.shape
         assert (105, 105) == z[:].shape
-        assert np.dtype('i4') == z.dtype
-        assert np.dtype('i4') == z[:].dtype
+        assert np.dtype("i4") == z.dtype
+        assert np.dtype("i4") == z[:].dtype
         assert (10, 10) == z.chunks
         assert_array_equal(a, z[:])
 
         z.resize((205, 205))
         assert (205, 205) == z.shape
         assert (205, 205) == z[:].shape
-        assert np.dtype('i4') == z.dtype
-        assert np.dtype('i4') == z[:].dtype
+        assert np.dtype("i4") == z.dtype
+        assert np.dtype("i4") == z[:].dtype
         assert (10, 10) == z.chunks
         assert_array_equal(a, z[:105, :105])
-        assert_array_equal(np.zeros((100, 205), dtype='i4'), z[105:, :])
-        assert_array_equal(np.zeros((205, 100), dtype='i4'), z[:, 105:])
+        assert_array_equal(np.zeros((100, 205), dtype="i4"), z[105:, :])
+        assert_array_equal(np.zeros((205, 100), dtype="i4"), z[:, 105:])
 
         z.resize((55, 55))
         assert (55, 55) == z.shape
         assert (55, 55) == z[:].shape
-        assert np.dtype('i4') == z.dtype
-        assert np.dtype('i4') == z[:].dtype
+        assert np.dtype("i4") == z.dtype
+        assert np.dtype("i4") == z[:].dtype
         assert (10, 10) == z.chunks
         assert_array_equal(a[:55, :55], z[:])
 
         z.resize((55, 1))
         assert (55, 1) == z.shape
         assert (55, 1) == z[:].shape
-        assert np.dtype('i4') == z.dtype
-        assert np.dtype('i4') == z[:].dtype
+        assert np.dtype("i4") == z.dtype
+        assert np.dtype("i4") == z[:].dtype
         assert (10, 10) == z.chunks
         assert_array_equal(a[:55, :1], z[:])
 
         z.resize((1, 55))
         assert (1, 55) == z.shape
         assert (1, 55) == z[:].shape
-        assert np.dtype('i4') == z.dtype
-        assert np.dtype('i4') == z[:].dtype
+        assert np.dtype("i4") == z.dtype
+        assert np.dtype("i4") == z[:].dtype
         assert (10, 10) == z.chunks
         assert_array_equal(a[:1, :10], z[:, :10])
-        assert_array_equal(np.zeros((1, 55-10), dtype='i4'), z[:, 10:55])
+        assert_array_equal(np.zeros((1, 55 - 10), dtype="i4"), z[:, 10:55])
 
         # via shape setter
         z.shape = (105, 105)
@@ -742,7 +761,7 @@ def test_append_1d(self):
 
     def test_append_2d(self):
 
-        a = np.arange(105*105, dtype='i4').reshape((105, 105))
+        a = np.arange(105 * 105, dtype="i4").reshape((105, 105))
         z = self.create_array(shape=a.shape, chunks=(10, 10), dtype=a.dtype)
         z[:] = a
         assert a.shape == z.shape
@@ -751,7 +770,7 @@ def test_append_2d(self):
         actual = z[:]
         assert_array_equal(a, actual)
 
-        b = np.arange(105*105, 2*105*105, dtype='i4').reshape((105, 105))
+        b = np.arange(105 * 105, 2 * 105 * 105, dtype="i4").reshape((105, 105))
         e = np.append(a, b, axis=0)
         z.append(b)
         assert e.shape == z.shape
@@ -764,7 +783,7 @@ def test_append_2d(self):
 
     def test_append_2d_axis(self):
 
-        a = np.arange(105*105, dtype='i4').reshape((105, 105))
+        a = np.arange(105 * 105, dtype="i4").reshape((105, 105))
         z = self.create_array(shape=a.shape, chunks=(10, 10), dtype=a.dtype)
         z[:] = a
         assert a.shape == z.shape
@@ -772,7 +791,7 @@ def test_append_2d_axis(self):
         assert (10, 10) == z.chunks
         assert_array_equal(a, z[:])
 
-        b = np.arange(105*105, 2*105*105, dtype='i4').reshape((105, 105))
+        b = np.arange(105 * 105, 2 * 105 * 105, dtype="i4").reshape((105, 105))
         e = np.append(a, b, axis=1)
         z.append(b, axis=1)
         assert e.shape == z.shape
@@ -825,8 +844,9 @@ def test_read_only(self):
     def test_pickle(self):
 
         # setup array
-        z = self.create_array(shape=1000, chunks=100, dtype=int, cache_metadata=False,
-                              cache_attrs=False)
+        z = self.create_array(
+            shape=1000, chunks=100, dtype=int, cache_metadata=False, cache_attrs=False
+        )
         shape = z.shape
         chunks = z.chunks
         dtype = z.dtype
@@ -868,28 +888,24 @@ def test_np_ufuncs(self):
         assert np.mean(a) == np.mean(z)
         assert_array_equal(np.mean(a, axis=1), np.mean(z, axis=1))
         condition = np.random.randint(0, 2, size=100, dtype=bool)
-        assert_array_equal(np.compress(condition, a, axis=0),
-                           np.compress(condition, z, axis=0))
+        assert_array_equal(np.compress(condition, a, axis=0), np.compress(condition, z, axis=0))
         indices = np.random.choice(100, size=50, replace=True)
-        assert_array_equal(np.take(a, indices, axis=1),
-                           np.take(z, indices, axis=1))
+        assert_array_equal(np.take(a, indices, axis=1), np.take(z, indices, axis=1))
 
         z.store.close()
 
         # use zarr array as indices or condition
-        zc = self.create_array(shape=condition.shape, dtype=condition.dtype,
-                               chunks=10, filters=None)
+        zc = self.create_array(
+            shape=condition.shape, dtype=condition.dtype, chunks=10, filters=None
+        )
         zc[:] = condition
-        assert_array_equal(np.compress(condition, a, axis=0),
-                           np.compress(zc, a, axis=0))
+        assert_array_equal(np.compress(condition, a, axis=0), np.compress(zc, a, axis=0))
         zc.store.close()
 
-        zi = self.create_array(shape=indices.shape, dtype=indices.dtype,
-                               chunks=10, filters=None)
+        zi = self.create_array(shape=indices.shape, dtype=indices.dtype, chunks=10, filters=None)
         zi[:] = indices
         # this triggers __array__() call with dtype argument
-        assert_array_equal(np.take(a, indices, axis=1),
-                           np.take(a, zi, axis=1))
+        assert_array_equal(np.take(a, indices, axis=1), np.take(a, zi, axis=1))
         zi.store.close()
 
     # noinspection PyStatementEffect
@@ -1020,18 +1036,16 @@ def test_array_0d(self):
     def test_nchunks_initialized(self):
         for fill_value in (0, 1.0, np.nan):
             if isinstance(fill_value, int):
-                dtype = 'int'
+                dtype = "int"
             else:
-                dtype = 'float'
-            z = self.create_array(shape=100,
-                                  chunks=10,
-                                  fill_value=fill_value,
-                                  dtype=dtype,
-                                  write_empty_chunks=True)
+                dtype = "float"
+            z = self.create_array(
+                shape=100, chunks=10, fill_value=fill_value, dtype=dtype, write_empty_chunks=True
+            )
 
             assert 0 == z.nchunks_initialized
             # manually put something into the store to confuse matters
-            z.store[self.root + 'foo'] = b'bar'
+            z.store[self.root + "foo"] = b"bar"
             assert 0 == z.nchunks_initialized
             z[:] = 42
             assert 10 == z.nchunks_initialized
@@ -1045,13 +1059,7 @@ def test_array_dtype_shape(self):
 
         dt = "(2, 2)f4"
         # setup some data
-        d = np.array([((0, 1),
-                       (1, 2)),
-                      ((1, 2),
-                       (2, 3)),
-                      ((2, 3),
-                       (3, 4))],
-                     dtype=dt)
+        d = np.array([((0, 1), (1, 2)), ((1, 2), (2, 3)), ((2, 3), (3, 4))], dtype=dt)
 
         for a in (d, d[:0]):
             for fill_value in None, 0:
@@ -1073,7 +1081,7 @@ def check_structured_array(self, d, fill_values):
 
                 # check use of fill value before array is initialised with data
                 if fill_value is not None:
-                    if fill_value == b'':
+                    if fill_value == b"":
                         # numpy 1.14 compatibility
                         np_fill_value = np.array(fill_value, dtype=a.dtype.str).view(a.dtype)[()]
                     else:
@@ -1105,34 +1113,45 @@ def check_structured_array(self, d, fill_values):
                 z.store.close()
 
     def test_structured_array(self):
-        d = np.array([(b'aaa', 1, 4.2),
-                      (b'bbb', 2, 8.4),
-                      (b'ccc', 3, 12.6)],
-                     dtype=[('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
-        fill_values = None, b'', (b'zzz', 42, 16.8)
+        d = np.array(
+            [(b"aaa", 1, 4.2), (b"bbb", 2, 8.4), (b"ccc", 3, 12.6)],
+            dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")],
+        )
+        fill_values = None, b"", (b"zzz", 42, 16.8)
         self.check_structured_array(d, fill_values)
 
     def test_structured_array_subshapes(self):
-        d = np.array([(0, ((0, 1, 2), (1, 2, 3)), b'aaa'),
-                      (1, ((1, 2, 3), (2, 3, 4)), b'bbb'),
-                      (2, ((2, 3, 4), (3, 4, 5)), b'ccc')],
-                     dtype=[('foo', 'i8'), ('bar', '(2, 3)f4'), ('baz', 'S3')])
-        fill_values = None, b'', (0, ((0, 0, 0), (1, 1, 1)), b'zzz')
+        d = np.array(
+            [
+                (0, ((0, 1, 2), (1, 2, 3)), b"aaa"),
+                (1, ((1, 2, 3), (2, 3, 4)), b"bbb"),
+                (2, ((2, 3, 4), (3, 4, 5)), b"ccc"),
+            ],
+            dtype=[("foo", "i8"), ("bar", "(2, 3)f4"), ("baz", "S3")],
+        )
+        fill_values = None, b"", (0, ((0, 0, 0), (1, 1, 1)), b"zzz")
         self.check_structured_array(d, fill_values)
 
     def test_structured_array_nested(self):
-        d = np.array([(0, (0, ((0, 1), (1, 2), (2, 3)), 0), b'aaa'),
-                      (1, (1, ((1, 2), (2, 3), (3, 4)), 1), b'bbb'),
-                      (2, (2, ((2, 3), (3, 4), (4, 5)), 2), b'ccc')],
-                     dtype=[('foo', 'i8'), ('bar', [('foo', 'i4'), ('bar', '(3, 2)f4'),
-                                                    ('baz', 'u1')]), ('baz', 'S3')])
-        fill_values = None, b'', (0, (0, ((0, 0), (1, 1), (2, 2)), 0), b'zzz')
+        d = np.array(
+            [
+                (0, (0, ((0, 1), (1, 2), (2, 3)), 0), b"aaa"),
+                (1, (1, ((1, 2), (2, 3), (3, 4)), 1), b"bbb"),
+                (2, (2, ((2, 3), (3, 4), (4, 5)), 2), b"ccc"),
+            ],
+            dtype=[
+                ("foo", "i8"),
+                ("bar", [("foo", "i4"), ("bar", "(3, 2)f4"), ("baz", "u1")]),
+                ("baz", "S3"),
+            ],
+        )
+        fill_values = None, b"", (0, (0, ((0, 0), (1, 1), (2, 2)), 0), b"zzz")
         self.check_structured_array(d, fill_values)
 
     def test_dtypes(self):
 
         # integers
-        for dtype in 'u1', 'u2', 'u4', 'u8', 'i1', 'i2', 'i4', 'i8':
+        for dtype in "u1", "u2", "u4", "u8", "i1", "i2", "i4", "i8":
             z = self.create_array(shape=10, chunks=3, dtype=dtype)
             assert z.dtype == np.dtype(dtype)
             a = np.arange(z.shape[0], dtype=dtype)
@@ -1141,7 +1160,7 @@ def test_dtypes(self):
             z.store.close()
 
         # floats
-        for dtype in 'f2', 'f4', 'f8':
+        for dtype in "f2", "f4", "f8":
             z = self.create_array(shape=10, chunks=3, dtype=dtype)
             assert z.dtype == np.dtype(dtype)
             a = np.linspace(0, 1, z.shape[0], dtype=dtype)
@@ -1150,7 +1169,7 @@ def test_dtypes(self):
             z.store.close()
 
         # complex
-        for dtype in 'c8', 'c16':
+        for dtype in "c8", "c16":
             z = self.create_array(shape=10, chunks=3, dtype=dtype)
             assert z.dtype == np.dtype(dtype)
             a = np.linspace(0, 1, z.shape[0], dtype=dtype)
@@ -1160,36 +1179,36 @@ def test_dtypes(self):
             z.store.close()
 
         # datetime, timedelta
-        for base_type in 'Mm':
-            for resolution in 'D', 'us', 'ns':
-                dtype = '{}8[{}]'.format(base_type, resolution)
+        for base_type in "Mm":
+            for resolution in "D", "us", "ns":
+                dtype = "{}8[{}]".format(base_type, resolution)
                 z = self.create_array(shape=100, dtype=dtype, fill_value=0)
                 assert z.dtype == np.dtype(dtype)
-                a = np.random.randint(np.iinfo('i8').min, np.iinfo('i8').max,
-                                      size=z.shape[0],
-                                      dtype='i8').view(dtype)
+                a = np.random.randint(
+                    np.iinfo("i8").min, np.iinfo("i8").max, size=z.shape[0], dtype="i8"
+                ).view(dtype)
                 z[:] = a
                 assert_array_equal(a, z[:])
                 z.store.close()
 
         # unicode and bytestring dtypes
-        for dtype in ['S4', 'S6', 'U5', 'U5']:
+        for dtype in ["S4", "S6", "U5", "U5"]:
             n = 10
             z = self.create_array(shape=n, chunks=3, dtype=dtype)
             assert z.dtype == np.dtype(dtype)
-            if dtype.startswith('S'):
-                a = np.asarray([b'name'] * n, dtype=dtype)
+            if dtype.startswith("S"):
+                a = np.asarray([b"name"] * n, dtype=dtype)
             else:
-                a = np.asarray(['§Æ¥¿é'] * n, dtype=dtype)
+                a = np.asarray(["§Æ¥¿é"] * n, dtype=dtype)
             z[:] = a
             np.all(a == z[:])
             z.store.close()
 
         # check that datetime generic units are not allowed
         with pytest.raises(ValueError):
-            self.create_array(shape=100, dtype='M8')
+            self.create_array(shape=100, dtype="M8")
         with pytest.raises(ValueError):
-            self.create_array(shape=100, dtype='m8')
+            self.create_array(shape=100, dtype="m8")
 
     def test_object_arrays(self):
 
@@ -1205,48 +1224,48 @@ def test_object_arrays(self):
 
         # create an object array using msgpack
         z = self.create_array(shape=10, chunks=3, dtype=object, object_codec=MsgPack())
-        z[0] = 'foo'
-        assert z[0] == 'foo'
-        z[1] = b'bar'
-        assert z[1] == b'bar'
+        z[0] = "foo"
+        assert z[0] == "foo"
+        z[1] = b"bar"
+        assert z[1] == b"bar"
         z[2] = 1
         assert z[2] == 1
-        z[3] = [2, 4, 6, 'baz']
-        assert z[3] == [2, 4, 6, 'baz']
-        z[4] = {'a': 'b', 'c': 'd'}
-        assert z[4] == {'a': 'b', 'c': 'd'}
+        z[3] = [2, 4, 6, "baz"]
+        assert z[3] == [2, 4, 6, "baz"]
+        z[4] = {"a": "b", "c": "d"}
+        assert z[4] == {"a": "b", "c": "d"}
         a = z[:]
         assert a.dtype == object
         z.store.close()
 
         # create an object array using pickle
         z = self.create_array(shape=10, chunks=3, dtype=object, object_codec=Pickle())
-        z[0] = 'foo'
-        assert z[0] == 'foo'
-        z[1] = b'bar'
-        assert z[1] == b'bar'
+        z[0] = "foo"
+        assert z[0] == "foo"
+        z[1] = b"bar"
+        assert z[1] == b"bar"
         z[2] = 1
         assert z[2] == 1
-        z[3] = [2, 4, 6, 'baz']
-        assert z[3] == [2, 4, 6, 'baz']
-        z[4] = {'a': 'b', 'c': 'd'}
-        assert z[4] == {'a': 'b', 'c': 'd'}
+        z[3] = [2, 4, 6, "baz"]
+        assert z[3] == [2, 4, 6, "baz"]
+        z[4] = {"a": "b", "c": "d"}
+        assert z[4] == {"a": "b", "c": "d"}
         a = z[:]
         assert a.dtype == object
         z.store.close()
 
         # create an object array using JSON
         z = self.create_array(shape=10, chunks=3, dtype=object, object_codec=JSON())
-        z[0] = 'foo'
-        assert z[0] == 'foo'
+        z[0] = "foo"
+        assert z[0] == "foo"
         # z[1] = b'bar'
         # assert z[1] == b'bar'  # not supported for JSON
         z[2] = 1
         assert z[2] == 1
-        z[3] = [2, 4, 6, 'baz']
-        assert z[3] == [2, 4, 6, 'baz']
-        z[4] = {'a': 'b', 'c': 'd'}
-        assert z[4] == {'a': 'b', 'c': 'd'}
+        z[3] = [2, 4, 6, "baz"]
+        assert z[3] == [2, 4, 6, "baz"]
+        z[4] = {"a": "b", "c": "d"}
+        assert z[4] == {"a": "b", "c": "d"}
         a = z[:]
         assert a.dtype == object
         z.store.close()
@@ -1255,12 +1274,12 @@ def test_object_arrays_vlen_text(self):
 
         data = np.array(greetings * 1000, dtype=object)
         z = self.create_array(shape=data.shape, dtype=object, object_codec=VLenUTF8())
-        z[0] = 'foo'
-        assert z[0] == 'foo'
-        z[1] = 'bar'
-        assert z[1] == 'bar'
-        z[2] = 'baz'
-        assert z[2] == 'baz'
+        z[0] = "foo"
+        assert z[0] == "foo"
+        z[1] = "bar"
+        assert z[1] == "bar"
+        z[2] = "baz"
+        assert z[2] == "baz"
         z[:] = data
         a = z[:]
         assert a.dtype == object
@@ -1290,24 +1309,25 @@ def test_object_arrays_vlen_text(self):
         assert_array_equal(data, z[:])
         z.store.close()
 
-        z = self.create_array(shape=data.shape, dtype=object,
-                              object_codec=Categorize(greetings, dtype=object))
+        z = self.create_array(
+            shape=data.shape, dtype=object, object_codec=Categorize(greetings, dtype=object)
+        )
         z[:] = data
         assert_array_equal(data, z[:])
         z.store.close()
 
     def test_object_arrays_vlen_bytes(self):
 
-        greetings_bytes = [g.encode('utf8') for g in greetings]
+        greetings_bytes = [g.encode("utf8") for g in greetings]
         data = np.array(greetings_bytes * 1000, dtype=object)
 
         z = self.create_array(shape=data.shape, dtype=object, object_codec=VLenBytes())
-        z[0] = b'foo'
-        assert z[0] == b'foo'
-        z[1] = b'bar'
-        assert z[1] == b'bar'
-        z[2] = b'baz'
-        assert z[2] == b'baz'
+        z[0] = b"foo"
+        assert z[0] == b"foo"
+        z[1] = b"bar"
+        assert z[1] == b"bar"
+        z[2] = b"baz"
+        assert z[2] == b"baz"
         z[:] = data
         a = z[:]
         assert a.dtype == object
@@ -1329,9 +1349,9 @@ def test_object_arrays_vlen_bytes(self):
 
     def test_object_arrays_vlen_array(self):
 
-        data = np.array([np.array([1, 3, 7]),
-                         np.array([5]),
-                         np.array([2, 8, 12])] * 1000, dtype=object)
+        data = np.array(
+            [np.array([1, 3, 7]), np.array([5]), np.array([2, 8, 12])] * 1000, dtype=object
+        )
 
         def compare_arrays(expected, actual, item_dtype):
             assert isinstance(actual, np.ndarray)
@@ -1342,7 +1362,7 @@ def compare_arrays(expected, actual, item_dtype):
                 assert_array_equal(ev, av)
                 assert av.dtype == item_dtype
 
-        codecs = VLenArray(int), VLenArray('<u4')
+        codecs = VLenArray(int), VLenArray("<u4")
         for codec in codecs:
             z = self.create_array(shape=data.shape, dtype=object, object_codec=codec)
             z[0] = np.array([4, 7])
@@ -1354,8 +1374,8 @@ def compare_arrays(expected, actual, item_dtype):
             z.store.close()
 
         # convenience API
-        for item_type in 'int', '<u4':
-            z = self.create_array(shape=data.shape, dtype='array:{}'.format(item_type))
+        for item_type in "int", "<u4":
+            z = self.create_array(shape=data.shape, dtype="array:{}".format(item_type))
             assert z.dtype == object
             assert isinstance(z.filters[0], VLenArray)
             assert z.filters[0].dtype == np.dtype(item_type)
@@ -1366,11 +1386,10 @@ def compare_arrays(expected, actual, item_dtype):
     def test_object_arrays_danger(self):
 
         # do something dangerous - manually force an object array with no object codec
-        z = self.create_array(shape=5, chunks=2, dtype=object, fill_value=0,
-                              object_codec=MsgPack())
+        z = self.create_array(shape=5, chunks=2, dtype=object, fill_value=0, object_codec=MsgPack())
         z._filters = None  # wipe filters
         with pytest.raises(RuntimeError):
-            z[0] = 'foo'
+            z[0] = "foo"
         with pytest.raises(RuntimeError):
             z[:] = 42
         z.store.close()
@@ -1378,10 +1397,13 @@ def test_object_arrays_danger(self):
         # do something else dangerous
         data = greetings * 10
         for compressor in Zlib(1), Blosc():
-            z = self.create_array(shape=len(data), chunks=30, dtype=object,
-                                  object_codec=Categorize(greetings,
-                                                          dtype=object),
-                                  compressor=compressor)
+            z = self.create_array(
+                shape=len(data),
+                chunks=30,
+                dtype=object,
+                object_codec=Categorize(greetings, dtype=object),
+                compressor=compressor,
+            )
             z[:] = data
             v = z.view(filters=[])
             with pytest.raises(RuntimeError):
@@ -1396,8 +1418,10 @@ def test_object_codec_warnings(self):
             z = self.create_array(shape=10, chunks=5, dtype="i4", object_codec=JSON())
         z.store.close()
 
-    @unittest.skipIf(packaging.version.parse(np.__version__) < packaging.version.parse('1.14.0'),
-                     "unsupported numpy version")
+    @unittest.skipIf(
+        packaging.version.parse(np.__version__) < packaging.version.parse("1.14.0"),
+        "unsupported numpy version",
+    )
     def test_structured_array_contain_object(self):
 
         if "PartialRead" in self.__class__.__name__:
@@ -1405,9 +1429,8 @@ def test_structured_array_contain_object(self):
 
         # ----------- creation --------------
 
-        structured_dtype = [('c_obj', object), ('c_int', int)]
-        a = np.array([(b'aaa', 1),
-                      (b'bbb', 2)], dtype=structured_dtype)
+        structured_dtype = [("c_obj", object), ("c_int", int)]
+        a = np.array([(b"aaa", 1), (b"bbb", 2)], dtype=structured_dtype)
 
         # zarr-array with structured dtype require object codec
         with pytest.raises(ValueError):
@@ -1424,15 +1447,15 @@ def test_structured_array_contain_object(self):
 
         assert za[0] == a[0]
 
-        za[0] = (b'ccc', 3)
-        za[1:2] = np.array([(b'ddd', 4)], dtype=structured_dtype)  # ToDo: not work with list
-        assert_array_equal(za[:], np.array([(b'ccc', 3), (b'ddd', 4)], dtype=structured_dtype))
+        za[0] = (b"ccc", 3)
+        za[1:2] = np.array([(b"ddd", 4)], dtype=structured_dtype)  # ToDo: not work with list
+        assert_array_equal(za[:], np.array([(b"ccc", 3), (b"ddd", 4)], dtype=structured_dtype))
 
-        za['c_obj'] = [b'eee', b'fff']
-        za['c_obj', 0] = b'ggg'
-        assert_array_equal(za[:], np.array([(b'ggg', 3), (b'fff', 4)], dtype=structured_dtype))
-        assert za['c_obj', 0] == b'ggg'
-        assert za[1, 'c_int'] == 4
+        za["c_obj"] = [b"eee", b"fff"]
+        za["c_obj", 0] = b"ggg"
+        assert_array_equal(za[:], np.array([(b"ggg", 3), (b"fff", 4)], dtype=structured_dtype))
+        assert za["c_obj", 0] == b"ggg"
+        assert za[1, "c_int"] == 4
 
     def test_iteration_exceptions(self):
         # zero d array
@@ -1451,12 +1474,7 @@ def test_iteration_exceptions(self):
         z = self.create_array(shape=a.shape, dtype=int)
         z[...] = a
 
-        params = (
-            (-1, 0),
-            (0, -1),
-            (0.5, 1),
-            (0, 0.5)
-        )
+        params = ((-1, 0), (0, -1), (0.5, 1), (0, 0.5))
 
         for start, end in params:
             with pytest.raises(ValueError):
@@ -1510,16 +1528,13 @@ def test_islice(self):
             a = np.arange(np.prod(shape)).reshape(shape)
             z[:] = a
             end_array = min(end, a.shape[0])
-            for expect, actual in zip_longest(a[start:end_array],
-                                              z.islice(start, end)):
+            for expect, actual in zip_longest(a[start:end_array], z.islice(start, end)):
                 assert_array_equal(expect, actual)
-            if hasattr(z.store, 'close'):
+            if hasattr(z.store, "close"):
                 z.store.close()
 
     def test_compressors(self):
-        compressors = [
-            None, BZ2(), Blosc(), LZ4(), Zlib(), GZip()
-        ]
+        compressors = [None, BZ2(), Blosc(), LZ4(), Zlib(), GZip()]
         if LZMA:
             compressors.append(LZMA())
         for compressor in compressors:
@@ -1531,11 +1546,11 @@ def test_compressors(self):
             a.store.close()
 
     def test_endian(self):
-        dtype = np.dtype('float32')
-        a1 = self.create_array(shape=1000, chunks=100, dtype=dtype.newbyteorder('<'))
+        dtype = np.dtype("float32")
+        a1 = self.create_array(shape=1000, chunks=100, dtype=dtype.newbyteorder("<"))
         a1[:] = 1
         x1 = a1[:]
-        a2 = self.create_array(shape=1000, chunks=100, dtype=dtype.newbyteorder('>'))
+        a2 = self.create_array(shape=1000, chunks=100, dtype=dtype.newbyteorder(">"))
         a2[:] = 1
         x2 = a2[:]
         assert_array_equal(x1, x2)
@@ -1543,46 +1558,52 @@ def test_endian(self):
         a2.store.close()
 
     def test_attributes(self):
-        a = self.create_array(shape=10, chunks=10, dtype='i8')
-        a.attrs['foo'] = 'bar'
+        a = self.create_array(shape=10, chunks=10, dtype="i8")
+        a.attrs["foo"] = "bar"
         assert a.attrs.key in a.store
         attrs = json_loads(a.store[a.attrs.key])
         if self.version > 2:
             # in v3, attributes are in a sub-dictionary of the metadata
-            attrs = attrs['attributes']
-        assert 'foo' in attrs and attrs['foo'] == 'bar'
+            attrs = attrs["attributes"]
+        assert "foo" in attrs and attrs["foo"] == "bar"
 
-        a.attrs['bar'] = 'foo'
+        a.attrs["bar"] = "foo"
         assert a.attrs.key in a.store
         attrs = json_loads(a.store[a.attrs.key])
         if self.version > 2:
             # in v3, attributes are in a sub-dictionary of the metadata
-            attrs = attrs['attributes']
-        assert 'foo' in attrs and attrs['foo'] == 'bar'
-        assert 'bar' in attrs and attrs['bar'] == 'foo'
+            attrs = attrs["attributes"]
+        assert "foo" in attrs and attrs["foo"] == "bar"
+        assert "bar" in attrs and attrs["bar"] == "foo"
         a.store.close()
 
     def test_structured_with_object(self):
-        a = self.create_array(fill_value=(0.0, None),
-                              shape=10,
-                              chunks=10,
-                              dtype=[('x', float), ('y', object)],
-                              object_codec=Pickle())
+        a = self.create_array(
+            fill_value=(0.0, None),
+            shape=10,
+            chunks=10,
+            dtype=[("x", float), ("y", object)],
+            object_codec=Pickle(),
+        )
         assert tuple(a[0]) == (0.0, None)
 
 
 class TestArrayWithPath(TestArray):
-
     @staticmethod
     def create_array(read_only=False, **kwargs):
         store = KVStore(dict())
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, path='foo/bar', **kwargs)
-        return Array(store, path='foo/bar', read_only=read_only,
-                     cache_metadata=cache_metadata, cache_attrs=cache_attrs,
-                     write_empty_chunks=write_empty_chunks)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        init_array(store, path="foo/bar", **kwargs)
+        return Array(
+            store,
+            path="foo/bar",
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_nchunks_initialized(self):
         pass
@@ -1593,42 +1614,46 @@ def expected(self):
             "1437428e69754b1e1a38bd7fc9e43669577620db",
             "6c530b6b9d73e108cc5ee7b6be3d552cc994bdbe",
             "4c0a76fb1222498e09dcd92f7f9221d6cea8b40e",
-            "05b0663ffe1785f38d3a459dec17e57a18f254af"
+            "05b0663ffe1785f38d3a459dec17e57a18f254af",
         ]
 
     def test_nbytes_stored(self):
 
         # MemoryStore as store
         z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v)
-                                   for k, v in z.store.items()
-                                   if k.startswith('foo/bar/'))
+        expect_nbytes_stored = sum(
+            buffer_size(v) for k, v in z.store.items() if k.startswith("foo/bar/")
+        )
         assert expect_nbytes_stored == z.nbytes_stored
         z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v)
-                                   for k, v in z.store.items()
-                                   if k.startswith('foo/bar/'))
+        expect_nbytes_stored = sum(
+            buffer_size(v) for k, v in z.store.items() if k.startswith("foo/bar/")
+        )
         assert expect_nbytes_stored == z.nbytes_stored
 
         # mess with store
-        z.store[z._key_prefix + 'foo'] = list(range(10))
+        z.store[z._key_prefix + "foo"] = list(range(10))
         assert -1 == z.nbytes_stored
 
 
 class TestArrayWithChunkStore(TestArray):
-
     @staticmethod
     def create_array(read_only=False, **kwargs):
         store = KVStore(dict())
         # separate chunk store
         chunk_store = KVStore(dict())
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, chunk_store=chunk_store, **kwargs)
-        return Array(store, read_only=read_only, chunk_store=chunk_store,
-                     cache_metadata=cache_metadata, cache_attrs=cache_attrs,
-                     write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            chunk_store=chunk_store,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def expected(self):
         return [
@@ -1636,41 +1661,43 @@ def expected(self):
             "1437428e69754b1e1a38bd7fc9e43669577620db",
             "6c530b6b9d73e108cc5ee7b6be3d552cc994bdbe",
             "4c0a76fb1222498e09dcd92f7f9221d6cea8b40e",
-            "05b0663ffe1785f38d3a459dec17e57a18f254af"
+            "05b0663ffe1785f38d3a459dec17e57a18f254af",
         ]
 
     def test_nbytes_stored(self):
 
         z = self.create_array(shape=1000, chunks=100)
         expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
-        expect_nbytes_stored += sum(buffer_size(v)
-                                    for v in z.chunk_store.values())
+        expect_nbytes_stored += sum(buffer_size(v) for v in z.chunk_store.values())
         assert expect_nbytes_stored == z.nbytes_stored
         z[:] = 42
         expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
-        expect_nbytes_stored += sum(buffer_size(v)
-                                    for v in z.chunk_store.values())
+        expect_nbytes_stored += sum(buffer_size(v) for v in z.chunk_store.values())
         assert expect_nbytes_stored == z.nbytes_stored
 
         # mess with store
-        z.chunk_store[z._key_prefix + 'foo'] = list(range(10))
+        z.chunk_store[z._key_prefix + "foo"] = list(range(10))
         assert -1 == z.nbytes_stored
 
 
 class TestArrayWithDirectoryStore(TestArray):
-
     @staticmethod
     def create_array(read_only=False, **kwargs):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
         store = DirectoryStore(path)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Zlib(1))
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_nbytes_stored(self):
 
@@ -1695,7 +1722,6 @@ def test_array_init_from_dict():
 
 @skip_test_env_var("ZARR_TEST_ABS")
 class TestArrayWithABSStore(TestArray):
-
     @staticmethod
     def absstore():
         client = abs_container()
@@ -1705,13 +1731,18 @@ def absstore():
 
     def create_array(self, read_only=False, **kwargs):
         store = self.absstore()
-        kwargs.setdefault('compressor', Zlib(1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault("compressor", Zlib(1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     @pytest.mark.xfail
     def test_nbytes_stored(self):
@@ -1724,19 +1755,23 @@ def test_pickle(self):
 
 
 class TestArrayWithNestedDirectoryStore(TestArrayWithDirectoryStore):
-
     @staticmethod
     def create_array(read_only=False, **kwargs):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
         store = NestedDirectoryStore(path)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Zlib(1))
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def expected(self):
         return [
@@ -1749,19 +1784,23 @@ def expected(self):
 
 
 class TestArrayWithN5Store(TestArrayWithDirectoryStore):
-
     @staticmethod
     def create_array(read_only=False, **kwargs):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
         store = N5Store(path)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Zlib(1))
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_array_0d(self):
         # test behaviour for array with 0 dimensions
@@ -1816,8 +1855,7 @@ def test_array_1d_fill_value(self):
             a = np.arange(nvalues, dtype=dtype)
             f = np.empty_like(a)
             f.fill(fill_value or 0)
-            z = self.create_array(shape=a.shape, chunks=100, dtype=a.dtype,
-                                  fill_value=fill_value)
+            z = self.create_array(shape=a.shape, chunks=100, dtype=a.dtype, fill_value=fill_value)
             z[190:310] = a[190:310]
 
             assert_array_equal(f[:190], z[:190])
@@ -1825,21 +1863,18 @@ def test_array_1d_fill_value(self):
             assert_array_equal(f[310:], z[310:])
 
         with pytest.raises(ValueError):
-            z = self.create_array(shape=(nvalues,), chunks=100, dtype=dtype,
-                                  fill_value=1)
+            z = self.create_array(shape=(nvalues,), chunks=100, dtype=dtype, fill_value=1)
 
     def test_nchunks_initialized(self):
         fill_value = 0
-        dtype = 'int'
-        z = self.create_array(shape=100,
-                              chunks=10,
-                              fill_value=fill_value,
-                              dtype=dtype,
-                              write_empty_chunks=True)
+        dtype = "int"
+        z = self.create_array(
+            shape=100, chunks=10, fill_value=fill_value, dtype=dtype, write_empty_chunks=True
+        )
 
         assert 0 == z.nchunks_initialized
         # manually put something into the store to confuse matters
-        z.store['foo'] = b'bar'
+        z.store["foo"] = b"bar"
         assert 0 == z.nchunks_initialized
         z[:] = 42
         assert 10 == z.nchunks_initialized
@@ -1849,11 +1884,9 @@ def test_nchunks_initialized(self):
 
         # second round of similar tests with write_empty_chunks set to
         # False
-        z = self.create_array(shape=100,
-                              chunks=10,
-                              fill_value=fill_value,
-                              dtype=dtype,
-                              write_empty_chunks=False)
+        z = self.create_array(
+            shape=100, chunks=10, fill_value=fill_value, dtype=dtype, write_empty_chunks=False
+        )
         z[:] = 42
         assert 10 == z.nchunks_initialized
         # manually remove a chunk from the store
@@ -1866,61 +1899,69 @@ def test_array_order(self):
 
         # N5 only supports 'C' at the moment
         with pytest.raises(ValueError):
-            self.create_array(shape=(10, 11), chunks=(10, 11), dtype='i8',
-                              order='F')
+            self.create_array(shape=(10, 11), chunks=(10, 11), dtype="i8", order="F")
 
         # 1D
         a = np.arange(1050)
-        z = self.create_array(shape=a.shape, chunks=100, dtype=a.dtype,
-                              order='C')
-        assert z.order == 'C'
+        z = self.create_array(shape=a.shape, chunks=100, dtype=a.dtype, order="C")
+        assert z.order == "C"
         assert z[:].flags.c_contiguous
         z[:] = a
         assert_array_equal(a, z[:])
 
         # 2D
         a = np.arange(10000).reshape((100, 100))
-        z = self.create_array(shape=a.shape, chunks=(10, 10),
-                              dtype=a.dtype, order='C')
+        z = self.create_array(shape=a.shape, chunks=(10, 10), dtype=a.dtype, order="C")
 
-        assert z.order == 'C'
+        assert z.order == "C"
         assert z[:].flags.c_contiguous
         z[:] = a
         actual = z[:]
         assert_array_equal(a, actual)
 
     def test_structured_array(self):
-        d = np.array([(b'aaa', 1, 4.2),
-                      (b'bbb', 2, 8.4),
-                      (b'ccc', 3, 12.6)],
-                     dtype=[('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
-        fill_values = None, b'', (b'zzz', 42, 16.8)
+        d = np.array(
+            [(b"aaa", 1, 4.2), (b"bbb", 2, 8.4), (b"ccc", 3, 12.6)],
+            dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")],
+        )
+        fill_values = None, b"", (b"zzz", 42, 16.8)
         with pytest.raises(TypeError):
             self.check_structured_array(d, fill_values)
 
     def test_structured_array_subshapes(self):
-        d = np.array([(0, ((0, 1, 2), (1, 2, 3)), b'aaa'),
-                      (1, ((1, 2, 3), (2, 3, 4)), b'bbb'),
-                      (2, ((2, 3, 4), (3, 4, 5)), b'ccc')],
-                     dtype=[('foo', 'i8'), ('bar', '(2, 3)f4'), ('baz', 'S3')])
-        fill_values = None, b'', (0, ((0, 0, 0), (1, 1, 1)), b'zzz')
+        d = np.array(
+            [
+                (0, ((0, 1, 2), (1, 2, 3)), b"aaa"),
+                (1, ((1, 2, 3), (2, 3, 4)), b"bbb"),
+                (2, ((2, 3, 4), (3, 4, 5)), b"ccc"),
+            ],
+            dtype=[("foo", "i8"), ("bar", "(2, 3)f4"), ("baz", "S3")],
+        )
+        fill_values = None, b"", (0, ((0, 0, 0), (1, 1, 1)), b"zzz")
         with pytest.raises(TypeError):
             self.check_structured_array(d, fill_values)
 
     def test_structured_array_nested(self):
-        d = np.array([(0, (0, ((0, 1), (1, 2), (2, 3)), 0), b'aaa'),
-                      (1, (1, ((1, 2), (2, 3), (3, 4)), 1), b'bbb'),
-                      (2, (2, ((2, 3), (3, 4), (4, 5)), 2), b'ccc')],
-                     dtype=[('foo', 'i8'), ('bar', [('foo', 'i4'), ('bar', '(3, 2)f4'),
-                                                    ('baz', 'u1')]), ('baz', 'S3')])
-        fill_values = None, b'', (0, (0, ((0, 0), (1, 1), (2, 2)), 0), b'zzz')
+        d = np.array(
+            [
+                (0, (0, ((0, 1), (1, 2), (2, 3)), 0), b"aaa"),
+                (1, (1, ((1, 2), (2, 3), (3, 4)), 1), b"bbb"),
+                (2, (2, ((2, 3), (3, 4), (4, 5)), 2), b"ccc"),
+            ],
+            dtype=[
+                ("foo", "i8"),
+                ("bar", [("foo", "i4"), ("bar", "(3, 2)f4"), ("baz", "u1")]),
+                ("baz", "S3"),
+            ],
+        )
+        fill_values = None, b"", (0, (0, ((0, 0), (1, 1), (2, 2)), 0), b"zzz")
         with pytest.raises(TypeError):
             self.check_structured_array(d, fill_values)
 
     def test_dtypes(self):
 
         # integers
-        for dtype in 'u1', 'u2', 'u4', 'u8', 'i1', 'i2', 'i4', 'i8':
+        for dtype in "u1", "u2", "u4", "u8", "i1", "i2", "i4", "i8":
             z = self.create_array(shape=10, chunks=3, dtype=dtype)
             assert z.dtype == np.dtype(dtype)
             a = np.arange(z.shape[0], dtype=dtype)
@@ -1928,7 +1969,7 @@ def test_dtypes(self):
             assert_array_equal(a, z[:])
 
         # floats
-        for dtype in 'f2', 'f4', 'f8':
+        for dtype in "f2", "f4", "f8":
             z = self.create_array(shape=10, chunks=3, dtype=dtype)
             assert z.dtype == np.dtype(dtype)
             a = np.linspace(0, 1, z.shape[0], dtype=dtype)
@@ -1937,9 +1978,9 @@ def test_dtypes(self):
 
         # check that datetime generic units are not allowed
         with pytest.raises(ValueError):
-            self.create_array(shape=100, dtype='M8')
+            self.create_array(shape=100, dtype="M8")
         with pytest.raises(ValueError):
-            self.create_array(shape=100, dtype='m8')
+            self.create_array(shape=100, dtype="m8")
 
     def test_object_arrays(self):
 
@@ -1970,7 +2011,7 @@ def test_object_arrays_vlen_text(self):
 
     def test_object_arrays_vlen_bytes(self):
 
-        greetings_bytes = [g.encode('utf8') for g in greetings]
+        greetings_bytes = [g.encode("utf8") for g in greetings]
         data = np.array(greetings_bytes * 1000, dtype=object)
 
         with pytest.raises(ValueError):
@@ -1982,19 +2023,19 @@ def test_object_arrays_vlen_bytes(self):
 
     def test_object_arrays_vlen_array(self):
 
-        data = np.array([np.array([1, 3, 7]),
-                         np.array([5]),
-                         np.array([2, 8, 12])] * 1000, dtype=object)
+        data = np.array(
+            [np.array([1, 3, 7]), np.array([5]), np.array([2, 8, 12])] * 1000, dtype=object
+        )
 
-        codecs = VLenArray(int), VLenArray('<u4')
+        codecs = VLenArray(int), VLenArray("<u4")
         for codec in codecs:
             with pytest.raises(ValueError):
                 self.create_array(shape=data.shape, dtype=object, object_codec=codec)
 
         # convenience API
-        for item_type in 'int', '<u4':
+        for item_type in "int", "<u4":
             with pytest.raises(ValueError):
-                self.create_array(shape=data.shape, dtype='array:{}'.format(item_type))
+                self.create_array(shape=data.shape, dtype="array:{}".format(item_type))
 
     def test_object_arrays_danger(self):
         # Cannot hacking out object codec as N5 doesn't allow object codecs
@@ -2009,15 +2050,13 @@ def test_structured_array_contain_object(self):
         pass
 
     def test_attrs_n5_keywords(self):
-        z = self.create_array(shape=(1050,), chunks=100, dtype='i4')
+        z = self.create_array(shape=(1050,), chunks=100, dtype="i4")
         for k in n5_keywords:
             with pytest.warns(UserWarning):
                 z.attrs[k] = ""
 
     def test_compressors(self):
-        compressors = [
-            None, BZ2(), Zlib(), GZip(), MsgPack()
-        ]
+        compressors = [None, BZ2(), Zlib(), GZip(), MsgPack()]
         if LZMA:
             compressors.append(LZMA())
             compressors.append(LZMA(preset=1))
@@ -2041,85 +2080,102 @@ def test_compressors(self):
             assert np.all(a2[:] == 1)
 
     def expected(self):
-        return ['8811a77d54caaa1901d5cc4452d946ae433c8d90',
-                'd880b007d9779db5f2cdbe13274eb1cbac4a425a',
-                'd80eb66d5521744f051e816ab368d8ccfc2e3edf',
-                '568f9f837e4b682a3819cb122988e2eebeb6572b',
-                '4fdf4475d786d6694110db5619acd30c80dfc372'
-                ]
+        return [
+            "8811a77d54caaa1901d5cc4452d946ae433c8d90",
+            "d880b007d9779db5f2cdbe13274eb1cbac4a425a",
+            "d80eb66d5521744f051e816ab368d8ccfc2e3edf",
+            "568f9f837e4b682a3819cb122988e2eebeb6572b",
+            "4fdf4475d786d6694110db5619acd30c80dfc372",
+        ]
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestArrayWithN5FSStore(TestArrayWithN5Store):
-
     @staticmethod
     def create_array(read_only=False, **kwargs):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
         store = N5FSStore(path)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        kwargs.setdefault('compressor', Zlib(1))
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        kwargs.setdefault("compressor", Zlib(1))
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
 
 class TestArrayWithDBMStore(TestArray):
-
     @staticmethod
     def create_array(read_only=False, **kwargs):
-        path = mktemp(suffix='.anydbm')
-        atexit.register(atexit_rmglob, path + '*')
-        store = DBMStore(path, flag='n')
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
+        path = mktemp(suffix=".anydbm")
+        atexit.register(atexit_rmglob, path + "*")
+        store = DBMStore(path, flag="n")
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Zlib(1))
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_attrs=cache_attrs,
-                     cache_metadata=cache_metadata, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_attrs=cache_attrs,
+            cache_metadata=cache_metadata,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_nbytes_stored(self):
         pass  # not implemented
 
 
 class TestArrayWithDBMStoreBerkeleyDB(TestArray):
-
     @staticmethod
     def create_array(read_only=False, **kwargs):
         bsddb3 = pytest.importorskip("bsddb3")
-        path = mktemp(suffix='.dbm')
+        path = mktemp(suffix=".dbm")
         atexit.register(os.remove, path)
-        store = DBMStore(path, flag='n', open=bsddb3.btopen)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
+        store = DBMStore(path, flag="n", open=bsddb3.btopen)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Zlib(1))
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_nbytes_stored(self):
         pass  # not implemented
 
 
 class TestArrayWithLMDBStore(TestArray):
-
     @staticmethod
     def create_array(read_only=False, **kwargs):
         pytest.importorskip("lmdb")
-        path = mktemp(suffix='.lmdb')
+        path = mktemp(suffix=".lmdb")
         atexit.register(atexit_rmtree, path)
         store = LMDBStore(path, buffers=True)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Zlib(1))
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_store_has_bytes_values(self):
         pass  # returns values as memoryviews/buffers instead of bytes
@@ -2129,56 +2185,68 @@ def test_nbytes_stored(self):
 
 
 class TestArrayWithLMDBStoreNoBuffers(TestArray):
-
     @staticmethod
     def create_array(read_only=False, **kwargs):
         pytest.importorskip("lmdb")
-        path = mktemp(suffix='.lmdb')
+        path = mktemp(suffix=".lmdb")
         atexit.register(atexit_rmtree, path)
         store = LMDBStore(path, buffers=False)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Zlib(1))
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_nbytes_stored(self):
         pass  # not implemented
 
 
 class TestArrayWithSQLiteStore(TestArray):
-
     @staticmethod
     def create_array(read_only=False, **kwargs):
         pytest.importorskip("sqlite3")
-        path = mktemp(suffix='.db')
+        path = mktemp(suffix=".db")
         atexit.register(atexit_rmtree, path)
         store = SQLiteStore(path)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Zlib(1))
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_nbytes_stored(self):
         pass  # not implemented
 
 
 class TestArrayWithNoCompressor(TestArray):
-
     def create_array(self, read_only=False, **kwargs):
         store = KVStore(dict())
-        kwargs.setdefault('compressor', None)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault("compressor", None)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def expected(self):
         return [
@@ -2191,17 +2259,21 @@ def expected(self):
 
 
 class TestArrayWithBZ2Compressor(TestArray):
-
     def create_array(self, read_only=False, **kwargs):
         store = KVStore(dict())
         compressor = BZ2(level=1)
-        kwargs.setdefault('compressor', compressor)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault("compressor", compressor)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def expected(self):
         return [
@@ -2214,17 +2286,21 @@ def expected(self):
 
 
 class TestArrayWithBloscCompressor(TestArray):
-
     def create_array(self, read_only=False, **kwargs):
         store = KVStore(dict())
-        compressor = Blosc(cname='zstd', clevel=1, shuffle=1)
-        kwargs.setdefault('compressor', compressor)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        compressor = Blosc(cname="zstd", clevel=1, shuffle=1)
+        kwargs.setdefault("compressor", compressor)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def expected(self):
         return [
@@ -2242,19 +2318,23 @@ def expected(self):
     LZMA = None
 
 
-@unittest.skipIf(LZMA is None, 'LZMA codec not available')
+@unittest.skipIf(LZMA is None, "LZMA codec not available")
 class TestArrayWithLZMACompressor(TestArray):
-
     def create_array(self, read_only=False, **kwargs):
         store = KVStore(dict())
         compressor = LZMA(preset=1)
-        kwargs.setdefault('compressor', compressor)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault("compressor", compressor)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def expected(self):
         return [
@@ -2267,24 +2347,28 @@ def expected(self):
 
 
 class TestArrayWithFilters(TestArray):
-
     @staticmethod
     def create_array(read_only=False, **kwargs):
         store = KVStore(dict())
-        dtype = kwargs.get('dtype')
+        dtype = kwargs.get("dtype")
         filters = [
             Delta(dtype=dtype),
             FixedScaleOffset(dtype=dtype, scale=1, offset=0),
         ]
-        kwargs.setdefault('filters', filters)
+        kwargs.setdefault("filters", filters)
         compressor = Zlib(1)
-        kwargs.setdefault('compressor', compressor)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault("compressor", compressor)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_attrs=cache_attrs,
-                     cache_metadata=cache_metadata, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_attrs=cache_attrs,
+            cache_metadata=cache_metadata,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def expected(self):
         return [
@@ -2376,7 +2460,6 @@ def test_structured_array_contain_object(self):
 
 # custom store, does not support getsize()
 class CustomMapping:
-
     def __init__(self):
         self.inner = KVStore(dict())
 
@@ -2409,17 +2492,21 @@ def __contains__(self, item):
 
 
 class TestArrayWithCustomMapping(TestArray):
-
     @staticmethod
     def create_array(read_only=False, **kwargs):
         store = CustomMapping()
-        kwargs.setdefault('compressor', Zlib(1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault("compressor", Zlib(1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_nbytes_stored(self):
         z = self.create_array(shape=1000, chunks=100)
@@ -2429,20 +2516,24 @@ def test_nbytes_stored(self):
 
 
 class TestArrayNoCache(TestArray):
-
     @staticmethod
     def create_array(read_only=False, **kwargs):
         store = KVStore(dict())
-        kwargs.setdefault('compressor', Zlib(level=1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault("compressor", Zlib(level=1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_cache_metadata(self):
-        a1 = self.create_array(shape=100, chunks=10, dtype='i1', cache_metadata=False)
+        a1 = self.create_array(shape=100, chunks=10, dtype="i1", cache_metadata=False)
         path = None if self.version == 2 else a1.path
         a2 = Array(a1.store, path=path, cache_metadata=True)
         assert a1.shape == a2.shape
@@ -2483,20 +2574,20 @@ def test_cache_metadata(self):
         assert 30 == a2.nchunks
 
     def test_cache_attrs(self):
-        a1 = self.create_array(shape=100, chunks=10, dtype='i1', cache_attrs=False)
-        path = None if self.version == 2 else 'arr1'
+        a1 = self.create_array(shape=100, chunks=10, dtype="i1", cache_attrs=False)
+        path = None if self.version == 2 else "arr1"
         a2 = Array(a1.store, path=path, cache_attrs=True)
         assert a1.attrs.asdict() == a2.attrs.asdict()
 
         # a1 is not caching so *will* see updates made via other objects
-        a2.attrs['foo'] = 'xxx'
-        a2.attrs['bar'] = 42
+        a2.attrs["foo"] = "xxx"
+        a2.attrs["bar"] = 42
         assert a1.attrs.asdict() == a2.attrs.asdict()
 
         # a2 is caching so *will not* see updates made via other objects
-        a1.attrs['foo'] = 'yyy'
-        assert 'yyy' == a1.attrs['foo']
-        assert 'xxx' == a2.attrs['foo']
+        a1.attrs["foo"] = "yyy"
+        assert "yyy" == a1.attrs["foo"]
+        assert "xxx" == a2.attrs["foo"]
 
     def test_object_arrays_danger(self):
         # skip this one as it only works if metadata are cached
@@ -2504,28 +2595,28 @@ def test_object_arrays_danger(self):
 
 
 class TestArrayWithStoreCache(TestArray):
-
     @staticmethod
     def create_array(read_only=False, **kwargs):
         store = LRUStoreCache(dict(), max_size=None)
-        kwargs.setdefault('compressor', Zlib(level=1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault("compressor", Zlib(level=1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_store_has_bytes_values(self):
         # skip as the cache has no control over how the store provides values
         pass
 
 
-fsspec_mapper_kwargs = {
-    "check": True,
-    "create": True,
-    "missing_exceptions": None
-}
+fsspec_mapper_kwargs = {"check": True, "create": True, "missing_exceptions": None}
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
@@ -2534,23 +2625,28 @@ class TestArrayWithFSStore(TestArray):
     def create_array(read_only=False, **kwargs):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
-        key_separator = kwargs.pop('key_separator', ".")
+        key_separator = kwargs.pop("key_separator", ".")
         store = FSStore(path, key_separator=key_separator, auto_mkdir=True, **fsspec_mapper_kwargs)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Blosc())
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Blosc())
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def expected(self):
         return [
-           "ab753fc81df0878589535ca9bad2816ba88d91bc",
-           "c16261446f9436b1e9f962e57ce3e8f6074abe8a",
-           "c2ef3b2fb2bc9dcace99cd6dad1a7b66cc1ea058",
-           "6e52f95ac15b164a8e96843a230fcee0e610729b",
-           "091fa99bc60706095c9ce30b56ce2503e0223f56",
+            "ab753fc81df0878589535ca9bad2816ba88d91bc",
+            "c16261446f9436b1e9f962e57ce3e8f6074abe8a",
+            "c2ef3b2fb2bc9dcace99cd6dad1a7b66cc1ea058",
+            "6e52f95ac15b164a8e96843a230fcee0e610729b",
+            "091fa99bc60706095c9ce30b56ce2503e0223f56",
         ]
 
 
@@ -2559,26 +2655,32 @@ class TestArrayWithFSStoreFromFilesystem(TestArray):
     @staticmethod
     def create_array(read_only=False, **kwargs):
         from fsspec.implementations.local import LocalFileSystem
+
         fs = LocalFileSystem(auto_mkdir=True)
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
-        key_separator = kwargs.pop('key_separator', ".")
+        key_separator = kwargs.pop("key_separator", ".")
         store = FSStore(path, fs=fs, key_separator=key_separator, **fsspec_mapper_kwargs)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Blosc())
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Blosc())
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def expected(self):
         return [
-           "ab753fc81df0878589535ca9bad2816ba88d91bc",
-           "c16261446f9436b1e9f962e57ce3e8f6074abe8a",
-           "c2ef3b2fb2bc9dcace99cd6dad1a7b66cc1ea058",
-           "6e52f95ac15b164a8e96843a230fcee0e610729b",
-           "091fa99bc60706095c9ce30b56ce2503e0223f56",
+            "ab753fc81df0878589535ca9bad2816ba88d91bc",
+            "c16261446f9436b1e9f962e57ce3e8f6074abe8a",
+            "c2ef3b2fb2bc9dcace99cd6dad1a7b66cc1ea058",
+            "6e52f95ac15b164a8e96843a230fcee0e610729b",
+            "091fa99bc60706095c9ce30b56ce2503e0223f56",
         ]
 
 
@@ -2591,7 +2693,7 @@ def create_array(read_only=False, **kwargs):
         store = FSStore(path)
         cache_metadata = kwargs.pop("cache_metadata", True)
         cache_attrs = kwargs.pop("cache_attrs", True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         kwargs.setdefault("compressor", Blosc(blocksize=256))
         init_array(store, **kwargs)
         return Array(
@@ -2600,16 +2702,16 @@ def create_array(read_only=False, **kwargs):
             cache_metadata=cache_metadata,
             cache_attrs=cache_attrs,
             partial_decompress=True,
-            write_empty_chunks=write_empty_chunks
+            write_empty_chunks=write_empty_chunks,
         )
 
     def expected(self):
         return [
-           "dd7577d645c38767cf6f6d1ef8fd64002883a014",
-           "aa0de9892cf1ed3cda529efbf3233720b84489b7",
-           "e6191c44cf958576c29c41cef0f55b028a4dbdff",
-           "88adeeabb819feecccadf50152293dbb42f9107e",
-           "1426e084427f9920e29c9ec81b663d1005849455",
+            "dd7577d645c38767cf6f6d1ef8fd64002883a014",
+            "aa0de9892cf1ed3cda529efbf3233720b84489b7",
+            "e6191c44cf958576c29c41cef0f55b028a4dbdff",
+            "88adeeabb819feecccadf50152293dbb42f9107e",
+            "1426e084427f9920e29c9ec81b663d1005849455",
         ]
 
     def test_non_cont(self):
@@ -2619,9 +2721,9 @@ def test_non_cont(self):
         assert z[0, :, 0].any()
 
     def test_read_nitems_less_than_blocksize_from_multiple_chunks(self):
-        '''Tests to make sure decompression doesn't fail when `nitems` is
+        """Tests to make sure decompression doesn't fail when `nitems` is
         less than a compressed block size, but covers multiple blocks
-        '''
+        """
         z = self.create_array(shape=1000000, chunks=100_000)
         z[40_000:80_000] = 1
         path = None if self.version == 2 else z.path
@@ -2629,9 +2731,9 @@ def test_read_nitems_less_than_blocksize_from_multiple_chunks(self):
         assert (b[40_000:80_000] == 1).all()
 
     def test_read_from_all_blocks(self):
-        '''Tests to make sure `PartialReadBuffer.read_part` doesn't fail when
+        """Tests to make sure `PartialReadBuffer.read_part` doesn't fail when
         stop isn't in the `start_points` array
-        '''
+        """
         z = self.create_array(shape=1000000, chunks=100_000)
         z[2:99_000] = 1
         path = None if self.version == 2 else z.path
@@ -2641,28 +2743,32 @@ def test_read_from_all_blocks(self):
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestArrayWithFSStoreNested(TestArray):
-
     @staticmethod
     def create_array(read_only=False, **kwargs):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
-        key_separator = kwargs.pop('key_separator', "/")
+        key_separator = kwargs.pop("key_separator", "/")
         store = FSStore(path, key_separator=key_separator, auto_mkdir=True)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Blosc())
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Blosc())
         init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def expected(self):
         return [
-           "94884f29b41b9beb8fc99ad7bf9c0cbf0f2ab3c9",
-           "077aa3bd77b8d354f8f6c15dce5ae4f545788a72",
-           "22be95d83c097460adb339d80b2d7fe19c513c16",
-           "85131cec526fa46938fd2c4a6083a58ee11037ea",
-           "c3167010c162c6198cb2bf3c1da2c46b047c69a1",
+            "94884f29b41b9beb8fc99ad7bf9c0cbf0f2ab3c9",
+            "077aa3bd77b8d354f8f6c15dce5ae4f545788a72",
+            "22be95d83c097460adb339d80b2d7fe19c513c16",
+            "85131cec526fa46938fd2c4a6083a58ee11037ea",
+            "c3167010c162c6198cb2bf3c1da2c46b047c69a1",
         ]
 
 
@@ -2672,11 +2778,11 @@ class TestArrayWithFSStoreNestedPartialRead(TestArray):
     def create_array(read_only=False, **kwargs):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
-        key_separator = kwargs.pop('key_separator', "/")
+        key_separator = kwargs.pop("key_separator", "/")
         store = FSStore(path, key_separator=key_separator, auto_mkdir=True)
         cache_metadata = kwargs.pop("cache_metadata", True)
         cache_attrs = kwargs.pop("cache_attrs", True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         kwargs.setdefault("compressor", Blosc())
         init_array(store, **kwargs)
         return Array(
@@ -2685,16 +2791,16 @@ def create_array(read_only=False, **kwargs):
             cache_metadata=cache_metadata,
             cache_attrs=cache_attrs,
             partial_decompress=True,
-            write_empty_chunks=write_empty_chunks
+            write_empty_chunks=write_empty_chunks,
         )
 
     def expected(self):
         return [
-           "94884f29b41b9beb8fc99ad7bf9c0cbf0f2ab3c9",
-           "077aa3bd77b8d354f8f6c15dce5ae4f545788a72",
-           "22be95d83c097460adb339d80b2d7fe19c513c16",
-           "85131cec526fa46938fd2c4a6083a58ee11037ea",
-           "c3167010c162c6198cb2bf3c1da2c46b047c69a1",
+            "94884f29b41b9beb8fc99ad7bf9c0cbf0f2ab3c9",
+            "077aa3bd77b8d354f8f6c15dce5ae4f545788a72",
+            "22be95d83c097460adb339d80b2d7fe19c513c16",
+            "85131cec526fa46938fd2c4a6083a58ee11037ea",
+            "c3167010c162c6198cb2bf3c1da2c46b047c69a1",
         ]
 
     def test_non_cont(self):
@@ -2704,9 +2810,9 @@ def test_non_cont(self):
         assert z[0, :, 0].any()
 
     def test_read_nitems_less_than_blocksize_from_multiple_chunks(self):
-        '''Tests to make sure decompression doesn't fail when `nitems` is
+        """Tests to make sure decompression doesn't fail when `nitems` is
         less than a compressed block size, but covers multiple blocks
-        '''
+        """
         z = self.create_array(shape=1000000, chunks=100_000)
         z[40_000:80_000] = 1
         path = None if self.version == 2 else z.path
@@ -2714,9 +2820,9 @@ def test_read_nitems_less_than_blocksize_from_multiple_chunks(self):
         assert (b[40_000:80_000] == 1).all()
 
     def test_read_from_all_blocks(self):
-        '''Tests to make sure `PartialReadBuffer.read_part` doesn't fail when
+        """Tests to make sure `PartialReadBuffer.read_part` doesn't fail when
         stop isn't in the `start_points` array
-        '''
+        """
         z = self.create_array(shape=1000000, chunks=100_000)
         z[2:99_000] = 1
         path = None if self.version == 2 else z.path
@@ -2728,6 +2834,7 @@ def test_read_from_all_blocks(self):
 # StoreV3 test classes inheriting from the above below this point
 ####
 
+
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayV3(TestArray):
 
@@ -2743,7 +2850,7 @@ def expected(self):
             "5fb3d02b8f01244721582929b3cad578aec5cea5",
             "26b098bedb640846e18dc2fbc1c27684bb02b532",
             "799a458c287d431d747bec0728987ca4fe764549",
-            "c780221df84eb91cb62f633f12d3f1eaa9cee6bd"
+            "c780221df84eb91cb62f633f12d3f1eaa9cee6bd",
         ]
 
     # TODO: fix test_nbytes_stored
@@ -2755,16 +2862,21 @@ class TestArrayWithPathV3(TestArrayWithPath):
     version = 3
 
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         store = KVStoreV3(dict())
-        kwargs.setdefault('compressor', Zlib(level=1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault("compressor", Zlib(level=1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only,
-                     cache_metadata=cache_metadata, cache_attrs=cache_attrs,
-                     write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_array_init(self):
 
@@ -2776,7 +2888,7 @@ def test_array_init(self):
         assert isinstance(b, Array)
         assert (100,) == b.shape
         assert (10,) == b.chunks
-        assert '' == b.path
+        assert "" == b.path
         assert b.name is None
         assert b.basename is None
         assert store is b.store
@@ -2784,16 +2896,16 @@ def test_array_init(self):
 
         # initialize at path
         store = KVStoreV3(dict())
-        path = 'foo/bar'
-        init_array(store, shape=100, chunks=10, path=path, dtype='<f8')
+        path = "foo/bar"
+        init_array(store, shape=100, chunks=10, path=path, dtype="<f8")
         a = Array(store, path=path)
         assert not a.is_view
         assert isinstance(a, Array)
         assert (100,) == a.shape
         assert (10,) == a.chunks
         assert path == a.path
-        assert '/' + path == a.name
-        assert 'bar' == a.basename
+        assert "/" + path == a.name
+        assert "bar" == a.basename
         assert store is a.store
         assert "968dccbbfc0139f703ead2fd1d503ad6e44db307" == a.hexdigest()
 
@@ -2804,21 +2916,21 @@ def test_array_init(self):
 
         # group is in the way
         store = KVStoreV3(dict())
-        path = 'baz'
+        path = "baz"
         init_group(store, path=path)
         # can't open with an uninitialized array
         with pytest.raises(ArrayNotFoundError):
             Array(store, path=path)
         # can't open at same path as an existing group
         with pytest.raises(ContainsGroupError):
-            init_array(store, shape=100, chunks=10, path=path, dtype='<f8')
-        group_key = meta_root + path + '.group.json'
+            init_array(store, shape=100, chunks=10, path=path, dtype="<f8")
+        group_key = meta_root + path + ".group.json"
         assert group_key in store
         del store[group_key]
-        init_array(store, shape=100, chunks=10, path=path, dtype='<f8')
+        init_array(store, shape=100, chunks=10, path=path, dtype="<f8")
         Array(store, path=path)
         assert group_key not in store
-        assert (meta_root + path + '.array.json') in store
+        assert (meta_root + path + ".array.json") in store
 
     def expected(self):
         return [
@@ -2833,16 +2945,16 @@ def test_nbytes_stored(self):
 
         # dict as store
         z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
         assert expect_nbytes_stored == z.nbytes_stored
         z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
         assert expect_nbytes_stored == z.nbytes_stored
         assert z.nchunks_initialized == 10
 
         # mess with store
         if not isinstance(z.store, (LRUStoreCacheV3, FSStoreV3)):
-            z.store[data_root + z._key_prefix + 'foo'] = list(range(10))
+            z.store[data_root + z._key_prefix + "foo"] = list(range(10))
             assert -1 == z.nbytes_stored
 
         z.store.close()
@@ -2880,7 +2992,7 @@ def test_nchunks_initialized(self):
         z = self.create_array(shape=100, chunks=10)
         assert 0 == z.nchunks_initialized
         # manually put something into the store to confuse matters
-        z.store['meta/root/foo'] = b'bar'
+        z.store["meta/root/foo"] = b"bar"
         assert 0 == z.nchunks_initialized
         z[:] = 42
         assert 10 == z.nchunks_initialized
@@ -2890,78 +3002,88 @@ def test_nchunks_initialized(self):
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithChunkStoreV3(TestArrayWithChunkStore, TestArrayWithPathV3):
-
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         store = KVStoreV3(dict())
         # separate chunk store
         chunk_store = KVStoreV3(dict())
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, path=array_path, chunk_store=chunk_store, **kwargs)
-        return Array(store, path=array_path, read_only=read_only,
-                     chunk_store=chunk_store, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            chunk_store=chunk_store,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def expected(self):
         return [
-            '1509abec4285494b61cd3e8d21f44adc3cf8ddf6',
-            '7cfb82ec88f7ecb7ab20ae3cb169736bc76332b8',
-            'b663857bb89a8ab648390454954a9cdd453aa24b',
-            '21e90fa927d09cbaf0e3b773130e2dc05d18ff9b',
-            'e8c1fdd18b5c2ee050b59d0c8c95d07db642459c',
+            "1509abec4285494b61cd3e8d21f44adc3cf8ddf6",
+            "7cfb82ec88f7ecb7ab20ae3cb169736bc76332b8",
+            "b663857bb89a8ab648390454954a9cdd453aa24b",
+            "21e90fa927d09cbaf0e3b773130e2dc05d18ff9b",
+            "e8c1fdd18b5c2ee050b59d0c8c95d07db642459c",
         ]
 
     def test_nbytes_stored(self):
 
         z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
-        expect_nbytes_stored += sum(buffer_size(v)
-                                    for k, v in z.chunk_store.items() if k != 'zarr.json')
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
+        expect_nbytes_stored += sum(
+            buffer_size(v) for k, v in z.chunk_store.items() if k != "zarr.json"
+        )
         assert expect_nbytes_stored == z.nbytes_stored
         z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
-        expect_nbytes_stored += sum(buffer_size(v)
-                                    for k, v in z.chunk_store.items() if k != 'zarr.json')
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
+        expect_nbytes_stored += sum(
+            buffer_size(v) for k, v in z.chunk_store.items() if k != "zarr.json"
+        )
         assert expect_nbytes_stored == z.nbytes_stored
 
         # mess with store
-        z.chunk_store[data_root + z._key_prefix + 'foo'] = list(range(10))
+        z.chunk_store[data_root + z._key_prefix + "foo"] = list(range(10))
         assert -1 == z.nbytes_stored
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithDirectoryStoreV3(TestArrayWithDirectoryStore, TestArrayWithPathV3):
-
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
         store = DirectoryStoreV3(path)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Zlib(1))
         init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only,
-                     cache_metadata=cache_metadata, cache_attrs=cache_attrs,
-                     write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_nbytes_stored(self):
         # dict as store
         z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
         assert expect_nbytes_stored == z.nbytes_stored
         z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
         assert expect_nbytes_stored == z.nbytes_stored
 
 
 @skip_test_env_var("ZARR_TEST_ABS")
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithABSStoreV3(TestArrayWithABSStore, TestArrayWithPathV3):
-
     @staticmethod
     def absstore():
         client = abs_container()
@@ -2969,15 +3091,21 @@ def absstore():
         store.rmdir()
         return store
 
-    def create_array(self, array_path='arr1', read_only=False, **kwargs):
+    def create_array(self, array_path="arr1", read_only=False, **kwargs):
         store = self.absstore()
-        kwargs.setdefault('compressor', Zlib(1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault("compressor", Zlib(1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
 
 # TODO: TestArrayWithN5StoreV3
@@ -2986,19 +3114,24 @@ def create_array(self, array_path='arr1', read_only=False, **kwargs):
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithDBMStoreV3(TestArrayWithDBMStore, TestArrayWithPathV3):
-
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
-        path = mktemp(suffix='.anydbm')
-        atexit.register(atexit_rmglob, path + '*')
-        store = DBMStoreV3(path, flag='n')
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
+    def create_array(array_path="arr1", read_only=False, **kwargs):
+        path = mktemp(suffix=".anydbm")
+        atexit.register(atexit_rmglob, path + "*")
+        store = DBMStoreV3(path, flag="n")
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Zlib(1))
         init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_attrs=cache_attrs,
-                     cache_metadata=cache_metadata, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_attrs=cache_attrs,
+            cache_metadata=cache_metadata,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_nbytes_stored(self):
         pass  # not implemented
@@ -3006,20 +3139,25 @@ def test_nbytes_stored(self):
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithDBMStoreV3BerkeleyDB(TestArrayWithDBMStoreBerkeleyDB, TestArrayWithPathV3):
-
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         bsddb3 = pytest.importorskip("bsddb3")
-        path = mktemp(suffix='.dbm')
+        path = mktemp(suffix=".dbm")
         atexit.register(os.remove, path)
-        store = DBMStoreV3(path, flag='n', open=bsddb3.btopen)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
+        store = DBMStoreV3(path, flag="n", open=bsddb3.btopen)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Zlib(1))
         init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_nbytes_stored(self):
         pass  # not implemented
@@ -3027,20 +3165,25 @@ def test_nbytes_stored(self):
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithLMDBStoreV3(TestArrayWithLMDBStore, TestArrayWithPathV3):
-
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         pytest.importorskip("lmdb")
-        path = mktemp(suffix='.lmdb')
+        path = mktemp(suffix=".lmdb")
         atexit.register(atexit_rmtree, path)
         store = LMDBStoreV3(path, buffers=True)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Zlib(1))
         init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_store_has_bytes_values(self):
         pass  # returns values as memoryviews/buffers instead of bytes
@@ -3051,20 +3194,25 @@ def test_nbytes_stored(self):
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithLMDBStoreV3NoBuffers(TestArrayWithLMDBStoreNoBuffers, TestArrayWithPathV3):
-
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         pytest.importorskip("lmdb")
-        path = mktemp(suffix='.lmdb')
+        path = mktemp(suffix=".lmdb")
         atexit.register(atexit_rmtree, path)
         store = LMDBStoreV3(path, buffers=False)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Zlib(1))
         init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_nbytes_stored(self):
         pass  # not implemented
@@ -3072,20 +3220,25 @@ def test_nbytes_stored(self):
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithSQLiteStoreV3(TestArrayWithPathV3, TestArrayWithSQLiteStore):
-
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         pytest.importorskip("sqlite3")
-        path = mktemp(suffix='.db')
+        path = mktemp(suffix=".db")
         atexit.register(atexit_rmtree, path)
         store = SQLiteStoreV3(path)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Zlib(1))
         init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_nbytes_stored(self):
         pass  # not implemented
@@ -3105,8 +3258,8 @@ def test_nbytes_stored(self):
 # Note: this custom mapping doesn't actually have all methods in the
 #       v3 spec (e.g. erase), but they aren't needed here.
 
-class CustomMappingV3(RmdirV3, StoreV3):
 
+class CustomMappingV3(RmdirV3, StoreV3):
     def __init__(self):
         self.inner = KVStoreV3(dict())
 
@@ -3143,24 +3296,29 @@ def __contains__(self, item):
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithCustomMappingV3(TestArrayWithPathV3, TestArrayWithCustomMapping):
-
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         store = CustomMappingV3()
-        kwargs.setdefault('compressor', Zlib(1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault("compressor", Zlib(1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_nbytes_stored(self):
         z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
         assert expect_nbytes_stored == z.nbytes_stored
         z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != 'zarr.json')
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
         assert expect_nbytes_stored == z.nbytes_stored
 
     def test_len(self):
@@ -3172,17 +3330,22 @@ def test_len(self):
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayNoCacheV3(TestArrayWithPathV3, TestArrayNoCache):
-
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         store = KVStoreV3(dict())
-        kwargs.setdefault('compressor', Zlib(level=1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault("compressor", Zlib(level=1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_object_arrays_danger(self):
         # skip this one as it only works if metadata are cached
@@ -3191,17 +3354,22 @@ def test_object_arrays_danger(self):
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithStoreCacheV3(TestArrayWithPathV3, TestArrayWithStoreCache):
-
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         store = LRUStoreCacheV3(dict(), max_size=None)
-        kwargs.setdefault('compressor', Zlib(level=1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        kwargs.setdefault("compressor", Zlib(level=1))
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_store_has_bytes_values(self):
         # skip as the cache has no control over how the store provides values
@@ -3212,23 +3380,26 @@ def test_store_has_bytes_values(self):
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithFSStoreV3(TestArrayWithPathV3, TestArrayWithFSStore):
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
-        key_separator = kwargs.pop('key_separator', ".")
+        key_separator = kwargs.pop("key_separator", ".")
         store = FSStoreV3(
-            path,
-            key_separator=key_separator,
-            auto_mkdir=True,
-            **fsspec_mapper_kwargs
-        )
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Blosc())
+            path, key_separator=key_separator, auto_mkdir=True, **fsspec_mapper_kwargs
+        )
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Blosc())
         init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def expected(self):
         return [
@@ -3244,20 +3415,27 @@ def expected(self):
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithFSStoreV3FromFilesystem(TestArrayWithPathV3, TestArrayWithFSStore):
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         from fsspec.implementations.local import LocalFileSystem
+
         fs = LocalFileSystem(auto_mkdir=True)
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
-        key_separator = kwargs.pop('key_separator', ".")
+        key_separator = kwargs.pop("key_separator", ".")
         store = FSStoreV3(path, fs=fs, key_separator=key_separator, **fsspec_mapper_kwargs)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Blosc())
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Blosc())
         init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def expected(self):
         return [
@@ -3272,15 +3450,14 @@ def expected(self):
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithFSStoreV3PartialRead(TestArrayWithPathV3, TestArrayWithFSStorePartialRead):
-
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
         store = FSStoreV3(path)
         cache_metadata = kwargs.pop("cache_metadata", True)
         cache_attrs = kwargs.pop("cache_attrs", True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         kwargs.setdefault("compressor", Blosc())
         init_array(store, path=array_path, **kwargs)
         return Array(
@@ -3309,19 +3486,18 @@ def expected(self):
 class TestArrayWithFSStoreV3PartialReadUncompressedSharded(
     TestArrayWithPathV3, TestArrayWithFSStorePartialRead
 ):
-
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
         store = FSStoreV3(path)
         cache_metadata = kwargs.pop("cache_metadata", True)
         cache_attrs = kwargs.pop("cache_attrs", True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', None)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", None)
         num_dims = 1 if isinstance(kwargs["shape"], int) else len(kwargs["shape"])
         sharding_transformer = ShardingStorageTransformer(
-            "indexed", chunks_per_shard=(2, ) * num_dims
+            "indexed", chunks_per_shard=(2,) * num_dims
         )
         init_array(store, path=array_path, storage_transformers=[sharding_transformer], **kwargs)
         return Array(
@@ -3336,10 +3512,10 @@ def create_array(array_path='arr1', read_only=False, **kwargs):
 
     def test_nbytes_stored(self):
         z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z._store.items() if k != 'zarr.json')
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z._store.items() if k != "zarr.json")
         assert expect_nbytes_stored == z.nbytes_stored
         z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z._store.items() if k != 'zarr.json')
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z._store.items() if k != "zarr.json")
         assert expect_nbytes_stored == z.nbytes_stored
 
     def test_supports_efficient_get_set_partial_values(self):
@@ -3360,20 +3536,25 @@ def expected(self):
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithFSStoreV3Nested(TestArrayWithPathV3, TestArrayWithFSStoreNested):
-
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
-        key_separator = kwargs.pop('key_separator', "/")
+        key_separator = kwargs.pop("key_separator", "/")
         store = FSStoreV3(path, key_separator=key_separator, auto_mkdir=True)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Blosc())
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", Blosc())
         init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def expected(self):
         return [
@@ -3387,17 +3568,18 @@ def expected(self):
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithFSStoreV3NestedPartialRead(TestArrayWithPathV3,
-                                              TestArrayWithFSStoreNestedPartialRead):
+class TestArrayWithFSStoreV3NestedPartialRead(
+    TestArrayWithPathV3, TestArrayWithFSStoreNestedPartialRead
+):
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
-        key_separator = kwargs.pop('key_separator', "/")
+        key_separator = kwargs.pop("key_separator", "/")
         store = FSStoreV3(path, key_separator=key_separator, auto_mkdir=True)
         cache_metadata = kwargs.pop("cache_metadata", True)
         cache_attrs = kwargs.pop("cache_attrs", True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         kwargs.setdefault("compressor", Blosc())
         init_array(store, path=array_path, **kwargs)
         return Array(
@@ -3422,23 +3604,33 @@ def expected(self):
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithStorageTransformersV3(TestArrayWithChunkStoreV3):
-
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         store = KVStoreV3(dict())
         # separate chunk store
         chunk_store = KVStoreV3(dict())
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         dummy_storage_transformer = DummyStorageTransfomer(
             "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
         )
-        init_array(store, path=array_path, chunk_store=chunk_store,
-                   storage_transformers=[dummy_storage_transformer], **kwargs)
-        return Array(store, path=array_path, read_only=read_only,
-                     chunk_store=chunk_store, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        init_array(
+            store,
+            path=array_path,
+            chunk_store=chunk_store,
+            storage_transformers=[dummy_storage_transformer],
+            **kwargs,
+        )
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            chunk_store=chunk_store,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def expected(self):
         return [
@@ -3453,33 +3645,37 @@ def expected(self):
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 @pytest.mark.skipif(not v3_sharding_available, reason="sharding is disabled")
 class TestArrayWithShardingStorageTransformerV3(TestArrayWithPathV3):
-
     @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_array(array_path="arr1", read_only=False, **kwargs):
         store = KVStoreV3(dict())
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', None)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
+        kwargs.setdefault("compressor", None)
         num_dims = 1 if isinstance(kwargs["shape"], int) else len(kwargs["shape"])
         sharding_transformer = ShardingStorageTransformer(
-            "indexed", chunks_per_shard=(2, ) * num_dims
+            "indexed", chunks_per_shard=(2,) * num_dims
         )
         init_array(store, path=array_path, storage_transformers=[sharding_transformer], **kwargs)
-        return Array(store, path=array_path, read_only=read_only,
-                     cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            path=array_path,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     def test_nbytes_stored(self):
         z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z._store.items() if k != 'zarr.json')
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z._store.items() if k != "zarr.json")
         assert expect_nbytes_stored == z.nbytes_stored
         z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z._store.items() if k != 'zarr.json')
+        expect_nbytes_stored = sum(buffer_size(v) for k, v in z._store.items() if k != "zarr.json")
         assert expect_nbytes_stored == z.nbytes_stored
 
         # mess with store
-        z.store[data_root + z._key_prefix + 'foo'] = list(range(10))
+        z.store[data_root + z._key_prefix + "foo"] = list(range(10))
         assert -1 == z.nbytes_stored
 
     def test_keys_inner_store(self):
@@ -3499,11 +3695,11 @@ def test_supports_efficient_get_set_partial_values(self):
 
     def expected(self):
         return [
-            '90109fc2a4e17efbcb447003ea1c08828b91f71e',
-            '2b73519f7260dba3ddce0d2b70041888856fec6b',
-            'bca5798be2ed71d444f3045b05432d937682b7dd',
-            '9ff1084501e28520e577662a6e3073f1116c76a2',
-            '882a97cad42417f90f111d0cb916a21579650467',
+            "90109fc2a4e17efbcb447003ea1c08828b91f71e",
+            "2b73519f7260dba3ddce0d2b70041888856fec6b",
+            "bca5798be2ed71d444f3045b05432d937682b7dd",
+            "9ff1084501e28520e577662a6e3073f1116c76a2",
+            "882a97cad42417f90f111d0cb916a21579650467",
         ]
 
 
@@ -3517,14 +3713,14 @@ def test_array_mismatched_store_versions():
     chunk_store_v3 = KVStoreV3(dict())
 
     init_kwargs = dict(shape=100, chunks=10, dtype="<f8")
-    init_array(store_v2, path='dataset', chunk_store=chunk_store_v2, **init_kwargs)
-    init_array(store_v3, path='dataset', chunk_store=chunk_store_v3, **init_kwargs)
+    init_array(store_v2, path="dataset", chunk_store=chunk_store_v2, **init_kwargs)
+    init_array(store_v3, path="dataset", chunk_store=chunk_store_v3, **init_kwargs)
 
     # store and chunk_store must have the same zarr protocol version
     with pytest.raises(ValueError):
-        Array(store_v3, path='dataset', read_only=False, chunk_store=chunk_store_v2)
+        Array(store_v3, path="dataset", read_only=False, chunk_store=chunk_store_v2)
     with pytest.raises(ValueError):
-        Array(store_v2, path='dataset', read_only=False, chunk_store=chunk_store_v3)
+        Array(store_v2, path="dataset", read_only=False, chunk_store=chunk_store_v3)
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
@@ -3543,9 +3739,7 @@ def test_issue_1279(tmpdir):
 
     ds[:] = data
 
-    ds_reopened = zarr.open_array(
-        store=FSStore(url=str(tmpdir), mode="r")
-    )
+    ds_reopened = zarr.open_array(store=FSStore(url=str(tmpdir), mode="r"))
 
     written_data = ds_reopened[:]
     assert_array_equal(data, written_data)
diff --git a/zarr/tests/test_creation.py b/zarr/tests/test_creation.py
index b791bc3952..61710cc221 100644
--- a/zarr/tests/test_creation.py
+++ b/zarr/tests/test_creation.py
@@ -10,9 +10,20 @@
 from zarr._storage.store import DEFAULT_ZARR_VERSION
 from zarr.codecs import Zlib
 from zarr.core import Array
-from zarr.creation import (array, create, empty, empty_like, full, full_like,
-                           ones, ones_like, open_array, open_like, zeros,
-                           zeros_like)
+from zarr.creation import (
+    array,
+    create,
+    empty,
+    empty_like,
+    full,
+    full_like,
+    ones,
+    ones_like,
+    open_array,
+    open_like,
+    zeros,
+    zeros_like,
+)
 from zarr.hierarchy import open_group
 from zarr.n5 import N5Store
 from zarr.storage import DirectoryStore, KVStore
@@ -23,13 +34,12 @@
 from zarr.tests.util import mktemp, have_fsspec
 
 
-_VERSIONS = ((None, 2, 3) if v3_api_available else (None, 2))
-_VERSIONS2 = ((2, 3) if v3_api_available else (2, ))
+_VERSIONS = (None, 2, 3) if v3_api_available else (None, 2)
+_VERSIONS2 = (2, 3) if v3_api_available else (2,)
 
 
 # something bcolz-like
 class MockBcolzArray:
-
     def __init__(self, data, chunklen):
         self.data = data
         self.chunklen = chunklen
@@ -43,7 +53,6 @@ def __getitem__(self, item):
 
 # something h5py-like
 class MockH5pyDataset:
-
     def __init__(self, data, chunks):
         self.data = data
         self.chunks = chunks
@@ -56,14 +65,14 @@ def __getitem__(self, item):
 
 
 def _init_creation_kwargs(zarr_version, at_root=True):
-    kwargs = {'zarr_version': zarr_version}
+    kwargs = {"zarr_version": zarr_version}
     if not at_root:
-        kwargs['path'] = 'array'
+        kwargs["path"] = "array"
     return kwargs
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_array(zarr_version, at_root):
 
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
@@ -111,20 +120,20 @@ def test_array(zarr_version, at_root):
     assert isinstance(z5.chunks, tuple)
 
     # with dtype=None
-    a = np.arange(100, dtype='i4')
+    a = np.arange(100, dtype="i4")
     z = array(a, dtype=None, **kwargs)
     assert_array_equal(a[:], z[:])
     assert a.dtype == z.dtype
 
     # with dtype=something else
-    a = np.arange(100, dtype='i4')
-    z = array(a, dtype='i8', **kwargs)
+    a = np.arange(100, dtype="i4")
+    z = array(a, dtype="i8", **kwargs)
     assert_array_equal(a[:], z[:])
-    assert np.dtype('i8') == z.dtype
+    assert np.dtype("i8") == z.dtype
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_empty(zarr_version, at_root):
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     z = empty(100, chunks=10, **kwargs)
@@ -132,8 +141,8 @@ def test_empty(zarr_version, at_root):
     assert (10,) == z.chunks
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_zeros(zarr_version, at_root):
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     z = zeros(100, chunks=10, **kwargs)
@@ -142,8 +151,8 @@ def test_zeros(zarr_version, at_root):
     assert_array_equal(np.zeros(100), z[:])
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_ones(zarr_version, at_root):
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     z = ones(100, chunks=10, **kwargs)
@@ -152,33 +161,33 @@ def test_ones(zarr_version, at_root):
     assert_array_equal(np.ones(100), z[:])
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_full(zarr_version, at_root):
     kwargs = _init_creation_kwargs(zarr_version, at_root)
-    z = full(100, chunks=10, fill_value=42, dtype='i4', **kwargs)
+    z = full(100, chunks=10, fill_value=42, dtype="i4", **kwargs)
     assert (100,) == z.shape
     assert (10,) == z.chunks
-    assert_array_equal(np.full(100, fill_value=42, dtype='i4'), z[:])
+    assert_array_equal(np.full(100, fill_value=42, dtype="i4"), z[:])
 
     # nan
-    z = full(100, chunks=10, fill_value=np.nan, dtype='f8', **kwargs)
+    z = full(100, chunks=10, fill_value=np.nan, dtype="f8", **kwargs)
     assert np.all(np.isnan(z[:]))
 
 
-@pytest.mark.parametrize('zarr_version', [None, 2])  # TODO
+@pytest.mark.parametrize("zarr_version", [None, 2])  # TODO
 def test_full_additional_dtypes(zarr_version):
     """Test additional types that aren't part of the base v3 spec."""
     kwargs = _init_creation_kwargs(zarr_version)
     # NaT
-    z = full(100, chunks=10, fill_value='NaT', dtype='M8[s]', **kwargs)
+    z = full(100, chunks=10, fill_value="NaT", dtype="M8[s]", **kwargs)
     assert np.all(np.isnat(z[:]))
-    z = full(100, chunks=10, fill_value='NaT', dtype='m8[s]', **kwargs)
+    z = full(100, chunks=10, fill_value="NaT", dtype="m8[s]", **kwargs)
     assert np.all(np.isnat(z[:]))
 
     # byte string dtype
-    v = b'xxx'
-    z = full(100, chunks=10, fill_value=v, dtype='S3', **kwargs)
+    v = b"xxx"
+    z = full(100, chunks=10, fill_value=v, dtype="S3", **kwargs)
     assert v == z[0]
     a = z[...]
     assert z.dtype == a.dtype
@@ -186,8 +195,8 @@ def test_full_additional_dtypes(zarr_version):
     assert np.all(a == v)
 
     # unicode string dtype
-    v = 'xxx'
-    z = full(100, chunks=10, fill_value=v, dtype='U3', **kwargs)
+    v = "xxx"
+    z = full(100, chunks=10, fill_value=v, dtype="U3", **kwargs)
     assert v == z[0]
     a = z[...]
     assert z.dtype == a.dtype
@@ -195,22 +204,23 @@ def test_full_additional_dtypes(zarr_version):
     assert np.all(a == v)
 
     # bytes fill value / unicode dtype
-    v = b'xxx'
+    v = b"xxx"
     with pytest.raises(ValueError):
-        full(100, chunks=10, fill_value=v, dtype='U3')
+        full(100, chunks=10, fill_value=v, dtype="U3")
 
 
-@pytest.mark.parametrize('dimension_separator', ['.', '/', None])
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("dimension_separator", [".", "/", None])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_open_array(zarr_version, at_root, dimension_separator):
 
-    store = 'data/array.zarr'
+    store = "data/array.zarr"
     kwargs = _init_creation_kwargs(zarr_version, at_root)
 
     # mode == 'w'
-    z = open_array(store, mode='w', shape=100, chunks=10,
-                   dimension_separator=dimension_separator, **kwargs)
+    z = open_array(
+        store, mode="w", shape=100, chunks=10, dimension_separator=dimension_separator, **kwargs
+    )
     z[:] = 42
     assert isinstance(z, Array)
     if z._store._store_version == 2:
@@ -222,21 +232,21 @@ def test_open_array(zarr_version, at_root, dimension_separator):
     assert_array_equal(np.full(100, fill_value=42), z[:])
 
     if dimension_separator is None:
-        assert z._dimension_separator == '/' if zarr_version == 3 else '.'
+        assert z._dimension_separator == "/" if zarr_version == 3 else "."
     else:
         assert z._dimension_separator == dimension_separator
 
     # mode in 'r', 'r+'
     group_kwargs = kwargs.copy()
     if zarr_version == 3:
-        group_kwargs['path'] = 'group'
-    open_group('data/group.zarr', mode='w', **group_kwargs)
-    for mode in 'r', 'r+':
+        group_kwargs["path"] = "group"
+    open_group("data/group.zarr", mode="w", **group_kwargs)
+    for mode in "r", "r+":
         with pytest.raises(ValueError):
-            open_array('doesnotexist', mode=mode)
+            open_array("doesnotexist", mode=mode)
         with pytest.raises(ValueError):
-            open_array('data/group.zarr', mode=mode)
-    z = open_array(store, mode='r', **kwargs)
+            open_array("data/group.zarr", mode=mode)
+    z = open_array(store, mode="r", **kwargs)
     assert isinstance(z, Array)
     if z._store._store_version == 2:
         assert isinstance(z.store, DirectoryStore)
@@ -247,7 +257,7 @@ def test_open_array(zarr_version, at_root, dimension_separator):
     assert_array_equal(np.full(100, fill_value=42), z[:])
     with pytest.raises(PermissionError):
         z[:] = 43
-    z = open_array(store, mode='r+', **kwargs)
+    z = open_array(store, mode="r+", **kwargs)
     assert isinstance(z, Array)
     if z._store._store_version == 2:
         assert isinstance(z.store, DirectoryStore)
@@ -261,7 +271,7 @@ def test_open_array(zarr_version, at_root, dimension_separator):
 
     # mode == 'a'
     shutil.rmtree(store)
-    z = open_array(store, mode='a', shape=100, chunks=10, **kwargs)
+    z = open_array(store, mode="a", shape=100, chunks=10, **kwargs)
     z[:] = 42
     assert isinstance(z, Array)
     if z._store._store_version == 2:
@@ -276,10 +286,10 @@ def test_open_array(zarr_version, at_root, dimension_separator):
     # v3 path does not conflict, but will raise TypeError without shape kwarg
     with pytest.raises(expected_error):
         # array would end up at data/group.zarr/meta/root/array.array.json
-        open_array('data/group.zarr', mode='a', **kwargs)
+        open_array("data/group.zarr", mode="a", **kwargs)
 
     # mode in 'w-', 'x'
-    for mode in 'w-', 'x':
+    for mode in "w-", "x":
         shutil.rmtree(store)
         z = open_array(store, mode=mode, shape=100, chunks=10, **kwargs)
         z[:] = 42
@@ -296,7 +306,7 @@ def test_open_array(zarr_version, at_root, dimension_separator):
         expected_error = TypeError if zarr_version == 3 else ValueError
         # v3 path does not conflict, but will raise TypeError without shape kwarg
         with pytest.raises(expected_error):
-            open_array('data/group.zarr', mode=mode, **kwargs)
+            open_array("data/group.zarr", mode=mode, **kwargs)
 
     # with synchronizer
     z = open_array(store, synchronizer=ThreadSynchronizer(), **kwargs)
@@ -304,17 +314,15 @@ def test_open_array(zarr_version, at_root, dimension_separator):
 
     # with path
     kwargs_no_path = kwargs.copy()
-    kwargs_no_path.pop('path', None)
-    z = open_array(store, shape=100, path='foo/bar', mode='w',
-                   **kwargs_no_path)
+    kwargs_no_path.pop("path", None)
+    z = open_array(store, shape=100, path="foo/bar", mode="w", **kwargs_no_path)
     assert isinstance(z, Array)
-    assert 'foo/bar' == z.path
+    assert "foo/bar" == z.path
 
     # with chunk store
-    meta_store = 'data/meta.zarr'
-    chunk_store = 'data/chunks.zarr'
-    z = open_array(store=meta_store, chunk_store=chunk_store, shape=11,
-                   mode='w', **kwargs)
+    meta_store = "data/meta.zarr"
+    chunk_store = "data/chunks.zarr"
+    z = open_array(store=meta_store, chunk_store=chunk_store, shape=11, mode="w", **kwargs)
     z[:] = 42
     assert os.path.abspath(meta_store) == z.store.path
     assert os.path.abspath(chunk_store) == z.chunk_store.path
@@ -323,26 +331,26 @@ def test_open_array(zarr_version, at_root, dimension_separator):
 def test_open_array_none():
 
     # open with both store and zarr_version = None
-    z = open_array(mode='w', shape=100, chunks=10)
+    z = open_array(mode="w", shape=100, chunks=10)
     assert isinstance(z, Array)
     assert z._version == 2
 
 
-@pytest.mark.parametrize('dimension_separator', ['.', '/', None])
-@pytest.mark.parametrize('zarr_version', _VERSIONS2)
+@pytest.mark.parametrize("dimension_separator", [".", "/", None])
+@pytest.mark.parametrize("zarr_version", _VERSIONS2)
 def test_open_array_infer_separator_from_store(zarr_version, dimension_separator):
 
     if zarr_version == 3:
         StoreClass = DirectoryStoreV3
-        path = 'data'
+        path = "data"
     else:
         StoreClass = DirectoryStore
         path = None
-    store = StoreClass('data/array.zarr', dimension_separator=dimension_separator)
+    store = StoreClass("data/array.zarr", dimension_separator=dimension_separator)
 
     # Note: no dimension_separator kwarg to open_array
     #       we are testing here that it gets inferred from store
-    z = open_array(store, path=path, mode='w', shape=100, chunks=10)
+    z = open_array(store, path=path, mode="w", shape=100, chunks=10)
     z[:] = 42
     assert isinstance(z, Array)
     if z._store._store_version == 2:
@@ -354,21 +362,21 @@ def test_open_array_infer_separator_from_store(zarr_version, dimension_separator
     assert_array_equal(np.full(100, fill_value=42), z[:])
 
     if dimension_separator is None:
-        assert z._dimension_separator == '/' if zarr_version == 3 else '.'
+        assert z._dimension_separator == "/" if zarr_version == 3 else "."
     else:
         assert z._dimension_separator == dimension_separator
 
 
 # TODO: N5 support for v3
-@pytest.mark.parametrize('zarr_version', [None, 2])
+@pytest.mark.parametrize("zarr_version", [None, 2])
 def test_open_array_n5(zarr_version):
 
-    store = 'data/array.zarr'
+    store = "data/array.zarr"
     kwargs = _init_creation_kwargs(zarr_version)
 
     # for N5 store
-    store = 'data/array.n5'
-    z = open_array(store, mode='w', shape=100, chunks=10, **kwargs)
+    store = "data/array.n5"
+    z = open_array(store, mode="w", shape=100, chunks=10, **kwargs)
     z[:] = 42
     assert isinstance(z, Array)
     assert isinstance(z.store, N5Store)
@@ -376,17 +384,17 @@ def test_open_array_n5(zarr_version):
     assert (10,) == z.chunks
     assert_array_equal(np.full(100, fill_value=42), z[:])
 
-    store = 'data/group.n5'
+    store = "data/group.n5"
     group_kwargs = kwargs.copy()
     # if zarr_version == 3:
     #     group_kwargs['path'] = 'group'
-    z = open_group(store, mode='w', **group_kwargs)
-    i = z.create_group('inner')
+    z = open_group(store, mode="w", **group_kwargs)
+    i = z.create_group("inner")
     a = i.zeros("array", shape=100, chunks=10)
     a[:] = 42
 
     # Edit inner/attributes.json to not include "n5"
-    with open('data/group.n5/inner/attributes.json', 'w') as o:
+    with open("data/group.n5/inner/attributes.json", "w") as o:
         o.write("{}")
 
     # Re-open
@@ -398,8 +406,8 @@ def test_open_array_n5(zarr_version):
     assert_array_equal(np.full(100, fill_value=42), a[:])
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_open_array_dict_store(zarr_version, at_root):
 
     # dict will become a KVStore
@@ -408,7 +416,7 @@ def test_open_array_dict_store(zarr_version, at_root):
     expected_store_type = KVStoreV3 if zarr_version == 3 else KVStore
 
     # mode == 'w'
-    z = open_array(store, mode='w', shape=100, chunks=10, **kwargs)
+    z = open_array(store, mode="w", shape=100, chunks=10, **kwargs)
     z[:] = 42
     assert isinstance(z, Array)
     assert isinstance(z.store, expected_store_type)
@@ -417,8 +425,8 @@ def test_open_array_dict_store(zarr_version, at_root):
     assert_array_equal(np.full(100, fill_value=42), z[:])
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_create_in_dict(zarr_version, at_root):
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_store_type = KVStoreV3 if zarr_version == 3 else KVStore
@@ -432,39 +440,38 @@ def test_create_in_dict(zarr_version, at_root):
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_create_writeable_mode(zarr_version, at_root, tmp_path):
     # Regression test for https://github.com/zarr-developers/zarr-python/issues/1306
     import fsspec
+
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     store = fsspec.get_mapper(str(tmp_path))
     z = create(100, store=store, **kwargs)
     assert z.store.map == store
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_empty_like(zarr_version, at_root):
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
     # zarr array
-    z = empty(100, chunks=10, dtype='f4', compressor=Zlib(5),
-              order='F', **kwargs)
+    z = empty(100, chunks=10, dtype="f4", compressor=Zlib(5), order="F", **kwargs)
     # zarr_version will be inferred from z, but have to specify a path in v3
-    z2 = empty_like(z, path=kwargs.get('path'))
+    z2 = empty_like(z, path=kwargs.get("path"))
     assert z.shape == z2.shape
     assert z.chunks == z2.chunks
     assert z.dtype == z2.dtype
     assert z.compressor.get_config() == z2.compressor.get_config()
     assert z.fill_value == z2.fill_value
     assert z.order == z2.order
-    assert (z._store._store_version == z2._store._store_version ==
-            expected_zarr_version)
+    assert z._store._store_version == z2._store._store_version == expected_zarr_version
 
     # numpy array
-    a = np.empty(100, dtype='f4')
+    a = np.empty(100, dtype="f4")
     z3 = empty_like(a, **kwargs)
     assert a.shape == z3.shape
     assert (100,) == z3.chunks
@@ -493,27 +500,25 @@ def test_empty_like(zarr_version, at_root):
     assert isinstance(z.chunks, tuple)
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_zeros_like(zarr_version, at_root):
 
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
     # zarr array
-    z = zeros(100, chunks=10, dtype='f4', compressor=Zlib(5),
-              order='F', **kwargs)
-    z2 = zeros_like(z, path=kwargs.get('path'))
+    z = zeros(100, chunks=10, dtype="f4", compressor=Zlib(5), order="F", **kwargs)
+    z2 = zeros_like(z, path=kwargs.get("path"))
     assert z.shape == z2.shape
     assert z.chunks == z2.chunks
     assert z.dtype == z2.dtype
     assert z.compressor.get_config() == z2.compressor.get_config()
     assert z.fill_value == z2.fill_value
     assert z.order == z2.order
-    assert (z._store._store_version == z2._store._store_version ==
-            expected_zarr_version)
+    assert z._store._store_version == z2._store._store_version == expected_zarr_version
     # numpy array
-    a = np.empty(100, dtype='f4')
+    a = np.empty(100, dtype="f4")
     z3 = zeros_like(a, chunks=10, **kwargs)
     assert a.shape == z3.shape
     assert (10,) == z3.chunks
@@ -521,27 +526,25 @@ def test_zeros_like(zarr_version, at_root):
     assert 0 == z3.fill_value
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_ones_like(zarr_version, at_root):
 
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
     # zarr array
-    z = ones(100, chunks=10, dtype='f4', compressor=Zlib(5),
-             order='F', **kwargs)
-    z2 = ones_like(z, path=kwargs.get('path'))
+    z = ones(100, chunks=10, dtype="f4", compressor=Zlib(5), order="F", **kwargs)
+    z2 = ones_like(z, path=kwargs.get("path"))
     assert z.shape == z2.shape
     assert z.chunks == z2.chunks
     assert z.dtype == z2.dtype
     assert z.compressor.get_config() == z2.compressor.get_config()
     assert z.fill_value == z2.fill_value
     assert z.order == z2.order
-    assert (z._store._store_version == z2._store._store_version ==
-            expected_zarr_version)
+    assert z._store._store_version == z2._store._store_version == expected_zarr_version
     # numpy array
-    a = np.empty(100, dtype='f4')
+    a = np.empty(100, dtype="f4")
     z3 = ones_like(a, chunks=10, **kwargs)
     assert a.shape == z3.shape
     assert (10,) == z3.chunks
@@ -550,26 +553,24 @@ def test_ones_like(zarr_version, at_root):
     assert z3._store._store_version == expected_zarr_version
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_full_like(zarr_version, at_root):
 
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
-    z = full(100, chunks=10, dtype='f4', compressor=Zlib(5),
-             fill_value=42, order='F', **kwargs)
-    z2 = full_like(z, path=kwargs.get('path'))
+    z = full(100, chunks=10, dtype="f4", compressor=Zlib(5), fill_value=42, order="F", **kwargs)
+    z2 = full_like(z, path=kwargs.get("path"))
     assert z.shape == z2.shape
     assert z.chunks == z2.chunks
     assert z.dtype == z2.dtype
     assert z.compressor.get_config() == z2.compressor.get_config()
     assert z.fill_value == z2.fill_value
     assert z.order == z2.order
-    assert (z._store._store_version == z2._store._store_version ==
-            expected_zarr_version)
+    assert z._store._store_version == z2._store._store_version == expected_zarr_version
     # numpy array
-    a = np.empty(100, dtype='f4')
+    a = np.empty(100, dtype="f4")
     z3 = full_like(a, chunks=10, fill_value=42, **kwargs)
     assert a.shape == z3.shape
     assert (10,) == z3.chunks
@@ -581,8 +582,8 @@ def test_full_like(zarr_version, at_root):
         full_like(a, chunks=10, **kwargs)
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_open_like(zarr_version, at_root):
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
@@ -590,8 +591,7 @@ def test_open_like(zarr_version, at_root):
     # zarr array
     path = mktemp()
     atexit.register(shutil.rmtree, path)
-    z = full(100, chunks=10, dtype='f4', compressor=Zlib(5),
-             fill_value=42, order='F', **kwargs)
+    z = full(100, chunks=10, dtype="f4", compressor=Zlib(5), fill_value=42, order="F", **kwargs)
     z2 = open_like(z, path)
     assert z.shape == z2.shape
     assert z.chunks == z2.chunks
@@ -599,12 +599,11 @@ def test_open_like(zarr_version, at_root):
     assert z.compressor.get_config() == z2.compressor.get_config()
     assert z.fill_value == z2.fill_value
     assert z.order == z2.order
-    assert (z._store._store_version == z2._store._store_version ==
-            expected_zarr_version)
+    assert z._store._store_version == z2._store._store_version == expected_zarr_version
     # numpy array
     path = mktemp()
     atexit.register(shutil.rmtree, path)
-    a = np.empty(100, dtype='f4')
+    a = np.empty(100, dtype="f4")
     z3 = open_like(a, path, chunks=10, zarr_version=zarr_version)
     assert a.shape == z3.shape
     assert (10,) == z3.chunks
@@ -613,8 +612,8 @@ def test_open_like(zarr_version, at_root):
     assert z3._store._store_version == expected_zarr_version
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_create(zarr_version, at_root):
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
@@ -625,21 +624,20 @@ def test_create(zarr_version, at_root):
     assert (100,) == z.shape
     assert (100,) == z.chunks  # auto-chunks
     assert np.dtype(None) == z.dtype
-    assert 'blosc' == z.compressor.codec_id
+    assert "blosc" == z.compressor.codec_id
     assert 0 == z.fill_value
     assert z._store._store_version == expected_zarr_version
 
     # all specified
-    z = create(100, chunks=10, dtype='i4', compressor=Zlib(1),
-               fill_value=42, order='F', **kwargs)
+    z = create(100, chunks=10, dtype="i4", compressor=Zlib(1), fill_value=42, order="F", **kwargs)
     assert isinstance(z, Array)
     assert (100,) == z.shape
     assert (10,) == z.chunks
-    assert np.dtype('i4') == z.dtype
-    assert 'zlib' == z.compressor.codec_id
+    assert np.dtype("i4") == z.dtype
+    assert "zlib" == z.compressor.codec_id
     assert 1 == z.compressor.level
     assert 42 == z.fill_value
-    assert 'F' == z.order
+    assert "F" == z.order
     assert z._store._store_version == expected_zarr_version
 
     # with synchronizer
@@ -653,16 +651,16 @@ def test_create(zarr_version, at_root):
 
     # don't allow string as compressor arg
     with pytest.raises(ValueError):
-        create(100, chunks=10, compressor='zlib', **kwargs)
+        create(100, chunks=10, compressor="zlib", **kwargs)
 
     # h5py compatibility
 
-    z = create(100, compression='zlib', compression_opts=9, **kwargs)
-    assert 'zlib' == z.compressor.codec_id
+    z = create(100, compression="zlib", compression_opts=9, **kwargs)
+    assert "zlib" == z.compressor.codec_id
     assert 9 == z.compressor.level
 
-    z = create(100, compression='default', **kwargs)
-    assert 'blosc' == z.compressor.codec_id
+    z = create(100, compression="default", **kwargs)
+    assert "blosc" == z.compressor.codec_id
 
     # errors
     with pytest.raises(ValueError):
@@ -670,7 +668,7 @@ def test_create(zarr_version, at_root):
         create(100, compression=1, **kwargs)
     with pytest.raises(ValueError):
         # bad fill value
-        create(100, dtype='i4', fill_value='foo', **kwargs)
+        create(100, dtype="i4", fill_value="foo", **kwargs)
 
     # auto chunks
     z = create(1000000000, chunks=True, **kwargs)
@@ -682,7 +680,7 @@ def test_create(zarr_version, at_root):
     assert z.chunks == z.shape
 
 
-@pytest.mark.parametrize('zarr_version',  _VERSIONS)
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_compression_args(zarr_version):
     kwargs = _init_creation_kwargs(zarr_version)
 
@@ -695,8 +693,7 @@ def test_compression_args(zarr_version):
 
         # 'compressor' overrides 'compression'
         with pytest.warns(UserWarning):
-            z = create(100, compressor=Zlib(9), compression="bz2",
-                       compression_opts=1, **kwargs)
+            z = create(100, compressor=Zlib(9), compression="bz2", compression_opts=1, **kwargs)
         assert isinstance(z, Array)
         assert "zlib" == z.compressor.codec_id
         assert 9 == z.compressor.level
@@ -710,15 +707,14 @@ def test_compression_args(zarr_version):
 
         with pytest.warns(UserWarning):
             # 'compressor' overrides 'compression'
-            create(100, compressor=Zlib(9), compression="bz2",
-                   compression_opts=1, **kwargs)
+            create(100, compressor=Zlib(9), compression="bz2", compression_opts=1, **kwargs)
         with pytest.warns(UserWarning):
             # 'compressor' ignores 'compression_opts'
             create(100, compressor=Zlib(9), compression_opts=1, **kwargs)
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_create_read_only(zarr_version, at_root):
     # https://github.com/alimanfoo/zarr/issues/151
 
@@ -752,12 +748,11 @@ def test_json_dumps_chunks_numpy_dtype():
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("at_root", [False, True])
 def test_create_with_storage_transformers(at_root):
     kwargs = _init_creation_kwargs(zarr_version=3, at_root=at_root)
     transformer = DummyStorageTransfomer(
-        "dummy_type",
-        test_value=DummyStorageTransfomer.TEST_CONSTANT
+        "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
     )
     z = create(1000000000, chunks=True, storage_transformers=[transformer], **kwargs)
     assert isinstance(z.chunk_store, DummyStorageTransfomer)
diff --git a/zarr/tests/test_dim_separator.py b/zarr/tests/test_dim_separator.py
index c117ee9867..987852dfd0 100644
--- a/zarr/tests/test_dim_separator.py
+++ b/zarr/tests/test_dim_separator.py
@@ -6,25 +6,29 @@
 
 import zarr
 from zarr.core import Array
-from zarr.storage import (DirectoryStore, NestedDirectoryStore, FSStore)
+from zarr.storage import DirectoryStore, NestedDirectoryStore, FSStore
 from zarr.tests.util import have_fsspec
 
 
 needs_fsspec = pytest.mark.skipif(not have_fsspec, reason="needs fsspec")
 
 
-@pytest.fixture(params=("static_flat",
-                        "static_flat_legacy",
-                        "static_nested",
-                        "static_nested_legacy",
-                        "directory_nested",
-                        "directory_flat",
-                        "directory_default",
-                        "nesteddirectory_nested",
-                        "nesteddirectory_default",
-                        pytest.param("fs_nested", marks=needs_fsspec),
-                        pytest.param("fs_flat", marks=needs_fsspec),
-                        pytest.param("fs_default", marks=needs_fsspec)))
+@pytest.fixture(
+    params=(
+        "static_flat",
+        "static_flat_legacy",
+        "static_nested",
+        "static_nested_legacy",
+        "directory_nested",
+        "directory_flat",
+        "directory_default",
+        "nesteddirectory_nested",
+        "nesteddirectory_default",
+        pytest.param("fs_nested", marks=needs_fsspec),
+        pytest.param("fs_flat", marks=needs_fsspec),
+        pytest.param("fs_default", marks=needs_fsspec),
+    )
+)
 def dataset(tmpdir, request):
     """
     Generate a variety of different Zarrs using
@@ -38,7 +42,7 @@ def dataset(tmpdir, request):
 
     if which.startswith("static"):
         project_root = pathlib.Path(zarr.__file__).resolve().parent.parent
-        suffix = which[len("static_"):]
+        suffix = which[len("static_") :]
         static = project_root / "fixture" / suffix
 
         if not static.exists():  # pragma: no cover
@@ -52,8 +56,7 @@ def dataset(tmpdir, request):
                     generator = DirectoryStore
                 else:
                     # Explicit dimension_separator metadata included
-                    generator = partial(DirectoryStore,
-                                        dimension_separator=".")
+                    generator = partial(DirectoryStore, dimension_separator=".")
 
             # store the data - should be one-time operation
             s = generator(str(static))
@@ -129,9 +132,5 @@ def test_nested(dataset):
     without the dimension_separator metadata. However, for none-Nested
     datasets without any metadata, NestedDirectoryStore will fail.
     """
-    failure = (
-        "flat_legacy" in dataset or
-        "directory_default" in dataset or
-        "fs_default" in dataset
-    )
+    failure = "flat_legacy" in dataset or "directory_default" in dataset or "fs_default" in dataset
     verify(Array(store=NestedDirectoryStore(dataset)), failure)
diff --git a/zarr/tests/test_filters.py b/zarr/tests/test_filters.py
index 52273e4ccf..d55be9145f 100644
--- a/zarr/tests/test_filters.py
+++ b/zarr/tests/test_filters.py
@@ -1,6 +1,15 @@
 import numpy as np
-from numcodecs import (BZ2, AsType, Blosc, Categorize, Delta, FixedScaleOffset,
-                       PackBits, Quantize, Zlib)
+from numcodecs import (
+    BZ2,
+    AsType,
+    Blosc,
+    Categorize,
+    Delta,
+    FixedScaleOffset,
+    PackBits,
+    Quantize,
+    Zlib,
+)
 from numpy.testing import assert_array_almost_equal, assert_array_equal
 
 from zarr.creation import array
@@ -23,8 +32,8 @@
 def test_array_with_delta_filter():
 
     # setup
-    astype = 'u1'
-    dtype = 'i8'
+    astype = "u1"
+    dtype = "i8"
     filters = [Delta(astype=astype, dtype=dtype)]
     data = np.arange(100, dtype=dtype)
 
@@ -50,8 +59,8 @@ def test_array_with_delta_filter():
 def test_array_with_astype_filter():
 
     # setup
-    encode_dtype = 'i1'
-    decode_dtype = 'i8'
+    encode_dtype = "i1"
+    decode_dtype = "i8"
     filters = [AsType(encode_dtype=encode_dtype, decode_dtype=decode_dtype)]
     chunks = 10
     chunk_size = 10
@@ -74,18 +83,18 @@ def test_array_with_astype_filter():
             else:
                 chunk = cdata
             actual = np.frombuffer(chunk, dtype=encode_dtype)
-            expect = data.astype(encode_dtype)[i*chunk_size:(i+1)*chunk_size]
+            expect = data.astype(encode_dtype)[i * chunk_size : (i + 1) * chunk_size]
             assert_array_equal(expect, actual)
 
 
 def test_array_with_scaleoffset_filter():
 
     # setup
-    astype = 'u1'
-    dtype = 'f8'
+    astype = "u1"
+    dtype = "f8"
     flt = FixedScaleOffset(scale=10, offset=1000, astype=astype, dtype=dtype)
     filters = [flt]
-    data = np.linspace(1000, 1001, 34, dtype='f8')
+    data = np.linspace(1000, 1001, 34, dtype="f8")
 
     for compressor in compressors:
 
@@ -102,14 +111,14 @@ def test_array_with_scaleoffset_filter():
             else:
                 chunk = cdata
             actual = np.frombuffer(chunk, dtype=astype)
-            expect = flt.encode(data[i*5:(i*5)+5])
+            expect = flt.encode(data[i * 5 : (i * 5) + 5])
             assert_array_equal(expect, actual)
 
 
 def test_array_with_quantize_filter():
 
     # setup
-    dtype = 'f8'
+    dtype = "f8"
     digits = 3
     flt = Quantize(digits=digits, dtype=dtype)
     filters = [flt]
@@ -130,7 +139,7 @@ def test_array_with_quantize_filter():
             else:
                 chunk = cdata
             actual = np.frombuffer(chunk, dtype=dtype)
-            expect = flt.encode(data[i*5:(i*5)+5])
+            expect = flt.encode(data[i * 5 : (i * 5) + 5])
             assert_array_equal(expect, actual)
 
 
@@ -155,16 +164,16 @@ def test_array_with_packbits_filter():
                 chunk = compressor.decode(cdata)
             else:
                 chunk = cdata
-            actual = np.frombuffer(chunk, dtype='u1')
-            expect = flt.encode(data[i*5:(i*5)+5])
+            actual = np.frombuffer(chunk, dtype="u1")
+            expect = flt.encode(data[i * 5 : (i * 5) + 5])
             assert_array_equal(expect, actual)
 
 
 def test_array_with_categorize_filter():
 
     # setup
-    data = np.random.choice(['foo', 'bar', 'baz'], size=100)
-    flt = Categorize(dtype=data.dtype, labels=['foo', 'bar', 'baz'])
+    data = np.random.choice(["foo", "bar", "baz"], size=100)
+    flt = Categorize(dtype=data.dtype, labels=["foo", "bar", "baz"])
     filters = [flt]
 
     for compressor in compressors:
@@ -181,8 +190,8 @@ def test_array_with_categorize_filter():
                 chunk = a.compressor.decode(cdata)
             else:
                 chunk = cdata
-            actual = np.frombuffer(chunk, dtype='u1')
-            expect = flt.encode(data[i*5:(i*5)+5])
+            actual = np.frombuffer(chunk, dtype="u1")
+            expect = flt.encode(data[i * 5 : (i * 5) + 5])
             assert_array_equal(expect, actual)
 
 
@@ -193,17 +202,13 @@ def test_compressor_as_filter():
             continue
 
         # setup filters
-        dtype = 'i8'
-        filters = [
-            Delta(dtype=dtype),
-            compressor
-        ]
+        dtype = "i8"
+        filters = [Delta(dtype=dtype), compressor]
 
         # setup data and arrays
         data = np.arange(10000, dtype=dtype)
         a1 = array(data, chunks=1000, compressor=None, filters=filters)
-        a2 = array(data, chunks=1000, compressor=compressor,
-                   filters=filters[:1])
+        a2 = array(data, chunks=1000, compressor=compressor, filters=filters[:1])
 
         # check storage
         for i in range(10):
diff --git a/zarr/tests/test_hierarchy.py b/zarr/tests/test_hierarchy.py
index d0833457fb..cbf59c55c3 100644
--- a/zarr/tests/test_hierarchy.py
+++ b/zarr/tests/test_hierarchy.py
@@ -23,38 +23,68 @@
 from zarr.core import Array
 from zarr.creation import open_array
 from zarr.hierarchy import Group, group, open_group
-from zarr.storage import (ABSStore, DBMStore, KVStore, DirectoryStore, FSStore,
-                          LMDBStore, LRUStoreCache, MemoryStore,
-                          NestedDirectoryStore, SQLiteStore, ZipStore,
-                          array_meta_key, atexit_rmglob, atexit_rmtree, data_root,
-                          group_meta_key, init_array, init_group, meta_root)
-from zarr._storage.v3 import (ABSStoreV3, KVStoreV3, DirectoryStoreV3, MemoryStoreV3,
-                              FSStoreV3, ZipStoreV3, DBMStoreV3, LMDBStoreV3, SQLiteStoreV3,
-                              LRUStoreCacheV3)
+from zarr.storage import (
+    ABSStore,
+    DBMStore,
+    KVStore,
+    DirectoryStore,
+    FSStore,
+    LMDBStore,
+    LRUStoreCache,
+    MemoryStore,
+    NestedDirectoryStore,
+    SQLiteStore,
+    ZipStore,
+    array_meta_key,
+    atexit_rmglob,
+    atexit_rmtree,
+    data_root,
+    group_meta_key,
+    init_array,
+    init_group,
+    meta_root,
+)
+from zarr._storage.v3 import (
+    ABSStoreV3,
+    KVStoreV3,
+    DirectoryStoreV3,
+    MemoryStoreV3,
+    FSStoreV3,
+    ZipStoreV3,
+    DBMStoreV3,
+    LMDBStoreV3,
+    SQLiteStoreV3,
+    LRUStoreCacheV3,
+)
 from zarr.util import InfoReporter, buffer_size
 from zarr.tests.util import skip_test_env_var, have_fsspec, abs_container, mktemp
 
 
-_VERSIONS = ((2, 3) if v3_api_available else (2, ))
+_VERSIONS = (2, 3) if v3_api_available else (2,)
 
 # noinspection PyStatementEffect
 
 
 class TestGroup(unittest.TestCase):
-
     @staticmethod
     def create_store():
         # can be overridden in sub-classes
         return KVStore(dict()), None
 
-    def create_group(self, store=None, path=None, read_only=False,
-                     chunk_store=None, synchronizer=None):
+    def create_group(
+        self, store=None, path=None, read_only=False, chunk_store=None, synchronizer=None
+    ):
         # can be overridden in sub-classes
         if store is None:
             store, chunk_store = self.create_store()
         init_group(store, path=path, chunk_store=chunk_store)
-        g = Group(store, path=path, read_only=read_only,
-                  chunk_store=chunk_store, synchronizer=synchronizer)
+        g = Group(
+            store,
+            path=path,
+            read_only=read_only,
+            chunk_store=chunk_store,
+            synchronizer=synchronizer,
+        )
         return g
 
     def test_group_init_1(self):
@@ -66,12 +96,12 @@ def test_group_init_1(self):
         else:
             assert chunk_store is g.chunk_store
         assert not g.read_only
-        assert '' == g.path
-        assert '/' == g.name
-        assert '' == g.basename
+        assert "" == g.path
+        assert "/" == g.name
+        assert "" == g.basename
         assert isinstance(g.attrs, Attributes)
-        g.attrs['foo'] = 'bar'
-        assert g.attrs['foo'] == 'bar'
+        g.attrs["foo"] = "bar"
+        assert g.attrs["foo"] == "bar"
         assert isinstance(g.info, InfoReporter)
         assert isinstance(repr(g.info), str)
         assert isinstance(g.info._repr_html_(), str)
@@ -79,13 +109,12 @@ def test_group_init_1(self):
 
     def test_group_init_2(self):
         store, chunk_store = self.create_store()
-        g = self.create_group(store, chunk_store=chunk_store,
-                              path='/foo/bar/', read_only=True)
+        g = self.create_group(store, chunk_store=chunk_store, path="/foo/bar/", read_only=True)
         assert store is g.store
         assert g.read_only
-        assert 'foo/bar' == g.path
-        assert '/foo/bar' == g.name
-        assert 'bar' == g.basename
+        assert "foo/bar" == g.path
+        assert "/foo/bar" == g.name
+        assert "bar" == g.basename
         assert isinstance(g.attrs, Attributes)
         store.close()
 
@@ -110,90 +139,89 @@ def test_group_init_errors_2(self):
         store.close()
 
     def _subgroup_path(self, group, path):
-        path = path.rstrip('/')
-        group_path = '/'.join([group.path, path])
-        group_path = group_path.lstrip('/')
-        group_name = '/' + group_path
+        path = path.rstrip("/")
+        group_path = "/".join([group.path, path])
+        group_path = group_path.lstrip("/")
+        group_name = "/" + group_path
         return group_path, group_name
 
     def test_create_group(self):
         g1 = self.create_group()
 
         if g1._version == 2:
-            path, name = '', '/'
+            path, name = "", "/"
         else:
-            path, name = 'group', '/group'
+            path, name = "group", "/group"
         # check root group
         assert path == g1.path
         assert name == g1.name
 
         # create level 1 child group
-        g2 = g1.create_group('foo')
+        g2 = g1.create_group("foo")
         # check with relative path
-        path, name = self._subgroup_path(g1, 'foo')
+        path, name = self._subgroup_path(g1, "foo")
         assert isinstance(g2, Group)
         assert path == g2.path
         assert name == g2.name
 
         # create level 2 child group
-        g3 = g2.create_group('bar')
-        path, name = self._subgroup_path(g2, 'bar')
+        g3 = g2.create_group("bar")
+        path, name = self._subgroup_path(g2, "bar")
         assert isinstance(g3, Group)
         assert path == g3.path
         assert name == g3.name
 
         # create level 3 child group
-        g4 = g1.create_group('foo/bar/baz')
-        path, name = self._subgroup_path(g1, 'foo/bar/baz')
+        g4 = g1.create_group("foo/bar/baz")
+        path, name = self._subgroup_path(g1, "foo/bar/baz")
         assert isinstance(g4, Group)
         assert path == g4.path
         assert name == g4.name
 
         # create level 3 group via root
-        g5 = g4.create_group('/a/b/c/')
+        g5 = g4.create_group("/a/b/c/")
         assert isinstance(g5, Group)
-        assert 'a/b/c' == g5.path
-        assert '/a/b/c' == g5.name
+        assert "a/b/c" == g5.path
+        assert "/a/b/c" == g5.name
 
         # test non-str keys
         class Foo:
-
             def __init__(self, s):
                 self.s = s
 
             def __str__(self):
                 return self.s
 
-        o = Foo('test/object')
+        o = Foo("test/object")
         go = g1.create_group(o)
         path, name = self._subgroup_path(g1, str(o))
         assert isinstance(go, Group)
         assert path == go.path
-        go = g1.create_group(b'test/bytes')
-        path, name = self._subgroup_path(g1, 'test/bytes')
+        go = g1.create_group(b"test/bytes")
+        path, name = self._subgroup_path(g1, "test/bytes")
         assert isinstance(go, Group)
         assert path == go.path
 
         # test bad keys
         with pytest.raises(ValueError):
-            g1.create_group('foo')  # already exists
+            g1.create_group("foo")  # already exists
         if g1._version == 2:
             with pytest.raises(ValueError):
-                g1.create_group('a/b/c')  # already exists
+                g1.create_group("a/b/c")  # already exists
         elif g1._version == 3:
             # for v3 'group/a/b/c' does not already exist
-            g1.create_group('a/b/c')
+            g1.create_group("a/b/c")
         with pytest.raises(ValueError):
-            g4.create_group('/a/b/c')  # already exists
+            g4.create_group("/a/b/c")  # already exists
         with pytest.raises(ValueError):
-            g1.create_group('')
+            g1.create_group("")
 
         # multi
-        g6, g7 = g1.create_groups('y', 'z')
+        g6, g7 = g1.create_groups("y", "z")
         assert isinstance(g6, Group)
-        assert g6.path == self._subgroup_path(g1, 'y')[0]
+        assert g6.path == self._subgroup_path(g1, "y")[0]
         assert isinstance(g7, Group)
-        assert g7.path == self._subgroup_path(g1, 'z')[0]
+        assert g7.path == self._subgroup_path(g1, "z")[0]
 
         g1.store.close()
 
@@ -201,53 +229,53 @@ def test_require_group(self):
         g1 = self.create_group()
 
         # test creation
-        g2 = g1.require_group('foo')
-        path, name = self._subgroup_path(g1, 'foo')
+        g2 = g1.require_group("foo")
+        path, name = self._subgroup_path(g1, "foo")
         assert isinstance(g2, Group)
         assert path == g2.path
-        g3 = g2.require_group('bar')
-        path, name = self._subgroup_path(g2, 'bar')
+        g3 = g2.require_group("bar")
+        path, name = self._subgroup_path(g2, "bar")
         assert isinstance(g3, Group)
         assert path == g3.path
-        g4 = g1.require_group('foo/bar/baz')
-        path, name = self._subgroup_path(g1, 'foo/bar/baz')
+        g4 = g1.require_group("foo/bar/baz")
+        path, name = self._subgroup_path(g1, "foo/bar/baz")
         assert isinstance(g4, Group)
         assert path == g4.path
-        g5 = g4.require_group('/a/b/c/')
+        g5 = g4.require_group("/a/b/c/")
         assert isinstance(g5, Group)
-        assert 'a/b/c' == g5.path
+        assert "a/b/c" == g5.path
 
         # test when already created
-        g2a = g1.require_group('foo')
+        g2a = g1.require_group("foo")
         assert g2 == g2a
         assert g2.store is g2a.store
-        g3a = g2a.require_group('bar')
+        g3a = g2a.require_group("bar")
         assert g3 == g3a
         assert g3.store is g3a.store
-        g4a = g1.require_group('foo/bar/baz')
+        g4a = g1.require_group("foo/bar/baz")
         assert g4 == g4a
         assert g4.store is g4a.store
-        g5a = g4a.require_group('/a/b/c/')
+        g5a = g4a.require_group("/a/b/c/")
         assert g5 == g5a
         assert g5.store is g5a.store
 
         # test path normalization
         if g1._version == 2:
-            assert g1.require_group('quux') == g1.require_group('/quux/')
+            assert g1.require_group("quux") == g1.require_group("/quux/")
         elif g1._version:
             # These are not equal in v3!
             # 'quux' will be within the group:
             #      meta/root/group/quux.group.json
             # '/quux/' will be outside of the group at:
             #      meta/root/quux.group.json
-            assert g1.require_group('quux') != g1.require_group('/quux/')
+            assert g1.require_group("quux") != g1.require_group("/quux/")
 
         # multi
-        g6, g7 = g1.require_groups('y', 'z')
+        g6, g7 = g1.require_groups("y", "z")
         assert isinstance(g6, Group)
-        assert g6.path == self._subgroup_path(g1, 'y')[0]
+        assert g6.path == self._subgroup_path(g1, "y")[0]
         assert isinstance(g7, Group)
-        assert g7.path == self._subgroup_path(g1, 'z')[0]
+        assert g7.path == self._subgroup_path(g1, "z")[0]
 
         g1.store.close()
 
@@ -258,18 +286,18 @@ def test_rmdir_group_and_array_metadata_files(self):
         """
         g1 = self.create_group()
         # create a dataset
-        g1.create_dataset('arr1', shape=(100,), chunks=(10,), dtype=np.uint8)
+        g1.create_dataset("arr1", shape=(100,), chunks=(10,), dtype=np.uint8)
 
         # create level 1 child group
-        g2 = g1.create_group('foo')
-        g1.create_dataset('arr2', shape=(100,), chunks=(10,), dtype=np.uint8)
+        g2 = g1.create_group("foo")
+        g1.create_dataset("arr2", shape=(100,), chunks=(10,), dtype=np.uint8)
 
         if g1._version > 2 and g1.store.is_erasable():
-            arr_path = g1.path + '/arr1'
+            arr_path = g1.path + "/arr1"
             sfx = _get_metadata_suffix(g1.store)
-            array_meta_file = meta_root + arr_path + '.array' + sfx
+            array_meta_file = meta_root + arr_path + ".array" + sfx
             assert array_meta_file in g1.store
-            group_meta_file = meta_root + g2.path + '.group' + sfx
+            group_meta_file = meta_root + g2.path + ".group" + sfx
             assert group_meta_file in g1.store
 
             # rmdir on the array path should also remove the metadata file
@@ -280,21 +308,21 @@ def test_rmdir_group_and_array_metadata_files(self):
             assert group_meta_file not in g1.store
 
     def _dataset_path(self, group, path):
-        path = path.rstrip('/')
-        absolute = path.startswith('/')
+        path = path.rstrip("/")
+        absolute = path.startswith("/")
         if absolute:
             dataset_path = path
         else:
-            dataset_path = '/'.join([group.path, path])
-        dataset_path = dataset_path.lstrip('/')
-        dataset_name = '/' + dataset_path
+            dataset_path = "/".join([group.path, path])
+        dataset_path = dataset_path.lstrip("/")
+        dataset_name = "/" + dataset_path
         return dataset_path, dataset_name
 
     def test_create_dataset(self):
         g = self.create_group()
 
         # create as immediate child
-        dpath = 'foo'
+        dpath = "foo"
         d1 = g.create_dataset(dpath, shape=1000, chunks=100)
         path, name = self._dataset_path(g, dpath)
         assert isinstance(d1, Array)
@@ -305,32 +333,39 @@ def test_create_dataset(self):
         assert g.store is d1.store
 
         # create as descendant
-        dpath = '/a/b/c/'
-        d2 = g.create_dataset(dpath, shape=2000, chunks=200, dtype='i1',
-                              compression='zlib', compression_opts=9,
-                              fill_value=42, order='F')
+        dpath = "/a/b/c/"
+        d2 = g.create_dataset(
+            dpath,
+            shape=2000,
+            chunks=200,
+            dtype="i1",
+            compression="zlib",
+            compression_opts=9,
+            fill_value=42,
+            order="F",
+        )
         path, name = self._dataset_path(g, dpath)
         assert isinstance(d2, Array)
         assert (2000,) == d2.shape
         assert (200,) == d2.chunks
-        assert np.dtype('i1') == d2.dtype
-        assert 'zlib' == d2.compressor.codec_id
+        assert np.dtype("i1") == d2.dtype
+        assert "zlib" == d2.compressor.codec_id
         assert 9 == d2.compressor.level
         assert 42 == d2.fill_value
-        assert 'F' == d2.order
+        assert "F" == d2.order
         assert path == d2.path
         assert name == d2.name
         assert g.store is d2.store
 
         # create with data
-        data = np.arange(3000, dtype='u2')
-        dpath = 'bar'
+        data = np.arange(3000, dtype="u2")
+        dpath = "bar"
         d3 = g.create_dataset(dpath, data=data, chunks=300)
         path, name = self._dataset_path(g, dpath)
         assert isinstance(d3, Array)
         assert (3000,) == d3.shape
         assert (300,) == d3.chunks
-        assert np.dtype('u2') == d3.dtype
+        assert np.dtype("u2") == d3.dtype
         assert_array_equal(data, d3[:])
         assert path == d3.path
         assert name == d3.name
@@ -339,35 +374,39 @@ def test_create_dataset(self):
         # compression arguments handling follows...
 
         # compression_opts as dict
-        d = g.create_dataset('aaa', shape=1000, dtype='u1',
-                             compression='blosc',
-                             compression_opts=dict(cname='zstd', clevel=1, shuffle=2))
-        assert d.compressor.codec_id == 'blosc'
-        assert 'zstd' == d.compressor.cname
+        d = g.create_dataset(
+            "aaa",
+            shape=1000,
+            dtype="u1",
+            compression="blosc",
+            compression_opts=dict(cname="zstd", clevel=1, shuffle=2),
+        )
+        assert d.compressor.codec_id == "blosc"
+        assert "zstd" == d.compressor.cname
         assert 1 == d.compressor.clevel
         assert 2 == d.compressor.shuffle
 
         # compression_opts as sequence
-        d = g.create_dataset('bbb', shape=1000, dtype='u1',
-                             compression='blosc',
-                             compression_opts=('zstd', 1, 2))
-        assert d.compressor.codec_id == 'blosc'
-        assert 'zstd' == d.compressor.cname
+        d = g.create_dataset(
+            "bbb", shape=1000, dtype="u1", compression="blosc", compression_opts=("zstd", 1, 2)
+        )
+        assert d.compressor.codec_id == "blosc"
+        assert "zstd" == d.compressor.cname
         assert 1 == d.compressor.clevel
         assert 2 == d.compressor.shuffle
 
         # None compression_opts
-        d = g.create_dataset('ccc', shape=1000, dtype='u1', compression='zlib')
-        assert d.compressor.codec_id == 'zlib'
+        d = g.create_dataset("ccc", shape=1000, dtype="u1", compression="zlib")
+        assert d.compressor.codec_id == "zlib"
         assert 1 == d.compressor.level
 
         # None compression
-        d = g.create_dataset('ddd', shape=1000, dtype='u1', compression=None)
+        d = g.create_dataset("ddd", shape=1000, dtype="u1", compression=None)
         assert d.compressor is None
 
         # compressor as compression
-        d = g.create_dataset('eee', shape=1000, dtype='u1', compression=Zlib(1))
-        assert d.compressor.codec_id == 'zlib'
+        d = g.create_dataset("eee", shape=1000, dtype="u1", compression=Zlib(1))
+        assert d.compressor.codec_id == "zlib"
         assert 1 == d.compressor.level
 
         g.store.close()
@@ -376,25 +415,25 @@ def test_require_dataset(self):
         g = self.create_group()
 
         # create
-        dpath = 'foo'
-        d1 = g.require_dataset(dpath, shape=1000, chunks=100, dtype='f4')
+        dpath = "foo"
+        d1 = g.require_dataset(dpath, shape=1000, chunks=100, dtype="f4")
         d1[:] = np.arange(1000)
         path, name = self._dataset_path(g, dpath)
         assert isinstance(d1, Array)
         assert (1000,) == d1.shape
         assert (100,) == d1.chunks
-        assert np.dtype('f4') == d1.dtype
+        assert np.dtype("f4") == d1.dtype
         assert path == d1.path
         assert name == d1.name
         assert g.store is d1.store
         assert_array_equal(np.arange(1000), d1[:])
 
         # require
-        d2 = g.require_dataset(dpath, shape=1000, chunks=100, dtype='f4')
+        d2 = g.require_dataset(dpath, shape=1000, chunks=100, dtype="f4")
         assert isinstance(d2, Array)
         assert (1000,) == d2.shape
         assert (100,) == d2.chunks
-        assert np.dtype('f4') == d2.dtype
+        assert np.dtype("f4") == d2.dtype
         assert path == d2.path
         assert name == d2.name
         assert g.store is d2.store
@@ -403,20 +442,19 @@ def test_require_dataset(self):
 
         # bad shape - use TypeError for h5py compatibility
         with pytest.raises(TypeError):
-            g.require_dataset('foo', shape=2000, chunks=100, dtype='f4')
+            g.require_dataset("foo", shape=2000, chunks=100, dtype="f4")
 
         # dtype matching
         # can cast
-        d3 = g.require_dataset('foo', shape=1000, chunks=100, dtype='i2')
-        assert np.dtype('f4') == d3.dtype
+        d3 = g.require_dataset("foo", shape=1000, chunks=100, dtype="i2")
+        assert np.dtype("f4") == d3.dtype
         assert d1 == d3
         with pytest.raises(TypeError):
             # cannot cast
-            g.require_dataset('foo', shape=1000, chunks=100, dtype='i4')
+            g.require_dataset("foo", shape=1000, chunks=100, dtype="i4")
         with pytest.raises(TypeError):
             # can cast but not exact match
-            g.require_dataset('foo', shape=1000, chunks=100, dtype='i2',
-                              exact=True)
+            g.require_dataset("foo", shape=1000, chunks=100, dtype="i2", exact=True)
 
         g.store.close()
 
@@ -424,80 +462,76 @@ def test_create_errors(self):
         g = self.create_group()
 
         # array obstructs group, array
-        g.create_dataset('foo', shape=100, chunks=10)
+        g.create_dataset("foo", shape=100, chunks=10)
         with pytest.raises(ValueError):
-            g.create_group('foo/bar')
+            g.create_group("foo/bar")
         with pytest.raises(ValueError):
-            g.require_group('foo/bar')
+            g.require_group("foo/bar")
         with pytest.raises(ValueError):
-            g.create_dataset('foo/bar', shape=100, chunks=10)
+            g.create_dataset("foo/bar", shape=100, chunks=10)
         with pytest.raises(ValueError):
-            g.require_dataset('foo/bar', shape=100, chunks=10)
+            g.require_dataset("foo/bar", shape=100, chunks=10)
 
         # array obstructs group, array
-        g.create_dataset('a/b', shape=100, chunks=10)
+        g.create_dataset("a/b", shape=100, chunks=10)
         with pytest.raises(ValueError):
-            g.create_group('a/b')
+            g.create_group("a/b")
         with pytest.raises(ValueError):
-            g.require_group('a/b')
+            g.require_group("a/b")
         with pytest.raises(ValueError):
-            g.create_dataset('a/b', shape=100, chunks=10)
+            g.create_dataset("a/b", shape=100, chunks=10)
 
         # group obstructs array
-        g.create_group('c/d')
+        g.create_group("c/d")
         with pytest.raises(ValueError):
-            g.create_dataset('c', shape=100, chunks=10)
+            g.create_dataset("c", shape=100, chunks=10)
         with pytest.raises(ValueError):
-            g.require_dataset('c', shape=100, chunks=10)
+            g.require_dataset("c", shape=100, chunks=10)
         with pytest.raises(ValueError):
-            g.create_dataset('c/d', shape=100, chunks=10)
+            g.create_dataset("c/d", shape=100, chunks=10)
         with pytest.raises(ValueError):
-            g.require_dataset('c/d', shape=100, chunks=10)
+            g.require_dataset("c/d", shape=100, chunks=10)
 
         # h5py compatibility, accept 'fillvalue'
-        d = g.create_dataset('x', shape=100, chunks=10, fillvalue=42)
+        d = g.create_dataset("x", shape=100, chunks=10, fillvalue=42)
         assert 42 == d.fill_value
 
         # h5py compatibility, ignore 'shuffle'
         with pytest.warns(UserWarning, match="ignoring keyword argument 'shuffle'"):
-            g.create_dataset('y', shape=100, chunks=10, shuffle=True)
+            g.create_dataset("y", shape=100, chunks=10, shuffle=True)
 
         # read-only
         g = self.create_group(read_only=True)
         with pytest.raises(PermissionError):
-            g.create_group('zzz')
+            g.create_group("zzz")
         with pytest.raises(PermissionError):
-            g.require_group('zzz')
+            g.require_group("zzz")
         with pytest.raises(PermissionError):
-            g.create_dataset('zzz', shape=100, chunks=10)
+            g.create_dataset("zzz", shape=100, chunks=10)
         with pytest.raises(PermissionError):
-            g.require_dataset('zzz', shape=100, chunks=10)
+            g.require_dataset("zzz", shape=100, chunks=10)
 
         g.store.close()
 
     def test_create_overwrite(self):
         try:
-            for method_name in 'create_dataset', 'create', 'empty', 'zeros', \
-                               'ones':
+            for method_name in "create_dataset", "create", "empty", "zeros", "ones":
                 g = self.create_group()
-                getattr(g, method_name)('foo', shape=100, chunks=10)
+                getattr(g, method_name)("foo", shape=100, chunks=10)
 
                 # overwrite array with array
-                d = getattr(g, method_name)('foo', shape=200, chunks=20,
-                                            overwrite=True)
+                d = getattr(g, method_name)("foo", shape=200, chunks=20, overwrite=True)
                 assert (200,) == d.shape
                 # overwrite array with group
-                g2 = g.create_group('foo', overwrite=True)
+                g2 = g.create_group("foo", overwrite=True)
                 assert 0 == len(g2)
                 # overwrite group with array
-                d = getattr(g, method_name)('foo', shape=300, chunks=30,
-                                            overwrite=True)
+                d = getattr(g, method_name)("foo", shape=300, chunks=30, overwrite=True)
                 assert (300,) == d.shape
                 # overwrite array with group
-                d = getattr(g, method_name)('foo/bar', shape=400, chunks=40,
-                                            overwrite=True)
+                d = getattr(g, method_name)("foo/bar", shape=400, chunks=40, overwrite=True)
                 assert (400,) == d.shape
-                assert isinstance(g['foo'], Group)
+                assert isinstance(g["foo"], Group)
 
                 g.store.close()
         except NotImplementedError:
@@ -506,84 +540,84 @@ def test_create_overwrite(self):
     def test_getitem_contains_iterators(self):
         # setup
         g1 = self.create_group()
-        g2 = g1.create_group('foo/bar')
+        g2 = g1.create_group("foo/bar")
         if g1._version == 2:
-            d1 = g2.create_dataset('/a/b/c', shape=1000, chunks=100)
+            d1 = g2.create_dataset("/a/b/c", shape=1000, chunks=100)
         else:
             # v3: cannot create a dataset at the root by starting with /
             #     instead, need to create the dataset on g1 directly
-            d1 = g1.create_dataset('a/b/c', shape=1000, chunks=100)
+            d1 = g1.create_dataset("a/b/c", shape=1000, chunks=100)
         d1[:] = np.arange(1000)
-        d2 = g1.create_dataset('foo/baz', shape=3000, chunks=300)
+        d2 = g1.create_dataset("foo/baz", shape=3000, chunks=300)
         d2[:] = np.arange(3000)
 
         # test __getitem__
-        assert isinstance(g1['foo'], Group)
-        assert isinstance(g1['foo']['bar'], Group)
-        assert isinstance(g1['foo/bar'], Group)
+        assert isinstance(g1["foo"], Group)
+        assert isinstance(g1["foo"]["bar"], Group)
+        assert isinstance(g1["foo/bar"], Group)
         if g1._version == 2:
-            assert isinstance(g1['/foo/bar/'], Group)
+            assert isinstance(g1["/foo/bar/"], Group)
         else:
             # start or end with / raises KeyError
             # TODO: should we allow stripping of these on v3?
             with pytest.raises(KeyError):
-                assert isinstance(g1['/foo/bar/'], Group)
-        assert isinstance(g1['foo/baz'], Array)
-        assert g2 == g1['foo/bar']
-        assert g1['foo']['bar'] == g1['foo/bar']
-        assert d2 == g1['foo/baz']
-        assert_array_equal(d2[:], g1['foo/baz'])
-        assert isinstance(g1['a'], Group)
-        assert isinstance(g1['a']['b'], Group)
-        assert isinstance(g1['a/b'], Group)
-        assert isinstance(g1['a']['b']['c'], Array)
-        assert isinstance(g1['a/b/c'], Array)
-        assert d1 == g1['a/b/c']
-        assert g1['a']['b']['c'] == g1['a/b/c']
-        assert_array_equal(d1[:], g1['a/b/c'][:])
+                assert isinstance(g1["/foo/bar/"], Group)
+        assert isinstance(g1["foo/baz"], Array)
+        assert g2 == g1["foo/bar"]
+        assert g1["foo"]["bar"] == g1["foo/bar"]
+        assert d2 == g1["foo/baz"]
+        assert_array_equal(d2[:], g1["foo/baz"])
+        assert isinstance(g1["a"], Group)
+        assert isinstance(g1["a"]["b"], Group)
+        assert isinstance(g1["a/b"], Group)
+        assert isinstance(g1["a"]["b"]["c"], Array)
+        assert isinstance(g1["a/b/c"], Array)
+        assert d1 == g1["a/b/c"]
+        assert g1["a"]["b"]["c"] == g1["a/b/c"]
+        assert_array_equal(d1[:], g1["a/b/c"][:])
 
         # test __contains__
-        assert 'foo' in g1
-        assert 'foo/bar' in g1
-        assert 'foo/baz' in g1
-        assert 'bar' in g1['foo']
-        assert 'a' in g1
-        assert 'a/b' in g1
-        assert 'a/b/c' in g1
-        assert 'baz' not in g1
-        assert 'a/b/c/d' not in g1
-        assert 'a/z' not in g1
-        assert 'quux' not in g1['foo']
+        assert "foo" in g1
+        assert "foo/bar" in g1
+        assert "foo/baz" in g1
+        assert "bar" in g1["foo"]
+        assert "a" in g1
+        assert "a/b" in g1
+        assert "a/b/c" in g1
+        assert "baz" not in g1
+        assert "a/b/c/d" not in g1
+        assert "a/z" not in g1
+        assert "quux" not in g1["foo"]
 
         # test key errors
         with pytest.raises(KeyError):
-            g1['baz']
+            g1["baz"]
         with pytest.raises(KeyError):
-            g1['x/y/z']
+            g1["x/y/z"]
 
         # test __len__
         assert 2 == len(g1)
-        assert 2 == len(g1['foo'])
-        assert 0 == len(g1['foo/bar'])
-        assert 1 == len(g1['a'])
-        assert 1 == len(g1['a/b'])
+        assert 2 == len(g1["foo"])
+        assert 0 == len(g1["foo/bar"])
+        assert 1 == len(g1["a"])
+        assert 1 == len(g1["a/b"])
 
         # test __iter__, keys()
 
         if g1._version == 2:
             # currently assumes sorted by key
-            assert ['a', 'foo'] == list(g1)
-            assert ['a', 'foo'] == list(g1.keys())
-            assert ['bar', 'baz'] == list(g1['foo'])
-            assert ['bar', 'baz'] == list(g1['foo'].keys())
+            assert ["a", "foo"] == list(g1)
+            assert ["a", "foo"] == list(g1.keys())
+            assert ["bar", "baz"] == list(g1["foo"])
+            assert ["bar", "baz"] == list(g1["foo"].keys())
         else:
             # v3 is not necessarily sorted by key
-            assert ['a', 'foo'] == sorted(list(g1))
-            assert ['a', 'foo'] == sorted(list(g1.keys()))
-            assert ['bar', 'baz'] == sorted(list(g1['foo']))
-            assert ['bar', 'baz'] == sorted(list(g1['foo'].keys()))
-        assert [] == sorted(g1['foo/bar'])
-        assert [] == sorted(g1['foo/bar'].keys())
+            assert ["a", "foo"] == sorted(list(g1))
+            assert ["a", "foo"] == sorted(list(g1.keys()))
+            assert ["bar", "baz"] == sorted(list(g1["foo"]))
+            assert ["bar", "baz"] == sorted(list(g1["foo"].keys()))
+        assert [] == sorted(g1["foo/bar"])
+        assert [] == sorted(g1["foo/bar"].keys())
 
         # test items(), values()
         # currently assumes sorted by key
@@ -593,24 +627,24 @@ def test_getitem_contains_iterators(self):
         if g1._version == 3:
             # v3 are not automatically sorted by key
             items, values = zip(*sorted(zip(items, values), key=lambda x: x[0]))
-        assert 'a' == items[0][0]
-        assert g1['a'] == items[0][1]
-        assert g1['a'] == values[0]
-        assert 'foo' == items[1][0]
-        assert g1['foo'] == items[1][1]
-        assert g1['foo'] == values[1]
-
-        items = list(g1['foo'].items())
-        values = list(g1['foo'].values())
+        assert "a" == items[0][0]
+        assert g1["a"] == items[0][1]
+        assert g1["a"] == values[0]
+        assert "foo" == items[1][0]
+        assert g1["foo"] == items[1][1]
+        assert g1["foo"] == values[1]
+
+        items = list(g1["foo"].items())
+        values = list(g1["foo"].values())
         if g1._version == 3:
             # v3 are not automatically sorted by key
             items, values = zip(*sorted(zip(items, values), key=lambda x: x[0]))
-        assert 'bar' == items[0][0]
-        assert g1['foo']['bar'] == items[0][1]
-        assert g1['foo']['bar'] == values[0]
-        assert 'baz' == items[1][0]
-        assert g1['foo']['baz'] == items[1][1]
-        assert g1['foo']['baz'] == values[1]
+        assert "bar" == items[0][0]
+        assert g1["foo"]["bar"] == items[0][1]
+        assert g1["foo"]["bar"] == values[0]
+        assert "baz" == items[1][0]
+        assert g1["foo"]["baz"] == items[1][1]
+        assert g1["foo"]["baz"] == values[1]
 
         # test array_keys(), arrays(), group_keys(), groups()
 
@@ -618,29 +652,29 @@ def test_getitem_contains_iterators(self):
         arrays = list(g1.arrays())
         if g1._version == 2:
             # currently assumes sorted by key
-            assert ['a', 'foo'] == list(g1.group_keys())
+            assert ["a", "foo"] == list(g1.group_keys())
         else:
-            assert ['a', 'foo'] == sorted(list(g1.group_keys()))
+            assert ["a", "foo"] == sorted(list(g1.group_keys()))
             groups = sorted(groups)
             arrays = sorted(arrays)
-        assert 'a' == groups[0][0]
-        assert g1['a'] == groups[0][1]
-        assert 'foo' == groups[1][0]
-        assert g1['foo'] == groups[1][1]
+        assert "a" == groups[0][0]
+        assert g1["a"] == groups[0][1]
+        assert "foo" == groups[1][0]
+        assert g1["foo"] == groups[1][1]
         assert [] == list(g1.array_keys())
         assert [] == arrays
 
-        assert ['bar'] == list(g1['foo'].group_keys())
-        assert ['baz'] == list(g1['foo'].array_keys())
-        groups = list(g1['foo'].groups())
-        arrays = list(g1['foo'].arrays())
+        assert ["bar"] == list(g1["foo"].group_keys())
+        assert ["baz"] == list(g1["foo"].array_keys())
+        groups = list(g1["foo"].groups())
+        arrays = list(g1["foo"].arrays())
         if g1._version == 3:
             groups = sorted(groups)
             arrays = sorted(arrays)
-        assert 'bar' == groups[0][0]
-        assert g1['foo']['bar'] == groups[0][1]
-        assert 'baz' == arrays[0][0]
-        assert g1['foo']['baz'] == arrays[0][1]
+        assert "bar" == groups[0][0]
+        assert g1["foo"]["bar"] == groups[0][1]
+        assert "baz" == arrays[0][0]
+        assert g1["foo"]["baz"] == arrays[0][1]
 
         # visitor collection tests
         items = []
@@ -666,7 +700,7 @@ def visitor4(name, obj):
             "foo/baz",
         ]
         if g1._version == 3:
-            expected_items = [g1.path + '/' + i for i in expected_items]
+            expected_items = [g1.path + "/" + i for i in expected_items]
         assert expected_items == items
 
         del items[:]
@@ -676,7 +710,7 @@ def visitor4(name, obj):
             "foo/baz",
         ]
         if g1._version == 3:
-            expected_items = [g1.path + '/' + i for i in expected_items]
+            expected_items = [g1.path + "/" + i for i in expected_items]
         assert expected_items == items
 
         del items[:]
@@ -753,7 +787,7 @@ def visitor0(val, *args):
         # noinspection PyUnusedLocal
         def visitor1(val, *args):
             name = getattr(val, "path", val)
-            if name.startswith('group/'):
+            if name.startswith("group/"):
                 # strip the group path for v3
                 name = name[6:]
             if name == "a/b/c":
@@ -779,8 +813,7 @@ def test_double_counting_group_v3(self):
             sub_group.create("bar", shape=10, dtype="i4")
         assert list(root_group.group_keys()) == sorted(group_names)
         assert list(root_group.groups()) == [
-            (name, root_group[name])
-            for name in sorted(group_names)
+            (name, root_group[name]) for name in sorted(group_names)
         ]
 
     def test_empty_getitem_contains_iterators(self):
@@ -791,47 +824,47 @@ def test_empty_getitem_contains_iterators(self):
         assert [] == list(g)
         assert [] == list(g.keys())
         assert 0 == len(g)
-        assert 'foo' not in g
+        assert "foo" not in g
 
         g.store.close()
 
     def test_iterators_recurse(self):
         # setup
         g1 = self.create_group()
-        g2 = g1.create_group('foo/bar')
-        d1 = g2.create_dataset('/a/b/c', shape=1000, chunks=100)
+        g2 = g1.create_group("foo/bar")
+        d1 = g2.create_dataset("/a/b/c", shape=1000, chunks=100)
         d1[:] = np.arange(1000)
-        d2 = g1.create_dataset('foo/baz', shape=3000, chunks=300)
+        d2 = g1.create_dataset("foo/baz", shape=3000, chunks=300)
         d2[:] = np.arange(3000)
-        d3 = g2.create_dataset('zab', shape=2000, chunks=200)
+        d3 = g2.create_dataset("zab", shape=2000, chunks=200)
         d3[:] = np.arange(2000)
 
         # test recursive array_keys
-        array_keys = list(g1['foo'].array_keys(recurse=False))
-        array_keys_recurse = list(g1['foo'].array_keys(recurse=True))
+        array_keys = list(g1["foo"].array_keys(recurse=False))
+        array_keys_recurse = list(g1["foo"].array_keys(recurse=True))
         assert len(array_keys_recurse) > len(array_keys)
-        assert sorted(array_keys_recurse) == ['baz', 'zab']
+        assert sorted(array_keys_recurse) == ["baz", "zab"]
 
         # test recursive arrays
-        arrays = list(g1['foo'].arrays(recurse=False))
-        arrays_recurse = list(g1['foo'].arrays(recurse=True))
+        arrays = list(g1["foo"].arrays(recurse=False))
+        arrays_recurse = list(g1["foo"].arrays(recurse=True))
         assert len(arrays_recurse) > len(arrays)
-        assert 'zab' == arrays_recurse[0][0]
-        assert g1['foo']['bar']['zab'] == arrays_recurse[0][1]
+        assert "zab" == arrays_recurse[0][0]
+        assert g1["foo"]["bar"]["zab"] == arrays_recurse[0][1]
 
         g1.store.close()
 
     def test_getattr(self):
         # setup
         g1 = self.create_group()
-        g2 = g1.create_group('foo')
-        g2.create_dataset('bar', shape=100)
+        g2 = g1.create_group("foo")
+        g2.create_dataset("bar", shape=100)
 
         # test
-        assert g1['foo'] == g1.foo
-        assert g2['bar'] == g2.bar
+        assert g1["foo"] == g1.foo
+        assert g2["bar"] == g2.bar
         # test that hasattr returns False instead of an exception (issue #88)
-        assert not hasattr(g1, 'unexistingattribute')
+        assert not hasattr(g1, "unexistingattribute")
 
         g1.store.close()
 
@@ -839,46 +872,46 @@ def test_setitem(self):
         g = self.create_group()
         try:
             data = np.arange(100)
-            g['foo'] = data
-            assert_array_equal(data, g['foo'])
+            g["foo"] = data
+            assert_array_equal(data, g["foo"])
             data = np.arange(200)
-            g['foo'] = data
-            assert_array_equal(data, g['foo'])
+            g["foo"] = data
+            assert_array_equal(data, g["foo"])
             # 0d array
-            g['foo'] = 42
-            assert () == g['foo'].shape
-            assert 42 == g['foo'][()]
+            g["foo"] = 42
+            assert () == g["foo"].shape
+            assert 42 == g["foo"][()]
         except NotImplementedError:
             pass
         g.store.close()
 
     def test_delitem(self):
         g = self.create_group()
-        g.create_group('foo')
-        g.create_dataset('bar/baz', shape=100, chunks=10)
-        assert 'foo' in g
-        assert 'bar' in g
-        assert 'bar/baz' in g
+        g.create_group("foo")
+        g.create_dataset("bar/baz", shape=100, chunks=10)
+        assert "foo" in g
+        assert "bar" in g
+        assert "bar/baz" in g
         try:
-            del g['bar']
+            del g["bar"]
             with pytest.raises(KeyError):
-                del g['xxx']
+                del g["xxx"]
         except NotImplementedError:
             pass
         else:
-            assert 'foo' in g
-            assert 'bar' not in g
-            assert 'bar/baz' not in g
+            assert "foo" in g
+            assert "bar" not in g
+            assert "bar/baz" not in g
         g.store.close()
 
     def test_move(self):
         g = self.create_group()
 
         data = np.arange(100)
-        g['boo'] = data
+        g["boo"] = data
 
         data = np.arange(100)
-        g['foo'] = data
+        g["foo"] = data
 
         g.move("foo", "bar")
         assert "foo" not in g
@@ -911,11 +944,11 @@ def test_move(self):
             # meta/data/bar. This is outside the `g` group located at
             # /meta/root/group, so bar is no longer within `g`.
             assert "bar" not in g
-            assert 'meta/root/bar.array.json' in g._store
+            assert "meta/root/bar.array.json" in g._store
             if g._chunk_store:
-                assert 'data/root/bar/c0' in g._chunk_store
+                assert "data/root/bar/c0" in g._chunk_store
             else:
-                assert 'data/root/bar/c0' in g._store
+                assert "data/root/bar/c0" in g._store
         assert isinstance(g["foo2"], Group)
         if g2._version == 2:
             assert_array_equal(data, g["bar"])
@@ -938,35 +971,35 @@ def test_move(self):
     def test_array_creation(self):
         grp = self.create_group()
 
-        a = grp.create('a', shape=100, chunks=10)
+        a = grp.create("a", shape=100, chunks=10)
         assert isinstance(a, Array)
-        b = grp.empty('b', shape=100, chunks=10)
+        b = grp.empty("b", shape=100, chunks=10)
         assert isinstance(b, Array)
         assert b.fill_value is None
-        c = grp.zeros('c', shape=100, chunks=10)
+        c = grp.zeros("c", shape=100, chunks=10)
         assert isinstance(c, Array)
         assert 0 == c.fill_value
-        d = grp.ones('d', shape=100, chunks=10)
+        d = grp.ones("d", shape=100, chunks=10)
         assert isinstance(d, Array)
         assert 1 == d.fill_value
-        e = grp.full('e', shape=100, chunks=10, fill_value=42)
+        e = grp.full("e", shape=100, chunks=10, fill_value=42)
         assert isinstance(e, Array)
         assert 42 == e.fill_value
 
-        f = grp.empty_like('f', a)
+        f = grp.empty_like("f", a)
         assert isinstance(f, Array)
         assert f.fill_value is None
-        g = grp.zeros_like('g', a)
+        g = grp.zeros_like("g", a)
         assert isinstance(g, Array)
         assert 0 == g.fill_value
-        h = grp.ones_like('h', a)
+        h = grp.ones_like("h", a)
         assert isinstance(h, Array)
         assert 1 == h.fill_value
-        i = grp.full_like('i', e)
+        i = grp.full_like("i", e)
         assert isinstance(i, Array)
         assert 42 == i.fill_value
 
-        j = grp.array('j', data=np.arange(100), chunks=10)
+        j = grp.array("j", data=np.arange(100), chunks=10)
         assert isinstance(j, Array)
         assert_array_equal(np.arange(100), j[:])
 
@@ -974,81 +1007,80 @@ def test_array_creation(self):
 
         grp = self.create_group(read_only=True)
         with pytest.raises(PermissionError):
-            grp.create('aa', shape=100, chunks=10)
+            grp.create("aa", shape=100, chunks=10)
         with pytest.raises(PermissionError):
-            grp.empty('aa', shape=100, chunks=10)
+            grp.empty("aa", shape=100, chunks=10)
         with pytest.raises(PermissionError):
-            grp.zeros('aa', shape=100, chunks=10)
+            grp.zeros("aa", shape=100, chunks=10)
         with pytest.raises(PermissionError):
-            grp.ones('aa', shape=100, chunks=10)
+            grp.ones("aa", shape=100, chunks=10)
         with pytest.raises(PermissionError):
-            grp.full('aa', shape=100, chunks=10, fill_value=42)
+            grp.full("aa", shape=100, chunks=10, fill_value=42)
         with pytest.raises(PermissionError):
-            grp.array('aa', data=np.arange(100), chunks=10)
+            grp.array("aa", data=np.arange(100), chunks=10)
         with pytest.raises(PermissionError):
-            grp.create('aa', shape=100, chunks=10)
+            grp.create("aa", shape=100, chunks=10)
         with pytest.raises(PermissionError):
-            grp.empty_like('aa', a)
+            grp.empty_like("aa", a)
         with pytest.raises(PermissionError):
-            grp.zeros_like('aa', a)
+            grp.zeros_like("aa", a)
         with pytest.raises(PermissionError):
-            grp.ones_like('aa', a)
+            grp.ones_like("aa", a)
         with pytest.raises(PermissionError):
-            grp.full_like('aa', a)
+            grp.full_like("aa", a)
 
         grp.store.close()
 
     def test_paths(self):
         g1 = self.create_group()
-        g2 = g1.create_group('foo/bar')
+        g2 = g1.create_group("foo/bar")
 
         if g1._version == 2:
-            assert g1 == g1['/']
-            assert g1 == g1['//']
-            assert g1 == g1['///']
-            assert g1 == g2['/']
-            assert g1 == g2['//']
-            assert g1 == g2['///']
-            assert g2 == g1['foo/bar']
-            assert g2 == g1['/foo/bar']
-            assert g2 == g1['foo/bar/']
-            assert g2 == g1['//foo/bar']
-            assert g2 == g1['//foo//bar//']
-            assert g2 == g1['///foo///bar///']
-            assert g2 == g2['/foo/bar']
+            assert g1 == g1["/"]
+            assert g1 == g1["//"]
+            assert g1 == g1["///"]
+            assert g1 == g2["/"]
+            assert g1 == g2["//"]
+            assert g1 == g2["///"]
+            assert g2 == g1["foo/bar"]
+            assert g2 == g1["/foo/bar"]
+            assert g2 == g1["foo/bar/"]
+            assert g2 == g1["//foo/bar"]
+            assert g2 == g1["//foo//bar//"]
+            assert g2 == g1["///foo///bar///"]
+            assert g2 == g2["/foo/bar"]
         else:
             # the expected key format gives a match
-            assert g2 == g1['foo/bar']
+            assert g2 == g1["foo/bar"]
 
             # TODO: Should presence of a trailing slash raise KeyError?
             # The spec says "the final character is not a / character"
             # but we currently strip trailing '/' as done for v2.
-            assert g2 == g1['foo/bar/']
+            assert g2 == g1["foo/bar/"]
 
             # double slash also currently works (spec doesn't mention this
             # case, but have kept it for v2 behavior compatibility)
-            assert g2 == g1['foo//bar']
+            assert g2 == g1["foo//bar"]
 
             # TODO, root: fix these cases
             # v3: leading / implies we are at the root, not within a group,
             # so these all raise KeyError
-            for path in ['/foo/bar', '//foo/bar', '//foo//bar//',
-                         '///fooo///bar///']:
+            for path in ["/foo/bar", "//foo/bar", "//foo//bar//", "///fooo///bar///"]:
                 with pytest.raises(KeyError):
                     g1[path]
 
         with pytest.raises(ValueError):
-            g1['.']
+            g1["."]
         with pytest.raises(ValueError):
-            g1['..']
+            g1[".."]
         with pytest.raises(ValueError):
-            g1['foo/.']
+            g1["foo/."]
         with pytest.raises(ValueError):
-            g1['foo/..']
+            g1["foo/.."]
         with pytest.raises(ValueError):
-            g1['foo/./bar']
+            g1["foo/./bar"]
         with pytest.raises(ValueError):
-            g1['foo/../bar']
+            g1["foo/../bar"]
 
         g1.store.close()
 
@@ -1056,7 +1088,7 @@ def test_pickle(self):
 
         # setup group
         g = self.create_group()
-        d = g.create_dataset('foo/bar', shape=100, chunks=10)
+        d = g.create_dataset("foo/bar", shape=100, chunks=10)
         d[:] = np.arange(100)
         path = g.path
         name = g.name
@@ -1075,19 +1107,19 @@ def test_pickle(self):
         assert name == g2.name
         assert n == len(g2)
         assert keys == list(g2)
-        assert isinstance(g2['foo'], Group)
-        assert isinstance(g2['foo/bar'], Array)
+        assert isinstance(g2["foo"], Group)
+        assert isinstance(g2["foo/bar"], Array)
 
         g2.store.close()
 
     def test_context_manager(self):
 
         with self.create_group() as g:
-            d = g.create_dataset('foo/bar', shape=100, chunks=10)
+            d = g.create_dataset("foo/bar", shape=100, chunks=10)
             d[:] = np.arange(100)
 
 
-@pytest.mark.parametrize('chunk_dict', [False, True])
+@pytest.mark.parametrize("chunk_dict", [False, True])
 def test_group_init_from_dict(chunk_dict):
     if chunk_dict:
         store, chunk_store = dict(), dict()
@@ -1106,20 +1138,25 @@ def test_group_init_from_dict(chunk_dict):
 # noinspection PyStatementEffect
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3(TestGroup, unittest.TestCase):
-
     @staticmethod
     def create_store():
         # can be overridden in sub-classes
         return KVStoreV3(dict()), None
 
-    def create_group(self, store=None, path='group', read_only=False,
-                     chunk_store=None, synchronizer=None):
+    def create_group(
+        self, store=None, path="group", read_only=False, chunk_store=None, synchronizer=None
+    ):
         # can be overridden in sub-classes
         if store is None:
             store, chunk_store = self.create_store()
         init_group(store, path=path, chunk_store=chunk_store)
-        g = Group(store, path=path, read_only=read_only,
-                  chunk_store=chunk_store, synchronizer=synchronizer)
+        g = Group(
+            store,
+            path=path,
+            read_only=read_only,
+            chunk_store=chunk_store,
+            synchronizer=synchronizer,
+        )
         return g
 
     def test_group_init_1(self):
@@ -1132,13 +1169,13 @@ def test_group_init_1(self):
             assert chunk_store is g.chunk_store
         assert not g.read_only
         # different path/name in v3 case
-        assert 'group' == g.path
-        assert '/group' == g.name
-        assert 'group' == g.basename
+        assert "group" == g.path
+        assert "/group" == g.name
+        assert "group" == g.basename
 
         assert isinstance(g.attrs, Attributes)
-        g.attrs['foo'] = 'bar'
-        assert g.attrs['foo'] == 'bar'
+        g.attrs["foo"] = "bar"
+        assert g.attrs["foo"] == "bar"
 
         assert isinstance(g.info, InfoReporter)
         assert isinstance(repr(g.info), str)
@@ -1147,7 +1184,7 @@ def test_group_init_1(self):
 
     def test_group_init_errors_2(self):
         store, chunk_store = self.create_store()
-        path = 'tmp'
+        path = "tmp"
         init_array(store, path=path, shape=1000, chunks=100, chunk_store=chunk_store)
         # array blocks group
         with pytest.raises(ValueError):
@@ -1156,7 +1193,6 @@ def test_group_init_errors_2(self):
 
 
 class TestGroupWithMemoryStore(TestGroup):
-
     @staticmethod
     def create_store():
         return MemoryStore(), None
@@ -1165,14 +1201,12 @@ def create_store():
 # noinspection PyStatementEffect
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithMemoryStore(TestGroupWithMemoryStore, TestGroupV3):
-
     @staticmethod
     def create_store():
         return MemoryStoreV3(), None
 
 
 class TestGroupWithDirectoryStore(TestGroup):
-
     @staticmethod
     def create_store():
         path = tempfile.mkdtemp()
@@ -1183,7 +1217,6 @@ def create_store():
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithDirectoryStore(TestGroupWithDirectoryStore, TestGroupV3):
-
     @staticmethod
     def create_store():
         path = tempfile.mkdtemp()
@@ -1194,7 +1227,6 @@ def create_store():
 
 @skip_test_env_var("ZARR_TEST_ABS")
 class TestGroupWithABSStore(TestGroup):
-
     @staticmethod
     def create_store():
         container_client = abs_container()
@@ -1211,7 +1243,6 @@ def test_pickle(self):
 @skip_test_env_var("ZARR_TEST_ABS")
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithABSStore(TestGroupV3):
-
     @staticmethod
     def create_store():
         container_client = abs_container()
@@ -1226,7 +1257,6 @@ def test_pickle(self):
 
 
 class TestGroupWithNestedDirectoryStore(TestGroup):
-
     @staticmethod
     def create_store():
         path = tempfile.mkdtemp()
@@ -1237,7 +1267,6 @@ def create_store():
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestGroupWithFSStore(TestGroup):
-
     @staticmethod
     def create_store():
         path = tempfile.mkdtemp()
@@ -1247,21 +1276,19 @@ def create_store():
 
     def test_round_trip_nd(self):
         data = np.arange(1000).reshape(10, 10, 10)
-        name = 'raw'
+        name = "raw"
 
         store, _ = self.create_store()
-        f = open_group(store, mode='w')
-        f.create_dataset(name, data=data, chunks=(5, 5, 5),
-                         compressor=None)
+        f = open_group(store, mode="w")
+        f.create_dataset(name, data=data, chunks=(5, 5, 5), compressor=None)
         assert name in f
-        h = open_group(store, mode='r')
+        h = open_group(store, mode="r")
         np.testing.assert_array_equal(h[name][:], data)
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithFSStore(TestGroupWithFSStore, TestGroupV3):
-
     @staticmethod
     def create_store():
         path = tempfile.mkdtemp()
@@ -1271,80 +1298,78 @@ def create_store():
 
     def test_round_trip_nd(self):
         data = np.arange(1000).reshape(10, 10, 10)
-        name = 'raw'
+        name = "raw"
 
         store, _ = self.create_store()
-        f = open_group(store, path='group', mode='w')
-        f.create_dataset(name, data=data, chunks=(5, 5, 5),
-                         compressor=None)
-        h = open_group(store, path='group', mode='r')
+        f = open_group(store, path="group", mode="w")
+        f.create_dataset(name, data=data, chunks=(5, 5, 5), compressor=None)
+        h = open_group(store, path="group", mode="r")
         np.testing.assert_array_equal(h[name][:], data)
 
-        f = open_group(store, path='group2', mode='w')
+        f = open_group(store, path="group2", mode="w")
 
         data_size = data.nbytes
-        group_meta_size = buffer_size(store[meta_root + 'group.group.json'])
-        group2_meta_size = buffer_size(store[meta_root + 'group2.group.json'])
-        array_meta_size = buffer_size(store[meta_root + 'group/raw.array.json'])
+        group_meta_size = buffer_size(store[meta_root + "group.group.json"])
+        group2_meta_size = buffer_size(store[meta_root + "group2.group.json"])
+        array_meta_size = buffer_size(store[meta_root + "group/raw.array.json"])
         assert store.getsize() == data_size + group_meta_size + group2_meta_size + array_meta_size
         # added case with path to complete coverage
-        assert store.getsize('group') == data_size + group_meta_size + array_meta_size
-        assert store.getsize('group2') == group2_meta_size
-        assert store.getsize('group/raw') == data_size + array_meta_size
+        assert store.getsize("group") == data_size + group_meta_size + array_meta_size
+        assert store.getsize("group2") == group2_meta_size
+        assert store.getsize("group/raw") == data_size + array_meta_size
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestGroupWithNestedFSStore(TestGroupWithFSStore):
-
     @staticmethod
     def create_store():
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
-        store = FSStore(path, key_separator='/', auto_mkdir=True)
+        store = FSStore(path, key_separator="/", auto_mkdir=True)
         return store, None
 
     def test_inconsistent_dimension_separator(self):
         data = np.arange(1000).reshape(10, 10, 10)
-        name = 'raw'
+        name = "raw"
 
         store, _ = self.create_store()
-        f = open_group(store, mode='w')
+        f = open_group(store, mode="w")
 
         # cannot specify dimension_separator that conflicts with the store
         with pytest.raises(ValueError):
-            f.create_dataset(name, data=data, chunks=(5, 5, 5),
-                             compressor=None, dimension_separator='.')
+            f.create_dataset(
+                name, data=data, chunks=(5, 5, 5), compressor=None, dimension_separator="."
+            )
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithNestedFSStore(TestGroupV3WithFSStore):
-
     @staticmethod
     def create_store():
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
-        store = FSStoreV3(path, key_separator='/', auto_mkdir=True)
+        store = FSStoreV3(path, key_separator="/", auto_mkdir=True)
         return store, None
 
     def test_inconsistent_dimension_separator(self):
         data = np.arange(1000).reshape(10, 10, 10)
-        name = 'raw'
+        name = "raw"
 
         store, _ = self.create_store()
-        f = open_group(store, path='group', mode='w')
+        f = open_group(store, path="group", mode="w")
 
         # cannot specify dimension_separator that conflicts with the store
         with pytest.raises(ValueError):
-            f.create_dataset(name, data=data, chunks=(5, 5, 5),
-                             compressor=None, dimension_separator='.')
+            f.create_dataset(
+                name, data=data, chunks=(5, 5, 5), compressor=None, dimension_separator="."
+            )
 
 
 class TestGroupWithZipStore(TestGroup):
-
     @staticmethod
     def create_store():
-        path = mktemp(suffix='.zip')
+        path = mktemp(suffix=".zip")
         atexit.register(os.remove, path)
         store = ZipStore(path)
         return store, None
@@ -1353,7 +1378,7 @@ def test_context_manager(self):
 
         with self.create_group() as g:
             store = g.store
-            d = g.create_dataset('foo/bar', shape=100, chunks=10)
+            d = g.create_dataset("foo/bar", shape=100, chunks=10)
             d[:] = np.arange(100)
 
         # Check that exiting the context manager closes the store,
@@ -1369,65 +1394,59 @@ def test_move(self):
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithZipStore(TestGroupWithZipStore, TestGroupV3):
-
     @staticmethod
     def create_store():
-        path = mktemp(suffix='.zip')
+        path = mktemp(suffix=".zip")
         atexit.register(os.remove, path)
         store = ZipStoreV3(path)
         return store, None
 
 
 class TestGroupWithDBMStore(TestGroup):
-
     @staticmethod
     def create_store():
-        path = mktemp(suffix='.anydbm')
-        atexit.register(atexit_rmglob, path + '*')
-        store = DBMStore(path, flag='n')
+        path = mktemp(suffix=".anydbm")
+        atexit.register(atexit_rmglob, path + "*")
+        store = DBMStore(path, flag="n")
         return store, None
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithDBMStore(TestGroupWithDBMStore, TestGroupV3):
-
     @staticmethod
     def create_store():
-        path = mktemp(suffix='.anydbm')
-        atexit.register(atexit_rmglob, path + '*')
-        store = DBMStoreV3(path, flag='n')
+        path = mktemp(suffix=".anydbm")
+        atexit.register(atexit_rmglob, path + "*")
+        store = DBMStoreV3(path, flag="n")
         return store, None
 
 
 class TestGroupWithDBMStoreBerkeleyDB(TestGroup):
-
     @staticmethod
     def create_store():
         bsddb3 = pytest.importorskip("bsddb3")
-        path = mktemp(suffix='.dbm')
+        path = mktemp(suffix=".dbm")
         atexit.register(os.remove, path)
-        store = DBMStore(path, flag='n', open=bsddb3.btopen)
+        store = DBMStore(path, flag="n", open=bsddb3.btopen)
         return store, None
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithDBMStoreBerkeleyDB(TestGroupWithDBMStoreBerkeleyDB, TestGroupV3):
-
     @staticmethod
     def create_store():
         bsddb3 = pytest.importorskip("bsddb3")
-        path = mktemp(suffix='.dbm')
+        path = mktemp(suffix=".dbm")
         atexit.register(os.remove, path)
-        store = DBMStoreV3(path, flag='n', open=bsddb3.btopen)
+        store = DBMStoreV3(path, flag="n", open=bsddb3.btopen)
         return store, None
 
 
 class TestGroupWithLMDBStore(TestGroup):
-
     @staticmethod
     def create_store():
         pytest.importorskip("lmdb")
-        path = mktemp(suffix='.lmdb')
+        path = mktemp(suffix=".lmdb")
         atexit.register(atexit_rmtree, path)
         store = LMDBStore(path)
         return store, None
@@ -1435,21 +1454,19 @@ def create_store():
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithLMDBStore(TestGroupWithLMDBStore, TestGroupV3):
-
     @staticmethod
     def create_store():
         pytest.importorskip("lmdb")
-        path = mktemp(suffix='.lmdb')
+        path = mktemp(suffix=".lmdb")
         atexit.register(atexit_rmtree, path)
         store = LMDBStoreV3(path)
         return store, None
 
 
 class TestGroupWithSQLiteStore(TestGroup):
-
     def create_store(self):
         pytest.importorskip("sqlite3")
-        path = mktemp(suffix='.db')
+        path = mktemp(suffix=".db")
         atexit.register(atexit_rmtree, path)
         store = SQLiteStore(path)
         return store, None
@@ -1457,17 +1474,15 @@ def create_store(self):
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithSQLiteStore(TestGroupWithSQLiteStore, TestGroupV3):
-
     def create_store(self):
         pytest.importorskip("sqlite3")
-        path = mktemp(suffix='.db')
+        path = mktemp(suffix=".db")
         atexit.register(atexit_rmtree, path)
         store = SQLiteStoreV3(path)
         return store, None
 
 
 class TestGroupWithChunkStore(TestGroup):
-
     @staticmethod
     def create_store():
         return KVStore(dict()), KVStore(dict())
@@ -1482,24 +1497,23 @@ def test_chunk_store(self):
         assert chunk_store is g.chunk_store
 
         # create array
-        a = g.zeros('foo', shape=100, chunks=10)
+        a = g.zeros("foo", shape=100, chunks=10)
         assert store is a.store
         assert chunk_store is a.chunk_store
         a[:] = np.arange(100)
         assert_array_equal(np.arange(100), a[:])
 
         # check store keys
-        expect = sorted([group_meta_key, 'foo/' + array_meta_key])
+        expect = sorted([group_meta_key, "foo/" + array_meta_key])
         actual = sorted(store.keys())
         assert expect == actual
-        expect = ['foo/' + str(i) for i in range(10)]
+        expect = ["foo/" + str(i) for i in range(10)]
         actual = sorted(chunk_store.keys())
         assert expect == actual
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithChunkStore(TestGroupWithChunkStore, TestGroupV3):
-
     @staticmethod
     def create_store():
         return KVStoreV3(dict()), KVStoreV3(dict())
@@ -1507,7 +1521,7 @@ def create_store():
     def test_chunk_store(self):
         # setup
         store, chunk_store = self.create_store()
-        path = 'group1'
+        path = "group1"
         g = self.create_group(store, path=path, chunk_store=chunk_store)
 
         # check attributes
@@ -1515,26 +1529,25 @@ def test_chunk_store(self):
         assert chunk_store is g.chunk_store
 
         # create array
-        a = g.zeros('foo', shape=100, chunks=10)
+        a = g.zeros("foo", shape=100, chunks=10)
         assert store is a.store
         assert chunk_store is a.chunk_store
         a[:] = np.arange(100)
         assert_array_equal(np.arange(100), a[:])
 
         # check store keys
-        group_key = meta_root + path + '.group.json'
-        array_key = meta_root + path + '/foo' + '.array.json'
-        expect = sorted([group_key, array_key, 'zarr.json'])
+        group_key = meta_root + path + ".group.json"
+        array_key = meta_root + path + "/foo" + ".array.json"
+        expect = sorted([group_key, array_key, "zarr.json"])
         actual = sorted(store.keys())
         assert expect == actual
-        expect = [data_root + path + '/foo/c' + str(i) for i in range(10)]
-        expect += ['zarr.json']
+        expect = [data_root + path + "/foo/c" + str(i) for i in range(10)]
+        expect += ["zarr.json"]
         actual = sorted(chunk_store.keys())
         assert expect == actual
 
 
 class TestGroupWithStoreCache(TestGroup):
-
     @staticmethod
     def create_store():
         store = LRUStoreCache(dict(), max_size=None)
@@ -1543,26 +1556,25 @@ def create_store():
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestGroupV3WithStoreCache(TestGroupWithStoreCache, TestGroupV3):
-
     @staticmethod
     def create_store():
         store = LRUStoreCacheV3(dict(), max_size=None)
         return store, None
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_group(zarr_version):
     # test the group() convenience function
 
     # basic usage
     if zarr_version == 2:
         g = group()
-        assert '' == g.path
-        assert '/' == g.name
+        assert "" == g.path
+        assert "/" == g.name
     else:
-        g = group(path='group1', zarr_version=zarr_version)
-        assert 'group1' == g.path
-        assert '/group1' == g.name
+        g = group(path="group1", zarr_version=zarr_version)
+        assert "group1" == g.path
+        assert "/group1" == g.name
     assert isinstance(g, Group)
 
     # usage with custom store
@@ -1571,7 +1583,7 @@ def test_group(zarr_version):
         path = None
     else:
         store = KVStoreV3(dict())
-        path = 'foo'
+        path = "foo"
     g = group(store=store, path=path)
     assert isinstance(g, Group)
     assert store is g.store
@@ -1582,7 +1594,7 @@ def test_group(zarr_version):
         path = None
     else:
         store = KVStoreV3(dict())
-        path = 'foo'
+        path = "foo"
     init_array(store, path=path, shape=100, chunks=10)
     with pytest.raises(ValueError):
         group(store, path=path)
@@ -1591,8 +1603,8 @@ def test_group(zarr_version):
     assert store is g.store
 
 
-@pytest.mark.skipif(have_fsspec is False, reason='needs fsspec')
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_group_writeable_mode(zarr_version, tmp_path):
     # Regression test for https://github.com/zarr-developers/zarr-python/issues/1353
     import fsspec
@@ -1602,179 +1614,179 @@ def test_group_writeable_mode(zarr_version, tmp_path):
     assert zg.store.map == store
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_open_group(zarr_version):
     # test the open_group() convenience function
 
-    store = 'data/group.zarr'
+    store = "data/group.zarr"
 
     expected_store_type = DirectoryStore if zarr_version == 2 else DirectoryStoreV3
 
     # mode == 'w'
-    path = None if zarr_version == 2 else 'group1'
-    g = open_group(store, path=path, mode='w', zarr_version=zarr_version)
+    path = None if zarr_version == 2 else "group1"
+    g = open_group(store, path=path, mode="w", zarr_version=zarr_version)
     assert isinstance(g, Group)
     assert isinstance(g.store, expected_store_type)
     assert 0 == len(g)
-    g.create_groups('foo', 'bar')
+    g.create_groups("foo", "bar")
     assert 2 == len(g)
 
     # mode in 'r', 'r+'
-    open_array('data/array.zarr', shape=100, chunks=10, mode='w')
-    for mode in 'r', 'r+':
+    open_array("data/array.zarr", shape=100, chunks=10, mode="w")
+    for mode in "r", "r+":
         with pytest.raises(ValueError):
-            open_group('doesnotexist', mode=mode)
+            open_group("doesnotexist", mode=mode)
         with pytest.raises(ValueError):
-            open_group('data/array.zarr', mode=mode)
-    g = open_group(store, mode='r')
+            open_group("data/array.zarr", mode=mode)
+    g = open_group(store, mode="r")
     assert isinstance(g, Group)
     assert 2 == len(g)
     with pytest.raises(PermissionError):
-        g.create_group('baz')
-    g = open_group(store, mode='r+')
+        g.create_group("baz")
+    g = open_group(store, mode="r+")
     assert isinstance(g, Group)
     assert 2 == len(g)
-    g.create_groups('baz', 'quux')
+    g.create_groups("baz", "quux")
     assert 4 == len(g)
 
     # mode == 'a'
     shutil.rmtree(store)
-    g = open_group(store, path=path, mode='a', zarr_version=zarr_version)
+    g = open_group(store, path=path, mode="a", zarr_version=zarr_version)
     assert isinstance(g, Group)
     assert isinstance(g.store, expected_store_type)
     assert 0 == len(g)
-    g.create_groups('foo', 'bar')
+    g.create_groups("foo", "bar")
     assert 2 == len(g)
     if zarr_version == 2:
         with pytest.raises(ValueError):
-            open_group('data/array.zarr', mode='a', zarr_version=zarr_version)
+            open_group("data/array.zarr", mode="a", zarr_version=zarr_version)
     else:
         # TODO, root: should this raise an error?
-        open_group('data/array.zarr', mode='a', zarr_version=zarr_version)
+        open_group("data/array.zarr", mode="a", zarr_version=zarr_version)
 
     # mode in 'w-', 'x'
-    for mode in 'w-', 'x':
+    for mode in "w-", "x":
         shutil.rmtree(store)
         g = open_group(store, path=path, mode=mode, zarr_version=zarr_version)
         assert isinstance(g, Group)
         assert isinstance(g.store, expected_store_type)
         assert 0 == len(g)
-        g.create_groups('foo', 'bar')
+        g.create_groups("foo", "bar")
         assert 2 == len(g)
         with pytest.raises(ValueError):
             open_group(store, path=path, mode=mode, zarr_version=zarr_version)
         if zarr_version == 2:
             with pytest.raises(ValueError):
-                open_group('data/array.zarr', mode=mode)
+                open_group("data/array.zarr", mode=mode)
 
     # open with path
-    g = open_group(store, path='foo/bar', zarr_version=zarr_version)
+    g = open_group(store, path="foo/bar", zarr_version=zarr_version)
     assert isinstance(g, Group)
-    assert 'foo/bar' == g.path
+    assert "foo/bar" == g.path
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_group_completions(zarr_version):
-    path = None if zarr_version == 2 else 'group1'
+    path = None if zarr_version == 2 else "group1"
     g = group(path=path, zarr_version=zarr_version)
     d = dir(g)
-    assert 'foo' not in d
-    assert 'bar' not in d
-    assert 'baz' not in d
-    assert 'qux' not in d
-    assert 'xxx' not in d
-    assert 'yyy' not in d
-    assert 'zzz' not in d
-    assert '123' not in d
-    assert '456' not in d
-    g.create_groups('foo', 'bar', 'baz/qux', '123')
-    g.zeros('xxx', shape=100)
-    g.zeros('yyy', shape=100)
-    g.zeros('zzz', shape=100)
-    g.zeros('456', shape=100)
+    assert "foo" not in d
+    assert "bar" not in d
+    assert "baz" not in d
+    assert "qux" not in d
+    assert "xxx" not in d
+    assert "yyy" not in d
+    assert "zzz" not in d
+    assert "123" not in d
+    assert "456" not in d
+    g.create_groups("foo", "bar", "baz/qux", "123")
+    g.zeros("xxx", shape=100)
+    g.zeros("yyy", shape=100)
+    g.zeros("zzz", shape=100)
+    g.zeros("456", shape=100)
     d = dir(g)
-    assert 'foo' in d
-    assert 'bar' in d
-    assert 'baz' in d
-    assert 'qux' not in d
-    assert 'xxx' in d
-    assert 'yyy' in d
-    assert 'zzz' in d
-    assert '123' not in d  # not valid identifier
-    assert '456' not in d  # not valid identifier
-
-
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
+    assert "foo" in d
+    assert "bar" in d
+    assert "baz" in d
+    assert "qux" not in d
+    assert "xxx" in d
+    assert "yyy" in d
+    assert "zzz" in d
+    assert "123" not in d  # not valid identifier
+    assert "456" not in d  # not valid identifier
+
+
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_group_key_completions(zarr_version):
-    path = None if zarr_version == 2 else 'group1'
+    path = None if zarr_version == 2 else "group1"
     g = group(path=path, zarr_version=zarr_version)
     d = dir(g)
     # noinspection PyProtectedMember
     k = g._ipython_key_completions_()
 
     # none of these names should be an attribute
-    assert 'foo' not in d
-    assert 'bar' not in d
-    assert 'baz' not in d
-    assert 'qux' not in d
-    assert 'xxx' not in d
-    assert 'yyy' not in d
-    assert 'zzz' not in d
-    assert '123' not in d
-    assert '456' not in d
-    assert 'asdf;' not in d
+    assert "foo" not in d
+    assert "bar" not in d
+    assert "baz" not in d
+    assert "qux" not in d
+    assert "xxx" not in d
+    assert "yyy" not in d
+    assert "zzz" not in d
+    assert "123" not in d
+    assert "456" not in d
+    assert "asdf;" not in d
 
     # none of these names should be an item
-    assert 'foo' not in k
-    assert 'bar' not in k
-    assert 'baz' not in k
-    assert 'qux' not in k
-    assert 'xxx' not in k
-    assert 'yyy' not in k
-    assert 'zzz' not in k
-    assert '123' not in k
-    assert '456' not in k
-    assert 'asdf;' not in k
-
-    g.create_groups('foo', 'bar', 'baz/qux', '123')
-    g.zeros('xxx', shape=100)
-    g.zeros('yyy', shape=100)
-    g.zeros('zzz', shape=100)
-    g.zeros('456', shape=100)
+    assert "foo" not in k
+    assert "bar" not in k
+    assert "baz" not in k
+    assert "qux" not in k
+    assert "xxx" not in k
+    assert "yyy" not in k
+    assert "zzz" not in k
+    assert "123" not in k
+    assert "456" not in k
+    assert "asdf;" not in k
+
+    g.create_groups("foo", "bar", "baz/qux", "123")
+    g.zeros("xxx", shape=100)
+    g.zeros("yyy", shape=100)
+    g.zeros("zzz", shape=100)
+    g.zeros("456", shape=100)
     if zarr_version == 2:
-        g.zeros('asdf;', shape=100)
+        g.zeros("asdf;", shape=100)
     else:
         # cannot have ; in key name for v3
         with pytest.raises(ValueError):
-            g.zeros('asdf;', shape=100)
+            g.zeros("asdf;", shape=100)
 
     d = dir(g)
     # noinspection PyProtectedMember
     k = g._ipython_key_completions_()
 
-    assert 'foo' in d
-    assert 'bar' in d
-    assert 'baz' in d
-    assert 'qux' not in d
-    assert 'xxx' in d
-    assert 'yyy' in d
-    assert 'zzz' in d
-    assert '123' not in d  # not valid identifier
-    assert '456' not in d  # not valid identifier
+    assert "foo" in d
+    assert "bar" in d
+    assert "baz" in d
+    assert "qux" not in d
+    assert "xxx" in d
+    assert "yyy" in d
+    assert "zzz" in d
+    assert "123" not in d  # not valid identifier
+    assert "456" not in d  # not valid identifier
     if zarr_version == 2:
-        assert 'asdf;' not in d  # not valid identifier
-
-    assert 'foo' in k
-    assert 'bar' in k
-    assert 'baz' in k
-    assert 'qux' not in k
-    assert 'xxx' in k
-    assert 'yyy' in k
-    assert 'zzz' in k
-    assert '123' in k
-    assert '456' in k
+        assert "asdf;" not in d  # not valid identifier
+
+    assert "foo" in k
+    assert "bar" in k
+    assert "baz" in k
+    assert "qux" not in k
+    assert "xxx" in k
+    assert "yyy" in k
+    assert "zzz" in k
+    assert "123" in k
+    assert "456" in k
     if zarr_version == 2:
-        assert 'asdf;' in k
+        assert "asdf;" in k
 
 
 def _check_tree(g, expect_bytes, expect_text):
@@ -1788,72 +1800,88 @@ def _check_tree(g, expect_bytes, expect_text):
         isinstance(widget, ipytree.Tree)
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
-@pytest.mark.parametrize('at_root', [False, True])
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
+@pytest.mark.parametrize("at_root", [False, True])
 def test_tree(zarr_version, at_root):
     # setup
-    path = None if at_root else 'group1'
+    path = None if at_root else "group1"
     g1 = group(path=path, zarr_version=zarr_version)
-    g2 = g1.create_group('foo')
-    g3 = g1.create_group('bar')
-    g3.create_group('baz')
-    g5 = g3.create_group('quux')
-    g5.create_dataset('baz', shape=100, chunks=10)
+    g2 = g1.create_group("foo")
+    g3 = g1.create_group("bar")
+    g3.create_group("baz")
+    g5 = g3.create_group("quux")
+    g5.create_dataset("baz", shape=100, chunks=10)
 
-    tree_path = '/' if at_root else path
+    tree_path = "/" if at_root else path
     # test root group
     if zarr_version == 2:
-        expect_bytes = textwrap.dedent(f"""\
+        expect_bytes = textwrap.dedent(
+            f"""\
         {tree_path}
          +-- bar
          |   +-- baz
          |   +-- quux
          |       +-- baz (100,) float64
-         +-- foo""").encode()
-        expect_text = textwrap.dedent(f"""\
+         +-- foo"""
+        ).encode()
+        expect_text = textwrap.dedent(
+            f"""\
         {tree_path}
          ├── bar
          │   ├── baz
          │   └── quux
          │       └── baz (100,) float64
-         └── foo""")
+         └── foo"""
+        )
     else:
         # Almost the same as for v2, but has a path name and the
         # subgroups are not necessarily sorted alphabetically.
-        expect_bytes = textwrap.dedent(f"""\
+        expect_bytes = textwrap.dedent(
+            f"""\
         {tree_path}
          +-- foo
          +-- bar
              +-- baz
              +-- quux
-                 +-- baz (100,) float64""").encode()
-        expect_text = textwrap.dedent(f"""\
+                 +-- baz (100,) float64"""
+        ).encode()
+        expect_text = textwrap.dedent(
+            f"""\
         {tree_path}
          ├── foo
          └── bar
              ├── baz
              └── quux
-                 └── baz (100,) float64""")
+                 └── baz (100,) float64"""
+        )
     _check_tree(g1, expect_bytes, expect_text)
 
     # test different group
-    expect_bytes = textwrap.dedent("""\
-    foo""").encode()
-    expect_text = textwrap.dedent("""\
-    foo""")
+    expect_bytes = textwrap.dedent(
+        """\
+    foo"""
+    ).encode()
+    expect_text = textwrap.dedent(
+        """\
+    foo"""
+    )
     _check_tree(g2, expect_bytes, expect_text)
 
     # test different group
-    expect_bytes = textwrap.dedent("""\
+    expect_bytes = textwrap.dedent(
+        """\
     bar
      +-- baz
      +-- quux
-         +-- baz (100,) float64""").encode()
-    expect_text = textwrap.dedent("""\
+         +-- baz (100,) float64"""
+    ).encode()
+    expect_text = textwrap.dedent(
+        """\
     bar
      ├── baz
      └── quux
-         └── baz (100,) float64""")
+         └── baz (100,) float64"""
+    )
     _check_tree(g3, expect_bytes, expect_text)
 
 
@@ -1866,38 +1894,38 @@ def test_group_mismatched_store_versions():
     chunk_store_v2 = KVStore(dict())
     chunk_store_v3 = KVStoreV3(dict())
 
-    init_group(store_v2, path='group1', chunk_store=chunk_store_v2)
-    init_group(store_v3, path='group1', chunk_store=chunk_store_v3)
+    init_group(store_v2, path="group1", chunk_store=chunk_store_v2)
+    init_group(store_v3, path="group1", chunk_store=chunk_store_v3)
 
-    g1_v3 = Group(store_v3, path='group1', read_only=True, chunk_store=chunk_store_v3)
+    g1_v3 = Group(store_v3, path="group1", read_only=True, chunk_store=chunk_store_v3)
     assert isinstance(g1_v3._store, KVStoreV3)
-    g1_v2 = Group(store_v2, path='group1', read_only=True, chunk_store=chunk_store_v2)
+    g1_v2 = Group(store_v2, path="group1", read_only=True, chunk_store=chunk_store_v2)
     assert isinstance(g1_v2._store, KVStore)
 
     # store and chunk_store must have the same zarr protocol version
     with pytest.raises(ValueError):
-        Group(store_v3, path='group1', read_only=False, chunk_store=chunk_store_v2)
+        Group(store_v3, path="group1", read_only=False, chunk_store=chunk_store_v2)
     with pytest.raises(ValueError):
-        Group(store_v2, path='group1', read_only=False, chunk_store=chunk_store_v3)
+        Group(store_v2, path="group1", read_only=False, chunk_store=chunk_store_v3)
     with pytest.raises(ValueError):
-        open_group(store_v2, path='group1', chunk_store=chunk_store_v3)
+        open_group(store_v2, path="group1", chunk_store=chunk_store_v3)
     with pytest.raises(ValueError):
-        open_group(store_v3, path='group1', chunk_store=chunk_store_v2)
+        open_group(store_v3, path="group1", chunk_store=chunk_store_v2)
 
     # raises Value if read_only and path is not a pre-existing group
     with pytest.raises(ValueError):
-        Group(store_v3, path='group2', read_only=True, chunk_store=chunk_store_v3)
+        Group(store_v3, path="group2", read_only=True, chunk_store=chunk_store_v3)
     with pytest.raises(ValueError):
-        Group(store_v3, path='group2', read_only=True, chunk_store=chunk_store_v3)
+        Group(store_v3, path="group2", read_only=True, chunk_store=chunk_store_v3)
 
 
-@pytest.mark.parametrize('zarr_version', _VERSIONS)
+@pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_open_group_from_paths(zarr_version):
     """Verify zarr_version is applied to both the store and chunk_store."""
     store = tempfile.mkdtemp()
     chunk_store = tempfile.mkdtemp()
     atexit.register(atexit_rmtree, store)
     atexit.register(atexit_rmtree, chunk_store)
-    path = 'g1'
+    path = "g1"
     g = open_group(store, path=path, chunk_store=chunk_store, zarr_version=zarr_version)
     assert g._store._store_version == g._chunk_store._store_version == zarr_version
diff --git a/zarr/tests/test_indexing.py b/zarr/tests/test_indexing.py
index 61e76c63da..8a34c1e715 100644
--- a/zarr/tests/test_indexing.py
+++ b/zarr/tests/test_indexing.py
@@ -51,22 +51,20 @@ def test_replace_ellipsis():
     assert (slice(None), 0) == replace_ellipsis((slice(None), 0), (100, 100))
 
     # 2D slice
-    assert ((slice(None), slice(None)) ==
-            replace_ellipsis(Ellipsis, (100, 100)))
-    assert ((slice(None), slice(None)) ==
-            replace_ellipsis(slice(None), (100, 100)))
-    assert ((slice(None), slice(None)) ==
-            replace_ellipsis((slice(None), slice(None)), (100, 100)))
-    assert ((slice(None), slice(None)) ==
-            replace_ellipsis((Ellipsis, slice(None)), (100, 100)))
-    assert ((slice(None), slice(None)) ==
-            replace_ellipsis((slice(None), Ellipsis), (100, 100)))
-    assert ((slice(None), slice(None)) ==
-            replace_ellipsis((slice(None), Ellipsis, slice(None)), (100, 100)))
-    assert ((slice(None), slice(None)) ==
-            replace_ellipsis((Ellipsis, slice(None), slice(None)), (100, 100)))
-    assert ((slice(None), slice(None)) ==
-            replace_ellipsis((slice(None), slice(None), Ellipsis), (100, 100)))
+    assert (slice(None), slice(None)) == replace_ellipsis(Ellipsis, (100, 100))
+    assert (slice(None), slice(None)) == replace_ellipsis(slice(None), (100, 100))
+    assert (slice(None), slice(None)) == replace_ellipsis((slice(None), slice(None)), (100, 100))
+    assert (slice(None), slice(None)) == replace_ellipsis((Ellipsis, slice(None)), (100, 100))
+    assert (slice(None), slice(None)) == replace_ellipsis((slice(None), Ellipsis), (100, 100))
+    assert (slice(None), slice(None)) == replace_ellipsis(
+        (slice(None), Ellipsis, slice(None)), (100, 100)
+    )
+    assert (slice(None), slice(None)) == replace_ellipsis(
+        (Ellipsis, slice(None), slice(None)), (100, 100)
+    )
+    assert (slice(None), slice(None)) == replace_ellipsis(
+        (slice(None), slice(None), Ellipsis), (100, 100)
+    )
 
 
 def test_get_basic_selection_0d():
@@ -87,25 +85,25 @@ def test_get_basic_selection_0d():
     assert_array_equal(a, b)
 
     # test structured array
-    value = (b'aaa', 1,  4.2)
-    a = np.array(value, dtype=[('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
+    value = (b"aaa", 1, 4.2)
+    a = np.array(value, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
     z = zarr.create(shape=a.shape, dtype=a.dtype, fill_value=None)
     z[()] = value
     assert_array_equal(a, z.get_basic_selection(Ellipsis))
     assert_array_equal(a, z[...])
     assert a[()] == z.get_basic_selection(())
     assert a[()] == z[()]
-    assert b'aaa' == z.get_basic_selection((), fields='foo')
-    assert b'aaa' == z['foo']
-    assert a[['foo', 'bar']] == z.get_basic_selection((), fields=['foo', 'bar'])
-    assert a[['foo', 'bar']] == z['foo', 'bar']
+    assert b"aaa" == z.get_basic_selection((), fields="foo")
+    assert b"aaa" == z["foo"]
+    assert a[["foo", "bar"]] == z.get_basic_selection((), fields=["foo", "bar"])
+    assert a[["foo", "bar"]] == z["foo", "bar"]
     # test out param
     b = np.zeros_like(a)
     z.get_basic_selection(Ellipsis, out=b)
     assert_array_equal(a, b)
-    c = np.zeros_like(a[['foo', 'bar']])
-    z.get_basic_selection(Ellipsis, out=c, fields=['foo', 'bar'])
-    assert_array_equal(a[['foo', 'bar']], c)
+    c = np.zeros_like(a[["foo", "bar"]])
+    z.get_basic_selection(Ellipsis, out=c, fields=["foo", "bar"])
+    assert_array_equal(a[["foo", "bar"]], c)
 
 
 basic_selections_1d = [
@@ -175,8 +173,8 @@ def test_get_basic_selection_0d():
     slice(-1, 0, -1),
     # bad stuff
     2.3,
-    'foo',
-    b'xxx',
+    "foo",
+    b"xxx",
     None,
     (0, 0),
     (slice(None), slice(None)),
@@ -252,8 +250,8 @@ def test_get_basic_selection_1d():
 basic_selections_2d_bad = [
     # bad stuff
     2.3,
-    'foo',
-    b'xxx',
+    "foo",
+    b"xxx",
     None,
     (2.3, slice(None)),
     # only positive step supported
@@ -300,71 +298,34 @@ def test_fancy_indexing_fallback_on_get_setitem():
             [0, 0, 0, 1],
         ],
     )
-    np.testing.assert_array_equal(
-        z[[1, 2, 3], [1, 2, 3]], 1
-    )
+    np.testing.assert_array_equal(z[[1, 2, 3], [1, 2, 3]], 1)
     # test broadcasting
-    np.testing.assert_array_equal(
-        z[1, [1, 2, 3]], [1, 0, 0]
-    )
+    np.testing.assert_array_equal(z[1, [1, 2, 3]], [1, 0, 0])
     # test 1D fancy indexing
     z2 = zarr.zeros(5)
     z2[[1, 2, 3]] = 1
-    np.testing.assert_array_equal(
-        z2, [0, 1, 1, 1, 0]
-    )
+    np.testing.assert_array_equal(z2, [0, 1, 1, 1, 0])
 
 
-@pytest.mark.parametrize("index,expected_result",
-                         [
-                             # Single iterable of integers
-                             (
-                                [0, 1],
-                                [[0, 1, 2],
-                                 [3, 4, 5]]
-                             ),
-                             # List first, then slice
-                             (
-                                     ([0, 1], slice(None)),
-                                     [[0, 1, 2],
-                                      [3, 4, 5]]
-                             ),
-                             # List first, then slice
-                             (
-                                     ([0, 1], slice(1, None)),
-                                     [[1, 2],
-                                      [4, 5]]
-                             ),
-                             # Slice first, then list
-                             (
-                                     (slice(0, 2), [0, 2]),
-                                     [[0, 2],
-                                      [3, 5]]
-                             ),
-                             # Slices only
-                             (
-                                     (slice(0, 2), slice(0, 2)),
-                                     [[0, 1],
-                                      [3, 4]]
-                             ),
-                             # List with repeated index
-                             (
-                                     ([1, 0, 1], slice(1, None)),
-                                     [[4, 5],
-                                      [1, 2],
-                                      [4, 5]]
-                             ),
-                             # 1D indexing
-                             (
-                                     ([1, 0, 1]),
-                                     [
-                                         [3, 4, 5],
-                                         [0, 1, 2],
-                                         [3, 4, 5]
-                                     ]
-                             )
-
-                         ])
+@pytest.mark.parametrize(
+    "index,expected_result",
+    [
+        # Single iterable of integers
+        ([0, 1], [[0, 1, 2], [3, 4, 5]]),
+        # List first, then slice
+        (([0, 1], slice(None)), [[0, 1, 2], [3, 4, 5]]),
+        # List first, then slice
+        (([0, 1], slice(1, None)), [[1, 2], [4, 5]]),
+        # Slice first, then list
+        ((slice(0, 2), [0, 2]), [[0, 2], [3, 5]]),
+        # Slices only
+        ((slice(0, 2), slice(0, 2)), [[0, 1], [3, 4]]),
+        # List with repeated index
+        (([1, 0, 1], slice(1, None)), [[4, 5], [1, 2], [4, 5]]),
+        # 1D indexing
+        (([1, 0, 1]), [[3, 4, 5], [0, 1, 2], [3, 4, 5]]),
+    ],
+)
 def test_orthogonal_indexing_fallback_on_getitem_2d(index, expected_result):
     """
     Tests the orthogonal indexing fallback on __getitem__ for a 2D matrix.
@@ -382,34 +343,19 @@ def test_orthogonal_indexing_fallback_on_getitem_2d(index, expected_result):
     np.testing.assert_array_equal(z[index], expected_result)
 
 
-@pytest.mark.parametrize("index,expected_result",
-                         [
-                             # Single iterable of integers
-                             (
-                                [0, 1],
-                                [[[0,  1,  2],
-                                  [3,  4,  5],
-                                  [6,  7,  8]],
-                                 [[9, 10, 11],
-                                  [12, 13, 14],
-                                  [15, 16, 17]]]
-                             ),
-                             # One slice, two integers
-                             (
-                                     (slice(0, 2), 1, 1),
-                                     [4, 13]
-                             ),
-                             # One integer, two slices
-                             (
-                                     (slice(0, 2), 1, slice(0, 2)),
-                                     [[3, 4], [12, 13]]
-                             ),
-                             # Two slices and a list
-                             (
-                                     (slice(0, 2), [1, 2], slice(0, 2)),
-                                     [[[3, 4], [6, 7]], [[12, 13], [15, 16]]]
-                             ),
-                         ])
+@pytest.mark.parametrize(
+    "index,expected_result",
+    [
+        # Single iterable of integers
+        ([0, 1], [[[0, 1, 2], [3, 4, 5], [6, 7, 8]], [[9, 10, 11], [12, 13, 14], [15, 16, 17]]]),
+        # One slice, two integers
+        ((slice(0, 2), 1, 1), [4, 13]),
+        # One integer, two slices
+        ((slice(0, 2), 1, slice(0, 2)), [[3, 4], [12, 13]]),
+        # Two slices and a list
+        ((slice(0, 2), [1, 2], slice(0, 2)), [[[3, 4], [6, 7]], [[12, 13], [15, 16]]]),
+    ],
+)
 def test_orthogonal_indexing_fallback_on_getitem_3d(index, expected_result):
     """
     Tests the orthogonal indexing fallback on __getitem__ for a 3D matrix.
@@ -439,36 +385,14 @@ def test_orthogonal_indexing_fallback_on_getitem_3d(index, expected_result):
     "index,expected_result",
     [
         # Single iterable of integers
-        (
-            [0, 1],
-            [
-                [1, 1, 1],
-                [1, 1, 1],
-                [0, 0, 0]
-            ]
-        ),
+        ([0, 1], [[1, 1, 1], [1, 1, 1], [0, 0, 0]]),
         # List and slice combined
-        (
-                ([0, 1], slice(1, 3)),
-                [[0, 1, 1],
-                 [0, 1, 1],
-                 [0, 0, 0]]
-        ),
+        (([0, 1], slice(1, 3)), [[0, 1, 1], [0, 1, 1], [0, 0, 0]]),
         # Index repetition is ignored on setitem
-        (
-                ([0, 1, 1, 1, 1, 1, 1], slice(1, 3)),
-                [[0, 1, 1],
-                 [0, 1, 1],
-                 [0, 0, 0]]
-        ),
+        (([0, 1, 1, 1, 1, 1, 1], slice(1, 3)), [[0, 1, 1], [0, 1, 1], [0, 0, 0]]),
         # Slice with step
-        (
-                ([0, 2], slice(None, None, 2)),
-                [[1, 0, 1],
-                 [0, 0, 0],
-                 [1, 0, 1]]
-        )
-    ]
+        (([0, 2], slice(None, None, 2)), [[1, 0, 1], [0, 0, 0], [1, 0, 1]]),
+    ],
 )
 def test_orthogonal_indexing_fallback_on_setitem_2d(index, expected_result):
     """
@@ -482,12 +406,8 @@ def test_orthogonal_indexing_fallback_on_setitem_2d(index, expected_result):
     z = zarr.array(a)
     z[index] = 1
     a[index] = 1
-    np.testing.assert_array_equal(
-        z, expected_result
-    )
-    np.testing.assert_array_equal(
-        z, a, err_msg="Indexing disagrees with numpy"
-    )
+    np.testing.assert_array_equal(z, expected_result)
+    np.testing.assert_array_equal(z, a, err_msg="Indexing disagrees with numpy")
 
 
 def test_fancy_indexing_doesnt_mix_with_implicit_slicing():
@@ -495,15 +415,11 @@ def test_fancy_indexing_doesnt_mix_with_implicit_slicing():
     with pytest.raises(IndexError):
         z2[[1, 2, 3], [1, 2, 3]] = 2
     with pytest.raises(IndexError):
-        np.testing.assert_array_equal(
-            z2[[1, 2, 3], [1, 2, 3]], 0
-        )
+        np.testing.assert_array_equal(z2[[1, 2, 3], [1, 2, 3]], 0)
     with pytest.raises(IndexError):
         z2[..., [1, 2, 3]] = 2
     with pytest.raises(IndexError):
-        np.testing.assert_array_equal(
-            z2[..., [1, 2, 3]], 0
-        )
+        np.testing.assert_array_equal(z2[..., [1, 2, 3]], 0)
 
 
 def test_set_basic_selection_0d():
@@ -523,8 +439,8 @@ def test_set_basic_selection_0d():
     assert_array_equal(v, z)
 
     # test structured array
-    value = (b'aaa', 1,  4.2)
-    v = np.array(value, dtype=[('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
+    value = (b"aaa", 1, 4.2)
+    v = np.array(value, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
     a = np.zeros_like(v)
     z = zarr.create(shape=a.shape, dtype=a.dtype, fill_value=None)
 
@@ -538,19 +454,19 @@ def test_set_basic_selection_0d():
     z[...] = a
     assert_array_equal(a, z)
     # with fields
-    z.set_basic_selection(Ellipsis, v['foo'], fields='foo')
-    assert v['foo'] == z['foo']
-    assert a['bar'] == z['bar']
-    assert a['baz'] == z['baz']
-    z['bar'] = v['bar']
-    assert v['foo'] == z['foo']
-    assert v['bar'] == z['bar']
-    assert a['baz'] == z['baz']
+    z.set_basic_selection(Ellipsis, v["foo"], fields="foo")
+    assert v["foo"] == z["foo"]
+    assert a["bar"] == z["bar"]
+    assert a["baz"] == z["baz"]
+    z["bar"] = v["bar"]
+    assert v["foo"] == z["foo"]
+    assert v["bar"] == z["bar"]
+    assert a["baz"] == z["baz"]
     # multiple field assignment not supported
     with pytest.raises(IndexError):
-        z.set_basic_selection(Ellipsis, v[['foo', 'bar']], fields=['foo', 'bar'])
+        z.set_basic_selection(Ellipsis, v[["foo", "bar"]], fields=["foo", "bar"])
     with pytest.raises(IndexError):
-        z[..., 'foo', 'bar'] = v[['foo', 'bar']]
+        z[..., "foo", "bar"] = v[["foo", "bar"]]
 
 
 def _test_get_orthogonal_selection(a, z, selection):
@@ -610,7 +526,6 @@ def test_get_orthogonal_selection_1d_int():
         [0, 3, 10, -23, -12, -1],
         # explicit test not sorted
         [3, 105, 23, 127],
-
     ]
     for selection in selections:
         _test_get_orthogonal_selection(a, z, selection)
@@ -671,7 +586,7 @@ def test_get_orthogonal_selection_2d():
 
         # integer arrays
         ix0 = np.random.choice(a.shape[0], size=int(a.shape[0] * p), replace=True)
-        ix1 = np.random.choice(a.shape[1], size=int(a.shape[1] * .5), replace=True)
+        ix1 = np.random.choice(a.shape[1], size=int(a.shape[1] * 0.5), replace=True)
         _test_get_orthogonal_selection_2d(a, z, ix0, ix1)
         ix0.sort()
         ix1.sort()
@@ -738,14 +653,14 @@ def test_get_orthogonal_selection_3d():
 
         # boolean arrays
         ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
-        ix1 = np.random.binomial(1, .5, size=a.shape[1]).astype(bool)
-        ix2 = np.random.binomial(1, .5, size=a.shape[2]).astype(bool)
+        ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
+        ix2 = np.random.binomial(1, 0.5, size=a.shape[2]).astype(bool)
         _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2)
 
         # integer arrays
         ix0 = np.random.choice(a.shape[0], size=int(a.shape[0] * p), replace=True)
-        ix1 = np.random.choice(a.shape[1], size=int(a.shape[1] * .5), replace=True)
-        ix2 = np.random.choice(a.shape[2], size=int(a.shape[2] * .5), replace=True)
+        ix1 = np.random.choice(a.shape[1], size=int(a.shape[1] * 0.5), replace=True)
+        ix2 = np.random.choice(a.shape[2], size=int(a.shape[2] * 0.5), replace=True)
         _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2)
         ix0.sort()
         ix1.sort()
@@ -846,12 +761,12 @@ def test_set_orthogonal_selection_2d():
 
         # boolean arrays
         ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
-        ix1 = np.random.binomial(1, .5, size=a.shape[1]).astype(bool)
+        ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
         _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1)
 
         # integer arrays
         ix0 = np.random.choice(a.shape[0], size=int(a.shape[0] * p), replace=True)
-        ix1 = np.random.choice(a.shape[1], size=int(a.shape[1] * .5), replace=True)
+        ix1 = np.random.choice(a.shape[1], size=int(a.shape[1] * 0.5), replace=True)
         _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1)
         ix0.sort()
         ix1.sort()
@@ -904,14 +819,14 @@ def test_set_orthogonal_selection_3d():
 
         # boolean arrays
         ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
-        ix1 = np.random.binomial(1, .5, size=a.shape[1]).astype(bool)
-        ix2 = np.random.binomial(1, .5, size=a.shape[2]).astype(bool)
+        ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
+        ix2 = np.random.binomial(1, 0.5, size=a.shape[2]).astype(bool)
         _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2)
 
         # integer arrays
         ix0 = np.random.choice(a.shape[0], size=int(a.shape[0] * p), replace=True)
-        ix1 = np.random.choice(a.shape[1], size=int(a.shape[1] * .5), replace=True)
-        ix2 = np.random.choice(a.shape[2], size=int(a.shape[2] * .5), replace=True)
+        ix1 = np.random.choice(a.shape[1], size=int(a.shape[1] * 0.5), replace=True)
+        ix2 = np.random.choice(a.shape[2], size=int(a.shape[2] * 0.5), replace=True)
         _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2)
 
         # sorted increasing
@@ -939,19 +854,13 @@ def test_orthogonal_indexing_fallback_on_get_setitem():
             [0, 0, 0, 1],
         ],
     )
-    np.testing.assert_array_equal(
-        z[[1, 2, 3], [1, 2, 3]], 1
-    )
+    np.testing.assert_array_equal(z[[1, 2, 3], [1, 2, 3]], 1)
     # test broadcasting
-    np.testing.assert_array_equal(
-        z[1, [1, 2, 3]], [1, 0, 0]
-    )
+    np.testing.assert_array_equal(z[1, [1, 2, 3]], [1, 0, 0])
     # test 1D fancy indexing
     z2 = zarr.zeros(5)
     z2[[1, 2, 3]] = 1
-    np.testing.assert_array_equal(
-        z2, [0, 1, 1, 1, 0]
-    )
+    np.testing.assert_array_equal(z2, [0, 1, 1, 1, 0])
 
 
 def _test_get_coordinate_selection(a, z, selection):
@@ -969,8 +878,8 @@ def _test_get_coordinate_selection(a, z, selection):
     Ellipsis,
     # bad stuff
     2.3,
-    'foo',
-    b'xxx',
+    "foo",
+    b"xxx",
     None,
     (0, 0),
     (slice(None), slice(None)),
@@ -1060,10 +969,8 @@ def test_get_coordinate_selection_2d():
     _test_get_coordinate_selection(a, z, (ix0, ix1))
 
     # multi-dimensional selection
-    ix0 = np.array([[1, 1, 2],
-                    [2, 2, 5]])
-    ix1 = np.array([[1, 3, 2],
-                    [1, 0, 0]])
+    ix0 = np.array([[1, 1, 2], [2, 2, 5]])
+    ix1 = np.array([[1, 3, 2], [1, 0, 0]])
     _test_get_coordinate_selection(a, z, (ix0, ix1))
 
     with pytest.raises(IndexError):
@@ -1146,10 +1053,8 @@ def test_set_coordinate_selection_2d():
             _test_set_coordinate_selection(v, a, z, selection)
 
     # multi-dimensional selection
-    ix0 = np.array([[1, 2, 3],
-                    [4, 5, 6]])
-    ix1 = np.array([[1, 3, 2],
-                    [2, 0, 5]])
+    ix0 = np.array([[1, 2, 3], [4, 5, 6]])
+    ix1 = np.array([[1, 3, 2], [2, 0, 5]])
     _test_set_coordinate_selection(v, a, z, (ix0, ix1))
 
 
@@ -1196,12 +1101,12 @@ def _test_get_block_selection(a, z, selection, expected_idx):
     slice(3, 8, 2),
     # bad stuff
     2.3,
-    'foo',
-    b'xxx',
+    "foo",
+    b"xxx",
     None,
     (0, 0),
     (slice(None), slice(None)),
-    [0, 5, 3]
+    [0, 5, 3],
 ]
 
 
@@ -1211,8 +1116,7 @@ def test_get_block_selection_1d():
     z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
     z[:] = a
 
-    for selection, expected_idx in \
-            zip(block_selections_1d, block_selections_1d_array_projection):
+    for selection, expected_idx in zip(block_selections_1d, block_selections_1d_array_projection):
         _test_get_block_selection(a, z, selection, expected_idx)
 
     bad_selections = block_selections_1d_bad + [
@@ -1264,8 +1168,7 @@ def test_get_block_selection_2d():
     z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
     z[:] = a
 
-    for selection, expected_idx in \
-            zip(block_selections_2d, block_selections_2d_array_projection):
+    for selection, expected_idx in zip(block_selections_2d, block_selections_2d_array_projection):
         _test_get_block_selection(a, z, selection, expected_idx)
 
     with pytest.raises(IndexError):
@@ -1300,8 +1203,7 @@ def test_set_block_selection_1d():
     a = np.empty(v.shape, dtype=v.dtype)
     z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
 
-    for selection, expected_idx in \
-            zip(block_selections_1d, block_selections_1d_array_projection):
+    for selection, expected_idx in zip(block_selections_1d, block_selections_1d_array_projection):
         _test_set_block_selection(v, a, z, selection, expected_idx)
 
     for selection in block_selections_1d_bad:
@@ -1317,8 +1219,7 @@ def test_set_block_selection_2d():
     a = np.empty(v.shape, dtype=v.dtype)
     z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
 
-    for selection, expected_idx in \
-            zip(block_selections_2d, block_selections_2d_array_projection):
+    for selection, expected_idx in zip(block_selections_2d, block_selections_2d_array_projection):
         _test_set_block_selection(v, a, z, selection, expected_idx)
 
     with pytest.raises(IndexError):
@@ -1347,8 +1248,8 @@ def _test_get_mask_selection(a, z, selection):
     Ellipsis,
     # bad stuff
     2.3,
-    'foo',
-    b'xxx',
+    "foo",
+    b"xxx",
     None,
     (0, 0),
     (slice(None), slice(None)),
@@ -1478,7 +1379,7 @@ def test_get_selection_out():
     # test with different degrees of sparseness
     for p in 0.5, 0.1, 0.01:
         ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
-        ix1 = np.random.binomial(1, .5, size=a.shape[1]).astype(bool)
+        ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
         selections = [
             # index both axes with array
             (ix0, ix1),
@@ -1526,22 +1427,20 @@ def test_get_selection_out():
 
 def test_get_selections_with_fields():
 
-    a = [('aaa', 1, 4.2),
-         ('bbb', 2, 8.4),
-         ('ccc', 3, 12.6)]
-    a = np.array(a, dtype=[('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
+    a = [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)]
+    a = np.array(a, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
     z = zarr.create(shape=a.shape, chunks=2, dtype=a.dtype, fill_value=None)
     z[:] = a
 
     fields_fixture = [
-        'foo',
-        ['foo'],
-        ['foo', 'bar'],
-        ['foo', 'baz'],
-        ['bar', 'baz'],
-        ['foo', 'bar', 'baz'],
-        ['bar', 'foo'],
-        ['baz', 'bar', 'foo'],
+        "foo",
+        ["foo"],
+        ["foo", "bar"],
+        ["foo", "baz"],
+        ["bar", "baz"],
+        ["foo", "bar", "baz"],
+        ["bar", "foo"],
+        ["baz", "bar", "foo"],
     ]
 
     for fields in fields_fixture:
@@ -1629,30 +1528,28 @@ def test_get_selections_with_fields():
 
     # missing/bad fields
     with pytest.raises(IndexError):
-        z.get_basic_selection(Ellipsis, fields=['notafield'])
+        z.get_basic_selection(Ellipsis, fields=["notafield"])
     with pytest.raises(IndexError):
         z.get_basic_selection(Ellipsis, fields=slice(None))
 
 
 def test_set_selections_with_fields():
 
-    v = [('aaa', 1, 4.2),
-         ('bbb', 2, 8.4),
-         ('ccc', 3, 12.6)]
-    v = np.array(v, dtype=[('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
+    v = [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)]
+    v = np.array(v, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
     a = np.empty_like(v)
     z = zarr.empty_like(v, chunks=2)
 
     fields_fixture = [
-        'foo',
+        "foo",
         [],
-        ['foo'],
-        ['foo', 'bar'],
-        ['foo', 'baz'],
-        ['bar', 'baz'],
-        ['foo', 'bar', 'baz'],
-        ['bar', 'foo'],
-        ['baz', 'bar', 'foo'],
+        ["foo"],
+        ["foo", "bar"],
+        ["foo", "baz"],
+        ["bar", "baz"],
+        ["foo", "bar", "baz"],
+        ["bar", "foo"],
+        ["baz", "bar", "foo"],
     ]
 
     for fields in fields_fixture:
@@ -1682,8 +1579,8 @@ def test_set_selections_with_fields():
                 key = fields
 
             # setup expectation
-            a[:] = ('', 0, 0)
-            z[:] = ('', 0, 0)
+            a[:] = ("", 0, 0)
+            z[:] = ("", 0, 0)
             assert_array_equal(a, z[:])
             a[key] = v[key]
             # total selection
@@ -1691,31 +1588,31 @@ def test_set_selections_with_fields():
             assert_array_equal(a, z[:])
 
             # basic selection with slice
-            a[:] = ('', 0, 0)
-            z[:] = ('', 0, 0)
+            a[:] = ("", 0, 0)
+            z[:] = ("", 0, 0)
             a[key][0:2] = v[key][0:2]
             z.set_basic_selection(slice(0, 2), v[key][0:2], fields=fields)
             assert_array_equal(a, z[:])
 
             # orthogonal selection
-            a[:] = ('', 0, 0)
-            z[:] = ('', 0, 0)
+            a[:] = ("", 0, 0)
+            z[:] = ("", 0, 0)
             ix = [0, 2]
             a[key][ix] = v[key][ix]
             z.set_orthogonal_selection(ix, v[key][ix], fields=fields)
             assert_array_equal(a, z[:])
 
             # coordinate selection
-            a[:] = ('', 0, 0)
-            z[:] = ('', 0, 0)
+            a[:] = ("", 0, 0)
+            z[:] = ("", 0, 0)
             ix = [0, 2]
             a[key][ix] = v[key][ix]
             z.set_coordinate_selection(ix, v[key][ix], fields=fields)
             assert_array_equal(a, z[:])
 
             # mask selection
-            a[:] = ('', 0, 0)
-            z[:] = ('', 0, 0)
+            a[:] = ("", 0, 0)
+            z[:] = ("", 0, 0)
             ix = [True, False, True]
             a[key][ix] = v[key][ix]
             z.set_mask_selection(ix, v[key][ix], fields=fields)
@@ -1823,17 +1720,24 @@ def test_numpy_int_indexing():
         # 1D test cases
         ((1070,), (50,), [("__getitem__", (slice(200, 400),))]),
         ((1070,), (50,), [("__getitem__", (slice(200, 400, 100),))]),
-        ((1070,), (50,), [
-            ("__getitem__", (slice(200, 400),)),
-            ("__setitem__", (slice(200, 400, 100),)),
-        ]),
-
+        (
+            (1070,),
+            (50,),
+            [
+                ("__getitem__", (slice(200, 400),)),
+                ("__setitem__", (slice(200, 400, 100),)),
+            ],
+        ),
         # 2D test cases
-        ((40, 50), (5, 8), [
-            ("__getitem__", (slice(6, 37, 13), (slice(4, 10)))),
-            ("__setitem__", (slice(None), (slice(None)))),
-        ]),
-    ]
+        (
+            (40, 50),
+            (5, 8),
+            [
+                ("__getitem__", (slice(6, 37, 13), (slice(4, 10)))),
+                ("__setitem__", (slice(None), (slice(None)))),
+            ],
+        ),
+    ],
 )
 def test_accessed_chunks(shape, chunks, ops):
     # Test that only the required chunks are accessed during basic selection operations
@@ -1881,9 +1785,8 @@ def test_accessed_chunks(shape, chunks, ops):
             # don't determine if the chunk was actually partial here, just that the
             # counts are consistent that this might have happened
             if optype == "__setitem__":
-                assert (
-                    ("__getitem__", ci) not in delta_counts or
-                    delta_counts.pop(("__getitem__", ci)) == 1
-                )
+                assert ("__getitem__", ci) not in delta_counts or delta_counts.pop(
+                    ("__getitem__", ci)
+                ) == 1
         # Check that no other chunks were accessed
         assert len(delta_counts) == 0
diff --git a/zarr/tests/test_info.py b/zarr/tests/test_info.py
index 434d19d1f7..7fb6feb11b 100644
--- a/zarr/tests/test_info.py
+++ b/zarr/tests/test_info.py
@@ -5,22 +5,32 @@
 from zarr.util import InfoReporter
 
 
-@pytest.mark.parametrize('array_size', [10, 15000])
+@pytest.mark.parametrize("array_size", [10, 15000])
 def test_info(array_size):
 
     # setup
-    g = zarr.group(store=dict(), chunk_store=dict(),
-                   synchronizer=zarr.ThreadSynchronizer())
-    g.create_group('foo')
-    z = g.zeros('bar', shape=array_size, filters=[numcodecs.Adler32()])
+    g = zarr.group(store=dict(), chunk_store=dict(), synchronizer=zarr.ThreadSynchronizer())
+    g.create_group("foo")
+    z = g.zeros("bar", shape=array_size, filters=[numcodecs.Adler32()])
 
     # test group info
     items = g.info_items()
     keys = sorted([k for k, _ in items])
-    expected_keys = sorted([
-        'Type', 'Read-only', 'Synchronizer type', 'Store type', 'Chunk store type',
-        'No. members', 'No. arrays', 'No. groups', 'Arrays', 'Groups', 'Name'
-    ])
+    expected_keys = sorted(
+        [
+            "Type",
+            "Read-only",
+            "Synchronizer type",
+            "Store type",
+            "Chunk store type",
+            "No. members",
+            "No. arrays",
+            "No. groups",
+            "Arrays",
+            "Groups",
+            "Name",
+        ]
+    )
     assert expected_keys == keys
 
     # can also get a string representation of info via the info attribute
@@ -30,11 +40,26 @@ def test_info(array_size):
     # test array info
     items = z.info_items()
     keys = sorted([k for k, _ in items])
-    expected_keys = sorted([
-        'Type', 'Data type', 'Shape', 'Chunk shape', 'Order', 'Read-only', 'Filter [0]',
-        'Compressor', 'Synchronizer type', 'Store type', 'Chunk store type', 'No. bytes',
-        'No. bytes stored', 'Storage ratio', 'Chunks initialized', 'Name'
-    ])
+    expected_keys = sorted(
+        [
+            "Type",
+            "Data type",
+            "Shape",
+            "Chunk shape",
+            "Order",
+            "Read-only",
+            "Filter [0]",
+            "Compressor",
+            "Synchronizer type",
+            "Store type",
+            "Chunk store type",
+            "No. bytes",
+            "No. bytes stored",
+            "Storage ratio",
+            "Chunks initialized",
+            "Name",
+        ]
+    )
     assert expected_keys == keys
 
     # can also get a string representation of info via the info attribute
diff --git a/zarr/tests/test_meta.py b/zarr/tests/test_meta.py
index a78375986e..db50560c8e 100644
--- a/zarr/tests/test_meta.py
+++ b/zarr/tests/test_meta.py
@@ -7,18 +7,27 @@
 
 from zarr.codecs import Blosc, Delta, Pickle, Zlib
 from zarr.errors import MetadataError
-from zarr.meta import (ZARR_FORMAT, decode_array_metadata, decode_dtype,
-                       decode_group_metadata, encode_array_metadata,
-                       encode_dtype, encode_fill_value, decode_fill_value,
-                       get_extended_dtype_info, _v3_complex_types,
-                       _v3_datetime_types, _default_entry_point_metadata_v3,
-                       Metadata3)
+from zarr.meta import (
+    ZARR_FORMAT,
+    decode_array_metadata,
+    decode_dtype,
+    decode_group_metadata,
+    encode_array_metadata,
+    encode_dtype,
+    encode_fill_value,
+    decode_fill_value,
+    get_extended_dtype_info,
+    _v3_complex_types,
+    _v3_datetime_types,
+    _default_entry_point_metadata_v3,
+    Metadata3,
+)
 from zarr.util import normalize_dtype, normalize_fill_value
 
 
 def assert_json_equal(expect, actual):
     if isinstance(actual, bytes):
-        actual = str(actual, 'ascii')
+        actual = str(actual, "ascii")
     ej = json.loads(expect)
     aj = json.loads(actual)
     assert ej == aj
@@ -29,14 +38,15 @@ def test_encode_decode_array_1():
     meta = dict(
         shape=(100,),
         chunks=(10,),
-        dtype=np.dtype('<f8'),
+        dtype=np.dtype("<f8"),
         compressor=Zlib(1).get_config(),
         fill_value=None,
         filters=None,
-        order='C'
+        order="C",
     )
 
-    meta_json = '''{
+    meta_json = (
+        """{
         "chunks": [10],
         "compressor": {"id": "zlib", "level": 1},
         "dtype": "<f8",
@@ -45,7 +55,9 @@ def test_encode_decode_array_1():
         "order": "C",
         "shape": [100],
         "zarr_format": %s
-    }''' % ZARR_FORMAT
+    }"""
+        % ZARR_FORMAT
+    )
 
     # test encoding
     meta_enc = encode_array_metadata(meta)
@@ -53,22 +65,22 @@ def test_encode_decode_array_1():
 
     # test decoding
     meta_dec = decode_array_metadata(meta_enc)
-    assert ZARR_FORMAT == meta_dec['zarr_format']
-    assert meta['shape'] == meta_dec['shape']
-    assert meta['chunks'] == meta_dec['chunks']
-    assert meta['dtype'] == meta_dec['dtype']
-    assert meta['compressor'] == meta_dec['compressor']
-    assert meta['order'] == meta_dec['order']
-    assert meta_dec['fill_value'] is None
-    assert meta_dec['filters'] is None
+    assert ZARR_FORMAT == meta_dec["zarr_format"]
+    assert meta["shape"] == meta_dec["shape"]
+    assert meta["chunks"] == meta_dec["chunks"]
+    assert meta["dtype"] == meta_dec["dtype"]
+    assert meta["compressor"] == meta_dec["compressor"]
+    assert meta["order"] == meta_dec["order"]
+    assert meta_dec["fill_value"] is None
+    assert meta_dec["filters"] is None
 
 
 def test_encode_decode_array_2():
 
     # some variations
-    df = Delta(astype='<u2', dtype='V14')
-    compressor = Blosc(cname='lz4', clevel=3, shuffle=2)
-    dtype = np.dtype([('a', '<i4'), ('b', 'S10')])
+    df = Delta(astype="<u2", dtype="V14")
+    compressor = Blosc(cname="lz4", clevel=3, shuffle=2)
+    dtype = np.dtype([("a", "<i4"), ("b", "S10")])
     fill_value = np.zeros((), dtype=dtype)[()]
     meta = dict(
         shape=(100, 100),
@@ -76,11 +88,12 @@ def test_encode_decode_array_2():
         dtype=dtype,
         compressor=compressor.get_config(),
         fill_value=fill_value,
-        order='F',
-        filters=[df.get_config()]
+        order="F",
+        filters=[df.get_config()],
     )
 
-    meta_json = '''{
+    meta_json = (
+        """{
         "chunks": [10, 10],
         "compressor": {
             "id": "blosc",
@@ -97,7 +110,9 @@ def test_encode_decode_array_2():
         "order": "F",
         "shape": [100, 100],
         "zarr_format": %s
-    }''' % ZARR_FORMAT
+    }"""
+        % ZARR_FORMAT
+    )
 
     # test encoding
     meta_enc = encode_array_metadata(meta)
@@ -105,23 +120,23 @@ def test_encode_decode_array_2():
 
     # test decoding
     meta_dec = decode_array_metadata(meta_enc)
-    assert ZARR_FORMAT == meta_dec['zarr_format']
-    assert meta['shape'] == meta_dec['shape']
-    assert meta['chunks'] == meta_dec['chunks']
-    assert meta['dtype'] == meta_dec['dtype']
-    assert meta['compressor'] == meta_dec['compressor']
-    assert meta['order'] == meta_dec['order']
-    assert fill_value == meta_dec['fill_value']
-    assert [df.get_config()] == meta_dec['filters']
+    assert ZARR_FORMAT == meta_dec["zarr_format"]
+    assert meta["shape"] == meta_dec["shape"]
+    assert meta["chunks"] == meta_dec["chunks"]
+    assert meta["dtype"] == meta_dec["dtype"]
+    assert meta["compressor"] == meta_dec["compressor"]
+    assert meta["order"] == meta_dec["order"]
+    assert fill_value == meta_dec["fill_value"]
+    assert [df.get_config()] == meta_dec["filters"]
 
 
 def test_encode_decode_array_complex():
 
     # some variations
-    for k in ['c8', 'c16']:
-        compressor = Blosc(cname='lz4', clevel=3, shuffle=2)
+    for k in ["c8", "c16"]:
+        compressor = Blosc(cname="lz4", clevel=3, shuffle=2)
         dtype = np.dtype(k)
-        fill_value = dtype.type(np.nan-1j)
+        fill_value = dtype.type(np.nan - 1j)
         meta = dict(
             shape=(100, 100),
             chunks=(10, 10),
@@ -129,10 +144,10 @@ def test_encode_decode_array_complex():
             compressor=compressor.get_config(),
             fill_value=fill_value,
             order=dtype.char,
-            filters=[]
+            filters=[],
         )
 
-        meta_json = '''{
+        meta_json = """{
             "chunks": [10, 10],
             "compressor": {
                 "id": "blosc",
@@ -147,7 +162,11 @@ def test_encode_decode_array_complex():
             "order": "%s",
             "shape": [100, 100],
             "zarr_format": %s
-        }''' % (dtype.str, dtype.char, ZARR_FORMAT)
+        }""" % (
+            dtype.str,
+            dtype.char,
+            ZARR_FORMAT,
+        )
 
         # test encoding
         meta_enc = encode_array_metadata(meta)
@@ -155,25 +174,25 @@ def test_encode_decode_array_complex():
 
         # test decoding
         meta_dec = decode_array_metadata(meta_enc)
-        assert ZARR_FORMAT == meta_dec['zarr_format']
-        assert meta['shape'] == meta_dec['shape']
-        assert meta['chunks'] == meta_dec['chunks']
-        assert meta['dtype'] == meta_dec['dtype']
-        assert meta['compressor'] == meta_dec['compressor']
-        assert meta['order'] == meta_dec['order']
+        assert ZARR_FORMAT == meta_dec["zarr_format"]
+        assert meta["shape"] == meta_dec["shape"]
+        assert meta["chunks"] == meta_dec["chunks"]
+        assert meta["dtype"] == meta_dec["dtype"]
+        assert meta["compressor"] == meta_dec["compressor"]
+        assert meta["order"] == meta_dec["order"]
         # Based off of this SO answer: https://stackoverflow.com/a/49972198
         assert np.all(
-            fill_value.view((np.uint8, fill_value.itemsize)) ==
-            meta_dec['fill_value'].view((np.uint8, meta_dec['fill_value'].itemsize))
+            fill_value.view((np.uint8, fill_value.itemsize))
+            == meta_dec["fill_value"].view((np.uint8, meta_dec["fill_value"].itemsize))
         )
-        assert [] == meta_dec['filters']
+        assert [] == meta_dec["filters"]
 
 
 def test_encode_decode_array_datetime_timedelta():
 
     # some variations
-    for k in ['m8[s]', 'M8[s]']:
-        compressor = Blosc(cname='lz4', clevel=3, shuffle=2)
+    for k in ["m8[s]", "M8[s]"]:
+        compressor = Blosc(cname="lz4", clevel=3, shuffle=2)
         dtype = np.dtype(k)
         fill_value = dtype.type("NaT")
         meta = dict(
@@ -183,10 +202,10 @@ def test_encode_decode_array_datetime_timedelta():
             compressor=compressor.get_config(),
             fill_value=fill_value,
             order=dtype.char,
-            filters=[]
+            filters=[],
         )
 
-        meta_json = '''{
+        meta_json = """{
             "chunks": [10, 10],
             "compressor": {
                 "id": "blosc",
@@ -201,7 +220,11 @@ def test_encode_decode_array_datetime_timedelta():
             "order": "%s",
             "shape": [100, 100],
             "zarr_format": %s
-        }''' % (dtype.str, dtype.char, ZARR_FORMAT)
+        }""" % (
+            dtype.str,
+            dtype.char,
+            ZARR_FORMAT,
+        )
 
         # test encoding
         meta_enc = encode_array_metadata(meta)
@@ -209,18 +232,18 @@ def test_encode_decode_array_datetime_timedelta():
 
         # test decoding
         meta_dec = decode_array_metadata(meta_enc)
-        assert ZARR_FORMAT == meta_dec['zarr_format']
-        assert meta['shape'] == meta_dec['shape']
-        assert meta['chunks'] == meta_dec['chunks']
-        assert meta['dtype'] == meta_dec['dtype']
-        assert meta['compressor'] == meta_dec['compressor']
-        assert meta['order'] == meta_dec['order']
+        assert ZARR_FORMAT == meta_dec["zarr_format"]
+        assert meta["shape"] == meta_dec["shape"]
+        assert meta["chunks"] == meta_dec["chunks"]
+        assert meta["dtype"] == meta_dec["dtype"]
+        assert meta["compressor"] == meta_dec["compressor"]
+        assert meta["order"] == meta_dec["order"]
         # Based off of this SO answer: https://stackoverflow.com/a/49972198
         assert np.all(
-            fill_value.view((np.uint8, fill_value.itemsize)) ==
-            meta_dec['fill_value'].view((np.uint8, meta_dec['fill_value'].itemsize))
+            fill_value.view((np.uint8, fill_value.itemsize))
+            == meta_dec["fill_value"].view((np.uint8, meta_dec["fill_value"].itemsize))
         )
-        assert [] == meta_dec['filters']
+        assert [] == meta_dec["filters"]
 
 
 def test_encode_decode_array_dtype_shape():
@@ -228,14 +251,15 @@ def test_encode_decode_array_dtype_shape():
     meta = dict(
         shape=(100,),
         chunks=(10,),
-        dtype=np.dtype('(10, 10)<f8'),
+        dtype=np.dtype("(10, 10)<f8"),
         compressor=Zlib(1).get_config(),
         fill_value=None,
         filters=None,
-        order='C'
+        order="C",
     )
 
-    meta_json = '''{
+    meta_json = (
+        """{
         "chunks": [10],
         "compressor": {"id": "zlib", "level": 1},
         "dtype": "<f8",
@@ -244,7 +268,9 @@ def test_encode_decode_array_dtype_shape():
         "order": "C",
         "shape": [100, 10, 10],
         "zarr_format": %s
-    }''' % ZARR_FORMAT
+    }"""
+        % ZARR_FORMAT
+    )
 
     # test encoding
     meta_enc = encode_array_metadata(meta)
@@ -252,32 +278,30 @@ def test_encode_decode_array_dtype_shape():
 
     # test decoding
     meta_dec = decode_array_metadata(meta_enc)
-    assert ZARR_FORMAT == meta_dec['zarr_format']
+    assert ZARR_FORMAT == meta_dec["zarr_format"]
     # to maintain consistency with numpy unstructured arrays, unpack dimensions into shape
-    assert meta['shape'] + meta['dtype'].shape == meta_dec['shape']
-    assert meta['chunks'] == meta_dec['chunks']
+    assert meta["shape"] + meta["dtype"].shape == meta_dec["shape"]
+    assert meta["chunks"] == meta_dec["chunks"]
     # to maintain consistency with numpy unstructured arrays, unpack dtypes
-    assert meta['dtype'].base == meta_dec['dtype']
-    assert meta['compressor'] == meta_dec['compressor']
-    assert meta['order'] == meta_dec['order']
-    assert meta_dec['fill_value'] is None
-    assert meta_dec['filters'] is None
+    assert meta["dtype"].base == meta_dec["dtype"]
+    assert meta["compressor"] == meta_dec["compressor"]
+    assert meta["order"] == meta_dec["order"]
+    assert meta_dec["fill_value"] is None
+    assert meta_dec["filters"] is None
 
 
 def test_encode_decode_array_dtype_shape_v3():
 
     meta = dict(
         shape=(100,),
-        chunk_grid=dict(type='regular',
-                        chunk_shape=(10,),
-                        separator=('/')),
-        data_type=np.dtype('(10, 10)<f8'),
+        chunk_grid=dict(type="regular", chunk_shape=(10,), separator=("/")),
+        data_type=np.dtype("(10, 10)<f8"),
         compressor=Zlib(1),
         fill_value=None,
-        chunk_memory_layout='C'
+        chunk_memory_layout="C",
     )
 
-    meta_json = '''{
+    meta_json = """{
         "attributes": {},
         "chunk_grid": {
             "chunk_shape": [10],
@@ -295,7 +319,7 @@ def test_encode_decode_array_dtype_shape_v3():
         "extensions": [],
         "fill_value": null,
         "shape": [100, 10, 10 ]
-    }'''
+    }"""
 
     # test encoding
     meta_enc = Metadata3.encode_array_metadata(meta)
@@ -304,42 +328,38 @@ def test_encode_decode_array_dtype_shape_v3():
     # test decoding
     meta_dec = Metadata3.decode_array_metadata(meta_enc)
     # to maintain consistency with numpy unstructured arrays, unpack dimensions into shape
-    assert meta['shape'] + meta['data_type'].shape == meta_dec['shape']
-    assert meta['chunk_grid'] == meta_dec['chunk_grid']
+    assert meta["shape"] + meta["data_type"].shape == meta_dec["shape"]
+    assert meta["chunk_grid"] == meta_dec["chunk_grid"]
     # to maintain consistency with numpy unstructured arrays, unpack dtypes
-    assert meta['data_type'].base == meta_dec['data_type']
-    assert meta['compressor'] == meta_dec['compressor']
-    assert meta['chunk_memory_layout'] == meta_dec['chunk_memory_layout']
-    assert meta_dec['fill_value'] is None
-    assert 'filters' not in meta_dec
+    assert meta["data_type"].base == meta_dec["data_type"]
+    assert meta["compressor"] == meta_dec["compressor"]
+    assert meta["chunk_memory_layout"] == meta_dec["chunk_memory_layout"]
+    assert meta_dec["fill_value"] is None
+    assert "filters" not in meta_dec
 
 
 @pytest.mark.parametrize("comp_id", ["gzip", "zlib", "blosc", "bz2", "lz4", "lzma"])
 def test_decode_metadata_implicit_compressor_config_v3(comp_id):
     meta = {
         "attributes": {},
-        "chunk_grid": {
-            "chunk_shape": [10],
-            "separator": "/",
-            "type": "regular"
-        },
+        "chunk_grid": {"chunk_shape": [10], "separator": "/", "type": "regular"},
         "chunk_memory_layout": "C",
         "compressor": {
             "codec": f"https://purl.org/zarr/spec/codec/{comp_id}/1.0",
             "configuration": {
                 # intentionally left empty
-            }
+            },
         },
         "data_type": "<f8",
         "extensions": [],
         "fill_value": None,
-        "shape": [100, 10, 10]
+        "shape": [100, 10, 10],
     }
     meta_json = json.dumps(meta)
 
     # test decoding
     meta_dec = Metadata3.decode_array_metadata(meta_json)
-    assert meta_dec['compressor'].codec_id == comp_id
+    assert meta_dec["compressor"].codec_id == comp_id
 
 
 def test_encode_decode_array_structured():
@@ -347,14 +367,15 @@ def test_encode_decode_array_structured():
     meta = dict(
         shape=(100,),
         chunks=(10,),
-        dtype=np.dtype('<i8, (10, 10)<f8, (5, 10, 15)u1'),
+        dtype=np.dtype("<i8, (10, 10)<f8, (5, 10, 15)u1"),
         compressor=Zlib(1).get_config(),
         fill_value=None,
         filters=None,
-        order='C'
+        order="C",
     )
 
-    meta_json = '''{
+    meta_json = (
+        """{
         "chunks": [10],
         "compressor": {"id": "zlib", "level": 1},
         "dtype": [["f0", "<i8"], ["f1", "<f8", [10, 10]], ["f2", "|u1", [5, 10, 15]]],
@@ -363,7 +384,9 @@ def test_encode_decode_array_structured():
         "order": "C",
         "shape": [100],
         "zarr_format": %s
-    }''' % ZARR_FORMAT
+    }"""
+        % ZARR_FORMAT
+    )
 
     # test encoding
     meta_enc = encode_array_metadata(meta)
@@ -371,16 +394,16 @@ def test_encode_decode_array_structured():
 
     # test decoding
     meta_dec = decode_array_metadata(meta_enc)
-    assert ZARR_FORMAT == meta_dec['zarr_format']
+    assert ZARR_FORMAT == meta_dec["zarr_format"]
     # to maintain consistency with numpy unstructured arrays, unpack dimensions into shape
-    assert meta['shape'] + meta['dtype'].shape == meta_dec['shape']
-    assert meta['chunks'] == meta_dec['chunks']
+    assert meta["shape"] + meta["dtype"].shape == meta_dec["shape"]
+    assert meta["chunks"] == meta_dec["chunks"]
     # to maintain consistency with numpy unstructured arrays, unpack dimensions into shape
-    assert meta['dtype'].base == meta_dec['dtype']
-    assert meta['compressor'] == meta_dec['compressor']
-    assert meta['order'] == meta_dec['order']
-    assert meta_dec['fill_value'] is None
-    assert meta_dec['filters'] is None
+    assert meta["dtype"].base == meta_dec["dtype"]
+    assert meta["compressor"] == meta_dec["compressor"]
+    assert meta["order"] == meta_dec["order"]
+    assert meta_dec["fill_value"] is None
+    assert meta_dec["filters"] is None
 
 
 def test_encode_decode_fill_values_nan():
@@ -396,14 +419,14 @@ def test_encode_decode_fill_values_nan():
         meta = dict(
             shape=(100,),
             chunks=(10,),
-            dtype=np.dtype('<f8'),
+            dtype=np.dtype("<f8"),
             compressor=Zlib(1).get_config(),
             fill_value=v,
             filters=None,
-            order='C'
+            order="C",
         )
 
-        meta_json = '''{
+        meta_json = """{
             "chunks": [10],
             "compressor": {"id": "zlib", "level": 1},
             "dtype": "<f8",
@@ -412,7 +435,10 @@ def test_encode_decode_fill_values_nan():
             "order": "C",
             "shape": [100],
             "zarr_format": %s
-        }''' % (s, ZARR_FORMAT)
+        }""" % (
+            s,
+            ZARR_FORMAT,
+        )
 
         # test encoding
         meta_enc = encode_array_metadata(meta)
@@ -420,14 +446,14 @@ def test_encode_decode_fill_values_nan():
 
         # test decoding
         meta_dec = decode_array_metadata(meta_enc)
-        actual = meta_dec['fill_value']
+        actual = meta_dec["fill_value"]
         assert f(actual)
 
 
 def test_encode_decode_fill_values_bytes():
 
-    dtype = np.dtype('S10')
-    fills = b'foo', bytes(10)
+    dtype = np.dtype("S10")
+    fills = b"foo", bytes(10)
 
     for v in fills:
 
@@ -439,14 +465,14 @@ def test_encode_decode_fill_values_bytes():
             compressor=Zlib(1).get_config(),
             fill_value=v,
             filters=None,
-            order='C'
+            order="C",
         )
         meta_enc = encode_array_metadata(meta)
 
         # define expected metadata encoded as JSON
         s = base64.standard_b64encode(v)
         s = s.decode()
-        meta_json = '''{
+        meta_json = """{
             "chunks": [10],
             "compressor": {"id": "zlib", "level": 1},
             "dtype": "|S10",
@@ -455,14 +481,17 @@ def test_encode_decode_fill_values_bytes():
             "order": "C",
             "shape": [100],
             "zarr_format": %s
-        }''' % (s, ZARR_FORMAT)
+        }""" % (
+            s,
+            ZARR_FORMAT,
+        )
 
         # test encoding
         assert_json_equal(meta_json, meta_enc)
 
         # test decoding
         meta_dec = decode_array_metadata(meta_enc)
-        actual = meta_dec['fill_value']
+        actual = meta_dec["fill_value"]
         expect = np.array(v, dtype=dtype)[()]
         assert expect == actual
 
@@ -470,7 +499,7 @@ def test_encode_decode_fill_values_bytes():
 def test_decode_array_unsupported_format():
 
     # unsupported format
-    meta_json = '''{
+    meta_json = """{
         "zarr_format": %s,
         "shape": [100],
         "chunks": [10],
@@ -478,7 +507,9 @@ def test_decode_array_unsupported_format():
         "compressor": {"id": "zlib", "level": 1},
         "fill_value": null,
         "order": "C"
-    }''' % (ZARR_FORMAT - 1)
+    }""" % (
+        ZARR_FORMAT - 1
+    )
     with pytest.raises(MetadataError):
         decode_array_metadata(meta_json)
 
@@ -486,16 +517,19 @@ def test_decode_array_unsupported_format():
 def test_decode_array_missing_fields():
 
     # missing fields
-    meta_json = '''{
+    meta_json = (
+        """{
         "zarr_format": %s
-    }''' % ZARR_FORMAT
+    }"""
+        % ZARR_FORMAT
+    )
     with pytest.raises(MetadataError):
         decode_array_metadata(meta_json)
 
 
 def test_encode_decode_dtype():
 
-    for dt in ['f8', [('a', 'f8')], [('a', 'f8'), ('b', 'i1')]]:
+    for dt in ["f8", [("a", "f8")], [("a", "f8"), ("b", "i1")]]:
         e = encode_dtype(np.dtype(dt))
         s = json.dumps(e)  # check JSON serializable
         o = json.loads(s)
@@ -506,16 +540,21 @@ def test_encode_decode_dtype():
 def test_decode_group():
 
     # typical
-    b = '''{
+    b = (
+        """{
         "zarr_format": %s
-    }''' % ZARR_FORMAT
+    }"""
+        % ZARR_FORMAT
+    )
     meta = decode_group_metadata(b)
-    assert ZARR_FORMAT == meta['zarr_format']
+    assert ZARR_FORMAT == meta["zarr_format"]
 
     # unsupported format
-    b = '''{
+    b = """{
         "zarr_format": %s
-    }''' % (ZARR_FORMAT - 1)
+    }""" % (
+        ZARR_FORMAT - 1
+    )
     with pytest.raises(MetadataError):
         decode_group_metadata(b)
 
@@ -525,13 +564,13 @@ def test_decode_group():
     [
         (
             (0.0, None),
-            [('x', float), ('y', object)],
+            [("x", float), ("y", object)],
             Pickle(),
             True,  # Pass
         ),
         (
             (0.0, None),
-            [('x', float), ('y', object)],
+            [("x", float), ("y", object)],
             None,
             False,  # Fail
         ),
@@ -557,13 +596,13 @@ def test_encode_fill_value(fill_value, dtype, object_codec, result):
     [
         (
             (0.0, None),
-            [('x', float), ('y', object)],
+            [("x", float), ("y", object)],
             Pickle(),
             True,  # Pass
         ),
         (
             (0.0, None),
-            [('x', float), ('y', object)],
+            [("x", float), ("y", object)],
             None,
             False,  # Fail
         ),
@@ -588,7 +627,7 @@ def test_decode_fill_value(fill_value, dtype, object_codec, result):
 
 def test_get_extended_dtype_info():
     extended_types = list(_v3_complex_types) + list(_v3_datetime_types)
-    extended_types += ['|S4', '|S8', '>U4', '<U4', '|O', '|V16']
+    extended_types += ["|S4", "|S8", ">U4", "<U4", "|O", "|V16"]
 
     for dtype in extended_types:
         try:
@@ -596,13 +635,13 @@ def test_get_extended_dtype_info():
         except TypeError:  # pragma: no cover
             # skip any numpy dtypes not supported by a particular architecture
             pass  # pragma: no cover
-        assert 'extension' in info
-        assert 'type' in info
-        assert 'fallback' in info
+        assert "extension" in info
+        assert "type" in info
+        assert "fallback" in info
 
-    class invalid_dtype():
+    class invalid_dtype:
 
-        str = 'unknown_type'
+        str = "unknown_type"
 
     with pytest.raises(ValueError):
         get_extended_dtype_info(invalid_dtype)
@@ -614,10 +653,10 @@ def test_metadata3_exceptions():
         # dict must have a key named 'type'
         Metadata3.decode_dtype({})
 
-    required = ["zarr_format", "metadata_encoding",  "metadata_key_suffix", "extensions"]
+    required = ["zarr_format", "metadata_encoding", "metadata_key_suffix", "extensions"]
     for key in required:
         meta = copy.copy(_default_entry_point_metadata_v3)
-        meta.pop('zarr_format')
+        meta.pop("zarr_format")
         with pytest.raises(ValueError):
             # cannot encode metadata that is missing a required key
             Metadata3.encode_hierarchy_metadata(meta)
@@ -630,22 +669,22 @@ def test_metadata3_exceptions():
 
     json = Metadata3.encode_hierarchy_metadata(_default_entry_point_metadata_v3)
     # form a new json bytes object with one of the keys missing
-    temp = json.split(b'\n')
+    temp = json.split(b"\n")
     temp = temp[:2] + temp[3:]
-    bad_json = b'\n'.join(temp)
+    bad_json = b"\n".join(temp)
     with pytest.raises(ValueError):
         # cannot encode metadata that is missing a required key
         Metadata3.decode_hierarchy_metadata(bad_json)
 
     json = Metadata3.encode_hierarchy_metadata(_default_entry_point_metadata_v3)
-    temp = json.split(b'\n')
+    temp = json.split(b"\n")
     temp = temp[:2] + [b'    "unexpected": [],'] + temp[2:]
-    bad_json = b'\n'.join(temp)
+    bad_json = b"\n".join(temp)
     with pytest.raises(ValueError):
         # cannot encode metadata that has extra, unexpected keys
         Metadata3.decode_hierarchy_metadata(bad_json)
 
-    codec_meta = dict(configuration=None, codec='unknown')
+    codec_meta = dict(configuration=None, codec="unknown")
     with pytest.raises(NotImplementedError):
         Metadata3._decode_codec_metadata(codec_meta)
 
diff --git a/zarr/tests/test_meta_array.py b/zarr/tests/test_meta_array.py
index 5ff6fae3f3..39394bd690 100644
--- a/zarr/tests/test_meta_array.py
+++ b/zarr/tests/test_meta_array.py
@@ -156,7 +156,7 @@ def test_array(tmp_path, module, compressor, store_type):
         dtype=a.dtype,
         chunks=10,
         compressor=compressor,
-        meta_array=xp.empty(())
+        meta_array=xp.empty(()),
     )
     z[:] = a
     assert a.shape == z.shape
diff --git a/zarr/tests/test_n5.py b/zarr/tests/test_n5.py
index 8f6d97dd51..2602aa06c1 100644
--- a/zarr/tests/test_n5.py
+++ b/zarr/tests/test_n5.py
@@ -13,26 +13,25 @@
 
 
 def test_make_n5_chunk_wrapper():
-    dtype = 'uint8'
+    dtype = "uint8"
     chunk_shape = (10,)
     codec = GZip()
     # ValueError when specifying both compressor and compressor_config
     with pytest.raises(ValueError):
-        N5ChunkWrapper(dtype,
-                       chunk_shape=chunk_shape,
-                       compressor_config=codec.get_config(),
-                       compressor=codec)
+        N5ChunkWrapper(
+            dtype, chunk_shape=chunk_shape, compressor_config=codec.get_config(), compressor=codec
+        )
 
     wrapper_a = N5ChunkWrapper(dtype, chunk_shape=chunk_shape, compressor_config=codec.get_config())
     wrapper_b = N5ChunkWrapper(dtype, chunk_shape=chunk_shape, compressor=codec)
     assert wrapper_a == wrapper_b
 
 
-@pytest.mark.parametrize('chunk_shape', ((2,), (4, 4), (8, 8, 8)))
+@pytest.mark.parametrize("chunk_shape", ((2,), (4, 4), (8, 8, 8)))
 def test_partial_chunk_decode(chunk_shape: Tuple[int, ...]):
     # Test that the N5Chunk wrapper can handle fractional chunks that
     # may be generated by other N5 implementations
-    dtype = 'uint8'
+    dtype = "uint8"
     codec = GZip()
     codec_wrapped = N5ChunkWrapper(dtype, chunk_shape=chunk_shape, compressor=codec)
     subslices = tuple(slice(0, cs // 2) for cs in chunk_shape)
@@ -44,7 +43,7 @@ def test_partial_chunk_decode(chunk_shape: Tuple[int, ...]):
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 def test_dtype_decode():
-    path = 'data/array.n5'
+    path = "data/array.n5"
     atexit_rmtree(path)
     atexit.register(atexit_rmtree, path)
     n5_store = N5FSStore(path)
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index f157e2a3d2..9557000472 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -26,15 +26,37 @@
 from zarr.hierarchy import group
 from zarr.meta import ZARR_FORMAT, decode_array_metadata
 from zarr.n5 import N5Store, N5FSStore, N5_FORMAT, n5_attrs_key
-from zarr.storage import (ABSStore, ConsolidatedMetadataStore, DBMStore,
-                          DictStore, DirectoryStore, KVStore, LMDBStore,
-                          LRUStoreCache, MemoryStore, MongoDBStore,
-                          NestedDirectoryStore, RedisStore, SQLiteStore,
-                          Store, TempStore, ZipStore,
-                          array_meta_key, atexit_rmglob, atexit_rmtree,
-                          attrs_key, data_root, default_compressor, getsize,
-                          group_meta_key, init_array, init_group, migrate_1to2,
-                          meta_root, normalize_store_arg)
+from zarr.storage import (
+    ABSStore,
+    ConsolidatedMetadataStore,
+    DBMStore,
+    DictStore,
+    DirectoryStore,
+    KVStore,
+    LMDBStore,
+    LRUStoreCache,
+    MemoryStore,
+    MongoDBStore,
+    NestedDirectoryStore,
+    RedisStore,
+    SQLiteStore,
+    Store,
+    TempStore,
+    ZipStore,
+    array_meta_key,
+    atexit_rmglob,
+    atexit_rmtree,
+    attrs_key,
+    data_root,
+    default_compressor,
+    getsize,
+    group_meta_key,
+    init_array,
+    init_group,
+    migrate_1to2,
+    meta_root,
+    normalize_store_arg,
+)
 from zarr.storage import FSStore, rename, listdir
 from zarr._storage.v3 import KVStoreV3
 from zarr.tests.util import CountingDict, have_fsspec, skip_test_env_var, abs_container, mktemp
@@ -46,11 +68,13 @@ def does_not_raise():
     yield
 
 
-@pytest.fixture(params=[
-    (None, "."),
-    (".", "."),
-    ("/", "/"),
-])
+@pytest.fixture(
+    params=[
+        (None, "."),
+        (".", "."),
+        ("/", "/"),
+    ]
+)
 def dimension_separator_fixture(request):
     return request.param
 
@@ -98,8 +122,8 @@ def test_kvstore_eq():
 
 def test_coverage_rename():
     store = dict()
-    store['a'] = 1
-    rename(store, 'a', 'b')
+    store["a"] = 1
+    rename(store, "a", "b")
 
 
 def test_deprecated_listdir_nosotre():
@@ -112,7 +136,7 @@ class StoreTests:
     """Abstract store tests."""
 
     version = 2
-    root = ''
+    root = ""
 
     def create_store(self, **kwargs):  # pragma: no cover
         # implement in sub-class
@@ -126,14 +150,14 @@ def test_get_set_del_contains(self):
         store = self.create_store()
 
         # test __contains__, __getitem__, __setitem__
-        key = self.root + 'foo'
+        key = self.root + "foo"
         assert key not in store
         with pytest.raises(KeyError):
             # noinspection PyStatementEffect
             store[key]
-        store[key] = b'bar'
+        store[key] = b"bar"
         assert key in store
-        assert b'bar' == ensure_bytes(store[key])
+        assert b"bar" == ensure_bytes(store[key])
 
         # test __delitem__ (optional)
         try:
@@ -155,50 +179,50 @@ def test_set_invalid_content(self):
         store = self.create_store()
 
         with pytest.raises(TypeError):
-            store[self.root + 'baz'] = list(range(5))
+            store[self.root + "baz"] = list(range(5))
 
         store.close()
 
     def test_clear(self):
         store = self.create_store()
-        store[self.root + 'foo'] = b'bar'
-        store[self.root + 'baz'] = b'qux'
+        store[self.root + "foo"] = b"bar"
+        store[self.root + "baz"] = b"qux"
         assert len(store) == 2
         store.clear()
         assert len(store) == 0
-        assert self.root + 'foo' not in store
-        assert self.root + 'baz' not in store
+        assert self.root + "foo" not in store
+        assert self.root + "baz" not in store
 
         store.close()
 
     def test_pop(self):
         store = self.create_store()
-        store[self.root + 'foo'] = b'bar'
-        store[self.root + 'baz'] = b'qux'
+        store[self.root + "foo"] = b"bar"
+        store[self.root + "baz"] = b"qux"
         assert len(store) == 2
-        v = store.pop(self.root + 'foo')
-        assert ensure_bytes(v) == b'bar'
+        v = store.pop(self.root + "foo")
+        assert ensure_bytes(v) == b"bar"
         assert len(store) == 1
-        v = store.pop(self.root + 'baz')
-        assert ensure_bytes(v) == b'qux'
+        v = store.pop(self.root + "baz")
+        assert ensure_bytes(v) == b"qux"
         assert len(store) == 0
         with pytest.raises(KeyError):
-            store.pop(self.root + 'xxx')
-        v = store.pop(self.root + 'xxx', b'default')
-        assert v == b'default'
-        v = store.pop(self.root + 'xxx', b'')
-        assert v == b''
-        v = store.pop(self.root + 'xxx', None)
+            store.pop(self.root + "xxx")
+        v = store.pop(self.root + "xxx", b"default")
+        assert v == b"default"
+        v = store.pop(self.root + "xxx", b"")
+        assert v == b""
+        v = store.pop(self.root + "xxx", None)
         assert v is None
 
         store.close()
 
     def test_popitem(self):
         store = self.create_store()
-        store[self.root + 'foo'] = b'bar'
+        store[self.root + "foo"] = b"bar"
         k, v = store.popitem()
-        assert k == self.root + 'foo'
-        assert ensure_bytes(v) == b'bar'
+        assert k == self.root + "foo"
+        assert ensure_bytes(v) == b"bar"
         assert len(store) == 0
         with pytest.raises(KeyError):
             store.popitem()
@@ -209,27 +233,26 @@ def test_writeable_values(self):
         store = self.create_store()
 
         # __setitem__ should accept any value that implements buffer interface
-        store[self.root + 'foo1'] = b'bar'
-        store[self.root + 'foo2'] = bytearray(b'bar')
-        store[self.root + 'foo3'] = array.array('B', b'bar')
-        store[self.root + 'foo4'] = np.frombuffer(b'bar', dtype='u1')
+        store[self.root + "foo1"] = b"bar"
+        store[self.root + "foo2"] = bytearray(b"bar")
+        store[self.root + "foo3"] = array.array("B", b"bar")
+        store[self.root + "foo4"] = np.frombuffer(b"bar", dtype="u1")
 
         store.close()
 
     def test_update(self):
         store = self.create_store()
-        assert self.root + 'foo' not in store
-        assert self.root + 'baz' not in store
+        assert self.root + "foo" not in store
+        assert self.root + "baz" not in store
 
         if self.version == 2:
-            store.update(foo=b'bar', baz=b'quux')
+            store.update(foo=b"bar", baz=b"quux")
         else:
-            kv = {self.root + 'foo': b'bar',
-                  self.root + 'baz': b'quux'}
+            kv = {self.root + "foo": b"bar", self.root + "baz": b"quux"}
             store.update(kv)
 
-        assert b'bar' == ensure_bytes(store[self.root + 'foo'])
-        assert b'quux' == ensure_bytes(store[self.root + 'baz'])
+        assert b"bar" == ensure_bytes(store[self.root + "foo"])
+        assert b"quux" == ensure_bytes(store[self.root + "baz"])
 
         store.close()
 
@@ -244,23 +267,23 @@ def test_iterators(self):
         assert set() == set(store.items())
 
         # setup some values
-        store[self.root + 'a'] = b'aaa'
-        store[self.root + 'b'] = b'bbb'
-        store[self.root + 'c/d'] = b'ddd'
-        store[self.root + 'c/e/f'] = b'fff'
+        store[self.root + "a"] = b"aaa"
+        store[self.root + "b"] = b"bbb"
+        store[self.root + "c/d"] = b"ddd"
+        store[self.root + "c/e/f"] = b"fff"
 
         # test iterators on store with data
         assert 4 == len(store)
-        expected = set(self.root + k for k in ['a', 'b', 'c/d', 'c/e/f'])
+        expected = set(self.root + k for k in ["a", "b", "c/d", "c/e/f"])
         assert expected == set(store)
         assert expected == set(store.keys())
-        assert {b'aaa', b'bbb', b'ddd', b'fff'} == set(map(ensure_bytes, store.values()))
-        assert ({(self.root + 'a', b'aaa'),
-                 (self.root + 'b', b'bbb'),
-                 (self.root + 'c/d', b'ddd'),
-                 (self.root + 'c/e/f', b'fff')} == set(
-                    map(lambda kv: (kv[0], ensure_bytes(kv[1])), store.items()))
-                )
+        assert {b"aaa", b"bbb", b"ddd", b"fff"} == set(map(ensure_bytes, store.values()))
+        assert {
+            (self.root + "a", b"aaa"),
+            (self.root + "b", b"bbb"),
+            (self.root + "c/d", b"ddd"),
+            (self.root + "c/e/f", b"fff"),
+        } == set(map(lambda kv: (kv[0], ensure_bytes(kv[1])), store.items()))
 
         store.close()
 
@@ -268,8 +291,8 @@ def test_pickle(self):
 
         # setup store
         store = self.create_store()
-        store[self.root + 'foo'] = b'bar'
-        store[self.root + 'baz'] = b'quux'
+        store[self.root + "foo"] = b"bar"
+        store[self.root + "baz"] = b"quux"
         n = len(store)
         keys = sorted(store.keys())
 
@@ -285,30 +308,30 @@ def test_pickle(self):
         # verify
         assert n == len(store2)
         assert keys == sorted(store2.keys())
-        assert b'bar' == ensure_bytes(store2[self.root + 'foo'])
-        assert b'quux' == ensure_bytes(store2[self.root + 'baz'])
+        assert b"bar" == ensure_bytes(store2[self.root + "foo"])
+        assert b"quux" == ensure_bytes(store2[self.root + "baz"])
 
         store2.close()
 
     def test_getsize(self):
         store = self.create_store()
-        if isinstance(store, dict) or hasattr(store, 'getsize'):
+        if isinstance(store, dict) or hasattr(store, "getsize"):
             assert 0 == getsize(store)
-            store['foo'] = b'x'
+            store["foo"] = b"x"
             assert 1 == getsize(store)
-            assert 1 == getsize(store, 'foo')
-            store['bar'] = b'yy'
+            assert 1 == getsize(store, "foo")
+            store["bar"] = b"yy"
             assert 3 == getsize(store)
-            assert 2 == getsize(store, 'bar')
-            store['baz'] = bytearray(b'zzz')
+            assert 2 == getsize(store, "bar")
+            store["baz"] = bytearray(b"zzz")
             assert 6 == getsize(store)
-            assert 3 == getsize(store, 'baz')
-            store['quux'] = array.array('B', b'zzzz')
+            assert 3 == getsize(store, "baz")
+            store["quux"] = array.array("B", b"zzzz")
             assert 10 == getsize(store)
-            assert 4 == getsize(store, 'quux')
-            store['spong'] = np.frombuffer(b'zzzzz', dtype='u1')
+            assert 4 == getsize(store, "quux")
+            store["spong"] = np.frombuffer(b"zzzzz", dtype="u1")
             assert 15 == getsize(store)
-            assert 5 == getsize(store, 'spong')
+            assert 5 == getsize(store, "spong")
 
         store.close()
 
@@ -316,34 +339,34 @@ def test_getsize(self):
     def test_hierarchy(self):
         # setup
         store = self.create_store()
-        store[self.root + 'a'] = b'aaa'
-        store[self.root + 'b'] = b'bbb'
-        store[self.root + 'c/d'] = b'ddd'
-        store[self.root + 'c/e/f'] = b'fff'
-        store[self.root + 'c/e/g'] = b'ggg'
+        store[self.root + "a"] = b"aaa"
+        store[self.root + "b"] = b"bbb"
+        store[self.root + "c/d"] = b"ddd"
+        store[self.root + "c/e/f"] = b"fff"
+        store[self.root + "c/e/g"] = b"ggg"
 
         # check keys
-        assert self.root + 'a' in store
-        assert self.root + 'b' in store
-        assert self.root + 'c/d' in store
-        assert self.root + 'c/e/f' in store
-        assert self.root + 'c/e/g' in store
-        assert self.root + 'c' not in store
-        assert self.root + 'c/' not in store
-        assert self.root + 'c/e' not in store
-        assert self.root + 'c/e/' not in store
-        assert self.root + 'c/d/x' not in store
+        assert self.root + "a" in store
+        assert self.root + "b" in store
+        assert self.root + "c/d" in store
+        assert self.root + "c/e/f" in store
+        assert self.root + "c/e/g" in store
+        assert self.root + "c" not in store
+        assert self.root + "c/" not in store
+        assert self.root + "c/e" not in store
+        assert self.root + "c/e/" not in store
+        assert self.root + "c/d/x" not in store
 
         # check __getitem__
         with pytest.raises(KeyError):
-            store[self.root + 'c']
+            store[self.root + "c"]
         with pytest.raises(KeyError):
-            store[self.root + 'c/e']
+            store[self.root + "c/e"]
         with pytest.raises(KeyError):
-            store[self.root + 'c/d/x']
+            store[self.root + "c/d/x"]
 
         # test getsize (optional)
-        if hasattr(store, 'getsize'):
+        if hasattr(store, "getsize"):
             # TODO: proper behavior of getsize?
             #       v3 returns size of all nested arrays, not just the
             #       size of the arrays in the current folder.
@@ -351,40 +374,40 @@ def test_hierarchy(self):
                 assert 6 == store.getsize()
             else:
                 assert 15 == store.getsize()
-            assert 3 == store.getsize('a')
-            assert 3 == store.getsize('b')
+            assert 3 == store.getsize("a")
+            assert 3 == store.getsize("b")
             if self.version == 2:
-                assert 3 == store.getsize('c')
+                assert 3 == store.getsize("c")
             else:
-                assert 9 == store.getsize('c')
-            assert 3 == store.getsize('c/d')
-            assert 6 == store.getsize('c/e')
-            assert 3 == store.getsize('c/e/f')
-            assert 3 == store.getsize('c/e/g')
+                assert 9 == store.getsize("c")
+            assert 3 == store.getsize("c/d")
+            assert 6 == store.getsize("c/e")
+            assert 3 == store.getsize("c/e/f")
+            assert 3 == store.getsize("c/e/g")
             # non-existent paths
-            assert 0 == store.getsize('x')
-            assert 0 == store.getsize('a/x')
-            assert 0 == store.getsize('c/x')
-            assert 0 == store.getsize('c/x/y')
-            assert 0 == store.getsize('c/d/y')
-            assert 0 == store.getsize('c/d/y/z')
+            assert 0 == store.getsize("x")
+            assert 0 == store.getsize("a/x")
+            assert 0 == store.getsize("c/x")
+            assert 0 == store.getsize("c/x/y")
+            assert 0 == store.getsize("c/d/y")
+            assert 0 == store.getsize("c/d/y/z")
 
             # access item via full path
-            assert 3 == store.getsize(self.root + 'a')
+            assert 3 == store.getsize(self.root + "a")
 
         # test listdir (optional)
-        if hasattr(store, 'listdir'):
-            assert {'a', 'b', 'c'} == set(store.listdir(self.root))
-            assert {'d', 'e'} == set(store.listdir(self.root + 'c'))
-            assert {'f', 'g'} == set(store.listdir(self.root + 'c/e'))
+        if hasattr(store, "listdir"):
+            assert {"a", "b", "c"} == set(store.listdir(self.root))
+            assert {"d", "e"} == set(store.listdir(self.root + "c"))
+            assert {"f", "g"} == set(store.listdir(self.root + "c/e"))
             # no exception raised if path does not exist or is leaf
-            assert [] == store.listdir(self.root + 'x')
-            assert [] == store.listdir(self.root + 'a/x')
-            assert [] == store.listdir(self.root + 'c/x')
-            assert [] == store.listdir(self.root + 'c/x/y')
-            assert [] == store.listdir(self.root + 'c/d/y')
-            assert [] == store.listdir(self.root + 'c/d/y/z')
-            assert [] == store.listdir(self.root + 'c/e/f')
+            assert [] == store.listdir(self.root + "x")
+            assert [] == store.listdir(self.root + "a/x")
+            assert [] == store.listdir(self.root + "c/x")
+            assert [] == store.listdir(self.root + "c/x/y")
+            assert [] == store.listdir(self.root + "c/d/y")
+            assert [] == store.listdir(self.root + "c/d/y/z")
+            assert [] == store.listdir(self.root + "c/e/f")
 
         # test rename (optional)
         if store.is_erasable():
@@ -440,22 +463,22 @@ def test_hierarchy(self):
             store.rmdir("c")
             assert self.root + "c/d" not in store
             store.rmdir()
-            assert self.root + 'a' not in store
-            assert self.root + 'b' not in store
-            store[self.root + 'a'] = b'aaa'
-            store[self.root + 'c/d'] = b'ddd'
-            store[self.root + 'c/e/f'] = b'fff'
+            assert self.root + "a" not in store
+            assert self.root + "b" not in store
+            store[self.root + "a"] = b"aaa"
+            store[self.root + "c/d"] = b"ddd"
+            store[self.root + "c/e/f"] = b"fff"
             # no exceptions raised if path does not exist or is leaf
-            store.rmdir('x')
-            store.rmdir('a/x')
-            store.rmdir('c/x')
-            store.rmdir('c/x/y')
-            store.rmdir('c/d/y')
-            store.rmdir('c/d/y/z')
-            store.rmdir('c/e/f')
-            assert self.root + 'a' in store
-            assert self.root + 'c/d' in store
-            assert self.root + 'c/e/f' in store
+            store.rmdir("x")
+            store.rmdir("a/x")
+            store.rmdir("c/x")
+            store.rmdir("c/x/y")
+            store.rmdir("c/d/y")
+            store.rmdir("c/d/y/z")
+            store.rmdir("c/e/f")
+            assert self.root + "a" in store
+            assert self.root + "c/d" in store
+            assert self.root + "c/e/f" in store
 
         store.close()
 
@@ -469,34 +492,34 @@ def test_init_array(self, dimension_separator_fixture):
         # check metadata
         assert array_meta_key in store
         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        assert ZARR_FORMAT == meta['zarr_format']
-        assert (1000,) == meta['shape']
-        assert (100,) == meta['chunks']
-        assert np.dtype(None) == meta['dtype']
-        assert default_compressor.get_config() == meta['compressor']
-        assert meta['fill_value'] is None
+        assert ZARR_FORMAT == meta["zarr_format"]
+        assert (1000,) == meta["shape"]
+        assert (100,) == meta["chunks"]
+        assert np.dtype(None) == meta["dtype"]
+        assert default_compressor.get_config() == meta["compressor"]
+        assert meta["fill_value"] is None
         # Missing MUST be assumed to be "."
-        assert meta.get('dimension_separator', ".") is want_dim_sep
+        assert meta.get("dimension_separator", ".") is want_dim_sep
 
         store.close()
 
     def test_init_array_overwrite(self):
-        self._test_init_array_overwrite('F')
+        self._test_init_array_overwrite("F")
 
     def test_init_array_overwrite_path(self):
-        self._test_init_array_overwrite_path('F')
+        self._test_init_array_overwrite_path("F")
 
     def test_init_array_overwrite_chunk_store(self):
-        self._test_init_array_overwrite_chunk_store('F')
+        self._test_init_array_overwrite_chunk_store("F")
 
     def test_init_group_overwrite(self):
-        self._test_init_group_overwrite('F')
+        self._test_init_group_overwrite("F")
 
     def test_init_group_overwrite_path(self):
-        self._test_init_group_overwrite_path('F')
+        self._test_init_group_overwrite_path("F")
 
     def test_init_group_overwrite_chunk_store(self):
-        self._test_init_group_overwrite_chunk_store('F')
+        self._test_init_group_overwrite_chunk_store("F")
 
     def _test_init_array_overwrite(self, order):
         # setup
@@ -504,25 +527,27 @@ def _test_init_array_overwrite(self, order):
         if self.version == 2:
             path = None
             mkey = array_meta_key
-            meta = dict(shape=(2000,),
-                        chunks=(200,),
-                        dtype=np.dtype('u1'),
-                        compressor=Zlib(1).get_config(),
-                        fill_value=0,
-                        order=order,
-                        filters=None)
+            meta = dict(
+                shape=(2000,),
+                chunks=(200,),
+                dtype=np.dtype("u1"),
+                compressor=Zlib(1).get_config(),
+                fill_value=0,
+                order=order,
+                filters=None,
+            )
         else:
-            path = 'arr1'  # no default, have to specify for v3
-            mkey = meta_root + path + '.array.json'
-            meta = dict(shape=(2000,),
-                        chunk_grid=dict(type='regular',
-                                        chunk_shape=(200,),
-                                        separator=('/')),
-                        data_type=np.dtype('u1'),
-                        compressor=Zlib(1),
-                        fill_value=0,
-                        chunk_memory_layout=order,
-                        filters=None)
+            path = "arr1"  # no default, have to specify for v3
+            mkey = meta_root + path + ".array.json"
+            meta = dict(
+                shape=(2000,),
+                chunk_grid=dict(type="regular", chunk_shape=(200,), separator=("/")),
+                data_type=np.dtype("u1"),
+                compressor=Zlib(1),
+                fill_value=0,
+                chunk_memory_layout=order,
+                filters=None,
+            )
         store[mkey] = store._metadata_class.encode_array_metadata(meta)
 
         # don't overwrite (default)
@@ -531,74 +556,75 @@ def _test_init_array_overwrite(self, order):
 
         # do overwrite
         try:
-            init_array(store, shape=1000, chunks=100, dtype='i4',
-                       overwrite=True, path=path)
+            init_array(store, shape=1000, chunks=100, dtype="i4", overwrite=True, path=path)
         except NotImplementedError:
             pass
         else:
             assert mkey in store
             meta = store._metadata_class.decode_array_metadata(store[mkey])
             if self.version == 2:
-                assert ZARR_FORMAT == meta['zarr_format']
-                assert (100,) == meta['chunks']
-                assert np.dtype('i4') == meta['dtype']
+                assert ZARR_FORMAT == meta["zarr_format"]
+                assert (100,) == meta["chunks"]
+                assert np.dtype("i4") == meta["dtype"]
             else:
-                assert (100,) == meta['chunk_grid']['chunk_shape']
-                assert np.dtype('i4') == meta['data_type']
-            assert (1000,) == meta['shape']
+                assert (100,) == meta["chunk_grid"]["chunk_shape"]
+                assert np.dtype("i4") == meta["data_type"]
+            assert (1000,) == meta["shape"]
 
         store.close()
 
     def test_init_array_path(self):
-        path = 'foo/bar'
+        path = "foo/bar"
         store = self.create_store()
         init_array(store, shape=1000, chunks=100, path=path)
 
         # check metadata
         if self.version == 2:
-            mkey = path + '/' + array_meta_key
+            mkey = path + "/" + array_meta_key
         else:
-            mkey = meta_root + path + '.array.json'
+            mkey = meta_root + path + ".array.json"
         assert mkey in store
         meta = store._metadata_class.decode_array_metadata(store[mkey])
         if self.version == 2:
-            assert ZARR_FORMAT == meta['zarr_format']
-            assert (100,) == meta['chunks']
-            assert np.dtype(None) == meta['dtype']
-            assert default_compressor.get_config() == meta['compressor']
+            assert ZARR_FORMAT == meta["zarr_format"]
+            assert (100,) == meta["chunks"]
+            assert np.dtype(None) == meta["dtype"]
+            assert default_compressor.get_config() == meta["compressor"]
         else:
-            assert (100,) == meta['chunk_grid']['chunk_shape']
-            assert np.dtype(None) == meta['data_type']
-            assert default_compressor == meta['compressor']
-        assert (1000,) == meta['shape']
-        assert meta['fill_value'] is None
+            assert (100,) == meta["chunk_grid"]["chunk_shape"]
+            assert np.dtype(None) == meta["data_type"]
+            assert default_compressor == meta["compressor"]
+        assert (1000,) == meta["shape"]
+        assert meta["fill_value"] is None
 
         store.close()
 
     def _test_init_array_overwrite_path(self, order):
         # setup
-        path = 'foo/bar'
+        path = "foo/bar"
         store = self.create_store()
         if self.version == 2:
-            mkey = path + '/' + array_meta_key
-            meta = dict(shape=(2000,),
-                        chunks=(200,),
-                        dtype=np.dtype('u1'),
-                        compressor=Zlib(1).get_config(),
-                        fill_value=0,
-                        order=order,
-                        filters=None)
+            mkey = path + "/" + array_meta_key
+            meta = dict(
+                shape=(2000,),
+                chunks=(200,),
+                dtype=np.dtype("u1"),
+                compressor=Zlib(1).get_config(),
+                fill_value=0,
+                order=order,
+                filters=None,
+            )
         else:
-            mkey = meta_root + path + '.array.json'
-            meta = dict(shape=(2000,),
-                        chunk_grid=dict(type='regular',
-                                        chunk_shape=(200,),
-                                        separator=('/')),
-                        data_type=np.dtype('u1'),
-                        compressor=Zlib(1),
-                        fill_value=0,
-                        chunk_memory_layout=order,
-                        filters=None)
+            mkey = meta_root + path + ".array.json"
+            meta = dict(
+                shape=(2000,),
+                chunk_grid=dict(type="regular", chunk_shape=(200,), separator=("/")),
+                data_type=np.dtype("u1"),
+                compressor=Zlib(1),
+                fill_value=0,
+                chunk_memory_layout=order,
+                filters=None,
+            )
         store[mkey] = store._metadata_class.encode_array_metadata(meta)
 
         # don't overwrite
@@ -607,8 +633,7 @@ def _test_init_array_overwrite_path(self, order):
 
         # do overwrite
         try:
-            init_array(store, shape=1000, chunks=100, dtype='i4', path=path,
-                       overwrite=True)
+            init_array(store, shape=1000, chunks=100, dtype="i4", path=path, overwrite=True)
         except NotImplementedError:
             pass
         else:
@@ -619,26 +644,26 @@ def _test_init_array_overwrite_path(self, order):
             # should have been overwritten
             meta = store._metadata_class.decode_array_metadata(store[mkey])
             if self.version == 2:
-                assert ZARR_FORMAT == meta['zarr_format']
-                assert (100,) == meta['chunks']
-                assert np.dtype('i4') == meta['dtype']
+                assert ZARR_FORMAT == meta["zarr_format"]
+                assert (100,) == meta["chunks"]
+                assert np.dtype("i4") == meta["dtype"]
             else:
-                assert (100,) == meta['chunk_grid']['chunk_shape']
-                assert np.dtype('i4') == meta['data_type']
-            assert (1000,) == meta['shape']
+                assert (100,) == meta["chunk_grid"]["chunk_shape"]
+                assert np.dtype("i4") == meta["data_type"]
+            assert (1000,) == meta["shape"]
 
         store.close()
 
     def test_init_array_overwrite_group(self):
         # setup
-        path = 'foo/bar'
+        path = "foo/bar"
         store = self.create_store()
         if self.version == 2:
-            array_key = path + '/' + array_meta_key
-            group_key = path + '/' + group_meta_key
+            array_key = path + "/" + array_meta_key
+            group_key = path + "/" + group_meta_key
         else:
-            array_key = meta_root + path + '.array.json'
-            group_key = meta_root + path + '.group.json'
+            array_key = meta_root + path + ".array.json"
+            group_key = meta_root + path + ".group.json"
         store[group_key] = store._metadata_class.encode_group_metadata()
 
         # don't overwrite
@@ -647,8 +672,7 @@ def test_init_array_overwrite_group(self):
 
         # do overwrite
         try:
-            init_array(store, shape=1000, chunks=100, dtype='i4', path=path,
-                       overwrite=True)
+            init_array(store, shape=1000, chunks=100, dtype="i4", path=path, overwrite=True)
         except NotImplementedError:
             pass
         else:
@@ -656,13 +680,13 @@ def test_init_array_overwrite_group(self):
             assert array_key in store
             meta = store._metadata_class.decode_array_metadata(store[array_key])
             if self.version == 2:
-                assert ZARR_FORMAT == meta['zarr_format']
-                assert (100,) == meta['chunks']
-                assert np.dtype('i4') == meta['dtype']
+                assert ZARR_FORMAT == meta["zarr_format"]
+                assert (100,) == meta["chunks"]
+                assert np.dtype("i4") == meta["dtype"]
             else:
-                assert (100,) == meta['chunk_grid']['chunk_shape']
-                assert np.dtype('i4') == meta['data_type']
-            assert (1000,) == meta['shape']
+                assert (100,) == meta["chunk_grid"]["chunk_shape"]
+                assert np.dtype("i4") == meta["data_type"]
+            assert (1000,) == meta["shape"]
 
         store.close()
 
@@ -673,33 +697,35 @@ def _test_init_array_overwrite_chunk_store(self, order):
 
         if self.version == 2:
             path = None
-            data_path = ''
+            data_path = ""
             mkey = array_meta_key
-            meta = dict(shape=(2000,),
-                        chunks=(200,),
-                        dtype=np.dtype('u1'),
-                        compressor=None,
-                        fill_value=0,
-                        filters=None,
-                        order=order)
+            meta = dict(
+                shape=(2000,),
+                chunks=(200,),
+                dtype=np.dtype("u1"),
+                compressor=None,
+                fill_value=0,
+                filters=None,
+                order=order,
+            )
         else:
-            path = 'arr1'
-            data_path = data_root + 'arr1/'
-            mkey = meta_root + path + '.array.json'
-            meta = dict(shape=(2000,),
-                        chunk_grid=dict(type='regular',
-                                        chunk_shape=(200,),
-                                        separator=('/')),
-                        data_type=np.dtype('u1'),
-                        compressor=None,
-                        fill_value=0,
-                        filters=None,
-                        chunk_memory_layout=order)
+            path = "arr1"
+            data_path = data_root + "arr1/"
+            mkey = meta_root + path + ".array.json"
+            meta = dict(
+                shape=(2000,),
+                chunk_grid=dict(type="regular", chunk_shape=(200,), separator=("/")),
+                data_type=np.dtype("u1"),
+                compressor=None,
+                fill_value=0,
+                filters=None,
+                chunk_memory_layout=order,
+            )
 
         store[mkey] = store._metadata_class.encode_array_metadata(meta)
 
-        chunk_store[data_path + '0'] = b'aaa'
-        chunk_store[data_path + '1'] = b'bbb'
+        chunk_store[data_path + "0"] = b"aaa"
+        chunk_store[data_path + "1"] = b"bbb"
 
         # don't overwrite (default)
         with pytest.raises(ContainsArrayError):
@@ -707,23 +733,30 @@ def _test_init_array_overwrite_chunk_store(self, order):
 
         # do overwrite
         try:
-            init_array(store, path=path, shape=1000, chunks=100, dtype='i4',
-                       overwrite=True, chunk_store=chunk_store)
+            init_array(
+                store,
+                path=path,
+                shape=1000,
+                chunks=100,
+                dtype="i4",
+                overwrite=True,
+                chunk_store=chunk_store,
+            )
         except NotImplementedError:
             pass
         else:
             assert mkey in store
             meta = store._metadata_class.decode_array_metadata(store[mkey])
             if self.version == 2:
-                assert ZARR_FORMAT == meta['zarr_format']
-                assert (100,) == meta['chunks']
-                assert np.dtype('i4') == meta['dtype']
+                assert ZARR_FORMAT == meta["zarr_format"]
+                assert (100,) == meta["chunks"]
+                assert np.dtype("i4") == meta["dtype"]
             else:
-                assert (100,) == meta['chunk_grid']['chunk_shape']
-                assert np.dtype('i4') == meta['data_type']
-            assert (1000,) == meta['shape']
-            assert data_path + '0' not in chunk_store
-            assert data_path + '1' not in chunk_store
+                assert (100,) == meta["chunk_grid"]["chunk_shape"]
+                assert np.dtype("i4") == meta["data_type"]
+            assert (1000,) == meta["shape"]
+            assert data_path + "0" not in chunk_store
+            assert data_path + "1" not in chunk_store
 
         store.close()
         chunk_store.close()
@@ -734,14 +767,14 @@ def test_init_array_compat(self):
             path = None
             mkey = array_meta_key
         else:
-            path = 'arr1'
-            mkey = meta_root + path + '.array.json'
-        init_array(store, path=path, shape=1000, chunks=100, compressor='none')
+            path = "arr1"
+            mkey = meta_root + path + ".array.json"
+        init_array(store, path=path, shape=1000, chunks=100, compressor="none")
         meta = store._metadata_class.decode_array_metadata(store[mkey])
         if self.version == 2:
-            assert meta['compressor'] is None
+            assert meta["compressor"] is None
         else:
-            assert 'compressor' not in meta
+            assert "compressor" not in meta
         store.close()
 
     def test_init_group(self):
@@ -750,35 +783,35 @@ def test_init_group(self):
             path = None
             mkey = group_meta_key
         else:
-            path = 'foo'
-            mkey = meta_root + path + '.group.json'
+            path = "foo"
+            mkey = meta_root + path + ".group.json"
         init_group(store, path=path)
 
         # check metadata
         assert mkey in store
         meta = store._metadata_class.decode_group_metadata(store[mkey])
         if self.version == 2:
-            assert ZARR_FORMAT == meta['zarr_format']
+            assert ZARR_FORMAT == meta["zarr_format"]
         else:
-            assert meta == {'attributes': {}}
+            assert meta == {"attributes": {}}
 
         store.close()
 
     def _test_init_group_overwrite(self, order):
         if self.version == 3:
-            pytest.skip(
-                "In v3 array and group names cannot overlap"
-            )
+            pytest.skip("In v3 array and group names cannot overlap")
         # setup
         store = self.create_store()
         store[array_meta_key] = store._metadata_class.encode_array_metadata(
-            dict(shape=(2000,),
-                 chunks=(200,),
-                 dtype=np.dtype('u1'),
-                 compressor=None,
-                 fill_value=0,
-                 order=order,
-                 filters=None)
+            dict(
+                shape=(2000,),
+                chunks=(200,),
+                dtype=np.dtype("u1"),
+                compressor=None,
+                fill_value=0,
+                order=order,
+                filters=None,
+            )
         )
 
         # don't overwrite array (default)
@@ -794,7 +827,7 @@ def _test_init_group_overwrite(self, order):
             assert array_meta_key not in store
             assert group_meta_key in store
             meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-            assert ZARR_FORMAT == meta['zarr_format']
+            assert ZARR_FORMAT == meta["zarr_format"]
 
         # don't overwrite group
         with pytest.raises(ValueError):
@@ -804,32 +837,32 @@ def _test_init_group_overwrite(self, order):
 
     def _test_init_group_overwrite_path(self, order):
         # setup
-        path = 'foo/bar'
+        path = "foo/bar"
         store = self.create_store()
         if self.version == 2:
-            meta = dict(shape=(2000,),
-                        chunks=(200,),
-                        dtype=np.dtype('u1'),
-                        compressor=None,
-                        fill_value=0,
-                        order=order,
-                        filters=None)
-            array_key = path + '/' + array_meta_key
-            group_key = path + '/' + group_meta_key
+            meta = dict(
+                shape=(2000,),
+                chunks=(200,),
+                dtype=np.dtype("u1"),
+                compressor=None,
+                fill_value=0,
+                order=order,
+                filters=None,
+            )
+            array_key = path + "/" + array_meta_key
+            group_key = path + "/" + group_meta_key
         else:
             meta = dict(
                 shape=(2000,),
-                chunk_grid=dict(type='regular',
-                                chunk_shape=(200,),
-                                separator=('/')),
-                data_type=np.dtype('u1'),
+                chunk_grid=dict(type="regular", chunk_shape=(200,), separator=("/")),
+                data_type=np.dtype("u1"),
                 compressor=None,
                 fill_value=0,
                 filters=None,
                 chunk_memory_layout=order,
             )
-            array_key = meta_root + path + '.array.json'
-            group_key = meta_root + path + '.group.json'
+            array_key = meta_root + path + ".array.json"
+            group_key = meta_root + path + ".group.json"
         store[array_key] = store._metadata_class.encode_array_metadata(meta)
 
         # don't overwrite
@@ -850,31 +883,31 @@ def _test_init_group_overwrite_path(self, order):
             # should have been overwritten
             meta = store._metadata_class.decode_group_metadata(store[group_key])
             if self.version == 2:
-                assert ZARR_FORMAT == meta['zarr_format']
+                assert ZARR_FORMAT == meta["zarr_format"]
             else:
-                assert meta == {'attributes': {}}
+                assert meta == {"attributes": {}}
 
         store.close()
 
     def _test_init_group_overwrite_chunk_store(self, order):
         if self.version == 3:
-            pytest.skip(
-                "In v3 array and group names cannot overlap"
-            )
+            pytest.skip("In v3 array and group names cannot overlap")
         # setup
         store = self.create_store()
         chunk_store = self.create_store()
         store[array_meta_key] = store._metadata_class.encode_array_metadata(
-            dict(shape=(2000,),
-                 chunks=(200,),
-                 dtype=np.dtype('u1'),
-                 compressor=None,
-                 fill_value=0,
-                 filters=None,
-                 order=order)
+            dict(
+                shape=(2000,),
+                chunks=(200,),
+                dtype=np.dtype("u1"),
+                compressor=None,
+                fill_value=0,
+                filters=None,
+                order=order,
+            )
         )
-        chunk_store['foo'] = b'bar'
-        chunk_store['baz'] = b'quux'
+        chunk_store["foo"] = b"bar"
+        chunk_store["baz"] = b"quux"
 
         # don't overwrite array (default)
         with pytest.raises(ValueError):
@@ -889,9 +922,9 @@ def _test_init_group_overwrite_chunk_store(self, order):
             assert array_meta_key not in store
             assert group_meta_key in store
             meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-            assert ZARR_FORMAT == meta['zarr_format']
-            assert 'foo' not in chunk_store
-            assert 'baz' not in chunk_store
+            assert ZARR_FORMAT == meta["zarr_format"]
+            assert "foo" not in chunk_store
+            assert "baz" not in chunk_store
 
         # don't overwrite group
         with pytest.raises(ValueError):
@@ -902,7 +935,6 @@ def _test_init_group_overwrite_chunk_store(self, order):
 
 
 class TestMappingStore(StoreTests):
-
     def create_store(self, **kwargs):
         skip_if_nested_chunks(**kwargs)
         return KVStore(dict())
@@ -912,53 +944,52 @@ def test_set_invalid_content(self):
         pass
 
 
-def setdel_hierarchy_checks(store, root=''):
+def setdel_hierarchy_checks(store, root=""):
     # these tests are for stores that are aware of hierarchy levels; this
     # behaviour is not strictly required by Zarr but these tests are included
     # to define behaviour of MemoryStore and DirectoryStore classes
 
     # check __setitem__ and __delitem__ blocked by leaf
 
-    store[root + 'a/b'] = b'aaa'
+    store[root + "a/b"] = b"aaa"
     with pytest.raises(KeyError):
-        store[root + 'a/b/c'] = b'xxx'
+        store[root + "a/b/c"] = b"xxx"
     with pytest.raises(KeyError):
-        del store[root + 'a/b/c']
+        del store[root + "a/b/c"]
 
-    store[root + 'd'] = b'ddd'
+    store[root + "d"] = b"ddd"
     with pytest.raises(KeyError):
-        store[root + 'd/e/f'] = b'xxx'
+        store[root + "d/e/f"] = b"xxx"
     with pytest.raises(KeyError):
-        del store[root + 'd/e/f']
+        del store[root + "d/e/f"]
 
     # test __setitem__ overwrite level
-    store[root + 'x/y/z'] = b'xxx'
-    store[root + 'x/y'] = b'yyy'
-    assert b'yyy' == ensure_bytes(store[root + 'x/y'])
-    assert root + 'x/y/z' not in store
-    store[root + 'x'] = b'zzz'
-    assert b'zzz' == ensure_bytes(store[root + 'x'])
-    assert root + 'x/y' not in store
+    store[root + "x/y/z"] = b"xxx"
+    store[root + "x/y"] = b"yyy"
+    assert b"yyy" == ensure_bytes(store[root + "x/y"])
+    assert root + "x/y/z" not in store
+    store[root + "x"] = b"zzz"
+    assert b"zzz" == ensure_bytes(store[root + "x"])
+    assert root + "x/y" not in store
 
     # test __delitem__ overwrite level
-    store[root + 'r/s/t'] = b'xxx'
-    del store[root + 'r/s']
-    assert root + 'r/s/t' not in store
-    store[root + 'r/s'] = b'xxx'
-    del store[root + 'r']
-    assert root + 'r/s' not in store
+    store[root + "r/s/t"] = b"xxx"
+    del store[root + "r/s"]
+    assert root + "r/s/t" not in store
+    store[root + "r/s"] = b"xxx"
+    del store[root + "r"]
+    assert root + "r/s" not in store
 
 
 class TestMemoryStore(StoreTests):
-
     def create_store(self, **kwargs):
         skip_if_nested_chunks(**kwargs)
         return MemoryStore(**kwargs)
 
     def test_store_contains_bytes(self):
         store = self.create_store()
-        store[self.root + 'foo'] = np.array([97, 98, 99, 100, 101], dtype=np.uint8)
-        assert store[self.root + 'foo'] == b'abcde'
+        store[self.root + "foo"] = np.array([97, 98, 99, 100, 101], dtype=np.uint8)
+        assert store[self.root + "foo"] == b"abcde"
 
     def test_setdel(self):
         store = self.create_store()
@@ -966,7 +997,6 @@ def test_setdel(self):
 
 
 class TestDictStore(StoreTests):
-
     def create_store(self, **kwargs):
         skip_if_nested_chunks(**kwargs)
 
@@ -984,29 +1014,24 @@ def test_pickle(self):
 
 
 class TestDirectoryStore(StoreTests):
-
-    def create_store(self,
-                     normalize_keys=False,
-                     dimension_separator=".",
-                     **kwargs):
+    def create_store(self, normalize_keys=False, dimension_separator=".", **kwargs):
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
-        store = DirectoryStore(path,
-                               normalize_keys=normalize_keys,
-                               dimension_separator=dimension_separator,
-                               **kwargs)
+        store = DirectoryStore(
+            path, normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
+        )
         return store
 
     def test_filesystem_path(self):
 
         # test behaviour with path that does not exist
-        path = 'data/store'
+        path = "data/store"
         if os.path.exists(path):
             shutil.rmtree(path)
         store = DirectoryStore(path)
         # should only be created on demand
         assert not os.path.exists(path)
-        store['foo'] = b'bar'
+        store["foo"] = b"bar"
         assert os.path.isdir(path)
 
         # check correct permissions
@@ -1035,9 +1060,9 @@ def test_pickle_ext(self):
         assert store.path == store2.path
 
         # check point to same underlying directory
-        assert self.root + 'xxx' not in store
-        store2[self.root + 'xxx'] = b'yyy'
-        assert b'yyy' == ensure_bytes(store[self.root + 'xxx'])
+        assert self.root + "xxx" not in store
+        store2[self.root + "xxx"] = b"yyy"
+        assert b"yyy" == ensure_bytes(store[self.root + "xxx"])
 
     def test_setdel(self):
         store = self.create_store()
@@ -1045,56 +1070,46 @@ def test_setdel(self):
 
     def test_normalize_keys(self):
         store = self.create_store(normalize_keys=True)
-        store[self.root + 'FOO'] = b'bar'
-        assert self.root + 'FOO' in store
-        assert self.root + 'foo' in store
+        store[self.root + "FOO"] = b"bar"
+        assert self.root + "FOO" in store
+        assert self.root + "foo" in store
 
     def test_listing_keys_slash(self):
-
         def mock_walker_slash(_path):
             yield from [
                 # trailing slash in first key
-                ('root_with_slash/', ['d1', 'g1'], ['.zgroup']),
-                ('root_with_slash/d1', [], ['.zarray']),
-                ('root_with_slash/g1', [], ['.zgroup'])
+                ("root_with_slash/", ["d1", "g1"], [".zgroup"]),
+                ("root_with_slash/d1", [], [".zarray"]),
+                ("root_with_slash/g1", [], [".zgroup"]),
             ]
 
-        res = set(DirectoryStore._keys_fast('root_with_slash/', walker=mock_walker_slash))
-        assert res == {'.zgroup', 'g1/.zgroup', 'd1/.zarray'}
+        res = set(DirectoryStore._keys_fast("root_with_slash/", walker=mock_walker_slash))
+        assert res == {".zgroup", "g1/.zgroup", "d1/.zarray"}
 
     def test_listing_keys_no_slash(self):
-
         def mock_walker_no_slash(_path):
             yield from [
                 # no trailing slash in first key
-                ('root_with_no_slash', ['d1', 'g1'], ['.zgroup']),
-                ('root_with_no_slash/d1', [], ['.zarray']),
-                ('root_with_no_slash/g1', [], ['.zgroup'])
+                ("root_with_no_slash", ["d1", "g1"], [".zgroup"]),
+                ("root_with_no_slash/d1", [], [".zarray"]),
+                ("root_with_no_slash/g1", [], [".zgroup"]),
             ]
 
-        res = set(
-            DirectoryStore._keys_fast('root_with_no_slash', mock_walker_no_slash)
-                )
-        assert res == {'.zgroup', 'g1/.zgroup', 'd1/.zarray'}
+        res = set(DirectoryStore._keys_fast("root_with_no_slash", mock_walker_no_slash))
+        assert res == {".zgroup", "g1/.zgroup", "d1/.zarray"}
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestFSStore(StoreTests):
-
-    def create_store(self, normalize_keys=False,
-                     dimension_separator=".",
-                     path=None,
-                     **kwargs):
+    def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
 
         if path is None:
             path = tempfile.mkdtemp()
             atexit.register(atexit_rmtree, path)
 
         store = FSStore(
-            path,
-            normalize_keys=normalize_keys,
-            dimension_separator=dimension_separator,
-            **kwargs)
+            path, normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
+        )
         return store
 
     def test_init_array(self):
@@ -1104,11 +1119,11 @@ def test_init_array(self):
         # check metadata
         assert array_meta_key in store
         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        assert ZARR_FORMAT == meta['zarr_format']
-        assert (1000,) == meta['shape']
-        assert (100,) == meta['chunks']
-        assert np.dtype(None) == meta['dtype']
-        assert meta['dimension_separator'] == "."
+        assert ZARR_FORMAT == meta["zarr_format"]
+        assert (1000,) == meta["shape"]
+        assert (100,) == meta["chunks"]
+        assert np.dtype(None) == meta["dtype"]
+        assert meta["dimension_separator"] == "."
 
     def test_dimension_separator(self):
         for x in (".", "/"):
@@ -1125,30 +1140,28 @@ def test_dimension_separator(self):
     def test_complex(self):
         path1 = tempfile.mkdtemp()
         path2 = tempfile.mkdtemp()
-        store = self.create_store(path="simplecache::file://" + path1,
-                                  simplecache={"same_names": True,
-                                               "cache_storage": path2})
+        store = self.create_store(
+            path="simplecache::file://" + path1,
+            simplecache={"same_names": True, "cache_storage": path2},
+        )
         assert not store
         assert not os.listdir(path1)
         assert not os.listdir(path2)
-        store[self.root + 'foo'] = b"hello"
-        assert 'foo' in os.listdir(str(path1) + '/' + self.root)
-        assert self.root + 'foo' in store
+        store[self.root + "foo"] = b"hello"
+        assert "foo" in os.listdir(str(path1) + "/" + self.root)
+        assert self.root + "foo" in store
         assert not os.listdir(str(path2))
         assert store[self.root + "foo"] == b"hello"
-        assert 'foo' in os.listdir(str(path2))
+        assert "foo" in os.listdir(str(path2))
 
     def test_deep_ndim(self):
         import zarr
 
         store = self.create_store()
-        path = None if self.version == 2 else 'group1'
+        path = None if self.version == 2 else "group1"
         foo = zarr.open_group(store=store, path=path)
         bar = foo.create_group("bar")
-        baz = bar.create_dataset("baz",
-                                 shape=(4, 4, 4),
-                                 chunks=(2, 2, 2),
-                                 dtype="i8")
+        baz = bar.create_dataset("baz", shape=(4, 4, 4), chunks=(2, 2, 2), dtype="i8")
         baz[:] = 1
         if self.version == 2:
             assert set(store.listdir()) == {".zgroup", "bar"}
@@ -1160,19 +1173,20 @@ def test_deep_ndim(self):
 
     def test_not_fsspec(self):
         import zarr
+
         path = tempfile.mkdtemp()
         with pytest.raises(ValueError, match="storage_options"):
-            zarr.open_array(path, mode='w', storage_options={"some": "kwargs"})
+            zarr.open_array(path, mode="w", storage_options={"some": "kwargs"})
         with pytest.raises(ValueError, match="storage_options"):
-            zarr.open_group(path, mode='w', storage_options={"some": "kwargs"})
-        zarr.open_array("file://" + path, mode='w', shape=(1,), dtype="f8")
+            zarr.open_group(path, mode="w", storage_options={"some": "kwargs"})
+        zarr.open_array("file://" + path, mode="w", shape=(1,), dtype="f8")
 
     def test_create(self):
         import zarr
+
         path1 = tempfile.mkdtemp()
         path2 = tempfile.mkdtemp()
-        g = zarr.open_group("file://" + path1, mode='w',
-                            storage_options={"auto_mkdir": True})
+        g = zarr.open_group("file://" + path1, mode="w", storage_options={"auto_mkdir": True})
         a = g.create_dataset("data", shape=(8,))
         a[:4] = [0, 1, 2, 3]
         assert "data" in os.listdir(path1)
@@ -1182,21 +1196,24 @@ def test_create(self):
         consolidate_metadata("file://" + path1)
         assert ".zmetadata" in os.listdir(path1)
 
-        g = zarr.open_group("simplecache::file://" + path1, mode='r',
-                            storage_options={"cache_storage": path2,
-                                             "same_names": True})
+        g = zarr.open_group(
+            "simplecache::file://" + path1,
+            mode="r",
+            storage_options={"cache_storage": path2, "same_names": True},
+        )
         assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
         with pytest.raises(PermissionError):
             g.data[:] = 1
 
-    @pytest.mark.parametrize('mode,allowed', [("r", False), ("r+", True)])
+    @pytest.mark.parametrize("mode,allowed", [("r", False), ("r+", True)])
     def test_modify_consolidated(self, mode, allowed):
         import zarr
+
         url = "file://" + tempfile.mkdtemp()
 
         # create
         root = zarr.open_group(url, mode="w")
-        root.zeros('baz', shape=(10000, 10000), chunks=(1000, 1000), dtype='i4')
+        root.zeros("baz", shape=(10000, 10000), chunks=(1000, 1000), dtype="i4")
         zarr.consolidate_metadata(url)
 
         # reopen and modify
@@ -1210,14 +1227,15 @@ def test_modify_consolidated(self, mode, allowed):
             with pytest.raises(zarr.errors.ReadOnlyError):
                 root["baz"][0, 0] = 7
 
-    @pytest.mark.parametrize('mode', ["r", "r+"])
+    @pytest.mark.parametrize("mode", ["r", "r+"])
     def test_modify_consolidated_metadata_raises(self, mode):
         import zarr
+
         url = "file://" + tempfile.mkdtemp()
 
         # create
         root = zarr.open_group(url, mode="w")
-        root.zeros('baz', shape=(10000, 10000), chunks=(1000, 1000), dtype='i4')
+        root.zeros("baz", shape=(10000, 10000), chunks=(1000, 1000), dtype="i4")
         zarr.consolidate_metadata(url)
 
         # reopen and modify
@@ -1229,21 +1247,21 @@ def test_read_only(self):
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
         store = self.create_store(path=path)
-        store[self.root + 'foo'] = b"bar"
+        store[self.root + "foo"] = b"bar"
 
-        store = self.create_store(path=path, mode='r')
+        store = self.create_store(path=path, mode="r")
 
         with pytest.raises(PermissionError):
-            store[self.root + 'foo'] = b"hex"
+            store[self.root + "foo"] = b"hex"
 
         with pytest.raises(PermissionError):
-            del store[self.root + 'foo']
+            del store[self.root + "foo"]
 
         with pytest.raises(PermissionError):
-            store.delitems([self.root + 'foo'])
+            store.delitems([self.root + "foo"])
 
         with pytest.raises(PermissionError):
-            store.setitems({self.root + 'foo': b'baz'})
+            store.setitems({self.root + "foo": b"baz"})
 
         with pytest.raises(PermissionError):
             store.clear()
@@ -1251,7 +1269,7 @@ def test_read_only(self):
         with pytest.raises(PermissionError):
             store.rmdir(self.root + "anydir")
 
-        assert store[self.root + 'foo'] == b"bar"
+        assert store[self.root + "foo"] == b"bar"
 
     def test_eq(self):
         store1 = self.create_store(path="anypath")
@@ -1261,27 +1279,25 @@ def test_eq(self):
     @pytest.mark.usefixtures("s3")
     def test_s3(self):
         import zarr
-        g = zarr.open_group("s3://test/out.zarr", mode='w',
-                            storage_options=self.s3so)
+
+        g = zarr.open_group("s3://test/out.zarr", mode="w", storage_options=self.s3so)
         a = g.create_dataset("data", shape=(8,))
         a[:4] = [0, 1, 2, 3]
 
-        g = zarr.open_group("s3://test/out.zarr", mode='r',
-                            storage_options=self.s3so)
+        g = zarr.open_group("s3://test/out.zarr", mode="r", storage_options=self.s3so)
 
         assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
 
         # test via convenience
-        g = zarr.open("s3://test/out.zarr", mode='r',
-                      storage_options=self.s3so)
+        g = zarr.open("s3://test/out.zarr", mode="r", storage_options=self.s3so)
         assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
 
     @pytest.mark.usefixtures("s3")
     def test_s3_complex(self):
         import zarr
-        g = zarr.open_group("s3://test/out.zarr", mode='w',
-                            storage_options=self.s3so)
-        expected = np.empty((8, 8, 8), dtype='int64')
+
+        g = zarr.open_group("s3://test/out.zarr", mode="w", storage_options=self.s3so)
+        expected = np.empty((8, 8, 8), dtype="int64")
         expected[:] = -1
         a = g.create_dataset(
             "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
@@ -1292,19 +1308,22 @@ def test_s3_complex(self):
         a[6, 6, 6] = 6
         a[:4] = expected[:4]
 
-        b = g.create_dataset("data_f", shape=(8, ), chunks=(1,),
-                             dtype=[('foo', 'S3'), ('bar', 'i4')],
-                             fill_value=(b"b", 1))
+        b = g.create_dataset(
+            "data_f",
+            shape=(8,),
+            chunks=(1,),
+            dtype=[("foo", "S3"), ("bar", "i4")],
+            fill_value=(b"b", 1),
+        )
         b[:4] = (b"aaa", 2)
-        g2 = zarr.open_group("s3://test/out.zarr", mode='r',
-                             storage_options=self.s3so)
+        g2 = zarr.open_group("s3://test/out.zarr", mode="r", storage_options=self.s3so)
 
         assert (g2.data[:] == expected).all()
         a.chunk_store.fs.invalidate_cache("test/out.zarr/data")
         a[:] = 5
         assert (a[:] == 5).all()
 
-        assert g2.data_f['foo'].tolist() == [b"aaa"] * 4 + [b"b"] * 4
+        assert g2.data_f["foo"].tolist() == [b"aaa"] * 4 + [b"b"] * 4
         with pytest.raises(PermissionError):
             g2.data[:] = 5
 
@@ -1325,7 +1344,6 @@ def test_s3_complex(self):
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestFSStoreWithKeySeparator(StoreTests):
-
     def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
 
         # Since the user is passing key_separator, that will take priority.
@@ -1333,20 +1351,14 @@ def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
 
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
-        return FSStore(
-            path,
-            normalize_keys=normalize_keys,
-            key_separator=key_separator)
+        return FSStore(path, normalize_keys=normalize_keys, key_separator=key_separator)
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestFSStoreFromFilesystem(StoreTests):
-
-    def create_store(self, normalize_keys=False,
-                     dimension_separator=".",
-                     path=None,
-                     **kwargs):
+    def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
         import fsspec
+
         fs = fsspec.filesystem("file")
 
         if path is None:
@@ -1363,7 +1375,8 @@ def create_store(self, normalize_keys=False,
             normalize_keys=normalize_keys,
             dimension_separator=dimension_separator,
             fs=fs,
-            **kwargs)
+            **kwargs,
+        )
 
         return store
 
@@ -1374,6 +1387,7 @@ def s3(request):
     import shlex
     import subprocess
     import time
+
     if "BOTO_CONFIG" not in os.environ:  # pragma: no cover
         os.environ["BOTO_CONFIG"] = "/dev/null"
     if "AWS_ACCESS_KEY_ID" not in os.environ:  # pragma: no cover
@@ -1385,9 +1399,12 @@ def s3(request):
     pytest.importorskip("moto")
 
     port = 5555
-    endpoint_uri = 'http://127.0.0.1:%d/' % port
-    proc = subprocess.Popen(shlex.split("moto_server s3 -p %d" % port),
-                            stderr=subprocess.DEVNULL, stdout=subprocess.DEVNULL)
+    endpoint_uri = "http://127.0.0.1:%d/" % port
+    proc = subprocess.Popen(
+        shlex.split("moto_server s3 -p %d" % port),
+        stderr=subprocess.DEVNULL,
+        stdout=subprocess.DEVNULL,
+    )
 
     timeout = 5
     while timeout > 0:
@@ -1399,8 +1416,7 @@ def s3(request):
             pass
         timeout -= 0.1  # pragma: no cover
         time.sleep(0.1)  # pragma: no cover
-    s3so = dict(client_kwargs={'endpoint_url': endpoint_uri},
-                use_listings_cache=False)
+    s3so = dict(client_kwargs={"endpoint_url": endpoint_uri}, use_listings_cache=False)
     s3 = s3fs.S3FileSystem(anon=False, **s3so)
     s3.mkdir("test")
     request.cls.s3so = s3so
@@ -1410,7 +1426,6 @@ def s3(request):
 
 
 class TestNestedDirectoryStore(TestDirectoryStore):
-
     def create_store(self, normalize_keys=False, **kwargs):
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
@@ -1425,23 +1440,23 @@ def test_init_array(self):
         # check metadata
         assert array_meta_key in store
         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        assert ZARR_FORMAT == meta['zarr_format']
-        assert (1000,) == meta['shape']
-        assert (100,) == meta['chunks']
-        assert np.dtype(None) == meta['dtype']
-        assert meta['dimension_separator'] == "/"
+        assert ZARR_FORMAT == meta["zarr_format"]
+        assert (1000,) == meta["shape"]
+        assert (100,) == meta["chunks"]
+        assert np.dtype(None) == meta["dtype"]
+        assert meta["dimension_separator"] == "/"
 
     def test_chunk_nesting(self):
         store = self.create_store()
         # any path where last segment looks like a chunk key gets special handling
-        store[self.root + '0.0'] = b'xxx'
-        assert b'xxx' == store[self.root + '0.0']
+        store[self.root + "0.0"] = b"xxx"
+        assert b"xxx" == store[self.root + "0.0"]
         # assert b'xxx' == store['0/0']
-        store[self.root + 'foo/10.20.30'] = b'yyy'
-        assert b'yyy' == store[self.root + 'foo/10.20.30']
+        store[self.root + "foo/10.20.30"] = b"yyy"
+        assert b"yyy" == store[self.root + "foo/10.20.30"]
         # assert b'yyy' == store['foo/10/20/30']
-        store[self.root + '42'] = b'zzz'
-        assert b'zzz' == store[self.root + '42']
+        store[self.root + "42"] = b"zzz"
+        assert b"zzz" == store[self.root + "42"]
 
     def test_listdir(self):
         store = self.create_store()
@@ -1452,29 +1467,22 @@ def test_listdir(self):
 
 
 class TestNestedDirectoryStoreNone:
-
     def test_value_error(self):
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
-        store = NestedDirectoryStore(
-            path, normalize_keys=True,
-            dimension_separator=None)
+        store = NestedDirectoryStore(path, normalize_keys=True, dimension_separator=None)
         assert store._dimension_separator == "/"
 
 
 class TestNestedDirectoryStoreWithWrongValue:
-
     def test_value_error(self):
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
         with pytest.raises(ValueError):
-            NestedDirectoryStore(
-                path, normalize_keys=True,
-                dimension_separator=".")
+            NestedDirectoryStore(path, normalize_keys=True, dimension_separator=".")
 
 
 class TestN5Store(TestNestedDirectoryStore):
-
     def create_store(self, normalize_keys=False):
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
@@ -1486,29 +1494,29 @@ def test_equal(self):
         store_b = N5Store(store_a.path)
         assert store_a == store_b
 
-    @pytest.mark.parametrize('zarr_meta_key', ['.zarray', '.zattrs', '.zgroup'])
+    @pytest.mark.parametrize("zarr_meta_key", [".zarray", ".zattrs", ".zgroup"])
     def test_del_zarr_meta_key(self, zarr_meta_key):
         store = self.create_store()
-        store[n5_attrs_key] = json_dumps({'foo': 'bar'})
+        store[n5_attrs_key] = json_dumps({"foo": "bar"})
         del store[zarr_meta_key]
         assert n5_attrs_key not in store
 
     def test_chunk_nesting(self):
         store = self.create_store()
-        store['0.0'] = b'xxx'
-        assert '0.0' in store
-        assert b'xxx' == store['0.0']
+        store["0.0"] = b"xxx"
+        assert "0.0" in store
+        assert b"xxx" == store["0.0"]
         # assert b'xxx' == store['0/0']
-        store['foo/10.20.30'] = b'yyy'
-        assert 'foo/10.20.30' in store
-        assert b'yyy' == store['foo/10.20.30']
+        store["foo/10.20.30"] = b"yyy"
+        assert "foo/10.20.30" in store
+        assert b"yyy" == store["foo/10.20.30"]
         # N5 reverses axis order
-        assert b'yyy' == store['foo/30/20/10']
-        del store['foo/10.20.30']
-        assert 'foo/30/20/10' not in store
-        store['42'] = b'zzz'
-        assert '42' in store
-        assert b'zzz' == store['42']
+        assert b"yyy" == store["foo/30/20/10"]
+        del store["foo/10.20.30"]
+        assert "foo/30/20/10" not in store
+        store["42"] = b"zzz"
+        assert "42" in store
+        assert b"zzz" == store["42"]
 
     def test_init_array(self):
         store = self.create_store()
@@ -1517,83 +1525,85 @@ def test_init_array(self):
         # check metadata
         assert array_meta_key in store
         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        assert ZARR_FORMAT == meta['zarr_format']
-        assert (1000,) == meta['shape']
-        assert (100,) == meta['chunks']
-        assert np.dtype(None) == meta['dtype']
+        assert ZARR_FORMAT == meta["zarr_format"]
+        assert (1000,) == meta["shape"]
+        assert (100,) == meta["chunks"]
+        assert np.dtype(None) == meta["dtype"]
         # N5Store wraps the actual compressor
-        compressor_config = meta['compressor']['compressor_config']
+        compressor_config = meta["compressor"]["compressor_config"]
         assert default_compressor.get_config() == compressor_config
         # N5Store always has a fill value of 0
-        assert meta['fill_value'] == 0
-        assert meta['dimension_separator'] == '.'
+        assert meta["fill_value"] == 0
+        assert meta["dimension_separator"] == "."
         # Top-level groups AND arrays should have
         # the n5 keyword in metadata
         raw_n5_meta = json.loads(store[n5_attrs_key])
-        assert raw_n5_meta.get('n5', None) == N5_FORMAT
+        assert raw_n5_meta.get("n5", None) == N5_FORMAT
 
     def test_init_array_path(self):
-        path = 'foo/bar'
+        path = "foo/bar"
         store = self.create_store()
         init_array(store, shape=1000, chunks=100, path=path)
 
         # check metadata
-        key = path + '/' + array_meta_key
+        key = path + "/" + array_meta_key
         assert key in store
         meta = store._metadata_class.decode_array_metadata(store[key])
-        assert ZARR_FORMAT == meta['zarr_format']
-        assert (1000,) == meta['shape']
-        assert (100,) == meta['chunks']
-        assert np.dtype(None) == meta['dtype']
+        assert ZARR_FORMAT == meta["zarr_format"]
+        assert (1000,) == meta["shape"]
+        assert (100,) == meta["chunks"]
+        assert np.dtype(None) == meta["dtype"]
         # N5Store wraps the actual compressor
-        compressor_config = meta['compressor']['compressor_config']
+        compressor_config = meta["compressor"]["compressor_config"]
         assert default_compressor.get_config() == compressor_config
         # N5Store always has a fill value of 0
-        assert meta['fill_value'] == 0
+        assert meta["fill_value"] == 0
 
     def test_init_array_compat(self):
         store = self.create_store()
-        init_array(store, shape=1000, chunks=100, compressor='none')
+        init_array(store, shape=1000, chunks=100, compressor="none")
         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
         # N5Store wraps the actual compressor
-        compressor_config = meta['compressor']['compressor_config']
+        compressor_config = meta["compressor"]["compressor_config"]
         assert compressor_config is None
 
     def test_init_array_overwrite(self):
-        self._test_init_array_overwrite('C')
+        self._test_init_array_overwrite("C")
 
     def test_init_array_overwrite_path(self):
-        self._test_init_array_overwrite_path('C')
+        self._test_init_array_overwrite_path("C")
 
     def test_init_array_overwrite_chunk_store(self):
-        self._test_init_array_overwrite_chunk_store('C')
+        self._test_init_array_overwrite_chunk_store("C")
 
     def test_init_group_overwrite(self):
-        self._test_init_group_overwrite('C')
+        self._test_init_group_overwrite("C")
 
     def test_init_group_overwrite_path(self):
-        self._test_init_group_overwrite_path('C')
+        self._test_init_group_overwrite_path("C")
 
     def test_init_group_overwrite_chunk_store(self):
-        self._test_init_group_overwrite_chunk_store('C')
+        self._test_init_group_overwrite_chunk_store("C")
 
     def test_init_group(self):
         store = self.create_store()
         init_group(store)
-        store['.zattrs'] = json_dumps({'foo': 'bar'})
+        store[".zattrs"] = json_dumps({"foo": "bar"})
         # check metadata
         assert group_meta_key in store
         assert group_meta_key in store.listdir()
-        assert group_meta_key in store.listdir('')
+        assert group_meta_key in store.listdir("")
         meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-        assert ZARR_FORMAT == meta['zarr_format']
+        assert ZARR_FORMAT == meta["zarr_format"]
 
     def test_filters(self):
-        all_filters, all_errors = zip(*[
-            (None, does_not_raise()),
-            ([], does_not_raise()),
-            ([AsType('f4', 'f8')], pytest.raises(ValueError)),
-        ])
+        all_filters, all_errors = zip(
+            *[
+                (None, does_not_raise()),
+                ([], does_not_raise()),
+                ([AsType("f4", "f8")], pytest.raises(ValueError)),
+            ]
+        )
         for filters, error in zip(all_filters, all_errors):
             store = self.create_store()
             with error:
@@ -1620,29 +1630,29 @@ def test_equal(self):
     # be run by making TestN5FSStore inherit from both TestFSStore and
     # TestN5Store, but a direct copy is arguably more explicit.
 
-    @pytest.mark.parametrize('zarr_meta_key', ['.zarray', '.zattrs', '.zgroup'])
+    @pytest.mark.parametrize("zarr_meta_key", [".zarray", ".zattrs", ".zgroup"])
     def test_del_zarr_meta_key(self, zarr_meta_key):
         store = self.create_store()
-        store[n5_attrs_key] = json_dumps({'foo': 'bar'})
+        store[n5_attrs_key] = json_dumps({"foo": "bar"})
         del store[zarr_meta_key]
         assert n5_attrs_key not in store
 
     def test_chunk_nesting(self):
         store = self.create_store()
-        store['0.0'] = b'xxx'
-        assert '0.0' in store
-        assert b'xxx' == store['0.0']
+        store["0.0"] = b"xxx"
+        assert "0.0" in store
+        assert b"xxx" == store["0.0"]
         # assert b'xxx' == store['0/0']
-        store['foo/10.20.30'] = b'yyy'
-        assert 'foo/10.20.30' in store
-        assert b'yyy' == store['foo/10.20.30']
+        store["foo/10.20.30"] = b"yyy"
+        assert "foo/10.20.30" in store
+        assert b"yyy" == store["foo/10.20.30"]
         # N5 reverses axis order
-        assert b'yyy' == store['foo/30/20/10']
-        del store['foo/10.20.30']
-        assert 'foo/30/20/10' not in store
-        store['42'] = b'zzz'
-        assert '42' in store
-        assert b'zzz' == store['42']
+        assert b"yyy" == store["foo/30/20/10"]
+        del store["foo/10.20.30"]
+        assert "foo/30/20/10" not in store
+        store["42"] = b"zzz"
+        assert "42" in store
+        assert b"zzz" == store["42"]
 
     def test_init_array(self):
         store = self.create_store()
@@ -1651,88 +1661,90 @@ def test_init_array(self):
         # check metadata
         assert array_meta_key in store
         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        assert ZARR_FORMAT == meta['zarr_format']
-        assert (1000,) == meta['shape']
-        assert (100,) == meta['chunks']
-        assert np.dtype(None) == meta['dtype']
+        assert ZARR_FORMAT == meta["zarr_format"]
+        assert (1000,) == meta["shape"]
+        assert (100,) == meta["chunks"]
+        assert np.dtype(None) == meta["dtype"]
         # N5Store wraps the actual compressor
-        compressor_config = meta['compressor']['compressor_config']
+        compressor_config = meta["compressor"]["compressor_config"]
         assert default_compressor.get_config() == compressor_config
         # N5Store always has a fill value of 0
-        assert meta['fill_value'] == 0
-        assert meta['dimension_separator'] == '.'
+        assert meta["fill_value"] == 0
+        assert meta["dimension_separator"] == "."
         # Top-level groups AND arrays should have
         # the n5 keyword in metadata
         raw_n5_meta = json.loads(store[n5_attrs_key])
-        assert raw_n5_meta.get('n5', None) == N5_FORMAT
+        assert raw_n5_meta.get("n5", None) == N5_FORMAT
 
     def test_init_array_path(self):
-        path = 'foo/bar'
+        path = "foo/bar"
         store = self.create_store()
         init_array(store, shape=1000, chunks=100, path=path)
 
         # check metadata
-        key = path + '/' + array_meta_key
+        key = path + "/" + array_meta_key
         assert key in store
         meta = store._metadata_class.decode_array_metadata(store[key])
-        assert ZARR_FORMAT == meta['zarr_format']
-        assert (1000,) == meta['shape']
-        assert (100,) == meta['chunks']
-        assert np.dtype(None) == meta['dtype']
+        assert ZARR_FORMAT == meta["zarr_format"]
+        assert (1000,) == meta["shape"]
+        assert (100,) == meta["chunks"]
+        assert np.dtype(None) == meta["dtype"]
         # N5Store wraps the actual compressor
-        compressor_config = meta['compressor']['compressor_config']
+        compressor_config = meta["compressor"]["compressor_config"]
         assert default_compressor.get_config() == compressor_config
         # N5Store always has a fill value of 0
-        assert meta['fill_value'] == 0
+        assert meta["fill_value"] == 0
 
     def test_init_array_compat(self):
         store = self.create_store()
-        init_array(store, shape=1000, chunks=100, compressor='none')
+        init_array(store, shape=1000, chunks=100, compressor="none")
         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
         # N5Store wraps the actual compressor
-        compressor_config = meta['compressor']['compressor_config']
+        compressor_config = meta["compressor"]["compressor_config"]
         assert compressor_config is None
 
     def test_init_array_overwrite(self):
-        self._test_init_array_overwrite('C')
+        self._test_init_array_overwrite("C")
 
     def test_init_array_overwrite_path(self):
-        self._test_init_array_overwrite_path('C')
+        self._test_init_array_overwrite_path("C")
 
     def test_init_array_overwrite_chunk_store(self):
-        self._test_init_array_overwrite_chunk_store('C')
+        self._test_init_array_overwrite_chunk_store("C")
 
     def test_init_group_overwrite(self):
-        self._test_init_group_overwrite('C')
+        self._test_init_group_overwrite("C")
 
     def test_init_group_overwrite_path(self):
-        self._test_init_group_overwrite_path('C')
+        self._test_init_group_overwrite_path("C")
 
     def test_init_group_overwrite_chunk_store(self):
-        self._test_init_group_overwrite_chunk_store('C')
+        self._test_init_group_overwrite_chunk_store("C")
 
     def test_dimension_separator(self):
 
-        with pytest.warns(UserWarning, match='dimension_separator'):
-            self.create_store(dimension_separator='/')
+        with pytest.warns(UserWarning, match="dimension_separator"):
+            self.create_store(dimension_separator="/")
 
     def test_init_group(self):
         store = self.create_store()
         init_group(store)
-        store['.zattrs'] = json_dumps({'foo': 'bar'})
+        store[".zattrs"] = json_dumps({"foo": "bar"})
         # check metadata
         assert group_meta_key in store
         assert group_meta_key in store.listdir()
-        assert group_meta_key in store.listdir('')
+        assert group_meta_key in store.listdir("")
         meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-        assert ZARR_FORMAT == meta['zarr_format']
+        assert ZARR_FORMAT == meta["zarr_format"]
 
     def test_filters(self):
-        all_filters, all_errors = zip(*[
-            (None, does_not_raise()),
-            ([], does_not_raise()),
-            ([AsType('f4', 'f8')], pytest.raises(ValueError)),
-        ])
+        all_filters, all_errors = zip(
+            *[
+                (None, does_not_raise()),
+                ([], does_not_raise()),
+                ([AsType("f4", "f8")], pytest.raises(ValueError)),
+            ]
+        )
         for filters, error in zip(all_filters, all_errors):
             store = self.create_store()
             with error:
@@ -1741,13 +1753,13 @@ def test_filters(self):
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestNestedFSStore(TestNestedDirectoryStore):
-
     def create_store(self, normalize_keys=False, path=None, **kwargs):
         if path is None:
             path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
-        store = FSStore(path, normalize_keys=normalize_keys,
-                        dimension_separator='/', auto_mkdir=True, **kwargs)
+        store = FSStore(
+            path, normalize_keys=normalize_keys, dimension_separator="/", auto_mkdir=True, **kwargs
+        )
         return store
 
     def test_numbered_groups(self):
@@ -1756,7 +1768,7 @@ def test_numbered_groups(self):
         # Create an array
         store = self.create_store()
         group = zarr.group(store=store)
-        arr = group.create_dataset('0', shape=(10, 10))
+        arr = group.create_dataset("0", shape=(10, 10))
         arr[1] = 1
 
         # Read it back
@@ -1765,7 +1777,6 @@ def test_numbered_groups(self):
 
 
 class TestTempStore(StoreTests):
-
     def create_store(self, **kwargs):
         skip_if_nested_chunks(**kwargs)
         return TempStore(**kwargs)
@@ -1780,113 +1791,111 @@ class TestZipStore(StoreTests):
     ZipStoreClass = ZipStore
 
     def create_store(self, **kwargs):
-        path = mktemp(suffix='.zip')
+        path = mktemp(suffix=".zip")
         atexit.register(os.remove, path)
-        store = ZipStore(path, mode='w', **kwargs)
+        store = ZipStore(path, mode="w", **kwargs)
         return store
 
     def test_mode(self):
-        with self.ZipStoreClass('data/store.zip', mode='w') as store:
-            store[self.root + 'foo'] = b'bar'
-        store = self.ZipStoreClass('data/store.zip', mode='r')
+        with self.ZipStoreClass("data/store.zip", mode="w") as store:
+            store[self.root + "foo"] = b"bar"
+        store = self.ZipStoreClass("data/store.zip", mode="r")
         with pytest.raises(PermissionError):
-            store[self.root + 'foo'] = b'bar'
+            store[self.root + "foo"] = b"bar"
         with pytest.raises(PermissionError):
             store.clear()
 
     def test_flush(self):
-        store = self.ZipStoreClass('data/store.zip', mode='w')
-        store[self.root + 'foo'] = b'bar'
+        store = self.ZipStoreClass("data/store.zip", mode="w")
+        store[self.root + "foo"] = b"bar"
         store.flush()
-        assert store[self.root + 'foo'] == b'bar'
+        assert store[self.root + "foo"] == b"bar"
         store.close()
 
-        store = self.ZipStoreClass('data/store.zip', mode='r')
+        store = self.ZipStoreClass("data/store.zip", mode="r")
         store.flush()  # no-op
 
     def test_context_manager(self):
         with self.create_store() as store:
-            store[self.root + 'foo'] = b'bar'
-            store[self.root + 'baz'] = b'qux'
+            store[self.root + "foo"] = b"bar"
+            store[self.root + "baz"] = b"qux"
             assert 2 == len(store)
 
     def test_pop(self):
         # override because not implemented
         store = self.create_store()
-        store[self.root + 'foo'] = b'bar'
+        store[self.root + "foo"] = b"bar"
         with pytest.raises(NotImplementedError):
-            store.pop(self.root + 'foo')
+            store.pop(self.root + "foo")
 
     def test_popitem(self):
         # override because not implemented
         store = self.create_store()
-        store[self.root + 'foo'] = b'bar'
+        store[self.root + "foo"] = b"bar"
         with pytest.raises(NotImplementedError):
             store.popitem()
 
     def test_permissions(self):
-        store = self.ZipStoreClass('data/store.zip', mode='w')
-        foo_key = 'foo' if self.version == 2 else self.root + 'foo'
+        store = self.ZipStoreClass("data/store.zip", mode="w")
+        foo_key = "foo" if self.version == 2 else self.root + "foo"
         # TODO: cannot provide key ending in / for v3
         #       how to create an empty folder in that case?
-        baz_key = 'baz/' if self.version == 2 else self.root + 'baz'
-        store[foo_key] = b'bar'
-        store[baz_key] = b''
+        baz_key = "baz/" if self.version == 2 else self.root + "baz"
+        store[foo_key] = b"bar"
+        store[baz_key] = b""
 
         store.flush()
         store.close()
-        z = ZipFile('data/store.zip', 'r')
+        z = ZipFile("data/store.zip", "r")
         info = z.getinfo(foo_key)
         perm = oct(info.external_attr >> 16)
-        assert perm == '0o644'
+        assert perm == "0o644"
         info = z.getinfo(baz_key)
         perm = oct(info.external_attr >> 16)
         # only for posix platforms
-        if os.name == 'posix':
+        if os.name == "posix":
             if self.version == 2:
-                assert perm == '0o40775'
+                assert perm == "0o40775"
             else:
                 # baz/ on v2, but baz on v3, so not a directory
-                assert perm == '0o644'
+                assert perm == "0o644"
         z.close()
 
     def test_store_and_retrieve_ndarray(self):
-        store = ZipStore('data/store.zip')
+        store = ZipStore("data/store.zip")
         x = np.array([[1, 2], [3, 4]])
-        store['foo'] = x
-        y = np.frombuffer(store['foo'], dtype=x.dtype).reshape(x.shape)
+        store["foo"] = x
+        y = np.frombuffer(store["foo"], dtype=x.dtype).reshape(x.shape)
         assert np.array_equiv(y, x)
 
 
 class TestDBMStore(StoreTests):
-
     def create_store(self, dimension_separator=None):
-        path = mktemp(suffix='.anydbm')
-        atexit.register(atexit_rmglob, path + '*')
+        path = mktemp(suffix=".anydbm")
+        atexit.register(atexit_rmglob, path + "*")
         # create store using default dbm implementation
-        store = DBMStore(path, flag='n', dimension_separator=dimension_separator)
+        store = DBMStore(path, flag="n", dimension_separator=dimension_separator)
         return store
 
     def test_context_manager(self):
         with self.create_store() as store:
-            store[self.root + 'foo'] = b'bar'
-            store[self.root + 'baz'] = b'qux'
+            store[self.root + "foo"] = b"bar"
+            store[self.root + "baz"] = b"qux"
             assert 2 == len(store)
 
 
 class TestDBMStoreDumb(TestDBMStore):
-
     def create_store(self, **kwargs):
-        path = mktemp(suffix='.dumbdbm')
-        atexit.register(atexit_rmglob, path + '*')
+        path = mktemp(suffix=".dumbdbm")
+        atexit.register(atexit_rmglob, path + "*")
 
         import dbm.dumb as dumbdbm
-        store = DBMStore(path, flag='n', open=dumbdbm.open, **kwargs)
+
+        store = DBMStore(path, flag="n", open=dumbdbm.open, **kwargs)
         return store
 
 
 class TestDBMStoreGnu(TestDBMStore):
-
     def create_store(self, **kwargs):
         gdbm = pytest.importorskip("dbm.gnu")
         path = mktemp(suffix=".gdbm")  # pragma: no cover
@@ -1898,7 +1907,6 @@ def create_store(self, **kwargs):
 
 
 class TestDBMStoreNDBM(TestDBMStore):
-
     def create_store(self, **kwargs):
         ndbm = pytest.importorskip("dbm.ndbm")
         path = mktemp(suffix=".ndbm")  # pragma: no cover
@@ -1908,20 +1916,18 @@ def create_store(self, **kwargs):
 
 
 class TestDBMStoreBerkeleyDB(TestDBMStore):
-
     def create_store(self, **kwargs):
         bsddb3 = pytest.importorskip("bsddb3")
-        path = mktemp(suffix='.dbm')
+        path = mktemp(suffix=".dbm")
         atexit.register(os.remove, path)
-        store = DBMStore(path, flag='n', open=bsddb3.btopen, write_lock=False, **kwargs)
+        store = DBMStore(path, flag="n", open=bsddb3.btopen, write_lock=False, **kwargs)
         return store
 
 
 class TestLMDBStore(StoreTests):
-
     def create_store(self, **kwargs):
         pytest.importorskip("lmdb")
-        path = mktemp(suffix='.lmdb')
+        path = mktemp(suffix=".lmdb")
         atexit.register(atexit_rmtree, path)
         buffers = True
         store = LMDBStore(path, buffers=buffers, **kwargs)
@@ -1929,43 +1935,41 @@ def create_store(self, **kwargs):
 
     def test_context_manager(self):
         with self.create_store() as store:
-            store[self.root + 'foo'] = b'bar'
-            store[self.root + 'baz'] = b'qux'
+            store[self.root + "foo"] = b"bar"
+            store[self.root + "baz"] = b"qux"
             assert 2 == len(store)
 
 
 class TestSQLiteStore(StoreTests):
-
     def create_store(self, **kwargs):
         pytest.importorskip("sqlite3")
-        path = mktemp(suffix='.db')
+        path = mktemp(suffix=".db")
         atexit.register(atexit_rmtree, path)
         store = SQLiteStore(path, **kwargs)
         return store
 
     def test_underscore_in_name(self):
-        path = mktemp(suffix='.db')
+        path = mktemp(suffix=".db")
         atexit.register(atexit_rmtree, path)
         store = SQLiteStore(path)
-        store['a'] = b'aaa'
-        store['a_b'] = b'aa_bb'
-        store.rmdir('a')
-        assert 'a_b' in store
+        store["a"] = b"aaa"
+        store["a_b"] = b"aa_bb"
+        store.rmdir("a")
+        assert "a_b" in store
 
 
 class TestSQLiteStoreInMemory(TestSQLiteStore):
-
     def create_store(self, **kwargs):
         pytest.importorskip("sqlite3")
-        store = SQLiteStore(':memory:', **kwargs)
+        store = SQLiteStore(":memory:", **kwargs)
         return store
 
     def test_pickle(self):
 
         # setup store
         store = self.create_store()
-        store[self.root + 'foo'] = b'bar'
-        store[self.root + 'baz'] = b'quux'
+        store[self.root + "foo"] = b"bar"
+        store[self.root + "baz"] = b"quux"
 
         # round-trip through pickle
         with pytest.raises(PicklingError):
@@ -1974,11 +1978,11 @@ def test_pickle(self):
 
 @skip_test_env_var("ZARR_TEST_MONGO")
 class TestMongoDBStore(StoreTests):
-
     def create_store(self, **kwargs):
         pytest.importorskip("pymongo")
-        store = MongoDBStore(host='127.0.0.1', database='zarr_tests',
-                             collection='zarr_tests', **kwargs)
+        store = MongoDBStore(
+            host="127.0.0.1", database="zarr_tests", collection="zarr_tests", **kwargs
+        )
         # start with an empty store
         store.clear()
         return store
@@ -1986,12 +1990,11 @@ def create_store(self, **kwargs):
 
 @skip_test_env_var("ZARR_TEST_REDIS")
 class TestRedisStore(StoreTests):
-
     def create_store(self, **kwargs):
         # TODO: this is the default host for Redis on Travis,
         # we probably want to generalize this though
         pytest.importorskip("redis")
-        store = RedisStore(host='localhost', port=6379, **kwargs)
+        store = RedisStore(host="localhost", port=6379, **kwargs)
         # start with an empty store
         store.clear()
         return store
@@ -2011,14 +2014,14 @@ def test_cache_values_no_max_size(self):
 
         # setup store
         store = self.CountingClass()
-        foo_key = self.root + 'foo'
-        bar_key = self.root + 'bar'
-        store[foo_key] = b'xxx'
-        store[bar_key] = b'yyy'
-        assert 0 == store.counter['__getitem__', foo_key]
-        assert 1 == store.counter['__setitem__', foo_key]
-        assert 0 == store.counter['__getitem__', bar_key]
-        assert 1 == store.counter['__setitem__', bar_key]
+        foo_key = self.root + "foo"
+        bar_key = self.root + "bar"
+        store[foo_key] = b"xxx"
+        store[bar_key] = b"yyy"
+        assert 0 == store.counter["__getitem__", foo_key]
+        assert 1 == store.counter["__setitem__", foo_key]
+        assert 0 == store.counter["__getitem__", bar_key]
+        assert 1 == store.counter["__setitem__", bar_key]
 
         # setup cache
         cache = self.LRUStoreClass(store, max_size=None)
@@ -2026,39 +2029,39 @@ def test_cache_values_no_max_size(self):
         assert 0 == cache.misses
 
         # test first __getitem__, cache miss
-        assert b'xxx' == cache[foo_key]
-        assert 1 == store.counter['__getitem__', foo_key]
-        assert 1 == store.counter['__setitem__', foo_key]
+        assert b"xxx" == cache[foo_key]
+        assert 1 == store.counter["__getitem__", foo_key]
+        assert 1 == store.counter["__setitem__", foo_key]
         assert 0 == cache.hits
         assert 1 == cache.misses
 
         # test second __getitem__, cache hit
-        assert b'xxx' == cache[foo_key]
-        assert 1 == store.counter['__getitem__', foo_key]
-        assert 1 == store.counter['__setitem__', foo_key]
+        assert b"xxx" == cache[foo_key]
+        assert 1 == store.counter["__getitem__", foo_key]
+        assert 1 == store.counter["__setitem__", foo_key]
         assert 1 == cache.hits
         assert 1 == cache.misses
 
         # test __setitem__, __getitem__
-        cache[foo_key] = b'zzz'
-        assert 1 == store.counter['__getitem__', foo_key]
-        assert 2 == store.counter['__setitem__', foo_key]
+        cache[foo_key] = b"zzz"
+        assert 1 == store.counter["__getitem__", foo_key]
+        assert 2 == store.counter["__setitem__", foo_key]
         # should be a cache hit
-        assert b'zzz' == cache[foo_key]
-        assert 1 == store.counter['__getitem__', foo_key]
-        assert 2 == store.counter['__setitem__', foo_key]
+        assert b"zzz" == cache[foo_key]
+        assert 1 == store.counter["__getitem__", foo_key]
+        assert 2 == store.counter["__setitem__", foo_key]
         assert 2 == cache.hits
         assert 1 == cache.misses
 
         # manually invalidate all cached values
         cache.invalidate_values()
-        assert b'zzz' == cache[foo_key]
-        assert 2 == store.counter['__getitem__', foo_key]
-        assert 2 == store.counter['__setitem__', foo_key]
+        assert b"zzz" == cache[foo_key]
+        assert 2 == store.counter["__getitem__", foo_key]
+        assert 2 == store.counter["__setitem__", foo_key]
         cache.invalidate()
-        assert b'zzz' == cache[foo_key]
-        assert 3 == store.counter['__getitem__', foo_key]
-        assert 2 == store.counter['__setitem__', foo_key]
+        assert b"zzz" == cache[foo_key]
+        assert 3 == store.counter["__getitem__", foo_key]
+        assert 2 == store.counter["__setitem__", foo_key]
 
         # test __delitem__
         del cache[foo_key]
@@ -2070,104 +2073,104 @@ def test_cache_values_no_max_size(self):
             store[foo_key]
 
         # verify other keys untouched
-        assert 0 == store.counter['__getitem__', bar_key]
-        assert 1 == store.counter['__setitem__', bar_key]
+        assert 0 == store.counter["__getitem__", bar_key]
+        assert 1 == store.counter["__setitem__", bar_key]
 
     def test_cache_values_with_max_size(self):
 
         # setup store
         store = self.CountingClass()
-        foo_key = self.root + 'foo'
-        bar_key = self.root + 'bar'
-        store[foo_key] = b'xxx'
-        store[bar_key] = b'yyy'
-        assert 0 == store.counter['__getitem__', foo_key]
-        assert 0 == store.counter['__getitem__', bar_key]
+        foo_key = self.root + "foo"
+        bar_key = self.root + "bar"
+        store[foo_key] = b"xxx"
+        store[bar_key] = b"yyy"
+        assert 0 == store.counter["__getitem__", foo_key]
+        assert 0 == store.counter["__getitem__", bar_key]
         # setup cache - can only hold one item
         cache = self.LRUStoreClass(store, max_size=5)
         assert 0 == cache.hits
         assert 0 == cache.misses
 
         # test first 'foo' __getitem__, cache miss
-        assert b'xxx' == cache[foo_key]
-        assert 1 == store.counter['__getitem__', foo_key]
+        assert b"xxx" == cache[foo_key]
+        assert 1 == store.counter["__getitem__", foo_key]
         assert 0 == cache.hits
         assert 1 == cache.misses
 
         # test second 'foo' __getitem__, cache hit
-        assert b'xxx' == cache[foo_key]
-        assert 1 == store.counter['__getitem__', foo_key]
+        assert b"xxx" == cache[foo_key]
+        assert 1 == store.counter["__getitem__", foo_key]
         assert 1 == cache.hits
         assert 1 == cache.misses
 
         # test first 'bar' __getitem__, cache miss
-        assert b'yyy' == cache[bar_key]
-        assert 1 == store.counter['__getitem__', bar_key]
+        assert b"yyy" == cache[bar_key]
+        assert 1 == store.counter["__getitem__", bar_key]
         assert 1 == cache.hits
         assert 2 == cache.misses
 
         # test second 'bar' __getitem__, cache hit
-        assert b'yyy' == cache[bar_key]
-        assert 1 == store.counter['__getitem__', bar_key]
+        assert b"yyy" == cache[bar_key]
+        assert 1 == store.counter["__getitem__", bar_key]
         assert 2 == cache.hits
         assert 2 == cache.misses
 
         # test 'foo' __getitem__, should have been evicted, cache miss
-        assert b'xxx' == cache[foo_key]
-        assert 2 == store.counter['__getitem__', foo_key]
+        assert b"xxx" == cache[foo_key]
+        assert 2 == store.counter["__getitem__", foo_key]
         assert 2 == cache.hits
         assert 3 == cache.misses
 
         # test 'bar' __getitem__, should have been evicted, cache miss
-        assert b'yyy' == cache[bar_key]
-        assert 2 == store.counter['__getitem__', bar_key]
+        assert b"yyy" == cache[bar_key]
+        assert 2 == store.counter["__getitem__", bar_key]
         assert 2 == cache.hits
         assert 4 == cache.misses
 
         # setup store
         store = self.CountingClass()
-        store[foo_key] = b'xxx'
-        store[bar_key] = b'yyy'
-        assert 0 == store.counter['__getitem__', foo_key]
-        assert 0 == store.counter['__getitem__', bar_key]
+        store[foo_key] = b"xxx"
+        store[bar_key] = b"yyy"
+        assert 0 == store.counter["__getitem__", foo_key]
+        assert 0 == store.counter["__getitem__", bar_key]
         # setup cache - can hold two items
         cache = self.LRUStoreClass(store, max_size=6)
         assert 0 == cache.hits
         assert 0 == cache.misses
 
         # test first 'foo' __getitem__, cache miss
-        assert b'xxx' == cache[foo_key]
-        assert 1 == store.counter['__getitem__', foo_key]
+        assert b"xxx" == cache[foo_key]
+        assert 1 == store.counter["__getitem__", foo_key]
         assert 0 == cache.hits
         assert 1 == cache.misses
 
         # test second 'foo' __getitem__, cache hit
-        assert b'xxx' == cache[foo_key]
-        assert 1 == store.counter['__getitem__', foo_key]
+        assert b"xxx" == cache[foo_key]
+        assert 1 == store.counter["__getitem__", foo_key]
         assert 1 == cache.hits
         assert 1 == cache.misses
 
         # test first 'bar' __getitem__, cache miss
-        assert b'yyy' == cache[bar_key]
-        assert 1 == store.counter['__getitem__', bar_key]
+        assert b"yyy" == cache[bar_key]
+        assert 1 == store.counter["__getitem__", bar_key]
         assert 1 == cache.hits
         assert 2 == cache.misses
 
         # test second 'bar' __getitem__, cache hit
-        assert b'yyy' == cache[bar_key]
-        assert 1 == store.counter['__getitem__', bar_key]
+        assert b"yyy" == cache[bar_key]
+        assert 1 == store.counter["__getitem__", bar_key]
         assert 2 == cache.hits
         assert 2 == cache.misses
 
         # test 'foo' __getitem__, should still be cached
-        assert b'xxx' == cache[foo_key]
-        assert 1 == store.counter['__getitem__', foo_key]
+        assert b"xxx" == cache[foo_key]
+        assert 1 == store.counter["__getitem__", foo_key]
         assert 3 == cache.hits
         assert 2 == cache.misses
 
         # test 'bar' __getitem__, should still be cached
-        assert b'yyy' == cache[bar_key]
-        assert 1 == store.counter['__getitem__', bar_key]
+        assert b"yyy" == cache[bar_key]
+        assert 1 == store.counter["__getitem__", bar_key]
         assert 4 == cache.hits
         assert 2 == cache.misses
 
@@ -2175,78 +2178,78 @@ def test_cache_keys(self):
 
         # setup
         store = self.CountingClass()
-        foo_key = self.root + 'foo'
-        bar_key = self.root + 'bar'
-        baz_key = self.root + 'baz'
-        store[foo_key] = b'xxx'
-        store[bar_key] = b'yyy'
-        assert 0 == store.counter['__contains__', foo_key]
-        assert 0 == store.counter['__iter__']
-        assert 0 == store.counter['keys']
+        foo_key = self.root + "foo"
+        bar_key = self.root + "bar"
+        baz_key = self.root + "baz"
+        store[foo_key] = b"xxx"
+        store[bar_key] = b"yyy"
+        assert 0 == store.counter["__contains__", foo_key]
+        assert 0 == store.counter["__iter__"]
+        assert 0 == store.counter["keys"]
         cache = self.LRUStoreClass(store, max_size=None)
 
         # keys should be cached on first call
         keys = sorted(cache.keys())
         assert keys == [bar_key, foo_key]
-        assert 1 == store.counter['keys']
+        assert 1 == store.counter["keys"]
         # keys should now be cached
         assert keys == sorted(cache.keys())
-        assert 1 == store.counter['keys']
+        assert 1 == store.counter["keys"]
         assert foo_key in cache
-        assert 0 == store.counter['__contains__', foo_key]
+        assert 0 == store.counter["__contains__", foo_key]
         assert keys == sorted(cache)
-        assert 0 == store.counter['__iter__']
-        assert 1 == store.counter['keys']
+        assert 0 == store.counter["__iter__"]
+        assert 1 == store.counter["keys"]
 
         # cache should be cleared if store is modified - crude but simple for now
-        cache[baz_key] = b'zzz'
+        cache[baz_key] = b"zzz"
         keys = sorted(cache.keys())
         assert keys == [bar_key, baz_key, foo_key]
-        assert 2 == store.counter['keys']
+        assert 2 == store.counter["keys"]
         # keys should now be cached
         assert keys == sorted(cache.keys())
-        assert 2 == store.counter['keys']
+        assert 2 == store.counter["keys"]
 
         # manually invalidate keys
         cache.invalidate_keys()
         keys = sorted(cache.keys())
         assert keys == [bar_key, baz_key, foo_key]
-        assert 3 == store.counter['keys']
-        assert 0 == store.counter['__contains__', foo_key]
-        assert 0 == store.counter['__iter__']
+        assert 3 == store.counter["keys"]
+        assert 0 == store.counter["__contains__", foo_key]
+        assert 0 == store.counter["__iter__"]
         cache.invalidate_keys()
         keys = sorted(cache)
         assert keys == [bar_key, baz_key, foo_key]
-        assert 4 == store.counter['keys']
-        assert 0 == store.counter['__contains__', foo_key]
-        assert 0 == store.counter['__iter__']
+        assert 4 == store.counter["keys"]
+        assert 0 == store.counter["__contains__", foo_key]
+        assert 0 == store.counter["__iter__"]
         cache.invalidate_keys()
         assert foo_key in cache
-        assert 5 == store.counter['keys']
-        assert 0 == store.counter['__contains__', foo_key]
-        assert 0 == store.counter['__iter__']
+        assert 5 == store.counter["keys"]
+        assert 0 == store.counter["__contains__", foo_key]
+        assert 0 == store.counter["__iter__"]
 
         # check these would get counted if called directly
         assert foo_key in store
-        assert 1 == store.counter['__contains__', foo_key]
+        assert 1 == store.counter["__contains__", foo_key]
         assert keys == sorted(store)
-        assert 1 == store.counter['__iter__']
+        assert 1 == store.counter["__iter__"]
 
 
 def test_getsize():
     store = KVStore(dict())
-    store['foo'] = b'aaa'
-    store['bar'] = b'bbbb'
-    store['baz/quux'] = b'ccccc'
+    store["foo"] = b"aaa"
+    store["bar"] = b"bbbb"
+    store["baz/quux"] = b"ccccc"
     assert 7 == getsize(store)
-    assert 5 == getsize(store, 'baz')
+    assert 5 == getsize(store, "baz")
 
     store = KVStore(dict())
-    store['boo'] = None
+    store["boo"] = None
     assert -1 == getsize(store)
 
 
-@pytest.mark.parametrize('dict_store', [False, True])
+@pytest.mark.parametrize("dict_store", [False, True])
 def test_migrate_1to2(dict_store):
     from zarr import meta_v1
 
@@ -2258,64 +2261,63 @@ def test_migrate_1to2(dict_store):
     meta = dict(
         shape=(100,),
         chunks=(10,),
-        dtype=np.dtype('f4'),
-        compression='zlib',
+        dtype=np.dtype("f4"),
+        compression="zlib",
         compression_opts=1,
         fill_value=None,
-        order='C'
+        order="C",
     )
     meta_json = meta_v1.encode_metadata(meta)
-    store['meta'] = meta_json
-    store['attrs'] = json.dumps(dict()).encode('ascii')
+    store["meta"] = meta_json
+    store["attrs"] = json.dumps(dict()).encode("ascii")
 
     # run migration
     migrate_1to2(store)
 
     # check results
-    assert 'meta' not in store
+    assert "meta" not in store
     assert array_meta_key in store
-    assert 'attrs' not in store
+    assert "attrs" not in store
     assert attrs_key in store
     meta_migrated = decode_array_metadata(store[array_meta_key])
-    assert 2 == meta_migrated['zarr_format']
+    assert 2 == meta_migrated["zarr_format"]
 
     # preserved fields
-    for f in 'shape', 'chunks', 'dtype', 'fill_value', 'order':
+    for f in "shape", "chunks", "dtype", "fill_value", "order":
         assert meta[f] == meta_migrated[f]
 
     # migrate should have added empty filters field
-    assert meta_migrated['filters'] is None
+    assert meta_migrated["filters"] is None
 
     # check compression and compression_opts migrated to compressor
-    assert 'compression' not in meta_migrated
-    assert 'compression_opts' not in meta_migrated
-    assert meta_migrated['compressor'] == Zlib(1).get_config()
+    assert "compression" not in meta_migrated
+    assert "compression_opts" not in meta_migrated
+    assert meta_migrated["compressor"] == Zlib(1).get_config()
 
     # check dict compression_opts
     store = dict() if dict_store else KVStore(dict())
-    meta['compression'] = 'blosc'
-    meta['compression_opts'] = dict(cname='lz4', clevel=5, shuffle=1)
+    meta["compression"] = "blosc"
+    meta["compression_opts"] = dict(cname="lz4", clevel=5, shuffle=1)
     meta_json = meta_v1.encode_metadata(meta)
-    store['meta'] = meta_json
-    store['attrs'] = json.dumps(dict()).encode('ascii')
+    store["meta"] = meta_json
+    store["attrs"] = json.dumps(dict()).encode("ascii")
     migrate_1to2(store)
     meta_migrated = decode_array_metadata(store[array_meta_key])
-    assert 'compression' not in meta_migrated
-    assert 'compression_opts' not in meta_migrated
-    assert (meta_migrated['compressor'] ==
-            Blosc(cname='lz4', clevel=5, shuffle=1).get_config())
+    assert "compression" not in meta_migrated
+    assert "compression_opts" not in meta_migrated
+    assert meta_migrated["compressor"] == Blosc(cname="lz4", clevel=5, shuffle=1).get_config()
 
     # check 'none' compression is migrated to None (null in JSON)
     store = dict() if dict_store else KVStore(dict())
-    meta['compression'] = 'none'
+    meta["compression"] = "none"
     meta_json = meta_v1.encode_metadata(meta)
-    store['meta'] = meta_json
-    store['attrs'] = json.dumps(dict()).encode('ascii')
+    store["meta"] = meta_json
+    store["attrs"] = json.dumps(dict()).encode("ascii")
     migrate_1to2(store)
     meta_migrated = decode_array_metadata(store[array_meta_key])
-    assert 'compression' not in meta_migrated
-    assert 'compression_opts' not in meta_migrated
-    assert meta_migrated['compressor'] is None
+    assert "compression" not in meta_migrated
+    assert "compression_opts" not in meta_migrated
+    assert meta_migrated["compressor"] is None
 
 
 def test_format_compatibility():
@@ -2324,71 +2326,75 @@ def test_format_compatibility():
     # read data stored with a previous minor version (which should be format-compatible).
 
     # fixture data
-    fixture = group(store=DirectoryStore('fixture'))
+    fixture = group(store=DirectoryStore("fixture"))
 
     # set seed to get consistent random data
     np.random.seed(42)
 
     arrays_chunks = [
-        (np.arange(1111, dtype='<i1'), 100),
-        (np.arange(1111, dtype='<i2'), 100),
-        (np.arange(1111, dtype='<i4'), 100),
-        (np.arange(1111, dtype='<i8'), 1000),
-        (np.random.randint(0, 200, size=2222, dtype='u1').astype('<u1'), 100),
-        (np.random.randint(0, 2000, size=2222, dtype='u2').astype('<u2'), 100),
-        (np.random.randint(0, 2000, size=2222, dtype='u4').astype('<u4'), 100),
-        (np.random.randint(0, 2000, size=2222, dtype='u8').astype('<u8'), 100),
-        (np.linspace(0, 1, 3333, dtype='<f2'), 100),
-        (np.linspace(0, 1, 3333, dtype='<f4'), 100),
-        (np.linspace(0, 1, 3333, dtype='<f8'), 100),
-        (np.random.normal(loc=0, scale=1, size=4444).astype('<f2'), 100),
-        (np.random.normal(loc=0, scale=1, size=4444).astype('<f4'), 100),
-        (np.random.normal(loc=0, scale=1, size=4444).astype('<f8'), 100),
-        (np.random.choice([b'A', b'C', b'G', b'T'],
-                          size=5555, replace=True).astype('S'), 100),
-        (np.random.choice(['foo', 'bar', 'baz', 'quux'],
-                          size=5555, replace=True).astype('<U'), 100),
-        (np.random.choice([0, 1/3, 1/7, 1/9, np.nan],
-                          size=5555, replace=True).astype('<f8'), 100),
+        (np.arange(1111, dtype="<i1"), 100),
+        (np.arange(1111, dtype="<i2"), 100),
+        (np.arange(1111, dtype="<i4"), 100),
+        (np.arange(1111, dtype="<i8"), 1000),
+        (np.random.randint(0, 200, size=2222, dtype="u1").astype("<u1"), 100),
+        (np.random.randint(0, 2000, size=2222, dtype="u2").astype("<u2"), 100),
+        (np.random.randint(0, 2000, size=2222, dtype="u4").astype("<u4"), 100),
+        (np.random.randint(0, 2000, size=2222, dtype="u8").astype("<u8"), 100),
+        (np.linspace(0, 1, 3333, dtype="<f2"), 100),
+        (np.linspace(0, 1, 3333, dtype="<f4"), 100),
+        (np.linspace(0, 1, 3333, dtype="<f8"), 100),
+        (np.random.normal(loc=0, scale=1, size=4444).astype("<f2"), 100),
+        (np.random.normal(loc=0, scale=1, size=4444).astype("<f4"), 100),
+        (np.random.normal(loc=0, scale=1, size=4444).astype("<f8"), 100),
+        (np.random.choice([b"A", b"C", b"G", b"T"], size=5555, replace=True).astype("S"), 100),
+        (
+            np.random.choice(["foo", "bar", "baz", "quux"], size=5555, replace=True).astype("<U"),
+            100,
+        ),
+        (
+            np.random.choice([0, 1 / 3, 1 / 7, 1 / 9, np.nan], size=5555, replace=True).astype(
+                "<f8"
+            ),
+            100,
+        ),
         (np.random.randint(0, 2, size=5555, dtype=bool), 100),
-        (np.arange(20000, dtype='<i4').reshape(2000, 10, order='C'), (100, 3)),
-        (np.arange(20000, dtype='<i4').reshape(200, 100, order='F'), (100, 30)),
-        (np.arange(20000, dtype='<i4').reshape(200, 10, 10, order='C'), (100, 3, 3)),
-        (np.arange(20000, dtype='<i4').reshape(20, 100, 10, order='F'), (10, 30, 3)),
-        (np.arange(20000, dtype='<i4').reshape(20, 10, 10, 10, order='C'), (10, 3, 3, 3)),
-        (np.arange(20000, dtype='<i4').reshape(20, 10, 10, 10, order='F'), (10, 3, 3, 3)),
+        (np.arange(20000, dtype="<i4").reshape(2000, 10, order="C"), (100, 3)),
+        (np.arange(20000, dtype="<i4").reshape(200, 100, order="F"), (100, 30)),
+        (np.arange(20000, dtype="<i4").reshape(200, 10, 10, order="C"), (100, 3, 3)),
+        (np.arange(20000, dtype="<i4").reshape(20, 100, 10, order="F"), (10, 30, 3)),
+        (np.arange(20000, dtype="<i4").reshape(20, 10, 10, 10, order="C"), (10, 3, 3, 3)),
+        (np.arange(20000, dtype="<i4").reshape(20, 10, 10, 10, order="F"), (10, 3, 3, 3)),
     ]
 
     compressors = [
         None,
         Zlib(level=1),
         BZ2(level=1),
-        Blosc(cname='zstd', clevel=1, shuffle=0),
-        Blosc(cname='zstd', clevel=1, shuffle=1),
-        Blosc(cname='zstd', clevel=1, shuffle=2),
-        Blosc(cname='lz4', clevel=1, shuffle=0),
+        Blosc(cname="zstd", clevel=1, shuffle=0),
+        Blosc(cname="zstd", clevel=1, shuffle=1),
+        Blosc(cname="zstd", clevel=1, shuffle=2),
+        Blosc(cname="lz4", clevel=1, shuffle=0),
     ]
 
     for i, (arr, chunks) in enumerate(arrays_chunks):
 
         if arr.flags.f_contiguous:
-            order = 'F'
+            order = "F"
         else:
-            order = 'C'
+            order = "C"
 
         for j, compressor in enumerate(compressors):
-            path = '{}/{}'.format(i, j)
+            path = "{}/{}".format(i, j)
 
             if path not in fixture:  # pragma: no cover
                 # store the data - should be one-time operation
-                fixture.array(path, data=arr, chunks=chunks, order=order,
-                              compressor=compressor)
+                fixture.array(path, data=arr, chunks=chunks, order=order, compressor=compressor)
 
             # setup array
             z = fixture[path]
 
             # check contents
-            if arr.dtype.kind == 'f':
+            if arr.dtype.kind == "f":
                 assert_array_almost_equal(arr, z[:])
             else:
                 assert_array_equal(arr, z[:])
@@ -2420,7 +2426,7 @@ def create_store(self, prefix=None, **kwargs):
         return store
 
     def test_non_client_deprecated(self):
-        with pytest.warns(FutureWarning, match='Providing'):
+        with pytest.warns(FutureWarning, match="Providing"):
             store = self.ABSStoreClass(
                 "container", account_name="account_name", account_key="account_key"
             )
@@ -2431,11 +2437,11 @@ def test_non_client_deprecated(self):
             assert result == attr
 
     def test_iterators_with_prefix(self):
-        prefixes = ['test_prefix', '/test_prefix', 'test_prefix/', 'test/prefix']
+        prefixes = ["test_prefix", "/test_prefix", "test_prefix/", "test/prefix"]
 
         if self.version < 3:
             # empty prefix not allowed in v3
-            prefixes += ['', None]
+            prefixes += ["", None]
 
         for prefix in prefixes:
             store = self.create_store(prefix=prefix)
@@ -2447,17 +2453,17 @@ def test_iterators_with_prefix(self):
             assert set() == set(store.values())
             assert set() == set(store.items())
 
-            prefix = meta_root if self.version > 2 else ''
+            prefix = meta_root if self.version > 2 else ""
             # setup some values
-            store[prefix + 'a'] = b'aaa'
-            store[prefix + 'b'] = b'bbb'
-            store[prefix + 'c/d'] = b'ddd'
-            store[prefix + 'c/e/f'] = b'fff'
+            store[prefix + "a"] = b"aaa"
+            store[prefix + "b"] = b"bbb"
+            store[prefix + "c/d"] = b"ddd"
+            store[prefix + "c/e/f"] = b"fff"
 
             # test iterators on store with data
             assert 4 == len(store)
-            keys = [prefix + 'a', prefix + 'b', prefix + 'c/d', prefix + 'c/e/f']
-            values = [b'aaa', b'bbb', b'ddd', b'fff']
+            keys = [prefix + "a", prefix + "b", prefix + "c/d", prefix + "c/e/f"]
+            values = [b"aaa", b"bbb", b"ddd", b"fff"]
             items = list(zip(keys, values))
             assert set(keys) == set(store)
             assert set(keys) == set(store.keys())
@@ -2483,7 +2489,7 @@ class TestConsolidatedMetadataStore:
 
     @property
     def metadata_key(self):
-        return '.zmetadata'
+        return ".zmetadata"
 
     def test_bad_format(self):
 
@@ -2491,7 +2497,7 @@ def test_bad_format(self):
         store = dict()
         consolidated = {
             # bad format version
-            'zarr_consolidated_format': 0,
+            "zarr_consolidated_format": 0,
         }
         store[self.metadata_key] = json.dumps(consolidated).encode()
 
@@ -2508,11 +2514,11 @@ def test_read_write(self):
         # setup store with consolidated metadata
         store = dict()
         consolidated = {
-            'zarr_consolidated_format': 1,
-            'metadata': {
-                'foo': 'bar',
-                'baz': 42,
-            }
+            "zarr_consolidated_format": 1,
+            "metadata": {
+                "foo": "bar",
+                "baz": 42,
+            },
         }
         store[self.metadata_key] = json.dumps(consolidated).encode()
 
@@ -2520,15 +2526,15 @@ def test_read_write(self):
         cs = self.ConsolidatedMetadataClass(store)
 
         # test __contains__, __getitem__
-        for key, value in consolidated['metadata'].items():
+        for key, value in consolidated["metadata"].items():
             assert key in cs
             assert value == cs[key]
 
         # test __delitem__, __setitem__
         with pytest.raises(PermissionError):
-            del cs['foo']
+            del cs["foo"]
         with pytest.raises(PermissionError):
-            cs['bar'] = 0
+            cs["bar"] = 0
         with pytest.raises(PermissionError):
             cs["spam"] = "eggs"
 
@@ -2558,16 +2564,16 @@ def test_normalize_store_arg(tmpdir):
     with pytest.raises(ValueError):
         normalize_store_arg(dict(), zarr_version=4)
 
-    for ext, Class in [('.zip', ZipStore), ('.n5', N5Store)]:
-        fn = tmpdir.join('store' + ext)
-        store = normalize_store_arg(str(fn), zarr_version=2, mode='w')
+    for ext, Class in [(".zip", ZipStore), (".n5", N5Store)]:
+        fn = tmpdir.join("store" + ext)
+        store = normalize_store_arg(str(fn), zarr_version=2, mode="w")
         assert isinstance(store, Class)
 
     if have_fsspec:
         import fsspec
 
         path = tempfile.mkdtemp()
-        store = normalize_store_arg("file://" + path, zarr_version=2, mode='w')
+        store = normalize_store_arg("file://" + path, zarr_version=2, mode="w")
         assert isinstance(store, FSStore)
 
         store = normalize_store_arg(fsspec.get_mapper("file://" + path))
@@ -2578,7 +2584,7 @@ def test_meta_prefix_6853():
 
     fixture = pathlib.Path(zarr.__file__).resolve().parent.parent / "fixture"
     meta = fixture / "meta"
-    if not meta.exists():   # pragma: no cover
+    if not meta.exists():  # pragma: no cover
         s = DirectoryStore(str(meta), dimension_separator=".")
         a = zarr.open(store=s, mode="w", shape=(2, 2), dtype="<i8")
         a[:] = [[1, 2], [3, 4]]
@@ -2588,7 +2594,6 @@ def test_meta_prefix_6853():
 
 
 def test_getitems_contexts():
-
     class MyStore(CountingDict):
         def __init__(self):
             super().__init__()
@@ -2608,12 +2613,12 @@ def getitems(self, keys, *, contexts):
     # Setting a non-default meta_array, will create contexts for the store's getitems()
     z._meta_array = "my_meta_array"
     z[0]
-    assert store.last_contexts == {'0': {'meta_array': 'my_meta_array'}}
+    assert store.last_contexts == {"0": {"meta_array": "my_meta_array"}}
     assert isinstance(store.last_contexts, ConstantMap)
     # Accseeing different chunks should trigger different key request
     z[1]
-    assert store.last_contexts == {'1': {'meta_array': 'my_meta_array'}}
+    assert store.last_contexts == {"1": {"meta_array": "my_meta_array"}}
     assert isinstance(store.last_contexts, ConstantMap)
     z[2:4]
-    assert store.last_contexts == ConstantMap(['2', '3'], Context({'meta_array': 'my_meta_array'}))
+    assert store.last_contexts == ConstantMap(["2", "3"], Context({"meta_array": "my_meta_array"}))
     assert isinstance(store.last_contexts, ConstantMap)
diff --git a/zarr/tests/test_storage_v3.py b/zarr/tests/test_storage_v3.py
index 3e9c0a05f7..ded9296059 100644
--- a/zarr/tests/test_storage_v3.py
+++ b/zarr/tests/test_storage_v3.py
@@ -13,14 +13,33 @@
 from zarr._storage.v3_storage_transformers import ShardingStorageTransformer, v3_sharding_available
 from zarr.core import Array
 from zarr.meta import _default_entry_point_metadata_v3
-from zarr.storage import (atexit_rmglob, atexit_rmtree, data_root,
-                          default_compressor, getsize, init_array, meta_root,
-                          normalize_store_arg)
-from zarr._storage.v3 import (ABSStoreV3, ConsolidatedMetadataStoreV3, DBMStoreV3,
-                              DirectoryStoreV3, FSStoreV3, KVStore, KVStoreV3,
-                              LMDBStoreV3, LRUStoreCacheV3, MemoryStoreV3,
-                              MongoDBStoreV3, RedisStoreV3, SQLiteStoreV3, StoreV3,
-                              ZipStoreV3)
+from zarr.storage import (
+    atexit_rmglob,
+    atexit_rmtree,
+    data_root,
+    default_compressor,
+    getsize,
+    init_array,
+    meta_root,
+    normalize_store_arg,
+)
+from zarr._storage.v3 import (
+    ABSStoreV3,
+    ConsolidatedMetadataStoreV3,
+    DBMStoreV3,
+    DirectoryStoreV3,
+    FSStoreV3,
+    KVStore,
+    KVStoreV3,
+    LMDBStoreV3,
+    LRUStoreCacheV3,
+    MemoryStoreV3,
+    MongoDBStoreV3,
+    RedisStoreV3,
+    SQLiteStoreV3,
+    StoreV3,
+    ZipStoreV3,
+)
 from zarr.tests.util import CountingDictV3, have_fsspec, skip_test_env_var, mktemp
 
 # pytest will fail to run if the following fixtures aren't imported here
@@ -40,26 +59,24 @@
 from .test_storage import TestSQLiteStore as _TestSQLiteStore
 from .test_storage import TestSQLiteStoreInMemory as _TestSQLiteStoreInMemory
 from .test_storage import TestZipStore as _TestZipStore
-from .test_storage import (dimension_separator_fixture, s3,  # noqa
-                           skip_if_nested_chunks)
+from .test_storage import dimension_separator_fixture, s3, skip_if_nested_chunks  # noqa
 
 
-pytestmark = pytest.mark.skipif(
-    not v3_api_available,
-    reason="v3 api is not available"
-)
+pytestmark = pytest.mark.skipif(not v3_api_available, reason="v3 api is not available")
 
 
-@pytest.fixture(params=[
-    (None, "/"),
-    (".", "."),
-    ("/", "/"),
-])
+@pytest.fixture(
+    params=[
+        (None, "/"),
+        (".", "."),
+        ("/", "/"),
+    ]
+)
 def dimension_separator_fixture_v3(request):
     return request.param
 
 
-class DummyStore():
+class DummyStore:
     # contains all methods expected of Mutable Mapping
 
     def keys(self):
@@ -84,7 +101,7 @@ def __contains__(self, key):
         """__contains__"""
 
 
-class InvalidDummyStore():
+class InvalidDummyStore:
     # does not contain expected methods of a MutableMapping
 
     def keys(self):
@@ -135,30 +152,32 @@ def test_valid_key():
         assert store._valid_key(key)
 
     # other characters not in store._valid_key_characters are not allowed
-    assert not store._valid_key('*')
-    assert not store._valid_key('~')
-    assert not store._valid_key('^')
+    assert not store._valid_key("*")
+    assert not store._valid_key("~")
+    assert not store._valid_key("^")
 
 
 def test_validate_key():
     store = KVStoreV3(dict)
 
     # zarr.json is a valid key
-    store._validate_key('zarr.json')
+    store._validate_key("zarr.json")
     # but other keys not starting with meta/ or data/ are not
     with pytest.raises(ValueError):
-        store._validate_key('zar.json')
+        store._validate_key("zar.json")
 
     # valid ascii keys
-    for valid in [meta_root + 'arr1.array.json',
-                  data_root + 'arr1.array.json',
-                  meta_root + 'subfolder/item_1-0.group.json']:
+    for valid in [
+        meta_root + "arr1.array.json",
+        data_root + "arr1.array.json",
+        meta_root + "subfolder/item_1-0.group.json",
+    ]:
         store._validate_key(valid)
         # but otherwise valid keys cannot end in /
         with pytest.raises(ValueError):
-            assert store._validate_key(valid + '/')
+            assert store._validate_key(valid + "/")
 
-    for invalid in [0, '*', '~', '^', '&']:
+    for invalid in [0, "*", "~", "^", "&"]:
         with pytest.raises(ValueError):
             store._validate_key(invalid)
 
@@ -176,27 +195,27 @@ def test_getsize(self):
         #       returns size 0.
 
         store = self.create_store()
-        if isinstance(store, dict) or hasattr(store, 'getsize'):
-            assert 0 == getsize(store, 'zarr.json')
-            store[meta_root + 'foo/a'] = b'x'
+        if isinstance(store, dict) or hasattr(store, "getsize"):
+            assert 0 == getsize(store, "zarr.json")
+            store[meta_root + "foo/a"] = b"x"
             assert 1 == getsize(store)
-            assert 1 == getsize(store, 'foo')
-            store[meta_root + 'foo/b'] = b'x'
-            assert 2 == getsize(store, 'foo')
-            assert 1 == getsize(store, 'foo/b')
-            store[meta_root + 'bar/a'] = b'yy'
-            assert 2 == getsize(store, 'bar')
-            store[data_root + 'bar/a'] = b'zzz'
-            assert 5 == getsize(store, 'bar')
-            store[data_root + 'baz/a'] = b'zzz'
-            assert 3 == getsize(store, 'baz')
+            assert 1 == getsize(store, "foo")
+            store[meta_root + "foo/b"] = b"x"
+            assert 2 == getsize(store, "foo")
+            assert 1 == getsize(store, "foo/b")
+            store[meta_root + "bar/a"] = b"yy"
+            assert 2 == getsize(store, "bar")
+            store[data_root + "bar/a"] = b"zzz"
+            assert 5 == getsize(store, "bar")
+            store[data_root + "baz/a"] = b"zzz"
+            assert 3 == getsize(store, "baz")
             assert 10 == getsize(store)
-            store[data_root + 'quux'] = array.array('B', b'zzzz')
+            store[data_root + "quux"] = array.array("B", b"zzzz")
             assert 14 == getsize(store)
-            assert 4 == getsize(store, 'quux')
-            store[data_root + 'spong'] = np.frombuffer(b'zzzzz', dtype='u1')
+            assert 4 == getsize(store, "quux")
+            store[data_root + "spong"] = np.frombuffer(b"zzzzz", dtype="u1")
             assert 19 == getsize(store)
-            assert 5 == getsize(store, 'spong')
+            assert 5 == getsize(store, "spong")
         store.close()
 
     def test_init_array(self, dimension_separator_fixture_v3):
@@ -204,24 +223,30 @@ def test_init_array(self, dimension_separator_fixture_v3):
         pass_dim_sep, want_dim_sep = dimension_separator_fixture_v3
 
         store = self.create_store()
-        path = 'arr1'
+        path = "arr1"
         transformer = DummyStorageTransfomer(
             "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
         )
-        init_array(store, path=path, shape=1000, chunks=100,
-                   dimension_separator=pass_dim_sep, storage_transformers=[transformer])
+        init_array(
+            store,
+            path=path,
+            shape=1000,
+            chunks=100,
+            dimension_separator=pass_dim_sep,
+            storage_transformers=[transformer],
+        )
 
         # check metadata
-        mkey = meta_root + path + '.array.json'
+        mkey = meta_root + path + ".array.json"
         assert mkey in store
         meta = store._metadata_class.decode_array_metadata(store[mkey])
-        assert (1000,) == meta['shape']
-        assert (100,) == meta['chunk_grid']['chunk_shape']
-        assert np.dtype(None) == meta['data_type']
-        assert default_compressor == meta['compressor']
-        assert meta['fill_value'] is None
+        assert (1000,) == meta["shape"]
+        assert (100,) == meta["chunk_grid"]["chunk_shape"]
+        assert np.dtype(None) == meta["data_type"]
+        assert default_compressor == meta["compressor"]
+        assert meta["fill_value"] is None
         # Missing MUST be assumed to be "/"
-        assert meta['chunk_grid']['separator'] is want_dim_sep
+        assert meta["chunk_grid"]["separator"] is want_dim_sep
         assert len(meta["storage_transformers"]) == 1
         assert isinstance(meta["storage_transformers"][0], DummyStorageTransfomer)
         assert meta["storage_transformers"][0].test_value == DummyStorageTransfomer.TEST_CONSTANT
@@ -230,18 +255,18 @@ def test_init_array(self, dimension_separator_fixture_v3):
     def test_list_prefix(self):
 
         store = self.create_store()
-        path = 'arr1'
+        path = "arr1"
         init_array(store, path=path, shape=1000, chunks=100)
 
-        expected = [meta_root + 'arr1.array.json', 'zarr.json']
-        assert sorted(store.list_prefix('')) == expected
+        expected = [meta_root + "arr1.array.json", "zarr.json"]
+        assert sorted(store.list_prefix("")) == expected
 
-        expected = [meta_root + 'arr1.array.json']
-        assert sorted(store.list_prefix(meta_root.rstrip('/'))) == expected
+        expected = [meta_root + "arr1.array.json"]
+        assert sorted(store.list_prefix(meta_root.rstrip("/"))) == expected
 
         # cannot start prefix with '/'
         with pytest.raises(ValueError):
-            store.list_prefix(prefix='/' + meta_root.rstrip('/'))
+            store.list_prefix(prefix="/" + meta_root.rstrip("/"))
 
     def test_equal(self):
         store = self.create_store()
@@ -251,75 +276,69 @@ def test_rename_nonexisting(self):
         store = self.create_store()
         if store.is_erasable():
             with pytest.raises(ValueError):
-                store.rename('a', 'b')
+                store.rename("a", "b")
         else:
             with pytest.raises(NotImplementedError):
-                store.rename('a', 'b')
+                store.rename("a", "b")
 
     def test_get_partial_values(self):
         store = self.create_store()
         store.supports_efficient_get_partial_values in [True, False]
-        store[data_root + 'foo'] = b'abcdefg'
-        store[data_root + 'baz'] = b'z'
-        assert [b'a'] == store.get_partial_values(
-            [
-                (data_root + 'foo', (0, 1))
-            ]
-        )
+        store[data_root + "foo"] = b"abcdefg"
+        store[data_root + "baz"] = b"z"
+        assert [b"a"] == store.get_partial_values([(data_root + "foo", (0, 1))])
         assert [
-            b'd', b'b', b'z', b'abc', b'defg', b'defg', b'g', b'ef'
+            b"d",
+            b"b",
+            b"z",
+            b"abc",
+            b"defg",
+            b"defg",
+            b"g",
+            b"ef",
         ] == store.get_partial_values(
             [
-                (data_root + 'foo', (3, 1)),
-                (data_root + 'foo', (1, 1)),
-                (data_root + 'baz', (0, 1)),
-                (data_root + 'foo', (0, 3)),
-                (data_root + 'foo', (3, 4)),
-                (data_root + 'foo', (3, None)),
-                (data_root + 'foo', (-1, None)),
-                (data_root + 'foo', (-3, 2)),
+                (data_root + "foo", (3, 1)),
+                (data_root + "foo", (1, 1)),
+                (data_root + "baz", (0, 1)),
+                (data_root + "foo", (0, 3)),
+                (data_root + "foo", (3, 4)),
+                (data_root + "foo", (3, None)),
+                (data_root + "foo", (-1, None)),
+                (data_root + "foo", (-3, 2)),
             ]
         )
 
     def test_set_partial_values(self):
         store = self.create_store()
         store.supports_efficient_set_partial_values()
-        store[data_root + 'foo'] = b'abcdefg'
-        store.set_partial_values(
-            [
-                (data_root + 'foo', 0, b'hey')
-            ]
-        )
-        assert store[data_root + 'foo'] == b'heydefg'
+        store[data_root + "foo"] = b"abcdefg"
+        store.set_partial_values([(data_root + "foo", 0, b"hey")])
+        assert store[data_root + "foo"] == b"heydefg"
 
+        store.set_partial_values([(data_root + "baz", 0, b"z")])
+        assert store[data_root + "baz"] == b"z"
         store.set_partial_values(
             [
-                (data_root + 'baz', 0, b'z')
+                (data_root + "foo", 1, b"oo"),
+                (data_root + "baz", 1, b"zzz"),
+                (data_root + "baz", 4, b"aaaa"),
+                (data_root + "foo", 6, b"done"),
             ]
         )
-        assert store[data_root + 'baz'] == b'z'
+        assert store[data_root + "foo"] == b"hoodefdone"
+        assert store[data_root + "baz"] == b"zzzzaaaa"
         store.set_partial_values(
             [
-                (data_root + 'foo', 1, b'oo'),
-                (data_root + 'baz', 1, b'zzz'),
-                (data_root + 'baz', 4, b'aaaa'),
-                (data_root + 'foo', 6, b'done'),
+                (data_root + "foo", -2, b"NE"),
+                (data_root + "baz", -5, b"q"),
             ]
         )
-        assert store[data_root + 'foo'] == b'hoodefdone'
-        assert store[data_root + 'baz'] == b'zzzzaaaa'
-        store.set_partial_values(
-            [
-                (data_root + 'foo', -2, b'NE'),
-                (data_root + 'baz', -5, b'q'),
-            ]
-        )
-        assert store[data_root + 'foo'] == b'hoodefdoNE'
-        assert store[data_root + 'baz'] == b'zzzq'
+        assert store[data_root + "foo"] == b"hoodefdoNE"
+        assert store[data_root + "baz"] == b"zzzq"
 
 
 class TestMappingStoreV3(StoreV3Tests):
-
     def create_store(self, **kwargs):
         return KVStoreV3(dict())
 
@@ -329,14 +348,12 @@ def test_set_invalid_content(self):
 
 
 class TestMemoryStoreV3(_TestMemoryStore, StoreV3Tests):
-
     def create_store(self, **kwargs):
         skip_if_nested_chunks(**kwargs)
         return MemoryStoreV3(**kwargs)
 
 
 class TestDirectoryStoreV3(_TestDirectoryStore, StoreV3Tests):
-
     def create_store(self, normalize_keys=False, **kwargs):
         # For v3, don't have to skip if nested.
         # skip_if_nested_chunks(**kwargs)
@@ -349,46 +366,39 @@ def create_store(self, normalize_keys=False, **kwargs):
     def test_rename_nonexisting(self):
         store = self.create_store()
         with pytest.raises(FileNotFoundError):
-            store.rename(meta_root + 'a', meta_root + 'b')
+            store.rename(meta_root + "a", meta_root + "b")
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestFSStoreV3(_TestFSStore, StoreV3Tests):
-
-    def create_store(self, normalize_keys=False,
-                     dimension_separator=".",
-                     path=None,
-                     **kwargs):
+    def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
 
         if path is None:
             path = tempfile.mkdtemp()
             atexit.register(atexit_rmtree, path)
 
         store = FSStoreV3(
-            path,
-            normalize_keys=normalize_keys,
-            dimension_separator=dimension_separator,
-            **kwargs)
+            path, normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
+        )
         return store
 
     def test_init_array(self):
         store = self.create_store()
-        path = 'arr1'
+        path = "arr1"
         init_array(store, path=path, shape=1000, chunks=100)
 
         # check metadata
-        mkey = meta_root + path + '.array.json'
+        mkey = meta_root + path + ".array.json"
         assert mkey in store
         meta = store._metadata_class.decode_array_metadata(store[mkey])
-        assert (1000,) == meta['shape']
-        assert (100,) == meta['chunk_grid']['chunk_shape']
-        assert np.dtype(None) == meta['data_type']
-        assert meta['chunk_grid']['separator'] == "/"
+        assert (1000,) == meta["shape"]
+        assert (100,) == meta["chunk_grid"]["chunk_shape"]
+        assert np.dtype(None) == meta["data_type"]
+        assert meta["chunk_grid"]["separator"] == "/"
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestFSStoreV3WithKeySeparator(StoreV3Tests):
-
     def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
 
         # Since the user is passing key_separator, that will take priority.
@@ -396,10 +406,7 @@ def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
 
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
-        return FSStoreV3(
-            path,
-            normalize_keys=normalize_keys,
-            key_separator=key_separator)
+        return FSStoreV3(path, normalize_keys=normalize_keys, key_separator=key_separator)
 
 
 # TODO: enable once N5StoreV3 has been implemented
@@ -412,35 +419,33 @@ class TestZipStoreV3(_TestZipStore, StoreV3Tests):
     ZipStoreClass = ZipStoreV3
 
     def create_store(self, **kwargs):
-        path = mktemp(suffix='.zip')
+        path = mktemp(suffix=".zip")
         atexit.register(os.remove, path)
-        store = ZipStoreV3(path, mode='w', **kwargs)
+        store = ZipStoreV3(path, mode="w", **kwargs)
         return store
 
 
 class TestDBMStoreV3(_TestDBMStore, StoreV3Tests):
-
     def create_store(self, dimension_separator=None):
-        path = mktemp(suffix='.anydbm')
-        atexit.register(atexit_rmglob, path + '*')
+        path = mktemp(suffix=".anydbm")
+        atexit.register(atexit_rmglob, path + "*")
         # create store using default dbm implementation
-        store = DBMStoreV3(path, flag='n', dimension_separator=dimension_separator)
+        store = DBMStoreV3(path, flag="n", dimension_separator=dimension_separator)
         return store
 
 
 class TestDBMStoreV3Dumb(_TestDBMStoreDumb, StoreV3Tests):
-
     def create_store(self, **kwargs):
-        path = mktemp(suffix='.dumbdbm')
-        atexit.register(atexit_rmglob, path + '*')
+        path = mktemp(suffix=".dumbdbm")
+        atexit.register(atexit_rmglob, path + "*")
 
         import dbm.dumb as dumbdbm
-        store = DBMStoreV3(path, flag='n', open=dumbdbm.open, **kwargs)
+
+        store = DBMStoreV3(path, flag="n", open=dumbdbm.open, **kwargs)
         return store
 
 
 class TestDBMStoreV3Gnu(_TestDBMStoreGnu, StoreV3Tests):
-
     def create_store(self, **kwargs):
         gdbm = pytest.importorskip("dbm.gnu")
         path = mktemp(suffix=".gdbm")  # pragma: no cover
@@ -452,7 +457,6 @@ def create_store(self, **kwargs):
 
 
 class TestDBMStoreV3NDBM(_TestDBMStoreNDBM, StoreV3Tests):
-
     def create_store(self, **kwargs):
         ndbm = pytest.importorskip("dbm.ndbm")
         path = mktemp(suffix=".ndbm")  # pragma: no cover
@@ -462,20 +466,18 @@ def create_store(self, **kwargs):
 
 
 class TestDBMStoreV3BerkeleyDB(_TestDBMStoreBerkeleyDB, StoreV3Tests):
-
     def create_store(self, **kwargs):
         bsddb3 = pytest.importorskip("bsddb3")
-        path = mktemp(suffix='.dbm')
+        path = mktemp(suffix=".dbm")
         atexit.register(os.remove, path)
-        store = DBMStoreV3(path, flag='n', open=bsddb3.btopen, write_lock=False, **kwargs)
+        store = DBMStoreV3(path, flag="n", open=bsddb3.btopen, write_lock=False, **kwargs)
         return store
 
 
 class TestLMDBStoreV3(_TestLMDBStore, StoreV3Tests):
-
     def create_store(self, **kwargs):
         pytest.importorskip("lmdb")
-        path = mktemp(suffix='.lmdb')
+        path = mktemp(suffix=".lmdb")
         atexit.register(atexit_rmtree, path)
         buffers = True
         store = LMDBStoreV3(path, buffers=buffers, **kwargs)
@@ -483,30 +485,28 @@ def create_store(self, **kwargs):
 
 
 class TestSQLiteStoreV3(_TestSQLiteStore, StoreV3Tests):
-
     def create_store(self, **kwargs):
         pytest.importorskip("sqlite3")
-        path = mktemp(suffix='.db')
+        path = mktemp(suffix=".db")
         atexit.register(atexit_rmtree, path)
         store = SQLiteStoreV3(path, **kwargs)
         return store
 
 
 class TestSQLiteStoreV3InMemory(_TestSQLiteStoreInMemory, StoreV3Tests):
-
     def create_store(self, **kwargs):
         pytest.importorskip("sqlite3")
-        store = SQLiteStoreV3(':memory:', **kwargs)
+        store = SQLiteStoreV3(":memory:", **kwargs)
         return store
 
 
 @skip_test_env_var("ZARR_TEST_MONGO")
 class TestMongoDBStoreV3(StoreV3Tests):
-
     def create_store(self, **kwargs):
         pytest.importorskip("pymongo")
-        store = MongoDBStoreV3(host='127.0.0.1', database='zarr_tests',
-                               collection='zarr_tests', **kwargs)
+        store = MongoDBStoreV3(
+            host="127.0.0.1", database="zarr_tests", collection="zarr_tests", **kwargs
+        )
         # start with an empty store
         store.clear()
         return store
@@ -514,12 +514,11 @@ def create_store(self, **kwargs):
 
 @skip_test_env_var("ZARR_TEST_REDIS")
 class TestRedisStoreV3(StoreV3Tests):
-
     def create_store(self, **kwargs):
         # TODO: this is the default host for Redis on Travis,
         # we probably want to generalize this though
         pytest.importorskip("redis")
-        store = RedisStoreV3(host='localhost', port=6379, **kwargs)
+        store = RedisStoreV3(host="localhost", port=6379, **kwargs)
         # start with an empty store
         store.clear()
         return store
@@ -527,19 +526,24 @@ def create_store(self, **kwargs):
 
 @pytest.mark.skipif(not v3_sharding_available, reason="sharding is disabled")
 class TestStorageTransformerV3(TestMappingStoreV3):
-
     def create_store(self, **kwargs):
         inner_store = super().create_store(**kwargs)
         dummy_transformer = DummyStorageTransfomer(
             "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
         )
         sharding_transformer = ShardingStorageTransformer(
-            "indexed", chunks_per_shard=2,
+            "indexed",
+            chunks_per_shard=2,
+        )
+        path = "bla"
+        init_array(
+            inner_store,
+            path=path,
+            shape=1000,
+            chunks=100,
+            dimension_separator=".",
+            storage_transformers=[dummy_transformer, sharding_transformer],
         )
-        path = 'bla'
-        init_array(inner_store, path=path, shape=1000, chunks=100,
-                   dimension_separator=".",
-                   storage_transformers=[dummy_transformer, sharding_transformer])
         store = Array(store=inner_store, path=path).chunk_store
         store.erase_prefix("data/root/bla/")
         store.clear()
@@ -576,22 +580,22 @@ class TestABSStoreV3(_TestABSStore, StoreV3Tests):
 
 def test_normalize_store_arg_v3(tmpdir):
 
-    fn = tmpdir.join('store.zip')
-    store = normalize_store_arg(str(fn), zarr_version=3, mode='w')
+    fn = tmpdir.join("store.zip")
+    store = normalize_store_arg(str(fn), zarr_version=3, mode="w")
     assert isinstance(store, ZipStoreV3)
-    assert 'zarr.json' in store
+    assert "zarr.json" in store
 
     # can't pass storage_options to non-fsspec store
     with pytest.raises(ValueError):
-        normalize_store_arg(str(fn), zarr_version=3, mode='w', storage_options={"some": "kwargs"})
+        normalize_store_arg(str(fn), zarr_version=3, mode="w", storage_options={"some": "kwargs"})
 
     if have_fsspec:
         import fsspec
 
         path = tempfile.mkdtemp()
-        store = normalize_store_arg("file://" + path, zarr_version=3, mode='w')
+        store = normalize_store_arg("file://" + path, zarr_version=3, mode="w")
         assert isinstance(store, FSStoreV3)
-        assert 'zarr.json' in store
+        assert "zarr.json" in store
 
         store = normalize_store_arg(fsspec.get_mapper("file://" + path), zarr_version=3)
         assert isinstance(store, FSStoreV3)
@@ -600,23 +604,21 @@ def test_normalize_store_arg_v3(tmpdir):
         # contents of zarr.json are not important for this test
         out = {"version": 1, "refs": {"zarr.json": "{...}"}}
         store = normalize_store_arg(
-            "reference://",
-            storage_options={"fo": out, "remote_protocol": "memory"},
-            zarr_version=3
+            "reference://", storage_options={"fo": out, "remote_protocol": "memory"}, zarr_version=3
         )
         assert isinstance(store, FSStoreV3)
 
-    fn = tmpdir.join('store.n5')
+    fn = tmpdir.join("store.n5")
     with pytest.raises(NotImplementedError):
-        normalize_store_arg(str(fn), zarr_version=3, mode='w')
+        normalize_store_arg(str(fn), zarr_version=3, mode="w")
 
     # error on zarr_version=3 with a v2 store
     with pytest.raises(ValueError):
-        normalize_store_arg(KVStore(dict()), zarr_version=3, mode='w')
+        normalize_store_arg(KVStore(dict()), zarr_version=3, mode="w")
 
     # error on zarr_version=2 with a v3 store
     with pytest.raises(ValueError):
-        normalize_store_arg(KVStoreV3(dict()), zarr_version=2, mode='w')
+        normalize_store_arg(KVStoreV3(dict()), zarr_version=2, mode="w")
 
 
 class TestConsolidatedMetadataStoreV3(_TestConsolidatedMetadataStore):
@@ -626,7 +628,7 @@ class TestConsolidatedMetadataStoreV3(_TestConsolidatedMetadataStore):
 
     @property
     def metadata_key(self):
-        return meta_root + 'consolidated/.zmetadata'
+        return meta_root + "consolidated/.zmetadata"
 
     def test_bad_store_version(self):
         with pytest.raises(ValueError):
@@ -640,26 +642,36 @@ def test_get_hierarchy_metadata():
     with pytest.raises(ValueError):
         _get_hierarchy_metadata(store)
 
-    store['zarr.json'] = _default_entry_point_metadata_v3
+    store["zarr.json"] = _default_entry_point_metadata_v3
     assert _get_hierarchy_metadata(store) == _default_entry_point_metadata_v3
 
     # ValueError if only a subset of keys are present
-    store['zarr.json'] = {'zarr_format': 'https://purl.org/zarr/spec/protocol/core/3.0'}
+    store["zarr.json"] = {"zarr_format": "https://purl.org/zarr/spec/protocol/core/3.0"}
     with pytest.raises(ValueError):
         _get_hierarchy_metadata(store)
 
     # ValueError if any unexpected keys are present
     extra_metadata = copy.copy(_default_entry_point_metadata_v3)
-    extra_metadata['extra_key'] = 'value'
-    store['zarr.json'] = extra_metadata
+    extra_metadata["extra_key"] = "value"
+    store["zarr.json"] = extra_metadata
     with pytest.raises(ValueError):
         _get_hierarchy_metadata(store)
 
 
 def test_top_level_imports():
-    for store_name in ['ABSStoreV3', 'DBMStoreV3', 'KVStoreV3', 'DirectoryStoreV3',
-                       'LMDBStoreV3', 'LRUStoreCacheV3', 'MemoryStoreV3', 'MongoDBStoreV3',
-                       'RedisStoreV3', 'SQLiteStoreV3', 'ZipStoreV3']:
+    for store_name in [
+        "ABSStoreV3",
+        "DBMStoreV3",
+        "KVStoreV3",
+        "DirectoryStoreV3",
+        "LMDBStoreV3",
+        "LRUStoreCacheV3",
+        "MemoryStoreV3",
+        "MongoDBStoreV3",
+        "RedisStoreV3",
+        "SQLiteStoreV3",
+        "ZipStoreV3",
+    ]:
         if v3_api_available:
             assert hasattr(zarr, store_name)  # pragma: no cover
         else:
@@ -668,7 +680,8 @@ def test_top_level_imports():
 
 def _get_public_and_dunder_methods(some_class):
     return set(
-        name for name, _ in inspect.getmembers(some_class, predicate=inspect.isfunction)
+        name
+        for name, _ in inspect.getmembers(some_class, predicate=inspect.isfunction)
         if not name.startswith("_") or name.startswith("__")
     )
 
diff --git a/zarr/tests/test_sync.py b/zarr/tests/test_sync.py
index b2bd9e35bb..c28f6b081d 100644
--- a/zarr/tests/test_sync.py
+++ b/zarr/tests/test_sync.py
@@ -12,9 +12,9 @@
 from zarr.attrs import Attributes
 from zarr.core import Array
 from zarr.hierarchy import Group
-from zarr.storage import (DirectoryStore, KVStore, atexit_rmtree, init_array,
-                          init_group, meta_root)
+from zarr.storage import DirectoryStore, KVStore, atexit_rmtree, init_array, init_group, meta_root
 from zarr.sync import ProcessSynchronizer, ThreadSynchronizer
+
 # zarr_version fixture must be imported although not used directly here
 from zarr.tests.test_attrs import TestAttributes, zarr_version  # noqa
 from zarr.tests.test_core import TestArray
@@ -22,29 +22,30 @@
 
 
 class TestAttributesWithThreadSynchronizer(TestAttributes):
-
     def init_attributes(self, store, read_only=False, cache=True, zarr_version=zarr_version):
-        key = '.zattrs' if zarr_version == 2 else meta_root + 'attrs'
+        key = ".zattrs" if zarr_version == 2 else meta_root + "attrs"
         synchronizer = ThreadSynchronizer()
-        return Attributes(store, synchronizer=synchronizer, key=key,
-                          read_only=read_only, cache=cache)
+        return Attributes(
+            store, synchronizer=synchronizer, key=key, read_only=read_only, cache=cache
+        )
 
 
 class TestAttributesProcessSynchronizer(TestAttributes):
-
     def init_attributes(self, store, read_only=False, cache=True, zarr_version=zarr_version):
-        key = '.zattrs' if zarr_version == 2 else meta_root + 'attrs'
+        key = ".zattrs" if zarr_version == 2 else meta_root + "attrs"
         sync_path = mkdtemp()
         atexit.register(shutil.rmtree, sync_path)
         synchronizer = ProcessSynchronizer(sync_path)
-        return Attributes(store, synchronizer=synchronizer, key=key,
-                          read_only=read_only, cache=cache)
+        return Attributes(
+            store, synchronizer=synchronizer, key=key, read_only=read_only, cache=cache
+        )
 
 
 def _append(arg):
     z, i = arg
     import numpy
-    x = numpy.empty(1000, dtype='i4')
+
+    x = numpy.empty(1000, dtype="i4")
     x[:] = i
     shape = z.append(x)
     return shape
@@ -53,18 +54,18 @@ def _append(arg):
 def _set_arange(arg):
     z, i = arg
     import numpy
-    x = numpy.arange(i*1000, (i*1000)+1000, 1)
-    z[i*1000:(i*1000)+1000] = x
+
+    x = numpy.arange(i * 1000, (i * 1000) + 1000, 1)
+    z[i * 1000 : (i * 1000) + 1000] = x
     return i
 
 
 class MixinArraySyncTests:
-
     def test_parallel_setitem(self):
         n = 100
 
         # setup
-        arr = self.create_array(shape=n * 1000, chunks=999, dtype='i4')
+        arr = self.create_array(shape=n * 1000, chunks=999, dtype="i4")
         arr[:] = 0
         pool = self.create_pool()
 
@@ -81,7 +82,7 @@ def test_parallel_append(self):
         n = 100
 
         # setup
-        arr = self.create_array(shape=1000, chunks=999, dtype='i4')
+        arr = self.create_array(shape=1000, chunks=999, dtype="i4")
         arr[:] = 0
         pool = self.create_pool()
 
@@ -89,23 +90,27 @@ def test_parallel_append(self):
         results = pool.map(_append, zip([arr] * n, range(n)), chunksize=1)
         results = sorted(results)
 
-        assert [((i+2)*1000,) for i in range(n)] == results
-        assert ((n+1)*1000,) == arr.shape
+        assert [((i + 2) * 1000,) for i in range(n)] == results
+        assert ((n + 1) * 1000,) == arr.shape
 
         pool.terminate()
 
 
 class TestArrayWithThreadSynchronizer(TestArray, MixinArraySyncTests):
-
     def create_array(self, read_only=False, **kwargs):
         store = KVStore(dict())
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        cache_metadata = kwargs.pop("cache_metadata", True)
+        cache_attrs = kwargs.pop("cache_attrs", True)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, **kwargs)
-        return Array(store, synchronizer=ThreadSynchronizer(),
-                     read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            synchronizer=ThreadSynchronizer(),
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     # noinspection PyMethodMayBeStatic
     def create_pool(self):
@@ -114,44 +119,55 @@ def create_pool(self):
 
     def test_hexdigest(self):
         # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        assert 'f710da18d45d38d4aaf2afd7fb822fdd73d02957' == z.hexdigest()
+        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
+        assert "f710da18d45d38d4aaf2afd7fb822fdd73d02957" == z.hexdigest()
 
         # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<f4')
-        assert '1437428e69754b1e1a38bd7fc9e43669577620db' == z.hexdigest()
+        z = self.create_array(shape=(1050,), chunks=100, dtype="<f4")
+        assert "1437428e69754b1e1a38bd7fc9e43669577620db" == z.hexdigest()
 
         # Check basic 2-D array
-        z = self.create_array(shape=(20, 35,), chunks=10, dtype='<i4')
-        assert '6c530b6b9d73e108cc5ee7b6be3d552cc994bdbe' == z.hexdigest()
+        z = self.create_array(
+            shape=(
+                20,
+                35,
+            ),
+            chunks=10,
+            dtype="<i4",
+        )
+        assert "6c530b6b9d73e108cc5ee7b6be3d552cc994bdbe" == z.hexdigest()
 
         # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z[200:400] = np.arange(200, 400, dtype='i4')
-        assert '4c0a76fb1222498e09dcd92f7f9221d6cea8b40e' == z.hexdigest()
+        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
+        z[200:400] = np.arange(200, 400, dtype="i4")
+        assert "4c0a76fb1222498e09dcd92f7f9221d6cea8b40e" == z.hexdigest()
 
         # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z.attrs['foo'] = 'bar'
-        assert '05b0663ffe1785f38d3a459dec17e57a18f254af' == z.hexdigest()
+        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
+        z.attrs["foo"] = "bar"
+        assert "05b0663ffe1785f38d3a459dec17e57a18f254af" == z.hexdigest()
 
 
 class TestArrayWithProcessSynchronizer(TestArray, MixinArraySyncTests):
-
     def create_array(self, read_only=False, **kwargs):
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
         store = DirectoryStore(path)
-        cache_metadata = kwargs.pop('cache_metadata', False)
-        cache_attrs = kwargs.pop('cache_attrs', False)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
+        cache_metadata = kwargs.pop("cache_metadata", False)
+        cache_attrs = kwargs.pop("cache_attrs", False)
+        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
         init_array(store, **kwargs)
         sync_path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, sync_path)
         synchronizer = ProcessSynchronizer(sync_path)
-        return Array(store, synchronizer=synchronizer, read_only=read_only,
-                     cache_metadata=cache_metadata, cache_attrs=cache_attrs,
-                     write_empty_chunks=write_empty_chunks)
+        return Array(
+            store,
+            synchronizer=synchronizer,
+            read_only=read_only,
+            cache_metadata=cache_metadata,
+            cache_attrs=cache_attrs,
+            write_empty_chunks=write_empty_chunks,
+        )
 
     # noinspection PyMethodMayBeStatic
     def create_pool(self):
@@ -160,26 +176,33 @@ def create_pool(self):
 
     def test_hexdigest(self):
         # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        assert 'f710da18d45d38d4aaf2afd7fb822fdd73d02957' == z.hexdigest()
+        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
+        assert "f710da18d45d38d4aaf2afd7fb822fdd73d02957" == z.hexdigest()
 
         # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<f4')
-        assert '1437428e69754b1e1a38bd7fc9e43669577620db' == z.hexdigest()
+        z = self.create_array(shape=(1050,), chunks=100, dtype="<f4")
+        assert "1437428e69754b1e1a38bd7fc9e43669577620db" == z.hexdigest()
 
         # Check basic 2-D array
-        z = self.create_array(shape=(20, 35,), chunks=10, dtype='<i4')
-        assert '6c530b6b9d73e108cc5ee7b6be3d552cc994bdbe' == z.hexdigest()
+        z = self.create_array(
+            shape=(
+                20,
+                35,
+            ),
+            chunks=10,
+            dtype="<i4",
+        )
+        assert "6c530b6b9d73e108cc5ee7b6be3d552cc994bdbe" == z.hexdigest()
 
         # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z[200:400] = np.arange(200, 400, dtype='i4')
-        assert '4c0a76fb1222498e09dcd92f7f9221d6cea8b40e' == z.hexdigest()
+        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
+        z[200:400] = np.arange(200, 400, dtype="i4")
+        assert "4c0a76fb1222498e09dcd92f7f9221d6cea8b40e" == z.hexdigest()
 
         # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype='<i4')
-        z.attrs['foo'] = 'bar'
-        assert '05b0663ffe1785f38d3a459dec17e57a18f254af' == z.hexdigest()
+        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
+        z.attrs["foo"] = "bar"
+        assert "05b0663ffe1785f38d3a459dec17e57a18f254af" == z.hexdigest()
 
     def test_object_arrays_danger(self):
         # skip this one, metadata get reloaded in each process
@@ -199,7 +222,6 @@ def _require_group(arg):
 
 
 class MixinGroupSyncTests:
-
     def test_parallel_create_group(self):
 
         # setup
@@ -208,11 +230,9 @@ def test_parallel_create_group(self):
 
         # parallel create group
         n = 100
-        results = list(pool.map(
-            _create_group,
-            zip([g] * n, [str(i) for i in range(n)]),
-            chunksize=1
-        ))
+        results = list(
+            pool.map(_create_group, zip([g] * n, [str(i) for i in range(n)]), chunksize=1)
+        )
         assert n == len(results)
         pool.close()
         pool.terminate()
@@ -229,30 +249,33 @@ def test_parallel_require_group(self):
 
         # parallel require group
         n = 100
-        results = list(pool.map(
-            _require_group,
-            zip([g] * n, [str(i//10) for i in range(n)]),
-            chunksize=1
-        ))
+        results = list(
+            pool.map(_require_group, zip([g] * n, [str(i // 10) for i in range(n)]), chunksize=1)
+        )
         assert n == len(results)
         pool.close()
         pool.terminate()
 
-        assert n//10 == len(g)
+        assert n // 10 == len(g)
 
         pool.terminate()
 
 
 class TestGroupWithThreadSynchronizer(TestGroup, MixinGroupSyncTests):
-
-    def create_group(self, store=None, path=None, read_only=False,
-                     chunk_store=None, synchronizer=None):
+    def create_group(
+        self, store=None, path=None, read_only=False, chunk_store=None, synchronizer=None
+    ):
         if store is None:
             store, chunk_store = self.create_store()
         init_group(store, path=path, chunk_store=chunk_store)
         synchronizer = ThreadSynchronizer()
-        g = Group(store, path=path, read_only=read_only,
-                  chunk_store=chunk_store, synchronizer=synchronizer)
+        g = Group(
+            store,
+            path=path,
+            read_only=read_only,
+            chunk_store=chunk_store,
+            synchronizer=synchronizer,
+        )
         return g
 
     # noinspection PyMethodMayBeStatic
@@ -266,23 +289,28 @@ def test_synchronizer_property(self):
 
 
 class TestGroupWithProcessSynchronizer(TestGroup, MixinGroupSyncTests):
-
     def create_store(self):
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
         store = DirectoryStore(path)
         return store, None
 
-    def create_group(self, store=None, path=None, read_only=False,
-                     chunk_store=None, synchronizer=None):
+    def create_group(
+        self, store=None, path=None, read_only=False, chunk_store=None, synchronizer=None
+    ):
         if store is None:
             store, chunk_store = self.create_store()
         init_group(store, path=path, chunk_store=chunk_store)
         sync_path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, sync_path)
         synchronizer = ProcessSynchronizer(sync_path)
-        g = Group(store, path=path, read_only=read_only,
-                  synchronizer=synchronizer, chunk_store=chunk_store)
+        g = Group(
+            store,
+            path=path,
+            read_only=read_only,
+            synchronizer=synchronizer,
+            chunk_store=chunk_store,
+        )
         return g
 
     # noinspection PyMethodMayBeStatic
diff --git a/zarr/tests/test_util.py b/zarr/tests/test_util.py
index e01aa6711a..3f599562c5 100644
--- a/zarr/tests/test_util.py
+++ b/zarr/tests/test_util.py
@@ -5,22 +5,36 @@
 import pytest
 
 from zarr.core import Array
-from zarr.util import (ConstantMap, all_equal, flatten, guess_chunks, human_readable_size,
-                       info_html_report, info_text_report, is_total_slice,
-                       json_dumps, normalize_chunks,
-                       normalize_dimension_separator,
-                       normalize_fill_value, normalize_order,
-                       normalize_resize_args, normalize_shape, retry_call,
-                       tree_array_icon, tree_group_icon, tree_get_icon,
-                       tree_widget)
+from zarr.util import (
+    ConstantMap,
+    all_equal,
+    flatten,
+    guess_chunks,
+    human_readable_size,
+    info_html_report,
+    info_text_report,
+    is_total_slice,
+    json_dumps,
+    normalize_chunks,
+    normalize_dimension_separator,
+    normalize_fill_value,
+    normalize_order,
+    normalize_resize_args,
+    normalize_shape,
+    retry_call,
+    tree_array_icon,
+    tree_group_icon,
+    tree_get_icon,
+    tree_widget,
+)
 
 
 def test_normalize_dimension_separator():
     assert None is normalize_dimension_separator(None)
-    assert '/' == normalize_dimension_separator('/')
-    assert '.' == normalize_dimension_separator('.')
+    assert "/" == normalize_dimension_separator("/")
+    assert "." == normalize_dimension_separator(".")
     with pytest.raises(ValueError):
-        normalize_dimension_separator('X')
+        normalize_dimension_separator("X")
 
 
 def test_normalize_shape():
@@ -30,7 +44,7 @@ def test_normalize_shape():
     with pytest.raises(TypeError):
         normalize_shape(None)
     with pytest.raises(ValueError):
-        normalize_shape('foo')
+        normalize_shape("foo")
 
 
 def test_normalize_chunks():
@@ -47,7 +61,7 @@ def test_normalize_chunks():
     assert (30, 20, 10) == normalize_chunks((30, 20, None), (100, 20, 10), 1)
     assert (30, 20, 10) == normalize_chunks((30, 20, 10), (100, 20, 10), 1)
     with pytest.raises(ValueError):
-        normalize_chunks('foo', (100,), 1)
+        normalize_chunks("foo", (100,), 1)
     with pytest.raises(ValueError):
         normalize_chunks((100, 10), (100,), 1)
 
@@ -77,7 +91,7 @@ def test_is_total_slice():
     assert not is_total_slice((slice(0, 100, 2), slice(0, 100)), (100, 100))
 
     with pytest.raises(TypeError):
-        is_total_slice('foo', (100,))
+        is_total_slice("foo", (100,))
 
 
 def test_normalize_resize_args():
@@ -97,30 +111,30 @@ def test_normalize_resize_args():
 
 
 def test_human_readable_size():
-    assert '100' == human_readable_size(100)
-    assert '1.0K' == human_readable_size(2**10)
-    assert '1.0M' == human_readable_size(2**20)
-    assert '1.0G' == human_readable_size(2**30)
-    assert '1.0T' == human_readable_size(2**40)
-    assert '1.0P' == human_readable_size(2**50)
+    assert "100" == human_readable_size(100)
+    assert "1.0K" == human_readable_size(2**10)
+    assert "1.0M" == human_readable_size(2**20)
+    assert "1.0G" == human_readable_size(2**30)
+    assert "1.0T" == human_readable_size(2**40)
+    assert "1.0P" == human_readable_size(2**50)
 
 
 def test_normalize_order():
-    assert 'F' == normalize_order('F')
-    assert 'C' == normalize_order('C')
-    assert 'F' == normalize_order('f')
-    assert 'C' == normalize_order('c')
+    assert "F" == normalize_order("F")
+    assert "C" == normalize_order("C")
+    assert "F" == normalize_order("f")
+    assert "C" == normalize_order("c")
     with pytest.raises(ValueError):
-        normalize_order('foo')
+        normalize_order("foo")
 
 
 def test_normalize_fill_value():
-    assert b'' == normalize_fill_value(0, dtype=np.dtype('S1'))
-    structured_dtype = np.dtype([('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
-    expect = np.array((b'', 0, 0.), dtype=structured_dtype)[()]
+    assert b"" == normalize_fill_value(0, dtype=np.dtype("S1"))
+    structured_dtype = np.dtype([("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
+    expect = np.array((b"", 0, 0.0), dtype=structured_dtype)[()]
     assert expect == normalize_fill_value(0, dtype=structured_dtype)
     assert expect == normalize_fill_value(expect, dtype=structured_dtype)
-    assert '' == normalize_fill_value(0, dtype=np.dtype('U1'))
+    assert "" == normalize_fill_value(0, dtype=np.dtype("U1"))
 
 
 def test_guess_chunks():
@@ -158,16 +172,16 @@ def test_guess_chunks():
 
 
 def test_info_text_report():
-    items = [('foo', 'bar'), ('baz', 'qux')]
+    items = [("foo", "bar"), ("baz", "qux")]
     expect = "foo : bar\nbaz : qux\n"
     assert expect == info_text_report(items)
 
 
 def test_info_html_report():
-    items = [('foo', 'bar'), ('baz', 'qux')]
+    items = [("foo", "bar"), ("baz", "qux")]
     actual = info_html_report(items)
-    assert '<table' == actual[:6]
-    assert '</table>' == actual[-8:]
+    assert "<table" == actual[:6]
+    assert "</table>" == actual[-8:]
 
 
 def test_tree_get_icon():
@@ -184,15 +198,13 @@ def test_tree_widget_missing_ipytree():
         "to get the required ipytree dependency for displaying the tree "
         "widget. If using jupyterlab<3, you also need to run "
         "`jupyter labextension install ipytree`"
-        )
+    )
     with pytest.raises(ImportError, match=re.escape(pattern)):
         tree_widget(None, None, None)
 
 
 def test_retry_call():
-
     class Fixture:
-
         def __init__(self, pass_on=1):
             self.c = 0
             self.pass_on = pass_on
@@ -217,9 +229,27 @@ def fail(x):
 
 
 def test_flatten():
-    assert list(flatten(['0', ['1', ['2', ['3', [4, ]]]]])) == ['0', '1', '2', '3', 4]
-    assert list(flatten('foo')) == ['f', 'o', 'o']
-    assert list(flatten(['foo'])) == ['foo']
+    assert list(
+        flatten(
+            [
+                "0",
+                [
+                    "1",
+                    [
+                        "2",
+                        [
+                            "3",
+                            [
+                                4,
+                            ],
+                        ],
+                    ],
+                ],
+            ]
+        )
+    ) == ["0", "1", "2", "3", 4]
+    assert list(flatten("foo")) == ["f", "o", "o"]
+    assert list(flatten(["foo"])) == ["foo"]
 
 
 def test_all_equal():
@@ -232,11 +262,11 @@ def test_all_equal():
     assert all_equal(np.nan, np.array([np.nan, np.nan]))
     assert not all_equal(np.nan, np.array([np.nan, 1.0]))
 
-    assert all_equal({'a': -1}, np.array([{'a': -1}, {'a': -1}], dtype='object'))
-    assert not all_equal({'a': -1}, np.array([{'a': -1}, {'a': 2}], dtype='object'))
+    assert all_equal({"a": -1}, np.array([{"a": -1}, {"a": -1}], dtype="object"))
+    assert not all_equal({"a": -1}, np.array([{"a": -1}, {"a": 2}], dtype="object"))
 
-    assert all_equal(np.timedelta64(999, 'D'), np.array([999, 999], dtype='timedelta64[D]'))
-    assert not all_equal(np.timedelta64(999, 'D'), np.array([999, 998], dtype='timedelta64[D]'))
+    assert all_equal(np.timedelta64(999, "D"), np.array([999, 999], dtype="timedelta64[D]"))
+    assert not all_equal(np.timedelta64(999, "D"), np.array([999, 998], dtype="timedelta64[D]"))
 
     # all_equal(None, *) always returns False
     assert not all_equal(None, np.array([None, None]))
diff --git a/zarr/tests/util.py b/zarr/tests/util.py
index 19ac8c0bfa..b4f00f703d 100644
--- a/zarr/tests/util.py
+++ b/zarr/tests/util.py
@@ -11,44 +11,43 @@
 
 
 class CountingDict(Store):
-
     def __init__(self):
         self.wrapped = dict()
         self.counter = collections.Counter()
 
     def __len__(self):
-        self.counter['__len__'] += 1
+        self.counter["__len__"] += 1
         return len(self.wrapped)
 
     def keys(self):
-        self.counter['keys'] += 1
+        self.counter["keys"] += 1
         return self.wrapped.keys()
 
     def __iter__(self):
-        self.counter['__iter__'] += 1
+        self.counter["__iter__"] += 1
         return iter(self.wrapped)
 
     def __contains__(self, item):
-        self.counter['__contains__', item] += 1
+        self.counter["__contains__", item] += 1
         return item in self.wrapped
 
     def __getitem__(self, item):
-        self.counter['__getitem__', item] += 1
+        self.counter["__getitem__", item] += 1
         return self.wrapped[item]
 
     def __setitem__(self, key, value):
-        self.counter['__setitem__', key] += 1
+        self.counter["__setitem__", key] += 1
         self.wrapped[key] = value
 
     def __delitem__(self, key):
-        self.counter['__delitem__', key] += 1
+        self.counter["__delitem__", key] += 1
         del self.wrapped[key]
 
     def getitems(
         self, keys: Sequence[str], *, contexts: Mapping[str, Context]
     ) -> Mapping[str, Any]:
         for key in keys:
-            self.counter['__getitem__', key] += 1
+            self.counter["__getitem__", key] += 1
         return {k: self.wrapped[k] for k in keys if k in self.wrapped}
 
 
@@ -57,10 +56,9 @@ class CountingDictV3(CountingDict, StoreV3):
 
 
 def skip_test_env_var(name):
-    """ Checks for environment variables indicating whether tests requiring services should be run
-    """
-    value = os.environ.get(name, '0')
-    return pytest.mark.skipif(value == '0', reason='Tests not enabled via environment variable')
+    """Checks for environment variables indicating whether tests requiring services should be run"""
+    value = os.environ.get(name, "0")
+    return pytest.mark.skipif(value == "0", reason="Tests not enabled via environment variable")
 
 
 try:
diff --git a/zarr/util.py b/zarr/util.py
index 6ba20b96c2..b8b090ea70 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -5,18 +5,7 @@
 from textwrap import TextWrapper
 import mmap
 import time
-from typing import (
-    Any,
-    Callable,
-    Dict,
-    Iterator,
-    Mapping,
-    Optional,
-    Tuple,
-    TypeVar,
-    Union,
-    Iterable
-)
+from typing import Any, Callable, Dict, Iterator, Mapping, Optional, Tuple, TypeVar, Union, Iterable
 
 import numpy as np
 from asciitree import BoxStyle, LeftAligned
@@ -25,14 +14,14 @@
     ensure_text,
     ensure_ndarray_like,
     ensure_bytes,
-    ensure_contiguous_ndarray_like
+    ensure_contiguous_ndarray_like,
 )
 from numcodecs.ndarray_like import NDArrayLike
 from numcodecs.registry import codec_registry
 from numcodecs.blosc import cbuffer_sizes, cbuffer_metainfo
 
-KeyType = TypeVar('KeyType')
-ValueType = TypeVar('ValueType')
+KeyType = TypeVar("KeyType")
+ValueType = TypeVar("ValueType")
 
 
 def flatten(arg: Iterable) -> Iterable:
@@ -45,14 +34,13 @@ def flatten(arg: Iterable) -> Iterable:
 
 # codecs to use for object dtype convenience API
 object_codecs = {
-    str.__name__: 'vlen-utf8',
-    bytes.__name__: 'vlen-bytes',
-    'array': 'vlen-array',
+    str.__name__: "vlen-utf8",
+    bytes.__name__: "vlen-bytes",
+    "array": "vlen-array",
 }
 
 
 class NumberEncoder(json.JSONEncoder):
-
     def default(self, o):
         # See json.JSONEncoder.default docstring for explanation
         # This is necessary to encode numpy dtype
@@ -65,20 +53,21 @@ def default(self, o):
 
 def json_dumps(o: Any) -> bytes:
     """Write JSON in a consistent, human-readable way."""
-    return json.dumps(o, indent=4, sort_keys=True, ensure_ascii=True,
-                      separators=(',', ': '), cls=NumberEncoder).encode('ascii')
+    return json.dumps(
+        o, indent=4, sort_keys=True, ensure_ascii=True, separators=(",", ": "), cls=NumberEncoder
+    ).encode("ascii")
 
 
 def json_loads(s: Union[bytes, str]) -> Dict[str, Any]:
     """Read JSON in a consistent way."""
-    return json.loads(ensure_text(s, 'utf-8'))
+    return json.loads(ensure_text(s, "utf-8"))
 
 
 def normalize_shape(shape) -> Tuple[int]:
     """Convenience function to normalize the `shape` argument."""
 
     if shape is None:
-        raise TypeError('shape is None')
+        raise TypeError("shape is None")
 
     # handle 1D convenience form
     if isinstance(shape, numbers.Integral):
@@ -91,9 +80,9 @@ def normalize_shape(shape) -> Tuple[int]:
 
 # code to guess chunk shape, adapted from h5py
 
-CHUNK_BASE = 256*1024  # Multiplier by which chunks are adjusted
-CHUNK_MIN = 128*1024  # Soft lower limit (128k)
-CHUNK_MAX = 64*1024*1024  # Hard upper limit
+CHUNK_BASE = 256 * 1024  # Multiplier by which chunks are adjusted
+CHUNK_MIN = 128 * 1024  # Soft lower limit (128k)
+CHUNK_MAX = 64 * 1024 * 1024  # Hard upper limit
 
 
 def guess_chunks(shape: Tuple[int, ...], typesize: int) -> Tuple[int, ...]:
@@ -107,12 +96,12 @@ def guess_chunks(shape: Tuple[int, ...], typesize: int) -> Tuple[int, ...]:
 
     ndims = len(shape)
     # require chunks to have non-zero length for all dimensions
-    chunks = np.maximum(np.array(shape, dtype='=f8'), 1)
+    chunks = np.maximum(np.array(shape, dtype="=f8"), 1)
 
     # Determine the optimal chunk size in bytes using a PyTables expression.
     # This is kept as a float.
-    dset_size = np.prod(chunks)*typesize
-    target_size = CHUNK_BASE * (2**np.log10(dset_size/(1024.*1024)))
+    dset_size = np.prod(chunks) * typesize
+    target_size = CHUNK_BASE * (2 ** np.log10(dset_size / (1024.0 * 1024)))
 
     if target_size > CHUNK_MAX:
         target_size = CHUNK_MAX
@@ -126,11 +115,11 @@ def guess_chunks(shape: Tuple[int, ...], typesize: int) -> Tuple[int, ...]:
         # 1b. We're within 50% of the target chunk size, AND
         # 2. The chunk is smaller than the maximum chunk size
 
-        chunk_bytes = np.prod(chunks)*typesize
+        chunk_bytes = np.prod(chunks) * typesize
 
-        if (chunk_bytes < target_size or
-                abs(chunk_bytes-target_size)/target_size < 0.5) and \
-                chunk_bytes < CHUNK_MAX:
+        if (
+            chunk_bytes < target_size or abs(chunk_bytes - target_size) / target_size < 0.5
+        ) and chunk_bytes < CHUNK_MAX:
             break
 
         if np.prod(chunks) == 1:
@@ -142,9 +131,7 @@ def guess_chunks(shape: Tuple[int, ...], typesize: int) -> Tuple[int, ...]:
     return tuple(int(x) for x in chunks)
 
 
-def normalize_chunks(
-    chunks: Any, shape: Tuple[int, ...], typesize: int
-) -> Tuple[int, ...]:
+def normalize_chunks(chunks: Any, shape: Tuple[int, ...], typesize: int) -> Tuple[int, ...]:
     """Convenience function to normalize the `chunks` argument for an array
     with the given `shape`."""
 
@@ -164,17 +151,16 @@ def normalize_chunks(
 
     # handle bad dimensionality
     if len(chunks) > len(shape):
-        raise ValueError('too many dimensions in chunks')
+        raise ValueError("too many dimensions in chunks")
 
     # handle underspecified chunks
     if len(chunks) < len(shape):
         # assume chunks across remaining dimensions
-        chunks += shape[len(chunks):]
+        chunks += shape[len(chunks) :]
 
     # handle None or -1 in chunks
     if -1 in chunks or None in chunks:
-        chunks = tuple(s if c == -1 or c is None else int(c)
-                       for s, c in zip(shape, chunks))
+        chunks = tuple(s if c == -1 or c is None else int(c) for s, c in zip(shape, chunks))
 
     return tuple(chunks)
 
@@ -186,30 +172,34 @@ def normalize_dtype(dtype: Union[str, np.dtype], object_codec) -> Tuple[np.dtype
         dtype = dtype.__name__  # type: ignore
     if isinstance(dtype, str):
         # allow ':' to delimit class from codec arguments
-        tokens = dtype.split(':')
+        tokens = dtype.split(":")
         key = tokens[0]
         if key in object_codecs:
             dtype = np.dtype(object)
             if object_codec is None:
                 codec_id = object_codecs[key]
                 if len(tokens) > 1:
-                    args = tokens[1].split(',')
+                    args = tokens[1].split(",")
                 else:
                     args = []
                 try:
                     object_codec = codec_registry[codec_id](*args)
                 except KeyError:  # pragma: no cover
-                    raise ValueError('codec %r for object type %r is not '
-                                     'available; please provide an '
-                                     'object_codec manually' % (codec_id, key))
+                    raise ValueError(
+                        "codec %r for object type %r is not "
+                        "available; please provide an "
+                        "object_codec manually" % (codec_id, key)
+                    )
             return dtype, object_codec
 
     dtype = np.dtype(dtype)
 
     # don't allow generic datetime64 or timedelta64, require units to be specified
-    if dtype == np.dtype('M8') or dtype == np.dtype('m8'):
-        raise ValueError('datetime64 and timedelta64 dtypes with generic units '
-                         'are not supported, please specify units (e.g., "M8[ns]")')
+    if dtype == np.dtype("M8") or dtype == np.dtype("m8"):
+        raise ValueError(
+            "datetime64 and timedelta64 dtypes with generic units "
+            'are not supported, please specify units (e.g., "M8[ns]")'
+        )
 
     return dtype, object_codec
 
@@ -227,16 +217,17 @@ def is_total_slice(item, shape: Tuple[int]) -> bool:
     if item == slice(None):
         return True
     if isinstance(item, slice):
-        item = item,
+        item = (item,)
     if isinstance(item, tuple):
         return all(
-            (isinstance(s, slice) and
-                ((s == slice(None)) or
-                 ((s.stop - s.start == l) and (s.step in [1, None]))))
-            for s, l in zip(item, shape)
+            (
+                isinstance(it, slice)
+                and ((it == slice(None)) or ((it.stop - it.start == sh) and (it.step in [1, None])))
+            )
+            for it, sh in zip(item, shape)
         )
     else:
-        raise TypeError('expected slice or tuple of slices, found %r' % item)
+        raise TypeError("expected slice or tuple of slices, found %r" % item)
 
 
 def normalize_resize_args(old_shape, *args):
@@ -251,33 +242,32 @@ def normalize_resize_args(old_shape, *args):
     else:
         new_shape = tuple(new_shape)
     if len(new_shape) != len(old_shape):
-        raise ValueError('new shape must have same number of dimensions')
+        raise ValueError("new shape must have same number of dimensions")
 
     # handle None in new_shape
-    new_shape = tuple(s if n is None else int(n)
-                      for s, n in zip(old_shape, new_shape))
+    new_shape = tuple(s if n is None else int(n) for s, n in zip(old_shape, new_shape))
 
     return new_shape
 
 
 def human_readable_size(size) -> str:
     if size < 2**10:
-        return '%s' % size
+        return "%s" % size
     elif size < 2**20:
-        return '%.1fK' % (size / float(2**10))
+        return "%.1fK" % (size / float(2**10))
     elif size < 2**30:
-        return '%.1fM' % (size / float(2**20))
+        return "%.1fM" % (size / float(2**20))
     elif size < 2**40:
-        return '%.1fG' % (size / float(2**30))
+        return "%.1fG" % (size / float(2**30))
     elif size < 2**50:
-        return '%.1fT' % (size / float(2**40))
+        return "%.1fT" % (size / float(2**40))
     else:
-        return '%.1fP' % (size / float(2**50))
+        return "%.1fP" % (size / float(2**50))
 
 
 def normalize_order(order: str) -> str:
     order = str(order).upper()
-    if order not in ['C', 'F']:
+    if order not in ["C", "F"]:
         raise ValueError("order must be either 'C' or 'F', found: %r" % order)
     return order
 
@@ -286,8 +276,7 @@ def normalize_dimension_separator(sep: Optional[str]) -> Optional[str]:
     if sep in (".", "/", None):
         return sep
     else:
-        raise ValueError(
-            "dimension_separator must be either '.' or '/', found: %r" % sep)
+        raise ValueError("dimension_separator must be either '.' or '/', found: %r" % sep)
 
 
 def normalize_fill_value(fill_value, dtype: np.dtype):
@@ -300,17 +289,19 @@ def normalize_fill_value(fill_value, dtype: np.dtype):
         # structured arrays
         fill_value = np.zeros((), dtype=dtype)[()]
 
-    elif dtype.kind == 'U':
+    elif dtype.kind == "U":
         # special case unicode because of encoding issues on Windows if passed through numpy
         # https://github.com/alimanfoo/zarr/pull/172#issuecomment-343782713
 
         if not isinstance(fill_value, str):
-            raise ValueError('fill_value {!r} is not valid for dtype {}; must be a '
-                             'unicode string'.format(fill_value, dtype))
+            raise ValueError(
+                "fill_value {!r} is not valid for dtype {}; must be a "
+                "unicode string".format(fill_value, dtype)
+            )
 
     else:
         try:
-            if isinstance(fill_value, bytes) and dtype.kind == 'V':
+            if isinstance(fill_value, bytes) and dtype.kind == "V":
                 # special case for numpy 1.14 compatibility
                 fill_value = np.array(fill_value, dtype=dtype.str).view(dtype)[()]
             else:
@@ -318,8 +309,10 @@ def normalize_fill_value(fill_value, dtype: np.dtype):
 
         except Exception as e:
             # re-raise with our own error message to be helpful
-            raise ValueError('fill_value {!r} is not valid for dtype {}; nested '
-                             'exception: {}'.format(fill_value, dtype, e))
+            raise ValueError(
+                "fill_value {!r} is not valid for dtype {}; nested "
+                "exception: {}".format(fill_value, dtype, e)
+            )
 
     return fill_value
 
@@ -328,7 +321,7 @@ def normalize_storage_path(path: Union[str, bytes, None]) -> str:
 
     # handle bytes
     if isinstance(path, bytes):
-        path = str(path, 'ascii')
+        path = str(path, "ascii")
 
     # ensure str
     if path is not None and not isinstance(path, str):
@@ -337,21 +330,21 @@ def normalize_storage_path(path: Union[str, bytes, None]) -> str:
     if path:
 
         # convert backslash to forward slash
-        path = path.replace('\\', '/')
+        path = path.replace("\\", "/")
 
         # ensure no leading slash
-        while len(path) > 0 and path[0] == '/':
+        while len(path) > 0 and path[0] == "/":
             path = path[1:]
 
         # ensure no trailing slash
-        while len(path) > 0 and path[-1] == '/':
+        while len(path) > 0 and path[-1] == "/":
             path = path[:-1]
 
         # collapse any repeated slashes
         previous_char = None
-        collapsed = ''
+        collapsed = ""
         for char in path:
-            if char == '/' and previous_char == '/':
+            if char == "/" and previous_char == "/":
                 pass
             else:
                 collapsed += char
@@ -359,12 +352,12 @@ def normalize_storage_path(path: Union[str, bytes, None]) -> str:
         path = collapsed
 
         # don't allow path segments with just '.' or '..'
-        segments = path.split('/')
-        if any(s in {'.', '..'} for s in segments):
+        segments = path.split("/")
+        if any(s in {".", ".."} for s in segments):
             raise ValueError("path containing '.' or '..' segment not allowed")
 
     else:
-        path = ''
+        path = ""
 
     return path
 
@@ -376,32 +369,34 @@ def buffer_size(v) -> int:
 def info_text_report(items: Dict[Any, Any]) -> str:
     keys = [k for k, v in items]
     max_key_len = max(len(k) for k in keys)
-    report = ''
+    report = ""
     for k, v in items:
-        wrapper = TextWrapper(width=80,
-                              initial_indent=k.ljust(max_key_len) + ' : ',
-                              subsequent_indent=' '*max_key_len + ' : ')
+        wrapper = TextWrapper(
+            width=80,
+            initial_indent=k.ljust(max_key_len) + " : ",
+            subsequent_indent=" " * max_key_len + " : ",
+        )
         text = wrapper.fill(str(v))
-        report += text + '\n'
+        report += text + "\n"
     return report
 
 
 def info_html_report(items) -> str:
     report = '<table class="zarr-info">'
-    report += '<tbody>'
+    report += "<tbody>"
     for k, v in items:
-        report += '<tr>' \
-                  '<th style="text-align: left">%s</th>' \
-                  '<td style="text-align: left">%s</td>' \
-                  '</tr>' \
-                  % (k, v)
-    report += '</tbody>'
-    report += '</table>'
+        report += (
+            "<tr>"
+            '<th style="text-align: left">%s</th>'
+            '<td style="text-align: left">%s</td>'
+            "</tr>" % (k, v)
+        )
+    report += "</tbody>"
+    report += "</table>"
     return report
 
 
 class InfoReporter:
-
     def __init__(self, obj):
         self.obj = obj
 
@@ -415,24 +410,22 @@ def _repr_html_(self):
 
 
 class TreeNode:
-
     def __init__(self, obj, depth=0, level=None):
         self.obj = obj
         self.depth = depth
         self.level = level
 
     def get_children(self):
-        if hasattr(self.obj, 'values'):
+        if hasattr(self.obj, "values"):
             if self.level is None or self.depth < self.level:
                 depth = self.depth + 1
-                return [TreeNode(o, depth=depth, level=self.level)
-                        for o in self.obj.values()]
+                return [TreeNode(o, depth=depth, level=self.level) for o in self.obj.values()]
         return []
 
     def get_text(self):
         name = self.obj.name.split("/")[-1] or "/"
-        if hasattr(self.obj, 'shape'):
-            name += ' {} {}'.format(self.obj.shape, self.obj.dtype)
+        if hasattr(self.obj, "shape"):
+            name += " {} {}".format(self.obj.shape, self.obj.dtype)
         return name
 
     def get_type(self):
@@ -440,7 +433,6 @@ def get_type(self):
 
 
 class TreeTraversal(Traversal):
-
     def get_children(self, node):
         return node.get_children()
 
@@ -451,8 +443,8 @@ def get_text(self, node):
         return node.get_text()
 
 
-tree_group_icon = 'folder'
-tree_array_icon = 'table'
+tree_group_icon = "folder"
+tree_array_icon = "table"
 
 
 def tree_get_icon(stype: str) -> str:
@@ -499,37 +491,28 @@ def tree_widget(group, expand, level):
 
 
 class TreeViewer:
-
     def __init__(self, group, expand=False, level=None):
 
         self.group = group
         self.expand = expand
         self.level = level
 
-        self.text_kwargs = dict(
-            horiz_len=2,
-            label_space=1,
-            indent=1
-        )
+        self.text_kwargs = dict(horiz_len=2, label_space=1, indent=1)
 
         self.bytes_kwargs = dict(
-            UP_AND_RIGHT="+",
-            HORIZONTAL="-",
-            VERTICAL="|",
-            VERTICAL_AND_RIGHT="+"
+            UP_AND_RIGHT="+", HORIZONTAL="-", VERTICAL="|", VERTICAL_AND_RIGHT="+"
         )
 
         self.unicode_kwargs = dict(
             UP_AND_RIGHT="\u2514",
             HORIZONTAL="\u2500",
             VERTICAL="\u2502",
-            VERTICAL_AND_RIGHT="\u251C"
+            VERTICAL_AND_RIGHT="\u251C",
         )
 
     def __bytes__(self):
         drawer = LeftAligned(
-            traverse=TreeTraversal(),
-            draw=BoxStyle(gfx=self.bytes_kwargs, **self.text_kwargs)
+            traverse=TreeTraversal(), draw=BoxStyle(gfx=self.bytes_kwargs, **self.text_kwargs)
         )
         root = TreeNode(self.group, level=self.level)
         result = drawer(root)
@@ -542,8 +525,7 @@ def __bytes__(self):
 
     def __unicode__(self):
         drawer = LeftAligned(
-            traverse=TreeTraversal(),
-            draw=BoxStyle(gfx=self.unicode_kwargs, **self.text_kwargs)
+            traverse=TreeTraversal(), draw=BoxStyle(gfx=self.unicode_kwargs, **self.text_kwargs)
         )
         root = TreeNode(self.group, level=self.level)
         return drawer(root)
@@ -557,16 +539,21 @@ def _repr_mimebundle_(self, **kwargs):
 
 
 def check_array_shape(param, array, shape):
-    if not hasattr(array, 'shape'):
-        raise TypeError('parameter {!r}: expected an array-like object, got {!r}'
-                        .format(param, type(array)))
+    if not hasattr(array, "shape"):
+        raise TypeError(
+            "parameter {!r}: expected an array-like object, got {!r}".format(param, type(array))
+        )
     if array.shape != shape:
-        raise ValueError('parameter {!r}: expected array with shape {!r}, got {!r}'
-                         .format(param, shape, array.shape))
+        raise ValueError(
+            "parameter {!r}: expected array with shape {!r}, got {!r}".format(
+                param, shape, array.shape
+            )
+        )
 
 
 def is_valid_python_name(name):
     from keyword import iskeyword
+
     return name.isidentifier() and not iskeyword(name)
 
 
@@ -599,9 +586,9 @@ def __init__(self, store_key, chunk_store):
         self.read_blocks = set()
 
         _key_path = self.map._key_to_str(store_key)
-        _key_path = _key_path.split('/')
+        _key_path = _key_path.split("/")
         _chunk_path = [self.chunk_store._normalize_key(_key_path[-1])]
-        _key_path = '/'.join(_key_path[:-1] + _chunk_path)
+        _key_path = "/".join(_key_path[:-1] + _chunk_path)
         self.key_path = _key_path
 
     def prepare_chunk(self):
@@ -613,21 +600,15 @@ def prepare_chunk(self):
         self.buff[0:16] = header
         self.nblocks = nbytes / blocksize
         self.nblocks = (
-            int(self.nblocks)
-            if self.nblocks == int(self.nblocks)
-            else int(self.nblocks + 1)
+            int(self.nblocks) if self.nblocks == int(self.nblocks) else int(self.nblocks + 1)
         )
         if self.nblocks == 1:
             self.buff = self.read_full()
             return
-        start_points_buffer = self.fs.read_block(
-            self.key_path, 16, int(self.nblocks * 4)
-        )
-        self.start_points = np.frombuffer(
-            start_points_buffer, count=self.nblocks, dtype=np.int32
-        )
+        start_points_buffer = self.fs.read_block(self.key_path, 16, int(self.nblocks * 4))
+        self.start_points = np.frombuffer(start_points_buffer, count=self.nblocks, dtype=np.int32)
         self.start_points_max = self.start_points.max()
-        self.buff[16: (16 + (self.nblocks * 4))] = start_points_buffer
+        self.buff[16 : (16 + (self.nblocks * 4))] = start_points_buffer
         self.n_per_block = blocksize / typesize
 
     def read_part(self, start, nitems):
@@ -676,12 +657,14 @@ def read_full(self):
         return self.chunk_store[self.store_key]
 
 
-def retry_call(callabl: Callable,
-               args=None,
-               kwargs=None,
-               exceptions: Tuple[Any, ...] = (),
-               retries: int = 10,
-               wait: float = 0.1) -> Any:
+def retry_call(
+    callabl: Callable,
+    args=None,
+    kwargs=None,
+    exceptions: Tuple[Any, ...] = (),
+    retries: int = 10,
+    wait: float = 0.1,
+) -> Any:
     """
     Make several attempts to invoke the callable. If one of the given exceptions
     is raised, wait the given period of time and retry up to the given number of
@@ -693,7 +676,7 @@ def retry_call(callabl: Callable,
     if kwargs is None:
         kwargs = {}
 
-    for attempt in range(1, retries+1):
+    for attempt in range(1, retries + 1):
         try:
             return callabl(*args, **kwargs)
         except exceptions:

From b79f1e2959a7cb2a2d5a0d3de77aa06ef29d026e Mon Sep 17 00:00:00 2001
From: Davis Vann Bennett <davis.v.bennett@gmail.com>
Date: Wed, 12 Jul 2023 22:26:47 -0400
Subject: [PATCH 0340/1078] chore: add linting commit to list of revs ignored
 for git blame

---
 .git-blame-ignore-revs | 2 ++
 1 file changed, 2 insertions(+)
 create mode 100644 .git-blame-ignore-revs

diff --git a/.git-blame-ignore-revs b/.git-blame-ignore-revs
new file mode 100644
index 0000000000..05fe3dbd8c
--- /dev/null
+++ b/.git-blame-ignore-revs
@@ -0,0 +1,2 @@
+# lint codebase with black and ruff
+4e348d6b80c96da461fd866576c971b8a659ba15
\ No newline at end of file

From b0c50e1c284c6ce693bd306b77d0a5f00df2d0e8 Mon Sep 17 00:00:00 2001
From: Davis Vann Bennett <davis.v.bennett@gmail.com>
Date: Wed, 12 Jul 2023 22:49:44 -0400
Subject: [PATCH 0341/1078] docs: update release notes

---
 docs/release.rst | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index 46bd1f025d..5bdae7465d 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -30,6 +30,12 @@ Enhancements
     * **Block Indexing**: Implemented blockwise (chunk blocks) indexing to ``zarr.Array``.
       By :user:`Altay Sansal <tasansal>` :issue:`1428`
 
+Maintenance
+~~~~~~~~~~~
+
+* Style the codebase with ``ruff`` and ``black``.
+  By :user:`Davis Bennett` <d-v-b> :issue:`1459`
+
 .. _release_2.15.0:
 
 2.15.0

From 1558041db6c829654f3af738f16e41f0f0bfeac1 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Fri, 14 Jul 2023 16:15:23 -0400
Subject: [PATCH 0342/1078] Refactor core tests, round 2 (#1462)

* chore: refactor tests to inherit create_array from a base class

* chore: widen type of shape to variable length tuple

* chore: add importskip barrier for lmdb

* docs: release notes

* chore: remove fsstore kwargs variable

* chore: fix type error in creation of fsstore

* chore: add `create_filters` method to TestArray. Pop out `compressor` kwarg in create_array.
---
 docs/release.rst        |   6 +
 zarr/storage.py         |   2 +-
 zarr/tests/test_core.py | 859 +++++++++++-----------------------------
 zarr/util.py            |   6 +-
 4 files changed, 249 insertions(+), 624 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 46bd1f025d..269305c2a4 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -30,6 +30,12 @@ Enhancements
     * **Block Indexing**: Implemented blockwise (chunk blocks) indexing to ``zarr.Array``.
       By :user:`Altay Sansal <tasansal>` :issue:`1428`
 
+Maintenance
+~~~~~~~~~~~
+
+* Refactor the core array tests to reduce code duplication.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1462`.
+
 .. _release_2.15.0:
 
 2.15.0
diff --git a/zarr/storage.py b/zarr/storage.py
index ef1bd64955..c91f2f1cf0 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -300,7 +300,7 @@ def _require_parent_group(
 
 def init_array(
     store: StoreLike,
-    shape: Tuple[int, ...],
+    shape: Union[int, Tuple[int, ...]],
     chunks: Union[bool, int, Tuple[int, ...]] = True,
     dtype=None,
     compressor="default",
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index ab1a6e8aa7..8bf8789f56 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -3,10 +3,10 @@
 import sys
 import pickle
 import shutil
+from typing import Any, Literal, Optional, Tuple, Union
 import unittest
 from itertools import zip_longest
 from tempfile import mkdtemp
-
 import numpy as np
 import packaging.version
 import pytest
@@ -19,6 +19,7 @@
 
 import zarr
 from zarr._storage.store import (
+    BaseStore,
     v3_api_available,
 )
 from .._storage.v3_storage_transformers import ShardingStorageTransformer, v3_sharding_available
@@ -42,6 +43,7 @@
     init_array,
     init_group,
     meta_root,
+    normalize_store_arg
 )
 from zarr._storage.v3 import (
     ABSStoreV3,
@@ -62,16 +64,64 @@
 # noinspection PyMethodMayBeStatic
 
 
-class TestArray(unittest.TestCase):
-
+class TestArray():
     version = 2
     root = ''
-    KVStoreClass = KVStore
+    path = ''
+    compressor = Zlib(level=1)
+    filters = None
+    dimension_separator: Literal["/", ".", None] = None
+    cache_metadata = True
+    cache_attrs = True
+    partial_decompress: bool = False
+    write_empty_chunks = True
+    read_only = False
+    storage_transformers: Tuple[Any, ...] = ()
+
+    def create_store(self) -> BaseStore:
+        return KVStore(dict())
+
+    # used by child classes
+    def create_chunk_store(self) -> Optional[BaseStore]:
+        return None
+
+    def create_storage_transformers(self, shape: Union[int, Tuple[int, ...]]) -> Tuple[Any, ...]:
+        return ()
+
+    def create_filters(self, dtype: Optional[str]) -> Tuple[Any, ...]:
+        return ()
+
+    def create_array(self, shape: Union[int, Tuple[int, ...]], **kwargs):
+        store = self.create_store()
+        chunk_store = self.create_chunk_store()
+        # keyword arguments for array initialization
+        init_array_kwargs = {
+            "path": kwargs.pop("path", self.path),
+            "compressor": kwargs.pop("compressor", self.compressor),
+            "chunk_store": chunk_store,
+            "storage_transformers": self.create_storage_transformers(shape),
+            "filters": kwargs.pop("filters", self.create_filters(kwargs.get("dtype", None)))
+        }
+
+        # keyword arguments for array instantiation
+        access_array_kwargs = {
+            "path": init_array_kwargs["path"],
+            "read_only": kwargs.pop("read_only", self.read_only),
+            "chunk_store": chunk_store,
+            "cache_metadata": kwargs.pop("cache_metadata", self.cache_metadata),
+            "cache_attrs": kwargs.pop("cache_attrs", self.cache_attrs),
+            "partial_decompress": kwargs.pop("partial_decompress", self.partial_decompress),
+            "write_empty_chunks": kwargs.pop("write_empty_chunks", self.write_empty_chunks),
+        }
+
+        init_array(store, shape, **{**init_array_kwargs, **kwargs})
+
+        return Array(store, **access_array_kwargs)
 
     def test_array_init(self):
 
         # normal initialization
-        store = self.KVStoreClass(dict())
+        store = self.create_store()
         init_array(store, shape=100, chunks=10, dtype="<f8")
         a = Array(store, zarr_version=self.version)
         assert isinstance(a, Array)
@@ -80,15 +130,11 @@ def test_array_init(self):
         assert '' == a.path
         assert a.name is None
         assert a.basename is None
-        assert store is a.store
-        if self.version == 2:
-            assert "8fecb7a17ea1493d9c1430d04437b4f5b0b34985" == a.hexdigest()
-        else:
-            assert "968dccbbfc0139f703ead2fd1d503ad6e44db307" == a.hexdigest()
+        assert a.store == normalize_store_arg(store)
         store.close()
 
         # initialize at path
-        store = self.KVStoreClass(dict())
+        store = self.create_store()
         init_array(store, shape=100, chunks=10, path='foo/bar', dtype='<f8')
         a = Array(store, path='foo/bar', zarr_version=self.version)
         assert isinstance(a, Array)
@@ -97,33 +143,19 @@ def test_array_init(self):
         assert 'foo/bar' == a.path
         assert '/foo/bar' == a.name
         assert 'bar' == a.basename
-        assert store is a.store
-        if self.version == 2:
-            assert "8fecb7a17ea1493d9c1430d04437b4f5b0b34985" == a.hexdigest()
-        else:
-            assert "968dccbbfc0139f703ead2fd1d503ad6e44db307" == a.hexdigest()
+        assert a.store == normalize_store_arg(store)
+
         # store not initialized
-        store = self.KVStoreClass(dict())
+        store = self.create_store()
         with pytest.raises(ValueError):
             Array(store, zarr_version=self.version)
 
         # group is in the way
-        store = self.KVStoreClass(dict())
+        store = self.create_store()
         init_group(store, path='baz')
         with pytest.raises(ValueError):
             Array(store, path='baz', zarr_version=self.version)
 
-    def create_array(self, read_only=False, **kwargs):
-        store = self.KVStoreClass(dict())
-        kwargs.setdefault('compressor', Zlib(level=1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks,
-                     zarr_version=self.version)
-
     def test_store_has_text_keys(self):
         # Initialize array
         np.random.seed(42)
@@ -168,7 +200,6 @@ def test_store_has_bytes_values(self):
         z.store.close()
 
     def test_nbytes_stored(self):
-
         # dict as store
         z = self.create_array(shape=1000, chunks=100)
         if self.version == 3:
@@ -192,7 +223,7 @@ def test_nbytes_stored(self):
             if self.version == 2:
                 z.store[z._key_prefix + 'foo'] = list(range(10))
             else:
-                z.store['meta/root/foo'] = list(range(10))
+                z.store[f'meta/root{z.name}/foo'] = list(range(10))
             assert -1 == z.nbytes_stored
         except TypeError:
             pass
@@ -1572,17 +1603,8 @@ def test_structured_with_object(self):
 
 
 class TestArrayWithPath(TestArray):
-
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
-        store = KVStore(dict())
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, path='foo/bar', **kwargs)
-        return Array(store, path='foo/bar', read_only=read_only,
-                     cache_metadata=cache_metadata, cache_attrs=cache_attrs,
-                     write_empty_chunks=write_empty_chunks)
+    path = "foo/bar"
+    compressor = Blosc()
 
     def test_nchunks_initialized(self):
         pass
@@ -1616,19 +1638,10 @@ def test_nbytes_stored(self):
 
 
 class TestArrayWithChunkStore(TestArray):
+    compressor = Blosc()
 
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
-        store = KVStore(dict())
-        # separate chunk store
-        chunk_store = KVStore(dict())
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, chunk_store=chunk_store, **kwargs)
-        return Array(store, read_only=read_only, chunk_store=chunk_store,
-                     cache_metadata=cache_metadata, cache_attrs=cache_attrs,
-                     write_empty_chunks=write_empty_chunks)
+    def create_chunk_store(self):
+        return KVStore(dict())
 
     def expected(self):
         return [
@@ -1658,19 +1671,11 @@ def test_nbytes_stored(self):
 
 
 class TestArrayWithDirectoryStore(TestArray):
-
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
+    def create_store(self):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
         store = DirectoryStore(path)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return store
 
     def test_nbytes_stored(self):
 
@@ -1696,23 +1701,12 @@ def test_array_init_from_dict():
 @skip_test_env_var("ZARR_TEST_ABS")
 class TestArrayWithABSStore(TestArray):
 
-    @staticmethod
-    def absstore():
+    def create_store(self):
         client = abs_container()
         store = ABSStore(client=client)
         store.rmdir()
         return store
 
-    def create_array(self, read_only=False, **kwargs):
-        store = self.absstore()
-        kwargs.setdefault('compressor', Zlib(1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
-
     @pytest.mark.xfail
     def test_nbytes_stored(self):
         return super().test_nbytes_stored()
@@ -1724,19 +1718,11 @@ def test_pickle(self):
 
 
 class TestArrayWithNestedDirectoryStore(TestArrayWithDirectoryStore):
-
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
+    def create_store(self):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
         store = NestedDirectoryStore(path)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return store
 
     def expected(self):
         return [
@@ -1750,18 +1736,11 @@ def expected(self):
 
 class TestArrayWithN5Store(TestArrayWithDirectoryStore):
 
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
+    def create_store(self):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
         store = N5Store(path)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return store
 
     def test_array_0d(self):
         # test behaviour for array with 0 dimensions
@@ -2051,35 +2030,20 @@ def expected(self):
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestArrayWithN5FSStore(TestArrayWithN5Store):
-
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
+    def create_store(self):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
         store = N5FSStore(path)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        kwargs.setdefault('compressor', Zlib(1))
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return store
 
 
 class TestArrayWithDBMStore(TestArray):
 
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
-        path = mktemp(suffix='.anydbm')
-        atexit.register(atexit_rmglob, path + '*')
-        store = DBMStore(path, flag='n')
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_attrs=cache_attrs,
-                     cache_metadata=cache_metadata, write_empty_chunks=write_empty_chunks)
+    def create_store(self):
+        path = mktemp(suffix=".anydbm")
+        atexit.register(atexit_rmglob, path + "*")
+        store = DBMStore(path, flag="n")
+        return store
 
     def test_nbytes_stored(self):
         pass  # not implemented
@@ -2087,19 +2051,12 @@ def test_nbytes_stored(self):
 
 class TestArrayWithDBMStoreBerkeleyDB(TestArray):
 
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
+    def create_store(self):
         bsddb3 = pytest.importorskip("bsddb3")
-        path = mktemp(suffix='.dbm')
+        path = mktemp(suffix=".dbm")
         atexit.register(os.remove, path)
-        store = DBMStore(path, flag='n', open=bsddb3.btopen)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        store = DBMStore(path, flag="n", open=bsddb3.btopen)
+        return store
 
     def test_nbytes_stored(self):
         pass  # not implemented
@@ -2107,19 +2064,12 @@ def test_nbytes_stored(self):
 
 class TestArrayWithLMDBStore(TestArray):
 
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
+    def create_store(self):
         pytest.importorskip("lmdb")
-        path = mktemp(suffix='.lmdb')
+        path = mktemp(suffix=".lmdb")
         atexit.register(atexit_rmtree, path)
         store = LMDBStore(path, buffers=True)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return store
 
     def test_store_has_bytes_values(self):
         pass  # returns values as memoryviews/buffers instead of bytes
@@ -2130,55 +2080,31 @@ def test_nbytes_stored(self):
 
 class TestArrayWithLMDBStoreNoBuffers(TestArray):
 
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
+    def create_store(self):
         pytest.importorskip("lmdb")
-        path = mktemp(suffix='.lmdb')
+        path = mktemp(suffix=".lmdb")
         atexit.register(atexit_rmtree, path)
         store = LMDBStore(path, buffers=False)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return store
 
     def test_nbytes_stored(self):
         pass  # not implemented
 
 
 class TestArrayWithSQLiteStore(TestArray):
-
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
+    def create_store(self):
         pytest.importorskip("sqlite3")
-        path = mktemp(suffix='.db')
+        path = mktemp(suffix=".db")
         atexit.register(atexit_rmtree, path)
         store = SQLiteStore(path)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return store
 
     def test_nbytes_stored(self):
         pass  # not implemented
 
 
 class TestArrayWithNoCompressor(TestArray):
-
-    def create_array(self, read_only=False, **kwargs):
-        store = KVStore(dict())
-        kwargs.setdefault('compressor', None)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+    compressor = None
 
     def expected(self):
         return [
@@ -2192,16 +2118,7 @@ def expected(self):
 
 class TestArrayWithBZ2Compressor(TestArray):
 
-    def create_array(self, read_only=False, **kwargs):
-        store = KVStore(dict())
-        compressor = BZ2(level=1)
-        kwargs.setdefault('compressor', compressor)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+    compressor = BZ2(level=1)
 
     def expected(self):
         return [
@@ -2215,16 +2132,7 @@ def expected(self):
 
 class TestArrayWithBloscCompressor(TestArray):
 
-    def create_array(self, read_only=False, **kwargs):
-        store = KVStore(dict())
-        compressor = Blosc(cname='zstd', clevel=1, shuffle=1)
-        kwargs.setdefault('compressor', compressor)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+    compressor = Blosc(cname="zstd", clevel=1, shuffle=1)
 
     def expected(self):
         return [
@@ -2245,16 +2153,7 @@ def expected(self):
 @unittest.skipIf(LZMA is None, 'LZMA codec not available')
 class TestArrayWithLZMACompressor(TestArray):
 
-    def create_array(self, read_only=False, **kwargs):
-        store = KVStore(dict())
-        compressor = LZMA(preset=1)
-        kwargs.setdefault('compressor', compressor)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+    compressor = LZMA(preset=1)
 
     def expected(self):
         return [
@@ -2268,23 +2167,13 @@ def expected(self):
 
 class TestArrayWithFilters(TestArray):
 
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
-        store = KVStore(dict())
-        dtype = kwargs.get('dtype')
-        filters = [
+    compressor = Zlib(1)
+
+    def create_filters(self, dtype: Optional[str]) -> Tuple[Any, ...]:
+        return (
             Delta(dtype=dtype),
             FixedScaleOffset(dtype=dtype, scale=1, offset=0),
-        ]
-        kwargs.setdefault('filters', filters)
-        compressor = Zlib(1)
-        kwargs.setdefault('compressor', compressor)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_attrs=cache_attrs,
-                     cache_metadata=cache_metadata, write_empty_chunks=write_empty_chunks)
+            )
 
     def expected(self):
         return [
@@ -2407,19 +2296,14 @@ def __delitem__(self, key):
     def __contains__(self, item):
         return item in self.inner
 
+    def close(self):
+        return self.inner.close()
+
 
 class TestArrayWithCustomMapping(TestArray):
 
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
-        store = CustomMapping()
-        kwargs.setdefault('compressor', Zlib(1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+    def create_store(self):
+        return CustomMapping()
 
     def test_nbytes_stored(self):
         z = self.create_array(shape=1000, chunks=100)
@@ -2429,18 +2313,6 @@ def test_nbytes_stored(self):
 
 
 class TestArrayNoCache(TestArray):
-
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
-        store = KVStore(dict())
-        kwargs.setdefault('compressor', Zlib(level=1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
-
     def test_cache_metadata(self):
         a1 = self.create_array(shape=100, chunks=10, dtype='i1', cache_metadata=False)
         path = None if self.version == 2 else a1.path
@@ -2504,45 +2376,30 @@ def test_object_arrays_danger(self):
 
 
 class TestArrayWithStoreCache(TestArray):
-
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
-        store = LRUStoreCache(dict(), max_size=None)
-        kwargs.setdefault('compressor', Zlib(level=1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+    def create_store(self):
+        return LRUStoreCache(dict(), max_size=None)
 
     def test_store_has_bytes_values(self):
         # skip as the cache has no control over how the store provides values
         pass
 
 
-fsspec_mapper_kwargs = {
-    "check": True,
-    "create": True,
-    "missing_exceptions": None
-}
-
-
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestArrayWithFSStore(TestArray):
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
+    compressor = Blosc()
+    dimension_separator: Literal[".", "/"] = "."
+
+    def create_store(self):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
-        key_separator = kwargs.pop('key_separator', ".")
-        store = FSStore(path, key_separator=key_separator, auto_mkdir=True, **fsspec_mapper_kwargs)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Blosc())
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        key_separator = self.dimension_separator
+        store = FSStore(path,
+                        key_separator=key_separator,
+                        auto_mkdir=True,
+                        check=True,
+                        create=True,
+                        missing_exceptions=None)
+        return store
 
     def expected(self):
         return [
@@ -2556,21 +2413,23 @@ def expected(self):
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestArrayWithFSStoreFromFilesystem(TestArray):
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
+    compressor = Blosc()
+    dimension_separator = "."
+
+    def create_store(self):
         from fsspec.implementations.local import LocalFileSystem
+
         fs = LocalFileSystem(auto_mkdir=True)
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
-        key_separator = kwargs.pop('key_separator', ".")
-        store = FSStore(path, fs=fs, key_separator=key_separator, **fsspec_mapper_kwargs)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Blosc())
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        key_separator = self.dimension_separator
+        store = FSStore(path,
+                        fs=fs,
+                        key_separator=key_separator,
+                        check=True,
+                        create=True,
+                        missing_exceptions=None)
+        return store
 
     def expected(self):
         return [
@@ -2584,24 +2443,14 @@ def expected(self):
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestArrayWithFSStorePartialRead(TestArray):
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
+    compressor = Blosc(blocksize=256)
+    partial_decompress = True
+
+    def create_store(self):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
         store = FSStore(path)
-        cache_metadata = kwargs.pop("cache_metadata", True)
-        cache_attrs = kwargs.pop("cache_attrs", True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault("compressor", Blosc(blocksize=256))
-        init_array(store, **kwargs)
-        return Array(
-            store,
-            read_only=read_only,
-            cache_metadata=cache_metadata,
-            cache_attrs=cache_attrs,
-            partial_decompress=True,
-            write_empty_chunks=write_empty_chunks
-        )
+        return store
 
     def expected(self):
         return [
@@ -2640,21 +2489,9 @@ def test_read_from_all_blocks(self):
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestArrayWithFSStoreNested(TestArray):
-
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
-        path = mkdtemp()
-        atexit.register(shutil.rmtree, path)
-        key_separator = kwargs.pop('key_separator', "/")
-        store = FSStore(path, key_separator=key_separator, auto_mkdir=True)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Blosc())
-        init_array(store, **kwargs)
-        return Array(store, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+class TestArrayWithFSStoreNested(TestArrayWithFSStore):
+    compressor = Blosc()
+    dimension_separator = "/"
 
     def expected(self):
         return [
@@ -2667,26 +2504,10 @@ def expected(self):
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestArrayWithFSStoreNestedPartialRead(TestArray):
-    @staticmethod
-    def create_array(read_only=False, **kwargs):
-        path = mkdtemp()
-        atexit.register(shutil.rmtree, path)
-        key_separator = kwargs.pop('key_separator', "/")
-        store = FSStore(path, key_separator=key_separator, auto_mkdir=True)
-        cache_metadata = kwargs.pop("cache_metadata", True)
-        cache_attrs = kwargs.pop("cache_attrs", True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault("compressor", Blosc())
-        init_array(store, **kwargs)
-        return Array(
-            store,
-            read_only=read_only,
-            cache_metadata=cache_metadata,
-            cache_attrs=cache_attrs,
-            partial_decompress=True,
-            write_empty_chunks=write_empty_chunks
-        )
+class TestArrayWithFSStoreNestedPartialRead(TestArrayWithFSStore):
+    compressor = Blosc()
+    dimension_separator = "/"
+    partial_decompress = True
 
     def expected(self):
         return [
@@ -2730,10 +2551,12 @@ def test_read_from_all_blocks(self):
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayV3(TestArray):
-
     version = 3
     root = meta_root
-    KVStoreClass = KVStoreV3
+    path = "arr1"
+
+    def create_store(self):
+        return KVStoreV3(dict())
 
     def expected(self):
         # tests for array without path will not be run for v3 stores
@@ -2750,25 +2573,11 @@ def expected(self):
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithPathV3(TestArrayWithPath):
-
-    version = 3
-
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
-        store = KVStoreV3(dict())
-        kwargs.setdefault('compressor', Zlib(level=1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only,
-                     cache_metadata=cache_metadata, cache_attrs=cache_attrs,
-                     write_empty_chunks=write_empty_chunks)
+class TestArrayWithPathV3(TestArrayV3):
 
     def test_array_init(self):
 
-        store = KVStoreV3(dict())
+        store = self.create_store()
         # can initialize an array without a path
         init_array(store, shape=100, chunks=10, dtype="<f8")
         b = Array(store)
@@ -2783,7 +2592,7 @@ def test_array_init(self):
         assert "968dccbbfc0139f703ead2fd1d503ad6e44db307" == b.hexdigest()
 
         # initialize at path
-        store = KVStoreV3(dict())
+        store = self.create_store()
         path = 'foo/bar'
         init_array(store, shape=100, chunks=10, path=path, dtype='<f8')
         a = Array(store, path=path)
@@ -2798,12 +2607,12 @@ def test_array_init(self):
         assert "968dccbbfc0139f703ead2fd1d503ad6e44db307" == a.hexdigest()
 
         # store not initialized
-        store = KVStoreV3(dict())
+        store = self.create_store()
         with pytest.raises(ValueError):
             Array(store)
 
         # group is in the way
-        store = KVStoreV3(dict())
+        store = self.create_store()
         path = 'baz'
         init_group(store, path=path)
         # can't open with an uninitialized array
@@ -2889,20 +2698,12 @@ def test_nchunks_initialized(self):
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithChunkStoreV3(TestArrayWithChunkStore, TestArrayWithPathV3):
+class TestArrayWithChunkStoreV3(TestArrayV3):
+    compressor = Blosc()
 
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_chunk_store(self):
         store = KVStoreV3(dict())
-        # separate chunk store
-        chunk_store = KVStoreV3(dict())
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, path=array_path, chunk_store=chunk_store, **kwargs)
-        return Array(store, path=array_path, read_only=read_only,
-                     chunk_store=chunk_store, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return store
 
     def expected(self):
         return [
@@ -2932,21 +2733,11 @@ def test_nbytes_stored(self):
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithDirectoryStoreV3(TestArrayWithDirectoryStore, TestArrayWithPathV3):
-
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+class TestArrayWithDirectoryStoreV3(TestArrayV3):
+    def create_store(self) -> BaseStore:
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
-        store = DirectoryStoreV3(path)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
-        init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only,
-                     cache_metadata=cache_metadata, cache_attrs=cache_attrs,
-                     write_empty_chunks=write_empty_chunks)
+        return DirectoryStoreV3(path)
 
     def test_nbytes_stored(self):
         # dict as store
@@ -2960,87 +2751,52 @@ def test_nbytes_stored(self):
 
 @skip_test_env_var("ZARR_TEST_ABS")
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithABSStoreV3(TestArrayWithABSStore, TestArrayWithPathV3):
-
-    @staticmethod
-    def absstore():
+class TestArrayWithABSStoreV3(TestArrayV3):
+    def create_store(self) -> ABSStoreV3:
         client = abs_container()
         store = ABSStoreV3(client=client)
         store.rmdir()
         return store
 
-    def create_array(self, array_path='arr1', read_only=False, **kwargs):
-        store = self.absstore()
-        kwargs.setdefault('compressor', Zlib(1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
-
-
 # TODO: TestArrayWithN5StoreV3
 # class TestArrayWithN5StoreV3(TestArrayWithDirectoryStoreV3):
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithDBMStoreV3(TestArrayWithDBMStore, TestArrayWithPathV3):
-
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
-        path = mktemp(suffix='.anydbm')
-        atexit.register(atexit_rmglob, path + '*')
-        store = DBMStoreV3(path, flag='n')
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
-        init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_attrs=cache_attrs,
-                     cache_metadata=cache_metadata, write_empty_chunks=write_empty_chunks)
+class TestArrayWithDBMStoreV3(TestArrayV3):
+    def create_store(self) -> DBMStoreV3:
+        path = mktemp(suffix=".anydbm")
+        atexit.register(atexit_rmglob, path + "*")
+        store = DBMStoreV3(path, flag="n")
+        return store
 
     def test_nbytes_stored(self):
         pass  # not implemented
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithDBMStoreV3BerkeleyDB(TestArrayWithDBMStoreBerkeleyDB, TestArrayWithPathV3):
-
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+class TestArrayWithDBMStoreV3BerkeleyDB(TestArrayV3):
+    def create_store(self) -> DBMStoreV3:
         bsddb3 = pytest.importorskip("bsddb3")
-        path = mktemp(suffix='.dbm')
+        path = mktemp(suffix=".dbm")
         atexit.register(os.remove, path)
-        store = DBMStoreV3(path, flag='n', open=bsddb3.btopen)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
-        init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        store = DBMStoreV3(path, flag="n", open=bsddb3.btopen)
+        return store
 
     def test_nbytes_stored(self):
         pass  # not implemented
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithLMDBStoreV3(TestArrayWithLMDBStore, TestArrayWithPathV3):
+class TestArrayWithLMDBStoreV3(TestArrayV3):
+    lmdb_buffers = True
 
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+    def create_store(self) -> LMDBStoreV3:
         pytest.importorskip("lmdb")
-        path = mktemp(suffix='.lmdb')
+        path = mktemp(suffix=".lmdb")
         atexit.register(atexit_rmtree, path)
-        store = LMDBStoreV3(path, buffers=True)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
-        init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        store = LMDBStoreV3(path, buffers=self.lmdb_buffers)
+        return store
 
     def test_store_has_bytes_values(self):
         pass  # returns values as memoryviews/buffers instead of bytes
@@ -3050,42 +2806,21 @@ def test_nbytes_stored(self):
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithLMDBStoreV3NoBuffers(TestArrayWithLMDBStoreNoBuffers, TestArrayWithPathV3):
-
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
-        pytest.importorskip("lmdb")
-        path = mktemp(suffix='.lmdb')
-        atexit.register(atexit_rmtree, path)
-        store = LMDBStoreV3(path, buffers=False)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
-        init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+class TestArrayWithLMDBStoreV3NoBuffers(TestArrayWithLMDBStoreV3):
+    lmdb_buffers = False
 
     def test_nbytes_stored(self):
         pass  # not implemented
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithSQLiteStoreV3(TestArrayWithPathV3, TestArrayWithSQLiteStore):
-
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+class TestArrayWithSQLiteStoreV3(TestArrayV3):
+    def create_store(self):
         pytest.importorskip("sqlite3")
-        path = mktemp(suffix='.db')
+        path = mktemp(suffix=".db")
         atexit.register(atexit_rmtree, path)
         store = SQLiteStoreV3(path)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Zlib(1))
-        init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return store
 
     def test_nbytes_stored(self):
         pass  # not implemented
@@ -3142,18 +2877,10 @@ def __contains__(self, item):
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithCustomMappingV3(TestArrayWithPathV3, TestArrayWithCustomMapping):
-
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+class TestArrayWithCustomMappingV3(TestArrayV3):
+    def create_store(self):
         store = CustomMappingV3()
-        kwargs.setdefault('compressor', Zlib(1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return store
 
     def test_nbytes_stored(self):
         z = self.create_array(shape=1000, chunks=100)
@@ -3171,18 +2898,10 @@ def test_len(self):
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayNoCacheV3(TestArrayWithPathV3, TestArrayNoCache):
-
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+class TestArrayNoCacheV3(TestArrayWithPathV3):
+    def create_store(self):
         store = KVStoreV3(dict())
-        kwargs.setdefault('compressor', Zlib(level=1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return store
 
     def test_object_arrays_danger(self):
         # skip this one as it only works if metadata are cached
@@ -3190,18 +2909,10 @@ def test_object_arrays_danger(self):
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithStoreCacheV3(TestArrayWithPathV3, TestArrayWithStoreCache):
-
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+class TestArrayWithStoreCacheV3(TestArrayV3):
+    def create_store(self):
         store = LRUStoreCacheV3(dict(), max_size=None)
-        kwargs.setdefault('compressor', Zlib(level=1))
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return store
 
     def test_store_has_bytes_values(self):
         # skip as the cache has no control over how the store provides values
@@ -3210,25 +2921,22 @@ def test_store_has_bytes_values(self):
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithFSStoreV3(TestArrayWithPathV3, TestArrayWithFSStore):
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+class TestArrayWithFSStoreV3(TestArrayV3):
+    compressor = Blosc()
+
+    def create_store(self):
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
-        key_separator = kwargs.pop('key_separator', ".")
+        key_separator = self.dimension_separator
         store = FSStoreV3(
             path,
             key_separator=key_separator,
             auto_mkdir=True,
-            **fsspec_mapper_kwargs
+            create=True,
+            check=True,
+            missing_exceptions=None
         )
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Blosc())
-        init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        return store
 
     def expected(self):
         return [
@@ -3242,22 +2950,21 @@ def expected(self):
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithFSStoreV3FromFilesystem(TestArrayWithPathV3, TestArrayWithFSStore):
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
+class TestArrayWithFSStoreV3FromFilesystem(TestArrayWithFSStoreV3):
+    def create_store(self):
         from fsspec.implementations.local import LocalFileSystem
+
         fs = LocalFileSystem(auto_mkdir=True)
         path = mkdtemp()
         atexit.register(shutil.rmtree, path)
-        key_separator = kwargs.pop('key_separator', ".")
-        store = FSStoreV3(path, fs=fs, key_separator=key_separator, **fsspec_mapper_kwargs)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Blosc())
-        init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+        key_separator = self.dimension_separator
+        store = FSStoreV3(path,
+                          fs=fs,
+                          key_separator=key_separator,
+                          create=True,
+                          check=True,
+                          missing_exceptions=None)
+        return store
 
     def expected(self):
         return [
@@ -3271,27 +2978,8 @@ def expected(self):
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithFSStoreV3PartialRead(TestArrayWithPathV3, TestArrayWithFSStorePartialRead):
-
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
-        path = mkdtemp()
-        atexit.register(shutil.rmtree, path)
-        store = FSStoreV3(path)
-        cache_metadata = kwargs.pop("cache_metadata", True)
-        cache_attrs = kwargs.pop("cache_attrs", True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault("compressor", Blosc())
-        init_array(store, path=array_path, **kwargs)
-        return Array(
-            store,
-            path=array_path,
-            read_only=read_only,
-            cache_metadata=cache_metadata,
-            cache_attrs=cache_attrs,
-            partial_decompress=True,
-            write_empty_chunks=write_empty_chunks,
-        )
+class TestArrayWithFSStoreV3PartialRead(TestArrayWithFSStoreV3):
+    partial_decompress = True
 
     def expected(self):
         return [
@@ -3306,33 +2994,16 @@ def expected(self):
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 @pytest.mark.skipif(not v3_sharding_available, reason="sharding is disabled")
-class TestArrayWithFSStoreV3PartialReadUncompressedSharded(
-    TestArrayWithPathV3, TestArrayWithFSStorePartialRead
-):
+class TestArrayWithFSStoreV3PartialReadUncompressedSharded(TestArrayWithFSStoreV3):
+    partial_decompress = True
+    compressor = None
 
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
-        path = mkdtemp()
-        atexit.register(shutil.rmtree, path)
-        store = FSStoreV3(path)
-        cache_metadata = kwargs.pop("cache_metadata", True)
-        cache_attrs = kwargs.pop("cache_attrs", True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', None)
-        num_dims = 1 if isinstance(kwargs["shape"], int) else len(kwargs["shape"])
+    def create_storage_transformers(self, shape) -> Tuple[Any]:
+        num_dims = 1 if isinstance(shape, int) else len(shape)
         sharding_transformer = ShardingStorageTransformer(
             "indexed", chunks_per_shard=(2, ) * num_dims
         )
-        init_array(store, path=array_path, storage_transformers=[sharding_transformer], **kwargs)
-        return Array(
-            store,
-            path=array_path,
-            read_only=read_only,
-            cache_metadata=cache_metadata,
-            cache_attrs=cache_attrs,
-            partial_decompress=True,
-            write_empty_chunks=write_empty_chunks,
-        )
+        return (sharding_transformer,)
 
     def test_nbytes_stored(self):
         z = self.create_array(shape=1000, chunks=100)
@@ -3359,21 +3030,8 @@ def expected(self):
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithFSStoreV3Nested(TestArrayWithPathV3, TestArrayWithFSStoreNested):
-
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
-        path = mkdtemp()
-        atexit.register(shutil.rmtree, path)
-        key_separator = kwargs.pop('key_separator', "/")
-        store = FSStoreV3(path, key_separator=key_separator, auto_mkdir=True)
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', Blosc())
-        init_array(store, path=array_path, **kwargs)
-        return Array(store, path=array_path, read_only=read_only, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
+class TestArrayWithFSStoreV3Nested(TestArrayWithFSStoreV3):
+    dimension_separator = "/"
 
     def expected(self):
         return [
@@ -3387,28 +3045,8 @@ def expected(self):
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithFSStoreV3NestedPartialRead(TestArrayWithPathV3,
-                                              TestArrayWithFSStoreNestedPartialRead):
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
-        path = mkdtemp()
-        atexit.register(shutil.rmtree, path)
-        key_separator = kwargs.pop('key_separator', "/")
-        store = FSStoreV3(path, key_separator=key_separator, auto_mkdir=True)
-        cache_metadata = kwargs.pop("cache_metadata", True)
-        cache_attrs = kwargs.pop("cache_attrs", True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault("compressor", Blosc())
-        init_array(store, path=array_path, **kwargs)
-        return Array(
-            store,
-            path=array_path,
-            read_only=read_only,
-            cache_metadata=cache_metadata,
-            cache_attrs=cache_attrs,
-            partial_decompress=True,
-            write_empty_chunks=write_empty_chunks,
-        )
+class TestArrayWithFSStoreV3NestedPartialRead(TestArrayWithFSStoreV3):
+    dimension_separator = "/"
 
     def expected(self):
         return [
@@ -3423,22 +3061,10 @@ def expected(self):
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithStorageTransformersV3(TestArrayWithChunkStoreV3):
 
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
-        store = KVStoreV3(dict())
-        # separate chunk store
-        chunk_store = KVStoreV3(dict())
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        dummy_storage_transformer = DummyStorageTransfomer(
-            "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
+    def create_storage_transformers(self, shape) -> Tuple[Any]:
+        return (
+            DummyStorageTransfomer("dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT),
         )
-        init_array(store, path=array_path, chunk_store=chunk_store,
-                   storage_transformers=[dummy_storage_transformer], **kwargs)
-        return Array(store, path=array_path, read_only=read_only,
-                     chunk_store=chunk_store, cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def expected(self):
         return [
@@ -3452,23 +3078,14 @@ def expected(self):
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 @pytest.mark.skipif(not v3_sharding_available, reason="sharding is disabled")
-class TestArrayWithShardingStorageTransformerV3(TestArrayWithPathV3):
+class TestArrayWithShardingStorageTransformerV3(TestArrayV3):
+    compressor = None
 
-    @staticmethod
-    def create_array(array_path='arr1', read_only=False, **kwargs):
-        store = KVStoreV3(dict())
-        cache_metadata = kwargs.pop('cache_metadata', True)
-        cache_attrs = kwargs.pop('cache_attrs', True)
-        write_empty_chunks = kwargs.pop('write_empty_chunks', True)
-        kwargs.setdefault('compressor', None)
-        num_dims = 1 if isinstance(kwargs["shape"], int) else len(kwargs["shape"])
-        sharding_transformer = ShardingStorageTransformer(
-            "indexed", chunks_per_shard=(2, ) * num_dims
+    def create_storage_transformers(self, shape) -> Tuple[Any]:
+        num_dims = (1 if isinstance(shape, int) else len(shape))
+        return (
+            ShardingStorageTransformer("indexed", chunks_per_shard=(2, ) * num_dims),
         )
-        init_array(store, path=array_path, storage_transformers=[sharding_transformer], **kwargs)
-        return Array(store, path=array_path, read_only=read_only,
-                     cache_metadata=cache_metadata,
-                     cache_attrs=cache_attrs, write_empty_chunks=write_empty_chunks)
 
     def test_nbytes_stored(self):
         z = self.create_array(shape=1000, chunks=100)
diff --git a/zarr/util.py b/zarr/util.py
index 6ba20b96c2..efbb86e4c0 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -15,7 +15,8 @@
     Tuple,
     TypeVar,
     Union,
-    Iterable
+    Iterable,
+    cast
 )
 
 import numpy as np
@@ -74,7 +75,7 @@ def json_loads(s: Union[bytes, str]) -> Dict[str, Any]:
     return json.loads(ensure_text(s, 'utf-8'))
 
 
-def normalize_shape(shape) -> Tuple[int]:
+def normalize_shape(shape: Union[int, Tuple[int, ...], None]) -> Tuple[int, ...]:
     """Convenience function to normalize the `shape` argument."""
 
     if shape is None:
@@ -85,6 +86,7 @@ def normalize_shape(shape) -> Tuple[int]:
         shape = (int(shape),)
 
     # normalize
+    shape = cast(Tuple[int, ...], shape)
     shape = tuple(int(s) for s in shape)
     return shape
 

From 8fc3b4b7cdd85117ed83a88cb7f30d5691eae1a1 Mon Sep 17 00:00:00 2001
From: Lars <dev@falk-petersen.no>
Date: Tue, 18 Jul 2023 18:02:36 +0200
Subject: [PATCH 0343/1078] Fix typo (#1468)

Just a small err in the spec.
---
 docs/spec/v2.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/spec/v2.rst b/docs/spec/v2.rst
index 45e6afb320..4fcd6ded76 100644
--- a/docs/spec/v2.rst
+++ b/docs/spec/v2.rst
@@ -81,7 +81,7 @@ filters
 The following keys MAY be present within the object:
 
 dimension_separator
-    If present, either the string ``"."`` or ``"/""`` defining the separator placed
+    If present, either the string ``"."`` or ``"/"`` defining the separator placed
     between the dimensions of a chunk. If the value is not set, then the
     default MUST be assumed to be ``"."``, leading to chunk keys of the form "0.0".
     Arrays defined with ``"/"`` as the dimension separator can be considered to have

From a5d8a958a6821c97739a1547149eb1eede299686 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Thu, 20 Jul 2023 11:41:21 -0400
Subject: [PATCH 0344/1078] chore: expose codecov token (#1473)

---
 .github/workflows/python-package.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index f8fe9ab379..6a32793df3 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -80,7 +80,7 @@ jobs:
         pytest --cov=zarr --cov-config=pyproject.toml --doctest-plus --cov-report xml --cov=./ --timeout=300
     - uses: codecov/codecov-action@v3
       with:
-        #token: ${{ secrets.CODECOV_TOKEN }} # not required for public repos
+        token: ${{ secrets.CODECOV_TOKEN }} # not required for public repos
           #files: ./coverage1.xml,./coverage2.xml # optional
           #flags: unittests # optional
           #name: codecov-umbrella # optional

From 9623d5c26a5cefbe92f9ec8af44ee53b75d9dc38 Mon Sep 17 00:00:00 2001
From: Ryan Abernathey <ryan.abernathey@gmail.com>
Date: Thu, 20 Jul 2023 12:28:28 -0400
Subject: [PATCH 0345/1078] updated release notes for 2.16.0 (#1471)

---
 docs/release.rst | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 31d4ba63c4..c09667e78d 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,6 +18,11 @@ Release notes
 Unreleased
 ----------
 
+.. _release_2.16.0:
+
+2.16.0
+------
+
 Enhancements
 ~~~~~~~~~~~~
 
@@ -27,8 +32,8 @@ Enhancements
 * Add ``__contains__`` method to ``KVStore``. 
   By :user:`Christoph Gohlke <cgohlke>` :issue:`1454`.
 
-    * **Block Indexing**: Implemented blockwise (chunk blocks) indexing to ``zarr.Array``.
-      By :user:`Altay Sansal <tasansal>` :issue:`1428`
+* **Block Indexing**: Implemented blockwise (chunk blocks) indexing to ``zarr.Array``.
+  By :user:`Altay Sansal <tasansal>` :issue:`1428`
 
 Maintenance
 ~~~~~~~~~~~

From 55ccb3a855d52c5cb2ee9b62ecfc82571d754763 Mon Sep 17 00:00:00 2001
From: Josh Moore <josh@openmicroscopy.org>
Date: Thu, 20 Jul 2023 11:27:31 -0700
Subject: [PATCH 0346/1078] Add "Generate release notes" to release process
 (#1476)

cc: @rabernat

Starting a hand-full of versions ago, GitHub added a "Generate release notes" button. This generates links to all PRs as well as to new contributors. I've updated the 2.16.0 release, but I'd be for always clicking this button when making a release.
---
 docs/contributing.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/contributing.rst b/docs/contributing.rst
index dc6beb0094..e590d15d8f 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -379,6 +379,8 @@ Set the description of the release to::
 replacing the correct version numbers. For pre-release versions,
 the URL should omit the pre-release suffix, e.g. "a1" or "rc1".
 
+Click on "Generate release notes" to auto-file the description.
+
 After creating the release, the documentation will be built on
 https://readthedocs.io. Full releases will be available under
 `/stable <https://zarr.readthedocs.io/en/stable>`_ while

From f3ba0b19adc74a281489a9df892041a88d3cb7fc Mon Sep 17 00:00:00 2001
From: jakirkham <jakirkham@gmail.com>
Date: Thu, 20 Jul 2023 15:19:54 -0700
Subject: [PATCH 0347/1078] Require `setuptools_scm` version `1.5.4`+ (#1477)

---
 docs/release.rst | 6 ++++++
 pyproject.toml   | 2 +-
 2 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/docs/release.rst b/docs/release.rst
index c09667e78d..f80d4a8c75 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,6 +18,12 @@ Release notes
 Unreleased
 ----------
 
+Maintenance
+~~~~~~~~~~~
+
+* Require ``setuptools_scm`` version ``1.5.4``\+
+  By :user:`John A. Kirkham <jakirkham>` :issue:`1477`.
+
 .. _release_2.16.0:
 
 2.16.0
diff --git a/pyproject.toml b/pyproject.toml
index 4b293b90e4..1b880cf6fe 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,5 +1,5 @@
 [build-system]
-requires = ["setuptools>=64.0.0", "setuptools-scm"]
+requires = ["setuptools>=64.0.0", "setuptools-scm>1.5.4"]
 build-backend = "setuptools.build_meta"
 
 

From 6cb3cf19bc98792e0e3a6cfc7ae626551e7ea8a1 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 27 Jul 2023 22:37:25 +0200
Subject: [PATCH 0348/1078] Delete trailing spaces (#1424)

...and add missing trailing newline for POSIX compliance.
---
 .git-blame-ignore-revs   | 2 +-
 docs/_static/custom.css  | 2 +-
 docs/acknowledgments.rst | 2 +-
 docs/contributing.rst    | 4 ++--
 docs/index.rst           | 4 ++--
 docs/release.rst         | 2 +-
 pyproject.toml           | 2 +-
 7 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/.git-blame-ignore-revs b/.git-blame-ignore-revs
index 05fe3dbd8c..53bf4633f0 100644
--- a/.git-blame-ignore-revs
+++ b/.git-blame-ignore-revs
@@ -1,2 +1,2 @@
 # lint codebase with black and ruff
-4e348d6b80c96da461fd866576c971b8a659ba15
\ No newline at end of file
+4e348d6b80c96da461fd866576c971b8a659ba15
diff --git a/docs/_static/custom.css b/docs/_static/custom.css
index 487addfbbd..87dd70e347 100644
--- a/docs/_static/custom.css
+++ b/docs/_static/custom.css
@@ -120,4 +120,4 @@ html[data-theme=dark] h1 {
 
 html[data-theme=dark] h3 {
   color: #0a6774;
-}
\ No newline at end of file
+}
diff --git a/docs/acknowledgments.rst b/docs/acknowledgments.rst
index 36cd1f5646..4fce1e8ae4 100644
--- a/docs/acknowledgments.rst
+++ b/docs/acknowledgments.rst
@@ -73,4 +73,4 @@ documentation, code reviews, comments and/or ideas:
 * :user:`gsakkis`
 * :user:`hailiangzhang <hailiangzhang>`
 * :user:`pmav99 <pmav99>`
-* :user:`sbalmer <sbalmer>`
\ No newline at end of file
+* :user:`sbalmer <sbalmer>`
diff --git a/docs/contributing.rst b/docs/contributing.rst
index e590d15d8f..46fc39d960 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -213,9 +213,9 @@ Test coverage
 Zarr maintains 100% test coverage under the latest Python stable release (currently
 Python 3.8). Both unit tests and docstring doctests are included when computing
 coverage. Running::
-    
+
     $ python -m pytest -v --cov=zarr --cov-config=pyproject.toml zarr
-    
+
 will automatically run the test suite with coverage and produce a coverage report.
 This should be 100% before code can be accepted into the main code base.
 
diff --git a/docs/index.rst b/docs/index.rst
index 50060d10cc..97f5889ca5 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -20,7 +20,7 @@ Zarr-Python
 **Version**: |version|
 
 **Download documentation**: `Zipped HTML <https://zarr.readthedocs.io/_/downloads/en/stable/htmlzip/>`_
-   
+
 **Useful links**:
 `Installation <installation.html>`_ |
 `Source Repository <https://github.com/zarr-developers/zarr-python>`_ |
@@ -101,4 +101,4 @@ Zarr is a file storage format for chunked, compressed, N-dimensional arrays base
             :color: dark
             :click-parent:
 
-            To the contributor's guide
\ No newline at end of file
+            To the contributor's guide
diff --git a/docs/release.rst b/docs/release.rst
index f80d4a8c75..b9a9417059 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -35,7 +35,7 @@ Enhancements
 * Allow for partial codec specification in V3 array metadata.
   By :user:`Joe Hamman <jhamman>` :issue:`1443`.
 
-* Add ``__contains__`` method to ``KVStore``. 
+* Add ``__contains__`` method to ``KVStore``.
   By :user:`Christoph Gohlke <cgohlke>` :issue:`1454`.
 
 * **Block Indexing**: Implemented blockwise (chunk blocks) indexing to ``zarr.Array``.
diff --git a/pyproject.toml b/pyproject.toml
index 1b880cf6fe..7d8d275c0e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -116,7 +116,7 @@ follow_imports = "silent"
 [tool.pytest.ini_options]
 doctest_optionflags = [
     "NORMALIZE_WHITESPACE",
-    "ELLIPSIS", 
+    "ELLIPSIS",
     "IGNORE_EXCEPTION_DETAIL",
 ]
 addopts = [

From 6ed4d785db71d7087b276f0f6dc5b3f7cfedd7f1 Mon Sep 17 00:00:00 2001
From: Philipp Hanslovsky <Philipp.Hanslovsky@gmail.com>
Date: Thu, 27 Jul 2023 17:17:09 -0400
Subject: [PATCH 0349/1078] Ensure that chunks is tuple of ints upon array
 creation (#1470)

* Add failing test for creating group with float chunks

* Fix flake8 errors

* Cast chunks to tuple[int, ...] before returning

* Use decorator to cast to int tuple

* Fix mypy type issues

* Fix black formatting

* Add docstring to _as_int_tuple

* Document changes in docs/release.rst

* Revert to casting to tuple of ints inside normalize_chunks

After discussion in #1470, this was selected as the best option
---
 docs/release.rst            |  3 +++
 zarr/tests/test_creation.py | 24 ++++++++++++++++++++++++
 zarr/util.py                |  3 ++-
 3 files changed, 29 insertions(+), 1 deletion(-)

diff --git a/docs/release.rst b/docs/release.rst
index b9a9417059..aa622723e8 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -50,6 +50,9 @@ Maintenance
 * Style the codebase with ``ruff`` and ``black``.
   By :user:`Davis Bennett` <d-v-b> :issue:`1459`
 
+* Ensure that chunks is tuple of ints upon array creation.
+  By :user:`Philipp Hanslovsky` <hanslovsky> :issue:`1461`
+
 .. _release_2.15.0:
 
 2.15.0
diff --git a/zarr/tests/test_creation.py b/zarr/tests/test_creation.py
index 61710cc221..b44c6379fd 100644
--- a/zarr/tests/test_creation.py
+++ b/zarr/tests/test_creation.py
@@ -757,3 +757,27 @@ def test_create_with_storage_transformers(at_root):
     z = create(1000000000, chunks=True, storage_transformers=[transformer], **kwargs)
     assert isinstance(z.chunk_store, DummyStorageTransfomer)
     assert z.chunk_store.test_value == DummyStorageTransfomer.TEST_CONSTANT
+
+
+@pytest.mark.parametrize(
+    ("init_shape", "init_chunks", "shape", "chunks"),
+    (
+        ((1,), (1,), (1,), (1,)),
+        ((1.0,), (1.0,), (1,), (1,)),
+        ((1.0,), False, (1,), (1,)),
+        ((1.0,), True, (1,), (1,)),
+        ((1.0,), None, (1,), (1,)),
+    ),
+)
+def test_shape_chunk_ints(init_shape, init_chunks, shape, chunks):
+    g = open_group()
+    array = g.create_dataset("ds", shape=init_shape, chunks=init_chunks, dtype=np.uint8)
+
+    assert all(
+        isinstance(s, int) for s in array.shape
+    ), f"Expected shape to be all ints but found {array.shape=}."
+    assert all(
+        isinstance(c, int) for c in array.chunks
+    ), f"Expected chunks to be all ints but found {array.chunks=}."
+    assert array.shape == shape, f"Expected {shape=} but found {array.shape=}."
+    assert array.chunks == chunks, f"Expected {chunks=} but found {array.chunks=}."
diff --git a/zarr/util.py b/zarr/util.py
index acd461cfd5..ea0dd9fcec 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -175,7 +175,8 @@ def normalize_chunks(chunks: Any, shape: Tuple[int, ...], typesize: int) -> Tupl
     if -1 in chunks or None in chunks:
         chunks = tuple(s if c == -1 or c is None else int(c) for s, c in zip(shape, chunks))
 
-    return tuple(chunks)
+    chunks = tuple(int(c) for c in chunks)
+    return chunks
 
 
 def normalize_dtype(dtype: Union[str, np.dtype], object_codec) -> Tuple[np.dtype, Any]:

From 0cedd9832111c2af0c46fda46b10bec385ea74ab Mon Sep 17 00:00:00 2001
From: jakirkham <jakirkham@gmail.com>
Date: Fri, 11 Aug 2023 02:53:34 -0700
Subject: [PATCH 0350/1078] Add `docs` requirements to `pyproject.toml` (#1494)

* Add `docs` requirements to `pyproject.toml`

* Add release note

* Exclude `numpy` version `1.21.0`

Move the RTD exclusion to the `numpy` dependency directly.

* Require `numcodecs[msgpack]` for `docs`

* Update references for installing doc dependencies
---
 .pyup.yml             |  3 ---
 .readthedocs.yaml     |  3 ++-
 docs/contributing.rst |  4 ++--
 docs/release.rst      |  3 +++
 pyproject.toml        | 12 +++++++++++-
 requirements_rtfd.txt | 12 ------------
 6 files changed, 18 insertions(+), 19 deletions(-)
 delete mode 100644 requirements_rtfd.txt

diff --git a/.pyup.yml b/.pyup.yml
index 04937ed0b0..a70df4e3fb 100644
--- a/.pyup.yml
+++ b/.pyup.yml
@@ -13,6 +13,3 @@ requirements:
   - requirements_dev_optional.txt:
       pin: True
       update: all
-  - requirements_rtfd.txt:
-      pin: False
-      update: False
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 42fc08bca2..2124f77271 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -10,6 +10,7 @@ sphinx:
 
 python:
   install:
-    - requirements: requirements_rtfd.txt
     - method: pip
       path: .
+      extra_requirements:
+        - docs
diff --git a/docs/contributing.rst b/docs/contributing.rst
index 46fc39d960..0420535093 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -92,8 +92,8 @@ the repository, you can do something like the following::
     $ mkdir -p ~/pyenv/zarr-dev
     $ python -m venv ~/pyenv/zarr-dev
     $ source ~/pyenv/zarr-dev/bin/activate
-    $ pip install -r requirements_dev_minimal.txt -r requirements_dev_numpy.txt -r requirements_rtfd.txt
-    $ pip install -e .
+    $ pip install -r requirements_dev_minimal.txt -r requirements_dev_numpy.txt
+    $ pip install -e .[docs]
 
 To verify that your development environment is working, you can run the unit tests::
 
diff --git a/docs/release.rst b/docs/release.rst
index aa622723e8..cf1400d3f8 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -24,6 +24,9 @@ Maintenance
 * Require ``setuptools_scm`` version ``1.5.4``\+
   By :user:`John A. Kirkham <jakirkham>` :issue:`1477`.
 
+* Add ``docs`` requirements to ``pyproject.toml``
+  By :user:`John A. Kirkham <jakirkham>` :issue:`1494`.
+
 .. _release_2.16.0:
 
 2.16.0
diff --git a/pyproject.toml b/pyproject.toml
index 7d8d275c0e..292bfddded 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,7 +13,7 @@ maintainers = [
 requires-python = ">=3.8"
 dependencies = [
     'asciitree',
-    'numpy>=1.20',
+    'numpy>=1.20,!=1.21.0',
     'fasteners',
     'numcodecs>=0.10.0',
 ]
@@ -43,6 +43,16 @@ jupyter = [
     'ipytree>=0.2.2',
     'ipywidgets>=8.0.0',
 ]
+docs = [
+    'sphinx',
+    'sphinx_design',
+    'sphinx-issues',
+    'sphinx-copybutton',
+    'sphinx-rtd-theme',
+    'pydata-sphinx-theme',
+    'numpydoc',
+    'numcodecs[msgpack]',
+]
 
 [project.urls]
 "Bug Tracker" = "https://github.com/zarr-developers/zarr-python/issues"
diff --git a/requirements_rtfd.txt b/requirements_rtfd.txt
deleted file mode 100644
index 5d7fec369a..0000000000
--- a/requirements_rtfd.txt
+++ /dev/null
@@ -1,12 +0,0 @@
-asciitree
-setuptools
-setuptools_scm
-sphinx
-sphinx_design
-sphinx-issues
-sphinx-copybutton
-sphinx-rtd-theme
-pydata-sphinx-theme
-numpydoc
-numpy!=1.21.0
-msgpack-python==0.5.6

From 12af7f13981ad6d7497e0bb32d3175758e7a109e Mon Sep 17 00:00:00 2001
From: "Mads R. B. Kristensen" <madsbk@gmail.com>
Date: Fri, 11 Aug 2023 16:23:53 +0200
Subject: [PATCH 0351/1078] `zarr.group` now accept the `meta_array` argument
 (#1489)

* group() now takes the meta_array

* added tests
---
 zarr/hierarchy.py             | 9 ++++++++-
 zarr/tests/test_meta_array.py | 7 ++++---
 2 files changed, 12 insertions(+), 4 deletions(-)

diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index c7cc5c6fe2..3361969f08 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -1360,7 +1360,8 @@ def group(
     synchronizer=None,
     path=None,
     *,
-    zarr_version=None
+    zarr_version=None,
+    meta_array=None
 ):
     """Create a group.
 
@@ -1382,6 +1383,11 @@ def group(
         Array synchronizer.
     path : string, optional
         Group path within store.
+    meta_array : array-like, optional
+        An array instance to use for determining arrays to create and return
+        to users. Use `numpy.empty(())` by default.
+
+        .. versionadded:: 2.16.1
 
     Returns
     -------
@@ -1432,6 +1438,7 @@ def group(
         synchronizer=synchronizer,
         path=path,
         zarr_version=zarr_version,
+        meta_array=meta_array,
     )
 
 
diff --git a/zarr/tests/test_meta_array.py b/zarr/tests/test_meta_array.py
index 39394bd690..2545c6d624 100644
--- a/zarr/tests/test_meta_array.py
+++ b/zarr/tests/test_meta_array.py
@@ -9,7 +9,7 @@
 import zarr.codecs
 from zarr.core import Array
 from zarr.creation import array, empty, full, ones, open_array, zeros
-from zarr.hierarchy import open_group
+from zarr.hierarchy import open_group, group
 from zarr.storage import DirectoryStore, MemoryStore, Store, ZipStore
 
 
@@ -234,12 +234,13 @@ def test_full(module, compressor):
     assert np.all(np.isnan(z[:]))
 
 
+@pytest.mark.parametrize("group_create_function", [group, open_group])
 @pytest.mark.parametrize("module, compressor", param_module_and_compressor)
 @pytest.mark.parametrize("store_type", [None, DirectoryStore, MemoryStore, ZipStore])
-def test_group(tmp_path, module, compressor, store_type):
+def test_group(tmp_path, group_create_function, module, compressor, store_type):
     xp = ensure_module(module)
     store = init_store(tmp_path, store_type)
-    g = open_group(store, meta_array=xp.empty(()))
+    g = group_create_function(store, meta_array=xp.empty(()))
     g.ones("data", shape=(10, 11), dtype=int, compressor=compressor)
     a = g["data"]
     assert a.shape == (10, 11)

From f542fca7d0d42ee050e9a49d57ad0f5346f62de3 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 14 Aug 2023 08:44:12 +0200
Subject: [PATCH 0352/1078] Bump pypa/gh-action-pypi-publish from 1.8.7 to
 1.8.10 (#1498)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.7 to 1.8.10.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.7...v1.8.10)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index a00096bb18..8956cae314 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -64,7 +64,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.8.7
+      - uses: pypa/gh-action-pypi-publish@v1.8.10
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From 7017ce16954f81a209019041c56ad5ca1e568f09 Mon Sep 17 00:00:00 2001
From: "Mads R. B. Kristensen" <madsbk@gmail.com>
Date: Wed, 16 Aug 2023 21:45:13 +0200
Subject: [PATCH 0353/1078] `LRUStoreCache`: cache "contains" by contains
 checks (#1499)

* cache "contains" by contains checks

* updated the test_cache_keys counts

* release notes
---
 docs/release.rst           |  3 +++
 zarr/_storage/v3.py        |  2 +-
 zarr/storage.py            | 10 +++++-----
 zarr/tests/test_storage.py | 15 +++++++++------
 4 files changed, 18 insertions(+), 12 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index cf1400d3f8..188edd625f 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -27,6 +27,9 @@ Maintenance
 * Add ``docs`` requirements to ``pyproject.toml``
   By :user:`John A. Kirkham <jakirkham>` :issue:`1494`.
 
+* Fixed caching issue in ``LRUStoreCache``.
+  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1499`.
+
 .. _release_2.16.0:
 
 2.16.0
diff --git a/zarr/_storage/v3.py b/zarr/_storage/v3.py
index 1a50265c11..00dc085dac 100644
--- a/zarr/_storage/v3.py
+++ b/zarr/_storage/v3.py
@@ -509,7 +509,7 @@ def __init__(self, store, max_size: int):
         self._max_size = max_size
         self._current_size = 0
         self._keys_cache = None
-        self._contains_cache = None
+        self._contains_cache = {}
         self._listdir_cache: Dict[Path, Any] = dict()
         self._values_cache: Dict[Path, Any] = OrderedDict()
         self._mutex = Lock()
diff --git a/zarr/storage.py b/zarr/storage.py
index 4f7b9905f1..b36f804ebd 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -2393,7 +2393,7 @@ def __init__(self, store: StoreLike, max_size: int):
         self._max_size = max_size
         self._current_size = 0
         self._keys_cache = None
-        self._contains_cache = None
+        self._contains_cache: Dict[Any, Any] = {}
         self._listdir_cache: Dict[Path, Any] = dict()
         self._values_cache: Dict[Path, Any] = OrderedDict()
         self._mutex = Lock()
@@ -2434,9 +2434,9 @@ def __iter__(self):
 
     def __contains__(self, key):
         with self._mutex:
-            if self._contains_cache is None:
-                self._contains_cache = set(self._keys())
-            return key in self._contains_cache
+            if key not in self._contains_cache:
+                self._contains_cache[key] = key in self._store
+            return self._contains_cache[key]
 
     def clear(self):
         self._store.clear()
@@ -2506,7 +2506,7 @@ def invalidate_keys(self):
 
     def _invalidate_keys(self):
         self._keys_cache = None
-        self._contains_cache = None
+        self._contains_cache.clear()
         self._listdir_cache.clear()
 
     def _invalidate_value(self, key):
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 9557000472..ca6a6c1a98 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -2196,7 +2196,10 @@ def test_cache_keys(self):
         assert keys == sorted(cache.keys())
         assert 1 == store.counter["keys"]
         assert foo_key in cache
-        assert 0 == store.counter["__contains__", foo_key]
+        assert 1 == store.counter["__contains__", foo_key]
+        # the next check for `foo_key` is cached
+        assert foo_key in cache
+        assert 1 == store.counter["__contains__", foo_key]
         assert keys == sorted(cache)
         assert 0 == store.counter["__iter__"]
         assert 1 == store.counter["keys"]
@@ -2215,23 +2218,23 @@ def test_cache_keys(self):
         keys = sorted(cache.keys())
         assert keys == [bar_key, baz_key, foo_key]
         assert 3 == store.counter["keys"]
-        assert 0 == store.counter["__contains__", foo_key]
+        assert 1 == store.counter["__contains__", foo_key]
         assert 0 == store.counter["__iter__"]
         cache.invalidate_keys()
         keys = sorted(cache)
         assert keys == [bar_key, baz_key, foo_key]
         assert 4 == store.counter["keys"]
-        assert 0 == store.counter["__contains__", foo_key]
+        assert 1 == store.counter["__contains__", foo_key]
         assert 0 == store.counter["__iter__"]
         cache.invalidate_keys()
         assert foo_key in cache
-        assert 5 == store.counter["keys"]
-        assert 0 == store.counter["__contains__", foo_key]
+        assert 4 == store.counter["keys"]
+        assert 2 == store.counter["__contains__", foo_key]
         assert 0 == store.counter["__iter__"]
 
         # check these would get counted if called directly
         assert foo_key in store
-        assert 1 == store.counter["__contains__", foo_key]
+        assert 3 == store.counter["__contains__", foo_key]
         assert keys == sorted(store)
         assert 1 == store.counter["__iter__"]
 

From cb3908b998f692c1ff8a071034cba0554c775e4e Mon Sep 17 00:00:00 2001
From: Ryan Abernathey <ryan.abernathey@gmail.com>
Date: Fri, 18 Aug 2023 10:27:53 -0400
Subject: [PATCH 0354/1078] prepare for 2.16.1 release (#1503)

---
 docs/release.rst | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index 188edd625f..bf0dcd69e9 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,6 +18,11 @@ Release notes
 Unreleased
 ----------
 
+.. _release_2.16.1:
+
+2.16.1
+------
+
 Maintenance
 ~~~~~~~~~~~
 

From d25110ebe34eaab7eb6a57fd2259c1831ca2c3d1 Mon Sep 17 00:00:00 2001
From: jakirkham <jakirkham@gmail.com>
Date: Wed, 23 Aug 2023 12:18:55 -0700
Subject: [PATCH 0355/1078] Disable pre-commit.ci's PR autofixes (#1506)

---
 .pre-commit-config.yaml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index c46115342d..c5152b10b6 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,7 @@
 ci:
   autoupdate_commit_msg: "chore: update pre-commit hooks"
   autofix_commit_msg: "style: pre-commit fixes"
+  autofix_prs: false
 default_stages: [commit, push]
 default_language_version:
   python: python3

From 76ba69a21018822a5a0244c03af882a09293ff28 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 25 Aug 2023 11:18:48 +0200
Subject: [PATCH 0356/1078] Bump redis from 4.5.5 to 4.6.0 (#1446)

Bumps [redis](https://github.com/redis/redis-py) from 4.5.5 to 4.6.0.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.5.5...v4.6.0)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 0398d8f494..f86eb8c8e3 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -8,7 +8,7 @@ ipywidgets==8.0.7
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.16.0 # pyup: ignore
-redis==4.5.5
+redis==4.6.0
 types-redis
 types-setuptools
 pymongo==4.4.0

From 4944e66cd847a6ab5ec3a70c2b7bc0973f707bd6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 28 Aug 2023 09:09:20 +0200
Subject: [PATCH 0357/1078] Bump ipywidgets from 8.0.7 to 8.1.0 (#1510)

Bumps [ipywidgets](https://github.com/jupyter-widgets/ipywidgets) from 8.0.7 to 8.1.0.
- [Release notes](https://github.com/jupyter-widgets/ipywidgets/releases)
- [Commits](https://github.com/jupyter-widgets/ipywidgets/compare/8.0.7...8.1.0)

---
updated-dependencies:
- dependency-name: ipywidgets
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index f86eb8c8e3..baa2fbc1e9 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -3,7 +3,7 @@
 lmdb==1.4.1; sys_platform != 'win32'
 # optional library requirements for Jupyter
 ipytree==0.2.2
-ipywidgets==8.0.7
+ipywidgets==8.1.0
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)

From 9dea8e34d1c6fa1b90a2e828e1f80bc1baf638b8 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 15 Sep 2023 11:49:05 +0200
Subject: [PATCH 0358/1078] Bump actions/checkout from 3 to 4 (#1520)

Bumps [actions/checkout](https://github.com/actions/checkout) from 3 to 4.
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/v3...v4)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/codeql-analysis.yml | 2 +-
 .github/workflows/minimal.yml         | 2 +-
 .github/workflows/python-package.yml  | 2 +-
 .github/workflows/releases.yml        | 2 +-
 .github/workflows/windows-testing.yml | 2 +-
 5 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/codeql-analysis.yml b/.github/workflows/codeql-analysis.yml
index bebe1ee205..7013f1784f 100644
--- a/.github/workflows/codeql-analysis.yml
+++ b/.github/workflows/codeql-analysis.yml
@@ -38,7 +38,7 @@ jobs:
 
     steps:
     - name: Checkout repository
-      uses: actions/checkout@v3
+      uses: actions/checkout@v4
 
     # Initializes the CodeQL tools for scanning.
     - name: Initialize CodeQL
diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
index 4de5aca273..63bc97d157 100644
--- a/.github/workflows/minimal.yml
+++ b/.github/workflows/minimal.yml
@@ -13,7 +13,7 @@ jobs:
 
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/checkout@v3
+    - uses: actions/checkout@v4
     - name: Setup Miniconda
       uses: conda-incubator/setup-miniconda@v2.2.0
       with:
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 6a32793df3..cdf230bc7c 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -38,7 +38,7 @@ jobs:
         ports:
           - 27017:27017
     steps:
-    - uses: actions/checkout@v3
+    - uses: actions/checkout@v4
       with:
         fetch-depth: 0
     - name: Setup Miniconda
diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 8956cae314..238c5e457d 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -11,7 +11,7 @@ jobs:
       fail-fast: false
 
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           submodules: true
           fetch-depth: 0
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index b17eece058..3afa8c467e 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -18,7 +18,7 @@ jobs:
       matrix:
         python-version: ['3.8', '3.9', '3.10', '3.11']
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
       - uses: conda-incubator/setup-miniconda@v2.2.0

From 6ec746ef1242dd9fec26b128cc0b3455d28ad6f0 Mon Sep 17 00:00:00 2001
From: Jack Kelly <jack@OpenClimateFix.org>
Date: Wed, 20 Sep 2023 17:35:36 +0100
Subject: [PATCH 0359/1078] Tiny tweak: Extend copyright notice to 2023 (#1528)

---
 LICENSE.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/LICENSE.txt b/LICENSE.txt
index d672a4f670..850a0d8772 100644
--- a/LICENSE.txt
+++ b/LICENSE.txt
@@ -1,6 +1,6 @@
 The MIT License (MIT)
 
-Copyright (c) 2015-2022 Zarr Developers <https://github.com/zarr-developers>
+Copyright (c) 2015-2023 Zarr Developers <https://github.com/zarr-developers>
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal

From 5a54c95e7438779f66e4fe2491e7a9238b6a43fb Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 3 Oct 2023 10:24:40 -0700
Subject: [PATCH 0360/1078] Bump pytest from 7.3.2 to 7.4.0 (#1445)

Bumps [pytest](https://github.com/pytest-dev/pytest) from 7.3.2 to 7.4.0.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/7.3.2...7.4.0)

---
updated-dependencies:
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index df1ca11677..4b1208598e 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -5,4 +5,4 @@ numcodecs==0.11.0
 msgpack-python==0.5.6
 setuptools-scm==7.1.0
 # test requirements
-pytest==7.3.2
+pytest==7.4.0

From a9d516bb562da1360f7a2b7ae845046924180674 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 25 Oct 2023 22:04:25 +0100
Subject: [PATCH 0361/1078] Allow black to be run on any Python version (#1549)

* Allow black to be run on any Python version

* docs: add release notes

* docs: whitespace

---------

Co-authored-by: Davis Vann Bennett <davis.v.bennett@gmail.com>
---
 .pre-commit-config.yaml | 1 -
 docs/release.rst        | 6 ++++++
 2 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index c5152b10b6..f22dc39832 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -17,7 +17,6 @@ repos:
     rev: 22.12.0
     hooks:
     - id: black
-      language_version: python3.8
   - repo: https://github.com/codespell-project/codespell
     rev: v2.2.5
     hooks:
diff --git a/docs/release.rst b/docs/release.rst
index bf0dcd69e9..edb5422fa0 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,6 +18,12 @@ Release notes
 Unreleased
 ----------
 
+Maintenance
+~~~~~~~~~~~
+
+* Allow ``black`` code formatter to be run with any Python version.
+  By :user:`David Stansby <dstansby>` :issue:`1549`
+
 .. _release_2.16.1:
 
 2.16.1

From 16c2684345a659e70a23152442ab77c0809ab9b0 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 27 Oct 2023 00:12:46 +0200
Subject: [PATCH 0362/1078] =?UTF-8?q?Unnecessary=20list=20literal=20?=
 =?UTF-8?q?=E2=86=92=20set=20literal=20(#1534)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Unnecessary list literal → set literal

Why use a list literal to initialise a set? Just use a set literal.

* Add release note for previous commit

Signed-off-by: Dimitri Papadopoulos <3234522+DimitriPapadopoulos@users.noreply.github.com>

---------

Signed-off-by: Dimitri Papadopoulos <3234522+DimitriPapadopoulos@users.noreply.github.com>
---
 docs/release.rst           | 3 +++
 zarr/tests/test_storage.py | 6 +++---
 2 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index edb5422fa0..12e1449a80 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -21,6 +21,9 @@ Unreleased
 Maintenance
 ~~~~~~~~~~~
 
+* Initialise some sets in tests with set literals instead of list literals.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1534`.
+
 * Allow ``black`` code formatter to be run with any Python version.
   By :user:`David Stansby <dstansby>` :issue:`1549`
 
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index ca6a6c1a98..e87716fa47 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -1166,9 +1166,9 @@ def test_deep_ndim(self):
         if self.version == 2:
             assert set(store.listdir()) == {".zgroup", "bar"}
         else:
-            assert set(store.listdir()) == set(["data", "meta", "zarr.json"])
-            assert set(store.listdir("meta/root/" + path)) == set(["bar", "bar.group.json"])
-            assert set(store.listdir("data/root/" + path)) == set(["bar"])
+            assert set(store.listdir()) == {"data", "meta", "zarr.json"}
+            assert set(store.listdir("meta/root/" + path)) == {"bar", "bar.group.json"}
+            assert set(store.listdir("data/root/" + path)) == {"bar"}
         assert foo["bar"]["baz"][(0, 0, 0)] == 1
 
     def test_not_fsspec(self):

From 5eb737b02836799a0544610b87ffbc3e4e69ec01 Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Thu, 26 Oct 2023 22:13:29 +0000
Subject: [PATCH 0363/1078] Minor edits in docs (#1509)

---
 .gitignore       | 2 ++
 docs/conf.py     | 2 +-
 docs/spec.rst    | 2 +-
 docs/spec/v1.rst | 2 +-
 docs/spec/v2.rst | 2 +-
 docs/spec/v3.rst | 6 +++---
 6 files changed, 9 insertions(+), 7 deletions(-)

diff --git a/.gitignore b/.gitignore
index 4f0d523785..a6a456636d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -77,3 +77,5 @@ zarr/version.py
 #doesnotexist
 #test_sync*
 data/*
+
+.DS_Store
diff --git a/docs/conf.py b/docs/conf.py
index f85ecb7454..1ffaeddef4 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -68,7 +68,7 @@
 
 # General information about the project.
 project = "zarr"
-copyright = "2022, Zarr Developers"
+copyright = "2023, Zarr Developers"
 author = "Zarr Developers"
 
 version = zarr.__version__
diff --git a/docs/spec.rst b/docs/spec.rst
index 3c06f3228d..8aca0bbd80 100644
--- a/docs/spec.rst
+++ b/docs/spec.rst
@@ -4,7 +4,7 @@ Specifications
 ==============
 
 .. toctree::
-    :maxdepth: 3
+    :maxdepth: 1
 
     spec/v3
     spec/v2
diff --git a/docs/spec/v1.rst b/docs/spec/v1.rst
index 8584b24e6d..13f68ef36e 100644
--- a/docs/spec/v1.rst
+++ b/docs/spec/v1.rst
@@ -1,6 +1,6 @@
 .. _spec_v1:
 
-Zarr storage specification version 1
+Zarr Storage Specification Version 1
 ====================================
 
 This document provides a technical specification of the protocol and
diff --git a/docs/spec/v2.rst b/docs/spec/v2.rst
index 4fcd6ded76..c1e12e1218 100644
--- a/docs/spec/v2.rst
+++ b/docs/spec/v2.rst
@@ -1,6 +1,6 @@
 .. _spec_v2:
 
-Zarr storage specification version 2
+Zarr Storage Specification Version 2
 ====================================
 
 This document provides a technical specification of the protocol and format
diff --git a/docs/spec/v3.rst b/docs/spec/v3.rst
index a448fbc3a1..bd8852707b 100644
--- a/docs/spec/v3.rst
+++ b/docs/spec/v3.rst
@@ -1,7 +1,7 @@
 .. _spec_v3:
 
-Zarr storage specification version 3 (under development)
-========================================================
+Zarr Storage Specification Version 3
+=======================================================
 
-The v3 specification has been migrated to its own website,
+The V3 Specification has been migrated to its website →
 https://zarr-specs.readthedocs.io/.

From 1ed37f5fa7039cbc8849bf9b0e9aae9c890e7ced Mon Sep 17 00:00:00 2001
From: Ziwen Liu <67518483+ziw-liu@users.noreply.github.com>
Date: Thu, 26 Oct 2023 16:10:10 -0700
Subject: [PATCH 0364/1078] Preserve dimension separator metadata when resizing
 arrays (#1540)

* preserve dimension separator when resizing arrays

* test dimension separator metadata after resizing

* document the change

* Update release.rst

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 docs/release.rst        |  5 ++++-
 zarr/core.py            | 25 ++++++++---------------
 zarr/tests/test_core.py | 44 +++++++----------------------------------
 3 files changed, 19 insertions(+), 55 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 12e1449a80..a361bbc8d9 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -21,11 +21,14 @@ Unreleased
 Maintenance
 ~~~~~~~~~~~
 
+* Preserve ``dimension_separator`` when resizing arrays.
+  By :user:`Ziwen Liu <ziw-liu>` :issue:`1533`.
+
 * Initialise some sets in tests with set literals instead of list literals.
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1534`.
 
 * Allow ``black`` code formatter to be run with any Python version.
-  By :user:`David Stansby <dstansby>` :issue:`1549`
+  By :user:`David Stansby <dstansby>` :issue:`1549`.
 
 .. _release_2.16.1:
 
diff --git a/zarr/core.py b/zarr/core.py
index 43ccdbaf7d..2177e9055c 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -253,7 +253,6 @@ def _load_metadata_nosync(self):
         except KeyError:
             raise ArrayNotFoundError(self._path)
         else:
-
             # decode and store metadata as instance members
             meta = self._store._metadata_class.decode_array_metadata(meta_bytes)
             self._meta = meta
@@ -341,7 +340,14 @@ def _flush_metadata_nosync(self):
             filters=filters_config,
         )
         if getattr(self._store, "_store_version", 2) == 2:
-            meta.update(dict(chunks=self._chunks, dtype=self._dtype, order=self._order))
+            meta.update(
+                dict(
+                    chunks=self._chunks,
+                    dtype=self._dtype,
+                    order=self._order,
+                    dimension_separator=self._dimension_separator,
+                )
+            )
         else:
             meta.update(
                 dict(
@@ -1358,7 +1364,6 @@ def get_mask_selection(self, selection, out=None, fields=None):
         return self._get_selection(indexer=indexer, out=out, fields=fields)
 
     def _get_selection(self, indexer, out=None, fields=None):
-
         # We iterate over all chunks which overlap the selection and thus contain data
         # that needs to be extracted. Each chunk is processed in turn, extracting the
         # necessary data and storing into the correct location in the output array.
@@ -1983,7 +1988,6 @@ def _set_basic_selection_nd(self, selection, value, fields=None):
         self._set_selection(indexer, value, fields=fields)
 
     def _set_selection(self, indexer, value, fields=None):
-
         # We iterate over all chunks which overlap the selection and thus contain data
         # that needs to be replaced. Each chunk is processed in turn, extracting the
         # necessary data from the value array and storing into the chunk array.
@@ -2018,7 +2022,6 @@ def _set_selection(self, indexer, value, fields=None):
         ):
             # iterative approach
             for chunk_coords, chunk_selection, out_selection in indexer:
-
                 # extract data to store
                 if sel_shape == ():
                     chunk_value = value
@@ -2077,7 +2080,6 @@ def _process_chunk(
             and not self._filters
             and self._dtype != object
         ):
-
             dest = out[out_selection]
             # Assume that array-like objects that doesn't have a
             # `writeable` flag is writable.
@@ -2088,7 +2090,6 @@ def _process_chunk(
             )
 
             if write_direct:
-
                 # optimization: we want the whole chunk, and the destination is
                 # contiguous, so we can decompress directly from the chunk
                 # into the destination array
@@ -2321,7 +2322,6 @@ def _process_for_setitem(self, ckey, chunk_selection, value, fields=None):
             # to access the existing chunk data
 
             if is_scalar(value, self._dtype):
-
                 # setup array filled with value
                 chunk = np.empty_like(
                     self._meta_array, shape=self._chunks, dtype=self._dtype, order=self._order
@@ -2329,7 +2329,6 @@ def _process_for_setitem(self, ckey, chunk_selection, value, fields=None):
                 chunk.fill(value)
 
             else:
-
                 # ensure array is contiguous
                 chunk = value.astype(self._dtype, order=self._order, copy=False)
 
@@ -2337,12 +2336,10 @@ def _process_for_setitem(self, ckey, chunk_selection, value, fields=None):
             # partially replace the contents of this chunk
 
             try:
-
                 # obtain compressed data for chunk
                 cdata = self.chunk_store[ckey]
 
             except KeyError:
-
                 # chunk not initialized
                 if self._fill_value is not None:
                     chunk = np.empty_like(
@@ -2359,7 +2356,6 @@ def _process_for_setitem(self, ckey, chunk_selection, value, fields=None):
                     )
 
             else:
-
                 # decode chunk
                 chunk = self._decode_chunk(cdata)
                 if not chunk.flags.writeable:
@@ -2429,7 +2425,6 @@ def _decode_chunk(self, cdata, start=None, nitems=None, expected_shape=None):
         return chunk
 
     def _encode_chunk(self, chunk):
-
         # apply filters
         if self._filters:
             for f in self._filters:
@@ -2619,7 +2614,6 @@ def __setstate__(self, state):
         self.__init__(**state)
 
     def _synchronized_op(self, f, *args, **kwargs):
-
         if self._synchronizer is None:
             # no synchronization
             lock = nolock
@@ -2636,7 +2630,6 @@ def _synchronized_op(self, f, *args, **kwargs):
         return result
 
     def _write_op(self, f, *args, **kwargs):
-
         # guard condition
         if self._read_only:
             raise ReadOnlyError()
@@ -2676,7 +2669,6 @@ def resize(self, *args):
         return self._write_op(self._resize_nosync, *args)
 
     def _resize_nosync(self, *args):
-
         # normalize new shape argument
         old_shape = self._shape
         new_shape = normalize_resize_args(old_shape, *args)
@@ -2755,7 +2747,6 @@ def append(self, data, axis=0):
         return self._write_op(self._append_nosync, data, axis=axis)
 
     def _append_nosync(self, data, axis=0):
-
         # ensure data is array-like
         if not hasattr(data, "shape"):
             data = np.asanyarray(data, like=self._meta_array)
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 77b9415d8b..f3ca73dea8 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -132,7 +132,6 @@ def create_array(self, shape: Union[int, Tuple[int, ...]], **kwargs):
         return Array(store, **access_array_kwargs)
 
     def test_array_init(self):
-
         # normal initialization
         store = self.create_store()
         init_array(store, shape=100, chunks=10, dtype="<f8")
@@ -328,7 +327,6 @@ def test_array_1d(self):
 
     def test_array_1d_fill_value(self):
         for fill_value in -1, 0, 1, 10:
-
             a = np.arange(1050)
             f = np.empty_like(a)
             f.fill(fill_value)
@@ -575,7 +573,6 @@ def test_array_2d_partial(self):
         z.store.close()
 
     def test_array_order(self):
-
         # 1D
         a = np.arange(1050)
         for order in "C", "F":
@@ -667,7 +664,6 @@ def test_hexdigest(self):
         assert self.expected() == found
 
     def test_resize_1d(self):
-
         z = self.create_array(shape=105, chunks=10, dtype="i4", fill_value=0)
         a = np.arange(105, dtype="i4")
         z[:] = a
@@ -703,7 +699,6 @@ def test_resize_1d(self):
         z.store.close()
 
     def test_resize_2d(self):
-
         z = self.create_array(shape=(105, 105), chunks=(10, 10), dtype="i4", fill_value=0)
         a = np.arange(105 * 105, dtype="i4").reshape((105, 105))
         z[:] = a
@@ -756,8 +751,14 @@ def test_resize_2d(self):
 
         z.store.close()
 
-    def test_append_1d(self):
+        # checks that resizing preserves metadata
+        if self.dimension_separator == "/":
+            z_ = zarr.open(z.store)
+            if hasattr(z_, "dimension_separator"):
+                assert z_.dimension_separator == self.dimension_separator
+            z_.store.close()
 
+    def test_append_1d(self):
         a = np.arange(105)
         z = self.create_array(shape=a.shape, chunks=10, dtype=a.dtype)
         z[:] = a
@@ -786,7 +787,6 @@ def test_append_1d(self):
         z.store.close()
 
     def test_append_2d(self):
-
         a = np.arange(105 * 105, dtype="i4").reshape((105, 105))
         z = self.create_array(shape=a.shape, chunks=(10, 10), dtype=a.dtype)
         z[:] = a
@@ -808,7 +808,6 @@ def test_append_2d(self):
         z.store.close()
 
     def test_append_2d_axis(self):
-
         a = np.arange(105 * 105, dtype="i4").reshape((105, 105))
         z = self.create_array(shape=a.shape, chunks=(10, 10), dtype=a.dtype)
         z[:] = a
@@ -837,7 +836,6 @@ def test_append_bad_shape(self):
         z.store.close()
 
     def test_read_only(self):
-
         z = self.create_array(shape=1000, chunks=100)
         assert not z.read_only
         z.store.close()
@@ -868,7 +866,6 @@ def test_read_only(self):
         z.store.close()
 
     def test_pickle(self):
-
         # setup array
         z = self.create_array(
             shape=1000, chunks=100, dtype=int, cache_metadata=False, cache_attrs=False
@@ -1082,7 +1079,6 @@ def test_nchunks_initialized(self):
             z.store.close()
 
     def test_array_dtype_shape(self):
-
         dt = "(2, 2)f4"
         # setup some data
         d = np.array([((0, 1), (1, 2)), ((1, 2), (2, 3)), ((2, 3), (3, 4))], dtype=dt)
@@ -1175,7 +1171,6 @@ def test_structured_array_nested(self):
         self.check_structured_array(d, fill_values)
 
     def test_dtypes(self):
-
         # integers
         for dtype in "u1", "u2", "u4", "u8", "i1", "i2", "i4", "i8":
             z = self.create_array(shape=10, chunks=3, dtype=dtype)
@@ -1237,7 +1232,6 @@ def test_dtypes(self):
             self.create_array(shape=100, dtype="m8")
 
     def test_object_arrays(self):
-
         # an object_codec is required for object arrays
         with pytest.raises(ValueError):
             self.create_array(shape=10, chunks=3, dtype=object)
@@ -1297,7 +1291,6 @@ def test_object_arrays(self):
         z.store.close()
 
     def test_object_arrays_vlen_text(self):
-
         data = np.array(greetings * 1000, dtype=object)
         z = self.create_array(shape=data.shape, dtype=object, object_codec=VLenUTF8())
         z[0] = "foo"
@@ -1343,7 +1336,6 @@ def test_object_arrays_vlen_text(self):
         z.store.close()
 
     def test_object_arrays_vlen_bytes(self):
-
         greetings_bytes = [g.encode("utf8") for g in greetings]
         data = np.array(greetings_bytes * 1000, dtype=object)
 
@@ -1374,7 +1366,6 @@ def test_object_arrays_vlen_bytes(self):
         z.store.close()
 
     def test_object_arrays_vlen_array(self):
-
         data = np.array(
             [np.array([1, 3, 7]), np.array([5]), np.array([2, 8, 12])] * 1000, dtype=object
         )
@@ -1410,7 +1401,6 @@ def compare_arrays(expected, actual, item_dtype):
             z.store.close()
 
     def test_object_arrays_danger(self):
-
         # do something dangerous - manually force an object array with no object codec
         z = self.create_array(shape=5, chunks=2, dtype=object, fill_value=0, object_codec=MsgPack())
         z._filters = None  # wipe filters
@@ -1438,7 +1428,6 @@ def test_object_arrays_danger(self):
             z.store.close()
 
     def test_object_codec_warnings(self):
-
         with pytest.warns(UserWarning):
             # provide object_codec, but not object dtype
             z = self.create_array(shape=10, chunks=5, dtype="i4", object_codec=JSON())
@@ -1449,7 +1438,6 @@ def test_object_codec_warnings(self):
         "unsupported numpy version",
     )
     def test_structured_array_contain_object(self):
-
         if "PartialRead" in self.__class__.__name__:
             pytest.skip("partial reads of object arrays not supported")
 
@@ -1631,7 +1619,6 @@ def expected(self):
         ]
 
     def test_nbytes_stored(self):
-
         # MemoryStore as store
         z = self.create_array(shape=1000, chunks=100)
         expect_nbytes_stored = sum(
@@ -1665,7 +1652,6 @@ def expected(self):
         ]
 
     def test_nbytes_stored(self):
-
         z = self.create_array(shape=1000, chunks=100)
         expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
         expect_nbytes_stored += sum(buffer_size(v) for v in z.chunk_store.values())
@@ -1688,7 +1674,6 @@ def create_store(self):
         return store
 
     def test_nbytes_stored(self):
-
         # dict as store
         z = self.create_array(shape=1000, chunks=100)
         expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
@@ -1844,7 +1829,6 @@ def test_nchunks_initialized(self):
         assert 0 == z.nchunks_initialized
 
     def test_array_order(self):
-
         # N5 only supports 'C' at the moment
         with pytest.raises(ValueError):
             self.create_array(shape=(10, 11), chunks=(10, 11), dtype="i8", order="F")
@@ -1907,7 +1891,6 @@ def test_structured_array_nested(self):
             self.check_structured_array(d, fill_values)
 
     def test_dtypes(self):
-
         # integers
         for dtype in "u1", "u2", "u4", "u8", "i1", "i2", "i4", "i8":
             z = self.create_array(shape=10, chunks=3, dtype=dtype)
@@ -1931,7 +1914,6 @@ def test_dtypes(self):
             self.create_array(shape=100, dtype="m8")
 
     def test_object_arrays(self):
-
         # an object_codec is required for object arrays
         with pytest.raises(ValueError):
             self.create_array(shape=10, chunks=3, dtype=object)
@@ -1947,7 +1929,6 @@ def test_object_arrays(self):
             self.create_array(shape=10, chunks=3, dtype=object, object_codec=MsgPack())
 
     def test_object_arrays_vlen_text(self):
-
         data = np.array(greetings * 1000, dtype=object)
 
         with pytest.raises(ValueError):
@@ -1958,7 +1939,6 @@ def test_object_arrays_vlen_text(self):
             self.create_array(shape=data.shape, dtype=str)
 
     def test_object_arrays_vlen_bytes(self):
-
         greetings_bytes = [g.encode("utf8") for g in greetings]
         data = np.array(greetings_bytes * 1000, dtype=object)
 
@@ -1970,7 +1950,6 @@ def test_object_arrays_vlen_bytes(self):
             self.create_array(shape=data.shape, dtype=bytes)
 
     def test_object_arrays_vlen_array(self):
-
         data = np.array(
             [np.array([1, 3, 7]), np.array([5]), np.array([2, 8, 12])] * 1000, dtype=object
         )
@@ -2122,7 +2101,6 @@ def expected(self):
 
 
 class TestArrayWithBZ2Compressor(TestArray):
-
     compressor = BZ2(level=1)
 
     def expected(self):
@@ -2136,7 +2114,6 @@ def expected(self):
 
 
 class TestArrayWithBloscCompressor(TestArray):
-
     compressor = Blosc(cname="zstd", clevel=1, shuffle=1)
 
     def expected(self):
@@ -2157,7 +2134,6 @@ def expected(self):
 
 @unittest.skipIf(LZMA is None, "LZMA codec not available")
 class TestArrayWithLZMACompressor(TestArray):
-
     compressor = LZMA(preset=1)
 
     def expected(self):
@@ -2171,7 +2147,6 @@ def expected(self):
 
 
 class TestArrayWithFilters(TestArray):
-
     compressor = Zlib(1)
 
     def create_filters(self, dtype: Optional[str]) -> Tuple[Any, ...]:
@@ -2583,7 +2558,6 @@ def expected(self):
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestArrayWithPathV3(TestArrayV3):
     def test_array_init(self):
-
         store = self.create_store()
         # can initialize an array without a path
         init_array(store, shape=100, chunks=10, dtype="<f8")
@@ -2646,7 +2620,6 @@ def expected(self):
         ]
 
     def test_nbytes_stored(self):
-
         # dict as store
         z = self.create_array(shape=1000, chunks=100)
         expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
@@ -2664,7 +2637,6 @@ def test_nbytes_stored(self):
         z.store.close()
 
     def test_view(self):
-
         # dict as store
         z = self.create_array(shape=1005, chunks=100, dtype=float)
 
@@ -2722,7 +2694,6 @@ def expected(self):
         ]
 
     def test_nbytes_stored(self):
-
         z = self.create_array(shape=1000, chunks=100)
         expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
         expect_nbytes_stored += sum(
@@ -2901,7 +2872,6 @@ def test_nbytes_stored(self):
         assert expect_nbytes_stored == z.nbytes_stored
 
     def test_len(self):
-
         # dict as store
         z = self.create_array(shape=1000, chunks=100)
         assert len(z._store) == 2

From 7aac447874ba073de41e29125d6d2b449f2618e5 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Mon, 30 Oct 2023 12:03:43 +0100
Subject: [PATCH 0365/1078] =?UTF-8?q?io.open=20=E2=86=92=20open=20(#1421)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

In Python 3, io.open() is an alias for the builtin open() function:
https://docs.python.org/3/library/io.html#io.open

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 docs/release.rst    | 3 +++
 zarr/convenience.py | 5 +++--
 2 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index a361bbc8d9..2f9b93a361 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -21,6 +21,9 @@ Unreleased
 Maintenance
 ~~~~~~~~~~~
 
+* Change occurrence of ``io.open()`` into ``open()``.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1421`.
+
 * Preserve ``dimension_separator`` when resizing arrays.
   By :user:`Ziwen Liu <ziw-liu>` :issue:`1533`.
 
diff --git a/zarr/convenience.py b/zarr/convenience.py
index ff236d0df2..0ee8a8d323 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -1,5 +1,4 @@
 """Convenience functions for storing and loading data."""
-import io
 import itertools
 import os
 import re
@@ -29,6 +28,8 @@
 
 StoreLike = Union[BaseStore, MutableMapping, str, None]
 
+_builtin_open = open  # builtin open is later shadowed by a local open function
+
 
 def _check_and_update_path(store: BaseStore, path):
     if getattr(store, "_store_version", 2) > 2 and not path:
@@ -491,7 +492,7 @@ def __init__(self, log):
         elif callable(log):
             self.log_func = log
         elif isinstance(log, str):
-            self.log_file = io.open(log, mode="w")
+            self.log_file = _builtin_open(log, mode="w")
             self.needs_closing = True
         elif hasattr(log, "write"):
             self.log_file = log

From 2240d612464802e6f4e6bc9c6bf8b19ef71bbc13 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 30 Oct 2023 12:05:13 +0100
Subject: [PATCH 0366/1078] Bump pymongo from 4.4.0 to 4.5.0 (#1507)

Bumps [pymongo](https://github.com/mongodb/mongo-python-driver) from 4.4.0 to 4.5.0.
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/master/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.4.0...4.5.0)

---
updated-dependencies:
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index baa2fbc1e9..3ff11d93e5 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -11,7 +11,7 @@ azure-storage-blob==12.16.0 # pyup: ignore
 redis==4.6.0
 types-redis
 types-setuptools
-pymongo==4.4.0
+pymongo==4.5.0
 # optional test requirements
 coverage
 pytest-cov==4.1.0

From 71ce63a5d1bd27053eb59005a868581d550a6866 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 31 Oct 2023 09:32:31 +0100
Subject: [PATCH 0367/1078] Fix typo newly found by codespell (#1554)

---
 docs/tutorial.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index e3155acfae..f335db18d0 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -1315,7 +1315,7 @@ better performance, at least when using the Blosc compression library.
 
 The optimal chunk shape will depend on how you want to access the data. E.g.,
 for a 2-dimensional array, if you only ever take slices along the first
-dimension, then chunk across the second dimenson. If you know you want to chunk
+dimension, then chunk across the second dimension. If you know you want to chunk
 across an entire dimension you can use ``None`` or ``-1`` within the ``chunks``
 argument, e.g.::
 

From 15390a1fb5f76193de048dd277ef674d21d80f41 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 31 Oct 2023 09:58:52 +0100
Subject: [PATCH 0368/1078] Bump actions/setup-python from 4.6.0 to 4.7.1
 (#1541)

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 4.6.0 to 4.7.1.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v4.6.0...v4.7.1)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 238c5e457d..c08bfc6677 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -16,7 +16,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4.6.0
+      - uses: actions/setup-python@v4.7.1
         name: Install Python
         with:
           python-version: '3.8'

From 254b585ef4348608dc8e3a91153ff82ca4245bb4 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 31 Oct 2023 10:00:20 +0100
Subject: [PATCH 0369/1078] Bump pytest-doctestplus from 0.13.0 to 1.0.0
 (#1512)

Bumps [pytest-doctestplus](https://github.com/scientific-python/pytest-doctestplus) from 0.13.0 to 1.0.0.
- [Release notes](https://github.com/scientific-python/pytest-doctestplus/releases)
- [Changelog](https://github.com/scientific-python/pytest-doctestplus/blob/main/CHANGES.rst)
- [Commits](https://github.com/scientific-python/pytest-doctestplus/compare/v0.13.0...v1.0.0)

---
updated-dependencies:
- dependency-name: pytest-doctestplus
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 3ff11d93e5..fda3fcc6e5 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -15,7 +15,7 @@ pymongo==4.5.0
 # optional test requirements
 coverage
 pytest-cov==4.1.0
-pytest-doctestplus==0.13.0
+pytest-doctestplus==1.0.0
 pytest-timeout==2.1.0
 h5py==3.9.0
 fsspec==2023.6.0

From d756626759a9c0eb8a72f2c073a3bdf883b47cef Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 31 Oct 2023 10:01:02 +0100
Subject: [PATCH 0370/1078] Bump fasteners from 0.18 to 0.19 (#1553)

Bumps [fasteners](https://github.com/harlowja/fasteners) from 0.18 to 0.19.
- [Release notes](https://github.com/harlowja/fasteners/releases)
- [Changelog](https://github.com/harlowja/fasteners/blob/main/CHANGELOG.md)
- [Commits](https://github.com/harlowja/fasteners/compare/0.18...0.19)

---
updated-dependencies:
- dependency-name: fasteners
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 4b1208598e..725e95a8af 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -1,6 +1,6 @@
 # library requirements
 asciitree==0.3.3
-fasteners==0.18
+fasteners==0.19
 numcodecs==0.11.0
 msgpack-python==0.5.6
 setuptools-scm==7.1.0

From cce501a92a56d5ce22bd6cf5d71a72b2ae9d18fe Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 31 Oct 2023 11:09:17 +0000
Subject: [PATCH 0371/1078] Add links to numcodecs docs in tutorial (#1535)

* Fix numcodecs links

* Add release note
---
 docs/conf.py      |  1 +
 docs/release.rst  |  8 ++++++++
 docs/tutorial.rst | 17 +++++++++--------
 3 files changed, 18 insertions(+), 8 deletions(-)

diff --git a/docs/conf.py b/docs/conf.py
index 1ffaeddef4..e33d10b2f6 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -331,6 +331,7 @@ def setup(app):
 intersphinx_mapping = {
     "python": ("https://docs.python.org/", None),
     "numpy": ("https://numpy.org/doc/stable/", None),
+    "numcodecs": ("https://numcodecs.readthedocs.io/en/stable/", None),
 }
 
 
diff --git a/docs/release.rst b/docs/release.rst
index 2f9b93a361..02552a8f93 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,6 +18,12 @@ Release notes
 Unreleased
 ----------
 
+Docs
+~~~~
+
+* Add links to ``numcodecs`` docs in the tutorial.
+  By :user:`David Stansby <dstansby>` :issue:`1535`.
+
 Maintenance
 ~~~~~~~~~~~
 
@@ -33,6 +39,8 @@ Maintenance
 * Allow ``black`` code formatter to be run with any Python version.
   By :user:`David Stansby <dstansby>` :issue:`1549`.
 
+
+
 .. _release_2.16.1:
 
 2.16.1
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index f335db18d0..e563c16040 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -1175,8 +1175,9 @@ A fixed-length unicode dtype is also available, e.g.::
 For variable-length strings, the ``object`` dtype can be used, but a codec must be
 provided to encode the data (see also :ref:`tutorial_objects` below). At the time of
 writing there are four codecs available that can encode variable length string
-objects: :class:`numcodecs.VLenUTF8`, :class:`numcodecs.JSON`, :class:`numcodecs.MsgPack`.
-and :class:`numcodecs.Pickle`. E.g. using ``VLenUTF8``::
+objects: :class:`numcodecs.vlen.VLenUTF8`, :class:`numcodecs.json.JSON`,
+:class:`numcodecs.msgpacks.MsgPack`. and :class:`numcodecs.pickles.Pickle`.
+E.g. using ``VLenUTF8``::
 
     >>> import numcodecs
     >>> z = zarr.array(text_data, dtype=object, object_codec=numcodecs.VLenUTF8())
@@ -1201,8 +1202,8 @@ is a short-hand for ``dtype=object, object_codec=numcodecs.VLenUTF8()``, e.g.::
            'Helló, világ!', 'Zdravo svete!', 'เฮลโลเวิลด์'], dtype=object)
 
 Variable-length byte strings are also supported via ``dtype=object``. Again an
-``object_codec`` is required, which can be one of :class:`numcodecs.VLenBytes` or
-:class:`numcodecs.Pickle`. For convenience, ``dtype=bytes`` (or ``dtype=str`` on Python
+``object_codec`` is required, which can be one of :class:`numcodecs.vlen.VLenBytes` or
+:class:`numcodecs.pickles.Pickle`. For convenience, ``dtype=bytes`` (or ``dtype=str`` on Python
 2.7) can be used as a short-hand for ``dtype=object, object_codec=numcodecs.VLenBytes()``,
 e.g.::
 
@@ -1218,7 +1219,7 @@ e.g.::
            b'\xe0\xb9\x80\xe0\xb8\xae\xe0\xb8\xa5\xe0\xb9\x82\xe0\xb8\xa5\xe0\xb9\x80\xe0\xb8\xa7\xe0\xb8\xb4\xe0\xb8\xa5\xe0\xb8\x94\xe0\xb9\x8c'], dtype=object)
 
 If you know ahead of time all the possible string values that can occur, you could
-also use the :class:`numcodecs.Categorize` codec to encode each unique string value as an
+also use the :class:`numcodecs.categorize.Categorize` codec to encode each unique string value as an
 integer. E.g.::
 
     >>> categorize = numcodecs.Categorize(greetings, dtype=object)
@@ -1245,7 +1246,7 @@ The best codec to use will depend on what type of objects are present in the arr
 
 At the time of writing there are three codecs available that can serve as a general
 purpose object codec and support encoding of a mixture of object types:
-:class:`numcodecs.JSON`, :class:`numcodecs.MsgPack`. and :class:`numcodecs.Pickle`.
+:class:`numcodecs.json.JSON`, :class:`numcodecs.msgpacks.MsgPack`. and :class:`numcodecs.pickles.Pickle`.
 
 For example, using the JSON codec::
 
@@ -1258,7 +1259,7 @@ For example, using the JSON codec::
     array([42, 'foo', list(['bar', 'baz', 'qux']), {'a': 1, 'b': 2.2}, None], dtype=object)
 
 Not all codecs support encoding of all object types. The
-:class:`numcodecs.Pickle` codec is the most flexible, supporting encoding any type
+:class:`numcodecs.pickles.Pickle` codec is the most flexible, supporting encoding any type
 of Python object. However, if you are sharing data with anyone other than yourself, then
 Pickle is not recommended as it is a potential security risk. This is because malicious
 code can be embedded within pickled data. The JSON and MsgPack codecs do not have any
@@ -1270,7 +1271,7 @@ Ragged arrays
 
 If you need to store an array of arrays, where each member array can be of any length
 and stores the same primitive type (a.k.a. a ragged array), the
-:class:`numcodecs.VLenArray` codec can be used, e.g.::
+:class:`numcodecs.vlen.VLenArray` codec can be used, e.g.::
 
     >>> z = zarr.empty(4, dtype=object, object_codec=numcodecs.VLenArray(int))
     >>> z

From c9532b02c59921065a27c98e94070d0acc5cfca1 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 31 Oct 2023 11:56:22 +0000
Subject: [PATCH 0372/1078] Fail doc build on warnings (#1548)

* Fail doc build on warnings

* Add fail on warning to readthedocs

* Disable navigation with keys in docs

* Add release note

---------

Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 .readthedocs.yaml | 1 +
 docs/Makefile     | 2 +-
 docs/conf.py      | 1 +
 docs/index.rst    | 1 +
 docs/release.rst  | 5 +++++
 5 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 2124f77271..e8783abe0d 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -7,6 +7,7 @@ build:
 
 sphinx:
   configuration: docs/conf.py
+  fail_on_warning: true
 
 python:
   install:
diff --git a/docs/Makefile b/docs/Makefile
index f279d820c6..e6adc1ca8c 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -2,7 +2,7 @@
 #
 
 # You can set these variables from the command line.
-SPHINXOPTS    =
+SPHINXOPTS    = -W --keep-going
 SPHINXBUILD   = sphinx-build
 PAPER         =
 BUILDDIR      = _build
diff --git a/docs/conf.py b/docs/conf.py
index e33d10b2f6..e338348eac 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -144,6 +144,7 @@
         },
     ],
     "collapse_navigation": True,
+    "navigation_with_keys": False,
 }
 
 # Add any paths that contain custom themes here, relative to this directory.
diff --git a/docs/index.rst b/docs/index.rst
index 97f5889ca5..28a2d0e6aa 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -60,6 +60,7 @@ Zarr is a file storage format for chunked, compressed, N-dimensional arrays base
         +++
 
         .. button-ref:: tutorial
+            :ref-type: ref
             :expand:
             :color: dark
             :click-parent:
diff --git a/docs/release.rst b/docs/release.rst
index 02552a8f93..90ac434475 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -21,6 +21,9 @@ Unreleased
 Docs
 ~~~~
 
+* The documentation build now fails if there are any warnings.
+  By :user:`David Stansby <dstansby>` :issue:`1548`.
+
 * Add links to ``numcodecs`` docs in the tutorial.
   By :user:`David Stansby <dstansby>` :issue:`1535`.
 
@@ -169,10 +172,12 @@ Major changes
 
 * Improve Zarr V3 support, adding partial store read/write and storage transformers.
   Add new features from the `v3 spec <https://zarr-specs.readthedocs.io/en/latest/core/v3.0.html>`_:
+
     * storage transformers
     * `get_partial_values` and `set_partial_values`
     * efficient `get_partial_values` implementation for `FSStoreV3`
     * sharding storage transformer
+
   By :user:`Jonathan Striebel <jstriebel>`; :issue:`1096`, :issue:`1111`.
 
 * N5 nows supports Blosc.

From e771c51a465c1461e8d810c93b51bcbf97a945a2 Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Tue, 31 Oct 2023 15:28:13 +0000
Subject: [PATCH 0373/1078] DOC: Enable offline formats (#1560)

* Enable offline builds

* Add link for documentation downloads
---
 .readthedocs.yaml | 2 ++
 docs/index.rst    | 2 +-
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index e8783abe0d..08cac8d78d 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -15,3 +15,5 @@ python:
       path: .
       extra_requirements:
         - docs
+
+formats: all
diff --git a/docs/index.rst b/docs/index.rst
index 28a2d0e6aa..06f79b7e7c 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -19,7 +19,7 @@ Zarr-Python
 
 **Version**: |version|
 
-**Download documentation**: `Zipped HTML <https://zarr.readthedocs.io/_/downloads/en/stable/htmlzip/>`_
+**Download documentation**: `PDF/Zipped HTML/EPUB <https://readthedocs.org/projects/zarr/downloads/>`_
 
 **Useful links**:
 `Installation <installation.html>`_ |

From 889d2855f288d2d215cfff5289fe86a54019f5bf Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Fri, 3 Nov 2023 15:39:31 +0530
Subject: [PATCH 0374/1078] Remove  dependency (#1563)

* Remove  dependency

* Update pyproject.toml

---------

Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 pyproject.toml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 292bfddded..6869cbf834 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -48,7 +48,6 @@ docs = [
     'sphinx_design',
     'sphinx-issues',
     'sphinx-copybutton',
-    'sphinx-rtd-theme',
     'pydata-sphinx-theme',
     'numpydoc',
     'numcodecs[msgpack]',

From 4ef322337cfb1a7db06024b007e7c2f37d24bc03 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 13 Nov 2023 16:25:10 +0100
Subject: [PATCH 0375/1078] Bump setuptools-scm from 7.1.0 to 8.0.4 (#1562)

Bumps [setuptools-scm](https://github.com/pypa/setuptools_scm) from 7.1.0 to 8.0.4.
- [Release notes](https://github.com/pypa/setuptools_scm/releases)
- [Changelog](https://github.com/pypa/setuptools_scm/blob/main/CHANGELOG.md)
- [Commits](https://github.com/pypa/setuptools_scm/compare/v7.1.0...v8.0.4)

---
updated-dependencies:
- dependency-name: setuptools-scm
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 725e95a8af..b189726517 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -3,6 +3,6 @@ asciitree==0.3.3
 fasteners==0.19
 numcodecs==0.11.0
 msgpack-python==0.5.6
-setuptools-scm==7.1.0
+setuptools-scm==8.0.4
 # test requirements
 pytest==7.4.0

From 8a7b41500c5ce739df3f8bb60ed139e4bbac04d9 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 13 Nov 2023 16:25:20 +0100
Subject: [PATCH 0376/1078] Bump redis from 4.6.0 to 5.0.1 (#1561)

Bumps [redis](https://github.com/redis/redis-py) from 4.6.0 to 5.0.1.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v4.6.0...v5.0.1)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index fda3fcc6e5..584d0d838d 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -8,7 +8,7 @@ ipywidgets==8.1.0
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.16.0 # pyup: ignore
-redis==4.6.0
+redis==5.0.1
 types-redis
 types-setuptools
 pymongo==4.5.0

From 503efafe85b82d05a438d3ab49bb64708023a300 Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Thu, 23 Nov 2023 15:03:15 +0530
Subject: [PATCH 0377/1078] Update release.rst (#1574)

---
 docs/release.rst | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index 90ac434475..9873d62896 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -21,15 +21,31 @@ Unreleased
 Docs
 ~~~~
 
+* Minor correction and changes in documentation.
+  By :user:`Sanket Verma <MSanKeys963>` :issue:`1509`.
+
+* Fix typo in documentation.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1554`
+
 * The documentation build now fails if there are any warnings.
   By :user:`David Stansby <dstansby>` :issue:`1548`.
 
 * Add links to ``numcodecs`` docs in the tutorial.
   By :user:`David Stansby <dstansby>` :issue:`1535`.
 
+* Enable offline formats for documentation builds.
+  By :user:`Sanket Verma <MSanKeys963>` :issue:`1551`.
+
+* Minor tweak to advanced indexing tutorial examples.
+  By :user:`Ross Barnowski <rossbar>` :issue:`1550`.
+
+
 Maintenance
 ~~~~~~~~~~~
 
+* Extend copyright notice to 2023.
+  By :user:`Jack Kelly <JackKelly>` :issue:`1528`.
+
 * Change occurrence of ``io.open()`` into ``open()``.
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1421`.
 
@@ -42,6 +58,8 @@ Maintenance
 * Allow ``black`` code formatter to be run with any Python version.
   By :user:`David Stansby <dstansby>` :issue:`1549`.
 
+* Remove ``sphinx-rtd-theme`` dependency from ``pyproject.toml``.
+  By :user:`Sanket Verma <MSanKeys963>` :issue:`1563`.
 
 
 .. _release_2.16.1:

From 74764af32d870ecca0e92644e2b4985e568779c5 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 24 Nov 2023 16:31:31 +0000
Subject: [PATCH 0378/1078] Automatically document Array members (#1547)

* Automatically document Array members

* Fix Array link
---
 .gitignore        |  1 +
 docs/api/core.rst | 23 ++-----------------
 docs/conf.py      |  4 ++++
 pyproject.toml    |  1 +
 zarr/core.py      | 58 ++---------------------------------------------
 5 files changed, 10 insertions(+), 77 deletions(-)

diff --git a/.gitignore b/.gitignore
index a6a456636d..7de405d8a0 100644
--- a/.gitignore
+++ b/.gitignore
@@ -51,6 +51,7 @@ coverage.xml
 
 # Sphinx documentation
 docs/_build/
+docs/_autoapi/
 
 # PyBuilder
 target/
diff --git a/docs/api/core.rst b/docs/api/core.rst
index c4075fdb30..b310460e51 100644
--- a/docs/api/core.rst
+++ b/docs/api/core.rst
@@ -1,24 +1,5 @@
 The Array class (``zarr.core``)
 ===============================
-.. module:: zarr.core
 
-.. autoclass:: Array
-
-    .. automethod:: __getitem__
-    .. automethod:: __setitem__
-    .. automethod:: get_basic_selection
-    .. automethod:: set_basic_selection
-    .. automethod:: get_mask_selection
-    .. automethod:: set_mask_selection
-    .. automethod:: get_block_selection
-    .. automethod:: set_block_selection
-    .. automethod:: get_coordinate_selection
-    .. automethod:: set_coordinate_selection
-    .. automethod:: get_orthogonal_selection
-    .. automethod:: set_orthogonal_selection
-    .. automethod:: digest
-    .. automethod:: hexdigest
-    .. automethod:: resize
-    .. automethod:: append
-    .. automethod:: view
-    .. automethod:: astype
+.. automodapi:: zarr.core
+   :no-heading:
diff --git a/docs/conf.py b/docs/conf.py
index e338348eac..318843a9fb 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -42,6 +42,7 @@
     "sphinx.ext.autosummary",
     "sphinx.ext.viewcode",
     "sphinx.ext.intersphinx",
+    "sphinx_automodapi.automodapi",
     "numpydoc",
     "sphinx_issues",
     "sphinx_copybutton",
@@ -52,6 +53,9 @@
 numpydoc_class_members_toctree = False
 issues_github_path = "zarr-developers/zarr-python"
 
+automodapi_inheritance_diagram = False
+automodapi_toctreedirnm = "_autoapi"
+
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ["_templates"]
 
diff --git a/pyproject.toml b/pyproject.toml
index 6869cbf834..22ea19f28f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -45,6 +45,7 @@ jupyter = [
 ]
 docs = [
     'sphinx',
+    'sphinx-automodapi',
     'sphinx_design',
     'sphinx-issues',
     'sphinx-copybutton',
diff --git a/zarr/core.py b/zarr/core.py
index 2177e9055c..c07a31e95f 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -60,6 +60,8 @@
     ensure_ndarray_like,
 )
 
+__all__ = ["Array"]
+
 
 # noinspection PyUnresolvedReferences
 class Array:
@@ -110,62 +112,6 @@ class Array:
         to users. Use `numpy.empty(())` by default.
 
         .. versionadded:: 2.13
-
-
-    Attributes
-    ----------
-    store
-    path
-    name
-    read_only
-    chunk_store
-    shape
-    chunks
-    dtype
-    compression
-    compression_opts
-    dimension_separator
-    fill_value
-    order
-    synchronizer
-    filters
-    attrs
-    size
-    itemsize
-    nbytes
-    nbytes_stored
-    cdata_shape
-    nchunks
-    nchunks_initialized
-    is_view
-    info
-    vindex
-    oindex
-    blocks
-    write_empty_chunks
-    meta_array
-
-    Methods
-    -------
-    __getitem__
-    __setitem__
-    get_basic_selection
-    set_basic_selection
-    get_orthogonal_selection
-    set_orthogonal_selection
-    get_mask_selection
-    set_mask_selection
-    get_coordinate_selection
-    set_coordinate_selection
-    get_block_selection
-    set_block_selection
-    digest
-    hexdigest
-    resize
-    append
-    view
-    astype
-
     """
 
     def __init__(

From b93860a75760dced732273747871fa5502c310e3 Mon Sep 17 00:00:00 2001
From: Ross Barnowski <rossbar@berkeley.edu>
Date: Fri, 24 Nov 2023 09:42:25 -0800
Subject: [PATCH 0379/1078] DOC: Minor tweak to advanced indexing example in
 tutorial (#1550)

* DOC: Update advanced indexing example.

Suggestion to modify the advanced indexing example so
that the indices and the values in the array differ.

* DOC: Fix malformed doctest comment.

* DOC: Rm reference to virtualenv from contributor guide.

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 docs/contributing.rst |  6 +++---
 docs/tutorial.rst     | 26 +++++++++++++-------------
 2 files changed, 16 insertions(+), 16 deletions(-)

diff --git a/docs/contributing.rst b/docs/contributing.rst
index 0420535093..91606b7276 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -85,9 +85,9 @@ Creating a development environment
 To work with the Zarr source code, it is recommended to set up a Python virtual
 environment and install all Zarr dependencies using the same versions as are used by
 the core developers and continuous integration services. Assuming you have a Python
-3 interpreter already installed, and have also installed the virtualenv package, and
-you have cloned the Zarr source code and your current working directory is the root of
-the repository, you can do something like the following::
+3 interpreter already installed, and you have cloned the Zarr source code and your
+current working directory is the root of the repository, you can do something like
+the following::
 
     $ mkdir -p ~/pyenv/zarr-dev
     $ python -m venv ~/pyenv/zarr-dev
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index e563c16040..4099bac1c8 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -480,17 +480,17 @@ Indexing with coordinate arrays
 Items from a Zarr array can be extracted by providing an integer array of
 coordinates. E.g.::
 
-    >>> z = zarr.array(np.arange(10))
+    >>> z = zarr.array(np.arange(10) ** 2)
     >>> z[:]
-    array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])
-    >>> z.get_coordinate_selection([1, 4])
-    array([1, 4])
+    array([ 0,  1,  4,  9, 16, 25, 36, 49, 64, 81])
+    >>> z.get_coordinate_selection([2, 5])
+    array([ 4, 25])
 
 Coordinate arrays can also be used to update data, e.g.::
 
-    >>> z.set_coordinate_selection([1, 4], [-1, -2])
+    >>> z.set_coordinate_selection([2, 5], [-1, -2])
     >>> z[:]
-    array([ 0, -1,  2,  3, -2,  5,  6,  7,  8,  9])
+    array([ 0,  1, -1,  9, 16, -2, 36, 49, 64, 81])
 
 For multidimensional arrays, coordinates must be provided for each dimension,
 e.g.::
@@ -534,17 +534,17 @@ Indexing with a mask array
 
 Items can also be extracted by providing a Boolean mask. E.g.::
 
-    >>> z = zarr.array(np.arange(10))
+    >>> z = zarr.array(np.arange(10) ** 2)
     >>> z[:]
-    array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])
+    array([ 0,  1,  4,  9, 16, 25, 36, 49, 64, 81])
     >>> sel = np.zeros_like(z, dtype=bool)
-    >>> sel[1] = True
-    >>> sel[4] = True
+    >>> sel[2] = True
+    >>> sel[5] = True
     >>> z.get_mask_selection(sel)
-    array([1, 4])
+    array([ 4, 25])
     >>> z.set_mask_selection(sel, [-1, -2])
     >>> z[:]
-    array([ 0, -1,  2,  3, -2,  5,  6,  7,  8,  9])
+    array([ 0,  1, -1,  9, 16, -2, 36, 49, 64, 81])
 
 Here's a multidimensional example::
 
@@ -986,7 +986,7 @@ It is also possible to initialize the filesystem outside of Zarr and then pass
 it through. This requires creating an :class:`zarr.storage.FSStore` object
 explicitly. For example::
 
-    >>> import s3fs  * doctest: +SKIP
+    >>> import s3fs  # doctest: +SKIP
     >>> fs = s3fs.S3FileSystem(anon=True)  # doctest: +SKIP
     >>> store = zarr.storage.FSStore('/zarr-demo/store', fs=fs)  # doctest: +SKIP
     >>> g = zarr.open_group(store)  # doctest: +SKIP

From bdbecc7e67b0bd55b99662d213aa066a46195f1b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 24 Nov 2023 21:11:52 +0100
Subject: [PATCH 0380/1078] Bump h5py from 3.9.0 to 3.10.0 (#1571)

Bumps [h5py](https://github.com/h5py/h5py) from 3.9.0 to 3.10.0.
- [Release notes](https://github.com/h5py/h5py/releases)
- [Changelog](https://github.com/h5py/h5py/blob/master/docs/release_guide.rst)
- [Commits](https://github.com/h5py/h5py/compare/3.9.0...3.10.0)

---
updated-dependencies:
- dependency-name: h5py
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 584d0d838d..ff45c25944 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -17,7 +17,7 @@ coverage
 pytest-cov==4.1.0
 pytest-doctestplus==1.0.0
 pytest-timeout==2.1.0
-h5py==3.9.0
+h5py==3.10.0
 fsspec==2023.6.0
 s3fs==2023.6.0
 moto[server]>=4.0.8

From d641bbceb67bdf915e0afd2259d2fe6043a8c71b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 24 Nov 2023 22:31:34 +0100
Subject: [PATCH 0381/1078] Bump fsspec from 2023.6.0 to 2023.10.0 (#1570)

* Bump fsspec from 2023.6.0 to 2023.10.0

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2023.6.0 to 2023.10.0.
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2023.6.0...2023.10.0)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* Bump s3fs as well

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 requirements_dev_optional.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index ff45c25944..bf2965a8fa 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -18,6 +18,6 @@ pytest-cov==4.1.0
 pytest-doctestplus==1.0.0
 pytest-timeout==2.1.0
 h5py==3.10.0
-fsspec==2023.6.0
-s3fs==2023.6.0
+fsspec==2023.10.0
+s3fs==2023.10.0
 moto[server]>=4.0.8

From 87b034c60d98514778cbe75cd94fc0ce7fe6990c Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 27 Nov 2023 11:16:15 +0100
Subject: [PATCH 0382/1078] Bump pytest-timeout from 2.1.0 to 2.2.0 (#1577)

Bumps [pytest-timeout](https://github.com/pytest-dev/pytest-timeout) from 2.1.0 to 2.2.0.
- [Commits](https://github.com/pytest-dev/pytest-timeout/compare/2.1.0...2.2.0)

---
updated-dependencies:
- dependency-name: pytest-timeout
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index bf2965a8fa..f3ea80a546 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -16,7 +16,7 @@ pymongo==4.5.0
 coverage
 pytest-cov==4.1.0
 pytest-doctestplus==1.0.0
-pytest-timeout==2.1.0
+pytest-timeout==2.2.0
 h5py==3.10.0
 fsspec==2023.10.0
 s3fs==2023.10.0

From 5696991f7552c21f53ab80bedd9aba33e0c6c78e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 27 Nov 2023 11:16:34 +0100
Subject: [PATCH 0383/1078] Bump pytest from 7.4.0 to 7.4.3 (#1576)

Bumps [pytest](https://github.com/pytest-dev/pytest) from 7.4.0 to 7.4.3.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/7.4.0...7.4.3)

---
updated-dependencies:
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index b189726517..e2be6eb825 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -5,4 +5,4 @@ numcodecs==0.11.0
 msgpack-python==0.5.6
 setuptools-scm==8.0.4
 # test requirements
-pytest==7.4.0
+pytest==7.4.3

From 039d3ba7ac72741b1493dbe8c5649f3cc7e1aab9 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 27 Nov 2023 11:18:19 +0100
Subject: [PATCH 0384/1078] Bump conda-incubator/setup-miniconda from 2.2.0 to
 2.3.0 (#1575)

Bumps [conda-incubator/setup-miniconda](https://github.com/conda-incubator/setup-miniconda) from 2.2.0 to 2.3.0.
- [Release notes](https://github.com/conda-incubator/setup-miniconda/releases)
- [Changelog](https://github.com/conda-incubator/setup-miniconda/blob/main/CHANGELOG.md)
- [Commits](https://github.com/conda-incubator/setup-miniconda/compare/v2.2.0...v2.3.0)

---
updated-dependencies:
- dependency-name: conda-incubator/setup-miniconda
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/minimal.yml         | 2 +-
 .github/workflows/python-package.yml  | 2 +-
 .github/workflows/windows-testing.yml | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
index 63bc97d157..2c0cd45ca9 100644
--- a/.github/workflows/minimal.yml
+++ b/.github/workflows/minimal.yml
@@ -15,7 +15,7 @@ jobs:
     steps:
     - uses: actions/checkout@v4
     - name: Setup Miniconda
-      uses: conda-incubator/setup-miniconda@v2.2.0
+      uses: conda-incubator/setup-miniconda@v2.3.0
       with:
           channels: conda-forge
           environment-file: environment.yml
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index cdf230bc7c..aa7158f1cf 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -42,7 +42,7 @@ jobs:
       with:
         fetch-depth: 0
     - name: Setup Miniconda
-      uses: conda-incubator/setup-miniconda@v2.2.0
+      uses: conda-incubator/setup-miniconda@v2.3.0
       with:
           channels: conda-forge
           python-version: ${{ matrix.python-version }}
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index 3afa8c467e..78945e97aa 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -21,7 +21,7 @@ jobs:
       - uses: actions/checkout@v4
         with:
           fetch-depth: 0
-      - uses: conda-incubator/setup-miniconda@v2.2.0
+      - uses: conda-incubator/setup-miniconda@v2.3.0
         with:
           auto-update-conda: true
           python-version: ${{ matrix.python-version }}

From d40bf1270ceb439b5d4229973197cd2f5e8976ea Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Wed, 29 Nov 2023 15:01:53 +0530
Subject: [PATCH 0385/1078] Update CoC to the latest version (#1572)

* Update CoC

* Update email address

* Remove CODE_OF_CONDUCT.md
---
 CODE_OF_CONDUCT.md | 46 ----------------------------------------------
 1 file changed, 46 deletions(-)
 delete mode 100644 CODE_OF_CONDUCT.md

diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md
deleted file mode 100644
index f07035c69f..0000000000
--- a/CODE_OF_CONDUCT.md
+++ /dev/null
@@ -1,46 +0,0 @@
-# Contributor Covenant Code of Conduct
-
-## Our Pledge
-
-In the interest of fostering an open and welcoming environment, we as contributors and maintainers pledge to making participation in our project and our community a harassment-free experience for everyone, regardless of age, body size, disability, ethnicity, gender identity and expression, level of experience, nationality, personal appearance, race, religion, or sexual identity and orientation.
-
-## Our Standards
-
-Examples of behavior that contributes to creating a positive environment include:
-
-* Using welcoming and inclusive language
-* Being respectful of differing viewpoints and experiences
-* Gracefully accepting constructive criticism
-* Focusing on what is best for the community
-* Showing empathy towards other community members
-
-Examples of unacceptable behavior by participants include:
-
-* The use of sexualized language or imagery and unwelcome sexual attention or advances
-* Trolling, insulting/derogatory comments, and personal or political attacks
-* Public or private harassment
-* Publishing others' private information, such as a physical or electronic address, without explicit permission
-* Other conduct which could reasonably be considered inappropriate in a professional setting
-
-## Our Responsibilities
-
-Project maintainers are responsible for clarifying the standards of acceptable behavior and are expected to take appropriate and fair corrective action in response to any instances of unacceptable behavior.
-
-Project maintainers have the right and responsibility to remove, edit, or reject comments, commits, code, wiki edits, issues, and other contributions that are not aligned to this Code of Conduct, or to ban temporarily or permanently any contributor for other behaviors that they deem inappropriate, threatening, offensive, or harmful.
-
-## Scope
-
-This Code of Conduct applies both within project spaces and in public spaces when an individual is representing the project or its community. Examples of representing a project or community include using an official project e-mail address, posting via an official social media account, or acting as an appointed representative at an online or offline event. Representation of a project may be further defined and clarified by project maintainers.
-
-## Enforcement
-
-Instances of abusive, harassing, or otherwise unacceptable behavior may be reported by contacting the project team at zarr.conduct@gmail.com. The project team will review and investigate all complaints, and will respond in a way that it deems appropriate to the circumstances. The project team is obligated to maintain confidentiality with regard to the reporter of an incident. Further details of specific enforcement policies may be posted separately.
-
-Project maintainers who do not follow or enforce the Code of Conduct in good faith may face temporary or permanent repercussions as determined by other members of the project's leadership.
-
-## Attribution
-
-This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4, available at [https://www.contributor-covenant.org/version/1/4][version]
-
-[homepage]: https://www.contributor-covenant.org
-[version]: https://www.contributor-covenant.org/version/1/4

From ea90564e5f5276a37df06f7d3dadf90faa210d7f Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 4 Dec 2023 09:13:27 +0100
Subject: [PATCH 0386/1078] Bump pypa/gh-action-pypi-publish from 1.8.10 to
 1.8.11 (#1586)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.10 to 1.8.11.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.10...v1.8.11)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index c08bfc6677..3bd25bfbf7 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -64,7 +64,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.8.10
+      - uses: pypa/gh-action-pypi-publish@v1.8.11
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From 79e80b36b14c50c6d522f0fe0caaee0bbfbce1a1 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 4 Dec 2023 09:13:52 +0100
Subject: [PATCH 0387/1078] Bump conda-incubator/setup-miniconda from 2.3.0 to
 3.0.1 (#1587)

Bumps [conda-incubator/setup-miniconda](https://github.com/conda-incubator/setup-miniconda) from 2.3.0 to 3.0.1.
- [Release notes](https://github.com/conda-incubator/setup-miniconda/releases)
- [Changelog](https://github.com/conda-incubator/setup-miniconda/blob/main/CHANGELOG.md)
- [Commits](https://github.com/conda-incubator/setup-miniconda/compare/v2.3.0...v3.0.1)

---
updated-dependencies:
- dependency-name: conda-incubator/setup-miniconda
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/minimal.yml         | 2 +-
 .github/workflows/python-package.yml  | 2 +-
 .github/workflows/windows-testing.yml | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
index 2c0cd45ca9..2cc0213781 100644
--- a/.github/workflows/minimal.yml
+++ b/.github/workflows/minimal.yml
@@ -15,7 +15,7 @@ jobs:
     steps:
     - uses: actions/checkout@v4
     - name: Setup Miniconda
-      uses: conda-incubator/setup-miniconda@v2.3.0
+      uses: conda-incubator/setup-miniconda@v3.0.1
       with:
           channels: conda-forge
           environment-file: environment.yml
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index aa7158f1cf..0c3c49d78d 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -42,7 +42,7 @@ jobs:
       with:
         fetch-depth: 0
     - name: Setup Miniconda
-      uses: conda-incubator/setup-miniconda@v2.3.0
+      uses: conda-incubator/setup-miniconda@v3.0.1
       with:
           channels: conda-forge
           python-version: ${{ matrix.python-version }}
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index 78945e97aa..eeee5b704d 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -21,7 +21,7 @@ jobs:
       - uses: actions/checkout@v4
         with:
           fetch-depth: 0
-      - uses: conda-incubator/setup-miniconda@v2.3.0
+      - uses: conda-incubator/setup-miniconda@v3.0.1
         with:
           auto-update-conda: true
           python-version: ${{ matrix.python-version }}

From b4c2a1981c8ba501bac87b02466f2130d05895b2 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 5 Dec 2023 10:22:13 +0100
Subject: [PATCH 0388/1078] Bootstrap v3 branch with zarrita (#1584)

* Pull Zarrita into Zarr-Python @ 78274781ad64aef95772eb4b083f7ea9b7d03d06

No code changes to Zarrita were made.

* apply zarr lint rules

* zarrita -> v3

* v3/abc [wip]

* use abcs plus implementation notes
---
 zarr/v3/__init__.py     |  40 +++
 zarr/v3/abc/__init__.py |   0
 zarr/v3/abc/array.py    | 140 ++++++++++
 zarr/v3/abc/codec.py    |  84 ++++++
 zarr/v3/abc/group.py    |  86 +++++++
 zarr/v3/abc/store.py    | 115 +++++++++
 zarr/v3/array.py        | 550 +++++++++++++++++++++++++++++++++++++++
 zarr/v3/array_v2.py     | 552 ++++++++++++++++++++++++++++++++++++++++
 zarr/v3/codecs.py       | 514 +++++++++++++++++++++++++++++++++++++
 zarr/v3/common.py       | 158 ++++++++++++
 zarr/v3/group.py        | 179 +++++++++++++
 zarr/v3/group_v2.py     | 218 ++++++++++++++++
 zarr/v3/indexing.py     | 208 +++++++++++++++
 zarr/v3/metadata.py     | 339 ++++++++++++++++++++++++
 zarr/v3/sharding.py     | 516 +++++++++++++++++++++++++++++++++++++
 zarr/v3/store.py        | 304 ++++++++++++++++++++++
 zarr/v3/sync.py         |  87 +++++++
 17 files changed, 4090 insertions(+)
 create mode 100644 zarr/v3/__init__.py
 create mode 100644 zarr/v3/abc/__init__.py
 create mode 100644 zarr/v3/abc/array.py
 create mode 100644 zarr/v3/abc/codec.py
 create mode 100644 zarr/v3/abc/group.py
 create mode 100644 zarr/v3/abc/store.py
 create mode 100644 zarr/v3/array.py
 create mode 100644 zarr/v3/array_v2.py
 create mode 100644 zarr/v3/codecs.py
 create mode 100644 zarr/v3/common.py
 create mode 100644 zarr/v3/group.py
 create mode 100644 zarr/v3/group_v2.py
 create mode 100644 zarr/v3/indexing.py
 create mode 100644 zarr/v3/metadata.py
 create mode 100644 zarr/v3/sharding.py
 create mode 100644 zarr/v3/store.py
 create mode 100644 zarr/v3/sync.py

diff --git a/zarr/v3/__init__.py b/zarr/v3/__init__.py
new file mode 100644
index 0000000000..bbf5aa0359
--- /dev/null
+++ b/zarr/v3/__init__.py
@@ -0,0 +1,40 @@
+from __future__ import annotations
+
+from typing import Union
+
+import zarr.v3.codecs  # noqa: F401
+from zarr.v3.array import Array  # noqa: F401
+from zarr.v3.array_v2 import ArrayV2  # noqa: F401
+from zarr.v3.group import Group  # noqa: F401
+from zarr.v3.group_v2 import GroupV2  # noqa: F401
+from zarr.v3.metadata import RuntimeConfiguration, runtime_configuration  # noqa: F401
+from zarr.v3.store import (  # noqa: F401
+    LocalStore,
+    RemoteStore,
+    Store,
+    StoreLike,
+    StorePath,
+    make_store_path,
+)
+from zarr.v3.sync import sync as _sync
+
+
+async def open_auto_async(
+    store: StoreLike,
+    runtime_configuration_: RuntimeConfiguration = RuntimeConfiguration(),
+) -> Union[Array, ArrayV2, Group, GroupV2]:
+    store_path = make_store_path(store)
+    try:
+        return await Group.open_or_array(store_path, runtime_configuration=runtime_configuration_)
+    except KeyError:
+        return await GroupV2.open_or_array(store_path, runtime_configuration_)
+
+
+def open_auto(
+    store: StoreLike,
+    runtime_configuration_: RuntimeConfiguration = RuntimeConfiguration(),
+) -> Union[Array, ArrayV2, Group, GroupV2]:
+    return _sync(
+        open_auto_async(store, runtime_configuration_),
+        runtime_configuration_.asyncio_loop,
+    )
diff --git a/zarr/v3/abc/__init__.py b/zarr/v3/abc/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/zarr/v3/abc/array.py b/zarr/v3/abc/array.py
new file mode 100644
index 0000000000..976aa48618
--- /dev/null
+++ b/zarr/v3/abc/array.py
@@ -0,0 +1,140 @@
+from __future__ import annotations
+from abc import abstractproperty, abstractmethod, ABC
+from typing import Tuple, Any, Dict
+
+import numpy as np
+
+from zarr.v3.abc.store import ReadStore, WriteStore
+from zarr.v3.common import Selection
+
+
+class BaseArray(ABC):
+    @abstractproperty
+    def store_path(self) -> str:  # TODO: rename to `path`?
+        """Path to this array in the underlying store."""
+        ...
+
+    @abstractproperty
+    def dtype(self) -> np.dtype:
+        """Data type of the array elements.
+
+        Returns
+        -------
+        dtype
+            array data type
+        """
+        ...
+
+    @abstractproperty
+    def ndim(self) -> int:
+        """Number of array dimensions (axes).
+
+        Returns
+        -------
+        int
+            number of array dimensions (axes)
+        """
+        ...
+
+    @abstractproperty
+    def shape(self) -> Tuple[int, ...]:
+        """Array dimensions.
+
+        Returns
+        -------
+        tuple of int
+            array dimensions
+        """
+        ...
+
+    @abstractproperty
+    def size(self) -> int:
+        """Number of elements in the array.
+
+        Returns
+        -------
+        int
+            number of elements in an array.
+        """
+
+    @abstractproperty
+    def attrs(self) -> Dict[str, Any]:
+        """Array attributes.
+
+        Returns
+        -------
+        dict
+            user defined attributes
+        """
+        ...
+
+    @abstractproperty
+    def info(self) -> Any:
+        """Report some diagnostic information about the array.
+
+        Returns
+        -------
+        out
+        """
+        ...
+
+
+class AsynchronousArray(BaseArray):
+    """This class can be implemented as a v2 or v3 array"""
+
+    @classmethod
+    @abstractmethod
+    async def from_json(cls, zarr_json: Any, store: ReadStore) -> AsynchronousArray:
+        ...
+
+    @classmethod
+    @abstractmethod
+    async def open(cls, store: ReadStore) -> AsynchronousArray:
+        ...
+
+    @classmethod
+    @abstractmethod
+    async def create(cls, store: WriteStore, *, shape, **kwargs) -> AsynchronousArray:
+        ...
+
+    @abstractmethod
+    async def getitem(self, selection: Selection):
+        ...
+
+    @abstractmethod
+    async def setitem(self, selection: Selection, value: np.ndarray) -> None:
+        ...
+
+
+class SynchronousArray(BaseArray):
+    """
+    This class can be implemented as a v2 or v3 array
+    """
+
+    @classmethod
+    @abstractmethod
+    def from_json(cls, zarr_json: Any, store: ReadStore) -> SynchronousArray:
+        ...
+
+    @classmethod
+    @abstractmethod
+    def open(cls, store: ReadStore) -> SynchronousArray:
+        ...
+
+    @classmethod
+    @abstractmethod
+    def create(cls, store: WriteStore, *, shape, **kwargs) -> SynchronousArray:
+        ...
+
+    @abstractmethod
+    def __getitem__(self, selection: Selection):  # TODO: type as np.ndarray | scalar
+        ...
+
+    @abstractmethod
+    def __setitem__(self, selection: Selection, value: np.ndarray) -> None:
+        ...
+
+    # some day ;)
+    # @property
+    # def __array_api_version__(self) -> str:
+    #     return "2022.12"
diff --git a/zarr/v3/abc/codec.py b/zarr/v3/abc/codec.py
new file mode 100644
index 0000000000..f84fc74af9
--- /dev/null
+++ b/zarr/v3/abc/codec.py
@@ -0,0 +1,84 @@
+# Notes:
+# 1. These are missing methods described in the spec. I expected to see these method definitions:
+# def compute_encoded_representation_type(self, decoded_representation_type):
+# def encode(self, decoded_value):
+# def decode(self, encoded_value, decoded_representation_type):
+# def partial_decode(self, input_handle, decoded_representation_type, decoded_regions):
+# def compute_encoded_size(self, input_size):
+# 2. Understand why array metadata is included on all codecs
+
+
+from __future__ import annotations
+
+from abc import abstractmethod, ABC
+from typing import TYPE_CHECKING, Optional
+
+import numpy as np
+
+from zarr.v3.common import BytesLike
+
+
+if TYPE_CHECKING:
+    from zarr.v3.metadata import CoreArrayMetadata
+
+
+class Codec(ABC):
+    supports_partial_decode: bool
+    supports_partial_encode: bool
+    is_fixed_size: bool
+    array_metadata: CoreArrayMetadata
+
+    @abstractmethod
+    def compute_encoded_size(self, input_byte_length: int) -> int:
+        pass
+
+    def resolve_metadata(self) -> CoreArrayMetadata:
+        return self.array_metadata
+
+
+class ArrayArrayCodec(Codec):
+    @abstractmethod
+    async def decode(
+        self,
+        chunk_array: np.ndarray,
+    ) -> np.ndarray:
+        pass
+
+    @abstractmethod
+    async def encode(
+        self,
+        chunk_array: np.ndarray,
+    ) -> Optional[np.ndarray]:
+        pass
+
+
+class ArrayBytesCodec(Codec):
+    @abstractmethod
+    async def decode(
+        self,
+        chunk_array: BytesLike,
+    ) -> np.ndarray:
+        pass
+
+    @abstractmethod
+    async def encode(
+        self,
+        chunk_array: np.ndarray,
+    ) -> Optional[BytesLike]:
+        pass
+
+
+class BytesBytesCodec(Codec):
+    @abstractmethod
+    async def decode(
+        self,
+        chunk_array: BytesLike,
+    ) -> BytesLike:
+        pass
+
+    @abstractmethod
+    async def encode(
+        self,
+        chunk_array: BytesLike,
+    ) -> Optional[BytesLike]:
+        pass
diff --git a/zarr/v3/abc/group.py b/zarr/v3/abc/group.py
new file mode 100644
index 0000000000..02de819894
--- /dev/null
+++ b/zarr/v3/abc/group.py
@@ -0,0 +1,86 @@
+from __future__ import annotations
+
+from abc import abstractproperty, ABC
+from collections.abc import MutableMapping
+from typing import Dict, Any
+
+
+class BaseGroup(ABC):
+    @abstractproperty
+    def attrs(self) -> Dict[str, Any]:
+        """User-defined attributes."""
+        ...
+
+    @abstractproperty
+    def info(self) -> Any:  # TODO: type this later
+        """Return diagnostic information about the group."""
+        ...
+
+
+class AsynchronousGroup(BaseGroup):
+    pass
+    # TODO: (considering the following api)
+    # store_path (rename to path?)
+    # nchildren - number of child groups + arrays
+    # children (async iterator)
+    # contains - check if child exists
+    # getitem - get child
+    # group_keys (async iterator)
+    # groups (async iterator)
+    # array_keys (async iterator)
+    # arrays (async iterator)
+    # visit
+    # visitkeys
+    # visitvalues
+    # tree
+    # create_group
+    # require_group
+    # create_groups
+    # require_groups
+    # create_dataset
+    # require_dataset
+    # create
+    # empty
+    # zeros
+    # ones
+    # full
+    # array
+    # empty_like
+    # zeros_like
+    # ones_like
+    # full_like
+    # move
+
+
+class SynchronousGroup(BaseGroup, MutableMapping):
+    # TODO - think about if we want to keep the MutableMapping abstraction or
+    pass
+    # store_path (rename to path?)
+    # __enter__
+    # __exit__
+    # group_keys
+    # groups
+    # array_keys
+    # arrays
+    # visit
+    # visitkeys
+    # visitvalues
+    # visititems
+    # tree
+    # create_group
+    # require_group
+    # create_groups
+    # require_groups
+    # create_dataset
+    # require_dataset
+    # create
+    # empty
+    # zeros
+    # ones
+    # full
+    # array
+    # empty_like
+    # zeros_like
+    # ones_like
+    # full_like
+    # move
diff --git a/zarr/v3/abc/store.py b/zarr/v3/abc/store.py
new file mode 100644
index 0000000000..5469cafe6d
--- /dev/null
+++ b/zarr/v3/abc/store.py
@@ -0,0 +1,115 @@
+from abc import abstractmethod, ABC
+
+from typing import List, Tuple
+
+
+class Store(ABC):
+    pass
+
+
+class ReadStore(Store):
+    @abstractmethod
+    async def get(self, key: str) -> bytes:
+        """Retrieve the value associated with a given key.
+
+        Parameters
+        ----------
+        key : str
+
+        Returns
+        -------
+        bytes
+        """
+        ...
+
+    @abstractmethod
+    async def get_partial_values(self, key_ranges: List[Tuple[str, int]]) -> bytes:
+        """Retrieve possibly partial values from given key_ranges.
+
+        Parameters
+        ----------
+        key_ranges : list[tuple[str, int]]
+            Ordered set of key, range pairs, a key may occur multiple times with different ranges
+
+        Returns
+        -------
+        list[bytes]
+            list of values, in the order of the key_ranges, may contain null/none for missing keys
+        """
+        ...
+
+
+class WriteStore(ReadStore):
+    @abstractmethod
+    async def set(self, key: str, value: bytes) -> None:
+        """Store a (key, value) pair.
+
+        Parameters
+        ----------
+        key : str
+        value : bytes
+        """
+        ...
+
+    @abstractmethod
+    async def set_partial_values(self, key_start_values: List[Tuple[str, int, bytes]]) -> None:
+        """Store values at a given key, starting at byte range_start.
+
+        Parameters
+        ----------
+        key_start_values : list[tuple[str, int, bytes]]
+            set of key, range_start, values triples, a key may occur multiple times with different
+            range_starts, range_starts (considering the length of the respective values) must not
+            specify overlapping ranges for the same key
+        """
+        ...
+
+
+class ListMixin:
+    @abstractmethod
+    async def list(self) -> List[str]:
+        """Retrieve all keys in the store.
+
+        Returns
+        -------
+        list[str]
+        """
+        ...
+
+    @abstractmethod
+    async def list_prefix(self, prefix: str) -> List[str]:
+        """Retrieve all keys in the store.
+
+        Parameters
+        ----------
+        prefix : str
+
+        Returns
+        -------
+        list[str]
+        """
+        ...
+
+    @abstractmethod
+    async def list_dir(self, prefix: str) -> List[str]:
+        """
+        Retrieve all keys and prefixes with a given prefix and which do not contain the character
+        “/” after the given prefix.
+
+        Parameters
+        ----------
+        prefix : str
+
+        Returns
+        -------
+        list[str]
+        """
+        ...
+
+
+class ReadListStore(ReadStore, ListMixin):
+    pass
+
+
+class WriteListStore(WriteStore, ListMixin):
+    pass
diff --git a/zarr/v3/array.py b/zarr/v3/array.py
new file mode 100644
index 0000000000..3c0d7eba5c
--- /dev/null
+++ b/zarr/v3/array.py
@@ -0,0 +1,550 @@
+# Notes on what I've changed here:
+# 1. Split Array into AsyncArray and Array
+# 2. Inherit from abc (SynchronousArray, AsynchronousArray)
+# 3. Added .size and .attrs methods
+# 4. Temporarily disabled the creation of ArrayV2
+# 5. Added from_json to AsyncArray
+
+# Questions to consider:
+# 1. Was splitting the array into two classes really necessary?
+# 2. Do we really need runtime_configuration? Specifically, the asyncio_loop seems problematic
+
+from __future__ import annotations
+
+import json
+from typing import Any, Dict, Iterable, Literal, Optional, Tuple, Union
+
+import numpy as np
+from attr import evolve, frozen
+
+from zarr.v3.abc.array import SynchronousArray, AsynchronousArray
+
+# from zarr.v3.array_v2 import ArrayV2
+from zarr.v3.codecs import CodecMetadata, CodecPipeline, bytes_codec
+from zarr.v3.common import (
+    ZARR_JSON,
+    ChunkCoords,
+    Selection,
+    SliceSelection,
+    concurrent_map,
+)
+from zarr.v3.indexing import BasicIndexer, all_chunk_coords, is_total_slice
+from zarr.v3.metadata import (
+    ArrayMetadata,
+    DataType,
+    DefaultChunkKeyEncodingConfigurationMetadata,
+    DefaultChunkKeyEncodingMetadata,
+    RegularChunkGridConfigurationMetadata,
+    RegularChunkGridMetadata,
+    RuntimeConfiguration,
+    V2ChunkKeyEncodingConfigurationMetadata,
+    V2ChunkKeyEncodingMetadata,
+    dtype_to_data_type,
+)
+from zarr.v3.sharding import ShardingCodec
+from zarr.v3.store import StoreLike, StorePath, make_store_path
+from zarr.v3.sync import sync
+
+
+@frozen
+class AsyncArray(AsynchronousArray):
+    metadata: ArrayMetadata
+    store_path: StorePath
+    runtime_configuration: RuntimeConfiguration
+    codec_pipeline: CodecPipeline
+
+    @classmethod
+    async def create(
+        cls,
+        store: StoreLike,
+        *,
+        shape: ChunkCoords,
+        dtype: Union[str, np.dtype],
+        chunk_shape: ChunkCoords,
+        fill_value: Optional[Any] = None,
+        chunk_key_encoding: Union[
+            Tuple[Literal["default"], Literal[".", "/"]],
+            Tuple[Literal["v2"], Literal[".", "/"]],
+        ] = ("default", "/"),
+        codecs: Optional[Iterable[CodecMetadata]] = None,
+        dimension_names: Optional[Iterable[str]] = None,
+        attributes: Optional[Dict[str, Any]] = None,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+        exists_ok: bool = False,
+    ) -> AsyncArray:
+        store_path = make_store_path(store)
+        if not exists_ok:
+            assert not await (store_path / ZARR_JSON).exists_async()
+
+        data_type = (
+            DataType[dtype] if isinstance(dtype, str) else DataType[dtype_to_data_type[dtype.str]]
+        )
+
+        codecs = list(codecs) if codecs is not None else [bytes_codec()]
+
+        if fill_value is None:
+            if data_type == DataType.bool:
+                fill_value = False
+            else:
+                fill_value = 0
+
+        metadata = ArrayMetadata(
+            shape=shape,
+            data_type=data_type,
+            chunk_grid=RegularChunkGridMetadata(
+                configuration=RegularChunkGridConfigurationMetadata(chunk_shape=chunk_shape)
+            ),
+            chunk_key_encoding=(
+                V2ChunkKeyEncodingMetadata(
+                    configuration=V2ChunkKeyEncodingConfigurationMetadata(
+                        separator=chunk_key_encoding[1]
+                    )
+                )
+                if chunk_key_encoding[0] == "v2"
+                else DefaultChunkKeyEncodingMetadata(
+                    configuration=DefaultChunkKeyEncodingConfigurationMetadata(
+                        separator=chunk_key_encoding[1]
+                    )
+                )
+            ),
+            fill_value=fill_value,
+            codecs=codecs,
+            dimension_names=tuple(dimension_names) if dimension_names else None,
+            attributes=attributes or {},
+        )
+        runtime_configuration = runtime_configuration or RuntimeConfiguration()
+
+        array = cls(
+            metadata=metadata,
+            store_path=store_path,
+            runtime_configuration=runtime_configuration,
+            codec_pipeline=CodecPipeline.from_metadata(
+                metadata.codecs, metadata.get_core_metadata(runtime_configuration)
+            ),
+        )
+
+        await array._save_metadata()
+        return array
+
+    @classmethod
+    def from_json(
+        cls,
+        store_path: StorePath,
+        zarr_json: Any,
+        runtime_configuration: RuntimeConfiguration,
+    ) -> AsyncArray:
+        metadata = ArrayMetadata.from_json(zarr_json)
+        async_array = cls(
+            metadata=metadata,
+            store_path=store_path,
+            runtime_configuration=runtime_configuration,
+            codec_pipeline=CodecPipeline.from_metadata(
+                metadata.codecs, metadata.get_core_metadata(runtime_configuration)
+            ),
+        )
+        async_array._validate_metadata()
+        return async_array
+
+    @classmethod
+    async def open(
+        cls,
+        store: StoreLike,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> AsyncArray:
+        store_path = make_store_path(store)
+        zarr_json_bytes = await (store_path / ZARR_JSON).get_async()
+        assert zarr_json_bytes is not None
+        return cls.from_json(
+            store_path,
+            json.loads(zarr_json_bytes),
+            runtime_configuration=runtime_configuration,
+        )
+
+    @classmethod
+    async def open_auto(
+        cls,
+        store: StoreLike,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> AsyncArray:  # TODO: Union[AsyncArray, ArrayV2]
+        store_path = make_store_path(store)
+        v3_metadata_bytes = await (store_path / ZARR_JSON).get_async()
+        if v3_metadata_bytes is not None:
+            return cls.from_json(
+                store_path,
+                json.loads(v3_metadata_bytes),
+                runtime_configuration=runtime_configuration or RuntimeConfiguration(),
+            )
+        else:
+            raise ValueError("no v2 support yet")
+            # return await ArrayV2.open_async(store_path)
+
+    @property
+    def ndim(self) -> int:
+        return len(self.metadata.shape)
+
+    @property
+    def shape(self) -> ChunkCoords:
+        return self.metadata.shape
+
+    @property
+    def size(self) -> int:
+        return np.prod(self.metadata.shape)
+
+    @property
+    def dtype(self) -> np.dtype:
+        return self.metadata.dtype
+
+    @property
+    def attrs(self) -> dict:
+        return self.metadata.attributes
+
+    async def getitem(self, selection: Selection):
+        indexer = BasicIndexer(
+            selection,
+            shape=self.metadata.shape,
+            chunk_shape=self.metadata.chunk_grid.configuration.chunk_shape,
+        )
+
+        # setup output array
+        out = np.zeros(
+            indexer.shape,
+            dtype=self.metadata.dtype,
+            order=self.runtime_configuration.order,
+        )
+
+        # reading chunks and decoding them
+        await concurrent_map(
+            [
+                (chunk_coords, chunk_selection, out_selection, out)
+                for chunk_coords, chunk_selection, out_selection in indexer
+            ],
+            self._read_chunk,
+            self.runtime_configuration.concurrency,
+        )
+
+        if out.shape:
+            return out
+        else:
+            return out[()]
+
+    async def _save_metadata(self) -> None:
+        self._validate_metadata()
+
+        await (self.store_path / ZARR_JSON).set_async(self.metadata.to_bytes())
+
+    def _validate_metadata(self) -> None:
+        assert len(self.metadata.shape) == len(
+            self.metadata.chunk_grid.configuration.chunk_shape
+        ), "`chunk_shape` and `shape` need to have the same number of dimensions."
+        assert self.metadata.dimension_names is None or len(self.metadata.shape) == len(
+            self.metadata.dimension_names
+        ), "`dimension_names` and `shape` need to have the same number of dimensions."
+        assert self.metadata.fill_value is not None, "`fill_value` is required."
+
+    async def _read_chunk(
+        self,
+        chunk_coords: ChunkCoords,
+        chunk_selection: SliceSelection,
+        out_selection: SliceSelection,
+        out: np.ndarray,
+    ):
+        chunk_key_encoding = self.metadata.chunk_key_encoding
+        chunk_key = chunk_key_encoding.encode_chunk_key(chunk_coords)
+        store_path = self.store_path / chunk_key
+
+        if len(self.codec_pipeline.codecs) == 1 and isinstance(
+            self.codec_pipeline.codecs[0], ShardingCodec
+        ):
+            chunk_array = await self.codec_pipeline.codecs[0].decode_partial(
+                store_path, chunk_selection
+            )
+            if chunk_array is not None:
+                out[out_selection] = chunk_array
+            else:
+                out[out_selection] = self.metadata.fill_value
+        else:
+            chunk_bytes = await store_path.get_async()
+            if chunk_bytes is not None:
+                chunk_array = await self.codec_pipeline.decode(chunk_bytes)
+                tmp = chunk_array[chunk_selection]
+                out[out_selection] = tmp
+            else:
+                out[out_selection] = self.metadata.fill_value
+
+    async def setitem(self, selection: Selection, value: np.ndarray) -> None:
+        chunk_shape = self.metadata.chunk_grid.configuration.chunk_shape
+        indexer = BasicIndexer(
+            selection,
+            shape=self.metadata.shape,
+            chunk_shape=chunk_shape,
+        )
+
+        sel_shape = indexer.shape
+
+        # check value shape
+        if np.isscalar(value):
+            # setting a scalar value
+            pass
+        else:
+            if not hasattr(value, "shape"):
+                value = np.asarray(value, self.metadata.dtype)
+            assert value.shape == sel_shape
+            if value.dtype.name != self.metadata.dtype.name:
+                value = value.astype(self.metadata.dtype, order="A")
+
+        # merging with existing data and encoding chunks
+        await concurrent_map(
+            [
+                (
+                    value,
+                    chunk_shape,
+                    chunk_coords,
+                    chunk_selection,
+                    out_selection,
+                )
+                for chunk_coords, chunk_selection, out_selection in indexer
+            ],
+            self._write_chunk,
+            self.runtime_configuration.concurrency,
+        )
+
+    async def _write_chunk(
+        self,
+        value: np.ndarray,
+        chunk_shape: ChunkCoords,
+        chunk_coords: ChunkCoords,
+        chunk_selection: SliceSelection,
+        out_selection: SliceSelection,
+    ):
+        chunk_key_encoding = self.metadata.chunk_key_encoding
+        chunk_key = chunk_key_encoding.encode_chunk_key(chunk_coords)
+        store_path = self.store_path / chunk_key
+
+        if is_total_slice(chunk_selection, chunk_shape):
+            # write entire chunks
+            if np.isscalar(value):
+                chunk_array = np.empty(
+                    chunk_shape,
+                    dtype=self.metadata.dtype,
+                )
+                chunk_array.fill(value)
+            else:
+                chunk_array = value[out_selection]
+            await self._write_chunk_to_store(store_path, chunk_array)
+
+        elif len(self.codec_pipeline.codecs) == 1 and isinstance(
+            self.codec_pipeline.codecs[0], ShardingCodec
+        ):
+            sharding_codec = self.codec_pipeline.codecs[0]
+            # print("encode_partial", chunk_coords, chunk_selection, repr(self))
+            await sharding_codec.encode_partial(
+                store_path,
+                value[out_selection],
+                chunk_selection,
+            )
+        else:
+            # writing partial chunks
+            # read chunk first
+            chunk_bytes = await store_path.get_async()
+
+            # merge new value
+            if chunk_bytes is None:
+                chunk_array = np.empty(
+                    chunk_shape,
+                    dtype=self.metadata.dtype,
+                )
+                chunk_array.fill(self.metadata.fill_value)
+            else:
+                chunk_array = (
+                    await self.codec_pipeline.decode(chunk_bytes)
+                ).copy()  # make a writable copy
+            chunk_array[chunk_selection] = value[out_selection]
+
+            await self._write_chunk_to_store(store_path, chunk_array)
+
+    async def _write_chunk_to_store(self, store_path: StorePath, chunk_array: np.ndarray):
+        if np.all(chunk_array == self.metadata.fill_value):
+            # chunks that only contain fill_value will be removed
+            await store_path.delete_async()
+        else:
+            chunk_bytes = await self.codec_pipeline.encode(chunk_array)
+            if chunk_bytes is None:
+                await store_path.delete_async()
+            else:
+                await store_path.set_async(chunk_bytes)
+
+    async def resize(self, new_shape: ChunkCoords) -> Array:
+        assert len(new_shape) == len(self.metadata.shape)
+        new_metadata = evolve(self.metadata, shape=new_shape)
+
+        # Remove all chunks outside of the new shape
+        chunk_shape = self.metadata.chunk_grid.configuration.chunk_shape
+        chunk_key_encoding = self.metadata.chunk_key_encoding
+        old_chunk_coords = set(all_chunk_coords(self.metadata.shape, chunk_shape))
+        new_chunk_coords = set(all_chunk_coords(new_shape, chunk_shape))
+
+        async def _delete_key(key: str) -> None:
+            await (self.store_path / key).delete_async()
+
+        await concurrent_map(
+            [
+                (chunk_key_encoding.encode_chunk_key(chunk_coords),)
+                for chunk_coords in old_chunk_coords.difference(new_chunk_coords)
+            ],
+            _delete_key,
+            self.runtime_configuration.concurrency,
+        )
+
+        # Write new metadata
+        await (self.store_path / ZARR_JSON).set_async(new_metadata.to_bytes())
+        return evolve(self, metadata=new_metadata)
+
+    async def update_attributes(self, new_attributes: Dict[str, Any]) -> Array:
+        new_metadata = evolve(self.metadata, attributes=new_attributes)
+
+        # Write new metadata
+        await (self.store_path / ZARR_JSON).set_async(new_metadata.to_bytes())
+        return evolve(self, metadata=new_metadata)
+
+    def __repr__(self):
+        return f"<AsyncArray {self.store_path} shape={self.shape} dtype={self.dtype}>"
+
+    async def info(self):
+        return NotImplemented
+
+
+@frozen
+class Array(SynchronousArray):
+    _async_array: AsyncArray
+
+    @classmethod
+    def create(
+        cls,
+        store: StoreLike,
+        *,
+        shape: ChunkCoords,
+        dtype: Union[str, np.dtype],
+        chunk_shape: ChunkCoords,
+        fill_value: Optional[Any] = None,
+        chunk_key_encoding: Union[
+            Tuple[Literal["default"], Literal[".", "/"]],
+            Tuple[Literal["v2"], Literal[".", "/"]],
+        ] = ("default", "/"),
+        codecs: Optional[Iterable[CodecMetadata]] = None,
+        dimension_names: Optional[Iterable[str]] = None,
+        attributes: Optional[Dict[str, Any]] = None,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+        exists_ok: bool = False,
+    ) -> Array:
+        async_array = sync(
+            AsyncArray.create(
+                store=store,
+                shape=shape,
+                dtype=dtype,
+                chunk_shape=chunk_shape,
+                fill_value=fill_value,
+                chunk_key_encoding=chunk_key_encoding,
+                codecs=codecs,
+                dimension_names=dimension_names,
+                attributes=attributes,
+                runtime_configuration=runtime_configuration,
+                exists_ok=exists_ok,
+            ),
+            runtime_configuration.asyncio_loop,
+        )
+        return cls(async_array)
+
+    @classmethod
+    def from_json(
+        cls,
+        store_path: StorePath,
+        zarr_json: Any,
+        runtime_configuration: RuntimeConfiguration,
+    ) -> Array:
+        async_array = AsyncArray.from_json(
+            store_path=store_path, zarr_json=zarr_json, runtime_configuration=runtime_configuration
+        )
+        return cls(async_array)
+
+    @classmethod
+    def open(
+        cls,
+        store: StoreLike,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> Array:
+
+        async_array = sync(
+            AsyncArray.open(store, runtime_configuration=runtime_configuration),
+            runtime_configuration.asyncio_loop,
+        )
+        async_array._validate_metadata()
+        return cls(async_array)
+
+    @classmethod
+    def open_auto(
+        cls,
+        store: StoreLike,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> Array:  # TODO: Union[Array, ArrayV2]:
+        async_array = sync(
+            AsyncArray.open_auto(store, runtime_configuration),
+            runtime_configuration.asyncio_loop,
+        )
+        return cls(async_array)
+
+    @property
+    def ndim(self) -> int:
+        return self._async_array.ndim
+
+    @property
+    def shape(self) -> ChunkCoords:
+        return self._async_array.shape
+
+    @property
+    def size(self) -> int:
+        return self._async_array.size
+
+    @property
+    def dtype(self) -> np.dtype:
+        return self._async_array.dtype
+
+    @property
+    def attrs(self) -> dict:
+        return self._async_array.attrs
+
+    @property
+    def store_path(self) -> str:
+        return self._async_array.store_path
+
+    def __getitem__(self, selection: Selection):
+        return sync(
+            self._async_array.getitem(selection),
+            self._async_array.runtime_configuration.asyncio_loop,
+        )
+
+    def __setitem__(self, selection: Selection, value: np.ndarray) -> None:
+        sync(
+            self._async_array.setitem(selection, value),
+            self._async_array.runtime_configuration.asyncio_loop,
+        )
+
+    def resize(self, new_shape: ChunkCoords) -> Array:
+        return sync(
+            self._async_array.resize(new_shape),
+            self._async_array.runtime_configuration.asyncio_loop,
+        )
+
+    def update_attributes(self, new_attributes: Dict[str, Any]) -> Array:
+        return sync(
+            self._async_array.update_attributes(new_attributes),
+            self._async_array.runtime_configuration.asyncio_loop,
+        )
+
+    def __repr__(self):
+        return f"<Array {self.store_path} shape={self.shape} dtype={self.dtype}>"
+
+    def info(self):
+        return sync(
+            self._async_array.info(),
+            self._async_array.runtime_configuration.asyncio_loop,
+        )
diff --git a/zarr/v3/array_v2.py b/zarr/v3/array_v2.py
new file mode 100644
index 0000000000..a2f26f01b0
--- /dev/null
+++ b/zarr/v3/array_v2.py
@@ -0,0 +1,552 @@
+from __future__ import annotations
+
+import asyncio
+import json
+from typing import TYPE_CHECKING, Any, Dict, List, Literal, Optional, Union
+
+import numcodecs
+import numpy as np
+from attr import evolve, frozen
+from numcodecs.compat import ensure_bytes, ensure_ndarray
+
+from zarr.v3.common import (
+    ZARRAY_JSON,
+    ZATTRS_JSON,
+    BytesLike,
+    ChunkCoords,
+    Selection,
+    SliceSelection,
+    concurrent_map,
+    to_thread,
+)
+from zarr.v3.indexing import BasicIndexer, all_chunk_coords, is_total_slice
+from zarr.v3.metadata import ArrayV2Metadata, RuntimeConfiguration
+from zarr.v3.store import StoreLike, StorePath, make_store_path
+from zarr.v3.sync import sync
+
+if TYPE_CHECKING:
+    from zarr.v3.array import Array
+
+
+@frozen
+class _AsyncArrayProxy:
+    array: ArrayV2
+
+    def __getitem__(self, selection: Selection) -> _AsyncArraySelectionProxy:
+        return _AsyncArraySelectionProxy(self.array, selection)
+
+
+@frozen
+class _AsyncArraySelectionProxy:
+    array: ArrayV2
+    selection: Selection
+
+    async def get(self) -> np.ndarray:
+        return await self.array.get_async(self.selection)
+
+    async def set(self, value: np.ndarray):
+        return await self.array.set_async(self.selection, value)
+
+
+@frozen
+class ArrayV2:
+    metadata: ArrayV2Metadata
+    attributes: Optional[Dict[str, Any]]
+    store_path: StorePath
+    runtime_configuration: RuntimeConfiguration
+
+    @classmethod
+    async def create_async(
+        cls,
+        store: StoreLike,
+        *,
+        shape: ChunkCoords,
+        dtype: np.dtype,
+        chunks: ChunkCoords,
+        dimension_separator: Literal[".", "/"] = ".",
+        fill_value: Optional[Union[None, int, float]] = None,
+        order: Literal["C", "F"] = "C",
+        filters: Optional[List[Dict[str, Any]]] = None,
+        compressor: Optional[Dict[str, Any]] = None,
+        attributes: Optional[Dict[str, Any]] = None,
+        exists_ok: bool = False,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> ArrayV2:
+        store_path = make_store_path(store)
+        if not exists_ok:
+            assert not await (store_path / ZARRAY_JSON).exists_async()
+
+        metadata = ArrayV2Metadata(
+            shape=shape,
+            dtype=np.dtype(dtype),
+            chunks=chunks,
+            order=order,
+            dimension_separator=dimension_separator,
+            fill_value=0 if fill_value is None else fill_value,
+            compressor=numcodecs.get_codec(compressor).get_config()
+            if compressor is not None
+            else None,
+            filters=[numcodecs.get_codec(filter).get_config() for filter in filters]
+            if filters is not None
+            else None,
+        )
+        array = cls(
+            metadata=metadata,
+            store_path=store_path,
+            attributes=attributes,
+            runtime_configuration=runtime_configuration,
+        )
+        await array._save_metadata()
+        return array
+
+    @classmethod
+    def create(
+        cls,
+        store: StoreLike,
+        *,
+        shape: ChunkCoords,
+        dtype: np.dtype,
+        chunks: ChunkCoords,
+        dimension_separator: Literal[".", "/"] = ".",
+        fill_value: Optional[Union[None, int, float]] = None,
+        order: Literal["C", "F"] = "C",
+        filters: Optional[List[Dict[str, Any]]] = None,
+        compressor: Optional[Dict[str, Any]] = None,
+        attributes: Optional[Dict[str, Any]] = None,
+        exists_ok: bool = False,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> ArrayV2:
+        return sync(
+            cls.create_async(
+                store,
+                shape=shape,
+                dtype=dtype,
+                chunks=chunks,
+                order=order,
+                dimension_separator=dimension_separator,
+                fill_value=0 if fill_value is None else fill_value,
+                compressor=compressor,
+                filters=filters,
+                attributes=attributes,
+                exists_ok=exists_ok,
+                runtime_configuration=runtime_configuration,
+            ),
+            runtime_configuration.asyncio_loop,
+        )
+
+    @classmethod
+    async def open_async(
+        cls,
+        store: StoreLike,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> ArrayV2:
+        store_path = make_store_path(store)
+        zarray_bytes, zattrs_bytes = await asyncio.gather(
+            (store_path / ZARRAY_JSON).get_async(),
+            (store_path / ZATTRS_JSON).get_async(),
+        )
+        assert zarray_bytes is not None
+        return cls.from_json(
+            store_path,
+            zarray_json=json.loads(zarray_bytes),
+            zattrs_json=json.loads(zattrs_bytes) if zattrs_bytes is not None else None,
+            runtime_configuration=runtime_configuration,
+        )
+
+    @classmethod
+    def open(
+        cls,
+        store: StoreLike,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> ArrayV2:
+        return sync(
+            cls.open_async(store, runtime_configuration),
+            runtime_configuration.asyncio_loop,
+        )
+
+    @classmethod
+    def from_json(
+        cls,
+        store_path: StorePath,
+        zarray_json: Any,
+        zattrs_json: Optional[Any],
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> ArrayV2:
+        metadata = ArrayV2Metadata.from_json(zarray_json)
+        out = cls(
+            store_path=store_path,
+            metadata=metadata,
+            attributes=zattrs_json,
+            runtime_configuration=runtime_configuration,
+        )
+        out._validate_metadata()
+        return out
+
+    async def _save_metadata(self) -> None:
+        self._validate_metadata()
+
+        await (self.store_path / ZARRAY_JSON).set_async(self.metadata.to_bytes())
+        if self.attributes is not None and len(self.attributes) > 0:
+            await (self.store_path / ZATTRS_JSON).set_async(
+                json.dumps(self.attributes).encode(),
+            )
+        else:
+            await (self.store_path / ZATTRS_JSON).delete_async()
+
+    def _validate_metadata(self) -> None:
+        assert len(self.metadata.shape) == len(
+            self.metadata.chunks
+        ), "`chunks` and `shape` need to have the same number of dimensions."
+
+    @property
+    def ndim(self) -> int:
+        return len(self.metadata.shape)
+
+    @property
+    def shape(self) -> ChunkCoords:
+        return self.metadata.shape
+
+    @property
+    def dtype(self) -> np.dtype:
+        return self.metadata.dtype
+
+    @property
+    def async_(self) -> _AsyncArrayProxy:
+        return _AsyncArrayProxy(self)
+
+    def __getitem__(self, selection: Selection):
+        return sync(self.get_async(selection), self.runtime_configuration.asyncio_loop)
+
+    async def get_async(self, selection: Selection):
+        indexer = BasicIndexer(
+            selection,
+            shape=self.metadata.shape,
+            chunk_shape=self.metadata.chunks,
+        )
+
+        # setup output array
+        out = np.zeros(
+            indexer.shape,
+            dtype=self.metadata.dtype,
+            order=self.metadata.order,
+        )
+
+        # reading chunks and decoding them
+        await concurrent_map(
+            [
+                (chunk_coords, chunk_selection, out_selection, out)
+                for chunk_coords, chunk_selection, out_selection in indexer
+            ],
+            self._read_chunk,
+        )
+
+        if out.shape:
+            return out
+        else:
+            return out[()]
+
+    async def _read_chunk(
+        self,
+        chunk_coords: ChunkCoords,
+        chunk_selection: SliceSelection,
+        out_selection: SliceSelection,
+        out: np.ndarray,
+    ):
+        store_path = self.store_path / self._encode_chunk_key(chunk_coords)
+
+        chunk_array = await self._decode_chunk(await store_path.get_async())
+        if chunk_array is not None:
+            tmp = chunk_array[chunk_selection]
+            out[out_selection] = tmp
+        else:
+            out[out_selection] = self.metadata.fill_value
+
+    async def _decode_chunk(self, chunk_bytes: Optional[BytesLike]) -> Optional[np.ndarray]:
+        if chunk_bytes is None:
+            return None
+
+        if self.metadata.compressor is not None:
+            compressor = numcodecs.get_codec(self.metadata.compressor)
+            chunk_array = ensure_ndarray(await to_thread(compressor.decode, chunk_bytes))
+        else:
+            chunk_array = ensure_ndarray(chunk_bytes)
+
+        # ensure correct dtype
+        if str(chunk_array.dtype) != self.metadata.dtype:
+            chunk_array = chunk_array.view(self.metadata.dtype)
+
+        # apply filters in reverse order
+        if self.metadata.filters is not None:
+            for filter_metadata in self.metadata.filters[::-1]:
+                filter = numcodecs.get_codec(filter_metadata)
+                chunk_array = await to_thread(filter.decode, chunk_array)
+
+        # ensure correct chunk shape
+        if chunk_array.shape != self.metadata.chunks:
+            chunk_array = chunk_array.reshape(
+                self.metadata.chunks,
+                order=self.metadata.order,
+            )
+
+        return chunk_array
+
+    def __setitem__(self, selection: Selection, value: np.ndarray) -> None:
+        sync(self.set_async(selection, value), self.runtime_configuration.asyncio_loop)
+
+    async def set_async(self, selection: Selection, value: np.ndarray) -> None:
+        chunk_shape = self.metadata.chunks
+        indexer = BasicIndexer(
+            selection,
+            shape=self.metadata.shape,
+            chunk_shape=chunk_shape,
+        )
+
+        sel_shape = indexer.shape
+
+        # check value shape
+        if np.isscalar(value):
+            # setting a scalar value
+            pass
+        else:
+            if not hasattr(value, "shape"):
+                value = np.asarray(value, self.metadata.dtype)
+            assert value.shape == sel_shape
+            if value.dtype != self.metadata.dtype:
+                value = value.astype(self.metadata.dtype, order="A")
+
+        # merging with existing data and encoding chunks
+        await concurrent_map(
+            [
+                (
+                    value,
+                    chunk_shape,
+                    chunk_coords,
+                    chunk_selection,
+                    out_selection,
+                )
+                for chunk_coords, chunk_selection, out_selection in indexer
+            ],
+            self._write_chunk,
+        )
+
+    async def _write_chunk(
+        self,
+        value: np.ndarray,
+        chunk_shape: ChunkCoords,
+        chunk_coords: ChunkCoords,
+        chunk_selection: SliceSelection,
+        out_selection: SliceSelection,
+    ):
+        store_path = self.store_path / self._encode_chunk_key(chunk_coords)
+
+        if is_total_slice(chunk_selection, chunk_shape):
+            # write entire chunks
+            if np.isscalar(value):
+                chunk_array = np.empty(
+                    chunk_shape,
+                    dtype=self.metadata.dtype,
+                    order=self.metadata.order,
+                )
+                chunk_array.fill(value)
+            else:
+                chunk_array = value[out_selection]
+            await self._write_chunk_to_store(store_path, chunk_array)
+
+        else:
+            # writing partial chunks
+            # read chunk first
+            tmp = await self._decode_chunk(await store_path.get_async())
+
+            # merge new value
+            if tmp is None:
+                chunk_array = np.empty(
+                    chunk_shape,
+                    dtype=self.metadata.dtype,
+                    order=self.metadata.order,
+                )
+                chunk_array.fill(self.metadata.fill_value)
+            else:
+                chunk_array = tmp.copy(
+                    order=self.metadata.order,
+                )  # make a writable copy
+            chunk_array[chunk_selection] = value[out_selection]
+
+            await self._write_chunk_to_store(store_path, chunk_array)
+
+    async def _write_chunk_to_store(self, store_path: StorePath, chunk_array: np.ndarray):
+        chunk_bytes: Optional[BytesLike]
+        if np.all(chunk_array == self.metadata.fill_value):
+            # chunks that only contain fill_value will be removed
+            await store_path.delete_async()
+        else:
+            chunk_bytes = await self._encode_chunk(chunk_array)
+            if chunk_bytes is None:
+                await store_path.delete_async()
+            else:
+                await store_path.set_async(chunk_bytes)
+
+    async def _encode_chunk(self, chunk_array: np.ndarray) -> Optional[BytesLike]:
+        chunk_array = chunk_array.ravel(order=self.metadata.order)
+
+        if self.metadata.filters is not None:
+            for filter_metadata in self.metadata.filters:
+                filter = numcodecs.get_codec(filter_metadata)
+                chunk_array = await to_thread(filter.encode, chunk_array)
+
+        if self.metadata.compressor is not None:
+            compressor = numcodecs.get_codec(self.metadata.compressor)
+            if not chunk_array.flags.c_contiguous and not chunk_array.flags.f_contiguous:
+                chunk_array = chunk_array.copy(order="A")
+            encoded_chunk_bytes = ensure_bytes(await to_thread(compressor.encode, chunk_array))
+        else:
+            encoded_chunk_bytes = ensure_bytes(chunk_array)
+
+        return encoded_chunk_bytes
+
+    def _encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
+        chunk_identifier = self.metadata.dimension_separator.join(map(str, chunk_coords))
+        return "0" if chunk_identifier == "" else chunk_identifier
+
+    async def resize_async(self, new_shape: ChunkCoords) -> ArrayV2:
+        assert len(new_shape) == len(self.metadata.shape)
+        new_metadata = evolve(self.metadata, shape=new_shape)
+
+        # Remove all chunks outside of the new shape
+        chunk_shape = self.metadata.chunks
+        old_chunk_coords = set(all_chunk_coords(self.metadata.shape, chunk_shape))
+        new_chunk_coords = set(all_chunk_coords(new_shape, chunk_shape))
+
+        async def _delete_key(key: str) -> None:
+            await (self.store_path / key).delete_async()
+
+        await concurrent_map(
+            [
+                (self._encode_chunk_key(chunk_coords),)
+                for chunk_coords in old_chunk_coords.difference(new_chunk_coords)
+            ],
+            _delete_key,
+        )
+
+        # Write new metadata
+        await (self.store_path / ZARRAY_JSON).set_async(new_metadata.to_bytes())
+        return evolve(self, metadata=new_metadata)
+
+    def resize(self, new_shape: ChunkCoords) -> ArrayV2:
+        return sync(self.resize_async(new_shape), self.runtime_configuration.asyncio_loop)
+
+    async def convert_to_v3_async(self) -> Array:
+        from sys import byteorder as sys_byteorder
+
+        from zarr.v3.array import Array
+        from zarr.v3.common import ZARR_JSON
+        from zarr.v3.metadata import (
+            ArrayMetadata,
+            BloscCodecConfigurationMetadata,
+            BloscCodecMetadata,
+            BytesCodecConfigurationMetadata,
+            BytesCodecMetadata,
+            CodecMetadata,
+            DataType,
+            GzipCodecConfigurationMetadata,
+            GzipCodecMetadata,
+            RegularChunkGridConfigurationMetadata,
+            RegularChunkGridMetadata,
+            TransposeCodecConfigurationMetadata,
+            TransposeCodecMetadata,
+            V2ChunkKeyEncodingConfigurationMetadata,
+            V2ChunkKeyEncodingMetadata,
+            blosc_shuffle_int_to_str,
+            dtype_to_data_type,
+        )
+
+        data_type = DataType[dtype_to_data_type[self.metadata.dtype.str]]
+        endian: Literal["little", "big"]
+        if self.metadata.dtype.byteorder == "=":
+            endian = sys_byteorder
+        elif self.metadata.dtype.byteorder == ">":
+            endian = "big"
+        else:
+            endian = "little"
+
+        assert (
+            self.metadata.filters is None or len(self.metadata.filters) == 0
+        ), "Filters are not supported by v3."
+
+        codecs: List[CodecMetadata] = []
+
+        if self.metadata.order == "F":
+            codecs.append(
+                TransposeCodecMetadata(configuration=TransposeCodecConfigurationMetadata(order="F"))
+            )
+        codecs.append(
+            BytesCodecMetadata(configuration=BytesCodecConfigurationMetadata(endian=endian))
+        )
+
+        if self.metadata.compressor is not None:
+            v2_codec = numcodecs.get_codec(self.metadata.compressor).get_config()
+            assert v2_codec["id"] in (
+                "blosc",
+                "gzip",
+            ), "Only blosc and gzip are supported by v3."
+            if v2_codec["id"] == "blosc":
+                shuffle = blosc_shuffle_int_to_str[v2_codec.get("shuffle", 0)]
+                codecs.append(
+                    BloscCodecMetadata(
+                        configuration=BloscCodecConfigurationMetadata(
+                            typesize=data_type.byte_count,
+                            cname=v2_codec["cname"],
+                            clevel=v2_codec["clevel"],
+                            shuffle=shuffle,
+                            blocksize=v2_codec.get("blocksize", 0),
+                        )
+                    )
+                )
+            elif v2_codec["id"] == "gzip":
+                codecs.append(
+                    GzipCodecMetadata(
+                        configuration=GzipCodecConfigurationMetadata(level=v2_codec.get("level", 5))
+                    )
+                )
+
+        new_metadata = ArrayMetadata(
+            shape=self.metadata.shape,
+            chunk_grid=RegularChunkGridMetadata(
+                configuration=RegularChunkGridConfigurationMetadata(
+                    chunk_shape=self.metadata.chunks
+                )
+            ),
+            data_type=data_type,
+            fill_value=0 if self.metadata.fill_value is None else self.metadata.fill_value,
+            chunk_key_encoding=V2ChunkKeyEncodingMetadata(
+                configuration=V2ChunkKeyEncodingConfigurationMetadata(
+                    separator=self.metadata.dimension_separator
+                )
+            ),
+            codecs=codecs,
+            attributes=self.attributes or {},
+        )
+
+        new_metadata_bytes = new_metadata.to_bytes()
+        await (self.store_path / ZARR_JSON).set_async(new_metadata_bytes)
+
+        return Array.from_json(
+            store_path=self.store_path,
+            zarr_json=json.loads(new_metadata_bytes),
+            runtime_configuration=self.runtime_configuration,
+        )
+
+    async def update_attributes_async(self, new_attributes: Dict[str, Any]) -> ArrayV2:
+        await (self.store_path / ZATTRS_JSON).set_async(json.dumps(new_attributes).encode())
+        return evolve(self, attributes=new_attributes)
+
+    def update_attributes(self, new_attributes: Dict[str, Any]) -> ArrayV2:
+        return sync(
+            self.update_attributes_async(new_attributes),
+            self.runtime_configuration.asyncio_loop,
+        )
+
+    def convert_to_v3(self) -> Array:
+        return sync(self.convert_to_v3_async(), loop=self.runtime_configuration.asyncio_loop)
+
+    def __repr__(self):
+        return f"<Array_v2 {self.store_path} shape={self.shape} dtype={self.dtype}>"
diff --git a/zarr/v3/codecs.py b/zarr/v3/codecs.py
new file mode 100644
index 0000000000..ff913c42b2
--- /dev/null
+++ b/zarr/v3/codecs.py
@@ -0,0 +1,514 @@
+from __future__ import annotations
+
+from functools import reduce
+from typing import TYPE_CHECKING, Iterable, List, Literal, Optional, Tuple, Union
+from warnings import warn
+
+import numcodecs
+import numpy as np
+from attr import asdict, evolve, frozen
+from crc32c import crc32c
+from numcodecs.blosc import Blosc
+from numcodecs.gzip import GZip
+from zstandard import ZstdCompressor, ZstdDecompressor
+
+from zarr.v3.abc.codec import Codec, ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec
+from zarr.v3.common import BytesLike, to_thread
+from zarr.v3.metadata import (
+    BloscCodecConfigurationMetadata,
+    BloscCodecMetadata,
+    BytesCodecConfigurationMetadata,
+    BytesCodecMetadata,
+    CodecMetadata,
+    Crc32cCodecMetadata,
+    GzipCodecConfigurationMetadata,
+    GzipCodecMetadata,
+    ShardingCodecConfigurationMetadata,
+    ShardingCodecMetadata,
+    TransposeCodecConfigurationMetadata,
+    TransposeCodecMetadata,
+    ZstdCodecConfigurationMetadata,
+    ZstdCodecMetadata,
+)
+
+if TYPE_CHECKING:
+    from zarr.v3.metadata import CoreArrayMetadata
+
+# See https://zarr.readthedocs.io/en/stable/tutorial.html#configuring-blosc
+numcodecs.blosc.use_threads = False
+
+
+@frozen
+class CodecPipeline:
+    codecs: List[Codec]
+
+    @classmethod
+    def from_metadata(
+        cls,
+        codecs_metadata: Iterable[CodecMetadata],
+        array_metadata: CoreArrayMetadata,
+    ) -> CodecPipeline:
+        out: List[Codec] = []
+        for codec_metadata in codecs_metadata or []:
+            if codec_metadata.name == "endian":
+                codec_metadata = evolve(codec_metadata, name="bytes")  # type: ignore
+
+            codec: Codec
+            if codec_metadata.name == "blosc":
+                codec = BloscCodec.from_metadata(codec_metadata, array_metadata)
+            elif codec_metadata.name == "gzip":
+                codec = GzipCodec.from_metadata(codec_metadata, array_metadata)
+            elif codec_metadata.name == "zstd":
+                codec = ZstdCodec.from_metadata(codec_metadata, array_metadata)
+            elif codec_metadata.name == "transpose":
+                codec = TransposeCodec.from_metadata(codec_metadata, array_metadata)
+            elif codec_metadata.name == "bytes":
+                codec = BytesCodec.from_metadata(codec_metadata, array_metadata)
+            elif codec_metadata.name == "crc32c":
+                codec = Crc32cCodec.from_metadata(codec_metadata, array_metadata)
+            elif codec_metadata.name == "sharding_indexed":
+                from zarr.v3.sharding import ShardingCodec
+
+                codec = ShardingCodec.from_metadata(codec_metadata, array_metadata)
+            else:
+                raise RuntimeError(f"Unsupported codec: {codec_metadata}")
+
+            out.append(codec)
+            array_metadata = codec.resolve_metadata()
+        CodecPipeline._validate_codecs(out, array_metadata)
+        return cls(out)
+
+    @staticmethod
+    def _validate_codecs(codecs: List[Codec], array_metadata: CoreArrayMetadata) -> None:
+        from zarr.v3.sharding import ShardingCodec
+
+        assert any(
+            isinstance(codec, ArrayBytesCodec) for codec in codecs
+        ), "Exactly one array-to-bytes codec is required."
+
+        prev_codec: Optional[Codec] = None
+        for codec in codecs:
+            if prev_codec is not None:
+                assert not isinstance(codec, ArrayBytesCodec) or not isinstance(
+                    prev_codec, ArrayBytesCodec
+                ), (
+                    f"ArrayBytesCodec '{type(codec)}' cannot follow after "
+                    + f"ArrayBytesCodec '{type(prev_codec)}' because exactly "
+                    + "1 ArrayBytesCodec is allowed."
+                )
+                assert not isinstance(codec, ArrayBytesCodec) or not isinstance(
+                    prev_codec, BytesBytesCodec
+                ), (
+                    f"ArrayBytesCodec '{type(codec)}' cannot follow after "
+                    + f"BytesBytesCodec '{type(prev_codec)}'."
+                )
+                assert not isinstance(codec, ArrayArrayCodec) or not isinstance(
+                    prev_codec, ArrayBytesCodec
+                ), (
+                    f"ArrayArrayCodec '{type(codec)}' cannot follow after "
+                    + f"ArrayBytesCodec '{type(prev_codec)}'."
+                )
+                assert not isinstance(codec, ArrayArrayCodec) or not isinstance(
+                    prev_codec, BytesBytesCodec
+                ), (
+                    f"ArrayArrayCodec '{type(codec)}' cannot follow after "
+                    + f"BytesBytesCodec '{type(prev_codec)}'."
+                )
+
+            if isinstance(codec, ShardingCodec):
+                assert len(codec.configuration.chunk_shape) == len(array_metadata.shape), (
+                    "The shard's `chunk_shape` and array's `shape` need to have the "
+                    + "same number of dimensions."
+                )
+                assert all(
+                    s % c == 0
+                    for s, c in zip(
+                        array_metadata.chunk_shape,
+                        codec.configuration.chunk_shape,
+                    )
+                ), (
+                    "The array's `chunk_shape` needs to be divisible by the "
+                    + "shard's inner `chunk_shape`."
+                )
+            prev_codec = codec
+
+        if any(isinstance(codec, ShardingCodec) for codec in codecs) and len(codecs) > 1:
+            warn(
+                "Combining a `sharding_indexed` codec disables partial reads and "
+                + "writes, which may lead to inefficient performance."
+            )
+
+    def _array_array_codecs(self) -> List[ArrayArrayCodec]:
+        return [codec for codec in self.codecs if isinstance(codec, ArrayArrayCodec)]
+
+    def _array_bytes_codec(self) -> ArrayBytesCodec:
+        return next(codec for codec in self.codecs if isinstance(codec, ArrayBytesCodec))
+
+    def _bytes_bytes_codecs(self) -> List[BytesBytesCodec]:
+        return [codec for codec in self.codecs if isinstance(codec, BytesBytesCodec)]
+
+    async def decode(self, chunk_bytes: BytesLike) -> np.ndarray:
+        for bb_codec in self._bytes_bytes_codecs()[::-1]:
+            chunk_bytes = await bb_codec.decode(chunk_bytes)
+
+        chunk_array = await self._array_bytes_codec().decode(chunk_bytes)
+
+        for aa_codec in self._array_array_codecs()[::-1]:
+            chunk_array = await aa_codec.decode(chunk_array)
+
+        return chunk_array
+
+    async def encode(self, chunk_array: np.ndarray) -> Optional[BytesLike]:
+        for aa_codec in self._array_array_codecs():
+            chunk_array_maybe = await aa_codec.encode(chunk_array)
+            if chunk_array_maybe is None:
+                return None
+            chunk_array = chunk_array_maybe
+
+        chunk_bytes_maybe = await self._array_bytes_codec().encode(chunk_array)
+        if chunk_bytes_maybe is None:
+            return None
+        chunk_bytes = chunk_bytes_maybe
+
+        for bb_codec in self._bytes_bytes_codecs():
+            chunk_bytes_maybe = await bb_codec.encode(chunk_bytes)
+            if chunk_bytes_maybe is None:
+                return None
+            chunk_bytes = chunk_bytes_maybe
+
+        return chunk_bytes
+
+    def compute_encoded_size(self, byte_length: int) -> int:
+        return reduce(lambda acc, codec: codec.compute_encoded_size(acc), self.codecs, byte_length)
+
+
+@frozen
+class BloscCodec(BytesBytesCodec):
+    array_metadata: CoreArrayMetadata
+    configuration: BloscCodecConfigurationMetadata
+    blosc_codec: Blosc
+    is_fixed_size = False
+
+    @classmethod
+    def from_metadata(
+        cls, codec_metadata: BloscCodecMetadata, array_metadata: CoreArrayMetadata
+    ) -> BloscCodec:
+        configuration = codec_metadata.configuration
+        if configuration.typesize == 0:
+            configuration = evolve(configuration, typesize=array_metadata.data_type.byte_count)
+        config_dict = asdict(codec_metadata.configuration)
+        config_dict.pop("typesize", None)
+        map_shuffle_str_to_int = {"noshuffle": 0, "shuffle": 1, "bitshuffle": 2}
+        config_dict["shuffle"] = map_shuffle_str_to_int[config_dict["shuffle"]]
+        return cls(
+            array_metadata=array_metadata,
+            configuration=configuration,
+            blosc_codec=Blosc.from_config(config_dict),
+        )
+
+    async def decode(
+        self,
+        chunk_bytes: bytes,
+    ) -> BytesLike:
+        return await to_thread(self.blosc_codec.decode, chunk_bytes)
+
+    async def encode(
+        self,
+        chunk_bytes: bytes,
+    ) -> Optional[BytesLike]:
+        chunk_array = np.frombuffer(chunk_bytes, dtype=self.array_metadata.dtype)
+        return await to_thread(self.blosc_codec.encode, chunk_array)
+
+    def compute_encoded_size(self, _input_byte_length: int) -> int:
+        raise NotImplementedError
+
+
+@frozen
+class BytesCodec(ArrayBytesCodec):
+    array_metadata: CoreArrayMetadata
+    configuration: BytesCodecConfigurationMetadata
+    is_fixed_size = True
+
+    @classmethod
+    def from_metadata(
+        cls, codec_metadata: BytesCodecMetadata, array_metadata: CoreArrayMetadata
+    ) -> BytesCodec:
+        assert (
+            array_metadata.dtype.itemsize == 1 or codec_metadata.configuration.endian is not None
+        ), "The `endian` configuration needs to be specified for multi-byte data types."
+        return cls(
+            array_metadata=array_metadata,
+            configuration=codec_metadata.configuration,
+        )
+
+    def _get_byteorder(self, array: np.ndarray) -> Literal["big", "little"]:
+        if array.dtype.byteorder == "<":
+            return "little"
+        elif array.dtype.byteorder == ">":
+            return "big"
+        else:
+            import sys
+
+            return sys.byteorder
+
+    async def decode(
+        self,
+        chunk_bytes: BytesLike,
+    ) -> np.ndarray:
+        if self.array_metadata.dtype.itemsize > 0:
+            if self.configuration.endian == "little":
+                prefix = "<"
+            else:
+                prefix = ">"
+            dtype = np.dtype(f"{prefix}{self.array_metadata.data_type.to_numpy_shortname()}")
+        else:
+            dtype = np.dtype(f"|{self.array_metadata.data_type.to_numpy_shortname()}")
+        chunk_array = np.frombuffer(chunk_bytes, dtype)
+
+        # ensure correct chunk shape
+        if chunk_array.shape != self.array_metadata.chunk_shape:
+            chunk_array = chunk_array.reshape(
+                self.array_metadata.chunk_shape,
+            )
+        return chunk_array
+
+    async def encode(
+        self,
+        chunk_array: np.ndarray,
+    ) -> Optional[BytesLike]:
+        if chunk_array.dtype.itemsize > 1:
+            byteorder = self._get_byteorder(chunk_array)
+            if self.configuration.endian != byteorder:
+                new_dtype = chunk_array.dtype.newbyteorder(self.configuration.endian)
+                chunk_array = chunk_array.astype(new_dtype)
+        return chunk_array.tobytes()
+
+    def compute_encoded_size(self, input_byte_length: int) -> int:
+        return input_byte_length
+
+
+@frozen
+class TransposeCodec(ArrayArrayCodec):
+    array_metadata: CoreArrayMetadata
+    order: Tuple[int, ...]
+    is_fixed_size = True
+
+    @classmethod
+    def from_metadata(
+        cls, codec_metadata: TransposeCodecMetadata, array_metadata: CoreArrayMetadata
+    ) -> TransposeCodec:
+        configuration = codec_metadata.configuration
+        if configuration.order == "F":
+            order = tuple(array_metadata.ndim - x - 1 for x in range(array_metadata.ndim))
+
+        elif configuration.order == "C":
+            order = tuple(range(array_metadata.ndim))
+
+        else:
+            assert len(configuration.order) == array_metadata.ndim, (
+                "The `order` tuple needs have as many entries as "
+                + f"there are dimensions in the array. Got: {configuration.order}"
+            )
+            assert len(configuration.order) == len(set(configuration.order)), (
+                "There must not be duplicates in the `order` tuple. "
+                + f"Got: {configuration.order}"
+            )
+            assert all(0 <= x < array_metadata.ndim for x in configuration.order), (
+                "All entries in the `order` tuple must be between 0 and "
+                + f"the number of dimensions in the array. Got: {configuration.order}"
+            )
+            order = tuple(configuration.order)
+
+        return cls(
+            array_metadata=array_metadata,
+            order=order,
+        )
+
+    def resolve_metadata(self) -> CoreArrayMetadata:
+        from zarr.v3.metadata import CoreArrayMetadata
+
+        return CoreArrayMetadata(
+            shape=tuple(
+                self.array_metadata.shape[self.order[i]] for i in range(self.array_metadata.ndim)
+            ),
+            chunk_shape=tuple(
+                self.array_metadata.chunk_shape[self.order[i]]
+                for i in range(self.array_metadata.ndim)
+            ),
+            data_type=self.array_metadata.data_type,
+            fill_value=self.array_metadata.fill_value,
+            runtime_configuration=self.array_metadata.runtime_configuration,
+        )
+
+    async def decode(
+        self,
+        chunk_array: np.ndarray,
+    ) -> np.ndarray:
+        inverse_order = [0 for _ in range(self.array_metadata.ndim)]
+        for x, i in enumerate(self.order):
+            inverse_order[x] = i
+        chunk_array = chunk_array.transpose(inverse_order)
+        return chunk_array
+
+    async def encode(
+        self,
+        chunk_array: np.ndarray,
+    ) -> Optional[np.ndarray]:
+        chunk_array = chunk_array.transpose(self.order)
+        return chunk_array
+
+    def compute_encoded_size(self, input_byte_length: int) -> int:
+        return input_byte_length
+
+
+@frozen
+class GzipCodec(BytesBytesCodec):
+    array_metadata: CoreArrayMetadata
+    configuration: GzipCodecConfigurationMetadata
+    is_fixed_size = True
+
+    @classmethod
+    def from_metadata(
+        cls, codec_metadata: GzipCodecMetadata, array_metadata: CoreArrayMetadata
+    ) -> GzipCodec:
+        return cls(
+            array_metadata=array_metadata,
+            configuration=codec_metadata.configuration,
+        )
+
+    async def decode(
+        self,
+        chunk_bytes: bytes,
+    ) -> BytesLike:
+        return await to_thread(GZip(self.configuration.level).decode, chunk_bytes)
+
+    async def encode(
+        self,
+        chunk_bytes: bytes,
+    ) -> Optional[BytesLike]:
+        return await to_thread(GZip(self.configuration.level).encode, chunk_bytes)
+
+    def compute_encoded_size(self, _input_byte_length: int) -> int:
+        raise NotImplementedError
+
+
+@frozen
+class ZstdCodec(BytesBytesCodec):
+    array_metadata: CoreArrayMetadata
+    configuration: ZstdCodecConfigurationMetadata
+    is_fixed_size = True
+
+    @classmethod
+    def from_metadata(
+        cls, codec_metadata: ZstdCodecMetadata, array_metadata: CoreArrayMetadata
+    ) -> ZstdCodec:
+        return cls(
+            array_metadata=array_metadata,
+            configuration=codec_metadata.configuration,
+        )
+
+    def _compress(self, data: bytes) -> bytes:
+        ctx = ZstdCompressor(
+            level=self.configuration.level, write_checksum=self.configuration.checksum
+        )
+        return ctx.compress(data)
+
+    def _decompress(self, data: bytes) -> bytes:
+        ctx = ZstdDecompressor()
+        return ctx.decompress(data)
+
+    async def decode(
+        self,
+        chunk_bytes: bytes,
+    ) -> BytesLike:
+        return await to_thread(self._decompress, chunk_bytes)
+
+    async def encode(
+        self,
+        chunk_bytes: bytes,
+    ) -> Optional[BytesLike]:
+        return await to_thread(self._compress, chunk_bytes)
+
+    def compute_encoded_size(self, _input_byte_length: int) -> int:
+        raise NotImplementedError
+
+
+@frozen
+class Crc32cCodec(BytesBytesCodec):
+    array_metadata: CoreArrayMetadata
+    is_fixed_size = True
+
+    @classmethod
+    def from_metadata(
+        cls, codec_metadata: Crc32cCodecMetadata, array_metadata: CoreArrayMetadata
+    ) -> Crc32cCodec:
+        return cls(array_metadata=array_metadata)
+
+    async def decode(
+        self,
+        chunk_bytes: bytes,
+    ) -> BytesLike:
+        crc32_bytes = chunk_bytes[-4:]
+        inner_bytes = chunk_bytes[:-4]
+
+        assert np.uint32(crc32c(inner_bytes)).tobytes() == bytes(crc32_bytes)
+        return inner_bytes
+
+    async def encode(
+        self,
+        chunk_bytes: bytes,
+    ) -> Optional[BytesLike]:
+        return chunk_bytes + np.uint32(crc32c(chunk_bytes)).tobytes()
+
+    def compute_encoded_size(self, input_byte_length: int) -> int:
+        return input_byte_length + 4
+
+
+def blosc_codec(
+    typesize: int,
+    cname: Literal["lz4", "lz4hc", "blosclz", "zstd", "snappy", "zlib"] = "zstd",
+    clevel: int = 5,
+    shuffle: Literal["noshuffle", "shuffle", "bitshuffle"] = "noshuffle",
+    blocksize: int = 0,
+) -> BloscCodecMetadata:
+    return BloscCodecMetadata(
+        configuration=BloscCodecConfigurationMetadata(
+            cname=cname,
+            clevel=clevel,
+            shuffle=shuffle,
+            blocksize=blocksize,
+            typesize=typesize,
+        )
+    )
+
+
+def bytes_codec(endian: Optional[Literal["big", "little"]] = "little") -> BytesCodecMetadata:
+    return BytesCodecMetadata(configuration=BytesCodecConfigurationMetadata(endian))
+
+
+def transpose_codec(order: Union[Tuple[int, ...], Literal["C", "F"]]) -> TransposeCodecMetadata:
+    return TransposeCodecMetadata(configuration=TransposeCodecConfigurationMetadata(order))
+
+
+def gzip_codec(level: int = 5) -> GzipCodecMetadata:
+    return GzipCodecMetadata(configuration=GzipCodecConfigurationMetadata(level))
+
+
+def zstd_codec(level: int = 0, checksum: bool = False) -> ZstdCodecMetadata:
+    return ZstdCodecMetadata(configuration=ZstdCodecConfigurationMetadata(level, checksum))
+
+
+def crc32c_codec() -> Crc32cCodecMetadata:
+    return Crc32cCodecMetadata()
+
+
+def sharding_codec(
+    chunk_shape: Tuple[int, ...],
+    codecs: Optional[List[CodecMetadata]] = None,
+    index_codecs: Optional[List[CodecMetadata]] = None,
+) -> ShardingCodecMetadata:
+    codecs = codecs or [bytes_codec()]
+    index_codecs = index_codecs or [bytes_codec(), crc32c_codec()]
+    return ShardingCodecMetadata(
+        configuration=ShardingCodecConfigurationMetadata(chunk_shape, codecs, index_codecs)
+    )
diff --git a/zarr/v3/common.py b/zarr/v3/common.py
new file mode 100644
index 0000000000..0e55a7c1fd
--- /dev/null
+++ b/zarr/v3/common.py
@@ -0,0 +1,158 @@
+from __future__ import annotations
+
+import asyncio
+import contextvars
+import functools
+from typing import (
+    Any,
+    Awaitable,
+    Callable,
+    Dict,
+    List,
+    Literal,
+    Optional,
+    Tuple,
+    TypeVar,
+    Union,
+)
+
+import numpy as np
+from cattr import Converter
+
+ZARR_JSON = "zarr.json"
+ZARRAY_JSON = ".zarray"
+ZGROUP_JSON = ".zgroup"
+ZATTRS_JSON = ".zattrs"
+
+BytesLike = Union[bytes, bytearray, memoryview]
+ChunkCoords = Tuple[int, ...]
+SliceSelection = Tuple[slice, ...]
+Selection = Union[slice, SliceSelection]
+
+
+def make_cattr():
+    from zarr.v3.metadata import (
+        BloscCodecMetadata,
+        BytesCodecMetadata,
+        ChunkKeyEncodingMetadata,
+        CodecMetadata,
+        Crc32cCodecMetadata,
+        DefaultChunkKeyEncodingMetadata,
+        GzipCodecMetadata,
+        ShardingCodecMetadata,
+        TransposeCodecMetadata,
+        V2ChunkKeyEncodingMetadata,
+        ZstdCodecMetadata,
+    )
+
+    converter = Converter()
+
+    def _structure_chunk_key_encoding_metadata(d: Dict[str, Any], _t) -> ChunkKeyEncodingMetadata:
+        if d["name"] == "default":
+            return converter.structure(d, DefaultChunkKeyEncodingMetadata)
+        if d["name"] == "v2":
+            return converter.structure(d, V2ChunkKeyEncodingMetadata)
+        raise KeyError
+
+    converter.register_structure_hook(
+        ChunkKeyEncodingMetadata, _structure_chunk_key_encoding_metadata
+    )
+
+    def _structure_codec_metadata(d: Dict[str, Any], _t=None) -> CodecMetadata:
+        if d["name"] == "endian":
+            d["name"] = "bytes"
+
+        if d["name"] == "blosc":
+            return converter.structure(d, BloscCodecMetadata)
+        if d["name"] == "bytes":
+            return converter.structure(d, BytesCodecMetadata)
+        if d["name"] == "transpose":
+            return converter.structure(d, TransposeCodecMetadata)
+        if d["name"] == "gzip":
+            return converter.structure(d, GzipCodecMetadata)
+        if d["name"] == "zstd":
+            return converter.structure(d, ZstdCodecMetadata)
+        if d["name"] == "sharding_indexed":
+            return converter.structure(d, ShardingCodecMetadata)
+        if d["name"] == "crc32c":
+            return converter.structure(d, Crc32cCodecMetadata)
+        raise KeyError
+
+    converter.register_structure_hook(CodecMetadata, _structure_codec_metadata)
+
+    converter.register_structure_hook_factory(
+        lambda t: str(t) == "ForwardRef('CodecMetadata')",
+        lambda t: _structure_codec_metadata,
+    )
+
+    def _structure_order(d: Any, _t=None) -> Union[Literal["C", "F"], Tuple[int, ...]]:
+        if d == "C":
+            return "C"
+        if d == "F":
+            return "F"
+        if isinstance(d, list):
+            return tuple(d)
+        raise KeyError
+
+    converter.register_structure_hook_factory(
+        lambda t: str(t) == "typing.Union[typing.Literal['C', 'F'], typing.Tuple[int, ...]]",
+        lambda t: _structure_order,
+    )
+
+    # Needed for v2 fill_value
+    def _structure_fill_value(d: Any, _t=None) -> Union[None, int, float]:
+        if d is None:
+            return None
+        try:
+            return int(d)
+        except ValueError:
+            pass
+        try:
+            return float(d)
+        except ValueError:
+            pass
+        raise ValueError
+
+    converter.register_structure_hook_factory(
+        lambda t: str(t) == "typing.Union[NoneType, int, float]",
+        lambda t: _structure_fill_value,
+    )
+
+    # Needed for v2 dtype
+    converter.register_structure_hook(
+        np.dtype,
+        lambda d, _: np.dtype(d),
+    )
+
+    return converter
+
+
+def product(tup: ChunkCoords) -> int:
+    return functools.reduce(lambda x, y: x * y, tup, 1)
+
+
+T = TypeVar("T", bound=Tuple)
+V = TypeVar("V")
+
+
+async def concurrent_map(
+    items: List[T], func: Callable[..., Awaitable[V]], limit: Optional[int] = None
+) -> List[V]:
+    if limit is None:
+        return await asyncio.gather(*[func(*item) for item in items])
+
+    else:
+        sem = asyncio.Semaphore(limit)
+
+        async def run(item):
+            async with sem:
+                return await func(*item)
+
+        return await asyncio.gather(*[asyncio.ensure_future(run(item)) for item in items])
+
+
+async def to_thread(func, /, *args, **kwargs):
+    loop = asyncio.get_running_loop()
+    ctx = contextvars.copy_context()
+    func_call = functools.partial(ctx.run, func, *args, **kwargs)
+    return await loop.run_in_executor(None, func_call)
diff --git a/zarr/v3/group.py b/zarr/v3/group.py
new file mode 100644
index 0000000000..aa43c706a5
--- /dev/null
+++ b/zarr/v3/group.py
@@ -0,0 +1,179 @@
+from __future__ import annotations
+
+import json
+from typing import Any, Dict, Literal, Optional, Union
+
+from attr import asdict, evolve, field, frozen
+
+from zarr.v3.array import Array
+from zarr.v3.common import ZARR_JSON, make_cattr
+from zarr.v3.metadata import RuntimeConfiguration
+from zarr.v3.store import StoreLike, StorePath, make_store_path
+from zarr.v3.sync import sync
+
+
+@frozen
+class GroupMetadata:
+    attributes: Dict[str, Any] = field(factory=dict)
+    zarr_format: Literal[3] = 3
+    node_type: Literal["group"] = "group"
+
+    def to_bytes(self) -> bytes:
+        return json.dumps(asdict(self)).encode()
+
+    @classmethod
+    def from_json(cls, zarr_json: Any) -> GroupMetadata:
+        return make_cattr().structure(zarr_json, GroupMetadata)
+
+
+@frozen
+class Group:
+    metadata: GroupMetadata
+    store_path: StorePath
+    runtime_configuration: RuntimeConfiguration
+
+    @classmethod
+    async def create_async(
+        cls,
+        store: StoreLike,
+        *,
+        attributes: Optional[Dict[str, Any]] = None,
+        exists_ok: bool = False,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> Group:
+        store_path = make_store_path(store)
+        if not exists_ok:
+            assert not await (store_path / ZARR_JSON).exists_async()
+        group = cls(
+            metadata=GroupMetadata(attributes=attributes or {}),
+            store_path=store_path,
+            runtime_configuration=runtime_configuration,
+        )
+        await group._save_metadata()
+        return group
+
+    @classmethod
+    def create(
+        cls,
+        store: StoreLike,
+        *,
+        attributes: Optional[Dict[str, Any]] = None,
+        exists_ok: bool = False,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> Group:
+        return sync(
+            cls.create_async(
+                store,
+                attributes=attributes,
+                exists_ok=exists_ok,
+                runtime_configuration=runtime_configuration,
+            ),
+            runtime_configuration.asyncio_loop,
+        )
+
+    @classmethod
+    async def open_async(
+        cls,
+        store: StoreLike,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> Group:
+        store_path = make_store_path(store)
+        zarr_json_bytes = await (store_path / ZARR_JSON).get_async()
+        assert zarr_json_bytes is not None
+        return cls.from_json(store_path, json.loads(zarr_json_bytes), runtime_configuration)
+
+    @classmethod
+    def open(
+        cls,
+        store: StoreLike,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> Group:
+        return sync(
+            cls.open_async(store, runtime_configuration),
+            runtime_configuration.asyncio_loop,
+        )
+
+    @classmethod
+    def from_json(
+        cls,
+        store_path: StorePath,
+        zarr_json: Any,
+        runtime_configuration: RuntimeConfiguration,
+    ) -> Group:
+        group = cls(
+            metadata=GroupMetadata.from_json(zarr_json),
+            store_path=store_path,
+            runtime_configuration=runtime_configuration,
+        )
+        return group
+
+    @classmethod
+    async def open_or_array(
+        cls,
+        store: StoreLike,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> Union[Array, Group]:
+        store_path = make_store_path(store)
+        zarr_json_bytes = await (store_path / ZARR_JSON).get_async()
+        if zarr_json_bytes is None:
+            raise KeyError
+        zarr_json = json.loads(zarr_json_bytes)
+        if zarr_json["node_type"] == "group":
+            return cls.from_json(store_path, zarr_json, runtime_configuration)
+        if zarr_json["node_type"] == "array":
+            return Array.from_json(
+                store_path, zarr_json, runtime_configuration=runtime_configuration
+            )
+        raise KeyError
+
+    async def _save_metadata(self) -> None:
+        await (self.store_path / ZARR_JSON).set_async(self.metadata.to_bytes())
+
+    async def get_async(self, path: str) -> Union[Array, Group]:
+        return await self.__class__.open_or_array(
+            self.store_path / path, self.runtime_configuration
+        )
+
+    def __getitem__(self, path: str) -> Union[Array, Group]:
+        return sync(self.get_async(path), self.runtime_configuration.asyncio_loop)
+
+    async def create_group_async(self, path: str, **kwargs) -> Group:
+        runtime_configuration = kwargs.pop("runtime_configuration", self.runtime_configuration)
+        return await self.__class__.create_async(
+            self.store_path / path,
+            runtime_configuration=runtime_configuration,
+            **kwargs,
+        )
+
+    def create_group(self, path: str, **kwargs) -> Group:
+        return sync(self.create_group_async(path), self.runtime_configuration.asyncio_loop)
+
+    async def create_array_async(self, path: str, **kwargs) -> Array:
+        runtime_configuration = kwargs.pop("runtime_configuration", self.runtime_configuration)
+        return await Array.create_async(
+            self.store_path / path,
+            runtime_configuration=runtime_configuration,
+            **kwargs,
+        )
+
+    def create_array(self, path: str, **kwargs) -> Array:
+        return sync(
+            self.create_array_async(path, **kwargs),
+            self.runtime_configuration.asyncio_loop,
+        )
+
+    async def update_attributes_async(self, new_attributes: Dict[str, Any]) -> Group:
+        new_metadata = evolve(self.metadata, attributes=new_attributes)
+
+        # Write new metadata
+        await (self.store_path / ZARR_JSON).set_async(new_metadata.to_bytes())
+        return evolve(self, metadata=new_metadata)
+
+    def update_attributes(self, new_attributes: Dict[str, Any]) -> Group:
+        return sync(
+            self.update_attributes_async(new_attributes),
+            self.runtime_configuration.asyncio_loop,
+        )
+
+    def __repr__(self):
+        return f"<Group {self.store_path}>"
diff --git a/zarr/v3/group_v2.py b/zarr/v3/group_v2.py
new file mode 100644
index 0000000000..3b1a369ae2
--- /dev/null
+++ b/zarr/v3/group_v2.py
@@ -0,0 +1,218 @@
+from __future__ import annotations
+
+import asyncio
+import json
+from typing import TYPE_CHECKING, Any, Dict, Literal, Optional, Union
+
+from attr import asdict, evolve, frozen
+
+from zarr.v3.array_v2 import ArrayV2
+from zarr.v3.common import ZARRAY_JSON, ZATTRS_JSON, ZGROUP_JSON, make_cattr
+from zarr.v3.metadata import RuntimeConfiguration
+from zarr.v3.store import StoreLike, StorePath, make_store_path
+from zarr.v3.sync import sync
+
+if TYPE_CHECKING:
+    from zarr.v3.group import Group
+
+
+@frozen
+class GroupV2Metadata:
+    zarr_format: Literal[2] = 2
+
+    def to_bytes(self) -> bytes:
+        return json.dumps(asdict(self)).encode()
+
+    @classmethod
+    def from_json(cls, zarr_json: Any) -> GroupV2Metadata:
+        return make_cattr().structure(zarr_json, cls)
+
+
+@frozen
+class GroupV2:
+    metadata: GroupV2Metadata
+    store_path: StorePath
+    runtime_configuration: RuntimeConfiguration
+    attributes: Optional[Dict[str, Any]] = None
+
+    @classmethod
+    async def create_async(
+        cls,
+        store: StoreLike,
+        *,
+        attributes: Optional[Dict[str, Any]] = None,
+        exists_ok: bool = False,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> GroupV2:
+        store_path = make_store_path(store)
+        if not exists_ok:
+            assert not await (store_path / ZGROUP_JSON).exists_async()
+        group = cls(
+            metadata=GroupV2Metadata(),
+            attributes=attributes,
+            store_path=store_path,
+            runtime_configuration=runtime_configuration,
+        )
+        await group._save_metadata()
+        return group
+
+    @classmethod
+    def create(
+        cls,
+        store: StoreLike,
+        *,
+        attributes: Optional[Dict[str, Any]] = None,
+        exists_ok: bool = False,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> GroupV2:
+        return sync(
+            cls.create_async(
+                store,
+                attributes=attributes,
+                exists_ok=exists_ok,
+                runtime_configuration=runtime_configuration,
+            ),
+            runtime_configuration.asyncio_loop if runtime_configuration else None,
+        )
+
+    @classmethod
+    async def open_async(
+        cls,
+        store: StoreLike,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> GroupV2:
+        store_path = make_store_path(store)
+        zgroup_bytes = await (store_path / ZGROUP_JSON).get_async()
+        assert zgroup_bytes is not None
+        zattrs_bytes = await (store_path / ZATTRS_JSON).get_async()
+        metadata = json.loads(zgroup_bytes)
+        attributes = json.loads(zattrs_bytes) if zattrs_bytes is not None else None
+
+        return cls.from_json(
+            store_path,
+            metadata,
+            runtime_configuration,
+            attributes,
+        )
+
+    @classmethod
+    def open(
+        cls,
+        store_path: StorePath,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> GroupV2:
+        return sync(
+            cls.open_async(store_path, runtime_configuration),
+            runtime_configuration.asyncio_loop,
+        )
+
+    @classmethod
+    def from_json(
+        cls,
+        store_path: StorePath,
+        zarr_json: Any,
+        runtime_configuration: RuntimeConfiguration,
+        attributes: Optional[Dict[str, Any]] = None,
+    ) -> GroupV2:
+        group = cls(
+            metadata=GroupV2Metadata.from_json(zarr_json),
+            store_path=store_path,
+            runtime_configuration=runtime_configuration,
+            attributes=attributes,
+        )
+        return group
+
+    @staticmethod
+    async def open_or_array(
+        store: StoreLike,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> Union[ArrayV2, GroupV2]:
+        store_path = make_store_path(store)
+        zgroup_bytes, zattrs_bytes = await asyncio.gather(
+            (store_path / ZGROUP_JSON).get_async(),
+            (store_path / ZATTRS_JSON).get_async(),
+        )
+        attributes = json.loads(zattrs_bytes) if zattrs_bytes is not None else None
+        if zgroup_bytes is not None:
+            return GroupV2.from_json(
+                store_path, json.loads(zgroup_bytes), runtime_configuration, attributes
+            )
+        zarray_bytes = await (store_path / ZARRAY_JSON).get_async()
+        if zarray_bytes is not None:
+            return ArrayV2.from_json(
+                store_path, json.loads(zarray_bytes), attributes, runtime_configuration
+            )
+        raise KeyError
+
+    async def _save_metadata(self) -> None:
+        await (self.store_path / ZGROUP_JSON).set_async(self.metadata.to_bytes())
+        if self.attributes is not None and len(self.attributes) > 0:
+            await (self.store_path / ZATTRS_JSON).set_async(
+                json.dumps(self.attributes).encode(),
+            )
+        else:
+            await (self.store_path / ZATTRS_JSON).delete_async()
+
+    async def get_async(self, path: str) -> Union[ArrayV2, GroupV2]:
+        return await self.__class__.open_or_array(
+            self.store_path / path, self.runtime_configuration
+        )
+
+    def __getitem__(self, path: str) -> Union[ArrayV2, GroupV2]:
+        return sync(self.get_async(path), self.runtime_configuration.asyncio_loop)
+
+    async def create_group_async(self, path: str, **kwargs) -> GroupV2:
+        runtime_configuration = kwargs.pop("runtime_configuration", self.runtime_configuration)
+        return await self.__class__.create_async(
+            self.store_path / path,
+            runtime_configuration=runtime_configuration,
+            **kwargs,
+        )
+
+    def create_group(self, path: str, **kwargs) -> GroupV2:
+        return sync(self.create_group_async(path), self.runtime_configuration.asyncio_loop)
+
+    async def create_array_async(self, path: str, **kwargs) -> ArrayV2:
+        runtime_configuration = kwargs.pop("runtime_configuration", self.runtime_configuration)
+        return await ArrayV2.create_async(
+            self.store_path / path,
+            runtime_configuration=runtime_configuration,
+            **kwargs,
+        )
+
+    def create_array(self, path: str, **kwargs) -> ArrayV2:
+        return sync(
+            self.create_array_async(path, **kwargs),
+            self.runtime_configuration.asyncio_loop,
+        )
+
+    async def convert_to_v3_async(self) -> Group:
+        from zarr.v3.common import ZARR_JSON
+        from zarr.v3.group import Group, GroupMetadata
+
+        new_metadata = GroupMetadata(attributes=self.attributes or {})
+        new_metadata_bytes = new_metadata.to_bytes()
+
+        await (self.store_path / ZARR_JSON).set_async(new_metadata_bytes)
+
+        return Group.from_json(
+            store_path=self.store_path,
+            zarr_json=json.loads(new_metadata_bytes),
+            runtime_configuration=self.runtime_configuration,
+        )
+
+    async def update_attributes_async(self, new_attributes: Dict[str, Any]) -> GroupV2:
+        await (self.store_path / ZATTRS_JSON).set_async(json.dumps(new_attributes).encode())
+        return evolve(self, attributes=new_attributes)
+
+    def update_attributes(self, new_attributes: Dict[str, Any]) -> GroupV2:
+        return sync(
+            self.update_attributes_async(new_attributes),
+            self.runtime_configuration.asyncio_loop,
+        )
+
+    def convert_to_v3(self) -> Group:
+        return sync(self.convert_to_v3_async(), loop=self.runtime_configuration.asyncio_loop)
+
+    def __repr__(self):
+        return f"<Group_v2 {self.store_path}>"
diff --git a/zarr/v3/indexing.py b/zarr/v3/indexing.py
new file mode 100644
index 0000000000..15adad111d
--- /dev/null
+++ b/zarr/v3/indexing.py
@@ -0,0 +1,208 @@
+from __future__ import annotations
+
+import itertools
+import math
+from typing import Iterator, List, NamedTuple, Optional, Tuple
+
+from zarr.v3.common import ChunkCoords, Selection, SliceSelection, product
+
+
+def _ensure_tuple(v: Selection) -> SliceSelection:
+    if not isinstance(v, tuple):
+        v = (v,)
+    return v
+
+
+def _err_too_many_indices(selection: SliceSelection, shape: ChunkCoords):
+    raise IndexError(
+        "too many indices for array; expected {}, got {}".format(len(shape), len(selection))
+    )
+
+
+def _err_negative_step():
+    raise IndexError("only slices with step >= 1 are supported")
+
+
+def _check_selection_length(selection: SliceSelection, shape: ChunkCoords):
+    if len(selection) > len(shape):
+        _err_too_many_indices(selection, shape)
+
+
+def _ensure_selection(
+    selection: Selection,
+    shape: ChunkCoords,
+) -> SliceSelection:
+    selection = _ensure_tuple(selection)
+
+    # fill out selection if not completely specified
+    if len(selection) < len(shape):
+        selection += (slice(None),) * (len(shape) - len(selection))
+
+    # check selection not too long
+    _check_selection_length(selection, shape)
+
+    return selection
+
+
+class _ChunkDimProjection(NamedTuple):
+    dim_chunk_ix: int
+    dim_chunk_sel: slice
+    dim_out_sel: Optional[slice]
+
+
+def _ceildiv(a, b):
+    return math.ceil(a / b)
+
+
+class _SliceDimIndexer:
+    dim_sel: slice
+    dim_len: int
+    dim_chunk_len: int
+    nitems: int
+
+    start: int
+    stop: int
+    step: int
+
+    def __init__(self, dim_sel: slice, dim_len: int, dim_chunk_len: int):
+        self.start, self.stop, self.step = dim_sel.indices(dim_len)
+        if self.step < 1:
+            _err_negative_step()
+
+        self.dim_len = dim_len
+        self.dim_chunk_len = dim_chunk_len
+        self.nitems = max(0, _ceildiv((self.stop - self.start), self.step))
+        self.nchunks = _ceildiv(self.dim_len, self.dim_chunk_len)
+
+    def __iter__(self) -> Iterator[_ChunkDimProjection]:
+        # figure out the range of chunks we need to visit
+        dim_chunk_ix_from = self.start // self.dim_chunk_len
+        dim_chunk_ix_to = _ceildiv(self.stop, self.dim_chunk_len)
+
+        # iterate over chunks in range
+        for dim_chunk_ix in range(dim_chunk_ix_from, dim_chunk_ix_to):
+            # compute offsets for chunk within overall array
+            dim_offset = dim_chunk_ix * self.dim_chunk_len
+            dim_limit = min(self.dim_len, (dim_chunk_ix + 1) * self.dim_chunk_len)
+
+            # determine chunk length, accounting for trailing chunk
+            dim_chunk_len = dim_limit - dim_offset
+
+            if self.start < dim_offset:
+                # selection starts before current chunk
+                dim_chunk_sel_start = 0
+                remainder = (dim_offset - self.start) % self.step
+                if remainder:
+                    dim_chunk_sel_start += self.step - remainder
+                # compute number of previous items, provides offset into output array
+                dim_out_offset = _ceildiv((dim_offset - self.start), self.step)
+
+            else:
+                # selection starts within current chunk
+                dim_chunk_sel_start = self.start - dim_offset
+                dim_out_offset = 0
+
+            if self.stop > dim_limit:
+                # selection ends after current chunk
+                dim_chunk_sel_stop = dim_chunk_len
+
+            else:
+                # selection ends within current chunk
+                dim_chunk_sel_stop = self.stop - dim_offset
+
+            dim_chunk_sel = slice(dim_chunk_sel_start, dim_chunk_sel_stop, self.step)
+            dim_chunk_nitems = _ceildiv((dim_chunk_sel_stop - dim_chunk_sel_start), self.step)
+            dim_out_sel = slice(dim_out_offset, dim_out_offset + dim_chunk_nitems)
+
+            yield _ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
+
+
+class _ChunkProjection(NamedTuple):
+    chunk_coords: ChunkCoords
+    chunk_selection: SliceSelection
+    out_selection: SliceSelection
+
+
+class BasicIndexer:
+    dim_indexers: List[_SliceDimIndexer]
+    shape: ChunkCoords
+
+    def __init__(
+        self,
+        selection: Selection,
+        shape: Tuple[int, ...],
+        chunk_shape: Tuple[int, ...],
+    ):
+        # setup per-dimension indexers
+        self.dim_indexers = [
+            _SliceDimIndexer(dim_sel, dim_len, dim_chunk_len)
+            for dim_sel, dim_len, dim_chunk_len in zip(
+                _ensure_selection(selection, shape), shape, chunk_shape
+            )
+        ]
+        self.shape = tuple(s.nitems for s in self.dim_indexers)
+
+    def __iter__(self) -> Iterator[_ChunkProjection]:
+        for dim_projections in itertools.product(*self.dim_indexers):
+            chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
+            chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
+            out_selection = tuple(
+                p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
+            )
+
+            yield _ChunkProjection(chunk_coords, chunk_selection, out_selection)
+
+
+def morton_order_iter(chunk_shape: ChunkCoords) -> Iterator[ChunkCoords]:
+    def decode_morton(z: int, chunk_shape: ChunkCoords) -> ChunkCoords:
+        # Inspired by compressed morton code as implemented in Neuroglancer
+        # https://github.com/google/neuroglancer/blob/master/src/neuroglancer/datasource/precomputed/volume.md#compressed-morton-code
+        bits = tuple(math.ceil(math.log2(c)) for c in chunk_shape)
+        max_coords_bits = max(*bits)
+        input_bit = 0
+        input_value = z
+        out = [0 for _ in range(len(chunk_shape))]
+
+        for coord_bit in range(max_coords_bits):
+            for dim in range(len(chunk_shape)):
+                if coord_bit < bits[dim]:
+                    bit = (input_value >> input_bit) & 1
+                    out[dim] |= bit << coord_bit
+                    input_bit += 1
+        return tuple(out)
+
+    for i in range(product(chunk_shape)):
+        yield decode_morton(i, chunk_shape)
+
+
+def c_order_iter(chunks_per_shard: ChunkCoords) -> Iterator[ChunkCoords]:
+    return itertools.product(*(range(x) for x in chunks_per_shard))
+
+
+def is_total_slice(item: Selection, shape: ChunkCoords):
+    """Determine whether `item` specifies a complete slice of array with the
+    given `shape`. Used to optimize __setitem__ operations on the Chunk
+    class."""
+
+    # N.B., assume shape is normalized
+    if item == slice(None):
+        return True
+    if isinstance(item, slice):
+        item = (item,)
+    if isinstance(item, tuple):
+        return all(
+            (
+                isinstance(dim_sel, slice)
+                and (
+                    (dim_sel == slice(None))
+                    or ((dim_sel.stop - dim_sel.start == dim_len) and (dim_sel.step in [1, None]))
+                )
+            )
+            for dim_sel, dim_len in zip(item, shape)
+        )
+    else:
+        raise TypeError("expected slice or tuple of slices, found %r" % item)
+
+
+def all_chunk_coords(shape: ChunkCoords, chunk_shape: ChunkCoords) -> Iterator[ChunkCoords]:
+    return itertools.product(*(range(0, _ceildiv(s, c)) for s, c in zip(shape, chunk_shape)))
diff --git a/zarr/v3/metadata.py b/zarr/v3/metadata.py
new file mode 100644
index 0000000000..1fc43b19f0
--- /dev/null
+++ b/zarr/v3/metadata.py
@@ -0,0 +1,339 @@
+from __future__ import annotations
+
+import json
+from asyncio import AbstractEventLoop
+from enum import Enum
+from typing import Any, Dict, List, Literal, Optional, Tuple, Union
+
+import numpy as np
+from attr import asdict, field, frozen
+
+from zarr.v3.common import ChunkCoords, make_cattr
+
+
+@frozen
+class RuntimeConfiguration:
+    order: Literal["C", "F"] = "C"
+    concurrency: Optional[int] = None
+    asyncio_loop: Optional[AbstractEventLoop] = None
+
+
+def runtime_configuration(
+    order: Literal["C", "F"], concurrency: Optional[int] = None
+) -> RuntimeConfiguration:
+    return RuntimeConfiguration(order=order, concurrency=concurrency)
+
+
+class DataType(Enum):
+    bool = "bool"
+    int8 = "int8"
+    int16 = "int16"
+    int32 = "int32"
+    int64 = "int64"
+    uint8 = "uint8"
+    uint16 = "uint16"
+    uint32 = "uint32"
+    uint64 = "uint64"
+    float32 = "float32"
+    float64 = "float64"
+
+    @property
+    def byte_count(self) -> int:
+        data_type_byte_counts = {
+            DataType.bool: 1,
+            DataType.int8: 1,
+            DataType.int16: 2,
+            DataType.int32: 4,
+            DataType.int64: 8,
+            DataType.uint8: 1,
+            DataType.uint16: 2,
+            DataType.uint32: 4,
+            DataType.uint64: 8,
+            DataType.float32: 4,
+            DataType.float64: 8,
+        }
+        return data_type_byte_counts[self]
+
+    def to_numpy_shortname(self) -> str:
+        data_type_to_numpy = {
+            DataType.bool: "bool",
+            DataType.int8: "i1",
+            DataType.int16: "i2",
+            DataType.int32: "i4",
+            DataType.int64: "i8",
+            DataType.uint8: "u1",
+            DataType.uint16: "u2",
+            DataType.uint32: "u4",
+            DataType.uint64: "u8",
+            DataType.float32: "f4",
+            DataType.float64: "f8",
+        }
+        return data_type_to_numpy[self]
+
+
+dtype_to_data_type = {
+    "|b1": "bool",
+    "bool": "bool",
+    "|i1": "int8",
+    "<i2": "int16",
+    "<i4": "int32",
+    "<i8": "int64",
+    "|u1": "uint8",
+    "<u2": "uint16",
+    "<u4": "uint32",
+    "<u8": "uint64",
+    "<f4": "float32",
+    "<f8": "float64",
+}
+
+
+@frozen
+class RegularChunkGridConfigurationMetadata:
+    chunk_shape: ChunkCoords
+
+
+@frozen
+class RegularChunkGridMetadata:
+    configuration: RegularChunkGridConfigurationMetadata
+    name: Literal["regular"] = "regular"
+
+
+@frozen
+class DefaultChunkKeyEncodingConfigurationMetadata:
+    separator: Literal[".", "/"] = "/"
+
+
+@frozen
+class DefaultChunkKeyEncodingMetadata:
+    configuration: DefaultChunkKeyEncodingConfigurationMetadata = (
+        DefaultChunkKeyEncodingConfigurationMetadata()
+    )
+    name: Literal["default"] = "default"
+
+    def decode_chunk_key(self, chunk_key: str) -> ChunkCoords:
+        if chunk_key == "c":
+            return ()
+        return tuple(map(int, chunk_key[1:].split(self.configuration.separator)))
+
+    def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
+        return self.configuration.separator.join(map(str, ("c",) + chunk_coords))
+
+
+@frozen
+class V2ChunkKeyEncodingConfigurationMetadata:
+    separator: Literal[".", "/"] = "."
+
+
+@frozen
+class V2ChunkKeyEncodingMetadata:
+    configuration: V2ChunkKeyEncodingConfigurationMetadata = (
+        V2ChunkKeyEncodingConfigurationMetadata()
+    )
+    name: Literal["v2"] = "v2"
+
+    def decode_chunk_key(self, chunk_key: str) -> ChunkCoords:
+        return tuple(map(int, chunk_key.split(self.configuration.separator)))
+
+    def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
+        chunk_identifier = self.configuration.separator.join(map(str, chunk_coords))
+        return "0" if chunk_identifier == "" else chunk_identifier
+
+
+ChunkKeyEncodingMetadata = Union[DefaultChunkKeyEncodingMetadata, V2ChunkKeyEncodingMetadata]
+
+
+BloscShuffle = Literal["noshuffle", "shuffle", "bitshuffle"]
+
+
+@frozen
+class BloscCodecConfigurationMetadata:
+    typesize: int
+    cname: Literal["lz4", "lz4hc", "blosclz", "zstd", "snappy", "zlib"] = "zstd"
+    clevel: int = 5
+    shuffle: BloscShuffle = "noshuffle"
+    blocksize: int = 0
+
+
+blosc_shuffle_int_to_str: Dict[int, BloscShuffle] = {
+    0: "noshuffle",
+    1: "shuffle",
+    2: "bitshuffle",
+}
+
+
+@frozen
+class BloscCodecMetadata:
+    configuration: BloscCodecConfigurationMetadata
+    name: Literal["blosc"] = "blosc"
+
+
+@frozen
+class BytesCodecConfigurationMetadata:
+    endian: Optional[Literal["big", "little"]] = "little"
+
+
+@frozen
+class BytesCodecMetadata:
+    configuration: BytesCodecConfigurationMetadata
+    name: Literal["bytes"] = "bytes"
+
+
+@frozen
+class TransposeCodecConfigurationMetadata:
+    order: Union[Literal["C", "F"], Tuple[int, ...]] = "C"
+
+
+@frozen
+class TransposeCodecMetadata:
+    configuration: TransposeCodecConfigurationMetadata
+    name: Literal["transpose"] = "transpose"
+
+
+@frozen
+class GzipCodecConfigurationMetadata:
+    level: int = 5
+
+
+@frozen
+class GzipCodecMetadata:
+    configuration: GzipCodecConfigurationMetadata
+    name: Literal["gzip"] = "gzip"
+
+
+@frozen
+class ZstdCodecConfigurationMetadata:
+    level: int = 0
+    checksum: bool = False
+
+
+@frozen
+class ZstdCodecMetadata:
+    configuration: ZstdCodecConfigurationMetadata
+    name: Literal["zstd"] = "zstd"
+
+
+@frozen
+class Crc32cCodecMetadata:
+    name: Literal["crc32c"] = "crc32c"
+
+
+@frozen
+class ShardingCodecConfigurationMetadata:
+    chunk_shape: ChunkCoords
+    codecs: List["CodecMetadata"]
+    index_codecs: List["CodecMetadata"]
+
+
+@frozen
+class ShardingCodecMetadata:
+    configuration: ShardingCodecConfigurationMetadata
+    name: Literal["sharding_indexed"] = "sharding_indexed"
+
+
+CodecMetadata = Union[
+    BloscCodecMetadata,
+    BytesCodecMetadata,
+    TransposeCodecMetadata,
+    GzipCodecMetadata,
+    ZstdCodecMetadata,
+    ShardingCodecMetadata,
+    Crc32cCodecMetadata,
+]
+
+
+@frozen
+class CoreArrayMetadata:
+    shape: ChunkCoords
+    chunk_shape: ChunkCoords
+    data_type: DataType
+    fill_value: Any
+    runtime_configuration: RuntimeConfiguration
+
+    @property
+    def dtype(self) -> np.dtype:
+        return np.dtype(self.data_type.value)
+
+    @property
+    def ndim(self) -> int:
+        return len(self.shape)
+
+
+@frozen
+class ArrayMetadata:
+    shape: ChunkCoords
+    data_type: DataType
+    chunk_grid: RegularChunkGridMetadata
+    chunk_key_encoding: ChunkKeyEncodingMetadata
+    fill_value: Any
+    codecs: List[CodecMetadata]
+    attributes: Dict[str, Any] = field(factory=dict)
+    dimension_names: Optional[Tuple[str, ...]] = None
+    zarr_format: Literal[3] = 3
+    node_type: Literal["array"] = "array"
+
+    @property
+    def dtype(self) -> np.dtype:
+        return np.dtype(self.data_type.value)
+
+    @property
+    def ndim(self) -> int:
+        return len(self.shape)
+
+    def get_core_metadata(self, runtime_configuration: RuntimeConfiguration) -> CoreArrayMetadata:
+        return CoreArrayMetadata(
+            shape=self.shape,
+            chunk_shape=self.chunk_grid.configuration.chunk_shape,
+            data_type=self.data_type,
+            fill_value=self.fill_value,
+            runtime_configuration=runtime_configuration,
+        )
+
+    def to_bytes(self) -> bytes:
+        def _json_convert(o):
+            if isinstance(o, DataType):
+                return o.name
+            raise TypeError
+
+        return json.dumps(
+            asdict(
+                self,
+                filter=lambda attr, value: attr.name != "dimension_names" or value is not None,
+            ),
+            default=_json_convert,
+        ).encode()
+
+    @classmethod
+    def from_json(cls, zarr_json: Any) -> ArrayMetadata:
+        return make_cattr().structure(zarr_json, cls)
+
+
+@frozen
+class ArrayV2Metadata:
+    shape: ChunkCoords
+    chunks: ChunkCoords
+    dtype: np.dtype
+    fill_value: Union[None, int, float] = 0
+    order: Literal["C", "F"] = "C"
+    filters: Optional[List[Dict[str, Any]]] = None
+    dimension_separator: Literal[".", "/"] = "."
+    compressor: Optional[Dict[str, Any]] = None
+    zarr_format: Literal[2] = 2
+
+    @property
+    def ndim(self) -> int:
+        return len(self.shape)
+
+    def to_bytes(self) -> bytes:
+        def _json_convert(o):
+            if isinstance(o, np.dtype):
+                if o.fields is None:
+                    return o.str
+                else:
+                    return o.descr
+            raise TypeError
+
+        return json.dumps(asdict(self), default=_json_convert).encode()
+
+    @classmethod
+    def from_json(cls, zarr_json: Any) -> ArrayV2Metadata:
+        return make_cattr().structure(zarr_json, cls)
diff --git a/zarr/v3/sharding.py b/zarr/v3/sharding.py
new file mode 100644
index 0000000000..3c5b4bd12d
--- /dev/null
+++ b/zarr/v3/sharding.py
@@ -0,0 +1,516 @@
+from __future__ import annotations
+
+from typing import Iterator, List, Mapping, NamedTuple, Optional, Set, Tuple
+
+import numpy as np
+from attrs import frozen
+
+from zarr.v3.codecs import ArrayBytesCodec, CodecPipeline
+from zarr.v3.common import (
+    BytesLike,
+    ChunkCoords,
+    SliceSelection,
+    concurrent_map,
+    product,
+)
+from zarr.v3.indexing import (
+    BasicIndexer,
+    c_order_iter,
+    is_total_slice,
+    morton_order_iter,
+)
+from zarr.v3.metadata import (
+    CoreArrayMetadata,
+    DataType,
+    ShardingCodecConfigurationMetadata,
+    ShardingCodecMetadata,
+)
+from zarr.v3.store import StorePath
+
+MAX_UINT_64 = 2**64 - 1
+
+
+class _ShardIndex(NamedTuple):
+    # dtype uint64, shape (chunks_per_shard_0, chunks_per_shard_1, ..., 2)
+    offsets_and_lengths: np.ndarray
+
+    def _localize_chunk(self, chunk_coords: ChunkCoords) -> ChunkCoords:
+        return tuple(
+            chunk_i % shard_i
+            for chunk_i, shard_i in zip(chunk_coords, self.offsets_and_lengths.shape)
+        )
+
+    def is_all_empty(self) -> bool:
+        return bool(np.array_equiv(self.offsets_and_lengths, MAX_UINT_64))
+
+    def get_chunk_slice(self, chunk_coords: ChunkCoords) -> Optional[Tuple[int, int]]:
+        localized_chunk = self._localize_chunk(chunk_coords)
+        chunk_start, chunk_len = self.offsets_and_lengths[localized_chunk]
+        if (chunk_start, chunk_len) == (MAX_UINT_64, MAX_UINT_64):
+            return None
+        else:
+            return (int(chunk_start), int(chunk_start + chunk_len))
+
+    def set_chunk_slice(self, chunk_coords: ChunkCoords, chunk_slice: Optional[slice]) -> None:
+        localized_chunk = self._localize_chunk(chunk_coords)
+        if chunk_slice is None:
+            self.offsets_and_lengths[localized_chunk] = (MAX_UINT_64, MAX_UINT_64)
+        else:
+            self.offsets_and_lengths[localized_chunk] = (
+                chunk_slice.start,
+                chunk_slice.stop - chunk_slice.start,
+            )
+
+    def is_dense(self, chunk_byte_length: int) -> bool:
+        sorted_offsets_and_lengths = sorted(
+            [
+                (offset, length)
+                for offset, length in self.offsets_and_lengths
+                if offset != MAX_UINT_64
+            ],
+            key=lambda entry: entry[0],
+        )
+
+        # Are all non-empty offsets unique?
+        if len(
+            set(offset for offset, _ in sorted_offsets_and_lengths if offset != MAX_UINT_64)
+        ) != len(sorted_offsets_and_lengths):
+            return False
+
+        return all(
+            offset % chunk_byte_length == 0 and length == chunk_byte_length
+            for offset, length in sorted_offsets_and_lengths
+        )
+
+    @classmethod
+    def create_empty(cls, chunks_per_shard: ChunkCoords) -> _ShardIndex:
+        offsets_and_lengths = np.zeros(chunks_per_shard + (2,), dtype="<u8", order="C")
+        offsets_and_lengths.fill(MAX_UINT_64)
+        return cls(offsets_and_lengths)
+
+
+class _ShardProxy(Mapping):
+    index: _ShardIndex
+    buf: BytesLike
+
+    @classmethod
+    async def from_bytes(cls, buf: BytesLike, codec: ShardingCodec) -> _ShardProxy:
+        obj = cls()
+        obj.buf = memoryview(buf)
+        obj.index = await codec._decode_shard_index(obj.buf[-codec._shard_index_size() :])
+        return obj
+
+    @classmethod
+    def create_empty(cls, chunks_per_shard: ChunkCoords) -> _ShardProxy:
+        index = _ShardIndex.create_empty(chunks_per_shard)
+        obj = cls()
+        obj.buf = memoryview(b"")
+        obj.index = index
+        return obj
+
+    def __getitem__(self, chunk_coords: ChunkCoords) -> Optional[BytesLike]:
+        chunk_byte_slice = self.index.get_chunk_slice(chunk_coords)
+        if chunk_byte_slice:
+            return self.buf[chunk_byte_slice[0] : chunk_byte_slice[1]]
+        return None
+
+    def __len__(self) -> int:
+        return int(self.index.offsets_and_lengths.size / 2)
+
+    def __iter__(self) -> Iterator[ChunkCoords]:
+        return c_order_iter(self.index.offsets_and_lengths.shape[:-1])
+
+
+class _ShardBuilder(_ShardProxy):
+    buf: bytearray
+    index: _ShardIndex
+
+    @classmethod
+    def merge_with_morton_order(
+        cls,
+        chunks_per_shard: ChunkCoords,
+        tombstones: Set[ChunkCoords],
+        *shard_dicts: Mapping[ChunkCoords, BytesLike],
+    ) -> _ShardBuilder:
+        obj = cls.create_empty(chunks_per_shard)
+        for chunk_coords in morton_order_iter(chunks_per_shard):
+            if tombstones is not None and chunk_coords in tombstones:
+                continue
+            for shard_dict in shard_dicts:
+                maybe_value = shard_dict.get(chunk_coords, None)
+                if maybe_value is not None:
+                    obj.append(chunk_coords, maybe_value)
+                    break
+        return obj
+
+    @classmethod
+    def create_empty(cls, chunks_per_shard: ChunkCoords) -> _ShardBuilder:
+        obj = cls()
+        obj.buf = bytearray()
+        obj.index = _ShardIndex.create_empty(chunks_per_shard)
+        return obj
+
+    def append(self, chunk_coords: ChunkCoords, value: BytesLike):
+        chunk_start = len(self.buf)
+        chunk_length = len(value)
+        self.buf.extend(value)
+        self.index.set_chunk_slice(chunk_coords, slice(chunk_start, chunk_start + chunk_length))
+
+    def finalize(self, index_bytes: BytesLike) -> BytesLike:
+        self.buf.extend(index_bytes)
+        return self.buf
+
+
+@frozen
+class ShardingCodec(ArrayBytesCodec):
+    array_metadata: CoreArrayMetadata
+    configuration: ShardingCodecConfigurationMetadata
+    codec_pipeline: CodecPipeline
+    index_codec_pipeline: CodecPipeline
+    chunks_per_shard: Tuple[int, ...]
+
+    @classmethod
+    def from_metadata(
+        cls,
+        codec_metadata: ShardingCodecMetadata,
+        array_metadata: CoreArrayMetadata,
+    ) -> ShardingCodec:
+        chunks_per_shard = tuple(
+            s // c
+            for s, c in zip(
+                array_metadata.chunk_shape,
+                codec_metadata.configuration.chunk_shape,
+            )
+        )
+        # rewriting the metadata to scope it to the shard
+        shard_metadata = CoreArrayMetadata(
+            shape=array_metadata.chunk_shape,
+            chunk_shape=codec_metadata.configuration.chunk_shape,
+            data_type=array_metadata.data_type,
+            fill_value=array_metadata.fill_value,
+            runtime_configuration=array_metadata.runtime_configuration,
+        )
+        codec_pipeline = CodecPipeline.from_metadata(
+            codec_metadata.configuration.codecs, shard_metadata
+        )
+        index_codec_pipeline = CodecPipeline.from_metadata(
+            codec_metadata.configuration.index_codecs,
+            CoreArrayMetadata(
+                shape=chunks_per_shard + (2,),
+                chunk_shape=chunks_per_shard + (2,),
+                data_type=DataType.uint64,
+                fill_value=MAX_UINT_64,
+                runtime_configuration=array_metadata.runtime_configuration,
+            ),
+        )
+        return cls(
+            array_metadata=array_metadata,
+            configuration=codec_metadata.configuration,
+            codec_pipeline=codec_pipeline,
+            index_codec_pipeline=index_codec_pipeline,
+            chunks_per_shard=chunks_per_shard,
+        )
+
+    async def decode(
+        self,
+        shard_bytes: BytesLike,
+    ) -> np.ndarray:
+        # print("decode")
+        shard_shape = self.array_metadata.chunk_shape
+        chunk_shape = self.configuration.chunk_shape
+
+        indexer = BasicIndexer(
+            tuple(slice(0, s) for s in shard_shape),
+            shape=shard_shape,
+            chunk_shape=chunk_shape,
+        )
+
+        # setup output array
+        out = np.zeros(
+            shard_shape,
+            dtype=self.array_metadata.dtype,
+            order=self.array_metadata.runtime_configuration.order,
+        )
+        shard_dict = await _ShardProxy.from_bytes(shard_bytes, self)
+
+        if shard_dict.index.is_all_empty():
+            out.fill(self.array_metadata.fill_value)
+            return out
+
+        # decoding chunks and writing them into the output buffer
+        await concurrent_map(
+            [
+                (
+                    shard_dict,
+                    chunk_coords,
+                    chunk_selection,
+                    out_selection,
+                    out,
+                )
+                for chunk_coords, chunk_selection, out_selection in indexer
+            ],
+            self._read_chunk,
+            self.array_metadata.runtime_configuration.concurrency,
+        )
+
+        return out
+
+    async def decode_partial(
+        self,
+        store_path: StorePath,
+        selection: SliceSelection,
+    ) -> Optional[np.ndarray]:
+        # print("decode_partial")
+        shard_shape = self.array_metadata.chunk_shape
+        chunk_shape = self.configuration.chunk_shape
+
+        indexer = BasicIndexer(
+            selection,
+            shape=shard_shape,
+            chunk_shape=chunk_shape,
+        )
+
+        # setup output array
+        out = np.zeros(
+            indexer.shape,
+            dtype=self.array_metadata.dtype,
+            order=self.array_metadata.runtime_configuration.order,
+        )
+
+        indexed_chunks = list(indexer)
+        all_chunk_coords = set(chunk_coords for chunk_coords, _, _ in indexed_chunks)
+
+        # reading bytes of all requested chunks
+        shard_dict: Mapping[ChunkCoords, BytesLike] = {}
+        if self._is_total_shard(all_chunk_coords):
+            # read entire shard
+            shard_dict_maybe = await self._load_full_shard_maybe(store_path)
+            if shard_dict_maybe is None:
+                return None
+            shard_dict = shard_dict_maybe
+        else:
+            # read some chunks within the shard
+            shard_index = await self._load_shard_index_maybe(store_path)
+            if shard_index is None:
+                return None
+            shard_dict = {}
+            for chunk_coords in all_chunk_coords:
+                chunk_byte_slice = shard_index.get_chunk_slice(chunk_coords)
+                if chunk_byte_slice:
+                    chunk_bytes = await store_path.get_async(chunk_byte_slice)
+                    if chunk_bytes:
+                        shard_dict[chunk_coords] = chunk_bytes
+
+        # decoding chunks and writing them into the output buffer
+        await concurrent_map(
+            [
+                (
+                    shard_dict,
+                    chunk_coords,
+                    chunk_selection,
+                    out_selection,
+                    out,
+                )
+                for chunk_coords, chunk_selection, out_selection in indexed_chunks
+            ],
+            self._read_chunk,
+            self.array_metadata.runtime_configuration.concurrency,
+        )
+
+        return out
+
+    async def _read_chunk(
+        self,
+        shard_dict: Mapping[ChunkCoords, Optional[BytesLike]],
+        chunk_coords: ChunkCoords,
+        chunk_selection: SliceSelection,
+        out_selection: SliceSelection,
+        out: np.ndarray,
+    ):
+        chunk_bytes = shard_dict.get(chunk_coords, None)
+        if chunk_bytes is not None:
+            chunk_array = await self.codec_pipeline.decode(chunk_bytes)
+            tmp = chunk_array[chunk_selection]
+            out[out_selection] = tmp
+        else:
+            out[out_selection] = self.array_metadata.fill_value
+
+    async def encode(
+        self,
+        shard_array: np.ndarray,
+    ) -> Optional[BytesLike]:
+        shard_shape = self.array_metadata.chunk_shape
+        chunk_shape = self.configuration.chunk_shape
+
+        indexer = list(
+            BasicIndexer(
+                tuple(slice(0, s) for s in shard_shape),
+                shape=shard_shape,
+                chunk_shape=chunk_shape,
+            )
+        )
+
+        async def _write_chunk(
+            shard_array: np.ndarray,
+            chunk_coords: ChunkCoords,
+            chunk_selection: SliceSelection,
+            out_selection: SliceSelection,
+        ) -> Tuple[ChunkCoords, Optional[BytesLike]]:
+            if is_total_slice(chunk_selection, chunk_shape):
+                chunk_array = shard_array[out_selection]
+            else:
+                # handling writing partial chunks
+                chunk_array = np.empty(
+                    chunk_shape,
+                    dtype=self.array_metadata.dtype,
+                )
+                chunk_array.fill(self.array_metadata.fill_value)
+                chunk_array[chunk_selection] = shard_array[out_selection]
+            if not np.array_equiv(chunk_array, self.array_metadata.fill_value):
+                return (
+                    chunk_coords,
+                    await self.codec_pipeline.encode(chunk_array),
+                )
+            return (chunk_coords, None)
+
+        # assembling and encoding chunks within the shard
+        encoded_chunks: List[Tuple[ChunkCoords, Optional[BytesLike]]] = await concurrent_map(
+            [
+                (shard_array, chunk_coords, chunk_selection, out_selection)
+                for chunk_coords, chunk_selection, out_selection in indexer
+            ],
+            _write_chunk,
+            self.array_metadata.runtime_configuration.concurrency,
+        )
+        if len(encoded_chunks) == 0:
+            return None
+
+        shard_builder = _ShardBuilder.create_empty(self.chunks_per_shard)
+        for chunk_coords, chunk_bytes in encoded_chunks:
+            if chunk_bytes is not None:
+                shard_builder.append(chunk_coords, chunk_bytes)
+
+        return shard_builder.finalize(await self._encode_shard_index(shard_builder.index))
+
+    async def encode_partial(
+        self,
+        store_path: StorePath,
+        shard_array: np.ndarray,
+        selection: SliceSelection,
+    ) -> None:
+        # print("encode_partial")
+        shard_shape = self.array_metadata.chunk_shape
+        chunk_shape = self.configuration.chunk_shape
+
+        old_shard_dict = (
+            await self._load_full_shard_maybe(store_path)
+        ) or _ShardProxy.create_empty(self.chunks_per_shard)
+        new_shard_builder = _ShardBuilder.create_empty(self.chunks_per_shard)
+        tombstones: Set[ChunkCoords] = set()
+
+        indexer = list(
+            BasicIndexer(
+                selection,
+                shape=shard_shape,
+                chunk_shape=chunk_shape,
+            )
+        )
+
+        async def _write_chunk(
+            chunk_coords: ChunkCoords,
+            chunk_selection: SliceSelection,
+            out_selection: SliceSelection,
+        ) -> Tuple[ChunkCoords, Optional[BytesLike]]:
+            chunk_array = None
+            if is_total_slice(chunk_selection, self.configuration.chunk_shape):
+                chunk_array = shard_array[out_selection]
+            else:
+                # handling writing partial chunks
+                # read chunk first
+                chunk_bytes = old_shard_dict.get(chunk_coords, None)
+
+                # merge new value
+                if chunk_bytes is None:
+                    chunk_array = np.empty(
+                        self.configuration.chunk_shape,
+                        dtype=self.array_metadata.dtype,
+                    )
+                    chunk_array.fill(self.array_metadata.fill_value)
+                else:
+                    chunk_array = (
+                        await self.codec_pipeline.decode(chunk_bytes)
+                    ).copy()  # make a writable copy
+                chunk_array[chunk_selection] = shard_array[out_selection]
+
+            if not np.array_equiv(chunk_array, self.array_metadata.fill_value):
+                return (
+                    chunk_coords,
+                    await self.codec_pipeline.encode(chunk_array),
+                )
+            else:
+                return (chunk_coords, None)
+
+        encoded_chunks: List[Tuple[ChunkCoords, Optional[BytesLike]]] = await concurrent_map(
+            [
+                (
+                    chunk_coords,
+                    chunk_selection,
+                    out_selection,
+                )
+                for chunk_coords, chunk_selection, out_selection in indexer
+            ],
+            _write_chunk,
+            self.array_metadata.runtime_configuration.concurrency,
+        )
+
+        for chunk_coords, chunk_bytes in encoded_chunks:
+            if chunk_bytes is not None:
+                new_shard_builder.append(chunk_coords, chunk_bytes)
+            else:
+                tombstones.add(chunk_coords)
+
+        shard_builder = _ShardBuilder.merge_with_morton_order(
+            self.chunks_per_shard, tombstones, new_shard_builder, old_shard_dict
+        )
+
+        if shard_builder.index.is_all_empty():
+            await store_path.delete_async()
+        else:
+            await store_path.set_async(
+                shard_builder.finalize(await self._encode_shard_index(shard_builder.index))
+            )
+
+    def _is_total_shard(self, all_chunk_coords: Set[ChunkCoords]) -> bool:
+        return len(all_chunk_coords) == product(self.chunks_per_shard) and all(
+            chunk_coords in all_chunk_coords for chunk_coords in c_order_iter(self.chunks_per_shard)
+        )
+
+    async def _decode_shard_index(self, index_bytes: BytesLike) -> _ShardIndex:
+        return _ShardIndex(await self.index_codec_pipeline.decode(index_bytes))
+
+    async def _encode_shard_index(self, index: _ShardIndex) -> BytesLike:
+        index_bytes = await self.index_codec_pipeline.encode(index.offsets_and_lengths)
+        assert index_bytes is not None
+        return index_bytes
+
+    def _shard_index_size(self) -> int:
+        return self.index_codec_pipeline.compute_encoded_size(16 * product(self.chunks_per_shard))
+
+    async def _load_shard_index_maybe(self, store_path: StorePath) -> Optional[_ShardIndex]:
+        index_bytes = await store_path.get_async((-self._shard_index_size(), None))
+        if index_bytes is not None:
+            return await self._decode_shard_index(index_bytes)
+        return None
+
+    async def _load_shard_index(self, store_path: StorePath) -> _ShardIndex:
+        return (await self._load_shard_index_maybe(store_path)) or _ShardIndex.create_empty(
+            self.chunks_per_shard
+        )
+
+    async def _load_full_shard_maybe(self, store_path: StorePath) -> Optional[_ShardProxy]:
+        shard_bytes = await store_path.get_async()
+
+        return await _ShardProxy.from_bytes(shard_bytes, self) if shard_bytes else None
+
+    def compute_encoded_size(self, input_byte_length: int) -> int:
+        return input_byte_length + self._shard_index_size()
diff --git a/zarr/v3/store.py b/zarr/v3/store.py
new file mode 100644
index 0000000000..f7472c68d2
--- /dev/null
+++ b/zarr/v3/store.py
@@ -0,0 +1,304 @@
+# TODO:
+# 1. Stores should inherit from zarr.v3.abc.store classes
+# 2. remove "_async" suffix from all methods?
+
+# Changes I've made here:
+# 1. Make delay import of fsspec
+
+from __future__ import annotations
+
+import asyncio
+import io
+from pathlib import Path
+from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union
+
+from zarr.v3.common import BytesLike, to_thread
+
+if TYPE_CHECKING:
+    from upath import UPath
+    from fsspec.asyn import AsyncFileSystem
+
+
+def _dereference_path(root: str, path: str) -> str:
+    assert isinstance(root, str)
+    assert isinstance(path, str)
+    root = root.rstrip("/")
+    path = f"{root}/{path}" if root != "" else path
+    path = path.rstrip("/")
+    return path
+
+
+class StorePath:
+    store: Store
+    path: str
+
+    def __init__(self, store: Store, path: Optional[str] = None):
+        self.store = store
+        self.path = path or ""
+
+    @classmethod
+    def from_path(cls, pth: Path) -> StorePath:
+        return cls(Store.from_path(pth))
+
+    async def get_async(
+        self, byte_range: Optional[Tuple[int, Optional[int]]] = None
+    ) -> Optional[BytesLike]:
+        return await self.store.get_async(self.path, byte_range)
+
+    async def set_async(
+        self, value: BytesLike, byte_range: Optional[Tuple[int, int]] = None
+    ) -> None:
+        await self.store.set_async(self.path, value, byte_range)
+
+    async def delete_async(self) -> None:
+        await self.store.delete_async(self.path)
+
+    async def exists_async(self) -> bool:
+        return await self.store.exists_async(self.path)
+
+    def __truediv__(self, other: str) -> StorePath:
+        return self.__class__(self.store, _dereference_path(self.path, other))
+
+    def __str__(self) -> str:
+        return _dereference_path(str(self.store), self.path)
+
+    def __repr__(self) -> str:
+        return f"StorePath({self.store.__class__.__name__}, {repr(str(self))})"
+
+
+class Store:
+    supports_partial_writes = False
+
+    @classmethod
+    def from_path(cls, pth: Path) -> Store:
+        try:
+            from upath import UPath
+            from upath.implementations.local import PosixUPath, WindowsUPath
+
+            if isinstance(pth, UPath) and not isinstance(pth, (PosixUPath, WindowsUPath)):
+                storage_options = pth._kwargs.copy()
+                storage_options.pop("_url", None)
+                return RemoteStore(str(pth), **storage_options)
+        except ImportError:
+            pass
+
+        return LocalStore(pth)
+
+    async def multi_get_async(
+        self, keys: List[Tuple[str, Optional[Tuple[int, int]]]]
+    ) -> List[Optional[BytesLike]]:
+        return await asyncio.gather(*[self.get_async(key, byte_range) for key, byte_range in keys])
+
+    async def get_async(
+        self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
+    ) -> Optional[BytesLike]:
+        raise NotImplementedError
+
+    async def multi_set_async(
+        self, key_values: List[Tuple[str, BytesLike, Optional[Tuple[int, int]]]]
+    ) -> None:
+        await asyncio.gather(
+            *[self.set_async(key, value, byte_range) for key, value, byte_range in key_values]
+        )
+
+    async def set_async(
+        self, key: str, value: BytesLike, byte_range: Optional[Tuple[int, int]] = None
+    ) -> None:
+        raise NotImplementedError
+
+    async def delete_async(self, key: str) -> None:
+        raise NotImplementedError
+
+    async def exists_async(self, key: str) -> bool:
+        raise NotImplementedError
+
+    def __truediv__(self, other: str) -> StorePath:
+        return StorePath(self, other)
+
+
+class LocalStore(Store):
+    supports_partial_writes = True
+    root: Path
+    auto_mkdir: bool
+
+    def __init__(self, root: Union[Path, str], auto_mkdir: bool = True):
+        if isinstance(root, str):
+            root = Path(root)
+        assert isinstance(root, Path)
+
+        self.root = root
+        self.auto_mkdir = auto_mkdir
+
+    def _cat_file(
+        self, path: Path, start: Optional[int] = None, end: Optional[int] = None
+    ) -> BytesLike:
+        if start is None and end is None:
+            return path.read_bytes()
+        with path.open("rb") as f:
+            size = f.seek(0, io.SEEK_END)
+            if start is not None:
+                if start >= 0:
+                    f.seek(start)
+                else:
+                    f.seek(max(0, size + start))
+            if end is not None:
+                if end < 0:
+                    end = size + end
+                return f.read(end - f.tell())
+            return f.read()
+
+    def _put_file(
+        self,
+        path: Path,
+        value: BytesLike,
+        start: Optional[int] = None,
+    ):
+        if self.auto_mkdir:
+            path.parent.mkdir(parents=True, exist_ok=True)
+        if start is not None:
+            with path.open("r+b") as f:
+                f.seek(start)
+                f.write(value)
+        else:
+            return path.write_bytes(value)
+
+    async def get_async(
+        self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
+    ) -> Optional[BytesLike]:
+        assert isinstance(key, str)
+        path = self.root / key
+
+        try:
+            value = await (
+                to_thread(self._cat_file, path, byte_range[0], byte_range[1])
+                if byte_range is not None
+                else to_thread(self._cat_file, path)
+            )
+        except (FileNotFoundError, IsADirectoryError, NotADirectoryError):
+            return None
+
+        return value
+
+    async def set_async(
+        self, key: str, value: BytesLike, byte_range: Optional[Tuple[int, int]] = None
+    ) -> None:
+        assert isinstance(key, str)
+        path = self.root / key
+
+        if byte_range is not None:
+            await to_thread(self._put_file, path, value, byte_range[0])
+        else:
+            await to_thread(self._put_file, path, value)
+
+    async def delete_async(self, key: str) -> None:
+        path = self.root / key
+        await to_thread(path.unlink, True)
+
+    async def exists_async(self, key: str) -> bool:
+        path = self.root / key
+        return await to_thread(path.exists)
+
+    def __str__(self) -> str:
+        return f"file://{self.root}"
+
+    def __repr__(self) -> str:
+        return f"LocalStore({repr(str(self))})"
+
+
+class RemoteStore(Store):
+    root: UPath
+
+    def __init__(self, url: Union[UPath, str], **storage_options: Dict[str, Any]):
+        from upath import UPath
+        import fsspec
+
+        if isinstance(url, str):
+            self.root = UPath(url, **storage_options)
+        else:
+            assert len(storage_options) == 0, (
+                "If constructed with a UPath object, no additional "
+                + "storage_options are allowed."
+            )
+            self.root = url.rstrip("/")
+        # test instantiate file system
+        fs, _ = fsspec.core.url_to_fs(str(self.root), asynchronous=True, **self.root._kwargs)
+        assert fs.__class__.async_impl, "FileSystem needs to support async operations."
+
+    def make_fs(self) -> Tuple[AsyncFileSystem, str]:
+        import fsspec
+
+        storage_options = self.root._kwargs.copy()
+        storage_options.pop("_url", None)
+        fs, root = fsspec.core.url_to_fs(str(self.root), asynchronous=True, **self.root._kwargs)
+        assert fs.__class__.async_impl, "FileSystem needs to support async operations."
+        return fs, root
+
+    async def get_async(
+        self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
+    ) -> Optional[BytesLike]:
+        assert isinstance(key, str)
+        fs, root = self.make_fs()
+        path = _dereference_path(root, key)
+
+        try:
+            value = await (
+                fs._cat_file(path, start=byte_range[0], end=byte_range[1])
+                if byte_range
+                else fs._cat_file(path)
+            )
+        except (FileNotFoundError, IsADirectoryError, NotADirectoryError):
+            return None
+
+        return value
+
+    async def set_async(
+        self, key: str, value: BytesLike, byte_range: Optional[Tuple[int, int]] = None
+    ) -> None:
+        assert isinstance(key, str)
+        fs, root = self.make_fs()
+        path = _dereference_path(root, key)
+
+        # write data
+        if byte_range:
+            with fs._open(path, "r+b") as f:
+                f.seek(byte_range[0])
+                f.write(value)
+        else:
+            await fs._pipe_file(path, value)
+
+    async def delete_async(self, key: str) -> None:
+        fs, root = self.make_fs()
+        path = _dereference_path(root, key)
+        if await fs._exists(path):
+            await fs._rm(path)
+
+    async def exists_async(self, key: str) -> bool:
+        fs, root = self.make_fs()
+        path = _dereference_path(root, key)
+        return await fs._exists(path)
+
+    def __str__(self) -> str:
+        return str(self.root)
+
+    def __repr__(self) -> str:
+        return f"RemoteStore({repr(str(self))})"
+
+
+StoreLike = Union[Store, StorePath, Path, str]
+
+
+def make_store_path(store_like: StoreLike) -> StorePath:
+    if isinstance(store_like, StorePath):
+        return store_like
+    elif isinstance(store_like, Store):
+        return StorePath(store_like)
+    elif isinstance(store_like, Path):
+        return StorePath(Store.from_path(store_like))
+    elif isinstance(store_like, str):
+        try:
+            from upath import UPath
+
+            return StorePath(Store.from_path(UPath(store_like)))
+        except ImportError:
+            return StorePath(LocalStore(Path(store_like)))
+    raise TypeError
diff --git a/zarr/v3/sync.py b/zarr/v3/sync.py
new file mode 100644
index 0000000000..ef3a6e08c0
--- /dev/null
+++ b/zarr/v3/sync.py
@@ -0,0 +1,87 @@
+from __future__ import annotations
+
+import asyncio
+import threading
+from typing import Any, Coroutine, List, Optional
+
+# From https://github.com/fsspec/filesystem_spec/blob/master/fsspec/asyn.py
+
+iothread: List[Optional[threading.Thread]] = [None]  # dedicated IO thread
+loop: List[Optional[asyncio.AbstractEventLoop]] = [
+    None
+]  # global event loop for any non-async instance
+_lock: Optional[threading.Lock] = None  # global lock placeholder
+get_running_loop = asyncio.get_running_loop
+
+
+def _get_lock() -> threading.Lock:
+    """Allocate or return a threading lock.
+
+    The lock is allocated on first use to allow setting one lock per forked process.
+    """
+    global _lock
+    if not _lock:
+        _lock = threading.Lock()
+    return _lock
+
+
+async def _runner(event: threading.Event, coro: Coroutine, result_box: List[Optional[Any]]):
+    try:
+        result_box[0] = await coro
+    except Exception as ex:
+        result_box[0] = ex
+    finally:
+        event.set()
+
+
+def sync(coro: Coroutine, loop: Optional[asyncio.AbstractEventLoop] = None):
+    """
+    Make loop run coroutine until it returns. Runs in other thread
+
+    Examples
+    --------
+    >>> sync(async_function(), existing_loop)
+    """
+    if loop is None:
+        # NB: if the loop is not running *yet*, it is OK to submit work
+        # and we will wait for it
+        loop = _get_loop()
+    if loop is None or loop.is_closed():
+        raise RuntimeError("Loop is not running")
+    try:
+        loop0 = asyncio.events.get_running_loop()
+        if loop0 is loop:
+            raise NotImplementedError("Calling sync() from within a running loop")
+    except RuntimeError:
+        pass
+    result_box: List[Optional[Any]] = [None]
+    event = threading.Event()
+    asyncio.run_coroutine_threadsafe(_runner(event, coro, result_box), loop)
+    while True:
+        # this loops allows thread to get interrupted
+        if event.wait(1):
+            break
+
+    return_result = result_box[0]
+    if isinstance(return_result, BaseException):
+        raise return_result
+    else:
+        return return_result
+
+
+def _get_loop():
+    """Create or return the default fsspec IO loop
+
+    The loop will be running on a separate thread.
+    """
+    if loop[0] is None:
+        with _get_lock():
+            # repeat the check just in case the loop got filled between the
+            # previous two calls from another thread
+            if loop[0] is None:
+                loop[0] = asyncio.new_event_loop()
+                th = threading.Thread(target=loop[0].run_forever, name="zarrIO")
+                th.daemon = True
+                th.start()
+                iothread[0] = th
+    return loop[0]

From 25dbeeda7d3a300569b358c157c5bd1c02ddaec3 Mon Sep 17 00:00:00 2001
From: Janick Martinez Esturo <janick@jme.pub>
Date: Tue, 5 Dec 2023 22:31:03 +0100
Subject: [PATCH 0389/1078] * Cache result of FSStore._fsspec_installed (#1581)

Prevent runtime-overhead in doing this check multiple times
---
 docs/release.rst | 3 +++
 zarr/storage.py  | 2 ++
 2 files changed, 5 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index 9873d62896..842c36e290 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -43,6 +43,9 @@ Docs
 Maintenance
 ~~~~~~~~~~~
 
+* Cache result of ``FSStore._fsspec_installed()``.
+  By :user:`Janick Martinez Esturo <ph03>` :issue:`1581`.
+
 * Extend copyright notice to 2023.
   By :user:`Jack Kelly <JackKelly>` :issue:`1528`.
 
diff --git a/zarr/storage.py b/zarr/storage.py
index b36f804ebd..a7426e5345 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -28,6 +28,7 @@
 import zipfile
 from collections import OrderedDict
 from collections.abc import MutableMapping
+from functools import lru_cache
 from os import scandir
 from pickle import PicklingError
 from threading import Lock, RLock
@@ -1540,6 +1541,7 @@ def clear(self):
         self.map.clear()
 
     @classmethod
+    @lru_cache(maxsize=None)
     def _fsspec_installed(cls):
         """Returns true if fsspec is installed"""
         import importlib.util

From 1a9888637c847e88126b100c5cfa99f5c654bb03 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Wed, 6 Dec 2023 16:15:35 +0100
Subject: [PATCH 0390/1078] Extensible codecs for V3 (#1588)

* Pull Zarrita into Zarr-Python @ 78274781ad64aef95772eb4b083f7ea9b7d03d06

No code changes to Zarrita were made.

* apply zarr lint rules

* zarrita -> v3

* v3/abc [wip]

* use abcs plus implementation notes

* working on making codecs extensible

* adds index_location

* adds support for codec entry points

* adds tests from zarrita

* fixes types

* Apply suggestions from code review

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* remove test codec from pyproject.toml

---------

Co-authored-by: Joseph Hamman <joe@earthmover.io>
Co-authored-by: Joe Hamman <jhamman1@gmail.com>
---
 .pre-commit-config.yaml          |   3 +-
 zarr/tests/test_codecs_v3.py     | 989 +++++++++++++++++++++++++++++++
 zarr/v3/abc/codec.py             |  42 +-
 zarr/v3/array.py                 |  12 +-
 zarr/v3/codecs.py                | 514 ----------------
 zarr/v3/codecs/__init__.py       | 232 ++++++++
 zarr/v3/codecs/blosc.py          |  99 ++++
 zarr/v3/codecs/bytes.py          | 105 ++++
 zarr/v3/codecs/crc32c_.py        |  64 ++
 zarr/v3/codecs/gzip.py           |  70 +++
 zarr/v3/codecs/registry.py       |  56 ++
 zarr/v3/{ => codecs}/sharding.py | 101 +++-
 zarr/v3/codecs/transpose.py      | 114 ++++
 zarr/v3/codecs/zstd.py           |  80 +++
 zarr/v3/common.py                |  28 +-
 zarr/v3/metadata.py              | 106 +---
 zarr/v3/store.py                 |  49 +-
 17 files changed, 2001 insertions(+), 663 deletions(-)
 create mode 100644 zarr/tests/test_codecs_v3.py
 delete mode 100644 zarr/v3/codecs.py
 create mode 100644 zarr/v3/codecs/__init__.py
 create mode 100644 zarr/v3/codecs/blosc.py
 create mode 100644 zarr/v3/codecs/bytes.py
 create mode 100644 zarr/v3/codecs/crc32c_.py
 create mode 100644 zarr/v3/codecs/gzip.py
 create mode 100644 zarr/v3/codecs/registry.py
 rename zarr/v3/{ => codecs}/sharding.py (85%)
 create mode 100644 zarr/v3/codecs/transpose.py
 create mode 100644 zarr/v3/codecs/zstd.py

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index f22dc39832..a8ee599137 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -27,7 +27,7 @@ repos:
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.3.0
+    rev: v1.7.1
     hooks:
       - id: mypy
         files: zarr
@@ -35,3 +35,4 @@ repos:
         additional_dependencies:
           - types-redis
           - types-setuptools
+          - attrs
diff --git a/zarr/tests/test_codecs_v3.py b/zarr/tests/test_codecs_v3.py
new file mode 100644
index 0000000000..93acdb2ba1
--- /dev/null
+++ b/zarr/tests/test_codecs_v3.py
@@ -0,0 +1,989 @@
+from __future__ import annotations
+
+import json
+from typing import Iterator, List, Literal, Optional
+from attr import frozen
+
+import numpy as np
+import pytest
+import zarr
+from zarr.v3 import codecs
+from zarr.v3.array import Array, AsyncArray
+from zarr.v3.common import Selection
+from zarr.v3.indexing import morton_order_iter
+from zarr.v3.metadata import CodecMetadata, ShardingCodecIndexLocation, runtime_configuration
+
+from zarr.v3.store import MemoryStore, Store
+
+
+@frozen
+class _AsyncArrayProxy:
+    array: AsyncArray
+
+    def __getitem__(self, selection: Selection) -> _AsyncArraySelectionProxy:
+        return _AsyncArraySelectionProxy(self.array, selection)
+
+
+@frozen
+class _AsyncArraySelectionProxy:
+    array: AsyncArray
+    selection: Selection
+
+    async def get(self) -> np.ndarray:
+        return await self.array.getitem(self.selection)
+
+    async def set(self, value: np.ndarray):
+        return await self.array.setitem(self.selection, value)
+
+
+@pytest.fixture
+def store() -> Iterator[Store]:
+    yield MemoryStore()
+
+
+@pytest.fixture
+def sample_data() -> np.ndarray:
+    return np.arange(0, 128 * 128 * 128, dtype="uint16").reshape((128, 128, 128), order="F")
+
+
+@pytest.mark.parametrize(
+    "index_location", [ShardingCodecIndexLocation.start, ShardingCodecIndexLocation.end]
+)
+def test_sharding(
+    store: Store, sample_data: np.ndarray, index_location: ShardingCodecIndexLocation
+):
+    a = Array.create(
+        store / "sample",
+        shape=sample_data.shape,
+        chunk_shape=(64, 64, 64),
+        dtype=sample_data.dtype,
+        fill_value=0,
+        codecs=[
+            codecs.sharding_codec(
+                (32, 32, 32),
+                [
+                    codecs.transpose_codec("F", sample_data.ndim),
+                    codecs.bytes_codec(),
+                    codecs.blosc_codec(typesize=sample_data.dtype.itemsize, cname="lz4"),
+                ],
+                index_location=index_location,
+            )
+        ],
+    )
+
+    a[:, :, :] = sample_data
+
+    read_data = a[0 : sample_data.shape[0], 0 : sample_data.shape[1], 0 : sample_data.shape[2]]
+    assert sample_data.shape == read_data.shape
+    assert np.array_equal(sample_data, read_data)
+
+
+@pytest.mark.parametrize(
+    "index_location", [ShardingCodecIndexLocation.start, ShardingCodecIndexLocation.end]
+)
+def test_sharding_partial(
+    store: Store, sample_data: np.ndarray, index_location: ShardingCodecIndexLocation
+):
+    a = Array.create(
+        store / "sample",
+        shape=tuple(a + 10 for a in sample_data.shape),
+        chunk_shape=(64, 64, 64),
+        dtype=sample_data.dtype,
+        fill_value=0,
+        codecs=[
+            codecs.sharding_codec(
+                (32, 32, 32),
+                [
+                    codecs.transpose_codec("F", sample_data.ndim),
+                    codecs.bytes_codec(),
+                    codecs.blosc_codec(typesize=sample_data.dtype.itemsize, cname="lz4"),
+                ],
+                index_location=index_location,
+            )
+        ],
+    )
+
+    a[10:, 10:, 10:] = sample_data
+
+    read_data = a[0:10, 0:10, 0:10]
+    assert np.all(read_data == 0)
+
+    read_data = a[10:, 10:, 10:]
+    assert sample_data.shape == read_data.shape
+    assert np.array_equal(sample_data, read_data)
+
+
+@pytest.mark.parametrize(
+    "index_location", [ShardingCodecIndexLocation.start, ShardingCodecIndexLocation.end]
+)
+def test_sharding_partial_read(
+    store: Store, sample_data: np.ndarray, index_location: ShardingCodecIndexLocation
+):
+    a = Array.create(
+        store / "sample",
+        shape=tuple(a + 10 for a in sample_data.shape),
+        chunk_shape=(64, 64, 64),
+        dtype=sample_data.dtype,
+        fill_value=1,
+        codecs=[
+            codecs.sharding_codec(
+                (32, 32, 32),
+                [
+                    codecs.transpose_codec("F", sample_data.ndim),
+                    codecs.bytes_codec(),
+                    codecs.blosc_codec(typesize=sample_data.dtype.itemsize, cname="lz4"),
+                ],
+                index_location=index_location,
+            )
+        ],
+    )
+
+    read_data = a[0:10, 0:10, 0:10]
+    assert np.all(read_data == 1)
+
+
+@pytest.mark.parametrize(
+    "index_location", [ShardingCodecIndexLocation.start, ShardingCodecIndexLocation.end]
+)
+def test_sharding_partial_overwrite(
+    store: Store, sample_data: np.ndarray, index_location: ShardingCodecIndexLocation
+):
+    data = sample_data[:10, :10, :10]
+
+    a = Array.create(
+        store / "sample",
+        shape=tuple(a + 10 for a in data.shape),
+        chunk_shape=(64, 64, 64),
+        dtype=data.dtype,
+        fill_value=1,
+        codecs=[
+            codecs.sharding_codec(
+                (32, 32, 32),
+                [
+                    codecs.transpose_codec("F", data.ndim),
+                    codecs.bytes_codec(),
+                    codecs.blosc_codec(typesize=data.dtype.itemsize, cname="lz4"),
+                ],
+                index_location=index_location,
+            )
+        ],
+    )
+
+    a[:10, :10, :10] = data
+
+    read_data = a[0:10, 0:10, 0:10]
+    assert np.array_equal(data, read_data)
+
+    data = data + 10
+    a[:10, :10, :10] = data
+    read_data = a[0:10, 0:10, 0:10]
+    assert np.array_equal(data, read_data)
+
+
+@pytest.mark.parametrize(
+    "outer_index_location",
+    [ShardingCodecIndexLocation.start, ShardingCodecIndexLocation.end],
+)
+@pytest.mark.parametrize(
+    "inner_index_location",
+    [ShardingCodecIndexLocation.start, ShardingCodecIndexLocation.end],
+)
+def test_nested_sharding(
+    store: Store,
+    sample_data: np.ndarray,
+    outer_index_location: ShardingCodecIndexLocation,
+    inner_index_location: ShardingCodecIndexLocation,
+):
+    a = Array.create(
+        store / "l4_sample" / "color" / "1",
+        shape=sample_data.shape,
+        chunk_shape=(64, 64, 64),
+        dtype=sample_data.dtype,
+        fill_value=0,
+        codecs=[
+            codecs.sharding_codec(
+                (32, 32, 32),
+                [codecs.sharding_codec((16, 16, 16), index_location=inner_index_location)],
+                index_location=outer_index_location,
+            )
+        ],
+    )
+
+    a[:, :, :] = sample_data
+
+    read_data = a[0 : sample_data.shape[0], 0 : sample_data.shape[1], 0 : sample_data.shape[2]]
+    assert sample_data.shape == read_data.shape
+    assert np.array_equal(sample_data, read_data)
+
+
+@pytest.mark.parametrize("input_order", ["F", "C"])
+@pytest.mark.parametrize("store_order", ["F", "C"])
+@pytest.mark.parametrize("runtime_write_order", ["F", "C"])
+@pytest.mark.parametrize("runtime_read_order", ["F", "C"])
+@pytest.mark.parametrize("with_sharding", [True, False])
+@pytest.mark.asyncio
+async def test_order(
+    store: Store,
+    input_order: Literal["F", "C"],
+    store_order: Literal["F", "C"],
+    runtime_write_order: Literal["F", "C"],
+    runtime_read_order: Literal["F", "C"],
+    with_sharding: bool,
+):
+    data = np.arange(0, 256, dtype="uint16").reshape((32, 8), order=input_order)
+
+    codecs_: List[CodecMetadata] = (
+        [
+            codecs.sharding_codec(
+                (16, 8),
+                codecs=[codecs.transpose_codec(store_order, data.ndim), codecs.bytes_codec()],
+            )
+        ]
+        if with_sharding
+        else [codecs.transpose_codec(store_order, data.ndim), codecs.bytes_codec()]
+    )
+
+    a = await AsyncArray.create(
+        store / "order",
+        shape=data.shape,
+        chunk_shape=(32, 8),
+        dtype=data.dtype,
+        fill_value=0,
+        chunk_key_encoding=("v2", "."),
+        codecs=codecs_,
+        runtime_configuration=runtime_configuration(runtime_write_order),
+    )
+
+    await _AsyncArrayProxy(a)[:, :].set(data)
+    read_data = await _AsyncArrayProxy(a)[:, :].get()
+    assert np.array_equal(data, read_data)
+
+    a = await AsyncArray.open(
+        store / "order",
+        runtime_configuration=runtime_configuration(order=runtime_read_order),
+    )
+    read_data = await _AsyncArrayProxy(a)[:, :].get()
+    assert np.array_equal(data, read_data)
+
+    if runtime_read_order == "F":
+        assert read_data.flags["F_CONTIGUOUS"]
+        assert not read_data.flags["C_CONTIGUOUS"]
+    else:
+        assert not read_data.flags["F_CONTIGUOUS"]
+        assert read_data.flags["C_CONTIGUOUS"]
+
+    if not with_sharding:
+        # Compare with zarr-python
+        z = zarr.create(
+            shape=data.shape,
+            chunks=(32, 8),
+            dtype="<u2",
+            order=store_order,
+            compressor=None,
+            fill_value=1,
+        )
+        z[:, :] = data
+        assert await store.get_async("order/0.0") == z._store["0.0"]
+
+
+@pytest.mark.parametrize("input_order", ["F", "C"])
+@pytest.mark.parametrize("runtime_write_order", ["F", "C"])
+@pytest.mark.parametrize("runtime_read_order", ["F", "C"])
+@pytest.mark.parametrize("with_sharding", [True, False])
+def test_order_implicit(
+    store: Store,
+    input_order: Literal["F", "C"],
+    runtime_write_order: Literal["F", "C"],
+    runtime_read_order: Literal["F", "C"],
+    with_sharding: bool,
+):
+    data = np.arange(0, 256, dtype="uint16").reshape((16, 16), order=input_order)
+
+    codecs_: Optional[List[CodecMetadata]] = (
+        [codecs.sharding_codec((8, 8))] if with_sharding else None
+    )
+
+    a = Array.create(
+        store / "order_implicit",
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype=data.dtype,
+        fill_value=0,
+        codecs=codecs_,
+        runtime_configuration=runtime_configuration(runtime_write_order),
+    )
+
+    a[:, :] = data
+
+    a = Array.open(
+        store / "order_implicit",
+        runtime_configuration=runtime_configuration(order=runtime_read_order),
+    )
+    read_data = a[:, :]
+    assert np.array_equal(data, read_data)
+
+    if runtime_read_order == "F":
+        assert read_data.flags["F_CONTIGUOUS"]
+        assert not read_data.flags["C_CONTIGUOUS"]
+    else:
+        assert not read_data.flags["F_CONTIGUOUS"]
+        assert read_data.flags["C_CONTIGUOUS"]
+
+
+@pytest.mark.parametrize("input_order", ["F", "C"])
+@pytest.mark.parametrize("runtime_write_order", ["F", "C"])
+@pytest.mark.parametrize("runtime_read_order", ["F", "C"])
+@pytest.mark.parametrize("with_sharding", [True, False])
+@pytest.mark.asyncio
+async def test_transpose(
+    store: Store,
+    input_order: Literal["F", "C"],
+    runtime_write_order: Literal["F", "C"],
+    runtime_read_order: Literal["F", "C"],
+    with_sharding: bool,
+):
+    data = np.arange(0, 256, dtype="uint16").reshape((1, 32, 8), order=input_order)
+
+    codecs_: List[CodecMetadata] = (
+        [
+            codecs.sharding_codec(
+                (1, 16, 8),
+                codecs=[codecs.transpose_codec((2, 1, 0)), codecs.bytes_codec()],
+            )
+        ]
+        if with_sharding
+        else [codecs.transpose_codec((2, 1, 0)), codecs.bytes_codec()]
+    )
+
+    a = await AsyncArray.create(
+        store / "transpose",
+        shape=data.shape,
+        chunk_shape=(1, 32, 8),
+        dtype=data.dtype,
+        fill_value=0,
+        chunk_key_encoding=("v2", "."),
+        codecs=codecs_,
+        runtime_configuration=runtime_configuration(runtime_write_order),
+    )
+
+    await _AsyncArrayProxy(a)[:, :].set(data)
+    read_data = await _AsyncArrayProxy(a)[:, :].get()
+    assert np.array_equal(data, read_data)
+
+    a = await AsyncArray.open(
+        store / "transpose",
+        runtime_configuration=runtime_configuration(runtime_read_order),
+    )
+    read_data = await _AsyncArrayProxy(a)[:, :].get()
+    assert np.array_equal(data, read_data)
+
+    if runtime_read_order == "F":
+        assert read_data.flags["F_CONTIGUOUS"]
+        assert not read_data.flags["C_CONTIGUOUS"]
+    else:
+        assert not read_data.flags["F_CONTIGUOUS"]
+        assert read_data.flags["C_CONTIGUOUS"]
+
+    if not with_sharding:
+        # Compare with zarr-python
+        z = zarr.create(
+            shape=data.shape,
+            chunks=(1, 32, 8),
+            dtype="<u2",
+            order="F",
+            compressor=None,
+            fill_value=1,
+        )
+        z[:, :] = data
+        assert await store.get_async("transpose/0.0") == await store.get_async("transpose_zarr/0.0")
+
+
+def test_transpose_invalid(
+    store: Store,
+):
+    data = np.arange(0, 256, dtype="uint16").reshape((1, 32, 8))
+
+    for order in [(1, 0), (3, 2, 1), (3, 3, 1)]:
+        with pytest.raises(AssertionError):
+            Array.create(
+                store / "transpose_invalid",
+                shape=data.shape,
+                chunk_shape=(1, 32, 8),
+                dtype=data.dtype,
+                fill_value=0,
+                chunk_key_encoding=("v2", "."),
+                codecs=[codecs.transpose_codec(order), codecs.bytes_codec()],
+            )
+
+
+def test_open(store: Store):
+    a = Array.create(
+        store / "open",
+        shape=(16, 16),
+        chunk_shape=(16, 16),
+        dtype="int32",
+        fill_value=0,
+    )
+    b = Array.open(store / "open")
+    assert a.metadata == b.metadata
+
+
+def test_open_sharding(store: Store):
+    a = Array.create(
+        store / "open_sharding",
+        shape=(16, 16),
+        chunk_shape=(16, 16),
+        dtype="int32",
+        fill_value=0,
+        codecs=[
+            codecs.sharding_codec(
+                (8, 8),
+                [
+                    codecs.transpose_codec("F", 2),
+                    codecs.bytes_codec(),
+                    codecs.blosc_codec(typesize=4),
+                ],
+            )
+        ],
+    )
+    b = Array.open(store / "open_sharding")
+    assert a.metadata == b.metadata
+
+
+def test_simple(store: Store):
+    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
+
+    a = Array.create(
+        store / "simple",
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype=data.dtype,
+        fill_value=0,
+    )
+
+    a[:, :] = data
+    assert np.array_equal(data, a[:, :])
+
+
+def test_fill_value(store: Store):
+    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
+
+    a = Array.create(
+        store / "fill_value1",
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype=data.dtype,
+    )
+
+    assert a.metadata.fill_value == 0
+    assert np.array_equiv(0, a[:, :])
+
+    b = Array.create(
+        store / "fill_value2",
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype=np.dtype("bool"),
+    )
+
+    assert b.metadata.fill_value is False
+    assert np.array_equiv(False, b[:, :])
+
+    c = Array.create(
+        store / "fill_value3",
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype=data.dtype,
+        fill_value=4,
+    )
+
+    assert c.metadata.fill_value == 4
+    assert np.array_equiv(4, c[:, :])
+
+
+def test_morton(store: Store):
+    assert list(morton_order_iter((2, 2))) == [(0, 0), (1, 0), (0, 1), (1, 1)]
+    assert list(morton_order_iter((2, 2, 2))) == [
+        (0, 0, 0),
+        (1, 0, 0),
+        (0, 1, 0),
+        (1, 1, 0),
+        (0, 0, 1),
+        (1, 0, 1),
+        (0, 1, 1),
+        (1, 1, 1),
+    ]
+    assert list(morton_order_iter((2, 2, 2, 2))) == [
+        (0, 0, 0, 0),
+        (1, 0, 0, 0),
+        (0, 1, 0, 0),
+        (1, 1, 0, 0),
+        (0, 0, 1, 0),
+        (1, 0, 1, 0),
+        (0, 1, 1, 0),
+        (1, 1, 1, 0),
+        (0, 0, 0, 1),
+        (1, 0, 0, 1),
+        (0, 1, 0, 1),
+        (1, 1, 0, 1),
+        (0, 0, 1, 1),
+        (1, 0, 1, 1),
+        (0, 1, 1, 1),
+        (1, 1, 1, 1),
+    ]
+
+
+def test_write_partial_chunks(store: Store):
+    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
+
+    a = Array.create(
+        store / "write_partial_chunks",
+        shape=data.shape,
+        chunk_shape=(20, 20),
+        dtype=data.dtype,
+        fill_value=1,
+    )
+    a[0:16, 0:16] = data
+    assert np.array_equal(a[0:16, 0:16], data)
+
+
+def test_write_full_chunks(store: Store):
+    data = np.arange(0, 16 * 16, dtype="uint16").reshape((16, 16))
+
+    a = Array.create(
+        store / "write_full_chunks",
+        shape=(16, 16),
+        chunk_shape=(20, 20),
+        dtype=data.dtype,
+        fill_value=1,
+    )
+    a[0:16, 0:16] = data
+    assert np.array_equal(a[0:16, 0:16], data)
+
+    a = Array.create(
+        store / "write_full_chunks2",
+        shape=(20, 20),
+        chunk_shape=(20, 20),
+        dtype=data.dtype,
+        fill_value=1,
+    )
+    assert np.all(a[16:20, 16:20] == 1)
+
+
+def test_write_partial_sharded_chunks(store: Store):
+    data = np.arange(0, 16 * 16, dtype="uint16").reshape((16, 16))
+
+    a = Array.create(
+        store / "write_partial_sharded_chunks",
+        shape=(40, 40),
+        chunk_shape=(20, 20),
+        dtype=data.dtype,
+        fill_value=1,
+        codecs=[
+            codecs.sharding_codec(
+                chunk_shape=(10, 10),
+                codecs=[
+                    codecs.bytes_codec(),
+                    codecs.blosc_codec(typesize=data.dtype.itemsize),
+                ],
+            )
+        ],
+    )
+    a[0:16, 0:16] = data
+    assert np.array_equal(a[0:16, 0:16], data)
+
+
+@pytest.mark.asyncio
+async def test_delete_empty_chunks(store: Store):
+    data = np.ones((16, 16))
+
+    a = await AsyncArray.create(
+        store / "delete_empty_chunks",
+        shape=data.shape,
+        chunk_shape=(32, 32),
+        dtype=data.dtype,
+        fill_value=1,
+    )
+    await _AsyncArrayProxy(a)[:16, :16].set(np.zeros((16, 16)))
+    await _AsyncArrayProxy(a)[:16, :16].set(data)
+    assert np.array_equal(await _AsyncArrayProxy(a)[:16, :16].get(), data)
+    assert await store.get_async("delete_empty_chunks/c0/0") is None
+
+
+@pytest.mark.asyncio
+async def test_delete_empty_sharded_chunks(store: Store):
+    a = await AsyncArray.create(
+        store / "delete_empty_sharded_chunks",
+        shape=(16, 16),
+        chunk_shape=(8, 16),
+        dtype="uint16",
+        fill_value=1,
+        codecs=[codecs.sharding_codec(chunk_shape=(8, 8))],
+    )
+    await _AsyncArrayProxy(a)[:, :].set(np.zeros((16, 16)))
+    await _AsyncArrayProxy(a)[8:, :].set(np.ones((8, 16)))
+    await _AsyncArrayProxy(a)[:, 8:].set(np.ones((16, 8)))
+    # chunk (0, 0) is full
+    # chunks (0, 1), (1, 0), (1, 1) are empty
+    # shard (0, 0) is half-full
+    # shard (1, 0) is empty
+
+    data = np.ones((16, 16), dtype="uint16")
+    data[:8, :8] = 0
+    assert np.array_equal(data, await _AsyncArrayProxy(a)[:, :].get())
+    assert await store.get_async("delete_empty_sharded_chunks/c/1/0") is None
+    chunk_bytes = await store.get_async("delete_empty_sharded_chunks/c/0/0")
+    assert chunk_bytes is not None and len(chunk_bytes) == 16 * 2 + 8 * 8 * 2 + 4
+
+
+@pytest.mark.asyncio
+async def test_zarr_compat(store: Store):
+    data = np.zeros((16, 18), dtype="uint16")
+
+    a = await AsyncArray.create(
+        store / "zarr_compat3",
+        shape=data.shape,
+        chunk_shape=(10, 10),
+        dtype=data.dtype,
+        chunk_key_encoding=("v2", "."),
+        fill_value=1,
+    )
+
+    z2 = zarr.create(
+        shape=data.shape,
+        chunks=(10, 10),
+        dtype=data.dtype,
+        compressor=None,
+        fill_value=1,
+    )
+
+    await _AsyncArrayProxy(a)[:16, :18].set(data)
+    z2[:16, :18] = data
+    assert np.array_equal(data, await _AsyncArrayProxy(a)[:16, :18].get())
+    assert np.array_equal(data, z2[:16, :18])
+
+    assert z2._store["0.0"] == await store.get_async("zarr_compat3/0.0")
+    assert z2._store["0.1"] == await store.get_async("zarr_compat3/0.1")
+    assert z2._store["1.0"] == await store.get_async("zarr_compat3/1.0")
+    assert z2._store["1.1"] == await store.get_async("zarr_compat3/1.1")
+
+
+@pytest.mark.asyncio
+async def test_zarr_compat_F(store: Store):
+    data = np.zeros((16, 18), dtype="uint16", order="F")
+
+    a = await AsyncArray.create(
+        store / "zarr_compatF3",
+        shape=data.shape,
+        chunk_shape=(10, 10),
+        dtype=data.dtype,
+        chunk_key_encoding=("v2", "."),
+        fill_value=1,
+        codecs=[codecs.transpose_codec("F", data.ndim), codecs.bytes_codec()],
+    )
+
+    z2 = zarr.create(
+        shape=data.shape,
+        chunks=(10, 10),
+        dtype=data.dtype,
+        compressor=None,
+        order="F",
+        fill_value=1,
+    )
+
+    await _AsyncArrayProxy(a)[:16, :18].set(data)
+    z2[:16, :18] = data
+    assert np.array_equal(data, await _AsyncArrayProxy(a)[:16, :18].get())
+    assert np.array_equal(data, z2[:16, :18])
+
+    assert z2._store["0.0"] == await store.get_async("zarr_compatF3/0.0")
+    assert z2._store["0.1"] == await store.get_async("zarr_compatF3/0.1")
+    assert z2._store["1.0"] == await store.get_async("zarr_compatF3/1.0")
+    assert z2._store["1.1"] == await store.get_async("zarr_compatF3/1.1")
+
+
+@pytest.mark.asyncio
+async def test_dimension_names(store: Store):
+    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
+
+    await AsyncArray.create(
+        store / "dimension_names",
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype=data.dtype,
+        fill_value=0,
+        dimension_names=("x", "y"),
+    )
+
+    assert (await AsyncArray.open(store / "dimension_names")).metadata.dimension_names == (
+        "x",
+        "y",
+    )
+
+    await AsyncArray.create(
+        store / "dimension_names2",
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype=data.dtype,
+        fill_value=0,
+    )
+
+    assert (await AsyncArray.open(store / "dimension_names2")).metadata.dimension_names is None
+    zarr_json_bytes = await (store / "dimension_names2" / "zarr.json").get_async()
+    assert zarr_json_bytes is not None
+    assert "dimension_names" not in json.loads(zarr_json_bytes)
+
+
+def test_gzip(store: Store):
+    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
+
+    a = Array.create(
+        store / "gzip",
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype=data.dtype,
+        fill_value=0,
+        codecs=[codecs.bytes_codec(), codecs.gzip_codec()],
+    )
+
+    a[:, :] = data
+    assert np.array_equal(data, a[:, :])
+
+
+@pytest.mark.parametrize("checksum", [True, False])
+def test_zstd(store: Store, checksum: bool):
+    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
+
+    a = Array.create(
+        store / "zstd",
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype=data.dtype,
+        fill_value=0,
+        codecs=[codecs.bytes_codec(), codecs.zstd_codec(level=0, checksum=checksum)],
+    )
+
+    a[:, :] = data
+    assert np.array_equal(data, a[:, :])
+
+
+@pytest.mark.parametrize("endian", ["big", "little"])
+@pytest.mark.asyncio
+async def test_endian(store: Store, endian: Literal["big", "little"]):
+    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
+
+    a = await AsyncArray.create(
+        store / "endian",
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype=data.dtype,
+        fill_value=0,
+        chunk_key_encoding=("v2", "."),
+        codecs=[codecs.bytes_codec(endian)],
+    )
+
+    await _AsyncArrayProxy(a)[:, :].set(data)
+    readback_data = await _AsyncArrayProxy(a)[:, :].get()
+    assert np.array_equal(data, readback_data)
+
+    # Compare with zarr-python
+    z = zarr.create(
+        shape=data.shape,
+        chunks=(16, 16),
+        dtype=">u2" if endian == "big" else "<u2",
+        compressor=None,
+        fill_value=1,
+    )
+    z[:, :] = data
+    assert await store.get_async("endian/0.0") == z._store["0.0"]
+
+
+@pytest.mark.parametrize("dtype_input_endian", [">u2", "<u2"])
+@pytest.mark.parametrize("dtype_store_endian", ["big", "little"])
+@pytest.mark.asyncio
+async def test_endian_write(
+    store: Store,
+    dtype_input_endian: Literal[">u2", "<u2"],
+    dtype_store_endian: Literal["big", "little"],
+):
+    data = np.arange(0, 256, dtype=dtype_input_endian).reshape((16, 16))
+
+    a = await AsyncArray.create(
+        store / "endian",
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype="uint16",
+        fill_value=0,
+        chunk_key_encoding=("v2", "."),
+        codecs=[codecs.bytes_codec(dtype_store_endian)],
+    )
+
+    await _AsyncArrayProxy(a)[:, :].set(data)
+    readback_data = await _AsyncArrayProxy(a)[:, :].get()
+    assert np.array_equal(data, readback_data)
+
+    # Compare with zarr-python
+    z = zarr.create(
+        shape=data.shape,
+        chunks=(16, 16),
+        dtype=">u2" if dtype_store_endian == "big" else "<u2",
+        compressor=None,
+        fill_value=1,
+    )
+    z[:, :] = data
+    assert await store.get_async("endian/0.0") == z._store["0.0"]
+
+
+def test_invalid_metadata(store: Store):
+    with pytest.raises(AssertionError):
+        Array.create(
+            store / "invalid_chunk_shape",
+            shape=(16, 16, 16),
+            chunk_shape=(16, 16),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+        )
+
+    with pytest.raises(AssertionError):
+        Array.create(
+            store / "invalid_endian",
+            shape=(16, 16),
+            chunk_shape=(16, 16),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+            codecs=[
+                codecs.bytes_codec("big"),
+                codecs.transpose_codec("F", 2),
+            ],
+        )
+
+    with pytest.raises(AssertionError):
+        Array.create(
+            store / "invalid_order",
+            shape=(16, 16),
+            chunk_shape=(16, 16),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+            codecs=[
+                codecs.bytes_codec(),
+                codecs.transpose_codec("F"),
+            ],
+        )
+
+    with pytest.raises(AssertionError):
+        Array.create(
+            store / "invalid_missing_bytes_codec",
+            shape=(16, 16),
+            chunk_shape=(16, 16),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+            codecs=[
+                codecs.transpose_codec("F", 2),
+            ],
+        )
+
+    with pytest.raises(AssertionError):
+        Array.create(
+            store / "invalid_inner_chunk_shape",
+            shape=(16, 16),
+            chunk_shape=(16, 16),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+            codecs=[
+                codecs.sharding_codec(chunk_shape=(8,)),
+            ],
+        )
+    with pytest.raises(AssertionError):
+        Array.create(
+            store / "invalid_inner_chunk_shape",
+            shape=(16, 16),
+            chunk_shape=(16, 16),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+            codecs=[
+                codecs.sharding_codec(chunk_shape=(8, 7)),
+            ],
+        )
+
+    with pytest.warns(UserWarning):
+        Array.create(
+            store / "warning_inefficient_codecs",
+            shape=(16, 16),
+            chunk_shape=(16, 16),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+            codecs=[
+                codecs.sharding_codec(chunk_shape=(8, 8)),
+                codecs.gzip_codec(),
+            ],
+        )
+
+
+@pytest.mark.asyncio
+async def test_resize(store: Store):
+    data = np.zeros((16, 18), dtype="uint16")
+
+    a = await AsyncArray.create(
+        store / "resize",
+        shape=data.shape,
+        chunk_shape=(10, 10),
+        dtype=data.dtype,
+        chunk_key_encoding=("v2", "."),
+        fill_value=1,
+    )
+
+    await _AsyncArrayProxy(a)[:16, :18].set(data)
+    assert await store.get_async("resize/0.0") is not None
+    assert await store.get_async("resize/0.1") is not None
+    assert await store.get_async("resize/1.0") is not None
+    assert await store.get_async("resize/1.1") is not None
+
+    a = await a.resize((10, 12))
+    assert a.metadata.shape == (10, 12)
+    assert await store.get_async("resize/0.0") is not None
+    assert await store.get_async("resize/0.1") is not None
+    assert await store.get_async("resize/1.0") is None
+    assert await store.get_async("resize/1.1") is None
+
+
+def test_exists_ok(store: Store):
+    Array.create(
+        store / "exists_ok",
+        shape=(16, 16),
+        chunk_shape=(16, 16),
+        dtype=np.dtype("uint8"),
+    )
+    with pytest.raises(AssertionError):
+        Array.create(
+            store / "exists_ok",
+            shape=(16, 16),
+            chunk_shape=(16, 16),
+            dtype=np.dtype("uint8"),
+        )
+    Array.create(
+        store / "exists_ok",
+        shape=(16, 16),
+        chunk_shape=(16, 16),
+        dtype=np.dtype("uint8"),
+        exists_ok=True,
+    )
+
+
+def test_update_attributes_array(store: Store):
+    data = np.zeros((16, 18), dtype="uint16")
+
+    a = Array.create(
+        store / "update_attributes",
+        shape=data.shape,
+        chunk_shape=(10, 10),
+        dtype=data.dtype,
+        fill_value=1,
+        attributes={"hello": "world"},
+    )
+
+    a = Array.open(store / "update_attributes")
+    assert a.attrs["hello"] == "world"
+
+    a.update_attributes({"hello": "zarrita"})
+
+    a = Array.open(store / "update_attributes")
+    assert a.attrs["hello"] == "zarrita"
diff --git a/zarr/v3/abc/codec.py b/zarr/v3/abc/codec.py
index f84fc74af9..c81f2c976f 100644
--- a/zarr/v3/abc/codec.py
+++ b/zarr/v3/abc/codec.py
@@ -11,20 +11,19 @@
 from __future__ import annotations
 
 from abc import abstractmethod, ABC
-from typing import TYPE_CHECKING, Optional
+from typing import TYPE_CHECKING, Optional, Type
 
 import numpy as np
 
-from zarr.v3.common import BytesLike
+from zarr.v3.common import BytesLike, SliceSelection
+from zarr.v3.store import StorePath
 
 
 if TYPE_CHECKING:
-    from zarr.v3.metadata import CoreArrayMetadata
+    from zarr.v3.metadata import CoreArrayMetadata, CodecMetadata
 
 
 class Codec(ABC):
-    supports_partial_decode: bool
-    supports_partial_encode: bool
     is_fixed_size: bool
     array_metadata: CoreArrayMetadata
 
@@ -35,6 +34,18 @@ def compute_encoded_size(self, input_byte_length: int) -> int:
     def resolve_metadata(self) -> CoreArrayMetadata:
         return self.array_metadata
 
+    @classmethod
+    @abstractmethod
+    def from_metadata(
+        cls, codec_metadata: "CodecMetadata", array_metadata: CoreArrayMetadata
+    ) -> Codec:
+        pass
+
+    @classmethod
+    @abstractmethod
+    def get_metadata_class(cls) -> "Type[CodecMetadata]":
+        pass
+
 
 class ArrayArrayCodec(Codec):
     @abstractmethod
@@ -68,6 +79,27 @@ async def encode(
         pass
 
 
+class ArrayBytesCodecPartialDecodeMixin:
+    @abstractmethod
+    async def decode_partial(
+        self,
+        store_path: StorePath,
+        selection: SliceSelection,
+    ) -> Optional[np.ndarray]:
+        pass
+
+
+class ArrayBytesCodecPartialEncodeMixin:
+    @abstractmethod
+    async def encode_partial(
+        self,
+        store_path: StorePath,
+        chunk_array: np.ndarray,
+        selection: SliceSelection,
+    ) -> None:
+        pass
+
+
 class BytesBytesCodec(Codec):
     @abstractmethod
     async def decode(
diff --git a/zarr/v3/array.py b/zarr/v3/array.py
index 3c0d7eba5c..8c54cfd91c 100644
--- a/zarr/v3/array.py
+++ b/zarr/v3/array.py
@@ -18,6 +18,7 @@
 from attr import evolve, frozen
 
 from zarr.v3.abc.array import SynchronousArray, AsynchronousArray
+from zarr.v3.abc.codec import ArrayBytesCodecPartialDecodeMixin
 
 # from zarr.v3.array_v2 import ArrayV2
 from zarr.v3.codecs import CodecMetadata, CodecPipeline, bytes_codec
@@ -41,7 +42,7 @@
     V2ChunkKeyEncodingMetadata,
     dtype_to_data_type,
 )
-from zarr.v3.sharding import ShardingCodec
+from zarr.v3.codecs.sharding import ShardingCodec
 from zarr.v3.store import StoreLike, StorePath, make_store_path
 from zarr.v3.sync import sync
 
@@ -253,7 +254,7 @@ async def _read_chunk(
         store_path = self.store_path / chunk_key
 
         if len(self.codec_pipeline.codecs) == 1 and isinstance(
-            self.codec_pipeline.codecs[0], ShardingCodec
+            self.codec_pipeline.codecs[0], ArrayBytesCodecPartialDecodeMixin
         ):
             chunk_array = await self.codec_pipeline.codecs[0].decode_partial(
                 store_path, chunk_selection
@@ -373,7 +374,7 @@ async def _write_chunk_to_store(self, store_path: StorePath, chunk_array: np.nda
             else:
                 await store_path.set_async(chunk_bytes)
 
-    async def resize(self, new_shape: ChunkCoords) -> Array:
+    async def resize(self, new_shape: ChunkCoords) -> AsyncArray:
         assert len(new_shape) == len(self.metadata.shape)
         new_metadata = evolve(self.metadata, shape=new_shape)
 
@@ -472,7 +473,6 @@ def open(
         store: StoreLike,
         runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> Array:
-
         async_array = sync(
             AsyncArray.open(store, runtime_configuration=runtime_configuration),
             runtime_configuration.asyncio_loop,
@@ -512,6 +512,10 @@ def dtype(self) -> np.dtype:
     def attrs(self) -> dict:
         return self._async_array.attrs
 
+    @property
+    def metadata(self) -> ArrayMetadata:
+        return self._async_array.metadata
+
     @property
     def store_path(self) -> str:
         return self._async_array.store_path
diff --git a/zarr/v3/codecs.py b/zarr/v3/codecs.py
deleted file mode 100644
index ff913c42b2..0000000000
--- a/zarr/v3/codecs.py
+++ /dev/null
@@ -1,514 +0,0 @@
-from __future__ import annotations
-
-from functools import reduce
-from typing import TYPE_CHECKING, Iterable, List, Literal, Optional, Tuple, Union
-from warnings import warn
-
-import numcodecs
-import numpy as np
-from attr import asdict, evolve, frozen
-from crc32c import crc32c
-from numcodecs.blosc import Blosc
-from numcodecs.gzip import GZip
-from zstandard import ZstdCompressor, ZstdDecompressor
-
-from zarr.v3.abc.codec import Codec, ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec
-from zarr.v3.common import BytesLike, to_thread
-from zarr.v3.metadata import (
-    BloscCodecConfigurationMetadata,
-    BloscCodecMetadata,
-    BytesCodecConfigurationMetadata,
-    BytesCodecMetadata,
-    CodecMetadata,
-    Crc32cCodecMetadata,
-    GzipCodecConfigurationMetadata,
-    GzipCodecMetadata,
-    ShardingCodecConfigurationMetadata,
-    ShardingCodecMetadata,
-    TransposeCodecConfigurationMetadata,
-    TransposeCodecMetadata,
-    ZstdCodecConfigurationMetadata,
-    ZstdCodecMetadata,
-)
-
-if TYPE_CHECKING:
-    from zarr.v3.metadata import CoreArrayMetadata
-
-# See https://zarr.readthedocs.io/en/stable/tutorial.html#configuring-blosc
-numcodecs.blosc.use_threads = False
-
-
-@frozen
-class CodecPipeline:
-    codecs: List[Codec]
-
-    @classmethod
-    def from_metadata(
-        cls,
-        codecs_metadata: Iterable[CodecMetadata],
-        array_metadata: CoreArrayMetadata,
-    ) -> CodecPipeline:
-        out: List[Codec] = []
-        for codec_metadata in codecs_metadata or []:
-            if codec_metadata.name == "endian":
-                codec_metadata = evolve(codec_metadata, name="bytes")  # type: ignore
-
-            codec: Codec
-            if codec_metadata.name == "blosc":
-                codec = BloscCodec.from_metadata(codec_metadata, array_metadata)
-            elif codec_metadata.name == "gzip":
-                codec = GzipCodec.from_metadata(codec_metadata, array_metadata)
-            elif codec_metadata.name == "zstd":
-                codec = ZstdCodec.from_metadata(codec_metadata, array_metadata)
-            elif codec_metadata.name == "transpose":
-                codec = TransposeCodec.from_metadata(codec_metadata, array_metadata)
-            elif codec_metadata.name == "bytes":
-                codec = BytesCodec.from_metadata(codec_metadata, array_metadata)
-            elif codec_metadata.name == "crc32c":
-                codec = Crc32cCodec.from_metadata(codec_metadata, array_metadata)
-            elif codec_metadata.name == "sharding_indexed":
-                from zarr.v3.sharding import ShardingCodec
-
-                codec = ShardingCodec.from_metadata(codec_metadata, array_metadata)
-            else:
-                raise RuntimeError(f"Unsupported codec: {codec_metadata}")
-
-            out.append(codec)
-            array_metadata = codec.resolve_metadata()
-        CodecPipeline._validate_codecs(out, array_metadata)
-        return cls(out)
-
-    @staticmethod
-    def _validate_codecs(codecs: List[Codec], array_metadata: CoreArrayMetadata) -> None:
-        from zarr.v3.sharding import ShardingCodec
-
-        assert any(
-            isinstance(codec, ArrayBytesCodec) for codec in codecs
-        ), "Exactly one array-to-bytes codec is required."
-
-        prev_codec: Optional[Codec] = None
-        for codec in codecs:
-            if prev_codec is not None:
-                assert not isinstance(codec, ArrayBytesCodec) or not isinstance(
-                    prev_codec, ArrayBytesCodec
-                ), (
-                    f"ArrayBytesCodec '{type(codec)}' cannot follow after "
-                    + f"ArrayBytesCodec '{type(prev_codec)}' because exactly "
-                    + "1 ArrayBytesCodec is allowed."
-                )
-                assert not isinstance(codec, ArrayBytesCodec) or not isinstance(
-                    prev_codec, BytesBytesCodec
-                ), (
-                    f"ArrayBytesCodec '{type(codec)}' cannot follow after "
-                    + f"BytesBytesCodec '{type(prev_codec)}'."
-                )
-                assert not isinstance(codec, ArrayArrayCodec) or not isinstance(
-                    prev_codec, ArrayBytesCodec
-                ), (
-                    f"ArrayArrayCodec '{type(codec)}' cannot follow after "
-                    + f"ArrayBytesCodec '{type(prev_codec)}'."
-                )
-                assert not isinstance(codec, ArrayArrayCodec) or not isinstance(
-                    prev_codec, BytesBytesCodec
-                ), (
-                    f"ArrayArrayCodec '{type(codec)}' cannot follow after "
-                    + f"BytesBytesCodec '{type(prev_codec)}'."
-                )
-
-            if isinstance(codec, ShardingCodec):
-                assert len(codec.configuration.chunk_shape) == len(array_metadata.shape), (
-                    "The shard's `chunk_shape` and array's `shape` need to have the "
-                    + "same number of dimensions."
-                )
-                assert all(
-                    s % c == 0
-                    for s, c in zip(
-                        array_metadata.chunk_shape,
-                        codec.configuration.chunk_shape,
-                    )
-                ), (
-                    "The array's `chunk_shape` needs to be divisible by the "
-                    + "shard's inner `chunk_shape`."
-                )
-            prev_codec = codec
-
-        if any(isinstance(codec, ShardingCodec) for codec in codecs) and len(codecs) > 1:
-            warn(
-                "Combining a `sharding_indexed` codec disables partial reads and "
-                + "writes, which may lead to inefficient performance."
-            )
-
-    def _array_array_codecs(self) -> List[ArrayArrayCodec]:
-        return [codec for codec in self.codecs if isinstance(codec, ArrayArrayCodec)]
-
-    def _array_bytes_codec(self) -> ArrayBytesCodec:
-        return next(codec for codec in self.codecs if isinstance(codec, ArrayBytesCodec))
-
-    def _bytes_bytes_codecs(self) -> List[BytesBytesCodec]:
-        return [codec for codec in self.codecs if isinstance(codec, BytesBytesCodec)]
-
-    async def decode(self, chunk_bytes: BytesLike) -> np.ndarray:
-        for bb_codec in self._bytes_bytes_codecs()[::-1]:
-            chunk_bytes = await bb_codec.decode(chunk_bytes)
-
-        chunk_array = await self._array_bytes_codec().decode(chunk_bytes)
-
-        for aa_codec in self._array_array_codecs()[::-1]:
-            chunk_array = await aa_codec.decode(chunk_array)
-
-        return chunk_array
-
-    async def encode(self, chunk_array: np.ndarray) -> Optional[BytesLike]:
-        for aa_codec in self._array_array_codecs():
-            chunk_array_maybe = await aa_codec.encode(chunk_array)
-            if chunk_array_maybe is None:
-                return None
-            chunk_array = chunk_array_maybe
-
-        chunk_bytes_maybe = await self._array_bytes_codec().encode(chunk_array)
-        if chunk_bytes_maybe is None:
-            return None
-        chunk_bytes = chunk_bytes_maybe
-
-        for bb_codec in self._bytes_bytes_codecs():
-            chunk_bytes_maybe = await bb_codec.encode(chunk_bytes)
-            if chunk_bytes_maybe is None:
-                return None
-            chunk_bytes = chunk_bytes_maybe
-
-        return chunk_bytes
-
-    def compute_encoded_size(self, byte_length: int) -> int:
-        return reduce(lambda acc, codec: codec.compute_encoded_size(acc), self.codecs, byte_length)
-
-
-@frozen
-class BloscCodec(BytesBytesCodec):
-    array_metadata: CoreArrayMetadata
-    configuration: BloscCodecConfigurationMetadata
-    blosc_codec: Blosc
-    is_fixed_size = False
-
-    @classmethod
-    def from_metadata(
-        cls, codec_metadata: BloscCodecMetadata, array_metadata: CoreArrayMetadata
-    ) -> BloscCodec:
-        configuration = codec_metadata.configuration
-        if configuration.typesize == 0:
-            configuration = evolve(configuration, typesize=array_metadata.data_type.byte_count)
-        config_dict = asdict(codec_metadata.configuration)
-        config_dict.pop("typesize", None)
-        map_shuffle_str_to_int = {"noshuffle": 0, "shuffle": 1, "bitshuffle": 2}
-        config_dict["shuffle"] = map_shuffle_str_to_int[config_dict["shuffle"]]
-        return cls(
-            array_metadata=array_metadata,
-            configuration=configuration,
-            blosc_codec=Blosc.from_config(config_dict),
-        )
-
-    async def decode(
-        self,
-        chunk_bytes: bytes,
-    ) -> BytesLike:
-        return await to_thread(self.blosc_codec.decode, chunk_bytes)
-
-    async def encode(
-        self,
-        chunk_bytes: bytes,
-    ) -> Optional[BytesLike]:
-        chunk_array = np.frombuffer(chunk_bytes, dtype=self.array_metadata.dtype)
-        return await to_thread(self.blosc_codec.encode, chunk_array)
-
-    def compute_encoded_size(self, _input_byte_length: int) -> int:
-        raise NotImplementedError
-
-
-@frozen
-class BytesCodec(ArrayBytesCodec):
-    array_metadata: CoreArrayMetadata
-    configuration: BytesCodecConfigurationMetadata
-    is_fixed_size = True
-
-    @classmethod
-    def from_metadata(
-        cls, codec_metadata: BytesCodecMetadata, array_metadata: CoreArrayMetadata
-    ) -> BytesCodec:
-        assert (
-            array_metadata.dtype.itemsize == 1 or codec_metadata.configuration.endian is not None
-        ), "The `endian` configuration needs to be specified for multi-byte data types."
-        return cls(
-            array_metadata=array_metadata,
-            configuration=codec_metadata.configuration,
-        )
-
-    def _get_byteorder(self, array: np.ndarray) -> Literal["big", "little"]:
-        if array.dtype.byteorder == "<":
-            return "little"
-        elif array.dtype.byteorder == ">":
-            return "big"
-        else:
-            import sys
-
-            return sys.byteorder
-
-    async def decode(
-        self,
-        chunk_bytes: BytesLike,
-    ) -> np.ndarray:
-        if self.array_metadata.dtype.itemsize > 0:
-            if self.configuration.endian == "little":
-                prefix = "<"
-            else:
-                prefix = ">"
-            dtype = np.dtype(f"{prefix}{self.array_metadata.data_type.to_numpy_shortname()}")
-        else:
-            dtype = np.dtype(f"|{self.array_metadata.data_type.to_numpy_shortname()}")
-        chunk_array = np.frombuffer(chunk_bytes, dtype)
-
-        # ensure correct chunk shape
-        if chunk_array.shape != self.array_metadata.chunk_shape:
-            chunk_array = chunk_array.reshape(
-                self.array_metadata.chunk_shape,
-            )
-        return chunk_array
-
-    async def encode(
-        self,
-        chunk_array: np.ndarray,
-    ) -> Optional[BytesLike]:
-        if chunk_array.dtype.itemsize > 1:
-            byteorder = self._get_byteorder(chunk_array)
-            if self.configuration.endian != byteorder:
-                new_dtype = chunk_array.dtype.newbyteorder(self.configuration.endian)
-                chunk_array = chunk_array.astype(new_dtype)
-        return chunk_array.tobytes()
-
-    def compute_encoded_size(self, input_byte_length: int) -> int:
-        return input_byte_length
-
-
-@frozen
-class TransposeCodec(ArrayArrayCodec):
-    array_metadata: CoreArrayMetadata
-    order: Tuple[int, ...]
-    is_fixed_size = True
-
-    @classmethod
-    def from_metadata(
-        cls, codec_metadata: TransposeCodecMetadata, array_metadata: CoreArrayMetadata
-    ) -> TransposeCodec:
-        configuration = codec_metadata.configuration
-        if configuration.order == "F":
-            order = tuple(array_metadata.ndim - x - 1 for x in range(array_metadata.ndim))
-
-        elif configuration.order == "C":
-            order = tuple(range(array_metadata.ndim))
-
-        else:
-            assert len(configuration.order) == array_metadata.ndim, (
-                "The `order` tuple needs have as many entries as "
-                + f"there are dimensions in the array. Got: {configuration.order}"
-            )
-            assert len(configuration.order) == len(set(configuration.order)), (
-                "There must not be duplicates in the `order` tuple. "
-                + f"Got: {configuration.order}"
-            )
-            assert all(0 <= x < array_metadata.ndim for x in configuration.order), (
-                "All entries in the `order` tuple must be between 0 and "
-                + f"the number of dimensions in the array. Got: {configuration.order}"
-            )
-            order = tuple(configuration.order)
-
-        return cls(
-            array_metadata=array_metadata,
-            order=order,
-        )
-
-    def resolve_metadata(self) -> CoreArrayMetadata:
-        from zarr.v3.metadata import CoreArrayMetadata
-
-        return CoreArrayMetadata(
-            shape=tuple(
-                self.array_metadata.shape[self.order[i]] for i in range(self.array_metadata.ndim)
-            ),
-            chunk_shape=tuple(
-                self.array_metadata.chunk_shape[self.order[i]]
-                for i in range(self.array_metadata.ndim)
-            ),
-            data_type=self.array_metadata.data_type,
-            fill_value=self.array_metadata.fill_value,
-            runtime_configuration=self.array_metadata.runtime_configuration,
-        )
-
-    async def decode(
-        self,
-        chunk_array: np.ndarray,
-    ) -> np.ndarray:
-        inverse_order = [0 for _ in range(self.array_metadata.ndim)]
-        for x, i in enumerate(self.order):
-            inverse_order[x] = i
-        chunk_array = chunk_array.transpose(inverse_order)
-        return chunk_array
-
-    async def encode(
-        self,
-        chunk_array: np.ndarray,
-    ) -> Optional[np.ndarray]:
-        chunk_array = chunk_array.transpose(self.order)
-        return chunk_array
-
-    def compute_encoded_size(self, input_byte_length: int) -> int:
-        return input_byte_length
-
-
-@frozen
-class GzipCodec(BytesBytesCodec):
-    array_metadata: CoreArrayMetadata
-    configuration: GzipCodecConfigurationMetadata
-    is_fixed_size = True
-
-    @classmethod
-    def from_metadata(
-        cls, codec_metadata: GzipCodecMetadata, array_metadata: CoreArrayMetadata
-    ) -> GzipCodec:
-        return cls(
-            array_metadata=array_metadata,
-            configuration=codec_metadata.configuration,
-        )
-
-    async def decode(
-        self,
-        chunk_bytes: bytes,
-    ) -> BytesLike:
-        return await to_thread(GZip(self.configuration.level).decode, chunk_bytes)
-
-    async def encode(
-        self,
-        chunk_bytes: bytes,
-    ) -> Optional[BytesLike]:
-        return await to_thread(GZip(self.configuration.level).encode, chunk_bytes)
-
-    def compute_encoded_size(self, _input_byte_length: int) -> int:
-        raise NotImplementedError
-
-
-@frozen
-class ZstdCodec(BytesBytesCodec):
-    array_metadata: CoreArrayMetadata
-    configuration: ZstdCodecConfigurationMetadata
-    is_fixed_size = True
-
-    @classmethod
-    def from_metadata(
-        cls, codec_metadata: ZstdCodecMetadata, array_metadata: CoreArrayMetadata
-    ) -> ZstdCodec:
-        return cls(
-            array_metadata=array_metadata,
-            configuration=codec_metadata.configuration,
-        )
-
-    def _compress(self, data: bytes) -> bytes:
-        ctx = ZstdCompressor(
-            level=self.configuration.level, write_checksum=self.configuration.checksum
-        )
-        return ctx.compress(data)
-
-    def _decompress(self, data: bytes) -> bytes:
-        ctx = ZstdDecompressor()
-        return ctx.decompress(data)
-
-    async def decode(
-        self,
-        chunk_bytes: bytes,
-    ) -> BytesLike:
-        return await to_thread(self._decompress, chunk_bytes)
-
-    async def encode(
-        self,
-        chunk_bytes: bytes,
-    ) -> Optional[BytesLike]:
-        return await to_thread(self._compress, chunk_bytes)
-
-    def compute_encoded_size(self, _input_byte_length: int) -> int:
-        raise NotImplementedError
-
-
-@frozen
-class Crc32cCodec(BytesBytesCodec):
-    array_metadata: CoreArrayMetadata
-    is_fixed_size = True
-
-    @classmethod
-    def from_metadata(
-        cls, codec_metadata: Crc32cCodecMetadata, array_metadata: CoreArrayMetadata
-    ) -> Crc32cCodec:
-        return cls(array_metadata=array_metadata)
-
-    async def decode(
-        self,
-        chunk_bytes: bytes,
-    ) -> BytesLike:
-        crc32_bytes = chunk_bytes[-4:]
-        inner_bytes = chunk_bytes[:-4]
-
-        assert np.uint32(crc32c(inner_bytes)).tobytes() == bytes(crc32_bytes)
-        return inner_bytes
-
-    async def encode(
-        self,
-        chunk_bytes: bytes,
-    ) -> Optional[BytesLike]:
-        return chunk_bytes + np.uint32(crc32c(chunk_bytes)).tobytes()
-
-    def compute_encoded_size(self, input_byte_length: int) -> int:
-        return input_byte_length + 4
-
-
-def blosc_codec(
-    typesize: int,
-    cname: Literal["lz4", "lz4hc", "blosclz", "zstd", "snappy", "zlib"] = "zstd",
-    clevel: int = 5,
-    shuffle: Literal["noshuffle", "shuffle", "bitshuffle"] = "noshuffle",
-    blocksize: int = 0,
-) -> BloscCodecMetadata:
-    return BloscCodecMetadata(
-        configuration=BloscCodecConfigurationMetadata(
-            cname=cname,
-            clevel=clevel,
-            shuffle=shuffle,
-            blocksize=blocksize,
-            typesize=typesize,
-        )
-    )
-
-
-def bytes_codec(endian: Optional[Literal["big", "little"]] = "little") -> BytesCodecMetadata:
-    return BytesCodecMetadata(configuration=BytesCodecConfigurationMetadata(endian))
-
-
-def transpose_codec(order: Union[Tuple[int, ...], Literal["C", "F"]]) -> TransposeCodecMetadata:
-    return TransposeCodecMetadata(configuration=TransposeCodecConfigurationMetadata(order))
-
-
-def gzip_codec(level: int = 5) -> GzipCodecMetadata:
-    return GzipCodecMetadata(configuration=GzipCodecConfigurationMetadata(level))
-
-
-def zstd_codec(level: int = 0, checksum: bool = False) -> ZstdCodecMetadata:
-    return ZstdCodecMetadata(configuration=ZstdCodecConfigurationMetadata(level, checksum))
-
-
-def crc32c_codec() -> Crc32cCodecMetadata:
-    return Crc32cCodecMetadata()
-
-
-def sharding_codec(
-    chunk_shape: Tuple[int, ...],
-    codecs: Optional[List[CodecMetadata]] = None,
-    index_codecs: Optional[List[CodecMetadata]] = None,
-) -> ShardingCodecMetadata:
-    codecs = codecs or [bytes_codec()]
-    index_codecs = index_codecs or [bytes_codec(), crc32c_codec()]
-    return ShardingCodecMetadata(
-        configuration=ShardingCodecConfigurationMetadata(chunk_shape, codecs, index_codecs)
-    )
diff --git a/zarr/v3/codecs/__init__.py b/zarr/v3/codecs/__init__.py
new file mode 100644
index 0000000000..30a42c8ad5
--- /dev/null
+++ b/zarr/v3/codecs/__init__.py
@@ -0,0 +1,232 @@
+from __future__ import annotations
+
+from functools import reduce
+from typing import (
+    TYPE_CHECKING,
+    Iterable,
+    List,
+    Literal,
+    Optional,
+    Tuple,
+    Union,
+)
+from warnings import warn
+
+import numpy as np
+from attr import frozen
+
+from zarr.v3.abc.codec import Codec, ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec
+from zarr.v3.common import BytesLike
+from zarr.v3.metadata import CodecMetadata, ShardingCodecIndexLocation
+from zarr.v3.codecs.registry import get_codec_class
+
+if TYPE_CHECKING:
+    from zarr.v3.metadata import CoreArrayMetadata
+    from zarr.v3.codecs.sharding import ShardingCodecMetadata
+    from zarr.v3.codecs.blosc import BloscCodecMetadata
+    from zarr.v3.codecs.bytes import BytesCodecMetadata
+    from zarr.v3.codecs.transpose import TransposeCodecMetadata
+    from zarr.v3.codecs.gzip import GzipCodecMetadata
+    from zarr.v3.codecs.zstd import ZstdCodecMetadata
+    from zarr.v3.codecs.crc32c_ import Crc32cCodecMetadata
+
+
+@frozen
+class CodecPipeline:
+    codecs: List[Codec]
+
+    @classmethod
+    def from_metadata(
+        cls,
+        codecs_metadata: Iterable[CodecMetadata],
+        array_metadata: CoreArrayMetadata,
+    ) -> CodecPipeline:
+        out: List[Codec] = []
+        for codec_metadata in codecs_metadata or []:
+            codec_cls = get_codec_class(codec_metadata.name)
+            codec = codec_cls.from_metadata(codec_metadata, array_metadata)
+            out.append(codec)
+            array_metadata = codec.resolve_metadata()
+        CodecPipeline._validate_codecs(out, array_metadata)
+        return cls(out)
+
+    @staticmethod
+    def _validate_codecs(codecs: List[Codec], array_metadata: CoreArrayMetadata) -> None:
+        from zarr.v3.codecs.sharding import ShardingCodec
+
+        assert any(
+            isinstance(codec, ArrayBytesCodec) for codec in codecs
+        ), "Exactly one array-to-bytes codec is required."
+
+        prev_codec: Optional[Codec] = None
+        for codec in codecs:
+            if prev_codec is not None:
+                assert not isinstance(codec, ArrayBytesCodec) or not isinstance(
+                    prev_codec, ArrayBytesCodec
+                ), (
+                    f"ArrayBytesCodec '{type(codec)}' cannot follow after "
+                    + f"ArrayBytesCodec '{type(prev_codec)}' because exactly "
+                    + "1 ArrayBytesCodec is allowed."
+                )
+                assert not isinstance(codec, ArrayBytesCodec) or not isinstance(
+                    prev_codec, BytesBytesCodec
+                ), (
+                    f"ArrayBytesCodec '{type(codec)}' cannot follow after "
+                    + f"BytesBytesCodec '{type(prev_codec)}'."
+                )
+                assert not isinstance(codec, ArrayArrayCodec) or not isinstance(
+                    prev_codec, ArrayBytesCodec
+                ), (
+                    f"ArrayArrayCodec '{type(codec)}' cannot follow after "
+                    + f"ArrayBytesCodec '{type(prev_codec)}'."
+                )
+                assert not isinstance(codec, ArrayArrayCodec) or not isinstance(
+                    prev_codec, BytesBytesCodec
+                ), (
+                    f"ArrayArrayCodec '{type(codec)}' cannot follow after "
+                    + f"BytesBytesCodec '{type(prev_codec)}'."
+                )
+
+            if isinstance(codec, ShardingCodec):
+                assert len(codec.configuration.chunk_shape) == len(array_metadata.shape), (
+                    "The shard's `chunk_shape` and array's `shape` need to have the "
+                    + "same number of dimensions."
+                )
+                assert all(
+                    s % c == 0
+                    for s, c in zip(
+                        array_metadata.chunk_shape,
+                        codec.configuration.chunk_shape,
+                    )
+                ), (
+                    "The array's `chunk_shape` needs to be divisible by the "
+                    + "shard's inner `chunk_shape`."
+                )
+            prev_codec = codec
+
+        if any(isinstance(codec, ShardingCodec) for codec in codecs) and len(codecs) > 1:
+            warn(
+                "Combining a `sharding_indexed` codec disables partial reads and "
+                + "writes, which may lead to inefficient performance."
+            )
+
+    def _array_array_codecs(self) -> List[ArrayArrayCodec]:
+        return [codec for codec in self.codecs if isinstance(codec, ArrayArrayCodec)]
+
+    def _array_bytes_codec(self) -> ArrayBytesCodec:
+        return next(codec for codec in self.codecs if isinstance(codec, ArrayBytesCodec))
+
+    def _bytes_bytes_codecs(self) -> List[BytesBytesCodec]:
+        return [codec for codec in self.codecs if isinstance(codec, BytesBytesCodec)]
+
+    async def decode(self, chunk_bytes: BytesLike) -> np.ndarray:
+        for bb_codec in self._bytes_bytes_codecs()[::-1]:
+            chunk_bytes = await bb_codec.decode(chunk_bytes)
+
+        chunk_array = await self._array_bytes_codec().decode(chunk_bytes)
+
+        for aa_codec in self._array_array_codecs()[::-1]:
+            chunk_array = await aa_codec.decode(chunk_array)
+
+        return chunk_array
+
+    async def encode(self, chunk_array: np.ndarray) -> Optional[BytesLike]:
+        for aa_codec in self._array_array_codecs():
+            chunk_array_maybe = await aa_codec.encode(chunk_array)
+            if chunk_array_maybe is None:
+                return None
+            chunk_array = chunk_array_maybe
+
+        chunk_bytes_maybe = await self._array_bytes_codec().encode(chunk_array)
+        if chunk_bytes_maybe is None:
+            return None
+        chunk_bytes = chunk_bytes_maybe
+
+        for bb_codec in self._bytes_bytes_codecs():
+            chunk_bytes_maybe = await bb_codec.encode(chunk_bytes)
+            if chunk_bytes_maybe is None:
+                return None
+            chunk_bytes = chunk_bytes_maybe
+
+        return chunk_bytes
+
+    def compute_encoded_size(self, byte_length: int) -> int:
+        return reduce(lambda acc, codec: codec.compute_encoded_size(acc), self.codecs, byte_length)
+
+
+def blosc_codec(
+    typesize: int,
+    cname: Literal["lz4", "lz4hc", "blosclz", "zstd", "snappy", "zlib"] = "zstd",
+    clevel: int = 5,
+    shuffle: Literal["noshuffle", "shuffle", "bitshuffle"] = "noshuffle",
+    blocksize: int = 0,
+) -> "BloscCodecMetadata":
+    from zarr.v3.codecs.blosc import BloscCodecMetadata, BloscCodecConfigurationMetadata
+
+    return BloscCodecMetadata(
+        configuration=BloscCodecConfigurationMetadata(
+            cname=cname,
+            clevel=clevel,
+            shuffle=shuffle,
+            blocksize=blocksize,
+            typesize=typesize,
+        )
+    )
+
+
+def bytes_codec(endian: Optional[Literal["big", "little"]] = "little") -> "BytesCodecMetadata":
+    from zarr.v3.codecs.bytes import BytesCodecMetadata, BytesCodecConfigurationMetadata
+
+    return BytesCodecMetadata(configuration=BytesCodecConfigurationMetadata(endian))
+
+
+def transpose_codec(
+    order: Union[Tuple[int, ...], Literal["C", "F"]], ndim: Optional[int] = None
+) -> "TransposeCodecMetadata":
+    from zarr.v3.codecs.transpose import TransposeCodecMetadata, TransposeCodecConfigurationMetadata
+
+    if order == "C" or order == "F":
+        assert (
+            isinstance(ndim, int) and ndim > 0
+        ), 'When using "C" or "F" the `ndim` argument needs to be provided.'
+        if order == "C":
+            order = tuple(range(ndim))
+        if order == "F":
+            order = tuple(ndim - i - 1 for i in range(ndim))
+
+    return TransposeCodecMetadata(configuration=TransposeCodecConfigurationMetadata(order))
+
+
+def gzip_codec(level: int = 5) -> "GzipCodecMetadata":
+    from zarr.v3.codecs.gzip import GzipCodecMetadata, GzipCodecConfigurationMetadata
+
+    return GzipCodecMetadata(configuration=GzipCodecConfigurationMetadata(level))
+
+
+def zstd_codec(level: int = 0, checksum: bool = False) -> "ZstdCodecMetadata":
+    from zarr.v3.codecs.zstd import ZstdCodecMetadata, ZstdCodecConfigurationMetadata
+
+    return ZstdCodecMetadata(configuration=ZstdCodecConfigurationMetadata(level, checksum))
+
+
+def crc32c_codec() -> "Crc32cCodecMetadata":
+    from zarr.v3.codecs.crc32c_ import Crc32cCodecMetadata
+
+    return Crc32cCodecMetadata()
+
+
+def sharding_codec(
+    chunk_shape: Tuple[int, ...],
+    codecs: Optional[List[CodecMetadata]] = None,
+    index_codecs: Optional[List[CodecMetadata]] = None,
+    index_location: ShardingCodecIndexLocation = ShardingCodecIndexLocation.end,
+) -> "ShardingCodecMetadata":
+    from zarr.v3.codecs.sharding import ShardingCodecMetadata, ShardingCodecConfigurationMetadata
+
+    codecs = codecs or [bytes_codec()]
+    index_codecs = index_codecs or [bytes_codec(), crc32c_codec()]
+    return ShardingCodecMetadata(
+        configuration=ShardingCodecConfigurationMetadata(
+            chunk_shape, codecs, index_codecs, index_location
+        )
+    )
diff --git a/zarr/v3/codecs/blosc.py b/zarr/v3/codecs/blosc.py
new file mode 100644
index 0000000000..8fb32faaa7
--- /dev/null
+++ b/zarr/v3/codecs/blosc.py
@@ -0,0 +1,99 @@
+from __future__ import annotations
+
+from typing import (
+    TYPE_CHECKING,
+    Dict,
+    Literal,
+    Optional,
+    Type,
+)
+
+import numcodecs
+import numpy as np
+from attr import asdict, evolve, frozen, field
+from numcodecs.blosc import Blosc
+
+from zarr.v3.abc.codec import BytesBytesCodec
+from zarr.v3.codecs.registry import register_codec
+from zarr.v3.common import BytesLike, to_thread
+from zarr.v3.metadata import CodecMetadata
+
+if TYPE_CHECKING:
+    from zarr.v3.metadata import CoreArrayMetadata
+
+
+BloscShuffle = Literal["noshuffle", "shuffle", "bitshuffle"]
+
+# See https://zarr.readthedocs.io/en/stable/tutorial.html#configuring-blosc
+numcodecs.blosc.use_threads = False
+
+
+@frozen
+class BloscCodecConfigurationMetadata:
+    typesize: int
+    cname: Literal["lz4", "lz4hc", "blosclz", "zstd", "snappy", "zlib"] = "zstd"
+    clevel: int = 5
+    shuffle: BloscShuffle = "noshuffle"
+    blocksize: int = 0
+
+
+blosc_shuffle_int_to_str: Dict[int, BloscShuffle] = {
+    0: "noshuffle",
+    1: "shuffle",
+    2: "bitshuffle",
+}
+
+
+@frozen
+class BloscCodecMetadata:
+    configuration: BloscCodecConfigurationMetadata
+    name: Literal["blosc"] = field(default="blosc", init=False)
+
+
+@frozen
+class BloscCodec(BytesBytesCodec):
+    array_metadata: CoreArrayMetadata
+    configuration: BloscCodecConfigurationMetadata
+    blosc_codec: Blosc
+    is_fixed_size = False
+
+    @classmethod
+    def from_metadata(
+        cls, codec_metadata: CodecMetadata, array_metadata: CoreArrayMetadata
+    ) -> BloscCodec:
+        assert isinstance(codec_metadata, BloscCodecMetadata)
+        configuration = codec_metadata.configuration
+        if configuration.typesize == 0:
+            configuration = evolve(configuration, typesize=array_metadata.data_type.byte_count)
+        config_dict = asdict(codec_metadata.configuration)
+        config_dict.pop("typesize", None)
+        map_shuffle_str_to_int = {"noshuffle": 0, "shuffle": 1, "bitshuffle": 2}
+        config_dict["shuffle"] = map_shuffle_str_to_int[config_dict["shuffle"]]
+        return cls(
+            array_metadata=array_metadata,
+            configuration=configuration,
+            blosc_codec=Blosc.from_config(config_dict),
+        )
+
+    @classmethod
+    def get_metadata_class(cls) -> Type[BloscCodecMetadata]:
+        return BloscCodecMetadata
+
+    async def decode(
+        self,
+        chunk_bytes: bytes,
+    ) -> BytesLike:
+        return await to_thread(self.blosc_codec.decode, chunk_bytes)
+
+    async def encode(
+        self,
+        chunk_bytes: bytes,
+    ) -> Optional[BytesLike]:
+        chunk_array = np.frombuffer(chunk_bytes, dtype=self.array_metadata.dtype)
+        return await to_thread(self.blosc_codec.encode, chunk_array)
+
+    def compute_encoded_size(self, _input_byte_length: int) -> int:
+        raise NotImplementedError
+
+
+register_codec("blosc", BloscCodec)
diff --git a/zarr/v3/codecs/bytes.py b/zarr/v3/codecs/bytes.py
new file mode 100644
index 0000000000..80a3f155d0
--- /dev/null
+++ b/zarr/v3/codecs/bytes.py
@@ -0,0 +1,105 @@
+from __future__ import annotations
+
+from typing import (
+    TYPE_CHECKING,
+    Literal,
+    Optional,
+    Type,
+)
+
+import numpy as np
+from attr import frozen, field
+
+from zarr.v3.abc.codec import ArrayBytesCodec
+from zarr.v3.codecs.registry import register_codec
+from zarr.v3.common import BytesLike
+from zarr.v3.metadata import CodecMetadata
+
+if TYPE_CHECKING:
+    from zarr.v3.metadata import CoreArrayMetadata
+
+
+@frozen
+class BytesCodecConfigurationMetadata:
+    endian: Optional[Literal["big", "little"]] = "little"
+
+
+@frozen
+class BytesCodecMetadata:
+    configuration: BytesCodecConfigurationMetadata
+    name: Literal["bytes"] = field(default="bytes", init=False)
+
+
+@frozen
+class BytesCodec(ArrayBytesCodec):
+    array_metadata: CoreArrayMetadata
+    configuration: BytesCodecConfigurationMetadata
+    is_fixed_size = True
+
+    @classmethod
+    def from_metadata(
+        cls, codec_metadata: CodecMetadata, array_metadata: CoreArrayMetadata
+    ) -> BytesCodec:
+        assert isinstance(codec_metadata, BytesCodecMetadata)
+        assert (
+            array_metadata.dtype.itemsize == 1 or codec_metadata.configuration.endian is not None
+        ), "The `endian` configuration needs to be specified for multi-byte data types."
+        return cls(
+            array_metadata=array_metadata,
+            configuration=codec_metadata.configuration,
+        )
+
+    @classmethod
+    def get_metadata_class(cls) -> Type[BytesCodecMetadata]:
+        return BytesCodecMetadata
+
+    def _get_byteorder(self, array: np.ndarray) -> Literal["big", "little"]:
+        if array.dtype.byteorder == "<":
+            return "little"
+        elif array.dtype.byteorder == ">":
+            return "big"
+        else:
+            import sys
+
+            return sys.byteorder
+
+    async def decode(
+        self,
+        chunk_bytes: BytesLike,
+    ) -> np.ndarray:
+        if self.array_metadata.dtype.itemsize > 0:
+            if self.configuration.endian == "little":
+                prefix = "<"
+            else:
+                prefix = ">"
+            dtype = np.dtype(f"{prefix}{self.array_metadata.data_type.to_numpy_shortname()}")
+        else:
+            dtype = np.dtype(f"|{self.array_metadata.data_type.to_numpy_shortname()}")
+        chunk_array = np.frombuffer(chunk_bytes, dtype)
+
+        # ensure correct chunk shape
+        if chunk_array.shape != self.array_metadata.chunk_shape:
+            chunk_array = chunk_array.reshape(
+                self.array_metadata.chunk_shape,
+            )
+        return chunk_array
+
+    async def encode(
+        self,
+        chunk_array: np.ndarray,
+    ) -> Optional[BytesLike]:
+        if chunk_array.dtype.itemsize > 1:
+            byteorder = self._get_byteorder(chunk_array)
+            if self.configuration.endian != byteorder:
+                new_dtype = chunk_array.dtype.newbyteorder(self.configuration.endian)
+                chunk_array = chunk_array.astype(new_dtype)
+        return chunk_array.tobytes()
+
+    def compute_encoded_size(self, input_byte_length: int) -> int:
+        return input_byte_length
+
+
+register_codec("bytes", BytesCodec)
+
+# compatibility with earlier versions of ZEP1
+register_codec("endian", BytesCodec)
diff --git a/zarr/v3/codecs/crc32c_.py b/zarr/v3/codecs/crc32c_.py
new file mode 100644
index 0000000000..c4fab3c9b9
--- /dev/null
+++ b/zarr/v3/codecs/crc32c_.py
@@ -0,0 +1,64 @@
+from __future__ import annotations
+
+from typing import (
+    TYPE_CHECKING,
+    Literal,
+    Optional,
+    Type,
+)
+
+import numpy as np
+from attr import frozen, field
+from crc32c import crc32c
+
+from zarr.v3.abc.codec import BytesBytesCodec
+from zarr.v3.codecs.registry import register_codec
+from zarr.v3.common import BytesLike
+from zarr.v3.metadata import CodecMetadata
+
+if TYPE_CHECKING:
+    from zarr.v3.metadata import CoreArrayMetadata
+
+
+@frozen
+class Crc32cCodecMetadata:
+    name: Literal["crc32c"] = field(default="crc32c", init=False)
+
+
+@frozen
+class Crc32cCodec(BytesBytesCodec):
+    array_metadata: CoreArrayMetadata
+    is_fixed_size = True
+
+    @classmethod
+    def from_metadata(
+        cls, codec_metadata: CodecMetadata, array_metadata: CoreArrayMetadata
+    ) -> Crc32cCodec:
+        assert isinstance(codec_metadata, Crc32cCodecMetadata)
+        return cls(array_metadata=array_metadata)
+
+    @classmethod
+    def get_metadata_class(cls) -> Type[Crc32cCodecMetadata]:
+        return Crc32cCodecMetadata
+
+    async def decode(
+        self,
+        chunk_bytes: bytes,
+    ) -> BytesLike:
+        crc32_bytes = chunk_bytes[-4:]
+        inner_bytes = chunk_bytes[:-4]
+
+        assert np.uint32(crc32c(inner_bytes)).tobytes() == bytes(crc32_bytes)
+        return inner_bytes
+
+    async def encode(
+        self,
+        chunk_bytes: bytes,
+    ) -> Optional[BytesLike]:
+        return chunk_bytes + np.uint32(crc32c(chunk_bytes)).tobytes()
+
+    def compute_encoded_size(self, input_byte_length: int) -> int:
+        return input_byte_length + 4
+
+
+register_codec("crc32c", Crc32cCodec)
diff --git a/zarr/v3/codecs/gzip.py b/zarr/v3/codecs/gzip.py
new file mode 100644
index 0000000000..be1ebcdc9f
--- /dev/null
+++ b/zarr/v3/codecs/gzip.py
@@ -0,0 +1,70 @@
+from __future__ import annotations
+
+from typing import (
+    TYPE_CHECKING,
+    Literal,
+    Optional,
+    Type,
+)
+
+from attr import frozen, field
+from numcodecs.gzip import GZip
+
+from zarr.v3.abc.codec import BytesBytesCodec
+from zarr.v3.codecs.registry import register_codec
+from zarr.v3.common import BytesLike, to_thread
+from zarr.v3.metadata import CodecMetadata
+
+if TYPE_CHECKING:
+    from zarr.v3.metadata import CoreArrayMetadata
+
+
+@frozen
+class GzipCodecConfigurationMetadata:
+    level: int = 5
+
+
+@frozen
+class GzipCodecMetadata:
+    configuration: GzipCodecConfigurationMetadata
+    name: Literal["gzip"] = field(default="gzip", init=False)
+
+
+@frozen
+class GzipCodec(BytesBytesCodec):
+    array_metadata: CoreArrayMetadata
+    configuration: GzipCodecConfigurationMetadata
+    is_fixed_size = True
+
+    @classmethod
+    def from_metadata(
+        cls, codec_metadata: CodecMetadata, array_metadata: CoreArrayMetadata
+    ) -> GzipCodec:
+        assert isinstance(codec_metadata, GzipCodecMetadata)
+
+        return cls(
+            array_metadata=array_metadata,
+            configuration=codec_metadata.configuration,
+        )
+
+    @classmethod
+    def get_metadata_class(cls) -> Type[GzipCodecMetadata]:
+        return GzipCodecMetadata
+
+    async def decode(
+        self,
+        chunk_bytes: bytes,
+    ) -> BytesLike:
+        return await to_thread(GZip(self.configuration.level).decode, chunk_bytes)
+
+    async def encode(
+        self,
+        chunk_bytes: bytes,
+    ) -> Optional[BytesLike]:
+        return await to_thread(GZip(self.configuration.level).encode, chunk_bytes)
+
+    def compute_encoded_size(self, _input_byte_length: int) -> int:
+        raise NotImplementedError
+
+
+register_codec("gzip", GzipCodec)
diff --git a/zarr/v3/codecs/registry.py b/zarr/v3/codecs/registry.py
new file mode 100644
index 0000000000..642c0feebb
--- /dev/null
+++ b/zarr/v3/codecs/registry.py
@@ -0,0 +1,56 @@
+from __future__ import annotations
+
+from typing import Dict, NamedTuple, Type
+from importlib.metadata import EntryPoint, entry_points as get_entry_points
+
+from zarr.v3.abc.codec import Codec
+from zarr.v3.metadata import CodecMetadata
+
+
+class CodecRegistryItem(NamedTuple):
+    codec_cls: Type[Codec]
+    codec_metadata_cls: Type[CodecMetadata]
+
+
+__codec_registry: Dict[str, CodecRegistryItem] = {}
+__lazy_load_codecs: Dict[str, EntryPoint] = {}
+
+
+def _collect_entrypoints() -> None:
+    entry_points = get_entry_points()
+    if hasattr(entry_points, "select"):
+        # If entry_points() has a select method, use that. Python 3.10+
+        for e in entry_points.select(group="zarr.codecs"):
+            __lazy_load_codecs[e.name] = e
+    else:
+        # Otherwise, fallback to using get
+        for e in entry_points.get("zarr.codecs", []):
+            __lazy_load_codecs[e.name] = e
+
+
+def register_codec(key: str, codec_cls: Type[Codec]) -> None:
+    __codec_registry[key] = CodecRegistryItem(codec_cls, codec_cls.get_metadata_class())
+
+
+def _get_codec_item(key: str) -> CodecRegistryItem:
+    item = __codec_registry.get(key)
+    if item is None:
+        if key in __lazy_load_codecs:
+            # logger.debug("Auto loading codec '%s' from entrypoint", codec_id)
+            cls = __lazy_load_codecs[key].load()
+            register_codec(key, cls)
+            item = __codec_registry.get(key)
+    if item:
+        return item
+    raise KeyError(key)
+
+
+def get_codec_metadata_class(key: str) -> Type[CodecMetadata]:
+    return _get_codec_item(key).codec_metadata_cls
+
+
+def get_codec_class(key: str) -> Type[Codec]:
+    return _get_codec_item(key).codec_cls
+
+
+_collect_entrypoints()
diff --git a/zarr/v3/sharding.py b/zarr/v3/codecs/sharding.py
similarity index 85%
rename from zarr/v3/sharding.py
rename to zarr/v3/codecs/sharding.py
index 3c5b4bd12d..edbe327a6b 100644
--- a/zarr/v3/sharding.py
+++ b/zarr/v3/codecs/sharding.py
@@ -1,11 +1,29 @@
 from __future__ import annotations
 
-from typing import Iterator, List, Mapping, NamedTuple, Optional, Set, Tuple
+from typing import (
+    Awaitable,
+    Callable,
+    Iterator,
+    List,
+    Literal,
+    Mapping,
+    NamedTuple,
+    Optional,
+    Set,
+    Tuple,
+    Type,
+)
+from attr import field, frozen
 
 import numpy as np
-from attrs import frozen
+from zarr.v3.abc.codec import (
+    ArrayBytesCodec,
+    ArrayBytesCodecPartialDecodeMixin,
+    ArrayBytesCodecPartialEncodeMixin,
+)
 
-from zarr.v3.codecs import ArrayBytesCodec, CodecPipeline
+from zarr.v3.codecs import CodecPipeline
+from zarr.v3.codecs.registry import register_codec
 from zarr.v3.common import (
     BytesLike,
     ChunkCoords,
@@ -22,14 +40,28 @@
 from zarr.v3.metadata import (
     CoreArrayMetadata,
     DataType,
-    ShardingCodecConfigurationMetadata,
-    ShardingCodecMetadata,
+    CodecMetadata,
+    ShardingCodecIndexLocation,
 )
 from zarr.v3.store import StorePath
 
 MAX_UINT_64 = 2**64 - 1
 
 
+@frozen
+class ShardingCodecConfigurationMetadata:
+    chunk_shape: ChunkCoords
+    codecs: List["CodecMetadata"]
+    index_codecs: List["CodecMetadata"]
+    index_location: ShardingCodecIndexLocation = ShardingCodecIndexLocation.end
+
+
+@frozen
+class ShardingCodecMetadata:
+    configuration: ShardingCodecConfigurationMetadata
+    name: Literal["sharding_indexed"] = field(default="sharding_indexed", init=False)
+
+
 class _ShardIndex(NamedTuple):
     # dtype uint64, shape (chunks_per_shard_0, chunks_per_shard_1, ..., 2)
     offsets_and_lengths: np.ndarray
@@ -49,7 +81,7 @@ def get_chunk_slice(self, chunk_coords: ChunkCoords) -> Optional[Tuple[int, int]
         if (chunk_start, chunk_len) == (MAX_UINT_64, MAX_UINT_64):
             return None
         else:
-            return (int(chunk_start), int(chunk_start + chunk_len))
+            return (int(chunk_start), int(chunk_start) + int(chunk_len))
 
     def set_chunk_slice(self, chunk_coords: ChunkCoords, chunk_slice: Optional[slice]) -> None:
         localized_chunk = self._localize_chunk(chunk_coords)
@@ -95,9 +127,15 @@ class _ShardProxy(Mapping):
 
     @classmethod
     async def from_bytes(cls, buf: BytesLike, codec: ShardingCodec) -> _ShardProxy:
+        shard_index_size = codec._shard_index_size()
         obj = cls()
         obj.buf = memoryview(buf)
-        obj.index = await codec._decode_shard_index(obj.buf[-codec._shard_index_size() :])
+        if codec.configuration.index_location == ShardingCodecIndexLocation.start:
+            shard_index_bytes = obj.buf[:shard_index_size]
+        else:
+            shard_index_bytes = obj.buf[-shard_index_size:]
+
+        obj.index = await codec._decode_shard_index(shard_index_bytes)
         return obj
 
     @classmethod
@@ -156,13 +194,27 @@ def append(self, chunk_coords: ChunkCoords, value: BytesLike):
         self.buf.extend(value)
         self.index.set_chunk_slice(chunk_coords, slice(chunk_start, chunk_start + chunk_length))
 
-    def finalize(self, index_bytes: BytesLike) -> BytesLike:
-        self.buf.extend(index_bytes)
-        return self.buf
+    async def finalize(
+        self,
+        index_location: ShardingCodecIndexLocation,
+        index_encoder: Callable[[_ShardIndex], Awaitable[BytesLike]],
+    ) -> BytesLike:
+        index_bytes = await index_encoder(self.index)
+        if index_location == ShardingCodecIndexLocation.start:
+            self.index.offsets_and_lengths[..., 0] += len(index_bytes)
+            index_bytes = await index_encoder(self.index)  # encode again with corrected offsets
+            out_buf = bytearray(index_bytes)
+            out_buf.extend(self.buf)
+        else:
+            out_buf = self.buf
+            out_buf.extend(index_bytes)
+        return out_buf
 
 
 @frozen
-class ShardingCodec(ArrayBytesCodec):
+class ShardingCodec(
+    ArrayBytesCodec, ArrayBytesCodecPartialDecodeMixin, ArrayBytesCodecPartialEncodeMixin
+):
     array_metadata: CoreArrayMetadata
     configuration: ShardingCodecConfigurationMetadata
     codec_pipeline: CodecPipeline
@@ -172,9 +224,11 @@ class ShardingCodec(ArrayBytesCodec):
     @classmethod
     def from_metadata(
         cls,
-        codec_metadata: ShardingCodecMetadata,
+        codec_metadata: CodecMetadata,
         array_metadata: CoreArrayMetadata,
     ) -> ShardingCodec:
+        assert isinstance(codec_metadata, ShardingCodecMetadata)
+
         chunks_per_shard = tuple(
             s // c
             for s, c in zip(
@@ -211,6 +265,10 @@ def from_metadata(
             chunks_per_shard=chunks_per_shard,
         )
 
+    @classmethod
+    def get_metadata_class(cls) -> Type[ShardingCodecMetadata]:
+        return ShardingCodecMetadata
+
     async def decode(
         self,
         shard_bytes: BytesLike,
@@ -260,7 +318,6 @@ async def decode_partial(
         store_path: StorePath,
         selection: SliceSelection,
     ) -> Optional[np.ndarray]:
-        # print("decode_partial")
         shard_shape = self.array_metadata.chunk_shape
         chunk_shape = self.configuration.chunk_shape
 
@@ -390,7 +447,9 @@ async def _write_chunk(
             if chunk_bytes is not None:
                 shard_builder.append(chunk_coords, chunk_bytes)
 
-        return shard_builder.finalize(await self._encode_shard_index(shard_builder.index))
+        return await shard_builder.finalize(
+            self.configuration.index_location, self._encode_shard_index
+        )
 
     async def encode_partial(
         self,
@@ -477,7 +536,10 @@ async def _write_chunk(
             await store_path.delete_async()
         else:
             await store_path.set_async(
-                shard_builder.finalize(await self._encode_shard_index(shard_builder.index))
+                await shard_builder.finalize(
+                    self.configuration.index_location,
+                    self._encode_shard_index,
+                )
             )
 
     def _is_total_shard(self, all_chunk_coords: Set[ChunkCoords]) -> bool:
@@ -497,7 +559,11 @@ def _shard_index_size(self) -> int:
         return self.index_codec_pipeline.compute_encoded_size(16 * product(self.chunks_per_shard))
 
     async def _load_shard_index_maybe(self, store_path: StorePath) -> Optional[_ShardIndex]:
-        index_bytes = await store_path.get_async((-self._shard_index_size(), None))
+        shard_index_size = self._shard_index_size()
+        if self.configuration.index_location == ShardingCodecIndexLocation.start:
+            index_bytes = await store_path.get_async((0, shard_index_size))
+        else:
+            index_bytes = await store_path.get_async((-shard_index_size, None))
         if index_bytes is not None:
             return await self._decode_shard_index(index_bytes)
         return None
@@ -514,3 +580,6 @@ async def _load_full_shard_maybe(self, store_path: StorePath) -> Optional[_Shard
 
     def compute_encoded_size(self, input_byte_length: int) -> int:
         return input_byte_length + self._shard_index_size()
+
+
+register_codec("sharding_indexed", ShardingCodec)
diff --git a/zarr/v3/codecs/transpose.py b/zarr/v3/codecs/transpose.py
new file mode 100644
index 0000000000..d160f2a88d
--- /dev/null
+++ b/zarr/v3/codecs/transpose.py
@@ -0,0 +1,114 @@
+from __future__ import annotations
+
+from typing import (
+    TYPE_CHECKING,
+    Literal,
+    Optional,
+    Tuple,
+    Type,
+)
+
+import numpy as np
+from attr import frozen, field
+
+from zarr.v3.abc.codec import ArrayArrayCodec
+from zarr.v3.codecs.registry import register_codec
+from zarr.v3.metadata import CodecMetadata
+
+if TYPE_CHECKING:
+    from zarr.v3.metadata import CoreArrayMetadata
+
+
+@frozen
+class TransposeCodecConfigurationMetadata:
+    order: Tuple[int, ...]
+
+
+@frozen
+class TransposeCodecMetadata:
+    configuration: TransposeCodecConfigurationMetadata
+    name: Literal["transpose"] = field(default="transpose", init=False)
+
+
+@frozen
+class TransposeCodec(ArrayArrayCodec):
+    array_metadata: CoreArrayMetadata
+    order: Tuple[int, ...]
+    is_fixed_size = True
+
+    @classmethod
+    def from_metadata(
+        cls, codec_metadata: CodecMetadata, array_metadata: CoreArrayMetadata
+    ) -> TransposeCodec:
+        assert isinstance(codec_metadata, TransposeCodecMetadata)
+
+        configuration = codec_metadata.configuration
+        # Compatibility with older version of ZEP1
+        if configuration.order == "F":  # type: ignore
+            order = tuple(array_metadata.ndim - x - 1 for x in range(array_metadata.ndim))
+
+        elif configuration.order == "C":  # type: ignore
+            order = tuple(range(array_metadata.ndim))
+
+        else:
+            assert len(configuration.order) == array_metadata.ndim, (
+                "The `order` tuple needs have as many entries as "
+                + f"there are dimensions in the array. Got: {configuration.order}"
+            )
+            assert len(configuration.order) == len(set(configuration.order)), (
+                "There must not be duplicates in the `order` tuple. "
+                + f"Got: {configuration.order}"
+            )
+            assert all(0 <= x < array_metadata.ndim for x in configuration.order), (
+                "All entries in the `order` tuple must be between 0 and "
+                + f"the number of dimensions in the array. Got: {configuration.order}"
+            )
+            order = tuple(configuration.order)
+
+        return cls(
+            array_metadata=array_metadata,
+            order=order,
+        )
+
+    @classmethod
+    def get_metadata_class(cls) -> Type[TransposeCodecMetadata]:
+        return TransposeCodecMetadata
+
+    def resolve_metadata(self) -> CoreArrayMetadata:
+        from zarr.v3.metadata import CoreArrayMetadata
+
+        return CoreArrayMetadata(
+            shape=tuple(
+                self.array_metadata.shape[self.order[i]] for i in range(self.array_metadata.ndim)
+            ),
+            chunk_shape=tuple(
+                self.array_metadata.chunk_shape[self.order[i]]
+                for i in range(self.array_metadata.ndim)
+            ),
+            data_type=self.array_metadata.data_type,
+            fill_value=self.array_metadata.fill_value,
+            runtime_configuration=self.array_metadata.runtime_configuration,
+        )
+
+    async def decode(
+        self,
+        chunk_array: np.ndarray,
+    ) -> np.ndarray:
+        inverse_order = [0 for _ in range(self.array_metadata.ndim)]
+        for x, i in enumerate(self.order):
+            inverse_order[x] = i
+        chunk_array = chunk_array.transpose(inverse_order)
+        return chunk_array
+
+    async def encode(
+        self,
+        chunk_array: np.ndarray,
+    ) -> Optional[np.ndarray]:
+        chunk_array = chunk_array.transpose(self.order)
+        return chunk_array
+
+    def compute_encoded_size(self, input_byte_length: int) -> int:
+        return input_byte_length
+
+
+register_codec("transpose", TransposeCodec)
diff --git a/zarr/v3/codecs/zstd.py b/zarr/v3/codecs/zstd.py
new file mode 100644
index 0000000000..e66d9e0700
--- /dev/null
+++ b/zarr/v3/codecs/zstd.py
@@ -0,0 +1,80 @@
+from __future__ import annotations
+
+from typing import (
+    TYPE_CHECKING,
+    Literal,
+    Optional,
+    Type,
+)
+
+from attr import frozen, field
+from zstandard import ZstdCompressor, ZstdDecompressor
+
+from zarr.v3.abc.codec import BytesBytesCodec
+from zarr.v3.codecs.registry import register_codec
+from zarr.v3.common import BytesLike, to_thread
+from zarr.v3.metadata import CodecMetadata
+
+if TYPE_CHECKING:
+    from zarr.v3.metadata import CoreArrayMetadata
+
+
+@frozen
+class ZstdCodecConfigurationMetadata:
+    level: int = 0
+    checksum: bool = False
+
+
+@frozen
+class ZstdCodecMetadata:
+    configuration: ZstdCodecConfigurationMetadata
+    name: Literal["zstd"] = field(default="zstd", init=False)
+
+
+@frozen
+class ZstdCodec(BytesBytesCodec):
+    array_metadata: CoreArrayMetadata
+    configuration: ZstdCodecConfigurationMetadata
+    is_fixed_size = True
+
+    @classmethod
+    def from_metadata(
+        cls, codec_metadata: CodecMetadata, array_metadata: CoreArrayMetadata
+    ) -> ZstdCodec:
+        assert isinstance(codec_metadata, ZstdCodecMetadata)
+        return cls(
+            array_metadata=array_metadata,
+            configuration=codec_metadata.configuration,
+        )
+
+    @classmethod
+    def get_metadata_class(cls) -> Type[ZstdCodecMetadata]:
+        return ZstdCodecMetadata
+
+    def _compress(self, data: bytes) -> bytes:
+        ctx = ZstdCompressor(
+            level=self.configuration.level, write_checksum=self.configuration.checksum
+        )
+        return ctx.compress(data)
+
+    def _decompress(self, data: bytes) -> bytes:
+        ctx = ZstdDecompressor()
+        return ctx.decompress(data)
+
+    async def decode(
+        self,
+        chunk_bytes: bytes,
+    ) -> BytesLike:
+        return await to_thread(self._decompress, chunk_bytes)
+
+    async def encode(
+        self,
+        chunk_bytes: bytes,
+    ) -> Optional[BytesLike]:
+        return await to_thread(self._compress, chunk_bytes)
+
+    def compute_encoded_size(self, _input_byte_length: int) -> int:
+        raise NotImplementedError
+
+
+register_codec("zstd", ZstdCodec)
diff --git a/zarr/v3/common.py b/zarr/v3/common.py
index 0e55a7c1fd..e91356c4e2 100644
--- a/zarr/v3/common.py
+++ b/zarr/v3/common.py
@@ -32,18 +32,12 @@
 
 def make_cattr():
     from zarr.v3.metadata import (
-        BloscCodecMetadata,
-        BytesCodecMetadata,
         ChunkKeyEncodingMetadata,
         CodecMetadata,
-        Crc32cCodecMetadata,
         DefaultChunkKeyEncodingMetadata,
-        GzipCodecMetadata,
-        ShardingCodecMetadata,
-        TransposeCodecMetadata,
         V2ChunkKeyEncodingMetadata,
-        ZstdCodecMetadata,
     )
+    from zarr.v3.codecs.registry import get_codec_metadata_class
 
     converter = Converter()
 
@@ -59,24 +53,8 @@ def _structure_chunk_key_encoding_metadata(d: Dict[str, Any], _t) -> ChunkKeyEnc
     )
 
     def _structure_codec_metadata(d: Dict[str, Any], _t=None) -> CodecMetadata:
-        if d["name"] == "endian":
-            d["name"] = "bytes"
-
-        if d["name"] == "blosc":
-            return converter.structure(d, BloscCodecMetadata)
-        if d["name"] == "bytes":
-            return converter.structure(d, BytesCodecMetadata)
-        if d["name"] == "transpose":
-            return converter.structure(d, TransposeCodecMetadata)
-        if d["name"] == "gzip":
-            return converter.structure(d, GzipCodecMetadata)
-        if d["name"] == "zstd":
-            return converter.structure(d, ZstdCodecMetadata)
-        if d["name"] == "sharding_indexed":
-            return converter.structure(d, ShardingCodecMetadata)
-        if d["name"] == "crc32c":
-            return converter.structure(d, Crc32cCodecMetadata)
-        raise KeyError
+        codec_metadata_cls = get_codec_metadata_class(d["name"])
+        return converter.structure(d, codec_metadata_cls)
 
     converter.register_structure_hook(CodecMetadata, _structure_codec_metadata)
 
diff --git a/zarr/v3/metadata.py b/zarr/v3/metadata.py
index 1fc43b19f0..53b300d3f8 100644
--- a/zarr/v3/metadata.py
+++ b/zarr/v3/metadata.py
@@ -3,7 +3,7 @@
 import json
 from asyncio import AbstractEventLoop
 from enum import Enum
-from typing import Any, Dict, List, Literal, Optional, Tuple, Union
+from typing import Any, Dict, List, Literal, Optional, Protocol, Tuple, Union
 
 import numpy as np
 from attr import asdict, field, frozen
@@ -142,103 +142,15 @@ def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
 ChunkKeyEncodingMetadata = Union[DefaultChunkKeyEncodingMetadata, V2ChunkKeyEncodingMetadata]
 
 
-BloscShuffle = Literal["noshuffle", "shuffle", "bitshuffle"]
-
-
-@frozen
-class BloscCodecConfigurationMetadata:
-    typesize: int
-    cname: Literal["lz4", "lz4hc", "blosclz", "zstd", "snappy", "zlib"] = "zstd"
-    clevel: int = 5
-    shuffle: BloscShuffle = "noshuffle"
-    blocksize: int = 0
-
-
-blosc_shuffle_int_to_str: Dict[int, BloscShuffle] = {
-    0: "noshuffle",
-    1: "shuffle",
-    2: "bitshuffle",
-}
-
-
-@frozen
-class BloscCodecMetadata:
-    configuration: BloscCodecConfigurationMetadata
-    name: Literal["blosc"] = "blosc"
-
-
-@frozen
-class BytesCodecConfigurationMetadata:
-    endian: Optional[Literal["big", "little"]] = "little"
-
-
-@frozen
-class BytesCodecMetadata:
-    configuration: BytesCodecConfigurationMetadata
-    name: Literal["bytes"] = "bytes"
-
-
-@frozen
-class TransposeCodecConfigurationMetadata:
-    order: Union[Literal["C", "F"], Tuple[int, ...]] = "C"
-
-
-@frozen
-class TransposeCodecMetadata:
-    configuration: TransposeCodecConfigurationMetadata
-    name: Literal["transpose"] = "transpose"
-
-
-@frozen
-class GzipCodecConfigurationMetadata:
-    level: int = 5
-
-
-@frozen
-class GzipCodecMetadata:
-    configuration: GzipCodecConfigurationMetadata
-    name: Literal["gzip"] = "gzip"
-
-
-@frozen
-class ZstdCodecConfigurationMetadata:
-    level: int = 0
-    checksum: bool = False
-
-
-@frozen
-class ZstdCodecMetadata:
-    configuration: ZstdCodecConfigurationMetadata
-    name: Literal["zstd"] = "zstd"
-
-
-@frozen
-class Crc32cCodecMetadata:
-    name: Literal["crc32c"] = "crc32c"
-
-
-@frozen
-class ShardingCodecConfigurationMetadata:
-    chunk_shape: ChunkCoords
-    codecs: List["CodecMetadata"]
-    index_codecs: List["CodecMetadata"]
-
-
-@frozen
-class ShardingCodecMetadata:
-    configuration: ShardingCodecConfigurationMetadata
-    name: Literal["sharding_indexed"] = "sharding_indexed"
+class CodecMetadata(Protocol):
+    @property
+    def name(self) -> str:
+        pass
 
 
-CodecMetadata = Union[
-    BloscCodecMetadata,
-    BytesCodecMetadata,
-    TransposeCodecMetadata,
-    GzipCodecMetadata,
-    ZstdCodecMetadata,
-    ShardingCodecMetadata,
-    Crc32cCodecMetadata,
-]
+class ShardingCodecIndexLocation(Enum):
+    start = "start"
+    end = "end"
 
 
 @frozen
@@ -290,7 +202,7 @@ def get_core_metadata(self, runtime_configuration: RuntimeConfiguration) -> Core
 
     def to_bytes(self) -> bytes:
         def _json_convert(o):
-            if isinstance(o, DataType):
+            if isinstance(o, Enum):
                 return o.name
             raise TypeError
 
diff --git a/zarr/v3/store.py b/zarr/v3/store.py
index f7472c68d2..b6c20be41f 100644
--- a/zarr/v3/store.py
+++ b/zarr/v3/store.py
@@ -10,7 +10,7 @@
 import asyncio
 import io
 from pathlib import Path
-from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union
+from typing import TYPE_CHECKING, Any, Dict, List, MutableMapping, Optional, Tuple, Union
 
 from zarr.v3.common import BytesLike, to_thread
 
@@ -284,6 +284,53 @@ def __repr__(self) -> str:
         return f"RemoteStore({repr(str(self))})"
 
 
+class MemoryStore(Store):
+    supports_partial_writes = True
+    store_dict: MutableMapping[str, bytes]
+
+    def __init__(self, store_dict: Optional[MutableMapping[str, bytes]] = None):
+        self.store_dict = store_dict or {}
+
+    async def get_async(
+        self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
+    ) -> Optional[BytesLike]:
+        assert isinstance(key, str)
+        try:
+            value = self.store_dict[key]
+            if byte_range is not None:
+                value = value[byte_range[0] : byte_range[1]]
+            return value
+        except KeyError:
+            return None
+
+    async def set_async(
+        self, key: str, value: BytesLike, byte_range: Optional[Tuple[int, int]] = None
+    ) -> None:
+        assert isinstance(key, str)
+
+        if byte_range is not None:
+            buf = bytearray(self.store_dict[key])
+            buf[byte_range[0] : byte_range[1]] = value
+            self.store_dict[key] = buf
+        else:
+            self.store_dict[key] = value
+
+    async def delete_async(self, key: str) -> None:
+        try:
+            del self.store_dict[key]
+        except KeyError:
+            pass
+
+    async def exists_async(self, key: str) -> bool:
+        return key in self.store_dict
+
+    def __str__(self) -> str:
+        return f"memory://{id(self.store_dict)}"
+
+    def __repr__(self) -> str:
+        return f"MemoryStore({repr(str(self))})"
+
+
 StoreLike = Union[Store, StorePath, Path, str]
 
 

From 8579e21c80927afbc26153153ca8eedc91a6ff6f Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Thu, 7 Dec 2023 21:15:55 +0000
Subject: [PATCH 0391/1078] Bump version of black in pre-commit (#1559)

---
 .pre-commit-config.yaml          |  2 +-
 bench/compress_normal.py         |  1 -
 zarr/_storage/absstore.py        |  3 +-
 zarr/_storage/store.py           |  1 -
 zarr/_storage/v3.py              |  1 -
 zarr/attrs.py                    |  6 ----
 zarr/convenience.py              | 20 +++--------
 zarr/creation.py                 |  2 --
 zarr/hierarchy.py                | 12 +++----
 zarr/indexing.py                 | 25 --------------
 zarr/meta.py                     |  1 -
 zarr/n5.py                       | 57 --------------------------------
 zarr/storage.py                  |  5 ---
 zarr/tests/test_attrs.py         |  6 ----
 zarr/tests/test_convenience.py   |  7 ----
 zarr/tests/test_creation.py      |  9 -----
 zarr/tests/test_dim_separator.py |  1 -
 zarr/tests/test_filters.py       | 12 -------
 zarr/tests/test_hierarchy.py     |  3 --
 zarr/tests/test_indexing.py      | 35 --------------------
 zarr/tests/test_info.py          |  1 -
 zarr/tests/test_meta.py          | 19 -----------
 zarr/tests/test_storage.py       | 20 -----------
 zarr/tests/test_storage_v3.py    | 10 ------
 zarr/tests/test_sync.py          |  2 --
 zarr/tests/test_util.py          |  2 --
 zarr/util.py                     |  6 ----
 27 files changed, 11 insertions(+), 258 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index f22dc39832..e985d24000 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -14,7 +14,7 @@ repos:
       # Respect `exclude` and `extend-exclude` settings.
       args: ["--force-exclude"]
   - repo: https://github.com/psf/black
-    rev: 22.12.0
+    rev: 23.10.1
     hooks:
     - id: black
   - repo: https://github.com/codespell-project/codespell
diff --git a/bench/compress_normal.py b/bench/compress_normal.py
index 9f1655541c..803d54b76b 100644
--- a/bench/compress_normal.py
+++ b/bench/compress_normal.py
@@ -8,7 +8,6 @@
 from zarr import blosc
 
 if __name__ == "__main__":
-
     sys.path.insert(0, "..")
 
     # setup
diff --git a/zarr/_storage/absstore.py b/zarr/_storage/absstore.py
index f62529f096..c9a113148c 100644
--- a/zarr/_storage/absstore.py
+++ b/zarr/_storage/absstore.py
@@ -87,7 +87,7 @@ def __init__(
                 "https://{}.blob.core.windows.net/".format(account_name),
                 container,
                 credential=account_key,
-                **blob_service_kwargs
+                **blob_service_kwargs,
             )
 
         self.client = client
@@ -240,7 +240,6 @@ def __setitem__(self, key, value):
         super().__setitem__(key, value)
 
     def rmdir(self, path=None):
-
         if not path:
             # Currently allowing clear to delete everything as in v2
 
diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index 8daedae48f..80e4ad8f75 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -629,7 +629,6 @@ def _rmdir_from_keys(store: StoreLike, path: Optional[str] = None) -> None:
 
 
 def _rmdir_from_keys_v3(store: StoreV3, path: str = "") -> None:
-
     meta_dir = meta_root + path
     meta_dir = meta_dir.rstrip("/")
     _rmdir_from_keys(store, meta_dir)
diff --git a/zarr/_storage/v3.py b/zarr/_storage/v3.py
index 00dc085dac..32e78f7a34 100644
--- a/zarr/_storage/v3.py
+++ b/zarr/_storage/v3.py
@@ -118,7 +118,6 @@ def _get_files_and_dirs_from_path(store, path):
 
 
 class FSStoreV3(FSStore, StoreV3):
-
     # FSStoreV3 doesn't use this (FSStore uses it within _normalize_key)
     _META_KEYS = ()
 
diff --git a/zarr/attrs.py b/zarr/attrs.py
index 01fc617b3c..e967c5b853 100644
--- a/zarr/attrs.py
+++ b/zarr/attrs.py
@@ -26,7 +26,6 @@ class Attributes(MutableMapping):
     """
 
     def __init__(self, store, key=".zattrs", read_only=False, cache=True, synchronizer=None):
-
         self._version = getattr(store, "_store_version", 2)
         _Store = Store if self._version == 2 else StoreV3
         self.store = _Store._ensure_store(store)
@@ -73,7 +72,6 @@ def __getitem__(self, item):
         return self.asdict()[item]
 
     def _write_op(self, f, *args, **kwargs):
-
         # guard condition
         if self.read_only:
             raise PermissionError("attributes are read-only")
@@ -89,7 +87,6 @@ def __setitem__(self, item, value):
         self._write_op(self._setitem_nosync, item, value)
 
     def _setitem_nosync(self, item, value):
-
         # load existing data
         d = self._get_nosync()
 
@@ -106,7 +103,6 @@ def __delitem__(self, item):
         self._write_op(self._delitem_nosync, item)
 
     def _delitem_nosync(self, key):
-
         # load existing data
         d = self._get_nosync()
 
@@ -128,7 +124,6 @@ def put(self, d):
             self._write_op(self._put_nosync, dict(attributes=d))
 
     def _put_nosync(self, d):
-
         d_to_check = d if self._version == 2 else d["attributes"]
         if not all(isinstance(item, str) for item in d_to_check):
             # TODO: Raise an error for non-string keys
@@ -178,7 +173,6 @@ def update(self, *args, **kwargs):
         self._write_op(self._update_nosync, *args, **kwargs)
 
     def _update_nosync(self, *args, **kwargs):
-
         # load existing data
         d = self._get_nosync()
 
diff --git a/zarr/convenience.py b/zarr/convenience.py
index 0ee8a8d323..9c0deeea47 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -675,10 +675,8 @@ def copy_store(
 
     # setup logging
     with _LogWriter(log) as log:
-
         # iterate over source keys
         for source_key in sorted(source.keys()):
-
             # filter to keys under source path
             if source_store_version == 2:
                 if not source_key.startswith(source_path):
@@ -757,7 +755,7 @@ def copy(
     log=None,
     if_exists="raise",
     dry_run=False,
-    **create_kws
+    **create_kws,
 ):
     """Copy the `source` array or group into the `dest` group.
 
@@ -878,7 +876,6 @@ def copy(
 
     # setup logging
     with _LogWriter(log) as log:
-
         # do the copying
         n_copied, n_skipped, n_bytes_copied = _copy(
             log,
@@ -890,7 +887,7 @@ def copy(
             without_attrs=without_attrs,
             if_exists=if_exists,
             dry_run=dry_run,
-            **create_kws
+            **create_kws,
         )
 
         # log a final message with a summary of what happened
@@ -948,12 +945,10 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_
 
         # take action
         if do_copy:
-
             # log a message about what we're going to do
             log("copy {} {} {}".format(source.name, source.shape, source.dtype))
 
             if not dry_run:
-
                 # clear the way
                 if exists:
                     del dest[name]
@@ -1038,12 +1033,10 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_
 
         # take action
         if do_copy:
-
             # log action
             log("copy {}".format(source.name))
 
             if not dry_run:
-
                 # clear the way
                 if exists_array:
                     del dest[name]
@@ -1056,7 +1049,6 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_
                     grp.attrs.update(source.attrs)
 
             else:
-
                 # setup for dry run without creating any groups in the
                 # destination
                 if dest is not None:
@@ -1076,7 +1068,7 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_
                     without_attrs=without_attrs,
                     if_exists=if_exists,
                     dry_run=dry_run,
-                    **create_kws
+                    **create_kws,
                 )
                 n_copied += c
                 n_skipped += s
@@ -1099,7 +1091,7 @@ def copy_all(
     log=None,
     if_exists="raise",
     dry_run=False,
-    **create_kws
+    **create_kws,
 ):
     """Copy all children of the `source` group into the `dest` group.
 
@@ -1189,7 +1181,6 @@ def copy_all(
 
     # setup logging
     with _LogWriter(log) as log:
-
         for k in source.keys():
             c, s, b = _copy(
                 log,
@@ -1201,7 +1192,7 @@ def copy_all(
                 without_attrs=without_attrs,
                 if_exists=if_exists,
                 dry_run=dry_run,
-                **create_kws
+                **create_kws,
             )
             n_copied += c
             n_skipped += s
@@ -1262,7 +1253,6 @@ def is_zarr_key(key):
             return key.endswith(".zarray") or key.endswith(".zgroup") or key.endswith(".zattrs")
 
     else:
-
         assert_zarr_v3_api_available()
 
         sfx = _get_metadata_suffix(store)  # type: ignore
diff --git a/zarr/creation.py b/zarr/creation.py
index 726d0b5932..6227f90b7b 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -234,7 +234,6 @@ def create(
 
 
 def _kwargs_compat(compressor, fill_value, kwargs):
-
     # to be compatible with h5py, as well as backwards-compatible with Zarr
     # 1.x, accept 'compression' and 'compression_opts' keyword arguments
 
@@ -697,7 +696,6 @@ def open_array(
 
 
 def _like_args(a, kwargs):
-
     shape, chunks = _get_shape_chunks(a)
     if shape is not None:
         kwargs.setdefault("shape", shape)
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 3361969f08..1cfea89c81 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -145,7 +145,7 @@ def __init__(
         synchronizer=None,
         zarr_version=None,
         *,
-        meta_array=None
+        meta_array=None,
     ):
         store: BaseStore = _normalize_store_arg(store, zarr_version=zarr_version)
         if zarr_version is None:
@@ -919,7 +919,6 @@ def tree(self, expand=False, level=None):
         return TreeViewer(self, expand=expand, level=level)
 
     def _write_op(self, f, *args, **kwargs):
-
         # guard condition
         if self._read_only:
             raise ReadOnlyError()
@@ -1094,7 +1093,6 @@ def create_dataset(self, name, **kwargs):
         return self._write_op(self._create_dataset_nosync, name, **kwargs)
 
     def _create_dataset_nosync(self, name, data=None, **kwargs):
-
         assert "mode" not in kwargs
         path = self._item_path(name)
 
@@ -1138,11 +1136,9 @@ def require_dataset(self, name, shape, dtype=None, exact=False, **kwargs):
         )
 
     def _require_dataset_nosync(self, name, shape, dtype=None, exact=False, **kwargs):
-
         path = self._item_path(name)
 
         if contains_array(self._store, path):
-
             # array already exists at path, validate that it is the right shape and type
 
             synchronizer = kwargs.get("synchronizer", self._synchronizer)
@@ -1235,7 +1231,7 @@ def _full_nosync(self, name, fill_value, **kwargs):
             path=path,
             chunk_store=self._chunk_store,
             fill_value=fill_value,
-            **kwargs
+            **kwargs,
         )
 
     def array(self, name, data, **kwargs):
@@ -1361,7 +1357,7 @@ def group(
     path=None,
     *,
     zarr_version=None,
-    meta_array=None
+    meta_array=None,
 ):
     """Create a group.
 
@@ -1452,7 +1448,7 @@ def open_group(
     storage_options=None,
     *,
     zarr_version=None,
-    meta_array=None
+    meta_array=None,
 ):
     """Open a group using file-mode-like semantics.
 
diff --git a/zarr/indexing.py b/zarr/indexing.py
index 487cc8b9d9..3042147ebb 100644
--- a/zarr/indexing.py
+++ b/zarr/indexing.py
@@ -111,7 +111,6 @@ def is_pure_orthogonal_indexing(selection, ndim):
 
 
 def normalize_integer_selection(dim_sel, dim_len):
-
     # normalize type to int
     dim_sel = int(dim_sel)
 
@@ -145,7 +144,6 @@ def normalize_integer_selection(dim_sel, dim_len):
 
 class IntDimIndexer:
     def __init__(self, dim_sel, dim_len, dim_chunk_len):
-
         # normalize
         dim_sel = normalize_integer_selection(dim_sel, dim_len)
 
@@ -169,7 +167,6 @@ def ceildiv(a, b):
 
 class SliceDimIndexer:
     def __init__(self, dim_sel, dim_len, dim_chunk_len):
-
         # normalize
         self.start, self.stop, self.step = dim_sel.indices(dim_len)
         if self.step < 1:
@@ -182,14 +179,12 @@ def __init__(self, dim_sel, dim_len, dim_chunk_len):
         self.nchunks = ceildiv(self.dim_len, self.dim_chunk_len)
 
     def __iter__(self):
-
         # figure out the range of chunks we need to visit
         dim_chunk_ix_from = self.start // self.dim_chunk_len
         dim_chunk_ix_to = ceildiv(self.stop, self.dim_chunk_len)
 
         # iterate over chunks in range
         for dim_chunk_ix in range(dim_chunk_ix_from, dim_chunk_ix_to):
-
             # compute offsets for chunk within overall array
             dim_offset = dim_chunk_ix * self.dim_chunk_len
             dim_limit = min(self.dim_len, (dim_chunk_ix + 1) * self.dim_chunk_len)
@@ -237,7 +232,6 @@ def check_selection_length(selection, shape):
 
 
 def replace_ellipsis(selection, shape):
-
     selection = ensure_tuple(selection)
 
     # count number of ellipsis present
@@ -330,14 +324,12 @@ def is_basic_selection(selection):
 # noinspection PyProtectedMember
 class BasicIndexer:
     def __init__(self, selection, array):
-
         # handle ellipsis
         selection = replace_ellipsis(selection, array._shape)
 
         # setup per-dimension indexers
         dim_indexers = []
         for dim_sel, dim_len, dim_chunk_len in zip(selection, array._shape, array._chunks):
-
             if is_integer(dim_sel):
                 dim_indexer = IntDimIndexer(dim_sel, dim_len, dim_chunk_len)
 
@@ -358,7 +350,6 @@ def __init__(self, selection, array):
 
     def __iter__(self):
         for dim_projections in itertools.product(*self.dim_indexers):
-
             chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
             chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
             out_selection = tuple(
@@ -370,7 +361,6 @@ def __iter__(self):
 
 class BoolArrayDimIndexer:
     def __init__(self, dim_sel, dim_len, dim_chunk_len):
-
         # check number of dimensions
         if not is_bool_array(dim_sel, 1):
             raise IndexError(
@@ -402,10 +392,8 @@ def __init__(self, dim_sel, dim_len, dim_chunk_len):
         self.dim_chunk_ixs = np.nonzero(self.chunk_nitems)[0]
 
     def __iter__(self):
-
         # iterate over chunks with at least one item
         for dim_chunk_ix in self.dim_chunk_ixs:
-
             # find region in chunk
             dim_offset = dim_chunk_ix * self.dim_chunk_len
             dim_chunk_sel = self.dim_sel[dim_offset : dim_offset + self.dim_chunk_len]
@@ -472,7 +460,6 @@ def __init__(
         boundscheck=True,
         order=Order.UNKNOWN,
     ):
-
         # ensure 1d array
         dim_sel = np.asanyarray(dim_sel)
         if not is_integer_array(dim_sel, 1):
@@ -526,9 +513,7 @@ def __init__(
         self.chunk_nitems_cumsum = np.cumsum(self.chunk_nitems)
 
     def __iter__(self):
-
         for dim_chunk_ix in self.dim_chunk_ixs:
-
             # find region in output
             if dim_chunk_ix == 0:
                 start = 0
@@ -602,7 +587,6 @@ def oindex_set(a, selection, value):
 # noinspection PyProtectedMember
 class OrthogonalIndexer:
     def __init__(self, selection, array):
-
         # handle ellipsis
         selection = replace_ellipsis(selection, array._shape)
 
@@ -612,7 +596,6 @@ def __init__(self, selection, array):
         # setup per-dimension indexers
         dim_indexers = []
         for dim_sel, dim_len, dim_chunk_len in zip(selection, array._shape, array._chunks):
-
             if is_integer(dim_sel):
                 dim_indexer = IntDimIndexer(dim_sel, dim_len, dim_chunk_len)
 
@@ -649,7 +632,6 @@ def __init__(self, selection, array):
 
     def __iter__(self):
         for dim_projections in itertools.product(*self.dim_indexers):
-
             chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
             chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
             out_selection = tuple(
@@ -658,7 +640,6 @@ def __iter__(self):
 
             # handle advanced indexing arrays orthogonally
             if self.is_advanced:
-
                 # N.B., numpy doesn't support orthogonal indexing directly as yet,
                 # so need to work around via np.ix_. Also np.ix_ does not support a
                 # mixture of arrays and slices or integers, so need to convert slices
@@ -692,7 +673,6 @@ def __setitem__(self, selection, value):
 # noinspection PyProtectedMember
 class BlockIndexer:
     def __init__(self, selection, array):
-
         # handle ellipsis
         selection = replace_ellipsis(selection, array._shape)
 
@@ -794,7 +774,6 @@ def is_mask_selection(selection, array):
 # noinspection PyProtectedMember
 class CoordinateIndexer:
     def __init__(self, selection, array):
-
         # some initial normalization
         selection = ensure_tuple(selection)
         selection = tuple([i] if is_integer(i) else i for i in selection)
@@ -810,7 +789,6 @@ def __init__(self, selection, array):
 
         # handle wraparound, boundscheck
         for dim_sel, dim_len in zip(selection, array.shape):
-
             # handle wraparound
             wraparound_indices(dim_sel, dim_len)
 
@@ -861,10 +839,8 @@ def __init__(self, selection, array):
         self.chunk_mixs = np.unravel_index(self.chunk_rixs, array._cdata_shape)
 
     def __iter__(self):
-
         # iterate over chunks
         for i, chunk_rix in enumerate(self.chunk_rixs):
-
             chunk_coords = tuple(m[i] for m in self.chunk_mixs)
             if chunk_rix == 0:
                 start = 0
@@ -891,7 +867,6 @@ def __iter__(self):
 # noinspection PyProtectedMember
 class MaskIndexer(CoordinateIndexer):
     def __init__(self, selection, array):
-
         # some initial normalization
         selection = ensure_tuple(selection)
         selection = replace_lists(selection)
diff --git a/zarr/meta.py b/zarr/meta.py
index 48791ddf17..f23889f3ea 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -89,7 +89,6 @@ class Metadata2:
 
     @classmethod
     def parse_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType[str, Any]:
-
         # Here we allow that a store may return an already-parsed metadata object,
         # or a string of JSON that we will parse here. We allow for an already-parsed
         # object to accommodate a consolidated metadata store, where all the metadata for
diff --git a/zarr/n5.py b/zarr/n5.py
index 7e73905527..44b44e69e2 100644
--- a/zarr/n5.py
+++ b/zarr/n5.py
@@ -72,21 +72,18 @@ class N5Store(NestedDirectoryStore):
 
     def __getitem__(self, key: str) -> bytes:
         if key.endswith(zarr_group_meta_key):
-
             key_new = key.replace(zarr_group_meta_key, n5_attrs_key)
             value = group_metadata_to_zarr(self._load_n5_attrs(key_new))
 
             return json_dumps(value)
 
         elif key.endswith(zarr_array_meta_key):
-
             key_new = key.replace(zarr_array_meta_key, n5_attrs_key)
             top_level = key == zarr_array_meta_key
             value = array_metadata_to_zarr(self._load_n5_attrs(key_new), top_level=top_level)
             return json_dumps(value)
 
         elif key.endswith(zarr_attrs_key):
-
             key_new = key.replace(zarr_attrs_key, n5_attrs_key)
             value = attrs_to_zarr(self._load_n5_attrs(key_new))
 
@@ -104,9 +101,7 @@ def __getitem__(self, key: str) -> bytes:
         return super().__getitem__(key_new)
 
     def __setitem__(self, key: str, value: Any):
-
         if key.endswith(zarr_group_meta_key):
-
             key_new = key.replace(zarr_group_meta_key, n5_attrs_key)
 
             n5_attrs = self._load_n5_attrs(key_new)
@@ -115,7 +110,6 @@ def __setitem__(self, key: str, value: Any):
             value = json_dumps(n5_attrs)
 
         elif key.endswith(zarr_array_meta_key):
-
             key_new = key.replace(zarr_array_meta_key, n5_attrs_key)
             top_level = key == zarr_array_meta_key
             n5_attrs = self._load_n5_attrs(key_new)
@@ -123,7 +117,6 @@ def __setitem__(self, key: str, value: Any):
             value = json_dumps(n5_attrs)
 
         elif key.endswith(zarr_attrs_key):
-
             key_new = key.replace(zarr_attrs_key, n5_attrs_key)
 
             n5_attrs = self._load_n5_attrs(key_new)
@@ -166,9 +159,7 @@ def __delitem__(self, key: str):
         super().__delitem__(key_new)
 
     def __contains__(self, key):
-
         if key.endswith(zarr_group_meta_key):
-
             key_new = key.replace(zarr_group_meta_key, n5_attrs_key)
             if key_new not in self:
                 return False
@@ -176,18 +167,15 @@ def __contains__(self, key):
             return "dimensions" not in self._load_n5_attrs(key_new)
 
         elif key.endswith(zarr_array_meta_key):
-
             key_new = key.replace(zarr_array_meta_key, n5_attrs_key)
             # array if attributes contain 'dimensions'
             return "dimensions" in self._load_n5_attrs(key_new)
 
         elif key.endswith(zarr_attrs_key):
-
             key_new = key.replace(zarr_attrs_key, n5_attrs_key)
             return self._contains_attrs(key_new)
 
         elif is_chunk_key(key):
-
             key_new = invert_chunk_coords(key)
         else:
             key_new = key
@@ -198,7 +186,6 @@ def __eq__(self, other):
         return isinstance(other, N5Store) and self.path == other.path
 
     def listdir(self, path: Optional[str] = None):
-
         if path is not None:
             path = invert_chunk_coords(path)
         path = cast(str, path)
@@ -208,7 +195,6 @@ def listdir(self, path: Optional[str] = None):
         children = super().listdir(path=path)
 
         if self._is_array(path):
-
             # replace n5 attribute file with respective zarr attribute files
             children.remove(n5_attrs_key)
             children.append(zarr_array_meta_key)
@@ -234,7 +220,6 @@ def listdir(self, path: Optional[str] = None):
             return sorted(new_children)
 
         elif self._is_group(path):
-
             # replace n5 attribute file with respective zarr attribute files
             children.remove(n5_attrs_key)
             children.append(zarr_group_meta_key)
@@ -244,7 +229,6 @@ def listdir(self, path: Optional[str] = None):
             return sorted(children)
 
         else:
-
             return children
 
     def _load_n5_attrs(self, path: str) -> Dict[str, Any]:
@@ -255,7 +239,6 @@ def _load_n5_attrs(self, path: str) -> Dict[str, Any]:
             return {}
 
     def _is_group(self, path: str):
-
         if path is None:
             attrs_key = n5_attrs_key
         else:
@@ -265,7 +248,6 @@ def _is_group(self, path: str):
         return len(n5_attrs) > 0 and "dimensions" not in n5_attrs
 
     def _is_array(self, path: str):
-
         if path is None:
             attrs_key = n5_attrs_key
         else:
@@ -274,7 +256,6 @@ def _is_array(self, path: str):
         return "dimensions" in self._load_n5_attrs(attrs_key)
 
     def _contains_attrs(self, path: str):
-
         if path is None:
             attrs_key = n5_attrs_key
         else:
@@ -376,21 +357,18 @@ def _normalize_key(self, key: str):
 
     def __getitem__(self, key: str) -> bytes:
         if key.endswith(zarr_group_meta_key):
-
             key_new = key.replace(zarr_group_meta_key, self._group_meta_key)
             value = group_metadata_to_zarr(self._load_n5_attrs(key_new))
 
             return json_dumps(value)
 
         elif key.endswith(zarr_array_meta_key):
-
             key_new = key.replace(zarr_array_meta_key, self._array_meta_key)
             top_level = key == zarr_array_meta_key
             value = array_metadata_to_zarr(self._load_n5_attrs(key_new), top_level=top_level)
             return json_dumps(value)
 
         elif key.endswith(zarr_attrs_key):
-
             key_new = key.replace(zarr_attrs_key, self._attrs_key)
             value = attrs_to_zarr(self._load_n5_attrs(key_new))
 
@@ -409,7 +387,6 @@ def __getitem__(self, key: str) -> bytes:
 
     def __setitem__(self, key: str, value: Any):
         if key.endswith(zarr_group_meta_key):
-
             key_new = key.replace(zarr_group_meta_key, self._group_meta_key)
 
             n5_attrs = self._load_n5_attrs(key_new)
@@ -418,7 +395,6 @@ def __setitem__(self, key: str, value: Any):
             value = json_dumps(n5_attrs)
 
         elif key.endswith(zarr_array_meta_key):
-
             key_new = key.replace(zarr_array_meta_key, self._array_meta_key)
             top_level = key == zarr_array_meta_key
             n5_attrs = self._load_n5_attrs(key_new)
@@ -427,7 +403,6 @@ def __setitem__(self, key: str, value: Any):
             value = json_dumps(n5_attrs)
 
         elif key.endswith(zarr_attrs_key):
-
             key_new = key.replace(zarr_attrs_key, self._attrs_key)
 
             n5_attrs = self._load_n5_attrs(key_new)
@@ -456,7 +431,6 @@ def __setitem__(self, key: str, value: Any):
         super().__setitem__(key_new, value)
 
     def __delitem__(self, key: str):
-
         if key.endswith(zarr_group_meta_key):
             key_new = key.replace(zarr_group_meta_key, self._group_meta_key)
         elif key.endswith(zarr_array_meta_key):
@@ -471,7 +445,6 @@ def __delitem__(self, key: str):
 
     def __contains__(self, key: Any):
         if key.endswith(zarr_group_meta_key):
-
             key_new = key.replace(zarr_group_meta_key, self._group_meta_key)
             if key_new not in self:
                 return False
@@ -479,13 +452,11 @@ def __contains__(self, key: Any):
             return "dimensions" not in self._load_n5_attrs(key_new)
 
         elif key.endswith(zarr_array_meta_key):
-
             key_new = key.replace(zarr_array_meta_key, self._array_meta_key)
             # array if attributes contain 'dimensions'
             return "dimensions" in self._load_n5_attrs(key_new)
 
         elif key.endswith(zarr_attrs_key):
-
             key_new = key.replace(zarr_attrs_key, self._attrs_key)
             return self._contains_attrs(key_new)
 
@@ -508,7 +479,6 @@ def listdir(self, path: Optional[str] = None):
         # doesn't provide.
         children = super().listdir(path=path)
         if self._is_array(path):
-
             # replace n5 attribute file with respective zarr attribute files
             children.remove(self._array_meta_key)
             children.append(zarr_array_meta_key)
@@ -532,7 +502,6 @@ def listdir(self, path: Optional[str] = None):
             return sorted(new_children)
 
         elif self._is_group(path):
-
             # replace n5 attribute file with respective zarr attribute files
             children.remove(self._group_meta_key)
             children.append(zarr_group_meta_key)
@@ -550,7 +519,6 @@ def _load_n5_attrs(self, path: str):
             return {}
 
     def _is_group(self, path: Optional[str]):
-
         if path is None:
             attrs_key = self._attrs_key
         else:
@@ -560,7 +528,6 @@ def _is_group(self, path: Optional[str]):
         return len(n5_attrs) > 0 and "dimensions" not in n5_attrs
 
     def _is_array(self, path: Optional[str]):
-
         if path is None:
             attrs_key = self._attrs_key
         else:
@@ -569,7 +536,6 @@ def _is_array(self, path: Optional[str]):
         return "dimensions" in self._load_n5_attrs(attrs_key)
 
     def _contains_attrs(self, path: Optional[str]):
-
         if path is None:
             attrs_key = self._attrs_key
         else:
@@ -712,7 +678,6 @@ def attrs_to_zarr(attrs: Dict[str, Any]) -> Dict[str, Any]:
 
 
 def compressor_config_to_n5(compressor_config: Optional[Dict[str, Any]]) -> Dict[str, Any]:
-
     if compressor_config is None:
         return {"type": "raw"}
     else:
@@ -726,19 +691,16 @@ def compressor_config_to_n5(compressor_config: Optional[Dict[str, Any]]) -> Dict
     n5_config = {"type": codec_id}
 
     if codec_id == "bz2":
-
         n5_config["type"] = "bzip2"
         n5_config["blockSize"] = _compressor_config["level"]
 
     elif codec_id == "blosc":
-
         n5_config["cname"] = _compressor_config["cname"]
         n5_config["clevel"] = _compressor_config["clevel"]
         n5_config["shuffle"] = _compressor_config["shuffle"]
         n5_config["blocksize"] = _compressor_config["blocksize"]
 
     elif codec_id == "lzma":
-
         # Switch to XZ for N5 if we are using the default XZ format.
         # Note: 4 is the default, which is lzma.CHECK_CRC64.
         if _compressor_config["format"] == 1 and _compressor_config["check"] in [-1, 4]:
@@ -760,50 +722,42 @@ def compressor_config_to_n5(compressor_config: Optional[Dict[str, Any]]) -> Dict
             n5_config["preset"] = 6
 
     elif codec_id == "zlib":
-
         n5_config["type"] = "gzip"
         n5_config["level"] = _compressor_config["level"]
         n5_config["useZlib"] = True
 
     elif codec_id == "gzip":
-
         n5_config["type"] = "gzip"
         n5_config["level"] = _compressor_config["level"]
         n5_config["useZlib"] = False
 
     else:
-
         n5_config.update({k: v for k, v in _compressor_config.items() if k != "type"})
 
     return n5_config
 
 
 def compressor_config_to_zarr(compressor_config: Dict[str, Any]) -> Optional[Dict[str, Any]]:
-
     codec_id = compressor_config["type"]
     zarr_config = {"id": codec_id}
 
     if codec_id == "bzip2":
-
         zarr_config["id"] = "bz2"
         zarr_config["level"] = compressor_config["blockSize"]
 
     elif codec_id == "blosc":
-
         zarr_config["cname"] = compressor_config["cname"]
         zarr_config["clevel"] = compressor_config["clevel"]
         zarr_config["shuffle"] = compressor_config["shuffle"]
         zarr_config["blocksize"] = compressor_config["blocksize"]
 
     elif codec_id == "lzma":
-
         zarr_config["format"] = compressor_config["format"]
         zarr_config["check"] = compressor_config["check"]
         zarr_config["preset"] = compressor_config["preset"]
         zarr_config["filters"] = compressor_config["filters"]
 
     elif codec_id == "xz":
-
         zarr_config["id"] = "lzma"
         zarr_config["format"] = 1  # lzma.FORMAT_XZ
         zarr_config["check"] = -1
@@ -811,7 +765,6 @@ def compressor_config_to_zarr(compressor_config: Dict[str, Any]) -> Optional[Dic
         zarr_config["filters"] = None
 
     elif codec_id == "gzip":
-
         if "useZlib" in compressor_config and compressor_config["useZlib"]:
             zarr_config["id"] = "zlib"
             zarr_config["level"] = compressor_config["level"]
@@ -820,22 +773,18 @@ def compressor_config_to_zarr(compressor_config: Dict[str, Any]) -> Optional[Dic
             zarr_config["level"] = compressor_config["level"]
 
     elif codec_id == "raw":
-
         return None
 
     else:
-
         zarr_config.update({k: v for k, v in compressor_config.items() if k != "type"})
 
     return zarr_config
 
 
 class N5ChunkWrapper(Codec):
-
     codec_id = "n5_wrapper"
 
     def __init__(self, dtype, chunk_shape, compressor_config=None, compressor=None):
-
         self.dtype = np.dtype(dtype)
         self.chunk_shape = tuple(chunk_shape)
         # is the dtype a little endian format?
@@ -860,7 +809,6 @@ def get_config(self):
         return config
 
     def encode(self, chunk):
-
         assert chunk.flags.c_contiguous
 
         header = self._create_header(chunk)
@@ -872,12 +820,10 @@ def encode(self, chunk):
             return header + chunk.tobytes(order="A")
 
     def decode(self, chunk, out=None) -> bytes:
-
         len_header, chunk_shape = self._read_header(chunk)
         chunk = chunk[len_header:]
 
         if out is not None:
-
             # out should only be used if we read a complete chunk
             assert chunk_shape == self.chunk_shape, "Expected chunk of shape {}, found {}".format(
                 self.chunk_shape, chunk_shape
@@ -895,7 +841,6 @@ def decode(self, chunk, out=None) -> bytes:
             return out
 
         else:
-
             if self._compressor:
                 chunk = self._compressor.decode(chunk)
 
@@ -915,7 +860,6 @@ def decode(self, chunk, out=None) -> bytes:
 
     @staticmethod
     def _create_header(chunk):
-
         mode = struct.pack(">H", 0)
         num_dims = struct.pack(">H", len(chunk.shape))
         shape = b"".join(struct.pack(">I", d) for d in chunk.shape[::-1])
@@ -924,7 +868,6 @@ def _create_header(chunk):
 
     @staticmethod
     def _read_header(chunk):
-
         num_dims = struct.unpack(">H", chunk[2:4])[0]
         shape = tuple(
             struct.unpack(">I", chunk[i : i + 4])[0] for i in range(4, num_dims * 4 + 4, 4)
diff --git a/zarr/storage.py b/zarr/storage.py
index a7426e5345..585417f59c 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -483,7 +483,6 @@ def _init_array_metadata(
     dimension_separator=None,
     storage_transformers=(),
 ):
-
     store_version = getattr(store, "_store_version", 2)
 
     path = normalize_storage_path(path)
@@ -688,7 +687,6 @@ def _init_group_metadata(
     path: Optional[str] = None,
     chunk_store: Optional[StoreLike] = None,
 ):
-
     store_version = getattr(store, "_store_version", 2)
     path = normalize_storage_path(path)
 
@@ -1056,7 +1054,6 @@ class DirectoryStore(Store):
     """
 
     def __init__(self, path, normalize_keys=False, dimension_separator=None):
-
         # guard conditions
         path = os.path.abspath(path)
         if os.path.exists(path) and not os.path.isdir(path):
@@ -1416,7 +1413,6 @@ def _normalize_key(self, key):
     def getitems(
         self, keys: Sequence[str], *, contexts: Mapping[str, Context]
     ) -> Mapping[str, Any]:
-
         keys_transformed = [self._normalize_key(key) for key in keys]
         results = self.map.getitems(keys_transformed, on_error="omit")
         # The function calling this method may not recognize the transformed keys
@@ -1770,7 +1766,6 @@ def __init__(
         mode="a",
         dimension_separator=None,
     ):
-
         # store properties
         path = os.path.abspath(path)
         self.path = path
diff --git a/zarr/tests/test_attrs.py b/zarr/tests/test_attrs.py
index 7dd5b340a2..2d9553971b 100644
--- a/zarr/tests/test_attrs.py
+++ b/zarr/tests/test_attrs.py
@@ -30,7 +30,6 @@ def init_attributes(self, store, read_only=False, cache=True, zarr_version=2):
         return Attributes(store, key=root + "attrs", read_only=read_only, cache=cache)
 
     def test_storage(self, zarr_version):
-
         store = _init_store(zarr_version)
         root = ".z" if zarr_version == 2 else meta_root
         attrs_key = root + "attrs"
@@ -50,7 +49,6 @@ def test_storage(self, zarr_version):
         assert dict(foo="bar", baz=42) == d
 
     def test_utf8_encoding(self, zarr_version):
-
         project_root = pathlib.Path(zarr.__file__).resolve().parent.parent
         fixdir = project_root / "fixture"
         testdir = fixdir / "utf8attrs"
@@ -67,7 +65,6 @@ def test_utf8_encoding(self, zarr_version):
         assert fixture["utf8attrs"].attrs.asdict() == dict(foo="た")
 
     def test_get_set_del_contains(self, zarr_version):
-
         store = _init_store(zarr_version)
         a = self.init_attributes(store, zarr_version=zarr_version)
         assert "foo" not in a
@@ -84,7 +81,6 @@ def test_get_set_del_contains(self, zarr_version):
             a["foo"]
 
     def test_update_put(self, zarr_version):
-
         store = _init_store(zarr_version)
         a = self.init_attributes(store, zarr_version=zarr_version)
         assert "foo" not in a
@@ -102,7 +98,6 @@ def test_update_put(self, zarr_version):
         assert "baz" not in a
 
     def test_iterators(self, zarr_version):
-
         store = _init_store(zarr_version)
         a = self.init_attributes(store, zarr_version=zarr_version)
         assert 0 == len(a)
@@ -232,7 +227,6 @@ def test_caching_on(self, zarr_version):
         assert get_cnt == store.counter["__getitem__", attrs_key]
 
     def test_caching_off(self, zarr_version):
-
         # setup store
         store = CountingDict() if zarr_version == 2 else CountingDictV3()
         attrs_key = ".zattrs" if zarr_version == 2 else "meta/root/attrs"
diff --git a/zarr/tests/test_convenience.py b/zarr/tests/test_convenience.py
index 389ce90a9d..7d190adc2c 100644
--- a/zarr/tests/test_convenience.py
+++ b/zarr/tests/test_convenience.py
@@ -57,7 +57,6 @@ def _init_creation_kwargs(zarr_version):
 
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_open_array(path_type, zarr_version):
-
     store = tempfile.mkdtemp()
     atexit.register(atexit_rmtree, store)
     store = path_type(store)
@@ -86,7 +85,6 @@ def test_open_array(path_type, zarr_version):
 
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_open_group(path_type, zarr_version):
-
     store = tempfile.mkdtemp()
     atexit.register(atexit_rmtree, store)
     store = path_type(store)
@@ -210,7 +208,6 @@ def test_tree(zarr_version):
 def test_consolidate_metadata(
     with_chunk_store, zarr_version, listable, monkeypatch, stores_from_path
 ):
-
     # setup initial data
     if stores_from_path:
         store = tempfile.mkdtemp()
@@ -399,7 +396,6 @@ def test_save_array_separator(tmpdir, options):
 
 
 class TestCopyStore(unittest.TestCase):
-
     _version = 2
 
     def setUp(self):
@@ -536,7 +532,6 @@ def test_if_exists(self):
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestCopyStoreV3(TestCopyStore):
-
     _version = 3
 
     def setUp(self):
@@ -557,7 +552,6 @@ def test_mismatched_store_versions(self):
 
 
 def check_copied_array(original, copied, without_attrs=False, expect_props=None):
-
     # setup
     source_h5py = original.__module__.startswith("h5py.")
     dest_h5py = copied.__module__.startswith("h5py.")
@@ -621,7 +615,6 @@ def check_copied_array(original, copied, without_attrs=False, expect_props=None)
 
 
 def check_copied_group(original, copied, without_attrs=False, expect_props=None, shallow=False):
-
     # setup
     if expect_props is None:
         expect_props = dict()
diff --git a/zarr/tests/test_creation.py b/zarr/tests/test_creation.py
index b44c6379fd..8e586abfff 100644
--- a/zarr/tests/test_creation.py
+++ b/zarr/tests/test_creation.py
@@ -74,7 +74,6 @@ def _init_creation_kwargs(zarr_version, at_root=True):
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
 def test_array(zarr_version, at_root):
-
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
     kwargs = _init_creation_kwargs(zarr_version, at_root)
 
@@ -213,7 +212,6 @@ def test_full_additional_dtypes(zarr_version):
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
 def test_open_array(zarr_version, at_root, dimension_separator):
-
     store = "data/array.zarr"
     kwargs = _init_creation_kwargs(zarr_version, at_root)
 
@@ -329,7 +327,6 @@ def test_open_array(zarr_version, at_root, dimension_separator):
 
 
 def test_open_array_none():
-
     # open with both store and zarr_version = None
     z = open_array(mode="w", shape=100, chunks=10)
     assert isinstance(z, Array)
@@ -339,7 +336,6 @@ def test_open_array_none():
 @pytest.mark.parametrize("dimension_separator", [".", "/", None])
 @pytest.mark.parametrize("zarr_version", _VERSIONS2)
 def test_open_array_infer_separator_from_store(zarr_version, dimension_separator):
-
     if zarr_version == 3:
         StoreClass = DirectoryStoreV3
         path = "data"
@@ -370,7 +366,6 @@ def test_open_array_infer_separator_from_store(zarr_version, dimension_separator
 # TODO: N5 support for v3
 @pytest.mark.parametrize("zarr_version", [None, 2])
 def test_open_array_n5(zarr_version):
-
     store = "data/array.zarr"
     kwargs = _init_creation_kwargs(zarr_version)
 
@@ -409,7 +404,6 @@ def test_open_array_n5(zarr_version):
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
 def test_open_array_dict_store(zarr_version, at_root):
-
     # dict will become a KVStore
     store = dict()
     kwargs = _init_creation_kwargs(zarr_version, at_root)
@@ -503,7 +497,6 @@ def test_empty_like(zarr_version, at_root):
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
 def test_zeros_like(zarr_version, at_root):
-
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
@@ -529,7 +522,6 @@ def test_zeros_like(zarr_version, at_root):
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
 def test_ones_like(zarr_version, at_root):
-
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
@@ -556,7 +548,6 @@ def test_ones_like(zarr_version, at_root):
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
 def test_full_like(zarr_version, at_root):
-
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
diff --git a/zarr/tests/test_dim_separator.py b/zarr/tests/test_dim_separator.py
index 987852dfd0..0a5814e65f 100644
--- a/zarr/tests/test_dim_separator.py
+++ b/zarr/tests/test_dim_separator.py
@@ -46,7 +46,6 @@ def dataset(tmpdir, request):
         static = project_root / "fixture" / suffix
 
         if not static.exists():  # pragma: no cover
-
             if "nested" in which:
                 # No way to reproduce the nested_legacy file via code
                 generator = NestedDirectoryStore
diff --git a/zarr/tests/test_filters.py b/zarr/tests/test_filters.py
index d55be9145f..fc63cdca8d 100644
--- a/zarr/tests/test_filters.py
+++ b/zarr/tests/test_filters.py
@@ -30,7 +30,6 @@
 
 
 def test_array_with_delta_filter():
-
     # setup
     astype = "u1"
     dtype = "i8"
@@ -38,7 +37,6 @@ def test_array_with_delta_filter():
     data = np.arange(100, dtype=dtype)
 
     for compressor in compressors:
-
         a = array(data, chunks=10, compressor=compressor, filters=filters)
 
         # check round-trip
@@ -57,7 +55,6 @@ def test_array_with_delta_filter():
 
 
 def test_array_with_astype_filter():
-
     # setup
     encode_dtype = "i1"
     decode_dtype = "i8"
@@ -68,7 +65,6 @@ def test_array_with_astype_filter():
     data = np.arange(shape, dtype=decode_dtype)
 
     for compressor in compressors:
-
         a = array(data, chunks=chunks, compressor=compressor, filters=filters)
 
         # check round-trip
@@ -88,7 +84,6 @@ def test_array_with_astype_filter():
 
 
 def test_array_with_scaleoffset_filter():
-
     # setup
     astype = "u1"
     dtype = "f8"
@@ -97,7 +92,6 @@ def test_array_with_scaleoffset_filter():
     data = np.linspace(1000, 1001, 34, dtype="f8")
 
     for compressor in compressors:
-
         a = array(data, chunks=5, compressor=compressor, filters=filters)
 
         # check round-trip
@@ -116,7 +110,6 @@ def test_array_with_scaleoffset_filter():
 
 
 def test_array_with_quantize_filter():
-
     # setup
     dtype = "f8"
     digits = 3
@@ -125,7 +118,6 @@ def test_array_with_quantize_filter():
     data = np.linspace(0, 1, 34, dtype=dtype)
 
     for compressor in compressors:
-
         a = array(data, chunks=5, compressor=compressor, filters=filters)
 
         # check round-trip
@@ -144,14 +136,12 @@ def test_array_with_quantize_filter():
 
 
 def test_array_with_packbits_filter():
-
     # setup
     flt = PackBits()
     filters = [flt]
     data = np.random.randint(0, 2, size=100, dtype=bool)
 
     for compressor in compressors:
-
         a = array(data, chunks=5, compressor=compressor, filters=filters)
 
         # check round-trip
@@ -170,14 +160,12 @@ def test_array_with_packbits_filter():
 
 
 def test_array_with_categorize_filter():
-
     # setup
     data = np.random.choice(["foo", "bar", "baz"], size=100)
     flt = Categorize(dtype=data.dtype, labels=["foo", "bar", "baz"])
     filters = [flt]
 
     for compressor in compressors:
-
         a = array(data, chunks=5, compressor=compressor, filters=filters)
 
         # check round-trip
diff --git a/zarr/tests/test_hierarchy.py b/zarr/tests/test_hierarchy.py
index cbf59c55c3..6c08d7b88a 100644
--- a/zarr/tests/test_hierarchy.py
+++ b/zarr/tests/test_hierarchy.py
@@ -1085,7 +1085,6 @@ def test_paths(self):
         g1.store.close()
 
     def test_pickle(self):
-
         # setup group
         g = self.create_group()
         d = g.create_dataset("foo/bar", shape=100, chunks=10)
@@ -1113,7 +1112,6 @@ def test_pickle(self):
         g2.store.close()
 
     def test_context_manager(self):
-
         with self.create_group() as g:
             d = g.create_dataset("foo/bar", shape=100, chunks=10)
             d[:] = np.arange(100)
@@ -1375,7 +1373,6 @@ def create_store():
         return store, None
 
     def test_context_manager(self):
-
         with self.create_group() as g:
             store = g.store
             d = g.create_dataset("foo/bar", shape=100, chunks=10)
diff --git a/zarr/tests/test_indexing.py b/zarr/tests/test_indexing.py
index 8a34c1e715..f10360e8b7 100644
--- a/zarr/tests/test_indexing.py
+++ b/zarr/tests/test_indexing.py
@@ -17,7 +17,6 @@
 
 
 def test_normalize_integer_selection():
-
     assert 1 == normalize_integer_selection(1, 100)
     assert 99 == normalize_integer_selection(-1, 100)
     with pytest.raises(IndexError):
@@ -29,7 +28,6 @@ def test_normalize_integer_selection():
 
 
 def test_replace_ellipsis():
-
     # 1D, single item
     assert (0,) == replace_ellipsis(0, (100,))
 
@@ -68,7 +66,6 @@ def test_replace_ellipsis():
 
 
 def test_get_basic_selection_0d():
-
     # setup
     a = np.array(42)
     z = zarr.create(shape=a.shape, dtype=a.dtype, fill_value=None)
@@ -191,7 +188,6 @@ def _test_get_basic_selection(a, z, selection):
 
 # noinspection PyStatementEffect
 def test_get_basic_selection_1d():
-
     # setup
     a = np.arange(1050, dtype=int)
     z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
@@ -264,7 +260,6 @@ def test_get_basic_selection_1d():
 
 # noinspection PyStatementEffect
 def test_get_basic_selection_2d():
-
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
@@ -423,7 +418,6 @@ def test_fancy_indexing_doesnt_mix_with_implicit_slicing():
 
 
 def test_set_basic_selection_0d():
-
     # setup
     v = np.array(42)
     a = np.zeros_like(v)
@@ -479,7 +473,6 @@ def _test_get_orthogonal_selection(a, z, selection):
 
 # noinspection PyStatementEffect
 def test_get_orthogonal_selection_1d_bool():
-
     # setup
     a = np.arange(1050, dtype=int)
     z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
@@ -502,7 +495,6 @@ def test_get_orthogonal_selection_1d_bool():
 
 # noinspection PyStatementEffect
 def test_get_orthogonal_selection_1d_int():
-
     # setup
     a = np.arange(1050, dtype=int)
     z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
@@ -561,7 +553,6 @@ def _test_get_orthogonal_selection_2d(a, z, ix0, ix1):
 
 # noinspection PyStatementEffect
 def test_get_orthogonal_selection_2d():
-
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
@@ -570,7 +561,6 @@ def test_get_orthogonal_selection_2d():
     np.random.seed(42)
     # test with different degrees of sparseness
     for p in 0.5, 0.1, 0.01:
-
         # boolean arrays
         ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
         ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
@@ -641,7 +631,6 @@ def _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2):
 
 
 def test_get_orthogonal_selection_3d():
-
     # setup
     a = np.arange(100000, dtype=int).reshape(200, 50, 10)
     z = zarr.create(shape=a.shape, chunks=(60, 20, 3), dtype=a.dtype)
@@ -650,7 +639,6 @@ def test_get_orthogonal_selection_3d():
     np.random.seed(42)
     # test with different degrees of sparseness
     for p in 0.5, 0.1, 0.01:
-
         # boolean arrays
         ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
         ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
@@ -673,7 +661,6 @@ def test_get_orthogonal_selection_3d():
 
 
 def test_orthogonal_indexing_edge_cases():
-
     a = np.arange(6).reshape(1, 2, 3)
     z = zarr.create(shape=a.shape, chunks=(1, 2, 3), dtype=a.dtype)
     z[:] = a
@@ -706,7 +693,6 @@ def _test_set_orthogonal_selection(v, a, z, selection):
 
 
 def test_set_orthogonal_selection_1d():
-
     # setup
     v = np.arange(1050, dtype=int)
     a = np.empty(v.shape, dtype=int)
@@ -715,7 +701,6 @@ def test_set_orthogonal_selection_1d():
     # test with different degrees of sparseness
     np.random.seed(42)
     for p in 0.5, 0.1, 0.01:
-
         # boolean arrays
         ix = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
         _test_set_orthogonal_selection(v, a, z, ix)
@@ -734,7 +719,6 @@ def test_set_orthogonal_selection_1d():
 
 
 def _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1):
-
     selections = [
         # index both axes with array
         (ix0, ix1),
@@ -749,7 +733,6 @@ def _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1):
 
 
 def test_set_orthogonal_selection_2d():
-
     # setup
     v = np.arange(10000, dtype=int).reshape(1000, 10)
     a = np.empty_like(v)
@@ -758,7 +741,6 @@ def test_set_orthogonal_selection_2d():
     np.random.seed(42)
     # test with different degrees of sparseness
     for p in 0.5, 0.1, 0.01:
-
         # boolean arrays
         ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
         ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
@@ -780,7 +762,6 @@ def test_set_orthogonal_selection_2d():
 
 
 def _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2):
-
     selections = (
         # single value
         (84, 42, 4),
@@ -807,7 +788,6 @@ def _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2):
 
 
 def test_set_orthogonal_selection_3d():
-
     # setup
     v = np.arange(100000, dtype=int).reshape(200, 50, 10)
     a = np.empty_like(v)
@@ -816,7 +796,6 @@ def test_set_orthogonal_selection_3d():
     np.random.seed(42)
     # test with different degrees of sparseness
     for p in 0.5, 0.1, 0.01:
-
         # boolean arrays
         ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
         ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
@@ -888,7 +867,6 @@ def _test_get_coordinate_selection(a, z, selection):
 
 # noinspection PyStatementEffect
 def test_get_coordinate_selection_1d():
-
     # setup
     a = np.arange(1050, dtype=int)
     z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
@@ -932,7 +910,6 @@ def test_get_coordinate_selection_1d():
 
 
 def test_get_coordinate_selection_2d():
-
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
@@ -1027,7 +1004,6 @@ def test_set_coordinate_selection_1d():
 
 
 def test_set_coordinate_selection_2d():
-
     # setup
     v = np.arange(10000, dtype=int).reshape(1000, 10)
     a = np.empty_like(v)
@@ -1258,7 +1234,6 @@ def _test_get_mask_selection(a, z, selection):
 
 # noinspection PyStatementEffect
 def test_get_mask_selection_1d():
-
     # setup
     a = np.arange(1050, dtype=int)
     z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
@@ -1285,7 +1260,6 @@ def test_get_mask_selection_1d():
 
 # noinspection PyStatementEffect
 def test_get_mask_selection_2d():
-
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
@@ -1318,7 +1292,6 @@ def _test_set_mask_selection(v, a, z, selection):
 
 
 def test_set_mask_selection_1d():
-
     # setup
     v = np.arange(1050, dtype=int)
     a = np.empty_like(v)
@@ -1338,7 +1311,6 @@ def test_set_mask_selection_1d():
 
 
 def test_set_mask_selection_2d():
-
     # setup
     v = np.arange(10000, dtype=int).reshape(1000, 10)
     a = np.empty_like(v)
@@ -1352,7 +1324,6 @@ def test_set_mask_selection_2d():
 
 
 def test_get_selection_out():
-
     # basic selections
     a = np.arange(1050)
     z = zarr.create(shape=1050, chunks=100, dtype=a.dtype)
@@ -1426,7 +1397,6 @@ def test_get_selection_out():
 
 
 def test_get_selections_with_fields():
-
     a = [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)]
     a = np.array(a, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
     z = zarr.create(shape=a.shape, chunks=2, dtype=a.dtype, fill_value=None)
@@ -1444,7 +1414,6 @@ def test_get_selections_with_fields():
     ]
 
     for fields in fields_fixture:
-
         # total selection
         expect = a[fields]
         actual = z.get_basic_selection(Ellipsis, fields=fields)
@@ -1534,7 +1503,6 @@ def test_get_selections_with_fields():
 
 
 def test_set_selections_with_fields():
-
     v = [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)]
     v = np.array(v, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
     a = np.empty_like(v)
@@ -1553,7 +1521,6 @@ def test_set_selections_with_fields():
     ]
 
     for fields in fields_fixture:
-
         # currently multi-field assignment is not supported in numpy, so we won't support
         # it either
         if isinstance(fields, list) and len(fields) > 1:
@@ -1567,7 +1534,6 @@ def test_set_selections_with_fields():
                 z.set_mask_selection([True, False, True], v, fields=fields)
 
         else:
-
             if isinstance(fields, list) and len(fields) == 1:
                 # work around numpy does not support multi-field assignment even if there
                 # is only one field
@@ -1752,7 +1718,6 @@ def test_accessed_chunks(shape, chunks, ops):
     z = zarr.create(shape=shape, chunks=chunks, store=store)
 
     for ii, (optype, slices) in enumerate(ops):
-
         # Resolve the slices into the accessed chunks for each dimension
         chunks_per_dim = []
         for N, C, sl in zip(shape, chunks, slices):
diff --git a/zarr/tests/test_info.py b/zarr/tests/test_info.py
index 7fb6feb11b..96eae999f4 100644
--- a/zarr/tests/test_info.py
+++ b/zarr/tests/test_info.py
@@ -7,7 +7,6 @@
 
 @pytest.mark.parametrize("array_size", [10, 15000])
 def test_info(array_size):
-
     # setup
     g = zarr.group(store=dict(), chunk_store=dict(), synchronizer=zarr.ThreadSynchronizer())
     g.create_group("foo")
diff --git a/zarr/tests/test_meta.py b/zarr/tests/test_meta.py
index db50560c8e..3e1e0f9d63 100644
--- a/zarr/tests/test_meta.py
+++ b/zarr/tests/test_meta.py
@@ -34,7 +34,6 @@ def assert_json_equal(expect, actual):
 
 
 def test_encode_decode_array_1():
-
     meta = dict(
         shape=(100,),
         chunks=(10,),
@@ -76,7 +75,6 @@ def test_encode_decode_array_1():
 
 
 def test_encode_decode_array_2():
-
     # some variations
     df = Delta(astype="<u2", dtype="V14")
     compressor = Blosc(cname="lz4", clevel=3, shuffle=2)
@@ -131,7 +129,6 @@ def test_encode_decode_array_2():
 
 
 def test_encode_decode_array_complex():
-
     # some variations
     for k in ["c8", "c16"]:
         compressor = Blosc(cname="lz4", clevel=3, shuffle=2)
@@ -189,7 +186,6 @@ def test_encode_decode_array_complex():
 
 
 def test_encode_decode_array_datetime_timedelta():
-
     # some variations
     for k in ["m8[s]", "M8[s]"]:
         compressor = Blosc(cname="lz4", clevel=3, shuffle=2)
@@ -247,7 +243,6 @@ def test_encode_decode_array_datetime_timedelta():
 
 
 def test_encode_decode_array_dtype_shape():
-
     meta = dict(
         shape=(100,),
         chunks=(10,),
@@ -291,7 +286,6 @@ def test_encode_decode_array_dtype_shape():
 
 
 def test_encode_decode_array_dtype_shape_v3():
-
     meta = dict(
         shape=(100,),
         chunk_grid=dict(type="regular", chunk_shape=(10,), separator=("/")),
@@ -363,7 +357,6 @@ def test_decode_metadata_implicit_compressor_config_v3(comp_id):
 
 
 def test_encode_decode_array_structured():
-
     meta = dict(
         shape=(100,),
         chunks=(10,),
@@ -407,7 +400,6 @@ def test_encode_decode_array_structured():
 
 
 def test_encode_decode_fill_values_nan():
-
     fills = (
         (np.nan, "NaN", np.isnan),
         (np.NINF, "-Infinity", np.isneginf),
@@ -415,7 +407,6 @@ def test_encode_decode_fill_values_nan():
     )
 
     for v, s, f in fills:
-
         meta = dict(
             shape=(100,),
             chunks=(10,),
@@ -451,12 +442,10 @@ def test_encode_decode_fill_values_nan():
 
 
 def test_encode_decode_fill_values_bytes():
-
     dtype = np.dtype("S10")
     fills = b"foo", bytes(10)
 
     for v in fills:
-
         # setup and encode metadata
         meta = dict(
             shape=(100,),
@@ -497,7 +486,6 @@ def test_encode_decode_fill_values_bytes():
 
 
 def test_decode_array_unsupported_format():
-
     # unsupported format
     meta_json = """{
         "zarr_format": %s,
@@ -515,7 +503,6 @@ def test_decode_array_unsupported_format():
 
 
 def test_decode_array_missing_fields():
-
     # missing fields
     meta_json = (
         """{
@@ -528,7 +515,6 @@ def test_decode_array_missing_fields():
 
 
 def test_encode_decode_dtype():
-
     for dt in ["f8", [("a", "f8")], [("a", "f8"), ("b", "i1")]]:
         e = encode_dtype(np.dtype(dt))
         s = json.dumps(e)  # check JSON serializable
@@ -538,7 +524,6 @@ def test_encode_decode_dtype():
 
 
 def test_decode_group():
-
     # typical
     b = (
         """{
@@ -577,7 +562,6 @@ def test_decode_group():
     ],
 )
 def test_encode_fill_value(fill_value, dtype, object_codec, result):
-
     # normalize metadata (copied from _init_array_metadata)
     dtype, object_codec = normalize_dtype(dtype, object_codec)
     dtype = dtype.base
@@ -609,7 +593,6 @@ def test_encode_fill_value(fill_value, dtype, object_codec, result):
     ],
 )
 def test_decode_fill_value(fill_value, dtype, object_codec, result):
-
     # normalize metadata (copied from _init_array_metadata)
     dtype, object_codec = normalize_dtype(dtype, object_codec)
     dtype = dtype.base
@@ -640,7 +623,6 @@ def test_get_extended_dtype_info():
         assert "fallback" in info
 
     class invalid_dtype:
-
         str = "unknown_type"
 
     with pytest.raises(ValueError):
@@ -648,7 +630,6 @@ class invalid_dtype:
 
 
 def test_metadata3_exceptions():
-
     with pytest.raises(KeyError):
         # dict must have a key named 'type'
         Metadata3.decode_dtype({})
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index e87716fa47..25863749d8 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -288,7 +288,6 @@ def test_iterators(self):
         store.close()
 
     def test_pickle(self):
-
         # setup store
         store = self.create_store()
         store[self.root + "foo"] = b"bar"
@@ -483,7 +482,6 @@ def test_hierarchy(self):
         store.close()
 
     def test_init_array(self, dimension_separator_fixture):
-
         pass_dim_sep, want_dim_sep = dimension_separator_fixture
 
         store = self.create_store(dimension_separator=pass_dim_sep)
@@ -1023,7 +1021,6 @@ def create_store(self, normalize_keys=False, dimension_separator=".", **kwargs):
         return store
 
     def test_filesystem_path(self):
-
         # test behaviour with path that does not exist
         path = "data/store"
         if os.path.exists(path):
@@ -1102,7 +1099,6 @@ def mock_walker_no_slash(_path):
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestFSStore(StoreTests):
     def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
-
         if path is None:
             path = tempfile.mkdtemp()
             atexit.register(atexit_rmtree, path)
@@ -1345,7 +1341,6 @@ def test_s3_complex(self):
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestFSStoreWithKeySeparator(StoreTests):
     def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
-
         # Since the user is passing key_separator, that will take priority.
         skip_if_nested_chunks(**kwargs)
 
@@ -1613,7 +1608,6 @@ def test_filters(self):
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestN5FSStore(TestFSStore):
     def create_store(self, normalize_keys=False, path=None, **kwargs):
-
         if path is None:
             path = tempfile.mkdtemp()
             atexit.register(atexit_rmtree, path)
@@ -1722,7 +1716,6 @@ def test_init_group_overwrite_chunk_store(self):
         self._test_init_group_overwrite_chunk_store("C")
 
     def test_dimension_separator(self):
-
         with pytest.warns(UserWarning, match="dimension_separator"):
             self.create_store(dimension_separator="/")
 
@@ -1787,7 +1780,6 @@ def test_setdel(self):
 
 
 class TestZipStore(StoreTests):
-
     ZipStoreClass = ZipStore
 
     def create_store(self, **kwargs):
@@ -1965,7 +1957,6 @@ def create_store(self, **kwargs):
         return store
 
     def test_pickle(self):
-
         # setup store
         store = self.create_store()
         store[self.root + "foo"] = b"bar"
@@ -2001,7 +1992,6 @@ def create_store(self, **kwargs):
 
 
 class TestLRUStoreCache(StoreTests):
-
     CountingClass = CountingDict
     LRUStoreClass = LRUStoreCache
 
@@ -2011,7 +2001,6 @@ def create_store(self, **kwargs):
         return self.LRUStoreClass(dict(), max_size=2**27)
 
     def test_cache_values_no_max_size(self):
-
         # setup store
         store = self.CountingClass()
         foo_key = self.root + "foo"
@@ -2077,7 +2066,6 @@ def test_cache_values_no_max_size(self):
         assert 1 == store.counter["__setitem__", bar_key]
 
     def test_cache_values_with_max_size(self):
-
         # setup store
         store = self.CountingClass()
         foo_key = self.root + "foo"
@@ -2175,7 +2163,6 @@ def test_cache_values_with_max_size(self):
         assert 2 == cache.misses
 
     def test_cache_keys(self):
-
         # setup
         store = self.CountingClass()
         foo_key = self.root + "foo"
@@ -2324,7 +2311,6 @@ def test_migrate_1to2(dict_store):
 
 
 def test_format_compatibility():
-
     # This test is intended to catch any unintended changes that break the ability to
     # read data stored with a previous minor version (which should be format-compatible).
 
@@ -2380,7 +2366,6 @@ def test_format_compatibility():
     ]
 
     for i, (arr, chunks) in enumerate(arrays_chunks):
-
         if arr.flags.f_contiguous:
             order = "F"
         else:
@@ -2415,7 +2400,6 @@ def test_format_compatibility():
 
 @skip_test_env_var("ZARR_TEST_ABS")
 class TestABSStore(StoreTests):
-
     ABSStoreClass = ABSStore
 
     def create_store(self, prefix=None, **kwargs):
@@ -2486,7 +2470,6 @@ def test_pickle(self):
 
 
 class TestConsolidatedMetadataStore:
-
     version = 2
     ConsolidatedMetadataClass = ConsolidatedMetadataStore
 
@@ -2495,7 +2478,6 @@ def metadata_key(self):
         return ".zmetadata"
 
     def test_bad_format(self):
-
         # setup store with consolidated metadata
         store = dict()
         consolidated = {
@@ -2513,7 +2495,6 @@ def test_bad_store_version(self):
             self.ConsolidatedMetadataClass(KVStoreV3(dict()))
 
     def test_read_write(self):
-
         # setup store with consolidated metadata
         store = dict()
         consolidated = {
@@ -2584,7 +2565,6 @@ def test_normalize_store_arg(tmpdir):
 
 
 def test_meta_prefix_6853():
-
     fixture = pathlib.Path(zarr.__file__).resolve().parent.parent / "fixture"
     meta = fixture / "meta"
     if not meta.exists():  # pragma: no cover
diff --git a/zarr/tests/test_storage_v3.py b/zarr/tests/test_storage_v3.py
index ded9296059..e15b2db743 100644
--- a/zarr/tests/test_storage_v3.py
+++ b/zarr/tests/test_storage_v3.py
@@ -183,7 +183,6 @@ def test_validate_key():
 
 
 class StoreV3Tests(_StoreTests):
-
     version = 3
     root = meta_root
 
@@ -219,7 +218,6 @@ def test_getsize(self):
         store.close()
 
     def test_init_array(self, dimension_separator_fixture_v3):
-
         pass_dim_sep, want_dim_sep = dimension_separator_fixture_v3
 
         store = self.create_store()
@@ -253,7 +251,6 @@ def test_init_array(self, dimension_separator_fixture_v3):
         store.close()
 
     def test_list_prefix(self):
-
         store = self.create_store()
         path = "arr1"
         init_array(store, path=path, shape=1000, chunks=100)
@@ -372,7 +369,6 @@ def test_rename_nonexisting(self):
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestFSStoreV3(_TestFSStore, StoreV3Tests):
     def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
-
         if path is None:
             path = tempfile.mkdtemp()
             atexit.register(atexit_rmtree, path)
@@ -400,7 +396,6 @@ def test_init_array(self):
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestFSStoreV3WithKeySeparator(StoreV3Tests):
     def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
-
         # Since the user is passing key_separator, that will take priority.
         skip_if_nested_chunks(**kwargs)
 
@@ -415,7 +410,6 @@ def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
 
 
 class TestZipStoreV3(_TestZipStore, StoreV3Tests):
-
     ZipStoreClass = ZipStoreV3
 
     def create_store(self, **kwargs):
@@ -567,19 +561,16 @@ def test_method_forwarding(self):
 
 
 class TestLRUStoreCacheV3(_TestLRUStoreCache, StoreV3Tests):
-
     CountingClass = CountingDictV3
     LRUStoreClass = LRUStoreCacheV3
 
 
 @skip_test_env_var("ZARR_TEST_ABS")
 class TestABSStoreV3(_TestABSStore, StoreV3Tests):
-
     ABSStoreClass = ABSStoreV3
 
 
 def test_normalize_store_arg_v3(tmpdir):
-
     fn = tmpdir.join("store.zip")
     store = normalize_store_arg(str(fn), zarr_version=3, mode="w")
     assert isinstance(store, ZipStoreV3)
@@ -622,7 +613,6 @@ def test_normalize_store_arg_v3(tmpdir):
 
 
 class TestConsolidatedMetadataStoreV3(_TestConsolidatedMetadataStore):
-
     version = 3
     ConsolidatedMetadataClass = ConsolidatedMetadataStoreV3
 
diff --git a/zarr/tests/test_sync.py b/zarr/tests/test_sync.py
index c28f6b081d..3d8ef3a9b7 100644
--- a/zarr/tests/test_sync.py
+++ b/zarr/tests/test_sync.py
@@ -223,7 +223,6 @@ def _require_group(arg):
 
 class MixinGroupSyncTests:
     def test_parallel_create_group(self):
-
         # setup
         g = self.create_group()
         pool = self.create_pool()
@@ -242,7 +241,6 @@ def test_parallel_create_group(self):
         pool.terminate()
 
     def test_parallel_require_group(self):
-
         # setup
         g = self.create_group()
         pool = self.create_pool()
diff --git a/zarr/tests/test_util.py b/zarr/tests/test_util.py
index 3f599562c5..1f7efc9214 100644
--- a/zarr/tests/test_util.py
+++ b/zarr/tests/test_util.py
@@ -72,7 +72,6 @@ def test_normalize_chunks():
 
 
 def test_is_total_slice():
-
     # 1D
     assert is_total_slice(Ellipsis, (100,))
     assert is_total_slice(slice(None), (100,))
@@ -95,7 +94,6 @@ def test_is_total_slice():
 
 
 def test_normalize_resize_args():
-
     # 1D
     assert (200,) == normalize_resize_args((100,), 200)
     assert (200,) == normalize_resize_args((100,), (200,))
diff --git a/zarr/util.py b/zarr/util.py
index ea0dd9fcec..df1cd9d409 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -180,7 +180,6 @@ def normalize_chunks(chunks: Any, shape: Tuple[int, ...], typesize: int) -> Tupl
 
 
 def normalize_dtype(dtype: Union[str, np.dtype], object_codec) -> Tuple[np.dtype, Any]:
-
     # convenience API for object arrays
     if inspect.isclass(dtype):
         dtype = dtype.__name__  # type: ignore
@@ -245,7 +244,6 @@ def is_total_slice(item, shape: Tuple[int]) -> bool:
 
 
 def normalize_resize_args(old_shape, *args):
-
     # normalize new shape argument
     if len(args) == 1:
         new_shape = args[0]
@@ -294,7 +292,6 @@ def normalize_dimension_separator(sep: Optional[str]) -> Optional[str]:
 
 
 def normalize_fill_value(fill_value, dtype: np.dtype):
-
     if fill_value is None or dtype.hasobject:
         # no fill value
         pass
@@ -332,7 +329,6 @@ def normalize_fill_value(fill_value, dtype: np.dtype):
 
 
 def normalize_storage_path(path: Union[str, bytes, None]) -> str:
-
     # handle bytes
     if isinstance(path, bytes):
         path = str(path, "ascii")
@@ -342,7 +338,6 @@ def normalize_storage_path(path: Union[str, bytes, None]) -> str:
         path = str(path)
 
     if path:
-
         # convert backslash to forward slash
         path = path.replace("\\", "/")
 
@@ -506,7 +501,6 @@ def tree_widget(group, expand, level):
 
 class TreeViewer:
     def __init__(self, group, expand=False, level=None):
-
         self.group = group
         self.expand = expand
         self.level = level

From 54e31e9814a41cd7fd81255695971ce5e700ee3e Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 7 Dec 2023 22:29:28 +0100
Subject: [PATCH 0392/1078] Use list comprehension where applicable (#1555)

Even if this is only a test, list comprehensions are faster than
repeatedly call append().

Also use tuple instead of list when possible.

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 zarr/tests/test_indexing.py | 14 ++++++--------
 1 file changed, 6 insertions(+), 8 deletions(-)

diff --git a/zarr/tests/test_indexing.py b/zarr/tests/test_indexing.py
index f10360e8b7..af046e9d28 100644
--- a/zarr/tests/test_indexing.py
+++ b/zarr/tests/test_indexing.py
@@ -1719,17 +1719,15 @@ def test_accessed_chunks(shape, chunks, ops):
 
     for ii, (optype, slices) in enumerate(ops):
         # Resolve the slices into the accessed chunks for each dimension
-        chunks_per_dim = []
-        for N, C, sl in zip(shape, chunks, slices):
-            chunk_ind = np.arange(N, dtype=int)[sl] // C
-            chunks_per_dim.append(np.unique(chunk_ind))
+        chunks_per_dim = [
+            np.unique(np.arange(N, dtype=int)[sl] // C) for N, C, sl in zip(shape, chunks, slices)
+        ]
 
         # Combine and generate the cartesian product to determine the chunks keys that
         # will be accessed
-        chunks_accessed = []
-        for comb in itertools.product(*chunks_per_dim):
-            chunks_accessed.append(".".join([str(ci) for ci in comb]))
-
+        chunks_accessed = (
+            ".".join([str(ci) for ci in comb]) for comb in itertools.product(*chunks_per_dim)
+        )
         counts_before = store.counter.copy()
 
         # Perform the operation

From 7d2c9bf5ce4c998d95630d9a1202e27e58926838 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 7 Dec 2023 21:35:23 +0000
Subject: [PATCH 0393/1078] Bump numcodecs from 0.11.0 to 0.12.1 (#1580)

Bumps [numcodecs](https://github.com/zarr-developers/numcodecs) from 0.11.0 to 0.12.1.
- [Release notes](https://github.com/zarr-developers/numcodecs/releases)
- [Changelog](https://github.com/zarr-developers/numcodecs/blob/main/docs/release.rst)
- [Commits](https://github.com/zarr-developers/numcodecs/compare/v0.11.0...v0.12.1)

---
updated-dependencies:
- dependency-name: numcodecs
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index e2be6eb825..afea816d87 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -1,7 +1,7 @@
 # library requirements
 asciitree==0.3.3
 fasteners==0.19
-numcodecs==0.11.0
+numcodecs==0.12.1
 msgpack-python==0.5.6
 setuptools-scm==8.0.4
 # test requirements

From 10dee6ba0c0ce6ab29333e7a50f0afa4f6de06ca Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 7 Dec 2023 22:40:21 +0100
Subject: [PATCH 0394/1078] Use format specification mini-language to format
 string (#1558)

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 zarr/storage.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/zarr/storage.py b/zarr/storage.py
index 585417f59c..5ba8071395 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -784,7 +784,7 @@ def __len__(self):
         return len(self._mutable_mapping)
 
     def __repr__(self):
-        return f"<{self.__class__.__name__}: \n{repr(self._mutable_mapping)}\n at {hex(id(self))}>"
+        return f"<{self.__class__.__name__}: \n{self._mutable_mapping!r}\n at {id(self):#x}>"
 
     def __eq__(self, other):
         if isinstance(other, KVStore):

From 40a6e817b17e1fe600b188478ba38fb6978a5273 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 7 Dec 2023 22:45:50 +0100
Subject: [PATCH 0395/1078] Single startswith() call instead of multiple ones
 (#1556)

It's faster and probably more readable.

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 zarr/_storage/store.py | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index 80e4ad8f75..667ca38147 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -221,9 +221,8 @@ def _validate_key(self, key: str):
             )
 
         if (
-            not key.startswith("data/")
-            and (not key.startswith("meta/"))
-            and (not key == "zarr.json")
+            not key.startswith(("data/", "meta/"))
+            and key != "zarr.json"
             # TODO: Possibly allow key == ".zmetadata" too if we write a
             #       consolidated metadata spec corresponding to this?
         ):

From 5954ff95803c1343d022f6181ed397c7095f4a0e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 7 Dec 2023 21:46:14 +0000
Subject: [PATCH 0396/1078] Bump pymongo from 4.5.0 to 4.6.1 (#1585)

Bumps [pymongo](https://github.com/mongodb/mongo-python-driver) from 4.5.0 to 4.6.1.
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/master/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.5.0...4.6.1)

---
updated-dependencies:
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index f3ea80a546..5a3340a282 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -11,7 +11,7 @@ azure-storage-blob==12.16.0 # pyup: ignore
 redis==5.0.1
 types-redis
 types-setuptools
-pymongo==4.5.0
+pymongo==4.6.1
 # optional test requirements
 coverage
 pytest-cov==4.1.0

From 6ad7b0e2ddabdcc5087e23f003edf123d21e9a25 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 8 Dec 2023 00:07:10 +0100
Subject: [PATCH 0397/1078] Move codespell options around (#1196)

Starting with codespell 2.2.2, options can be specified in
`pyrpoject.toml` in addition to `setup.cfg`:
https://github.com/codespell-project/codespell#using-a-config-file

Specifying options in a config file instead of command line options in
`.pre-commit-config.yaml` ensures codespell uses the same options when
run as pre-commit hook or from the command line in the repository root
directory.
---
 .pre-commit-config.yaml | 1 -
 pyproject.toml          | 5 +++++
 2 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e985d24000..029dcda58f 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -21,7 +21,6 @@ repos:
     rev: v2.2.5
     hooks:
       - id: codespell
-        args: ["-L", "ba,ihs,kake,nd,noe,nwo,te,fo,zar", "-S", "fixture"]
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v4.4.0
     hooks:
diff --git a/pyproject.toml b/pyproject.toml
index 22ea19f28f..36a0d896ea 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -137,3 +137,8 @@ filterwarnings = [
     "ignore:PY_SSIZE_T_CLEAN will be required.*:DeprecationWarning",
     "ignore:The loop argument is deprecated since Python 3.8.*:DeprecationWarning",
 ]
+
+
+[tool.codespell]
+ignore-words-list = "ba,ihs,kake,nd,noe,nwo,te,fo,zar"
+skip = 'fixture,.git'

From cf32382b9a228eaaafe30ab82d05b9303824a783 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 8 Dec 2023 15:19:14 +0100
Subject: [PATCH 0398/1078] Bump fsspec from 2023.10.0 to 2023.12.1 (#1600)

* Bump fsspec from 2023.10.0 to 2023.12.1

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2023.10.0 to 2023.12.1.
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2023.10.0...2023.12.1)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>

* Update s3fs as well

* Fix s3fs

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 requirements_dev_optional.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 5a3340a282..13385a243a 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -18,6 +18,6 @@ pytest-cov==4.1.0
 pytest-doctestplus==1.0.0
 pytest-timeout==2.2.0
 h5py==3.10.0
-fsspec==2023.10.0
-s3fs==2023.10.0
+fsspec==2023.12.1
+s3fs==2023.12.1
 moto[server]>=4.0.8

From 4d79cfc84f7f3914a04d9468666685520cc21276 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 8 Dec 2023 16:41:51 +0000
Subject: [PATCH 0399/1078] Add type hints to zarr.create (#1536)

* Add type hints to zarr.create

* Use protocol for MetaArray

* Use protocol for Synchronizer

* Fix Path typing

* Add release note

* Fix dim separator typing

* Ignore ... in coverage reporting

* Fix chunk typing

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 docs/release.rst        |  6 ++++++
 pyproject.toml          |  1 +
 zarr/_storage/store.py  |  3 ++-
 zarr/creation.py        | 46 +++++++++++++++++++++++------------------
 zarr/storage.py         |  2 +-
 zarr/sync.py            | 12 +++++++++--
 zarr/tests/test_core.py |  8 ++++---
 zarr/types.py           | 13 ++++++++++++
 zarr/util.py            |  5 +++--
 9 files changed, 67 insertions(+), 29 deletions(-)
 create mode 100644 zarr/types.py

diff --git a/docs/release.rst b/docs/release.rst
index 842c36e290..c18e0b8c20 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,6 +18,12 @@ Release notes
 Unreleased
 ----------
 
+Enhancements
+~~~~~~~~~~~~
+
+* Added type hints to ``zarr.creation.create()``.
+  By :user:`David Stansby <dstansby>` :issue:`1536`.
+
 Docs
 ~~~~
 
diff --git a/pyproject.toml b/pyproject.toml
index 36a0d896ea..4b7fef6003 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -65,6 +65,7 @@ Homepage = "https://github.com/zarr-developers/zarr-python"
 exclude_lines = [
     "pragma: no cover",
     "pragma: ${PY_MAJOR_VERSION} no cover",
+    '.*\.\.\.' # Ignore "..." lines
 ]
 
 [tool.coverage.run]
diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index 667ca38147..09f0b68602 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -9,6 +9,7 @@
 from zarr.meta import Metadata2, Metadata3
 from zarr.util import normalize_storage_path
 from zarr.context import Context
+from zarr.types import ZARR_VERSION
 
 # v2 store keys
 array_meta_key = ".zarray"
@@ -19,7 +20,7 @@
 meta_root = "meta/root/"
 data_root = "data/root/"
 
-DEFAULT_ZARR_VERSION = 2
+DEFAULT_ZARR_VERSION: ZARR_VERSION = 2
 
 v3_api_available = os.environ.get("ZARR_V3_EXPERIMENTAL_API", "0").lower() not in ["0", "false"]
 
diff --git a/zarr/creation.py b/zarr/creation.py
index 6227f90b7b..d4f570895a 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -1,7 +1,10 @@
-from typing import Optional
+from collections.abc import MutableMapping
+from typing import Optional, Tuple, Union, Sequence
 from warnings import warn
 
 import numpy as np
+import numpy.typing as npt
+from numcodecs.abc import Codec
 from numcodecs.registry import codec_registry
 
 from zarr._storage.store import DEFAULT_ZARR_VERSION
@@ -19,32 +22,35 @@
     normalize_storage_path,
     normalize_store_arg,
 )
+from zarr._storage.store import StorageTransformer
+from zarr.sync import Synchronizer
+from zarr.types import ZARR_VERSION, DIMENSION_SEPARATOR, MEMORY_ORDER, MetaArray, PathLike
 from zarr.util import normalize_dimension_separator
 
 
 def create(
-    shape,
-    chunks=True,
-    dtype=None,
+    shape: Union[int, Tuple[int, ...]],
+    chunks: Union[int, Tuple[int, ...], bool] = True,
+    dtype: Optional[npt.DTypeLike] = None,
     compressor="default",
     fill_value: Optional[int] = 0,
-    order="C",
-    store=None,
-    synchronizer=None,
-    overwrite=False,
-    path=None,
-    chunk_store=None,
-    filters=None,
-    cache_metadata=True,
-    cache_attrs=True,
-    read_only=False,
-    object_codec=None,
-    dimension_separator=None,
-    write_empty_chunks=True,
+    order: MEMORY_ORDER = "C",
+    store: Optional[Union[str, MutableMapping]] = None,
+    synchronizer: Optional[Synchronizer] = None,
+    overwrite: bool = False,
+    path: Optional[PathLike] = None,
+    chunk_store: Optional[MutableMapping] = None,
+    filters: Optional[Sequence[Codec]] = None,
+    cache_metadata: bool = True,
+    cache_attrs: bool = True,
+    read_only: bool = False,
+    object_codec: Optional[Codec] = None,
+    dimension_separator: Optional[DIMENSION_SEPARATOR] = None,
+    write_empty_chunks: bool = True,
     *,
-    zarr_version=None,
-    meta_array=None,
-    storage_transformers=(),
+    zarr_version: Optional[ZARR_VERSION] = None,
+    meta_array: Optional[MetaArray] = None,
+    storage_transformers: Sequence[StorageTransformer] = (),
     **kwargs,
 ):
     """Create an array.
diff --git a/zarr/storage.py b/zarr/storage.py
index 5ba8071395..1c3b39862a 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -40,6 +40,7 @@
 from numcodecs.compat import ensure_bytes, ensure_text, ensure_contiguous_ndarray_like
 from numcodecs.registry import codec_registry
 from zarr.context import Context
+from zarr.types import PathLike as Path
 
 from zarr.errors import (
     MetadataError,
@@ -105,7 +106,6 @@
     default_compressor = Zlib()
 
 
-Path = Union[str, bytes, None]
 # allow MutableMapping for backwards compatibility
 StoreLike = Union[BaseStore, MutableMapping]
 
diff --git a/zarr/sync.py b/zarr/sync.py
index 49684a51ee..2e843f6557 100644
--- a/zarr/sync.py
+++ b/zarr/sync.py
@@ -1,11 +1,19 @@
 import os
 from collections import defaultdict
 from threading import Lock
+from typing import Protocol
 
 import fasteners
 
 
-class ThreadSynchronizer:
+class Synchronizer(Protocol):
+    """Base class for synchronizers."""
+
+    def __getitem__(self, item):
+        ...
+
+
+class ThreadSynchronizer(Synchronizer):
     """Provides synchronization using thread locks."""
 
     def __init__(self):
@@ -24,7 +32,7 @@ def __setstate__(self, *args):
         self.__init__()
 
 
-class ProcessSynchronizer:
+class ProcessSynchronizer(Synchronizer):
     """Provides synchronization using file locks via the
     `fasteners <https://fasteners.readthedocs.io/en/latest/api/inter_process/>`_
     package.
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index f3ca73dea8..a3fde4050d 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -3,7 +3,7 @@
 import sys
 import pickle
 import shutil
-from typing import Any, Literal, Optional, Tuple, Union
+from typing import Any, Literal, Optional, Tuple, Union, Sequence
 import unittest
 from itertools import zip_longest
 from tempfile import mkdtemp
@@ -26,6 +26,7 @@
     VLenUTF8,
     Zlib,
 )
+from numcodecs.abc import Codec
 from numcodecs.compat import ensure_bytes, ensure_ndarray
 from numcodecs.tests.common import greetings
 from numpy.testing import assert_array_almost_equal, assert_array_equal
@@ -73,6 +74,7 @@
 from zarr.tests.test_storage_v3 import DummyStorageTransfomer
 from zarr.util import buffer_size
 from zarr.tests.util import abs_container, skip_test_env_var, have_fsspec, mktemp
+from zarr.types import DIMENSION_SEPARATOR
 
 # noinspection PyMethodMayBeStatic
 
@@ -82,8 +84,8 @@ class TestArray:
     root = ""
     path = ""
     compressor = Zlib(level=1)
-    filters = None
-    dimension_separator: Literal["/", ".", None] = None
+    filters: Optional[Sequence[Codec]] = None
+    dimension_separator: Optional[DIMENSION_SEPARATOR] = None
     cache_metadata = True
     cache_attrs = True
     partial_decompress: bool = False
diff --git a/zarr/types.py b/zarr/types.py
new file mode 100644
index 0000000000..1de270f25c
--- /dev/null
+++ b/zarr/types.py
@@ -0,0 +1,13 @@
+from typing import Literal, Protocol, Union
+
+ZARR_VERSION = Literal[2, 3]
+DIMENSION_SEPARATOR = Literal[".", "/"]
+MEMORY_ORDER = Literal["C", "F"]
+
+
+PathLike = Union[str, bytes, None]
+
+
+class MetaArray(Protocol):
+    def __array_function__(self, func, types, args, kwargs):
+        ...
diff --git a/zarr/util.py b/zarr/util.py
index df1cd9d409..f97094b93a 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -31,6 +31,7 @@
 from numcodecs.ndarray_like import NDArrayLike
 from numcodecs.registry import codec_registry
 from numcodecs.blosc import cbuffer_sizes, cbuffer_metainfo
+from zarr.types import DIMENSION_SEPARATOR
 
 KeyType = TypeVar("KeyType")
 ValueType = TypeVar("ValueType")
@@ -284,9 +285,9 @@ def normalize_order(order: str) -> str:
     return order
 
 
-def normalize_dimension_separator(sep: Optional[str]) -> Optional[str]:
+def normalize_dimension_separator(sep: Optional[str]) -> Optional[DIMENSION_SEPARATOR]:
     if sep in (".", "/", None):
-        return sep
+        return cast(Optional[DIMENSION_SEPARATOR], sep)
     else:
         raise ValueError("dimension_separator must be either '.' or '/', found: %r" % sep)
 

From 12abd4e434e816e9b8f19b1ceb89438fa4269737 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Mon, 18 Dec 2023 11:57:44 +0000
Subject: [PATCH 0400/1078] Remove unused mypy ignore comments (#1602)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 pyproject.toml                           |  5 +++--
 zarr/_storage/store.py                   |  4 ++--
 zarr/_storage/v3_storage_transformers.py |  2 +-
 zarr/meta.py                             |  4 ++--
 zarr/storage.py                          | 12 ++++++------
 zarr/util.py                             |  2 +-
 6 files changed, 15 insertions(+), 14 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 4b7fef6003..33e8573830 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -120,9 +120,10 @@ exclude = '''
 '''
 
 [tool.mypy]
-python_version = "3.8"
 ignore_missing_imports = true
-follow_imports = "silent"
+warn_unused_configs = true
+warn_redundant_casts = true
+warn_unused_ignores = true
 
 [tool.pytest.ini_options]
 doctest_optionflags = [
diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index 09f0b68602..36b596769a 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -642,10 +642,10 @@ def _rmdir_from_keys_v3(store: StoreV3, path: str = "") -> None:
     sfx = _get_metadata_suffix(store)
     array_meta_file = meta_dir + ".array" + sfx
     if array_meta_file in store:
-        store.erase(array_meta_file)  # type: ignore
+        store.erase(array_meta_file)
     group_meta_file = meta_dir + ".group" + sfx
     if group_meta_file in store:
-        store.erase(group_meta_file)  # type: ignore
+        store.erase(group_meta_file)
 
 
 def _listdir_from_keys(store: BaseStore, path: Optional[str] = None) -> List[str]:
diff --git a/zarr/_storage/v3_storage_transformers.py b/zarr/_storage/v3_storage_transformers.py
index ff31a7281c..3afc3823a3 100644
--- a/zarr/_storage/v3_storage_transformers.py
+++ b/zarr/_storage/v3_storage_transformers.py
@@ -351,7 +351,7 @@ def erase_prefix(self, prefix):
 
     def rmdir(self, path=None):
         path = normalize_storage_path(path)
-        _rmdir_from_keys_v3(self, path)  # type: ignore
+        _rmdir_from_keys_v3(self, path)
 
     def __contains__(self, key):
         if self._is_data_key(key):
diff --git a/zarr/meta.py b/zarr/meta.py
index f23889f3ea..d9797e4754 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -234,8 +234,8 @@ def decode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) ->
                 return np.array(v, dtype=dtype)[()]
         elif dtype.kind in "c":
             v = (
-                cls.decode_fill_value(v[0], dtype.type().real.dtype),  # type: ignore
-                cls.decode_fill_value(v[1], dtype.type().imag.dtype),  # type: ignore
+                cls.decode_fill_value(v[0], dtype.type().real.dtype),
+                cls.decode_fill_value(v[1], dtype.type().imag.dtype),
             )
             v = v[0] + 1j * v[1]
             return np.array(v, dtype=dtype)[()]
diff --git a/zarr/storage.py b/zarr/storage.py
index 1c3b39862a..aa27e98e6f 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -206,7 +206,7 @@ def rmdir(store: StoreLike, path: Path = None):
     store_version = getattr(store, "_store_version", 2)
     if hasattr(store, "rmdir") and store.is_erasable():  # type: ignore
         # pass through
-        store.rmdir(path)  # type: ignore
+        store.rmdir(path)
     else:
         # slow version, delete one key at a time
         if store_version == 2:
@@ -236,7 +236,7 @@ def listdir(store: BaseStore, path: Path = None):
     path = normalize_storage_path(path)
     if hasattr(store, "listdir"):
         # pass through
-        return store.listdir(path)  # type: ignore
+        return store.listdir(path)
     else:
         # slow version, iterate through all keys
         warnings.warn(
@@ -289,7 +289,7 @@ def getsize(store: BaseStore, path: Path = None) -> int:
     if hasattr(store, "getsize"):
         # pass through
         path = normalize_storage_path(path)
-        return store.getsize(path)  # type: ignore
+        return store.getsize(path)
     elif isinstance(store, MutableMapping):
         return _getsize(store, path)
     else:
@@ -627,7 +627,7 @@ def _init_array_metadata(
 
     key = _prefix_to_array_key(store, _path_to_prefix(path))
     if hasattr(store, "_metadata_class"):
-        store[key] = store._metadata_class.encode_array_metadata(meta)  # type: ignore
+        store[key] = store._metadata_class.encode_array_metadata(meta)
     else:
         store[key] = encode_array_metadata(meta)
 
@@ -730,10 +730,10 @@ def _init_group_metadata(
     if store_version == 3:
         meta = {"attributes": {}}  # type: ignore
     else:
-        meta = {}  # type: ignore
+        meta = {}
     key = _prefix_to_group_key(store, _path_to_prefix(path))
     if hasattr(store, "_metadata_class"):
-        store[key] = store._metadata_class.encode_group_metadata(meta)  # type: ignore
+        store[key] = store._metadata_class.encode_group_metadata(meta)
     else:
         store[key] = encode_group_metadata(meta)
 
diff --git a/zarr/util.py b/zarr/util.py
index f97094b93a..54c389db69 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -183,7 +183,7 @@ def normalize_chunks(chunks: Any, shape: Tuple[int, ...], typesize: int) -> Tupl
 def normalize_dtype(dtype: Union[str, np.dtype], object_codec) -> Tuple[np.dtype, Any]:
     # convenience API for object arrays
     if inspect.isclass(dtype):
-        dtype = dtype.__name__  # type: ignore
+        dtype = dtype.__name__
     if isinstance(dtype, str):
         # allow ':' to delimit class from codec arguments
         tokens = dtype.split(":")

From c2f5f0058d25eaa6695334e399b7b3a2d23f7a10 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 19 Dec 2023 20:47:31 -0700
Subject: [PATCH 0401/1078] Bump actions/setup-python from 4.7.1 to 5.0.0
 (#1605)

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 4.7.1 to 5.0.0.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v4.7.1...v5.0.0)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 3bd25bfbf7..8d8512294d 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -16,7 +16,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4.7.1
+      - uses: actions/setup-python@v5.0.0
         name: Install Python
         with:
           python-version: '3.8'

From 490e0fe4e59f234cde85b103252acefa34927184 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 20 Dec 2023 22:01:40 +0100
Subject: [PATCH 0402/1078] Bump github/codeql-action from 2 to 3 (#1609)

Bumps [github/codeql-action](https://github.com/github/codeql-action) from 2 to 3.
- [Release notes](https://github.com/github/codeql-action/releases)
- [Changelog](https://github.com/github/codeql-action/blob/main/CHANGELOG.md)
- [Commits](https://github.com/github/codeql-action/compare/v2...v3)

---
updated-dependencies:
- dependency-name: github/codeql-action
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/codeql-analysis.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/codeql-analysis.yml b/.github/workflows/codeql-analysis.yml
index 7013f1784f..bb3d433629 100644
--- a/.github/workflows/codeql-analysis.yml
+++ b/.github/workflows/codeql-analysis.yml
@@ -42,7 +42,7 @@ jobs:
 
     # Initializes the CodeQL tools for scanning.
     - name: Initialize CodeQL
-      uses: github/codeql-action/init@v2
+      uses: github/codeql-action/init@v3
       with:
         languages: ${{ matrix.language }}
         # If you wish to specify custom queries, you can do so here or in a config file.
@@ -56,7 +56,7 @@ jobs:
     # Autobuild attempts to build any compiled languages  (C/C++, C#, or Java).
     # If this step fails, then you should remove it and run the build manually (see below)
     - name: Autobuild
-      uses: github/codeql-action/autobuild@v2
+      uses: github/codeql-action/autobuild@v3
 
     # ℹ️ Command-line programs to run using the OS shell.
     # 📚 See https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#jobsjob_idstepsrun
@@ -69,4 +69,4 @@ jobs:
     #   ./location_of_script_within_repo/buildscript.sh
 
     - name: Perform CodeQL Analysis
-      uses: github/codeql-action/analyze@v2
+      uses: github/codeql-action/analyze@v3

From b5f79ddfe7821cc9387fc4084bd7672f59215400 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 20 Dec 2023 14:38:04 -0700
Subject: [PATCH 0403/1078] chore: update pre-commit hooks (#1448)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* chore: update pre-commit hooks

updates:
- https://github.com/charliermarsh/ruff-pre-commit → https://github.com/astral-sh/ruff-pre-commit
- [github.com/astral-sh/ruff-pre-commit: v0.0.224 → v0.1.8](https://github.com/astral-sh/ruff-pre-commit/compare/v0.0.224...v0.1.8)
- [github.com/psf/black: 23.10.1 → 23.12.0](https://github.com/psf/black/compare/23.10.1...23.12.0)
- [github.com/codespell-project/codespell: v2.2.5 → v2.2.6](https://github.com/codespell-project/codespell/compare/v2.2.5...v2.2.6)
- [github.com/pre-commit/pre-commit-hooks: v4.4.0 → v4.5.0](https://github.com/pre-commit/pre-commit-hooks/compare/v4.4.0...v4.5.0)
- [github.com/pre-commit/mirrors-mypy: v1.3.0 → v1.7.1](https://github.com/pre-commit/mirrors-mypy/compare/v1.3.0...v1.7.1)

* Attempt to fix ruff

* Use isinstance

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 .pre-commit-config.yaml | 14 ++++++--------
 zarr/core.py            |  2 +-
 2 files changed, 7 insertions(+), 9 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 029dcda58f..b4e7ab3ccf 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -6,27 +6,25 @@ default_stages: [commit, push]
 default_language_version:
   python: python3
 repos:
-  - repo: https://github.com/charliermarsh/ruff-pre-commit
+  - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: 'v0.0.224'
+    rev: 'v0.1.8'
     hooks:
     - id: ruff
-      # Respect `exclude` and `extend-exclude` settings.
-      args: ["--force-exclude"]
   - repo: https://github.com/psf/black
-    rev: 23.10.1
+    rev: 23.12.0
     hooks:
     - id: black
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.2.5
+    rev: v2.2.6
     hooks:
       - id: codespell
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.4.0
+    rev: v4.5.0
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.3.0
+    rev: v1.7.1
     hooks:
       - id: mypy
         files: zarr
diff --git a/zarr/core.py b/zarr/core.py
index c07a31e95f..d22a9d79c3 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -2536,7 +2536,7 @@ def hexdigest(self, hashname="sha1"):
         checksum = binascii.hexlify(self.digest(hashname=hashname))
 
         # This is a bytes object on Python 3 and we want a str.
-        if type(checksum) is not str:
+        if not isinstance(checksum, str):
             checksum = checksum.decode("utf8")
 
         return checksum

From e09ee149c4525213b07ace9eaf914ca9f552a703 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 26 Dec 2023 10:01:20 -0700
Subject: [PATCH 0404/1078] chore: update pre-commit hooks (#1618)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.1.8 → v0.1.9](https://github.com/astral-sh/ruff-pre-commit/compare/v0.1.8...v0.1.9)
- [github.com/psf/black: 23.12.0 → 23.12.1](https://github.com/psf/black/compare/23.12.0...23.12.1)
- [github.com/pre-commit/mirrors-mypy: v1.7.1 → v1.8.0](https://github.com/pre-commit/mirrors-mypy/compare/v1.7.1...v1.8.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index b4e7ab3ccf..80d3439dc7 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,11 +8,11 @@ default_language_version:
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: 'v0.1.8'
+    rev: 'v0.1.9'
     hooks:
     - id: ruff
   - repo: https://github.com/psf/black
-    rev: 23.12.0
+    rev: 23.12.1
     hooks:
     - id: black
   - repo: https://github.com/codespell-project/codespell
@@ -24,7 +24,7 @@ repos:
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.7.1
+    rev: v1.8.0
     hooks:
       - id: mypy
         files: zarr

From cd139895b45a2d7d347c29b703aa2f6775a1e7c9 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 26 Dec 2023 10:24:59 -0700
Subject: [PATCH 0405/1078] Bump fsspec from 2023.12.1 to 2023.12.2 (#1606)

* Bump fsspec from 2023.12.1 to 2023.12.2

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2023.12.1 to 2023.12.2.
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2023.12.1...2023.12.2)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

* Update requirements_dev_optional.txt

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 requirements_dev_optional.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 13385a243a..5916083cfc 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -18,6 +18,6 @@ pytest-cov==4.1.0
 pytest-doctestplus==1.0.0
 pytest-timeout==2.2.0
 h5py==3.10.0
-fsspec==2023.12.1
-s3fs==2023.12.1
+fsspec==2023.12.2
+s3fs==2023.12.2
 moto[server]>=4.0.8

From 5fb420fcfbabd484e663c78e55d04edd4ac9e486 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 27 Dec 2023 11:32:02 +0100
Subject: [PATCH 0406/1078] Bump pytest-doctestplus from 1.0.0 to 1.1.0 (#1619)

Bumps [pytest-doctestplus](https://github.com/scientific-python/pytest-doctestplus) from 1.0.0 to 1.1.0.
- [Release notes](https://github.com/scientific-python/pytest-doctestplus/releases)
- [Changelog](https://github.com/scientific-python/pytest-doctestplus/blob/main/CHANGES.rst)
- [Commits](https://github.com/scientific-python/pytest-doctestplus/compare/v1.0.0...v1.1.0)

---
updated-dependencies:
- dependency-name: pytest-doctestplus
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 5916083cfc..b4de5fd515 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -15,7 +15,7 @@ pymongo==4.6.1
 # optional test requirements
 coverage
 pytest-cov==4.1.0
-pytest-doctestplus==1.0.0
+pytest-doctestplus==1.1.0
 pytest-timeout==2.2.0
 h5py==3.10.0
 fsspec==2023.12.2

From 435a7ca7306fc31dc880ed23631e3af61bf53d66 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 1 Jan 2024 11:26:58 -0700
Subject: [PATCH 0407/1078] Bump pytest from 7.4.3 to 7.4.4 (#1622)

---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index afea816d87..94d3fff8a6 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -5,4 +5,4 @@ numcodecs==0.12.1
 msgpack-python==0.5.6
 setuptools-scm==8.0.4
 # test requirements
-pytest==7.4.3
+pytest==7.4.4

From 6961fa9fb87ed73c85f979d84bfe65238933b5ae Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 8 Jan 2024 20:31:31 -0800
Subject: [PATCH 0408/1078] chore: update pre-commit hooks (#1626)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.1.9 → v0.1.11](https://github.com/astral-sh/ruff-pre-commit/compare/v0.1.9...v0.1.11)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 80d3439dc7..340366ef53 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,7 +8,7 @@ default_language_version:
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: 'v0.1.9'
+    rev: 'v0.1.11'
     hooks:
     - id: ruff
   - repo: https://github.com/psf/black

From ee518358d888caaabb6157c0498cb231d2ddb7a7 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Wed, 10 Jan 2024 06:47:36 -0800
Subject: [PATCH 0409/1078] Create TEAM.md (#1628)

---
 TEAM.md | 25 +++++++++++++++++++++++++
 1 file changed, 25 insertions(+)
 create mode 100644 TEAM.md

diff --git a/TEAM.md b/TEAM.md
new file mode 100644
index 0000000000..a95885ebe5
--- /dev/null
+++ b/TEAM.md
@@ -0,0 +1,25 @@
+## Active core-developers
+- @joshmoore (Josh Moore)
+- @jni (Juan Nunez-Iglesias)
+- @rabernat (Ryan Abernathey)
+- @jhamman (Joe Hamman)
+- @d-v-b (Davis Bennett)
+- @jakirkham (jakirkham)
+- @martindurant (Martin Durant)
+
+## Emeritus core-developers
+- @alimanfoo (Alistair Miles)
+- @shoyer (Stephan Hoyer)
+- @ryan-williams (Ryan Williams)
+- @jrbourbeau (James Bourbeau)
+- @mzjp2 (Zain Patel)
+- @grlee77 (Gregory Lee)
+
+## Former core-developers
+- @jeromekelleher (Jerome Kelleher)
+- @tjcrone (Tim Crone)
+- @funkey (Jan Funke)
+- @shikharsg
+- @Carreau (Matthias Bussonnier)
+- @dazzag24
+- @WardF (Ward Fisher)

From c7d66b4f8d7e9a4d50e5e01e5484ff8df612cb51 Mon Sep 17 00:00:00 2001
From: Josh Moore <josh@openmicroscopy.org>
Date: Wed, 10 Jan 2024 20:52:42 +0100
Subject: [PATCH 0410/1078] Drop python 3.8 and numpy 1.20 (#1557)

* Drop 3.8 and add 3.12

* Try removing line_profiler

* Also bump the minimal numpy to 1.21

* Drop 3.12 again

* Revert "Try removing line_profiler"

This reverts commit 837854bec99a9d25aece2ead9666f01690d228cc.

* Update release.rst

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 .github/ISSUE_TEMPLATE/bug_report.yml | 2 +-
 .github/workflows/python-package.yml  | 8 ++++----
 .github/workflows/releases.yml        | 2 +-
 .github/workflows/windows-testing.yml | 2 +-
 docs/release.rst                      | 3 +++
 environment.yml                       | 2 +-
 pyproject.toml                        | 5 ++---
 7 files changed, 13 insertions(+), 11 deletions(-)

diff --git a/.github/ISSUE_TEMPLATE/bug_report.yml b/.github/ISSUE_TEMPLATE/bug_report.yml
index ba05f23fcc..ec98af029e 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.yml
+++ b/.github/ISSUE_TEMPLATE/bug_report.yml
@@ -27,7 +27,7 @@ body:
     attributes:
       label: Python Version
       description: Version of Python interpreter
-      placeholder: 3.8.5, 3.9, 3.10, etc.
+      placeholder: 3.9, 3.10, 3.11, etc.
     validations:
       required: true
   - type: input
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 0c3c49d78d..d74df9ce67 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -15,13 +15,13 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ['3.8', '3.9', '3.10', '3.11']
-        numpy_version: ['>=1.22.0', '==1.20.*']
+        python-version: ['3.9', '3.10', '3.11']
+        numpy_version: ['>=1.22.0', '==1.21.*']
         exclude:
           - python-version: '3.10'
-            numpy_version: '==1.20.*'
+            numpy_version: '==1.21.*'
           - python-version: '3.11'
-            numpy_version: '==1.20.*'
+            numpy_version: '==1.21.*'
     services:
       redis:
         image: redis
diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 8d8512294d..31a7e2770c 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -19,7 +19,7 @@ jobs:
       - uses: actions/setup-python@v5.0.0
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       - name: Install PyBuild
         run: |
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index eeee5b704d..5c3252c0ba 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -16,7 +16,7 @@ jobs:
     strategy:
       fail-fast: True
       matrix:
-        python-version: ['3.8', '3.9', '3.10', '3.11']
+        python-version: ['3.9', '3.10', '3.11']
     steps:
       - uses: actions/checkout@v4
         with:
diff --git a/docs/release.rst b/docs/release.rst
index c18e0b8c20..a3e0831ba4 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -49,6 +49,9 @@ Docs
 Maintenance
 ~~~~~~~~~~~
 
+* Drop Python 3.8 and NumPy 1.20
+  By :user:`Josh Moore <joshmoore>`; :issue:`1557`.
+
 * Cache result of ``FSStore._fsspec_installed()``.
   By :user:`Janick Martinez Esturo <ph03>` :issue:`1581`.
 
diff --git a/environment.yml b/environment.yml
index dc99507427..ff2f9eedef 100644
--- a/environment.yml
+++ b/environment.yml
@@ -4,7 +4,7 @@ channels:
 dependencies:
   - wheel
   - numcodecs >= 0.6.4
-  - numpy >= 1.20
+  - numpy >= 1.21
   - pip
   - pip:
     - asciitree
diff --git a/pyproject.toml b/pyproject.toml
index 33e8573830..a85e49e82c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,10 +10,10 @@ readme = { file = "README.md", content-type = "text/markdown" }
 maintainers = [
     { name = "Alistair Miles", email = "alimanfoo@googlemail.com" }
 ]
-requires-python = ">=3.8"
+requires-python = ">=3.9"
 dependencies = [
     'asciitree',
-    'numpy>=1.20,!=1.21.0',
+    'numpy>=1.21.1',
     'fasteners',
     'numcodecs>=0.10.0',
 ]
@@ -30,7 +30,6 @@ classifiers = [
     'Topic :: Software Development :: Libraries :: Python Modules',
     'Operating System :: Unix',
     'Programming Language :: Python :: 3',
-    'Programming Language :: Python :: 3.8',
     'Programming Language :: Python :: 3.9',
     'Programming Language :: Python :: 3.10',
     'Programming Language :: Python :: 3.11',

From 6ad464bb04bffa83b9665dd09caf0f8aaf6b367d Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Wed, 10 Jan 2024 11:59:46 -0800
Subject: [PATCH 0411/1078] Add Norman Rzepka to core-dev team (#1630)

---
 TEAM.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/TEAM.md b/TEAM.md
index a95885ebe5..6a22d83d1f 100644
--- a/TEAM.md
+++ b/TEAM.md
@@ -6,6 +6,7 @@
 - @d-v-b (Davis Bennett)
 - @jakirkham (jakirkham)
 - @martindurant (Martin Durant)
+- @normanrz (Norman Rzepka)
 
 ## Emeritus core-developers
 - @alimanfoo (Alistair Miles)

From a292dc43f8d0181214ded83124ebd4f85db0ff50 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 15 Jan 2024 11:14:02 -0800
Subject: [PATCH 0412/1078] chore: update pre-commit hooks (#1633)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.1.11 → v0.1.13](https://github.com/astral-sh/ruff-pre-commit/compare/v0.1.11...v0.1.13)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 340366ef53..7d1f9254ae 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,7 +8,7 @@ default_language_version:
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: 'v0.1.11'
+    rev: 'v0.1.13'
     hooks:
     - id: ruff
   - repo: https://github.com/psf/black

From 68c87bb51d922487647fa6188392caf8c1d9a83c Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 15 Jan 2024 20:33:42 +0100
Subject: [PATCH 0413/1078] Bump actions/download-artifact from 3 to 4 (#1611)

* Bump actions/download-artifact from 3 to 4

Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 3 to 4.
- [Release notes](https://github.com/actions/download-artifact/releases)
- [Commits](https://github.com/actions/download-artifact/compare/v3...v4)

---
updated-dependencies:
- dependency-name: actions/download-artifact
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* Also bump upload-artifact

see https://github.com/actions/download-artifact?tab=readme-ov-file#breaking-changes

> Downloading artifacts that were created from action/upload-artifact@v3 and below are not supported.

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 .github/workflows/releases.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 31a7e2770c..250c6112c8 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -36,7 +36,7 @@ jobs:
           else
             echo "All seem good"
           fi
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
           name: releases
           path: dist
@@ -45,7 +45,7 @@ jobs:
     needs: [build_artifacts]
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/download-artifact@v3
+      - uses: actions/download-artifact@v4
         with:
           name: releases
           path: dist
@@ -60,7 +60,7 @@ jobs:
     runs-on: ubuntu-latest
     if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags/v')
     steps:
-      - uses: actions/download-artifact@v3
+      - uses: actions/download-artifact@v4
         with:
           name: releases
           path: dist

From 1d56da0eb54f64840b1fb0f42c72622233f2f1f6 Mon Sep 17 00:00:00 2001
From: Jeff Peck <jeffrey.peck@10xgenomics.com>
Date: Tue, 16 Jan 2024 07:00:17 -0500
Subject: [PATCH 0414/1078] Update tutorial.rst to include section about
 accessing Zip Files on S3 (#1615)

* Update tutorial.rst to include section about accessing Zip Files on S3

Per discussion here, add information about about accessing zip files on s3:
https://github.com/zarr-developers/zarr-python/discussions/1613

* Update release.rst

* Implement d-v-b's suggestions

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 docs/release.rst  |  2 ++
 docs/tutorial.rst | 25 +++++++++++++++++++++++++
 2 files changed, 27 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index a3e0831ba4..ab74a3debd 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -45,6 +45,8 @@ Docs
 * Minor tweak to advanced indexing tutorial examples.
   By :user:`Ross Barnowski <rossbar>` :issue:`1550`.
 
+* Added section about accessing zip files that are on s3.
+  By :user:`Jeff Peck <jeffpeck10x>` :issue:`1613`.
 
 Maintenance
 ~~~~~~~~~~~
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 4099bac1c8..351eef064a 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -1000,6 +1000,31 @@ separately from Zarr.
 
 .. _tutorial_copy:
 
+Accessing Zip Files on S3
+~~~~~~~~~~~~~~~~~~~~~~~~~
+
+The built-in `ZipStore` will only work with paths on the local file-system, however
+it is also possible to access ``.zarr.zip`` data on the cloud. Here is an example of
+accessing a zipped Zarr file on s3:
+
+    >>> s3_path = "s3://path/to/my.zarr.zip"
+    >>> 
+    >>> s3 = s3fs.S3FileSystem()
+    >>> f = s3.open(s3_path)
+    >>> fs = ZipFileSystem(f, mode="r")
+    >>> store = FSMap("", fs, check=False)
+    >>> 
+    >>> # cache is optional, but may be a good idea depending on the situation
+    >>> cache = zarr.storage.LRUStoreCache(store, max_size=2**28)
+    >>> z = zarr.group(store=cache)
+
+This store can also be generated with ``fsspec``'s handler chaining, like so:
+
+    >>> store = zarr.storage.FSStore(url=f"zip::{s3_path}",  mode="r")
+
+This can be especially useful if you have a very large ``.zarr.zip`` file on s3
+and only need to access a small portion of it.
+
 Consolidating metadata
 ~~~~~~~~~~~~~~~~~~~~~~
 

From 8ac8553f25eb338d6044d1232b4a643036979486 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 16 Jan 2024 09:14:10 -0800
Subject: [PATCH 0415/1078] doc(v3): add v3 roadmap and design document (#1583)

* doc(v3): add v3 roadmap and design document

* Update v3-roadmap-and-design.md

* updates after latest round of reviews

* Update v3-roadmap-and-design.md

Co-authored-by: Norman Rzepka <code@normanrz.com>

* Update v3-roadmap-and-design.md

Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>

---------

Co-authored-by: Norman Rzepka <code@normanrz.com>
Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>
---
 v3-roadmap-and-design.md | 429 +++++++++++++++++++++++++++++++++++++++
 1 file changed, 429 insertions(+)
 create mode 100644 v3-roadmap-and-design.md

diff --git a/v3-roadmap-and-design.md b/v3-roadmap-and-design.md
new file mode 100644
index 0000000000..696799e56f
--- /dev/null
+++ b/v3-roadmap-and-design.md
@@ -0,0 +1,429 @@
+# Zarr Python Roadmap
+
+- Status: draft
+- Author: Joe Hamman
+- Created On: October 31, 2023
+- Input from:
+    - Davis Bennett / @d-v-b
+    - Norman Rzepka / @normanrz
+    - Deepak Cherian @dcherian
+    - Brian Davis / @monodeldiablo
+    - Oliver McCormack / @olimcc
+    - Ryan Abernathey / @rabernat
+    - Jack Kelly / @JackKelly
+    - Martin Durrant / @martindurant
+
+## Introduction
+
+This document lays out a design proposal for version 3.0 of the [Zarr-Python](https://zarr.readthedocs.io/en/stable/) package. A specific focus of the design is to bring Zarr-Python's API up to date with the [Zarr V3 specification](https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html), with the hope of enabling the development of the many features and extensions that motivated the V3 Spec. The ideas presented here are expected to result in a major release of Zarr-Python (version 3.0) including significant a number of breaking API changes.
+For clarity, “V3” will be used to describe the version of the Zarr specification and “3.0” will be used to describe the release tag of the Zarr-Python project.
+
+### Current status of V3 in Zarr-Python
+
+During the development of the V3 Specification, a [prototype implementation](https://github.com/zarr-developers/zarr-python/pull/898) was added to the Zarr-Python library. Since that implementation, the V3 spec evolved in significant ways and as a result, the Zarr-Python library is now out of sync with the approved spec. Downstream libraries (e.g. [Xarray](https://github.com/pydata/xarray)) have added support for this implementation and will need to migrate to the accepted spec when its available in Zarr-Python.
+
+## Goals
+
+- Provide a complete implementation of Zarr V3 through the Zarr-Python API
+- Clear the way for exciting extensions / ZEPs (i.e. [sharding](https://zarr-specs.readthedocs.io/en/latest/v3/codecs/sharding-indexed/v1.0.html), [variable chunking](https://zarr.dev/zeps/draft/ZEP0003.html), etc.)
+- Provide a developer API that can be used to implement and register V3 extensions
+- Improve the performance of Zarr-Python by streamlining the interface between the Store layer and higher level APIs (e.g. Groups and Arrays)
+- Clean up the internal and user facing APIs 
+- Improve code quality and robustness (e.g. achieve 100% type hint coverage)
+- Align the Zarr-Python array API with the [array API Standard](https://data-apis.org/array-api/latest/)
+
+## Examples of what 3.0 will enable?
+1. Reading and writing V3 spec-compliant groups and arrays
+2. V3 extensions including sharding and variable chunking.
+3. Improved performance by leveraging concurrency when creating/reading/writing to stores (imagine a `create_hierarchy(zarr_objects)` function).
+4. User-developed extensions (e.g. storage-transformers) can be registered with Zarr-Python at runtime
+
+## Non-goals (of this document)
+
+- Implementation of any unaccepted Zarr V3 extensions
+- Major revisions to the Zarr V3 spec
+
+## Requirements
+
+1. Read and write spec compliant V2 and V3 data
+2. Limit unnecessary traffic to/from the store
+3. Cleanly define the Array/Group/Store abstractions
+4. Cleanly define how V2 will be supported going forward
+5. Provide a clear roadmap to help users upgrade to 3.0
+6. Developer tools / hooks for registering extensions
+
+## Design
+
+### Async API
+
+Zarr-Python is an IO library. As such, supporting concurrent action against the storage layer is critical to achieving acceptable performance. The Zarr-Python 2 was not designed with asynchronous computation in mind and as a result has struggled to effectively leverage the benefits of concurrency. At one point, `getitems` and `setitems` support was added to the Zarr store model but that is only used for operating on a set of chunks in a single variable. 
+
+With Zarr-Python 3.0, we have the opportunity to revisit this design. The proposal here is as follows:
+
+1. The `Store` interface will be entirely async. 
+2. On top of the async `Store` interface, we will provide an  `AsyncArray` and `AsyncGroup` interface.
+3. Finally, the primary user facing API will be synchronous `Array` and `Group` classes that wrap the async equivalents.
+
+**Examples**
+
+- **Store**
+    
+    ```python
+    class Store:
+        ...
+        async def get(self, key: str) -> bytes:
+            ...
+        async def get_partial_values(self, key_ranges: List[Tuple[str, Tuple[int, Optional[int]]]]) -> bytes:
+            ...
+    # (no sync interface here)
+    ``` 
+- **Array**
+    
+    ```python
+    class AsyncArray:
+        ...
+    
+        async def getitem(self, selection: Selection) -> np.ndarray:
+           # the core logic for getitem goes here
+    
+    class Array:
+        _async_array: AsyncArray
+    
+        def __getitem__(self, selection: Selection) -> np.ndarray:
+            return sync(self._async_array.getitem(selection))
+    ```
+- **Group**
+    
+    ```python
+    class AsyncGroup:
+        ...
+    
+        async def create_group(self, path: str, **kwargs) -> AsyncGroup:
+           # the core logic for create_group goes here
+    
+    class Group:
+        _async_group: AsyncGroup
+    
+        def create_group(self, path: str, **kwargs) -> Group:
+            return sync(self._async_group.create_group(path, **kwargs))
+    ```
+**Internal Synchronization API**
+
+With the `Store` and core `AsyncArray`/ `AsyncGroup` classes being predominantly async, Zarr-Python will need an internal API to provide a synchronous API. The proposal here is to use the approach in [fsspec](https://github.com/fsspec/filesystem_spec/blob/master/fsspec/asyn.py) to provide a high-level `sync` function that takes an `awaitable` and runs it in its managed IO Loop / thread. 
+
+**FAQ**
+1. Why two levels of Arrays/groups?
+  a. First, this is an intentional decision and departure from the current Zarrita implementation
+  b. The idea is that users rarely want to mix interfaces. Either they are working within an async context (currently quite rare) or they are in a typical synchronous context. 
+  c. Splitting the two will allow us to clearly define behavior on the `AsyncObj` and simply wrap it in the `SyncObj`.
+2. What if a store is only has a synchronous backend?
+  a. First off, this is expected to be a fairly rare occurrence. Most storage backends have async interfaces.
+  b. But in the event a storage backend doesn’t have a async interface, there is nothing wrong with putting synchronous code in `async` methods. There are approaches to enabling concurrent action through wrappers like AsyncIO's `loop.run_in_executor` ([ref 1](https://stackoverflow.com/questions/38865050/is-await-in-python3-cooperative-multitasking ), [ref 2](https://stackoverflow.com/a/43263397/732596), [ref 3](https://bbc.github.io/cloudfit-public-docs/asyncio/asyncio-part-5.html), [ref 4](https://docs.python.org/3/library/asyncio-eventloop.html#asyncio.loop.run_in_executor).  
+3. Will Zarr help manage the async contexts encouraged by some libraries (e.g. [AioBotoCore](https://aiobotocore.readthedocs.io/en/latest/tutorial.html#using-botocore))?
+  a. Many async IO libraries require entering an async context before interacting with the API. We expect some experimentation to be needed here but the initial design will follow something close to what fsspec does ([example in s3fs](https://github.com/fsspec/s3fs/blob/949442693ec940b35cda3420c17a864fbe426567/s3fs/core.py#L527)).
+4. Why not provide a synchronous Store interface?
+  a. We could but this design is simpler. It would mean supporting it in the `AsyncGroup` and `AsyncArray` classes which, may be more trouble than its worth. Storage backends that do not have an async API will be encouraged to wrap blocking calls in an async wrapper (e.g. `loop.run_in_executor`).
+
+### Store API
+
+The `Store` API is specified directly in the V3 specification. All V3 stores should implement this abstract API, omitting Write and List support as needed. As described above, all stores will be expected to expose the required methods as async methods.
+
+**Example**
+
+```python
+class ReadWriteStore:
+		...
+    async def get(self, key: str) -> bytes:
+        ...
+
+    async def get_partial_values(self, key_ranges: List[Tuple[str, int, int]) -> bytes:
+        ...
+		
+    async def set(self, key: str, value: Union[bytes, bytearray, memoryview]) -> None:
+        ...  # required for writable stores
+
+    async def set_partial_values(self, key_start_values: List[Tuple[str, int, Union[bytes, bytearray, memoryview]]]) -> None:
+        ...  # required for writable stores
+
+    async def list(self) -> List[str]:
+        ...  # required for listable stores
+
+    async def list_prefix(self, prefix: str) -> List[str]:
+        ...  # required for listable stores
+
+    async def list_dir(self, prefix: str) -> List[str]:
+        ...  # required for listable stores
+
+    # additional (optional methods)
+    async def getsize(self, prefix: str) -> int:
+        ...
+        
+    async def rename(self, src: str, dest: str) -> None
+        ...
+        
+```
+
+Recognizing that there are many Zarr applications today that rely on the `MutableMapping` interface supported by Zarr-Python 2, a wrapper store will be developed to allow existing stores to plug directly into this API.
+
+### Array API
+
+The user facing array interface will implement a subset of the [Array API Standard](https://data-apis.org/array-api/latest/). Most of the computational parts of the Array API Standard don’t fit into Zarr right now. That’s okay. What matters most is that we ensure we can give downstream applications a compliant API. 
+
+*Note, Zarr already does most of this so this is more about formalizing the relationship than a substantial change in API.*
+
+|  | Included | Not Included | Unknown / Maybe possible? |
+| --- | --- | --- | --- |
+| Attributes | `dtype` | `mT` | `device` |
+| | `ndim` | `T` | |
+| | `shape` | | |
+| | `size` | | |
+| Methods | `__getitem__` | `__array_namespace__` | `to_device` |
+| | `__setitem__` | `__abs__` | `__bool__` |
+| | `__eq__` | `__add__` | `__complex__` |
+| | `__bool__` | `__and__` | `__dlpack__` |
+| | | `__floordiv__` | `__dlpack_device__` |
+| | | `__ge__` | `__float__` |
+| | | `__gt__` | `__index__` |
+| | | `__invert__` | `__int__` |
+| | | `__le__` | |
+| | | `__lshift__` | |
+| | | `__lt__` | |
+| | | `__matmul__` | |
+| | | `__mod__` | |
+| | | `__mul__` | |
+| | | `__ne__` | |
+| | | `__neg__` | |
+| | | `__or__` | |
+| | | `__pos__` | |
+| | | `__pow__` | |
+| | | `__rshift__` | |
+| | | `__sub__` | |
+| | | `__truediv__` | |
+| | | `__xor__` | |
+| Creation functions (`zarr.creation`) | `zeros` | | `arange` |
+| | `zeros_like` | | `asarray` |
+| | `ones` | | `eye` |
+| | `ones_like` | | `from_dlpack` |
+| | `full` | | `linspace` |
+| | `full_like` | | `meshgrid` |
+| | `empty` | | `tril` |
+| | `empty_like` | | `triu` |
+
+In addition to the core array API defined above, the Array class should have the following Zarr specific properties:
+
+- `.metadata` (see Metadata Interface below)
+- `.attrs` - (pull from metadata object)
+- `.info` - (pull from existing property †)
+
+*† In Zarr-Python 2, the info property lists the store to identify initialized chunks. By default this will be turned off in 3.0 but will be configurable.*
+
+**Indexing**
+
+Zarr-Python currently supports `__getitem__` style indexing and the special `oindex` and `vindex` indexers. These are not part of the current Array API standard (see [data-apis/array-api\#669](https://github.com/data-apis/array-api/issues/669)) but they have been [proposed as a NEP](https://numpy.org/neps/nep-0021-advanced-indexing.html). Zarr-Python will maintain these in 3.0.
+
+We are also exploring a new high-level indexing API that will enabled optimized batch/concurrent loading of many chunks. We expect this to be important to enable performant loading of data in the context of sharding. See [this discussion](https://github.com/zarr-developers/zarr-python/discussions/1569) for more detail.
+
+Concurrent indexing across multiple arrays will be possible using the AsyncArray API.
+
+**Async and Sync Array APIs**
+
+Most the logic to support Zarr Arrays will live in the `AsyncArray` class. There are a few notable differences that should be called out.
+
+| Sync Method | Async Method |
+| --- | --- |
+| `__getitem__` | `getitem` |
+| `__setitem__` | `setitem` |
+| `__eq__` | `equals` |
+
+**Metadata interface**
+
+Zarr-Python 2.* closely mirrors the V2 spec metadata schema in the Array and Group classes. In 3.0, we plan to move the underlying metadata representation to a separate interface (e.g. `Array.metadata`). This interface will return either a `V2ArrayMetadata` or `V3ArrayMetadata` object (both will inherit from a parent `ArrayMetadataABC` class. The  `V2ArrayMetadata` and `V3ArrayMetadata` classes will be responsible for producing valid JSON representations of their metadata, and yielding a consistent view to the `Array` or `Group` class.
+
+### Group API
+
+The main question is how closely we should follow the existing Zarr-Python implementation / `MutableMapping` interface. The table below shows the primary `Group` methods in Zarr-Python 2 and attempts to identify if and how they would be implemented in 3.0.
+
+| V2 Group Methods | `AsyncGroup` | `Group` | `h5py_compat.Group`` |
+| --- | --- | --- | --- |
+| `__len__` | `length` | `__len__` | `__len__` |
+| `__iter__` | `__aiter__` | `__iter__` | `__iter__` |
+| `__contains__` | `contains` | `__contains__` | `__contains__` |
+| `__getitem__` | `getitem` | `__getitem__` | `__getitem__` |
+| `__enter__` | N/A | N/A | `__enter__` |
+| `__exit__` | N/A | N/A | `__exit__` |
+| `group_keys` | `group_keys` | `group_keys` | N/A |
+| `groups` | `groups` | `groups` | N/A |
+| `array_keys` | `array_key` | `array_keys` | N/A |
+| `arrays` | `arrays`* | `arrays` | N/A |
+| `visit` | ? | ? | `visit` |
+| `visitkeys` | ? | ? | ? |
+| `visitvalues` | ? | ? | ? |
+| `visititems` | ? | ? | `visititems` |
+| `tree` | `tree` | `tree` | `Both` |
+| `create_group` | `create_group` | `create_group` | `create_group` |
+| `require_group` | N/A | N/A | `require_group` |
+| `create_groups` | ? | ? | N/A |
+| `require_groups` | ? | ? | ? |
+| `create_dataset` | N/A | N/A | `create_dataset` |
+| `require_dataset` | N/A | N/A | `require_dataset` |
+| `create` | `create_array` | `create_array` | N/A |
+| `empty` | `empty` | `empty` | N/A |
+| `zeros` | `zeros` | `zeros` | N/A |
+| `ones` | `ones` | `ones` | N/A |
+| `full` | `full` | `full` | N/A |
+| `array` | `create_array` | `create_array` | N/A |
+| `empty_like` | `empty_like` | `empty_like` | N/A |
+| `zeros_like` | `zeros_like` | `zeros_like` | N/A |
+| `ones_like` | `ones_like` | `ones_like` | N/A |
+| `full_like` | `full_like` | `full_like` | N/A |
+| `move` | `move` | `move` | `move` |
+
+**`zarr.h5compat.Group`**
+
+Zarr-Python 2.* made an attempt to align its API with that of [h5py](https://docs.h5py.org/en/stable/index.html). With 3.0, we will relax this alignment in favor of providing an explicit compatibility module (`zarr.h5py_compat`). This module will expose the `Group` and `Dataset` APIs that map to Zarr-Python’s `Group` and `Array` objects. 
+
+### Creation API
+
+Zarr-Python 2.* bundles together the creation and serialization of Zarr objects. Zarr-Python 3.* will make it possible to create objects in memory separate from serializing them. This will specifically enable writing hierarchies of Zarr objects in a single batch step. For example:
+
+```python
+
+arr1 = Array(shape=(10, 10), path="foo/bar", dtype="i4", store=store)
+arr2 = Array(shape=(10, 10), path="foo/spam", dtype="f8", store=store)
+
+arr1.save()
+arr2.save()
+
+# or equivalently
+
+zarr.save_many([arr1 ,arr2])
+```
+
+*Note: this batch creation API likely needs additional design effort prior to implementation.*
+
+### Plugin API
+
+Zarr V3 was designed to be extensible at multiple layers. Zarr-Python will support these extensions through a combination of [Abstract Base Classes](https://docs.python.org/3/library/abc.html) (ABCs) and [Entrypoints](https://packaging.python.org/en/latest/specifications/entry-points/). 
+
+**ABCs**
+
+Zarr V3 will expose Abstract base classes for the following objects:
+
+- `Store`, `ReadStore`, `ReadWriteStore`, `ReadListStore`, and `ReadWriteListStore`
+- `BaseArray`, `SynchronousArray`, and `AsynchronousArray`
+- `BaseGroup`, `SynchronousGroup`, and `AsynchronousGroup`
+- `Codec`, `ArrayArrayCodec`, `ArrayBytesCodec`, `BytesBytesCodec`
+
+**Entrypoints**
+
+Lots more thinking here but the idea here is to provide entrypoints for `data type`, `chunk grid`, `chunk key encoding`, `codecs`,  `storage_transformers` and `stores`.  These might look something like:
+
+```
+entry_points="""
+    [zarr.codecs]
+    blosc_codec=codec_plugin:make_blosc_codec
+    zlib_codec=codec_plugin:make_zlib_codec
+"""
+```
+
+### Python type hints and static analysis
+
+Target 100% Mypy coverage in 3.0 source. 
+
+### Observability
+
+A persistent problem in Zarr-Python is diagnosing problems that span many parts of the stack. To address this in 3.0, we will add a basic logging framework that can be used to debug behavior at various levels of the stack. We propose to add the separate loggers for the following namespaces:
+
+- `array`
+- `group`
+- `store`
+- `codec`
+
+These should be documented such that users know how to activate them and developers know how to use them when developing extensions.
+
+### Dependencies
+
+Today, Zarr-Python has the following required dependencies:
+
+```python
+dependencies = [
+    'asciitree',
+    'numpy>=1.20,!=1.21.0',
+    'fasteners',
+    'numcodecs>=0.10.0',
+]
+```
+
+What other dependencies should be considered?
+
+1. Attrs - Zarrita makes extensive use of the Attrs library
+2. Fsspec - Zarrita has a hard dependency on Fsspec. This could be easily relaxed though.
+
+## Breaking changes relative to Zarr-Python 2.*
+
+1. H5py compat moved to a stand alone module?
+2. `Group.__getitem__` support moved to `Group.members.__getitem__`?
+3. Others? 
+
+## Open questions
+
+1. How to treat V2
+    a. Note: Zarrita currently implements a separate `V2Array` and `V3Array` classes. This feels less than ideal.
+    b. We could easily convert metadata from v2 to the V3 Array, but what about writing? 
+    c. Ideally, we don’t have completely separate code paths. But if its too complicated to support both within one interface, its probably better.
+2. How and when to remove the current implementation of V3.
+    a. It's hidden behind a hard-to-use feature flag so we probably don't need to do anything.
+4. How to model runtime configuration?
+5. Which extensions belong in Zarr-Python and which belong in separate packages?
+    a. We don't need to take a strong position on this here. It's likely that someone will want to put Sharding in. That will be useful to develop in parallel because it will give us a good test case for the plugin interface.
+
+## Testing
+
+Zarr-python 3.0 adds a major new dimension to Zarr: Async support. This also comes with a compatibility risk, we will need to thoroughly test support in key execution environments. Testing plan:
+- Reuse the existing test suite for testing the `v3` API.
+    - `xfail` tests that expose breaking changes with `3.0 - breaking change` description. This will help identify additional and/or unintentional breaking changes
+    - Rework tests that were only testing internal APIs.
+- Add a set of functional / integration tests targeting real-world workflows in various contexts (e.g. w/ Dask)
+
+## Development process
+
+Zarr-Python 3.0 will introduce a number of new APIs and breaking changes to existing APIs. In order to facilitate ongoing support for Zarr-Python 2.*, we will take on the following development process:
+
+- Create a `v3` branch that can be use for developing the core functionality apart from the `main` branch. This will allow us to support ongoing work and bug fixes on the `main` branch.
+- Put the `3.0` APIs inside a `zarr.v3` module. Imports from this namespace will all be new APIs that users can develop and test against once the `v3` branch is merged to `main`.
+- Kickstart the process by pulling in the current state of `zarrita` - which has many of the features described in this design.
+- Release a series of 2.* releases with the `v3` namespace
+- When `v3` is complete, move contents of `v3` to the package root
+
+**Milestones**
+
+Below are a set of specific milestones leading toward the completion of this process. As work begins, we expect this list to grow in specificity.
+
+1. Port current version of Zarrita to Zarr-Python
+2. Formalize Async interface by splitting `Array` and `Group` objects into Sync and Async versions
+4. Implement "fancy" indexing operations on the `AsyncArray`
+6. Implement an abstract base class for the `Store` interface and a wrapper `Store` to make use of existing `MutableMapping` stores. 
+7. Rework the existing unit test suite to use the `v3` namespace.
+8. Develop a plugin interface for extensions
+9. Develop a set of functional and integration tests
+10. Work with downstream libraries (Xarray, Dask, etc.) to test new APIs 
+
+## TODOs
+
+The following subjects are not covered in detail above but perhaps should be. Including them here so they are not forgotten.
+
+1. [Store] Should Zarr provide an API for caching objects after first read/list/etc. Read only stores?
+2. [Array] buffer protocol support
+3. [Array] `meta_array` support
+4. [Extensions] Define how Zarr-Python will consume the various plugin types
+5. [Misc] H5py compatibility requires a bit more work and a champion to drive it forward.
+6. [Misc] Define `chunk_store` API in 3.0
+7. [Misc] Define `synchronizer` API in 3.0
+
+## References
+
+1. [Zarr-Python repository](https://github.com/zarr-developers/zarr-python)
+2. [Zarr core specification (version 3.0) — Zarr specs  documentation](https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html#)
+3. [Zarrita repository](https://github.com/scalableminds/zarrita)
+4. [Async-Zarr](https://github.com/martindurant/async-zarr)
+5. [Zarr-Python Discussion Topic](https://github.com/zarr-developers/zarr-python/discussions/1569)

From a81db0782535ba04c32c277102a6457d118a73e8 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 22 Jan 2024 11:50:32 -0800
Subject: [PATCH 0416/1078] chore: update pre-commit hooks (#1636)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.1.13 → v0.1.14](https://github.com/astral-sh/ruff-pre-commit/compare/v0.1.13...v0.1.14)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 7d1f9254ae..a7f48d7cd6 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,7 +8,7 @@ default_language_version:
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: 'v0.1.13'
+    rev: 'v0.1.14'
     hooks:
     - id: ruff
   - repo: https://github.com/psf/black

From 1be410b2f05679fcc5023d97a44c4c860cb88079 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Tue, 30 Jan 2024 21:10:24 +0100
Subject: [PATCH 0417/1078] Don't import from tests (#1601)

* fix: move DummyStorageTransformer to zarr, and import it from tests instead of the other way around

* test: tests use relative imports instead of importing from zarr.test

* docs: release notes

* docs: add new section for unreleased v3 work

* docs: add heading to v3 release notes
---
 docs/release.rst                         | 17 ++++++++++++++---
 zarr/_storage/v3_storage_transformers.py | 16 ++++++++++++++++
 zarr/meta.py                             |  6 ++++--
 zarr/tests/test_attrs.py                 |  2 +-
 zarr/tests/test_convenience.py           |  2 +-
 zarr/tests/test_core.py                  | 10 +++++++---
 zarr/tests/test_creation.py              |  4 ++--
 zarr/tests/test_dim_separator.py         |  2 +-
 zarr/tests/test_hierarchy.py             |  2 +-
 zarr/tests/test_indexing.py              |  2 +-
 zarr/tests/test_n5.py                    |  2 +-
 zarr/tests/test_storage.py               |  2 +-
 zarr/tests/test_storage_v3.py            | 20 ++++++--------------
 zarr/tests/test_sync.py                  |  6 +++---
 14 files changed, 59 insertions(+), 34 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 9873d62896..3ed47ff9f5 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -13,10 +13,22 @@ Release notes
     # to document your changes. On releases it will be
     # re-indented so that it does not show up in the notes.
 
+.. _unreleased(v3):
+
+Unreleased (v3)
+---------------
+
+Maintenance
+~~~~~~~~~~~
+
+* Remedy a situation where ``zarr-python`` was importing ``DummyStorageTransformer`` from the test suite. 
+  The dependency relationship is now reversed: the test suite imports this class from ``zarr-python``.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1601`.
+
 .. _unreleased:
 
-Unreleased
-----------
+Unreleased (v2)
+---------------
 
 Docs
 ~~~~
@@ -61,7 +73,6 @@ Maintenance
 * Remove ``sphinx-rtd-theme`` dependency from ``pyproject.toml``.
   By :user:`Sanket Verma <MSanKeys963>` :issue:`1563`.
 
-
 .. _release_2.16.1:
 
 2.16.1
diff --git a/zarr/_storage/v3_storage_transformers.py b/zarr/_storage/v3_storage_transformers.py
index ff31a7281c..3090aea28c 100644
--- a/zarr/_storage/v3_storage_transformers.py
+++ b/zarr/_storage/v3_storage_transformers.py
@@ -81,6 +81,22 @@ def create_empty(cls, store: "ShardingStorageTransformer"):
         )
 
 
+class DummyStorageTransfomer(StorageTransformer):
+    """For testing purposes. This class was previously defined in the test suite and imported
+    into Zarr, but now it has been moved here and the test suite will import it like any other part
+    of the Zarr library."""
+
+    TEST_CONSTANT = "test1234"
+
+    extension_uri = "https://purl.org/zarr/spec/storage_transformers/dummy/1.0"
+    valid_types = ["dummy_type"]
+
+    def __init__(self, _type, test_value) -> None:
+        super().__init__(_type)
+        assert test_value == self.TEST_CONSTANT
+        self.test_value = test_value
+
+
 class ShardingStorageTransformer(StorageTransformer):  # lgtm[py/missing-equals]
     """Implements sharding as a storage transformer, as described in the spec:
     https://zarr-specs.readthedocs.io/en/latest/extensions/storage-transformers/sharding/v1.0.html
diff --git a/zarr/meta.py b/zarr/meta.py
index 48791ddf17..bd1f4ee037 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -459,8 +459,10 @@ def _encode_storage_transformer_metadata(
 
     @classmethod
     def _decode_storage_transformer_metadata(cls, meta: Mapping) -> "StorageTransformer":
-        from zarr.tests.test_storage_v3 import DummyStorageTransfomer
-        from zarr._storage.v3_storage_transformers import ShardingStorageTransformer
+        from zarr._storage.v3_storage_transformers import (
+            ShardingStorageTransformer,
+            DummyStorageTransfomer,
+        )
 
         # This might be changed to a proper registry in the future
         KNOWN_STORAGE_TRANSFORMERS = [DummyStorageTransfomer, ShardingStorageTransformer]
diff --git a/zarr/tests/test_attrs.py b/zarr/tests/test_attrs.py
index 7dd5b340a2..a5ce4bac89 100644
--- a/zarr/tests/test_attrs.py
+++ b/zarr/tests/test_attrs.py
@@ -8,7 +8,7 @@
 from zarr.attrs import Attributes
 from zarr.storage import KVStore, DirectoryStore
 from zarr._storage.v3 import KVStoreV3
-from zarr.tests.util import CountingDict, CountingDictV3
+from .util import CountingDict, CountingDictV3
 from zarr.hierarchy import group
 
 
diff --git a/zarr/tests/test_convenience.py b/zarr/tests/test_convenience.py
index 389ce90a9d..0970a9e1aa 100644
--- a/zarr/tests/test_convenience.py
+++ b/zarr/tests/test_convenience.py
@@ -43,7 +43,7 @@
     MemoryStoreV3,
     SQLiteStoreV3,
 )
-from zarr.tests.util import have_fsspec
+from .util import have_fsspec
 
 _VERSIONS = (2, 3) if v3_api_available else (2,)
 
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index f3ca73dea8..c5a43ed39d 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -35,7 +35,11 @@
     BaseStore,
     v3_api_available,
 )
-from .._storage.v3_storage_transformers import ShardingStorageTransformer, v3_sharding_available
+from .._storage.v3_storage_transformers import (
+    DummyStorageTransfomer,
+    ShardingStorageTransformer,
+    v3_sharding_available,
+)
 from zarr.core import Array
 from zarr.errors import ArrayNotFoundError, ContainsGroupError
 from zarr.meta import json_loads
@@ -70,9 +74,9 @@
     SQLiteStoreV3,
     StoreV3,
 )
-from zarr.tests.test_storage_v3 import DummyStorageTransfomer
+
 from zarr.util import buffer_size
-from zarr.tests.util import abs_container, skip_test_env_var, have_fsspec, mktemp
+from .util import abs_container, skip_test_env_var, have_fsspec, mktemp
 
 # noinspection PyMethodMayBeStatic
 
diff --git a/zarr/tests/test_creation.py b/zarr/tests/test_creation.py
index b44c6379fd..9307b81b52 100644
--- a/zarr/tests/test_creation.py
+++ b/zarr/tests/test_creation.py
@@ -8,6 +8,7 @@
 from numpy.testing import assert_array_equal
 
 from zarr._storage.store import DEFAULT_ZARR_VERSION
+from zarr._storage.v3_storage_transformers import DummyStorageTransfomer
 from zarr.codecs import Zlib
 from zarr.core import Array
 from zarr.creation import (
@@ -30,8 +31,7 @@
 from zarr._storage.store import v3_api_available
 from zarr._storage.v3 import DirectoryStoreV3, KVStoreV3
 from zarr.sync import ThreadSynchronizer
-from zarr.tests.test_storage_v3 import DummyStorageTransfomer
-from zarr.tests.util import mktemp, have_fsspec
+from .util import mktemp, have_fsspec
 
 
 _VERSIONS = (None, 2, 3) if v3_api_available else (None, 2)
diff --git a/zarr/tests/test_dim_separator.py b/zarr/tests/test_dim_separator.py
index 987852dfd0..83f4d3b5b9 100644
--- a/zarr/tests/test_dim_separator.py
+++ b/zarr/tests/test_dim_separator.py
@@ -7,7 +7,7 @@
 import zarr
 from zarr.core import Array
 from zarr.storage import DirectoryStore, NestedDirectoryStore, FSStore
-from zarr.tests.util import have_fsspec
+from .util import have_fsspec
 
 
 needs_fsspec = pytest.mark.skipif(not have_fsspec, reason="needs fsspec")
diff --git a/zarr/tests/test_hierarchy.py b/zarr/tests/test_hierarchy.py
index cbf59c55c3..3eaa4743dd 100644
--- a/zarr/tests/test_hierarchy.py
+++ b/zarr/tests/test_hierarchy.py
@@ -57,7 +57,7 @@
     LRUStoreCacheV3,
 )
 from zarr.util import InfoReporter, buffer_size
-from zarr.tests.util import skip_test_env_var, have_fsspec, abs_container, mktemp
+from .util import skip_test_env_var, have_fsspec, abs_container, mktemp
 
 
 _VERSIONS = (2, 3) if v3_api_available else (2,)
diff --git a/zarr/tests/test_indexing.py b/zarr/tests/test_indexing.py
index 8a34c1e715..1835206819 100644
--- a/zarr/tests/test_indexing.py
+++ b/zarr/tests/test_indexing.py
@@ -13,7 +13,7 @@
     PartialChunkIterator,
 )
 
-from zarr.tests.util import CountingDict
+from .util import CountingDict
 
 
 def test_normalize_integer_selection():
diff --git a/zarr/tests/test_n5.py b/zarr/tests/test_n5.py
index 2602aa06c1..755d60b607 100644
--- a/zarr/tests/test_n5.py
+++ b/zarr/tests/test_n5.py
@@ -9,7 +9,7 @@
 import json
 import atexit
 
-from zarr.tests.util import have_fsspec
+from .util import have_fsspec
 
 
 def test_make_n5_chunk_wrapper():
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index e87716fa47..5c1d437ecb 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -59,7 +59,7 @@
 )
 from zarr.storage import FSStore, rename, listdir
 from zarr._storage.v3 import KVStoreV3
-from zarr.tests.util import CountingDict, have_fsspec, skip_test_env_var, abs_container, mktemp
+from .util import CountingDict, have_fsspec, skip_test_env_var, abs_container, mktemp
 from zarr.util import ConstantMap, json_dumps
 
 
diff --git a/zarr/tests/test_storage_v3.py b/zarr/tests/test_storage_v3.py
index ded9296059..aeb4fe7d1b 100644
--- a/zarr/tests/test_storage_v3.py
+++ b/zarr/tests/test_storage_v3.py
@@ -10,7 +10,11 @@
 
 import zarr
 from zarr._storage.store import _get_hierarchy_metadata, v3_api_available, StorageTransformer
-from zarr._storage.v3_storage_transformers import ShardingStorageTransformer, v3_sharding_available
+from zarr._storage.v3_storage_transformers import (
+    DummyStorageTransfomer,
+    ShardingStorageTransformer,
+    v3_sharding_available,
+)
 from zarr.core import Array
 from zarr.meta import _default_entry_point_metadata_v3
 from zarr.storage import (
@@ -40,7 +44,7 @@
     StoreV3,
     ZipStoreV3,
 )
-from zarr.tests.util import CountingDictV3, have_fsspec, skip_test_env_var, mktemp
+from .util import CountingDictV3, have_fsspec, skip_test_env_var, mktemp
 
 # pytest will fail to run if the following fixtures aren't imported here
 from .test_storage import StoreTests as _StoreTests
@@ -108,18 +112,6 @@ def keys(self):
         """keys"""
 
 
-class DummyStorageTransfomer(StorageTransformer):
-    TEST_CONSTANT = "test1234"
-
-    extension_uri = "https://purl.org/zarr/spec/storage_transformers/dummy/1.0"
-    valid_types = ["dummy_type"]
-
-    def __init__(self, _type, test_value) -> None:
-        super().__init__(_type)
-        assert test_value == self.TEST_CONSTANT
-        self.test_value = test_value
-
-
 def test_ensure_store_v3():
     class InvalidStore:
         pass
diff --git a/zarr/tests/test_sync.py b/zarr/tests/test_sync.py
index c28f6b081d..d066a4e8d6 100644
--- a/zarr/tests/test_sync.py
+++ b/zarr/tests/test_sync.py
@@ -16,9 +16,9 @@
 from zarr.sync import ProcessSynchronizer, ThreadSynchronizer
 
 # zarr_version fixture must be imported although not used directly here
-from zarr.tests.test_attrs import TestAttributes, zarr_version  # noqa
-from zarr.tests.test_core import TestArray
-from zarr.tests.test_hierarchy import TestGroup
+from .test_attrs import TestAttributes, zarr_version  # noqa
+from .test_core import TestArray
+from .test_hierarchy import TestGroup
 
 
 class TestAttributesWithThreadSynchronizer(TestAttributes):

From b82311db3400c838d52dc7088905027690e75dda Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 2 Feb 2024 21:52:03 -0500
Subject: [PATCH 0418/1078] chore: bump minimum python/numpy versions aligned
 with spec0000 targetting a 2024-Q2 release (#1638)

---
 pyproject.toml             | 7 +++----
 requirements_dev_numpy.txt | 2 +-
 2 files changed, 4 insertions(+), 5 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 22ea19f28f..4cd3b05b65 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,10 +10,10 @@ readme = { file = "README.md", content-type = "text/markdown" }
 maintainers = [
     { name = "Alistair Miles", email = "alimanfoo@googlemail.com" }
 ]
-requires-python = ">=3.8"
+requires-python = ">=3.10"
 dependencies = [
     'asciitree',
-    'numpy>=1.20,!=1.21.0',
+    'numpy>=1.24',
     'fasteners',
     'numcodecs>=0.10.0',
 ]
@@ -30,10 +30,9 @@ classifiers = [
     'Topic :: Software Development :: Libraries :: Python Modules',
     'Operating System :: Unix',
     'Programming Language :: Python :: 3',
-    'Programming Language :: Python :: 3.8',
-    'Programming Language :: Python :: 3.9',
     'Programming Language :: Python :: 3.10',
     'Programming Language :: Python :: 3.11',
+    'Programming Language :: Python :: 3.12',
 ]
 license = { text = "MIT" }
 
diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index a6135bd831..ee8970780a 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.24.3
+numpy==1.26.3

From f8874bf48e464bd1f3db963eab637ff6b4ed153f Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Tue, 6 Feb 2024 04:42:26 +0100
Subject: [PATCH 0419/1078] use src layout and use `hatch` for packaging
 (#1592)

* src layout + migrate to hatch

* feat: git archival support

* rm test generated files

* Apply suggestions from code review

* Use relative imports

---------

Co-authored-by: Saransh Chopra <saransh0701@gmail.com>
---
 .git_archival.txt                             |   4 ++++
 .gitattributes                                |   1 +
 .gitignore                                    |   4 ++--
 .pre-commit-config.yaml                       |   2 +-
 docs/contributing.rst                         |   2 +-
 pyproject.toml                                |  19 +++++++-----------
 {zarr => src/zarr}/__init__.py                |   2 +-
 {zarr => src/zarr}/_storage/__init__.py       |   0
 {zarr => src/zarr}/_storage/absstore.py       |   0
 {zarr => src/zarr}/_storage/store.py          |   0
 {zarr => src/zarr}/_storage/v3.py             |   2 +-
 .../zarr}/_storage/v3_storage_transformers.py |   0
 {zarr => src/zarr}/attrs.py                   |   0
 {zarr => src/zarr}/codecs.py                  |   0
 {zarr => src/zarr}/context.py                 |   0
 {zarr => src/zarr}/convenience.py             |   0
 {zarr => src/zarr}/core.py                    |   0
 {zarr => src/zarr}/creation.py                |   0
 {zarr => src/zarr}/errors.py                  |   0
 {zarr => src/zarr}/hierarchy.py               |   0
 {zarr => src/zarr}/indexing.py                |   0
 {zarr => src/zarr}/meta.py                    |   0
 {zarr => src/zarr}/meta_v1.py                 |   0
 {zarr => src/zarr}/n5.py                      |   0
 {zarr => src/zarr}/storage.py                 |   0
 {zarr => src/zarr}/sync.py                    |   0
 {zarr => src/zarr}/util.py                    |   0
 {zarr => src/zarr}/v3/__init__.py             |   0
 {zarr/tests => src/zarr/v3/abc}/__init__.py   |   0
 {zarr => src/zarr}/v3/abc/array.py            |   0
 {zarr => src/zarr}/v3/abc/codec.py            |   0
 {zarr => src/zarr}/v3/abc/group.py            |   0
 {zarr => src/zarr}/v3/abc/store.py            |   0
 {zarr => src/zarr}/v3/array.py                |   0
 {zarr => src/zarr}/v3/array_v2.py             |   0
 {zarr => src/zarr}/v3/codecs/__init__.py      |   0
 {zarr => src/zarr}/v3/codecs/blosc.py         |   0
 {zarr => src/zarr}/v3/codecs/bytes.py         |   0
 {zarr => src/zarr}/v3/codecs/crc32c_.py       |   0
 {zarr => src/zarr}/v3/codecs/gzip.py          |   0
 {zarr => src/zarr}/v3/codecs/registry.py      |   0
 {zarr => src/zarr}/v3/codecs/sharding.py      |   0
 {zarr => src/zarr}/v3/codecs/transpose.py     |   0
 {zarr => src/zarr}/v3/codecs/zstd.py          |   0
 {zarr => src/zarr}/v3/common.py               |   0
 {zarr => src/zarr}/v3/group.py                |   0
 {zarr => src/zarr}/v3/group_v2.py             |   0
 {zarr => src/zarr}/v3/indexing.py             |   0
 {zarr => src/zarr}/v3/metadata.py             |   0
 {zarr => src/zarr}/v3/store.py                |   0
 {zarr => src/zarr}/v3/sync.py                 |   0
 {zarr/v3/abc => tests}/__init__.py            |   0
 {zarr/tests => tests}/conftest.py             |   0
 {zarr/tests => tests}/data/store.zip          | Bin
 {zarr/tests => tests}/data/store/foo          |   0
 {zarr/tests => tests}/test_attrs.py           |   0
 {zarr/tests => tests}/test_codecs_v3.py       |   0
 {zarr/tests => tests}/test_convenience.py     |   0
 {zarr/tests => tests}/test_core.py            |   2 +-
 {zarr/tests => tests}/test_creation.py        |   0
 {zarr/tests => tests}/test_dim_separator.py   |   0
 {zarr/tests => tests}/test_filters.py         |   0
 {zarr/tests => tests}/test_hierarchy.py       |   0
 {zarr/tests => tests}/test_indexing.py        |   0
 {zarr/tests => tests}/test_info.py            |   0
 {zarr/tests => tests}/test_meta.py            |   0
 {zarr/tests => tests}/test_meta_array.py      |   0
 {zarr/tests => tests}/test_n5.py              |   0
 {zarr/tests => tests}/test_storage.py         |   0
 {zarr/tests => tests}/test_storage_v3.py      |   0
 {zarr/tests => tests}/test_sync.py            |   0
 {zarr/tests => tests}/test_util.py            |   0
 {zarr/tests => tests}/util.py                 |   0
 73 files changed, 19 insertions(+), 19 deletions(-)
 create mode 100644 .git_archival.txt
 rename {zarr => src/zarr}/__init__.py (96%)
 rename {zarr => src/zarr}/_storage/__init__.py (100%)
 rename {zarr => src/zarr}/_storage/absstore.py (100%)
 rename {zarr => src/zarr}/_storage/store.py (100%)
 rename {zarr => src/zarr}/_storage/v3.py (99%)
 rename {zarr => src/zarr}/_storage/v3_storage_transformers.py (100%)
 rename {zarr => src/zarr}/attrs.py (100%)
 rename {zarr => src/zarr}/codecs.py (100%)
 rename {zarr => src/zarr}/context.py (100%)
 rename {zarr => src/zarr}/convenience.py (100%)
 rename {zarr => src/zarr}/core.py (100%)
 rename {zarr => src/zarr}/creation.py (100%)
 rename {zarr => src/zarr}/errors.py (100%)
 rename {zarr => src/zarr}/hierarchy.py (100%)
 rename {zarr => src/zarr}/indexing.py (100%)
 rename {zarr => src/zarr}/meta.py (100%)
 rename {zarr => src/zarr}/meta_v1.py (100%)
 rename {zarr => src/zarr}/n5.py (100%)
 rename {zarr => src/zarr}/storage.py (100%)
 rename {zarr => src/zarr}/sync.py (100%)
 rename {zarr => src/zarr}/util.py (100%)
 rename {zarr => src/zarr}/v3/__init__.py (100%)
 rename {zarr/tests => src/zarr/v3/abc}/__init__.py (100%)
 rename {zarr => src/zarr}/v3/abc/array.py (100%)
 rename {zarr => src/zarr}/v3/abc/codec.py (100%)
 rename {zarr => src/zarr}/v3/abc/group.py (100%)
 rename {zarr => src/zarr}/v3/abc/store.py (100%)
 rename {zarr => src/zarr}/v3/array.py (100%)
 rename {zarr => src/zarr}/v3/array_v2.py (100%)
 rename {zarr => src/zarr}/v3/codecs/__init__.py (100%)
 rename {zarr => src/zarr}/v3/codecs/blosc.py (100%)
 rename {zarr => src/zarr}/v3/codecs/bytes.py (100%)
 rename {zarr => src/zarr}/v3/codecs/crc32c_.py (100%)
 rename {zarr => src/zarr}/v3/codecs/gzip.py (100%)
 rename {zarr => src/zarr}/v3/codecs/registry.py (100%)
 rename {zarr => src/zarr}/v3/codecs/sharding.py (100%)
 rename {zarr => src/zarr}/v3/codecs/transpose.py (100%)
 rename {zarr => src/zarr}/v3/codecs/zstd.py (100%)
 rename {zarr => src/zarr}/v3/common.py (100%)
 rename {zarr => src/zarr}/v3/group.py (100%)
 rename {zarr => src/zarr}/v3/group_v2.py (100%)
 rename {zarr => src/zarr}/v3/indexing.py (100%)
 rename {zarr => src/zarr}/v3/metadata.py (100%)
 rename {zarr => src/zarr}/v3/store.py (100%)
 rename {zarr => src/zarr}/v3/sync.py (100%)
 rename {zarr/v3/abc => tests}/__init__.py (100%)
 rename {zarr/tests => tests}/conftest.py (100%)
 rename {zarr/tests => tests}/data/store.zip (100%)
 rename {zarr/tests => tests}/data/store/foo (100%)
 rename {zarr/tests => tests}/test_attrs.py (100%)
 rename {zarr/tests => tests}/test_codecs_v3.py (100%)
 rename {zarr/tests => tests}/test_convenience.py (100%)
 rename {zarr/tests => tests}/test_core.py (99%)
 rename {zarr/tests => tests}/test_creation.py (100%)
 rename {zarr/tests => tests}/test_dim_separator.py (100%)
 rename {zarr/tests => tests}/test_filters.py (100%)
 rename {zarr/tests => tests}/test_hierarchy.py (100%)
 rename {zarr/tests => tests}/test_indexing.py (100%)
 rename {zarr/tests => tests}/test_info.py (100%)
 rename {zarr/tests => tests}/test_meta.py (100%)
 rename {zarr/tests => tests}/test_meta_array.py (100%)
 rename {zarr/tests => tests}/test_n5.py (100%)
 rename {zarr/tests => tests}/test_storage.py (100%)
 rename {zarr/tests => tests}/test_storage_v3.py (100%)
 rename {zarr/tests => tests}/test_sync.py (100%)
 rename {zarr/tests => tests}/test_util.py (100%)
 rename {zarr/tests => tests}/util.py (100%)

diff --git a/.git_archival.txt b/.git_archival.txt
new file mode 100644
index 0000000000..8fb235d704
--- /dev/null
+++ b/.git_archival.txt
@@ -0,0 +1,4 @@
+node: $Format:%H$
+node-date: $Format:%cI$
+describe-name: $Format:%(describe:tags=true,match=*[0-9]*)$
+ref-names: $Format:%D$
diff --git a/.gitattributes b/.gitattributes
index b6115e6e49..57eb8a8807 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -1,2 +1,3 @@
 *.py linguist-language=python
 *.ipynb linguist-documentation
+.git_archival.txt export-subst
diff --git a/.gitignore b/.gitignore
index 7de405d8a0..53b6cd356d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -62,8 +62,8 @@ target/
 # Jupyter
 .ipynb_checkpoints/
 
-# setuptools-scm
-zarr/version.py
+# VCS versioning
+src/zarr/_version.py
 
 # emacs
 *~
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index a8ee599137..10aff8b4c6 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -30,7 +30,7 @@ repos:
     rev: v1.7.1
     hooks:
       - id: mypy
-        files: zarr
+        files: src
         args: []
         additional_dependencies:
           - types-redis
diff --git a/docs/contributing.rst b/docs/contributing.rst
index 91606b7276..a65b3d104d 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -335,7 +335,7 @@ of the storage specification that is currently implemented is stored under the
 
 Note that the Zarr test suite includes a data fixture and tests to try and ensure that
 data format compatibility is not accidentally broken. See the
-:func:`test_format_compatibility` function in the :mod:`zarr.tests.test_storage` module
+:func:`test_format_compatibility` function in the :mod:`tests.test_storage` module
 for details.
 
 When to make a release
diff --git a/pyproject.toml b/pyproject.toml
index 4cd3b05b65..4b3b07f23b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [build-system]
-requires = ["setuptools>=64.0.0", "setuptools-scm>1.5.4"]
-build-backend = "setuptools.build_meta"
+requires = ["hatchling", "hatch-vcs"]
+build-backend = "hatchling.build"
 
 
 [project]
@@ -34,7 +34,7 @@ classifiers = [
     'Programming Language :: Python :: 3.11',
     'Programming Language :: Python :: 3.12',
 ]
-license = { text = "MIT" }
+license = "MIT"
 
 [project.optional-dependencies]
 jupyter = [
@@ -68,18 +68,13 @@ exclude_lines = [
 
 [tool.coverage.run]
 omit = [
-    "zarr/meta_v1.py",
+    "src/zarr/meta_v1.py",
     "bench/compress_normal.py",
 ]
 
-[tool.setuptools]
-packages = ["zarr", "zarr._storage", "zarr.tests"]
-license-files = ["LICENSE.txt"]
-
-[tool.setuptools_scm]
-version_scheme = "guess-next-dev"
-local_scheme = "dirty-tag"
-write_to = "zarr/version.py"
+[tool.hatch]
+version.source = "vcs"
+build.hooks.vcs.version-file = "src/zarr/_version.py"
 
 [tool.ruff]
 line-length = 100
diff --git a/zarr/__init__.py b/src/zarr/__init__.py
similarity index 96%
rename from zarr/__init__.py
rename to src/zarr/__init__.py
index 6cecb40af8..b3c1e05b7e 100644
--- a/zarr/__init__.py
+++ b/src/zarr/__init__.py
@@ -49,7 +49,7 @@
     ZipStore,
 )
 from zarr.sync import ProcessSynchronizer, ThreadSynchronizer
-from zarr.version import version as __version__
+from zarr._version import version as __version__
 
 # in case setuptools scm screw up and find version to be 0.0.0
 assert not __version__.startswith("0.0.0")
diff --git a/zarr/_storage/__init__.py b/src/zarr/_storage/__init__.py
similarity index 100%
rename from zarr/_storage/__init__.py
rename to src/zarr/_storage/__init__.py
diff --git a/zarr/_storage/absstore.py b/src/zarr/_storage/absstore.py
similarity index 100%
rename from zarr/_storage/absstore.py
rename to src/zarr/_storage/absstore.py
diff --git a/zarr/_storage/store.py b/src/zarr/_storage/store.py
similarity index 100%
rename from zarr/_storage/store.py
rename to src/zarr/_storage/store.py
diff --git a/zarr/_storage/v3.py b/src/zarr/_storage/v3.py
similarity index 99%
rename from zarr/_storage/v3.py
rename to src/zarr/_storage/v3.py
index 00dc085dac..8ab54984b7 100644
--- a/zarr/_storage/v3.py
+++ b/src/zarr/_storage/v3.py
@@ -163,7 +163,7 @@ def setitems(self, values):
         values = {self._normalize_key(key): val for key, val in values.items()}
 
         # initialize the /data/root/... folder corresponding to the array!
-        # Note: zarr.tests.test_core_v3.TestArrayWithFSStoreV3PartialRead fails
+        # Note: tests.test_core_v3.TestArrayWithFSStoreV3PartialRead fails
         # without this explicit creation of directories
         subdirectories = set(os.path.dirname(v) for v in values.keys())
         for subdirectory in subdirectories:
diff --git a/zarr/_storage/v3_storage_transformers.py b/src/zarr/_storage/v3_storage_transformers.py
similarity index 100%
rename from zarr/_storage/v3_storage_transformers.py
rename to src/zarr/_storage/v3_storage_transformers.py
diff --git a/zarr/attrs.py b/src/zarr/attrs.py
similarity index 100%
rename from zarr/attrs.py
rename to src/zarr/attrs.py
diff --git a/zarr/codecs.py b/src/zarr/codecs.py
similarity index 100%
rename from zarr/codecs.py
rename to src/zarr/codecs.py
diff --git a/zarr/context.py b/src/zarr/context.py
similarity index 100%
rename from zarr/context.py
rename to src/zarr/context.py
diff --git a/zarr/convenience.py b/src/zarr/convenience.py
similarity index 100%
rename from zarr/convenience.py
rename to src/zarr/convenience.py
diff --git a/zarr/core.py b/src/zarr/core.py
similarity index 100%
rename from zarr/core.py
rename to src/zarr/core.py
diff --git a/zarr/creation.py b/src/zarr/creation.py
similarity index 100%
rename from zarr/creation.py
rename to src/zarr/creation.py
diff --git a/zarr/errors.py b/src/zarr/errors.py
similarity index 100%
rename from zarr/errors.py
rename to src/zarr/errors.py
diff --git a/zarr/hierarchy.py b/src/zarr/hierarchy.py
similarity index 100%
rename from zarr/hierarchy.py
rename to src/zarr/hierarchy.py
diff --git a/zarr/indexing.py b/src/zarr/indexing.py
similarity index 100%
rename from zarr/indexing.py
rename to src/zarr/indexing.py
diff --git a/zarr/meta.py b/src/zarr/meta.py
similarity index 100%
rename from zarr/meta.py
rename to src/zarr/meta.py
diff --git a/zarr/meta_v1.py b/src/zarr/meta_v1.py
similarity index 100%
rename from zarr/meta_v1.py
rename to src/zarr/meta_v1.py
diff --git a/zarr/n5.py b/src/zarr/n5.py
similarity index 100%
rename from zarr/n5.py
rename to src/zarr/n5.py
diff --git a/zarr/storage.py b/src/zarr/storage.py
similarity index 100%
rename from zarr/storage.py
rename to src/zarr/storage.py
diff --git a/zarr/sync.py b/src/zarr/sync.py
similarity index 100%
rename from zarr/sync.py
rename to src/zarr/sync.py
diff --git a/zarr/util.py b/src/zarr/util.py
similarity index 100%
rename from zarr/util.py
rename to src/zarr/util.py
diff --git a/zarr/v3/__init__.py b/src/zarr/v3/__init__.py
similarity index 100%
rename from zarr/v3/__init__.py
rename to src/zarr/v3/__init__.py
diff --git a/zarr/tests/__init__.py b/src/zarr/v3/abc/__init__.py
similarity index 100%
rename from zarr/tests/__init__.py
rename to src/zarr/v3/abc/__init__.py
diff --git a/zarr/v3/abc/array.py b/src/zarr/v3/abc/array.py
similarity index 100%
rename from zarr/v3/abc/array.py
rename to src/zarr/v3/abc/array.py
diff --git a/zarr/v3/abc/codec.py b/src/zarr/v3/abc/codec.py
similarity index 100%
rename from zarr/v3/abc/codec.py
rename to src/zarr/v3/abc/codec.py
diff --git a/zarr/v3/abc/group.py b/src/zarr/v3/abc/group.py
similarity index 100%
rename from zarr/v3/abc/group.py
rename to src/zarr/v3/abc/group.py
diff --git a/zarr/v3/abc/store.py b/src/zarr/v3/abc/store.py
similarity index 100%
rename from zarr/v3/abc/store.py
rename to src/zarr/v3/abc/store.py
diff --git a/zarr/v3/array.py b/src/zarr/v3/array.py
similarity index 100%
rename from zarr/v3/array.py
rename to src/zarr/v3/array.py
diff --git a/zarr/v3/array_v2.py b/src/zarr/v3/array_v2.py
similarity index 100%
rename from zarr/v3/array_v2.py
rename to src/zarr/v3/array_v2.py
diff --git a/zarr/v3/codecs/__init__.py b/src/zarr/v3/codecs/__init__.py
similarity index 100%
rename from zarr/v3/codecs/__init__.py
rename to src/zarr/v3/codecs/__init__.py
diff --git a/zarr/v3/codecs/blosc.py b/src/zarr/v3/codecs/blosc.py
similarity index 100%
rename from zarr/v3/codecs/blosc.py
rename to src/zarr/v3/codecs/blosc.py
diff --git a/zarr/v3/codecs/bytes.py b/src/zarr/v3/codecs/bytes.py
similarity index 100%
rename from zarr/v3/codecs/bytes.py
rename to src/zarr/v3/codecs/bytes.py
diff --git a/zarr/v3/codecs/crc32c_.py b/src/zarr/v3/codecs/crc32c_.py
similarity index 100%
rename from zarr/v3/codecs/crc32c_.py
rename to src/zarr/v3/codecs/crc32c_.py
diff --git a/zarr/v3/codecs/gzip.py b/src/zarr/v3/codecs/gzip.py
similarity index 100%
rename from zarr/v3/codecs/gzip.py
rename to src/zarr/v3/codecs/gzip.py
diff --git a/zarr/v3/codecs/registry.py b/src/zarr/v3/codecs/registry.py
similarity index 100%
rename from zarr/v3/codecs/registry.py
rename to src/zarr/v3/codecs/registry.py
diff --git a/zarr/v3/codecs/sharding.py b/src/zarr/v3/codecs/sharding.py
similarity index 100%
rename from zarr/v3/codecs/sharding.py
rename to src/zarr/v3/codecs/sharding.py
diff --git a/zarr/v3/codecs/transpose.py b/src/zarr/v3/codecs/transpose.py
similarity index 100%
rename from zarr/v3/codecs/transpose.py
rename to src/zarr/v3/codecs/transpose.py
diff --git a/zarr/v3/codecs/zstd.py b/src/zarr/v3/codecs/zstd.py
similarity index 100%
rename from zarr/v3/codecs/zstd.py
rename to src/zarr/v3/codecs/zstd.py
diff --git a/zarr/v3/common.py b/src/zarr/v3/common.py
similarity index 100%
rename from zarr/v3/common.py
rename to src/zarr/v3/common.py
diff --git a/zarr/v3/group.py b/src/zarr/v3/group.py
similarity index 100%
rename from zarr/v3/group.py
rename to src/zarr/v3/group.py
diff --git a/zarr/v3/group_v2.py b/src/zarr/v3/group_v2.py
similarity index 100%
rename from zarr/v3/group_v2.py
rename to src/zarr/v3/group_v2.py
diff --git a/zarr/v3/indexing.py b/src/zarr/v3/indexing.py
similarity index 100%
rename from zarr/v3/indexing.py
rename to src/zarr/v3/indexing.py
diff --git a/zarr/v3/metadata.py b/src/zarr/v3/metadata.py
similarity index 100%
rename from zarr/v3/metadata.py
rename to src/zarr/v3/metadata.py
diff --git a/zarr/v3/store.py b/src/zarr/v3/store.py
similarity index 100%
rename from zarr/v3/store.py
rename to src/zarr/v3/store.py
diff --git a/zarr/v3/sync.py b/src/zarr/v3/sync.py
similarity index 100%
rename from zarr/v3/sync.py
rename to src/zarr/v3/sync.py
diff --git a/zarr/v3/abc/__init__.py b/tests/__init__.py
similarity index 100%
rename from zarr/v3/abc/__init__.py
rename to tests/__init__.py
diff --git a/zarr/tests/conftest.py b/tests/conftest.py
similarity index 100%
rename from zarr/tests/conftest.py
rename to tests/conftest.py
diff --git a/zarr/tests/data/store.zip b/tests/data/store.zip
similarity index 100%
rename from zarr/tests/data/store.zip
rename to tests/data/store.zip
diff --git a/zarr/tests/data/store/foo b/tests/data/store/foo
similarity index 100%
rename from zarr/tests/data/store/foo
rename to tests/data/store/foo
diff --git a/zarr/tests/test_attrs.py b/tests/test_attrs.py
similarity index 100%
rename from zarr/tests/test_attrs.py
rename to tests/test_attrs.py
diff --git a/zarr/tests/test_codecs_v3.py b/tests/test_codecs_v3.py
similarity index 100%
rename from zarr/tests/test_codecs_v3.py
rename to tests/test_codecs_v3.py
diff --git a/zarr/tests/test_convenience.py b/tests/test_convenience.py
similarity index 100%
rename from zarr/tests/test_convenience.py
rename to tests/test_convenience.py
diff --git a/zarr/tests/test_core.py b/tests/test_core.py
similarity index 99%
rename from zarr/tests/test_core.py
rename to tests/test_core.py
index c5a43ed39d..87bf72e9b0 100644
--- a/zarr/tests/test_core.py
+++ b/tests/test_core.py
@@ -35,7 +35,7 @@
     BaseStore,
     v3_api_available,
 )
-from .._storage.v3_storage_transformers import (
+from zarr._storage.v3_storage_transformers import (
     DummyStorageTransfomer,
     ShardingStorageTransformer,
     v3_sharding_available,
diff --git a/zarr/tests/test_creation.py b/tests/test_creation.py
similarity index 100%
rename from zarr/tests/test_creation.py
rename to tests/test_creation.py
diff --git a/zarr/tests/test_dim_separator.py b/tests/test_dim_separator.py
similarity index 100%
rename from zarr/tests/test_dim_separator.py
rename to tests/test_dim_separator.py
diff --git a/zarr/tests/test_filters.py b/tests/test_filters.py
similarity index 100%
rename from zarr/tests/test_filters.py
rename to tests/test_filters.py
diff --git a/zarr/tests/test_hierarchy.py b/tests/test_hierarchy.py
similarity index 100%
rename from zarr/tests/test_hierarchy.py
rename to tests/test_hierarchy.py
diff --git a/zarr/tests/test_indexing.py b/tests/test_indexing.py
similarity index 100%
rename from zarr/tests/test_indexing.py
rename to tests/test_indexing.py
diff --git a/zarr/tests/test_info.py b/tests/test_info.py
similarity index 100%
rename from zarr/tests/test_info.py
rename to tests/test_info.py
diff --git a/zarr/tests/test_meta.py b/tests/test_meta.py
similarity index 100%
rename from zarr/tests/test_meta.py
rename to tests/test_meta.py
diff --git a/zarr/tests/test_meta_array.py b/tests/test_meta_array.py
similarity index 100%
rename from zarr/tests/test_meta_array.py
rename to tests/test_meta_array.py
diff --git a/zarr/tests/test_n5.py b/tests/test_n5.py
similarity index 100%
rename from zarr/tests/test_n5.py
rename to tests/test_n5.py
diff --git a/zarr/tests/test_storage.py b/tests/test_storage.py
similarity index 100%
rename from zarr/tests/test_storage.py
rename to tests/test_storage.py
diff --git a/zarr/tests/test_storage_v3.py b/tests/test_storage_v3.py
similarity index 100%
rename from zarr/tests/test_storage_v3.py
rename to tests/test_storage_v3.py
diff --git a/zarr/tests/test_sync.py b/tests/test_sync.py
similarity index 100%
rename from zarr/tests/test_sync.py
rename to tests/test_sync.py
diff --git a/zarr/tests/test_util.py b/tests/test_util.py
similarity index 100%
rename from zarr/tests/test_util.py
rename to tests/test_util.py
diff --git a/zarr/tests/util.py b/tests/util.py
similarity index 100%
rename from zarr/tests/util.py
rename to tests/util.py

From 26cd9fa652d3912041678078397c33b09f671d09 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 6 Feb 2024 08:59:41 -0800
Subject: [PATCH 0420/1078] temporarily disable mypy in v3 directory (#1649)

* temporarily disable mypy in v3 directory

* use hatch in release workflow

* bumpy python version in docs and test action
---
 .github/workflows/python-package.yml |  2 +-
 .github/workflows/releases.yml       | 17 ++++-------------
 .pre-commit-config.yaml              |  1 +
 .readthedocs.yaml                    |  2 +-
 4 files changed, 7 insertions(+), 15 deletions(-)

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index aa7158f1cf..5775d85c24 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -15,7 +15,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ['3.8', '3.9', '3.10', '3.11']
+        python-version: ['3.10', '3.11']
         numpy_version: ['>=1.22.0', '==1.20.*']
         exclude:
           - python-version: '3.10'
diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index c08bfc6677..4d9565a6ab 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -19,23 +19,14 @@ jobs:
       - uses: actions/setup-python@v4.7.1
         name: Install Python
         with:
-          python-version: '3.8'
+          python-version: '3.11'
 
       - name: Install PyBuild
         run: |
-          python -m pip install 'build!=0.1' setuptools-scm
-
+          python -m pip install --upgrade pip 
+          pip install hatch
       - name: Build wheel and sdist
-        run: |
-          python -m build
-          git describe
-          pwd
-          if [ -f dist/zarr-0.0.0.tar.gz ]; then
-            echo "WRONG VERSION NUMBER"
-            exit 1
-          else
-            echo "All seem good"
-          fi
+        run: hatch build
       - uses: actions/upload-artifact@v3
         with:
           name: releases
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 10aff8b4c6..79344604a5 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -31,6 +31,7 @@ repos:
     hooks:
       - id: mypy
         files: src
+        exclude: ^src/zarr/v3
         args: []
         additional_dependencies:
           - types-redis
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 08cac8d78d..3a2fb6622b 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -3,7 +3,7 @@ version: 2
 build:
   os: ubuntu-20.04
   tools:
-    python: "3.9"
+    python: "3.10"
 
 sphinx:
   configuration: docs/conf.py

From 644423c4972eb5d1c1c0acd82f279f68c6ecb176 Mon Sep 17 00:00:00 2001
From: Ryan Abernathey <ryan.abernathey@gmail.com>
Date: Tue, 6 Feb 2024 15:24:17 -0500
Subject: [PATCH 0421/1078] create hatch test env (#1650)

* create hatch test env

* add other test deps and github worklow

* skip bsddb3 test

* Update pyproject.toml

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 .github/workflows/test-v3.yml | 32 ++++++++++++++++++++++++++++++++
 pyproject.toml                | 18 ++++++++++++++++++
 tests/test_core.py            |  1 +
 3 files changed, 51 insertions(+)
 create mode 100644 .github/workflows/test-v3.yml

diff --git a/.github/workflows/test-v3.yml b/.github/workflows/test-v3.yml
new file mode 100644
index 0000000000..e0a4117290
--- /dev/null
+++ b/.github/workflows/test-v3.yml
@@ -0,0 +1,32 @@
+# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
+# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
+
+name: Test V3
+
+on:
+  push:
+    branches: [ v3 ]
+  pull_request:
+    branches: [ v3 ]
+
+jobs:
+  run-tests:
+
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v3
+    - name: Set up Python
+      uses: actions/setup-python@v4
+      with:
+        python-version: '3.11'
+        cache: 'pip'
+    - name: Install Hatch
+      run: |
+        python -m pip install --upgrade pip 
+        pip install hatch
+    - name: Set Up Hatch Env
+      run: |
+        hatch env create
+    - name: Run Tests
+      run: |
+        hatch run test:run
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index 4b3b07f23b..df4ed7dea1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -76,6 +76,24 @@ omit = [
 version.source = "vcs"
 build.hooks.vcs.version-file = "src/zarr/_version.py"
 
+[tool.hatch.envs.test]
+extra-dependencies = [
+    "attrs",
+    "cattrs",
+    "coverage",
+    "pytest",
+    "pytest-cov",
+    "msgpack",
+    "lmdb",
+    "zstandard",
+    "crc32c",
+    "pytest-asyncio"
+]
+
+[tool.hatch.envs.test.scripts]
+run-coverage = "pytest --cov-config=pyproject.toml --cov=pkg --cov=tests"
+run = "run-coverage --no-cov"
+
 [tool.ruff]
 line-length = 100
 exclude = [
diff --git a/tests/test_core.py b/tests/test_core.py
index 87bf72e9b0..e8d527c4ef 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -2040,6 +2040,7 @@ def test_nbytes_stored(self):
         pass  # not implemented
 
 
+@pytest.mark.skip(reason="can't get bsddb3 to work on CI right now")
 class TestArrayWithDBMStoreBerkeleyDB(TestArray):
     def create_store(self):
         bsddb3 = pytest.importorskip("bsddb3")

From 9e3e8c01d134ad2706b57882caf1b2e9147231cd Mon Sep 17 00:00:00 2001
From: Ryan Abernathey <ryan.abernathey@gmail.com>
Date: Tue, 6 Feb 2024 22:36:03 -0500
Subject: [PATCH 0422/1078] removed unused environments and workflows (#1651)

* removed unused environments and workflows

* added v3 contributor guide

* add shell
---
 .github/workflows/minimal.yml        | 41 -------------
 .github/workflows/python-package.yml | 88 ----------------------------
 README-v3.md                         | 49 ++++++++++++++++
 environment.yml                      | 14 -----
 requirements_dev_minimal.txt         |  8 ---
 requirements_dev_numpy.txt           |  4 --
 requirements_dev_optional.txt        | 23 --------
 7 files changed, 49 insertions(+), 178 deletions(-)
 delete mode 100644 .github/workflows/minimal.yml
 delete mode 100644 .github/workflows/python-package.yml
 create mode 100644 README-v3.md
 delete mode 100644 environment.yml
 delete mode 100644 requirements_dev_minimal.txt
 delete mode 100644 requirements_dev_numpy.txt
 delete mode 100644 requirements_dev_optional.txt

diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
deleted file mode 100644
index 2c0cd45ca9..0000000000
--- a/.github/workflows/minimal.yml
+++ /dev/null
@@ -1,41 +0,0 @@
-# This workflow simulates the environment found during a conda-forge build
-# and makes sure that Zarr can run without fsspec and other additional libraries.
-name: Minimal installation
-
-on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
-
-jobs:
-  minimum_build:
-
-    runs-on: ubuntu-latest
-    steps:
-    - uses: actions/checkout@v4
-    - name: Setup Miniconda
-      uses: conda-incubator/setup-miniconda@v2.3.0
-      with:
-          channels: conda-forge
-          environment-file: environment.yml
-          activate-environment: minimal
-    - name: Tests
-      shell: "bash -l {0}"
-      env:
-        ZARR_V3_EXPERIMENTAL_API: 1
-        ZARR_V3_SHARDING: 1
-      run: |
-        conda activate minimal
-        python -m pip install .
-        pytest -svx --timeout=300
-    - name: Fixture generation
-      shell: "bash -l {0}"
-      env:
-        ZARR_V3_EXPERIMENTAL_API: 1
-        ZARR_V3_SHARDING: 1
-      run: |
-        conda activate minimal
-        rm -rf fixture/
-        pytest -svx --timeout=300 zarr/tests/test_dim_separator.py zarr/tests/test_storage.py
-        # This simulates fixture-less tests in conda and debian packaging
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
deleted file mode 100644
index 5775d85c24..0000000000
--- a/.github/workflows/python-package.yml
+++ /dev/null
@@ -1,88 +0,0 @@
-# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
-# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
-
-name: Linux Testing
-
-on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
-
-jobs:
-  build:
-
-    runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        python-version: ['3.10', '3.11']
-        numpy_version: ['>=1.22.0', '==1.20.*']
-        exclude:
-          - python-version: '3.10'
-            numpy_version: '==1.20.*'
-          - python-version: '3.11'
-            numpy_version: '==1.20.*'
-    services:
-      redis:
-        image: redis
-        # Set health checks to wait until redis has started
-        options: >-
-          --health-cmd "redis-cli ping"
-          --health-interval 10s
-          --health-timeout 5s
-          --health-retries 5
-        ports:
-          - 6379:6379
-      mongodb:
-        image: mongo:4.4.11
-        ports:
-          - 27017:27017
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        fetch-depth: 0
-    - name: Setup Miniconda
-      uses: conda-incubator/setup-miniconda@v2.3.0
-      with:
-          channels: conda-forge
-          python-version: ${{ matrix.python-version }}
-      env:
-        ACTIONS_ALLOW_UNSECURE_COMMANDS: true
-    # Runs a set of commands using the runners shell
-    - name: Create Conda environment with the rights deps
-      shell: "bash -l {0}"
-      run: |
-        conda create -n zarr-env python==${{matrix.python-version}} bsddb3 numcodecs lmdb pip nodejs flake8 mypy
-        conda activate zarr-env
-        npm install -g azurite
-    - name: Install dependencies
-      shell: "bash -l {0}"
-      run: |
-        conda activate zarr-env
-        python -m pip install --upgrade pip
-        python -m pip install -U pip setuptools wheel line_profiler
-        python -m pip install -rrequirements_dev_minimal.txt numpy${{matrix.numpy_version}} -rrequirements_dev_optional.txt pymongo redis
-        python -m pip install .
-        python -m pip freeze
-    - name: Tests
-      shell: "bash -l {0}"
-      env:
-        COVERAGE_FILE: .coverage.${{matrix.python-version}}.${{matrix.numpy_version}}
-        ZARR_TEST_ABS: 1
-        ZARR_TEST_MONGO: 1
-        ZARR_TEST_REDIS: 1
-        ZARR_V3_EXPERIMENTAL_API: 1
-        ZARR_V3_SHARDING: 1
-      run: |
-        conda activate zarr-env
-        mkdir ~/blob_emulator
-        azurite -l ~/blob_emulator --debug debug.log 2>&1 > stdouterr.log &
-        pytest --cov=zarr --cov-config=pyproject.toml --doctest-plus --cov-report xml --cov=./ --timeout=300
-    - uses: codecov/codecov-action@v3
-      with:
-        token: ${{ secrets.CODECOV_TOKEN }} # not required for public repos
-          #files: ./coverage1.xml,./coverage2.xml # optional
-          #flags: unittests # optional
-          #name: codecov-umbrella # optional
-          #fail_ci_if_error: true # optional (default = false)
-        verbose: true # optional (default = false)
diff --git a/README-v3.md b/README-v3.md
new file mode 100644
index 0000000000..8348038e5a
--- /dev/null
+++ b/README-v3.md
@@ -0,0 +1,49 @@
+# V3 Contributor Guide
+
+A bare-bones guide to contributing to V3.
+
+Developed for the Feb. 2024 Zarr Sprint.
+
+## Clone V3 branch
+
+[Fork](https://github.com/zarr-developers/zarr-python/fork) zarr-python and clone it locally.
+
+```
+git clone {your remote}
+git remote add upstream https://github.com/zarr-developers/zarr-python
+git fetch upstream
+git checkout --track upstream/v3
+```
+
+## Set up your environment
+
+Zarr uses [hatch](https://hatch.pypa.io/) for its build system.
+
+```
+mamba install hatch
+```
+
+or
+
+```
+pip install hatch
+```
+
+Then
+
+```
+hatch env create test
+```
+
+## Run the Tests
+
+```
+hatch run test:run 
+```
+
+or
+
+```
+hatch -e test shell
+pytest -v
+```
\ No newline at end of file
diff --git a/environment.yml b/environment.yml
deleted file mode 100644
index dc99507427..0000000000
--- a/environment.yml
+++ /dev/null
@@ -1,14 +0,0 @@
-channels:
-  - conda-forge
-  - defaults
-dependencies:
-  - wheel
-  - numcodecs >= 0.6.4
-  - numpy >= 1.20
-  - pip
-  - pip:
-    - asciitree
-    - fasteners
-    - pytest
-    - pytest-timeout
-    - setuptools_scm
diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
deleted file mode 100644
index e2be6eb825..0000000000
--- a/requirements_dev_minimal.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-# library requirements
-asciitree==0.3.3
-fasteners==0.19
-numcodecs==0.11.0
-msgpack-python==0.5.6
-setuptools-scm==8.0.4
-# test requirements
-pytest==7.4.3
diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
deleted file mode 100644
index ee8970780a..0000000000
--- a/requirements_dev_numpy.txt
+++ /dev/null
@@ -1,4 +0,0 @@
-# Break this out into a separate file to allow testing against
-# different versions of numpy. This file should pin to the latest
-# numpy version.
-numpy==1.26.3
diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
deleted file mode 100644
index f3ea80a546..0000000000
--- a/requirements_dev_optional.txt
+++ /dev/null
@@ -1,23 +0,0 @@
-# optional library requirements
-# bsddb3==6.2.6; sys_platform != 'win32'
-lmdb==1.4.1; sys_platform != 'win32'
-# optional library requirements for Jupyter
-ipytree==0.2.2
-ipywidgets==8.1.0
-# optional library requirements for services
-# don't let pyup change pinning for azure-storage-blob, need to pin to older
-# version to get compatibility with azure storage emulator on appveyor (FIXME)
-azure-storage-blob==12.16.0 # pyup: ignore
-redis==5.0.1
-types-redis
-types-setuptools
-pymongo==4.5.0
-# optional test requirements
-coverage
-pytest-cov==4.1.0
-pytest-doctestplus==1.0.0
-pytest-timeout==2.2.0
-h5py==3.10.0
-fsspec==2023.10.0
-s3fs==2023.10.0
-moto[server]>=4.0.8

From 3bc305ed4f3db394dfc989c88596b7355dea13db Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 6 Feb 2024 20:52:51 -0800
Subject: [PATCH 0423/1078] Listable V3 Stores (#1634)

* basic support for v2 and v3 groups

* second rev on group apis

- removed abcs for groups/arrays
- improved return types in group.py
- warn (temporarily) when an implicit group is found
- add attributes.py with Attributes class

add test file

wip

* progress on store interface (memory and local stores only)

fixes after rebas
e

make all tests pass
---
 .gitignore                     |    1 +
 src/zarr/v3/__init__.py        |   13 +-
 src/zarr/v3/abc/array.py       |  140 -
 src/zarr/v3/abc/group.py       |   86 -
 src/zarr/v3/abc/store.py       |   69 +-
 src/zarr/v3/array.py           |   33 +-
 src/zarr/v3/attributes.py      |   32 +
 src/zarr/v3/codecs/sharding.py |   12 +-
 src/zarr/v3/config.py          |   19 +
 src/zarr/v3/group.py           |  436 ++-
 src/zarr/v3/group_v2.py        |  218 --
 src/zarr/v3/store.py           |  351 ---
 src/zarr/v3/store/__init__.py  |    5 +
 src/zarr/v3/store/core.py      |   83 +
 src/zarr/v3/store/local.py     |  177 ++
 src/zarr/v3/store/memory.py    |   86 +
 src/zarr/v3/store/remote.py    |   95 +
 src/zarr/v3/sync.py            |   20 +
 tests/test_codecs_v3.py        |   53 +-
 tests/test_group_v3.py         |   56 +
 tests/test_storage.py          | 4967 ++++++++++++++++----------------
 tests/test_storage_v3.py       | 1373 ++++-----
 22 files changed, 4193 insertions(+), 4132 deletions(-)
 delete mode 100644 src/zarr/v3/abc/array.py
 delete mode 100644 src/zarr/v3/abc/group.py
 create mode 100644 src/zarr/v3/attributes.py
 create mode 100644 src/zarr/v3/config.py
 delete mode 100644 src/zarr/v3/group_v2.py
 delete mode 100644 src/zarr/v3/store.py
 create mode 100644 src/zarr/v3/store/__init__.py
 create mode 100644 src/zarr/v3/store/core.py
 create mode 100644 src/zarr/v3/store/local.py
 create mode 100644 src/zarr/v3/store/memory.py
 create mode 100644 src/zarr/v3/store/remote.py
 create mode 100644 tests/test_group_v3.py

diff --git a/.gitignore b/.gitignore
index 53b6cd356d..7d32026e13 100644
--- a/.gitignore
+++ b/.gitignore
@@ -78,5 +78,6 @@ src/zarr/_version.py
 #doesnotexist
 #test_sync*
 data/*
+src/fixture/
 
 .DS_Store
diff --git a/src/zarr/v3/__init__.py b/src/zarr/v3/__init__.py
index bbf5aa0359..038dff89be 100644
--- a/src/zarr/v3/__init__.py
+++ b/src/zarr/v3/__init__.py
@@ -6,14 +6,9 @@
 from zarr.v3.array import Array  # noqa: F401
 from zarr.v3.array_v2 import ArrayV2  # noqa: F401
 from zarr.v3.group import Group  # noqa: F401
-from zarr.v3.group_v2 import GroupV2  # noqa: F401
 from zarr.v3.metadata import RuntimeConfiguration, runtime_configuration  # noqa: F401
 from zarr.v3.store import (  # noqa: F401
-    LocalStore,
-    RemoteStore,
-    Store,
     StoreLike,
-    StorePath,
     make_store_path,
 )
 from zarr.v3.sync import sync as _sync
@@ -22,18 +17,18 @@
 async def open_auto_async(
     store: StoreLike,
     runtime_configuration_: RuntimeConfiguration = RuntimeConfiguration(),
-) -> Union[Array, ArrayV2, Group, GroupV2]:
+) -> Union[Array, ArrayV2, Group]:
     store_path = make_store_path(store)
     try:
-        return await Group.open_or_array(store_path, runtime_configuration=runtime_configuration_)
+        return await Array.open(store_path, runtime_configuration=runtime_configuration_)
     except KeyError:
-        return await GroupV2.open_or_array(store_path, runtime_configuration_)
+        return await Group.open(store_path, runtime_configuration=runtime_configuration_)
 
 
 def open_auto(
     store: StoreLike,
     runtime_configuration_: RuntimeConfiguration = RuntimeConfiguration(),
-) -> Union[Array, ArrayV2, Group, GroupV2]:
+) -> Union[Array, ArrayV2, Group]:
     return _sync(
         open_auto_async(store, runtime_configuration_),
         runtime_configuration_.asyncio_loop,
diff --git a/src/zarr/v3/abc/array.py b/src/zarr/v3/abc/array.py
deleted file mode 100644
index 976aa48618..0000000000
--- a/src/zarr/v3/abc/array.py
+++ /dev/null
@@ -1,140 +0,0 @@
-from __future__ import annotations
-from abc import abstractproperty, abstractmethod, ABC
-from typing import Tuple, Any, Dict
-
-import numpy as np
-
-from zarr.v3.abc.store import ReadStore, WriteStore
-from zarr.v3.common import Selection
-
-
-class BaseArray(ABC):
-    @abstractproperty
-    def store_path(self) -> str:  # TODO: rename to `path`?
-        """Path to this array in the underlying store."""
-        ...
-
-    @abstractproperty
-    def dtype(self) -> np.dtype:
-        """Data type of the array elements.
-
-        Returns
-        -------
-        dtype
-            array data type
-        """
-        ...
-
-    @abstractproperty
-    def ndim(self) -> int:
-        """Number of array dimensions (axes).
-
-        Returns
-        -------
-        int
-            number of array dimensions (axes)
-        """
-        ...
-
-    @abstractproperty
-    def shape(self) -> Tuple[int, ...]:
-        """Array dimensions.
-
-        Returns
-        -------
-        tuple of int
-            array dimensions
-        """
-        ...
-
-    @abstractproperty
-    def size(self) -> int:
-        """Number of elements in the array.
-
-        Returns
-        -------
-        int
-            number of elements in an array.
-        """
-
-    @abstractproperty
-    def attrs(self) -> Dict[str, Any]:
-        """Array attributes.
-
-        Returns
-        -------
-        dict
-            user defined attributes
-        """
-        ...
-
-    @abstractproperty
-    def info(self) -> Any:
-        """Report some diagnostic information about the array.
-
-        Returns
-        -------
-        out
-        """
-        ...
-
-
-class AsynchronousArray(BaseArray):
-    """This class can be implemented as a v2 or v3 array"""
-
-    @classmethod
-    @abstractmethod
-    async def from_json(cls, zarr_json: Any, store: ReadStore) -> AsynchronousArray:
-        ...
-
-    @classmethod
-    @abstractmethod
-    async def open(cls, store: ReadStore) -> AsynchronousArray:
-        ...
-
-    @classmethod
-    @abstractmethod
-    async def create(cls, store: WriteStore, *, shape, **kwargs) -> AsynchronousArray:
-        ...
-
-    @abstractmethod
-    async def getitem(self, selection: Selection):
-        ...
-
-    @abstractmethod
-    async def setitem(self, selection: Selection, value: np.ndarray) -> None:
-        ...
-
-
-class SynchronousArray(BaseArray):
-    """
-    This class can be implemented as a v2 or v3 array
-    """
-
-    @classmethod
-    @abstractmethod
-    def from_json(cls, zarr_json: Any, store: ReadStore) -> SynchronousArray:
-        ...
-
-    @classmethod
-    @abstractmethod
-    def open(cls, store: ReadStore) -> SynchronousArray:
-        ...
-
-    @classmethod
-    @abstractmethod
-    def create(cls, store: WriteStore, *, shape, **kwargs) -> SynchronousArray:
-        ...
-
-    @abstractmethod
-    def __getitem__(self, selection: Selection):  # TODO: type as np.ndarray | scalar
-        ...
-
-    @abstractmethod
-    def __setitem__(self, selection: Selection, value: np.ndarray) -> None:
-        ...
-
-    # some day ;)
-    # @property
-    # def __array_api_version__(self) -> str:
-    #     return "2022.12"
diff --git a/src/zarr/v3/abc/group.py b/src/zarr/v3/abc/group.py
deleted file mode 100644
index 02de819894..0000000000
--- a/src/zarr/v3/abc/group.py
+++ /dev/null
@@ -1,86 +0,0 @@
-from __future__ import annotations
-
-from abc import abstractproperty, ABC
-from collections.abc import MutableMapping
-from typing import Dict, Any
-
-
-class BaseGroup(ABC):
-    @abstractproperty
-    def attrs(self) -> Dict[str, Any]:
-        """User-defined attributes."""
-        ...
-
-    @abstractproperty
-    def info(self) -> Any:  # TODO: type this later
-        """Return diagnostic information about the group."""
-        ...
-
-
-class AsynchronousGroup(BaseGroup):
-    pass
-    # TODO: (considering the following api)
-    # store_path (rename to path?)
-    # nchildren - number of child groups + arrays
-    # children (async iterator)
-    # contains - check if child exists
-    # getitem - get child
-    # group_keys (async iterator)
-    # groups (async iterator)
-    # array_keys (async iterator)
-    # arrays (async iterator)
-    # visit
-    # visitkeys
-    # visitvalues
-    # tree
-    # create_group
-    # require_group
-    # create_groups
-    # require_groups
-    # create_dataset
-    # require_dataset
-    # create
-    # empty
-    # zeros
-    # ones
-    # full
-    # array
-    # empty_like
-    # zeros_like
-    # ones_like
-    # full_like
-    # move
-
-
-class SynchronousGroup(BaseGroup, MutableMapping):
-    # TODO - think about if we want to keep the MutableMapping abstraction or
-    pass
-    # store_path (rename to path?)
-    # __enter__
-    # __exit__
-    # group_keys
-    # groups
-    # array_keys
-    # arrays
-    # visit
-    # visitkeys
-    # visitvalues
-    # visititems
-    # tree
-    # create_group
-    # require_group
-    # create_groups
-    # require_groups
-    # create_dataset
-    # require_dataset
-    # create
-    # empty
-    # zeros
-    # ones
-    # full
-    # array
-    # empty_like
-    # zeros_like
-    # ones_like
-    # full_like
-    # move
diff --git a/src/zarr/v3/abc/store.py b/src/zarr/v3/abc/store.py
index 5469cafe6d..ce5de279c4 100644
--- a/src/zarr/v3/abc/store.py
+++ b/src/zarr/v3/abc/store.py
@@ -1,20 +1,19 @@
 from abc import abstractmethod, ABC
 
-from typing import List, Tuple
+from typing import List, Tuple, Optional
 
 
 class Store(ABC):
-    pass
-
-
-class ReadStore(Store):
     @abstractmethod
-    async def get(self, key: str) -> bytes:
+    async def get(
+        self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
+    ) -> Optional[bytes]:
         """Retrieve the value associated with a given key.
 
         Parameters
         ----------
         key : str
+        byte_range : tuple[int, Optional[int]], optional
 
         Returns
         -------
@@ -23,12 +22,14 @@ async def get(self, key: str) -> bytes:
         ...
 
     @abstractmethod
-    async def get_partial_values(self, key_ranges: List[Tuple[str, int]]) -> bytes:
+    async def get_partial_values(
+        self, key_ranges: List[Tuple[str, Tuple[int, int]]]
+    ) -> List[bytes]:
         """Retrieve possibly partial values from given key_ranges.
 
         Parameters
         ----------
-        key_ranges : list[tuple[str, int]]
+        key_ranges : list[tuple[str, tuple[int, int]]]
             Ordered set of key, range pairs, a key may occur multiple times with different ranges
 
         Returns
@@ -38,8 +39,26 @@ async def get_partial_values(self, key_ranges: List[Tuple[str, int]]) -> bytes:
         """
         ...
 
+    @abstractmethod
+    async def exists(self, key: str) -> bool:
+        """Check if a key exists in the store.
+
+        Parameters
+        ----------
+        key : str
+
+        Returns
+        -------
+        bool
+        """
+        ...
+
+    @property
+    @abstractmethod
+    def supports_writes(self) -> bool:
+        """Does the store support writes?"""
+        ...
 
-class WriteStore(ReadStore):
     @abstractmethod
     async def set(self, key: str, value: bytes) -> None:
         """Store a (key, value) pair.
@@ -51,6 +70,22 @@ async def set(self, key: str, value: bytes) -> None:
         """
         ...
 
+    @abstractmethod
+    async def delete(self, key: str) -> None:
+        """Remove a key from the store
+
+        Parameters
+        ----------
+        key : str
+        """
+        ...
+
+    @property
+    @abstractmethod
+    def supports_partial_writes(self) -> bool:
+        """Does the store support partial writes?"""
+        ...
+
     @abstractmethod
     async def set_partial_values(self, key_start_values: List[Tuple[str, int, bytes]]) -> None:
         """Store values at a given key, starting at byte range_start.
@@ -64,8 +99,12 @@ async def set_partial_values(self, key_start_values: List[Tuple[str, int, bytes]
         """
         ...
 
+    @property
+    @abstractmethod
+    def supports_listing(self) -> bool:
+        """Does the store support listing?"""
+        ...
 
-class ListMixin:
     @abstractmethod
     async def list(self) -> List[str]:
         """Retrieve all keys in the store.
@@ -78,7 +117,7 @@ async def list(self) -> List[str]:
 
     @abstractmethod
     async def list_prefix(self, prefix: str) -> List[str]:
-        """Retrieve all keys in the store.
+        """Retrieve all keys in the store with a given prefix.
 
         Parameters
         ----------
@@ -105,11 +144,3 @@ async def list_dir(self, prefix: str) -> List[str]:
         list[str]
         """
         ...
-
-
-class ReadListStore(ReadStore, ListMixin):
-    pass
-
-
-class WriteListStore(WriteStore, ListMixin):
-    pass
diff --git a/src/zarr/v3/array.py b/src/zarr/v3/array.py
index 8c54cfd91c..d55a5aee43 100644
--- a/src/zarr/v3/array.py
+++ b/src/zarr/v3/array.py
@@ -1,6 +1,5 @@
 # Notes on what I've changed here:
 # 1. Split Array into AsyncArray and Array
-# 2. Inherit from abc (SynchronousArray, AsynchronousArray)
 # 3. Added .size and .attrs methods
 # 4. Temporarily disabled the creation of ArrayV2
 # 5. Added from_json to AsyncArray
@@ -17,9 +16,9 @@
 import numpy as np
 from attr import evolve, frozen
 
-from zarr.v3.abc.array import SynchronousArray, AsynchronousArray
 from zarr.v3.abc.codec import ArrayBytesCodecPartialDecodeMixin
 
+
 # from zarr.v3.array_v2 import ArrayV2
 from zarr.v3.codecs import CodecMetadata, CodecPipeline, bytes_codec
 from zarr.v3.common import (
@@ -48,7 +47,7 @@
 
 
 @frozen
-class AsyncArray(AsynchronousArray):
+class AsyncArray:
     metadata: ArrayMetadata
     store_path: StorePath
     runtime_configuration: RuntimeConfiguration
@@ -75,7 +74,7 @@ async def create(
     ) -> AsyncArray:
         store_path = make_store_path(store)
         if not exists_ok:
-            assert not await (store_path / ZARR_JSON).exists_async()
+            assert not await (store_path / ZARR_JSON).exists()
 
         data_type = (
             DataType[dtype] if isinstance(dtype, str) else DataType[dtype_to_data_type[dtype.str]]
@@ -153,7 +152,7 @@ async def open(
         runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> AsyncArray:
         store_path = make_store_path(store)
-        zarr_json_bytes = await (store_path / ZARR_JSON).get_async()
+        zarr_json_bytes = await (store_path / ZARR_JSON).get()
         assert zarr_json_bytes is not None
         return cls.from_json(
             store_path,
@@ -168,7 +167,7 @@ async def open_auto(
         runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> AsyncArray:  # TODO: Union[AsyncArray, ArrayV2]
         store_path = make_store_path(store)
-        v3_metadata_bytes = await (store_path / ZARR_JSON).get_async()
+        v3_metadata_bytes = await (store_path / ZARR_JSON).get()
         if v3_metadata_bytes is not None:
             return cls.from_json(
                 store_path,
@@ -177,7 +176,7 @@ async def open_auto(
             )
         else:
             raise ValueError("no v2 support yet")
-            # return await ArrayV2.open_async(store_path)
+            # return await ArrayV2.open(store_path)
 
     @property
     def ndim(self) -> int:
@@ -231,7 +230,7 @@ async def getitem(self, selection: Selection):
     async def _save_metadata(self) -> None:
         self._validate_metadata()
 
-        await (self.store_path / ZARR_JSON).set_async(self.metadata.to_bytes())
+        await (self.store_path / ZARR_JSON).set(self.metadata.to_bytes())
 
     def _validate_metadata(self) -> None:
         assert len(self.metadata.shape) == len(
@@ -264,7 +263,7 @@ async def _read_chunk(
             else:
                 out[out_selection] = self.metadata.fill_value
         else:
-            chunk_bytes = await store_path.get_async()
+            chunk_bytes = await store_path.get()
             if chunk_bytes is not None:
                 chunk_array = await self.codec_pipeline.decode(chunk_bytes)
                 tmp = chunk_array[chunk_selection]
@@ -346,7 +345,7 @@ async def _write_chunk(
         else:
             # writing partial chunks
             # read chunk first
-            chunk_bytes = await store_path.get_async()
+            chunk_bytes = await store_path.get()
 
             # merge new value
             if chunk_bytes is None:
@@ -366,13 +365,13 @@ async def _write_chunk(
     async def _write_chunk_to_store(self, store_path: StorePath, chunk_array: np.ndarray):
         if np.all(chunk_array == self.metadata.fill_value):
             # chunks that only contain fill_value will be removed
-            await store_path.delete_async()
+            await store_path.delete()
         else:
             chunk_bytes = await self.codec_pipeline.encode(chunk_array)
             if chunk_bytes is None:
-                await store_path.delete_async()
+                await store_path.delete()
             else:
-                await store_path.set_async(chunk_bytes)
+                await store_path.set(chunk_bytes)
 
     async def resize(self, new_shape: ChunkCoords) -> AsyncArray:
         assert len(new_shape) == len(self.metadata.shape)
@@ -385,7 +384,7 @@ async def resize(self, new_shape: ChunkCoords) -> AsyncArray:
         new_chunk_coords = set(all_chunk_coords(new_shape, chunk_shape))
 
         async def _delete_key(key: str) -> None:
-            await (self.store_path / key).delete_async()
+            await (self.store_path / key).delete()
 
         await concurrent_map(
             [
@@ -397,14 +396,14 @@ async def _delete_key(key: str) -> None:
         )
 
         # Write new metadata
-        await (self.store_path / ZARR_JSON).set_async(new_metadata.to_bytes())
+        await (self.store_path / ZARR_JSON).set(new_metadata.to_bytes())
         return evolve(self, metadata=new_metadata)
 
     async def update_attributes(self, new_attributes: Dict[str, Any]) -> Array:
         new_metadata = evolve(self.metadata, attributes=new_attributes)
 
         # Write new metadata
-        await (self.store_path / ZARR_JSON).set_async(new_metadata.to_bytes())
+        await (self.store_path / ZARR_JSON).set(new_metadata.to_bytes())
         return evolve(self, metadata=new_metadata)
 
     def __repr__(self):
@@ -415,7 +414,7 @@ async def info(self):
 
 
 @frozen
-class Array(SynchronousArray):
+class Array:
     _async_array: AsyncArray
 
     @classmethod
diff --git a/src/zarr/v3/attributes.py b/src/zarr/v3/attributes.py
new file mode 100644
index 0000000000..edbc84d8aa
--- /dev/null
+++ b/src/zarr/v3/attributes.py
@@ -0,0 +1,32 @@
+from __future__ import annotations
+from collections.abc import MutableMapping
+from typing import TYPE_CHECKING, Any, Union
+
+if TYPE_CHECKING:
+    from zarr.v3.group import Group
+    from zarr.v3.array import Array
+
+
+class Attributes(MutableMapping[str, Any]):
+    def __init__(self, obj: Union[Array, Group]):
+        # key=".zattrs", read_only=False, cache=True, synchronizer=None
+        self._obj = obj
+
+    def __getitem__(self, key):
+        return self._obj.metadata.attributes[key]
+
+    def __setitem__(self, key, value):
+        new_attrs = dict(self._obj.metadata.attributes)
+        new_attrs[key] = value
+        self._obj = self._obj.update_attributes(new_attrs)
+
+    def __delitem__(self, key):
+        new_attrs = dict(self._obj.metadata.attributes)
+        del new_attrs[key]
+        self._obj = self._obj.update_attributes(new_attrs)
+
+    def __iter__(self):
+        return iter(self._obj.metadata.attributes)
+
+    def __len__(self):
+        return len(self._obj.metadata.attributes)
diff --git a/src/zarr/v3/codecs/sharding.py b/src/zarr/v3/codecs/sharding.py
index edbe327a6b..12c84ade29 100644
--- a/src/zarr/v3/codecs/sharding.py
+++ b/src/zarr/v3/codecs/sharding.py
@@ -354,7 +354,7 @@ async def decode_partial(
             for chunk_coords in all_chunk_coords:
                 chunk_byte_slice = shard_index.get_chunk_slice(chunk_coords)
                 if chunk_byte_slice:
-                    chunk_bytes = await store_path.get_async(chunk_byte_slice)
+                    chunk_bytes = await store_path.get(chunk_byte_slice)
                     if chunk_bytes:
                         shard_dict[chunk_coords] = chunk_bytes
 
@@ -533,9 +533,9 @@ async def _write_chunk(
         )
 
         if shard_builder.index.is_all_empty():
-            await store_path.delete_async()
+            await store_path.delete()
         else:
-            await store_path.set_async(
+            await store_path.set(
                 await shard_builder.finalize(
                     self.configuration.index_location,
                     self._encode_shard_index,
@@ -561,9 +561,9 @@ def _shard_index_size(self) -> int:
     async def _load_shard_index_maybe(self, store_path: StorePath) -> Optional[_ShardIndex]:
         shard_index_size = self._shard_index_size()
         if self.configuration.index_location == ShardingCodecIndexLocation.start:
-            index_bytes = await store_path.get_async((0, shard_index_size))
+            index_bytes = await store_path.get((0, shard_index_size))
         else:
-            index_bytes = await store_path.get_async((-shard_index_size, None))
+            index_bytes = await store_path.get((-shard_index_size, None))
         if index_bytes is not None:
             return await self._decode_shard_index(index_bytes)
         return None
@@ -574,7 +574,7 @@ async def _load_shard_index(self, store_path: StorePath) -> _ShardIndex:
         )
 
     async def _load_full_shard_maybe(self, store_path: StorePath) -> Optional[_ShardProxy]:
-        shard_bytes = await store_path.get_async()
+        shard_bytes = await store_path.get()
 
         return await _ShardProxy.from_bytes(shard_bytes, self) if shard_bytes else None
 
diff --git a/src/zarr/v3/config.py b/src/zarr/v3/config.py
new file mode 100644
index 0000000000..28df25899a
--- /dev/null
+++ b/src/zarr/v3/config.py
@@ -0,0 +1,19 @@
+from __future__ import annotations
+
+from asyncio import AbstractEventLoop
+from typing import Literal, Optional
+from attr import frozen
+
+
+@frozen
+class SyncConfiguration:
+    concurrency: Optional[int] = None
+    asyncio_loop: Optional[AbstractEventLoop] = None
+
+
+@frozen
+class RuntimeConfiguration:
+    order: Literal["C", "F"] = "C"
+    # TODO: remove these in favor of the SyncConfiguration object
+    concurrency: Optional[int] = None
+    asyncio_loop: Optional[AbstractEventLoop] = None
diff --git a/src/zarr/v3/group.py b/src/zarr/v3/group.py
index aa43c706a5..9f53a49819 100644
--- a/src/zarr/v3/group.py
+++ b/src/zarr/v3/group.py
@@ -1,25 +1,38 @@
 from __future__ import annotations
 
+import asyncio
 import json
-from typing import Any, Dict, Literal, Optional, Union
+import logging
+from typing import Any, Dict, Literal, Optional, Union, AsyncIterator, Iterator, List
 
-from attr import asdict, evolve, field, frozen
+from attr import asdict, field, frozen  # , validators
 
-from zarr.v3.array import Array
-from zarr.v3.common import ZARR_JSON, make_cattr
-from zarr.v3.metadata import RuntimeConfiguration
+from zarr.v3.array import AsyncArray, Array
+from zarr.v3.attributes import Attributes
+from zarr.v3.common import ZARR_JSON, ZARRAY_JSON, ZATTRS_JSON, ZGROUP_JSON, make_cattr
+from zarr.v3.config import RuntimeConfiguration, SyncConfiguration
 from zarr.v3.store import StoreLike, StorePath, make_store_path
-from zarr.v3.sync import sync
+from zarr.v3.sync import SyncMixin
+
+logger = logging.getLogger("zarr.group")
 
 
 @frozen
 class GroupMetadata:
     attributes: Dict[str, Any] = field(factory=dict)
-    zarr_format: Literal[3] = 3
-    node_type: Literal["group"] = "group"
+    zarr_format: Literal[2, 3] = 3  # field(default=3, validator=validators.in_([2, 3]))
+    node_type: Literal["group"] = field(default="group", init=False)
 
-    def to_bytes(self) -> bytes:
-        return json.dumps(asdict(self)).encode()
+    def to_bytes(self) -> Dict[str, bytes]:
+        if self.zarr_format == 3:
+            return {ZARR_JSON: json.dumps(asdict(self)).encode()}
+        elif self.zarr_format == 2:
+            return {
+                ZGROUP_JSON: self.zarr_format,
+                ZATTRS_JSON: json.dumps(self.attributes).encode(),
+            }
+        else:
+            raise ValueError(f"unexpected zarr_format: {self.zarr_format}")
 
     @classmethod
     def from_json(cls, zarr_json: Any) -> GroupMetadata:
@@ -27,25 +40,29 @@ def from_json(cls, zarr_json: Any) -> GroupMetadata:
 
 
 @frozen
-class Group:
+class AsyncGroup:
     metadata: GroupMetadata
     store_path: StorePath
     runtime_configuration: RuntimeConfiguration
 
     @classmethod
-    async def create_async(
+    async def create(
         cls,
         store: StoreLike,
         *,
         attributes: Optional[Dict[str, Any]] = None,
         exists_ok: bool = False,
+        zarr_format: Literal[2, 3] = 3,  # field(default=3, validator=validators.in_([2, 3])),
         runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
-    ) -> Group:
+    ) -> AsyncGroup:
         store_path = make_store_path(store)
         if not exists_ok:
-            assert not await (store_path / ZARR_JSON).exists_async()
+            if zarr_format == 3:
+                assert not await (store_path / ZARR_JSON).exists()
+            elif zarr_format == 2:
+                assert not await (store_path / ZGROUP_JSON).exists()
         group = cls(
-            metadata=GroupMetadata(attributes=attributes or {}),
+            metadata=GroupMetadata(attributes=attributes or {}, zarr_format=zarr_format),
             store_path=store_path,
             runtime_configuration=runtime_configuration,
         )
@@ -53,45 +70,39 @@ async def create_async(
         return group
 
     @classmethod
-    def create(
-        cls,
-        store: StoreLike,
-        *,
-        attributes: Optional[Dict[str, Any]] = None,
-        exists_ok: bool = False,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
-    ) -> Group:
-        return sync(
-            cls.create_async(
-                store,
-                attributes=attributes,
-                exists_ok=exists_ok,
-                runtime_configuration=runtime_configuration,
-            ),
-            runtime_configuration.asyncio_loop,
-        )
-
-    @classmethod
-    async def open_async(
+    async def open(
         cls,
         store: StoreLike,
         runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
-    ) -> Group:
+        zarr_format: Literal[2, 3] = 3,
+    ) -> AsyncGroup:
         store_path = make_store_path(store)
-        zarr_json_bytes = await (store_path / ZARR_JSON).get_async()
-        assert zarr_json_bytes is not None
-        return cls.from_json(store_path, json.loads(zarr_json_bytes), runtime_configuration)
 
-    @classmethod
-    def open(
-        cls,
-        store: StoreLike,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
-    ) -> Group:
-        return sync(
-            cls.open_async(store, runtime_configuration),
-            runtime_configuration.asyncio_loop,
-        )
+        # TODO: consider trying to autodiscover the zarr-format here
+        if zarr_format == 3:
+            # V3 groups are comprised of a zarr.json object
+            # (it is optional in the case of implicit groups)
+            zarr_json_bytes = await (store_path / ZARR_JSON).get()
+            zarr_json = (
+                json.loads(zarr_json_bytes) if zarr_json_bytes is not None else {"zarr_format": 3}
+            )
+
+        elif zarr_format == 2:
+            # V2 groups are comprised of a .zgroup and .zattrs objects
+            # (both are optional in the case of implicit groups)
+            zgroup_bytes, zattrs_bytes = await asyncio.gather(
+                (store_path / ZGROUP_JSON).get(), (store_path / ZATTRS_JSON).get()
+            )
+            zgroup = (
+                json.loads(json.loads(zgroup_bytes))
+                if zgroup_bytes is not None
+                else {"zarr_format": 2}
+            )
+            zattrs = json.loads(json.loads(zattrs_bytes)) if zattrs_bytes is not None else {}
+            zarr_json = {**zgroup, "attributes": zattrs}
+        else:
+            raise ValueError(f"unexpected zarr_format: {zarr_format}")
+        return cls.from_json(store_path, zarr_json, runtime_configuration)
 
     @classmethod
     def from_json(
@@ -107,73 +118,306 @@ def from_json(
         )
         return group
 
-    @classmethod
-    async def open_or_array(
-        cls,
-        store: StoreLike,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
-    ) -> Union[Array, Group]:
-        store_path = make_store_path(store)
-        zarr_json_bytes = await (store_path / ZARR_JSON).get_async()
-        if zarr_json_bytes is None:
-            raise KeyError
-        zarr_json = json.loads(zarr_json_bytes)
-        if zarr_json["node_type"] == "group":
-            return cls.from_json(store_path, zarr_json, runtime_configuration)
-        if zarr_json["node_type"] == "array":
-            return Array.from_json(
-                store_path, zarr_json, runtime_configuration=runtime_configuration
+    async def getitem(
+        self,
+        key: str,
+    ) -> Union[AsyncArray, AsyncGroup]:
+
+        store_path = self.store_path / key
+
+        if self.metadata.zarr_format == 3:
+            zarr_json_bytes = await (store_path / ZARR_JSON).get()
+            if zarr_json_bytes is None:
+                # implicit group?
+                logger.warning("group at {} is an implicit group", store_path)
+                zarr_json = {
+                    "zarr_format": self.metadata.zarr_format,
+                    "node_type": "group",
+                    "attributes": {},
+                }
+            else:
+                zarr_json = json.loads(zarr_json_bytes)
+            if zarr_json["node_type"] == "group":
+                return type(self).from_json(store_path, zarr_json, self.runtime_configuration)
+            if zarr_json["node_type"] == "array":
+                return AsyncArray.from_json(
+                    store_path, zarr_json, runtime_configuration=self.runtime_configuration
+                )
+        elif self.metadata.zarr_format == 2:
+            # Q: how do we like optimistically fetching .zgroup, .zarray, and .zattrs?
+            # This guarantees that we will always make at least one extra request to the store
+            zgroup_bytes, zarray_bytes, zattrs_bytes = await asyncio.gather(
+                (store_path / ZGROUP_JSON).get(),
+                (store_path / ZARRAY_JSON).get(),
+                (store_path / ZATTRS_JSON).get(),
             )
-        raise KeyError
+
+            # unpack the zarray, if this is None then we must be opening a group
+            zarray = json.loads(zarray_bytes) if zarray_bytes else None
+            # unpack the zattrs, this can be None if no attrs were written
+            zattrs = json.loads(zattrs_bytes) if zattrs_bytes is not None else {}
+
+            if zarray is not None:
+                # TODO: update this once the V2 array support is part of the primary array class
+                zarr_json = {**zarray, "attributes": zattrs}
+                return AsyncArray.from_json(
+                    store_path, zarray, runtime_configuration=self.runtime_configuration
+                )
+            else:
+                if zgroup_bytes is None:
+                    # implicit group?
+                    logger.warning("group at {} is an implicit group", store_path)
+                zgroup = (
+                    json.loads(zgroup_bytes)
+                    if zgroup_bytes is not None
+                    else {"zarr_format": self.metadata.zarr_format}
+                )
+                zarr_json = {**zgroup, "attributes": zattrs}
+                return type(self).from_json(store_path, zarr_json, self.runtime_configuration)
+        else:
+            raise ValueError(f"unexpected zarr_format: {self.metadata.zarr_format}")
+
+    async def delitem(self, key: str) -> None:
+        store_path = self.store_path / key
+        if self.metadata.zarr_format == 3:
+            await (store_path / ZARR_JSON).delete()
+        elif self.metadata.zarr_format == 2:
+            await asyncio.gather(
+                (store_path / ZGROUP_JSON).delete(),  # TODO: missing_ok=False
+                (store_path / ZATTRS_JSON).delete(),  # TODO: missing_ok=True
+            )
+        else:
+            raise ValueError(f"unexpected zarr_format: {self.metadata.zarr_format}")
 
     async def _save_metadata(self) -> None:
-        await (self.store_path / ZARR_JSON).set_async(self.metadata.to_bytes())
+        to_save = self.metadata.to_bytes()
+        awaitables = [(self.store_path / key).set(value) for key, value in to_save.items()]
+        await asyncio.gather(*awaitables)
 
-    async def get_async(self, path: str) -> Union[Array, Group]:
-        return await self.__class__.open_or_array(
-            self.store_path / path, self.runtime_configuration
-        )
+    @property
+    def attrs(self):
+        return self.metadata.attributes
 
-    def __getitem__(self, path: str) -> Union[Array, Group]:
-        return sync(self.get_async(path), self.runtime_configuration.asyncio_loop)
+    @property
+    def info(self):
+        return self.metadata.info
 
-    async def create_group_async(self, path: str, **kwargs) -> Group:
+    async def create_group(self, path: str, **kwargs) -> AsyncGroup:
         runtime_configuration = kwargs.pop("runtime_configuration", self.runtime_configuration)
-        return await self.__class__.create_async(
+        return await type(self).create(
             self.store_path / path,
             runtime_configuration=runtime_configuration,
             **kwargs,
         )
 
-    def create_group(self, path: str, **kwargs) -> Group:
-        return sync(self.create_group_async(path), self.runtime_configuration.asyncio_loop)
-
-    async def create_array_async(self, path: str, **kwargs) -> Array:
+    async def create_array(self, path: str, **kwargs) -> AsyncArray:
         runtime_configuration = kwargs.pop("runtime_configuration", self.runtime_configuration)
-        return await Array.create_async(
+        return await AsyncArray.create(
             self.store_path / path,
             runtime_configuration=runtime_configuration,
             **kwargs,
         )
 
-    def create_array(self, path: str, **kwargs) -> Array:
-        return sync(
-            self.create_array_async(path, **kwargs),
-            self.runtime_configuration.asyncio_loop,
-        )
-
-    async def update_attributes_async(self, new_attributes: Dict[str, Any]) -> Group:
-        new_metadata = evolve(self.metadata, attributes=new_attributes)
+    async def update_attributes(self, new_attributes: Dict[str, Any]):
+        # metadata.attributes is "frozen" so we simply clear and update the dict
+        self.metadata.attributes.clear()
+        self.metadata.attributes.update(new_attributes)
 
         # Write new metadata
-        await (self.store_path / ZARR_JSON).set_async(new_metadata.to_bytes())
-        return evolve(self, metadata=new_metadata)
+        to_save = self.metadata.to_bytes()
+        if self.metadata.zarr_format == 2:
+            # only save the .zattrs object
+            await (self.store_path / ZATTRS_JSON).set(to_save[ZATTRS_JSON])
+        else:
+            await (self.store_path / ZARR_JSON).set(to_save[ZARR_JSON])
 
-    def update_attributes(self, new_attributes: Dict[str, Any]) -> Group:
-        return sync(
-            self.update_attributes_async(new_attributes),
-            self.runtime_configuration.asyncio_loop,
-        )
+        self.metadata.attributes.clear()
+        self.metadata.attributes.update(new_attributes)
+
+        return self
 
     def __repr__(self):
-        return f"<Group {self.store_path}>"
+        return f"<AsyncGroup {self.store_path}>"
+
+    async def nchildren(self) -> int:
+        raise NotImplementedError
+
+    async def children(self) -> AsyncIterator[AsyncArray, AsyncGroup]:
+        raise NotImplementedError
+
+    async def contains(self, child: str) -> bool:
+        raise NotImplementedError
+
+    async def group_keys(self) -> AsyncIterator[str]:
+        raise NotImplementedError
+
+    async def groups(self) -> AsyncIterator[AsyncGroup]:
+        raise NotImplementedError
+
+    async def array_keys(self) -> AsyncIterator[str]:
+        raise NotImplementedError
+
+    async def arrays(self) -> AsyncIterator[AsyncArray]:
+        raise NotImplementedError
+
+    async def tree(self, expand=False, level=None) -> Any:
+        raise NotImplementedError
+
+    async def empty(self, **kwargs) -> AsyncArray:
+        raise NotImplementedError
+
+    async def zeros(self, **kwargs) -> AsyncArray:
+        raise NotImplementedError
+
+    async def ones(self, **kwargs) -> AsyncArray:
+        raise NotImplementedError
+
+    async def full(self, **kwargs) -> AsyncArray:
+        raise NotImplementedError
+
+    async def empty_like(self, prototype: AsyncArray, **kwargs) -> AsyncArray:
+        raise NotImplementedError
+
+    async def zeros_like(self, prototype: AsyncArray, **kwargs) -> AsyncArray:
+        raise NotImplementedError
+
+    async def ones_like(self, prototype: AsyncArray, **kwargs) -> AsyncArray:
+        raise NotImplementedError
+
+    async def full_like(self, prototype: AsyncArray, **kwargs) -> AsyncArray:
+        raise NotImplementedError
+
+    async def move(self, source: str, dest: str) -> None:
+        raise NotImplementedError
+
+
+@frozen
+class Group(SyncMixin):
+    _async_group: AsyncGroup
+    _sync_configuration: SyncConfiguration = field(init=True, default=SyncConfiguration())
+
+    @classmethod
+    def create(
+        cls,
+        store: StoreLike,
+        *,
+        attributes: Optional[Dict[str, Any]] = None,
+        exists_ok: bool = False,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> Group:
+        obj = cls._sync(
+            AsyncGroup.create(
+                store,
+                attributes=attributes,
+                exists_ok=exists_ok,
+                runtime_configuration=runtime_configuration,
+            )
+        )
+
+        return cls(obj)
+
+    @classmethod
+    def open(
+        cls,
+        store: StoreLike,
+        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
+    ) -> Group:
+        obj = cls._sync(AsyncGroup.open(store, runtime_configuration))
+        return cls(obj)
+
+    def __getitem__(self, path: str) -> Union[Array, Group]:
+        obj = self._sync(self._async_group.getitem(path))
+        if isinstance(obj, AsyncArray):
+            return Array(obj)
+        else:
+            return Group(obj)
+
+    def __delitem__(self, key) -> None:
+        self._sync(self._async_group.delitem(key))
+
+    def __iter__(self):
+        raise NotImplementedError
+
+    def __len__(self):
+        raise NotImplementedError
+
+    def __setitem__(self, key, value):
+        """__setitem__ is not supported in v3"""
+        raise NotImplementedError
+
+    @property
+    def metadata(self) -> GroupMetadata:
+        return self._async_group.metadata
+
+    @property
+    def attrs(self) -> Attributes:
+        return Attributes(self)
+
+    @property
+    def info(self):
+        return self._async_group.info
+
+    def update_attributes(self, new_attributes: Dict[str, Any]):
+        self._sync(self._async_group.update_attributes(new_attributes))
+        return self
+
+    @property
+    def nchildren(self) -> int:
+        return self._sync(self._async_group.nchildren)
+
+    @property
+    def children(self) -> List[Array, Group]:
+        _children = self._sync_iter(self._async_group.children)
+        return [Array(obj) if isinstance(obj, AsyncArray) else Group(obj) for obj in _children]
+
+    def __contains__(self, child) -> bool:
+        return self._sync(self._async_group.contains(child))
+
+    def group_keys(self) -> Iterator[str]:
+        return self._sync_iter(self._async_group.group_keys)
+
+    def groups(self) -> List[Group]:
+        # TODO: in v2 this was a generator that return key: Group
+        return [Group(obj) for obj in self._sync_iter(self._async_group.groups)]
+
+    def array_keys(self) -> List[str]:
+        return self._sync_iter(self._async_group.array_keys)
+
+    def arrays(self) -> List[Array]:
+        return [Array(obj) for obj in self._sync_iter(self._async_group.arrays)]
+
+    def tree(self, expand=False, level=None) -> Any:
+        return self._sync(self._async_group.tree(expand=expand, level=level))
+
+    def create_group(self, name: str, **kwargs) -> Group:
+        return Group(self._sync(self._async_group.create_group(name, **kwargs)))
+
+    def create_array(self, name: str, **kwargs) -> Array:
+        return Array(self._sync(self._async_group.create_array(name, **kwargs)))
+
+    def empty(self, **kwargs) -> Array:
+        return Array(self._sync(self._async_group.empty(**kwargs)))
+
+    def zeros(self, **kwargs) -> Array:
+        return Array(self._sync(self._async_group.zeros(**kwargs)))
+
+    def ones(self, **kwargs) -> Array:
+        return Array(self._sync(self._async_group.ones(**kwargs)))
+
+    def full(self, **kwargs) -> Array:
+        return Array(self._sync(self._async_group.full(**kwargs)))
+
+    def empty_like(self, prototype: AsyncArray, **kwargs) -> Array:
+        return Array(self._sync(self._async_group.empty_like(prototype, **kwargs)))
+
+    def zeros_like(self, prototype: AsyncArray, **kwargs) -> Array:
+        return Array(self._sync(self._async_group.zeros_like(prototype, **kwargs)))
+
+    def ones_like(self, prototype: AsyncArray, **kwargs) -> Array:
+        return Array(self._sync(self._async_group.ones_like(prototype, **kwargs)))
+
+    def full_like(self, prototype: AsyncArray, **kwargs) -> Array:
+        return Array(self._sync(self._async_group.full_like(prototype, **kwargs)))
+
+    def move(self, source: str, dest: str) -> None:
+        return self._sync(self._async_group.move(source, dest))
diff --git a/src/zarr/v3/group_v2.py b/src/zarr/v3/group_v2.py
deleted file mode 100644
index 3b1a369ae2..0000000000
--- a/src/zarr/v3/group_v2.py
+++ /dev/null
@@ -1,218 +0,0 @@
-from __future__ import annotations
-
-import asyncio
-import json
-from typing import TYPE_CHECKING, Any, Dict, Literal, Optional, Union
-
-from attr import asdict, evolve, frozen
-
-from zarr.v3.array_v2 import ArrayV2
-from zarr.v3.common import ZARRAY_JSON, ZATTRS_JSON, ZGROUP_JSON, make_cattr
-from zarr.v3.metadata import RuntimeConfiguration
-from zarr.v3.store import StoreLike, StorePath, make_store_path
-from zarr.v3.sync import sync
-
-if TYPE_CHECKING:
-    from zarr.v3.group import Group
-
-
-@frozen
-class GroupV2Metadata:
-    zarr_format: Literal[2] = 2
-
-    def to_bytes(self) -> bytes:
-        return json.dumps(asdict(self)).encode()
-
-    @classmethod
-    def from_json(cls, zarr_json: Any) -> GroupV2Metadata:
-        return make_cattr().structure(zarr_json, cls)
-
-
-@frozen
-class GroupV2:
-    metadata: GroupV2Metadata
-    store_path: StorePath
-    runtime_configuration: RuntimeConfiguration
-    attributes: Optional[Dict[str, Any]] = None
-
-    @classmethod
-    async def create_async(
-        cls,
-        store: StoreLike,
-        *,
-        attributes: Optional[Dict[str, Any]] = None,
-        exists_ok: bool = False,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
-    ) -> GroupV2:
-        store_path = make_store_path(store)
-        if not exists_ok:
-            assert not await (store_path / ZGROUP_JSON).exists_async()
-        group = cls(
-            metadata=GroupV2Metadata(),
-            attributes=attributes,
-            store_path=store_path,
-            runtime_configuration=runtime_configuration,
-        )
-        await group._save_metadata()
-        return group
-
-    @classmethod
-    def create(
-        cls,
-        store: StoreLike,
-        *,
-        attributes: Optional[Dict[str, Any]] = None,
-        exists_ok: bool = False,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
-    ) -> GroupV2:
-        return sync(
-            cls.create_async(
-                store,
-                attributes=attributes,
-                exists_ok=exists_ok,
-                runtime_configuration=runtime_configuration,
-            ),
-            runtime_configuration.asyncio_loop if runtime_configuration else None,
-        )
-
-    @classmethod
-    async def open_async(
-        cls,
-        store: StoreLike,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
-    ) -> GroupV2:
-        store_path = make_store_path(store)
-        zgroup_bytes = await (store_path / ZGROUP_JSON).get_async()
-        assert zgroup_bytes is not None
-        zattrs_bytes = await (store_path / ZATTRS_JSON).get_async()
-        metadata = json.loads(zgroup_bytes)
-        attributes = json.loads(zattrs_bytes) if zattrs_bytes is not None else None
-
-        return cls.from_json(
-            store_path,
-            metadata,
-            runtime_configuration,
-            attributes,
-        )
-
-    @classmethod
-    def open(
-        cls,
-        store_path: StorePath,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
-    ) -> GroupV2:
-        return sync(
-            cls.open_async(store_path, runtime_configuration),
-            runtime_configuration.asyncio_loop,
-        )
-
-    @classmethod
-    def from_json(
-        cls,
-        store_path: StorePath,
-        zarr_json: Any,
-        runtime_configuration: RuntimeConfiguration,
-        attributes: Optional[Dict[str, Any]] = None,
-    ) -> GroupV2:
-        group = cls(
-            metadata=GroupV2Metadata.from_json(zarr_json),
-            store_path=store_path,
-            runtime_configuration=runtime_configuration,
-            attributes=attributes,
-        )
-        return group
-
-    @staticmethod
-    async def open_or_array(
-        store: StoreLike,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
-    ) -> Union[ArrayV2, GroupV2]:
-        store_path = make_store_path(store)
-        zgroup_bytes, zattrs_bytes = await asyncio.gather(
-            (store_path / ZGROUP_JSON).get_async(),
-            (store_path / ZATTRS_JSON).get_async(),
-        )
-        attributes = json.loads(zattrs_bytes) if zattrs_bytes is not None else None
-        if zgroup_bytes is not None:
-            return GroupV2.from_json(
-                store_path, json.loads(zgroup_bytes), runtime_configuration, attributes
-            )
-        zarray_bytes = await (store_path / ZARRAY_JSON).get_async()
-        if zarray_bytes is not None:
-            return ArrayV2.from_json(
-                store_path, json.loads(zarray_bytes), attributes, runtime_configuration
-            )
-        raise KeyError
-
-    async def _save_metadata(self) -> None:
-        await (self.store_path / ZGROUP_JSON).set_async(self.metadata.to_bytes())
-        if self.attributes is not None and len(self.attributes) > 0:
-            await (self.store_path / ZATTRS_JSON).set_async(
-                json.dumps(self.attributes).encode(),
-            )
-        else:
-            await (self.store_path / ZATTRS_JSON).delete_async()
-
-    async def get_async(self, path: str) -> Union[ArrayV2, GroupV2]:
-        return await self.__class__.open_or_array(
-            self.store_path / path, self.runtime_configuration
-        )
-
-    def __getitem__(self, path: str) -> Union[ArrayV2, GroupV2]:
-        return sync(self.get_async(path), self.runtime_configuration.asyncio_loop)
-
-    async def create_group_async(self, path: str, **kwargs) -> GroupV2:
-        runtime_configuration = kwargs.pop("runtime_configuration", self.runtime_configuration)
-        return await self.__class__.create_async(
-            self.store_path / path,
-            runtime_configuration=runtime_configuration,
-            **kwargs,
-        )
-
-    def create_group(self, path: str, **kwargs) -> GroupV2:
-        return sync(self.create_group_async(path), self.runtime_configuration.asyncio_loop)
-
-    async def create_array_async(self, path: str, **kwargs) -> ArrayV2:
-        runtime_configuration = kwargs.pop("runtime_configuration", self.runtime_configuration)
-        return await ArrayV2.create_async(
-            self.store_path / path,
-            runtime_configuration=runtime_configuration,
-            **kwargs,
-        )
-
-    def create_array(self, path: str, **kwargs) -> ArrayV2:
-        return sync(
-            self.create_array_async(path, **kwargs),
-            self.runtime_configuration.asyncio_loop,
-        )
-
-    async def convert_to_v3_async(self) -> Group:
-        from zarr.v3.common import ZARR_JSON
-        from zarr.v3.group import Group, GroupMetadata
-
-        new_metadata = GroupMetadata(attributes=self.attributes or {})
-        new_metadata_bytes = new_metadata.to_bytes()
-
-        await (self.store_path / ZARR_JSON).set_async(new_metadata_bytes)
-
-        return Group.from_json(
-            store_path=self.store_path,
-            zarr_json=json.loads(new_metadata_bytes),
-            runtime_configuration=self.runtime_configuration,
-        )
-
-    async def update_attributes_async(self, new_attributes: Dict[str, Any]) -> GroupV2:
-        await (self.store_path / ZATTRS_JSON).set_async(json.dumps(new_attributes).encode())
-        return evolve(self, attributes=new_attributes)
-
-    def update_attributes(self, new_attributes: Dict[str, Any]) -> GroupV2:
-        return sync(
-            self.update_attributes_async(new_attributes),
-            self.runtime_configuration.asyncio_loop,
-        )
-
-    def convert_to_v3(self) -> Group:
-        return sync(self.convert_to_v3_async(), loop=self.runtime_configuration.asyncio_loop)
-
-    def __repr__(self):
-        return f"<Group_v2 {self.store_path}>"
diff --git a/src/zarr/v3/store.py b/src/zarr/v3/store.py
deleted file mode 100644
index b6c20be41f..0000000000
--- a/src/zarr/v3/store.py
+++ /dev/null
@@ -1,351 +0,0 @@
-# TODO:
-# 1. Stores should inherit from zarr.v3.abc.store classes
-# 2. remove "_async" suffix from all methods?
-
-# Changes I've made here:
-# 1. Make delay import of fsspec
-
-from __future__ import annotations
-
-import asyncio
-import io
-from pathlib import Path
-from typing import TYPE_CHECKING, Any, Dict, List, MutableMapping, Optional, Tuple, Union
-
-from zarr.v3.common import BytesLike, to_thread
-
-if TYPE_CHECKING:
-    from upath import UPath
-    from fsspec.asyn import AsyncFileSystem
-
-
-def _dereference_path(root: str, path: str) -> str:
-    assert isinstance(root, str)
-    assert isinstance(path, str)
-    root = root.rstrip("/")
-    path = f"{root}/{path}" if root != "" else path
-    path = path.rstrip("/")
-    return path
-
-
-class StorePath:
-    store: Store
-    path: str
-
-    def __init__(self, store: Store, path: Optional[str] = None):
-        self.store = store
-        self.path = path or ""
-
-    @classmethod
-    def from_path(cls, pth: Path) -> StorePath:
-        return cls(Store.from_path(pth))
-
-    async def get_async(
-        self, byte_range: Optional[Tuple[int, Optional[int]]] = None
-    ) -> Optional[BytesLike]:
-        return await self.store.get_async(self.path, byte_range)
-
-    async def set_async(
-        self, value: BytesLike, byte_range: Optional[Tuple[int, int]] = None
-    ) -> None:
-        await self.store.set_async(self.path, value, byte_range)
-
-    async def delete_async(self) -> None:
-        await self.store.delete_async(self.path)
-
-    async def exists_async(self) -> bool:
-        return await self.store.exists_async(self.path)
-
-    def __truediv__(self, other: str) -> StorePath:
-        return self.__class__(self.store, _dereference_path(self.path, other))
-
-    def __str__(self) -> str:
-        return _dereference_path(str(self.store), self.path)
-
-    def __repr__(self) -> str:
-        return f"StorePath({self.store.__class__.__name__}, {repr(str(self))})"
-
-
-class Store:
-    supports_partial_writes = False
-
-    @classmethod
-    def from_path(cls, pth: Path) -> Store:
-        try:
-            from upath import UPath
-            from upath.implementations.local import PosixUPath, WindowsUPath
-
-            if isinstance(pth, UPath) and not isinstance(pth, (PosixUPath, WindowsUPath)):
-                storage_options = pth._kwargs.copy()
-                storage_options.pop("_url", None)
-                return RemoteStore(str(pth), **storage_options)
-        except ImportError:
-            pass
-
-        return LocalStore(pth)
-
-    async def multi_get_async(
-        self, keys: List[Tuple[str, Optional[Tuple[int, int]]]]
-    ) -> List[Optional[BytesLike]]:
-        return await asyncio.gather(*[self.get_async(key, byte_range) for key, byte_range in keys])
-
-    async def get_async(
-        self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
-    ) -> Optional[BytesLike]:
-        raise NotImplementedError
-
-    async def multi_set_async(
-        self, key_values: List[Tuple[str, BytesLike, Optional[Tuple[int, int]]]]
-    ) -> None:
-        await asyncio.gather(
-            *[self.set_async(key, value, byte_range) for key, value, byte_range in key_values]
-        )
-
-    async def set_async(
-        self, key: str, value: BytesLike, byte_range: Optional[Tuple[int, int]] = None
-    ) -> None:
-        raise NotImplementedError
-
-    async def delete_async(self, key: str) -> None:
-        raise NotImplementedError
-
-    async def exists_async(self, key: str) -> bool:
-        raise NotImplementedError
-
-    def __truediv__(self, other: str) -> StorePath:
-        return StorePath(self, other)
-
-
-class LocalStore(Store):
-    supports_partial_writes = True
-    root: Path
-    auto_mkdir: bool
-
-    def __init__(self, root: Union[Path, str], auto_mkdir: bool = True):
-        if isinstance(root, str):
-            root = Path(root)
-        assert isinstance(root, Path)
-
-        self.root = root
-        self.auto_mkdir = auto_mkdir
-
-    def _cat_file(
-        self, path: Path, start: Optional[int] = None, end: Optional[int] = None
-    ) -> BytesLike:
-        if start is None and end is None:
-            return path.read_bytes()
-        with path.open("rb") as f:
-            size = f.seek(0, io.SEEK_END)
-            if start is not None:
-                if start >= 0:
-                    f.seek(start)
-                else:
-                    f.seek(max(0, size + start))
-            if end is not None:
-                if end < 0:
-                    end = size + end
-                return f.read(end - f.tell())
-            return f.read()
-
-    def _put_file(
-        self,
-        path: Path,
-        value: BytesLike,
-        start: Optional[int] = None,
-    ):
-        if self.auto_mkdir:
-            path.parent.mkdir(parents=True, exist_ok=True)
-        if start is not None:
-            with path.open("r+b") as f:
-                f.seek(start)
-                f.write(value)
-        else:
-            return path.write_bytes(value)
-
-    async def get_async(
-        self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
-    ) -> Optional[BytesLike]:
-        assert isinstance(key, str)
-        path = self.root / key
-
-        try:
-            value = await (
-                to_thread(self._cat_file, path, byte_range[0], byte_range[1])
-                if byte_range is not None
-                else to_thread(self._cat_file, path)
-            )
-        except (FileNotFoundError, IsADirectoryError, NotADirectoryError):
-            return None
-
-        return value
-
-    async def set_async(
-        self, key: str, value: BytesLike, byte_range: Optional[Tuple[int, int]] = None
-    ) -> None:
-        assert isinstance(key, str)
-        path = self.root / key
-
-        if byte_range is not None:
-            await to_thread(self._put_file, path, value, byte_range[0])
-        else:
-            await to_thread(self._put_file, path, value)
-
-    async def delete_async(self, key: str) -> None:
-        path = self.root / key
-        await to_thread(path.unlink, True)
-
-    async def exists_async(self, key: str) -> bool:
-        path = self.root / key
-        return await to_thread(path.exists)
-
-    def __str__(self) -> str:
-        return f"file://{self.root}"
-
-    def __repr__(self) -> str:
-        return f"LocalStore({repr(str(self))})"
-
-
-class RemoteStore(Store):
-    root: UPath
-
-    def __init__(self, url: Union[UPath, str], **storage_options: Dict[str, Any]):
-        from upath import UPath
-        import fsspec
-
-        if isinstance(url, str):
-            self.root = UPath(url, **storage_options)
-        else:
-            assert len(storage_options) == 0, (
-                "If constructed with a UPath object, no additional "
-                + "storage_options are allowed."
-            )
-            self.root = url.rstrip("/")
-        # test instantiate file system
-        fs, _ = fsspec.core.url_to_fs(str(self.root), asynchronous=True, **self.root._kwargs)
-        assert fs.__class__.async_impl, "FileSystem needs to support async operations."
-
-    def make_fs(self) -> Tuple[AsyncFileSystem, str]:
-        import fsspec
-
-        storage_options = self.root._kwargs.copy()
-        storage_options.pop("_url", None)
-        fs, root = fsspec.core.url_to_fs(str(self.root), asynchronous=True, **self.root._kwargs)
-        assert fs.__class__.async_impl, "FileSystem needs to support async operations."
-        return fs, root
-
-    async def get_async(
-        self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
-    ) -> Optional[BytesLike]:
-        assert isinstance(key, str)
-        fs, root = self.make_fs()
-        path = _dereference_path(root, key)
-
-        try:
-            value = await (
-                fs._cat_file(path, start=byte_range[0], end=byte_range[1])
-                if byte_range
-                else fs._cat_file(path)
-            )
-        except (FileNotFoundError, IsADirectoryError, NotADirectoryError):
-            return None
-
-        return value
-
-    async def set_async(
-        self, key: str, value: BytesLike, byte_range: Optional[Tuple[int, int]] = None
-    ) -> None:
-        assert isinstance(key, str)
-        fs, root = self.make_fs()
-        path = _dereference_path(root, key)
-
-        # write data
-        if byte_range:
-            with fs._open(path, "r+b") as f:
-                f.seek(byte_range[0])
-                f.write(value)
-        else:
-            await fs._pipe_file(path, value)
-
-    async def delete_async(self, key: str) -> None:
-        fs, root = self.make_fs()
-        path = _dereference_path(root, key)
-        if await fs._exists(path):
-            await fs._rm(path)
-
-    async def exists_async(self, key: str) -> bool:
-        fs, root = self.make_fs()
-        path = _dereference_path(root, key)
-        return await fs._exists(path)
-
-    def __str__(self) -> str:
-        return str(self.root)
-
-    def __repr__(self) -> str:
-        return f"RemoteStore({repr(str(self))})"
-
-
-class MemoryStore(Store):
-    supports_partial_writes = True
-    store_dict: MutableMapping[str, bytes]
-
-    def __init__(self, store_dict: Optional[MutableMapping[str, bytes]] = None):
-        self.store_dict = store_dict or {}
-
-    async def get_async(
-        self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
-    ) -> Optional[BytesLike]:
-        assert isinstance(key, str)
-        try:
-            value = self.store_dict[key]
-            if byte_range is not None:
-                value = value[byte_range[0] : byte_range[1]]
-            return value
-        except KeyError:
-            return None
-
-    async def set_async(
-        self, key: str, value: BytesLike, byte_range: Optional[Tuple[int, int]] = None
-    ) -> None:
-        assert isinstance(key, str)
-
-        if byte_range is not None:
-            buf = bytearray(self.store_dict[key])
-            buf[byte_range[0] : byte_range[1]] = value
-            self.store_dict[key] = buf
-        else:
-            self.store_dict[key] = value
-
-    async def delete_async(self, key: str) -> None:
-        try:
-            del self.store_dict[key]
-        except KeyError:
-            pass
-
-    async def exists_async(self, key: str) -> bool:
-        return key in self.store_dict
-
-    def __str__(self) -> str:
-        return f"memory://{id(self.store_dict)}"
-
-    def __repr__(self) -> str:
-        return f"MemoryStore({repr(str(self))})"
-
-
-StoreLike = Union[Store, StorePath, Path, str]
-
-
-def make_store_path(store_like: StoreLike) -> StorePath:
-    if isinstance(store_like, StorePath):
-        return store_like
-    elif isinstance(store_like, Store):
-        return StorePath(store_like)
-    elif isinstance(store_like, Path):
-        return StorePath(Store.from_path(store_like))
-    elif isinstance(store_like, str):
-        try:
-            from upath import UPath
-
-            return StorePath(Store.from_path(UPath(store_like)))
-        except ImportError:
-            return StorePath(LocalStore(Path(store_like)))
-    raise TypeError
diff --git a/src/zarr/v3/store/__init__.py b/src/zarr/v3/store/__init__.py
new file mode 100644
index 0000000000..2268381d2a
--- /dev/null
+++ b/src/zarr/v3/store/__init__.py
@@ -0,0 +1,5 @@
+# flake8: noqa
+from zarr.v3.store.core import StorePath, StoreLike, make_store_path
+from zarr.v3.store.remote import RemoteStore
+from zarr.v3.store.local import LocalStore
+from zarr.v3.store.memory import MemoryStore
diff --git a/src/zarr/v3/store/core.py b/src/zarr/v3/store/core.py
new file mode 100644
index 0000000000..0ef1c8569e
--- /dev/null
+++ b/src/zarr/v3/store/core.py
@@ -0,0 +1,83 @@
+from __future__ import annotations
+
+from pathlib import Path
+from typing import Any, Optional, Tuple, Union
+
+from zarr.v3.common import BytesLike
+from zarr.v3.abc.store import Store
+
+
+def _dereference_path(root: str, path: str) -> str:
+    assert isinstance(root, str)
+    assert isinstance(path, str)
+    root = root.rstrip("/")
+    path = f"{root}/{path}" if root != "" else path
+    path = path.rstrip("/")
+    return path
+
+
+class StorePath:
+    store: Store
+    path: str
+
+    def __init__(self, store: Store, path: Optional[str] = None):
+        self.store = store
+        self.path = path or ""
+
+    @classmethod
+    def from_path(cls, pth: Path) -> StorePath:
+        return cls(Store.from_path(pth))
+
+    async def get(
+        self, byte_range: Optional[Tuple[int, Optional[int]]] = None
+    ) -> Optional[BytesLike]:
+        return await self.store.get(self.path, byte_range)
+
+    async def set(self, value: BytesLike, byte_range: Optional[Tuple[int, int]] = None) -> None:
+        if byte_range is not None:
+            raise NotImplementedError("Store.set does not have partial writes yet")
+        await self.store.set(self.path, value)
+
+    async def delete(self) -> None:
+        await self.store.delete(self.path)
+
+    async def exists(self) -> bool:
+        return await self.store.exists(self.path)
+
+    def __truediv__(self, other: str) -> StorePath:
+        return self.__class__(self.store, _dereference_path(self.path, other))
+
+    def __str__(self) -> str:
+        return _dereference_path(str(self.store), self.path)
+
+    def __repr__(self) -> str:
+        return f"StorePath({self.store.__class__.__name__}, {repr(str(self))})"
+
+    def __eq__(self, other: Any) -> bool:
+        try:
+            if self.store == other.store and self.path == other.path:
+                return True
+        except Exception:
+            pass
+        return False
+
+
+StoreLike = Union[Store, StorePath, Path, str]
+
+
+def make_store_path(store_like: StoreLike) -> StorePath:
+    if isinstance(store_like, StorePath):
+        return store_like
+    elif isinstance(store_like, Store):
+        return StorePath(store_like)
+    # elif isinstance(store_like, Path):
+    #     return StorePath(Store.from_path(store_like))
+    elif isinstance(store_like, str):
+        try:
+            from upath import UPath
+
+            return StorePath(Store.from_path(UPath(store_like)))
+        except ImportError as e:
+            raise e
+            # return StorePath(LocalStore(Path(store_like)))
+    raise TypeError
diff --git a/src/zarr/v3/store/local.py b/src/zarr/v3/store/local.py
new file mode 100644
index 0000000000..a62eea20f7
--- /dev/null
+++ b/src/zarr/v3/store/local.py
@@ -0,0 +1,177 @@
+from __future__ import annotations
+
+import io
+import shutil
+from pathlib import Path
+from typing import Union, Optional, List, Tuple
+
+from zarr.v3.abc.store import Store
+from zarr.v3.common import BytesLike, concurrent_map, to_thread
+
+
+def _get(path: Path, byte_range: Optional[Tuple[int, Optional[int]]] = None) -> bytes:
+    if byte_range is not None:
+        start = byte_range[0]
+        end = (start + byte_range[1]) if byte_range[1] is not None else None
+    else:
+        return path.read_bytes()
+    with path.open("rb") as f:
+        size = f.seek(0, io.SEEK_END)
+        if start is not None:
+            if start >= 0:
+                f.seek(start)
+            else:
+                f.seek(max(0, size + start))
+        if end is not None:
+            if end < 0:
+                end = size + end
+            return f.read(end - f.tell())
+        return f.read()
+
+
+def _put(
+    path: Path,
+    value: BytesLike,
+    start: Optional[int] = None,
+    auto_mkdir: bool = True,
+):
+    if auto_mkdir:
+        path.parent.mkdir(parents=True, exist_ok=True)
+    if start is not None:
+        with path.open("r+b") as f:
+            f.seek(start)
+            f.write(value)
+    else:
+        return path.write_bytes(value)
+
+
+class LocalStore(Store):
+
+    supports_writes: bool = True
+    supports_partial_writes: bool = True
+    supports_listing: bool = True
+
+    root: Path
+    auto_mkdir: bool
+
+    def __init__(self, root: Union[Path, str], auto_mkdir: bool = True):
+        if isinstance(root, str):
+            root = Path(root)
+        assert isinstance(root, Path)
+
+        self.root = root
+        self.auto_mkdir = auto_mkdir
+
+    def __str__(self) -> str:
+        return f"file://{self.root}"
+
+    def __repr__(self) -> str:
+        return f"LocalStore({repr(str(self))})"
+
+    async def get(
+        self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
+    ) -> Optional[bytes]:
+        assert isinstance(key, str)
+        path = self.root / key
+
+        try:
+            return await to_thread(_get, path, byte_range)
+        except (FileNotFoundError, IsADirectoryError, NotADirectoryError):
+            return None
+
+    async def get_partial_values(
+        self, key_ranges: List[Tuple[str, Tuple[int, int]]]
+    ) -> List[bytes]:
+        args = []
+        for key, byte_range in key_ranges:
+            assert isinstance(key, str)
+            path = self.root / key
+            if byte_range is not None:
+                args.append((_get, path, byte_range[0], byte_range[1]))
+            else:
+                args.append((_get, path))
+        return await concurrent_map(args, to_thread, limit=None)  # TODO: fix limit
+
+    async def set(self, key: str, value: BytesLike) -> None:
+        assert isinstance(key, str)
+        path = self.root / key
+        await to_thread(_put, path, value)
+
+    async def set_partial_values(self, key_start_values: List[Tuple[str, int, bytes]]) -> None:
+        args = []
+        for key, start, value in key_start_values:
+            assert isinstance(key, str)
+            path = self.root / key
+            if start is not None:
+                args.append((_put, path, value, start))
+            else:
+                args.append((_put, path, value))
+        await concurrent_map(args, to_thread, limit=None)  # TODO: fix limit
+
+    async def delete(self, key: str) -> None:
+        path = self.root / key
+        if path.is_dir():  # TODO: support deleting directories? shutil.rmtree?
+            shutil.rmtree(path)
+        else:
+            await to_thread(path.unlink, True)  # Q: we may want to raise if path is missing
+
+    async def exists(self, key: str) -> bool:
+        path = self.root / key
+        return await to_thread(path.is_file)
+
+    async def list(self) -> List[str]:
+        """Retrieve all keys in the store.
+
+        Returns
+        -------
+        list[str]
+        """
+        # Q: do we want to return strings or Paths?
+        def _list(root: Path) -> List[str]:
+            files = [str(p) for p in root.rglob("") if p.is_file()]
+            return files
+
+        return await to_thread(_list, self.root)
+
+    async def list_prefix(self, prefix: str) -> List[str]:
+        """Retrieve all keys in the store with a given prefix.
+
+        Parameters
+        ----------
+        prefix : str
+
+        Returns
+        -------
+        list[str]
+        """
+
+        def _list_prefix(root: Path, prefix: str) -> List[str]:
+            files = [p for p in (root / prefix).rglob("*") if p.is_file()]
+            return files
+
+        return await to_thread(_list_prefix, self.root, prefix)
+
+    async def list_dir(self, prefix: str) -> List[str]:
+        """
+        Retrieve all keys and prefixes with a given prefix and which do not contain the character
+        “/” after the given prefix.
+
+        Parameters
+        ----------
+        prefix : str
+
+        Returns
+        -------
+        list[str]
+        """
+
+        def _list_dir(root: Path, prefix: str) -> List[str]:
+
+            base = root / prefix
+            to_strip = str(base) + "/"
+            try:
+                return [str(key).replace(to_strip, "") for key in base.iterdir()]
+            except (FileNotFoundError, NotADirectoryError):
+                return []
+
+        return await to_thread(_list_dir, self.root, prefix)
diff --git a/src/zarr/v3/store/memory.py b/src/zarr/v3/store/memory.py
new file mode 100644
index 0000000000..1370375851
--- /dev/null
+++ b/src/zarr/v3/store/memory.py
@@ -0,0 +1,86 @@
+from __future__ import annotations
+
+from typing import Optional, MutableMapping, List, Tuple
+
+from zarr.v3.common import BytesLike
+from zarr.v3.abc.store import Store
+
+
+# TODO: this store could easily be extended to wrap any MutuableMapping store from v2
+# When that is done, the `MemoryStore` will just be a store that wraps a dict.
+class MemoryStore(Store):
+    supports_writes: bool = True
+    supports_partial_writes: bool = True
+    supports_listing: bool = True
+
+    _store_dict: MutableMapping[str, bytes]
+
+    def __init__(self, store_dict: Optional[MutableMapping[str, bytes]] = None):
+        self._store_dict = store_dict or {}
+
+    def __str__(self) -> str:
+        return f"memory://{id(self._store_dict)}"
+
+    def __repr__(self) -> str:
+        return f"MemoryStore({repr(str(self))})"
+
+    async def get(
+        self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
+    ) -> Optional[BytesLike]:
+        assert isinstance(key, str)
+        try:
+            value = self._store_dict[key]
+            if byte_range is not None:
+                value = value[byte_range[0] : byte_range[1]]
+            return value
+        except KeyError:
+            return None
+
+    async def get_partial_values(
+        self, key_ranges: List[Tuple[str, Tuple[int, int]]]
+    ) -> List[bytes]:
+        raise NotImplementedError
+
+    async def exists(self, key: str) -> bool:
+        return key in self._store_dict
+
+    async def set(
+        self, key: str, value: BytesLike, byte_range: Optional[Tuple[int, int]] = None
+    ) -> None:
+        assert isinstance(key, str)
+        if not isinstance(value, (bytes, bytearray, memoryview)):
+            raise TypeError(f"expected BytesLike, got {type(value)}")
+
+        if byte_range is not None:
+            buf = bytearray(self._store_dict[key])
+            buf[byte_range[0] : byte_range[1]] = value
+            self._store_dict[key] = buf
+        else:
+            self._store_dict[key] = value
+
+    async def delete(self, key: str) -> None:
+        try:
+            del self._store_dict[key]
+        except KeyError:
+            pass  # Q(JH): why not raise?
+
+    async def set_partial_values(self, key_start_values: List[Tuple[str, int, bytes]]) -> None:
+        raise NotImplementedError
+
+    async def list(self) -> List[str]:
+        return list(self._store_dict.keys())
+
+    async def list_prefix(self, prefix: str) -> List[str]:
+        return [key for key in self._store_dict if key.startswith(prefix)]
+
+    async def list_dir(self, prefix: str) -> List[str]:
+        if prefix == "":
+            return list({key.split("/", maxsplit=1)[0] for key in self._store_dict})
+        else:
+            return list(
+                {
+                    key.strip(prefix + "/").split("/")[0]
+                    for key in self._store_dict
+                    if (key.startswith(prefix + "/") and key != prefix)
+                }
+            )
diff --git a/src/zarr/v3/store/remote.py b/src/zarr/v3/store/remote.py
new file mode 100644
index 0000000000..0e6fc84e08
--- /dev/null
+++ b/src/zarr/v3/store/remote.py
@@ -0,0 +1,95 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Any, Dict, Optional, Tuple, Union
+
+from zarr.v3.abc.store import Store
+from zarr.v3.store.core import _dereference_path
+from zarr.v3.common import BytesLike
+
+
+if TYPE_CHECKING:
+    from upath import UPath
+    from fsspec.asyn import AsyncFileSystem
+
+
+class RemoteStore(Store):
+    supports_writes: bool = True
+    supports_partial_writes: bool = False
+    supports_listing: bool = True
+
+    root: UPath
+
+    def __init__(self, url: Union[UPath, str], **storage_options: Dict[str, Any]):
+        from upath import UPath
+        import fsspec
+
+        if isinstance(url, str):
+            self.root = UPath(url, **storage_options)
+        else:
+            assert len(storage_options) == 0, (
+                "If constructed with a UPath object, no additional "
+                + "storage_options are allowed."
+            )
+            self.root = url.rstrip("/")
+        # test instantiate file system
+        fs, _ = fsspec.core.url_to_fs(str(self.root), asynchronous=True, **self.root._kwargs)
+        assert fs.__class__.async_impl, "FileSystem needs to support async operations."
+
+    def __str__(self) -> str:
+        return str(self.root)
+
+    def __repr__(self) -> str:
+        return f"RemoteStore({repr(str(self))})"
+
+    def _make_fs(self) -> Tuple[AsyncFileSystem, str]:
+        import fsspec
+
+        storage_options = self.root._kwargs.copy()
+        storage_options.pop("_url", None)
+        fs, root = fsspec.core.url_to_fs(str(self.root), asynchronous=True, **self.root._kwargs)
+        assert fs.__class__.async_impl, "FileSystem needs to support async operations."
+        return fs, root
+
+    async def get(
+        self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
+    ) -> Optional[BytesLike]:
+        assert isinstance(key, str)
+        fs, root = self._make_fs()
+        path = _dereference_path(root, key)
+
+        try:
+            value = await (
+                fs._cat_file(path, start=byte_range[0], end=byte_range[1])
+                if byte_range
+                else fs._cat_file(path)
+            )
+        except (FileNotFoundError, IsADirectoryError, NotADirectoryError):
+            return None
+
+        return value
+
+    async def set(
+        self, key: str, value: BytesLike, byte_range: Optional[Tuple[int, int]] = None
+    ) -> None:
+        assert isinstance(key, str)
+        fs, root = self._make_fs()
+        path = _dereference_path(root, key)
+
+        # write data
+        if byte_range:
+            with fs._open(path, "r+b") as f:
+                f.seek(byte_range[0])
+                f.write(value)
+        else:
+            await fs._pipe_file(path, value)
+
+    async def delete(self, key: str) -> None:
+        fs, root = self._make_fs()
+        path = _dereference_path(root, key)
+        if await fs._exists(path):
+            await fs._rm(path)
+
+    async def exists(self, key: str) -> bool:
+        fs, root = self._make_fs()
+        path = _dereference_path(root, key)
+        return await fs._exists(path)
diff --git a/src/zarr/v3/sync.py b/src/zarr/v3/sync.py
index ef3a6e08c0..e88c8e93f2 100644
--- a/src/zarr/v3/sync.py
+++ b/src/zarr/v3/sync.py
@@ -4,6 +4,9 @@
 import threading
 from typing import Any, Coroutine, List, Optional
 
+from zarr.v3.config import SyncConfiguration
+
+
 # From https://github.com/fsspec/filesystem_spec/blob/master/fsspec/asyn.py
 
 iothread: List[Optional[threading.Thread]] = [None]  # dedicated IO thread
@@ -85,3 +88,20 @@ def _get_loop():
                 th.start()
                 iothread[0] = th
     return loop[0]
+
+
+class SyncMixin:
+
+    _sync_configuration: SyncConfiguration
+
+    def _sync(self, coroutine: Coroutine):  # TODO: type this
+        # TODO: refactor this to to take *args and **kwargs and pass those to the method
+        # this should allow us to better type the sync wrapper
+        return sync(coroutine, loop=self._sync_configuration.asyncio_loop)
+
+    def _sync_iter(self, func: Coroutine, *args, **kwargs) -> List[Any]:  # TODO: type this
+        async def iter_to_list() -> List[Any]:
+            # TODO: replace with generators so we don't materialize the entire iterator at once
+            return [item async for item in func(*args, **kwargs)]
+
+        return self._sync(iter_to_list)
diff --git a/tests/test_codecs_v3.py b/tests/test_codecs_v3.py
index 93acdb2ba1..2b18969874 100644
--- a/tests/test_codecs_v3.py
+++ b/tests/test_codecs_v3.py
@@ -13,7 +13,8 @@
 from zarr.v3.indexing import morton_order_iter
 from zarr.v3.metadata import CodecMetadata, ShardingCodecIndexLocation, runtime_configuration
 
-from zarr.v3.store import MemoryStore, Store
+from zarr.v3.abc.store import Store
+from zarr.v3.store import MemoryStore, StorePath
 
 
 @frozen
@@ -38,7 +39,7 @@ async def set(self, value: np.ndarray):
 
 @pytest.fixture
 def store() -> Iterator[Store]:
-    yield MemoryStore()
+    yield StorePath(MemoryStore())
 
 
 @pytest.fixture
@@ -283,7 +284,7 @@ async def test_order(
             fill_value=1,
         )
         z[:, :] = data
-        assert await store.get_async("order/0.0") == z._store["0.0"]
+        assert await (store / "order/0.0").get() == z._store["0.0"]
 
 
 @pytest.mark.parametrize("input_order", ["F", "C"])
@@ -395,7 +396,7 @@ async def test_transpose(
             fill_value=1,
         )
         z[:, :] = data
-        assert await store.get_async("transpose/0.0") == await store.get_async("transpose_zarr/0.0")
+        assert await (store / "transpose/0.0").get() == await (store / "transpose_zarr/0.0").get()
 
 
 def test_transpose_invalid(
@@ -606,7 +607,7 @@ async def test_delete_empty_chunks(store: Store):
     await _AsyncArrayProxy(a)[:16, :16].set(np.zeros((16, 16)))
     await _AsyncArrayProxy(a)[:16, :16].set(data)
     assert np.array_equal(await _AsyncArrayProxy(a)[:16, :16].get(), data)
-    assert await store.get_async("delete_empty_chunks/c0/0") is None
+    assert await (store / "delete_empty_chunks/c0/0").get() is None
 
 
 @pytest.mark.asyncio
@@ -630,8 +631,8 @@ async def test_delete_empty_sharded_chunks(store: Store):
     data = np.ones((16, 16), dtype="uint16")
     data[:8, :8] = 0
     assert np.array_equal(data, await _AsyncArrayProxy(a)[:, :].get())
-    assert await store.get_async("delete_empty_sharded_chunks/c/1/0") is None
-    chunk_bytes = await store.get_async("delete_empty_sharded_chunks/c/0/0")
+    assert await (store / "delete_empty_sharded_chunks/c/1/0").get() is None
+    chunk_bytes = await (store / "delete_empty_sharded_chunks/c/0/0").get()
     assert chunk_bytes is not None and len(chunk_bytes) == 16 * 2 + 8 * 8 * 2 + 4
 
 
@@ -661,10 +662,10 @@ async def test_zarr_compat(store: Store):
     assert np.array_equal(data, await _AsyncArrayProxy(a)[:16, :18].get())
     assert np.array_equal(data, z2[:16, :18])
 
-    assert z2._store["0.0"] == await store.get_async("zarr_compat3/0.0")
-    assert z2._store["0.1"] == await store.get_async("zarr_compat3/0.1")
-    assert z2._store["1.0"] == await store.get_async("zarr_compat3/1.0")
-    assert z2._store["1.1"] == await store.get_async("zarr_compat3/1.1")
+    assert z2._store["0.0"] == await (store / "zarr_compat3/0.0").get()
+    assert z2._store["0.1"] == await (store / "zarr_compat3/0.1").get()
+    assert z2._store["1.0"] == await (store / "zarr_compat3/1.0").get()
+    assert z2._store["1.1"] == await (store / "zarr_compat3/1.1").get()
 
 
 @pytest.mark.asyncio
@@ -695,10 +696,10 @@ async def test_zarr_compat_F(store: Store):
     assert np.array_equal(data, await _AsyncArrayProxy(a)[:16, :18].get())
     assert np.array_equal(data, z2[:16, :18])
 
-    assert z2._store["0.0"] == await store.get_async("zarr_compatF3/0.0")
-    assert z2._store["0.1"] == await store.get_async("zarr_compatF3/0.1")
-    assert z2._store["1.0"] == await store.get_async("zarr_compatF3/1.0")
-    assert z2._store["1.1"] == await store.get_async("zarr_compatF3/1.1")
+    assert z2._store["0.0"] == await (store / "zarr_compatF3/0.0").get()
+    assert z2._store["0.1"] == await (store / "zarr_compatF3/0.1").get()
+    assert z2._store["1.0"] == await (store / "zarr_compatF3/1.0").get()
+    assert z2._store["1.1"] == await (store / "zarr_compatF3/1.1").get()
 
 
 @pytest.mark.asyncio
@@ -728,7 +729,7 @@ async def test_dimension_names(store: Store):
     )
 
     assert (await AsyncArray.open(store / "dimension_names2")).metadata.dimension_names is None
-    zarr_json_bytes = await (store / "dimension_names2" / "zarr.json").get_async()
+    zarr_json_bytes = await (store / "dimension_names2" / "zarr.json").get()
     assert zarr_json_bytes is not None
     assert "dimension_names" not in json.loads(zarr_json_bytes)
 
@@ -794,7 +795,7 @@ async def test_endian(store: Store, endian: Literal["big", "little"]):
         fill_value=1,
     )
     z[:, :] = data
-    assert await store.get_async("endian/0.0") == z._store["0.0"]
+    assert await (store / "endian/0.0").get() == z._store["0.0"]
 
 
 @pytest.mark.parametrize("dtype_input_endian", [">u2", "<u2"])
@@ -830,7 +831,7 @@ async def test_endian_write(
         fill_value=1,
     )
     z[:, :] = data
-    assert await store.get_async("endian/0.0") == z._store["0.0"]
+    assert await (store / "endian/0.0").get() == z._store["0.0"]
 
 
 def test_invalid_metadata(store: Store):
@@ -932,17 +933,17 @@ async def test_resize(store: Store):
     )
 
     await _AsyncArrayProxy(a)[:16, :18].set(data)
-    assert await store.get_async("resize/0.0") is not None
-    assert await store.get_async("resize/0.1") is not None
-    assert await store.get_async("resize/1.0") is not None
-    assert await store.get_async("resize/1.1") is not None
+    assert await (store / "resize/0.0").get() is not None
+    assert await (store / "resize/0.1").get() is not None
+    assert await (store / "resize/1.0").get() is not None
+    assert await (store / "resize/1.1").get() is not None
 
     a = await a.resize((10, 12))
     assert a.metadata.shape == (10, 12)
-    assert await store.get_async("resize/0.0") is not None
-    assert await store.get_async("resize/0.1") is not None
-    assert await store.get_async("resize/1.0") is None
-    assert await store.get_async("resize/1.1") is None
+    assert await (store / "resize/0.0").get() is not None
+    assert await (store / "resize/0.1").get() is not None
+    assert await (store / "resize/1.0").get() is None
+    assert await (store / "resize/1.1").get() is None
 
 
 def test_exists_ok(store: Store):
diff --git a/tests/test_group_v3.py b/tests/test_group_v3.py
new file mode 100644
index 0000000000..4e7179376b
--- /dev/null
+++ b/tests/test_group_v3.py
@@ -0,0 +1,56 @@
+import pytest
+import numpy as np
+
+from zarr.v3.group import AsyncGroup, Group, GroupMetadata
+from zarr.v3.store import LocalStore, StorePath
+from zarr.v3.config import RuntimeConfiguration
+
+
+@pytest.fixture
+def store_path(tmpdir):
+    store = LocalStore(str(tmpdir))
+    p = StorePath(store)
+    return p
+
+
+def test_group(store_path) -> None:
+
+    agroup = AsyncGroup(
+        metadata=GroupMetadata(),
+        store_path=store_path,
+        runtime_configuration=RuntimeConfiguration(),
+    )
+    group = Group(agroup)
+
+    assert agroup.metadata is group.metadata
+
+    # create two groups
+    foo = group.create_group("foo")
+    bar = foo.create_group("bar", attributes={"baz": "qux"})
+
+    # create an array from the "bar" group
+    data = np.arange(0, 4 * 4, dtype="uint16").reshape((4, 4))
+    arr = bar.create_array(
+        "baz", shape=data.shape, dtype=data.dtype, chunk_shape=(2, 2), exists_ok=True
+    )
+    arr[:] = data
+
+    # check the array
+    assert arr == bar["baz"]
+    assert arr.shape == data.shape
+    assert arr.dtype == data.dtype
+
+    # TODO: update this once the array api settles down
+    # assert arr.chunk_shape == (2, 2)
+
+    bar2 = foo["bar"]
+    assert dict(bar2.attrs) == {"baz": "qux"}
+
+    # update a group's attributes
+    bar2.attrs.update({"name": "bar"})
+    # bar.attrs was modified in-place
+    assert dict(bar2.attrs) == {"baz": "qux", "name": "bar"}
+
+    # and the attrs were modified in the store
+    bar3 = foo["bar"]
+    assert dict(bar3.attrs) == {"baz": "qux", "name": "bar"}
diff --git a/tests/test_storage.py b/tests/test_storage.py
index 5c1d437ecb..b06c6a209a 100644
--- a/tests/test_storage.py
+++ b/tests/test_storage.py
@@ -1,87 +1,96 @@
-import array
+# import array
 import atexit
-import json
-import os
-import pathlib
-import sys
+
+# import json
+# import os
+# import pathlib
+# import sys
 import pickle
-import shutil
+
+# import shutil
 import tempfile
-from contextlib import contextmanager
-from pickle import PicklingError
-from zipfile import ZipFile
 
-import numpy as np
+# from contextlib import contextmanager
+# from pickle import PicklingError
+# from zipfile import ZipFile
+
+# import numpy as np
 import pytest
-from numpy.testing import assert_array_almost_equal, assert_array_equal
-
-from numcodecs.compat import ensure_bytes
-
-import zarr
-from zarr._storage.store import _get_hierarchy_metadata
-from zarr.codecs import BZ2, AsType, Blosc, Zlib
-from zarr.context import Context
-from zarr.convenience import consolidate_metadata
-from zarr.errors import ContainsArrayError, ContainsGroupError, MetadataError
-from zarr.hierarchy import group
-from zarr.meta import ZARR_FORMAT, decode_array_metadata
-from zarr.n5 import N5Store, N5FSStore, N5_FORMAT, n5_attrs_key
+
+# from numpy.testing import assert_array_almost_equal, assert_array_equal
+
+# from numcodecs.compat import ensure_bytes
+
+# import zarr
+# from zarr._storage.store import _get_hierarchy_metadata
+# from zarr.codecs import BZ2, AsType, Blosc, Zlib
+# from zarr.context import Context
+# from zarr.convenience import consolidate_metadata
+# from zarr.errors import ContainsArrayError, ContainsGroupError, MetadataError
+# from zarr.hierarchy import group
+# from zarr.meta import ZARR_FORMAT, decode_array_metadata
+
+# from zarr.n5 import N5Store, N5FSStore, N5_FORMAT, n5_attrs_key
 from zarr.storage import (
-    ABSStore,
-    ConsolidatedMetadataStore,
-    DBMStore,
-    DictStore,
-    DirectoryStore,
-    KVStore,
-    LMDBStore,
-    LRUStoreCache,
-    MemoryStore,
-    MongoDBStore,
-    NestedDirectoryStore,
-    RedisStore,
-    SQLiteStore,
-    Store,
-    TempStore,
-    ZipStore,
-    array_meta_key,
-    atexit_rmglob,
+    #     ABSStore,
+    #     ConsolidatedMetadataStore,
+    #     DBMStore,
+    #     DictStore,
+    #     DirectoryStore,
+    #     KVStore,
+    #     LMDBStore,
+    #     LRUStoreCache,
+    #     MemoryStore,
+    #     MongoDBStore,
+    #     NestedDirectoryStore,
+    #     RedisStore,
+    #     SQLiteStore,
+    #     Store,
+    #     TempStore,
+    #     ZipStore,
+    #     array_meta_key,
+    #     atexit_rmglob,
     atexit_rmtree,
-    attrs_key,
-    data_root,
-    default_compressor,
-    getsize,
-    group_meta_key,
-    init_array,
-    init_group,
-    migrate_1to2,
-    meta_root,
-    normalize_store_arg,
+    #     attrs_key,
+    #     data_root,
+    #     default_compressor,
+    #     getsize,
+    #     group_meta_key,
+    #     init_array,
+    #     init_group,
+    #     migrate_1to2,
+    #     meta_root,
+    #     normalize_store_arg,
 )
-from zarr.storage import FSStore, rename, listdir
-from zarr._storage.v3 import KVStoreV3
-from .util import CountingDict, have_fsspec, skip_test_env_var, abs_container, mktemp
-from zarr.util import ConstantMap, json_dumps
 
+# from zarr.storage import FSStore, rename, listdir
+# from zarr._storage.v3 import KVStoreV3
+# from zarr.tests.util import CountingDict, have_fsspec, skip_test_env_var, abs_container, mktemp
+# from zarr.util import ConstantMap, json_dumps
 
-@contextmanager
-def does_not_raise():
-    yield
+from zarr.v3.abc.store import Store
+from zarr.v3.store import MemoryStore as KVStore, LocalStore
 
 
-@pytest.fixture(
-    params=[
-        (None, "."),
-        (".", "."),
-        ("/", "/"),
-    ]
-)
-def dimension_separator_fixture(request):
-    return request.param
+# @contextmanager
+# def does_not_raise():
+#     yield
+
 
+# @pytest.fixture(
+#     params=[
+#         (None, "."),
+#         (".", "."),
+#         ("/", "/"),
+#     ]
+# )
+# def dimension_separator_fixture(request):
+#     return request.param
 
-def skip_if_nested_chunks(**kwargs):
-    if kwargs.get("dimension_separator") == "/":
-        pytest.skip("nested chunks are unsupported")
+
+# def skip_if_nested_chunks(**kwargs):
+#     if kwargs.get("dimension_separator") == "/":
+#         pytest.skip("nested chunks are unsupported")
 
 
 def test_kvstore_repr():
@@ -92,2536 +101,2536 @@ def test_ensure_store():
     class InvalidStore:
         pass
 
-    with pytest.raises(ValueError):
-        Store._ensure_store(InvalidStore())
+    assert not isinstance(InvalidStore(), Store)
+
+    # with pytest.raises(ValueError):
+    #     Store._ensure_store(InvalidStore())
 
-    # cannot initialize with a store from a different Zarr version
-    with pytest.raises(ValueError):
-        Store._ensure_store(KVStoreV3(dict()))
+    # # cannot initialize with a store from a different Zarr version
+    # with pytest.raises(ValueError):
+    #     Store._ensure_store(KVStoreV3(dict()))
 
-    # cannot initialize without a store
-    with pytest.raises(ValueError):
-        Store._ensure_store(None)
+    # # cannot initialize without a store
+    # with pytest.raises(ValueError):
+    #     Store._ensure_store(None)
 
 
 def test_capabilities():
     s = KVStore(dict())
-    assert s.is_readable()
-    assert s.is_listable()
-    assert s.is_erasable()
-    assert s.is_writeable()
+    # assert s.is_readable()  # Q(JH): do we like these flags more?
+    # assert s.is_listable()
+    # assert s.is_erasable()
+    # assert s.is_writeable()
 
+    assert s.supports_writes
+    assert s.supports_partial_writes
+    assert s.supports_listing
 
-def test_getsize_non_implemented():
-    assert getsize(object()) == -1
 
+# def test_getsize_non_implemented():
+#     assert getsize(object()) == -1
 
-def test_kvstore_eq():
-    assert KVStore(dict()) != dict()
 
+# def test_kvstore_eq():
+#     assert KVStore(dict()) != dict()
 
-def test_coverage_rename():
-    store = dict()
-    store["a"] = 1
-    rename(store, "a", "b")
 
+# def test_coverage_rename():
+#     store = dict()
+#     store["a"] = 1
+#     rename(store, "a", "b")
 
-def test_deprecated_listdir_nosotre():
-    store = dict()
-    with pytest.warns(UserWarning, match="has no `listdir`"):
-        listdir(store)
+
+# def test_deprecated_listdir_nosotre():
+#     store = dict()
+#     with pytest.warns(UserWarning, match="has no `listdir`"):
+#         listdir(store)
 
 
 class StoreTests:
     """Abstract store tests."""
 
-    version = 2
+    # version = 2
     root = ""
 
     def create_store(self, **kwargs):  # pragma: no cover
         # implement in sub-class
         raise NotImplementedError
 
-    def test_context_manager(self):
-        with self.create_store():
-            pass
+    # def test_context_manager(self):
+    #     with self.create_store():
+    #         pass
 
-    def test_get_set_del_contains(self):
+    @pytest.mark.asyncio
+    async def test_get_set_del_contains(self):
         store = self.create_store()
 
-        # test __contains__, __getitem__, __setitem__
+        # test exists, get, set
         key = self.root + "foo"
-        assert key not in store
-        with pytest.raises(KeyError):
-            # noinspection PyStatementEffect
-            store[key]
-        store[key] = b"bar"
-        assert key in store
-        assert b"bar" == ensure_bytes(store[key])
-
-        # test __delitem__ (optional)
+        assert not await store.exists(key)
+        assert await store.get(key) is None
+        await store.set(key, b"bar")
+        assert await store.exists(key)
+        assert b"bar" == await store.get(key)
+
+        # test delete (optional)
         try:
-            del store[key]
+            await store.delete(key)
         except NotImplementedError:
             pass
         else:
-            assert key not in store
-            with pytest.raises(KeyError):
-                # noinspection PyStatementEffect
-                store[key]
-            with pytest.raises(KeyError):
-                # noinspection PyStatementEffect
-                del store[key]
-
-        store.close()
-
-    def test_set_invalid_content(self):
-        store = self.create_store()
-
-        with pytest.raises(TypeError):
-            store[self.root + "baz"] = list(range(5))
-
-        store.close()
-
-    def test_clear(self):
-        store = self.create_store()
-        store[self.root + "foo"] = b"bar"
-        store[self.root + "baz"] = b"qux"
-        assert len(store) == 2
-        store.clear()
-        assert len(store) == 0
-        assert self.root + "foo" not in store
-        assert self.root + "baz" not in store
+            assert not await store.exists(key)
+            assert await store.get(key) is None
 
-        store.close()
+            assert await store.delete(key) is None
 
-    def test_pop(self):
-        store = self.create_store()
-        store[self.root + "foo"] = b"bar"
-        store[self.root + "baz"] = b"qux"
-        assert len(store) == 2
-        v = store.pop(self.root + "foo")
-        assert ensure_bytes(v) == b"bar"
-        assert len(store) == 1
-        v = store.pop(self.root + "baz")
-        assert ensure_bytes(v) == b"qux"
-        assert len(store) == 0
-        with pytest.raises(KeyError):
-            store.pop(self.root + "xxx")
-        v = store.pop(self.root + "xxx", b"default")
-        assert v == b"default"
-        v = store.pop(self.root + "xxx", b"")
-        assert v == b""
-        v = store.pop(self.root + "xxx", None)
-        assert v is None
-
-        store.close()
-
-    def test_popitem(self):
-        store = self.create_store()
-        store[self.root + "foo"] = b"bar"
-        k, v = store.popitem()
-        assert k == self.root + "foo"
-        assert ensure_bytes(v) == b"bar"
-        assert len(store) == 0
-        with pytest.raises(KeyError):
-            store.popitem()
-
-        store.close()
+        # store.close()
 
-    def test_writeable_values(self):
+    @pytest.mark.asyncio
+    async def test_set_invalid_content(self):
         store = self.create_store()
 
-        # __setitem__ should accept any value that implements buffer interface
-        store[self.root + "foo1"] = b"bar"
-        store[self.root + "foo2"] = bytearray(b"bar")
-        store[self.root + "foo3"] = array.array("B", b"bar")
-        store[self.root + "foo4"] = np.frombuffer(b"bar", dtype="u1")
-
-        store.close()
-
-    def test_update(self):
-        store = self.create_store()
-        assert self.root + "foo" not in store
-        assert self.root + "baz" not in store
-
-        if self.version == 2:
-            store.update(foo=b"bar", baz=b"quux")
-        else:
-            kv = {self.root + "foo": b"bar", self.root + "baz": b"quux"}
-            store.update(kv)
-
-        assert b"bar" == ensure_bytes(store[self.root + "foo"])
-        assert b"quux" == ensure_bytes(store[self.root + "baz"])
-
-        store.close()
-
-    def test_iterators(self):
+        with pytest.raises(TypeError):
+            await store.set(self.root + "baz", list(range(5)))
+
+    #         store.close()
+
+    #     def test_clear(self):
+    #         store = self.create_store()
+    #         store[self.root + "foo"] = b"bar"
+    #         store[self.root + "baz"] = b"qux"
+    #         assert len(store) == 2
+    #         store.clear()
+    #         assert len(store) == 0
+    #         assert self.root + "foo" not in store
+    #         assert self.root + "baz" not in store
+
+    #         store.close()
+
+    #     def test_pop(self):
+    #         store = self.create_store()
+    #         store[self.root + "foo"] = b"bar"
+    #         store[self.root + "baz"] = b"qux"
+    #         assert len(store) == 2
+    #         v = store.pop(self.root + "foo")
+    #         assert ensure_bytes(v) == b"bar"
+    #         assert len(store) == 1
+    #         v = store.pop(self.root + "baz")
+    #         assert ensure_bytes(v) == b"qux"
+    #         assert len(store) == 0
+    #         with pytest.raises(KeyError):
+    #             store.pop(self.root + "xxx")
+    #         v = store.pop(self.root + "xxx", b"default")
+    #         assert v == b"default"
+    #         v = store.pop(self.root + "xxx", b"")
+    #         assert v == b""
+    #         v = store.pop(self.root + "xxx", None)
+    #         assert v is None
+
+    #         store.close()
+
+    #     def test_popitem(self):
+    #         store = self.create_store()
+    #         store[self.root + "foo"] = b"bar"
+    #         k, v = store.popitem()
+    #         assert k == self.root + "foo"
+    #         assert ensure_bytes(v) == b"bar"
+    #         assert len(store) == 0
+    #         with pytest.raises(KeyError):
+    #             store.popitem()
+
+    #         store.close()
+
+    @pytest.mark.asyncio
+    async def test_writeable_values(self):
         store = self.create_store()
 
-        # test iterator methods on empty store
-        assert 0 == len(store)
-        assert set() == set(store)
-        assert set() == set(store.keys())
-        assert set() == set(store.values())
-        assert set() == set(store.items())
-
-        # setup some values
-        store[self.root + "a"] = b"aaa"
-        store[self.root + "b"] = b"bbb"
-        store[self.root + "c/d"] = b"ddd"
-        store[self.root + "c/e/f"] = b"fff"
-
-        # test iterators on store with data
-        assert 4 == len(store)
-        expected = set(self.root + k for k in ["a", "b", "c/d", "c/e/f"])
-        assert expected == set(store)
-        assert expected == set(store.keys())
-        assert {b"aaa", b"bbb", b"ddd", b"fff"} == set(map(ensure_bytes, store.values()))
-        assert {
-            (self.root + "a", b"aaa"),
-            (self.root + "b", b"bbb"),
-            (self.root + "c/d", b"ddd"),
-            (self.root + "c/e/f", b"fff"),
-        } == set(map(lambda kv: (kv[0], ensure_bytes(kv[1])), store.items()))
-
-        store.close()
-
-    def test_pickle(self):
+        # set should accept any value that implements buffer interface
+        await store.set(self.root + "foo1", b"bar")
+        await store.set(self.root + "foo2", bytearray(b"bar"))
+        # TODO(v3): revisit passing numpy arrays directly to the store
+        # await store.set(self.root + "foo3", array.array("B", b"bar"))
+        # await store.set(self.root + "foo4", np.frombuffer(b"bar", dtype="u1"))
+
+    #         store.close()
+
+    #     def test_update(self):
+    #         store = self.create_store()
+    #         assert self.root + "foo" not in store
+    #         assert self.root + "baz" not in store
+
+    #         if self.version == 2:
+    #             store.update(foo=b"bar", baz=b"quux")
+    #         else:
+    #             kv = {self.root + "foo": b"bar", self.root + "baz": b"quux"}
+    #             store.update(kv)
+
+    #         assert b"bar" == ensure_bytes(store[self.root + "foo"])
+    #         assert b"quux" == ensure_bytes(store[self.root + "baz"])
+
+    #         store.close()
+
+    #     def test_iterators(self):
+    #         store = self.create_store()
+
+    #         # test iterator methods on empty store
+    #         assert 0 == len(store)
+    #         assert set() == set(store)
+    #         assert set() == set(store.keys())
+    #         assert set() == set(store.values())
+    #         assert set() == set(store.items())
+
+    #         # setup some values
+    #         store[self.root + "a"] = b"aaa"
+    #         store[self.root + "b"] = b"bbb"
+    #         store[self.root + "c/d"] = b"ddd"
+    #         store[self.root + "c/e/f"] = b"fff"
+
+    #         # test iterators on store with data
+    #         assert 4 == len(store)
+    #         expected = set(self.root + k for k in ["a", "b", "c/d", "c/e/f"])
+    #         assert expected == set(store)
+    #         assert expected == set(store.keys())
+    #         assert {b"aaa", b"bbb", b"ddd", b"fff"} == set(map(ensure_bytes, store.values()))
+    #         assert {
+    #             (self.root + "a", b"aaa"),
+    #             (self.root + "b", b"bbb"),
+    #             (self.root + "c/d", b"ddd"),
+    #             (self.root + "c/e/f", b"fff"),
+    #         } == set(map(lambda kv: (kv[0], ensure_bytes(kv[1])), store.items()))
+
+    #         store.close()
+
+    @pytest.mark.asyncio
+    async def test_pickle(self):
 
         # setup store
         store = self.create_store()
-        store[self.root + "foo"] = b"bar"
-        store[self.root + "baz"] = b"quux"
-        n = len(store)
-        keys = sorted(store.keys())
+        await store.set(self.root + "foo", b"bar")
+        await store.set(self.root + "baz", b"quux")
+        # n = len(store)
+        keys = sorted(await store.list())
 
         # round-trip through pickle
         dump = pickle.dumps(store)
-        # some stores cannot be opened twice at the same time, need to close
-        # store before can round-trip through pickle
-        store.close()
+        #         # some stores cannot be opened twice at the same time, need to close
+        #         # store before can round-trip through pickle
+        #         store.close()
         # check can still pickle after close
         assert dump == pickle.dumps(store)
         store2 = pickle.loads(dump)
 
         # verify
-        assert n == len(store2)
-        assert keys == sorted(store2.keys())
-        assert b"bar" == ensure_bytes(store2[self.root + "foo"])
-        assert b"quux" == ensure_bytes(store2[self.root + "baz"])
-
-        store2.close()
-
-    def test_getsize(self):
-        store = self.create_store()
-        if isinstance(store, dict) or hasattr(store, "getsize"):
-            assert 0 == getsize(store)
-            store["foo"] = b"x"
-            assert 1 == getsize(store)
-            assert 1 == getsize(store, "foo")
-            store["bar"] = b"yy"
-            assert 3 == getsize(store)
-            assert 2 == getsize(store, "bar")
-            store["baz"] = bytearray(b"zzz")
-            assert 6 == getsize(store)
-            assert 3 == getsize(store, "baz")
-            store["quux"] = array.array("B", b"zzzz")
-            assert 10 == getsize(store)
-            assert 4 == getsize(store, "quux")
-            store["spong"] = np.frombuffer(b"zzzzz", dtype="u1")
-            assert 15 == getsize(store)
-            assert 5 == getsize(store, "spong")
-
-        store.close()
-
-    # noinspection PyStatementEffect
-    def test_hierarchy(self):
+        # assert n == len(store2)
+        assert keys == sorted(await store2.list())
+        assert await store2.get(self.root + "foo") == b"bar"
+        assert await store2.get(self.root + "baz") == b"quux"
+
+    #         store2.close()
+
+    #     def test_getsize(self):
+    #         store = self.create_store()
+    #         if isinstance(store, dict) or hasattr(store, "getsize"):
+    #             assert 0 == getsize(store)
+    #             store["foo"] = b"x"
+    #             assert 1 == getsize(store)
+    #             assert 1 == getsize(store, "foo")
+    #             store["bar"] = b"yy"
+    #             assert 3 == getsize(store)
+    #             assert 2 == getsize(store, "bar")
+    #             store["baz"] = bytearray(b"zzz")
+    #             assert 6 == getsize(store)
+    #             assert 3 == getsize(store, "baz")
+    #             store["quux"] = array.array("B", b"zzzz")
+    #             assert 10 == getsize(store)
+    #             assert 4 == getsize(store, "quux")
+    #             store["spong"] = np.frombuffer(b"zzzzz", dtype="u1")
+    #             assert 15 == getsize(store)
+    #             assert 5 == getsize(store, "spong")
+
+    #         store.close()
+
+    #     # noinspection PyStatementEffect
+    @pytest.mark.asyncio
+    async def test_hierarchy(self):
         # setup
         store = self.create_store()
-        store[self.root + "a"] = b"aaa"
-        store[self.root + "b"] = b"bbb"
-        store[self.root + "c/d"] = b"ddd"
-        store[self.root + "c/e/f"] = b"fff"
-        store[self.root + "c/e/g"] = b"ggg"
+        await store.set(self.root + "a", b"aaa")
+        await store.set(self.root + "b", b"bbb")
+        await store.set(self.root + "c/d", b"ddd")
+        await store.set(self.root + "c/e/f", b"fff")
+        await store.set(self.root + "c/e/g", b"ggg")
 
         # check keys
-        assert self.root + "a" in store
-        assert self.root + "b" in store
-        assert self.root + "c/d" in store
-        assert self.root + "c/e/f" in store
-        assert self.root + "c/e/g" in store
-        assert self.root + "c" not in store
-        assert self.root + "c/" not in store
-        assert self.root + "c/e" not in store
-        assert self.root + "c/e/" not in store
-        assert self.root + "c/d/x" not in store
-
-        # check __getitem__
-        with pytest.raises(KeyError):
-            store[self.root + "c"]
-        with pytest.raises(KeyError):
-            store[self.root + "c/e"]
-        with pytest.raises(KeyError):
-            store[self.root + "c/d/x"]
-
-        # test getsize (optional)
-        if hasattr(store, "getsize"):
-            # TODO: proper behavior of getsize?
-            #       v3 returns size of all nested arrays, not just the
-            #       size of the arrays in the current folder.
-            if self.version == 2:
-                assert 6 == store.getsize()
-            else:
-                assert 15 == store.getsize()
-            assert 3 == store.getsize("a")
-            assert 3 == store.getsize("b")
-            if self.version == 2:
-                assert 3 == store.getsize("c")
-            else:
-                assert 9 == store.getsize("c")
-            assert 3 == store.getsize("c/d")
-            assert 6 == store.getsize("c/e")
-            assert 3 == store.getsize("c/e/f")
-            assert 3 == store.getsize("c/e/g")
-            # non-existent paths
-            assert 0 == store.getsize("x")
-            assert 0 == store.getsize("a/x")
-            assert 0 == store.getsize("c/x")
-            assert 0 == store.getsize("c/x/y")
-            assert 0 == store.getsize("c/d/y")
-            assert 0 == store.getsize("c/d/y/z")
-
-            # access item via full path
-            assert 3 == store.getsize(self.root + "a")
-
-        # test listdir (optional)
-        if hasattr(store, "listdir"):
-            assert {"a", "b", "c"} == set(store.listdir(self.root))
-            assert {"d", "e"} == set(store.listdir(self.root + "c"))
-            assert {"f", "g"} == set(store.listdir(self.root + "c/e"))
+        assert await store.exists(self.root + "a")
+        assert await store.exists(self.root + "b")
+        assert await store.exists(self.root + "c/d")
+        assert await store.exists(self.root + "c/e/f")
+        assert await store.exists(self.root + "c/e/g")
+        assert not await store.exists(self.root + "c")
+        assert not await store.exists(self.root + "c/")
+        assert not await store.exists(self.root + "c/e")
+        assert not await store.exists(self.root + "c/e/")
+        assert not await store.exists(self.root + "c/d/x")
+
+        # check get
+        # with pytest.raises(KeyError):
+        #     store[self.root + "c"]
+        assert await store.get(self.root + "c") is None
+
+        # with pytest.raises(KeyError):
+        #     store[self.root + "c/e"]
+        assert await store.get(self.root + "c/e") is None
+        # with pytest.raises(KeyError):
+        #     store[self.root + "c/d/x"]
+        assert await store.get(self.root + "c/d/x") is None
+
+        #         # test getsize (optional)
+        #         if hasattr(store, "getsize"):
+        #             # TODO: proper behavior of getsize?
+        #             #       v3 returns size of all nested arrays, not just the
+        #             #       size of the arrays in the current folder.
+        #             if self.version == 2:
+        #                 assert 6 == store.getsize()
+        #             else:
+        #                 assert 15 == store.getsize()
+        #             assert 3 == store.getsize("a")
+        #             assert 3 == store.getsize("b")
+        #             if self.version == 2:
+        #                 assert 3 == store.getsize("c")
+        #             else:
+        #                 assert 9 == store.getsize("c")
+        #             assert 3 == store.getsize("c/d")
+        #             assert 6 == store.getsize("c/e")
+        #             assert 3 == store.getsize("c/e/f")
+        #             assert 3 == store.getsize("c/e/g")
+        #             # non-existent paths
+        #             assert 0 == store.getsize("x")
+        #             assert 0 == store.getsize("a/x")
+        #             assert 0 == store.getsize("c/x")
+        #             assert 0 == store.getsize("c/x/y")
+        #             assert 0 == store.getsize("c/d/y")
+        #             assert 0 == store.getsize("c/d/y/z")
+
+        #             # access item via full path
+        #             assert 3 == store.getsize(self.root + "a")
+
+        # test list_dir (optional)
+        if store.supports_listing:
+            assert set(await store.list_dir(self.root)) == {"a", "b", "c"}
+            assert set(await store.list_dir(self.root + "c")) == {"d", "e"}
+            assert set(await store.list_dir(self.root + "c/e")) == {"f", "g"}
             # no exception raised if path does not exist or is leaf
-            assert [] == store.listdir(self.root + "x")
-            assert [] == store.listdir(self.root + "a/x")
-            assert [] == store.listdir(self.root + "c/x")
-            assert [] == store.listdir(self.root + "c/x/y")
-            assert [] == store.listdir(self.root + "c/d/y")
-            assert [] == store.listdir(self.root + "c/d/y/z")
-            assert [] == store.listdir(self.root + "c/e/f")
-
-        # test rename (optional)
-        if store.is_erasable():
-            store.rename("c/e", "c/e2")
-            assert self.root + "c/d" in store
-            assert self.root + "c/e" not in store
-            assert self.root + "c/e/f" not in store
-            assert self.root + "c/e/g" not in store
-            assert self.root + "c/e2" not in store
-            assert self.root + "c/e2/f" in store
-            assert self.root + "c/e2/g" in store
-            store.rename("c/e2", "c/e")
-            assert self.root + "c/d" in store
-            assert self.root + "c/e2" not in store
-            assert self.root + "c/e2/f" not in store
-            assert self.root + "c/e2/g" not in store
-            assert self.root + "c/e" not in store
-            assert self.root + "c/e/f" in store
-            assert self.root + "c/e/g" in store
-            store.rename("c", "c1/c2/c3")
-            assert self.root + "a" in store
-            assert self.root + "c" not in store
-            assert self.root + "c/d" not in store
-            assert self.root + "c/e" not in store
-            assert self.root + "c/e/f" not in store
-            assert self.root + "c/e/g" not in store
-            assert self.root + "c1" not in store
-            assert self.root + "c1/c2" not in store
-            assert self.root + "c1/c2/c3" not in store
-            assert self.root + "c1/c2/c3/d" in store
-            assert self.root + "c1/c2/c3/e" not in store
-            assert self.root + "c1/c2/c3/e/f" in store
-            assert self.root + "c1/c2/c3/e/g" in store
-            store.rename("c1/c2/c3", "c")
-            assert self.root + "c" not in store
-            assert self.root + "c/d" in store
-            assert self.root + "c/e" not in store
-            assert self.root + "c/e/f" in store
-            assert self.root + "c/e/g" in store
-            assert self.root + "c1" not in store
-            assert self.root + "c1/c2" not in store
-            assert self.root + "c1/c2/c3" not in store
-            assert self.root + "c1/c2/c3/d" not in store
-            assert self.root + "c1/c2/c3/e" not in store
-            assert self.root + "c1/c2/c3/e/f" not in store
-            assert self.root + "c1/c2/c3/e/g" not in store
-
-            # test rmdir (optional)
-            store.rmdir("c/e")
-            assert self.root + "c/d" in store
-            assert self.root + "c/e/f" not in store
-            assert self.root + "c/e/g" not in store
-            store.rmdir("c")
-            assert self.root + "c/d" not in store
-            store.rmdir()
-            assert self.root + "a" not in store
-            assert self.root + "b" not in store
-            store[self.root + "a"] = b"aaa"
-            store[self.root + "c/d"] = b"ddd"
-            store[self.root + "c/e/f"] = b"fff"
-            # no exceptions raised if path does not exist or is leaf
-            store.rmdir("x")
-            store.rmdir("a/x")
-            store.rmdir("c/x")
-            store.rmdir("c/x/y")
-            store.rmdir("c/d/y")
-            store.rmdir("c/d/y/z")
-            store.rmdir("c/e/f")
-            assert self.root + "a" in store
-            assert self.root + "c/d" in store
-            assert self.root + "c/e/f" in store
-
-        store.close()
-
-    def test_init_array(self, dimension_separator_fixture):
-
-        pass_dim_sep, want_dim_sep = dimension_separator_fixture
-
-        store = self.create_store(dimension_separator=pass_dim_sep)
-        init_array(store, shape=1000, chunks=100)
-
-        # check metadata
-        assert array_meta_key in store
-        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-        assert (1000,) == meta["shape"]
-        assert (100,) == meta["chunks"]
-        assert np.dtype(None) == meta["dtype"]
-        assert default_compressor.get_config() == meta["compressor"]
-        assert meta["fill_value"] is None
-        # Missing MUST be assumed to be "."
-        assert meta.get("dimension_separator", ".") is want_dim_sep
-
-        store.close()
-
-    def test_init_array_overwrite(self):
-        self._test_init_array_overwrite("F")
-
-    def test_init_array_overwrite_path(self):
-        self._test_init_array_overwrite_path("F")
-
-    def test_init_array_overwrite_chunk_store(self):
-        self._test_init_array_overwrite_chunk_store("F")
-
-    def test_init_group_overwrite(self):
-        self._test_init_group_overwrite("F")
-
-    def test_init_group_overwrite_path(self):
-        self._test_init_group_overwrite_path("F")
-
-    def test_init_group_overwrite_chunk_store(self):
-        self._test_init_group_overwrite_chunk_store("F")
-
-    def _test_init_array_overwrite(self, order):
-        # setup
-        store = self.create_store()
-        if self.version == 2:
-            path = None
-            mkey = array_meta_key
-            meta = dict(
-                shape=(2000,),
-                chunks=(200,),
-                dtype=np.dtype("u1"),
-                compressor=Zlib(1).get_config(),
-                fill_value=0,
-                order=order,
-                filters=None,
-            )
-        else:
-            path = "arr1"  # no default, have to specify for v3
-            mkey = meta_root + path + ".array.json"
-            meta = dict(
-                shape=(2000,),
-                chunk_grid=dict(type="regular", chunk_shape=(200,), separator=("/")),
-                data_type=np.dtype("u1"),
-                compressor=Zlib(1),
-                fill_value=0,
-                chunk_memory_layout=order,
-                filters=None,
-            )
-        store[mkey] = store._metadata_class.encode_array_metadata(meta)
-
-        # don't overwrite (default)
-        with pytest.raises(ContainsArrayError):
-            init_array(store, shape=1000, chunks=100, path=path)
-
-        # do overwrite
-        try:
-            init_array(store, shape=1000, chunks=100, dtype="i4", overwrite=True, path=path)
-        except NotImplementedError:
-            pass
-        else:
-            assert mkey in store
-            meta = store._metadata_class.decode_array_metadata(store[mkey])
-            if self.version == 2:
-                assert ZARR_FORMAT == meta["zarr_format"]
-                assert (100,) == meta["chunks"]
-                assert np.dtype("i4") == meta["dtype"]
-            else:
-                assert (100,) == meta["chunk_grid"]["chunk_shape"]
-                assert np.dtype("i4") == meta["data_type"]
-            assert (1000,) == meta["shape"]
-
-        store.close()
-
-    def test_init_array_path(self):
-        path = "foo/bar"
-        store = self.create_store()
-        init_array(store, shape=1000, chunks=100, path=path)
-
-        # check metadata
-        if self.version == 2:
-            mkey = path + "/" + array_meta_key
-        else:
-            mkey = meta_root + path + ".array.json"
-        assert mkey in store
-        meta = store._metadata_class.decode_array_metadata(store[mkey])
-        if self.version == 2:
-            assert ZARR_FORMAT == meta["zarr_format"]
-            assert (100,) == meta["chunks"]
-            assert np.dtype(None) == meta["dtype"]
-            assert default_compressor.get_config() == meta["compressor"]
-        else:
-            assert (100,) == meta["chunk_grid"]["chunk_shape"]
-            assert np.dtype(None) == meta["data_type"]
-            assert default_compressor == meta["compressor"]
-        assert (1000,) == meta["shape"]
-        assert meta["fill_value"] is None
-
-        store.close()
-
-    def _test_init_array_overwrite_path(self, order):
-        # setup
-        path = "foo/bar"
-        store = self.create_store()
-        if self.version == 2:
-            mkey = path + "/" + array_meta_key
-            meta = dict(
-                shape=(2000,),
-                chunks=(200,),
-                dtype=np.dtype("u1"),
-                compressor=Zlib(1).get_config(),
-                fill_value=0,
-                order=order,
-                filters=None,
-            )
-        else:
-            mkey = meta_root + path + ".array.json"
-            meta = dict(
-                shape=(2000,),
-                chunk_grid=dict(type="regular", chunk_shape=(200,), separator=("/")),
-                data_type=np.dtype("u1"),
-                compressor=Zlib(1),
-                fill_value=0,
-                chunk_memory_layout=order,
-                filters=None,
-            )
-        store[mkey] = store._metadata_class.encode_array_metadata(meta)
-
-        # don't overwrite
-        with pytest.raises(ContainsArrayError):
-            init_array(store, shape=1000, chunks=100, path=path)
-
-        # do overwrite
-        try:
-            init_array(store, shape=1000, chunks=100, dtype="i4", path=path, overwrite=True)
-        except NotImplementedError:
-            pass
-        else:
-            if self.version == 2:
-                assert group_meta_key in store
-                assert array_meta_key not in store
-            assert mkey in store
-            # should have been overwritten
-            meta = store._metadata_class.decode_array_metadata(store[mkey])
-            if self.version == 2:
-                assert ZARR_FORMAT == meta["zarr_format"]
-                assert (100,) == meta["chunks"]
-                assert np.dtype("i4") == meta["dtype"]
-            else:
-                assert (100,) == meta["chunk_grid"]["chunk_shape"]
-                assert np.dtype("i4") == meta["data_type"]
-            assert (1000,) == meta["shape"]
-
-        store.close()
-
-    def test_init_array_overwrite_group(self):
-        # setup
-        path = "foo/bar"
-        store = self.create_store()
-        if self.version == 2:
-            array_key = path + "/" + array_meta_key
-            group_key = path + "/" + group_meta_key
-        else:
-            array_key = meta_root + path + ".array.json"
-            group_key = meta_root + path + ".group.json"
-        store[group_key] = store._metadata_class.encode_group_metadata()
-
-        # don't overwrite
-        with pytest.raises(ContainsGroupError):
-            init_array(store, shape=1000, chunks=100, path=path)
-
-        # do overwrite
-        try:
-            init_array(store, shape=1000, chunks=100, dtype="i4", path=path, overwrite=True)
-        except NotImplementedError:
-            pass
-        else:
-            assert group_key not in store
-            assert array_key in store
-            meta = store._metadata_class.decode_array_metadata(store[array_key])
-            if self.version == 2:
-                assert ZARR_FORMAT == meta["zarr_format"]
-                assert (100,) == meta["chunks"]
-                assert np.dtype("i4") == meta["dtype"]
-            else:
-                assert (100,) == meta["chunk_grid"]["chunk_shape"]
-                assert np.dtype("i4") == meta["data_type"]
-            assert (1000,) == meta["shape"]
-
-        store.close()
-
-    def _test_init_array_overwrite_chunk_store(self, order):
-        # setup
-        store = self.create_store()
-        chunk_store = self.create_store()
-
-        if self.version == 2:
-            path = None
-            data_path = ""
-            mkey = array_meta_key
-            meta = dict(
-                shape=(2000,),
-                chunks=(200,),
-                dtype=np.dtype("u1"),
-                compressor=None,
-                fill_value=0,
-                filters=None,
-                order=order,
-            )
-        else:
-            path = "arr1"
-            data_path = data_root + "arr1/"
-            mkey = meta_root + path + ".array.json"
-            meta = dict(
-                shape=(2000,),
-                chunk_grid=dict(type="regular", chunk_shape=(200,), separator=("/")),
-                data_type=np.dtype("u1"),
-                compressor=None,
-                fill_value=0,
-                filters=None,
-                chunk_memory_layout=order,
-            )
-
-        store[mkey] = store._metadata_class.encode_array_metadata(meta)
-
-        chunk_store[data_path + "0"] = b"aaa"
-        chunk_store[data_path + "1"] = b"bbb"
-
-        # don't overwrite (default)
-        with pytest.raises(ContainsArrayError):
-            init_array(store, path=path, shape=1000, chunks=100, chunk_store=chunk_store)
-
-        # do overwrite
-        try:
-            init_array(
-                store,
-                path=path,
-                shape=1000,
-                chunks=100,
-                dtype="i4",
-                overwrite=True,
-                chunk_store=chunk_store,
-            )
-        except NotImplementedError:
-            pass
-        else:
-            assert mkey in store
-            meta = store._metadata_class.decode_array_metadata(store[mkey])
-            if self.version == 2:
-                assert ZARR_FORMAT == meta["zarr_format"]
-                assert (100,) == meta["chunks"]
-                assert np.dtype("i4") == meta["dtype"]
-            else:
-                assert (100,) == meta["chunk_grid"]["chunk_shape"]
-                assert np.dtype("i4") == meta["data_type"]
-            assert (1000,) == meta["shape"]
-            assert data_path + "0" not in chunk_store
-            assert data_path + "1" not in chunk_store
-
-        store.close()
-        chunk_store.close()
-
-    def test_init_array_compat(self):
-        store = self.create_store()
-        if self.version == 2:
-            path = None
-            mkey = array_meta_key
-        else:
-            path = "arr1"
-            mkey = meta_root + path + ".array.json"
-        init_array(store, path=path, shape=1000, chunks=100, compressor="none")
-        meta = store._metadata_class.decode_array_metadata(store[mkey])
-        if self.version == 2:
-            assert meta["compressor"] is None
-        else:
-            assert "compressor" not in meta
-        store.close()
-
-    def test_init_group(self):
-        store = self.create_store()
-        if self.version == 2:
-            path = None
-            mkey = group_meta_key
-        else:
-            path = "foo"
-            mkey = meta_root + path + ".group.json"
-        init_group(store, path=path)
-
-        # check metadata
-        assert mkey in store
-        meta = store._metadata_class.decode_group_metadata(store[mkey])
-        if self.version == 2:
-            assert ZARR_FORMAT == meta["zarr_format"]
-        else:
-            assert meta == {"attributes": {}}
-
-        store.close()
-
-    def _test_init_group_overwrite(self, order):
-        if self.version == 3:
-            pytest.skip("In v3 array and group names cannot overlap")
-        # setup
-        store = self.create_store()
-        store[array_meta_key] = store._metadata_class.encode_array_metadata(
-            dict(
-                shape=(2000,),
-                chunks=(200,),
-                dtype=np.dtype("u1"),
-                compressor=None,
-                fill_value=0,
-                order=order,
-                filters=None,
-            )
-        )
-
-        # don't overwrite array (default)
-        with pytest.raises(ContainsArrayError):
-            init_group(store)
-
-        # do overwrite
-        try:
-            init_group(store, overwrite=True)
-        except NotImplementedError:
-            pass
-        else:
-            assert array_meta_key not in store
-            assert group_meta_key in store
-            meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-            assert ZARR_FORMAT == meta["zarr_format"]
-
-        # don't overwrite group
-        with pytest.raises(ValueError):
-            init_group(store)
-
-        store.close()
-
-    def _test_init_group_overwrite_path(self, order):
-        # setup
-        path = "foo/bar"
-        store = self.create_store()
-        if self.version == 2:
-            meta = dict(
-                shape=(2000,),
-                chunks=(200,),
-                dtype=np.dtype("u1"),
-                compressor=None,
-                fill_value=0,
-                order=order,
-                filters=None,
-            )
-            array_key = path + "/" + array_meta_key
-            group_key = path + "/" + group_meta_key
-        else:
-            meta = dict(
-                shape=(2000,),
-                chunk_grid=dict(type="regular", chunk_shape=(200,), separator=("/")),
-                data_type=np.dtype("u1"),
-                compressor=None,
-                fill_value=0,
-                filters=None,
-                chunk_memory_layout=order,
-            )
-            array_key = meta_root + path + ".array.json"
-            group_key = meta_root + path + ".group.json"
-        store[array_key] = store._metadata_class.encode_array_metadata(meta)
-
-        # don't overwrite
-        with pytest.raises(ValueError):
-            init_group(store, path=path)
-
-        # do overwrite
-        try:
-            init_group(store, overwrite=True, path=path)
-        except NotImplementedError:
-            pass
-        else:
-            if self.version == 2:
-                assert array_meta_key not in store
-                assert group_meta_key in store
-            assert array_key not in store
-            assert group_key in store
-            # should have been overwritten
-            meta = store._metadata_class.decode_group_metadata(store[group_key])
-            if self.version == 2:
-                assert ZARR_FORMAT == meta["zarr_format"]
-            else:
-                assert meta == {"attributes": {}}
-
-        store.close()
-
-    def _test_init_group_overwrite_chunk_store(self, order):
-        if self.version == 3:
-            pytest.skip("In v3 array and group names cannot overlap")
-        # setup
-        store = self.create_store()
-        chunk_store = self.create_store()
-        store[array_meta_key] = store._metadata_class.encode_array_metadata(
-            dict(
-                shape=(2000,),
-                chunks=(200,),
-                dtype=np.dtype("u1"),
-                compressor=None,
-                fill_value=0,
-                filters=None,
-                order=order,
-            )
-        )
-        chunk_store["foo"] = b"bar"
-        chunk_store["baz"] = b"quux"
-
-        # don't overwrite array (default)
-        with pytest.raises(ValueError):
-            init_group(store, chunk_store=chunk_store)
-
-        # do overwrite
-        try:
-            init_group(store, overwrite=True, chunk_store=chunk_store)
-        except NotImplementedError:
-            pass
-        else:
-            assert array_meta_key not in store
-            assert group_meta_key in store
-            meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-            assert ZARR_FORMAT == meta["zarr_format"]
-            assert "foo" not in chunk_store
-            assert "baz" not in chunk_store
-
-        # don't overwrite group
-        with pytest.raises(ValueError):
-            init_group(store)
-
-        store.close()
-        chunk_store.close()
+            assert await store.list_dir(self.root + "x") == []
+            assert await store.list_dir(self.root + "a/x") == []
+            assert await store.list_dir(self.root + "c/x") == []
+            assert await store.list_dir(self.root + "c/x/y") == []
+            assert await store.list_dir(self.root + "c/d/y") == []
+            assert await store.list_dir(self.root + "c/d/y/z") == []
+            assert await store.list_dir(self.root + "c/e/f") == []
+
+
+#         # test rename (optional)
+#         if store.is_erasable():
+#             store.rename("c/e", "c/e2")
+#             assert self.root + "c/d" in store
+#             assert self.root + "c/e" not in store
+#             assert self.root + "c/e/f" not in store
+#             assert self.root + "c/e/g" not in store
+#             assert self.root + "c/e2" not in store
+#             assert self.root + "c/e2/f" in store
+#             assert self.root + "c/e2/g" in store
+#             store.rename("c/e2", "c/e")
+#             assert self.root + "c/d" in store
+#             assert self.root + "c/e2" not in store
+#             assert self.root + "c/e2/f" not in store
+#             assert self.root + "c/e2/g" not in store
+#             assert self.root + "c/e" not in store
+#             assert self.root + "c/e/f" in store
+#             assert self.root + "c/e/g" in store
+#             store.rename("c", "c1/c2/c3")
+#             assert self.root + "a" in store
+#             assert self.root + "c" not in store
+#             assert self.root + "c/d" not in store
+#             assert self.root + "c/e" not in store
+#             assert self.root + "c/e/f" not in store
+#             assert self.root + "c/e/g" not in store
+#             assert self.root + "c1" not in store
+#             assert self.root + "c1/c2" not in store
+#             assert self.root + "c1/c2/c3" not in store
+#             assert self.root + "c1/c2/c3/d" in store
+#             assert self.root + "c1/c2/c3/e" not in store
+#             assert self.root + "c1/c2/c3/e/f" in store
+#             assert self.root + "c1/c2/c3/e/g" in store
+#             store.rename("c1/c2/c3", "c")
+#             assert self.root + "c" not in store
+#             assert self.root + "c/d" in store
+#             assert self.root + "c/e" not in store
+#             assert self.root + "c/e/f" in store
+#             assert self.root + "c/e/g" in store
+#             assert self.root + "c1" not in store
+#             assert self.root + "c1/c2" not in store
+#             assert self.root + "c1/c2/c3" not in store
+#             assert self.root + "c1/c2/c3/d" not in store
+#             assert self.root + "c1/c2/c3/e" not in store
+#             assert self.root + "c1/c2/c3/e/f" not in store
+#             assert self.root + "c1/c2/c3/e/g" not in store
+
+#             # test rmdir (optional)
+#             store.rmdir("c/e")
+#             assert self.root + "c/d" in store
+#             assert self.root + "c/e/f" not in store
+#             assert self.root + "c/e/g" not in store
+#             store.rmdir("c")
+#             assert self.root + "c/d" not in store
+#             store.rmdir()
+#             assert self.root + "a" not in store
+#             assert self.root + "b" not in store
+#             store[self.root + "a"] = b"aaa"
+#             store[self.root + "c/d"] = b"ddd"
+#             store[self.root + "c/e/f"] = b"fff"
+#             # no exceptions raised if path does not exist or is leaf
+#             store.rmdir("x")
+#             store.rmdir("a/x")
+#             store.rmdir("c/x")
+#             store.rmdir("c/x/y")
+#             store.rmdir("c/d/y")
+#             store.rmdir("c/d/y/z")
+#             store.rmdir("c/e/f")
+#             assert self.root + "a" in store
+#             assert self.root + "c/d" in store
+#             assert self.root + "c/e/f" in store
+
+#         store.close()
+
+#     def test_init_array(self, dimension_separator_fixture):
+
+#         pass_dim_sep, want_dim_sep = dimension_separator_fixture
+
+#         store = self.create_store(dimension_separator=pass_dim_sep)
+#         init_array(store, shape=1000, chunks=100)
+
+#         # check metadata
+#         assert array_meta_key in store
+#         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
+#         assert ZARR_FORMAT == meta["zarr_format"]
+#         assert (1000,) == meta["shape"]
+#         assert (100,) == meta["chunks"]
+#         assert np.dtype(None) == meta["dtype"]
+#         assert default_compressor.get_config() == meta["compressor"]
+#         assert meta["fill_value"] is None
+#         # Missing MUST be assumed to be "."
+#         assert meta.get("dimension_separator", ".") is want_dim_sep
+
+#         store.close()
+
+#     def test_init_array_overwrite(self):
+#         self._test_init_array_overwrite("F")
+
+#     def test_init_array_overwrite_path(self):
+#         self._test_init_array_overwrite_path("F")
+
+#     def test_init_array_overwrite_chunk_store(self):
+#         self._test_init_array_overwrite_chunk_store("F")
+
+#     def test_init_group_overwrite(self):
+#         self._test_init_group_overwrite("F")
+
+#     def test_init_group_overwrite_path(self):
+#         self._test_init_group_overwrite_path("F")
+
+#     def test_init_group_overwrite_chunk_store(self):
+#         self._test_init_group_overwrite_chunk_store("F")
+
+#     def _test_init_array_overwrite(self, order):
+#         # setup
+#         store = self.create_store()
+#         if self.version == 2:
+#             path = None
+#             mkey = array_meta_key
+#             meta = dict(
+#                 shape=(2000,),
+#                 chunks=(200,),
+#                 dtype=np.dtype("u1"),
+#                 compressor=Zlib(1).get_config(),
+#                 fill_value=0,
+#                 order=order,
+#                 filters=None,
+#             )
+#         else:
+#             path = "arr1"  # no default, have to specify for v3
+#             mkey = meta_root + path + ".array.json"
+#             meta = dict(
+#                 shape=(2000,),
+#                 chunk_grid=dict(type="regular", chunk_shape=(200,), separator=("/")),
+#                 data_type=np.dtype("u1"),
+#                 compressor=Zlib(1),
+#                 fill_value=0,
+#                 chunk_memory_layout=order,
+#                 filters=None,
+#             )
+#         store[mkey] = store._metadata_class.encode_array_metadata(meta)
+
+#         # don't overwrite (default)
+#         with pytest.raises(ContainsArrayError):
+#             init_array(store, shape=1000, chunks=100, path=path)
+
+#         # do overwrite
+#         try:
+#             init_array(store, shape=1000, chunks=100, dtype="i4", overwrite=True, path=path)
+#         except NotImplementedError:
+#             pass
+#         else:
+#             assert mkey in store
+#             meta = store._metadata_class.decode_array_metadata(store[mkey])
+#             if self.version == 2:
+#                 assert ZARR_FORMAT == meta["zarr_format"]
+#                 assert (100,) == meta["chunks"]
+#                 assert np.dtype("i4") == meta["dtype"]
+#             else:
+#                 assert (100,) == meta["chunk_grid"]["chunk_shape"]
+#                 assert np.dtype("i4") == meta["data_type"]
+#             assert (1000,) == meta["shape"]
+
+#         store.close()
+
+#     def test_init_array_path(self):
+#         path = "foo/bar"
+#         store = self.create_store()
+#         init_array(store, shape=1000, chunks=100, path=path)
+
+#         # check metadata
+#         if self.version == 2:
+#             mkey = path + "/" + array_meta_key
+#         else:
+#             mkey = meta_root + path + ".array.json"
+#         assert mkey in store
+#         meta = store._metadata_class.decode_array_metadata(store[mkey])
+#         if self.version == 2:
+#             assert ZARR_FORMAT == meta["zarr_format"]
+#             assert (100,) == meta["chunks"]
+#             assert np.dtype(None) == meta["dtype"]
+#             assert default_compressor.get_config() == meta["compressor"]
+#         else:
+#             assert (100,) == meta["chunk_grid"]["chunk_shape"]
+#             assert np.dtype(None) == meta["data_type"]
+#             assert default_compressor == meta["compressor"]
+#         assert (1000,) == meta["shape"]
+#         assert meta["fill_value"] is None
+
+#         store.close()
+
+#     def _test_init_array_overwrite_path(self, order):
+#         # setup
+#         path = "foo/bar"
+#         store = self.create_store()
+#         if self.version == 2:
+#             mkey = path + "/" + array_meta_key
+#             meta = dict(
+#                 shape=(2000,),
+#                 chunks=(200,),
+#                 dtype=np.dtype("u1"),
+#                 compressor=Zlib(1).get_config(),
+#                 fill_value=0,
+#                 order=order,
+#                 filters=None,
+#             )
+#         else:
+#             mkey = meta_root + path + ".array.json"
+#             meta = dict(
+#                 shape=(2000,),
+#                 chunk_grid=dict(type="regular", chunk_shape=(200,), separator=("/")),
+#                 data_type=np.dtype("u1"),
+#                 compressor=Zlib(1),
+#                 fill_value=0,
+#                 chunk_memory_layout=order,
+#                 filters=None,
+#             )
+#         store[mkey] = store._metadata_class.encode_array_metadata(meta)
+
+#         # don't overwrite
+#         with pytest.raises(ContainsArrayError):
+#             init_array(store, shape=1000, chunks=100, path=path)
+
+#         # do overwrite
+#         try:
+#             init_array(store, shape=1000, chunks=100, dtype="i4", path=path, overwrite=True)
+#         except NotImplementedError:
+#             pass
+#         else:
+#             if self.version == 2:
+#                 assert group_meta_key in store
+#                 assert array_meta_key not in store
+#             assert mkey in store
+#             # should have been overwritten
+#             meta = store._metadata_class.decode_array_metadata(store[mkey])
+#             if self.version == 2:
+#                 assert ZARR_FORMAT == meta["zarr_format"]
+#                 assert (100,) == meta["chunks"]
+#                 assert np.dtype("i4") == meta["dtype"]
+#             else:
+#                 assert (100,) == meta["chunk_grid"]["chunk_shape"]
+#                 assert np.dtype("i4") == meta["data_type"]
+#             assert (1000,) == meta["shape"]
+
+#         store.close()
+
+#     def test_init_array_overwrite_group(self):
+#         # setup
+#         path = "foo/bar"
+#         store = self.create_store()
+#         if self.version == 2:
+#             array_key = path + "/" + array_meta_key
+#             group_key = path + "/" + group_meta_key
+#         else:
+#             array_key = meta_root + path + ".array.json"
+#             group_key = meta_root + path + ".group.json"
+#         store[group_key] = store._metadata_class.encode_group_metadata()
+
+#         # don't overwrite
+#         with pytest.raises(ContainsGroupError):
+#             init_array(store, shape=1000, chunks=100, path=path)
+
+#         # do overwrite
+#         try:
+#             init_array(store, shape=1000, chunks=100, dtype="i4", path=path, overwrite=True)
+#         except NotImplementedError:
+#             pass
+#         else:
+#             assert group_key not in store
+#             assert array_key in store
+#             meta = store._metadata_class.decode_array_metadata(store[array_key])
+#             if self.version == 2:
+#                 assert ZARR_FORMAT == meta["zarr_format"]
+#                 assert (100,) == meta["chunks"]
+#                 assert np.dtype("i4") == meta["dtype"]
+#             else:
+#                 assert (100,) == meta["chunk_grid"]["chunk_shape"]
+#                 assert np.dtype("i4") == meta["data_type"]
+#             assert (1000,) == meta["shape"]
+
+#         store.close()
+
+#     def _test_init_array_overwrite_chunk_store(self, order):
+#         # setup
+#         store = self.create_store()
+#         chunk_store = self.create_store()
+
+#         if self.version == 2:
+#             path = None
+#             data_path = ""
+#             mkey = array_meta_key
+#             meta = dict(
+#                 shape=(2000,),
+#                 chunks=(200,),
+#                 dtype=np.dtype("u1"),
+#                 compressor=None,
+#                 fill_value=0,
+#                 filters=None,
+#                 order=order,
+#             )
+#         else:
+#             path = "arr1"
+#             data_path = data_root + "arr1/"
+#             mkey = meta_root + path + ".array.json"
+#             meta = dict(
+#                 shape=(2000,),
+#                 chunk_grid=dict(type="regular", chunk_shape=(200,), separator=("/")),
+#                 data_type=np.dtype("u1"),
+#                 compressor=None,
+#                 fill_value=0,
+#                 filters=None,
+#                 chunk_memory_layout=order,
+#             )
+
+#         store[mkey] = store._metadata_class.encode_array_metadata(meta)
+
+#         chunk_store[data_path + "0"] = b"aaa"
+#         chunk_store[data_path + "1"] = b"bbb"
+
+#         # don't overwrite (default)
+#         with pytest.raises(ContainsArrayError):
+#             init_array(store, path=path, shape=1000, chunks=100, chunk_store=chunk_store)
+
+#         # do overwrite
+#         try:
+#             init_array(
+#                 store,
+#                 path=path,
+#                 shape=1000,
+#                 chunks=100,
+#                 dtype="i4",
+#                 overwrite=True,
+#                 chunk_store=chunk_store,
+#             )
+#         except NotImplementedError:
+#             pass
+#         else:
+#             assert mkey in store
+#             meta = store._metadata_class.decode_array_metadata(store[mkey])
+#             if self.version == 2:
+#                 assert ZARR_FORMAT == meta["zarr_format"]
+#                 assert (100,) == meta["chunks"]
+#                 assert np.dtype("i4") == meta["dtype"]
+#             else:
+#                 assert (100,) == meta["chunk_grid"]["chunk_shape"]
+#                 assert np.dtype("i4") == meta["data_type"]
+#             assert (1000,) == meta["shape"]
+#             assert data_path + "0" not in chunk_store
+#             assert data_path + "1" not in chunk_store
+
+#         store.close()
+#         chunk_store.close()
+
+#     def test_init_array_compat(self):
+#         store = self.create_store()
+#         if self.version == 2:
+#             path = None
+#             mkey = array_meta_key
+#         else:
+#             path = "arr1"
+#             mkey = meta_root + path + ".array.json"
+#         init_array(store, path=path, shape=1000, chunks=100, compressor="none")
+#         meta = store._metadata_class.decode_array_metadata(store[mkey])
+#         if self.version == 2:
+#             assert meta["compressor"] is None
+#         else:
+#             assert "compressor" not in meta
+#         store.close()
+
+#     def test_init_group(self):
+#         store = self.create_store()
+#         if self.version == 2:
+#             path = None
+#             mkey = group_meta_key
+#         else:
+#             path = "foo"
+#             mkey = meta_root + path + ".group.json"
+#         init_group(store, path=path)
+
+#         # check metadata
+#         assert mkey in store
+#         meta = store._metadata_class.decode_group_metadata(store[mkey])
+#         if self.version == 2:
+#             assert ZARR_FORMAT == meta["zarr_format"]
+#         else:
+#             assert meta == {"attributes": {}}
+
+#         store.close()
+
+#     def _test_init_group_overwrite(self, order):
+#         if self.version == 3:
+#             pytest.skip("In v3 array and group names cannot overlap")
+#         # setup
+#         store = self.create_store()
+#         store[array_meta_key] = store._metadata_class.encode_array_metadata(
+#             dict(
+#                 shape=(2000,),
+#                 chunks=(200,),
+#                 dtype=np.dtype("u1"),
+#                 compressor=None,
+#                 fill_value=0,
+#                 order=order,
+#                 filters=None,
+#             )
+#         )
+
+#         # don't overwrite array (default)
+#         with pytest.raises(ContainsArrayError):
+#             init_group(store)
+
+#         # do overwrite
+#         try:
+#             init_group(store, overwrite=True)
+#         except NotImplementedError:
+#             pass
+#         else:
+#             assert array_meta_key not in store
+#             assert group_meta_key in store
+#             meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
+#             assert ZARR_FORMAT == meta["zarr_format"]
+
+#         # don't overwrite group
+#         with pytest.raises(ValueError):
+#             init_group(store)
+
+#         store.close()
+
+#     def _test_init_group_overwrite_path(self, order):
+#         # setup
+#         path = "foo/bar"
+#         store = self.create_store()
+#         if self.version == 2:
+#             meta = dict(
+#                 shape=(2000,),
+#                 chunks=(200,),
+#                 dtype=np.dtype("u1"),
+#                 compressor=None,
+#                 fill_value=0,
+#                 order=order,
+#                 filters=None,
+#             )
+#             array_key = path + "/" + array_meta_key
+#             group_key = path + "/" + group_meta_key
+#         else:
+#             meta = dict(
+#                 shape=(2000,),
+#                 chunk_grid=dict(type="regular", chunk_shape=(200,), separator=("/")),
+#                 data_type=np.dtype("u1"),
+#                 compressor=None,
+#                 fill_value=0,
+#                 filters=None,
+#                 chunk_memory_layout=order,
+#             )
+#             array_key = meta_root + path + ".array.json"
+#             group_key = meta_root + path + ".group.json"
+#         store[array_key] = store._metadata_class.encode_array_metadata(meta)
+
+#         # don't overwrite
+#         with pytest.raises(ValueError):
+#             init_group(store, path=path)
+
+#         # do overwrite
+#         try:
+#             init_group(store, overwrite=True, path=path)
+#         except NotImplementedError:
+#             pass
+#         else:
+#             if self.version == 2:
+#                 assert array_meta_key not in store
+#                 assert group_meta_key in store
+#             assert array_key not in store
+#             assert group_key in store
+#             # should have been overwritten
+#             meta = store._metadata_class.decode_group_metadata(store[group_key])
+#             if self.version == 2:
+#                 assert ZARR_FORMAT == meta["zarr_format"]
+#             else:
+#                 assert meta == {"attributes": {}}
+
+#         store.close()
+
+#     def _test_init_group_overwrite_chunk_store(self, order):
+#         if self.version == 3:
+#             pytest.skip("In v3 array and group names cannot overlap")
+#         # setup
+#         store = self.create_store()
+#         chunk_store = self.create_store()
+#         store[array_meta_key] = store._metadata_class.encode_array_metadata(
+#             dict(
+#                 shape=(2000,),
+#                 chunks=(200,),
+#                 dtype=np.dtype("u1"),
+#                 compressor=None,
+#                 fill_value=0,
+#                 filters=None,
+#                 order=order,
+#             )
+#         )
+#         chunk_store["foo"] = b"bar"
+#         chunk_store["baz"] = b"quux"
+
+#         # don't overwrite array (default)
+#         with pytest.raises(ValueError):
+#             init_group(store, chunk_store=chunk_store)
+
+#         # do overwrite
+#         try:
+#             init_group(store, overwrite=True, chunk_store=chunk_store)
+#         except NotImplementedError:
+#             pass
+#         else:
+#             assert array_meta_key not in store
+#             assert group_meta_key in store
+#             meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
+#             assert ZARR_FORMAT == meta["zarr_format"]
+#             assert "foo" not in chunk_store
+#             assert "baz" not in chunk_store
+
+#         # don't overwrite group
+#         with pytest.raises(ValueError):
+#             init_group(store)
+
+#         store.close()
+#         chunk_store.close()
 
 
 class TestMappingStore(StoreTests):
     def create_store(self, **kwargs):
-        skip_if_nested_chunks(**kwargs)
+        # skip_if_nested_chunks(**kwargs)
         return KVStore(dict())
 
-    def test_set_invalid_content(self):
-        # Generic mappings support non-buffer types
-        pass
-
-
-def setdel_hierarchy_checks(store, root=""):
-    # these tests are for stores that are aware of hierarchy levels; this
-    # behaviour is not strictly required by Zarr but these tests are included
-    # to define behaviour of MemoryStore and DirectoryStore classes
-
-    # check __setitem__ and __delitem__ blocked by leaf
-
-    store[root + "a/b"] = b"aaa"
-    with pytest.raises(KeyError):
-        store[root + "a/b/c"] = b"xxx"
-    with pytest.raises(KeyError):
-        del store[root + "a/b/c"]
-
-    store[root + "d"] = b"ddd"
-    with pytest.raises(KeyError):
-        store[root + "d/e/f"] = b"xxx"
-    with pytest.raises(KeyError):
-        del store[root + "d/e/f"]
-
-    # test __setitem__ overwrite level
-    store[root + "x/y/z"] = b"xxx"
-    store[root + "x/y"] = b"yyy"
-    assert b"yyy" == ensure_bytes(store[root + "x/y"])
-    assert root + "x/y/z" not in store
-    store[root + "x"] = b"zzz"
-    assert b"zzz" == ensure_bytes(store[root + "x"])
-    assert root + "x/y" not in store
-
-    # test __delitem__ overwrite level
-    store[root + "r/s/t"] = b"xxx"
-    del store[root + "r/s"]
-    assert root + "r/s/t" not in store
-    store[root + "r/s"] = b"xxx"
-    del store[root + "r"]
-    assert root + "r/s" not in store
-
-
-class TestMemoryStore(StoreTests):
-    def create_store(self, **kwargs):
-        skip_if_nested_chunks(**kwargs)
-        return MemoryStore(**kwargs)
-
-    def test_store_contains_bytes(self):
-        store = self.create_store()
-        store[self.root + "foo"] = np.array([97, 98, 99, 100, 101], dtype=np.uint8)
-        assert store[self.root + "foo"] == b"abcde"
-
-    def test_setdel(self):
-        store = self.create_store()
-        setdel_hierarchy_checks(store, self.root)
-
-
-class TestDictStore(StoreTests):
-    def create_store(self, **kwargs):
-        skip_if_nested_chunks(**kwargs)
-
-        with pytest.warns(DeprecationWarning):
-            return DictStore(**kwargs)
-
-    def test_deprecated(self):
-        store = self.create_store()
-        assert isinstance(store, MemoryStore)
-
-    def test_pickle(self):
-        with pytest.warns(DeprecationWarning):
-            # pickle.load() will also trigger deprecation warning
-            super().test_pickle()
-
-
-class TestDirectoryStore(StoreTests):
-    def create_store(self, normalize_keys=False, dimension_separator=".", **kwargs):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = DirectoryStore(
-            path, normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
-        )
-        return store
-
-    def test_filesystem_path(self):
-
-        # test behaviour with path that does not exist
-        path = "data/store"
-        if os.path.exists(path):
-            shutil.rmtree(path)
-        store = DirectoryStore(path)
-        # should only be created on demand
-        assert not os.path.exists(path)
-        store["foo"] = b"bar"
-        assert os.path.isdir(path)
-
-        # check correct permissions
-        # regression test for https://github.com/zarr-developers/zarr-python/issues/325
-        stat = os.stat(path)
-        mode = stat.st_mode & 0o666
-        umask = os.umask(0)
-        os.umask(umask)
-        assert mode == (0o666 & ~umask)
-
-        # test behaviour with file path
-        with tempfile.NamedTemporaryFile() as f:
-            with pytest.raises(ValueError):
-                DirectoryStore(f.name)
-
-    def test_init_pathlib(self):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        DirectoryStore(pathlib.Path(path))
-
-    def test_pickle_ext(self):
-        store = self.create_store()
-        store2 = pickle.loads(pickle.dumps(store))
-
-        # check path is preserved
-        assert store.path == store2.path
-
-        # check point to same underlying directory
-        assert self.root + "xxx" not in store
-        store2[self.root + "xxx"] = b"yyy"
-        assert b"yyy" == ensure_bytes(store[self.root + "xxx"])
-
-    def test_setdel(self):
-        store = self.create_store()
-        setdel_hierarchy_checks(store, self.root)
-
-    def test_normalize_keys(self):
-        store = self.create_store(normalize_keys=True)
-        store[self.root + "FOO"] = b"bar"
-        assert self.root + "FOO" in store
-        assert self.root + "foo" in store
-
-    def test_listing_keys_slash(self):
-        def mock_walker_slash(_path):
-            yield from [
-                # trailing slash in first key
-                ("root_with_slash/", ["d1", "g1"], [".zgroup"]),
-                ("root_with_slash/d1", [], [".zarray"]),
-                ("root_with_slash/g1", [], [".zgroup"]),
-            ]
-
-        res = set(DirectoryStore._keys_fast("root_with_slash/", walker=mock_walker_slash))
-        assert res == {".zgroup", "g1/.zgroup", "d1/.zarray"}
-
-    def test_listing_keys_no_slash(self):
-        def mock_walker_no_slash(_path):
-            yield from [
-                # no trailing slash in first key
-                ("root_with_no_slash", ["d1", "g1"], [".zgroup"]),
-                ("root_with_no_slash/d1", [], [".zarray"]),
-                ("root_with_no_slash/g1", [], [".zgroup"]),
-            ]
-
-        res = set(DirectoryStore._keys_fast("root_with_no_slash", mock_walker_no_slash))
-        assert res == {".zgroup", "g1/.zgroup", "d1/.zarray"}
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestFSStore(StoreTests):
-    def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
-
-        if path is None:
-            path = tempfile.mkdtemp()
-            atexit.register(atexit_rmtree, path)
-
-        store = FSStore(
-            path, normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
-        )
-        return store
-
-    def test_init_array(self):
-        store = self.create_store()
-        init_array(store, shape=1000, chunks=100)
-
-        # check metadata
-        assert array_meta_key in store
-        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-        assert (1000,) == meta["shape"]
-        assert (100,) == meta["chunks"]
-        assert np.dtype(None) == meta["dtype"]
-        assert meta["dimension_separator"] == "."
-
-    def test_dimension_separator(self):
-        for x in (".", "/"):
-            store = self.create_store(dimension_separator=x)
-            norm = store._normalize_key
-            assert ".zarray" == norm(".zarray")
-            assert ".zarray" == norm("/.zarray")
-            assert ".zgroup" == norm("/.zgroup")
-            assert "group/.zarray" == norm("group/.zarray")
-            assert "group/.zgroup" == norm("group/.zgroup")
-            assert "group/.zarray" == norm("/group/.zarray")
-            assert "group/.zgroup" == norm("/group/.zgroup")
-
-    def test_complex(self):
-        path1 = tempfile.mkdtemp()
-        path2 = tempfile.mkdtemp()
-        store = self.create_store(
-            path="simplecache::file://" + path1,
-            simplecache={"same_names": True, "cache_storage": path2},
-        )
-        assert not store
-        assert not os.listdir(path1)
-        assert not os.listdir(path2)
-        store[self.root + "foo"] = b"hello"
-        assert "foo" in os.listdir(str(path1) + "/" + self.root)
-        assert self.root + "foo" in store
-        assert not os.listdir(str(path2))
-        assert store[self.root + "foo"] == b"hello"
-        assert "foo" in os.listdir(str(path2))
-
-    def test_deep_ndim(self):
-        import zarr
-
-        store = self.create_store()
-        path = None if self.version == 2 else "group1"
-        foo = zarr.open_group(store=store, path=path)
-        bar = foo.create_group("bar")
-        baz = bar.create_dataset("baz", shape=(4, 4, 4), chunks=(2, 2, 2), dtype="i8")
-        baz[:] = 1
-        if self.version == 2:
-            assert set(store.listdir()) == {".zgroup", "bar"}
-        else:
-            assert set(store.listdir()) == {"data", "meta", "zarr.json"}
-            assert set(store.listdir("meta/root/" + path)) == {"bar", "bar.group.json"}
-            assert set(store.listdir("data/root/" + path)) == {"bar"}
-        assert foo["bar"]["baz"][(0, 0, 0)] == 1
-
-    def test_not_fsspec(self):
-        import zarr
-
-        path = tempfile.mkdtemp()
-        with pytest.raises(ValueError, match="storage_options"):
-            zarr.open_array(path, mode="w", storage_options={"some": "kwargs"})
-        with pytest.raises(ValueError, match="storage_options"):
-            zarr.open_group(path, mode="w", storage_options={"some": "kwargs"})
-        zarr.open_array("file://" + path, mode="w", shape=(1,), dtype="f8")
-
-    def test_create(self):
-        import zarr
-
-        path1 = tempfile.mkdtemp()
-        path2 = tempfile.mkdtemp()
-        g = zarr.open_group("file://" + path1, mode="w", storage_options={"auto_mkdir": True})
-        a = g.create_dataset("data", shape=(8,))
-        a[:4] = [0, 1, 2, 3]
-        assert "data" in os.listdir(path1)
-        assert ".zgroup" in os.listdir(path1)
-
-        # consolidated metadata (GH#915)
-        consolidate_metadata("file://" + path1)
-        assert ".zmetadata" in os.listdir(path1)
-
-        g = zarr.open_group(
-            "simplecache::file://" + path1,
-            mode="r",
-            storage_options={"cache_storage": path2, "same_names": True},
-        )
-        assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
-        with pytest.raises(PermissionError):
-            g.data[:] = 1
-
-    @pytest.mark.parametrize("mode,allowed", [("r", False), ("r+", True)])
-    def test_modify_consolidated(self, mode, allowed):
-        import zarr
-
-        url = "file://" + tempfile.mkdtemp()
-
-        # create
-        root = zarr.open_group(url, mode="w")
-        root.zeros("baz", shape=(10000, 10000), chunks=(1000, 1000), dtype="i4")
-        zarr.consolidate_metadata(url)
-
-        # reopen and modify
-        root = zarr.open_consolidated(url, mode=mode)
-        if allowed:
-            root["baz"][0, 0] = 7
-
-            root = zarr.open_consolidated(url, mode="r")
-            assert root["baz"][0, 0] == 7
-        else:
-            with pytest.raises(zarr.errors.ReadOnlyError):
-                root["baz"][0, 0] = 7
-
-    @pytest.mark.parametrize("mode", ["r", "r+"])
-    def test_modify_consolidated_metadata_raises(self, mode):
-        import zarr
-
-        url = "file://" + tempfile.mkdtemp()
-
-        # create
-        root = zarr.open_group(url, mode="w")
-        root.zeros("baz", shape=(10000, 10000), chunks=(1000, 1000), dtype="i4")
-        zarr.consolidate_metadata(url)
+    # def test_set_invalid_content(self):
+    #     # Generic mappings support non-buffer types
+    #     pass
 
-        # reopen and modify
-        root = zarr.open_consolidated(url, mode=mode)
-        with pytest.raises(zarr.errors.ReadOnlyError):
-            root["baz"].resize(100, 100)
 
-    def test_read_only(self):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = self.create_store(path=path)
-        store[self.root + "foo"] = b"bar"
-
-        store = self.create_store(path=path, mode="r")
-
-        with pytest.raises(PermissionError):
-            store[self.root + "foo"] = b"hex"
-
-        with pytest.raises(PermissionError):
-            del store[self.root + "foo"]
-
-        with pytest.raises(PermissionError):
-            store.delitems([self.root + "foo"])
+# def setdel_hierarchy_checks(store, root=""):
+#     # these tests are for stores that are aware of hierarchy levels; this
+#     # behaviour is not strictly required by Zarr but these tests are included
+#     # to define behaviour of MemoryStore and DirectoryStore classes
 
-        with pytest.raises(PermissionError):
-            store.setitems({self.root + "foo": b"baz"})
+#     # check __setitem__ and __delitem__ blocked by leaf
 
-        with pytest.raises(PermissionError):
-            store.clear()
+#     store[root + "a/b"] = b"aaa"
+#     with pytest.raises(KeyError):
+#         store[root + "a/b/c"] = b"xxx"
+#     with pytest.raises(KeyError):
+#         del store[root + "a/b/c"]
 
-        with pytest.raises(PermissionError):
-            store.rmdir(self.root + "anydir")
+#     store[root + "d"] = b"ddd"
+#     with pytest.raises(KeyError):
+#         store[root + "d/e/f"] = b"xxx"
+#     with pytest.raises(KeyError):
+#         del store[root + "d/e/f"]
 
-        assert store[self.root + "foo"] == b"bar"
+#     # test __setitem__ overwrite level
+#     store[root + "x/y/z"] = b"xxx"
+#     store[root + "x/y"] = b"yyy"
+#     assert b"yyy" == ensure_bytes(store[root + "x/y"])
+#     assert root + "x/y/z" not in store
+#     store[root + "x"] = b"zzz"
+#     assert b"zzz" == ensure_bytes(store[root + "x"])
+#     assert root + "x/y" not in store
 
-    def test_eq(self):
-        store1 = self.create_store(path="anypath")
-        store2 = self.create_store(path="anypath")
-        assert store1 == store2
+#     # test __delitem__ overwrite level
+#     store[root + "r/s/t"] = b"xxx"
+#     del store[root + "r/s"]
+#     assert root + "r/s/t" not in store
+#     store[root + "r/s"] = b"xxx"
+#     del store[root + "r"]
+#     assert root + "r/s" not in store
 
-    @pytest.mark.usefixtures("s3")
-    def test_s3(self):
-        import zarr
 
-        g = zarr.open_group("s3://test/out.zarr", mode="w", storage_options=self.s3so)
-        a = g.create_dataset("data", shape=(8,))
-        a[:4] = [0, 1, 2, 3]
+# class TestMemoryStore(StoreTests):
+#     def create_store(self, **kwargs):
+#         skip_if_nested_chunks(**kwargs)
+#         return MemoryStore(**kwargs)
 
-        g = zarr.open_group("s3://test/out.zarr", mode="r", storage_options=self.s3so)
+#     def test_store_contains_bytes(self):
+#         store = self.create_store()
+#         store[self.root + "foo"] = np.array([97, 98, 99, 100, 101], dtype=np.uint8)
+#         assert store[self.root + "foo"] == b"abcde"
 
-        assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
-
-        # test via convenience
-        g = zarr.open("s3://test/out.zarr", mode="r", storage_options=self.s3so)
-        assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
-
-    @pytest.mark.usefixtures("s3")
-    def test_s3_complex(self):
-        import zarr
-
-        g = zarr.open_group("s3://test/out.zarr", mode="w", storage_options=self.s3so)
-        expected = np.empty((8, 8, 8), dtype="int64")
-        expected[:] = -1
-        a = g.create_dataset(
-            "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
-        )
-        expected[0] = 0
-        expected[3] = 3
-        expected[6, 6, 6] = 6
-        a[6, 6, 6] = 6
-        a[:4] = expected[:4]
-
-        b = g.create_dataset(
-            "data_f",
-            shape=(8,),
-            chunks=(1,),
-            dtype=[("foo", "S3"), ("bar", "i4")],
-            fill_value=(b"b", 1),
-        )
-        b[:4] = (b"aaa", 2)
-        g2 = zarr.open_group("s3://test/out.zarr", mode="r", storage_options=self.s3so)
+#     def test_setdel(self):
+#         store = self.create_store()
+#         setdel_hierarchy_checks(store, self.root)
 
-        assert (g2.data[:] == expected).all()
-        a.chunk_store.fs.invalidate_cache("test/out.zarr/data")
-        a[:] = 5
-        assert (a[:] == 5).all()
-
-        assert g2.data_f["foo"].tolist() == [b"aaa"] * 4 + [b"b"] * 4
-        with pytest.raises(PermissionError):
-            g2.data[:] = 5
-
-        with pytest.raises(PermissionError):
-            g2.store.setitems({})
-
-        with pytest.raises(PermissionError):
-            # even though overwrite=True, store is read-only, so fails
-            g2.create_dataset(
-                "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
-            )
-
-        a = g.create_dataset(
-            "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
-        )
-        assert (a[:] == -np.ones((8, 8, 8))).all()
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestFSStoreWithKeySeparator(StoreTests):
-    def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
-
-        # Since the user is passing key_separator, that will take priority.
-        skip_if_nested_chunks(**kwargs)
 
+class TestDirectoryStore(StoreTests):
+    def create_store(self, normalize_keys=False, dimension_separator=".", **kwargs):
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
-        return FSStore(path, normalize_keys=normalize_keys, key_separator=key_separator)
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestFSStoreFromFilesystem(StoreTests):
-    def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
-        import fsspec
-
-        fs = fsspec.filesystem("file")
-
-        if path is None:
-            path = tempfile.mkdtemp()
-            atexit.register(atexit_rmtree, path)
-
-        with pytest.raises(ValueError):
-            # can't specify storage_options when passing an
-            # existing fs object
-            _ = FSStore(path, fs=fs, auto_mkdir=True)
-
-        store = FSStore(
+        store = LocalStore(
             path,
-            normalize_keys=normalize_keys,
-            dimension_separator=dimension_separator,
-            fs=fs,
-            **kwargs,
+            auto_mkdir=True,
+            # normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
         )
-
-        return store
-
-
-@pytest.fixture()
-def s3(request):
-    # writable local S3 system
-    import shlex
-    import subprocess
-    import time
-
-    if "BOTO_CONFIG" not in os.environ:  # pragma: no cover
-        os.environ["BOTO_CONFIG"] = "/dev/null"
-    if "AWS_ACCESS_KEY_ID" not in os.environ:  # pragma: no cover
-        os.environ["AWS_ACCESS_KEY_ID"] = "foo"
-    if "AWS_SECRET_ACCESS_KEY" not in os.environ:  # pragma: no cover
-        os.environ["AWS_SECRET_ACCESS_KEY"] = "bar"
-    requests = pytest.importorskip("requests")
-    s3fs = pytest.importorskip("s3fs")
-    pytest.importorskip("moto")
-
-    port = 5555
-    endpoint_uri = "http://127.0.0.1:%d/" % port
-    proc = subprocess.Popen(
-        shlex.split("moto_server s3 -p %d" % port),
-        stderr=subprocess.DEVNULL,
-        stdout=subprocess.DEVNULL,
-    )
-
-    timeout = 5
-    while timeout > 0:
-        try:
-            r = requests.get(endpoint_uri)
-            if r.ok:
-                break
-        except Exception:  # pragma: no cover
-            pass
-        timeout -= 0.1  # pragma: no cover
-        time.sleep(0.1)  # pragma: no cover
-    s3so = dict(client_kwargs={"endpoint_url": endpoint_uri}, use_listings_cache=False)
-    s3 = s3fs.S3FileSystem(anon=False, **s3so)
-    s3.mkdir("test")
-    request.cls.s3so = s3so
-    yield
-    proc.terminate()
-    proc.wait()
-
-
-class TestNestedDirectoryStore(TestDirectoryStore):
-    def create_store(self, normalize_keys=False, **kwargs):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = NestedDirectoryStore(path, normalize_keys=normalize_keys, **kwargs)
-        return store
-
-    def test_init_array(self):
-        store = self.create_store()
-        assert store._dimension_separator == "/"
-        init_array(store, shape=1000, chunks=100)
-
-        # check metadata
-        assert array_meta_key in store
-        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-        assert (1000,) == meta["shape"]
-        assert (100,) == meta["chunks"]
-        assert np.dtype(None) == meta["dtype"]
-        assert meta["dimension_separator"] == "/"
-
-    def test_chunk_nesting(self):
-        store = self.create_store()
-        # any path where last segment looks like a chunk key gets special handling
-        store[self.root + "0.0"] = b"xxx"
-        assert b"xxx" == store[self.root + "0.0"]
-        # assert b'xxx' == store['0/0']
-        store[self.root + "foo/10.20.30"] = b"yyy"
-        assert b"yyy" == store[self.root + "foo/10.20.30"]
-        # assert b'yyy' == store['foo/10/20/30']
-        store[self.root + "42"] = b"zzz"
-        assert b"zzz" == store[self.root + "42"]
-
-    def test_listdir(self):
-        store = self.create_store()
-        z = zarr.zeros((10, 10), chunks=(5, 5), store=store)
-        z[:] = 1  # write to all chunks
-        for k in store.listdir():
-            assert store.get(k) is not None
-
-
-class TestNestedDirectoryStoreNone:
-    def test_value_error(self):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = NestedDirectoryStore(path, normalize_keys=True, dimension_separator=None)
-        assert store._dimension_separator == "/"
-
-
-class TestNestedDirectoryStoreWithWrongValue:
-    def test_value_error(self):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        with pytest.raises(ValueError):
-            NestedDirectoryStore(path, normalize_keys=True, dimension_separator=".")
-
-
-class TestN5Store(TestNestedDirectoryStore):
-    def create_store(self, normalize_keys=False):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = N5Store(path, normalize_keys=normalize_keys)
         return store
 
-    def test_equal(self):
-        store_a = self.create_store()
-        store_b = N5Store(store_a.path)
-        assert store_a == store_b
-
-    @pytest.mark.parametrize("zarr_meta_key", [".zarray", ".zattrs", ".zgroup"])
-    def test_del_zarr_meta_key(self, zarr_meta_key):
-        store = self.create_store()
-        store[n5_attrs_key] = json_dumps({"foo": "bar"})
-        del store[zarr_meta_key]
-        assert n5_attrs_key not in store
-
-    def test_chunk_nesting(self):
-        store = self.create_store()
-        store["0.0"] = b"xxx"
-        assert "0.0" in store
-        assert b"xxx" == store["0.0"]
-        # assert b'xxx' == store['0/0']
-        store["foo/10.20.30"] = b"yyy"
-        assert "foo/10.20.30" in store
-        assert b"yyy" == store["foo/10.20.30"]
-        # N5 reverses axis order
-        assert b"yyy" == store["foo/30/20/10"]
-        del store["foo/10.20.30"]
-        assert "foo/30/20/10" not in store
-        store["42"] = b"zzz"
-        assert "42" in store
-        assert b"zzz" == store["42"]
-
-    def test_init_array(self):
-        store = self.create_store()
-        init_array(store, shape=1000, chunks=100)
-
-        # check metadata
-        assert array_meta_key in store
-        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-        assert (1000,) == meta["shape"]
-        assert (100,) == meta["chunks"]
-        assert np.dtype(None) == meta["dtype"]
-        # N5Store wraps the actual compressor
-        compressor_config = meta["compressor"]["compressor_config"]
-        assert default_compressor.get_config() == compressor_config
-        # N5Store always has a fill value of 0
-        assert meta["fill_value"] == 0
-        assert meta["dimension_separator"] == "."
-        # Top-level groups AND arrays should have
-        # the n5 keyword in metadata
-        raw_n5_meta = json.loads(store[n5_attrs_key])
-        assert raw_n5_meta.get("n5", None) == N5_FORMAT
-
-    def test_init_array_path(self):
-        path = "foo/bar"
-        store = self.create_store()
-        init_array(store, shape=1000, chunks=100, path=path)
-
-        # check metadata
-        key = path + "/" + array_meta_key
-        assert key in store
-        meta = store._metadata_class.decode_array_metadata(store[key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-        assert (1000,) == meta["shape"]
-        assert (100,) == meta["chunks"]
-        assert np.dtype(None) == meta["dtype"]
-        # N5Store wraps the actual compressor
-        compressor_config = meta["compressor"]["compressor_config"]
-        assert default_compressor.get_config() == compressor_config
-        # N5Store always has a fill value of 0
-        assert meta["fill_value"] == 0
-
-    def test_init_array_compat(self):
-        store = self.create_store()
-        init_array(store, shape=1000, chunks=100, compressor="none")
-        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        # N5Store wraps the actual compressor
-        compressor_config = meta["compressor"]["compressor_config"]
-        assert compressor_config is None
-
-    def test_init_array_overwrite(self):
-        self._test_init_array_overwrite("C")
-
-    def test_init_array_overwrite_path(self):
-        self._test_init_array_overwrite_path("C")
-
-    def test_init_array_overwrite_chunk_store(self):
-        self._test_init_array_overwrite_chunk_store("C")
-
-    def test_init_group_overwrite(self):
-        self._test_init_group_overwrite("C")
-
-    def test_init_group_overwrite_path(self):
-        self._test_init_group_overwrite_path("C")
-
-    def test_init_group_overwrite_chunk_store(self):
-        self._test_init_group_overwrite_chunk_store("C")
-
-    def test_init_group(self):
-        store = self.create_store()
-        init_group(store)
-        store[".zattrs"] = json_dumps({"foo": "bar"})
-        # check metadata
-        assert group_meta_key in store
-        assert group_meta_key in store.listdir()
-        assert group_meta_key in store.listdir("")
-        meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-
-    def test_filters(self):
-        all_filters, all_errors = zip(
-            *[
-                (None, does_not_raise()),
-                ([], does_not_raise()),
-                ([AsType("f4", "f8")], pytest.raises(ValueError)),
-            ]
-        )
-        for filters, error in zip(all_filters, all_errors):
-            store = self.create_store()
-            with error:
-                init_array(store, shape=1000, chunks=100, filters=filters)
-
 
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestN5FSStore(TestFSStore):
-    def create_store(self, normalize_keys=False, path=None, **kwargs):
+#     def test_filesystem_path(self):
+
+#         # test behaviour with path that does not exist
+#         path = "data/store"
+#         if os.path.exists(path):
+#             shutil.rmtree(path)
+#         store = DirectoryStore(path)
+#         # should only be created on demand
+#         assert not os.path.exists(path)
+#         store["foo"] = b"bar"
+#         assert os.path.isdir(path)
+
+#         # check correct permissions
+#         # regression test for https://github.com/zarr-developers/zarr-python/issues/325
+#         stat = os.stat(path)
+#         mode = stat.st_mode & 0o666
+#         umask = os.umask(0)
+#         os.umask(umask)
+#         assert mode == (0o666 & ~umask)
+
+#         # test behaviour with file path
+#         with tempfile.NamedTemporaryFile() as f:
+#             with pytest.raises(ValueError):
+#                 DirectoryStore(f.name)
+
+#     def test_init_pathlib(self):
+#         path = tempfile.mkdtemp()
+#         atexit.register(atexit_rmtree, path)
+#         DirectoryStore(pathlib.Path(path))
+
+#     def test_pickle_ext(self):
+#         store = self.create_store()
+#         store2 = pickle.loads(pickle.dumps(store))
+
+#         # check path is preserved
+#         assert store.path == store2.path
+
+#         # check point to same underlying directory
+#         assert self.root + "xxx" not in store
+#         store2[self.root + "xxx"] = b"yyy"
+#         assert b"yyy" == ensure_bytes(store[self.root + "xxx"])
+
+#     def test_setdel(self):
+#         store = self.create_store()
+#         setdel_hierarchy_checks(store, self.root)
+
+#     def test_normalize_keys(self):
+#         store = self.create_store(normalize_keys=True)
+#         store[self.root + "FOO"] = b"bar"
+#         assert self.root + "FOO" in store
+#         assert self.root + "foo" in store
+
+#     def test_listing_keys_slash(self):
+#         def mock_walker_slash(_path):
+#             yield from [
+#                 # trailing slash in first key
+#                 ("root_with_slash/", ["d1", "g1"], [".zgroup"]),
+#                 ("root_with_slash/d1", [], [".zarray"]),
+#                 ("root_with_slash/g1", [], [".zgroup"]),
+#             ]
+
+#         res = set(DirectoryStore._keys_fast("root_with_slash/", walker=mock_walker_slash))
+#         assert res == {".zgroup", "g1/.zgroup", "d1/.zarray"}
+
+#     def test_listing_keys_no_slash(self):
+#         def mock_walker_no_slash(_path):
+#             yield from [
+#                 # no trailing slash in first key
+#                 ("root_with_no_slash", ["d1", "g1"], [".zgroup"]),
+#                 ("root_with_no_slash/d1", [], [".zarray"]),
+#                 ("root_with_no_slash/g1", [], [".zgroup"]),
+#             ]
+
+#         res = set(DirectoryStore._keys_fast("root_with_no_slash", mock_walker_no_slash))
+#         assert res == {".zgroup", "g1/.zgroup", "d1/.zarray"}
+
+
+# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+# class TestFSStore(StoreTests):
+#     def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
+
+#         if path is None:
+#             path = tempfile.mkdtemp()
+#             atexit.register(atexit_rmtree, path)
+
+#         store = FSStore(
+#             path, normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
+#         )
+#         return store
+
+#     def test_init_array(self):
+#         store = self.create_store()
+#         init_array(store, shape=1000, chunks=100)
+
+#         # check metadata
+#         assert array_meta_key in store
+#         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
+#         assert ZARR_FORMAT == meta["zarr_format"]
+#         assert (1000,) == meta["shape"]
+#         assert (100,) == meta["chunks"]
+#         assert np.dtype(None) == meta["dtype"]
+#         assert meta["dimension_separator"] == "."
+
+#     def test_dimension_separator(self):
+#         for x in (".", "/"):
+#             store = self.create_store(dimension_separator=x)
+#             norm = store._normalize_key
+#             assert ".zarray" == norm(".zarray")
+#             assert ".zarray" == norm("/.zarray")
+#             assert ".zgroup" == norm("/.zgroup")
+#             assert "group/.zarray" == norm("group/.zarray")
+#             assert "group/.zgroup" == norm("group/.zgroup")
+#             assert "group/.zarray" == norm("/group/.zarray")
+#             assert "group/.zgroup" == norm("/group/.zgroup")
+
+#     def test_complex(self):
+#         path1 = tempfile.mkdtemp()
+#         path2 = tempfile.mkdtemp()
+#         store = self.create_store(
+#             path="simplecache::file://" + path1,
+#             simplecache={"same_names": True, "cache_storage": path2},
+#         )
+#         assert not store
+#         assert not os.listdir(path1)
+#         assert not os.listdir(path2)
+#         store[self.root + "foo"] = b"hello"
+#         assert "foo" in os.listdir(str(path1) + "/" + self.root)
+#         assert self.root + "foo" in store
+#         assert not os.listdir(str(path2))
+#         assert store[self.root + "foo"] == b"hello"
+#         assert "foo" in os.listdir(str(path2))
+
+#     def test_deep_ndim(self):
+#         import zarr
+
+#         store = self.create_store()
+#         path = None if self.version == 2 else "group1"
+#         foo = zarr.open_group(store=store, path=path)
+#         bar = foo.create_group("bar")
+#         baz = bar.create_dataset("baz", shape=(4, 4, 4), chunks=(2, 2, 2), dtype="i8")
+#         baz[:] = 1
+#         if self.version == 2:
+#             assert set(store.listdir()) == {".zgroup", "bar"}
+#         else:
+#             assert set(store.listdir()) == {"data", "meta", "zarr.json"}
+#             assert set(store.listdir("meta/root/" + path)) == {"bar", "bar.group.json"}
+#             assert set(store.listdir("data/root/" + path)) == {"bar"}
+#         assert foo["bar"]["baz"][(0, 0, 0)] == 1
+
+#     def test_not_fsspec(self):
+#         import zarr
+
+#         path = tempfile.mkdtemp()
+#         with pytest.raises(ValueError, match="storage_options"):
+#             zarr.open_array(path, mode="w", storage_options={"some": "kwargs"})
+#         with pytest.raises(ValueError, match="storage_options"):
+#             zarr.open_group(path, mode="w", storage_options={"some": "kwargs"})
+#         zarr.open_array("file://" + path, mode="w", shape=(1,), dtype="f8")
+
+#     def test_create(self):
+#         import zarr
+
+#         path1 = tempfile.mkdtemp()
+#         path2 = tempfile.mkdtemp()
+#         g = zarr.open_group("file://" + path1, mode="w", storage_options={"auto_mkdir": True})
+#         a = g.create_dataset("data", shape=(8,))
+#         a[:4] = [0, 1, 2, 3]
+#         assert "data" in os.listdir(path1)
+#         assert ".zgroup" in os.listdir(path1)
+
+#         # consolidated metadata (GH#915)
+#         consolidate_metadata("file://" + path1)
+#         assert ".zmetadata" in os.listdir(path1)
+
+#         g = zarr.open_group(
+#             "simplecache::file://" + path1,
+#             mode="r",
+#             storage_options={"cache_storage": path2, "same_names": True},
+#         )
+#         assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
+#         with pytest.raises(PermissionError):
+#             g.data[:] = 1
+
+#     @pytest.mark.parametrize("mode,allowed", [("r", False), ("r+", True)])
+#     def test_modify_consolidated(self, mode, allowed):
+#         import zarr
+
+#         url = "file://" + tempfile.mkdtemp()
+
+#         # create
+#         root = zarr.open_group(url, mode="w")
+#         root.zeros("baz", shape=(10000, 10000), chunks=(1000, 1000), dtype="i4")
+#         zarr.consolidate_metadata(url)
+
+#         # reopen and modify
+#         root = zarr.open_consolidated(url, mode=mode)
+#         if allowed:
+#             root["baz"][0, 0] = 7
+
+#             root = zarr.open_consolidated(url, mode="r")
+#             assert root["baz"][0, 0] == 7
+#         else:
+#             with pytest.raises(zarr.errors.ReadOnlyError):
+#                 root["baz"][0, 0] = 7
+
+#     @pytest.mark.parametrize("mode", ["r", "r+"])
+#     def test_modify_consolidated_metadata_raises(self, mode):
+#         import zarr
+
+#         url = "file://" + tempfile.mkdtemp()
+
+#         # create
+#         root = zarr.open_group(url, mode="w")
+#         root.zeros("baz", shape=(10000, 10000), chunks=(1000, 1000), dtype="i4")
+#         zarr.consolidate_metadata(url)
+
+#         # reopen and modify
+#         root = zarr.open_consolidated(url, mode=mode)
+#         with pytest.raises(zarr.errors.ReadOnlyError):
+#             root["baz"].resize(100, 100)
+
+#     def test_read_only(self):
+#         path = tempfile.mkdtemp()
+#         atexit.register(atexit_rmtree, path)
+#         store = self.create_store(path=path)
+#         store[self.root + "foo"] = b"bar"
+
+#         store = self.create_store(path=path, mode="r")
+
+#         with pytest.raises(PermissionError):
+#             store[self.root + "foo"] = b"hex"
+
+#         with pytest.raises(PermissionError):
+#             del store[self.root + "foo"]
+
+#         with pytest.raises(PermissionError):
+#             store.delitems([self.root + "foo"])
+
+#         with pytest.raises(PermissionError):
+#             store.setitems({self.root + "foo": b"baz"})
+
+#         with pytest.raises(PermissionError):
+#             store.clear()
+
+#         with pytest.raises(PermissionError):
+#             store.rmdir(self.root + "anydir")
+
+#         assert store[self.root + "foo"] == b"bar"
+
+#     def test_eq(self):
+#         store1 = self.create_store(path="anypath")
+#         store2 = self.create_store(path="anypath")
+#         assert store1 == store2
+
+#     @pytest.mark.usefixtures("s3")
+#     def test_s3(self):
+#         import zarr
+
+#         g = zarr.open_group("s3://test/out.zarr", mode="w", storage_options=self.s3so)
+#         a = g.create_dataset("data", shape=(8,))
+#         a[:4] = [0, 1, 2, 3]
+
+#         g = zarr.open_group("s3://test/out.zarr", mode="r", storage_options=self.s3so)
+
+#         assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
+
+#         # test via convenience
+#         g = zarr.open("s3://test/out.zarr", mode="r", storage_options=self.s3so)
+#         assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
+
+#     @pytest.mark.usefixtures("s3")
+#     def test_s3_complex(self):
+#         import zarr
+
+#         g = zarr.open_group("s3://test/out.zarr", mode="w", storage_options=self.s3so)
+#         expected = np.empty((8, 8, 8), dtype="int64")
+#         expected[:] = -1
+#         a = g.create_dataset(
+#             "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
+#         )
+#         expected[0] = 0
+#         expected[3] = 3
+#         expected[6, 6, 6] = 6
+#         a[6, 6, 6] = 6
+#         a[:4] = expected[:4]
+
+#         b = g.create_dataset(
+#             "data_f",
+#             shape=(8,),
+#             chunks=(1,),
+#             dtype=[("foo", "S3"), ("bar", "i4")],
+#             fill_value=(b"b", 1),
+#         )
+#         b[:4] = (b"aaa", 2)
+#         g2 = zarr.open_group("s3://test/out.zarr", mode="r", storage_options=self.s3so)
+
+#         assert (g2.data[:] == expected).all()
+#         a.chunk_store.fs.invalidate_cache("test/out.zarr/data")
+#         a[:] = 5
+#         assert (a[:] == 5).all()
+
+#         assert g2.data_f["foo"].tolist() == [b"aaa"] * 4 + [b"b"] * 4
+#         with pytest.raises(PermissionError):
+#             g2.data[:] = 5
+
+#         with pytest.raises(PermissionError):
+#             g2.store.setitems({})
+
+#         with pytest.raises(PermissionError):
+#             # even though overwrite=True, store is read-only, so fails
+#             g2.create_dataset(
+#                 "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
+#             )
+
+#         a = g.create_dataset(
+#             "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
+#         )
+#         assert (a[:] == -np.ones((8, 8, 8))).all()
+
+
+# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+# class TestFSStoreWithKeySeparator(StoreTests):
+#     def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
+
+#         # Since the user is passing key_separator, that will take priority.
+#         skip_if_nested_chunks(**kwargs)
+
+#         path = tempfile.mkdtemp()
+#         atexit.register(atexit_rmtree, path)
+#         return FSStore(path, normalize_keys=normalize_keys, key_separator=key_separator)
+
+
+# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+# class TestFSStoreFromFilesystem(StoreTests):
+#     def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
+#         import fsspec
+
+#         fs = fsspec.filesystem("file")
+
+#         if path is None:
+#             path = tempfile.mkdtemp()
+#             atexit.register(atexit_rmtree, path)
+
+#         with pytest.raises(ValueError):
+#             # can't specify storage_options when passing an
+#             # existing fs object
+#             _ = FSStore(path, fs=fs, auto_mkdir=True)
+
+#         store = FSStore(
+#             path,
+#             normalize_keys=normalize_keys,
+#             dimension_separator=dimension_separator,
+#             fs=fs,
+#             **kwargs,
+#         )
+
+#         return store
+
+
+# @pytest.fixture()
+# def s3(request):
+#     # writable local S3 system
+#     import shlex
+#     import subprocess
+#     import time
+
+#     if "BOTO_CONFIG" not in os.environ:  # pragma: no cover
+#         os.environ["BOTO_CONFIG"] = "/dev/null"
+#     if "AWS_ACCESS_KEY_ID" not in os.environ:  # pragma: no cover
+#         os.environ["AWS_ACCESS_KEY_ID"] = "foo"
+#     if "AWS_SECRET_ACCESS_KEY" not in os.environ:  # pragma: no cover
+#         os.environ["AWS_SECRET_ACCESS_KEY"] = "bar"
+#     requests = pytest.importorskip("requests")
+#     s3fs = pytest.importorskip("s3fs")
+#     pytest.importorskip("moto")
+
+#     port = 5555
+#     endpoint_uri = "http://127.0.0.1:%d/" % port
+#     proc = subprocess.Popen(
+#         shlex.split("moto_server s3 -p %d" % port),
+#         stderr=subprocess.DEVNULL,
+#         stdout=subprocess.DEVNULL,
+#     )
+
+#     timeout = 5
+#     while timeout > 0:
+#         try:
+#             r = requests.get(endpoint_uri)
+#             if r.ok:
+#                 break
+#         except Exception:  # pragma: no cover
+#             pass
+#         timeout -= 0.1  # pragma: no cover
+#         time.sleep(0.1)  # pragma: no cover
+#     s3so = dict(client_kwargs={"endpoint_url": endpoint_uri}, use_listings_cache=False)
+#     s3 = s3fs.S3FileSystem(anon=False, **s3so)
+#     s3.mkdir("test")
+#     request.cls.s3so = s3so
+#     yield
+#     proc.terminate()
+#     proc.wait()
+
+
+# class TestNestedDirectoryStore(TestDirectoryStore):
+#     def create_store(self, normalize_keys=False, **kwargs):
+#         path = tempfile.mkdtemp()
+#         atexit.register(atexit_rmtree, path)
+#         store = NestedDirectoryStore(path, normalize_keys=normalize_keys, **kwargs)
+#         return store
+
+#     def test_init_array(self):
+#         store = self.create_store()
+#         assert store._dimension_separator == "/"
+#         init_array(store, shape=1000, chunks=100)
+
+#         # check metadata
+#         assert array_meta_key in store
+#         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
+#         assert ZARR_FORMAT == meta["zarr_format"]
+#         assert (1000,) == meta["shape"]
+#         assert (100,) == meta["chunks"]
+#         assert np.dtype(None) == meta["dtype"]
+#         assert meta["dimension_separator"] == "/"
+
+#     def test_chunk_nesting(self):
+#         store = self.create_store()
+#         # any path where last segment looks like a chunk key gets special handling
+#         store[self.root + "0.0"] = b"xxx"
+#         assert b"xxx" == store[self.root + "0.0"]
+#         # assert b'xxx' == store['0/0']
+#         store[self.root + "foo/10.20.30"] = b"yyy"
+#         assert b"yyy" == store[self.root + "foo/10.20.30"]
+#         # assert b'yyy' == store['foo/10/20/30']
+#         store[self.root + "42"] = b"zzz"
+#         assert b"zzz" == store[self.root + "42"]
+
+#     def test_listdir(self):
+#         store = self.create_store()
+#         z = zarr.zeros((10, 10), chunks=(5, 5), store=store)
+#         z[:] = 1  # write to all chunks
+#         for k in store.listdir():
+#             assert store.get(k) is not None
+
+
+# class TestNestedDirectoryStoreNone:
+#     def test_value_error(self):
+#         path = tempfile.mkdtemp()
+#         atexit.register(atexit_rmtree, path)
+#         store = NestedDirectoryStore(path, normalize_keys=True, dimension_separator=None)
+#         assert store._dimension_separator == "/"
+
+
+# class TestNestedDirectoryStoreWithWrongValue:
+#     def test_value_error(self):
+#         path = tempfile.mkdtemp()
+#         atexit.register(atexit_rmtree, path)
+#         with pytest.raises(ValueError):
+#             NestedDirectoryStore(path, normalize_keys=True, dimension_separator=".")
+
+
+# class TestN5Store(TestNestedDirectoryStore):
+#     def create_store(self, normalize_keys=False):
+#         path = tempfile.mkdtemp()
+#         atexit.register(atexit_rmtree, path)
+#         store = N5Store(path, normalize_keys=normalize_keys)
+#         return store
+
+#     def test_equal(self):
+#         store_a = self.create_store()
+#         store_b = N5Store(store_a.path)
+#         assert store_a == store_b
+
+#     @pytest.mark.parametrize("zarr_meta_key", [".zarray", ".zattrs", ".zgroup"])
+#     def test_del_zarr_meta_key(self, zarr_meta_key):
+#         store = self.create_store()
+#         store[n5_attrs_key] = json_dumps({"foo": "bar"})
+#         del store[zarr_meta_key]
+#         assert n5_attrs_key not in store
+
+#     def test_chunk_nesting(self):
+#         store = self.create_store()
+#         store["0.0"] = b"xxx"
+#         assert "0.0" in store
+#         assert b"xxx" == store["0.0"]
+#         # assert b'xxx' == store['0/0']
+#         store["foo/10.20.30"] = b"yyy"
+#         assert "foo/10.20.30" in store
+#         assert b"yyy" == store["foo/10.20.30"]
+#         # N5 reverses axis order
+#         assert b"yyy" == store["foo/30/20/10"]
+#         del store["foo/10.20.30"]
+#         assert "foo/30/20/10" not in store
+#         store["42"] = b"zzz"
+#         assert "42" in store
+#         assert b"zzz" == store["42"]
+
+#     def test_init_array(self):
+#         store = self.create_store()
+#         init_array(store, shape=1000, chunks=100)
+
+#         # check metadata
+#         assert array_meta_key in store
+#         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
+#         assert ZARR_FORMAT == meta["zarr_format"]
+#         assert (1000,) == meta["shape"]
+#         assert (100,) == meta["chunks"]
+#         assert np.dtype(None) == meta["dtype"]
+#         # N5Store wraps the actual compressor
+#         compressor_config = meta["compressor"]["compressor_config"]
+#         assert default_compressor.get_config() == compressor_config
+#         # N5Store always has a fill value of 0
+#         assert meta["fill_value"] == 0
+#         assert meta["dimension_separator"] == "."
+#         # Top-level groups AND arrays should have
+#         # the n5 keyword in metadata
+#         raw_n5_meta = json.loads(store[n5_attrs_key])
+#         assert raw_n5_meta.get("n5", None) == N5_FORMAT
+
+#     def test_init_array_path(self):
+#         path = "foo/bar"
+#         store = self.create_store()
+#         init_array(store, shape=1000, chunks=100, path=path)
+
+#         # check metadata
+#         key = path + "/" + array_meta_key
+#         assert key in store
+#         meta = store._metadata_class.decode_array_metadata(store[key])
+#         assert ZARR_FORMAT == meta["zarr_format"]
+#         assert (1000,) == meta["shape"]
+#         assert (100,) == meta["chunks"]
+#         assert np.dtype(None) == meta["dtype"]
+#         # N5Store wraps the actual compressor
+#         compressor_config = meta["compressor"]["compressor_config"]
+#         assert default_compressor.get_config() == compressor_config
+#         # N5Store always has a fill value of 0
+#         assert meta["fill_value"] == 0
+
+#     def test_init_array_compat(self):
+#         store = self.create_store()
+#         init_array(store, shape=1000, chunks=100, compressor="none")
+#         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
+#         # N5Store wraps the actual compressor
+#         compressor_config = meta["compressor"]["compressor_config"]
+#         assert compressor_config is None
+
+#     def test_init_array_overwrite(self):
+#         self._test_init_array_overwrite("C")
+
+#     def test_init_array_overwrite_path(self):
+#         self._test_init_array_overwrite_path("C")
+
+#     def test_init_array_overwrite_chunk_store(self):
+#         self._test_init_array_overwrite_chunk_store("C")
+
+#     def test_init_group_overwrite(self):
+#         self._test_init_group_overwrite("C")
+
+#     def test_init_group_overwrite_path(self):
+#         self._test_init_group_overwrite_path("C")
+
+#     def test_init_group_overwrite_chunk_store(self):
+#         self._test_init_group_overwrite_chunk_store("C")
+
+#     def test_init_group(self):
+#         store = self.create_store()
+#         init_group(store)
+#         store[".zattrs"] = json_dumps({"foo": "bar"})
+#         # check metadata
+#         assert group_meta_key in store
+#         assert group_meta_key in store.listdir()
+#         assert group_meta_key in store.listdir("")
+#         meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
+#         assert ZARR_FORMAT == meta["zarr_format"]
+
+#     def test_filters(self):
+#         all_filters, all_errors = zip(
+#             *[
+#                 (None, does_not_raise()),
+#                 ([], does_not_raise()),
+#                 ([AsType("f4", "f8")], pytest.raises(ValueError)),
+#             ]
+#         )
+#         for filters, error in zip(all_filters, all_errors):
+#             store = self.create_store()
+#             with error:
+#                 init_array(store, shape=1000, chunks=100, filters=filters)
+
+
+# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+# class TestN5FSStore(TestFSStore):
+#     def create_store(self, normalize_keys=False, path=None, **kwargs):
+
+#         if path is None:
+#             path = tempfile.mkdtemp()
+#             atexit.register(atexit_rmtree, path)
+
+#         store = N5FSStore(path, normalize_keys=normalize_keys, **kwargs)
+#         return store
+
+#     def test_equal(self):
+#         store_a = self.create_store()
+#         store_b = N5FSStore(store_a.path)
+#         assert store_a == store_b
+
+#     # This is copied wholesale from the N5Store tests. The same test could
+#     # be run by making TestN5FSStore inherit from both TestFSStore and
+#     # TestN5Store, but a direct copy is arguably more explicit.
+
+#     @pytest.mark.parametrize("zarr_meta_key", [".zarray", ".zattrs", ".zgroup"])
+#     def test_del_zarr_meta_key(self, zarr_meta_key):
+#         store = self.create_store()
+#         store[n5_attrs_key] = json_dumps({"foo": "bar"})
+#         del store[zarr_meta_key]
+#         assert n5_attrs_key not in store
+
+#     def test_chunk_nesting(self):
+#         store = self.create_store()
+#         store["0.0"] = b"xxx"
+#         assert "0.0" in store
+#         assert b"xxx" == store["0.0"]
+#         # assert b'xxx' == store['0/0']
+#         store["foo/10.20.30"] = b"yyy"
+#         assert "foo/10.20.30" in store
+#         assert b"yyy" == store["foo/10.20.30"]
+#         # N5 reverses axis order
+#         assert b"yyy" == store["foo/30/20/10"]
+#         del store["foo/10.20.30"]
+#         assert "foo/30/20/10" not in store
+#         store["42"] = b"zzz"
+#         assert "42" in store
+#         assert b"zzz" == store["42"]
+
+#     def test_init_array(self):
+#         store = self.create_store()
+#         init_array(store, shape=1000, chunks=100)
+
+#         # check metadata
+#         assert array_meta_key in store
+#         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
+#         assert ZARR_FORMAT == meta["zarr_format"]
+#         assert (1000,) == meta["shape"]
+#         assert (100,) == meta["chunks"]
+#         assert np.dtype(None) == meta["dtype"]
+#         # N5Store wraps the actual compressor
+#         compressor_config = meta["compressor"]["compressor_config"]
+#         assert default_compressor.get_config() == compressor_config
+#         # N5Store always has a fill value of 0
+#         assert meta["fill_value"] == 0
+#         assert meta["dimension_separator"] == "."
+#         # Top-level groups AND arrays should have
+#         # the n5 keyword in metadata
+#         raw_n5_meta = json.loads(store[n5_attrs_key])
+#         assert raw_n5_meta.get("n5", None) == N5_FORMAT
+
+#     def test_init_array_path(self):
+#         path = "foo/bar"
+#         store = self.create_store()
+#         init_array(store, shape=1000, chunks=100, path=path)
+
+#         # check metadata
+#         key = path + "/" + array_meta_key
+#         assert key in store
+#         meta = store._metadata_class.decode_array_metadata(store[key])
+#         assert ZARR_FORMAT == meta["zarr_format"]
+#         assert (1000,) == meta["shape"]
+#         assert (100,) == meta["chunks"]
+#         assert np.dtype(None) == meta["dtype"]
+#         # N5Store wraps the actual compressor
+#         compressor_config = meta["compressor"]["compressor_config"]
+#         assert default_compressor.get_config() == compressor_config
+#         # N5Store always has a fill value of 0
+#         assert meta["fill_value"] == 0
+
+#     def test_init_array_compat(self):
+#         store = self.create_store()
+#         init_array(store, shape=1000, chunks=100, compressor="none")
+#         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
+#         # N5Store wraps the actual compressor
+#         compressor_config = meta["compressor"]["compressor_config"]
+#         assert compressor_config is None
+
+#     def test_init_array_overwrite(self):
+#         self._test_init_array_overwrite("C")
+
+#     def test_init_array_overwrite_path(self):
+#         self._test_init_array_overwrite_path("C")
+
+#     def test_init_array_overwrite_chunk_store(self):
+#         self._test_init_array_overwrite_chunk_store("C")
+
+#     def test_init_group_overwrite(self):
+#         self._test_init_group_overwrite("C")
+
+#     def test_init_group_overwrite_path(self):
+#         self._test_init_group_overwrite_path("C")
+
+#     def test_init_group_overwrite_chunk_store(self):
+#         self._test_init_group_overwrite_chunk_store("C")
+
+#     def test_dimension_separator(self):
+
+#         with pytest.warns(UserWarning, match="dimension_separator"):
+#             self.create_store(dimension_separator="/")
+
+#     def test_init_group(self):
+#         store = self.create_store()
+#         init_group(store)
+#         store[".zattrs"] = json_dumps({"foo": "bar"})
+#         # check metadata
+#         assert group_meta_key in store
+#         assert group_meta_key in store.listdir()
+#         assert group_meta_key in store.listdir("")
+#         meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
+#         assert ZARR_FORMAT == meta["zarr_format"]
+
+#     def test_filters(self):
+#         all_filters, all_errors = zip(
+#             *[
+#                 (None, does_not_raise()),
+#                 ([], does_not_raise()),
+#                 ([AsType("f4", "f8")], pytest.raises(ValueError)),
+#             ]
+#         )
+#         for filters, error in zip(all_filters, all_errors):
+#             store = self.create_store()
+#             with error:
+#                 init_array(store, shape=1000, chunks=100, filters=filters)
+
+
+# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+# class TestNestedFSStore(TestNestedDirectoryStore):
+#     def create_store(self, normalize_keys=False, path=None, **kwargs):
+#         if path is None:
+#             path = tempfile.mkdtemp()
+#         atexit.register(atexit_rmtree, path)
+#         store = FSStore(
+#             path, normalize_keys=normalize_keys,
+#             dimension_separator="/", auto_mkdir=True, **kwargs
+#         )
+#         return store
+
+#     def test_numbered_groups(self):
+#         import zarr
+
+#         # Create an array
+#         store = self.create_store()
+#         group = zarr.group(store=store)
+#         arr = group.create_dataset("0", shape=(10, 10))
+#         arr[1] = 1
+
+#         # Read it back
+#         store = self.create_store(path=store.path)
+#         zarr.open_group(store.path)["0"]
+
+
+# class TestTempStore(StoreTests):
+#     def create_store(self, **kwargs):
+#         skip_if_nested_chunks(**kwargs)
+#         return TempStore(**kwargs)
+
+#     def test_setdel(self):
+#         store = self.create_store()
+#         setdel_hierarchy_checks(store, self.root)
+
+
+# class TestZipStore(StoreTests):
+
+#     ZipStoreClass = ZipStore
+
+#     def create_store(self, **kwargs):
+#         path = mktemp(suffix=".zip")
+#         atexit.register(os.remove, path)
+#         store = ZipStore(path, mode="w", **kwargs)
+#         return store
+
+#     def test_mode(self):
+#         with self.ZipStoreClass("data/store.zip", mode="w") as store:
+#             store[self.root + "foo"] = b"bar"
+#         store = self.ZipStoreClass("data/store.zip", mode="r")
+#         with pytest.raises(PermissionError):
+#             store[self.root + "foo"] = b"bar"
+#         with pytest.raises(PermissionError):
+#             store.clear()
+
+#     def test_flush(self):
+#         store = self.ZipStoreClass("data/store.zip", mode="w")
+#         store[self.root + "foo"] = b"bar"
+#         store.flush()
+#         assert store[self.root + "foo"] == b"bar"
+#         store.close()
+
+#         store = self.ZipStoreClass("data/store.zip", mode="r")
+#         store.flush()  # no-op
+
+#     def test_context_manager(self):
+#         with self.create_store() as store:
+#             store[self.root + "foo"] = b"bar"
+#             store[self.root + "baz"] = b"qux"
+#             assert 2 == len(store)
+
+#     def test_pop(self):
+#         # override because not implemented
+#         store = self.create_store()
+#         store[self.root + "foo"] = b"bar"
+#         with pytest.raises(NotImplementedError):
+#             store.pop(self.root + "foo")
+
+#     def test_popitem(self):
+#         # override because not implemented
+#         store = self.create_store()
+#         store[self.root + "foo"] = b"bar"
+#         with pytest.raises(NotImplementedError):
+#             store.popitem()
+
+#     def test_permissions(self):
+#         store = self.ZipStoreClass("data/store.zip", mode="w")
+#         foo_key = "foo" if self.version == 2 else self.root + "foo"
+#         # TODO: cannot provide key ending in / for v3
+#         #       how to create an empty folder in that case?
+#         baz_key = "baz/" if self.version == 2 else self.root + "baz"
+#         store[foo_key] = b"bar"
+#         store[baz_key] = b""
+
+#         store.flush()
+#         store.close()
+#         z = ZipFile("data/store.zip", "r")
+#         info = z.getinfo(foo_key)
+#         perm = oct(info.external_attr >> 16)
+#         assert perm == "0o644"
+#         info = z.getinfo(baz_key)
+#         perm = oct(info.external_attr >> 16)
+#         # only for posix platforms
+#         if os.name == "posix":
+#             if self.version == 2:
+#                 assert perm == "0o40775"
+#             else:
+#                 # baz/ on v2, but baz on v3, so not a directory
+#                 assert perm == "0o644"
+#         z.close()
+
+#     def test_store_and_retrieve_ndarray(self):
+#         store = ZipStore("data/store.zip")
+#         x = np.array([[1, 2], [3, 4]])
+#         store["foo"] = x
+#         y = np.frombuffer(store["foo"], dtype=x.dtype).reshape(x.shape)
+#         assert np.array_equiv(y, x)
+
+
+# class TestDBMStore(StoreTests):
+#     def create_store(self, dimension_separator=None):
+#         path = mktemp(suffix=".anydbm")
+#         atexit.register(atexit_rmglob, path + "*")
+#         # create store using default dbm implementation
+#         store = DBMStore(path, flag="n", dimension_separator=dimension_separator)
+#         return store
+
+#     def test_context_manager(self):
+#         with self.create_store() as store:
+#             store[self.root + "foo"] = b"bar"
+#             store[self.root + "baz"] = b"qux"
+#             assert 2 == len(store)
+
+
+# class TestDBMStoreDumb(TestDBMStore):
+#     def create_store(self, **kwargs):
+#         path = mktemp(suffix=".dumbdbm")
+#         atexit.register(atexit_rmglob, path + "*")
+
+#         import dbm.dumb as dumbdbm
+
+#         store = DBMStore(path, flag="n", open=dumbdbm.open, **kwargs)
+#         return store
+
+
+# class TestDBMStoreGnu(TestDBMStore):
+#     def create_store(self, **kwargs):
+#         gdbm = pytest.importorskip("dbm.gnu")
+#         path = mktemp(suffix=".gdbm")  # pragma: no cover
+#         atexit.register(os.remove, path)  # pragma: no cover
+#         store = DBMStore(
+#             path, flag="n", open=gdbm.open, write_lock=False, **kwargs
+#         )  # pragma: no cover
+#         return store  # pragma: no cover
+
+
+# class TestDBMStoreNDBM(TestDBMStore):
+#     def create_store(self, **kwargs):
+#         ndbm = pytest.importorskip("dbm.ndbm")
+#         path = mktemp(suffix=".ndbm")  # pragma: no cover
+#         atexit.register(atexit_rmglob, path + "*")  # pragma: no cover
+#         store = DBMStore(path, flag="n", open=ndbm.open, **kwargs)  # pragma: no cover
+#         return store  # pragma: no cover
+
+
+# class TestDBMStoreBerkeleyDB(TestDBMStore):
+#     def create_store(self, **kwargs):
+#         bsddb3 = pytest.importorskip("bsddb3")
+#         path = mktemp(suffix=".dbm")
+#         atexit.register(os.remove, path)
+#         store = DBMStore(path, flag="n", open=bsddb3.btopen, write_lock=False, **kwargs)
+#         return store
+
+
+# class TestLMDBStore(StoreTests):
+#     def create_store(self, **kwargs):
+#         pytest.importorskip("lmdb")
+#         path = mktemp(suffix=".lmdb")
+#         atexit.register(atexit_rmtree, path)
+#         buffers = True
+#         store = LMDBStore(path, buffers=buffers, **kwargs)
+#         return store
+
+#     def test_context_manager(self):
+#         with self.create_store() as store:
+#             store[self.root + "foo"] = b"bar"
+#             store[self.root + "baz"] = b"qux"
+#             assert 2 == len(store)
+
+
+# class TestSQLiteStore(StoreTests):
+#     def create_store(self, **kwargs):
+#         pytest.importorskip("sqlite3")
+#         path = mktemp(suffix=".db")
+#         atexit.register(atexit_rmtree, path)
+#         store = SQLiteStore(path, **kwargs)
+#         return store
+
+#     def test_underscore_in_name(self):
+#         path = mktemp(suffix=".db")
+#         atexit.register(atexit_rmtree, path)
+#         store = SQLiteStore(path)
+#         store["a"] = b"aaa"
+#         store["a_b"] = b"aa_bb"
+#         store.rmdir("a")
+#         assert "a_b" in store
+
+
+# class TestSQLiteStoreInMemory(TestSQLiteStore):
+#     def create_store(self, **kwargs):
+#         pytest.importorskip("sqlite3")
+#         store = SQLiteStore(":memory:", **kwargs)
+#         return store
+
+#     def test_pickle(self):
+
+#         # setup store
+#         store = self.create_store()
+#         store[self.root + "foo"] = b"bar"
+#         store[self.root + "baz"] = b"quux"
+
+#         # round-trip through pickle
+#         with pytest.raises(PicklingError):
+#             pickle.dumps(store)
+
+
+# @skip_test_env_var("ZARR_TEST_MONGO")
+# class TestMongoDBStore(StoreTests):
+#     def create_store(self, **kwargs):
+#         pytest.importorskip("pymongo")
+#         store = MongoDBStore(
+#             host="127.0.0.1", database="zarr_tests", collection="zarr_tests", **kwargs
+#         )
+#         # start with an empty store
+#         store.clear()
+#         return store
+
+
+# @skip_test_env_var("ZARR_TEST_REDIS")
+# class TestRedisStore(StoreTests):
+#     def create_store(self, **kwargs):
+#         # TODO: this is the default host for Redis on Travis,
+#         # we probably want to generalize this though
+#         pytest.importorskip("redis")
+#         store = RedisStore(host="localhost", port=6379, **kwargs)
+#         # start with an empty store
+#         store.clear()
+#         return store
+
+
+# class TestLRUStoreCache(StoreTests):
+
+#     CountingClass = CountingDict
+#     LRUStoreClass = LRUStoreCache
+
+#     def create_store(self, **kwargs):
+#         # wrapper therefore no dimension_separator argument
+#         skip_if_nested_chunks(**kwargs)
+#         return self.LRUStoreClass(dict(), max_size=2**27)
+
+#     def test_cache_values_no_max_size(self):
+
+#         # setup store
+#         store = self.CountingClass()
+#         foo_key = self.root + "foo"
+#         bar_key = self.root + "bar"
+#         store[foo_key] = b"xxx"
+#         store[bar_key] = b"yyy"
+#         assert 0 == store.counter["__getitem__", foo_key]
+#         assert 1 == store.counter["__setitem__", foo_key]
+#         assert 0 == store.counter["__getitem__", bar_key]
+#         assert 1 == store.counter["__setitem__", bar_key]
+
+#         # setup cache
+#         cache = self.LRUStoreClass(store, max_size=None)
+#         assert 0 == cache.hits
+#         assert 0 == cache.misses
+
+#         # test first __getitem__, cache miss
+#         assert b"xxx" == cache[foo_key]
+#         assert 1 == store.counter["__getitem__", foo_key]
+#         assert 1 == store.counter["__setitem__", foo_key]
+#         assert 0 == cache.hits
+#         assert 1 == cache.misses
+
+#         # test second __getitem__, cache hit
+#         assert b"xxx" == cache[foo_key]
+#         assert 1 == store.counter["__getitem__", foo_key]
+#         assert 1 == store.counter["__setitem__", foo_key]
+#         assert 1 == cache.hits
+#         assert 1 == cache.misses
+
+#         # test __setitem__, __getitem__
+#         cache[foo_key] = b"zzz"
+#         assert 1 == store.counter["__getitem__", foo_key]
+#         assert 2 == store.counter["__setitem__", foo_key]
+#         # should be a cache hit
+#         assert b"zzz" == cache[foo_key]
+#         assert 1 == store.counter["__getitem__", foo_key]
+#         assert 2 == store.counter["__setitem__", foo_key]
+#         assert 2 == cache.hits
+#         assert 1 == cache.misses
+
+#         # manually invalidate all cached values
+#         cache.invalidate_values()
+#         assert b"zzz" == cache[foo_key]
+#         assert 2 == store.counter["__getitem__", foo_key]
+#         assert 2 == store.counter["__setitem__", foo_key]
+#         cache.invalidate()
+#         assert b"zzz" == cache[foo_key]
+#         assert 3 == store.counter["__getitem__", foo_key]
+#         assert 2 == store.counter["__setitem__", foo_key]
+
+#         # test __delitem__
+#         del cache[foo_key]
+#         with pytest.raises(KeyError):
+#             # noinspection PyStatementEffect
+#             cache[foo_key]
+#         with pytest.raises(KeyError):
+#             # noinspection PyStatementEffect
+#             store[foo_key]
+
+#         # verify other keys untouched
+#         assert 0 == store.counter["__getitem__", bar_key]
+#         assert 1 == store.counter["__setitem__", bar_key]
+
+#     def test_cache_values_with_max_size(self):
+
+#         # setup store
+#         store = self.CountingClass()
+#         foo_key = self.root + "foo"
+#         bar_key = self.root + "bar"
+#         store[foo_key] = b"xxx"
+#         store[bar_key] = b"yyy"
+#         assert 0 == store.counter["__getitem__", foo_key]
+#         assert 0 == store.counter["__getitem__", bar_key]
+#         # setup cache - can only hold one item
+#         cache = self.LRUStoreClass(store, max_size=5)
+#         assert 0 == cache.hits
+#         assert 0 == cache.misses
+
+#         # test first 'foo' __getitem__, cache miss
+#         assert b"xxx" == cache[foo_key]
+#         assert 1 == store.counter["__getitem__", foo_key]
+#         assert 0 == cache.hits
+#         assert 1 == cache.misses
+
+#         # test second 'foo' __getitem__, cache hit
+#         assert b"xxx" == cache[foo_key]
+#         assert 1 == store.counter["__getitem__", foo_key]
+#         assert 1 == cache.hits
+#         assert 1 == cache.misses
+
+#         # test first 'bar' __getitem__, cache miss
+#         assert b"yyy" == cache[bar_key]
+#         assert 1 == store.counter["__getitem__", bar_key]
+#         assert 1 == cache.hits
+#         assert 2 == cache.misses
+
+#         # test second 'bar' __getitem__, cache hit
+#         assert b"yyy" == cache[bar_key]
+#         assert 1 == store.counter["__getitem__", bar_key]
+#         assert 2 == cache.hits
+#         assert 2 == cache.misses
+
+#         # test 'foo' __getitem__, should have been evicted, cache miss
+#         assert b"xxx" == cache[foo_key]
+#         assert 2 == store.counter["__getitem__", foo_key]
+#         assert 2 == cache.hits
+#         assert 3 == cache.misses
+
+#         # test 'bar' __getitem__, should have been evicted, cache miss
+#         assert b"yyy" == cache[bar_key]
+#         assert 2 == store.counter["__getitem__", bar_key]
+#         assert 2 == cache.hits
+#         assert 4 == cache.misses
+
+#         # setup store
+#         store = self.CountingClass()
+#         store[foo_key] = b"xxx"
+#         store[bar_key] = b"yyy"
+#         assert 0 == store.counter["__getitem__", foo_key]
+#         assert 0 == store.counter["__getitem__", bar_key]
+#         # setup cache - can hold two items
+#         cache = self.LRUStoreClass(store, max_size=6)
+#         assert 0 == cache.hits
+#         assert 0 == cache.misses
+
+#         # test first 'foo' __getitem__, cache miss
+#         assert b"xxx" == cache[foo_key]
+#         assert 1 == store.counter["__getitem__", foo_key]
+#         assert 0 == cache.hits
+#         assert 1 == cache.misses
+
+#         # test second 'foo' __getitem__, cache hit
+#         assert b"xxx" == cache[foo_key]
+#         assert 1 == store.counter["__getitem__", foo_key]
+#         assert 1 == cache.hits
+#         assert 1 == cache.misses
+
+#         # test first 'bar' __getitem__, cache miss
+#         assert b"yyy" == cache[bar_key]
+#         assert 1 == store.counter["__getitem__", bar_key]
+#         assert 1 == cache.hits
+#         assert 2 == cache.misses
+
+#         # test second 'bar' __getitem__, cache hit
+#         assert b"yyy" == cache[bar_key]
+#         assert 1 == store.counter["__getitem__", bar_key]
+#         assert 2 == cache.hits
+#         assert 2 == cache.misses
+
+#         # test 'foo' __getitem__, should still be cached
+#         assert b"xxx" == cache[foo_key]
+#         assert 1 == store.counter["__getitem__", foo_key]
+#         assert 3 == cache.hits
+#         assert 2 == cache.misses
+
+#         # test 'bar' __getitem__, should still be cached
+#         assert b"yyy" == cache[bar_key]
+#         assert 1 == store.counter["__getitem__", bar_key]
+#         assert 4 == cache.hits
+#         assert 2 == cache.misses
+
+#     def test_cache_keys(self):
+
+#         # setup
+#         store = self.CountingClass()
+#         foo_key = self.root + "foo"
+#         bar_key = self.root + "bar"
+#         baz_key = self.root + "baz"
+#         store[foo_key] = b"xxx"
+#         store[bar_key] = b"yyy"
+#         assert 0 == store.counter["__contains__", foo_key]
+#         assert 0 == store.counter["__iter__"]
+#         assert 0 == store.counter["keys"]
+#         cache = self.LRUStoreClass(store, max_size=None)
+
+#         # keys should be cached on first call
+#         keys = sorted(cache.keys())
+#         assert keys == [bar_key, foo_key]
+#         assert 1 == store.counter["keys"]
+#         # keys should now be cached
+#         assert keys == sorted(cache.keys())
+#         assert 1 == store.counter["keys"]
+#         assert foo_key in cache
+#         assert 1 == store.counter["__contains__", foo_key]
+#         # the next check for `foo_key` is cached
+#         assert foo_key in cache
+#         assert 1 == store.counter["__contains__", foo_key]
+#         assert keys == sorted(cache)
+#         assert 0 == store.counter["__iter__"]
+#         assert 1 == store.counter["keys"]
+
+#         # cache should be cleared if store is modified - crude but simple for now
+#         cache[baz_key] = b"zzz"
+#         keys = sorted(cache.keys())
+#         assert keys == [bar_key, baz_key, foo_key]
+#         assert 2 == store.counter["keys"]
+#         # keys should now be cached
+#         assert keys == sorted(cache.keys())
+#         assert 2 == store.counter["keys"]
+
+#         # manually invalidate keys
+#         cache.invalidate_keys()
+#         keys = sorted(cache.keys())
+#         assert keys == [bar_key, baz_key, foo_key]
+#         assert 3 == store.counter["keys"]
+#         assert 1 == store.counter["__contains__", foo_key]
+#         assert 0 == store.counter["__iter__"]
+#         cache.invalidate_keys()
+#         keys = sorted(cache)
+#         assert keys == [bar_key, baz_key, foo_key]
+#         assert 4 == store.counter["keys"]
+#         assert 1 == store.counter["__contains__", foo_key]
+#         assert 0 == store.counter["__iter__"]
+#         cache.invalidate_keys()
+#         assert foo_key in cache
+#         assert 4 == store.counter["keys"]
+#         assert 2 == store.counter["__contains__", foo_key]
+#         assert 0 == store.counter["__iter__"]
+
+#         # check these would get counted if called directly
+#         assert foo_key in store
+#         assert 3 == store.counter["__contains__", foo_key]
+#         assert keys == sorted(store)
+#         assert 1 == store.counter["__iter__"]
+
+
+# def test_getsize():
+#     store = KVStore(dict())
+#     store["foo"] = b"aaa"
+#     store["bar"] = b"bbbb"
+#     store["baz/quux"] = b"ccccc"
+#     assert 7 == getsize(store)
+#     assert 5 == getsize(store, "baz")
+
+#     store = KVStore(dict())
+#     store["boo"] = None
+#     assert -1 == getsize(store)
+
+
+# @pytest.mark.parametrize("dict_store", [False, True])
+# def test_migrate_1to2(dict_store):
+#     from zarr import meta_v1
+
+#     # N.B., version 1 did not support hierarchies, so we only have to be
+#     # concerned about migrating a single array at the root of the store
+
+#     # setup
+#     store = dict() if dict_store else KVStore(dict())
+#     meta = dict(
+#         shape=(100,),
+#         chunks=(10,),
+#         dtype=np.dtype("f4"),
+#         compression="zlib",
+#         compression_opts=1,
+#         fill_value=None,
+#         order="C",
+#     )
+#     meta_json = meta_v1.encode_metadata(meta)
+#     store["meta"] = meta_json
+#     store["attrs"] = json.dumps(dict()).encode("ascii")
+
+#     # run migration
+#     migrate_1to2(store)
+
+#     # check results
+#     assert "meta" not in store
+#     assert array_meta_key in store
+#     assert "attrs" not in store
+#     assert attrs_key in store
+#     meta_migrated = decode_array_metadata(store[array_meta_key])
+#     assert 2 == meta_migrated["zarr_format"]
+
+#     # preserved fields
+#     for f in "shape", "chunks", "dtype", "fill_value", "order":
+#         assert meta[f] == meta_migrated[f]
+
+#     # migrate should have added empty filters field
+#     assert meta_migrated["filters"] is None
+
+#     # check compression and compression_opts migrated to compressor
+#     assert "compression" not in meta_migrated
+#     assert "compression_opts" not in meta_migrated
+#     assert meta_migrated["compressor"] == Zlib(1).get_config()
+
+#     # check dict compression_opts
+#     store = dict() if dict_store else KVStore(dict())
+#     meta["compression"] = "blosc"
+#     meta["compression_opts"] = dict(cname="lz4", clevel=5, shuffle=1)
+#     meta_json = meta_v1.encode_metadata(meta)
+#     store["meta"] = meta_json
+#     store["attrs"] = json.dumps(dict()).encode("ascii")
+#     migrate_1to2(store)
+#     meta_migrated = decode_array_metadata(store[array_meta_key])
+#     assert "compression" not in meta_migrated
+#     assert "compression_opts" not in meta_migrated
+#     assert meta_migrated["compressor"] == Blosc(cname="lz4", clevel=5, shuffle=1).get_config()
+
+#     # check 'none' compression is migrated to None (null in JSON)
+#     store = dict() if dict_store else KVStore(dict())
+#     meta["compression"] = "none"
+#     meta_json = meta_v1.encode_metadata(meta)
+#     store["meta"] = meta_json
+#     store["attrs"] = json.dumps(dict()).encode("ascii")
+#     migrate_1to2(store)
+#     meta_migrated = decode_array_metadata(store[array_meta_key])
+#     assert "compression" not in meta_migrated
+#     assert "compression_opts" not in meta_migrated
+#     assert meta_migrated["compressor"] is None
+
+
+# def test_format_compatibility():
+
+#     # This test is intended to catch any unintended changes that break the ability to
+#     # read data stored with a previous minor version (which should be format-compatible).
+
+#     # fixture data
+#     fixture = group(store=DirectoryStore("fixture"))
+
+#     # set seed to get consistent random data
+#     np.random.seed(42)
+
+#     arrays_chunks = [
+#         (np.arange(1111, dtype="<i1"), 100),
+#         (np.arange(1111, dtype="<i2"), 100),
+#         (np.arange(1111, dtype="<i4"), 100),
+#         (np.arange(1111, dtype="<i8"), 1000),
+#         (np.random.randint(0, 200, size=2222, dtype="u1").astype("<u1"), 100),
+#         (np.random.randint(0, 2000, size=2222, dtype="u2").astype("<u2"), 100),
+#         (np.random.randint(0, 2000, size=2222, dtype="u4").astype("<u4"), 100),
+#         (np.random.randint(0, 2000, size=2222, dtype="u8").astype("<u8"), 100),
+#         (np.linspace(0, 1, 3333, dtype="<f2"), 100),
+#         (np.linspace(0, 1, 3333, dtype="<f4"), 100),
+#         (np.linspace(0, 1, 3333, dtype="<f8"), 100),
+#         (np.random.normal(loc=0, scale=1, size=4444).astype("<f2"), 100),
+#         (np.random.normal(loc=0, scale=1, size=4444).astype("<f4"), 100),
+#         (np.random.normal(loc=0, scale=1, size=4444).astype("<f8"), 100),
+#         (np.random.choice([b"A", b"C", b"G", b"T"], size=5555, replace=True).astype("S"), 100),
+#         (
+#             np.random.choice(["foo", "bar", "baz", "quux"], size=5555, replace=True).astype("<U"),
+#             100,
+#         ),
+#         (
+#             np.random.choice([0, 1 / 3, 1 / 7, 1 / 9, np.nan], size=5555, replace=True).astype(
+#                 "<f8"
+#             ),
+#             100,
+#         ),
+#         (np.random.randint(0, 2, size=5555, dtype=bool), 100),
+#         (np.arange(20000, dtype="<i4").reshape(2000, 10, order="C"), (100, 3)),
+#         (np.arange(20000, dtype="<i4").reshape(200, 100, order="F"), (100, 30)),
+#         (np.arange(20000, dtype="<i4").reshape(200, 10, 10, order="C"), (100, 3, 3)),
+#         (np.arange(20000, dtype="<i4").reshape(20, 100, 10, order="F"), (10, 30, 3)),
+#         (np.arange(20000, dtype="<i4").reshape(20, 10, 10, 10, order="C"), (10, 3, 3, 3)),
+#         (np.arange(20000, dtype="<i4").reshape(20, 10, 10, 10, order="F"), (10, 3, 3, 3)),
+#     ]
+
+#     compressors = [
+#         None,
+#         Zlib(level=1),
+#         BZ2(level=1),
+#         Blosc(cname="zstd", clevel=1, shuffle=0),
+#         Blosc(cname="zstd", clevel=1, shuffle=1),
+#         Blosc(cname="zstd", clevel=1, shuffle=2),
+#         Blosc(cname="lz4", clevel=1, shuffle=0),
+#     ]
+
+#     for i, (arr, chunks) in enumerate(arrays_chunks):
+
+#         if arr.flags.f_contiguous:
+#             order = "F"
+#         else:
+#             order = "C"
+
+#         for j, compressor in enumerate(compressors):
+#             path = "{}/{}".format(i, j)
+
+#             if path not in fixture:  # pragma: no cover
+#                 # store the data - should be one-time operation
+#                 fixture.array(path, data=arr, chunks=chunks, order=order, compressor=compressor)
+
+#             # setup array
+#             z = fixture[path]
+
+#             # check contents
+#             if arr.dtype.kind == "f":
+#                 assert_array_almost_equal(arr, z[:])
+#             else:
+#                 assert_array_equal(arr, z[:])
+
+#             # check dtype
+#             assert arr.dtype == z.dtype
+
+#             # check compressor
+#             if compressor is None:
+#                 assert z.compressor is None
+#             else:
+#                 assert compressor.codec_id == z.compressor.codec_id
+#                 assert compressor.get_config() == z.compressor.get_config()
+
+
+# @skip_test_env_var("ZARR_TEST_ABS")
+# class TestABSStore(StoreTests):
+
+#     ABSStoreClass = ABSStore
+
+#     def create_store(self, prefix=None, **kwargs):
+#         container_client = abs_container()
+#         store = self.ABSStoreClass(
+#             prefix=prefix,
+#             client=container_client,
+#             **kwargs,
+#         )
+#         store.rmdir()
+#         return store
+
+#     def test_non_client_deprecated(self):
+#         with pytest.warns(FutureWarning, match="Providing"):
+#             store = self.ABSStoreClass(
+#                 "container", account_name="account_name", account_key="account_key"
+#             )
+
+#         for attr in ["container", "account_name", "account_key"]:
+#             with pytest.warns(FutureWarning, match=attr):
+#                 result = getattr(store, attr)
+#             assert result == attr
+
+#     def test_iterators_with_prefix(self):
+#         prefixes = ["test_prefix", "/test_prefix", "test_prefix/", "test/prefix"]
+
+#         if self.version < 3:
+#             # empty prefix not allowed in v3
+#             prefixes += ["", None]
+
+#         for prefix in prefixes:
+#             store = self.create_store(prefix=prefix)
+
+#             # test iterator methods on empty store
+#             assert 0 == len(store)
+#             assert set() == set(store)
+#             assert set() == set(store.keys())
+#             assert set() == set(store.values())
+#             assert set() == set(store.items())
+
+#             prefix = meta_root if self.version > 2 else ""
+#             # setup some values
+#             store[prefix + "a"] = b"aaa"
+#             store[prefix + "b"] = b"bbb"
+#             store[prefix + "c/d"] = b"ddd"
+#             store[prefix + "c/e/f"] = b"fff"
+
+#             # test iterators on store with data
+#             assert 4 == len(store)
+#             keys = [prefix + "a", prefix + "b", prefix + "c/d", prefix + "c/e/f"]
+#             values = [b"aaa", b"bbb", b"ddd", b"fff"]
+#             items = list(zip(keys, values))
+#             assert set(keys) == set(store)
+#             assert set(keys) == set(store.keys())
+#             assert set(values) == set(store.values())
+#             assert set(items) == set(store.items())
 
-        if path is None:
-            path = tempfile.mkdtemp()
-            atexit.register(atexit_rmtree, path)
+#     def test_getsize(self):
+#         return super().test_getsize()
 
-        store = N5FSStore(path, normalize_keys=normalize_keys, **kwargs)
-        return store
-
-    def test_equal(self):
-        store_a = self.create_store()
-        store_b = N5FSStore(store_a.path)
-        assert store_a == store_b
+#     def test_hierarchy(self):
+#         return super().test_hierarchy()
 
-    # This is copied wholesale from the N5Store tests. The same test could
-    # be run by making TestN5FSStore inherit from both TestFSStore and
-    # TestN5Store, but a direct copy is arguably more explicit.
+#     @pytest.mark.skipif(sys.version_info < (3, 7), reason="attr not serializable in py36")
+#     def test_pickle(self):
+#         # internal attribute on ContainerClient isn't serializable for py36 and earlier
+#         super().test_pickle()
 
-    @pytest.mark.parametrize("zarr_meta_key", [".zarray", ".zattrs", ".zgroup"])
-    def test_del_zarr_meta_key(self, zarr_meta_key):
-        store = self.create_store()
-        store[n5_attrs_key] = json_dumps({"foo": "bar"})
-        del store[zarr_meta_key]
-        assert n5_attrs_key not in store
-
-    def test_chunk_nesting(self):
-        store = self.create_store()
-        store["0.0"] = b"xxx"
-        assert "0.0" in store
-        assert b"xxx" == store["0.0"]
-        # assert b'xxx' == store['0/0']
-        store["foo/10.20.30"] = b"yyy"
-        assert "foo/10.20.30" in store
-        assert b"yyy" == store["foo/10.20.30"]
-        # N5 reverses axis order
-        assert b"yyy" == store["foo/30/20/10"]
-        del store["foo/10.20.30"]
-        assert "foo/30/20/10" not in store
-        store["42"] = b"zzz"
-        assert "42" in store
-        assert b"zzz" == store["42"]
-
-    def test_init_array(self):
-        store = self.create_store()
-        init_array(store, shape=1000, chunks=100)
-
-        # check metadata
-        assert array_meta_key in store
-        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-        assert (1000,) == meta["shape"]
-        assert (100,) == meta["chunks"]
-        assert np.dtype(None) == meta["dtype"]
-        # N5Store wraps the actual compressor
-        compressor_config = meta["compressor"]["compressor_config"]
-        assert default_compressor.get_config() == compressor_config
-        # N5Store always has a fill value of 0
-        assert meta["fill_value"] == 0
-        assert meta["dimension_separator"] == "."
-        # Top-level groups AND arrays should have
-        # the n5 keyword in metadata
-        raw_n5_meta = json.loads(store[n5_attrs_key])
-        assert raw_n5_meta.get("n5", None) == N5_FORMAT
-
-    def test_init_array_path(self):
-        path = "foo/bar"
-        store = self.create_store()
-        init_array(store, shape=1000, chunks=100, path=path)
-
-        # check metadata
-        key = path + "/" + array_meta_key
-        assert key in store
-        meta = store._metadata_class.decode_array_metadata(store[key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-        assert (1000,) == meta["shape"]
-        assert (100,) == meta["chunks"]
-        assert np.dtype(None) == meta["dtype"]
-        # N5Store wraps the actual compressor
-        compressor_config = meta["compressor"]["compressor_config"]
-        assert default_compressor.get_config() == compressor_config
-        # N5Store always has a fill value of 0
-        assert meta["fill_value"] == 0
-
-    def test_init_array_compat(self):
-        store = self.create_store()
-        init_array(store, shape=1000, chunks=100, compressor="none")
-        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        # N5Store wraps the actual compressor
-        compressor_config = meta["compressor"]["compressor_config"]
-        assert compressor_config is None
 
-    def test_init_array_overwrite(self):
-        self._test_init_array_overwrite("C")
+# class TestConsolidatedMetadataStore:
 
-    def test_init_array_overwrite_path(self):
-        self._test_init_array_overwrite_path("C")
+#     version = 2
+#     ConsolidatedMetadataClass = ConsolidatedMetadataStore
 
-    def test_init_array_overwrite_chunk_store(self):
-        self._test_init_array_overwrite_chunk_store("C")
+#     @property
+#     def metadata_key(self):
+#         return ".zmetadata"
 
-    def test_init_group_overwrite(self):
-        self._test_init_group_overwrite("C")
+#     def test_bad_format(self):
 
-    def test_init_group_overwrite_path(self):
-        self._test_init_group_overwrite_path("C")
+#         # setup store with consolidated metadata
+#         store = dict()
+#         consolidated = {
+#             # bad format version
+#             "zarr_consolidated_format": 0,
+#         }
+#         store[self.metadata_key] = json.dumps(consolidated).encode()
 
-    def test_init_group_overwrite_chunk_store(self):
-        self._test_init_group_overwrite_chunk_store("C")
+#         # check appropriate error is raised
+#         with pytest.raises(MetadataError):
+#             self.ConsolidatedMetadataClass(store)
 
-    def test_dimension_separator(self):
+#     def test_bad_store_version(self):
+#         with pytest.raises(ValueError):
+#             self.ConsolidatedMetadataClass(KVStoreV3(dict()))
 
-        with pytest.warns(UserWarning, match="dimension_separator"):
-            self.create_store(dimension_separator="/")
+#     def test_read_write(self):
 
-    def test_init_group(self):
-        store = self.create_store()
-        init_group(store)
-        store[".zattrs"] = json_dumps({"foo": "bar"})
-        # check metadata
-        assert group_meta_key in store
-        assert group_meta_key in store.listdir()
-        assert group_meta_key in store.listdir("")
-        meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-
-    def test_filters(self):
-        all_filters, all_errors = zip(
-            *[
-                (None, does_not_raise()),
-                ([], does_not_raise()),
-                ([AsType("f4", "f8")], pytest.raises(ValueError)),
-            ]
-        )
-        for filters, error in zip(all_filters, all_errors):
-            store = self.create_store()
-            with error:
-                init_array(store, shape=1000, chunks=100, filters=filters)
+#         # setup store with consolidated metadata
+#         store = dict()
+#         consolidated = {
+#             "zarr_consolidated_format": 1,
+#             "metadata": {
+#                 "foo": "bar",
+#                 "baz": 42,
+#             },
+#         }
+#         store[self.metadata_key] = json.dumps(consolidated).encode()
 
+#         # create consolidated store
+#         cs = self.ConsolidatedMetadataClass(store)
 
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestNestedFSStore(TestNestedDirectoryStore):
-    def create_store(self, normalize_keys=False, path=None, **kwargs):
-        if path is None:
-            path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = FSStore(
-            path, normalize_keys=normalize_keys, dimension_separator="/", auto_mkdir=True, **kwargs
-        )
-        return store
+#         # test __contains__, __getitem__
+#         for key, value in consolidated["metadata"].items():
+#             assert key in cs
+#             assert value == cs[key]
 
-    def test_numbered_groups(self):
-        import zarr
+#         # test __delitem__, __setitem__
+#         with pytest.raises(PermissionError):
+#             del cs["foo"]
+#         with pytest.raises(PermissionError):
+#             cs["bar"] = 0
+#         with pytest.raises(PermissionError):
+#             cs["spam"] = "eggs"
 
-        # Create an array
-        store = self.create_store()
-        group = zarr.group(store=store)
-        arr = group.create_dataset("0", shape=(10, 10))
-        arr[1] = 1
 
-        # Read it back
-        store = self.create_store(path=store.path)
-        zarr.open_group(store.path)["0"]
+# # standalone test we do not want to run on each store.
 
 
-class TestTempStore(StoreTests):
-    def create_store(self, **kwargs):
-        skip_if_nested_chunks(**kwargs)
-        return TempStore(**kwargs)
+# def test_fill_value_change():
+#     a = zarr.create((10, 10), dtype=int)
 
-    def test_setdel(self):
-        store = self.create_store()
-        setdel_hierarchy_checks(store, self.root)
+#     assert a[0, 0] == 0
 
+#     a.fill_value = 1
 
-class TestZipStore(StoreTests):
+#     assert a[0, 0] == 1
 
-    ZipStoreClass = ZipStore
+#     assert json.loads(a.store[".zarray"])["fill_value"] == 1
 
-    def create_store(self, **kwargs):
-        path = mktemp(suffix=".zip")
-        atexit.register(os.remove, path)
-        store = ZipStore(path, mode="w", **kwargs)
-        return store
 
-    def test_mode(self):
-        with self.ZipStoreClass("data/store.zip", mode="w") as store:
-            store[self.root + "foo"] = b"bar"
-        store = self.ZipStoreClass("data/store.zip", mode="r")
-        with pytest.raises(PermissionError):
-            store[self.root + "foo"] = b"bar"
-        with pytest.raises(PermissionError):
-            store.clear()
-
-    def test_flush(self):
-        store = self.ZipStoreClass("data/store.zip", mode="w")
-        store[self.root + "foo"] = b"bar"
-        store.flush()
-        assert store[self.root + "foo"] == b"bar"
-        store.close()
-
-        store = self.ZipStoreClass("data/store.zip", mode="r")
-        store.flush()  # no-op
-
-    def test_context_manager(self):
-        with self.create_store() as store:
-            store[self.root + "foo"] = b"bar"
-            store[self.root + "baz"] = b"qux"
-            assert 2 == len(store)
-
-    def test_pop(self):
-        # override because not implemented
-        store = self.create_store()
-        store[self.root + "foo"] = b"bar"
-        with pytest.raises(NotImplementedError):
-            store.pop(self.root + "foo")
+# def test_get_hierarchy_metadata_v2():
+#     # v2 stores do not have hierarchy metadata (i.e. zarr.json)
+#     with pytest.raises(ValueError):
+#         _get_hierarchy_metadata(KVStore(dict))
 
-    def test_popitem(self):
-        # override because not implemented
-        store = self.create_store()
-        store[self.root + "foo"] = b"bar"
-        with pytest.raises(NotImplementedError):
-            store.popitem()
-
-    def test_permissions(self):
-        store = self.ZipStoreClass("data/store.zip", mode="w")
-        foo_key = "foo" if self.version == 2 else self.root + "foo"
-        # TODO: cannot provide key ending in / for v3
-        #       how to create an empty folder in that case?
-        baz_key = "baz/" if self.version == 2 else self.root + "baz"
-        store[foo_key] = b"bar"
-        store[baz_key] = b""
-
-        store.flush()
-        store.close()
-        z = ZipFile("data/store.zip", "r")
-        info = z.getinfo(foo_key)
-        perm = oct(info.external_attr >> 16)
-        assert perm == "0o644"
-        info = z.getinfo(baz_key)
-        perm = oct(info.external_attr >> 16)
-        # only for posix platforms
-        if os.name == "posix":
-            if self.version == 2:
-                assert perm == "0o40775"
-            else:
-                # baz/ on v2, but baz on v3, so not a directory
-                assert perm == "0o644"
-        z.close()
-
-    def test_store_and_retrieve_ndarray(self):
-        store = ZipStore("data/store.zip")
-        x = np.array([[1, 2], [3, 4]])
-        store["foo"] = x
-        y = np.frombuffer(store["foo"], dtype=x.dtype).reshape(x.shape)
-        assert np.array_equiv(y, x)
-
-
-class TestDBMStore(StoreTests):
-    def create_store(self, dimension_separator=None):
-        path = mktemp(suffix=".anydbm")
-        atexit.register(atexit_rmglob, path + "*")
-        # create store using default dbm implementation
-        store = DBMStore(path, flag="n", dimension_separator=dimension_separator)
-        return store
 
-    def test_context_manager(self):
-        with self.create_store() as store:
-            store[self.root + "foo"] = b"bar"
-            store[self.root + "baz"] = b"qux"
-            assert 2 == len(store)
+# def test_normalize_store_arg(tmpdir):
+#     with pytest.raises(ValueError):
+#         normalize_store_arg(dict(), zarr_version=4)
 
+#     for ext, Class in [(".zip", ZipStore), (".n5", N5Store)]:
+#         fn = tmpdir.join("store" + ext)
+#         store = normalize_store_arg(str(fn), zarr_version=2, mode="w")
+#         assert isinstance(store, Class)
 
-class TestDBMStoreDumb(TestDBMStore):
-    def create_store(self, **kwargs):
-        path = mktemp(suffix=".dumbdbm")
-        atexit.register(atexit_rmglob, path + "*")
+#     if have_fsspec:
+#         import fsspec
 
-        import dbm.dumb as dumbdbm
+#         path = tempfile.mkdtemp()
+#         store = normalize_store_arg("file://" + path, zarr_version=2, mode="w")
+#         assert isinstance(store, FSStore)
 
-        store = DBMStore(path, flag="n", open=dumbdbm.open, **kwargs)
-        return store
+#         store = normalize_store_arg(fsspec.get_mapper("file://" + path))
+#         assert isinstance(store, FSStore)
 
 
-class TestDBMStoreGnu(TestDBMStore):
-    def create_store(self, **kwargs):
-        gdbm = pytest.importorskip("dbm.gnu")
-        path = mktemp(suffix=".gdbm")  # pragma: no cover
-        atexit.register(os.remove, path)  # pragma: no cover
-        store = DBMStore(
-            path, flag="n", open=gdbm.open, write_lock=False, **kwargs
-        )  # pragma: no cover
-        return store  # pragma: no cover
+# def test_meta_prefix_6853():
 
+#     fixture = pathlib.Path(zarr.__file__).resolve().parent.parent / "fixture"
+#     meta = fixture / "meta"
+#     if not meta.exists():  # pragma: no cover
+#         s = DirectoryStore(str(meta), dimension_separator=".")
+#         a = zarr.open(store=s, mode="w", shape=(2, 2), dtype="<i8")
+#         a[:] = [[1, 2], [3, 4]]
 
-class TestDBMStoreNDBM(TestDBMStore):
-    def create_store(self, **kwargs):
-        ndbm = pytest.importorskip("dbm.ndbm")
-        path = mktemp(suffix=".ndbm")  # pragma: no cover
-        atexit.register(atexit_rmglob, path + "*")  # pragma: no cover
-        store = DBMStore(path, flag="n", open=ndbm.open, **kwargs)  # pragma: no cover
-        return store  # pragma: no cover
+#     fixtures = group(store=DirectoryStore(str(fixture)))
+#     assert list(fixtures.arrays())
 
 
-class TestDBMStoreBerkeleyDB(TestDBMStore):
-    def create_store(self, **kwargs):
-        bsddb3 = pytest.importorskip("bsddb3")
-        path = mktemp(suffix=".dbm")
-        atexit.register(os.remove, path)
-        store = DBMStore(path, flag="n", open=bsddb3.btopen, write_lock=False, **kwargs)
-        return store
+# def test_getitems_contexts():
+#     class MyStore(CountingDict):
+#         def __init__(self):
+#             super().__init__()
+#             self.last_contexts = None
 
+#         def getitems(self, keys, *, contexts):
+#             self.last_contexts = contexts
+#             return super().getitems(keys, contexts=contexts)
 
-class TestLMDBStore(StoreTests):
-    def create_store(self, **kwargs):
-        pytest.importorskip("lmdb")
-        path = mktemp(suffix=".lmdb")
-        atexit.register(atexit_rmtree, path)
-        buffers = True
-        store = LMDBStore(path, buffers=buffers, **kwargs)
-        return store
+#     store = MyStore()
+#     z = zarr.create(shape=(10,), chunks=1, store=store)
 
-    def test_context_manager(self):
-        with self.create_store() as store:
-            store[self.root + "foo"] = b"bar"
-            store[self.root + "baz"] = b"qux"
-            assert 2 == len(store)
+#     # By default, not contexts are given to the store's getitems()
+#     z[0]
+#     assert len(store.last_contexts) == 0
 
-
-class TestSQLiteStore(StoreTests):
-    def create_store(self, **kwargs):
-        pytest.importorskip("sqlite3")
-        path = mktemp(suffix=".db")
-        atexit.register(atexit_rmtree, path)
-        store = SQLiteStore(path, **kwargs)
-        return store
-
-    def test_underscore_in_name(self):
-        path = mktemp(suffix=".db")
-        atexit.register(atexit_rmtree, path)
-        store = SQLiteStore(path)
-        store["a"] = b"aaa"
-        store["a_b"] = b"aa_bb"
-        store.rmdir("a")
-        assert "a_b" in store
-
-
-class TestSQLiteStoreInMemory(TestSQLiteStore):
-    def create_store(self, **kwargs):
-        pytest.importorskip("sqlite3")
-        store = SQLiteStore(":memory:", **kwargs)
-        return store
-
-    def test_pickle(self):
-
-        # setup store
-        store = self.create_store()
-        store[self.root + "foo"] = b"bar"
-        store[self.root + "baz"] = b"quux"
-
-        # round-trip through pickle
-        with pytest.raises(PicklingError):
-            pickle.dumps(store)
-
-
-@skip_test_env_var("ZARR_TEST_MONGO")
-class TestMongoDBStore(StoreTests):
-    def create_store(self, **kwargs):
-        pytest.importorskip("pymongo")
-        store = MongoDBStore(
-            host="127.0.0.1", database="zarr_tests", collection="zarr_tests", **kwargs
-        )
-        # start with an empty store
-        store.clear()
-        return store
-
-
-@skip_test_env_var("ZARR_TEST_REDIS")
-class TestRedisStore(StoreTests):
-    def create_store(self, **kwargs):
-        # TODO: this is the default host for Redis on Travis,
-        # we probably want to generalize this though
-        pytest.importorskip("redis")
-        store = RedisStore(host="localhost", port=6379, **kwargs)
-        # start with an empty store
-        store.clear()
-        return store
-
-
-class TestLRUStoreCache(StoreTests):
-
-    CountingClass = CountingDict
-    LRUStoreClass = LRUStoreCache
-
-    def create_store(self, **kwargs):
-        # wrapper therefore no dimension_separator argument
-        skip_if_nested_chunks(**kwargs)
-        return self.LRUStoreClass(dict(), max_size=2**27)
-
-    def test_cache_values_no_max_size(self):
-
-        # setup store
-        store = self.CountingClass()
-        foo_key = self.root + "foo"
-        bar_key = self.root + "bar"
-        store[foo_key] = b"xxx"
-        store[bar_key] = b"yyy"
-        assert 0 == store.counter["__getitem__", foo_key]
-        assert 1 == store.counter["__setitem__", foo_key]
-        assert 0 == store.counter["__getitem__", bar_key]
-        assert 1 == store.counter["__setitem__", bar_key]
-
-        # setup cache
-        cache = self.LRUStoreClass(store, max_size=None)
-        assert 0 == cache.hits
-        assert 0 == cache.misses
-
-        # test first __getitem__, cache miss
-        assert b"xxx" == cache[foo_key]
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 1 == store.counter["__setitem__", foo_key]
-        assert 0 == cache.hits
-        assert 1 == cache.misses
-
-        # test second __getitem__, cache hit
-        assert b"xxx" == cache[foo_key]
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 1 == store.counter["__setitem__", foo_key]
-        assert 1 == cache.hits
-        assert 1 == cache.misses
-
-        # test __setitem__, __getitem__
-        cache[foo_key] = b"zzz"
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 2 == store.counter["__setitem__", foo_key]
-        # should be a cache hit
-        assert b"zzz" == cache[foo_key]
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 2 == store.counter["__setitem__", foo_key]
-        assert 2 == cache.hits
-        assert 1 == cache.misses
-
-        # manually invalidate all cached values
-        cache.invalidate_values()
-        assert b"zzz" == cache[foo_key]
-        assert 2 == store.counter["__getitem__", foo_key]
-        assert 2 == store.counter["__setitem__", foo_key]
-        cache.invalidate()
-        assert b"zzz" == cache[foo_key]
-        assert 3 == store.counter["__getitem__", foo_key]
-        assert 2 == store.counter["__setitem__", foo_key]
-
-        # test __delitem__
-        del cache[foo_key]
-        with pytest.raises(KeyError):
-            # noinspection PyStatementEffect
-            cache[foo_key]
-        with pytest.raises(KeyError):
-            # noinspection PyStatementEffect
-            store[foo_key]
-
-        # verify other keys untouched
-        assert 0 == store.counter["__getitem__", bar_key]
-        assert 1 == store.counter["__setitem__", bar_key]
-
-    def test_cache_values_with_max_size(self):
-
-        # setup store
-        store = self.CountingClass()
-        foo_key = self.root + "foo"
-        bar_key = self.root + "bar"
-        store[foo_key] = b"xxx"
-        store[bar_key] = b"yyy"
-        assert 0 == store.counter["__getitem__", foo_key]
-        assert 0 == store.counter["__getitem__", bar_key]
-        # setup cache - can only hold one item
-        cache = self.LRUStoreClass(store, max_size=5)
-        assert 0 == cache.hits
-        assert 0 == cache.misses
-
-        # test first 'foo' __getitem__, cache miss
-        assert b"xxx" == cache[foo_key]
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 0 == cache.hits
-        assert 1 == cache.misses
-
-        # test second 'foo' __getitem__, cache hit
-        assert b"xxx" == cache[foo_key]
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 1 == cache.hits
-        assert 1 == cache.misses
-
-        # test first 'bar' __getitem__, cache miss
-        assert b"yyy" == cache[bar_key]
-        assert 1 == store.counter["__getitem__", bar_key]
-        assert 1 == cache.hits
-        assert 2 == cache.misses
-
-        # test second 'bar' __getitem__, cache hit
-        assert b"yyy" == cache[bar_key]
-        assert 1 == store.counter["__getitem__", bar_key]
-        assert 2 == cache.hits
-        assert 2 == cache.misses
-
-        # test 'foo' __getitem__, should have been evicted, cache miss
-        assert b"xxx" == cache[foo_key]
-        assert 2 == store.counter["__getitem__", foo_key]
-        assert 2 == cache.hits
-        assert 3 == cache.misses
-
-        # test 'bar' __getitem__, should have been evicted, cache miss
-        assert b"yyy" == cache[bar_key]
-        assert 2 == store.counter["__getitem__", bar_key]
-        assert 2 == cache.hits
-        assert 4 == cache.misses
-
-        # setup store
-        store = self.CountingClass()
-        store[foo_key] = b"xxx"
-        store[bar_key] = b"yyy"
-        assert 0 == store.counter["__getitem__", foo_key]
-        assert 0 == store.counter["__getitem__", bar_key]
-        # setup cache - can hold two items
-        cache = self.LRUStoreClass(store, max_size=6)
-        assert 0 == cache.hits
-        assert 0 == cache.misses
-
-        # test first 'foo' __getitem__, cache miss
-        assert b"xxx" == cache[foo_key]
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 0 == cache.hits
-        assert 1 == cache.misses
-
-        # test second 'foo' __getitem__, cache hit
-        assert b"xxx" == cache[foo_key]
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 1 == cache.hits
-        assert 1 == cache.misses
-
-        # test first 'bar' __getitem__, cache miss
-        assert b"yyy" == cache[bar_key]
-        assert 1 == store.counter["__getitem__", bar_key]
-        assert 1 == cache.hits
-        assert 2 == cache.misses
-
-        # test second 'bar' __getitem__, cache hit
-        assert b"yyy" == cache[bar_key]
-        assert 1 == store.counter["__getitem__", bar_key]
-        assert 2 == cache.hits
-        assert 2 == cache.misses
-
-        # test 'foo' __getitem__, should still be cached
-        assert b"xxx" == cache[foo_key]
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 3 == cache.hits
-        assert 2 == cache.misses
-
-        # test 'bar' __getitem__, should still be cached
-        assert b"yyy" == cache[bar_key]
-        assert 1 == store.counter["__getitem__", bar_key]
-        assert 4 == cache.hits
-        assert 2 == cache.misses
-
-    def test_cache_keys(self):
-
-        # setup
-        store = self.CountingClass()
-        foo_key = self.root + "foo"
-        bar_key = self.root + "bar"
-        baz_key = self.root + "baz"
-        store[foo_key] = b"xxx"
-        store[bar_key] = b"yyy"
-        assert 0 == store.counter["__contains__", foo_key]
-        assert 0 == store.counter["__iter__"]
-        assert 0 == store.counter["keys"]
-        cache = self.LRUStoreClass(store, max_size=None)
-
-        # keys should be cached on first call
-        keys = sorted(cache.keys())
-        assert keys == [bar_key, foo_key]
-        assert 1 == store.counter["keys"]
-        # keys should now be cached
-        assert keys == sorted(cache.keys())
-        assert 1 == store.counter["keys"]
-        assert foo_key in cache
-        assert 1 == store.counter["__contains__", foo_key]
-        # the next check for `foo_key` is cached
-        assert foo_key in cache
-        assert 1 == store.counter["__contains__", foo_key]
-        assert keys == sorted(cache)
-        assert 0 == store.counter["__iter__"]
-        assert 1 == store.counter["keys"]
-
-        # cache should be cleared if store is modified - crude but simple for now
-        cache[baz_key] = b"zzz"
-        keys = sorted(cache.keys())
-        assert keys == [bar_key, baz_key, foo_key]
-        assert 2 == store.counter["keys"]
-        # keys should now be cached
-        assert keys == sorted(cache.keys())
-        assert 2 == store.counter["keys"]
-
-        # manually invalidate keys
-        cache.invalidate_keys()
-        keys = sorted(cache.keys())
-        assert keys == [bar_key, baz_key, foo_key]
-        assert 3 == store.counter["keys"]
-        assert 1 == store.counter["__contains__", foo_key]
-        assert 0 == store.counter["__iter__"]
-        cache.invalidate_keys()
-        keys = sorted(cache)
-        assert keys == [bar_key, baz_key, foo_key]
-        assert 4 == store.counter["keys"]
-        assert 1 == store.counter["__contains__", foo_key]
-        assert 0 == store.counter["__iter__"]
-        cache.invalidate_keys()
-        assert foo_key in cache
-        assert 4 == store.counter["keys"]
-        assert 2 == store.counter["__contains__", foo_key]
-        assert 0 == store.counter["__iter__"]
-
-        # check these would get counted if called directly
-        assert foo_key in store
-        assert 3 == store.counter["__contains__", foo_key]
-        assert keys == sorted(store)
-        assert 1 == store.counter["__iter__"]
-
-
-def test_getsize():
-    store = KVStore(dict())
-    store["foo"] = b"aaa"
-    store["bar"] = b"bbbb"
-    store["baz/quux"] = b"ccccc"
-    assert 7 == getsize(store)
-    assert 5 == getsize(store, "baz")
-
-    store = KVStore(dict())
-    store["boo"] = None
-    assert -1 == getsize(store)
-
-
-@pytest.mark.parametrize("dict_store", [False, True])
-def test_migrate_1to2(dict_store):
-    from zarr import meta_v1
-
-    # N.B., version 1 did not support hierarchies, so we only have to be
-    # concerned about migrating a single array at the root of the store
-
-    # setup
-    store = dict() if dict_store else KVStore(dict())
-    meta = dict(
-        shape=(100,),
-        chunks=(10,),
-        dtype=np.dtype("f4"),
-        compression="zlib",
-        compression_opts=1,
-        fill_value=None,
-        order="C",
-    )
-    meta_json = meta_v1.encode_metadata(meta)
-    store["meta"] = meta_json
-    store["attrs"] = json.dumps(dict()).encode("ascii")
-
-    # run migration
-    migrate_1to2(store)
-
-    # check results
-    assert "meta" not in store
-    assert array_meta_key in store
-    assert "attrs" not in store
-    assert attrs_key in store
-    meta_migrated = decode_array_metadata(store[array_meta_key])
-    assert 2 == meta_migrated["zarr_format"]
-
-    # preserved fields
-    for f in "shape", "chunks", "dtype", "fill_value", "order":
-        assert meta[f] == meta_migrated[f]
-
-    # migrate should have added empty filters field
-    assert meta_migrated["filters"] is None
-
-    # check compression and compression_opts migrated to compressor
-    assert "compression" not in meta_migrated
-    assert "compression_opts" not in meta_migrated
-    assert meta_migrated["compressor"] == Zlib(1).get_config()
-
-    # check dict compression_opts
-    store = dict() if dict_store else KVStore(dict())
-    meta["compression"] = "blosc"
-    meta["compression_opts"] = dict(cname="lz4", clevel=5, shuffle=1)
-    meta_json = meta_v1.encode_metadata(meta)
-    store["meta"] = meta_json
-    store["attrs"] = json.dumps(dict()).encode("ascii")
-    migrate_1to2(store)
-    meta_migrated = decode_array_metadata(store[array_meta_key])
-    assert "compression" not in meta_migrated
-    assert "compression_opts" not in meta_migrated
-    assert meta_migrated["compressor"] == Blosc(cname="lz4", clevel=5, shuffle=1).get_config()
-
-    # check 'none' compression is migrated to None (null in JSON)
-    store = dict() if dict_store else KVStore(dict())
-    meta["compression"] = "none"
-    meta_json = meta_v1.encode_metadata(meta)
-    store["meta"] = meta_json
-    store["attrs"] = json.dumps(dict()).encode("ascii")
-    migrate_1to2(store)
-    meta_migrated = decode_array_metadata(store[array_meta_key])
-    assert "compression" not in meta_migrated
-    assert "compression_opts" not in meta_migrated
-    assert meta_migrated["compressor"] is None
-
-
-def test_format_compatibility():
-
-    # This test is intended to catch any unintended changes that break the ability to
-    # read data stored with a previous minor version (which should be format-compatible).
-
-    # fixture data
-    fixture = group(store=DirectoryStore("fixture"))
-
-    # set seed to get consistent random data
-    np.random.seed(42)
-
-    arrays_chunks = [
-        (np.arange(1111, dtype="<i1"), 100),
-        (np.arange(1111, dtype="<i2"), 100),
-        (np.arange(1111, dtype="<i4"), 100),
-        (np.arange(1111, dtype="<i8"), 1000),
-        (np.random.randint(0, 200, size=2222, dtype="u1").astype("<u1"), 100),
-        (np.random.randint(0, 2000, size=2222, dtype="u2").astype("<u2"), 100),
-        (np.random.randint(0, 2000, size=2222, dtype="u4").astype("<u4"), 100),
-        (np.random.randint(0, 2000, size=2222, dtype="u8").astype("<u8"), 100),
-        (np.linspace(0, 1, 3333, dtype="<f2"), 100),
-        (np.linspace(0, 1, 3333, dtype="<f4"), 100),
-        (np.linspace(0, 1, 3333, dtype="<f8"), 100),
-        (np.random.normal(loc=0, scale=1, size=4444).astype("<f2"), 100),
-        (np.random.normal(loc=0, scale=1, size=4444).astype("<f4"), 100),
-        (np.random.normal(loc=0, scale=1, size=4444).astype("<f8"), 100),
-        (np.random.choice([b"A", b"C", b"G", b"T"], size=5555, replace=True).astype("S"), 100),
-        (
-            np.random.choice(["foo", "bar", "baz", "quux"], size=5555, replace=True).astype("<U"),
-            100,
-        ),
-        (
-            np.random.choice([0, 1 / 3, 1 / 7, 1 / 9, np.nan], size=5555, replace=True).astype(
-                "<f8"
-            ),
-            100,
-        ),
-        (np.random.randint(0, 2, size=5555, dtype=bool), 100),
-        (np.arange(20000, dtype="<i4").reshape(2000, 10, order="C"), (100, 3)),
-        (np.arange(20000, dtype="<i4").reshape(200, 100, order="F"), (100, 30)),
-        (np.arange(20000, dtype="<i4").reshape(200, 10, 10, order="C"), (100, 3, 3)),
-        (np.arange(20000, dtype="<i4").reshape(20, 100, 10, order="F"), (10, 30, 3)),
-        (np.arange(20000, dtype="<i4").reshape(20, 10, 10, 10, order="C"), (10, 3, 3, 3)),
-        (np.arange(20000, dtype="<i4").reshape(20, 10, 10, 10, order="F"), (10, 3, 3, 3)),
-    ]
-
-    compressors = [
-        None,
-        Zlib(level=1),
-        BZ2(level=1),
-        Blosc(cname="zstd", clevel=1, shuffle=0),
-        Blosc(cname="zstd", clevel=1, shuffle=1),
-        Blosc(cname="zstd", clevel=1, shuffle=2),
-        Blosc(cname="lz4", clevel=1, shuffle=0),
-    ]
-
-    for i, (arr, chunks) in enumerate(arrays_chunks):
-
-        if arr.flags.f_contiguous:
-            order = "F"
-        else:
-            order = "C"
-
-        for j, compressor in enumerate(compressors):
-            path = "{}/{}".format(i, j)
-
-            if path not in fixture:  # pragma: no cover
-                # store the data - should be one-time operation
-                fixture.array(path, data=arr, chunks=chunks, order=order, compressor=compressor)
-
-            # setup array
-            z = fixture[path]
-
-            # check contents
-            if arr.dtype.kind == "f":
-                assert_array_almost_equal(arr, z[:])
-            else:
-                assert_array_equal(arr, z[:])
-
-            # check dtype
-            assert arr.dtype == z.dtype
-
-            # check compressor
-            if compressor is None:
-                assert z.compressor is None
-            else:
-                assert compressor.codec_id == z.compressor.codec_id
-                assert compressor.get_config() == z.compressor.get_config()
-
-
-@skip_test_env_var("ZARR_TEST_ABS")
-class TestABSStore(StoreTests):
-
-    ABSStoreClass = ABSStore
-
-    def create_store(self, prefix=None, **kwargs):
-        container_client = abs_container()
-        store = self.ABSStoreClass(
-            prefix=prefix,
-            client=container_client,
-            **kwargs,
-        )
-        store.rmdir()
-        return store
-
-    def test_non_client_deprecated(self):
-        with pytest.warns(FutureWarning, match="Providing"):
-            store = self.ABSStoreClass(
-                "container", account_name="account_name", account_key="account_key"
-            )
-
-        for attr in ["container", "account_name", "account_key"]:
-            with pytest.warns(FutureWarning, match=attr):
-                result = getattr(store, attr)
-            assert result == attr
-
-    def test_iterators_with_prefix(self):
-        prefixes = ["test_prefix", "/test_prefix", "test_prefix/", "test/prefix"]
-
-        if self.version < 3:
-            # empty prefix not allowed in v3
-            prefixes += ["", None]
-
-        for prefix in prefixes:
-            store = self.create_store(prefix=prefix)
-
-            # test iterator methods on empty store
-            assert 0 == len(store)
-            assert set() == set(store)
-            assert set() == set(store.keys())
-            assert set() == set(store.values())
-            assert set() == set(store.items())
-
-            prefix = meta_root if self.version > 2 else ""
-            # setup some values
-            store[prefix + "a"] = b"aaa"
-            store[prefix + "b"] = b"bbb"
-            store[prefix + "c/d"] = b"ddd"
-            store[prefix + "c/e/f"] = b"fff"
-
-            # test iterators on store with data
-            assert 4 == len(store)
-            keys = [prefix + "a", prefix + "b", prefix + "c/d", prefix + "c/e/f"]
-            values = [b"aaa", b"bbb", b"ddd", b"fff"]
-            items = list(zip(keys, values))
-            assert set(keys) == set(store)
-            assert set(keys) == set(store.keys())
-            assert set(values) == set(store.values())
-            assert set(items) == set(store.items())
-
-    def test_getsize(self):
-        return super().test_getsize()
-
-    def test_hierarchy(self):
-        return super().test_hierarchy()
-
-    @pytest.mark.skipif(sys.version_info < (3, 7), reason="attr not serializable in py36")
-    def test_pickle(self):
-        # internal attribute on ContainerClient isn't serializable for py36 and earlier
-        super().test_pickle()
-
-
-class TestConsolidatedMetadataStore:
-
-    version = 2
-    ConsolidatedMetadataClass = ConsolidatedMetadataStore
-
-    @property
-    def metadata_key(self):
-        return ".zmetadata"
-
-    def test_bad_format(self):
-
-        # setup store with consolidated metadata
-        store = dict()
-        consolidated = {
-            # bad format version
-            "zarr_consolidated_format": 0,
-        }
-        store[self.metadata_key] = json.dumps(consolidated).encode()
-
-        # check appropriate error is raised
-        with pytest.raises(MetadataError):
-            self.ConsolidatedMetadataClass(store)
-
-    def test_bad_store_version(self):
-        with pytest.raises(ValueError):
-            self.ConsolidatedMetadataClass(KVStoreV3(dict()))
-
-    def test_read_write(self):
-
-        # setup store with consolidated metadata
-        store = dict()
-        consolidated = {
-            "zarr_consolidated_format": 1,
-            "metadata": {
-                "foo": "bar",
-                "baz": 42,
-            },
-        }
-        store[self.metadata_key] = json.dumps(consolidated).encode()
-
-        # create consolidated store
-        cs = self.ConsolidatedMetadataClass(store)
-
-        # test __contains__, __getitem__
-        for key, value in consolidated["metadata"].items():
-            assert key in cs
-            assert value == cs[key]
-
-        # test __delitem__, __setitem__
-        with pytest.raises(PermissionError):
-            del cs["foo"]
-        with pytest.raises(PermissionError):
-            cs["bar"] = 0
-        with pytest.raises(PermissionError):
-            cs["spam"] = "eggs"
-
-
-# standalone test we do not want to run on each store.
-
-
-def test_fill_value_change():
-    a = zarr.create((10, 10), dtype=int)
-
-    assert a[0, 0] == 0
-
-    a.fill_value = 1
-
-    assert a[0, 0] == 1
-
-    assert json.loads(a.store[".zarray"])["fill_value"] == 1
-
-
-def test_get_hierarchy_metadata_v2():
-    # v2 stores do not have hierarchy metadata (i.e. zarr.json)
-    with pytest.raises(ValueError):
-        _get_hierarchy_metadata(KVStore(dict))
-
-
-def test_normalize_store_arg(tmpdir):
-    with pytest.raises(ValueError):
-        normalize_store_arg(dict(), zarr_version=4)
-
-    for ext, Class in [(".zip", ZipStore), (".n5", N5Store)]:
-        fn = tmpdir.join("store" + ext)
-        store = normalize_store_arg(str(fn), zarr_version=2, mode="w")
-        assert isinstance(store, Class)
-
-    if have_fsspec:
-        import fsspec
-
-        path = tempfile.mkdtemp()
-        store = normalize_store_arg("file://" + path, zarr_version=2, mode="w")
-        assert isinstance(store, FSStore)
-
-        store = normalize_store_arg(fsspec.get_mapper("file://" + path))
-        assert isinstance(store, FSStore)
-
-
-def test_meta_prefix_6853():
-
-    fixture = pathlib.Path(zarr.__file__).resolve().parent.parent / "fixture"
-    meta = fixture / "meta"
-    if not meta.exists():  # pragma: no cover
-        s = DirectoryStore(str(meta), dimension_separator=".")
-        a = zarr.open(store=s, mode="w", shape=(2, 2), dtype="<i8")
-        a[:] = [[1, 2], [3, 4]]
-
-    fixtures = group(store=DirectoryStore(str(fixture)))
-    assert list(fixtures.arrays())
-
-
-def test_getitems_contexts():
-    class MyStore(CountingDict):
-        def __init__(self):
-            super().__init__()
-            self.last_contexts = None
-
-        def getitems(self, keys, *, contexts):
-            self.last_contexts = contexts
-            return super().getitems(keys, contexts=contexts)
-
-    store = MyStore()
-    z = zarr.create(shape=(10,), chunks=1, store=store)
-
-    # By default, not contexts are given to the store's getitems()
-    z[0]
-    assert len(store.last_contexts) == 0
-
-    # Setting a non-default meta_array, will create contexts for the store's getitems()
-    z._meta_array = "my_meta_array"
-    z[0]
-    assert store.last_contexts == {"0": {"meta_array": "my_meta_array"}}
-    assert isinstance(store.last_contexts, ConstantMap)
-    # Accseeing different chunks should trigger different key request
-    z[1]
-    assert store.last_contexts == {"1": {"meta_array": "my_meta_array"}}
-    assert isinstance(store.last_contexts, ConstantMap)
-    z[2:4]
-    assert store.last_contexts == ConstantMap(["2", "3"], Context({"meta_array": "my_meta_array"}))
-    assert isinstance(store.last_contexts, ConstantMap)
+#     # Setting a non-default meta_array, will create contexts for the store's getitems()
+#     z._meta_array = "my_meta_array"
+#     z[0]
+#     assert store.last_contexts == {"0": {"meta_array": "my_meta_array"}}
+#     assert isinstance(store.last_contexts, ConstantMap)
+#     # Accseeing different chunks should trigger different key request
+#     z[1]
+#     assert store.last_contexts == {"1": {"meta_array": "my_meta_array"}}
+#     assert isinstance(store.last_contexts, ConstantMap)
+#     z[2:4]
+#     expected = ConstantMap(["2", "3"], Context({"meta_array": "my_meta_array"}))
+#     assert store.last_contexts == expected
+#     assert isinstance(store.last_contexts, ConstantMap)
diff --git a/tests/test_storage_v3.py b/tests/test_storage_v3.py
index aeb4fe7d1b..3d8024de70 100644
--- a/tests/test_storage_v3.py
+++ b/tests/test_storage_v3.py
@@ -1,689 +1,692 @@
-import array
-import atexit
-import copy
-import inspect
-import os
-import tempfile
-
-import numpy as np
+# import array
+# import atexit
+# import copy
+# import inspect
+# import os
+# import tempfile
+
+# import numpy as np
 import pytest
 
-import zarr
-from zarr._storage.store import _get_hierarchy_metadata, v3_api_available, StorageTransformer
-from zarr._storage.v3_storage_transformers import (
-    DummyStorageTransfomer,
-    ShardingStorageTransformer,
-    v3_sharding_available,
-)
-from zarr.core import Array
-from zarr.meta import _default_entry_point_metadata_v3
-from zarr.storage import (
-    atexit_rmglob,
-    atexit_rmtree,
-    data_root,
-    default_compressor,
-    getsize,
-    init_array,
-    meta_root,
-    normalize_store_arg,
-)
-from zarr._storage.v3 import (
-    ABSStoreV3,
-    ConsolidatedMetadataStoreV3,
-    DBMStoreV3,
-    DirectoryStoreV3,
-    FSStoreV3,
-    KVStore,
-    KVStoreV3,
-    LMDBStoreV3,
-    LRUStoreCacheV3,
-    MemoryStoreV3,
-    MongoDBStoreV3,
-    RedisStoreV3,
-    SQLiteStoreV3,
-    StoreV3,
-    ZipStoreV3,
-)
-from .util import CountingDictV3, have_fsspec, skip_test_env_var, mktemp
-
-# pytest will fail to run if the following fixtures aren't imported here
-from .test_storage import StoreTests as _StoreTests
-from .test_storage import TestABSStore as _TestABSStore
-from .test_storage import TestConsolidatedMetadataStore as _TestConsolidatedMetadataStore
-from .test_storage import TestDBMStore as _TestDBMStore
-from .test_storage import TestDBMStoreBerkeleyDB as _TestDBMStoreBerkeleyDB
-from .test_storage import TestDBMStoreDumb as _TestDBMStoreDumb
-from .test_storage import TestDBMStoreGnu as _TestDBMStoreGnu
-from .test_storage import TestDBMStoreNDBM as _TestDBMStoreNDBM
-from .test_storage import TestDirectoryStore as _TestDirectoryStore
-from .test_storage import TestFSStore as _TestFSStore
-from .test_storage import TestLMDBStore as _TestLMDBStore
-from .test_storage import TestLRUStoreCache as _TestLRUStoreCache
-from .test_storage import TestMemoryStore as _TestMemoryStore
-from .test_storage import TestSQLiteStore as _TestSQLiteStore
-from .test_storage import TestSQLiteStoreInMemory as _TestSQLiteStoreInMemory
-from .test_storage import TestZipStore as _TestZipStore
-from .test_storage import dimension_separator_fixture, s3, skip_if_nested_chunks  # noqa
-
-
-pytestmark = pytest.mark.skipif(not v3_api_available, reason="v3 api is not available")
-
-
-@pytest.fixture(
-    params=[
-        (None, "/"),
-        (".", "."),
-        ("/", "/"),
-    ]
-)
-def dimension_separator_fixture_v3(request):
-    return request.param
-
-
-class DummyStore:
-    # contains all methods expected of Mutable Mapping
-
-    def keys(self):
-        """keys"""
-
-    def values(self):
-        """values"""
-
-    def get(self, value, default=None):
-        """get"""
-
-    def __setitem__(self, key, value):
-        """__setitem__"""
-
-    def __getitem__(self, key):
-        """__getitem__"""
-
-    def __delitem__(self, key):
-        """__delitem__"""
-
-    def __contains__(self, key):
-        """__contains__"""
-
-
-class InvalidDummyStore:
-    # does not contain expected methods of a MutableMapping
-
-    def keys(self):
-        """keys"""
-
-
-def test_ensure_store_v3():
-    class InvalidStore:
-        pass
-
-    with pytest.raises(ValueError):
-        StoreV3._ensure_store(InvalidStore())
-
-    # cannot initialize with a store from a different Zarr version
-    with pytest.raises(ValueError):
-        StoreV3._ensure_store(KVStore(dict()))
-
-    assert StoreV3._ensure_store(None) is None
-
-    # class with all methods of a MutableMapping will become a KVStoreV3
-    assert isinstance(StoreV3._ensure_store(DummyStore), KVStoreV3)
-
-    with pytest.raises(ValueError):
-        # does not have the methods expected of a MutableMapping
-        StoreV3._ensure_store(InvalidDummyStore)
-
-
-def test_valid_key():
-    store = KVStoreV3(dict)
-
-    # only ascii keys are valid
-    assert not store._valid_key(5)
-    assert not store._valid_key(2.8)
-
-    for key in store._valid_key_characters:
-        assert store._valid_key(key)
-
-    # other characters not in store._valid_key_characters are not allowed
-    assert not store._valid_key("*")
-    assert not store._valid_key("~")
-    assert not store._valid_key("^")
-
-
-def test_validate_key():
-    store = KVStoreV3(dict)
-
-    # zarr.json is a valid key
-    store._validate_key("zarr.json")
-    # but other keys not starting with meta/ or data/ are not
-    with pytest.raises(ValueError):
-        store._validate_key("zar.json")
-
-    # valid ascii keys
-    for valid in [
-        meta_root + "arr1.array.json",
-        data_root + "arr1.array.json",
-        meta_root + "subfolder/item_1-0.group.json",
-    ]:
-        store._validate_key(valid)
-        # but otherwise valid keys cannot end in /
-        with pytest.raises(ValueError):
-            assert store._validate_key(valid + "/")
-
-    for invalid in [0, "*", "~", "^", "&"]:
-        with pytest.raises(ValueError):
-            store._validate_key(invalid)
-
-
-class StoreV3Tests(_StoreTests):
-
-    version = 3
-    root = meta_root
-
-    def test_getsize(self):
-        # TODO: determine proper getsize() behavior for v3
-        #       Currently returns the combined size of entries under
-        #       meta/root/path and data/root/path.
-        #       Any path not under meta/root/ or data/root/ (including zarr.json)
-        #       returns size 0.
-
-        store = self.create_store()
-        if isinstance(store, dict) or hasattr(store, "getsize"):
-            assert 0 == getsize(store, "zarr.json")
-            store[meta_root + "foo/a"] = b"x"
-            assert 1 == getsize(store)
-            assert 1 == getsize(store, "foo")
-            store[meta_root + "foo/b"] = b"x"
-            assert 2 == getsize(store, "foo")
-            assert 1 == getsize(store, "foo/b")
-            store[meta_root + "bar/a"] = b"yy"
-            assert 2 == getsize(store, "bar")
-            store[data_root + "bar/a"] = b"zzz"
-            assert 5 == getsize(store, "bar")
-            store[data_root + "baz/a"] = b"zzz"
-            assert 3 == getsize(store, "baz")
-            assert 10 == getsize(store)
-            store[data_root + "quux"] = array.array("B", b"zzzz")
-            assert 14 == getsize(store)
-            assert 4 == getsize(store, "quux")
-            store[data_root + "spong"] = np.frombuffer(b"zzzzz", dtype="u1")
-            assert 19 == getsize(store)
-            assert 5 == getsize(store, "spong")
-        store.close()
-
-    def test_init_array(self, dimension_separator_fixture_v3):
-
-        pass_dim_sep, want_dim_sep = dimension_separator_fixture_v3
-
-        store = self.create_store()
-        path = "arr1"
-        transformer = DummyStorageTransfomer(
-            "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
-        )
-        init_array(
-            store,
-            path=path,
-            shape=1000,
-            chunks=100,
-            dimension_separator=pass_dim_sep,
-            storage_transformers=[transformer],
-        )
-
-        # check metadata
-        mkey = meta_root + path + ".array.json"
-        assert mkey in store
-        meta = store._metadata_class.decode_array_metadata(store[mkey])
-        assert (1000,) == meta["shape"]
-        assert (100,) == meta["chunk_grid"]["chunk_shape"]
-        assert np.dtype(None) == meta["data_type"]
-        assert default_compressor == meta["compressor"]
-        assert meta["fill_value"] is None
-        # Missing MUST be assumed to be "/"
-        assert meta["chunk_grid"]["separator"] is want_dim_sep
-        assert len(meta["storage_transformers"]) == 1
-        assert isinstance(meta["storage_transformers"][0], DummyStorageTransfomer)
-        assert meta["storage_transformers"][0].test_value == DummyStorageTransfomer.TEST_CONSTANT
-        store.close()
-
-    def test_list_prefix(self):
-
-        store = self.create_store()
-        path = "arr1"
-        init_array(store, path=path, shape=1000, chunks=100)
-
-        expected = [meta_root + "arr1.array.json", "zarr.json"]
-        assert sorted(store.list_prefix("")) == expected
-
-        expected = [meta_root + "arr1.array.json"]
-        assert sorted(store.list_prefix(meta_root.rstrip("/"))) == expected
-
-        # cannot start prefix with '/'
-        with pytest.raises(ValueError):
-            store.list_prefix(prefix="/" + meta_root.rstrip("/"))
-
-    def test_equal(self):
-        store = self.create_store()
-        assert store == store
-
-    def test_rename_nonexisting(self):
-        store = self.create_store()
-        if store.is_erasable():
-            with pytest.raises(ValueError):
-                store.rename("a", "b")
-        else:
-            with pytest.raises(NotImplementedError):
-                store.rename("a", "b")
-
-    def test_get_partial_values(self):
-        store = self.create_store()
-        store.supports_efficient_get_partial_values in [True, False]
-        store[data_root + "foo"] = b"abcdefg"
-        store[data_root + "baz"] = b"z"
-        assert [b"a"] == store.get_partial_values([(data_root + "foo", (0, 1))])
-        assert [
-            b"d",
-            b"b",
-            b"z",
-            b"abc",
-            b"defg",
-            b"defg",
-            b"g",
-            b"ef",
-        ] == store.get_partial_values(
-            [
-                (data_root + "foo", (3, 1)),
-                (data_root + "foo", (1, 1)),
-                (data_root + "baz", (0, 1)),
-                (data_root + "foo", (0, 3)),
-                (data_root + "foo", (3, 4)),
-                (data_root + "foo", (3, None)),
-                (data_root + "foo", (-1, None)),
-                (data_root + "foo", (-3, 2)),
-            ]
-        )
-
-    def test_set_partial_values(self):
-        store = self.create_store()
-        store.supports_efficient_set_partial_values()
-        store[data_root + "foo"] = b"abcdefg"
-        store.set_partial_values([(data_root + "foo", 0, b"hey")])
-        assert store[data_root + "foo"] == b"heydefg"
-
-        store.set_partial_values([(data_root + "baz", 0, b"z")])
-        assert store[data_root + "baz"] == b"z"
-        store.set_partial_values(
-            [
-                (data_root + "foo", 1, b"oo"),
-                (data_root + "baz", 1, b"zzz"),
-                (data_root + "baz", 4, b"aaaa"),
-                (data_root + "foo", 6, b"done"),
-            ]
-        )
-        assert store[data_root + "foo"] == b"hoodefdone"
-        assert store[data_root + "baz"] == b"zzzzaaaa"
-        store.set_partial_values(
-            [
-                (data_root + "foo", -2, b"NE"),
-                (data_root + "baz", -5, b"q"),
-            ]
-        )
-        assert store[data_root + "foo"] == b"hoodefdoNE"
-        assert store[data_root + "baz"] == b"zzzq"
-
-
-class TestMappingStoreV3(StoreV3Tests):
-    def create_store(self, **kwargs):
-        return KVStoreV3(dict())
-
-    def test_set_invalid_content(self):
-        # Generic mappings support non-buffer types
-        pass
-
-
-class TestMemoryStoreV3(_TestMemoryStore, StoreV3Tests):
-    def create_store(self, **kwargs):
-        skip_if_nested_chunks(**kwargs)
-        return MemoryStoreV3(**kwargs)
-
-
-class TestDirectoryStoreV3(_TestDirectoryStore, StoreV3Tests):
-    def create_store(self, normalize_keys=False, **kwargs):
-        # For v3, don't have to skip if nested.
-        # skip_if_nested_chunks(**kwargs)
-
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = DirectoryStoreV3(path, normalize_keys=normalize_keys, **kwargs)
-        return store
-
-    def test_rename_nonexisting(self):
-        store = self.create_store()
-        with pytest.raises(FileNotFoundError):
-            store.rename(meta_root + "a", meta_root + "b")
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestFSStoreV3(_TestFSStore, StoreV3Tests):
-    def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
-
-        if path is None:
-            path = tempfile.mkdtemp()
-            atexit.register(atexit_rmtree, path)
-
-        store = FSStoreV3(
-            path, normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
-        )
-        return store
-
-    def test_init_array(self):
-        store = self.create_store()
-        path = "arr1"
-        init_array(store, path=path, shape=1000, chunks=100)
-
-        # check metadata
-        mkey = meta_root + path + ".array.json"
-        assert mkey in store
-        meta = store._metadata_class.decode_array_metadata(store[mkey])
-        assert (1000,) == meta["shape"]
-        assert (100,) == meta["chunk_grid"]["chunk_shape"]
-        assert np.dtype(None) == meta["data_type"]
-        assert meta["chunk_grid"]["separator"] == "/"
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestFSStoreV3WithKeySeparator(StoreV3Tests):
-    def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
-
-        # Since the user is passing key_separator, that will take priority.
-        skip_if_nested_chunks(**kwargs)
-
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        return FSStoreV3(path, normalize_keys=normalize_keys, key_separator=key_separator)
-
-
-# TODO: enable once N5StoreV3 has been implemented
-# @pytest.mark.skipif(True, reason="N5StoreV3 not yet fully implemented")
-# class TestN5StoreV3(_TestN5Store, TestDirectoryStoreV3, StoreV3Tests):
-
-
-class TestZipStoreV3(_TestZipStore, StoreV3Tests):
-
-    ZipStoreClass = ZipStoreV3
-
-    def create_store(self, **kwargs):
-        path = mktemp(suffix=".zip")
-        atexit.register(os.remove, path)
-        store = ZipStoreV3(path, mode="w", **kwargs)
-        return store
-
-
-class TestDBMStoreV3(_TestDBMStore, StoreV3Tests):
-    def create_store(self, dimension_separator=None):
-        path = mktemp(suffix=".anydbm")
-        atexit.register(atexit_rmglob, path + "*")
-        # create store using default dbm implementation
-        store = DBMStoreV3(path, flag="n", dimension_separator=dimension_separator)
-        return store
-
-
-class TestDBMStoreV3Dumb(_TestDBMStoreDumb, StoreV3Tests):
-    def create_store(self, **kwargs):
-        path = mktemp(suffix=".dumbdbm")
-        atexit.register(atexit_rmglob, path + "*")
-
-        import dbm.dumb as dumbdbm
-
-        store = DBMStoreV3(path, flag="n", open=dumbdbm.open, **kwargs)
-        return store
-
-
-class TestDBMStoreV3Gnu(_TestDBMStoreGnu, StoreV3Tests):
-    def create_store(self, **kwargs):
-        gdbm = pytest.importorskip("dbm.gnu")
-        path = mktemp(suffix=".gdbm")  # pragma: no cover
-        atexit.register(os.remove, path)  # pragma: no cover
-        store = DBMStoreV3(
-            path, flag="n", open=gdbm.open, write_lock=False, **kwargs
-        )  # pragma: no cover
-        return store  # pragma: no cover
-
-
-class TestDBMStoreV3NDBM(_TestDBMStoreNDBM, StoreV3Tests):
-    def create_store(self, **kwargs):
-        ndbm = pytest.importorskip("dbm.ndbm")
-        path = mktemp(suffix=".ndbm")  # pragma: no cover
-        atexit.register(atexit_rmglob, path + "*")  # pragma: no cover
-        store = DBMStoreV3(path, flag="n", open=ndbm.open, **kwargs)  # pragma: no cover
-        return store  # pragma: no cover
-
-
-class TestDBMStoreV3BerkeleyDB(_TestDBMStoreBerkeleyDB, StoreV3Tests):
-    def create_store(self, **kwargs):
-        bsddb3 = pytest.importorskip("bsddb3")
-        path = mktemp(suffix=".dbm")
-        atexit.register(os.remove, path)
-        store = DBMStoreV3(path, flag="n", open=bsddb3.btopen, write_lock=False, **kwargs)
-        return store
-
-
-class TestLMDBStoreV3(_TestLMDBStore, StoreV3Tests):
-    def create_store(self, **kwargs):
-        pytest.importorskip("lmdb")
-        path = mktemp(suffix=".lmdb")
-        atexit.register(atexit_rmtree, path)
-        buffers = True
-        store = LMDBStoreV3(path, buffers=buffers, **kwargs)
-        return store
-
-
-class TestSQLiteStoreV3(_TestSQLiteStore, StoreV3Tests):
-    def create_store(self, **kwargs):
-        pytest.importorskip("sqlite3")
-        path = mktemp(suffix=".db")
-        atexit.register(atexit_rmtree, path)
-        store = SQLiteStoreV3(path, **kwargs)
-        return store
-
-
-class TestSQLiteStoreV3InMemory(_TestSQLiteStoreInMemory, StoreV3Tests):
-    def create_store(self, **kwargs):
-        pytest.importorskip("sqlite3")
-        store = SQLiteStoreV3(":memory:", **kwargs)
-        return store
-
-
-@skip_test_env_var("ZARR_TEST_MONGO")
-class TestMongoDBStoreV3(StoreV3Tests):
-    def create_store(self, **kwargs):
-        pytest.importorskip("pymongo")
-        store = MongoDBStoreV3(
-            host="127.0.0.1", database="zarr_tests", collection="zarr_tests", **kwargs
-        )
-        # start with an empty store
-        store.clear()
-        return store
-
-
-@skip_test_env_var("ZARR_TEST_REDIS")
-class TestRedisStoreV3(StoreV3Tests):
-    def create_store(self, **kwargs):
-        # TODO: this is the default host for Redis on Travis,
-        # we probably want to generalize this though
-        pytest.importorskip("redis")
-        store = RedisStoreV3(host="localhost", port=6379, **kwargs)
-        # start with an empty store
-        store.clear()
-        return store
-
-
-@pytest.mark.skipif(not v3_sharding_available, reason="sharding is disabled")
-class TestStorageTransformerV3(TestMappingStoreV3):
-    def create_store(self, **kwargs):
-        inner_store = super().create_store(**kwargs)
-        dummy_transformer = DummyStorageTransfomer(
-            "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
-        )
-        sharding_transformer = ShardingStorageTransformer(
-            "indexed",
-            chunks_per_shard=2,
-        )
-        path = "bla"
-        init_array(
-            inner_store,
-            path=path,
-            shape=1000,
-            chunks=100,
-            dimension_separator=".",
-            storage_transformers=[dummy_transformer, sharding_transformer],
-        )
-        store = Array(store=inner_store, path=path).chunk_store
-        store.erase_prefix("data/root/bla/")
-        store.clear()
-        return store
-
-    def test_method_forwarding(self):
-        store = self.create_store()
-        inner_store = store.inner_store.inner_store
-        assert store.list() == inner_store.list()
-        assert store.list_dir(data_root) == inner_store.list_dir(data_root)
-
-        assert store.is_readable()
-        assert store.is_writeable()
-        assert store.is_listable()
-        inner_store._readable = False
-        inner_store._writeable = False
-        inner_store._listable = False
-        assert not store.is_readable()
-        assert not store.is_writeable()
-        assert not store.is_listable()
-
-
-class TestLRUStoreCacheV3(_TestLRUStoreCache, StoreV3Tests):
-
-    CountingClass = CountingDictV3
-    LRUStoreClass = LRUStoreCacheV3
-
-
-@skip_test_env_var("ZARR_TEST_ABS")
-class TestABSStoreV3(_TestABSStore, StoreV3Tests):
-
-    ABSStoreClass = ABSStoreV3
-
-
-def test_normalize_store_arg_v3(tmpdir):
-
-    fn = tmpdir.join("store.zip")
-    store = normalize_store_arg(str(fn), zarr_version=3, mode="w")
-    assert isinstance(store, ZipStoreV3)
-    assert "zarr.json" in store
-
-    # can't pass storage_options to non-fsspec store
-    with pytest.raises(ValueError):
-        normalize_store_arg(str(fn), zarr_version=3, mode="w", storage_options={"some": "kwargs"})
-
-    if have_fsspec:
-        import fsspec
-
-        path = tempfile.mkdtemp()
-        store = normalize_store_arg("file://" + path, zarr_version=3, mode="w")
-        assert isinstance(store, FSStoreV3)
-        assert "zarr.json" in store
-
-        store = normalize_store_arg(fsspec.get_mapper("file://" + path), zarr_version=3)
-        assert isinstance(store, FSStoreV3)
-
-        # regression for https://github.com/zarr-developers/zarr-python/issues/1382
-        # contents of zarr.json are not important for this test
-        out = {"version": 1, "refs": {"zarr.json": "{...}"}}
-        store = normalize_store_arg(
-            "reference://", storage_options={"fo": out, "remote_protocol": "memory"}, zarr_version=3
-        )
-        assert isinstance(store, FSStoreV3)
-
-    fn = tmpdir.join("store.n5")
-    with pytest.raises(NotImplementedError):
-        normalize_store_arg(str(fn), zarr_version=3, mode="w")
-
-    # error on zarr_version=3 with a v2 store
-    with pytest.raises(ValueError):
-        normalize_store_arg(KVStore(dict()), zarr_version=3, mode="w")
-
-    # error on zarr_version=2 with a v3 store
-    with pytest.raises(ValueError):
-        normalize_store_arg(KVStoreV3(dict()), zarr_version=2, mode="w")
-
-
-class TestConsolidatedMetadataStoreV3(_TestConsolidatedMetadataStore):
-
-    version = 3
-    ConsolidatedMetadataClass = ConsolidatedMetadataStoreV3
-
-    @property
-    def metadata_key(self):
-        return meta_root + "consolidated/.zmetadata"
-
-    def test_bad_store_version(self):
-        with pytest.raises(ValueError):
-            self.ConsolidatedMetadataClass(KVStore(dict()))
-
-
-def test_get_hierarchy_metadata():
-    store = KVStoreV3({})
-
-    # error raised if 'jarr.json' is not in the store
-    with pytest.raises(ValueError):
-        _get_hierarchy_metadata(store)
-
-    store["zarr.json"] = _default_entry_point_metadata_v3
-    assert _get_hierarchy_metadata(store) == _default_entry_point_metadata_v3
-
-    # ValueError if only a subset of keys are present
-    store["zarr.json"] = {"zarr_format": "https://purl.org/zarr/spec/protocol/core/3.0"}
-    with pytest.raises(ValueError):
-        _get_hierarchy_metadata(store)
-
-    # ValueError if any unexpected keys are present
-    extra_metadata = copy.copy(_default_entry_point_metadata_v3)
-    extra_metadata["extra_key"] = "value"
-    store["zarr.json"] = extra_metadata
-    with pytest.raises(ValueError):
-        _get_hierarchy_metadata(store)
+pytest.skip("old v3 tests are disabled", allow_module_level=True)
+
+# import zarr
+# from zarr._storage.store import _get_hierarchy_metadata, v3_api_available, StorageTransformer
+# from zarr._storage.v3_storage_transformers import (
+#     DummyStorageTransfomer,
+#     ShardingStorageTransformer,
+#     v3_sharding_available,
+# )
+# from zarr.core import Array
+# from zarr.meta import _default_entry_point_metadata_v3
+# from zarr.storage import (
+#     atexit_rmglob,
+#     atexit_rmtree,
+#     data_root,
+#     default_compressor,
+#     getsize,
+#     init_array,
+#     meta_root,
+#     normalize_store_arg,
+# )
+# from zarr._storage.v3 import (
+#     ABSStoreV3,
+#     ConsolidatedMetadataStoreV3,
+#     DBMStoreV3,
+#     DirectoryStoreV3,
+#     FSStoreV3,
+#     KVStore,
+#     KVStoreV3,
+#     LMDBStoreV3,
+#     LRUStoreCacheV3,
+#     MemoryStoreV3,
+#     MongoDBStoreV3,
+#     RedisStoreV3,
+#     SQLiteStoreV3,
+#     StoreV3,
+#     ZipStoreV3,
+# )
+# from .util import CountingDictV3, have_fsspec, skip_test_env_var, mktemp
+
+# # pytest will fail to run if the following fixtures aren't imported here
+# from .test_storage import StoreTests as _StoreTests
+# from .test_storage import TestABSStore as _TestABSStore
+# from .test_storage import TestConsolidatedMetadataStore as _TestConsolidatedMetadataStore
+# from .test_storage import TestDBMStore as _TestDBMStore
+# from .test_storage import TestDBMStoreBerkeleyDB as _TestDBMStoreBerkeleyDB
+# from .test_storage import TestDBMStoreDumb as _TestDBMStoreDumb
+# from .test_storage import TestDBMStoreGnu as _TestDBMStoreGnu
+# from .test_storage import TestDBMStoreNDBM as _TestDBMStoreNDBM
+# from .test_storage import TestDirectoryStore as _TestDirectoryStore
+# from .test_storage import TestFSStore as _TestFSStore
+# from .test_storage import TestLMDBStore as _TestLMDBStore
+# from .test_storage import TestLRUStoreCache as _TestLRUStoreCache
+# from .test_storage import TestMemoryStore as _TestMemoryStore
+# from .test_storage import TestSQLiteStore as _TestSQLiteStore
+# from .test_storage import TestSQLiteStoreInMemory as _TestSQLiteStoreInMemory
+# from .test_storage import TestZipStore as _TestZipStore
+# from .test_storage import dimension_separator_fixture, s3, skip_if_nested_chunks  # noqa
+
+
+# pytestmark = pytest.mark.skipif(not v3_api_available, reason="v3 api is not available")
+
+
+# @pytest.fixture(
+#     params=[
+#         (None, "/"),
+#         (".", "."),
+#         ("/", "/"),
+#     ]
+# )
+# def dimension_separator_fixture_v3(request):
+#     return request.param
+
+
+# class DummyStore:
+#     # contains all methods expected of Mutable Mapping
+
+#     def keys(self):
+#         """keys"""
+
+#     def values(self):
+#         """values"""
+
+#     def get(self, value, default=None):
+#         """get"""
+
+#     def __setitem__(self, key, value):
+#         """__setitem__"""
+
+#     def __getitem__(self, key):
+#         """__getitem__"""
+
+#     def __delitem__(self, key):
+#         """__delitem__"""
+
+#     def __contains__(self, key):
+#         """__contains__"""
+
+
+# class InvalidDummyStore:
+#     # does not contain expected methods of a MutableMapping
+
+#     def keys(self):
+#         """keys"""
+
+
+# def test_ensure_store_v3():
+#     class InvalidStore:
+#         pass
+
+#     with pytest.raises(ValueError):
+#         StoreV3._ensure_store(InvalidStore())
+
+#     # cannot initialize with a store from a different Zarr version
+#     with pytest.raises(ValueError):
+#         StoreV3._ensure_store(KVStore(dict()))
+
+#     assert StoreV3._ensure_store(None) is None
+
+#     # class with all methods of a MutableMapping will become a KVStoreV3
+#     assert isinstance(StoreV3._ensure_store(DummyStore), KVStoreV3)
+
+#     with pytest.raises(ValueError):
+#         # does not have the methods expected of a MutableMapping
+#         StoreV3._ensure_store(InvalidDummyStore)
+
+
+# def test_valid_key():
+#     store = KVStoreV3(dict)
+
+#     # only ascii keys are valid
+#     assert not store._valid_key(5)
+#     assert not store._valid_key(2.8)
+
+#     for key in store._valid_key_characters:
+#         assert store._valid_key(key)
+
+#     # other characters not in store._valid_key_characters are not allowed
+#     assert not store._valid_key("*")
+#     assert not store._valid_key("~")
+#     assert not store._valid_key("^")
+
+
+# def test_validate_key():
+#     store = KVStoreV3(dict)
+
+#     # zarr.json is a valid key
+#     store._validate_key("zarr.json")
+#     # but other keys not starting with meta/ or data/ are not
+#     with pytest.raises(ValueError):
+#         store._validate_key("zar.json")
+
+#     # valid ascii keys
+#     for valid in [
+#         meta_root + "arr1.array.json",
+#         data_root + "arr1.array.json",
+#         meta_root + "subfolder/item_1-0.group.json",
+#     ]:
+#         store._validate_key(valid)
+#         # but otherwise valid keys cannot end in /
+#         with pytest.raises(ValueError):
+#             assert store._validate_key(valid + "/")
+
+#     for invalid in [0, "*", "~", "^", "&"]:
+#         with pytest.raises(ValueError):
+#             store._validate_key(invalid)
+
+
+# class StoreV3Tests(_StoreTests):
+
+#     version = 3
+#     root = meta_root
+
+#     def test_getsize(self):
+#         # TODO: determine proper getsize() behavior for v3
+#         #       Currently returns the combined size of entries under
+#         #       meta/root/path and data/root/path.
+#         #       Any path not under meta/root/ or data/root/ (including zarr.json)
+#         #       returns size 0.
+
+#         store = self.create_store()
+#         if isinstance(store, dict) or hasattr(store, "getsize"):
+#             assert 0 == getsize(store, "zarr.json")
+#             store[meta_root + "foo/a"] = b"x"
+#             assert 1 == getsize(store)
+#             assert 1 == getsize(store, "foo")
+#             store[meta_root + "foo/b"] = b"x"
+#             assert 2 == getsize(store, "foo")
+#             assert 1 == getsize(store, "foo/b")
+#             store[meta_root + "bar/a"] = b"yy"
+#             assert 2 == getsize(store, "bar")
+#             store[data_root + "bar/a"] = b"zzz"
+#             assert 5 == getsize(store, "bar")
+#             store[data_root + "baz/a"] = b"zzz"
+#             assert 3 == getsize(store, "baz")
+#             assert 10 == getsize(store)
+#             store[data_root + "quux"] = array.array("B", b"zzzz")
+#             assert 14 == getsize(store)
+#             assert 4 == getsize(store, "quux")
+#             store[data_root + "spong"] = np.frombuffer(b"zzzzz", dtype="u1")
+#             assert 19 == getsize(store)
+#             assert 5 == getsize(store, "spong")
+#         store.close()
+
+#     def test_init_array(self, dimension_separator_fixture_v3):
+
+#         pass_dim_sep, want_dim_sep = dimension_separator_fixture_v3
+
+#         store = self.create_store()
+#         path = "arr1"
+#         transformer = DummyStorageTransfomer(
+#             "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
+#         )
+#         init_array(
+#             store,
+#             path=path,
+#             shape=1000,
+#             chunks=100,
+#             dimension_separator=pass_dim_sep,
+#             storage_transformers=[transformer],
+#         )
+
+#         # check metadata
+#         mkey = meta_root + path + ".array.json"
+#         assert mkey in store
+#         meta = store._metadata_class.decode_array_metadata(store[mkey])
+#         assert (1000,) == meta["shape"]
+#         assert (100,) == meta["chunk_grid"]["chunk_shape"]
+#         assert np.dtype(None) == meta["data_type"]
+#         assert default_compressor == meta["compressor"]
+#         assert meta["fill_value"] is None
+#         # Missing MUST be assumed to be "/"
+#         assert meta["chunk_grid"]["separator"] is want_dim_sep
+#         assert len(meta["storage_transformers"]) == 1
+#         assert isinstance(meta["storage_transformers"][0], DummyStorageTransfomer)
+#         assert meta["storage_transformers"][0].test_value == DummyStorageTransfomer.TEST_CONSTANT
+#         store.close()
+
+#     def test_list_prefix(self):
+
+#         store = self.create_store()
+#         path = "arr1"
+#         init_array(store, path=path, shape=1000, chunks=100)
+
+#         expected = [meta_root + "arr1.array.json", "zarr.json"]
+#         assert sorted(store.list_prefix("")) == expected
+
+#         expected = [meta_root + "arr1.array.json"]
+#         assert sorted(store.list_prefix(meta_root.rstrip("/"))) == expected
+
+#         # cannot start prefix with '/'
+#         with pytest.raises(ValueError):
+#             store.list_prefix(prefix="/" + meta_root.rstrip("/"))
+
+#     def test_equal(self):
+#         store = self.create_store()
+#         assert store == store
+
+#     def test_rename_nonexisting(self):
+#         store = self.create_store()
+#         if store.is_erasable():
+#             with pytest.raises(ValueError):
+#                 store.rename("a", "b")
+#         else:
+#             with pytest.raises(NotImplementedError):
+#                 store.rename("a", "b")
+
+#     def test_get_partial_values(self):
+#         store = self.create_store()
+#         store.supports_efficient_get_partial_values in [True, False]
+#         store[data_root + "foo"] = b"abcdefg"
+#         store[data_root + "baz"] = b"z"
+#         assert [b"a"] == store.get_partial_values([(data_root + "foo", (0, 1))])
+#         assert [
+#             b"d",
+#             b"b",
+#             b"z",
+#             b"abc",
+#             b"defg",
+#             b"defg",
+#             b"g",
+#             b"ef",
+#         ] == store.get_partial_values(
+#             [
+#                 (data_root + "foo", (3, 1)),
+#                 (data_root + "foo", (1, 1)),
+#                 (data_root + "baz", (0, 1)),
+#                 (data_root + "foo", (0, 3)),
+#                 (data_root + "foo", (3, 4)),
+#                 (data_root + "foo", (3, None)),
+#                 (data_root + "foo", (-1, None)),
+#                 (data_root + "foo", (-3, 2)),
+#             ]
+#         )
+
+#     def test_set_partial_values(self):
+#         store = self.create_store()
+#         store.supports_efficient_set_partial_values()
+#         store[data_root + "foo"] = b"abcdefg"
+#         store.set_partial_values([(data_root + "foo", 0, b"hey")])
+#         assert store[data_root + "foo"] == b"heydefg"
+
+#         store.set_partial_values([(data_root + "baz", 0, b"z")])
+#         assert store[data_root + "baz"] == b"z"
+#         store.set_partial_values(
+#             [
+#                 (data_root + "foo", 1, b"oo"),
+#                 (data_root + "baz", 1, b"zzz"),
+#                 (data_root + "baz", 4, b"aaaa"),
+#                 (data_root + "foo", 6, b"done"),
+#             ]
+#         )
+#         assert store[data_root + "foo"] == b"hoodefdone"
+#         assert store[data_root + "baz"] == b"zzzzaaaa"
+#         store.set_partial_values(
+#             [
+#                 (data_root + "foo", -2, b"NE"),
+#                 (data_root + "baz", -5, b"q"),
+#             ]
+#         )
+#         assert store[data_root + "foo"] == b"hoodefdoNE"
+#         assert store[data_root + "baz"] == b"zzzq"
+
+
+# class TestMappingStoreV3(StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         return KVStoreV3(dict())
+
+#     def test_set_invalid_content(self):
+#         # Generic mappings support non-buffer types
+#         pass
+
+
+# class TestMemoryStoreV3(_TestMemoryStore, StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         skip_if_nested_chunks(**kwargs)
+#         return MemoryStoreV3(**kwargs)
+
+
+# class TestDirectoryStoreV3(_TestDirectoryStore, StoreV3Tests):
+#     def create_store(self, normalize_keys=False, **kwargs):
+#         # For v3, don't have to skip if nested.
+#         # skip_if_nested_chunks(**kwargs)
+
+#         path = tempfile.mkdtemp()
+#         atexit.register(atexit_rmtree, path)
+#         store = DirectoryStoreV3(path, normalize_keys=normalize_keys, **kwargs)
+#         return store
+
+#     def test_rename_nonexisting(self):
+#         store = self.create_store()
+#         with pytest.raises(FileNotFoundError):
+#             store.rename(meta_root + "a", meta_root + "b")
+
+
+# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+# class TestFSStoreV3(_TestFSStore, StoreV3Tests):
+#     def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
+
+#         if path is None:
+#             path = tempfile.mkdtemp()
+#             atexit.register(atexit_rmtree, path)
+
+#         store = FSStoreV3(
+#             path, normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
+#         )
+#         return store
+
+#     def test_init_array(self):
+#         store = self.create_store()
+#         path = "arr1"
+#         init_array(store, path=path, shape=1000, chunks=100)
+
+#         # check metadata
+#         mkey = meta_root + path + ".array.json"
+#         assert mkey in store
+#         meta = store._metadata_class.decode_array_metadata(store[mkey])
+#         assert (1000,) == meta["shape"]
+#         assert (100,) == meta["chunk_grid"]["chunk_shape"]
+#         assert np.dtype(None) == meta["data_type"]
+#         assert meta["chunk_grid"]["separator"] == "/"
+
+
+# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+# class TestFSStoreV3WithKeySeparator(StoreV3Tests):
+#     def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
+
+#         # Since the user is passing key_separator, that will take priority.
+#         skip_if_nested_chunks(**kwargs)
+
+#         path = tempfile.mkdtemp()
+#         atexit.register(atexit_rmtree, path)
+#         return FSStoreV3(path, normalize_keys=normalize_keys, key_separator=key_separator)
+
+
+# # TODO: enable once N5StoreV3 has been implemented
+# # @pytest.mark.skipif(True, reason="N5StoreV3 not yet fully implemented")
+# # class TestN5StoreV3(_TestN5Store, TestDirectoryStoreV3, StoreV3Tests):
+
+
+# class TestZipStoreV3(_TestZipStore, StoreV3Tests):
+
+#     ZipStoreClass = ZipStoreV3
+
+#     def create_store(self, **kwargs):
+#         path = mktemp(suffix=".zip")
+#         atexit.register(os.remove, path)
+#         store = ZipStoreV3(path, mode="w", **kwargs)
+#         return store
+
+
+# class TestDBMStoreV3(_TestDBMStore, StoreV3Tests):
+#     def create_store(self, dimension_separator=None):
+#         path = mktemp(suffix=".anydbm")
+#         atexit.register(atexit_rmglob, path + "*")
+#         # create store using default dbm implementation
+#         store = DBMStoreV3(path, flag="n", dimension_separator=dimension_separator)
+#         return store
+
+
+# class TestDBMStoreV3Dumb(_TestDBMStoreDumb, StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         path = mktemp(suffix=".dumbdbm")
+#         atexit.register(atexit_rmglob, path + "*")
+
+#         import dbm.dumb as dumbdbm
+
+#         store = DBMStoreV3(path, flag="n", open=dumbdbm.open, **kwargs)
+#         return store
+
+
+# class TestDBMStoreV3Gnu(_TestDBMStoreGnu, StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         gdbm = pytest.importorskip("dbm.gnu")
+#         path = mktemp(suffix=".gdbm")  # pragma: no cover
+#         atexit.register(os.remove, path)  # pragma: no cover
+#         store = DBMStoreV3(
+#             path, flag="n", open=gdbm.open, write_lock=False, **kwargs
+#         )  # pragma: no cover
+#         return store  # pragma: no cover
+
+
+# class TestDBMStoreV3NDBM(_TestDBMStoreNDBM, StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         ndbm = pytest.importorskip("dbm.ndbm")
+#         path = mktemp(suffix=".ndbm")  # pragma: no cover
+#         atexit.register(atexit_rmglob, path + "*")  # pragma: no cover
+#         store = DBMStoreV3(path, flag="n", open=ndbm.open, **kwargs)  # pragma: no cover
+#         return store  # pragma: no cover
+
+
+# class TestDBMStoreV3BerkeleyDB(_TestDBMStoreBerkeleyDB, StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         bsddb3 = pytest.importorskip("bsddb3")
+#         path = mktemp(suffix=".dbm")
+#         atexit.register(os.remove, path)
+#         store = DBMStoreV3(path, flag="n", open=bsddb3.btopen, write_lock=False, **kwargs)
+#         return store
+
+
+# class TestLMDBStoreV3(_TestLMDBStore, StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         pytest.importorskip("lmdb")
+#         path = mktemp(suffix=".lmdb")
+#         atexit.register(atexit_rmtree, path)
+#         buffers = True
+#         store = LMDBStoreV3(path, buffers=buffers, **kwargs)
+#         return store
+
+
+# class TestSQLiteStoreV3(_TestSQLiteStore, StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         pytest.importorskip("sqlite3")
+#         path = mktemp(suffix=".db")
+#         atexit.register(atexit_rmtree, path)
+#         store = SQLiteStoreV3(path, **kwargs)
+#         return store
+
+
+# class TestSQLiteStoreV3InMemory(_TestSQLiteStoreInMemory, StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         pytest.importorskip("sqlite3")
+#         store = SQLiteStoreV3(":memory:", **kwargs)
+#         return store
+
+
+# @skip_test_env_var("ZARR_TEST_MONGO")
+# class TestMongoDBStoreV3(StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         pytest.importorskip("pymongo")
+#         store = MongoDBStoreV3(
+#             host="127.0.0.1", database="zarr_tests", collection="zarr_tests", **kwargs
+#         )
+#         # start with an empty store
+#         store.clear()
+#         return store
+
+
+# @skip_test_env_var("ZARR_TEST_REDIS")
+# class TestRedisStoreV3(StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         # TODO: this is the default host for Redis on Travis,
+#         # we probably want to generalize this though
+#         pytest.importorskip("redis")
+#         store = RedisStoreV3(host="localhost", port=6379, **kwargs)
+#         # start with an empty store
+#         store.clear()
+#         return store
+
+
+# @pytest.mark.skipif(not v3_sharding_available, reason="sharding is disabled")
+# class TestStorageTransformerV3(TestMappingStoreV3):
+#     def create_store(self, **kwargs):
+#         inner_store = super().create_store(**kwargs)
+#         dummy_transformer = DummyStorageTransfomer(
+#             "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
+#         )
+#         sharding_transformer = ShardingStorageTransformer(
+#             "indexed",
+#             chunks_per_shard=2,
+#         )
+#         path = "bla"
+#         init_array(
+#             inner_store,
+#             path=path,
+#             shape=1000,
+#             chunks=100,
+#             dimension_separator=".",
+#             storage_transformers=[dummy_transformer, sharding_transformer],
+#         )
+#         store = Array(store=inner_store, path=path).chunk_store
+#         store.erase_prefix("data/root/bla/")
+#         store.clear()
+#         return store
+
+#     def test_method_forwarding(self):
+#         store = self.create_store()
+#         inner_store = store.inner_store.inner_store
+#         assert store.list() == inner_store.list()
+#         assert store.list_dir(data_root) == inner_store.list_dir(data_root)
+
+#         assert store.is_readable()
+#         assert store.is_writeable()
+#         assert store.is_listable()
+#         inner_store._readable = False
+#         inner_store._writeable = False
+#         inner_store._listable = False
+#         assert not store.is_readable()
+#         assert not store.is_writeable()
+#         assert not store.is_listable()
+
+
+# class TestLRUStoreCacheV3(_TestLRUStoreCache, StoreV3Tests):
+
+#     CountingClass = CountingDictV3
+#     LRUStoreClass = LRUStoreCacheV3
+
+
+# @skip_test_env_var("ZARR_TEST_ABS")
+# class TestABSStoreV3(_TestABSStore, StoreV3Tests):
+
+#     ABSStoreClass = ABSStoreV3
+
+
+# def test_normalize_store_arg_v3(tmpdir):
+
+#     fn = tmpdir.join("store.zip")
+#     store = normalize_store_arg(str(fn), zarr_version=3, mode="w")
+#     assert isinstance(store, ZipStoreV3)
+#     assert "zarr.json" in store
+
+#     # can't pass storage_options to non-fsspec store
+#     with pytest.raises(ValueError):
+#         normalize_store_arg(str(fn), zarr_version=3, mode="w", storage_options={"some": "kwargs"})
+
+#     if have_fsspec:
+#         import fsspec
+
+#         path = tempfile.mkdtemp()
+#         store = normalize_store_arg("file://" + path, zarr_version=3, mode="w")
+#         assert isinstance(store, FSStoreV3)
+#         assert "zarr.json" in store
+
+#         store = normalize_store_arg(fsspec.get_mapper("file://" + path), zarr_version=3)
+#         assert isinstance(store, FSStoreV3)
+
+#         # regression for https://github.com/zarr-developers/zarr-python/issues/1382
+#         # contents of zarr.json are not important for this test
+#         out = {"version": 1, "refs": {"zarr.json": "{...}"}}
+#         store = normalize_store_arg(
+#             "reference://",
+#             storage_options={"fo": out, "remote_protocol": "memory"}, zarr_version=3
+#         )
+#         assert isinstance(store, FSStoreV3)
+
+#     fn = tmpdir.join("store.n5")
+#     with pytest.raises(NotImplementedError):
+#         normalize_store_arg(str(fn), zarr_version=3, mode="w")
+
+#     # error on zarr_version=3 with a v2 store
+#     with pytest.raises(ValueError):
+#         normalize_store_arg(KVStore(dict()), zarr_version=3, mode="w")
+
+#     # error on zarr_version=2 with a v3 store
+#     with pytest.raises(ValueError):
+#         normalize_store_arg(KVStoreV3(dict()), zarr_version=2, mode="w")
+
+
+# class TestConsolidatedMetadataStoreV3(_TestConsolidatedMetadataStore):
+
+#     version = 3
+#     ConsolidatedMetadataClass = ConsolidatedMetadataStoreV3
+
+#     @property
+#     def metadata_key(self):
+#         return meta_root + "consolidated/.zmetadata"
+
+#     def test_bad_store_version(self):
+#         with pytest.raises(ValueError):
+#             self.ConsolidatedMetadataClass(KVStore(dict()))
+
+
+# def test_get_hierarchy_metadata():
+#     store = KVStoreV3({})
+
+#     # error raised if 'jarr.json' is not in the store
+#     with pytest.raises(ValueError):
+#         _get_hierarchy_metadata(store)
+
+#     store["zarr.json"] = _default_entry_point_metadata_v3
+#     assert _get_hierarchy_metadata(store) == _default_entry_point_metadata_v3
+
+#     # ValueError if only a subset of keys are present
+#     store["zarr.json"] = {"zarr_format": "https://purl.org/zarr/spec/protocol/core/3.0"}
+#     with pytest.raises(ValueError):
+#         _get_hierarchy_metadata(store)
+
+#     # ValueError if any unexpected keys are present
+#     extra_metadata = copy.copy(_default_entry_point_metadata_v3)
+#     extra_metadata["extra_key"] = "value"
+#     store["zarr.json"] = extra_metadata
+#     with pytest.raises(ValueError):
+#         _get_hierarchy_metadata(store)
 
 
-def test_top_level_imports():
-    for store_name in [
-        "ABSStoreV3",
-        "DBMStoreV3",
-        "KVStoreV3",
-        "DirectoryStoreV3",
-        "LMDBStoreV3",
-        "LRUStoreCacheV3",
-        "MemoryStoreV3",
-        "MongoDBStoreV3",
-        "RedisStoreV3",
-        "SQLiteStoreV3",
-        "ZipStoreV3",
-    ]:
-        if v3_api_available:
-            assert hasattr(zarr, store_name)  # pragma: no cover
-        else:
-            assert not hasattr(zarr, store_name)  # pragma: no cover
-
-
-def _get_public_and_dunder_methods(some_class):
-    return set(
-        name
-        for name, _ in inspect.getmembers(some_class, predicate=inspect.isfunction)
-        if not name.startswith("_") or name.startswith("__")
-    )
-
-
-def test_storage_transformer_interface():
-    store_v3_methods = _get_public_and_dunder_methods(StoreV3)
-    store_v3_methods.discard("__init__")
-    # Note, getitems() isn't mandatory when get_partial_values() is available
-    store_v3_methods.discard("getitems")
-    storage_transformer_methods = _get_public_and_dunder_methods(StorageTransformer)
-    storage_transformer_methods.discard("__init__")
-    storage_transformer_methods.discard("get_config")
-    assert storage_transformer_methods == store_v3_methods
+# def test_top_level_imports():
+#     for store_name in [
+#         "ABSStoreV3",
+#         "DBMStoreV3",
+#         "KVStoreV3",
+#         "DirectoryStoreV3",
+#         "LMDBStoreV3",
+#         "LRUStoreCacheV3",
+#         "MemoryStoreV3",
+#         "MongoDBStoreV3",
+#         "RedisStoreV3",
+#         "SQLiteStoreV3",
+#         "ZipStoreV3",
+#     ]:
+#         if v3_api_available:
+#             assert hasattr(zarr, store_name)  # pragma: no cover
+#         else:
+#             assert not hasattr(zarr, store_name)  # pragma: no cover
+
+
+# def _get_public_and_dunder_methods(some_class):
+#     return set(
+#         name
+#         for name, _ in inspect.getmembers(some_class, predicate=inspect.isfunction)
+#         if not name.startswith("_") or name.startswith("__")
+#     )
+
+
+# def test_storage_transformer_interface():
+#     store_v3_methods = _get_public_and_dunder_methods(StoreV3)
+#     store_v3_methods.discard("__init__")
+#     # Note, getitems() isn't mandatory when get_partial_values() is available
+#     store_v3_methods.discard("getitems")
+#     storage_transformer_methods = _get_public_and_dunder_methods(StorageTransformer)
+#     storage_transformer_methods.discard("__init__")
+#     storage_transformer_methods.discard("get_config")
+#     assert storage_transformer_methods == store_v3_methods

From 5e855002c479e21ff49d437800ecdd7a76a41f4e Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Wed, 7 Feb 2024 14:57:30 +0100
Subject: [PATCH 0424/1078] Codecs without array metadata (#1632)

* Pull Zarrita into Zarr-Python @ 78274781ad64aef95772eb4b083f7ea9b7d03d06

No code changes to Zarrita were made.

* apply zarr lint rules

* zarrita -> v3

* v3/abc [wip]

* use abcs plus implementation notes

* working on making codecs extensible

* adds index_location

* adds support for codec entry points

* adds tests from zarrita

* fixes types

* Apply suggestions from code review

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* remove test codec from pyproject.toml

* removes array_metadata from codecs

* implemented pr feedback

* ChunkMetadata -> ArraySpec

* split codecs in 3 groups in CodecPipeline

* chunk_metadata -> chunk_spec

* merge

---------

Co-authored-by: Joseph Hamman <joe@earthmover.io>
Co-authored-by: Joe Hamman <jhamman1@gmail.com>
---
 src/zarr/v3/abc/codec.py        |  57 ++++---
 src/zarr/v3/array.py            |  62 ++++---
 src/zarr/v3/array_v2.py         |  45 +++--
 src/zarr/v3/codecs/__init__.py  | 223 +++++++++++++++++--------
 src/zarr/v3/codecs/blosc.py     |  56 ++++---
 src/zarr/v3/codecs/bytes.py     |  44 ++---
 src/zarr/v3/codecs/crc32c_.py   |  16 +-
 src/zarr/v3/codecs/gzip.py      |  23 +--
 src/zarr/v3/codecs/registry.py  |   5 +
 src/zarr/v3/codecs/sharding.py  | 285 +++++++++++++++++++++-----------
 src/zarr/v3/codecs/transpose.py |  72 ++++----
 src/zarr/v3/codecs/zstd.py      |  19 +--
 src/zarr/v3/metadata.py         |  24 ++-
 13 files changed, 581 insertions(+), 350 deletions(-)

diff --git a/src/zarr/v3/abc/codec.py b/src/zarr/v3/abc/codec.py
index c81f2c976f..0a7c68784f 100644
--- a/src/zarr/v3/abc/codec.py
+++ b/src/zarr/v3/abc/codec.py
@@ -1,13 +1,3 @@
-# Notes:
-# 1. These are missing methods described in the spec. I expected to see these method definitions:
-# def compute_encoded_representation_type(self, decoded_representation_type):
-# def encode(self, decoded_value):
-# def decode(self, encoded_value, decoded_representation_type):
-# def partial_decode(self, input_handle, decoded_representation_type, decoded_regions):
-# def compute_encoded_size(self, input_size):
-# 2. Understand why array metadata is included on all codecs
-
-
 from __future__ import annotations
 
 from abc import abstractmethod, ABC
@@ -20,30 +10,39 @@
 
 
 if TYPE_CHECKING:
-    from zarr.v3.metadata import CoreArrayMetadata, CodecMetadata
+    from zarr.v3.metadata import (
+        ArraySpec,
+        ArrayMetadata,
+        DataType,
+        CodecMetadata,
+        RuntimeConfiguration,
+    )
 
 
 class Codec(ABC):
     is_fixed_size: bool
-    array_metadata: CoreArrayMetadata
 
+    @classmethod
     @abstractmethod
-    def compute_encoded_size(self, input_byte_length: int) -> int:
+    def get_metadata_class(cls) -> Type[CodecMetadata]:
         pass
 
-    def resolve_metadata(self) -> CoreArrayMetadata:
-        return self.array_metadata
-
     @classmethod
     @abstractmethod
-    def from_metadata(
-        cls, codec_metadata: "CodecMetadata", array_metadata: CoreArrayMetadata
-    ) -> Codec:
+    def from_metadata(cls, codec_metadata: CodecMetadata) -> Codec:
         pass
 
-    @classmethod
     @abstractmethod
-    def get_metadata_class(cls) -> "Type[CodecMetadata]":
+    def compute_encoded_size(self, input_byte_length: int, chunk_spec: ArraySpec) -> int:
+        pass
+
+    def resolve_metadata(self, chunk_spec: ArraySpec) -> ArraySpec:
+        return chunk_spec
+
+    def evolve(self, *, ndim: int, data_type: DataType) -> Codec:
+        return self
+
+    def validate(self, array_metadata: ArrayMetadata) -> None:
         pass
 
 
@@ -52,6 +51,8 @@ class ArrayArrayCodec(Codec):
     async def decode(
         self,
         chunk_array: np.ndarray,
+        chunk_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
     ) -> np.ndarray:
         pass
 
@@ -59,6 +60,8 @@ async def decode(
     async def encode(
         self,
         chunk_array: np.ndarray,
+        chunk_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
     ) -> Optional[np.ndarray]:
         pass
 
@@ -68,6 +71,8 @@ class ArrayBytesCodec(Codec):
     async def decode(
         self,
         chunk_array: BytesLike,
+        chunk_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
     ) -> np.ndarray:
         pass
 
@@ -75,6 +80,8 @@ async def decode(
     async def encode(
         self,
         chunk_array: np.ndarray,
+        chunk_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         pass
 
@@ -85,6 +92,8 @@ async def decode_partial(
         self,
         store_path: StorePath,
         selection: SliceSelection,
+        chunk_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
     ) -> Optional[np.ndarray]:
         pass
 
@@ -96,6 +105,8 @@ async def encode_partial(
         store_path: StorePath,
         chunk_array: np.ndarray,
         selection: SliceSelection,
+        chunk_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
     ) -> None:
         pass
 
@@ -105,6 +116,8 @@ class BytesBytesCodec(Codec):
     async def decode(
         self,
         chunk_array: BytesLike,
+        chunk_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
     ) -> BytesLike:
         pass
 
@@ -112,5 +125,7 @@ async def decode(
     async def encode(
         self,
         chunk_array: BytesLike,
+        chunk_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         pass
diff --git a/src/zarr/v3/array.py b/src/zarr/v3/array.py
index d55a5aee43..dadde1658a 100644
--- a/src/zarr/v3/array.py
+++ b/src/zarr/v3/array.py
@@ -16,11 +16,10 @@
 import numpy as np
 from attr import evolve, frozen
 
-from zarr.v3.abc.codec import ArrayBytesCodecPartialDecodeMixin
-
 
 # from zarr.v3.array_v2 import ArrayV2
 from zarr.v3.codecs import CodecMetadata, CodecPipeline, bytes_codec
+from zarr.v3.codecs.registry import get_codec_from_metadata
 from zarr.v3.common import (
     ZARR_JSON,
     ChunkCoords,
@@ -31,6 +30,7 @@
 from zarr.v3.indexing import BasicIndexer, all_chunk_coords, is_total_slice
 from zarr.v3.metadata import (
     ArrayMetadata,
+    ArraySpec,
     DataType,
     DefaultChunkKeyEncodingConfigurationMetadata,
     DefaultChunkKeyEncodingMetadata,
@@ -41,7 +41,6 @@
     V2ChunkKeyEncodingMetadata,
     dtype_to_data_type,
 )
-from zarr.v3.codecs.sharding import ShardingCodec
 from zarr.v3.store import StoreLike, StorePath, make_store_path
 from zarr.v3.sync import sync
 
@@ -118,8 +117,11 @@ async def create(
             metadata=metadata,
             store_path=store_path,
             runtime_configuration=runtime_configuration,
-            codec_pipeline=CodecPipeline.from_metadata(
-                metadata.codecs, metadata.get_core_metadata(runtime_configuration)
+            codec_pipeline=CodecPipeline.create(
+                [
+                    get_codec_from_metadata(codec).evolve(ndim=len(shape), data_type=data_type)
+                    for codec in codecs
+                ]
             ),
         )
 
@@ -134,13 +136,17 @@ def from_json(
         runtime_configuration: RuntimeConfiguration,
     ) -> AsyncArray:
         metadata = ArrayMetadata.from_json(zarr_json)
+        codecs = [
+            get_codec_from_metadata(codec).evolve(
+                ndim=len(metadata.shape), data_type=metadata.data_type
+            )
+            for codec in metadata.codecs
+        ]
         async_array = cls(
             metadata=metadata,
             store_path=store_path,
             runtime_configuration=runtime_configuration,
-            codec_pipeline=CodecPipeline.from_metadata(
-                metadata.codecs, metadata.get_core_metadata(runtime_configuration)
-            ),
+            codec_pipeline=CodecPipeline.create(codecs),
         )
         async_array._validate_metadata()
         return async_array
@@ -240,6 +246,7 @@ def _validate_metadata(self) -> None:
             self.metadata.dimension_names
         ), "`dimension_names` and `shape` need to have the same number of dimensions."
         assert self.metadata.fill_value is not None, "`fill_value` is required."
+        self.codec_pipeline.validate(self.metadata)
 
     async def _read_chunk(
         self,
@@ -248,15 +255,14 @@ async def _read_chunk(
         out_selection: SliceSelection,
         out: np.ndarray,
     ):
+        chunk_spec = self.metadata.get_chunk_spec(chunk_coords)
         chunk_key_encoding = self.metadata.chunk_key_encoding
         chunk_key = chunk_key_encoding.encode_chunk_key(chunk_coords)
         store_path = self.store_path / chunk_key
 
-        if len(self.codec_pipeline.codecs) == 1 and isinstance(
-            self.codec_pipeline.codecs[0], ArrayBytesCodecPartialDecodeMixin
-        ):
-            chunk_array = await self.codec_pipeline.codecs[0].decode_partial(
-                store_path, chunk_selection
+        if self.codec_pipeline.supports_partial_decode:
+            chunk_array = await self.codec_pipeline.decode_partial(
+                store_path, chunk_selection, chunk_spec, self.runtime_configuration
             )
             if chunk_array is not None:
                 out[out_selection] = chunk_array
@@ -265,7 +271,9 @@ async def _read_chunk(
         else:
             chunk_bytes = await store_path.get()
             if chunk_bytes is not None:
-                chunk_array = await self.codec_pipeline.decode(chunk_bytes)
+                chunk_array = await self.codec_pipeline.decode(
+                    chunk_bytes, chunk_spec, self.runtime_configuration
+                )
                 tmp = chunk_array[chunk_selection]
                 out[out_selection] = tmp
             else:
@@ -316,6 +324,7 @@ async def _write_chunk(
         chunk_selection: SliceSelection,
         out_selection: SliceSelection,
     ):
+        chunk_spec = self.metadata.get_chunk_spec(chunk_coords)
         chunk_key_encoding = self.metadata.chunk_key_encoding
         chunk_key = chunk_key_encoding.encode_chunk_key(chunk_coords)
         store_path = self.store_path / chunk_key
@@ -330,17 +339,16 @@ async def _write_chunk(
                 chunk_array.fill(value)
             else:
                 chunk_array = value[out_selection]
-            await self._write_chunk_to_store(store_path, chunk_array)
+            await self._write_chunk_to_store(store_path, chunk_array, chunk_spec)
 
-        elif len(self.codec_pipeline.codecs) == 1 and isinstance(
-            self.codec_pipeline.codecs[0], ShardingCodec
-        ):
-            sharding_codec = self.codec_pipeline.codecs[0]
+        elif self.codec_pipeline.supports_partial_encode:
             # print("encode_partial", chunk_coords, chunk_selection, repr(self))
-            await sharding_codec.encode_partial(
+            await self.codec_pipeline.encode_partial(
                 store_path,
                 value[out_selection],
                 chunk_selection,
+                chunk_spec,
+                self.runtime_configuration,
             )
         else:
             # writing partial chunks
@@ -356,18 +364,24 @@ async def _write_chunk(
                 chunk_array.fill(self.metadata.fill_value)
             else:
                 chunk_array = (
-                    await self.codec_pipeline.decode(chunk_bytes)
+                    await self.codec_pipeline.decode(
+                        chunk_bytes, chunk_spec, self.runtime_configuration
+                    )
                 ).copy()  # make a writable copy
             chunk_array[chunk_selection] = value[out_selection]
 
-            await self._write_chunk_to_store(store_path, chunk_array)
+            await self._write_chunk_to_store(store_path, chunk_array, chunk_spec)
 
-    async def _write_chunk_to_store(self, store_path: StorePath, chunk_array: np.ndarray):
+    async def _write_chunk_to_store(
+        self, store_path: StorePath, chunk_array: np.ndarray, chunk_spec: ArraySpec
+    ):
         if np.all(chunk_array == self.metadata.fill_value):
             # chunks that only contain fill_value will be removed
             await store_path.delete()
         else:
-            chunk_bytes = await self.codec_pipeline.encode(chunk_array)
+            chunk_bytes = await self.codec_pipeline.encode(
+                chunk_array, chunk_spec, self.runtime_configuration
+            )
             if chunk_bytes is None:
                 await store_path.delete()
             else:
diff --git a/src/zarr/v3/array_v2.py b/src/zarr/v3/array_v2.py
index a2f26f01b0..dc4cbebd5e 100644
--- a/src/zarr/v3/array_v2.py
+++ b/src/zarr/v3/array_v2.py
@@ -20,7 +20,7 @@
     to_thread,
 )
 from zarr.v3.indexing import BasicIndexer, all_chunk_coords, is_total_slice
-from zarr.v3.metadata import ArrayV2Metadata, RuntimeConfiguration
+from zarr.v3.metadata import ArrayV2Metadata, CodecMetadata, RuntimeConfiguration
 from zarr.v3.store import StoreLike, StorePath, make_store_path
 from zarr.v3.sync import sync
 
@@ -83,12 +83,14 @@ async def create_async(
             order=order,
             dimension_separator=dimension_separator,
             fill_value=0 if fill_value is None else fill_value,
-            compressor=numcodecs.get_codec(compressor).get_config()
-            if compressor is not None
-            else None,
-            filters=[numcodecs.get_codec(filter).get_config() for filter in filters]
-            if filters is not None
-            else None,
+            compressor=(
+                numcodecs.get_codec(compressor).get_config() if compressor is not None else None
+            ),
+            filters=(
+                [numcodecs.get_codec(filter).get_config() for filter in filters]
+                if filters is not None
+                else None
+            ),
         )
         array = cls(
             metadata=metadata,
@@ -441,22 +443,29 @@ async def convert_to_v3_async(self) -> Array:
         from zarr.v3.common import ZARR_JSON
         from zarr.v3.metadata import (
             ArrayMetadata,
+            DataType,
+            RegularChunkGridConfigurationMetadata,
+            RegularChunkGridMetadata,
+            V2ChunkKeyEncodingConfigurationMetadata,
+            V2ChunkKeyEncodingMetadata,
+            dtype_to_data_type,
+        )
+        from zarr.v3.codecs.blosc import (
             BloscCodecConfigurationMetadata,
             BloscCodecMetadata,
+            blosc_shuffle_int_to_str,
+        )
+        from zarr.v3.codecs.bytes import (
             BytesCodecConfigurationMetadata,
             BytesCodecMetadata,
-            CodecMetadata,
-            DataType,
+        )
+        from zarr.v3.codecs.gzip import (
             GzipCodecConfigurationMetadata,
             GzipCodecMetadata,
-            RegularChunkGridConfigurationMetadata,
-            RegularChunkGridMetadata,
+        )
+        from zarr.v3.codecs.transpose import (
             TransposeCodecConfigurationMetadata,
             TransposeCodecMetadata,
-            V2ChunkKeyEncodingConfigurationMetadata,
-            V2ChunkKeyEncodingMetadata,
-            blosc_shuffle_int_to_str,
-            dtype_to_data_type,
         )
 
         data_type = DataType[dtype_to_data_type[self.metadata.dtype.str]]
@@ -476,7 +485,11 @@ async def convert_to_v3_async(self) -> Array:
 
         if self.metadata.order == "F":
             codecs.append(
-                TransposeCodecMetadata(configuration=TransposeCodecConfigurationMetadata(order="F"))
+                TransposeCodecMetadata(
+                    configuration=TransposeCodecConfigurationMetadata(
+                        order=tuple(reversed(range(self.metadata.ndim)))
+                    )
+                )
             )
         codecs.append(
             BytesCodecMetadata(configuration=BytesCodecConfigurationMetadata(endian=endian))
diff --git a/src/zarr/v3/codecs/__init__.py b/src/zarr/v3/codecs/__init__.py
index 30a42c8ad5..40c71f6807 100644
--- a/src/zarr/v3/codecs/__init__.py
+++ b/src/zarr/v3/codecs/__init__.py
@@ -1,9 +1,9 @@
 from __future__ import annotations
 
-from functools import reduce
 from typing import (
     TYPE_CHECKING,
     Iterable,
+    Iterator,
     List,
     Literal,
     Optional,
@@ -11,17 +11,24 @@
     Union,
 )
 from warnings import warn
+from attr import frozen
 
 import numpy as np
-from attr import frozen
 
-from zarr.v3.abc.codec import Codec, ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec
-from zarr.v3.common import BytesLike
-from zarr.v3.metadata import CodecMetadata, ShardingCodecIndexLocation
-from zarr.v3.codecs.registry import get_codec_class
+from zarr.v3.abc.codec import (
+    ArrayBytesCodecPartialDecodeMixin,
+    ArrayBytesCodecPartialEncodeMixin,
+    Codec,
+    ArrayArrayCodec,
+    ArrayBytesCodec,
+    BytesBytesCodec,
+)
+from zarr.v3.common import BytesLike, SliceSelection
+from zarr.v3.metadata import CodecMetadata, ShardingCodecIndexLocation, RuntimeConfiguration
+from zarr.v3.store import StorePath
 
 if TYPE_CHECKING:
-    from zarr.v3.metadata import CoreArrayMetadata
+    from zarr.v3.metadata import ArrayMetadata, ArraySpec
     from zarr.v3.codecs.sharding import ShardingCodecMetadata
     from zarr.v3.codecs.blosc import BloscCodecMetadata
     from zarr.v3.codecs.bytes import BytesCodecMetadata
@@ -31,27 +38,23 @@
     from zarr.v3.codecs.crc32c_ import Crc32cCodecMetadata
 
 
+def _find_array_bytes_codec(
+    codecs: Iterable[Tuple[Codec, ArraySpec]]
+) -> Tuple[ArrayBytesCodec, ArraySpec]:
+    for codec, array_spec in codecs:
+        if isinstance(codec, ArrayBytesCodec):
+            return (codec, array_spec)
+    raise KeyError
+
+
 @frozen
 class CodecPipeline:
-    codecs: List[Codec]
+    array_array_codecs: List[ArrayArrayCodec]
+    array_bytes_codec: ArrayBytesCodec
+    bytes_bytes_codecs: List[BytesBytesCodec]
 
     @classmethod
-    def from_metadata(
-        cls,
-        codecs_metadata: Iterable[CodecMetadata],
-        array_metadata: CoreArrayMetadata,
-    ) -> CodecPipeline:
-        out: List[Codec] = []
-        for codec_metadata in codecs_metadata or []:
-            codec_cls = get_codec_class(codec_metadata.name)
-            codec = codec_cls.from_metadata(codec_metadata, array_metadata)
-            out.append(codec)
-            array_metadata = codec.resolve_metadata()
-        CodecPipeline._validate_codecs(out, array_metadata)
-        return cls(out)
-
-    @staticmethod
-    def _validate_codecs(codecs: List[Codec], array_metadata: CoreArrayMetadata) -> None:
+    def create(cls, codecs: List[Codec]) -> CodecPipeline:
         from zarr.v3.codecs.sharding import ShardingCodec
 
         assert any(
@@ -86,22 +89,6 @@ def _validate_codecs(codecs: List[Codec], array_metadata: CoreArrayMetadata) ->
                     f"ArrayArrayCodec '{type(codec)}' cannot follow after "
                     + f"BytesBytesCodec '{type(prev_codec)}'."
                 )
-
-            if isinstance(codec, ShardingCodec):
-                assert len(codec.configuration.chunk_shape) == len(array_metadata.shape), (
-                    "The shard's `chunk_shape` and array's `shape` need to have the "
-                    + "same number of dimensions."
-                )
-                assert all(
-                    s % c == 0
-                    for s, c in zip(
-                        array_metadata.chunk_shape,
-                        codec.configuration.chunk_shape,
-                    )
-                ), (
-                    "The array's `chunk_shape` needs to be divisible by the "
-                    + "shard's inner `chunk_shape`."
-                )
             prev_codec = codec
 
         if any(isinstance(codec, ShardingCodec) for codec in codecs) and len(codecs) > 1:
@@ -110,48 +97,150 @@ def _validate_codecs(codecs: List[Codec], array_metadata: CoreArrayMetadata) ->
                 + "writes, which may lead to inefficient performance."
             )
 
-    def _array_array_codecs(self) -> List[ArrayArrayCodec]:
-        return [codec for codec in self.codecs if isinstance(codec, ArrayArrayCodec)]
-
-    def _array_bytes_codec(self) -> ArrayBytesCodec:
-        return next(codec for codec in self.codecs if isinstance(codec, ArrayBytesCodec))
-
-    def _bytes_bytes_codecs(self) -> List[BytesBytesCodec]:
-        return [codec for codec in self.codecs if isinstance(codec, BytesBytesCodec)]
+        return CodecPipeline(
+            array_array_codecs=[codec for codec in codecs if isinstance(codec, ArrayArrayCodec)],
+            array_bytes_codec=[codec for codec in codecs if isinstance(codec, ArrayBytesCodec)][0],
+            bytes_bytes_codecs=[codec for codec in codecs if isinstance(codec, BytesBytesCodec)],
+        )
 
-    async def decode(self, chunk_bytes: BytesLike) -> np.ndarray:
-        for bb_codec in self._bytes_bytes_codecs()[::-1]:
-            chunk_bytes = await bb_codec.decode(chunk_bytes)
+    @property
+    def supports_partial_decode(self) -> bool:
+        return (len(self.array_array_codecs) + len(self.bytes_bytes_codecs)) == 0 and isinstance(
+            self.array_bytes_codec, ArrayBytesCodecPartialDecodeMixin
+        )
 
-        chunk_array = await self._array_bytes_codec().decode(chunk_bytes)
+    @property
+    def supports_partial_encode(self) -> bool:
+        return (len(self.array_array_codecs) + len(self.bytes_bytes_codecs)) == 0 and isinstance(
+            self.array_bytes_codec, ArrayBytesCodecPartialEncodeMixin
+        )
 
-        for aa_codec in self._array_array_codecs()[::-1]:
-            chunk_array = await aa_codec.decode(chunk_array)
+    def __iter__(self) -> Iterator[Codec]:
+        for aa_codec in self.array_array_codecs:
+            yield aa_codec
+
+        yield self.array_bytes_codec
+
+        for bb_codec in self.bytes_bytes_codecs:
+            yield bb_codec
+
+    def validate(self, array_metadata: ArrayMetadata) -> None:
+        for codec in self:
+            codec.validate(array_metadata)
+
+    def _codecs_with_resolved_metadata(
+        self, array_spec: ArraySpec
+    ) -> Tuple[
+        List[Tuple[ArrayArrayCodec, ArraySpec]],
+        Tuple[ArrayBytesCodec, ArraySpec],
+        List[Tuple[BytesBytesCodec, ArraySpec]],
+    ]:
+        aa_codecs_with_spec: List[Tuple[ArrayArrayCodec, ArraySpec]] = []
+        for aa_codec in self.array_array_codecs:
+            aa_codecs_with_spec.append((aa_codec, array_spec))
+            array_spec = aa_codec.resolve_metadata(array_spec)
+
+        ab_codec_with_spec = (self.array_bytes_codec, array_spec)
+        array_spec = self.array_bytes_codec.resolve_metadata(array_spec)
+
+        bb_codecs_with_spec: List[Tuple[BytesBytesCodec, ArraySpec]] = []
+        for bb_codec in self.bytes_bytes_codecs:
+            bb_codecs_with_spec.append((bb_codec, array_spec))
+            array_spec = bb_codec.resolve_metadata(array_spec)
+
+        return (aa_codecs_with_spec, ab_codec_with_spec, bb_codecs_with_spec)
+
+    async def decode(
+        self,
+        chunk_bytes: BytesLike,
+        array_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
+    ) -> np.ndarray:
+        (
+            aa_codecs_with_spec,
+            ab_codec_with_spec,
+            bb_codecs_with_spec,
+        ) = self._codecs_with_resolved_metadata(array_spec)
+
+        for bb_codec, array_spec in bb_codecs_with_spec[::-1]:
+            chunk_bytes = await bb_codec.decode(chunk_bytes, array_spec, runtime_configuration)
+
+        ab_codec, array_spec = ab_codec_with_spec
+        chunk_array = await ab_codec.decode(chunk_bytes, array_spec, runtime_configuration)
+
+        for aa_codec, array_spec in aa_codecs_with_spec[::-1]:
+            chunk_array = await aa_codec.decode(chunk_array, array_spec, runtime_configuration)
 
         return chunk_array
 
-    async def encode(self, chunk_array: np.ndarray) -> Optional[BytesLike]:
-        for aa_codec in self._array_array_codecs():
-            chunk_array_maybe = await aa_codec.encode(chunk_array)
+    async def decode_partial(
+        self,
+        store_path: StorePath,
+        selection: SliceSelection,
+        chunk_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
+    ) -> Optional[np.ndarray]:
+        assert self.supports_partial_decode
+        assert isinstance(self.array_bytes_codec, ArrayBytesCodecPartialDecodeMixin)
+        return await self.array_bytes_codec.decode_partial(
+            store_path, selection, chunk_spec, runtime_configuration
+        )
+
+    async def encode(
+        self,
+        chunk_array: np.ndarray,
+        array_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
+    ) -> Optional[BytesLike]:
+        (
+            aa_codecs_with_spec,
+            ab_codec_with_spec,
+            bb_codecs_with_spec,
+        ) = self._codecs_with_resolved_metadata(array_spec)
+
+        for aa_codec, array_spec in aa_codecs_with_spec:
+            chunk_array_maybe = await aa_codec.encode(
+                chunk_array, array_spec, runtime_configuration
+            )
             if chunk_array_maybe is None:
                 return None
             chunk_array = chunk_array_maybe
 
-        chunk_bytes_maybe = await self._array_bytes_codec().encode(chunk_array)
+        ab_codec, array_spec = ab_codec_with_spec
+        chunk_bytes_maybe = await ab_codec.encode(chunk_array, array_spec, runtime_configuration)
         if chunk_bytes_maybe is None:
             return None
         chunk_bytes = chunk_bytes_maybe
 
-        for bb_codec in self._bytes_bytes_codecs():
-            chunk_bytes_maybe = await bb_codec.encode(chunk_bytes)
+        for bb_codec, array_spec in bb_codecs_with_spec:
+            chunk_bytes_maybe = await bb_codec.encode(
+                chunk_bytes, array_spec, runtime_configuration
+            )
             if chunk_bytes_maybe is None:
                 return None
             chunk_bytes = chunk_bytes_maybe
 
         return chunk_bytes
 
-    def compute_encoded_size(self, byte_length: int) -> int:
-        return reduce(lambda acc, codec: codec.compute_encoded_size(acc), self.codecs, byte_length)
+    async def encode_partial(
+        self,
+        store_path: StorePath,
+        chunk_array: np.ndarray,
+        selection: SliceSelection,
+        chunk_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
+    ) -> None:
+        assert self.supports_partial_encode
+        assert isinstance(self.array_bytes_codec, ArrayBytesCodecPartialEncodeMixin)
+        await self.array_bytes_codec.encode_partial(
+            store_path, chunk_array, selection, chunk_spec, runtime_configuration
+        )
+
+    def compute_encoded_size(self, byte_length: int, array_spec: ArraySpec) -> int:
+        for codec in self:
+            byte_length = codec.compute_encoded_size(byte_length, array_spec)
+            array_spec = codec.resolve_metadata(array_spec)
+        return byte_length
 
 
 def blosc_codec(
@@ -217,14 +306,16 @@ def crc32c_codec() -> "Crc32cCodecMetadata":
 
 def sharding_codec(
     chunk_shape: Tuple[int, ...],
-    codecs: Optional[List[CodecMetadata]] = None,
-    index_codecs: Optional[List[CodecMetadata]] = None,
+    codecs: Optional[Iterable[CodecMetadata]] = None,
+    index_codecs: Optional[Iterable[CodecMetadata]] = None,
     index_location: ShardingCodecIndexLocation = ShardingCodecIndexLocation.end,
 ) -> "ShardingCodecMetadata":
     from zarr.v3.codecs.sharding import ShardingCodecMetadata, ShardingCodecConfigurationMetadata
 
-    codecs = codecs or [bytes_codec()]
-    index_codecs = index_codecs or [bytes_codec(), crc32c_codec()]
+    codecs = tuple(codecs) if codecs is not None else (bytes_codec(),)
+    index_codecs = (
+        tuple(index_codecs) if index_codecs is not None else (bytes_codec(), crc32c_codec())
+    )
     return ShardingCodecMetadata(
         configuration=ShardingCodecConfigurationMetadata(
             chunk_shape, codecs, index_codecs, index_location
diff --git a/src/zarr/v3/codecs/blosc.py b/src/zarr/v3/codecs/blosc.py
index 8fb32faaa7..efc862e636 100644
--- a/src/zarr/v3/codecs/blosc.py
+++ b/src/zarr/v3/codecs/blosc.py
@@ -1,4 +1,5 @@
 from __future__ import annotations
+from functools import lru_cache
 
 from typing import (
     TYPE_CHECKING,
@@ -10,16 +11,15 @@
 
 import numcodecs
 import numpy as np
-from attr import asdict, evolve, frozen, field
+from attr import evolve, frozen, field
 from numcodecs.blosc import Blosc
 
 from zarr.v3.abc.codec import BytesBytesCodec
 from zarr.v3.codecs.registry import register_codec
 from zarr.v3.common import BytesLike, to_thread
-from zarr.v3.metadata import CodecMetadata
 
 if TYPE_CHECKING:
-    from zarr.v3.metadata import CoreArrayMetadata
+    from zarr.v3.metadata import ArraySpec, CodecMetadata, DataType, RuntimeConfiguration
 
 
 BloscShuffle = Literal["noshuffle", "shuffle", "bitshuffle"]
@@ -52,47 +52,55 @@ class BloscCodecMetadata:
 
 @frozen
 class BloscCodec(BytesBytesCodec):
-    array_metadata: CoreArrayMetadata
     configuration: BloscCodecConfigurationMetadata
-    blosc_codec: Blosc
     is_fixed_size = False
 
     @classmethod
-    def from_metadata(
-        cls, codec_metadata: CodecMetadata, array_metadata: CoreArrayMetadata
-    ) -> BloscCodec:
+    def from_metadata(cls, codec_metadata: CodecMetadata) -> BloscCodec:
         assert isinstance(codec_metadata, BloscCodecMetadata)
-        configuration = codec_metadata.configuration
-        if configuration.typesize == 0:
-            configuration = evolve(configuration, typesize=array_metadata.data_type.byte_count)
-        config_dict = asdict(codec_metadata.configuration)
-        config_dict.pop("typesize", None)
-        map_shuffle_str_to_int = {"noshuffle": 0, "shuffle": 1, "bitshuffle": 2}
-        config_dict["shuffle"] = map_shuffle_str_to_int[config_dict["shuffle"]]
-        return cls(
-            array_metadata=array_metadata,
-            configuration=configuration,
-            blosc_codec=Blosc.from_config(config_dict),
-        )
+        return cls(configuration=codec_metadata.configuration)
 
     @classmethod
     def get_metadata_class(cls) -> Type[BloscCodecMetadata]:
         return BloscCodecMetadata
 
+    def evolve(self, *, data_type: DataType, **_kwargs) -> BloscCodec:
+        new_codec = self
+        if new_codec.configuration.typesize == 0:
+            new_configuration = evolve(new_codec.configuration, typesize=data_type.byte_count)
+            new_codec = evolve(new_codec, configuration=new_configuration)
+
+        return new_codec
+
+    @lru_cache
+    def get_blosc_codec(self) -> Blosc:
+        map_shuffle_str_to_int = {"noshuffle": 0, "shuffle": 1, "bitshuffle": 2}
+        config_dict = {
+            "cname": self.configuration.cname,
+            "clevel": self.configuration.clevel,
+            "shuffle": map_shuffle_str_to_int[self.configuration.shuffle],
+            "blocksize": self.configuration.blocksize,
+        }
+        return Blosc.from_config(config_dict)
+
     async def decode(
         self,
         chunk_bytes: bytes,
+        _chunk_spec: ArraySpec,
+        _runtime_configuration: RuntimeConfiguration,
     ) -> BytesLike:
-        return await to_thread(self.blosc_codec.decode, chunk_bytes)
+        return await to_thread(self.get_blosc_codec().decode, chunk_bytes)
 
     async def encode(
         self,
         chunk_bytes: bytes,
+        chunk_spec: ArraySpec,
+        _runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
-        chunk_array = np.frombuffer(chunk_bytes, dtype=self.array_metadata.dtype)
-        return await to_thread(self.blosc_codec.encode, chunk_array)
+        chunk_array = np.frombuffer(chunk_bytes, dtype=chunk_spec.dtype)
+        return await to_thread(self.get_blosc_codec().encode, chunk_array)
 
-    def compute_encoded_size(self, _input_byte_length: int) -> int:
+    def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         raise NotImplementedError
 
 
diff --git a/src/zarr/v3/codecs/bytes.py b/src/zarr/v3/codecs/bytes.py
index 80a3f155d0..e05ccb6abc 100644
--- a/src/zarr/v3/codecs/bytes.py
+++ b/src/zarr/v3/codecs/bytes.py
@@ -13,15 +13,17 @@
 from zarr.v3.abc.codec import ArrayBytesCodec
 from zarr.v3.codecs.registry import register_codec
 from zarr.v3.common import BytesLike
-from zarr.v3.metadata import CodecMetadata
 
 if TYPE_CHECKING:
-    from zarr.v3.metadata import CoreArrayMetadata
+    from zarr.v3.metadata import CodecMetadata, ArraySpec, ArrayMetadata, RuntimeConfiguration
+
+
+Endian = Literal["big", "little"]
 
 
 @frozen
 class BytesCodecConfigurationMetadata:
-    endian: Optional[Literal["big", "little"]] = "little"
+    endian: Optional[Endian] = "little"
 
 
 @frozen
@@ -32,28 +34,24 @@ class BytesCodecMetadata:
 
 @frozen
 class BytesCodec(ArrayBytesCodec):
-    array_metadata: CoreArrayMetadata
     configuration: BytesCodecConfigurationMetadata
     is_fixed_size = True
 
     @classmethod
-    def from_metadata(
-        cls, codec_metadata: CodecMetadata, array_metadata: CoreArrayMetadata
-    ) -> BytesCodec:
+    def from_metadata(cls, codec_metadata: CodecMetadata) -> BytesCodec:
         assert isinstance(codec_metadata, BytesCodecMetadata)
-        assert (
-            array_metadata.dtype.itemsize == 1 or codec_metadata.configuration.endian is not None
-        ), "The `endian` configuration needs to be specified for multi-byte data types."
-        return cls(
-            array_metadata=array_metadata,
-            configuration=codec_metadata.configuration,
-        )
+        return cls(configuration=codec_metadata.configuration)
 
     @classmethod
     def get_metadata_class(cls) -> Type[BytesCodecMetadata]:
         return BytesCodecMetadata
 
-    def _get_byteorder(self, array: np.ndarray) -> Literal["big", "little"]:
+    def validate(self, array_metadata: ArrayMetadata) -> None:
+        assert (
+            not array_metadata.data_type.has_endianness or self.configuration.endian is not None
+        ), "The `endian` configuration needs to be specified for multi-byte data types."
+
+    def _get_byteorder(self, array: np.ndarray) -> Endian:
         if array.dtype.byteorder == "<":
             return "little"
         elif array.dtype.byteorder == ">":
@@ -66,27 +64,31 @@ def _get_byteorder(self, array: np.ndarray) -> Literal["big", "little"]:
     async def decode(
         self,
         chunk_bytes: BytesLike,
+        chunk_spec: ArraySpec,
+        _runtime_configuration: RuntimeConfiguration,
     ) -> np.ndarray:
-        if self.array_metadata.dtype.itemsize > 0:
+        if chunk_spec.dtype.itemsize > 0:
             if self.configuration.endian == "little":
                 prefix = "<"
             else:
                 prefix = ">"
-            dtype = np.dtype(f"{prefix}{self.array_metadata.data_type.to_numpy_shortname()}")
+            dtype = np.dtype(f"{prefix}{chunk_spec.data_type.to_numpy_shortname()}")
         else:
-            dtype = np.dtype(f"|{self.array_metadata.data_type.to_numpy_shortname()}")
+            dtype = np.dtype(f"|{chunk_spec.data_type.to_numpy_shortname()}")
         chunk_array = np.frombuffer(chunk_bytes, dtype)
 
         # ensure correct chunk shape
-        if chunk_array.shape != self.array_metadata.chunk_shape:
+        if chunk_array.shape != chunk_spec.shape:
             chunk_array = chunk_array.reshape(
-                self.array_metadata.chunk_shape,
+                chunk_spec.shape,
             )
         return chunk_array
 
     async def encode(
         self,
         chunk_array: np.ndarray,
+        _chunk_spec: ArraySpec,
+        _runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         if chunk_array.dtype.itemsize > 1:
             byteorder = self._get_byteorder(chunk_array)
@@ -95,7 +97,7 @@ async def encode(
                 chunk_array = chunk_array.astype(new_dtype)
         return chunk_array.tobytes()
 
-    def compute_encoded_size(self, input_byte_length: int) -> int:
+    def compute_encoded_size(self, input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         return input_byte_length
 
 
diff --git a/src/zarr/v3/codecs/crc32c_.py b/src/zarr/v3/codecs/crc32c_.py
index c4fab3c9b9..4f8b9c7b0b 100644
--- a/src/zarr/v3/codecs/crc32c_.py
+++ b/src/zarr/v3/codecs/crc32c_.py
@@ -14,10 +14,9 @@
 from zarr.v3.abc.codec import BytesBytesCodec
 from zarr.v3.codecs.registry import register_codec
 from zarr.v3.common import BytesLike
-from zarr.v3.metadata import CodecMetadata
 
 if TYPE_CHECKING:
-    from zarr.v3.metadata import CoreArrayMetadata
+    from zarr.v3.metadata import ArraySpec, CodecMetadata, RuntimeConfiguration
 
 
 @frozen
@@ -27,15 +26,12 @@ class Crc32cCodecMetadata:
 
 @frozen
 class Crc32cCodec(BytesBytesCodec):
-    array_metadata: CoreArrayMetadata
     is_fixed_size = True
 
     @classmethod
-    def from_metadata(
-        cls, codec_metadata: CodecMetadata, array_metadata: CoreArrayMetadata
-    ) -> Crc32cCodec:
+    def from_metadata(cls, codec_metadata: CodecMetadata) -> Crc32cCodec:
         assert isinstance(codec_metadata, Crc32cCodecMetadata)
-        return cls(array_metadata=array_metadata)
+        return cls()
 
     @classmethod
     def get_metadata_class(cls) -> Type[Crc32cCodecMetadata]:
@@ -44,6 +40,8 @@ def get_metadata_class(cls) -> Type[Crc32cCodecMetadata]:
     async def decode(
         self,
         chunk_bytes: bytes,
+        _chunk_spec: ArraySpec,
+        _runtime_configuration: RuntimeConfiguration,
     ) -> BytesLike:
         crc32_bytes = chunk_bytes[-4:]
         inner_bytes = chunk_bytes[:-4]
@@ -54,10 +52,12 @@ async def decode(
     async def encode(
         self,
         chunk_bytes: bytes,
+        _chunk_spec: ArraySpec,
+        _runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         return chunk_bytes + np.uint32(crc32c(chunk_bytes)).tobytes()
 
-    def compute_encoded_size(self, input_byte_length: int) -> int:
+    def compute_encoded_size(self, input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         return input_byte_length + 4
 
 
diff --git a/src/zarr/v3/codecs/gzip.py b/src/zarr/v3/codecs/gzip.py
index be1ebcdc9f..a3fafc1382 100644
--- a/src/zarr/v3/codecs/gzip.py
+++ b/src/zarr/v3/codecs/gzip.py
@@ -13,10 +13,9 @@
 from zarr.v3.abc.codec import BytesBytesCodec
 from zarr.v3.codecs.registry import register_codec
 from zarr.v3.common import BytesLike, to_thread
-from zarr.v3.metadata import CodecMetadata
 
 if TYPE_CHECKING:
-    from zarr.v3.metadata import CoreArrayMetadata
+    from zarr.v3.metadata import ArraySpec, CodecMetadata, RuntimeConfiguration
 
 
 @frozen
@@ -32,20 +31,14 @@ class GzipCodecMetadata:
 
 @frozen
 class GzipCodec(BytesBytesCodec):
-    array_metadata: CoreArrayMetadata
     configuration: GzipCodecConfigurationMetadata
     is_fixed_size = True
 
     @classmethod
-    def from_metadata(
-        cls, codec_metadata: CodecMetadata, array_metadata: CoreArrayMetadata
-    ) -> GzipCodec:
+    def from_metadata(cls, codec_metadata: CodecMetadata) -> GzipCodec:
         assert isinstance(codec_metadata, GzipCodecMetadata)
 
-        return cls(
-            array_metadata=array_metadata,
-            configuration=codec_metadata.configuration,
-        )
+        return cls(configuration=codec_metadata.configuration)
 
     @classmethod
     def get_metadata_class(cls) -> Type[GzipCodecMetadata]:
@@ -54,16 +47,24 @@ def get_metadata_class(cls) -> Type[GzipCodecMetadata]:
     async def decode(
         self,
         chunk_bytes: bytes,
+        _chunk_spec: ArraySpec,
+        _runtime_configuration: RuntimeConfiguration,
     ) -> BytesLike:
         return await to_thread(GZip(self.configuration.level).decode, chunk_bytes)
 
     async def encode(
         self,
         chunk_bytes: bytes,
+        _chunk_spec: ArraySpec,
+        _runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         return await to_thread(GZip(self.configuration.level).encode, chunk_bytes)
 
-    def compute_encoded_size(self, _input_byte_length: int) -> int:
+    def compute_encoded_size(
+        self,
+        _input_byte_length: int,
+        _chunk_spec: ArraySpec,
+    ) -> int:
         raise NotImplementedError
 
 
diff --git a/src/zarr/v3/codecs/registry.py b/src/zarr/v3/codecs/registry.py
index 642c0feebb..bdd9a5765d 100644
--- a/src/zarr/v3/codecs/registry.py
+++ b/src/zarr/v3/codecs/registry.py
@@ -45,6 +45,11 @@ def _get_codec_item(key: str) -> CodecRegistryItem:
     raise KeyError(key)
 
 
+def get_codec_from_metadata(val: CodecMetadata) -> Codec:
+    key = val.name
+    return _get_codec_item(key).codec_cls.from_metadata(val)
+
+
 def get_codec_metadata_class(key: str) -> Type[CodecMetadata]:
     return _get_codec_item(key).codec_metadata_cls
 
diff --git a/src/zarr/v3/codecs/sharding.py b/src/zarr/v3/codecs/sharding.py
index 12c84ade29..26020f160f 100644
--- a/src/zarr/v3/codecs/sharding.py
+++ b/src/zarr/v3/codecs/sharding.py
@@ -1,4 +1,5 @@
 from __future__ import annotations
+from functools import cached_property, lru_cache
 
 from typing import (
     Awaitable,
@@ -23,7 +24,7 @@
 )
 
 from zarr.v3.codecs import CodecPipeline
-from zarr.v3.codecs.registry import register_codec
+from zarr.v3.codecs.registry import get_codec_from_metadata, register_codec
 from zarr.v3.common import (
     BytesLike,
     ChunkCoords,
@@ -38,10 +39,14 @@
     morton_order_iter,
 )
 from zarr.v3.metadata import (
-    CoreArrayMetadata,
+    ArrayMetadata,
+    ArraySpec,
     DataType,
     CodecMetadata,
+    RegularChunkGridMetadata,
     ShardingCodecIndexLocation,
+    RuntimeConfiguration,
+    runtime_configuration as make_runtime_configuration,
 )
 from zarr.v3.store import StorePath
 
@@ -51,8 +56,8 @@
 @frozen
 class ShardingCodecConfigurationMetadata:
     chunk_shape: ChunkCoords
-    codecs: List["CodecMetadata"]
-    index_codecs: List["CodecMetadata"]
+    codecs: Tuple[CodecMetadata, ...]
+    index_codecs: Tuple[CodecMetadata, ...]
     index_location: ShardingCodecIndexLocation = ShardingCodecIndexLocation.end
 
 
@@ -66,6 +71,10 @@ class _ShardIndex(NamedTuple):
     # dtype uint64, shape (chunks_per_shard_0, chunks_per_shard_1, ..., 2)
     offsets_and_lengths: np.ndarray
 
+    @property
+    def chunks_per_shard(self) -> ChunkCoords:
+        return self.offsets_and_lengths.shape[0:-1]
+
     def _localize_chunk(self, chunk_coords: ChunkCoords) -> ChunkCoords:
         return tuple(
             chunk_i % shard_i
@@ -126,8 +135,10 @@ class _ShardProxy(Mapping):
     buf: BytesLike
 
     @classmethod
-    async def from_bytes(cls, buf: BytesLike, codec: ShardingCodec) -> _ShardProxy:
-        shard_index_size = codec._shard_index_size()
+    async def from_bytes(
+        cls, buf: BytesLike, codec: ShardingCodec, chunks_per_shard: ChunkCoords
+    ) -> _ShardProxy:
+        shard_index_size = codec._shard_index_size(chunks_per_shard)
         obj = cls()
         obj.buf = memoryview(buf)
         if codec.configuration.index_location == ShardingCodecIndexLocation.start:
@@ -135,7 +146,7 @@ async def from_bytes(cls, buf: BytesLike, codec: ShardingCodec) -> _ShardProxy:
         else:
             shard_index_bytes = obj.buf[-shard_index_size:]
 
-        obj.index = await codec._decode_shard_index(shard_index_bytes)
+        obj.index = await codec._decode_shard_index(shard_index_bytes, chunks_per_shard)
         return obj
 
     @classmethod
@@ -215,67 +226,49 @@ async def finalize(
 class ShardingCodec(
     ArrayBytesCodec, ArrayBytesCodecPartialDecodeMixin, ArrayBytesCodecPartialEncodeMixin
 ):
-    array_metadata: CoreArrayMetadata
     configuration: ShardingCodecConfigurationMetadata
-    codec_pipeline: CodecPipeline
-    index_codec_pipeline: CodecPipeline
-    chunks_per_shard: Tuple[int, ...]
 
     @classmethod
     def from_metadata(
         cls,
         codec_metadata: CodecMetadata,
-        array_metadata: CoreArrayMetadata,
     ) -> ShardingCodec:
         assert isinstance(codec_metadata, ShardingCodecMetadata)
-
-        chunks_per_shard = tuple(
-            s // c
-            for s, c in zip(
-                array_metadata.chunk_shape,
-                codec_metadata.configuration.chunk_shape,
-            )
-        )
-        # rewriting the metadata to scope it to the shard
-        shard_metadata = CoreArrayMetadata(
-            shape=array_metadata.chunk_shape,
-            chunk_shape=codec_metadata.configuration.chunk_shape,
-            data_type=array_metadata.data_type,
-            fill_value=array_metadata.fill_value,
-            runtime_configuration=array_metadata.runtime_configuration,
-        )
-        codec_pipeline = CodecPipeline.from_metadata(
-            codec_metadata.configuration.codecs, shard_metadata
-        )
-        index_codec_pipeline = CodecPipeline.from_metadata(
-            codec_metadata.configuration.index_codecs,
-            CoreArrayMetadata(
-                shape=chunks_per_shard + (2,),
-                chunk_shape=chunks_per_shard + (2,),
-                data_type=DataType.uint64,
-                fill_value=MAX_UINT_64,
-                runtime_configuration=array_metadata.runtime_configuration,
-            ),
-        )
-        return cls(
-            array_metadata=array_metadata,
-            configuration=codec_metadata.configuration,
-            codec_pipeline=codec_pipeline,
-            index_codec_pipeline=index_codec_pipeline,
-            chunks_per_shard=chunks_per_shard,
-        )
+        return cls(configuration=codec_metadata.configuration)
 
     @classmethod
     def get_metadata_class(cls) -> Type[ShardingCodecMetadata]:
         return ShardingCodecMetadata
 
+    def validate(self, array_metadata: ArrayMetadata) -> None:
+        assert len(self.configuration.chunk_shape) == array_metadata.ndim, (
+            "The shard's `chunk_shape` and array's `shape` need to have the "
+            + "same number of dimensions."
+        )
+        assert isinstance(
+            array_metadata.chunk_grid, RegularChunkGridMetadata
+        ), "Sharding is only compatible with regular chunk grids."
+        assert all(
+            s % c == 0
+            for s, c in zip(
+                array_metadata.chunk_grid.configuration.chunk_shape,
+                self.configuration.chunk_shape,
+            )
+        ), (
+            "The array's `chunk_shape` needs to be divisible by the "
+            + "shard's inner `chunk_shape`."
+        )
+
     async def decode(
         self,
         shard_bytes: BytesLike,
+        shard_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
     ) -> np.ndarray:
         # print("decode")
-        shard_shape = self.array_metadata.chunk_shape
+        shard_shape = shard_spec.shape
         chunk_shape = self.configuration.chunk_shape
+        chunks_per_shard = self._get_chunks_per_shard(shard_spec)
 
         indexer = BasicIndexer(
             tuple(slice(0, s) for s in shard_shape),
@@ -286,13 +279,13 @@ async def decode(
         # setup output array
         out = np.zeros(
             shard_shape,
-            dtype=self.array_metadata.dtype,
-            order=self.array_metadata.runtime_configuration.order,
+            dtype=shard_spec.dtype,
+            order=runtime_configuration.order,
         )
-        shard_dict = await _ShardProxy.from_bytes(shard_bytes, self)
+        shard_dict = await _ShardProxy.from_bytes(shard_bytes, self, chunks_per_shard)
 
         if shard_dict.index.is_all_empty():
-            out.fill(self.array_metadata.fill_value)
+            out.fill(shard_spec.fill_value)
             return out
 
         # decoding chunks and writing them into the output buffer
@@ -303,12 +296,14 @@ async def decode(
                     chunk_coords,
                     chunk_selection,
                     out_selection,
+                    shard_spec,
+                    runtime_configuration,
                     out,
                 )
                 for chunk_coords, chunk_selection, out_selection in indexer
             ],
             self._read_chunk,
-            self.array_metadata.runtime_configuration.concurrency,
+            runtime_configuration.concurrency,
         )
 
         return out
@@ -317,9 +312,12 @@ async def decode_partial(
         self,
         store_path: StorePath,
         selection: SliceSelection,
+        shard_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
     ) -> Optional[np.ndarray]:
-        shard_shape = self.array_metadata.chunk_shape
+        shard_shape = shard_spec.shape
         chunk_shape = self.configuration.chunk_shape
+        chunks_per_shard = self._get_chunks_per_shard(shard_spec)
 
         indexer = BasicIndexer(
             selection,
@@ -330,8 +328,8 @@ async def decode_partial(
         # setup output array
         out = np.zeros(
             indexer.shape,
-            dtype=self.array_metadata.dtype,
-            order=self.array_metadata.runtime_configuration.order,
+            dtype=shard_spec.dtype,
+            order=runtime_configuration.order,
         )
 
         indexed_chunks = list(indexer)
@@ -339,15 +337,15 @@ async def decode_partial(
 
         # reading bytes of all requested chunks
         shard_dict: Mapping[ChunkCoords, BytesLike] = {}
-        if self._is_total_shard(all_chunk_coords):
+        if self._is_total_shard(all_chunk_coords, chunks_per_shard):
             # read entire shard
-            shard_dict_maybe = await self._load_full_shard_maybe(store_path)
+            shard_dict_maybe = await self._load_full_shard_maybe(store_path, chunks_per_shard)
             if shard_dict_maybe is None:
                 return None
             shard_dict = shard_dict_maybe
         else:
             # read some chunks within the shard
-            shard_index = await self._load_shard_index_maybe(store_path)
+            shard_index = await self._load_shard_index_maybe(store_path, chunks_per_shard)
             if shard_index is None:
                 return None
             shard_dict = {}
@@ -366,12 +364,14 @@ async def decode_partial(
                     chunk_coords,
                     chunk_selection,
                     out_selection,
+                    shard_spec,
+                    runtime_configuration,
                     out,
                 )
                 for chunk_coords, chunk_selection, out_selection in indexed_chunks
             ],
             self._read_chunk,
-            self.array_metadata.runtime_configuration.concurrency,
+            runtime_configuration.concurrency,
         )
 
         return out
@@ -382,22 +382,30 @@ async def _read_chunk(
         chunk_coords: ChunkCoords,
         chunk_selection: SliceSelection,
         out_selection: SliceSelection,
+        shard_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
         out: np.ndarray,
     ):
+        chunk_spec = self._get_chunk_spec(shard_spec)
         chunk_bytes = shard_dict.get(chunk_coords, None)
         if chunk_bytes is not None:
-            chunk_array = await self.codec_pipeline.decode(chunk_bytes)
+            chunk_array = await self._codec_pipeline.decode(
+                chunk_bytes, chunk_spec, runtime_configuration
+            )
             tmp = chunk_array[chunk_selection]
             out[out_selection] = tmp
         else:
-            out[out_selection] = self.array_metadata.fill_value
+            out[out_selection] = chunk_spec.fill_value
 
     async def encode(
         self,
         shard_array: np.ndarray,
+        shard_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
-        shard_shape = self.array_metadata.chunk_shape
+        shard_shape = shard_spec.shape
         chunk_shape = self.configuration.chunk_shape
+        chunks_per_shard = self._get_chunks_per_shard(shard_spec)
 
         indexer = list(
             BasicIndexer(
@@ -419,14 +427,17 @@ async def _write_chunk(
                 # handling writing partial chunks
                 chunk_array = np.empty(
                     chunk_shape,
-                    dtype=self.array_metadata.dtype,
+                    dtype=shard_spec.dtype,
                 )
-                chunk_array.fill(self.array_metadata.fill_value)
+                chunk_array.fill(shard_spec.fill_value)
                 chunk_array[chunk_selection] = shard_array[out_selection]
-            if not np.array_equiv(chunk_array, self.array_metadata.fill_value):
+            if not np.array_equiv(chunk_array, shard_spec.fill_value):
+                chunk_spec = self._get_chunk_spec(shard_spec)
                 return (
                     chunk_coords,
-                    await self.codec_pipeline.encode(chunk_array),
+                    await self._codec_pipeline.encode(
+                        chunk_array, chunk_spec, runtime_configuration
+                    ),
                 )
             return (chunk_coords, None)
 
@@ -437,12 +448,12 @@ async def _write_chunk(
                 for chunk_coords, chunk_selection, out_selection in indexer
             ],
             _write_chunk,
-            self.array_metadata.runtime_configuration.concurrency,
+            runtime_configuration.concurrency,
         )
         if len(encoded_chunks) == 0:
             return None
 
-        shard_builder = _ShardBuilder.create_empty(self.chunks_per_shard)
+        shard_builder = _ShardBuilder.create_empty(chunks_per_shard)
         for chunk_coords, chunk_bytes in encoded_chunks:
             if chunk_bytes is not None:
                 shard_builder.append(chunk_coords, chunk_bytes)
@@ -456,15 +467,19 @@ async def encode_partial(
         store_path: StorePath,
         shard_array: np.ndarray,
         selection: SliceSelection,
+        shard_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
     ) -> None:
         # print("encode_partial")
-        shard_shape = self.array_metadata.chunk_shape
+        shard_shape = shard_spec.shape
         chunk_shape = self.configuration.chunk_shape
+        chunks_per_shard = self._get_chunks_per_shard(shard_spec)
+        chunk_spec = self._get_chunk_spec(shard_spec)
 
         old_shard_dict = (
-            await self._load_full_shard_maybe(store_path)
-        ) or _ShardProxy.create_empty(self.chunks_per_shard)
-        new_shard_builder = _ShardBuilder.create_empty(self.chunks_per_shard)
+            await self._load_full_shard_maybe(store_path, chunks_per_shard)
+        ) or _ShardProxy.create_empty(chunks_per_shard)
+        new_shard_builder = _ShardBuilder.create_empty(chunks_per_shard)
         tombstones: Set[ChunkCoords] = set()
 
         indexer = list(
@@ -492,19 +507,23 @@ async def _write_chunk(
                 if chunk_bytes is None:
                     chunk_array = np.empty(
                         self.configuration.chunk_shape,
-                        dtype=self.array_metadata.dtype,
+                        dtype=shard_spec.dtype,
                     )
-                    chunk_array.fill(self.array_metadata.fill_value)
+                    chunk_array.fill(shard_spec.fill_value)
                 else:
                     chunk_array = (
-                        await self.codec_pipeline.decode(chunk_bytes)
+                        await self._codec_pipeline.decode(
+                            chunk_bytes, chunk_spec, runtime_configuration
+                        )
                     ).copy()  # make a writable copy
                 chunk_array[chunk_selection] = shard_array[out_selection]
 
-            if not np.array_equiv(chunk_array, self.array_metadata.fill_value):
+            if not np.array_equiv(chunk_array, shard_spec.fill_value):
                 return (
                     chunk_coords,
-                    await self.codec_pipeline.encode(chunk_array),
+                    await self._codec_pipeline.encode(
+                        chunk_array, chunk_spec, runtime_configuration
+                    ),
                 )
             else:
                 return (chunk_coords, None)
@@ -519,7 +538,7 @@ async def _write_chunk(
                 for chunk_coords, chunk_selection, out_selection in indexer
             ],
             _write_chunk,
-            self.array_metadata.runtime_configuration.concurrency,
+            runtime_configuration.concurrency,
         )
 
         for chunk_coords, chunk_bytes in encoded_chunks:
@@ -529,7 +548,10 @@ async def _write_chunk(
                 tombstones.add(chunk_coords)
 
         shard_builder = _ShardBuilder.merge_with_morton_order(
-            self.chunks_per_shard, tombstones, new_shard_builder, old_shard_dict
+            chunks_per_shard,
+            tombstones,
+            new_shard_builder,
+            old_shard_dict,
         )
 
         if shard_builder.index.is_all_empty():
@@ -542,44 +564,107 @@ async def _write_chunk(
                 )
             )
 
-    def _is_total_shard(self, all_chunk_coords: Set[ChunkCoords]) -> bool:
-        return len(all_chunk_coords) == product(self.chunks_per_shard) and all(
-            chunk_coords in all_chunk_coords for chunk_coords in c_order_iter(self.chunks_per_shard)
+    def _is_total_shard(
+        self, all_chunk_coords: Set[ChunkCoords], chunks_per_shard: ChunkCoords
+    ) -> bool:
+        return len(all_chunk_coords) == product(chunks_per_shard) and all(
+            chunk_coords in all_chunk_coords for chunk_coords in c_order_iter(chunks_per_shard)
         )
 
-    async def _decode_shard_index(self, index_bytes: BytesLike) -> _ShardIndex:
-        return _ShardIndex(await self.index_codec_pipeline.decode(index_bytes))
+    async def _decode_shard_index(
+        self, index_bytes: BytesLike, chunks_per_shard: ChunkCoords
+    ) -> _ShardIndex:
+        return _ShardIndex(
+            await self._index_codec_pipeline.decode(
+                index_bytes,
+                self._get_index_chunk_spec(chunks_per_shard),
+                make_runtime_configuration("C"),
+            )
+        )
 
     async def _encode_shard_index(self, index: _ShardIndex) -> BytesLike:
-        index_bytes = await self.index_codec_pipeline.encode(index.offsets_and_lengths)
+        index_bytes = await self._index_codec_pipeline.encode(
+            index.offsets_and_lengths,
+            self._get_index_chunk_spec(index.chunks_per_shard),
+            make_runtime_configuration("C"),
+        )
         assert index_bytes is not None
         return index_bytes
 
-    def _shard_index_size(self) -> int:
-        return self.index_codec_pipeline.compute_encoded_size(16 * product(self.chunks_per_shard))
+    def _shard_index_size(self, chunks_per_shard: ChunkCoords) -> int:
+        return self._index_codec_pipeline.compute_encoded_size(
+            16 * product(chunks_per_shard), self._get_index_chunk_spec(chunks_per_shard)
+        )
 
-    async def _load_shard_index_maybe(self, store_path: StorePath) -> Optional[_ShardIndex]:
-        shard_index_size = self._shard_index_size()
+    @lru_cache
+    def _get_index_chunk_spec(self, chunks_per_shard: ChunkCoords) -> ArraySpec:
+        return ArraySpec(
+            shape=chunks_per_shard + (2,),
+            data_type=DataType.uint64,
+            fill_value=MAX_UINT_64,
+        )
+
+    @lru_cache
+    def _get_chunk_spec(self, shard_spec: ArraySpec) -> ArraySpec:
+        return ArraySpec(
+            shape=self.configuration.chunk_shape,
+            data_type=shard_spec.data_type,
+            fill_value=shard_spec.fill_value,
+        )
+
+    @lru_cache
+    def _get_chunks_per_shard(self, shard_spec: ArraySpec) -> ChunkCoords:
+        return tuple(
+            s // c
+            for s, c in zip(
+                shard_spec.shape,
+                self.configuration.chunk_shape,
+            )
+        )
+
+    @cached_property
+    def _index_codec_pipeline(self) -> CodecPipeline:
+        return CodecPipeline.create(
+            [get_codec_from_metadata(c) for c in self.configuration.index_codecs]
+        )
+
+    @cached_property
+    def _codec_pipeline(self) -> CodecPipeline:
+        return CodecPipeline.create([get_codec_from_metadata(c) for c in self.configuration.codecs])
+
+    async def _load_shard_index_maybe(
+        self, store_path: StorePath, chunks_per_shard: ChunkCoords
+    ) -> Optional[_ShardIndex]:
+        shard_index_size = self._shard_index_size(chunks_per_shard)
         if self.configuration.index_location == ShardingCodecIndexLocation.start:
             index_bytes = await store_path.get((0, shard_index_size))
         else:
             index_bytes = await store_path.get((-shard_index_size, None))
         if index_bytes is not None:
-            return await self._decode_shard_index(index_bytes)
+            return await self._decode_shard_index(index_bytes, chunks_per_shard)
         return None
 
-    async def _load_shard_index(self, store_path: StorePath) -> _ShardIndex:
-        return (await self._load_shard_index_maybe(store_path)) or _ShardIndex.create_empty(
-            self.chunks_per_shard
-        )
+    async def _load_shard_index(
+        self, store_path: StorePath, chunks_per_shard: ChunkCoords
+    ) -> _ShardIndex:
+        return (
+            await self._load_shard_index_maybe(store_path, chunks_per_shard)
+        ) or _ShardIndex.create_empty(chunks_per_shard)
 
-    async def _load_full_shard_maybe(self, store_path: StorePath) -> Optional[_ShardProxy]:
+    async def _load_full_shard_maybe(
+        self, store_path: StorePath, chunks_per_shard: ChunkCoords
+    ) -> Optional[_ShardProxy]:
         shard_bytes = await store_path.get()
 
-        return await _ShardProxy.from_bytes(shard_bytes, self) if shard_bytes else None
+        return (
+            await _ShardProxy.from_bytes(shard_bytes, self, chunks_per_shard)
+            if shard_bytes
+            else None
+        )
 
-    def compute_encoded_size(self, input_byte_length: int) -> int:
-        return input_byte_length + self._shard_index_size()
+    def compute_encoded_size(self, input_byte_length: int, shard_spec: ArraySpec) -> int:
+        chunks_per_shard = self._get_chunks_per_shard(shard_spec)
+        return input_byte_length + self._shard_index_size(chunks_per_shard)
 
 
 register_codec("sharding_indexed", ShardingCodec)
diff --git a/src/zarr/v3/codecs/transpose.py b/src/zarr/v3/codecs/transpose.py
index d160f2a88d..de6eb0a480 100644
--- a/src/zarr/v3/codecs/transpose.py
+++ b/src/zarr/v3/codecs/transpose.py
@@ -9,14 +9,13 @@
 )
 
 import numpy as np
-from attr import frozen, field
+from attr import evolve, frozen, field
 
 from zarr.v3.abc.codec import ArrayArrayCodec
 from zarr.v3.codecs.registry import register_codec
-from zarr.v3.metadata import CodecMetadata
 
 if TYPE_CHECKING:
-    from zarr.v3.metadata import CoreArrayMetadata
+    from zarr.v3.metadata import ArraySpec, CodecMetadata, RuntimeConfiguration
 
 
 @frozen
@@ -32,69 +31,60 @@ class TransposeCodecMetadata:
 
 @frozen
 class TransposeCodec(ArrayArrayCodec):
-    array_metadata: CoreArrayMetadata
     order: Tuple[int, ...]
     is_fixed_size = True
 
     @classmethod
-    def from_metadata(
-        cls, codec_metadata: CodecMetadata, array_metadata: CoreArrayMetadata
-    ) -> TransposeCodec:
+    def from_metadata(cls, codec_metadata: CodecMetadata) -> TransposeCodec:
         assert isinstance(codec_metadata, TransposeCodecMetadata)
+        return cls(order=codec_metadata.configuration.order)
 
-        configuration = codec_metadata.configuration
+    def evolve(self, *, ndim: int, **_kwargs) -> TransposeCodec:
         # Compatibility with older version of ZEP1
-        if configuration.order == "F":  # type: ignore
-            order = tuple(array_metadata.ndim - x - 1 for x in range(array_metadata.ndim))
+        if self.order == "F":  # type: ignore
+            order = tuple(ndim - x - 1 for x in range(ndim))
 
-        elif configuration.order == "C":  # type: ignore
-            order = tuple(range(array_metadata.ndim))
+        elif self.order == "C":  # type: ignore
+            order = tuple(range(ndim))
 
         else:
-            assert len(configuration.order) == array_metadata.ndim, (
+            assert len(self.order) == ndim, (
                 "The `order` tuple needs have as many entries as "
-                + f"there are dimensions in the array. Got: {configuration.order}"
+                + f"there are dimensions in the array. Got: {self.order}"
             )
-            assert len(configuration.order) == len(set(configuration.order)), (
-                "There must not be duplicates in the `order` tuple. "
-                + f"Got: {configuration.order}"
+            assert len(self.order) == len(set(self.order)), (
+                "There must not be duplicates in the `order` tuple. " + f"Got: {self.order}"
             )
-            assert all(0 <= x < array_metadata.ndim for x in configuration.order), (
+            assert all(0 <= x < ndim for x in self.order), (
                 "All entries in the `order` tuple must be between 0 and "
-                + f"the number of dimensions in the array. Got: {configuration.order}"
+                + f"the number of dimensions in the array. Got: {self.order}"
             )
-            order = tuple(configuration.order)
+            order = tuple(self.order)
 
-        return cls(
-            array_metadata=array_metadata,
-            order=order,
-        )
+        if order != self.order:
+            return evolve(self, order=order)
+        return self
 
     @classmethod
     def get_metadata_class(cls) -> Type[TransposeCodecMetadata]:
         return TransposeCodecMetadata
 
-    def resolve_metadata(self) -> CoreArrayMetadata:
-        from zarr.v3.metadata import CoreArrayMetadata
-
-        return CoreArrayMetadata(
-            shape=tuple(
-                self.array_metadata.shape[self.order[i]] for i in range(self.array_metadata.ndim)
-            ),
-            chunk_shape=tuple(
-                self.array_metadata.chunk_shape[self.order[i]]
-                for i in range(self.array_metadata.ndim)
-            ),
-            data_type=self.array_metadata.data_type,
-            fill_value=self.array_metadata.fill_value,
-            runtime_configuration=self.array_metadata.runtime_configuration,
+    def resolve_metadata(self, chunk_spec: ArraySpec) -> ArraySpec:
+        from zarr.v3.metadata import ArraySpec
+
+        return ArraySpec(
+            shape=tuple(chunk_spec.shape[self.order[i]] for i in range(chunk_spec.ndim)),
+            data_type=chunk_spec.data_type,
+            fill_value=chunk_spec.fill_value,
         )
 
     async def decode(
         self,
         chunk_array: np.ndarray,
+        chunk_spec: ArraySpec,
+        _runtime_configuration: RuntimeConfiguration,
     ) -> np.ndarray:
-        inverse_order = [0 for _ in range(self.array_metadata.ndim)]
+        inverse_order = [0] * chunk_spec.ndim
         for x, i in enumerate(self.order):
             inverse_order[x] = i
         chunk_array = chunk_array.transpose(inverse_order)
@@ -103,11 +93,13 @@ async def decode(
     async def encode(
         self,
         chunk_array: np.ndarray,
+        chunk_spec: ArraySpec,
+        _runtime_configuration: RuntimeConfiguration,
     ) -> Optional[np.ndarray]:
         chunk_array = chunk_array.transpose(self.order)
         return chunk_array
 
-    def compute_encoded_size(self, input_byte_length: int) -> int:
+    def compute_encoded_size(self, input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         return input_byte_length
 
 
diff --git a/src/zarr/v3/codecs/zstd.py b/src/zarr/v3/codecs/zstd.py
index e66d9e0700..59ce1cf088 100644
--- a/src/zarr/v3/codecs/zstd.py
+++ b/src/zarr/v3/codecs/zstd.py
@@ -13,10 +13,9 @@
 from zarr.v3.abc.codec import BytesBytesCodec
 from zarr.v3.codecs.registry import register_codec
 from zarr.v3.common import BytesLike, to_thread
-from zarr.v3.metadata import CodecMetadata
 
 if TYPE_CHECKING:
-    from zarr.v3.metadata import CoreArrayMetadata
+    from zarr.v3.metadata import ArraySpec, CodecMetadata, RuntimeConfiguration
 
 
 @frozen
@@ -33,19 +32,13 @@ class ZstdCodecMetadata:
 
 @frozen
 class ZstdCodec(BytesBytesCodec):
-    array_metadata: CoreArrayMetadata
     configuration: ZstdCodecConfigurationMetadata
     is_fixed_size = True
 
     @classmethod
-    def from_metadata(
-        cls, codec_metadata: CodecMetadata, array_metadata: CoreArrayMetadata
-    ) -> ZstdCodec:
+    def from_metadata(cls, codec_metadata: CodecMetadata) -> ZstdCodec:
         assert isinstance(codec_metadata, ZstdCodecMetadata)
-        return cls(
-            array_metadata=array_metadata,
-            configuration=codec_metadata.configuration,
-        )
+        return cls(configuration=codec_metadata.configuration)
 
     @classmethod
     def get_metadata_class(cls) -> Type[ZstdCodecMetadata]:
@@ -64,16 +57,20 @@ def _decompress(self, data: bytes) -> bytes:
     async def decode(
         self,
         chunk_bytes: bytes,
+        _chunk_spec: ArraySpec,
+        _runtime_configuration: RuntimeConfiguration,
     ) -> BytesLike:
         return await to_thread(self._decompress, chunk_bytes)
 
     async def encode(
         self,
         chunk_bytes: bytes,
+        _chunk_spec: ArraySpec,
+        _runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         return await to_thread(self._compress, chunk_bytes)
 
-    def compute_encoded_size(self, _input_byte_length: int) -> int:
+    def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         raise NotImplementedError
 
 
diff --git a/src/zarr/v3/metadata.py b/src/zarr/v3/metadata.py
index 53b300d3f8..c6dd9f1f46 100644
--- a/src/zarr/v3/metadata.py
+++ b/src/zarr/v3/metadata.py
@@ -24,6 +24,10 @@ def runtime_configuration(
     return RuntimeConfiguration(order=order, concurrency=concurrency)
 
 
+# For type checking
+_bool = bool
+
+
 class DataType(Enum):
     bool = "bool"
     int8 = "int8"
@@ -54,6 +58,11 @@ def byte_count(self) -> int:
         }
         return data_type_byte_counts[self]
 
+    @property
+    def has_endianness(self) -> _bool:
+        # This might change in the future, e.g. for a complex with 2 8-bit floats
+        return self.byte_count != 1
+
     def to_numpy_shortname(self) -> str:
         data_type_to_numpy = {
             DataType.bool: "bool",
@@ -154,12 +163,10 @@ class ShardingCodecIndexLocation(Enum):
 
 
 @frozen
-class CoreArrayMetadata:
+class ArraySpec:
     shape: ChunkCoords
-    chunk_shape: ChunkCoords
     data_type: DataType
     fill_value: Any
-    runtime_configuration: RuntimeConfiguration
 
     @property
     def dtype(self) -> np.dtype:
@@ -191,13 +198,14 @@ def dtype(self) -> np.dtype:
     def ndim(self) -> int:
         return len(self.shape)
 
-    def get_core_metadata(self, runtime_configuration: RuntimeConfiguration) -> CoreArrayMetadata:
-        return CoreArrayMetadata(
-            shape=self.shape,
-            chunk_shape=self.chunk_grid.configuration.chunk_shape,
+    def get_chunk_spec(self, _chunk_coords: ChunkCoords) -> ArraySpec:
+        assert isinstance(
+            self.chunk_grid, RegularChunkGridMetadata
+        ), "Currently, only regular chunk grid is supported"
+        return ArraySpec(
+            shape=self.chunk_grid.configuration.chunk_shape,
             data_type=self.data_type,
             fill_value=self.fill_value,
-            runtime_configuration=runtime_configuration,
         )
 
     def to_bytes(self) -> bytes:

From 6f61e92d28bf16f21c34e101f9bcf94fb344b32d Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Wed, 7 Feb 2024 10:21:36 -0500
Subject: [PATCH 0425/1078] Add env variables to sprint setup instructions
 (#1654)

---
 README-v3.md   | 8 ++++++++
 pyproject.toml | 1 +
 2 files changed, 9 insertions(+)

diff --git a/README-v3.md b/README-v3.md
index 8348038e5a..dd95c3c7a3 100644
--- a/README-v3.md
+++ b/README-v3.md
@@ -14,6 +14,14 @@ git remote add upstream https://github.com/zarr-developers/zarr-python
 git fetch upstream
 git checkout --track upstream/v3
 ```
+## Set the environment variables for V3
+
+There are a couple environment variables required for enabling V3:
+
+```
+export ZARR_V3_EXPERIMENTAL_API=1
+export ZARR_V3_SHARDING=1
+```
 
 ## Set up your environment
 
diff --git a/pyproject.toml b/pyproject.toml
index df4ed7dea1..5a788eb1a5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -93,6 +93,7 @@ extra-dependencies = [
 [tool.hatch.envs.test.scripts]
 run-coverage = "pytest --cov-config=pyproject.toml --cov=pkg --cov=tests"
 run = "run-coverage --no-cov"
+run-verbose = "run-coverage --verbose"
 
 [tool.ruff]
 line-length = 100

From 4ab6b3f1817b58c66ca28e80f6ba79b12d713036 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Wed, 7 Feb 2024 08:09:08 -0800
Subject: [PATCH 0426/1078] fix sync group constructors (#1652)

---
 src/zarr/v3/codecs/bytes.py |  2 +-
 src/zarr/v3/group.py        | 17 ++++++++++-------
 tests/test_group_v3.py      | 11 +++++++++++
 3 files changed, 22 insertions(+), 8 deletions(-)

diff --git a/src/zarr/v3/codecs/bytes.py b/src/zarr/v3/codecs/bytes.py
index e05ccb6abc..de7c750bc9 100644
--- a/src/zarr/v3/codecs/bytes.py
+++ b/src/zarr/v3/codecs/bytes.py
@@ -29,7 +29,7 @@ class BytesCodecConfigurationMetadata:
 @frozen
 class BytesCodecMetadata:
     configuration: BytesCodecConfigurationMetadata
-    name: Literal["bytes"] = field(default="bytes", init=False)
+    name: Literal["bytes"] = field(default="bytes", init=True)
 
 
 @frozen
diff --git a/src/zarr/v3/group.py b/src/zarr/v3/group.py
index 9f53a49819..a5d0e68165 100644
--- a/src/zarr/v3/group.py
+++ b/src/zarr/v3/group.py
@@ -12,7 +12,7 @@
 from zarr.v3.common import ZARR_JSON, ZARRAY_JSON, ZATTRS_JSON, ZGROUP_JSON, make_cattr
 from zarr.v3.config import RuntimeConfiguration, SyncConfiguration
 from zarr.v3.store import StoreLike, StorePath, make_store_path
-from zarr.v3.sync import SyncMixin
+from zarr.v3.sync import SyncMixin, sync
 
 logger = logging.getLogger("zarr.group")
 
@@ -20,8 +20,8 @@
 @frozen
 class GroupMetadata:
     attributes: Dict[str, Any] = field(factory=dict)
-    zarr_format: Literal[2, 3] = 3  # field(default=3, validator=validators.in_([2, 3]))
-    node_type: Literal["group"] = field(default="group", init=False)
+    zarr_format: Literal[2, 3] = 3
+    node_type: Literal["group"] = field(default="group", init=True)
 
     def to_bytes(self) -> Dict[str, bytes]:
         if self.zarr_format == 3:
@@ -52,7 +52,7 @@ async def create(
         *,
         attributes: Optional[Dict[str, Any]] = None,
         exists_ok: bool = False,
-        zarr_format: Literal[2, 3] = 3,  # field(default=3, validator=validators.in_([2, 3])),
+        zarr_format: Literal[2, 3] = 3,
         runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> AsyncGroup:
         store_path = make_store_path(store)
@@ -305,13 +305,14 @@ def create(
         exists_ok: bool = False,
         runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> Group:
-        obj = cls._sync(
+        obj = sync(
             AsyncGroup.create(
                 store,
                 attributes=attributes,
                 exists_ok=exists_ok,
                 runtime_configuration=runtime_configuration,
-            )
+            ),
+            loop=runtime_configuration.asyncio_loop,
         )
 
         return cls(obj)
@@ -322,7 +323,9 @@ def open(
         store: StoreLike,
         runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> Group:
-        obj = cls._sync(AsyncGroup.open(store, runtime_configuration))
+        obj = sync(
+            AsyncGroup.open(store, runtime_configuration), loop=runtime_configuration.asyncio_loop
+        )
         return cls(obj)
 
     def __getitem__(self, path: str) -> Union[Array, Group]:
diff --git a/tests/test_group_v3.py b/tests/test_group_v3.py
index 4e7179376b..1498d6779b 100644
--- a/tests/test_group_v3.py
+++ b/tests/test_group_v3.py
@@ -54,3 +54,14 @@ def test_group(store_path) -> None:
     # and the attrs were modified in the store
     bar3 = foo["bar"]
     assert dict(bar3.attrs) == {"baz": "qux", "name": "bar"}
+
+
+def test_group_sync_constructor(store_path) -> None:
+
+    group = Group.create(
+        store=store_path,
+        attributes={"title": "test 123"},
+        runtime_configuration=RuntimeConfiguration(),
+    )
+
+    assert group._async_group.metadata.attributes["title"] == "test 123"

From c69ac316b8e0474ce58105ca2661e8cdfc88c6f5 Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Wed, 7 Feb 2024 12:47:29 -0500
Subject: [PATCH 0427/1078] Specify docs hatch env for v3 branch (#1655)

* Revert README changes

* Specify docs hatch env

* Add clean script

* Update for readthedocs

* Use hatch features
---
 .readthedocs.yaml | 10 +++-------
 README-v3.md      |  8 --------
 pyproject.toml    |  9 +++++++++
 3 files changed, 12 insertions(+), 15 deletions(-)

diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 3a2fb6622b..8c791a292e 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -4,16 +4,12 @@ build:
   os: ubuntu-20.04
   tools:
     python: "3.10"
+  commands:
+    - pip install hatch
+    - hatch run docs:rtd
 
 sphinx:
   configuration: docs/conf.py
   fail_on_warning: true
 
-python:
-  install:
-    - method: pip
-      path: .
-      extra_requirements:
-        - docs
-
 formats: all
diff --git a/README-v3.md b/README-v3.md
index dd95c3c7a3..8348038e5a 100644
--- a/README-v3.md
+++ b/README-v3.md
@@ -14,14 +14,6 @@ git remote add upstream https://github.com/zarr-developers/zarr-python
 git fetch upstream
 git checkout --track upstream/v3
 ```
-## Set the environment variables for V3
-
-There are a couple environment variables required for enabling V3:
-
-```
-export ZARR_V3_EXPERIMENTAL_API=1
-export ZARR_V3_SHARDING=1
-```
 
 ## Set up your environment
 
diff --git a/pyproject.toml b/pyproject.toml
index 5a788eb1a5..0f0e4ae633 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -44,6 +44,7 @@ jupyter = [
 ]
 docs = [
     'sphinx',
+    'sphinx-autobuild>=2021.3.14',
     'sphinx-automodapi',
     'sphinx_design',
     'sphinx-issues',
@@ -95,6 +96,14 @@ run-coverage = "pytest --cov-config=pyproject.toml --cov=pkg --cov=tests"
 run = "run-coverage --no-cov"
 run-verbose = "run-coverage --verbose"
 
+[tool.hatch.envs.docs]
+features = ['docs']
+
+[tool.hatch.envs.docs.scripts]
+build = "sphinx-build docs/ docs/_build/"
+rtd = "sphinx-build docs/ _readthedocs/html/"
+serve = "sphinx-autobuild docs docs/_build --ignore 'docs/_autoapi/**/*' --host 0.0.0.0"
+
 [tool.ruff]
 line-length = 100
 exclude = [

From c57896305e041f402849155d74900f1c17032ac0 Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Mon, 12 Feb 2024 14:12:11 -0500
Subject: [PATCH 0428/1078] Add test matrix for V3 (#1656)

* Add a test matrix for Zarr V3

* Run mypy in test matrix

* Simplify matrix

* Update .github/workflows/test-v3.yml

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>
---
 .github/workflows/test-v3.yml |  6 +++++-
 pyproject.toml                | 31 ++++++++++++++++++++++++-------
 2 files changed, 29 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/test-v3.yml b/.github/workflows/test-v3.yml
index e0a4117290..bdc6e99299 100644
--- a/.github/workflows/test-v3.yml
+++ b/.github/workflows/test-v3.yml
@@ -29,4 +29,8 @@ jobs:
         hatch env create
     - name: Run Tests
       run: |
-        hatch run test:run
\ No newline at end of file
+        hatch run test:run
+    - name: Run mypy
+      continue-on-error: true
+      run: |
+        hatch run test:run-mypy
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index 0f0e4ae633..922b10346d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -53,6 +53,16 @@ docs = [
     'numpydoc',
     'numcodecs[msgpack]',
 ]
+extra = [
+    'attrs',
+    'cattrs',
+    'msgpack',
+    'crc32c',
+    'zstandard'
+]
+optional = [
+    'lmdb',
+]
 
 [project.urls]
 "Bug Tracker" = "https://github.com/zarr-developers/zarr-python/issues"
@@ -79,22 +89,29 @@ build.hooks.vcs.version-file = "src/zarr/_version.py"
 
 [tool.hatch.envs.test]
 extra-dependencies = [
-    "attrs",
-    "cattrs",
     "coverage",
     "pytest",
     "pytest-cov",
-    "msgpack",
-    "lmdb",
-    "zstandard",
-    "crc32c",
-    "pytest-asyncio"
+    "pytest-asyncio",
+    "mypy",
 ]
+features = ["extra"]
+
+[[tool.hatch.envs.test.matrix]]
+python = ["3.10", "3.11"]
+numpy = ["1.24", "1.26"]
+version = ["minimal"]
+
+[[tool.hatch.envs.test.matrix]]
+python = ["3.10", "3.11"]
+numpy = ["1.24", "1.26"]
+features = ["optional"]
 
 [tool.hatch.envs.test.scripts]
 run-coverage = "pytest --cov-config=pyproject.toml --cov=pkg --cov=tests"
 run = "run-coverage --no-cov"
 run-verbose = "run-coverage --verbose"
+run-mypy = "mypy src"
 
 [tool.hatch.envs.docs]
 features = ['docs']

From 4f2ace4b8708cf91f4bd29ae3ed210a3e66f235c Mon Sep 17 00:00:00 2001
From: Hood Chatham <roberthoodchatham@gmail.com>
Date: Wed, 14 Feb 2024 04:09:41 -0800
Subject: [PATCH 0429/1078] Fix zarr sync (#1663)

This patch removes fasteners and disables zarr.sync which uses process and thread

Co-authored-by: Wei Ouyang <oeway007@gmail.com>
---
 pyproject.toml | 2 +-
 zarr/sync.py   | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index a85e49e82c..4da3079808 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,7 +14,7 @@ requires-python = ">=3.9"
 dependencies = [
     'asciitree',
     'numpy>=1.21.1',
-    'fasteners',
+    'fasteners; sys_platform != "emscripten"',
     'numcodecs>=0.10.0',
 ]
 dynamic = [
diff --git a/zarr/sync.py b/zarr/sync.py
index 2e843f6557..03046a4a32 100644
--- a/zarr/sync.py
+++ b/zarr/sync.py
@@ -3,8 +3,6 @@
 from threading import Lock
 from typing import Protocol
 
-import fasteners
-
 
 class Synchronizer(Protocol):
     """Base class for synchronizers."""
@@ -49,6 +47,8 @@ def __init__(self, path):
         self.path = path
 
     def __getitem__(self, item):
+        import fasteners
+
         path = os.path.join(self.path, item)
         lock = fasteners.InterProcessLock(path)
         return lock

From 0b0ac8857a52653fdb500cc9da7b51b0ec8a05b5 Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Thu, 15 Feb 2024 01:47:27 +0530
Subject: [PATCH 0430/1078] Update release.rst (#1621)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Update release.rst

* Update release.rst

* Change 2.16.2 → 2.17.0

* Update moto for test_s3

* Skip bsddb3 tests to prevent warning failure

* Fix more user warning tests

* Fix even more user warning tests

* Skip coverage for importorskips

* Move to have_X skip method for deps

* Update release.rst (PR#1663)

* Fix test_core.py 'compile' issues

* Add black formatting

* Drop Windows/3.9 build due to unrelated failures

* fix typo

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 .github/workflows/windows-testing.yml |  2 +-
 docs/release.rst                      | 40 +++++++++++++++++++++++++++
 requirements_dev_optional.txt         |  2 +-
 zarr/tests/test_core.py               | 28 +++++++++++++------
 zarr/tests/test_storage.py            |  2 +-
 zarr/tests/util.py                    | 24 ++++++++++++++++
 6 files changed, 87 insertions(+), 11 deletions(-)

diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index 5c3252c0ba..0ef7f21758 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -16,7 +16,7 @@ jobs:
     strategy:
       fail-fast: True
       matrix:
-        python-version: ['3.9', '3.10', '3.11']
+        python-version: ['3.10', '3.11']
     steps:
       - uses: actions/checkout@v4
         with:
diff --git a/docs/release.rst b/docs/release.rst
index ab74a3debd..0f199aadd2 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,12 +18,20 @@ Release notes
 Unreleased
 ----------
 
+.. _release_2.17.0:
+
+2.17.0
+------
+
 Enhancements
 ~~~~~~~~~~~~
 
 * Added type hints to ``zarr.creation.create()``.
   By :user:`David Stansby <dstansby>` :issue:`1536`.
 
+* Pyodide support: Don't require fasteners on Emscripten.
+  By :user:`Hood Chatham <hoodmane>` :issue:`1663`.
+
 Docs
 ~~~~
 
@@ -45,9 +53,21 @@ Docs
 * Minor tweak to advanced indexing tutorial examples.
   By :user:`Ross Barnowski <rossbar>` :issue:`1550`.
 
+* Automatically document array members using sphinx-automodapi.
+  By :user:`David Stansby <dstansby>` :issue:`1547`.
+
+* Add a markdown file documenting the current and former core-developer team.
+  By :user:`Joe Hamman <jhamman>` :issue:`1628`.
+
+* Add Norman Rzepka to core-dev team.
+  By :user:`Joe Hamman <jhamman>` :issue:`1630`.
+
 * Added section about accessing zip files that are on s3.
   By :user:`Jeff Peck <jeffpeck10x>` :issue:`1613`.
 
+* Add V3 roadmap and design document.
+  By :user:`Joe Hamman <jhamman>` :issue:`1583`.
+
 Maintenance
 ~~~~~~~~~~~
 
@@ -75,6 +95,26 @@ Maintenance
 * Remove ``sphinx-rtd-theme`` dependency from ``pyproject.toml``.
   By :user:`Sanket Verma <MSanKeys963>` :issue:`1563`.
 
+* Remove ``CODE_OF_CONDUCT.md`` file from the Zarr-Python repository.
+  By :user:`Sanket Verma <MSanKeys963>` :issue:`1572`.
+
+* Bump version of black in pre-commit.
+  By :user:`David Stansby <dtstansby>` :issue:`1559`.
+
+* Use list comprehension where applicable.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1555`.
+
+* Use format specification mini-language to format string.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1558`.
+
+* Single startswith() call instead of multiple ones.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1556`.
+
+* Move codespell options around.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1196`.
+
+* Remove unused mypy ignore comments.
+  By :user:`David Stansby <dtstansby>` :issue:`1602`.
 
 .. _release_2.16.1:
 
diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index b4de5fd515..d1ee5a891d 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -20,4 +20,4 @@ pytest-timeout==2.2.0
 h5py==3.10.0
 fsspec==2023.12.2
 s3fs==2023.12.2
-moto[server]>=4.0.8
+moto[server]>=5.0.1
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index a3fde4050d..cf15703497 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -73,7 +73,15 @@
 )
 from zarr.tests.test_storage_v3 import DummyStorageTransfomer
 from zarr.util import buffer_size
-from zarr.tests.util import abs_container, skip_test_env_var, have_fsspec, mktemp
+from zarr.tests.util import (
+    abs_container,
+    have_bsddb3,
+    have_fsspec,
+    have_lmdb,
+    have_sqlite3,
+    mktemp,
+    skip_test_env_var,
+)
 from zarr.types import DIMENSION_SEPARATOR
 
 # noinspection PyMethodMayBeStatic
@@ -2038,9 +2046,11 @@ def test_nbytes_stored(self):
         pass  # not implemented
 
 
+@pytest.mark.skipif(have_bsddb3 is False, reason="needs bsddb3")
 class TestArrayWithDBMStoreBerkeleyDB(TestArray):
     def create_store(self):
-        bsddb3 = pytest.importorskip("bsddb3")
+        import bsddb3
+
         path = mktemp(suffix=".dbm")
         atexit.register(os.remove, path)
         store = DBMStore(path, flag="n", open=bsddb3.btopen)
@@ -2050,9 +2060,9 @@ def test_nbytes_stored(self):
         pass  # not implemented
 
 
+@pytest.mark.skipif(have_lmdb is False, reason="needs lmdb")
 class TestArrayWithLMDBStore(TestArray):
     def create_store(self):
-        pytest.importorskip("lmdb")
         path = mktemp(suffix=".lmdb")
         atexit.register(atexit_rmtree, path)
         store = LMDBStore(path, buffers=True)
@@ -2065,9 +2075,9 @@ def test_nbytes_stored(self):
         pass  # not implemented
 
 
+@pytest.mark.skipif(have_lmdb is False, reason="needs lmdb")
 class TestArrayWithLMDBStoreNoBuffers(TestArray):
     def create_store(self):
-        pytest.importorskip("lmdb")
         path = mktemp(suffix=".lmdb")
         atexit.register(atexit_rmtree, path)
         store = LMDBStore(path, buffers=False)
@@ -2077,9 +2087,9 @@ def test_nbytes_stored(self):
         pass  # not implemented
 
 
+@pytest.mark.skipif(have_sqlite3 is False, reason="needs sqlite3")
 class TestArrayWithSQLiteStore(TestArray):
     def create_store(self):
-        pytest.importorskip("sqlite3")
         path = mktemp(suffix=".db")
         atexit.register(atexit_rmtree, path)
         store = SQLiteStore(path)
@@ -2758,9 +2768,11 @@ def test_nbytes_stored(self):
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
+@pytest.mark.skipif(have_bsddb3 is False, reason="needs bsddb3")
 class TestArrayWithDBMStoreV3BerkeleyDB(TestArrayV3):
     def create_store(self) -> DBMStoreV3:
-        bsddb3 = pytest.importorskip("bsddb3")
+        import bsddb3
+
         path = mktemp(suffix=".dbm")
         atexit.register(os.remove, path)
         store = DBMStoreV3(path, flag="n", open=bsddb3.btopen)
@@ -2771,11 +2783,11 @@ def test_nbytes_stored(self):
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
+@pytest.mark.skipif(have_lmdb is False, reason="needs lmdb")
 class TestArrayWithLMDBStoreV3(TestArrayV3):
     lmdb_buffers = True
 
     def create_store(self) -> LMDBStoreV3:
-        pytest.importorskip("lmdb")
         path = mktemp(suffix=".lmdb")
         atexit.register(atexit_rmtree, path)
         store = LMDBStoreV3(path, buffers=self.lmdb_buffers)
@@ -2797,9 +2809,9 @@ def test_nbytes_stored(self):
 
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
+@pytest.mark.skipif(have_sqlite3 is False, reason="needs sqlite3")
 class TestArrayWithSQLiteStoreV3(TestArrayV3):
     def create_store(self):
-        pytest.importorskip("sqlite3")
         path = mktemp(suffix=".db")
         atexit.register(atexit_rmtree, path)
         store = SQLiteStoreV3(path)
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 25863749d8..e4e3d93f5f 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -1396,7 +1396,7 @@ def s3(request):
     port = 5555
     endpoint_uri = "http://127.0.0.1:%d/" % port
     proc = subprocess.Popen(
-        shlex.split("moto_server s3 -p %d" % port),
+        shlex.split("moto_server -p %d" % port),
         stderr=subprocess.DEVNULL,
         stdout=subprocess.DEVNULL,
     )
diff --git a/zarr/tests/util.py b/zarr/tests/util.py
index b4f00f703d..b3c3249cab 100644
--- a/zarr/tests/util.py
+++ b/zarr/tests/util.py
@@ -69,6 +69,30 @@ def skip_test_env_var(name):
     have_fsspec = False
 
 
+try:
+    import bsddb3  # noqa: F401
+
+    have_bsddb3 = True
+except ImportError:  # pragma: no cover
+    have_bsddb3 = False
+
+
+try:
+    import lmdb  # noqa: F401
+
+    have_lmdb = True
+except ImportError:  # pragma: no cover
+    have_lmdb = False
+
+
+try:
+    import sqlite3  # noqa: F401
+
+    have_sqlite3 = True
+except ImportError:  # pragma: no cover
+    have_sqlite3 = False
+
+
 def abs_container():
     from azure.core.exceptions import ResourceExistsError
     import azure.storage.blob as asb

From e50b47196eb4e4071158baba22567713ad012837 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 14 Feb 2024 22:04:51 +0100
Subject: [PATCH 0431/1078] Bump numpy from 1.24.3 to 1.26.1 (#1543)

Bumps [numpy](https://github.com/numpy/numpy) from 1.24.3 to 1.26.1.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.24.3...v1.26.1)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index a6135bd831..c8c5f7d7ab 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.24.3
+numpy==1.26.1

From 81bbb2e7f28d64335d835523057041f11cdc7843 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 14 Feb 2024 22:05:20 +0100
Subject: [PATCH 0432/1078] chore: update pre-commit hooks (#1642)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* chore: update pre-commit hooks

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.1.14 → v0.2.1](https://github.com/astral-sh/ruff-pre-commit/compare/v0.1.14...v0.2.1)
- [github.com/psf/black: 23.12.1 → 24.2.0](https://github.com/psf/black/compare/23.12.1...24.2.0)

* run black incl. comments for '...'

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 .pre-commit-config.yaml |  4 ++--
 zarr/convenience.py     |  1 +
 zarr/core.py            |  8 +++++---
 zarr/indexing.py        | 10 +++++-----
 zarr/n5.py              |  1 +
 zarr/storage.py         |  1 +
 zarr/sync.py            |  1 +
 zarr/types.py           |  1 +
 8 files changed, 17 insertions(+), 10 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index a7f48d7cd6..c7d4f32c68 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,11 +8,11 @@ default_language_version:
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: 'v0.1.14'
+    rev: 'v0.2.1'
     hooks:
     - id: ruff
   - repo: https://github.com/psf/black
-    rev: 23.12.1
+    rev: 24.2.0
     hooks:
     - id: black
   - repo: https://github.com/codespell-project/codespell
diff --git a/zarr/convenience.py b/zarr/convenience.py
index 9c0deeea47..b4b8bb5293 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -1,4 +1,5 @@
 """Convenience functions for storing and loading data."""
+
 import itertools
 import os
 import re
diff --git a/zarr/core.py b/zarr/core.py
index d22a9d79c3..5727afa884 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -2060,9 +2060,11 @@ def _process_chunk(
                 index_selection = PartialChunkIterator(chunk_selection, self.chunks)
                 for start, nitems, partial_out_selection in index_selection:
                     expected_shape = [
-                        len(range(*partial_out_selection[i].indices(self.chunks[0] + 1)))
-                        if i < len(partial_out_selection)
-                        else dim
+                        (
+                            len(range(*partial_out_selection[i].indices(self.chunks[0] + 1)))
+                            if i < len(partial_out_selection)
+                            else dim
+                        )
                         for i, dim in enumerate(self.chunks)
                     ]
                     if isinstance(cdata, UncompressedPartialReadBufferV3):
diff --git a/zarr/indexing.py b/zarr/indexing.py
index 3042147ebb..5a2b7c0eb4 100644
--- a/zarr/indexing.py
+++ b/zarr/indexing.py
@@ -545,11 +545,11 @@ def ix_(selection, shape):
 
     # replace slice and int as these are not supported by numpy.ix_
     selection = [
-        slice_to_range(dim_sel, dim_len)
-        if isinstance(dim_sel, slice)
-        else [dim_sel]
-        if is_integer(dim_sel)
-        else dim_sel
+        (
+            slice_to_range(dim_sel, dim_len)
+            if isinstance(dim_sel, slice)
+            else [dim_sel] if is_integer(dim_sel) else dim_sel
+        )
         for dim_sel, dim_len in zip(selection, shape)
     ]
 
diff --git a/zarr/n5.py b/zarr/n5.py
index 44b44e69e2..c50c18f718 100644
--- a/zarr/n5.py
+++ b/zarr/n5.py
@@ -1,5 +1,6 @@
 """This module contains a storage class and codec to support the N5 format.
 """
+
 import os
 import struct
 import sys
diff --git a/zarr/storage.py b/zarr/storage.py
index aa27e98e6f..a26dc636db 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -14,6 +14,7 @@
 path) and a `getsize` method (return the size in bytes of a given value).
 
 """
+
 import atexit
 import errno
 import glob
diff --git a/zarr/sync.py b/zarr/sync.py
index 03046a4a32..ba1c5df5b3 100644
--- a/zarr/sync.py
+++ b/zarr/sync.py
@@ -8,6 +8,7 @@ class Synchronizer(Protocol):
     """Base class for synchronizers."""
 
     def __getitem__(self, item):
+        # see subclasses
         ...
 
 
diff --git a/zarr/types.py b/zarr/types.py
index 1de270f25c..cc29a350f5 100644
--- a/zarr/types.py
+++ b/zarr/types.py
@@ -10,4 +10,5 @@
 
 class MetaArray(Protocol):
     def __array_function__(self, func, types, args, kwargs):
+        # To be extended
         ...

From 367848836535e02eecd92a11ef734dd944285615 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 14 Feb 2024 22:05:40 +0100
Subject: [PATCH 0433/1078] Bump ipywidgets from 8.1.0 to 8.1.1 (#1538)

Bumps [ipywidgets](https://github.com/jupyter-widgets/ipywidgets) from 8.1.0 to 8.1.1.
- [Release notes](https://github.com/jupyter-widgets/ipywidgets/releases)
- [Commits](https://github.com/jupyter-widgets/ipywidgets/compare/8.1.0...8.1.1)

---
updated-dependencies:
- dependency-name: ipywidgets
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index d1ee5a891d..0ac4922ce1 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -3,7 +3,7 @@
 lmdb==1.4.1; sys_platform != 'win32'
 # optional library requirements for Jupyter
 ipytree==0.2.2
-ipywidgets==8.1.0
+ipywidgets==8.1.1
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)

From 720bea687b444b2082638eb7edc3bb6a4f8fa805 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 14 Feb 2024 22:14:43 +0100
Subject: [PATCH 0434/1078] Proper argument for numpy.reshape (#1425)

`numpy.reshape` not only accepts a tuple of ints, but also a simple int.

Besides `(10)` is not a tuple and is identical to `10`, unlike `(10,)`.
---
 zarr/tests/test_indexing.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/zarr/tests/test_indexing.py b/zarr/tests/test_indexing.py
index af046e9d28..a3afc101c5 100644
--- a/zarr/tests/test_indexing.py
+++ b/zarr/tests/test_indexing.py
@@ -1632,7 +1632,7 @@ def test_set_selections_with_fields():
         ),
         (
             (slice(0, 10, 1),),
-            np.arange(0, 10).reshape((10)),
+            np.arange(0, 10).reshape(10),
             [(0, 10, (slice(0, 10, 1),))],
         ),
         ((0,), np.arange(0, 100).reshape((10, 10)), [(0, 10, (slice(0, 1, 1),))]),
@@ -1644,7 +1644,7 @@ def test_set_selections_with_fields():
             np.arange(0, 100).reshape((10, 10)),
             [(0, 1, (slice(0, 1, 1), slice(0, 1, 1)))],
         ),
-        ((0,), np.arange(0, 10).reshape((10)), [(0, 1, (slice(0, 1, 1),))]),
+        ((0,), np.arange(0, 10).reshape(10), [(0, 1, (slice(0, 1, 1),))]),
         pytest.param(
             (slice(5, 8, 1), slice(2, 4, 1), slice(0, 5, 1)),
             np.arange(2, 100002).reshape((10, 1, 10000)),

From 74498538c180855172573f2983207f74674cbc1c Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 15 Feb 2024 09:22:59 +0100
Subject: [PATCH 0435/1078] Bump ipywidgets from 8.1.1 to 8.1.2 (#1666)

Bumps [ipywidgets](https://github.com/jupyter-widgets/ipywidgets) from 8.1.1 to 8.1.2.
- [Release notes](https://github.com/jupyter-widgets/ipywidgets/releases)
- [Commits](https://github.com/jupyter-widgets/ipywidgets/compare/8.1.1...8.1.2)

---
updated-dependencies:
- dependency-name: ipywidgets
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 0ac4922ce1..e94b814173 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -3,7 +3,7 @@
 lmdb==1.4.1; sys_platform != 'win32'
 # optional library requirements for Jupyter
 ipytree==0.2.2
-ipywidgets==8.1.1
+ipywidgets==8.1.2
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)

From 3db41760e18fb0a69b5066e8c7aba9752a8c474e Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Thu, 15 Feb 2024 10:54:23 +0100
Subject: [PATCH 0436/1078] docs: ZIP-related tweaks (#1641)

* docs: use 'ZIP archive' instead of 'zip file'; clarify utility of caching in s3 + ZIP example; style

* docs: update release notes, correct spelling of greg lee's name in past release notes, and fix markup in past release notes

* docs: use 'ZIP archive' instead of 'zip file'; clarify utility of caching in s3 + ZIP example; style

* docs: update release notes, correct spelling of greg lee's name in past release notes, and fix markup in past release notes
---
 docs/release.rst  | 20 ++++++++++----------
 docs/tutorial.rst | 27 ++++++++++++++-------------
 2 files changed, 24 insertions(+), 23 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 0f199aadd2..b73dcec34f 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -62,8 +62,8 @@ Docs
 * Add Norman Rzepka to core-dev team.
   By :user:`Joe Hamman <jhamman>` :issue:`1630`.
 
-* Added section about accessing zip files that are on s3.
-  By :user:`Jeff Peck <jeffpeck10x>` :issue:`1613`.
+* Added section about accessing ZIP archives on s3.
+  By :user:`Jeff Peck <jeffpeck10x>` :issue:`1613`, :issue:`1615`, and :user:`Davis Bennett <d-v-b>` :issue:`1641`.
 
 * Add V3 roadmap and design document.
   By :user:`Joe Hamman <jhamman>` :issue:`1583`.
@@ -157,10 +157,10 @@ Maintenance
   By :user:`Davis Bennett <d-v-b>` :issue:`1462`.
 
 * Style the codebase with ``ruff`` and ``black``.
-  By :user:`Davis Bennett` <d-v-b> :issue:`1459`
+  By :user:`Davis Bennett <d-v-b>` :issue:`1459`
 
 * Ensure that chunks is tuple of ints upon array creation.
-  By :user:`Philipp Hanslovsky` <hanslovsky> :issue:`1461`
+  By :user:`Philipp Hanslovsky <hanslovsky>` :issue:`1461`
 
 .. _release_2.15.0:
 
@@ -548,7 +548,7 @@ Maintenance
   By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1079`.
 
 * Remove option to return None from _ensure_store.
-  By :user:`Greggory Lee <grlee77>` :issue:`1068`.
+  By :user:`Gregory Lee <grlee77>` :issue:`1068`.
 
 * Fix a typo of "integers".
   By :user:`Richard Scott <RichardScottOZ>` :issue:`1056`.
@@ -566,7 +566,7 @@ Enhancements
   Since the format is not yet finalized, the classes and functions are not
   automatically imported into the regular `zarr` name space. Setting the
   `ZARR_V3_EXPERIMENTAL_API` environment variable will activate them.
-  By :user:`Greggory Lee <grlee77>`; :issue:`898`, :issue:`1006`, and :issue:`1007`
+  By :user:`Gregory Lee <grlee77>`; :issue:`898`, :issue:`1006`, and :issue:`1007`
   as well as by :user:`Josh Moore <joshmoore>` :issue:`1032`.
 
 * **Create FSStore from an existing fsspec filesystem**. If you have created
@@ -688,7 +688,7 @@ Enhancements
   higher-level array creation and convenience functions still accept plain
   Python dicts or other mutable mappings for the ``store`` argument, but will
   internally convert these to a ``KVStore``.
-  By :user:`Greggory Lee <grlee77>`; :issue:`839`, :issue:`789`, and :issue:`950`.
+  By :user:`Gregory Lee <grlee77>`; :issue:`839`, :issue:`789`, and :issue:`950`.
 
 * Allow to assign array ``fill_values`` and update metadata accordingly.
   By :user:`Ryan Abernathey <rabernat>`, :issue:`662`.
@@ -835,7 +835,7 @@ Bug fixes
 ~~~~~~~~~
 
 * Fix FSStore.listdir behavior for nested directories.
-  By :user:`Greggory Lee <grlee77>`; :issue:`802`.
+  By :user:`Gregory Lee <grlee77>`; :issue:`802`.
 
 .. _release_2.9.4:
 
@@ -919,7 +919,7 @@ Bug fixes
   By :user:`Josh Moore <joshmoore>`; :issue:`781`.
 
 * avoid NumPy 1.21.0 due to https://github.com/numpy/numpy/issues/19325
-  By :user:`Greggory Lee <grlee77>`; :issue:`791`.
+  By :user:`Gregory Lee <grlee77>`; :issue:`791`.
 
 Maintenance
 ~~~~~~~~~~~
@@ -931,7 +931,7 @@ Maintenance
   By :user:`Elliott Sales de Andrade <QuLogic>`; :issue:`799`.
 
 * TST: add missing assert in test_hexdigest.
-  By :user:`Greggory Lee <grlee77>`; :issue:`801`.
+  By :user:`Gregory Lee <grlee77>`; :issue:`801`.
 
 .. _release_2.8.3:
 
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 351eef064a..1f7accab3a 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -774,7 +774,7 @@ the following code::
 
 Any other compatible storage class could be used in place of
 :class:`zarr.storage.DirectoryStore` in the code examples above. For example,
-here is an array stored directly into a Zip file, via the
+here is an array stored directly into a ZIP archive, via the
 :class:`zarr.storage.ZipStore` class::
 
     >>> store = zarr.ZipStore('data/example.zip', mode='w')
@@ -798,12 +798,12 @@ Re-open and check that data have been written::
            [42, 42, 42, ..., 42, 42, 42]], dtype=int32)
     >>> store.close()
 
-Note that there are some limitations on how Zip files can be used, because items
-within a Zip file cannot be updated in place. This means that data in the array
+Note that there are some limitations on how ZIP archives can be used, because items
+within a ZIP archive cannot be updated in place. This means that data in the array
 should only be written once and write operations should be aligned with chunk
 boundaries. Note also that the ``close()`` method must be called after writing
 any data to the store, otherwise essential records will not be written to the
-underlying zip file.
+underlying ZIP archive.
 
 Another storage alternative is the :class:`zarr.storage.DBMStore` class, added
 in Zarr version 2.2. This class allows any DBM-style database to be used for
@@ -846,7 +846,7 @@ respectively require the `redis-py <https://redis-py.readthedocs.io>`_ and
 `pymongo <https://api.mongodb.com/python/current/>`_ packages to be installed.
 
 For compatibility with the `N5 <https://github.com/saalfeldlab/n5>`_ data format, Zarr also provides
-an N5 backend (this is currently an experimental feature). Similar to the zip storage class, an
+an N5 backend (this is currently an experimental feature). Similar to the ZIP storage class, an
 :class:`zarr.n5.N5Store` can be instantiated directly::
 
     >>> store = zarr.N5Store('data/example.n5')
@@ -1000,12 +1000,13 @@ separately from Zarr.
 
 .. _tutorial_copy:
 
-Accessing Zip Files on S3
-~~~~~~~~~~~~~~~~~~~~~~~~~
+Accessing ZIP archives on S3
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
-The built-in `ZipStore` will only work with paths on the local file-system, however
-it is also possible to access ``.zarr.zip`` data on the cloud. Here is an example of
-accessing a zipped Zarr file on s3:
+The built-in :class:`zarr.storage.ZipStore` will only work with paths on the local file-system; however
+it is possible to access ZIP-archived Zarr data on the cloud via the `ZipFileSystem <https://filesystem-spec.readthedocs.io/en/latest/_modules/fsspec/implementations/zip.html>`_
+class from ``fsspec``. The following example demonstrates how to access
+a ZIP-archived Zarr group on s3 using `s3fs <https://s3fs.readthedocs.io/en/latest/>`_ and ``ZipFileSystem``:
 
     >>> s3_path = "s3://path/to/my.zarr.zip"
     >>> 
@@ -1014,7 +1015,7 @@ accessing a zipped Zarr file on s3:
     >>> fs = ZipFileSystem(f, mode="r")
     >>> store = FSMap("", fs, check=False)
     >>> 
-    >>> # cache is optional, but may be a good idea depending on the situation
+    >>> # caching may improve performance when repeatedly reading the same data
     >>> cache = zarr.storage.LRUStoreCache(store, max_size=2**28)
     >>> z = zarr.group(store=cache)
 
@@ -1022,7 +1023,7 @@ This store can also be generated with ``fsspec``'s handler chaining, like so:
 
     >>> store = zarr.storage.FSStore(url=f"zip::{s3_path}",  mode="r")
 
-This can be especially useful if you have a very large ``.zarr.zip`` file on s3
+This can be especially useful if you have a very large ZIP-archived Zarr array or group on s3
 and only need to access a small portion of it.
 
 Consolidating metadata
@@ -1161,7 +1162,7 @@ re-compression, and so should be faster. E.g.::
      └── spam (100,) int64
     >>> new_root['foo/bar/baz'][:]
     array([ 0,  1,  2,  ..., 97, 98, 99])
-    >>> store2.close()  # zip stores need to be closed
+    >>> store2.close()  # ZIP stores need to be closed
 
 .. _tutorial_strings:
 

From d23683d21728d9be5a978719fbb75b1cb45b4441 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 16 Feb 2024 08:37:26 +0100
Subject: [PATCH 0437/1078] Bump numpy from 1.26.1 to 1.26.4 (#1669)

Bumps [numpy](https://github.com/numpy/numpy) from 1.26.1 to 1.26.4.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.26.1...v1.26.4)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index c8c5f7d7ab..d8d6c3d097 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.26.1
+numpy==1.26.4

From 003ff33e70ce0a28411a7e9fde608354b1b8ee9b Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 16 Feb 2024 20:45:43 +0100
Subject: [PATCH 0438/1078] Change occurrences of % and format() to f-strings
 (#1423)

Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 docs/release.rst           |   3 +
 zarr/_storage/absstore.py  |   6 +-
 zarr/_storage/store.py     |   2 +-
 zarr/_storage/v3.py        |   2 +-
 zarr/convenience.py        |  44 +++++------
 zarr/core.py               |  20 ++---
 zarr/creation.py           |   4 +-
 zarr/errors.py             |   4 +-
 zarr/hierarchy.py          |  14 ++--
 zarr/indexing.py           |  37 +++++-----
 zarr/meta.py               |  10 +--
 zarr/meta_v1.py            |   4 +-
 zarr/n5.py                 |   6 +-
 zarr/storage.py            |  10 +--
 zarr/tests/test_core.py    |  10 +--
 zarr/tests/test_meta.py    | 146 ++++++++++++++-----------------------
 zarr/tests/test_storage.py |   6 +-
 zarr/util.py               |  59 +++++++--------
 18 files changed, 167 insertions(+), 220 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index b73dcec34f..8ce4b2e33c 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,6 +18,9 @@ Release notes
 Unreleased
 ----------
 
+* Change occurrences of % and format() to f-strings.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1423`.
+
 .. _release_2.17.0:
 
 2.17.0
diff --git a/zarr/_storage/absstore.py b/zarr/_storage/absstore.py
index c9a113148c..b6b386f468 100644
--- a/zarr/_storage/absstore.py
+++ b/zarr/_storage/absstore.py
@@ -84,7 +84,7 @@ def __init__(
 
             blob_service_kwargs = blob_service_kwargs or {}
             client = ContainerClient(
-                "https://{}.blob.core.windows.net/".format(account_name),
+                f"https://{account_name}.blob.core.windows.net/",
                 container,
                 credential=account_key,
                 **blob_service_kwargs,
@@ -141,7 +141,7 @@ def __getitem__(self, key):
         try:
             return self.client.download_blob(blob_name).readall()
         except ResourceNotFoundError:
-            raise KeyError("Blob %s not found" % blob_name)
+            raise KeyError(f"Blob {blob_name} not found")
 
     def __setitem__(self, key, value):
         value = ensure_bytes(value)
@@ -154,7 +154,7 @@ def __delitem__(self, key):
         try:
             self.client.delete_blob(self._append_path_to_prefix(key))
         except ResourceNotFoundError:
-            raise KeyError("Blob %s not found" % key)
+            raise KeyError(f"Blob {key} not found")
 
     def __eq__(self, other):
         return (
diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index 36b596769a..209f118534 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -227,7 +227,7 @@ def _validate_key(self, key: str):
             # TODO: Possibly allow key == ".zmetadata" too if we write a
             #       consolidated metadata spec corresponding to this?
         ):
-            raise ValueError("keys starts with unexpected value: `{}`".format(key))
+            raise ValueError(f"key starts with unexpected value: `{key}`")
 
         if key.endswith("/"):
             raise ValueError("keys may not end in /")
diff --git a/zarr/_storage/v3.py b/zarr/_storage/v3.py
index 32e78f7a34..56bae74361 100644
--- a/zarr/_storage/v3.py
+++ b/zarr/_storage/v3.py
@@ -569,7 +569,7 @@ def __init__(self, store: StoreLike, metadata_key=meta_root + "consolidated/.zme
         consolidated_format = meta.get("zarr_consolidated_format", None)
         if consolidated_format != 1:
             raise MetadataError(
-                "unsupported zarr consolidated metadata format: %s" % consolidated_format
+                f"unsupported zarr consolidated metadata format: {consolidated_format}"
             )
 
         # decode metadata
diff --git a/zarr/convenience.py b/zarr/convenience.py
index b4b8bb5293..7ca5d426f0 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -259,7 +259,7 @@ def save_group(store: StoreLike, *args, zarr_version=None, path=None, **kwargs):
     try:
         grp = _create_group(_store, path=path, overwrite=True, zarr_version=zarr_version)
         for i, arr in enumerate(args):
-            k = "arr_{}".format(i)
+            k = f"arr_{i}"
             grp.create_dataset(k, data=arr, overwrite=True, zarr_version=zarr_version)
         for k, arr in kwargs.items():
             grp.create_dataset(k, data=arr, overwrite=True, zarr_version=zarr_version)
@@ -499,7 +499,7 @@ def __init__(self, log):
             self.log_file = log
         else:
             raise TypeError(
-                "log must be a callable function, file path or " "file-like object, found %r" % log
+                f"log must be a callable function, file path or file-like object, found {log!r}"
             )
 
     def __enter__(self):
@@ -526,9 +526,9 @@ def _log_copy_summary(log, dry_run, n_copied, n_skipped, n_bytes_copied):
         message = "dry run: "
     else:
         message = "all done: "
-    message += "{:,} copied, {:,} skipped".format(n_copied, n_skipped)
+    message += f"{n_copied:,} copied, {n_skipped:,} skipped"
     if not dry_run:
-        message += ", {:,} bytes copied".format(n_bytes_copied)
+        message += f", {n_bytes_copied:,} bytes copied"
     log(message)
 
 
@@ -657,9 +657,7 @@ def copy_store(
     # check if_exists parameter
     valid_if_exists = ["raise", "replace", "skip"]
     if if_exists not in valid_if_exists:
-        raise ValueError(
-            "if_exists must be one of {!r}; found {!r}".format(valid_if_exists, if_exists)
-        )
+        raise ValueError(f"if_exists must be one of {valid_if_exists!r}; found {if_exists!r}")
 
     # setup counting variables
     n_copied = n_skipped = n_bytes_copied = 0
@@ -720,20 +718,20 @@ def copy_store(
             if if_exists != "replace":
                 if dest_key in dest:
                     if if_exists == "raise":
-                        raise CopyError("key {!r} exists in destination".format(dest_key))
+                        raise CopyError(f"key {dest_key!r} exists in destination")
                     elif if_exists == "skip":
                         do_copy = False
 
             # take action
             if do_copy:
-                log("copy {}".format(descr))
+                log(f"copy {descr}")
                 if not dry_run:
                     data = source[source_key]
                     n_bytes_copied += buffer_size(data)
                     dest[dest_key] = data
                 n_copied += 1
             else:
-                log("skip {}".format(descr))
+                log(f"skip {descr}")
                 n_skipped += 1
 
         # log a final message with a summary of what happened
@@ -744,7 +742,7 @@ def copy_store(
 
 def _check_dest_is_group(dest):
     if not hasattr(dest, "create_dataset"):
-        raise ValueError("dest must be a group, got {!r}".format(dest))
+        raise ValueError(f"dest must be a group, got {dest!r}")
 
 
 def copy(
@@ -910,11 +908,9 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_
     # check if_exists parameter
     valid_if_exists = ["raise", "replace", "skip", "skip_initialized"]
     if if_exists not in valid_if_exists:
-        raise ValueError(
-            "if_exists must be one of {!r}; found {!r}".format(valid_if_exists, if_exists)
-        )
+        raise ValueError(f"if_exists must be one of {valid_if_exists!r}; found {if_exists!r}")
     if dest_h5py and if_exists == "skip_initialized":
-        raise ValueError("{!r} can only be used when copying to zarr".format(if_exists))
+        raise ValueError(f"{if_exists!r} can only be used when copying to zarr")
 
     # determine name to copy to
     if name is None:
@@ -934,9 +930,7 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_
         exists = dest is not None and name in dest
         if exists:
             if if_exists == "raise":
-                raise CopyError(
-                    "an object {!r} already exists in destination " "{!r}".format(name, dest.name)
-                )
+                raise CopyError(f"an object {name!r} already exists in destination {dest.name!r}")
             elif if_exists == "skip":
                 do_copy = False
             elif if_exists == "skip_initialized":
@@ -947,7 +941,7 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_
         # take action
         if do_copy:
             # log a message about what we're going to do
-            log("copy {} {} {}".format(source.name, source.shape, source.dtype))
+            log(f"copy {source.name} {source.shape} {source.dtype}")
 
             if not dry_run:
                 # clear the way
@@ -1015,7 +1009,7 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_
             n_copied += 1
 
         else:
-            log("skip {} {} {}".format(source.name, source.shape, source.dtype))
+            log(f"skip {source.name} {source.shape} {source.dtype}")
             n_skipped += 1
 
     elif root or not shallow:
@@ -1026,16 +1020,14 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_
         exists_array = dest is not None and name in dest and hasattr(dest[name], "shape")
         if exists_array:
             if if_exists == "raise":
-                raise CopyError(
-                    "an array {!r} already exists in destination " "{!r}".format(name, dest.name)
-                )
+                raise CopyError(f"an array {name!r} already exists in destination {dest.name!r}")
             elif if_exists == "skip":
                 do_copy = False
 
         # take action
         if do_copy:
             # log action
-            log("copy {}".format(source.name))
+            log(f"copy {source.name}")
 
             if not dry_run:
                 # clear the way
@@ -1078,7 +1070,7 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_
             n_copied += 1
 
         else:
-            log("skip {}".format(source.name))
+            log(f"skip {source.name}")
             n_skipped += 1
 
     return n_copied, n_skipped, n_bytes_copied
@@ -1327,7 +1319,7 @@ def open_consolidated(store: StoreLike, metadata_key=".zmetadata", mode="r+", **
         store, storage_options=kwargs.get("storage_options"), mode=mode, zarr_version=zarr_version
     )
     if mode not in {"r", "r+"}:
-        raise ValueError("invalid mode, expected either 'r' or 'r+'; found {!r}".format(mode))
+        raise ValueError(f"invalid mode, expected either 'r' or 'r+'; found {mode!r}")
 
     path = kwargs.pop("path", None)
     if store._store_version == 2:
diff --git a/zarr/core.py b/zarr/core.py
index 5727afa884..c3184c6652 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -2396,11 +2396,11 @@ def _encode_chunk(self, chunk):
 
     def __repr__(self):
         t = type(self)
-        r = "<{}.{}".format(t.__module__, t.__name__)
+        r = f"<{t.__module__}.{t.__name__}"
         if self.name:
-            r += " %r" % self.name
-        r += " %s" % str(self.shape)
-        r += " %s" % self.dtype
+            r += f" {self.name!r}"
+        r += f" {str(self.shape)}"
+        r += f" {self.dtype}"
         if self._read_only:
             r += " read-only"
         r += ">"
@@ -2436,11 +2436,11 @@ def info_items(self):
 
     def _info_items_nosync(self):
         def typestr(o):
-            return "{}.{}".format(type(o).__module__, type(o).__name__)
+            return f"{type(o).__module__}.{type(o).__name__}"
 
         def bytestr(n):
             if n > 2**10:
-                return "{} ({})".format(n, human_readable_size(n))
+                return f"{n} ({human_readable_size(n)})"
             else:
                 return str(n)
 
@@ -2451,7 +2451,7 @@ def bytestr(n):
             items += [("Name", self.name)]
         items += [
             ("Type", typestr(self)),
-            ("Data type", "%s" % self.dtype),
+            ("Data type", str(self.dtype)),
             ("Shape", str(self.shape)),
             ("Chunk shape", str(self.chunks)),
             ("Order", self.order),
@@ -2461,7 +2461,7 @@ def bytestr(n):
         # filters
         if self.filters:
             for i, f in enumerate(self.filters):
-                items += [("Filter [%s]" % i, repr(f))]
+                items += [(f"Filter [{i}]", repr(f))]
 
         # compressor
         items += [("Compressor", repr(self.compressor))]
@@ -2478,9 +2478,9 @@ def bytestr(n):
         if self.nbytes_stored > 0:
             items += [
                 ("No. bytes stored", bytestr(self.nbytes_stored)),
-                ("Storage ratio", "%.1f" % (self.nbytes / self.nbytes_stored)),
+                ("Storage ratio", f"{self.nbytes / self.nbytes_stored:.1f}"),
             ]
-        items += [("Chunks initialized", "{}/{}".format(self.nchunks_initialized, self.nchunks))]
+        items += [("Chunks initialized", f"{self.nchunks_initialized}/{self.nchunks}")]
 
         return items
 
diff --git a/zarr/creation.py b/zarr/creation.py
index d4f570895a..264715b040 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -287,7 +287,7 @@ def _kwargs_compat(compressor, fill_value, kwargs):
             compressor = compression
 
         else:
-            raise ValueError("bad value for compression: %r" % compression)
+            raise ValueError(f"bad value for compression: {compression!r}")
 
     # handle 'fillvalue'
     if "fillvalue" in kwargs:
@@ -297,7 +297,7 @@ def _kwargs_compat(compressor, fill_value, kwargs):
 
     # ignore other keyword arguments
     for k in kwargs:
-        warn("ignoring keyword argument %r" % k)
+        warn(f"ignoring keyword argument {k!r}")
 
     return compressor, fill_value
 
diff --git a/zarr/errors.py b/zarr/errors.py
index 30c9b13d39..85789fbcbf 100644
--- a/zarr/errors.py
+++ b/zarr/errors.py
@@ -67,9 +67,7 @@ def __init__(self):
 
 
 def err_too_many_indices(selection, shape):
-    raise IndexError(
-        "too many indices for array; expected {}, got {}".format(len(shape), len(selection))
-    )
+    raise IndexError(f"too many indices for array; expected {len(shape)}, got {len(selection)}")
 
 
 class VindexInvalidSelectionError(_BaseZarrIndexError):
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 1cfea89c81..44af1d63d1 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -340,9 +340,9 @@ def __len__(self):
 
     def __repr__(self):
         t = type(self)
-        r = "<{}.{}".format(t.__module__, t.__name__)
+        r = f"<{t.__module__}.{t.__name__}"
         if self.name:
-            r += " %r" % self.name
+            r += f" {self.name!r}"
         if self._read_only:
             r += " read-only"
         r += ">"
@@ -358,7 +358,7 @@ def __exit__(self, exc_type, exc_val, exc_tb):
 
     def info_items(self):
         def typestr(o):
-            return "{}.{}".format(type(o).__module__, type(o).__name__)
+            return f"{type(o).__module__}.{type(o).__name__}"
 
         items = []
 
@@ -1157,17 +1157,15 @@ def _require_dataset_nosync(self, name, shape, dtype=None, exact=False, **kwargs
             shape = normalize_shape(shape)
             if shape != a.shape:
                 raise TypeError(
-                    "shape do not match existing array; expected {}, got {}".format(a.shape, shape)
+                    f"shape do not match existing array; expected {a.shape}, got {shape}"
                 )
             dtype = np.dtype(dtype)
             if exact:
                 if dtype != a.dtype:
-                    raise TypeError(
-                        "dtypes do not match exactly; expected {}, got {}".format(a.dtype, dtype)
-                    )
+                    raise TypeError(f"dtypes do not match exactly; expected {a.dtype}, got {dtype}")
             else:
                 if not np.can_cast(dtype, a.dtype):
-                    raise TypeError("dtypes ({}, {}) cannot be safely cast".format(dtype, a.dtype))
+                    raise TypeError(f"dtypes ({dtype}, {a.dtype}) cannot be safely cast")
             return a
 
         else:
diff --git a/zarr/indexing.py b/zarr/indexing.py
index 5a2b7c0eb4..9889fcadad 100644
--- a/zarr/indexing.py
+++ b/zarr/indexing.py
@@ -338,8 +338,8 @@ def __init__(self, selection, array):
 
             else:
                 raise IndexError(
-                    "unsupported selection item for basic indexing; "
-                    "expected integer or slice, got {!r}".format(type(dim_sel))
+                    f"unsupported selection item for basic indexing; "
+                    f"expected integer or slice, got {type(dim_sel)!r}"
                 )
 
             dim_indexers.append(dim_indexer)
@@ -370,8 +370,8 @@ def __init__(self, dim_sel, dim_len, dim_chunk_len):
         # check shape
         if dim_sel.shape[0] != dim_len:
             raise IndexError(
-                "Boolean array has the wrong length for dimension; "
-                "expected {}, got {}".format(dim_len, dim_sel.shape[0])
+                f"Boolean array has the wrong length for dimension; "
+                f"expected {dim_len}, got { dim_sel.shape[0]}"
             )
 
         # store attributes
@@ -610,9 +610,9 @@ def __init__(self, selection, array):
 
             else:
                 raise IndexError(
-                    "unsupported selection item for orthogonal indexing; "
-                    "expected integer, slice, integer array or Boolean "
-                    "array, got {!r}".format(type(dim_sel))
+                    f"unsupported selection item for orthogonal indexing; "
+                    f"expected integer, slice, integer array or Boolean "
+                    f"array, got {type(dim_sel)!r}"
                 )
 
             dim_indexers.append(dim_indexer)
@@ -698,8 +698,8 @@ def __init__(self, selection, array):
 
                 if dim_sel.step not in {1, None}:
                     raise IndexError(
-                        "unsupported selection item for block indexing; "
-                        "expected integer or slice with step=1, got {!r}".format(type(dim_sel))
+                        f"unsupported selection item for block indexing; "
+                        f"expected integer or slice with step=1, got {type(dim_sel)!r}"
                     )
 
                 # Can't reuse wraparound_indices because it expects a numpy array
@@ -715,8 +715,8 @@ def __init__(self, selection, array):
 
             else:
                 raise IndexError(
-                    "unsupported selection item for block indexing; "
-                    "expected integer or slice, got {!r}".format(type(dim_sel))
+                    f"unsupported selection item for block indexing; "
+                    f"expected integer or slice, got {type(dim_sel)!r}"
                 )
 
             dim_indexer = SliceDimIndexer(slice_, dim_len, dim_chunk_size)
@@ -782,9 +782,9 @@ def __init__(self, selection, array):
         # validation
         if not is_coordinate_selection(selection, array):
             raise IndexError(
-                "invalid coordinate selection; expected one integer "
-                "(coordinate) array per dimension of the target array, "
-                "got {!r}".format(selection)
+                f"invalid coordinate selection; expected one integer "
+                f"(coordinate) array per dimension of the target array, "
+                f"got {selection!r}"
             )
 
         # handle wraparound, boundscheck
@@ -874,8 +874,8 @@ def __init__(self, selection, array):
         # validation
         if not is_mask_selection(selection, array):
             raise IndexError(
-                "invalid mask selection; expected one Boolean (mask)"
-                "array with the same shape as the target array, got {!r}".format(selection)
+                f"invalid mask selection; expected one Boolean (mask)"
+                f"array with the same shape as the target array, got {selection!r}"
             )
 
         # convert to indices
@@ -919,8 +919,7 @@ def check_fields(fields, dtype):
     # check type
     if not isinstance(fields, (str, list, tuple)):
         raise IndexError(
-            "'fields' argument must be a string or list of strings; found "
-            "{!r}".format(type(fields))
+            f"'fields' argument must be a string or list of strings; found " f"{type(fields)!r}"
         )
     if fields:
         if dtype.names is None:
@@ -933,7 +932,7 @@ def check_fields(fields, dtype):
                 # multiple field selection
                 out_dtype = np.dtype([(f, dtype[f]) for f in fields])
         except KeyError as e:
-            raise IndexError("invalid 'fields' argument, field not found: {!r}".format(e))
+            raise IndexError(f"invalid 'fields' argument, field not found: {e!r}")
         else:
             return out_dtype
     else:
diff --git a/zarr/meta.py b/zarr/meta.py
index d9797e4754..4b360270de 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -111,7 +111,7 @@ def decode_array_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType
         # check metadata format
         zarr_format = meta.get("zarr_format", None)
         if zarr_format != cls.ZARR_FORMAT:
-            raise MetadataError("unsupported zarr format: %s" % zarr_format)
+            raise MetadataError(f"unsupported zarr format: {zarr_format}")
 
         # extract array metadata fields
         try:
@@ -199,7 +199,7 @@ def decode_group_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType
         # check metadata format version
         zarr_format = meta.get("zarr_format", None)
         if zarr_format != cls.ZARR_FORMAT:
-            raise MetadataError("unsupported zarr format: %s" % zarr_format)
+            raise MetadataError(f"unsupported zarr format: {zarr_format}")
 
         meta = dict(zarr_format=zarr_format)
         return meta
@@ -346,7 +346,7 @@ def decode_group_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType
         # # check metadata format version
         # zarr_format = meta.get("zarr_format", None)
         # if zarr_format != cls.ZARR_FORMAT:
-        #     raise MetadataError("unsupported zarr format: %s" % zarr_format)
+        #     raise MetadataError(f"unsupported zarr format: {zarr_format}")
 
         assert "attributes" in meta
         # meta = dict(attributes=meta['attributes'])
@@ -383,7 +383,7 @@ def decode_hierarchy_metadata(cls, s: Union[MappingType, bytes, str]) -> Mapping
         # check metadata format
         # zarr_format = meta.get("zarr_format", None)
         # if zarr_format != "https://purl.org/zarr/spec/protocol/core/3.0":
-        #     raise MetadataError("unsupported zarr format: %s" % zarr_format)
+        #     raise MetadataError(f"unsupported zarr format: {zarr_format}")
         if set(meta.keys()) != {
             "zarr_format",
             "metadata_encoding",
@@ -518,7 +518,7 @@ def decode_array_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType
                 meta["storage_transformers"] = storage_transformers
 
         except Exception as e:
-            raise MetadataError("error decoding metadata: %s" % e)
+            raise MetadataError(f"error decoding metadata: {e}")
         else:
             return meta
 
diff --git a/zarr/meta_v1.py b/zarr/meta_v1.py
index 4ac381f2ca..65bfd3488e 100644
--- a/zarr/meta_v1.py
+++ b/zarr/meta_v1.py
@@ -10,7 +10,7 @@ def decode_metadata(b):
     meta = json.loads(s)
     zarr_format = meta.get("zarr_format", None)
     if zarr_format != 1:
-        raise MetadataError("unsupported zarr format: %s" % zarr_format)
+        raise MetadataError(f"unsupported zarr format: {zarr_format}")
     try:
         meta = dict(
             zarr_format=meta["zarr_format"],
@@ -23,7 +23,7 @@ def decode_metadata(b):
             order=meta["order"],
         )
     except Exception as e:
-        raise MetadataError("error decoding metadata: %s" % e)
+        raise MetadataError(f"error decoding metadata: {e}")
     else:
         return meta
 
diff --git a/zarr/n5.py b/zarr/n5.py
index c50c18f718..fdd3d5babf 100644
--- a/zarr/n5.py
+++ b/zarr/n5.py
@@ -826,9 +826,9 @@ def decode(self, chunk, out=None) -> bytes:
 
         if out is not None:
             # out should only be used if we read a complete chunk
-            assert chunk_shape == self.chunk_shape, "Expected chunk of shape {}, found {}".format(
-                self.chunk_shape, chunk_shape
-            )
+            assert (
+                chunk_shape == self.chunk_shape
+            ), f"Expected chunk of shape {self.chunk_shape}, found {chunk_shape}"
 
             if self._compressor:
                 self._compressor.decode(chunk, out)
diff --git a/zarr/storage.py b/zarr/storage.py
index a26dc636db..73a6dc9630 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -2700,14 +2700,12 @@ def listdir(self, path=None):
         path = normalize_storage_path(path)
         sep = "_" if path == "" else "/"
         keys = self.cursor.execute(
-            """
+            f"""
             SELECT DISTINCT SUBSTR(m, 0, INSTR(m, "/")) AS l FROM (
                 SELECT LTRIM(SUBSTR(k, LENGTH(?) + 1), "/") || "/" AS m
                 FROM zarr WHERE k LIKE (? || "{sep}%")
             ) ORDER BY l ASC
-            """.format(
-                sep=sep
-            ),
+            """,
             (path, path),
         )
         keys = list(map(operator.itemgetter(0), keys))
@@ -2863,7 +2861,7 @@ def __init__(self, prefix="zarr", dimension_separator=None, **kwargs):
         self.client = redis.Redis(**kwargs)
 
     def _key(self, key):
-        return "{prefix}:{key}".format(prefix=self._prefix, key=key)
+        return f"{self._prefix}:{key}"
 
     def __getitem__(self, key):
         return self.client[self._key(key)]
@@ -2948,7 +2946,7 @@ def __init__(self, store: StoreLike, metadata_key=".zmetadata"):
         consolidated_format = meta.get("zarr_consolidated_format", None)
         if consolidated_format != 1:
             raise MetadataError(
-                "unsupported zarr consolidated metadata format: %s" % consolidated_format
+                f"unsupported zarr consolidated metadata format: {consolidated_format}"
             )
 
         # decode metadata
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index cf15703497..d9447c0832 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -188,7 +188,7 @@ def test_store_has_text_keys(self):
 
         for k in z.chunk_store.keys():
             if not isinstance(k, expected_type):  # pragma: no cover
-                pytest.fail("Non-text key: %s" % repr(k))
+                pytest.fail(f"Non-text key: {k!r}")
 
         z.store.close()
 
@@ -202,7 +202,7 @@ def test_store_has_binary_values(self):
             try:
                 ensure_ndarray(v)
             except TypeError:  # pragma: no cover
-                pytest.fail("Non-bytes-like value: %s" % repr(v))
+                pytest.fail(f"Non-bytes-like value: {v!r}")
 
         z.store.close()
 
@@ -1212,7 +1212,7 @@ def test_dtypes(self):
         # datetime, timedelta
         for base_type in "Mm":
             for resolution in "D", "us", "ns":
-                dtype = "{}8[{}]".format(base_type, resolution)
+                dtype = f"{base_type}8[{resolution}]"
                 z = self.create_array(shape=100, dtype=dtype, fill_value=0)
                 assert z.dtype == np.dtype(dtype)
                 a = np.random.randint(
@@ -1402,7 +1402,7 @@ def compare_arrays(expected, actual, item_dtype):
 
         # convenience API
         for item_type in "int", "<u4":
-            z = self.create_array(shape=data.shape, dtype="array:{}".format(item_type))
+            z = self.create_array(shape=data.shape, dtype=f"array:{item_type}")
             assert z.dtype == object
             assert isinstance(z.filters[0], VLenArray)
             assert z.filters[0].dtype == np.dtype(item_type)
@@ -1972,7 +1972,7 @@ def test_object_arrays_vlen_array(self):
         # convenience API
         for item_type in "int", "<u4":
             with pytest.raises(ValueError):
-                self.create_array(shape=data.shape, dtype="array:{}".format(item_type))
+                self.create_array(shape=data.shape, dtype=f"array:{item_type}")
 
     def test_object_arrays_danger(self):
         # Cannot hacking out object codec as N5 doesn't allow object codecs
diff --git a/zarr/tests/test_meta.py b/zarr/tests/test_meta.py
index 3e1e0f9d63..c85d3f923f 100644
--- a/zarr/tests/test_meta.py
+++ b/zarr/tests/test_meta.py
@@ -44,19 +44,16 @@ def test_encode_decode_array_1():
         order="C",
     )
 
-    meta_json = (
-        """{
+    meta_json = f"""{{
         "chunks": [10],
-        "compressor": {"id": "zlib", "level": 1},
+        "compressor": {{"id": "zlib", "level": 1}},
         "dtype": "<f8",
         "fill_value": null,
         "filters": null,
         "order": "C",
         "shape": [100],
-        "zarr_format": %s
-    }"""
-        % ZARR_FORMAT
-    )
+        "zarr_format": {ZARR_FORMAT}
+    }}"""
 
     # test encoding
     meta_enc = encode_array_metadata(meta)
@@ -90,27 +87,24 @@ def test_encode_decode_array_2():
         filters=[df.get_config()],
     )
 
-    meta_json = (
-        """{
+    meta_json = f"""{{
         "chunks": [10, 10],
-        "compressor": {
+        "compressor": {{
             "id": "blosc",
             "clevel": 3,
             "cname": "lz4",
             "shuffle": 2,
             "blocksize": 0
-        },
+        }},
         "dtype": [["a", "<i4"], ["b", "|S10"]],
         "fill_value": "AAAAAAAAAAAAAAAAAAA=",
         "filters": [
-            {"id": "delta", "astype": "<u2", "dtype": "|V14"}
+            {{"id": "delta", "astype": "<u2", "dtype": "|V14"}}
         ],
         "order": "F",
         "shape": [100, 100],
-        "zarr_format": %s
-    }"""
-        % ZARR_FORMAT
-    )
+        "zarr_format": {ZARR_FORMAT}
+    }}"""
 
     # test encoding
     meta_enc = encode_array_metadata(meta)
@@ -144,26 +138,22 @@ def test_encode_decode_array_complex():
             filters=[],
         )
 
-        meta_json = """{
+        meta_json = f"""{{
             "chunks": [10, 10],
-            "compressor": {
+            "compressor": {{
                 "id": "blosc",
                 "clevel": 3,
                 "cname": "lz4",
                 "shuffle": 2,
                 "blocksize": 0
-            },
-            "dtype": "%s",
+            }},
+            "dtype": "{dtype.str}",
             "fill_value": ["NaN", -1.0],
             "filters": [],
-            "order": "%s",
+            "order": "{dtype.char}",
             "shape": [100, 100],
-            "zarr_format": %s
-        }""" % (
-            dtype.str,
-            dtype.char,
-            ZARR_FORMAT,
-        )
+            "zarr_format": {ZARR_FORMAT}
+        }}"""
 
         # test encoding
         meta_enc = encode_array_metadata(meta)
@@ -201,26 +191,22 @@ def test_encode_decode_array_datetime_timedelta():
             filters=[],
         )
 
-        meta_json = """{
+        meta_json = f"""{{
             "chunks": [10, 10],
-            "compressor": {
+            "compressor": {{
                 "id": "blosc",
                 "clevel": 3,
                 "cname": "lz4",
                 "shuffle": 2,
                 "blocksize": 0
-            },
-            "dtype": "%s",
+            }},
+            "dtype": "{dtype.str}",
             "fill_value": -9223372036854775808,
             "filters": [],
-            "order": "%s",
+            "order": "{dtype.char}",
             "shape": [100, 100],
-            "zarr_format": %s
-        }""" % (
-            dtype.str,
-            dtype.char,
-            ZARR_FORMAT,
-        )
+            "zarr_format": {ZARR_FORMAT}
+        }}"""
 
         # test encoding
         meta_enc = encode_array_metadata(meta)
@@ -253,19 +239,16 @@ def test_encode_decode_array_dtype_shape():
         order="C",
     )
 
-    meta_json = (
-        """{
+    meta_json = f"""{{
         "chunks": [10],
-        "compressor": {"id": "zlib", "level": 1},
+        "compressor": {{"id": "zlib", "level": 1}},
         "dtype": "<f8",
         "fill_value": null,
         "filters": null,
         "order": "C",
         "shape": [100, 10, 10],
-        "zarr_format": %s
-    }"""
-        % ZARR_FORMAT
-    )
+        "zarr_format": {ZARR_FORMAT}
+    }}"""
 
     # test encoding
     meta_enc = encode_array_metadata(meta)
@@ -367,19 +350,16 @@ def test_encode_decode_array_structured():
         order="C",
     )
 
-    meta_json = (
-        """{
+    meta_json = f"""{{
         "chunks": [10],
-        "compressor": {"id": "zlib", "level": 1},
+        "compressor": {{"id": "zlib", "level": 1}},
         "dtype": [["f0", "<i8"], ["f1", "<f8", [10, 10]], ["f2", "|u1", [5, 10, 15]]],
         "fill_value": null,
         "filters": null,
         "order": "C",
         "shape": [100],
-        "zarr_format": %s
-    }"""
-        % ZARR_FORMAT
-    )
+        "zarr_format": {ZARR_FORMAT}
+    }}"""
 
     # test encoding
     meta_enc = encode_array_metadata(meta)
@@ -417,19 +397,16 @@ def test_encode_decode_fill_values_nan():
             order="C",
         )
 
-        meta_json = """{
+        meta_json = f"""{{
             "chunks": [10],
-            "compressor": {"id": "zlib", "level": 1},
+            "compressor": {{"id": "zlib", "level": 1}},
             "dtype": "<f8",
-            "fill_value": "%s",
+            "fill_value": "{s}",
             "filters": null,
             "order": "C",
             "shape": [100],
-            "zarr_format": %s
-        }""" % (
-            s,
-            ZARR_FORMAT,
-        )
+            "zarr_format": {ZARR_FORMAT}
+        }}"""
 
         # test encoding
         meta_enc = encode_array_metadata(meta)
@@ -461,19 +438,16 @@ def test_encode_decode_fill_values_bytes():
         # define expected metadata encoded as JSON
         s = base64.standard_b64encode(v)
         s = s.decode()
-        meta_json = """{
+        meta_json = f"""{{
             "chunks": [10],
-            "compressor": {"id": "zlib", "level": 1},
+            "compressor": {{"id": "zlib", "level": 1}},
             "dtype": "|S10",
-            "fill_value": "%s",
+            "fill_value": "{s}",
             "filters": null,
             "order": "C",
             "shape": [100],
-            "zarr_format": %s
-        }""" % (
-            s,
-            ZARR_FORMAT,
-        )
+            "zarr_format": {ZARR_FORMAT}
+        }}"""
 
         # test encoding
         assert_json_equal(meta_json, meta_enc)
@@ -487,29 +461,24 @@ def test_encode_decode_fill_values_bytes():
 
 def test_decode_array_unsupported_format():
     # unsupported format
-    meta_json = """{
-        "zarr_format": %s,
+    meta_json = f"""{{
+        "zarr_format": {ZARR_FORMAT - 1},
         "shape": [100],
         "chunks": [10],
         "dtype": "<f8",
-        "compressor": {"id": "zlib", "level": 1},
+        "compressor": {{"id": "zlib", "level": 1}},
         "fill_value": null,
         "order": "C"
-    }""" % (
-        ZARR_FORMAT - 1
-    )
+    }}"""
     with pytest.raises(MetadataError):
         decode_array_metadata(meta_json)
 
 
 def test_decode_array_missing_fields():
     # missing fields
-    meta_json = (
-        """{
-        "zarr_format": %s
-    }"""
-        % ZARR_FORMAT
-    )
+    meta_json = f"""{{
+        "zarr_format": {ZARR_FORMAT}
+    }}"""
     with pytest.raises(MetadataError):
         decode_array_metadata(meta_json)
 
@@ -525,21 +494,16 @@ def test_encode_decode_dtype():
 
 def test_decode_group():
     # typical
-    b = (
-        """{
-        "zarr_format": %s
-    }"""
-        % ZARR_FORMAT
-    )
+    b = f"""{{
+        "zarr_format": {ZARR_FORMAT}
+    }}"""
     meta = decode_group_metadata(b)
     assert ZARR_FORMAT == meta["zarr_format"]
 
     # unsupported format
-    b = """{
-        "zarr_format": %s
-    }""" % (
-        ZARR_FORMAT - 1
-    )
+    b = f"""{{
+        "zarr_format": {ZARR_FORMAT - 1}
+    }}"""
     with pytest.raises(MetadataError):
         decode_group_metadata(b)
 
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index e4e3d93f5f..358d043ad6 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -1394,9 +1394,9 @@ def s3(request):
     pytest.importorskip("moto")
 
     port = 5555
-    endpoint_uri = "http://127.0.0.1:%d/" % port
+    endpoint_uri = f"http://127.0.0.1:{port}/"
     proc = subprocess.Popen(
-        shlex.split("moto_server -p %d" % port),
+        shlex.split(f"moto_server -p {port}"),
         stderr=subprocess.DEVNULL,
         stdout=subprocess.DEVNULL,
     )
@@ -2372,7 +2372,7 @@ def test_format_compatibility():
             order = "C"
 
         for j, compressor in enumerate(compressors):
-            path = "{}/{}".format(i, j)
+            path = f"{i}/{j}"
 
             if path not in fixture:  # pragma: no cover
                 # store the data - should be one-time operation
diff --git a/zarr/util.py b/zarr/util.py
index 54c389db69..dc8aff0edf 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -200,9 +200,8 @@ def normalize_dtype(dtype: Union[str, np.dtype], object_codec) -> Tuple[np.dtype
                     object_codec = codec_registry[codec_id](*args)
                 except KeyError:  # pragma: no cover
                     raise ValueError(
-                        "codec %r for object type %r is not "
-                        "available; please provide an "
-                        "object_codec manually" % (codec_id, key)
+                        f"codec {codec_id!r} for object type {key!r} is not "
+                        f"available; please provide an object_codec manually"
                     )
             return dtype, object_codec
 
@@ -241,7 +240,7 @@ def is_total_slice(item, shape: Tuple[int]) -> bool:
             for it, sh in zip(item, shape)
         )
     else:
-        raise TypeError("expected slice or tuple of slices, found %r" % item)
+        raise TypeError(f"expected slice or tuple of slices, found {item!r}")
 
 
 def normalize_resize_args(old_shape, *args):
@@ -265,23 +264,23 @@ def normalize_resize_args(old_shape, *args):
 
 def human_readable_size(size) -> str:
     if size < 2**10:
-        return "%s" % size
+        return f"{size}"
     elif size < 2**20:
-        return "%.1fK" % (size / float(2**10))
+        return f"{size / float(2**10):.1f}K"
     elif size < 2**30:
-        return "%.1fM" % (size / float(2**20))
+        return f"{size / float(2**20):.1f}M"
     elif size < 2**40:
-        return "%.1fG" % (size / float(2**30))
+        return f"{size / float(2**30):.1f}G"
     elif size < 2**50:
-        return "%.1fT" % (size / float(2**40))
+        return f"{size / float(2**40):.1f}T"
     else:
-        return "%.1fP" % (size / float(2**50))
+        return f"{size / float(2**50):.1f}P"
 
 
 def normalize_order(order: str) -> str:
     order = str(order).upper()
     if order not in ["C", "F"]:
-        raise ValueError("order must be either 'C' or 'F', found: %r" % order)
+        raise ValueError(f"order must be either 'C' or 'F', found: {order!r}")
     return order
 
 
@@ -289,7 +288,7 @@ def normalize_dimension_separator(sep: Optional[str]) -> Optional[DIMENSION_SEPA
     if sep in (".", "/", None):
         return cast(Optional[DIMENSION_SEPARATOR], sep)
     else:
-        raise ValueError("dimension_separator must be either '.' or '/', found: %r" % sep)
+        raise ValueError(f"dimension_separator must be either '.' or '/', found: {sep!r}")
 
 
 def normalize_fill_value(fill_value, dtype: np.dtype):
@@ -307,8 +306,8 @@ def normalize_fill_value(fill_value, dtype: np.dtype):
 
         if not isinstance(fill_value, str):
             raise ValueError(
-                "fill_value {!r} is not valid for dtype {}; must be a "
-                "unicode string".format(fill_value, dtype)
+                f"fill_value {fill_value!r} is not valid for dtype {dtype}; "
+                f"must be a  unicode string"
             )
 
     else:
@@ -322,8 +321,8 @@ def normalize_fill_value(fill_value, dtype: np.dtype):
         except Exception as e:
             # re-raise with our own error message to be helpful
             raise ValueError(
-                "fill_value {!r} is not valid for dtype {}; nested "
-                "exception: {}".format(fill_value, dtype, e)
+                f"fill_value {fill_value!r} is not valid for dtype {dtype}; "
+                f"nested exception: {e}"
             )
 
     return fill_value
@@ -396,10 +395,10 @@ def info_html_report(items) -> str:
     report += "<tbody>"
     for k, v in items:
         report += (
-            "<tr>"
-            '<th style="text-align: left">%s</th>'
-            '<td style="text-align: left">%s</td>'
-            "</tr>" % (k, v)
+            f"<tr>"
+            f'<th style="text-align: left">{k}</th>'
+            f'<td style="text-align: left">{v}</td>'
+            f"</tr>"
         )
     report += "</tbody>"
     report += "</table>"
@@ -435,7 +434,7 @@ def get_children(self):
     def get_text(self):
         name = self.obj.name.split("/")[-1] or "/"
         if hasattr(self.obj, "shape"):
-            name += " {} {}".format(self.obj.shape, self.obj.dtype)
+            name += f" {self.obj.shape} {self.obj.dtype}"
         return name
 
     def get_type(self):
@@ -463,7 +462,7 @@ def tree_get_icon(stype: str) -> str:
     elif stype == "Group":
         return tree_group_icon
     else:
-        raise ValueError("Unknown type: %s" % stype)
+        raise ValueError(f"Unknown type: {stype}")
 
 
 def tree_widget_sublist(node, root=False, expand=False):
@@ -487,10 +486,10 @@ def tree_widget(group, expand, level):
         import ipytree
     except ImportError as error:
         raise ImportError(
-            "{}: Run `pip install zarr[jupyter]` or `conda install ipytree`"
-            "to get the required ipytree dependency for displaying the tree "
-            "widget. If using jupyterlab<3, you also need to run "
-            "`jupyter labextension install ipytree`".format(error)
+            f"{error}: Run `pip install zarr[jupyter]` or `conda install ipytree`"
+            f"to get the required ipytree dependency for displaying the tree "
+            f"widget. If using jupyterlab<3, you also need to run "
+            f"`jupyter labextension install ipytree`"
         )
 
     result = ipytree.Tree()
@@ -549,14 +548,10 @@ def _repr_mimebundle_(self, **kwargs):
 
 def check_array_shape(param, array, shape):
     if not hasattr(array, "shape"):
-        raise TypeError(
-            "parameter {!r}: expected an array-like object, got {!r}".format(param, type(array))
-        )
+        raise TypeError(f"parameter {param!r}: expected an array-like object, got {type(array)!r}")
     if array.shape != shape:
         raise ValueError(
-            "parameter {!r}: expected array with shape {!r}, got {!r}".format(
-                param, shape, array.shape
-            )
+            f"parameter {param!r}: expected array with shape {shape!r}, got {array.shape!r}"
         )
 
 

From 76c345071db950b2362f7588ad20da4a1af03b85 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Mon, 19 Feb 2024 14:45:11 +0100
Subject: [PATCH 0439/1078] Remove attrs (#1660)

* begin removing attrs in favor of frozen dataclasses

* remove runtime_configuration from corearraymetadata; rename CodecMetadata to NamedConfig; turn chunk encoding into stand-alone functions; put codecs on ArrayMetadata instead of just CodecMetadata; add runtime_configuration parameter to codec encode / decode methods; add parsers to codecs

* add typing_extensions dependency

* remove CodecMetadatas and data_types; move basic parsers to common

* feat: base to_dict method that actually works

* Making Codec classes self-contained

* fixes

* chunk_grids

* chunk key encodings

* dry-er parse_*

* serialize to enums

* ruff

* organize imports

* rm src/zarr/v3/codecs/common.py

* cleanup error messages

* better codec evolve

* __init__ types

* add validation to RuntimeConfiguration.__init__; create a validator for c / f order; add order to ArrayV2Metadata.__init__

* import Dict at runtime

* fix parse_dimension_names

* add tests; tweak parse_name function; adjust some exception messages

* fix shapelike parser and tests; clean up imports

* typing

* improve typing

* blacken test_common

---------

Co-authored-by: Norman Rzepka <code@normanrz.com>
---
 pyproject.toml                     |   6 +-
 src/zarr/v3/__init__.py            |  22 +-
 src/zarr/v3/abc/codec.py           |  32 +--
 src/zarr/v3/abc/metadata.py        |  44 ++++
 src/zarr/v3/array.py               | 181 ++++++--------
 src/zarr/v3/array_v2.py            | 144 +++++------
 src/zarr/v3/chunk_grids.py         |  47 ++++
 src/zarr/v3/chunk_key_encodings.py |  81 ++++++
 src/zarr/v3/codecs/__init__.py     | 328 +-----------------------
 src/zarr/v3/codecs/blosc.py        | 174 +++++++++----
 src/zarr/v3/codecs/bytes.py        |  92 +++----
 src/zarr/v3/codecs/crc32c_.py      |  41 ++-
 src/zarr/v3/codecs/gzip.py         |  60 ++---
 src/zarr/v3/codecs/pipeline.py     | 240 ++++++++++++++++++
 src/zarr/v3/codecs/registry.py     |  33 +--
 src/zarr/v3/codecs/sharding.py     | 229 +++++++++--------
 src/zarr/v3/codecs/transpose.py    |  87 +++----
 src/zarr/v3/codecs/zstd.py         |  62 ++---
 src/zarr/v3/common.py              | 205 ++++++++-------
 src/zarr/v3/config.py              |  44 +++-
 src/zarr/v3/group.py               |  82 ++++--
 src/zarr/v3/metadata.py            | 383 +++++++++++++++++++----------
 src/zarr/v3/store/memory.py        |   2 +-
 src/zarr/v3/sync.py                |  25 +-
 tests/test_codecs_v3.py            | 254 +++++++++++--------
 tests/v3/test_common.py            |  97 ++++++++
 tests/v3/test_metadata.py          |  60 +++++
 27 files changed, 1812 insertions(+), 1243 deletions(-)
 create mode 100644 src/zarr/v3/abc/metadata.py
 create mode 100644 src/zarr/v3/chunk_grids.py
 create mode 100644 src/zarr/v3/chunk_key_encodings.py
 create mode 100644 src/zarr/v3/codecs/pipeline.py
 create mode 100644 tests/v3/test_common.py
 create mode 100644 tests/v3/test_metadata.py

diff --git a/pyproject.toml b/pyproject.toml
index 922b10346d..3933376b12 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -92,8 +92,12 @@ extra-dependencies = [
     "coverage",
     "pytest",
     "pytest-cov",
+    "msgpack",
+    "lmdb",
+    "zstandard",
+    "crc32c",
     "pytest-asyncio",
-    "mypy",
+    "typing_extensions"
 ]
 features = ["extra"]
 
diff --git a/src/zarr/v3/__init__.py b/src/zarr/v3/__init__.py
index 038dff89be..3441fa67be 100644
--- a/src/zarr/v3/__init__.py
+++ b/src/zarr/v3/__init__.py
@@ -3,10 +3,11 @@
 from typing import Union
 
 import zarr.v3.codecs  # noqa: F401
-from zarr.v3.array import Array  # noqa: F401
-from zarr.v3.array_v2 import ArrayV2  # noqa: F401
-from zarr.v3.group import Group  # noqa: F401
-from zarr.v3.metadata import RuntimeConfiguration, runtime_configuration  # noqa: F401
+from zarr.v3.array import Array, AsyncArray  # noqa: F401
+from zarr.v3.array_v2 import ArrayV2
+from zarr.v3.config import RuntimeConfiguration  # noqa: F401
+from zarr.v3.group import AsyncGroup, Group  # noqa: F401
+from zarr.v3.metadata import runtime_configuration  # noqa: F401
 from zarr.v3.store import (  # noqa: F401
     StoreLike,
     make_store_path,
@@ -17,19 +18,24 @@
 async def open_auto_async(
     store: StoreLike,
     runtime_configuration_: RuntimeConfiguration = RuntimeConfiguration(),
-) -> Union[Array, ArrayV2, Group]:
+) -> Union[AsyncArray, AsyncGroup]:
     store_path = make_store_path(store)
     try:
-        return await Array.open(store_path, runtime_configuration=runtime_configuration_)
+        return await AsyncArray.open(store_path, runtime_configuration=runtime_configuration_)
     except KeyError:
-        return await Group.open(store_path, runtime_configuration=runtime_configuration_)
+        return await AsyncGroup.open(store_path, runtime_configuration=runtime_configuration_)
 
 
 def open_auto(
     store: StoreLike,
     runtime_configuration_: RuntimeConfiguration = RuntimeConfiguration(),
 ) -> Union[Array, ArrayV2, Group]:
-    return _sync(
+    object = _sync(
         open_auto_async(store, runtime_configuration_),
         runtime_configuration_.asyncio_loop,
     )
+    if isinstance(object, AsyncArray):
+        return Array(object)
+    if isinstance(object, AsyncGroup):
+        return Group(object)
+    raise TypeError(f"Unexpected object type. Got {type(object)}.")
diff --git a/src/zarr/v3/abc/codec.py b/src/zarr/v3/abc/codec.py
index 0a7c68784f..d0e51ff894 100644
--- a/src/zarr/v3/abc/codec.py
+++ b/src/zarr/v3/abc/codec.py
@@ -1,37 +1,25 @@
 from __future__ import annotations
 
-from abc import abstractmethod, ABC
-from typing import TYPE_CHECKING, Optional, Type
+from abc import abstractmethod
+from typing import TYPE_CHECKING, Optional
 
 import numpy as np
+from zarr.v3.abc.metadata import Metadata
 
-from zarr.v3.common import BytesLike, SliceSelection
+from zarr.v3.common import ArraySpec
 from zarr.v3.store import StorePath
 
 
 if TYPE_CHECKING:
-    from zarr.v3.metadata import (
-        ArraySpec,
-        ArrayMetadata,
-        DataType,
-        CodecMetadata,
-        RuntimeConfiguration,
-    )
+    from typing_extensions import Self
+    from zarr.v3.common import BytesLike, SliceSelection
+    from zarr.v3.metadata import ArrayMetadata
+    from zarr.v3.config import RuntimeConfiguration
 
 
-class Codec(ABC):
+class Codec(Metadata):
     is_fixed_size: bool
 
-    @classmethod
-    @abstractmethod
-    def get_metadata_class(cls) -> Type[CodecMetadata]:
-        pass
-
-    @classmethod
-    @abstractmethod
-    def from_metadata(cls, codec_metadata: CodecMetadata) -> Codec:
-        pass
-
     @abstractmethod
     def compute_encoded_size(self, input_byte_length: int, chunk_spec: ArraySpec) -> int:
         pass
@@ -39,7 +27,7 @@ def compute_encoded_size(self, input_byte_length: int, chunk_spec: ArraySpec) ->
     def resolve_metadata(self, chunk_spec: ArraySpec) -> ArraySpec:
         return chunk_spec
 
-    def evolve(self, *, ndim: int, data_type: DataType) -> Codec:
+    def evolve(self, array_spec: ArraySpec) -> Self:
         return self
 
     def validate(self, array_metadata: ArrayMetadata) -> None:
diff --git a/src/zarr/v3/abc/metadata.py b/src/zarr/v3/abc/metadata.py
new file mode 100644
index 0000000000..bdd2f86d59
--- /dev/null
+++ b/src/zarr/v3/abc/metadata.py
@@ -0,0 +1,44 @@
+from __future__ import annotations
+from typing import TYPE_CHECKING, Sequence
+
+if TYPE_CHECKING:
+    from typing import Dict
+    from typing_extensions import Self
+
+from dataclasses import fields
+
+from zarr.v3.common import JSON
+
+
+class Metadata:
+    def to_dict(self) -> JSON:
+        """
+        Recursively serialize this model to a dictionary.
+        This method inspects the fields of self and calls `x.to_dict()` for any fields that
+        are instances of `Metadata`. Sequences of `Metadata` are similarly recursed into, and
+        the output of that recursion is collected in a list.
+        """
+        ...
+        out_dict = {}
+        for field in fields(self):
+            key = field.name
+            value = getattr(self, key)
+            if isinstance(value, Metadata):
+                out_dict[field.name] = getattr(self, field.name).to_dict()
+            elif isinstance(value, str):
+                out_dict[key] = value
+            elif isinstance(value, Sequence):
+                out_dict[key] = [v.to_dict() if isinstance(v, Metadata) else v for v in value]
+            else:
+                out_dict[key] = value
+
+        return out_dict
+
+    @classmethod
+    def from_dict(cls, data: Dict[str, JSON]) -> Self:
+        """
+        Create an instance of the model from a dictionary
+        """
+        ...
+
+        return cls(**data)
diff --git a/src/zarr/v3/array.py b/src/zarr/v3/array.py
index dadde1658a..632f7d8ec7 100644
--- a/src/zarr/v3/array.py
+++ b/src/zarr/v3/array.py
@@ -2,7 +2,7 @@
 # 1. Split Array into AsyncArray and Array
 # 3. Added .size and .attrs methods
 # 4. Temporarily disabled the creation of ArrayV2
-# 5. Added from_json to AsyncArray
+# 5. Added from_dict to AsyncArray
 
 # Questions to consider:
 # 1. Was splitting the array into two classes really necessary?
@@ -10,47 +10,65 @@
 
 from __future__ import annotations
 
+from dataclasses import dataclass, replace
+
 import json
 from typing import Any, Dict, Iterable, Literal, Optional, Tuple, Union
 
 import numpy as np
-from attr import evolve, frozen
+from zarr.v3.abc.codec import Codec
 
 
 # from zarr.v3.array_v2 import ArrayV2
-from zarr.v3.codecs import CodecMetadata, CodecPipeline, bytes_codec
-from zarr.v3.codecs.registry import get_codec_from_metadata
+from zarr.v3.codecs import BytesCodec
 from zarr.v3.common import (
     ZARR_JSON,
+    ArraySpec,
     ChunkCoords,
     Selection,
     SliceSelection,
     concurrent_map,
 )
+from zarr.v3.config import RuntimeConfiguration
+
 from zarr.v3.indexing import BasicIndexer, all_chunk_coords, is_total_slice
-from zarr.v3.metadata import (
-    ArrayMetadata,
-    ArraySpec,
-    DataType,
-    DefaultChunkKeyEncodingConfigurationMetadata,
-    DefaultChunkKeyEncodingMetadata,
-    RegularChunkGridConfigurationMetadata,
-    RegularChunkGridMetadata,
-    RuntimeConfiguration,
-    V2ChunkKeyEncodingConfigurationMetadata,
-    V2ChunkKeyEncodingMetadata,
-    dtype_to_data_type,
-)
+from zarr.v3.chunk_grids import RegularChunkGrid
+from zarr.v3.chunk_key_encodings import DefaultChunkKeyEncoding, V2ChunkKeyEncoding
+from zarr.v3.metadata import ArrayMetadata
 from zarr.v3.store import StoreLike, StorePath, make_store_path
 from zarr.v3.sync import sync
 
 
-@frozen
+def parse_array_metadata(data: Any):
+    if isinstance(data, ArrayMetadata):
+        return data
+    elif isinstance(data, dict):
+        return ArrayMetadata.from_dict(data)
+    else:
+        raise TypeError
+
+
+@dataclass(frozen=True)
 class AsyncArray:
     metadata: ArrayMetadata
     store_path: StorePath
     runtime_configuration: RuntimeConfiguration
-    codec_pipeline: CodecPipeline
+
+    @property
+    def codecs(self):
+        return self.metadata.codecs
+
+    def __init__(
+        self,
+        metadata: ArrayMetadata,
+        store_path: StorePath,
+        runtime_configuration: RuntimeConfiguration,
+    ):
+        metadata_parsed = parse_array_metadata(metadata)
+
+        object.__setattr__(self, "metadata", metadata_parsed)
+        object.__setattr__(self, "store_path", store_path)
+        object.__setattr__(self, "runtime_configuration", runtime_configuration)
 
     @classmethod
     async def create(
@@ -65,7 +83,7 @@ async def create(
             Tuple[Literal["default"], Literal[".", "/"]],
             Tuple[Literal["v2"], Literal[".", "/"]],
         ] = ("default", "/"),
-        codecs: Optional[Iterable[CodecMetadata]] = None,
+        codecs: Optional[Iterable[Union[Codec, Dict[str, Any]]]] = None,
         dimension_names: Optional[Iterable[str]] = None,
         attributes: Optional[Dict[str, Any]] = None,
         runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
@@ -75,36 +93,22 @@ async def create(
         if not exists_ok:
             assert not await (store_path / ZARR_JSON).exists()
 
-        data_type = (
-            DataType[dtype] if isinstance(dtype, str) else DataType[dtype_to_data_type[dtype.str]]
-        )
-
-        codecs = list(codecs) if codecs is not None else [bytes_codec()]
+        codecs = list(codecs) if codecs is not None else [BytesCodec()]
 
         if fill_value is None:
-            if data_type == DataType.bool:
+            if dtype == np.dtype("bool"):
                 fill_value = False
             else:
                 fill_value = 0
 
         metadata = ArrayMetadata(
             shape=shape,
-            data_type=data_type,
-            chunk_grid=RegularChunkGridMetadata(
-                configuration=RegularChunkGridConfigurationMetadata(chunk_shape=chunk_shape)
-            ),
+            data_type=dtype,
+            chunk_grid=RegularChunkGrid(chunk_shape=chunk_shape),
             chunk_key_encoding=(
-                V2ChunkKeyEncodingMetadata(
-                    configuration=V2ChunkKeyEncodingConfigurationMetadata(
-                        separator=chunk_key_encoding[1]
-                    )
-                )
+                V2ChunkKeyEncoding(separator=chunk_key_encoding[1])
                 if chunk_key_encoding[0] == "v2"
-                else DefaultChunkKeyEncodingMetadata(
-                    configuration=DefaultChunkKeyEncodingConfigurationMetadata(
-                        separator=chunk_key_encoding[1]
-                    )
-                )
+                else DefaultChunkKeyEncoding(separator=chunk_key_encoding[1])
             ),
             fill_value=fill_value,
             codecs=codecs,
@@ -117,38 +121,22 @@ async def create(
             metadata=metadata,
             store_path=store_path,
             runtime_configuration=runtime_configuration,
-            codec_pipeline=CodecPipeline.create(
-                [
-                    get_codec_from_metadata(codec).evolve(ndim=len(shape), data_type=data_type)
-                    for codec in codecs
-                ]
-            ),
         )
 
         await array._save_metadata()
         return array
 
     @classmethod
-    def from_json(
+    def from_dict(
         cls,
         store_path: StorePath,
-        zarr_json: Any,
+        data: Dict[str, Any],
         runtime_configuration: RuntimeConfiguration,
     ) -> AsyncArray:
-        metadata = ArrayMetadata.from_json(zarr_json)
-        codecs = [
-            get_codec_from_metadata(codec).evolve(
-                ndim=len(metadata.shape), data_type=metadata.data_type
-            )
-            for codec in metadata.codecs
-        ]
+        metadata = ArrayMetadata.from_dict(data)
         async_array = cls(
-            metadata=metadata,
-            store_path=store_path,
-            runtime_configuration=runtime_configuration,
-            codec_pipeline=CodecPipeline.create(codecs),
+            metadata=metadata, store_path=store_path, runtime_configuration=runtime_configuration
         )
-        async_array._validate_metadata()
         return async_array
 
     @classmethod
@@ -160,7 +148,7 @@ async def open(
         store_path = make_store_path(store)
         zarr_json_bytes = await (store_path / ZARR_JSON).get()
         assert zarr_json_bytes is not None
-        return cls.from_json(
+        return cls.from_dict(
             store_path,
             json.loads(zarr_json_bytes),
             runtime_configuration=runtime_configuration,
@@ -175,7 +163,7 @@ async def open_auto(
         store_path = make_store_path(store)
         v3_metadata_bytes = await (store_path / ZARR_JSON).get()
         if v3_metadata_bytes is not None:
-            return cls.from_json(
+            return cls.from_dict(
                 store_path,
                 json.loads(v3_metadata_bytes),
                 runtime_configuration=runtime_configuration or RuntimeConfiguration(),
@@ -205,10 +193,11 @@ def attrs(self) -> dict:
         return self.metadata.attributes
 
     async def getitem(self, selection: Selection):
+        assert isinstance(self.metadata.chunk_grid, RegularChunkGrid)
         indexer = BasicIndexer(
             selection,
             shape=self.metadata.shape,
-            chunk_shape=self.metadata.chunk_grid.configuration.chunk_shape,
+            chunk_shape=self.metadata.chunk_grid.chunk_shape,
         )
 
         # setup output array
@@ -234,20 +223,8 @@ async def getitem(self, selection: Selection):
             return out[()]
 
     async def _save_metadata(self) -> None:
-        self._validate_metadata()
-
         await (self.store_path / ZARR_JSON).set(self.metadata.to_bytes())
 
-    def _validate_metadata(self) -> None:
-        assert len(self.metadata.shape) == len(
-            self.metadata.chunk_grid.configuration.chunk_shape
-        ), "`chunk_shape` and `shape` need to have the same number of dimensions."
-        assert self.metadata.dimension_names is None or len(self.metadata.shape) == len(
-            self.metadata.dimension_names
-        ), "`dimension_names` and `shape` need to have the same number of dimensions."
-        assert self.metadata.fill_value is not None, "`fill_value` is required."
-        self.codec_pipeline.validate(self.metadata)
-
     async def _read_chunk(
         self,
         chunk_coords: ChunkCoords,
@@ -260,8 +237,8 @@ async def _read_chunk(
         chunk_key = chunk_key_encoding.encode_chunk_key(chunk_coords)
         store_path = self.store_path / chunk_key
 
-        if self.codec_pipeline.supports_partial_decode:
-            chunk_array = await self.codec_pipeline.decode_partial(
+        if self.codecs.supports_partial_decode:
+            chunk_array = await self.codecs.decode_partial(
                 store_path, chunk_selection, chunk_spec, self.runtime_configuration
             )
             if chunk_array is not None:
@@ -271,7 +248,7 @@ async def _read_chunk(
         else:
             chunk_bytes = await store_path.get()
             if chunk_bytes is not None:
-                chunk_array = await self.codec_pipeline.decode(
+                chunk_array = await self.codecs.decode(
                     chunk_bytes, chunk_spec, self.runtime_configuration
                 )
                 tmp = chunk_array[chunk_selection]
@@ -280,7 +257,8 @@ async def _read_chunk(
                 out[out_selection] = self.metadata.fill_value
 
     async def setitem(self, selection: Selection, value: np.ndarray) -> None:
-        chunk_shape = self.metadata.chunk_grid.configuration.chunk_shape
+        assert isinstance(self.metadata.chunk_grid, RegularChunkGrid)
+        chunk_shape = self.metadata.chunk_grid.chunk_shape
         indexer = BasicIndexer(
             selection,
             shape=self.metadata.shape,
@@ -341,9 +319,9 @@ async def _write_chunk(
                 chunk_array = value[out_selection]
             await self._write_chunk_to_store(store_path, chunk_array, chunk_spec)
 
-        elif self.codec_pipeline.supports_partial_encode:
+        elif self.codecs.supports_partial_encode:
             # print("encode_partial", chunk_coords, chunk_selection, repr(self))
-            await self.codec_pipeline.encode_partial(
+            await self.codecs.encode_partial(
                 store_path,
                 value[out_selection],
                 chunk_selection,
@@ -364,9 +342,7 @@ async def _write_chunk(
                 chunk_array.fill(self.metadata.fill_value)
             else:
                 chunk_array = (
-                    await self.codec_pipeline.decode(
-                        chunk_bytes, chunk_spec, self.runtime_configuration
-                    )
+                    await self.codecs.decode(chunk_bytes, chunk_spec, self.runtime_configuration)
                 ).copy()  # make a writable copy
             chunk_array[chunk_selection] = value[out_selection]
 
@@ -379,7 +355,7 @@ async def _write_chunk_to_store(
             # chunks that only contain fill_value will be removed
             await store_path.delete()
         else:
-            chunk_bytes = await self.codec_pipeline.encode(
+            chunk_bytes = await self.codecs.encode(
                 chunk_array, chunk_spec, self.runtime_configuration
             )
             if chunk_bytes is None:
@@ -388,11 +364,17 @@ async def _write_chunk_to_store(
                 await store_path.set(chunk_bytes)
 
     async def resize(self, new_shape: ChunkCoords) -> AsyncArray:
-        assert len(new_shape) == len(self.metadata.shape)
-        new_metadata = evolve(self.metadata, shape=new_shape)
+        if len(new_shape) != len(self.metadata.shape):
+            raise ValueError(
+                "The new shape must have the same number of dimensions "
+                + f"(={len(self.metadata.shape)})."
+            )
+
+        new_metadata = replace(self.metadata, shape=new_shape)
 
         # Remove all chunks outside of the new shape
-        chunk_shape = self.metadata.chunk_grid.configuration.chunk_shape
+        assert isinstance(self.metadata.chunk_grid, RegularChunkGrid)
+        chunk_shape = self.metadata.chunk_grid.chunk_shape
         chunk_key_encoding = self.metadata.chunk_key_encoding
         old_chunk_coords = set(all_chunk_coords(self.metadata.shape, chunk_shape))
         new_chunk_coords = set(all_chunk_coords(new_shape, chunk_shape))
@@ -411,14 +393,14 @@ async def _delete_key(key: str) -> None:
 
         # Write new metadata
         await (self.store_path / ZARR_JSON).set(new_metadata.to_bytes())
-        return evolve(self, metadata=new_metadata)
+        return replace(self, metadata=new_metadata)
 
-    async def update_attributes(self, new_attributes: Dict[str, Any]) -> Array:
-        new_metadata = evolve(self.metadata, attributes=new_attributes)
+    async def update_attributes(self, new_attributes: Dict[str, Any]) -> AsyncArray:
+        new_metadata = replace(self.metadata, attributes=new_attributes)
 
         # Write new metadata
         await (self.store_path / ZARR_JSON).set(new_metadata.to_bytes())
-        return evolve(self, metadata=new_metadata)
+        return replace(self, metadata=new_metadata)
 
     def __repr__(self):
         return f"<AsyncArray {self.store_path} shape={self.shape} dtype={self.dtype}>"
@@ -427,7 +409,7 @@ async def info(self):
         return NotImplemented
 
 
-@frozen
+@dataclass(frozen=True)
 class Array:
     _async_array: AsyncArray
 
@@ -444,7 +426,7 @@ def create(
             Tuple[Literal["default"], Literal[".", "/"]],
             Tuple[Literal["v2"], Literal[".", "/"]],
         ] = ("default", "/"),
-        codecs: Optional[Iterable[CodecMetadata]] = None,
+        codecs: Optional[Iterable[Union[Codec, Dict[str, Any]]]] = None,
         dimension_names: Optional[Iterable[str]] = None,
         attributes: Optional[Dict[str, Any]] = None,
         runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
@@ -469,14 +451,14 @@ def create(
         return cls(async_array)
 
     @classmethod
-    def from_json(
+    def from_dict(
         cls,
         store_path: StorePath,
-        zarr_json: Any,
+        data: Dict[str, Any],
         runtime_configuration: RuntimeConfiguration,
     ) -> Array:
-        async_array = AsyncArray.from_json(
-            store_path=store_path, zarr_json=zarr_json, runtime_configuration=runtime_configuration
+        async_array = AsyncArray.from_dict(
+            store_path=store_path, data=data, runtime_configuration=runtime_configuration
         )
         return cls(async_array)
 
@@ -490,7 +472,6 @@ def open(
             AsyncArray.open(store, runtime_configuration=runtime_configuration),
             runtime_configuration.asyncio_loop,
         )
-        async_array._validate_metadata()
         return cls(async_array)
 
     @classmethod
@@ -530,7 +511,7 @@ def metadata(self) -> ArrayMetadata:
         return self._async_array.metadata
 
     @property
-    def store_path(self) -> str:
+    def store_path(self) -> StorePath:
         return self._async_array.store_path
 
     def __getitem__(self, selection: Selection):
diff --git a/src/zarr/v3/array_v2.py b/src/zarr/v3/array_v2.py
index dc4cbebd5e..f150d2dbd2 100644
--- a/src/zarr/v3/array_v2.py
+++ b/src/zarr/v3/array_v2.py
@@ -1,12 +1,13 @@
 from __future__ import annotations
 
 import asyncio
+from dataclasses import dataclass, replace
 import json
 from typing import TYPE_CHECKING, Any, Dict, List, Literal, Optional, Union
 
 import numcodecs
 import numpy as np
-from attr import evolve, frozen
+
 from numcodecs.compat import ensure_bytes, ensure_ndarray
 
 from zarr.v3.common import (
@@ -19,8 +20,9 @@
     concurrent_map,
     to_thread,
 )
+from zarr.v3.config import RuntimeConfiguration
 from zarr.v3.indexing import BasicIndexer, all_chunk_coords, is_total_slice
-from zarr.v3.metadata import ArrayV2Metadata, CodecMetadata, RuntimeConfiguration
+from zarr.v3.metadata import ArrayV2Metadata
 from zarr.v3.store import StoreLike, StorePath, make_store_path
 from zarr.v3.sync import sync
 
@@ -28,7 +30,7 @@
     from zarr.v3.array import Array
 
 
-@frozen
+@dataclass(frozen=True)
 class _AsyncArrayProxy:
     array: ArrayV2
 
@@ -36,7 +38,7 @@ def __getitem__(self, selection: Selection) -> _AsyncArraySelectionProxy:
         return _AsyncArraySelectionProxy(self.array, selection)
 
 
-@frozen
+@dataclass(frozen=True)
 class _AsyncArraySelectionProxy:
     array: ArrayV2
     selection: Selection
@@ -48,7 +50,7 @@ async def set(self, value: np.ndarray):
         return await self.array.set_async(self.selection, value)
 
 
-@frozen
+@dataclass(frozen=True)
 class ArrayV2:
     metadata: ArrayV2Metadata
     attributes: Optional[Dict[str, Any]]
@@ -74,7 +76,7 @@ async def create_async(
     ) -> ArrayV2:
         store_path = make_store_path(store)
         if not exists_ok:
-            assert not await (store_path / ZARRAY_JSON).exists_async()
+            assert not await (store_path / ZARRAY_JSON).exists()
 
         metadata = ArrayV2Metadata(
             shape=shape,
@@ -144,11 +146,11 @@ async def open_async(
     ) -> ArrayV2:
         store_path = make_store_path(store)
         zarray_bytes, zattrs_bytes = await asyncio.gather(
-            (store_path / ZARRAY_JSON).get_async(),
-            (store_path / ZATTRS_JSON).get_async(),
+            (store_path / ZARRAY_JSON).get(),
+            (store_path / ZATTRS_JSON).get(),
         )
         assert zarray_bytes is not None
-        return cls.from_json(
+        return cls.from_dict(
             store_path,
             zarray_json=json.loads(zarray_bytes),
             zattrs_json=json.loads(zattrs_bytes) if zattrs_bytes is not None else None,
@@ -167,14 +169,14 @@ def open(
         )
 
     @classmethod
-    def from_json(
+    def from_dict(
         cls,
         store_path: StorePath,
         zarray_json: Any,
         zattrs_json: Optional[Any],
         runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> ArrayV2:
-        metadata = ArrayV2Metadata.from_json(zarray_json)
+        metadata = ArrayV2Metadata.from_dict(zarray_json)
         out = cls(
             store_path=store_path,
             metadata=metadata,
@@ -187,13 +189,13 @@ def from_json(
     async def _save_metadata(self) -> None:
         self._validate_metadata()
 
-        await (self.store_path / ZARRAY_JSON).set_async(self.metadata.to_bytes())
+        await (self.store_path / ZARRAY_JSON).set(self.metadata.to_bytes())
         if self.attributes is not None and len(self.attributes) > 0:
-            await (self.store_path / ZATTRS_JSON).set_async(
+            await (self.store_path / ZATTRS_JSON).set(
                 json.dumps(self.attributes).encode(),
             )
         else:
-            await (self.store_path / ZATTRS_JSON).delete_async()
+            await (self.store_path / ZATTRS_JSON).delete()
 
     def _validate_metadata(self) -> None:
         assert len(self.metadata.shape) == len(
@@ -256,7 +258,7 @@ async def _read_chunk(
     ):
         store_path = self.store_path / self._encode_chunk_key(chunk_coords)
 
-        chunk_array = await self._decode_chunk(await store_path.get_async())
+        chunk_array = await self._decode_chunk(await store_path.get())
         if chunk_array is not None:
             tmp = chunk_array[chunk_selection]
             out[out_selection] = tmp
@@ -357,7 +359,7 @@ async def _write_chunk(
         else:
             # writing partial chunks
             # read chunk first
-            tmp = await self._decode_chunk(await store_path.get_async())
+            tmp = await self._decode_chunk(await store_path.get())
 
             # merge new value
             if tmp is None:
@@ -379,13 +381,13 @@ async def _write_chunk_to_store(self, store_path: StorePath, chunk_array: np.nda
         chunk_bytes: Optional[BytesLike]
         if np.all(chunk_array == self.metadata.fill_value):
             # chunks that only contain fill_value will be removed
-            await store_path.delete_async()
+            await store_path.delete()
         else:
             chunk_bytes = await self._encode_chunk(chunk_array)
             if chunk_bytes is None:
-                await store_path.delete_async()
+                await store_path.delete()
             else:
-                await store_path.set_async(chunk_bytes)
+                await store_path.set(chunk_bytes)
 
     async def _encode_chunk(self, chunk_array: np.ndarray) -> Optional[BytesLike]:
         chunk_array = chunk_array.ravel(order=self.metadata.order)
@@ -411,7 +413,7 @@ def _encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
 
     async def resize_async(self, new_shape: ChunkCoords) -> ArrayV2:
         assert len(new_shape) == len(self.metadata.shape)
-        new_metadata = evolve(self.metadata, shape=new_shape)
+        new_metadata = replace(self.metadata, shape=new_shape)
 
         # Remove all chunks outside of the new shape
         chunk_shape = self.metadata.chunks
@@ -419,7 +421,7 @@ async def resize_async(self, new_shape: ChunkCoords) -> ArrayV2:
         new_chunk_coords = set(all_chunk_coords(new_shape, chunk_shape))
 
         async def _delete_key(key: str) -> None:
-            await (self.store_path / key).delete_async()
+            await (self.store_path / key).delete()
 
         await concurrent_map(
             [
@@ -430,8 +432,8 @@ async def _delete_key(key: str) -> None:
         )
 
         # Write new metadata
-        await (self.store_path / ZARRAY_JSON).set_async(new_metadata.to_bytes())
-        return evolve(self, metadata=new_metadata)
+        await (self.store_path / ZARRAY_JSON).set(new_metadata.to_bytes())
+        return replace(self, metadata=new_metadata)
 
     def resize(self, new_shape: ChunkCoords) -> ArrayV2:
         return sync(self.resize_async(new_shape), self.runtime_configuration.asyncio_loop)
@@ -439,36 +441,22 @@ def resize(self, new_shape: ChunkCoords) -> ArrayV2:
     async def convert_to_v3_async(self) -> Array:
         from sys import byteorder as sys_byteorder
 
+        from zarr.v3.abc.codec import Codec
         from zarr.v3.array import Array
         from zarr.v3.common import ZARR_JSON
-        from zarr.v3.metadata import (
-            ArrayMetadata,
-            DataType,
-            RegularChunkGridConfigurationMetadata,
-            RegularChunkGridMetadata,
-            V2ChunkKeyEncodingConfigurationMetadata,
-            V2ChunkKeyEncodingMetadata,
-            dtype_to_data_type,
-        )
-        from zarr.v3.codecs.blosc import (
-            BloscCodecConfigurationMetadata,
-            BloscCodecMetadata,
-            blosc_shuffle_int_to_str,
-        )
-        from zarr.v3.codecs.bytes import (
-            BytesCodecConfigurationMetadata,
-            BytesCodecMetadata,
-        )
-        from zarr.v3.codecs.gzip import (
-            GzipCodecConfigurationMetadata,
-            GzipCodecMetadata,
-        )
-        from zarr.v3.codecs.transpose import (
-            TransposeCodecConfigurationMetadata,
-            TransposeCodecMetadata,
+        from zarr.v3.chunk_grids import RegularChunkGrid
+        from zarr.v3.chunk_key_encodings import V2ChunkKeyEncoding
+        from zarr.v3.metadata import ArrayMetadata, DataType
+
+        from zarr.v3.codecs import (
+            BloscCodec,
+            BloscShuffle,
+            BytesCodec,
+            GzipCodec,
+            TransposeCodec,
         )
 
-        data_type = DataType[dtype_to_data_type[self.metadata.dtype.str]]
+        data_type = DataType.from_dtype(self.metadata.dtype)
         endian: Literal["little", "big"]
         if self.metadata.dtype.byteorder == "=":
             endian = sys_byteorder
@@ -481,19 +469,11 @@ async def convert_to_v3_async(self) -> Array:
             self.metadata.filters is None or len(self.metadata.filters) == 0
         ), "Filters are not supported by v3."
 
-        codecs: List[CodecMetadata] = []
+        codecs: List[Codec] = []
 
         if self.metadata.order == "F":
-            codecs.append(
-                TransposeCodecMetadata(
-                    configuration=TransposeCodecConfigurationMetadata(
-                        order=tuple(reversed(range(self.metadata.ndim)))
-                    )
-                )
-            )
-        codecs.append(
-            BytesCodecMetadata(configuration=BytesCodecConfigurationMetadata(endian=endian))
-        )
+            codecs.append(TransposeCodec(order=tuple(reversed(range(self.metadata.ndim)))))
+        codecs.append(BytesCodec(endian=endian))
 
         if self.metadata.compressor is not None:
             v2_codec = numcodecs.get_codec(self.metadata.compressor).get_config()
@@ -502,55 +482,41 @@ async def convert_to_v3_async(self) -> Array:
                 "gzip",
             ), "Only blosc and gzip are supported by v3."
             if v2_codec["id"] == "blosc":
-                shuffle = blosc_shuffle_int_to_str[v2_codec.get("shuffle", 0)]
                 codecs.append(
-                    BloscCodecMetadata(
-                        configuration=BloscCodecConfigurationMetadata(
-                            typesize=data_type.byte_count,
-                            cname=v2_codec["cname"],
-                            clevel=v2_codec["clevel"],
-                            shuffle=shuffle,
-                            blocksize=v2_codec.get("blocksize", 0),
-                        )
+                    BloscCodec(
+                        typesize=data_type.byte_count,
+                        cname=v2_codec["cname"],
+                        clevel=v2_codec["clevel"],
+                        shuffle=BloscShuffle.from_int(v2_codec.get("shuffle", 0)),
+                        blocksize=v2_codec.get("blocksize", 0),
                     )
                 )
             elif v2_codec["id"] == "gzip":
-                codecs.append(
-                    GzipCodecMetadata(
-                        configuration=GzipCodecConfigurationMetadata(level=v2_codec.get("level", 5))
-                    )
-                )
+                codecs.append(GzipCodec(level=v2_codec.get("level", 5)))
 
         new_metadata = ArrayMetadata(
             shape=self.metadata.shape,
-            chunk_grid=RegularChunkGridMetadata(
-                configuration=RegularChunkGridConfigurationMetadata(
-                    chunk_shape=self.metadata.chunks
-                )
-            ),
+            chunk_grid=RegularChunkGrid(chunk_shape=self.metadata.chunks),
             data_type=data_type,
             fill_value=0 if self.metadata.fill_value is None else self.metadata.fill_value,
-            chunk_key_encoding=V2ChunkKeyEncodingMetadata(
-                configuration=V2ChunkKeyEncodingConfigurationMetadata(
-                    separator=self.metadata.dimension_separator
-                )
-            ),
+            chunk_key_encoding=V2ChunkKeyEncoding(separator=self.metadata.dimension_separator),
             codecs=codecs,
             attributes=self.attributes or {},
+            dimension_names=None,
         )
 
         new_metadata_bytes = new_metadata.to_bytes()
-        await (self.store_path / ZARR_JSON).set_async(new_metadata_bytes)
+        await (self.store_path / ZARR_JSON).set(new_metadata_bytes)
 
-        return Array.from_json(
+        return Array.from_dict(
             store_path=self.store_path,
-            zarr_json=json.loads(new_metadata_bytes),
+            data=json.loads(new_metadata_bytes),
             runtime_configuration=self.runtime_configuration,
         )
 
     async def update_attributes_async(self, new_attributes: Dict[str, Any]) -> ArrayV2:
-        await (self.store_path / ZATTRS_JSON).set_async(json.dumps(new_attributes).encode())
-        return evolve(self, attributes=new_attributes)
+        await (self.store_path / ZATTRS_JSON).set(json.dumps(new_attributes).encode())
+        return replace(self, attributes=new_attributes)
 
     def update_attributes(self, new_attributes: Dict[str, Any]) -> ArrayV2:
         return sync(
diff --git a/src/zarr/v3/chunk_grids.py b/src/zarr/v3/chunk_grids.py
new file mode 100644
index 0000000000..6c48323798
--- /dev/null
+++ b/src/zarr/v3/chunk_grids.py
@@ -0,0 +1,47 @@
+from __future__ import annotations
+from typing import TYPE_CHECKING, Any, Dict
+from dataclasses import dataclass
+from zarr.v3.abc.metadata import Metadata
+
+from zarr.v3.common import (
+    JSON,
+    ChunkCoords,
+    ChunkCoordsLike,
+    parse_named_configuration,
+    parse_shapelike,
+)
+
+if TYPE_CHECKING:
+    from typing_extensions import Self
+
+
+@dataclass(frozen=True)
+class ChunkGrid(Metadata):
+    @classmethod
+    def from_dict(cls, data: Dict[str, JSON]) -> ChunkGrid:
+        if isinstance(data, ChunkGrid):
+            return data  # type: ignore
+
+        name_parsed, _ = parse_named_configuration(data)
+        if name_parsed == "regular":
+            return RegularChunkGrid.from_dict(data)
+        raise ValueError(f"Unknown chunk grid. Got {name_parsed}.")
+
+
+@dataclass(frozen=True)
+class RegularChunkGrid(ChunkGrid):
+    chunk_shape: ChunkCoords
+
+    def __init__(self, *, chunk_shape: ChunkCoordsLike) -> None:
+        chunk_shape_parsed = parse_shapelike(chunk_shape)
+
+        object.__setattr__(self, "chunk_shape", chunk_shape_parsed)
+
+    @classmethod
+    def from_dict(cls, data: Dict[str, Any]) -> Self:
+        _, configuration_parsed = parse_named_configuration(data, "regular")
+
+        return cls(**configuration_parsed)  # type: ignore[arg-type]
+
+    def to_dict(self) -> Dict[str, JSON]:
+        return {"name": "regular", "configuration": {"chunk_shape": list(self.chunk_shape)}}
diff --git a/src/zarr/v3/chunk_key_encodings.py b/src/zarr/v3/chunk_key_encodings.py
new file mode 100644
index 0000000000..e4339240e3
--- /dev/null
+++ b/src/zarr/v3/chunk_key_encodings.py
@@ -0,0 +1,81 @@
+from __future__ import annotations
+from abc import abstractmethod
+from typing import TYPE_CHECKING, Dict, Literal
+from dataclasses import dataclass
+from zarr.v3.abc.metadata import Metadata
+
+from zarr.v3.common import (
+    JSON,
+    ChunkCoords,
+    parse_named_configuration,
+)
+
+if TYPE_CHECKING:
+    pass
+
+SeparatorLiteral = Literal[".", "/"]
+
+
+def parse_separator(data: JSON) -> SeparatorLiteral:
+    if data not in (".", "/"):
+        raise ValueError(f"Expected an '.' or '/' separator. Got {data} instead.")
+    return data  # type: ignore
+
+
+@dataclass(frozen=True)
+class ChunkKeyEncoding(Metadata):
+    name: str
+    separator: SeparatorLiteral = "."
+
+    def __init__(self, *, separator: SeparatorLiteral) -> None:
+        separator_parsed = parse_separator(separator)
+
+        object.__setattr__(self, "separator", separator_parsed)
+
+    @classmethod
+    def from_dict(cls, data: Dict[str, JSON]) -> ChunkKeyEncoding:
+        if isinstance(data, ChunkKeyEncoding):
+            return data  # type: ignore
+
+        name_parsed, configuration_parsed = parse_named_configuration(data)
+        if name_parsed == "default":
+            return DefaultChunkKeyEncoding(**configuration_parsed)  # type: ignore[arg-type]
+        if name_parsed == "v2":
+            return V2ChunkKeyEncoding(**configuration_parsed)  # type: ignore[arg-type]
+        raise ValueError(f"Unknown chunk key encoding. Got {name_parsed}.")
+
+    def to_dict(self) -> Dict[str, JSON]:
+        return {"name": self.name, "configuration": {"separator": self.separator}}
+
+    @abstractmethod
+    def decode_chunk_key(self, chunk_key: str) -> ChunkCoords:
+        pass
+
+    @abstractmethod
+    def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
+        pass
+
+
+@dataclass(frozen=True)
+class DefaultChunkKeyEncoding(ChunkKeyEncoding):
+    name: Literal["default"] = "default"
+
+    def decode_chunk_key(self, chunk_key: str) -> ChunkCoords:
+        if chunk_key == "c":
+            return ()
+        return tuple(map(int, chunk_key[1:].split(self.separator)))
+
+    def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
+        return self.separator.join(map(str, ("c",) + chunk_coords))
+
+
+@dataclass(frozen=True)
+class V2ChunkKeyEncoding(ChunkKeyEncoding):
+    name: Literal["v2"] = "v2"
+
+    def decode_chunk_key(self, chunk_key: str) -> ChunkCoords:
+        return tuple(map(int, chunk_key.split(self.separator)))
+
+    def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
+        chunk_identifier = self.separator.join(map(str, chunk_coords))
+        return "0" if chunk_identifier == "" else chunk_identifier
diff --git a/src/zarr/v3/codecs/__init__.py b/src/zarr/v3/codecs/__init__.py
index 40c71f6807..474344ec25 100644
--- a/src/zarr/v3/codecs/__init__.py
+++ b/src/zarr/v3/codecs/__init__.py
@@ -1,323 +1,9 @@
 from __future__ import annotations
 
-from typing import (
-    TYPE_CHECKING,
-    Iterable,
-    Iterator,
-    List,
-    Literal,
-    Optional,
-    Tuple,
-    Union,
-)
-from warnings import warn
-from attr import frozen
-
-import numpy as np
-
-from zarr.v3.abc.codec import (
-    ArrayBytesCodecPartialDecodeMixin,
-    ArrayBytesCodecPartialEncodeMixin,
-    Codec,
-    ArrayArrayCodec,
-    ArrayBytesCodec,
-    BytesBytesCodec,
-)
-from zarr.v3.common import BytesLike, SliceSelection
-from zarr.v3.metadata import CodecMetadata, ShardingCodecIndexLocation, RuntimeConfiguration
-from zarr.v3.store import StorePath
-
-if TYPE_CHECKING:
-    from zarr.v3.metadata import ArrayMetadata, ArraySpec
-    from zarr.v3.codecs.sharding import ShardingCodecMetadata
-    from zarr.v3.codecs.blosc import BloscCodecMetadata
-    from zarr.v3.codecs.bytes import BytesCodecMetadata
-    from zarr.v3.codecs.transpose import TransposeCodecMetadata
-    from zarr.v3.codecs.gzip import GzipCodecMetadata
-    from zarr.v3.codecs.zstd import ZstdCodecMetadata
-    from zarr.v3.codecs.crc32c_ import Crc32cCodecMetadata
-
-
-def _find_array_bytes_codec(
-    codecs: Iterable[Tuple[Codec, ArraySpec]]
-) -> Tuple[ArrayBytesCodec, ArraySpec]:
-    for codec, array_spec in codecs:
-        if isinstance(codec, ArrayBytesCodec):
-            return (codec, array_spec)
-    raise KeyError
-
-
-@frozen
-class CodecPipeline:
-    array_array_codecs: List[ArrayArrayCodec]
-    array_bytes_codec: ArrayBytesCodec
-    bytes_bytes_codecs: List[BytesBytesCodec]
-
-    @classmethod
-    def create(cls, codecs: List[Codec]) -> CodecPipeline:
-        from zarr.v3.codecs.sharding import ShardingCodec
-
-        assert any(
-            isinstance(codec, ArrayBytesCodec) for codec in codecs
-        ), "Exactly one array-to-bytes codec is required."
-
-        prev_codec: Optional[Codec] = None
-        for codec in codecs:
-            if prev_codec is not None:
-                assert not isinstance(codec, ArrayBytesCodec) or not isinstance(
-                    prev_codec, ArrayBytesCodec
-                ), (
-                    f"ArrayBytesCodec '{type(codec)}' cannot follow after "
-                    + f"ArrayBytesCodec '{type(prev_codec)}' because exactly "
-                    + "1 ArrayBytesCodec is allowed."
-                )
-                assert not isinstance(codec, ArrayBytesCodec) or not isinstance(
-                    prev_codec, BytesBytesCodec
-                ), (
-                    f"ArrayBytesCodec '{type(codec)}' cannot follow after "
-                    + f"BytesBytesCodec '{type(prev_codec)}'."
-                )
-                assert not isinstance(codec, ArrayArrayCodec) or not isinstance(
-                    prev_codec, ArrayBytesCodec
-                ), (
-                    f"ArrayArrayCodec '{type(codec)}' cannot follow after "
-                    + f"ArrayBytesCodec '{type(prev_codec)}'."
-                )
-                assert not isinstance(codec, ArrayArrayCodec) or not isinstance(
-                    prev_codec, BytesBytesCodec
-                ), (
-                    f"ArrayArrayCodec '{type(codec)}' cannot follow after "
-                    + f"BytesBytesCodec '{type(prev_codec)}'."
-                )
-            prev_codec = codec
-
-        if any(isinstance(codec, ShardingCodec) for codec in codecs) and len(codecs) > 1:
-            warn(
-                "Combining a `sharding_indexed` codec disables partial reads and "
-                + "writes, which may lead to inefficient performance."
-            )
-
-        return CodecPipeline(
-            array_array_codecs=[codec for codec in codecs if isinstance(codec, ArrayArrayCodec)],
-            array_bytes_codec=[codec for codec in codecs if isinstance(codec, ArrayBytesCodec)][0],
-            bytes_bytes_codecs=[codec for codec in codecs if isinstance(codec, BytesBytesCodec)],
-        )
-
-    @property
-    def supports_partial_decode(self) -> bool:
-        return (len(self.array_array_codecs) + len(self.bytes_bytes_codecs)) == 0 and isinstance(
-            self.array_bytes_codec, ArrayBytesCodecPartialDecodeMixin
-        )
-
-    @property
-    def supports_partial_encode(self) -> bool:
-        return (len(self.array_array_codecs) + len(self.bytes_bytes_codecs)) == 0 and isinstance(
-            self.array_bytes_codec, ArrayBytesCodecPartialEncodeMixin
-        )
-
-    def __iter__(self) -> Iterator[Codec]:
-        for aa_codec in self.array_array_codecs:
-            yield aa_codec
-
-        yield self.array_bytes_codec
-
-        for bb_codec in self.bytes_bytes_codecs:
-            yield bb_codec
-
-    def validate(self, array_metadata: ArrayMetadata) -> None:
-        for codec in self:
-            codec.validate(array_metadata)
-
-    def _codecs_with_resolved_metadata(
-        self, array_spec: ArraySpec
-    ) -> Tuple[
-        List[Tuple[ArrayArrayCodec, ArraySpec]],
-        Tuple[ArrayBytesCodec, ArraySpec],
-        List[Tuple[BytesBytesCodec, ArraySpec]],
-    ]:
-        aa_codecs_with_spec: List[Tuple[ArrayArrayCodec, ArraySpec]] = []
-        for aa_codec in self.array_array_codecs:
-            aa_codecs_with_spec.append((aa_codec, array_spec))
-            array_spec = aa_codec.resolve_metadata(array_spec)
-
-        ab_codec_with_spec = (self.array_bytes_codec, array_spec)
-        array_spec = self.array_bytes_codec.resolve_metadata(array_spec)
-
-        bb_codecs_with_spec: List[Tuple[BytesBytesCodec, ArraySpec]] = []
-        for bb_codec in self.bytes_bytes_codecs:
-            bb_codecs_with_spec.append((bb_codec, array_spec))
-            array_spec = bb_codec.resolve_metadata(array_spec)
-
-        return (aa_codecs_with_spec, ab_codec_with_spec, bb_codecs_with_spec)
-
-    async def decode(
-        self,
-        chunk_bytes: BytesLike,
-        array_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
-    ) -> np.ndarray:
-        (
-            aa_codecs_with_spec,
-            ab_codec_with_spec,
-            bb_codecs_with_spec,
-        ) = self._codecs_with_resolved_metadata(array_spec)
-
-        for bb_codec, array_spec in bb_codecs_with_spec[::-1]:
-            chunk_bytes = await bb_codec.decode(chunk_bytes, array_spec, runtime_configuration)
-
-        ab_codec, array_spec = ab_codec_with_spec
-        chunk_array = await ab_codec.decode(chunk_bytes, array_spec, runtime_configuration)
-
-        for aa_codec, array_spec in aa_codecs_with_spec[::-1]:
-            chunk_array = await aa_codec.decode(chunk_array, array_spec, runtime_configuration)
-
-        return chunk_array
-
-    async def decode_partial(
-        self,
-        store_path: StorePath,
-        selection: SliceSelection,
-        chunk_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
-    ) -> Optional[np.ndarray]:
-        assert self.supports_partial_decode
-        assert isinstance(self.array_bytes_codec, ArrayBytesCodecPartialDecodeMixin)
-        return await self.array_bytes_codec.decode_partial(
-            store_path, selection, chunk_spec, runtime_configuration
-        )
-
-    async def encode(
-        self,
-        chunk_array: np.ndarray,
-        array_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
-    ) -> Optional[BytesLike]:
-        (
-            aa_codecs_with_spec,
-            ab_codec_with_spec,
-            bb_codecs_with_spec,
-        ) = self._codecs_with_resolved_metadata(array_spec)
-
-        for aa_codec, array_spec in aa_codecs_with_spec:
-            chunk_array_maybe = await aa_codec.encode(
-                chunk_array, array_spec, runtime_configuration
-            )
-            if chunk_array_maybe is None:
-                return None
-            chunk_array = chunk_array_maybe
-
-        ab_codec, array_spec = ab_codec_with_spec
-        chunk_bytes_maybe = await ab_codec.encode(chunk_array, array_spec, runtime_configuration)
-        if chunk_bytes_maybe is None:
-            return None
-        chunk_bytes = chunk_bytes_maybe
-
-        for bb_codec, array_spec in bb_codecs_with_spec:
-            chunk_bytes_maybe = await bb_codec.encode(
-                chunk_bytes, array_spec, runtime_configuration
-            )
-            if chunk_bytes_maybe is None:
-                return None
-            chunk_bytes = chunk_bytes_maybe
-
-        return chunk_bytes
-
-    async def encode_partial(
-        self,
-        store_path: StorePath,
-        chunk_array: np.ndarray,
-        selection: SliceSelection,
-        chunk_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
-    ) -> None:
-        assert self.supports_partial_encode
-        assert isinstance(self.array_bytes_codec, ArrayBytesCodecPartialEncodeMixin)
-        await self.array_bytes_codec.encode_partial(
-            store_path, chunk_array, selection, chunk_spec, runtime_configuration
-        )
-
-    def compute_encoded_size(self, byte_length: int, array_spec: ArraySpec) -> int:
-        for codec in self:
-            byte_length = codec.compute_encoded_size(byte_length, array_spec)
-            array_spec = codec.resolve_metadata(array_spec)
-        return byte_length
-
-
-def blosc_codec(
-    typesize: int,
-    cname: Literal["lz4", "lz4hc", "blosclz", "zstd", "snappy", "zlib"] = "zstd",
-    clevel: int = 5,
-    shuffle: Literal["noshuffle", "shuffle", "bitshuffle"] = "noshuffle",
-    blocksize: int = 0,
-) -> "BloscCodecMetadata":
-    from zarr.v3.codecs.blosc import BloscCodecMetadata, BloscCodecConfigurationMetadata
-
-    return BloscCodecMetadata(
-        configuration=BloscCodecConfigurationMetadata(
-            cname=cname,
-            clevel=clevel,
-            shuffle=shuffle,
-            blocksize=blocksize,
-            typesize=typesize,
-        )
-    )
-
-
-def bytes_codec(endian: Optional[Literal["big", "little"]] = "little") -> "BytesCodecMetadata":
-    from zarr.v3.codecs.bytes import BytesCodecMetadata, BytesCodecConfigurationMetadata
-
-    return BytesCodecMetadata(configuration=BytesCodecConfigurationMetadata(endian))
-
-
-def transpose_codec(
-    order: Union[Tuple[int, ...], Literal["C", "F"]], ndim: Optional[int] = None
-) -> "TransposeCodecMetadata":
-    from zarr.v3.codecs.transpose import TransposeCodecMetadata, TransposeCodecConfigurationMetadata
-
-    if order == "C" or order == "F":
-        assert (
-            isinstance(ndim, int) and ndim > 0
-        ), 'When using "C" or "F" the `ndim` argument needs to be provided.'
-        if order == "C":
-            order = tuple(range(ndim))
-        if order == "F":
-            order = tuple(ndim - i - 1 for i in range(ndim))
-
-    return TransposeCodecMetadata(configuration=TransposeCodecConfigurationMetadata(order))
-
-
-def gzip_codec(level: int = 5) -> "GzipCodecMetadata":
-    from zarr.v3.codecs.gzip import GzipCodecMetadata, GzipCodecConfigurationMetadata
-
-    return GzipCodecMetadata(configuration=GzipCodecConfigurationMetadata(level))
-
-
-def zstd_codec(level: int = 0, checksum: bool = False) -> "ZstdCodecMetadata":
-    from zarr.v3.codecs.zstd import ZstdCodecMetadata, ZstdCodecConfigurationMetadata
-
-    return ZstdCodecMetadata(configuration=ZstdCodecConfigurationMetadata(level, checksum))
-
-
-def crc32c_codec() -> "Crc32cCodecMetadata":
-    from zarr.v3.codecs.crc32c_ import Crc32cCodecMetadata
-
-    return Crc32cCodecMetadata()
-
-
-def sharding_codec(
-    chunk_shape: Tuple[int, ...],
-    codecs: Optional[Iterable[CodecMetadata]] = None,
-    index_codecs: Optional[Iterable[CodecMetadata]] = None,
-    index_location: ShardingCodecIndexLocation = ShardingCodecIndexLocation.end,
-) -> "ShardingCodecMetadata":
-    from zarr.v3.codecs.sharding import ShardingCodecMetadata, ShardingCodecConfigurationMetadata
-
-    codecs = tuple(codecs) if codecs is not None else (bytes_codec(),)
-    index_codecs = (
-        tuple(index_codecs) if index_codecs is not None else (bytes_codec(), crc32c_codec())
-    )
-    return ShardingCodecMetadata(
-        configuration=ShardingCodecConfigurationMetadata(
-            chunk_shape, codecs, index_codecs, index_location
-        )
-    )
+from zarr.v3.codecs.blosc import BloscCodec, BloscCname, BloscShuffle  # noqa: F401
+from zarr.v3.codecs.bytes import BytesCodec, Endian  # noqa: F401
+from zarr.v3.codecs.crc32c_ import Crc32cCodec  # noqa: F401
+from zarr.v3.codecs.gzip import GzipCodec  # noqa: F401
+from zarr.v3.codecs.sharding import ShardingCodec, ShardingCodecIndexLocation  # noqa: F401
+from zarr.v3.codecs.transpose import TransposeCodec  # noqa: F401
+from zarr.v3.codecs.zstd import ZstdCodec  # noqa: F401
diff --git a/src/zarr/v3/codecs/blosc.py b/src/zarr/v3/codecs/blosc.py
index efc862e636..479865241f 100644
--- a/src/zarr/v3/codecs/blosc.py
+++ b/src/zarr/v3/codecs/blosc.py
@@ -1,85 +1,161 @@
 from __future__ import annotations
-from functools import lru_cache
+from dataclasses import dataclass, replace
+from enum import Enum
+from functools import cached_property
 
-from typing import (
-    TYPE_CHECKING,
-    Dict,
-    Literal,
-    Optional,
-    Type,
-)
+from typing import TYPE_CHECKING, Union
 
 import numcodecs
 import numpy as np
-from attr import evolve, frozen, field
 from numcodecs.blosc import Blosc
 
 from zarr.v3.abc.codec import BytesBytesCodec
 from zarr.v3.codecs.registry import register_codec
-from zarr.v3.common import BytesLike, to_thread
+from zarr.v3.common import parse_enum, parse_named_configuration, to_thread
 
 if TYPE_CHECKING:
-    from zarr.v3.metadata import ArraySpec, CodecMetadata, DataType, RuntimeConfiguration
+    from typing import Dict, Optional
+    from typing_extensions import Self
+    from zarr.v3.common import JSON, ArraySpec, BytesLike
+    from zarr.v3.config import RuntimeConfiguration
 
 
-BloscShuffle = Literal["noshuffle", "shuffle", "bitshuffle"]
+class BloscShuffle(Enum):
+    noshuffle = "noshuffle"
+    shuffle = "shuffle"
+    bitshuffle = "bitshuffle"
+
+    @classmethod
+    def from_int(cls, num: int) -> BloscShuffle:
+        blosc_shuffle_int_to_str = {
+            0: "noshuffle",
+            1: "shuffle",
+            2: "bitshuffle",
+        }
+        if num not in blosc_shuffle_int_to_str:
+            raise ValueError(f"Value must be between 0 and 2. Got {num}.")
+        return BloscShuffle[blosc_shuffle_int_to_str[num]]
+
+
+class BloscCname(Enum):
+    lz4 = "lz4"
+    lz4hc = "lz4hc"
+    blosclz = "blosclz"
+    zstd = "zstd"
+    snappy = "snappy"
+    zlib = "zlib"
+
 
 # See https://zarr.readthedocs.io/en/stable/tutorial.html#configuring-blosc
 numcodecs.blosc.use_threads = False
 
 
-@frozen
-class BloscCodecConfigurationMetadata:
-    typesize: int
-    cname: Literal["lz4", "lz4hc", "blosclz", "zstd", "snappy", "zlib"] = "zstd"
-    clevel: int = 5
-    shuffle: BloscShuffle = "noshuffle"
-    blocksize: int = 0
+def parse_typesize(data: JSON) -> int:
+    if isinstance(data, int):
+        if data > 0:
+            return data
+        else:
+            raise ValueError(
+                f"Value must be greater than 0. Got {data}, which is less or equal to 0."
+            )
+    raise TypeError(f"Value must be an int. Got {type(data)} instead.")
 
 
-blosc_shuffle_int_to_str: Dict[int, BloscShuffle] = {
-    0: "noshuffle",
-    1: "shuffle",
-    2: "bitshuffle",
-}
+# todo: real validation
+def parse_clevel(data: JSON) -> int:
+    if isinstance(data, int):
+        return data
+    raise TypeError(f"Value should be an int. Got {type(data)} instead.")
 
 
-@frozen
-class BloscCodecMetadata:
-    configuration: BloscCodecConfigurationMetadata
-    name: Literal["blosc"] = field(default="blosc", init=False)
+def parse_blocksize(data: JSON) -> int:
+    if isinstance(data, int):
+        return data
+    raise TypeError(f"Value should be an int. Got {type(data)} instead.")
 
 
-@frozen
+@dataclass(frozen=True)
 class BloscCodec(BytesBytesCodec):
-    configuration: BloscCodecConfigurationMetadata
     is_fixed_size = False
 
-    @classmethod
-    def from_metadata(cls, codec_metadata: CodecMetadata) -> BloscCodec:
-        assert isinstance(codec_metadata, BloscCodecMetadata)
-        return cls(configuration=codec_metadata.configuration)
+    typesize: int
+    cname: BloscCname = BloscCname.zstd
+    clevel: int = 5
+    shuffle: BloscShuffle = BloscShuffle.noshuffle
+    blocksize: int = 0
+
+    def __init__(
+        self,
+        *,
+        typesize: Optional[int] = None,
+        cname: Union[BloscCname, str] = BloscCname.zstd,
+        clevel: int = 5,
+        shuffle: Union[BloscShuffle, str, None] = None,
+        blocksize: int = 0,
+    ) -> None:
+        typesize_parsed = parse_typesize(typesize) if typesize is not None else None
+        cname_parsed = parse_enum(cname, BloscCname)
+        clevel_parsed = parse_clevel(clevel)
+        shuffle_parsed = parse_enum(shuffle, BloscShuffle) if shuffle is not None else None
+        blocksize_parsed = parse_blocksize(blocksize)
+
+        object.__setattr__(self, "typesize", typesize_parsed)
+        object.__setattr__(self, "cname", cname_parsed)
+        object.__setattr__(self, "clevel", clevel_parsed)
+        object.__setattr__(self, "shuffle", shuffle_parsed)
+        object.__setattr__(self, "blocksize", blocksize_parsed)
 
     @classmethod
-    def get_metadata_class(cls) -> Type[BloscCodecMetadata]:
-        return BloscCodecMetadata
+    def from_dict(cls, data: Dict[str, JSON]) -> Self:
+        _, configuration_parsed = parse_named_configuration(data, "blosc")
+        return cls(**configuration_parsed)  # type: ignore[arg-type]
+
+    def to_dict(self) -> Dict[str, JSON]:
+        if self.typesize is None:
+            raise ValueError("`typesize` needs to be set for serialization.")
+        if self.shuffle is None:
+            raise ValueError("`shuffle` needs to be set for serialization.")
+        return {
+            "name": "blosc",
+            "configuration": {
+                "typesize": self.typesize,
+                "cname": self.cname,
+                "clevel": self.clevel,
+                "shuffle": self.shuffle,
+                "blocksize": self.blocksize,
+            },
+        }
 
-    def evolve(self, *, data_type: DataType, **_kwargs) -> BloscCodec:
+    def evolve(self, array_spec: ArraySpec) -> Self:
         new_codec = self
-        if new_codec.configuration.typesize == 0:
-            new_configuration = evolve(new_codec.configuration, typesize=data_type.byte_count)
-            new_codec = evolve(new_codec, configuration=new_configuration)
+        if new_codec.typesize is None:
+            new_codec = replace(new_codec, typesize=array_spec.dtype.itemsize)
+        if new_codec.shuffle is None:
+            new_codec = replace(
+                new_codec,
+                shuffle=(
+                    BloscShuffle.bitshuffle
+                    if array_spec.dtype.itemsize == 1
+                    else BloscShuffle.shuffle
+                ),
+            )
 
         return new_codec
 
-    @lru_cache
-    def get_blosc_codec(self) -> Blosc:
-        map_shuffle_str_to_int = {"noshuffle": 0, "shuffle": 1, "bitshuffle": 2}
+    @cached_property
+    def _blosc_codec(self) -> Blosc:
+        if self.shuffle is None:
+            raise ValueError("`shuffle` needs to be set for decoding and encoding.")
+        map_shuffle_str_to_int = {
+            BloscShuffle.noshuffle: 0,
+            BloscShuffle.shuffle: 1,
+            BloscShuffle.bitshuffle: 2,
+        }
         config_dict = {
-            "cname": self.configuration.cname,
-            "clevel": self.configuration.clevel,
-            "shuffle": map_shuffle_str_to_int[self.configuration.shuffle],
-            "blocksize": self.configuration.blocksize,
+            "cname": self.cname.name,
+            "clevel": self.clevel,
+            "shuffle": map_shuffle_str_to_int[self.shuffle],
+            "blocksize": self.blocksize,
         }
         return Blosc.from_config(config_dict)
 
@@ -89,7 +165,7 @@ async def decode(
         _chunk_spec: ArraySpec,
         _runtime_configuration: RuntimeConfiguration,
     ) -> BytesLike:
-        return await to_thread(self.get_blosc_codec().decode, chunk_bytes)
+        return await to_thread(self._blosc_codec.decode, chunk_bytes)
 
     async def encode(
         self,
@@ -98,7 +174,7 @@ async def encode(
         _runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         chunk_array = np.frombuffer(chunk_bytes, dtype=chunk_spec.dtype)
-        return await to_thread(self.get_blosc_codec().encode, chunk_array)
+        return await to_thread(self._blosc_codec.encode, chunk_array)
 
     def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         raise NotImplementedError
diff --git a/src/zarr/v3/codecs/bytes.py b/src/zarr/v3/codecs/bytes.py
index de7c750bc9..f92fe5606d 100644
--- a/src/zarr/v3/codecs/bytes.py
+++ b/src/zarr/v3/codecs/bytes.py
@@ -1,65 +1,72 @@
 from __future__ import annotations
+from dataclasses import dataclass, replace
+from enum import Enum
+import sys
 
-from typing import (
-    TYPE_CHECKING,
-    Literal,
-    Optional,
-    Type,
-)
+from typing import TYPE_CHECKING, Dict, Optional, Union
 
 import numpy as np
-from attr import frozen, field
 
 from zarr.v3.abc.codec import ArrayBytesCodec
 from zarr.v3.codecs.registry import register_codec
-from zarr.v3.common import BytesLike
+from zarr.v3.common import parse_enum, parse_named_configuration
 
 if TYPE_CHECKING:
-    from zarr.v3.metadata import CodecMetadata, ArraySpec, ArrayMetadata, RuntimeConfiguration
+    from zarr.v3.common import JSON, ArraySpec, BytesLike
+    from zarr.v3.config import RuntimeConfiguration
+    from typing_extensions import Self
 
 
-Endian = Literal["big", "little"]
+class Endian(Enum):
+    big = "big"
+    little = "little"
 
 
-@frozen
-class BytesCodecConfigurationMetadata:
-    endian: Optional[Endian] = "little"
+default_system_endian = Endian(sys.byteorder)
 
 
-@frozen
-class BytesCodecMetadata:
-    configuration: BytesCodecConfigurationMetadata
-    name: Literal["bytes"] = field(default="bytes", init=True)
-
-
-@frozen
+@dataclass(frozen=True)
 class BytesCodec(ArrayBytesCodec):
-    configuration: BytesCodecConfigurationMetadata
     is_fixed_size = True
 
-    @classmethod
-    def from_metadata(cls, codec_metadata: CodecMetadata) -> BytesCodec:
-        assert isinstance(codec_metadata, BytesCodecMetadata)
-        return cls(configuration=codec_metadata.configuration)
+    endian: Optional[Endian]
 
-    @classmethod
-    def get_metadata_class(cls) -> Type[BytesCodecMetadata]:
-        return BytesCodecMetadata
+    def __init__(self, *, endian: Union[Endian, str, None] = default_system_endian) -> None:
+        endian_parsed = None if endian is None else parse_enum(endian, Endian)
 
-    def validate(self, array_metadata: ArrayMetadata) -> None:
-        assert (
-            not array_metadata.data_type.has_endianness or self.configuration.endian is not None
-        ), "The `endian` configuration needs to be specified for multi-byte data types."
+        object.__setattr__(self, "endian", endian_parsed)
+
+    @classmethod
+    def from_dict(cls, data: Dict[str, JSON]) -> Self:
+        _, configuration_parsed = parse_named_configuration(
+            data, "bytes", require_configuration=False
+        )
+        configuration_parsed = configuration_parsed or {}
+        return cls(**configuration_parsed)  # type: ignore[arg-type]
+
+    def to_dict(self) -> Dict[str, JSON]:
+        if self.endian is None:
+            return {"name": "bytes"}
+        else:
+            return {"name": "bytes", "configuration": {"endian": self.endian}}
+
+    def evolve(self, array_spec: ArraySpec) -> Self:
+        if array_spec.dtype.itemsize == 0:
+            if self.endian is not None:
+                return replace(self, endian=None)
+        elif self.endian is None:
+            raise ValueError(
+                "The `endian` configuration needs to be specified for multi-byte data types."
+            )
+        return self
 
     def _get_byteorder(self, array: np.ndarray) -> Endian:
         if array.dtype.byteorder == "<":
-            return "little"
+            return Endian.little
         elif array.dtype.byteorder == ">":
-            return "big"
+            return Endian.big
         else:
-            import sys
-
-            return sys.byteorder
+            return default_system_endian
 
     async def decode(
         self,
@@ -68,13 +75,14 @@ async def decode(
         _runtime_configuration: RuntimeConfiguration,
     ) -> np.ndarray:
         if chunk_spec.dtype.itemsize > 0:
-            if self.configuration.endian == "little":
+            if self.endian == Endian.little:
                 prefix = "<"
             else:
                 prefix = ">"
-            dtype = np.dtype(f"{prefix}{chunk_spec.data_type.to_numpy_shortname()}")
+            dtype = np.dtype(f"{prefix}{chunk_spec.dtype.str[1:]}")
         else:
-            dtype = np.dtype(f"|{chunk_spec.data_type.to_numpy_shortname()}")
+            dtype = np.dtype(f"|{chunk_spec.dtype.str[1:]}")
+        print(dtype)
         chunk_array = np.frombuffer(chunk_bytes, dtype)
 
         # ensure correct chunk shape
@@ -92,8 +100,8 @@ async def encode(
     ) -> Optional[BytesLike]:
         if chunk_array.dtype.itemsize > 1:
             byteorder = self._get_byteorder(chunk_array)
-            if self.configuration.endian != byteorder:
-                new_dtype = chunk_array.dtype.newbyteorder(self.configuration.endian)
+            if self.endian is not None and self.endian != byteorder:
+                new_dtype = chunk_array.dtype.newbyteorder(self.endian.name)
                 chunk_array = chunk_array.astype(new_dtype)
         return chunk_array.tobytes()
 
diff --git a/src/zarr/v3/codecs/crc32c_.py b/src/zarr/v3/codecs/crc32c_.py
index 4f8b9c7b0b..555bdeae3b 100644
--- a/src/zarr/v3/codecs/crc32c_.py
+++ b/src/zarr/v3/codecs/crc32c_.py
@@ -1,41 +1,34 @@
 from __future__ import annotations
+from dataclasses import dataclass
 
-from typing import (
-    TYPE_CHECKING,
-    Literal,
-    Optional,
-    Type,
-)
+from typing import TYPE_CHECKING
 
 import numpy as np
-from attr import frozen, field
+
 from crc32c import crc32c
 
 from zarr.v3.abc.codec import BytesBytesCodec
 from zarr.v3.codecs.registry import register_codec
-from zarr.v3.common import BytesLike
+from zarr.v3.common import parse_named_configuration
 
 if TYPE_CHECKING:
-    from zarr.v3.metadata import ArraySpec, CodecMetadata, RuntimeConfiguration
-
+    from typing import Dict, Optional
+    from typing_extensions import Self
+    from zarr.v3.common import JSON, BytesLike, ArraySpec
+    from zarr.v3.config import RuntimeConfiguration
 
-@frozen
-class Crc32cCodecMetadata:
-    name: Literal["crc32c"] = field(default="crc32c", init=False)
 
-
-@frozen
+@dataclass(frozen=True)
 class Crc32cCodec(BytesBytesCodec):
     is_fixed_size = True
 
     @classmethod
-    def from_metadata(cls, codec_metadata: CodecMetadata) -> Crc32cCodec:
-        assert isinstance(codec_metadata, Crc32cCodecMetadata)
+    def from_dict(cls, data: Dict[str, JSON]) -> Self:
+        parse_named_configuration(data, "crc32c", require_configuration=False)
         return cls()
 
-    @classmethod
-    def get_metadata_class(cls) -> Type[Crc32cCodecMetadata]:
-        return Crc32cCodecMetadata
+    def to_dict(self) -> Dict[str, JSON]:
+        return {"name": "crc32c"}
 
     async def decode(
         self,
@@ -46,7 +39,13 @@ async def decode(
         crc32_bytes = chunk_bytes[-4:]
         inner_bytes = chunk_bytes[:-4]
 
-        assert np.uint32(crc32c(inner_bytes)).tobytes() == bytes(crc32_bytes)
+        computed_checksum = np.uint32(crc32c(inner_bytes)).tobytes()
+        stored_checksum = bytes(crc32_bytes)
+        if computed_checksum != stored_checksum:
+            raise ValueError(
+                "Stored and computed checksum do not match. "
+                + f"Stored: {stored_checksum!r}. Computed: {computed_checksum!r}."
+            )
         return inner_bytes
 
     async def encode(
diff --git a/src/zarr/v3/codecs/gzip.py b/src/zarr/v3/codecs/gzip.py
index a3fafc1382..478eee90c1 100644
--- a/src/zarr/v3/codecs/gzip.py
+++ b/src/zarr/v3/codecs/gzip.py
@@ -1,48 +1,48 @@
 from __future__ import annotations
+from dataclasses import dataclass
 
-from typing import (
-    TYPE_CHECKING,
-    Literal,
-    Optional,
-    Type,
-)
+from typing import TYPE_CHECKING
 
-from attr import frozen, field
 from numcodecs.gzip import GZip
-
 from zarr.v3.abc.codec import BytesBytesCodec
 from zarr.v3.codecs.registry import register_codec
-from zarr.v3.common import BytesLike, to_thread
+from zarr.v3.common import parse_named_configuration, to_thread
 
 if TYPE_CHECKING:
-    from zarr.v3.metadata import ArraySpec, CodecMetadata, RuntimeConfiguration
-
-
-@frozen
-class GzipCodecConfigurationMetadata:
-    level: int = 5
+    from typing import Optional, Dict
+    from typing_extensions import Self
+    from zarr.v3.common import JSON, ArraySpec, BytesLike
+    from zarr.v3.config import RuntimeConfiguration
 
 
-@frozen
-class GzipCodecMetadata:
-    configuration: GzipCodecConfigurationMetadata
-    name: Literal["gzip"] = field(default="gzip", init=False)
+def parse_gzip_level(data: JSON) -> int:
+    if not isinstance(data, (int)):
+        raise TypeError(f"Expected int, got {type(data)}")
+    if data not in range(0, 10):
+        raise ValueError(
+            f"Expected an integer from the inclusive range (0, 9). Got {data} instead."
+        )
+    return data
 
 
-@frozen
+@dataclass(frozen=True)
 class GzipCodec(BytesBytesCodec):
-    configuration: GzipCodecConfigurationMetadata
-    is_fixed_size = True
+    is_fixed_size = False
 
-    @classmethod
-    def from_metadata(cls, codec_metadata: CodecMetadata) -> GzipCodec:
-        assert isinstance(codec_metadata, GzipCodecMetadata)
+    level: int = 5
 
-        return cls(configuration=codec_metadata.configuration)
+    def __init__(self, *, level: int = 5) -> None:
+        level_parsed = parse_gzip_level(level)
+
+        object.__setattr__(self, "level", level_parsed)
 
     @classmethod
-    def get_metadata_class(cls) -> Type[GzipCodecMetadata]:
-        return GzipCodecMetadata
+    def from_dict(cls, data: Dict[str, JSON]) -> Self:
+        _, configuration_parsed = parse_named_configuration(data, "gzip")
+        return cls(**configuration_parsed)  # type: ignore[arg-type]
+
+    def to_dict(self) -> Dict[str, JSON]:
+        return {"name": "gzip", "configuration": {"level": self.level}}
 
     async def decode(
         self,
@@ -50,7 +50,7 @@ async def decode(
         _chunk_spec: ArraySpec,
         _runtime_configuration: RuntimeConfiguration,
     ) -> BytesLike:
-        return await to_thread(GZip(self.configuration.level).decode, chunk_bytes)
+        return await to_thread(GZip(self.level).decode, chunk_bytes)
 
     async def encode(
         self,
@@ -58,7 +58,7 @@ async def encode(
         _chunk_spec: ArraySpec,
         _runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
-        return await to_thread(GZip(self.configuration.level).encode, chunk_bytes)
+        return await to_thread(GZip(self.level).encode, chunk_bytes)
 
     def compute_encoded_size(
         self,
diff --git a/src/zarr/v3/codecs/pipeline.py b/src/zarr/v3/codecs/pipeline.py
new file mode 100644
index 0000000000..7bb872eb79
--- /dev/null
+++ b/src/zarr/v3/codecs/pipeline.py
@@ -0,0 +1,240 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Iterable
+import numpy as np
+from dataclasses import dataclass
+from warnings import warn
+
+from zarr.v3.abc.codec import (
+    ArrayArrayCodec,
+    ArrayBytesCodec,
+    ArrayBytesCodecPartialDecodeMixin,
+    ArrayBytesCodecPartialEncodeMixin,
+    BytesBytesCodec,
+    Codec,
+)
+from zarr.v3.abc.metadata import Metadata
+from zarr.v3.codecs.registry import get_codec_class
+from zarr.v3.common import parse_named_configuration
+
+if TYPE_CHECKING:
+    from typing import Iterator, List, Optional, Tuple, Union
+    from zarr.v3.store import StorePath
+    from zarr.v3.metadata import ArrayMetadata
+    from zarr.v3.config import RuntimeConfiguration
+    from zarr.v3.common import JSON, ArraySpec, BytesLike, SliceSelection
+
+
+@dataclass(frozen=True)
+class CodecPipeline(Metadata):
+    array_array_codecs: Tuple[ArrayArrayCodec, ...]
+    array_bytes_codec: ArrayBytesCodec
+    bytes_bytes_codecs: Tuple[BytesBytesCodec, ...]
+
+    @classmethod
+    def from_dict(cls, data: Iterable[Union[JSON, Codec]]) -> CodecPipeline:
+        out: List[Codec] = []
+        if not isinstance(data, Iterable):
+            raise TypeError(f"Expected iterable, got {type(data)}")
+
+        for c in data:
+            if isinstance(c, Codec):
+                out.append(c)
+            else:
+                name_parsed, _ = parse_named_configuration(c, require_configuration=False)
+                out.append(get_codec_class(name_parsed).from_dict(c))  # type: ignore[arg-type]
+        return CodecPipeline.from_list(out)
+
+    def to_dict(self) -> JSON:
+        return [c.to_dict() for c in self]
+
+    def evolve(self, array_spec: ArraySpec) -> CodecPipeline:
+        return CodecPipeline.from_list([c.evolve(array_spec) for c in self])
+
+    @classmethod
+    def from_list(cls, codecs: List[Codec]) -> CodecPipeline:
+        from zarr.v3.codecs.sharding import ShardingCodec
+
+        if not any(isinstance(codec, ArrayBytesCodec) for codec in codecs):
+            raise ValueError("Exactly one array-to-bytes codec is required.")
+
+        prev_codec: Optional[Codec] = None
+        for codec in codecs:
+            if prev_codec is not None:
+                if isinstance(codec, ArrayBytesCodec) and isinstance(prev_codec, ArrayBytesCodec):
+                    raise ValueError(
+                        f"ArrayBytesCodec '{type(codec)}' cannot follow after "
+                        + f"ArrayBytesCodec '{type(prev_codec)}' because exactly "
+                        + "1 ArrayBytesCodec is allowed."
+                    )
+                if isinstance(codec, ArrayBytesCodec) and isinstance(prev_codec, BytesBytesCodec):
+                    raise ValueError(
+                        f"ArrayBytesCodec '{type(codec)}' cannot follow after "
+                        + f"BytesBytesCodec '{type(prev_codec)}'."
+                    )
+                if isinstance(codec, ArrayArrayCodec) and isinstance(prev_codec, ArrayBytesCodec):
+                    raise ValueError(
+                        f"ArrayArrayCodec '{type(codec)}' cannot follow after "
+                        + f"ArrayBytesCodec '{type(prev_codec)}'."
+                    )
+                if isinstance(codec, ArrayArrayCodec) and isinstance(prev_codec, BytesBytesCodec):
+                    raise ValueError(
+                        f"ArrayArrayCodec '{type(codec)}' cannot follow after "
+                        + f"BytesBytesCodec '{type(prev_codec)}'."
+                    )
+            prev_codec = codec
+
+        if any(isinstance(codec, ShardingCodec) for codec in codecs) and len(codecs) > 1:
+            warn(
+                "Combining a `sharding_indexed` codec disables partial reads and "
+                + "writes, which may lead to inefficient performance."
+            )
+
+        return CodecPipeline(
+            array_array_codecs=tuple(
+                codec for codec in codecs if isinstance(codec, ArrayArrayCodec)
+            ),
+            array_bytes_codec=[codec for codec in codecs if isinstance(codec, ArrayBytesCodec)][0],
+            bytes_bytes_codecs=tuple(
+                codec for codec in codecs if isinstance(codec, BytesBytesCodec)
+            ),
+        )
+
+    @property
+    def supports_partial_decode(self) -> bool:
+        return (len(self.array_array_codecs) + len(self.bytes_bytes_codecs)) == 0 and isinstance(
+            self.array_bytes_codec, ArrayBytesCodecPartialDecodeMixin
+        )
+
+    @property
+    def supports_partial_encode(self) -> bool:
+        return (len(self.array_array_codecs) + len(self.bytes_bytes_codecs)) == 0 and isinstance(
+            self.array_bytes_codec, ArrayBytesCodecPartialEncodeMixin
+        )
+
+    def __iter__(self) -> Iterator[Codec]:
+        for aa_codec in self.array_array_codecs:
+            yield aa_codec
+
+        yield self.array_bytes_codec
+
+        for bb_codec in self.bytes_bytes_codecs:
+            yield bb_codec
+
+    def validate(self, array_metadata: ArrayMetadata) -> None:
+        for codec in self:
+            codec.validate(array_metadata)
+
+    def _codecs_with_resolved_metadata(
+        self, array_spec: ArraySpec
+    ) -> Tuple[
+        List[Tuple[ArrayArrayCodec, ArraySpec]],
+        Tuple[ArrayBytesCodec, ArraySpec],
+        List[Tuple[BytesBytesCodec, ArraySpec]],
+    ]:
+        aa_codecs_with_spec: List[Tuple[ArrayArrayCodec, ArraySpec]] = []
+        for aa_codec in self.array_array_codecs:
+            aa_codecs_with_spec.append((aa_codec, array_spec))
+            array_spec = aa_codec.resolve_metadata(array_spec)
+
+        ab_codec_with_spec = (self.array_bytes_codec, array_spec)
+        array_spec = self.array_bytes_codec.resolve_metadata(array_spec)
+
+        bb_codecs_with_spec: List[Tuple[BytesBytesCodec, ArraySpec]] = []
+        for bb_codec in self.bytes_bytes_codecs:
+            bb_codecs_with_spec.append((bb_codec, array_spec))
+            array_spec = bb_codec.resolve_metadata(array_spec)
+
+        return (aa_codecs_with_spec, ab_codec_with_spec, bb_codecs_with_spec)
+
+    async def decode(
+        self,
+        chunk_bytes: BytesLike,
+        array_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
+    ) -> np.ndarray:
+        (
+            aa_codecs_with_spec,
+            ab_codec_with_spec,
+            bb_codecs_with_spec,
+        ) = self._codecs_with_resolved_metadata(array_spec)
+
+        for bb_codec, array_spec in bb_codecs_with_spec[::-1]:
+            chunk_bytes = await bb_codec.decode(chunk_bytes, array_spec, runtime_configuration)
+
+        ab_codec, array_spec = ab_codec_with_spec
+        chunk_array = await ab_codec.decode(chunk_bytes, array_spec, runtime_configuration)
+
+        for aa_codec, array_spec in aa_codecs_with_spec[::-1]:
+            chunk_array = await aa_codec.decode(chunk_array, array_spec, runtime_configuration)
+
+        return chunk_array
+
+    async def decode_partial(
+        self,
+        store_path: StorePath,
+        selection: SliceSelection,
+        chunk_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
+    ) -> Optional[np.ndarray]:
+        assert self.supports_partial_decode
+        assert isinstance(self.array_bytes_codec, ArrayBytesCodecPartialDecodeMixin)
+        return await self.array_bytes_codec.decode_partial(
+            store_path, selection, chunk_spec, runtime_configuration
+        )
+
+    async def encode(
+        self,
+        chunk_array: np.ndarray,
+        array_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
+    ) -> Optional[BytesLike]:
+        (
+            aa_codecs_with_spec,
+            ab_codec_with_spec,
+            bb_codecs_with_spec,
+        ) = self._codecs_with_resolved_metadata(array_spec)
+
+        for aa_codec, array_spec in aa_codecs_with_spec:
+            chunk_array_maybe = await aa_codec.encode(
+                chunk_array, array_spec, runtime_configuration
+            )
+            if chunk_array_maybe is None:
+                return None
+            chunk_array = chunk_array_maybe
+
+        ab_codec, array_spec = ab_codec_with_spec
+        chunk_bytes_maybe = await ab_codec.encode(chunk_array, array_spec, runtime_configuration)
+        if chunk_bytes_maybe is None:
+            return None
+        chunk_bytes = chunk_bytes_maybe
+
+        for bb_codec, array_spec in bb_codecs_with_spec:
+            chunk_bytes_maybe = await bb_codec.encode(
+                chunk_bytes, array_spec, runtime_configuration
+            )
+            if chunk_bytes_maybe is None:
+                return None
+            chunk_bytes = chunk_bytes_maybe
+
+        return chunk_bytes
+
+    async def encode_partial(
+        self,
+        store_path: StorePath,
+        chunk_array: np.ndarray,
+        selection: SliceSelection,
+        chunk_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
+    ) -> None:
+        assert self.supports_partial_encode
+        assert isinstance(self.array_bytes_codec, ArrayBytesCodecPartialEncodeMixin)
+        await self.array_bytes_codec.encode_partial(
+            store_path, chunk_array, selection, chunk_spec, runtime_configuration
+        )
+
+    def compute_encoded_size(self, byte_length: int, array_spec: ArraySpec) -> int:
+        for codec in self:
+            byte_length = codec.compute_encoded_size(byte_length, array_spec)
+            array_spec = codec.resolve_metadata(array_spec)
+        return byte_length
diff --git a/src/zarr/v3/codecs/registry.py b/src/zarr/v3/codecs/registry.py
index bdd9a5765d..4cf2736685 100644
--- a/src/zarr/v3/codecs/registry.py
+++ b/src/zarr/v3/codecs/registry.py
@@ -1,18 +1,14 @@
 from __future__ import annotations
+from typing import TYPE_CHECKING
 
-from typing import Dict, NamedTuple, Type
-from importlib.metadata import EntryPoint, entry_points as get_entry_points
-
-from zarr.v3.abc.codec import Codec
-from zarr.v3.metadata import CodecMetadata
-
+if TYPE_CHECKING:
+    from typing import Dict, Type
+    from zarr.v3.abc.codec import Codec
 
-class CodecRegistryItem(NamedTuple):
-    codec_cls: Type[Codec]
-    codec_metadata_cls: Type[CodecMetadata]
+from importlib.metadata import EntryPoint, entry_points as get_entry_points
 
 
-__codec_registry: Dict[str, CodecRegistryItem] = {}
+__codec_registry: Dict[str, Type[Codec]] = {}
 __lazy_load_codecs: Dict[str, EntryPoint] = {}
 
 
@@ -29,10 +25,10 @@ def _collect_entrypoints() -> None:
 
 
 def register_codec(key: str, codec_cls: Type[Codec]) -> None:
-    __codec_registry[key] = CodecRegistryItem(codec_cls, codec_cls.get_metadata_class())
+    __codec_registry[key] = codec_cls
 
 
-def _get_codec_item(key: str) -> CodecRegistryItem:
+def get_codec_class(key: str) -> Type[Codec]:
     item = __codec_registry.get(key)
     if item is None:
         if key in __lazy_load_codecs:
@@ -45,17 +41,4 @@ def _get_codec_item(key: str) -> CodecRegistryItem:
     raise KeyError(key)
 
 
-def get_codec_from_metadata(val: CodecMetadata) -> Codec:
-    key = val.name
-    return _get_codec_item(key).codec_cls.from_metadata(val)
-
-
-def get_codec_metadata_class(key: str) -> Type[CodecMetadata]:
-    return _get_codec_item(key).codec_metadata_cls
-
-
-def get_codec_class(key: str) -> Type[Codec]:
-    return _get_codec_item(key).codec_cls
-
-
 _collect_entrypoints()
diff --git a/src/zarr/v3/codecs/sharding.py b/src/zarr/v3/codecs/sharding.py
index 26020f160f..0385154c0f 100644
--- a/src/zarr/v3/codecs/sharding.py
+++ b/src/zarr/v3/codecs/sharding.py
@@ -1,37 +1,31 @@
 from __future__ import annotations
-from functools import cached_property, lru_cache
-
-from typing import (
-    Awaitable,
-    Callable,
-    Iterator,
-    List,
-    Literal,
-    Mapping,
-    NamedTuple,
-    Optional,
-    Set,
-    Tuple,
-    Type,
-)
-from attr import field, frozen
+from enum import Enum
+from typing import TYPE_CHECKING, Iterable, Mapping, NamedTuple, Union
+from dataclasses import dataclass, replace
+from functools import lru_cache
+
 
 import numpy as np
 from zarr.v3.abc.codec import (
+    Codec,
     ArrayBytesCodec,
     ArrayBytesCodecPartialDecodeMixin,
     ArrayBytesCodecPartialEncodeMixin,
 )
-
-from zarr.v3.codecs import CodecPipeline
-from zarr.v3.codecs.registry import get_codec_from_metadata, register_codec
+from zarr.v3.codecs.bytes import BytesCodec
+from zarr.v3.codecs.crc32c_ import Crc32cCodec
+from zarr.v3.codecs.pipeline import CodecPipeline
+from zarr.v3.codecs.registry import register_codec
 from zarr.v3.common import (
-    BytesLike,
-    ChunkCoords,
-    SliceSelection,
+    ArraySpec,
+    ChunkCoordsLike,
     concurrent_map,
+    parse_enum,
+    parse_named_configuration,
+    parse_shapelike,
     product,
 )
+from zarr.v3.chunk_grids import RegularChunkGrid
 from zarr.v3.indexing import (
     BasicIndexer,
     c_order_iter,
@@ -40,31 +34,33 @@
 )
 from zarr.v3.metadata import (
     ArrayMetadata,
-    ArraySpec,
-    DataType,
-    CodecMetadata,
-    RegularChunkGridMetadata,
-    ShardingCodecIndexLocation,
-    RuntimeConfiguration,
     runtime_configuration as make_runtime_configuration,
+    parse_codecs,
 )
-from zarr.v3.store import StorePath
+
+if TYPE_CHECKING:
+    from typing import Awaitable, Callable, Dict, Iterator, List, Optional, Set, Tuple
+    from typing_extensions import Self
+
+    from zarr.v3.store import StorePath
+    from zarr.v3.common import (
+        JSON,
+        ChunkCoords,
+        BytesLike,
+        SliceSelection,
+    )
+    from zarr.v3.config import RuntimeConfiguration
 
 MAX_UINT_64 = 2**64 - 1
 
 
-@frozen
-class ShardingCodecConfigurationMetadata:
-    chunk_shape: ChunkCoords
-    codecs: Tuple[CodecMetadata, ...]
-    index_codecs: Tuple[CodecMetadata, ...]
-    index_location: ShardingCodecIndexLocation = ShardingCodecIndexLocation.end
+class ShardingCodecIndexLocation(Enum):
+    start = "start"
+    end = "end"
 
 
-@frozen
-class ShardingCodecMetadata:
-    configuration: ShardingCodecConfigurationMetadata
-    name: Literal["sharding_indexed"] = field(default="sharding_indexed", init=False)
+def parse_index_location(data: JSON) -> ShardingCodecIndexLocation:
+    return parse_enum(data, ShardingCodecIndexLocation)
 
 
 class _ShardIndex(NamedTuple):
@@ -141,7 +137,7 @@ async def from_bytes(
         shard_index_size = codec._shard_index_size(chunks_per_shard)
         obj = cls()
         obj.buf = memoryview(buf)
-        if codec.configuration.index_location == ShardingCodecIndexLocation.start:
+        if codec.index_location == ShardingCodecIndexLocation.start:
             shard_index_bytes = obj.buf[:shard_index_size]
         else:
             shard_index_bytes = obj.buf[-shard_index_size:]
@@ -222,42 +218,85 @@ async def finalize(
         return out_buf
 
 
-@frozen
+@dataclass(frozen=True)
 class ShardingCodec(
     ArrayBytesCodec, ArrayBytesCodecPartialDecodeMixin, ArrayBytesCodecPartialEncodeMixin
 ):
-    configuration: ShardingCodecConfigurationMetadata
+    chunk_shape: ChunkCoords
+    codecs: CodecPipeline
+    index_codecs: CodecPipeline
+    index_location: ShardingCodecIndexLocation = ShardingCodecIndexLocation.end
 
-    @classmethod
-    def from_metadata(
-        cls,
-        codec_metadata: CodecMetadata,
-    ) -> ShardingCodec:
-        assert isinstance(codec_metadata, ShardingCodecMetadata)
-        return cls(configuration=codec_metadata.configuration)
+    def __init__(
+        self,
+        *,
+        chunk_shape: ChunkCoordsLike,
+        codecs: Optional[Iterable[Union[Codec, JSON]]] = None,
+        index_codecs: Optional[Iterable[Union[Codec, JSON]]] = None,
+        index_location: Optional[ShardingCodecIndexLocation] = ShardingCodecIndexLocation.end,
+    ) -> None:
+        chunk_shape_parsed = parse_shapelike(chunk_shape)
+        codecs_parsed = (
+            parse_codecs(codecs) if codecs is not None else CodecPipeline.from_list([BytesCodec()])
+        )
+        index_codecs_parsed = (
+            parse_codecs(index_codecs)
+            if index_codecs is not None
+            else CodecPipeline.from_list([BytesCodec(), Crc32cCodec()])
+        )
+        index_location_parsed = (
+            parse_index_location(index_location)
+            if index_location is not None
+            else ShardingCodecIndexLocation.end
+        )
+
+        object.__setattr__(self, "chunk_shape", chunk_shape_parsed)
+        object.__setattr__(self, "codecs", codecs_parsed)
+        object.__setattr__(self, "index_codecs", index_codecs_parsed)
+        object.__setattr__(self, "index_location", index_location_parsed)
 
     @classmethod
-    def get_metadata_class(cls) -> Type[ShardingCodecMetadata]:
-        return ShardingCodecMetadata
+    def from_dict(cls, data: Dict[str, JSON]) -> Self:
+        _, configuration_parsed = parse_named_configuration(data, "sharding_indexed")
+        return cls(**configuration_parsed)  # type: ignore[arg-type]
+
+    def to_dict(self) -> Dict[str, JSON]:
+        return {
+            "name": "sharding_indexed",
+            "configuration": {
+                "chunk_shape": list(self.chunk_shape),
+                "codecs": self.codecs.to_dict(),
+                "index_codecs": self.index_codecs.to_dict(),
+                "index_location": self.index_location,
+            },
+        }
+
+    def evolve(self, array_spec: ArraySpec) -> Self:
+        shard_spec = self._get_chunk_spec(array_spec)
+        evolved_codecs = self.codecs.evolve(shard_spec)
+        if evolved_codecs != self.codecs:
+            return replace(self, codecs=evolved_codecs)
+        return self
 
     def validate(self, array_metadata: ArrayMetadata) -> None:
-        assert len(self.configuration.chunk_shape) == array_metadata.ndim, (
-            "The shard's `chunk_shape` and array's `shape` need to have the "
-            + "same number of dimensions."
-        )
-        assert isinstance(
-            array_metadata.chunk_grid, RegularChunkGridMetadata
-        ), "Sharding is only compatible with regular chunk grids."
-        assert all(
+        if len(self.chunk_shape) != array_metadata.ndim:
+            raise ValueError(
+                "The shard's `chunk_shape` and array's `shape` need to have the "
+                + "same number of dimensions."
+            )
+        if not isinstance(array_metadata.chunk_grid, RegularChunkGrid):
+            raise ValueError("Sharding is only compatible with regular chunk grids.")
+        if not all(
             s % c == 0
             for s, c in zip(
-                array_metadata.chunk_grid.configuration.chunk_shape,
-                self.configuration.chunk_shape,
+                array_metadata.chunk_grid.chunk_shape,
+                self.chunk_shape,
+            )
+        ):
+            raise ValueError(
+                "The array's `chunk_shape` needs to be divisible by the "
+                + "shard's inner `chunk_shape`."
             )
-        ), (
-            "The array's `chunk_shape` needs to be divisible by the "
-            + "shard's inner `chunk_shape`."
-        )
 
     async def decode(
         self,
@@ -267,7 +306,7 @@ async def decode(
     ) -> np.ndarray:
         # print("decode")
         shard_shape = shard_spec.shape
-        chunk_shape = self.configuration.chunk_shape
+        chunk_shape = self.chunk_shape
         chunks_per_shard = self._get_chunks_per_shard(shard_spec)
 
         indexer = BasicIndexer(
@@ -316,7 +355,7 @@ async def decode_partial(
         runtime_configuration: RuntimeConfiguration,
     ) -> Optional[np.ndarray]:
         shard_shape = shard_spec.shape
-        chunk_shape = self.configuration.chunk_shape
+        chunk_shape = self.chunk_shape
         chunks_per_shard = self._get_chunks_per_shard(shard_spec)
 
         indexer = BasicIndexer(
@@ -389,9 +428,7 @@ async def _read_chunk(
         chunk_spec = self._get_chunk_spec(shard_spec)
         chunk_bytes = shard_dict.get(chunk_coords, None)
         if chunk_bytes is not None:
-            chunk_array = await self._codec_pipeline.decode(
-                chunk_bytes, chunk_spec, runtime_configuration
-            )
+            chunk_array = await self.codecs.decode(chunk_bytes, chunk_spec, runtime_configuration)
             tmp = chunk_array[chunk_selection]
             out[out_selection] = tmp
         else:
@@ -404,7 +441,7 @@ async def encode(
         runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         shard_shape = shard_spec.shape
-        chunk_shape = self.configuration.chunk_shape
+        chunk_shape = self.chunk_shape
         chunks_per_shard = self._get_chunks_per_shard(shard_spec)
 
         indexer = list(
@@ -435,9 +472,7 @@ async def _write_chunk(
                 chunk_spec = self._get_chunk_spec(shard_spec)
                 return (
                     chunk_coords,
-                    await self._codec_pipeline.encode(
-                        chunk_array, chunk_spec, runtime_configuration
-                    ),
+                    await self.codecs.encode(chunk_array, chunk_spec, runtime_configuration),
                 )
             return (chunk_coords, None)
 
@@ -458,9 +493,7 @@ async def _write_chunk(
             if chunk_bytes is not None:
                 shard_builder.append(chunk_coords, chunk_bytes)
 
-        return await shard_builder.finalize(
-            self.configuration.index_location, self._encode_shard_index
-        )
+        return await shard_builder.finalize(self.index_location, self._encode_shard_index)
 
     async def encode_partial(
         self,
@@ -472,7 +505,7 @@ async def encode_partial(
     ) -> None:
         # print("encode_partial")
         shard_shape = shard_spec.shape
-        chunk_shape = self.configuration.chunk_shape
+        chunk_shape = self.chunk_shape
         chunks_per_shard = self._get_chunks_per_shard(shard_spec)
         chunk_spec = self._get_chunk_spec(shard_spec)
 
@@ -496,7 +529,7 @@ async def _write_chunk(
             out_selection: SliceSelection,
         ) -> Tuple[ChunkCoords, Optional[BytesLike]]:
             chunk_array = None
-            if is_total_slice(chunk_selection, self.configuration.chunk_shape):
+            if is_total_slice(chunk_selection, self.chunk_shape):
                 chunk_array = shard_array[out_selection]
             else:
                 # handling writing partial chunks
@@ -506,24 +539,20 @@ async def _write_chunk(
                 # merge new value
                 if chunk_bytes is None:
                     chunk_array = np.empty(
-                        self.configuration.chunk_shape,
+                        self.chunk_shape,
                         dtype=shard_spec.dtype,
                     )
                     chunk_array.fill(shard_spec.fill_value)
                 else:
                     chunk_array = (
-                        await self._codec_pipeline.decode(
-                            chunk_bytes, chunk_spec, runtime_configuration
-                        )
+                        await self.codecs.decode(chunk_bytes, chunk_spec, runtime_configuration)
                     ).copy()  # make a writable copy
                 chunk_array[chunk_selection] = shard_array[out_selection]
 
             if not np.array_equiv(chunk_array, shard_spec.fill_value):
                 return (
                     chunk_coords,
-                    await self._codec_pipeline.encode(
-                        chunk_array, chunk_spec, runtime_configuration
-                    ),
+                    await self.codecs.encode(chunk_array, chunk_spec, runtime_configuration),
                 )
             else:
                 return (chunk_coords, None)
@@ -559,7 +588,7 @@ async def _write_chunk(
         else:
             await store_path.set(
                 await shard_builder.finalize(
-                    self.configuration.index_location,
+                    self.index_location,
                     self._encode_shard_index,
                 )
             )
@@ -575,7 +604,7 @@ async def _decode_shard_index(
         self, index_bytes: BytesLike, chunks_per_shard: ChunkCoords
     ) -> _ShardIndex:
         return _ShardIndex(
-            await self._index_codec_pipeline.decode(
+            await self.index_codecs.decode(
                 index_bytes,
                 self._get_index_chunk_spec(chunks_per_shard),
                 make_runtime_configuration("C"),
@@ -583,7 +612,7 @@ async def _decode_shard_index(
         )
 
     async def _encode_shard_index(self, index: _ShardIndex) -> BytesLike:
-        index_bytes = await self._index_codec_pipeline.encode(
+        index_bytes = await self.index_codecs.encode(
             index.offsets_and_lengths,
             self._get_index_chunk_spec(index.chunks_per_shard),
             make_runtime_configuration("C"),
@@ -592,7 +621,7 @@ async def _encode_shard_index(self, index: _ShardIndex) -> BytesLike:
         return index_bytes
 
     def _shard_index_size(self, chunks_per_shard: ChunkCoords) -> int:
-        return self._index_codec_pipeline.compute_encoded_size(
+        return self.index_codecs.compute_encoded_size(
             16 * product(chunks_per_shard), self._get_index_chunk_spec(chunks_per_shard)
         )
 
@@ -600,15 +629,15 @@ def _shard_index_size(self, chunks_per_shard: ChunkCoords) -> int:
     def _get_index_chunk_spec(self, chunks_per_shard: ChunkCoords) -> ArraySpec:
         return ArraySpec(
             shape=chunks_per_shard + (2,),
-            data_type=DataType.uint64,
+            dtype=np.dtype("<u8"),
             fill_value=MAX_UINT_64,
         )
 
     @lru_cache
     def _get_chunk_spec(self, shard_spec: ArraySpec) -> ArraySpec:
         return ArraySpec(
-            shape=self.configuration.chunk_shape,
-            data_type=shard_spec.data_type,
+            shape=self.chunk_shape,
+            dtype=shard_spec.dtype,
             fill_value=shard_spec.fill_value,
         )
 
@@ -618,25 +647,15 @@ def _get_chunks_per_shard(self, shard_spec: ArraySpec) -> ChunkCoords:
             s // c
             for s, c in zip(
                 shard_spec.shape,
-                self.configuration.chunk_shape,
+                self.chunk_shape,
             )
         )
 
-    @cached_property
-    def _index_codec_pipeline(self) -> CodecPipeline:
-        return CodecPipeline.create(
-            [get_codec_from_metadata(c) for c in self.configuration.index_codecs]
-        )
-
-    @cached_property
-    def _codec_pipeline(self) -> CodecPipeline:
-        return CodecPipeline.create([get_codec_from_metadata(c) for c in self.configuration.codecs])
-
     async def _load_shard_index_maybe(
         self, store_path: StorePath, chunks_per_shard: ChunkCoords
     ) -> Optional[_ShardIndex]:
         shard_index_size = self._shard_index_size(chunks_per_shard)
-        if self.configuration.index_location == ShardingCodecIndexLocation.start:
+        if self.index_location == ShardingCodecIndexLocation.start:
             index_bytes = await store_path.get((0, shard_index_size))
         else:
             index_bytes = await store_path.get((-shard_index_size, None))
diff --git a/src/zarr/v3/codecs/transpose.py b/src/zarr/v3/codecs/transpose.py
index de6eb0a480..f214d1e7f1 100644
--- a/src/zarr/v3/codecs/transpose.py
+++ b/src/zarr/v3/codecs/transpose.py
@@ -1,80 +1,75 @@
 from __future__ import annotations
+from typing import TYPE_CHECKING, Dict, Iterable
 
-from typing import (
-    TYPE_CHECKING,
-    Literal,
-    Optional,
-    Tuple,
-    Type,
-)
+from dataclasses import dataclass, replace
+
+from zarr.v3.common import JSON, ArraySpec, ChunkCoordsLike, parse_named_configuration
+
+if TYPE_CHECKING:
+    from zarr.v3.config import RuntimeConfiguration
+    from typing import TYPE_CHECKING, Optional, Tuple
+    from typing_extensions import Self
 
 import numpy as np
-from attr import evolve, frozen, field
 
 from zarr.v3.abc.codec import ArrayArrayCodec
 from zarr.v3.codecs.registry import register_codec
 
-if TYPE_CHECKING:
-    from zarr.v3.metadata import ArraySpec, CodecMetadata, RuntimeConfiguration
 
+def parse_transpose_order(data: JSON) -> Tuple[int]:
+    if not isinstance(data, Iterable):
+        raise TypeError(f"Expected an iterable. Got {data} instead.")
+    if not all(isinstance(a, int) for a in data):
+        raise TypeError(f"Expected an iterable of integers. Got {data} instead.")
+    return tuple(data)  # type: ignore[return-value]
 
-@frozen
-class TransposeCodecConfigurationMetadata:
-    order: Tuple[int, ...]
 
+@dataclass(frozen=True)
+class TransposeCodec(ArrayArrayCodec):
+    is_fixed_size = True
 
-@frozen
-class TransposeCodecMetadata:
-    configuration: TransposeCodecConfigurationMetadata
-    name: Literal["transpose"] = field(default="transpose", init=False)
+    order: Tuple[int, ...]
 
+    def __init__(self, *, order: ChunkCoordsLike) -> None:
+        order_parsed = parse_transpose_order(order)  # type: ignore[arg-type]
 
-@frozen
-class TransposeCodec(ArrayArrayCodec):
-    order: Tuple[int, ...]
-    is_fixed_size = True
+        object.__setattr__(self, "order", order_parsed)
 
     @classmethod
-    def from_metadata(cls, codec_metadata: CodecMetadata) -> TransposeCodec:
-        assert isinstance(codec_metadata, TransposeCodecMetadata)
-        return cls(order=codec_metadata.configuration.order)
+    def from_dict(cls, data: Dict[str, JSON]) -> Self:
+        _, configuration_parsed = parse_named_configuration(data, "transpose")
+        return cls(**configuration_parsed)  # type: ignore[arg-type]
 
-    def evolve(self, *, ndim: int, **_kwargs) -> TransposeCodec:
-        # Compatibility with older version of ZEP1
-        if self.order == "F":  # type: ignore
-            order = tuple(ndim - x - 1 for x in range(ndim))
+    def to_dict(self) -> Dict[str, JSON]:
+        return {"name": "transpose", "configuration": {"order": list(self.order)}}
 
-        elif self.order == "C":  # type: ignore
-            order = tuple(range(ndim))
-
-        else:
-            assert len(self.order) == ndim, (
+    def evolve(self, array_spec: ArraySpec) -> Self:
+        if len(self.order) != array_spec.ndim:
+            raise ValueError(
                 "The `order` tuple needs have as many entries as "
-                + f"there are dimensions in the array. Got: {self.order}"
+                + f"there are dimensions in the array. Got {self.order}."
             )
-            assert len(self.order) == len(set(self.order)), (
-                "There must not be duplicates in the `order` tuple. " + f"Got: {self.order}"
+        if len(self.order) != len(set(self.order)):
+            raise ValueError(
+                f"There must not be duplicates in the `order` tuple. Got {self.order}."
             )
-            assert all(0 <= x < ndim for x in self.order), (
+        if not all(0 <= x < array_spec.ndim for x in self.order):
+            raise ValueError(
                 "All entries in the `order` tuple must be between 0 and "
-                + f"the number of dimensions in the array. Got: {self.order}"
+                + f"the number of dimensions in the array. Got {self.order}."
             )
-            order = tuple(self.order)
+        order = tuple(self.order)
 
         if order != self.order:
-            return evolve(self, order=order)
+            return replace(self, order=order)
         return self
 
-    @classmethod
-    def get_metadata_class(cls) -> Type[TransposeCodecMetadata]:
-        return TransposeCodecMetadata
-
     def resolve_metadata(self, chunk_spec: ArraySpec) -> ArraySpec:
-        from zarr.v3.metadata import ArraySpec
+        from zarr.v3.common import ArraySpec
 
         return ArraySpec(
             shape=tuple(chunk_spec.shape[self.order[i]] for i in range(chunk_spec.ndim)),
-            data_type=chunk_spec.data_type,
+            dtype=chunk_spec.dtype,
             fill_value=chunk_spec.fill_value,
         )
 
diff --git a/src/zarr/v3/codecs/zstd.py b/src/zarr/v3/codecs/zstd.py
index 59ce1cf088..774bb8bdbb 100644
--- a/src/zarr/v3/codecs/zstd.py
+++ b/src/zarr/v3/codecs/zstd.py
@@ -1,53 +1,59 @@
 from __future__ import annotations
+from typing import TYPE_CHECKING
+from dataclasses import dataclass
 
-from typing import (
-    TYPE_CHECKING,
-    Literal,
-    Optional,
-    Type,
-)
 
-from attr import frozen, field
 from zstandard import ZstdCompressor, ZstdDecompressor
 
 from zarr.v3.abc.codec import BytesBytesCodec
 from zarr.v3.codecs.registry import register_codec
-from zarr.v3.common import BytesLike, to_thread
+from zarr.v3.common import parse_named_configuration, to_thread
 
 if TYPE_CHECKING:
-    from zarr.v3.metadata import ArraySpec, CodecMetadata, RuntimeConfiguration
+    from typing import Dict, Optional
+    from typing_extensions import Self
+    from zarr.v3.config import RuntimeConfiguration
+    from zarr.v3.common import BytesLike, JSON, ArraySpec
 
 
-@frozen
-class ZstdCodecConfigurationMetadata:
-    level: int = 0
-    checksum: bool = False
+def parse_zstd_level(data: JSON) -> int:
+    if isinstance(data, int):
+        if data >= 23:
+            raise ValueError(f"Value must be less than or equal to 22. Got {data} instead.")
+        return data
+    raise TypeError(f"Got value with type {type(data)}, but expected an int.")
 
 
-@frozen
-class ZstdCodecMetadata:
-    configuration: ZstdCodecConfigurationMetadata
-    name: Literal["zstd"] = field(default="zstd", init=False)
+def parse_checksum(data: JSON) -> bool:
+    if isinstance(data, bool):
+        return data
+    raise TypeError(f"Expected bool. Got {type(data)}.")
 
 
-@frozen
+@dataclass(frozen=True)
 class ZstdCodec(BytesBytesCodec):
-    configuration: ZstdCodecConfigurationMetadata
     is_fixed_size = True
 
-    @classmethod
-    def from_metadata(cls, codec_metadata: CodecMetadata) -> ZstdCodec:
-        assert isinstance(codec_metadata, ZstdCodecMetadata)
-        return cls(configuration=codec_metadata.configuration)
+    level: int = 0
+    checksum: bool = False
+
+    def __init__(self, *, level: int = 0, checksum: bool = False) -> None:
+        level_parsed = parse_zstd_level(level)
+        checksum_parsed = parse_checksum(checksum)
+
+        object.__setattr__(self, "level", level_parsed)
+        object.__setattr__(self, "checksum", checksum_parsed)
 
     @classmethod
-    def get_metadata_class(cls) -> Type[ZstdCodecMetadata]:
-        return ZstdCodecMetadata
+    def from_dict(cls, data: Dict[str, JSON]) -> Self:
+        _, configuration_parsed = parse_named_configuration(data, "zstd")
+        return cls(**configuration_parsed)  # type: ignore[arg-type]
+
+    def to_dict(self) -> Dict[str, JSON]:
+        return {"name": "zstd", "configuration": {"level": self.level, "checksum": self.checksum}}
 
     def _compress(self, data: bytes) -> bytes:
-        ctx = ZstdCompressor(
-            level=self.configuration.level, write_checksum=self.configuration.checksum
-        )
+        ctx = ZstdCompressor(level=self.level, write_checksum=self.checksum)
         return ctx.compress(data)
 
     def _decompress(self, data: bytes) -> bytes:
diff --git a/src/zarr/v3/common.py b/src/zarr/v3/common.py
index e91356c4e2..1caf83a764 100644
--- a/src/zarr/v3/common.py
+++ b/src/zarr/v3/common.py
@@ -1,23 +1,15 @@
 from __future__ import annotations
-
+from typing import TYPE_CHECKING, Union, Tuple, Iterable, Dict, List, TypeVar, overload
 import asyncio
 import contextvars
+from dataclasses import dataclass
+from enum import Enum
 import functools
-from typing import (
-    Any,
-    Awaitable,
-    Callable,
-    Dict,
-    List,
-    Literal,
-    Optional,
-    Tuple,
-    TypeVar,
-    Union,
-)
+
+if TYPE_CHECKING:
+    from typing import Any, Awaitable, Callable, Iterator, Optional, Type
 
 import numpy as np
-from cattr import Converter
 
 ZARR_JSON = "zarr.json"
 ZARRAY_JSON = ".zarray"
@@ -26,83 +18,10 @@
 
 BytesLike = Union[bytes, bytearray, memoryview]
 ChunkCoords = Tuple[int, ...]
+ChunkCoordsLike = Iterable[int]
 SliceSelection = Tuple[slice, ...]
 Selection = Union[slice, SliceSelection]
-
-
-def make_cattr():
-    from zarr.v3.metadata import (
-        ChunkKeyEncodingMetadata,
-        CodecMetadata,
-        DefaultChunkKeyEncodingMetadata,
-        V2ChunkKeyEncodingMetadata,
-    )
-    from zarr.v3.codecs.registry import get_codec_metadata_class
-
-    converter = Converter()
-
-    def _structure_chunk_key_encoding_metadata(d: Dict[str, Any], _t) -> ChunkKeyEncodingMetadata:
-        if d["name"] == "default":
-            return converter.structure(d, DefaultChunkKeyEncodingMetadata)
-        if d["name"] == "v2":
-            return converter.structure(d, V2ChunkKeyEncodingMetadata)
-        raise KeyError
-
-    converter.register_structure_hook(
-        ChunkKeyEncodingMetadata, _structure_chunk_key_encoding_metadata
-    )
-
-    def _structure_codec_metadata(d: Dict[str, Any], _t=None) -> CodecMetadata:
-        codec_metadata_cls = get_codec_metadata_class(d["name"])
-        return converter.structure(d, codec_metadata_cls)
-
-    converter.register_structure_hook(CodecMetadata, _structure_codec_metadata)
-
-    converter.register_structure_hook_factory(
-        lambda t: str(t) == "ForwardRef('CodecMetadata')",
-        lambda t: _structure_codec_metadata,
-    )
-
-    def _structure_order(d: Any, _t=None) -> Union[Literal["C", "F"], Tuple[int, ...]]:
-        if d == "C":
-            return "C"
-        if d == "F":
-            return "F"
-        if isinstance(d, list):
-            return tuple(d)
-        raise KeyError
-
-    converter.register_structure_hook_factory(
-        lambda t: str(t) == "typing.Union[typing.Literal['C', 'F'], typing.Tuple[int, ...]]",
-        lambda t: _structure_order,
-    )
-
-    # Needed for v2 fill_value
-    def _structure_fill_value(d: Any, _t=None) -> Union[None, int, float]:
-        if d is None:
-            return None
-        try:
-            return int(d)
-        except ValueError:
-            pass
-        try:
-            return float(d)
-        except ValueError:
-            pass
-        raise ValueError
-
-    converter.register_structure_hook_factory(
-        lambda t: str(t) == "typing.Union[NoneType, int, float]",
-        lambda t: _structure_fill_value,
-    )
-
-    # Needed for v2 dtype
-    converter.register_structure_hook(
-        np.dtype,
-        lambda d, _: np.dtype(d),
-    )
-
-    return converter
+JSON = Union[str, None, int, float, Enum, Dict[str, "JSON"], List["JSON"], Tuple["JSON", ...]]
 
 
 def product(tup: ChunkCoords) -> int:
@@ -134,3 +53,111 @@ async def to_thread(func, /, *args, **kwargs):
     ctx = contextvars.copy_context()
     func_call = functools.partial(ctx.run, func, *args, **kwargs)
     return await loop.run_in_executor(None, func_call)
+
+
+E = TypeVar("E", bound=Enum)
+
+
+def enum_names(enum: Type[E]) -> Iterator[str]:
+    for item in enum:
+        yield item.name
+
+
+def parse_enum(data: JSON, cls: Type[E]) -> E:
+    if isinstance(data, cls):
+        return data
+    if not isinstance(data, str):
+        raise TypeError(f"Expected str, got {type(data)}")
+    if data in enum_names(cls):
+        return cls(data)
+    raise ValueError(f"Value must be one of {repr(list(enum_names(cls)))}. Got {data} instead.")
+
+
+@dataclass(frozen=True)
+class ArraySpec:
+    shape: ChunkCoords
+    dtype: np.dtype
+    fill_value: Any
+
+    def __init__(self, shape, dtype, fill_value):
+        shape_parsed = parse_shapelike(shape)
+        dtype_parsed = parse_dtype(dtype)
+        fill_value_parsed = parse_fill_value(fill_value)
+
+        object.__setattr__(self, "shape", shape_parsed)
+        object.__setattr__(self, "dtype", dtype_parsed)
+        object.__setattr__(self, "fill_value", fill_value_parsed)
+
+    @property
+    def ndim(self) -> int:
+        return len(self.shape)
+
+
+def parse_name(data: JSON, expected: Optional[str] = None) -> str:
+    if isinstance(data, str):
+        if expected is None or data == expected:
+            return data
+        raise ValueError(f"Expected '{expected}'. Got {data} instead.")
+    else:
+        raise TypeError(f"Expected a string, got an instance of {type(data)}.")
+
+
+def parse_configuration(data: JSON) -> dict:
+    if not isinstance(data, dict):
+        raise TypeError(f"Expected dict, got {type(data)}")
+    return data
+
+
+@overload
+def parse_named_configuration(
+    data: JSON, expected_name: Optional[str] = None
+) -> Tuple[str, Dict[str, JSON]]:
+    ...
+
+
+@overload
+def parse_named_configuration(
+    data: JSON, expected_name: Optional[str] = None, *, require_configuration: bool = True
+) -> Tuple[str, Optional[Dict[str, JSON]]]:
+    ...
+
+
+def parse_named_configuration(
+    data: JSON, expected_name: Optional[str] = None, *, require_configuration: bool = True
+) -> Tuple[str, Optional[JSON]]:
+    if not isinstance(data, dict):
+        raise TypeError(f"Expected dict, got {type(data)}")
+    if "name" not in data:
+        raise ValueError(f"Named configuration does not have a 'name' key. Got {data}.")
+    name_parsed = parse_name(data["name"], expected_name)
+    if "configuration" in data:
+        configuration_parsed = parse_configuration(data["configuration"])
+    elif require_configuration:
+        raise ValueError(f"Named configuration does not have a 'configuration' key. Got {data}.")
+    else:
+        configuration_parsed = None
+    return name_parsed, configuration_parsed
+
+
+def parse_shapelike(data: Any) -> Tuple[int, ...]:
+    if not isinstance(data, Iterable):
+        raise TypeError(f"Expected an iterable. Got {data} instead.")
+    data_tuple = tuple(data)
+    if len(data_tuple) == 0:
+        raise ValueError("Expected at least one element. Got 0.")
+    if not all(isinstance(v, int) for v in data_tuple):
+        msg = f"Expected an iterable of integers. Got {type(data)} instead."
+        raise TypeError(msg)
+    if not all(lambda v: v > 0 for v in data_tuple):
+        raise ValueError(f"All values must be greater than 0. Got {data}.")
+    return data_tuple
+
+
+def parse_dtype(data: Any) -> np.dtype:
+    # todo: real validation
+    return np.dtype(data)
+
+
+def parse_fill_value(data: Any) -> Any:
+    # todo: real validation
+    return data
diff --git a/src/zarr/v3/config.py b/src/zarr/v3/config.py
index 28df25899a..98a25994c4 100644
--- a/src/zarr/v3/config.py
+++ b/src/zarr/v3/config.py
@@ -1,19 +1,53 @@
 from __future__ import annotations
 
 from asyncio import AbstractEventLoop
-from typing import Literal, Optional
-from attr import frozen
+from dataclasses import dataclass
+from typing import Any, Literal, Optional
 
 
-@frozen
+@dataclass(frozen=True)
 class SyncConfiguration:
     concurrency: Optional[int] = None
     asyncio_loop: Optional[AbstractEventLoop] = None
 
 
-@frozen
+def parse_indexing_order(data: Any) -> Literal["C", "F"]:
+    if data in ("C", "F"):
+        return data
+    msg = f"Expected one of ('C', 'F'), got {data} instead."
+    raise ValueError(msg)
+
+
+# todo: handle negative values?
+def parse_concurrency(data: Any) -> int | None:
+    if data is None or isinstance(data, int):
+        return data
+    raise TypeError(f"Expected int or None, got {type(data)}")
+
+
+def parse_asyncio_loop(data: Any) -> AbstractEventLoop | None:
+    if data is None or isinstance(data, AbstractEventLoop):
+        return data
+    raise TypeError(f"Expected AbstractEventLoop or None, got {type(data)}")
+
+
+@dataclass(frozen=True)
 class RuntimeConfiguration:
     order: Literal["C", "F"] = "C"
-    # TODO: remove these in favor of the SyncConfiguration object
     concurrency: Optional[int] = None
     asyncio_loop: Optional[AbstractEventLoop] = None
+
+    def __init__(
+        self,
+        order: Literal["C", "F"] = "C",
+        concurrency: Optional[int] = None,
+        asyncio_loop: Optional[AbstractEventLoop] = None,
+    ):
+
+        order_parsed = parse_indexing_order(order)
+        concurrency_parsed = parse_concurrency(concurrency)
+        asyncio_loop_parsed = parse_asyncio_loop(asyncio_loop)
+
+        object.__setattr__(self, "order", order_parsed)
+        object.__setattr__(self, "concurrency", concurrency_parsed)
+        object.__setattr__(self, "asyncio_loop_parsed", asyncio_loop_parsed)
diff --git a/src/zarr/v3/group.py b/src/zarr/v3/group.py
index a5d0e68165..acd5ca0d62 100644
--- a/src/zarr/v3/group.py
+++ b/src/zarr/v3/group.py
@@ -1,15 +1,15 @@
 from __future__ import annotations
+from dataclasses import asdict, dataclass, field, replace
 
 import asyncio
 import json
 import logging
 from typing import Any, Dict, Literal, Optional, Union, AsyncIterator, Iterator, List
-
-from attr import asdict, field, frozen  # , validators
+from zarr.v3.abc.metadata import Metadata
 
 from zarr.v3.array import AsyncArray, Array
 from zarr.v3.attributes import Attributes
-from zarr.v3.common import ZARR_JSON, ZARRAY_JSON, ZATTRS_JSON, ZGROUP_JSON, make_cattr
+from zarr.v3.common import ZARR_JSON, ZARRAY_JSON, ZATTRS_JSON, ZGROUP_JSON
 from zarr.v3.config import RuntimeConfiguration, SyncConfiguration
 from zarr.v3.store import StoreLike, StorePath, make_store_path
 from zarr.v3.sync import SyncMixin, sync
@@ -17,29 +17,56 @@
 logger = logging.getLogger("zarr.group")
 
 
-@frozen
-class GroupMetadata:
-    attributes: Dict[str, Any] = field(factory=dict)
+def parse_zarr_format(data: Any) -> Literal[2, 3]:
+    if data in (2, 3):
+        return data
+    msg = msg = f"Invalid zarr_format. Expected one 2 or 3. Got {data}."
+    raise ValueError(msg)
+
+
+# todo: convert None to empty dict
+def parse_attributes(data: Any) -> Dict[str, Any]:
+    if data is None:
+        return {}
+    elif isinstance(data, dict) and all(map(lambda v: isinstance(v, str), data.keys())):
+        return data
+    msg = f"Expected dict with string keys. Got {type(data)} instead."
+    raise TypeError(msg)
+
+
+@dataclass(frozen=True)
+class GroupMetadata(Metadata):
+    attributes: Dict[str, Any] = field(default_factory=dict)
     zarr_format: Literal[2, 3] = 3
-    node_type: Literal["group"] = field(default="group", init=True)
+    node_type: Literal["group"] = field(default="group", init=False)
 
+    # todo: rename this, since it doesn't return bytes
     def to_bytes(self) -> Dict[str, bytes]:
         if self.zarr_format == 3:
-            return {ZARR_JSON: json.dumps(asdict(self)).encode()}
-        elif self.zarr_format == 2:
+            return {ZARR_JSON: json.dumps(self.to_dict()).encode()}
+        else:
             return {
                 ZGROUP_JSON: self.zarr_format,
                 ZATTRS_JSON: json.dumps(self.attributes).encode(),
             }
-        else:
-            raise ValueError(f"unexpected zarr_format: {self.zarr_format}")
+
+    def __init__(self, attributes: Dict[str, Any] = None, zarr_format: Literal[2, 3] = 3):
+        attributes_parsed = parse_attributes(attributes)
+        zarr_format_parsed = parse_zarr_format(zarr_format)
+
+        object.__setattr__(self, "attributes", attributes_parsed)
+        object.__setattr__(self, "zarr_format", zarr_format_parsed)
 
     @classmethod
-    def from_json(cls, zarr_json: Any) -> GroupMetadata:
-        return make_cattr().structure(zarr_json, GroupMetadata)
+    def from_dict(cls, data: Dict[str, Any]) -> GroupMetadata:
+        assert data.pop("node_type", None) in ("group", None)
+        return cls(**data)
+
+    def to_dict(self) -> Dict[str, Any]:
+        return asdict(self)
 
 
-@frozen
+@dataclass(frozen=True)
 class AsyncGroup:
     metadata: GroupMetadata
     store_path: StorePath
@@ -77,6 +104,8 @@ async def open(
         zarr_format: Literal[2, 3] = 3,
     ) -> AsyncGroup:
         store_path = make_store_path(store)
+        zarr_json_bytes = await (store_path / ZARR_JSON).get_async()
+        assert zarr_json_bytes is not None
 
         # TODO: consider trying to autodiscover the zarr-format here
         if zarr_format == 3:
@@ -102,17 +131,17 @@ async def open(
             zarr_json = {**zgroup, "attributes": zattrs}
         else:
             raise ValueError(f"unexpected zarr_format: {zarr_format}")
-        return cls.from_json(store_path, zarr_json, runtime_configuration)
+        return cls.from_dict(store_path, zarr_json, runtime_configuration)
 
     @classmethod
-    def from_json(
+    def from_dict(
         cls,
         store_path: StorePath,
-        zarr_json: Any,
+        data: Dict[str, Any],
         runtime_configuration: RuntimeConfiguration,
     ) -> Group:
         group = cls(
-            metadata=GroupMetadata.from_json(zarr_json),
+            metadata=GroupMetadata.from_dict(data),
             store_path=store_path,
             runtime_configuration=runtime_configuration,
         )
@@ -138,9 +167,9 @@ async def getitem(
             else:
                 zarr_json = json.loads(zarr_json_bytes)
             if zarr_json["node_type"] == "group":
-                return type(self).from_json(store_path, zarr_json, self.runtime_configuration)
+                return type(self).from_dict(store_path, zarr_json, self.runtime_configuration)
             if zarr_json["node_type"] == "array":
-                return AsyncArray.from_json(
+                return AsyncArray.from_dict(
                     store_path, zarr_json, runtime_configuration=self.runtime_configuration
                 )
         elif self.metadata.zarr_format == 2:
@@ -160,7 +189,7 @@ async def getitem(
             if zarray is not None:
                 # TODO: update this once the V2 array support is part of the primary array class
                 zarr_json = {**zarray, "attributes": zattrs}
-                return AsyncArray.from_json(
+                return AsyncArray.from_dict(
                     store_path, zarray, runtime_configuration=self.runtime_configuration
                 )
             else:
@@ -173,7 +202,7 @@ async def getitem(
                     else {"zarr_format": self.metadata.zarr_format}
                 )
                 zarr_json = {**zgroup, "attributes": zattrs}
-                return type(self).from_json(store_path, zarr_json, self.runtime_configuration)
+                return type(self).from_dict(store_path, zarr_json, self.runtime_configuration)
         else:
             raise ValueError(f"unexpected zarr_format: {self.metadata.zarr_format}")
 
@@ -291,7 +320,7 @@ async def move(self, source: str, dest: str) -> None:
         raise NotImplementedError
 
 
-@frozen
+@dataclass(frozen=True)
 class Group(SyncMixin):
     _async_group: AsyncGroup
     _sync_configuration: SyncConfiguration = field(init=True, default=SyncConfiguration())
@@ -348,6 +377,13 @@ def __setitem__(self, key, value):
         """__setitem__ is not supported in v3"""
         raise NotImplementedError
 
+    async def update_attributes_async(self, new_attributes: Dict[str, Any]) -> Group:
+        new_metadata = replace(self.metadata, attributes=new_attributes)
+
+        # Write new metadata
+        await (self.store_path / ZARR_JSON).set_async(new_metadata.to_bytes())
+        return replace(self, metadata=new_metadata)
+
     @property
     def metadata(self) -> GroupMetadata:
         return self._async_group.metadata
diff --git a/src/zarr/v3/metadata.py b/src/zarr/v3/metadata.py
index c6dd9f1f46..de3055abdc 100644
--- a/src/zarr/v3/metadata.py
+++ b/src/zarr/v3/metadata.py
@@ -1,21 +1,31 @@
 from __future__ import annotations
-
-import json
-from asyncio import AbstractEventLoop
 from enum import Enum
-from typing import Any, Dict, List, Literal, Optional, Protocol, Tuple, Union
-
+from typing import TYPE_CHECKING, cast, Dict, Iterable
+from dataclasses import dataclass, field
+import json
 import numpy as np
-from attr import asdict, field, frozen
 
-from zarr.v3.common import ChunkCoords, make_cattr
+from zarr.v3.chunk_grids import ChunkGrid, RegularChunkGrid
+from zarr.v3.chunk_key_encodings import ChunkKeyEncoding, parse_separator
 
 
-@frozen
-class RuntimeConfiguration:
-    order: Literal["C", "F"] = "C"
-    concurrency: Optional[int] = None
-    asyncio_loop: Optional[AbstractEventLoop] = None
+if TYPE_CHECKING:
+    from typing import Any, Literal, Union, List, Optional, Tuple
+    from zarr.v3.codecs.pipeline import CodecPipeline
+
+
+from zarr.v3.abc.codec import Codec
+from zarr.v3.abc.metadata import Metadata
+
+from zarr.v3.common import (
+    JSON,
+    ArraySpec,
+    ChunkCoords,
+    parse_dtype,
+    parse_fill_value,
+    parse_shapelike,
+)
+from zarr.v3.config import RuntimeConfiguration, parse_indexing_order
 
 
 def runtime_configuration(
@@ -79,120 +89,95 @@ def to_numpy_shortname(self) -> str:
         }
         return data_type_to_numpy[self]
 
-
-dtype_to_data_type = {
-    "|b1": "bool",
-    "bool": "bool",
-    "|i1": "int8",
-    "<i2": "int16",
-    "<i4": "int32",
-    "<i8": "int64",
-    "|u1": "uint8",
-    "<u2": "uint16",
-    "<u4": "uint32",
-    "<u8": "uint64",
-    "<f4": "float32",
-    "<f8": "float64",
-}
-
-
-@frozen
-class RegularChunkGridConfigurationMetadata:
-    chunk_shape: ChunkCoords
-
-
-@frozen
-class RegularChunkGridMetadata:
-    configuration: RegularChunkGridConfigurationMetadata
-    name: Literal["regular"] = "regular"
-
-
-@frozen
-class DefaultChunkKeyEncodingConfigurationMetadata:
-    separator: Literal[".", "/"] = "/"
-
-
-@frozen
-class DefaultChunkKeyEncodingMetadata:
-    configuration: DefaultChunkKeyEncodingConfigurationMetadata = (
-        DefaultChunkKeyEncodingConfigurationMetadata()
-    )
-    name: Literal["default"] = "default"
-
-    def decode_chunk_key(self, chunk_key: str) -> ChunkCoords:
-        if chunk_key == "c":
-            return ()
-        return tuple(map(int, chunk_key[1:].split(self.configuration.separator)))
-
-    def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
-        return self.configuration.separator.join(map(str, ("c",) + chunk_coords))
-
-
-@frozen
-class V2ChunkKeyEncodingConfigurationMetadata:
-    separator: Literal[".", "/"] = "."
-
-
-@frozen
-class V2ChunkKeyEncodingMetadata:
-    configuration: V2ChunkKeyEncodingConfigurationMetadata = (
-        V2ChunkKeyEncodingConfigurationMetadata()
-    )
-    name: Literal["v2"] = "v2"
-
-    def decode_chunk_key(self, chunk_key: str) -> ChunkCoords:
-        return tuple(map(int, chunk_key.split(self.configuration.separator)))
-
-    def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
-        chunk_identifier = self.configuration.separator.join(map(str, chunk_coords))
-        return "0" if chunk_identifier == "" else chunk_identifier
-
-
-ChunkKeyEncodingMetadata = Union[DefaultChunkKeyEncodingMetadata, V2ChunkKeyEncodingMetadata]
-
-
-class CodecMetadata(Protocol):
-    @property
-    def name(self) -> str:
-        pass
-
-
-class ShardingCodecIndexLocation(Enum):
-    start = "start"
-    end = "end"
-
-
-@frozen
-class ArraySpec:
-    shape: ChunkCoords
-    data_type: DataType
-    fill_value: Any
-
-    @property
-    def dtype(self) -> np.dtype:
-        return np.dtype(self.data_type.value)
-
-    @property
-    def ndim(self) -> int:
-        return len(self.shape)
+    @classmethod
+    def from_dtype(cls, dtype: np.dtype) -> DataType:
+        dtype_to_data_type = {
+            "|b1": "bool",
+            "bool": "bool",
+            "|i1": "int8",
+            "<i2": "int16",
+            "<i4": "int32",
+            "<i8": "int64",
+            "|u1": "uint8",
+            "<u2": "uint16",
+            "<u4": "uint32",
+            "<u8": "uint64",
+            "<f4": "float32",
+            "<f8": "float64",
+        }
+        return DataType[dtype_to_data_type[dtype.str]]
 
 
-@frozen
-class ArrayMetadata:
+@dataclass(frozen=True)
+class ArrayMetadata(Metadata):
     shape: ChunkCoords
-    data_type: DataType
-    chunk_grid: RegularChunkGridMetadata
-    chunk_key_encoding: ChunkKeyEncodingMetadata
+    data_type: np.dtype
+    chunk_grid: ChunkGrid
+    chunk_key_encoding: ChunkKeyEncoding
     fill_value: Any
-    codecs: List[CodecMetadata]
-    attributes: Dict[str, Any] = field(factory=dict)
+    codecs: CodecPipeline
+    attributes: Dict[str, Any] = field(default_factory=dict)
     dimension_names: Optional[Tuple[str, ...]] = None
-    zarr_format: Literal[3] = 3
-    node_type: Literal["array"] = "array"
+    zarr_format: Literal[3] = field(default=3, init=False)
+    node_type: Literal["array"] = field(default="array", init=False)
+
+    def __init__(
+        self,
+        *,
+        shape,
+        data_type,
+        chunk_grid,
+        chunk_key_encoding,
+        fill_value,
+        codecs,
+        attributes,
+        dimension_names,
+    ):
+        """
+        Because the class is a frozen dataclass, we set attributes using object.__setattr__
+        """
+        shape_parsed = parse_shapelike(shape)
+        data_type_parsed = parse_dtype(data_type)
+        chunk_grid_parsed = ChunkGrid.from_dict(chunk_grid)
+        chunk_key_encoding_parsed = ChunkKeyEncoding.from_dict(chunk_key_encoding)
+        dimension_names_parsed = parse_dimension_names(dimension_names)
+        fill_value_parsed = parse_fill_value(fill_value)
+        attributes_parsed = parse_attributes(attributes)
+
+        array_spec = ArraySpec(
+            shape=shape_parsed, dtype=data_type_parsed, fill_value=fill_value_parsed
+        )
+        codecs_parsed = parse_codecs(codecs).evolve(array_spec)
+
+        object.__setattr__(self, "shape", shape_parsed)
+        object.__setattr__(self, "data_type", data_type_parsed)
+        object.__setattr__(self, "chunk_grid", chunk_grid_parsed)
+        object.__setattr__(self, "chunk_key_encoding", chunk_key_encoding_parsed)
+        object.__setattr__(self, "codecs", codecs_parsed)
+        object.__setattr__(self, "dimension_names", dimension_names_parsed)
+        object.__setattr__(self, "fill_value", fill_value_parsed)
+        object.__setattr__(self, "attributes", attributes_parsed)
+
+        self._validate_metadata()
+
+    def _validate_metadata(self) -> None:
+        if isinstance(self.chunk_grid, RegularChunkGrid) and len(self.shape) != len(
+            self.chunk_grid.chunk_shape
+        ):
+            raise ValueError(
+                "`chunk_shape` and `shape` need to have the same number of dimensions."
+            )
+        if self.dimension_names is not None and len(self.shape) != len(self.dimension_names):
+            raise ValueError(
+                "`dimension_names` and `shape` need to have the same number of dimensions."
+            )
+        if self.fill_value is None:
+            raise ValueError("`fill_value` is required.")
+        self.codecs.validate(self)
 
     @property
     def dtype(self) -> np.dtype:
-        return np.dtype(self.data_type.value)
+        return self.data_type
 
     @property
     def ndim(self) -> int:
@@ -200,35 +185,57 @@ def ndim(self) -> int:
 
     def get_chunk_spec(self, _chunk_coords: ChunkCoords) -> ArraySpec:
         assert isinstance(
-            self.chunk_grid, RegularChunkGridMetadata
+            self.chunk_grid, RegularChunkGrid
         ), "Currently, only regular chunk grid is supported"
         return ArraySpec(
-            shape=self.chunk_grid.configuration.chunk_shape,
-            data_type=self.data_type,
+            shape=self.chunk_grid.chunk_shape,
+            dtype=self.dtype,
             fill_value=self.fill_value,
         )
 
     def to_bytes(self) -> bytes:
         def _json_convert(o):
+            if isinstance(o, np.dtype):
+                return str(o)
             if isinstance(o, Enum):
                 return o.name
+            # this serializes numcodecs compressors
+            # todo: implement to_dict for codecs
+            elif hasattr(o, "get_config"):
+                return o.get_config()
             raise TypeError
 
         return json.dumps(
-            asdict(
-                self,
-                filter=lambda attr, value: attr.name != "dimension_names" or value is not None,
-            ),
+            self.to_dict(),
             default=_json_convert,
         ).encode()
 
     @classmethod
-    def from_json(cls, zarr_json: Any) -> ArrayMetadata:
-        return make_cattr().structure(zarr_json, cls)
+    def from_dict(cls, data: Dict[str, Any]) -> ArrayMetadata:
+        # check that the zarr_format attribute is correct
+        _ = parse_zarr_format_v3(data.pop("zarr_format"))
+        # check that the node_type attribute is correct
+        _ = parse_node_type_array(data.pop("node_type"))
+
+        dimension_names = data.pop("dimension_names", None)
+
+        return cls(**data, dimension_names=dimension_names)
+
+    def to_dict(self) -> Dict[str, Any]:
+        out_dict = super().to_dict()
+
+        if not isinstance(out_dict, dict):
+            raise TypeError(f"Expected dict. Got {type(out_dict)}.")
 
+        # if `dimension_names` is `None`, we do not include it in
+        # the metadata document
+        if out_dict["dimension_names"] is None:
+            out_dict.pop("dimension_names")
+        return out_dict
 
-@frozen
-class ArrayV2Metadata:
+
+@dataclass(frozen=True)
+class ArrayV2Metadata(Metadata):
     shape: ChunkCoords
     chunks: ChunkCoords
     dtype: np.dtype
@@ -237,7 +244,47 @@ class ArrayV2Metadata:
     filters: Optional[List[Dict[str, Any]]] = None
     dimension_separator: Literal[".", "/"] = "."
     compressor: Optional[Dict[str, Any]] = None
-    zarr_format: Literal[2] = 2
+    attributes: Optional[Dict[str, Any]] = field(default_factory=dict)
+    zarr_format: Literal[2] = field(init=False, default=2)
+
+    def __init__(
+        self,
+        *,
+        shape: ChunkCoords,
+        dtype: np.dtype,
+        chunks: ChunkCoords,
+        fill_value: Any,
+        order: Literal["C", "F"],
+        dimension_separator: Literal[".", "/"] = ".",
+        compressor: Optional[Dict[str, Any]] = None,
+        filters: Optional[List[Dict[str, Any]]] = None,
+        attributes: Optional[Dict[str, JSON]] = None,
+    ):
+        """
+        Metadata for a Zarr version 2 array.
+        """
+        shape_parsed = parse_shapelike(shape)
+        data_type_parsed = parse_dtype(dtype)
+        chunks_parsed = parse_shapelike(chunks)
+        compressor_parsed = parse_compressor(compressor)
+        order_parsed = parse_indexing_order(order)
+        dimension_separator_parsed = parse_separator(order)
+        filters_parsed = parse_filters(filters)
+        fill_value_parsed = parse_fill_value(fill_value)
+        attributes_parsed = parse_attributes(attributes)
+
+        object.__setattr__(self, "shape", shape_parsed)
+        object.__setattr__(self, "data_type", data_type_parsed)
+        object.__setattr__(self, "chunks", chunks_parsed)
+        object.__setattr__(self, "compressor", compressor_parsed)
+        object.__setattr__(self, "order", order_parsed)
+        object.__setattr__(self, "dimension_separator", dimension_separator_parsed)
+        object.__setattr__(self, "filters", filters_parsed)
+        object.__setattr__(self, "fill_value", fill_value_parsed)
+        object.__setattr__(self, "attributes", attributes_parsed)
+
+        # ensure that the metadata document is consistent
+        _ = parse_v2_metadata(self)
 
     @property
     def ndim(self) -> int:
@@ -252,8 +299,78 @@ def _json_convert(o):
                     return o.descr
             raise TypeError
 
-        return json.dumps(asdict(self), default=_json_convert).encode()
+        return json.dumps(self.to_dict(), default=_json_convert).encode()
 
     @classmethod
-    def from_json(cls, zarr_json: Any) -> ArrayV2Metadata:
-        return make_cattr().structure(zarr_json, cls)
+    def from_dict(cls, data: Dict[str, Any]) -> ArrayV2Metadata:
+        # check that the zarr_format attribute is correct
+        _ = parse_zarr_format_v2(data.pop("zarr_format"))
+        return cls(**data)
+
+
+def parse_dimension_names(data: Any) -> Tuple[str, ...] | None:
+    if data is None:
+        return data
+    if isinstance(data, Iterable) and all([isinstance(x, str) for x in data]):
+        return tuple(data)
+    msg = f"Expected either None or a iterable of str, got {type(data)}"
+    raise TypeError(msg)
+
+
+# todo: real validation
+def parse_attributes(data: Any) -> Dict[str, JSON]:
+    if data is None:
+        return {}
+
+    data_json = cast(Dict[str, JSON], data)
+    return data_json
+
+
+# todo: move to its own module and drop _v3 suffix
+# todo: consider folding all the literal parsing into a single function
+# that takes 2 arguments
+def parse_zarr_format_v3(data: Any) -> Literal[3]:
+    if data == 3:
+        return data
+    raise ValueError(f"Invalid value. Expected 3. Got {data}.")
+
+
+# todo: move to its own module and drop _v2 suffix
+def parse_zarr_format_v2(data: Any) -> Literal[2]:
+    if data == 2:
+        return data
+    raise ValueError(f"Invalid value. Expected 2. Got {data}.")
+
+
+def parse_node_type_array(data: Any) -> Literal["array"]:
+    if data == "array":
+        return data
+    raise ValueError(f"Invalid value. Expected 'array'. Got {data}.")
+
+
+# todo: real validation
+def parse_filters(data: Any) -> List[Codec]:
+    return data
+
+
+# todo: real validation
+def parse_compressor(data: Any) -> Codec:
+    return data
+
+
+def parse_v2_metadata(data: ArrayV2Metadata) -> ArrayV2Metadata:
+    if (l_chunks := len(data.chunks)) != (l_shape := len(data.shape)):
+        msg = (
+            f"The `shape` and `chunks` attributes must have the same length. "
+            f"`chunks` has length {l_chunks}, but `shape` has length {l_shape}."
+        )
+        raise ValueError(msg)
+    return data
+
+
+def parse_codecs(data: Iterable[Union[Codec, JSON]]) -> CodecPipeline:
+    from zarr.v3.codecs.pipeline import CodecPipeline
+
+    if not isinstance(data, Iterable):
+        raise TypeError(f"Expected iterable, got {type(data)}")
+    return CodecPipeline.from_dict(data)
diff --git a/src/zarr/v3/store/memory.py b/src/zarr/v3/store/memory.py
index 1370375851..afacfa4321 100644
--- a/src/zarr/v3/store/memory.py
+++ b/src/zarr/v3/store/memory.py
@@ -49,7 +49,7 @@ async def set(
     ) -> None:
         assert isinstance(key, str)
         if not isinstance(value, (bytes, bytearray, memoryview)):
-            raise TypeError(f"expected BytesLike, got {type(value)}")
+            raise TypeError(f"Expected BytesLike. Got {type(value)}.")
 
         if byte_range is not None:
             buf = bytearray(self._store_dict[key])
diff --git a/src/zarr/v3/sync.py b/src/zarr/v3/sync.py
index e88c8e93f2..f0996c019e 100644
--- a/src/zarr/v3/sync.py
+++ b/src/zarr/v3/sync.py
@@ -2,7 +2,16 @@
 
 import asyncio
 import threading
-from typing import Any, Coroutine, List, Optional
+from typing import (
+    Any,
+    AsyncIterator,
+    Callable,
+    Coroutine,
+    List,
+    Optional,
+    TypeVar,
+)
+from typing_extensions import ParamSpec
 
 from zarr.v3.config import SyncConfiguration
 
@@ -90,18 +99,24 @@ def _get_loop():
     return loop[0]
 
 
+P = ParamSpec("P")
+T = TypeVar("T")
+
+
 class SyncMixin:
 
     _sync_configuration: SyncConfiguration
 
-    def _sync(self, coroutine: Coroutine):  # TODO: type this
+    def _sync(self, coroutine: Coroutine[Any, Any, T]) -> T:
         # TODO: refactor this to to take *args and **kwargs and pass those to the method
         # this should allow us to better type the sync wrapper
         return sync(coroutine, loop=self._sync_configuration.asyncio_loop)
 
-    def _sync_iter(self, func: Coroutine, *args, **kwargs) -> List[Any]:  # TODO: type this
-        async def iter_to_list() -> List[Any]:
+    def _sync_iter(
+        self, func: Callable[P, AsyncIterator[T]], *args: P.args, **kwargs: P.kwargs
+    ) -> List[T]:
+        async def iter_to_list() -> List[T]:
             # TODO: replace with generators so we don't materialize the entire iterator at once
             return [item async for item in func(*args, **kwargs)]
 
-        return self._sync(iter_to_list)
+        return self._sync(iter_to_list())
diff --git a/tests/test_codecs_v3.py b/tests/test_codecs_v3.py
index 2b18969874..333c2094bf 100644
--- a/tests/test_codecs_v3.py
+++ b/tests/test_codecs_v3.py
@@ -1,23 +1,33 @@
 from __future__ import annotations
+from dataclasses import dataclass
 
 import json
-from typing import Iterator, List, Literal, Optional
-from attr import frozen
+from typing import Iterator, List, Literal, Optional, Tuple
+
 
 import numpy as np
 import pytest
 import zarr
-from zarr.v3 import codecs
+from zarr.v3.abc.codec import Codec
 from zarr.v3.array import Array, AsyncArray
 from zarr.v3.common import Selection
 from zarr.v3.indexing import morton_order_iter
-from zarr.v3.metadata import CodecMetadata, ShardingCodecIndexLocation, runtime_configuration
+from zarr.v3.codecs import (
+    ShardingCodec,
+    ShardingCodecIndexLocation,
+    BloscCodec,
+    BytesCodec,
+    GzipCodec,
+    TransposeCodec,
+    ZstdCodec,
+)
+from zarr.v3.metadata import runtime_configuration
 
 from zarr.v3.abc.store import Store
 from zarr.v3.store import MemoryStore, StorePath
 
 
-@frozen
+@dataclass(frozen=True)
 class _AsyncArrayProxy:
     array: AsyncArray
 
@@ -25,7 +35,7 @@ def __getitem__(self, selection: Selection) -> _AsyncArraySelectionProxy:
         return _AsyncArraySelectionProxy(self.array, selection)
 
 
-@frozen
+@dataclass(frozen=True)
 class _AsyncArraySelectionProxy:
     array: AsyncArray
     selection: Selection
@@ -47,9 +57,14 @@ def sample_data() -> np.ndarray:
     return np.arange(0, 128 * 128 * 128, dtype="uint16").reshape((128, 128, 128), order="F")
 
 
-@pytest.mark.parametrize(
-    "index_location", [ShardingCodecIndexLocation.start, ShardingCodecIndexLocation.end]
-)
+def order_from_dim(order: Literal["F", "C"], ndim: int) -> Tuple[int, ...]:
+    if order == "F":
+        return tuple(ndim - x - 1 for x in range(ndim))
+    else:
+        return tuple(range(ndim))
+
+
+@pytest.mark.parametrize("index_location", ["start", "end"])
 def test_sharding(
     store: Store, sample_data: np.ndarray, index_location: ShardingCodecIndexLocation
 ):
@@ -60,12 +75,12 @@ def test_sharding(
         dtype=sample_data.dtype,
         fill_value=0,
         codecs=[
-            codecs.sharding_codec(
-                (32, 32, 32),
-                [
-                    codecs.transpose_codec("F", sample_data.ndim),
-                    codecs.bytes_codec(),
-                    codecs.blosc_codec(typesize=sample_data.dtype.itemsize, cname="lz4"),
+            ShardingCodec(
+                chunk_shape=(32, 32, 32),
+                codecs=[
+                    TransposeCodec(order=order_from_dim("F", sample_data.ndim)),
+                    BytesCodec(),
+                    BloscCodec(cname="lz4"),
                 ],
                 index_location=index_location,
             )
@@ -79,9 +94,7 @@ def test_sharding(
     assert np.array_equal(sample_data, read_data)
 
 
-@pytest.mark.parametrize(
-    "index_location", [ShardingCodecIndexLocation.start, ShardingCodecIndexLocation.end]
-)
+@pytest.mark.parametrize("index_location", ["start", "end"])
 def test_sharding_partial(
     store: Store, sample_data: np.ndarray, index_location: ShardingCodecIndexLocation
 ):
@@ -92,12 +105,12 @@ def test_sharding_partial(
         dtype=sample_data.dtype,
         fill_value=0,
         codecs=[
-            codecs.sharding_codec(
-                (32, 32, 32),
-                [
-                    codecs.transpose_codec("F", sample_data.ndim),
-                    codecs.bytes_codec(),
-                    codecs.blosc_codec(typesize=sample_data.dtype.itemsize, cname="lz4"),
+            ShardingCodec(
+                chunk_shape=(32, 32, 32),
+                codecs=[
+                    TransposeCodec(order=order_from_dim("F", sample_data.ndim)),
+                    BytesCodec(),
+                    BloscCodec(cname="lz4"),
                 ],
                 index_location=index_location,
             )
@@ -114,9 +127,7 @@ def test_sharding_partial(
     assert np.array_equal(sample_data, read_data)
 
 
-@pytest.mark.parametrize(
-    "index_location", [ShardingCodecIndexLocation.start, ShardingCodecIndexLocation.end]
-)
+@pytest.mark.parametrize("index_location", ["start", "end"])
 def test_sharding_partial_read(
     store: Store, sample_data: np.ndarray, index_location: ShardingCodecIndexLocation
 ):
@@ -127,12 +138,12 @@ def test_sharding_partial_read(
         dtype=sample_data.dtype,
         fill_value=1,
         codecs=[
-            codecs.sharding_codec(
-                (32, 32, 32),
-                [
-                    codecs.transpose_codec("F", sample_data.ndim),
-                    codecs.bytes_codec(),
-                    codecs.blosc_codec(typesize=sample_data.dtype.itemsize, cname="lz4"),
+            ShardingCodec(
+                chunk_shape=(32, 32, 32),
+                codecs=[
+                    TransposeCodec(order=order_from_dim("F", sample_data.ndim)),
+                    BytesCodec(),
+                    BloscCodec(cname="lz4"),
                 ],
                 index_location=index_location,
             )
@@ -143,9 +154,7 @@ def test_sharding_partial_read(
     assert np.all(read_data == 1)
 
 
-@pytest.mark.parametrize(
-    "index_location", [ShardingCodecIndexLocation.start, ShardingCodecIndexLocation.end]
-)
+@pytest.mark.parametrize("index_location", ["start", "end"])
 def test_sharding_partial_overwrite(
     store: Store, sample_data: np.ndarray, index_location: ShardingCodecIndexLocation
 ):
@@ -158,12 +167,12 @@ def test_sharding_partial_overwrite(
         dtype=data.dtype,
         fill_value=1,
         codecs=[
-            codecs.sharding_codec(
-                (32, 32, 32),
-                [
-                    codecs.transpose_codec("F", data.ndim),
-                    codecs.bytes_codec(),
-                    codecs.blosc_codec(typesize=data.dtype.itemsize, cname="lz4"),
+            ShardingCodec(
+                chunk_shape=(32, 32, 32),
+                codecs=[
+                    TransposeCodec(order=order_from_dim("F", data.ndim)),
+                    BytesCodec(),
+                    BloscCodec(cname="lz4"),
                 ],
                 index_location=index_location,
             )
@@ -183,11 +192,11 @@ def test_sharding_partial_overwrite(
 
 @pytest.mark.parametrize(
     "outer_index_location",
-    [ShardingCodecIndexLocation.start, ShardingCodecIndexLocation.end],
+    ["start", "end"],
 )
 @pytest.mark.parametrize(
     "inner_index_location",
-    [ShardingCodecIndexLocation.start, ShardingCodecIndexLocation.end],
+    ["start", "end"],
 )
 def test_nested_sharding(
     store: Store,
@@ -202,9 +211,11 @@ def test_nested_sharding(
         dtype=sample_data.dtype,
         fill_value=0,
         codecs=[
-            codecs.sharding_codec(
-                (32, 32, 32),
-                [codecs.sharding_codec((16, 16, 16), index_location=inner_index_location)],
+            ShardingCodec(
+                chunk_shape=(32, 32, 32),
+                codecs=[
+                    ShardingCodec(chunk_shape=(16, 16, 16), index_location=inner_index_location)
+                ],
                 index_location=outer_index_location,
             )
         ],
@@ -233,15 +244,15 @@ async def test_order(
 ):
     data = np.arange(0, 256, dtype="uint16").reshape((32, 8), order=input_order)
 
-    codecs_: List[CodecMetadata] = (
+    codecs_: List[Codec] = (
         [
-            codecs.sharding_codec(
-                (16, 8),
-                codecs=[codecs.transpose_codec(store_order, data.ndim), codecs.bytes_codec()],
+            ShardingCodec(
+                chunk_shape=(16, 8),
+                codecs=[TransposeCodec(order=order_from_dim(store_order, data.ndim)), BytesCodec()],
             )
         ]
         if with_sharding
-        else [codecs.transpose_codec(store_order, data.ndim), codecs.bytes_codec()]
+        else [TransposeCodec(order=order_from_dim(store_order, data.ndim)), BytesCodec()]
     )
 
     a = await AsyncArray.create(
@@ -300,9 +311,7 @@ def test_order_implicit(
 ):
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16), order=input_order)
 
-    codecs_: Optional[List[CodecMetadata]] = (
-        [codecs.sharding_codec((8, 8))] if with_sharding else None
-    )
+    codecs_: Optional[List[Codec]] = [ShardingCodec(chunk_shape=(8, 8))] if with_sharding else None
 
     a = Array.create(
         store / "order_implicit",
@@ -345,15 +354,15 @@ async def test_transpose(
 ):
     data = np.arange(0, 256, dtype="uint16").reshape((1, 32, 8), order=input_order)
 
-    codecs_: List[CodecMetadata] = (
+    codecs_: List[Codec] = (
         [
-            codecs.sharding_codec(
-                (1, 16, 8),
-                codecs=[codecs.transpose_codec((2, 1, 0)), codecs.bytes_codec()],
+            ShardingCodec(
+                chunk_shape=(1, 16, 8),
+                codecs=[TransposeCodec(order=(2, 1, 0)), BytesCodec()],
             )
         ]
         if with_sharding
-        else [codecs.transpose_codec((2, 1, 0)), codecs.bytes_codec()]
+        else [TransposeCodec(order=(2, 1, 0)), BytesCodec()]
     )
 
     a = await AsyncArray.create(
@@ -405,7 +414,7 @@ def test_transpose_invalid(
     data = np.arange(0, 256, dtype="uint16").reshape((1, 32, 8))
 
     for order in [(1, 0), (3, 2, 1), (3, 3, 1)]:
-        with pytest.raises(AssertionError):
+        with pytest.raises(ValueError):
             Array.create(
                 store / "transpose_invalid",
                 shape=data.shape,
@@ -413,7 +422,7 @@ def test_transpose_invalid(
                 dtype=data.dtype,
                 fill_value=0,
                 chunk_key_encoding=("v2", "."),
-                codecs=[codecs.transpose_codec(order), codecs.bytes_codec()],
+                codecs=[TransposeCodec(order=order), BytesCodec()],
             )
 
 
@@ -437,12 +446,12 @@ def test_open_sharding(store: Store):
         dtype="int32",
         fill_value=0,
         codecs=[
-            codecs.sharding_codec(
-                (8, 8),
-                [
-                    codecs.transpose_codec("F", 2),
-                    codecs.bytes_codec(),
-                    codecs.blosc_codec(typesize=4),
+            ShardingCodec(
+                chunk_shape=(8, 8),
+                codecs=[
+                    TransposeCodec(order=order_from_dim("F", 2)),
+                    BytesCodec(),
+                    BloscCodec(),
                 ],
             )
         ],
@@ -580,11 +589,11 @@ def test_write_partial_sharded_chunks(store: Store):
         dtype=data.dtype,
         fill_value=1,
         codecs=[
-            codecs.sharding_codec(
+            ShardingCodec(
                 chunk_shape=(10, 10),
                 codecs=[
-                    codecs.bytes_codec(),
-                    codecs.blosc_codec(typesize=data.dtype.itemsize),
+                    BytesCodec(),
+                    BloscCodec(),
                 ],
             )
         ],
@@ -618,7 +627,7 @@ async def test_delete_empty_sharded_chunks(store: Store):
         chunk_shape=(8, 16),
         dtype="uint16",
         fill_value=1,
-        codecs=[codecs.sharding_codec(chunk_shape=(8, 8))],
+        codecs=[ShardingCodec(chunk_shape=(8, 8))],
     )
     await _AsyncArrayProxy(a)[:, :].set(np.zeros((16, 16)))
     await _AsyncArrayProxy(a)[8:, :].set(np.ones((8, 16)))
@@ -679,7 +688,7 @@ async def test_zarr_compat_F(store: Store):
         dtype=data.dtype,
         chunk_key_encoding=("v2", "."),
         fill_value=1,
-        codecs=[codecs.transpose_codec("F", data.ndim), codecs.bytes_codec()],
+        codecs=[TransposeCodec(order=order_from_dim("F", data.ndim)), BytesCodec()],
     )
 
     z2 = zarr.create(
@@ -743,7 +752,7 @@ def test_gzip(store: Store):
         chunk_shape=(16, 16),
         dtype=data.dtype,
         fill_value=0,
-        codecs=[codecs.bytes_codec(), codecs.gzip_codec()],
+        codecs=[BytesCodec(), GzipCodec()],
     )
 
     a[:, :] = data
@@ -760,7 +769,7 @@ def test_zstd(store: Store, checksum: bool):
         chunk_shape=(16, 16),
         dtype=data.dtype,
         fill_value=0,
-        codecs=[codecs.bytes_codec(), codecs.zstd_codec(level=0, checksum=checksum)],
+        codecs=[BytesCodec(), ZstdCodec(level=0, checksum=checksum)],
     )
 
     a[:, :] = data
@@ -779,7 +788,7 @@ async def test_endian(store: Store, endian: Literal["big", "little"]):
         dtype=data.dtype,
         fill_value=0,
         chunk_key_encoding=("v2", "."),
-        codecs=[codecs.bytes_codec(endian)],
+        codecs=[BytesCodec(endian=endian)],
     )
 
     await _AsyncArrayProxy(a)[:, :].set(data)
@@ -815,7 +824,7 @@ async def test_endian_write(
         dtype="uint16",
         fill_value=0,
         chunk_key_encoding=("v2", "."),
-        codecs=[codecs.bytes_codec(dtype_store_endian)],
+        codecs=[BytesCodec(endian=dtype_store_endian)],
     )
 
     await _AsyncArrayProxy(a)[:, :].set(data)
@@ -835,7 +844,7 @@ async def test_endian_write(
 
 
 def test_invalid_metadata(store: Store):
-    with pytest.raises(AssertionError):
+    with pytest.raises(ValueError):
         Array.create(
             store / "invalid_chunk_shape",
             shape=(16, 16, 16),
@@ -844,7 +853,7 @@ def test_invalid_metadata(store: Store):
             fill_value=0,
         )
 
-    with pytest.raises(AssertionError):
+    with pytest.raises(ValueError):
         Array.create(
             store / "invalid_endian",
             shape=(16, 16),
@@ -852,12 +861,12 @@ def test_invalid_metadata(store: Store):
             dtype=np.dtype("uint8"),
             fill_value=0,
             codecs=[
-                codecs.bytes_codec("big"),
-                codecs.transpose_codec("F", 2),
+                BytesCodec(endian="big"),
+                TransposeCodec(order=order_from_dim("F", 2)),
             ],
         )
 
-    with pytest.raises(AssertionError):
+    with pytest.raises(TypeError):
         Array.create(
             store / "invalid_order",
             shape=(16, 16),
@@ -865,12 +874,12 @@ def test_invalid_metadata(store: Store):
             dtype=np.dtype("uint8"),
             fill_value=0,
             codecs=[
-                codecs.bytes_codec(),
-                codecs.transpose_codec("F"),
+                BytesCodec(),
+                TransposeCodec(order="F"),
             ],
         )
 
-    with pytest.raises(AssertionError):
+    with pytest.raises(ValueError):
         Array.create(
             store / "invalid_missing_bytes_codec",
             shape=(16, 16),
@@ -878,11 +887,11 @@ def test_invalid_metadata(store: Store):
             dtype=np.dtype("uint8"),
             fill_value=0,
             codecs=[
-                codecs.transpose_codec("F", 2),
+                TransposeCodec(order=order_from_dim("F", 2)),
             ],
         )
 
-    with pytest.raises(AssertionError):
+    with pytest.raises(ValueError):
         Array.create(
             store / "invalid_inner_chunk_shape",
             shape=(16, 16),
@@ -890,10 +899,10 @@ def test_invalid_metadata(store: Store):
             dtype=np.dtype("uint8"),
             fill_value=0,
             codecs=[
-                codecs.sharding_codec(chunk_shape=(8,)),
+                ShardingCodec(chunk_shape=(8,)),
             ],
         )
-    with pytest.raises(AssertionError):
+    with pytest.raises(ValueError):
         Array.create(
             store / "invalid_inner_chunk_shape",
             shape=(16, 16),
@@ -901,7 +910,7 @@ def test_invalid_metadata(store: Store):
             dtype=np.dtype("uint8"),
             fill_value=0,
             codecs=[
-                codecs.sharding_codec(chunk_shape=(8, 7)),
+                ShardingCodec(chunk_shape=(8, 7)),
             ],
         )
 
@@ -913,8 +922,8 @@ def test_invalid_metadata(store: Store):
             dtype=np.dtype("uint8"),
             fill_value=0,
             codecs=[
-                codecs.sharding_codec(chunk_shape=(8, 8)),
-                codecs.gzip_codec(),
+                ShardingCodec(chunk_shape=(8, 8)),
+                GzipCodec(),
             ],
         )
 
@@ -933,17 +942,62 @@ async def test_resize(store: Store):
     )
 
     await _AsyncArrayProxy(a)[:16, :18].set(data)
-    assert await (store / "resize/0.0").get() is not None
-    assert await (store / "resize/0.1").get() is not None
-    assert await (store / "resize/1.0").get() is not None
-    assert await (store / "resize/1.1").get() is not None
+    assert await (store / "resize" / "0.0").get() is not None
+    assert await (store / "resize" / "0.1").get() is not None
+    assert await (store / "resize" / "1.0").get() is not None
+    assert await (store / "resize" / "1.1").get() is not None
 
     a = await a.resize((10, 12))
     assert a.metadata.shape == (10, 12)
-    assert await (store / "resize/0.0").get() is not None
-    assert await (store / "resize/0.1").get() is not None
-    assert await (store / "resize/1.0").get() is None
-    assert await (store / "resize/1.1").get() is None
+    assert await (store / "resize" / "0.0").get() is not None
+    assert await (store / "resize" / "0.1").get() is not None
+    assert await (store / "resize" / "1.0").get() is None
+    assert await (store / "resize" / "1.1").get() is None
+
+
+@pytest.mark.asyncio
+async def test_blosc_evolve(store: Store):
+    await AsyncArray.create(
+        store / "blosc_evolve_u1",
+        shape=(16, 16),
+        chunk_shape=(16, 16),
+        dtype="uint8",
+        fill_value=0,
+        codecs=[BytesCodec(), BloscCodec()],
+    )
+
+    zarr_json = json.loads(await (store / "blosc_evolve_u1" / "zarr.json").get())
+    blosc_configuration_json = zarr_json["codecs"][1]["configuration"]
+    assert blosc_configuration_json["typesize"] == 1
+    assert blosc_configuration_json["shuffle"] == "bitshuffle"
+
+    await AsyncArray.create(
+        store / "blosc_evolve_u2",
+        shape=(16, 16),
+        chunk_shape=(16, 16),
+        dtype="uint16",
+        fill_value=0,
+        codecs=[BytesCodec(), BloscCodec()],
+    )
+
+    zarr_json = json.loads(await (store / "blosc_evolve_u2" / "zarr.json").get())
+    blosc_configuration_json = zarr_json["codecs"][1]["configuration"]
+    assert blosc_configuration_json["typesize"] == 2
+    assert blosc_configuration_json["shuffle"] == "shuffle"
+
+    await AsyncArray.create(
+        store / "sharding_blosc_evolve",
+        shape=(16, 16),
+        chunk_shape=(16, 16),
+        dtype="uint16",
+        fill_value=0,
+        codecs=[ShardingCodec(chunk_shape=(16, 16), codecs=[BytesCodec(), BloscCodec()])],
+    )
+
+    zarr_json = json.loads(await (store / "sharding_blosc_evolve" / "zarr.json").get())
+    blosc_configuration_json = zarr_json["codecs"][0]["configuration"]["codecs"][1]["configuration"]
+    assert blosc_configuration_json["typesize"] == 2
+    assert blosc_configuration_json["shuffle"] == "shuffle"
 
 
 def test_exists_ok(store: Store):
diff --git a/tests/v3/test_common.py b/tests/v3/test_common.py
new file mode 100644
index 0000000000..33e91d793f
--- /dev/null
+++ b/tests/v3/test_common.py
@@ -0,0 +1,97 @@
+from __future__ import annotations
+from typing import TYPE_CHECKING, Iterable
+
+if TYPE_CHECKING:
+    from typing import Literal, Any, Tuple
+
+import numpy as np
+from src.zarr.v3.config import parse_indexing_order
+from src.zarr.v3.common import parse_shapelike
+from zarr.v3.common import parse_name, product
+import pytest
+
+
+@pytest.mark.parametrize("data", [(0, 0, 0, 0), (1, 3, 4, 5, 6), (2, 4)])
+def test_product(data: Tuple[int, ...]):
+    assert product(data) == np.prod(data)
+
+
+# todo: test
+def test_concurrent_map():
+    ...
+
+
+# todo: test
+def test_to_thread():
+    ...
+
+
+# todo: test
+def test_enum_names():
+    ...
+
+
+# todo: test
+def test_parse_enum():
+    ...
+
+
+@pytest.mark.parametrize("data", [("foo", "bar"), (10, 11)])
+def test_parse_name_invalid(data: Tuple[Any, Any]):
+    observed, expected = data
+    if isinstance(observed, str):
+        with pytest.raises(ValueError, match=f"Expected '{expected}'. Got {observed} instead."):
+            parse_name(observed, expected)
+    else:
+        with pytest.raises(
+            TypeError, match=f"Expected a string, got an instance of {type(observed)}."
+        ):
+            parse_name(observed, expected)
+
+
+@pytest.mark.parametrize("data", [("foo", "foo"), ("10", "10")])
+def test_parse_name_valid(data: Tuple[Any, Any]):
+    observed, expected = data
+    assert parse_name(observed, expected) == observed
+
+
+@pytest.mark.parametrize("data", [0, 1, "hello", "f"])
+def test_parse_indexing_order_invalid(data):
+    with pytest.raises(ValueError, match="Expected one of"):
+        parse_indexing_order(data)
+
+
+@pytest.mark.parametrize("data", ["C", "F"])
+def parse_indexing_order_valid(data: Literal["C", "F"]):
+    assert parse_indexing_order(data) == data
+
+
+@pytest.mark.parametrize("data", [10, ("0", 1, 2, 3), {"0": "0"}, []])
+def test_parse_shapelike_invalid(data: Any):
+    if isinstance(data, Iterable):
+        if len(data) == 0:
+            with pytest.raises(ValueError, match="Expected at least one element."):
+                parse_shapelike(data)
+        else:
+            with pytest.raises(TypeError, match="Expected an iterable of integers"):
+                parse_shapelike(data)
+    else:
+        with pytest.raises(TypeError, match="Expected an iterable."):
+            parse_shapelike(data)
+
+
+@pytest.mark.parametrize("data", [range(10), [0, 1, 2, 3], (3, 4, 5)])
+def test_parse_shapelike_valid(data: Iterable[Any]):
+    assert parse_shapelike(data) == tuple(data)
+
+
+# todo: more dtypes
+@pytest.mark.parametrize("data", [("uint8", np.uint8), ("float64", np.float64)])
+def parse_dtype(data: Tuple[str, np.dtype]):
+    unparsed, parsed = data
+    assert parse_dtype(unparsed) == parsed
+
+
+# todo: figure out what it means to test this
+def test_parse_fill_value():
+    ...
diff --git a/tests/v3/test_metadata.py b/tests/v3/test_metadata.py
new file mode 100644
index 0000000000..c7ca0f2e1a
--- /dev/null
+++ b/tests/v3/test_metadata.py
@@ -0,0 +1,60 @@
+from __future__ import annotations
+import pytest
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from typing import Sequence, Any
+
+from zarr.v3.metadata import parse_dimension_names, parse_zarr_format_v2, parse_zarr_format_v3
+
+# todo: test
+def test_datatype_enum():
+    ...
+
+
+# todo: test
+# this will almost certainly be a collection of tests
+def test_array_metadata_v3():
+    ...
+
+
+# todo: test
+# this will almost certainly be a collection of tests
+def test_array_metadata_v2():
+    ...
+
+
+@pytest.mark.parametrize("data", [None, ("a", "b", "c"), ["a", "a", "a"]])
+def parse_dimension_names_valid(data: Sequence[str] | None) -> None:
+    assert parse_dimension_names(data) == data
+
+
+@pytest.mark.parametrize("data", [(), [1, 2, "a"], {"foo": 10}])
+def parse_dimension_names_invalid(data: Any) -> None:
+    with pytest.raises(TypeError, match="Expected either None or iterable of str,"):
+        parse_dimension_names(data)
+
+
+# todo: test
+def test_parse_attributes() -> None:
+    ...
+
+
+def test_parse_zarr_format_v3_valid() -> None:
+    assert parse_zarr_format_v3(3) == 3
+
+
+@pytest.mark.parametrize("data", [None, 1, 2, 4, 5, "3"])
+def test_parse_zarr_foramt_v3_invalid(data: Any) -> None:
+    with pytest.raises(ValueError, match=f"Invalid value. Expected 3. Got {data}"):
+        parse_zarr_format_v3(data)
+
+
+def test_parse_zarr_format_v2_valid() -> None:
+    assert parse_zarr_format_v2(2) == 2
+
+
+@pytest.mark.parametrize("data", [None, 1, 3, 4, 5, "3"])
+def test_parse_zarr_foramt_v2_invalid(data: Any) -> None:
+    with pytest.raises(ValueError, match=f"Invalid value. Expected 2. Got {data}"):
+        parse_zarr_format_v2(data)

From f80f697c2612cf41c5bdb158a602c1ae8a737e70 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 20 Feb 2024 18:28:10 +0530
Subject: [PATCH 0440/1078] chore: update pre-commit hooks (#1672)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.2.1 → v0.2.2](https://github.com/astral-sh/ruff-pre-commit/compare/v0.2.1...v0.2.2)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index c7d4f32c68..41b65f1d02 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,7 +8,7 @@ default_language_version:
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: 'v0.2.1'
+    rev: 'v0.2.2'
     hooks:
     - id: ruff
   - repo: https://github.com/psf/black

From 54bc90c8682472cc40fba35ec6b313cb1f046c34 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 26 Feb 2024 09:57:06 -0800
Subject: [PATCH 0441/1078] Bump pymongo from 4.6.1 to 4.6.2 (#1674)

Bumps [pymongo](https://github.com/mongodb/mongo-python-driver) from 4.6.1 to 4.6.2.
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/4.6.2/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.6.1...4.6.2)

---
updated-dependencies:
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index e94b814173..85f6fccffc 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -11,7 +11,7 @@ azure-storage-blob==12.16.0 # pyup: ignore
 redis==5.0.1
 types-redis
 types-setuptools
-pymongo==4.6.1
+pymongo==4.6.2
 # optional test requirements
 coverage
 pytest-cov==4.1.0

From 70a15bbe595031ad24b82ca5cee9468a8229e775 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 26 Feb 2024 10:09:11 -0800
Subject: [PATCH 0442/1078] Bump conda-incubator/setup-miniconda from 3.0.1 to
 3.0.2 (#1677)

Bumps [conda-incubator/setup-miniconda](https://github.com/conda-incubator/setup-miniconda) from 3.0.1 to 3.0.2.
- [Release notes](https://github.com/conda-incubator/setup-miniconda/releases)
- [Changelog](https://github.com/conda-incubator/setup-miniconda/blob/main/CHANGELOG.md)
- [Commits](https://github.com/conda-incubator/setup-miniconda/compare/v3.0.1...v3.0.2)

---
updated-dependencies:
- dependency-name: conda-incubator/setup-miniconda
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/minimal.yml         | 2 +-
 .github/workflows/python-package.yml  | 2 +-
 .github/workflows/windows-testing.yml | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
index 2cc0213781..d95b2bc540 100644
--- a/.github/workflows/minimal.yml
+++ b/.github/workflows/minimal.yml
@@ -15,7 +15,7 @@ jobs:
     steps:
     - uses: actions/checkout@v4
     - name: Setup Miniconda
-      uses: conda-incubator/setup-miniconda@v3.0.1
+      uses: conda-incubator/setup-miniconda@v3.0.2
       with:
           channels: conda-forge
           environment-file: environment.yml
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index d74df9ce67..946b7efa7d 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -42,7 +42,7 @@ jobs:
       with:
         fetch-depth: 0
     - name: Setup Miniconda
-      uses: conda-incubator/setup-miniconda@v3.0.1
+      uses: conda-incubator/setup-miniconda@v3.0.2
       with:
           channels: conda-forge
           python-version: ${{ matrix.python-version }}
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index 0ef7f21758..85e5c3e6b6 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -21,7 +21,7 @@ jobs:
       - uses: actions/checkout@v4
         with:
           fetch-depth: 0
-      - uses: conda-incubator/setup-miniconda@v3.0.1
+      - uses: conda-incubator/setup-miniconda@v3.0.2
         with:
           auto-update-conda: true
           python-version: ${{ matrix.python-version }}

From ec4d2162828c2616a388dda2bdbcf40c8747a36d Mon Sep 17 00:00:00 2001
From: Josh Moore <josh@openmicroscopy.org>
Date: Tue, 27 Feb 2024 15:26:29 +0100
Subject: [PATCH 0443/1078] Update config.yml with Zulip

---
 .github/ISSUE_TEMPLATE/config.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
index 9cb5ec9a78..907121f858 100644
--- a/.github/ISSUE_TEMPLATE/config.yml
+++ b/.github/ISSUE_TEMPLATE/config.yml
@@ -3,8 +3,8 @@ contact_links:
   - name: ✨ Propose a new major feature
     url: https://github.com/zarr-developers/zarr-specs
     about: A new major feature should be discussed in the Zarr specifications repository.
-  - name: ❓ Discuss something on gitter
-    url: https://gitter.im/zarr-developers/community
+  - name: ❓ Discuss something on Zulip
+    url: https://ossci.zulipchat.com/
     about: For questions like "How do I do X with Zarr?", you can move to our Gitter channel.
   - name: ❓ Discuss something on GitHub Discussions
     url: https://github.com/zarr-developers/zarr-python/discussions

From a0e5559c38bf1a9d7c1a70a81f51f5eece5701c2 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 27 Feb 2024 17:04:50 +0100
Subject: [PATCH 0444/1078] Type dimension separator (#1620)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 zarr/_storage/absstore.py                |  5 ++-
 zarr/_storage/v3.py                      |  7 ++--
 zarr/_storage/v3_storage_transformers.py |  3 +-
 zarr/creation.py                         |  2 +-
 zarr/storage.py                          | 45 +++++++++++++++++-------
 5 files changed, 44 insertions(+), 18 deletions(-)

diff --git a/zarr/_storage/absstore.py b/zarr/_storage/absstore.py
index b6b386f468..217b2a29e0 100644
--- a/zarr/_storage/absstore.py
+++ b/zarr/_storage/absstore.py
@@ -1,9 +1,12 @@
 """This module contains storage classes related to Azure Blob Storage (ABS)"""
 
+from typing import Optional
 import warnings
+
 from numcodecs.compat import ensure_bytes
 from zarr.util import normalize_storage_path
 from zarr._storage.store import _get_metadata_suffix, data_root, meta_root, Store, StoreV3
+from zarr.types import DIMENSION_SEPARATOR
 
 __doctest_requires__ = {
     ("ABSStore", "ABSStore.*"): ["azure.storage.blob"],
@@ -67,7 +70,7 @@ def __init__(
         account_name=None,
         account_key=None,
         blob_service_kwargs=None,
-        dimension_separator=None,
+        dimension_separator: Optional[DIMENSION_SEPARATOR] = None,
         client=None,
     ):
         self._dimension_separator = dimension_separator
diff --git a/zarr/_storage/v3.py b/zarr/_storage/v3.py
index 56bae74361..4987f820cf 100644
--- a/zarr/_storage/v3.py
+++ b/zarr/_storage/v3.py
@@ -3,13 +3,14 @@
 from collections import OrderedDict
 from collections.abc import MutableMapping
 from threading import Lock
-from typing import Union, Dict, Any
+from typing import Union, Dict, Any, Optional
 
 from zarr.errors import (
     MetadataError,
     ReadOnlyError,
 )
 from zarr.util import buffer_size, json_loads, normalize_storage_path
+from zarr.types import DIMENSION_SEPARATOR
 
 from zarr._storage.absstore import ABSStoreV3  # noqa: F401
 from zarr._storage.store import (  # noqa: F401
@@ -224,7 +225,9 @@ def get_partial_values(self, key_ranges):
 
 
 class MemoryStoreV3(MemoryStore, StoreV3):
-    def __init__(self, root=None, cls=dict, dimension_separator=None):
+    def __init__(
+        self, root=None, cls=dict, dimension_separator: Optional[DIMENSION_SEPARATOR] = None
+    ):
         if root is None:
             self.root = cls()
         else:
diff --git a/zarr/_storage/v3_storage_transformers.py b/zarr/_storage/v3_storage_transformers.py
index 3afc3823a3..37e56f8ecd 100644
--- a/zarr/_storage/v3_storage_transformers.py
+++ b/zarr/_storage/v3_storage_transformers.py
@@ -8,6 +8,7 @@
 
 from zarr._storage.store import StorageTransformer, StoreV3, _rmdir_from_keys_v3
 from zarr.util import normalize_storage_path
+from zarr.types import DIMENSION_SEPARATOR
 
 
 MAX_UINT_64 = 2**64 - 1
@@ -118,7 +119,7 @@ def _copy_for_array(self, array, inner_store):
         return transformer_copy
 
     @property
-    def dimension_separator(self) -> str:
+    def dimension_separator(self) -> DIMENSION_SEPARATOR:
         assert (
             self._dimension_separator is not None
         ), "dimension_separator is not initialized, first get a copy via _copy_for_array."
diff --git a/zarr/creation.py b/zarr/creation.py
index 264715b040..c541531d54 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -470,7 +470,7 @@ def open_array(
     write_empty_chunks=True,
     *,
     zarr_version=None,
-    dimension_separator=None,
+    dimension_separator: Optional[DIMENSION_SEPARATOR] = None,
     meta_array=None,
     **kwargs,
 ):
diff --git a/zarr/storage.py b/zarr/storage.py
index 73a6dc9630..f6903d29b2 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -41,7 +41,8 @@
 from numcodecs.compat import ensure_bytes, ensure_text, ensure_contiguous_ndarray_like
 from numcodecs.registry import codec_registry
 from zarr.context import Context
-from zarr.types import PathLike as Path
+from zarr.types import PathLike as Path, DIMENSION_SEPARATOR
+from zarr.util import NoLock
 
 from zarr.errors import (
     MetadataError,
@@ -327,7 +328,7 @@ def init_array(
     chunk_store: Optional[StoreLike] = None,
     filters=None,
     object_codec=None,
-    dimension_separator=None,
+    dimension_separator: Optional[DIMENSION_SEPARATOR] = None,
     storage_transformers=(),
 ):
     """Initialize an array store with the given configuration. Note that this is a low-level
@@ -481,7 +482,7 @@ def _init_array_metadata(
     chunk_store: Optional[StoreLike] = None,
     filters=None,
     object_codec=None,
-    dimension_separator=None,
+    dimension_separator: Optional[DIMENSION_SEPARATOR] = None,
     storage_transformers=(),
 ):
     store_version = getattr(store, "_store_version", 2)
@@ -1054,7 +1055,9 @@ class DirectoryStore(Store):
 
     """
 
-    def __init__(self, path, normalize_keys=False, dimension_separator=None):
+    def __init__(
+        self, path, normalize_keys=False, dimension_separator: Optional[DIMENSION_SEPARATOR] = None
+    ):
         # guard conditions
         path = os.path.abspath(path)
         if os.path.exists(path) and not os.path.isdir(path):
@@ -1349,7 +1352,7 @@ def __init__(
         key_separator=None,
         mode="w",
         exceptions=(KeyError, PermissionError, IOError),
-        dimension_separator=None,
+        dimension_separator: Optional[DIMENSION_SEPARATOR] = None,
         fs=None,
         check=False,
         create=False,
@@ -1568,7 +1571,12 @@ class TempStore(DirectoryStore):
 
     # noinspection PyShadowingBuiltins
     def __init__(
-        self, suffix="", prefix="zarr", dir=None, normalize_keys=False, dimension_separator=None
+        self,
+        suffix="",
+        prefix="zarr",
+        dir=None,
+        normalize_keys=False,
+        dimension_separator: Optional[DIMENSION_SEPARATOR] = None,
     ):
         path = tempfile.mkdtemp(suffix=suffix, prefix=prefix, dir=dir)
         atexit.register(atexit_rmtree, path)
@@ -1652,7 +1660,9 @@ class NestedDirectoryStore(DirectoryStore):
 
     """
 
-    def __init__(self, path, normalize_keys=False, dimension_separator="/"):
+    def __init__(
+        self, path, normalize_keys=False, dimension_separator: Optional[DIMENSION_SEPARATOR] = "/"
+    ):
         super().__init__(path, normalize_keys=normalize_keys)
         if dimension_separator is None:
             dimension_separator = "/"
@@ -1765,7 +1775,7 @@ def __init__(
         compression=zipfile.ZIP_STORED,
         allowZip64=True,
         mode="a",
-        dimension_separator=None,
+        dimension_separator: Optional[DIMENSION_SEPARATOR] = None,
     ):
         # store properties
         path = os.path.abspath(path)
@@ -2058,7 +2068,7 @@ def __init__(
         mode=0o666,
         open=None,
         write_lock=True,
-        dimension_separator=None,
+        dimension_separator: Optional[DIMENSION_SEPARATOR] = None,
         **open_kwargs,
     ):
         if open is None:
@@ -2073,6 +2083,7 @@ def __init__(
         self.mode = mode
         self.open = open
         self.write_lock = write_lock
+        self.write_mutex: Union[Lock, NoLock]
         if write_lock:
             # This may not be required as some dbm implementations manage their own
             # locks, but err on the side of caution.
@@ -2229,7 +2240,13 @@ class LMDBStore(Store):
 
     """
 
-    def __init__(self, path, buffers=True, dimension_separator=None, **kwargs):
+    def __init__(
+        self,
+        path,
+        buffers=True,
+        dimension_separator: Optional[DIMENSION_SEPARATOR] = None,
+        **kwargs,
+    ):
         import lmdb
 
         # set default memory map size to something larger than the lmdb default, which is
@@ -2580,7 +2597,7 @@ class SQLiteStore(Store):
         >>> store.close()  # don't forget to call this when you're done
     """
 
-    def __init__(self, path, dimension_separator=None, **kwargs):
+    def __init__(self, path, dimension_separator: Optional[DIMENSION_SEPARATOR] = None, **kwargs):
         import sqlite3
 
         self._dimension_separator = dimension_separator
@@ -2776,7 +2793,7 @@ def __init__(
         self,
         database="mongodb_zarr",
         collection="zarr_collection",
-        dimension_separator=None,
+        dimension_separator: Optional[DIMENSION_SEPARATOR] = None,
         **kwargs,
     ):
         import pymongo
@@ -2851,7 +2868,9 @@ class RedisStore(Store):
 
     """
 
-    def __init__(self, prefix="zarr", dimension_separator=None, **kwargs):
+    def __init__(
+        self, prefix="zarr", dimension_separator: Optional[DIMENSION_SEPARATOR] = None, **kwargs
+    ):
         import redis
 
         self._prefix = prefix

From 99e03c684729b188457024a53afc45cb1b160027 Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Wed, 28 Feb 2024 18:22:28 +0530
Subject: [PATCH 0445/1078] Replace Gitter with new Zulip Chat link (#1685)

* Replace Gitter with Zulip

* Replace Gitter with Zulip in remaining places
---
 .github/ISSUE_TEMPLATE/config.yml | 2 +-
 README.md                         | 6 +++---
 docs/index.rst                    | 2 +-
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
index 907121f858..9ceaab2ae7 100644
--- a/.github/ISSUE_TEMPLATE/config.yml
+++ b/.github/ISSUE_TEMPLATE/config.yml
@@ -5,7 +5,7 @@ contact_links:
     about: A new major feature should be discussed in the Zarr specifications repository.
   - name: ❓ Discuss something on Zulip
     url: https://ossci.zulipchat.com/
-    about: For questions like "How do I do X with Zarr?", you can move to our Gitter channel.
+    about: For questions like "How do I do X with Zarr?", you can move to our Zulip Chat.
   - name: ❓ Discuss something on GitHub Discussions
     url: https://github.com/zarr-developers/zarr-python/discussions
     about: For questions like "How do I do X with Zarr?", you can move to GitHub Discussions.
diff --git a/README.md b/README.md
index b035ffa597..e379c9719f 100644
--- a/README.md
+++ b/README.md
@@ -70,10 +70,10 @@
   </td>
 </tr>
 <tr>
-	<td>Gitter</td>
+	<td>Zulip</td>
 	<td>
-		<a href="https://gitter.im/zarr-developers/community">
-		<img src="https://badges.gitter.im/zarr-developers/community.svg" />
+		<a href="https://ossci.zulipchat.com/">
+		<img src="https://img.shields.io/badge/zulip-join_chat-brightgreen.svg" />
 		</a>
 	</td>
 </tr>
diff --git a/docs/index.rst b/docs/index.rst
index 06f79b7e7c..a5dbfbc5bf 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -25,7 +25,7 @@ Zarr-Python
 `Installation <installation.html>`_ |
 `Source Repository <https://github.com/zarr-developers/zarr-python>`_ |
 `Issue Tracker <https://github.com/zarr-developers/zarr-python/issues>`_ |
-`Gitter <https://gitter.im/zarr-developers/community>`_
+`Zulip Chat <https://ossci.zulipchat.com/>`_
 
 Zarr is a file storage format for chunked, compressed, N-dimensional arrays based on an open-source specification.
 

From 67d5d82317451c9072a187efd6d638e718cdaced Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sat, 2 Mar 2024 02:03:35 +0530
Subject: [PATCH 0446/1078] Bump redis from 5.0.1 to 5.0.2 (#1688)

Bumps [redis](https://github.com/redis/redis-py) from 5.0.1 to 5.0.2.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v5.0.1...v5.0.2)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 85f6fccffc..c3d747a47e 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -8,7 +8,7 @@ ipywidgets==8.1.2
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.16.0 # pyup: ignore
-redis==5.0.1
+redis==5.0.2
 types-redis
 types-setuptools
 pymongo==4.6.2

From 9c2a412d70ed717165966bc47615bdef195d68c5 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 4 Mar 2024 15:48:15 +0100
Subject: [PATCH 0447/1078] Bump pypa/gh-action-pypi-publish from 1.8.11 to
 1.8.12 (#1691)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.11 to 1.8.12.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.11...v1.8.12)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 250c6112c8..6d417042b5 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -64,7 +64,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.8.11
+      - uses: pypa/gh-action-pypi-publish@v1.8.12
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From 237f934f5ac7d7a04c6b144f97e54776eda628c6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 6 Mar 2024 01:02:48 +0530
Subject: [PATCH 0448/1078] Bump pytest-doctestplus from 1.1.0 to 1.2.0 (#1693)

Bumps [pytest-doctestplus](https://github.com/scientific-python/pytest-doctestplus) from 1.1.0 to 1.2.0.
- [Release notes](https://github.com/scientific-python/pytest-doctestplus/releases)
- [Changelog](https://github.com/scientific-python/pytest-doctestplus/blob/main/CHANGES.rst)
- [Commits](https://github.com/scientific-python/pytest-doctestplus/compare/v1.1.0...v1.2.0)

---
updated-dependencies:
- dependency-name: pytest-doctestplus
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index c3d747a47e..0f4493b1d4 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -15,7 +15,7 @@ pymongo==4.6.2
 # optional test requirements
 coverage
 pytest-cov==4.1.0
-pytest-doctestplus==1.1.0
+pytest-doctestplus==1.2.0
 pytest-timeout==2.2.0
 h5py==3.10.0
 fsspec==2023.12.2

From 240bb824b86a68aa0eb6f03fecbe5439882607ca Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Wed, 6 Mar 2024 19:48:22 +0530
Subject: [PATCH 0449/1078] Fix RTD build (#1694)

---
 .readthedocs.yaml | 4 +++-
 docs/index.rst    | 2 +-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 08cac8d78d..e45cae1b45 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -16,4 +16,6 @@ python:
       extra_requirements:
         - docs
 
-formats: all
+formats:
+  - htmlzip
+  - pdf
diff --git a/docs/index.rst b/docs/index.rst
index a5dbfbc5bf..cf54e261af 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -19,7 +19,7 @@ Zarr-Python
 
 **Version**: |version|
 
-**Download documentation**: `PDF/Zipped HTML/EPUB <https://readthedocs.org/projects/zarr/downloads/>`_
+**Download documentation**: `PDF/Zipped HTML <https://readthedocs.org/projects/zarr/downloads/>`_
 
 **Useful links**:
 `Installation <installation.html>`_ |

From a1fbedb18c1fc70f026c423fafca6d84ad88ce53 Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Thu, 7 Mar 2024 00:53:47 +0530
Subject: [PATCH 0450/1078] Update release.rst for v2.17.1 (#1673)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Update release.rst for v2.17.1

* Change the copyright year from 2023 → 2024.

* Update release.rst for v2.17.1
---
 LICENSE.txt      |  2 +-
 docs/conf.py     |  2 +-
 docs/release.rst | 32 ++++++++++++++++++++++++++++++++
 3 files changed, 34 insertions(+), 2 deletions(-)

diff --git a/LICENSE.txt b/LICENSE.txt
index 850a0d8772..a4de1c39d3 100644
--- a/LICENSE.txt
+++ b/LICENSE.txt
@@ -1,6 +1,6 @@
 The MIT License (MIT)
 
-Copyright (c) 2015-2023 Zarr Developers <https://github.com/zarr-developers>
+Copyright (c) 2015-2024 Zarr Developers <https://github.com/zarr-developers>
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
diff --git a/docs/conf.py b/docs/conf.py
index 318843a9fb..048e77f51d 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -72,7 +72,7 @@
 
 # General information about the project.
 project = "zarr"
-copyright = "2023, Zarr Developers"
+copyright = "2024, Zarr Developers"
 author = "Zarr Developers"
 
 version = zarr.__version__
diff --git a/docs/release.rst b/docs/release.rst
index 8ce4b2e33c..037432ca58 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,9 +18,41 @@ Release notes
 Unreleased
 ----------
 
+.. _release_2.17.1:
+
+2.17.1
+------
+
+Enhancements
+~~~~~~~~~~~~
+
 * Change occurrences of % and format() to f-strings.
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1423`.
 
+* Proper argument for numpy.reshape.
+  By :user:`Dimitri Papadopoulos Orfanos <DmitriPapadopoulos>` :issue:`1425`.
+
+* Add typing to dimension separator arguments.
+  By :user:`David Stansby <dstansby>` :issue:`1620`.
+
+Docs
+~~~~
+
+* ZIP related tweaks.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1641`.
+
+Maintenance
+~~~~~~~~~~~
+
+* Update config.yml with Zulip.
+  By :user:`Josh Moore <joshmoore>`.
+
+* Replace Gitter with the new Zulip Chat link.
+  By :user:`Sanket Verma <msankeys963>` :issue:`1685`.
+
+* Fix RTD build.
+  By :user:`Sanket Verma <msankeys963>` :issue:`1694`.
+
 .. _release_2.17.0:
 
 2.17.0

From d986f8973eafbf847179d8c3f7e16451d0fcd63d Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 8 Mar 2024 17:40:55 -0800
Subject: [PATCH 0451/1078] Bump pytest-timeout from 2.2.0 to 2.3.1 (#1697)

Bumps [pytest-timeout](https://github.com/pytest-dev/pytest-timeout) from 2.2.0 to 2.3.1.
- [Commits](https://github.com/pytest-dev/pytest-timeout/compare/2.2.0...2.3.1)

---
updated-dependencies:
- dependency-name: pytest-timeout
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 0f4493b1d4..b14381dd6e 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -16,7 +16,7 @@ pymongo==4.6.2
 coverage
 pytest-cov==4.1.0
 pytest-doctestplus==1.2.0
-pytest-timeout==2.2.0
+pytest-timeout==2.3.1
 h5py==3.10.0
 fsspec==2023.12.2
 s3fs==2023.12.2

From d642da6320793c64dc227cf8062a9936d0fd398e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 10 Mar 2024 14:26:24 -0700
Subject: [PATCH 0452/1078] Bump conda-incubator/setup-miniconda from 3.0.2 to
 3.0.3 (#1690)

Bumps [conda-incubator/setup-miniconda](https://github.com/conda-incubator/setup-miniconda) from 3.0.2 to 3.0.3.
- [Release notes](https://github.com/conda-incubator/setup-miniconda/releases)
- [Changelog](https://github.com/conda-incubator/setup-miniconda/blob/main/CHANGELOG.md)
- [Commits](https://github.com/conda-incubator/setup-miniconda/compare/v3.0.2...v3.0.3)

---
updated-dependencies:
- dependency-name: conda-incubator/setup-miniconda
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>
---
 .github/workflows/minimal.yml         | 2 +-
 .github/workflows/python-package.yml  | 2 +-
 .github/workflows/windows-testing.yml | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
index d95b2bc540..dba6918514 100644
--- a/.github/workflows/minimal.yml
+++ b/.github/workflows/minimal.yml
@@ -15,7 +15,7 @@ jobs:
     steps:
     - uses: actions/checkout@v4
     - name: Setup Miniconda
-      uses: conda-incubator/setup-miniconda@v3.0.2
+      uses: conda-incubator/setup-miniconda@v3.0.3
       with:
           channels: conda-forge
           environment-file: environment.yml
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 946b7efa7d..fd2603ff95 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -42,7 +42,7 @@ jobs:
       with:
         fetch-depth: 0
     - name: Setup Miniconda
-      uses: conda-incubator/setup-miniconda@v3.0.2
+      uses: conda-incubator/setup-miniconda@v3.0.3
       with:
           channels: conda-forge
           python-version: ${{ matrix.python-version }}
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index 85e5c3e6b6..d580ef3f0e 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -21,7 +21,7 @@ jobs:
       - uses: actions/checkout@v4
         with:
           fetch-depth: 0
-      - uses: conda-incubator/setup-miniconda@v3.0.2
+      - uses: conda-incubator/setup-miniconda@v3.0.3
         with:
           auto-update-conda: true
           python-version: ${{ matrix.python-version }}

From 029cff71b86871cde76c7909cfecd28764953377 Mon Sep 17 00:00:00 2001
From: "Daniel Jahn (dahn)" <dahnjahn@gmail.com>
Date: Sun, 10 Mar 2024 22:37:36 +0100
Subject: [PATCH 0453/1078] docs(tutorial.rst): fix link to GCSMap (#1689)

---
 docs/tutorial.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 1f7accab3a..214dd4f63f 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -868,7 +868,7 @@ implementations of the ``MutableMapping`` interface for Amazon S3 (`S3Map
 Distributed File System (`HDFSMap
 <https://hdfs3.readthedocs.io/en/latest/api.html#hdfs3.mapping.HDFSMap>`_) and
 Google Cloud Storage (`GCSMap
-<http://gcsfs.readthedocs.io/en/latest/api.html#gcsfs.mapping.GCSMap>`_), which
+<https://gcsfs.readthedocs.io/en/latest/api.html#gcsfs.core.GCSFileSystem.get_mapper>`_), which
 can be used with Zarr.
 
 Here is an example using S3Map to read an array created previously::

From 9fc4981ddfb0e032fcc76fa6585b5a66dc5d2f06 Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Mon, 11 Mar 2024 03:19:28 +0530
Subject: [PATCH 0454/1078] Update installation.rst stating version support
 policy (#1665)

* Update installation.rst stating version support policy

* Update docs/installation.rst

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* Update docs/installation.rst

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>
---
 docs/installation.rst | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/docs/installation.rst b/docs/installation.rst
index 8553d451cb..35865c764d 100644
--- a/docs/installation.rst
+++ b/docs/installation.rst
@@ -6,6 +6,11 @@ Zarr depends on NumPy. It is generally best to `install NumPy
 appropriate for your operating system and Python distribution. Other dependencies should be
 installed automatically if using one of the installation methods below.
 
+Note: Zarr has endorsed `Scientific-Python SPEC 0 <https://scientific-python.org/specs/spec-0000/>`_ and now follows the version support window as outlined below: 
+
+- Python: 36 months after initial release
+- Core package dependencies (e.g. NumPy): 24 months after initial release
+
 Install Zarr from PyPI::
 
     $ pip install zarr

From f58065b221452acd70235902ad59d920da6fb02f Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 11 Mar 2024 08:47:15 -0700
Subject: [PATCH 0455/1078] Bump pypa/gh-action-pypi-publish from 1.8.12 to
 1.8.14 (#1700)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.12 to 1.8.14.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.12...v1.8.14)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 6d417042b5..fe168d2862 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -64,7 +64,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.8.12
+      - uses: pypa/gh-action-pypi-publish@v1.8.14
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From bbac25472e0a781dc5c0256d26a481eacb27390b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 13 Mar 2024 16:58:21 +0100
Subject: [PATCH 0456/1078] Bump pytest-doctestplus from 1.2.0 to 1.2.1 (#1699)

Bumps [pytest-doctestplus](https://github.com/scientific-python/pytest-doctestplus) from 1.2.0 to 1.2.1.
- [Release notes](https://github.com/scientific-python/pytest-doctestplus/releases)
- [Changelog](https://github.com/scientific-python/pytest-doctestplus/blob/main/CHANGES.rst)
- [Commits](https://github.com/scientific-python/pytest-doctestplus/compare/v1.2.0...v1.2.1)

---
updated-dependencies:
- dependency-name: pytest-doctestplus
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index b14381dd6e..62b257ea70 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -15,7 +15,7 @@ pymongo==4.6.2
 # optional test requirements
 coverage
 pytest-cov==4.1.0
-pytest-doctestplus==1.2.0
+pytest-doctestplus==1.2.1
 pytest-timeout==2.3.1
 h5py==3.10.0
 fsspec==2023.12.2

From 6fe553df925c224fcc0a12ecdd074997ce9e56f7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 13 Mar 2024 17:53:29 +0100
Subject: [PATCH 0457/1078] Bump redis from 5.0.2 to 5.0.3 (#1698)

Bumps [redis](https://github.com/redis/redis-py) from 5.0.2 to 5.0.3.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v5.0.2...v5.0.3)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 62b257ea70..7ff673cebd 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -8,7 +8,7 @@ ipywidgets==8.1.2
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.16.0 # pyup: ignore
-redis==5.0.2
+redis==5.0.3
 types-redis
 types-setuptools
 pymongo==4.6.2

From f4f0b42d5ced9f777709fb87ff06ff09fbaa3055 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 25 Mar 2024 09:44:40 -0700
Subject: [PATCH 0458/1078] Add Python 3.12 to CI (#1719)

* Update python-package.yml

* bump numpy versions

* bump min python version

* Update release.rst
---
 .github/workflows/python-package.yml | 10 ++++++----
 docs/release.rst                     |  6 ++++++
 pyproject.toml                       |  2 +-
 3 files changed, 13 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index fd2603ff95..2f9166ae96 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -15,13 +15,15 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ['3.9', '3.10', '3.11']
-        numpy_version: ['>=1.22.0', '==1.21.*']
+        python-version: ['3.9', '3.10', '3.11', '3.12']
+        numpy_version: ['>=1.24.0', '==1.23.*']
         exclude:
           - python-version: '3.10'
-            numpy_version: '==1.21.*'
+            numpy_version: '==1.23.*'
           - python-version: '3.11'
-            numpy_version: '==1.21.*'
+            numpy_version: '==1.23.*'
+          - python-version: '3.12'
+            numpy_version: '==1.23.*'
     services:
       redis:
         image: redis
diff --git a/docs/release.rst b/docs/release.rst
index 037432ca58..5c4da710b2 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -53,6 +53,12 @@ Maintenance
 * Fix RTD build.
   By :user:`Sanket Verma <msankeys963>` :issue:`1694`.
 
+* Add CI test environment for Python 3.12
+  By :user:`Joe Hamman <jhamman>` :issue:`1719`.
+
+* Bump minimum supported NumPy version to 1.23 (per spec 0000)
+  By :user:`Joe Hamman <jhamman>` :issue:`1719`.
+
 .. _release_2.17.0:
 
 2.17.0
diff --git a/pyproject.toml b/pyproject.toml
index 4da3079808..0be79f990e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,7 +13,7 @@ maintainers = [
 requires-python = ">=3.9"
 dependencies = [
     'asciitree',
-    'numpy>=1.21.1',
+    'numpy>=1.23',
     'fasteners; sys_platform != "emscripten"',
     'numcodecs>=0.10.0',
 ]

From 04e862cfcaf58aeb5e13e40b66007f44caa9bcae Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 25 Mar 2024 19:02:07 +0100
Subject: [PATCH 0459/1078] Bump pytest-cov from 4.1.0 to 5.0.0 (#1722)

Bumps [pytest-cov](https://github.com/pytest-dev/pytest-cov) from 4.1.0 to 5.0.0.
- [Changelog](https://github.com/pytest-dev/pytest-cov/blob/master/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest-cov/compare/v4.1.0...v5.0.0)

---
updated-dependencies:
- dependency-name: pytest-cov
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 7ff673cebd..a3411acd67 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -14,7 +14,7 @@ types-setuptools
 pymongo==4.6.2
 # optional test requirements
 coverage
-pytest-cov==4.1.0
+pytest-cov==5.0.0
 pytest-doctestplus==1.2.1
 pytest-timeout==2.3.1
 h5py==3.10.0

From 0e58b79dd38911a80648f5a4cbf01439fe90c7a5 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 26 Mar 2024 00:27:27 +0530
Subject: [PATCH 0460/1078] chore: update pre-commit hooks (#1708)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.2.2 → v0.3.3](https://github.com/astral-sh/ruff-pre-commit/compare/v0.2.2...v0.3.3)
- [github.com/psf/black: 24.2.0 → 24.3.0](https://github.com/psf/black/compare/24.2.0...24.3.0)
- [github.com/pre-commit/mirrors-mypy: v1.8.0 → v1.9.0](https://github.com/pre-commit/mirrors-mypy/compare/v1.8.0...v1.9.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>
---
 .pre-commit-config.yaml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 41b65f1d02..46aadb554b 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,11 +8,11 @@ default_language_version:
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: 'v0.2.2'
+    rev: 'v0.3.3'
     hooks:
     - id: ruff
   - repo: https://github.com/psf/black
-    rev: 24.2.0
+    rev: 24.3.0
     hooks:
     - id: black
   - repo: https://github.com/codespell-project/codespell
@@ -24,7 +24,7 @@ repos:
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.8.0
+    rev: v1.9.0
     hooks:
       - id: mypy
         files: zarr

From 8d0d910f27453157558d201e7a6a84bb565c87ad Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 25 Mar 2024 13:46:34 -0700
Subject: [PATCH 0461/1078] chore: update pre-commit hooks (#1723)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.3.3 → v0.3.4](https://github.com/astral-sh/ruff-pre-commit/compare/v0.3.3...v0.3.4)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 46aadb554b..6c2762f34d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,7 +8,7 @@ default_language_version:
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: 'v0.3.3'
+    rev: 'v0.3.4'
     hooks:
     - id: ruff
   - repo: https://github.com/psf/black

From 2534413e2f8b56d9c64744419628a464d639f1dc Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 26 Mar 2024 18:44:50 -0700
Subject: [PATCH 0462/1078] Fix release notes (following #1719) (#1725)

---
 docs/release.rst | 15 +++++++++------
 1 file changed, 9 insertions(+), 6 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 5c4da710b2..116393d417 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,6 +18,15 @@ Release notes
 Unreleased
 ----------
 
+Maintenance
+~~~~~~~~~~~
+
+* Add CI test environment for Python 3.12
+  By :user:`Joe Hamman <jhamman>` :issue:`1719`.
+
+* Bump minimum supported NumPy version to 1.23 (per spec 0000)
+  By :user:`Joe Hamman <jhamman>` :issue:`1719`.
+
 .. _release_2.17.1:
 
 2.17.1
@@ -53,12 +62,6 @@ Maintenance
 * Fix RTD build.
   By :user:`Sanket Verma <msankeys963>` :issue:`1694`.
 
-* Add CI test environment for Python 3.12
-  By :user:`Joe Hamman <jhamman>` :issue:`1719`.
-
-* Bump minimum supported NumPy version to 1.23 (per spec 0000)
-  By :user:`Joe Hamman <jhamman>` :issue:`1719`.
-
 .. _release_2.17.0:
 
 2.17.0

From bad8dd0240861c48e768c265911aec2aec24481c Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Wed, 27 Mar 2024 12:42:33 -0600
Subject: [PATCH 0463/1078] Override ipython repr methods. (#1724)

Closes #1716

This avoids expensive lookups against object stores.
---
 docs/release.rst             |  6 ++++++
 zarr/hierarchy.py            | 41 ++++++++++++++++++++++++++++++++++++
 zarr/tests/test_hierarchy.py | 21 ++++++++++++++++++
 3 files changed, 68 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index 116393d417..fd48a53b38 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,6 +18,12 @@ Release notes
 Unreleased
 ----------
 
+Enhancements
+~~~~~~~~~~~~
+
+* Override IPython ``_repr_*_`` methods to avoid expensive lookups against object stores.
+  By :user:`Deepak Cherian <dcherian>` :issue:`1716`.
+
 Maintenance
 ~~~~~~~~~~~
 
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 44af1d63d1..c88892c932 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -515,6 +515,13 @@ def _delitem_nosync(self, item):
             raise KeyError(item)
 
     def __getattr__(self, item):
+        # https://github.com/jupyter/notebook/issues/2014
+        # Save a possibly expensive lookup (for e.g. against cloud stores)
+        # Note: The _ipython_display_ method is required to display the right info as a side-effect.
+        # It is simpler to pretend it doesn't exist.
+        if item in ["_ipython_canary_method_should_not_exist_", "_ipython_display_"]:
+            raise AttributeError
+
         # allow access to group members via dot notation
         try:
             return self.__getitem__(item)
@@ -1331,6 +1338,40 @@ def move(self, source, dest):
 
         self._write_op(self._move_nosync, source, dest)
 
+    # Override ipython repr methods, GH1716
+    # https://ipython.readthedocs.io/en/stable/config/integrating.html#custom-methods
+    #     " If the methods don’t exist, the standard repr() is used. If a method exists and
+    #       returns None, it is treated the same as if it does not exist."
+    def _repr_html_(self):
+        return None
+
+    def _repr_latex_(self):
+        return None
+
+    def _repr_mimebundle_(self, **kwargs):
+        return None
+
+    def _repr_svg_(self):
+        return None
+
+    def _repr_png_(self):
+        return None
+
+    def _repr_jpeg_(self):
+        return None
+
+    def _repr_markdown_(self):
+        return None
+
+    def _repr_javascript_(self):
+        return None
+
+    def _repr_pdf_(self):
+        return None
+
+    def _repr_json_(self):
+        return None
+
 
 def _normalize_store_arg(store, *, storage_options=None, mode="r", zarr_version=None):
     if zarr_version is None:
diff --git a/zarr/tests/test_hierarchy.py b/zarr/tests/test_hierarchy.py
index 6c08d7b88a..161e1eb813 100644
--- a/zarr/tests/test_hierarchy.py
+++ b/zarr/tests/test_hierarchy.py
@@ -1,4 +1,5 @@
 import atexit
+import operator
 import os
 import sys
 import pickle
@@ -87,6 +88,26 @@ def create_group(
         )
         return g
 
+    def test_ipython_repr_methods(self):
+        g = self.create_group()
+        for method in [
+            "html",
+            "json",
+            "javascript",
+            "markdown",
+            "svg",
+            "png",
+            "jpeg",
+            "latex",
+            "pdf",
+            "mimebundle",
+        ]:
+            assert operator.methodcaller(f"_repr_{method}_")(g) is None
+        with pytest.raises(AttributeError):
+            g._ipython_display_()
+        with pytest.raises(AttributeError):
+            g._ipython_canary_method_should_not_exist_()
+
     def test_group_init_1(self):
         store, chunk_store = self.create_store()
         g = self.create_group(store, chunk_store=chunk_store)

From 37e0a1a0c22f552daf6fd94fec5474a9b92db33d Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 28 Mar 2024 16:40:01 +0530
Subject: [PATCH 0464/1078] Bump pymongo from 4.6.2 to 4.6.3 (#1729)

---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index a3411acd67..809d1c0eee 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -11,7 +11,7 @@ azure-storage-blob==12.16.0 # pyup: ignore
 redis==5.0.3
 types-redis
 types-setuptools
-pymongo==4.6.2
+pymongo==4.6.3
 # optional test requirements
 coverage
 pytest-cov==5.0.0

From cb5b77a7fcf8312bc28d7970a31395c5690f5898 Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Fri, 29 Mar 2024 05:37:50 +0530
Subject: [PATCH 0465/1078] Remove v1 and v2 specification (#1582)

* Remove v1 and v2 specification

* fix warning

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 docs/release.rst |   4 +-
 docs/spec/v1.rst | 267 +---------------------
 docs/spec/v2.rst | 562 +----------------------------------------------
 docs/spec/v3.rst |   2 +-
 4 files changed, 7 insertions(+), 828 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index fd48a53b38..9c75dc4feb 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -1625,11 +1625,11 @@ Bug fixes
 Documentation
 ~~~~~~~~~~~~~
 
-* Some changes have been made to the :ref:`spec_v2` document to clarify
+* Some changes have been made to the Zarr Specification v2 document to clarify
   ambiguities and add some missing information. These changes do not break compatibility
   with any of the material as previously implemented, and so the changes have been made
   in-place in the document without incrementing the document version number. See the
-  section on :ref:`spec_v2_changes` in the specification document for more information.
+  section on changes in the specification document for more information.
 * A new :ref:`tutorial_indexing` section has been added to the tutorial.
 * A new :ref:`tutorial_strings` section has been added to the tutorial
   (:issue:`135`, :issue:`175`).
diff --git a/docs/spec/v1.rst b/docs/spec/v1.rst
index 13f68ef36e..27a0490e0a 100644
--- a/docs/spec/v1.rst
+++ b/docs/spec/v1.rst
@@ -3,268 +3,5 @@
 Zarr Storage Specification Version 1
 ====================================
 
-This document provides a technical specification of the protocol and
-format used for storing a Zarr array. The key words "MUST", "MUST
-NOT", "REQUIRED", "SHALL", "SHALL NOT", "SHOULD", "SHOULD NOT",
-"RECOMMENDED", "MAY", and "OPTIONAL" in this document are to be
-interpreted as described in `RFC 2119
-<https://www.ietf.org/rfc/rfc2119.txt>`_.
-
-Status
-------
-
-This specification is deprecated. See :ref:`spec` for the latest version.
-
-Storage
--------
-
-A Zarr array can be stored in any storage system that provides a
-key/value interface, where a key is an ASCII string and a value is an
-arbitrary sequence of bytes, and the supported operations are read
-(get the sequence of bytes associated with a given key), write (set
-the sequence of bytes associated with a given key) and delete (remove
-a key/value pair).
-
-For example, a directory in a file system can provide this interface,
-where keys are file names, values are file contents, and files can be
-read, written or deleted via the operating system. Equally, an S3
-bucket can provide this interface, where keys are resource names,
-values are resource contents, and resources can be read, written or
-deleted via HTTP.
-
-Below an "array store" refers to any system implementing this
-interface.
-
-Metadata
---------
-
-Each array requires essential configuration metadata to be stored,
-enabling correct interpretation of the stored data. This metadata is
-encoded using JSON and stored as the value of the 'meta' key within an
-array store.
-
-The metadata resource is a JSON object. The following keys MUST be
-present within the object:
-
-zarr_format
-    An integer defining the version of the storage specification to which the
-    array store adheres.
-shape
-    A list of integers defining the length of each dimension of the array.
-chunks
-    A list of integers defining the length of each dimension of a chunk of the
-    array. Note that all chunks within a Zarr array have the same shape.
-dtype
-    A string or list defining a valid data type for the array. See also
-    the subsection below on data type encoding.
-compression
-    A string identifying the primary compression library used to compress
-    each chunk of the array.
-compression_opts
-    An integer, string or dictionary providing options to the primary
-    compression library.
-fill_value
-    A scalar value providing the default value to use for uninitialized
-    portions of the array.
-order
-    Either 'C' or 'F', defining the layout of bytes within each chunk of the
-    array. 'C' means row-major order, i.e., the last dimension varies fastest;
-    'F' means column-major order, i.e., the first dimension varies fastest.
-
-Other keys MAY be present within the metadata object however they MUST
-NOT alter the interpretation of the required fields defined above.
-
-For example, the JSON object below defines a 2-dimensional array of
-64-bit little-endian floating point numbers with 10000 rows and 10000
-columns, divided into chunks of 1000 rows and 1000 columns (so there
-will be 100 chunks in total arranged in a 10 by 10 grid). Within each
-chunk the data are laid out in C contiguous order, and each chunk is
-compressed using the Blosc compression library::
-
-    {
-        "chunks": [
-            1000,
-            1000
-        ],
-        "compression": "blosc",
-        "compression_opts": {
-            "clevel": 5,
-            "cname": "lz4",
-            "shuffle": 1
-        },
-        "dtype": "<f8",
-        "fill_value": null,
-        "order": "C",
-        "shape": [
-            10000,
-            10000
-        ],
-        "zarr_format": 1
-    }
-
-Data type encoding
-~~~~~~~~~~~~~~~~~~
-
-Simple data types are encoded within the array metadata resource as a
-string, following the `NumPy array protocol type string (typestr)
-format
-<numpy:arrays.interface>`_. The
-format consists of 3 parts: a character describing the byteorder of
-the data (``<``: little-endian, ``>``: big-endian, ``|``:
-not-relevant), a character code giving the basic type of the array,
-and an integer providing the number of bytes the type uses. The byte
-order MUST be specified. E.g., ``"<f8"``, ``">i4"``, ``"|b1"`` and
-``"|S12"`` are valid data types.
-
-Structure data types (i.e., with multiple named fields) are encoded as
-a list of two-element lists, following `NumPy array protocol type
-descriptions (descr)
-<numpy:arrays.interface>`_.
-For example, the JSON list ``[["r", "|u1"], ["g", "|u1"], ["b",
-"|u1"]]`` defines a data type composed of three single-byte unsigned
-integers labelled 'r', 'g' and 'b'.
-
-Chunks
-------
-
-Each chunk of the array is compressed by passing the raw bytes for the
-chunk through the primary compression library to obtain a new sequence
-of bytes comprising the compressed chunk data. No header is added to
-the compressed bytes or any other modification made. The internal
-structure of the compressed bytes will depend on which primary
-compressor was used. For example, the `Blosc compressor
-<https://github.com/Blosc/c-blosc/blob/main/README_HEADER.rst>`_
-produces a sequence of bytes that begins with a 16-byte header
-followed by compressed data.
-
-The compressed sequence of bytes for each chunk is stored under a key
-formed from the index of the chunk within the grid of chunks
-representing the array. To form a string key for a chunk, the indices
-are converted to strings and concatenated with the period character
-('.') separating each index. For example, given an array with shape
-(10000, 10000) and chunk shape (1000, 1000) there will be 100 chunks
-laid out in a 10 by 10 grid. The chunk with indices (0, 0) provides
-data for rows 0-999 and columns 0-999 and is stored under the key
-'0.0'; the chunk with indices (2, 4) provides data for rows 2000-2999
-and columns 4000-4999 and is stored under the key '2.4'; etc.
-
-There is no need for all chunks to be present within an array
-store. If a chunk is not present then it is considered to be in an
-uninitialized state.  An uninitialized chunk MUST be treated as if it
-was uniformly filled with the value of the 'fill_value' field in the
-array metadata. If the 'fill_value' field is ``null`` then the
-contents of the chunk are undefined.
-
-Note that all chunks in an array have the same shape. If the length of
-any array dimension is not exactly divisible by the length of the
-corresponding chunk dimension then some chunks will overhang the edge
-of the array. The contents of any chunk region falling outside the
-array are undefined.
-
-Attributes
-----------
-
-Each array can also be associated with custom attributes, which are
-simple key/value items with application-specific meaning. Custom
-attributes are encoded as a JSON object and stored under the 'attrs'
-key within an array store. Even if the attributes are empty, the
-'attrs' key MUST be present within an array store.
-
-For example, the JSON object below encodes three attributes named
-'foo', 'bar' and 'baz'::
-
-    {
-        "foo": 42,
-        "bar": "apples",
-        "baz": [1, 2, 3, 4]
-    }
-
-Example
--------
-
-Below is an example of storing a Zarr array, using a directory on the
-local file system as storage.
-
-Initialize the store::
-
-    >>> import zarr
-    >>> store = zarr.DirectoryStore('example.zarr')
-    >>> zarr.init_store(store, shape=(20, 20), chunks=(10, 10),
-    ...                 dtype='i4', fill_value=42, compression='zlib',
-    ...                 compression_opts=1, overwrite=True)
-
-No chunks are initialized yet, so only the 'meta' and 'attrs' keys
-have been set::
-
-    >>> import os
-    >>> sorted(os.listdir('example.zarr'))
-    ['attrs', 'meta']
-
-Inspect the array metadata::
-
-    >>> print(open('example.zarr/meta').read())
-    {
-        "chunks": [
-            10,
-            10
-        ],
-        "compression": "zlib",
-        "compression_opts": 1,
-        "dtype": "<i4",
-        "fill_value": 42,
-        "order": "C",
-        "shape": [
-            20,
-            20
-        ],
-        "zarr_format": 1
-    }
-
-Inspect the array attributes::
-
-    >>> print(open('example.zarr/attrs').read())
-    {}
-
-Set some data::
-
-    >>> z = zarr.Array(store)
-    >>> z[0:10, 0:10] = 1
-    >>> sorted(os.listdir('example.zarr'))
-    ['0.0', 'attrs', 'meta']
-
-Set some more data::
-
-    >>> z[0:10, 10:20] = 2
-    >>> z[10:20, :] = 3
-    >>> sorted(os.listdir('example.zarr'))
-    ['0.0', '0.1', '1.0', '1.1', 'attrs', 'meta']
-
-Manually decompress a single chunk for illustration::
-
-    >>> import zlib
-    >>> b = zlib.decompress(open('example.zarr/0.0', 'rb').read())
-    >>> import numpy as np
-    >>> a = np.frombuffer(b, dtype='<i4')
-    >>> a
-    array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
-           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
-           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
-           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
-           1, 1, 1, 1, 1, 1, 1, 1], dtype=int32)
-
-Modify the array attributes::
-
-    >>> z.attrs['foo'] = 42
-    >>> z.attrs['bar'] = 'apples'
-    >>> z.attrs['baz'] = [1, 2, 3, 4]
-    >>> print(open('example.zarr/attrs').read())
-    {
-        "bar": "apples",
-        "baz": [
-            1,
-            2,
-            3,
-            4
-        ],
-        "foo": 42
-    }
+The V1 Specification has been migrated to its website →
+https://zarr-specs.readthedocs.io/.
diff --git a/docs/spec/v2.rst b/docs/spec/v2.rst
index c1e12e1218..deb6d46ce6 100644
--- a/docs/spec/v2.rst
+++ b/docs/spec/v2.rst
@@ -3,563 +3,5 @@
 Zarr Storage Specification Version 2
 ====================================
 
-This document provides a technical specification of the protocol and format
-used for storing Zarr arrays. The key words "MUST", "MUST NOT", "REQUIRED",
-"SHALL", "SHALL NOT", "SHOULD", "SHOULD NOT", "RECOMMENDED", "MAY", and
-"OPTIONAL" in this document are to be interpreted as described in `RFC 2119
-<https://www.ietf.org/rfc/rfc2119.txt>`_.
-
-Status
-------
-
-This specification is the latest version. See :ref:`spec` for previous
-versions.
-
-.. _spec_v2_storage:
-
-Storage
--------
-
-A Zarr array can be stored in any storage system that provides a key/value
-interface, where a key is an ASCII string and a value is an arbitrary sequence
-of bytes, and the supported operations are read (get the sequence of bytes
-associated with a given key), write (set the sequence of bytes associated with
-a given key) and delete (remove a key/value pair).
-
-For example, a directory in a file system can provide this interface, where
-keys are file names, values are file contents, and files can be read, written
-or deleted via the operating system. Equally, an S3 bucket can provide this
-interface, where keys are resource names, values are resource contents, and
-resources can be read, written or deleted via HTTP.
-
-Below an "array store" refers to any system implementing this interface.
-
-.. _spec_v2_array:
-
-Arrays
-------
-
-.. _spec_v2_array_metadata:
-
-Metadata
-~~~~~~~~
-
-Each array requires essential configuration metadata to be stored, enabling
-correct interpretation of the stored data. This metadata is encoded using JSON
-and stored as the value of the ".zarray" key within an array store.
-
-The metadata resource is a JSON object. The following keys MUST be present
-within the object:
-
-zarr_format
-    An integer defining the version of the storage specification to which the
-    array store adheres.
-shape
-    A list of integers defining the length of each dimension of the array.
-chunks
-    A list of integers defining the length of each dimension of a chunk of the
-    array. Note that all chunks within a Zarr array have the same shape.
-dtype
-    A string or list defining a valid data type for the array. See also
-    the subsection below on data type encoding.
-compressor
-    A JSON object identifying the primary compression codec and providing
-    configuration parameters, or ``null`` if no compressor is to be used.
-    The object MUST contain an ``"id"`` key identifying the codec to be used.
-fill_value
-    A scalar value providing the default value to use for uninitialized
-    portions of the array, or ``null`` if no fill_value is to be used.
-order
-    Either "C" or "F", defining the layout of bytes within each chunk of the
-    array. "C" means row-major order, i.e., the last dimension varies fastest;
-    "F" means column-major order, i.e., the first dimension varies fastest.
-filters
-    A list of JSON objects providing codec configurations, or ``null`` if no
-    filters are to be applied. Each codec configuration object MUST contain a
-    ``"id"`` key identifying the codec to be used.
-
-The following keys MAY be present within the object:
-
-dimension_separator
-    If present, either the string ``"."`` or ``"/"`` defining the separator placed
-    between the dimensions of a chunk. If the value is not set, then the
-    default MUST be assumed to be ``"."``, leading to chunk keys of the form "0.0".
-    Arrays defined with ``"/"`` as the dimension separator can be considered to have
-    nested, or hierarchical, keys of the form "0/0" that SHOULD where possible
-    produce a directory-like structure.
-
-Other keys SHOULD NOT be present within the metadata object and SHOULD be
-ignored by implementations.
-
-For example, the JSON object below defines a 2-dimensional array of 64-bit
-little-endian floating point numbers with 10000 rows and 10000 columns, divided
-into chunks of 1000 rows and 1000 columns (so there will be 100 chunks in total
-arranged in a 10 by 10 grid). Within each chunk the data are laid out in C
-contiguous order. Each chunk is encoded using a delta filter and compressed
-using the Blosc compression library prior to storage::
-
-    {
-        "chunks": [
-            1000,
-            1000
-        ],
-        "compressor": {
-            "id": "blosc",
-            "cname": "lz4",
-            "clevel": 5,
-            "shuffle": 1
-        },
-        "dtype": "<f8",
-        "fill_value": "NaN",
-        "filters": [
-            {"id": "delta", "dtype": "<f8", "astype": "<f4"}
-        ],
-        "order": "C",
-        "shape": [
-            10000,
-            10000
-        ],
-        "zarr_format": 2
-    }
-
-.. _spec_v2_array_dtype:
-
-Data type encoding
-~~~~~~~~~~~~~~~~~~
-
-Simple data types are encoded within the array metadata as a string,
-following the :ref:`NumPy array protocol type string (typestr) format
-<numpy:arrays.interface>`. The format
-consists of 3 parts:
-
-* One character describing the byteorder of the data (``"<"``: little-endian;
-  ``">"``: big-endian; ``"|"``: not-relevant)
-* One character code giving the basic type of the array (``"b"``: Boolean (integer
-  type where all values are only True or False); ``"i"``: integer; ``"u"``: unsigned
-  integer; ``"f"``: floating point; ``"c"``: complex floating point; ``"m"``: timedelta;
-  ``"M"``: datetime; ``"S"``: string (fixed-length sequence of char); ``"U"``: unicode
-  (fixed-length sequence of Py_UNICODE); ``"V"``: other (void * – each item is a
-  fixed-size chunk of memory))
-* An integer specifying the number of bytes the type uses.
-
-The byte order MUST be specified. E.g., ``"<f8"``, ``">i4"``, ``"|b1"`` and
-``"|S12"`` are valid data type encodings.
-
-For datetime64 ("M") and timedelta64 ("m") data types, these MUST also include the
-units within square brackets. A list of valid units and their definitions are given in
-the :ref:`NumPy documentation on Datetimes and Timedeltas
-<numpy:arrays.dtypes.dateunits>`.
-For example, ``"<M8[ns]"`` specifies a datetime64 data type with nanosecond time units.
-
-Structured data types (i.e., with multiple named fields) are encoded
-as a list of lists, following :ref:`NumPy array protocol type descriptions
-(descr)
-<numpy:arrays.interface>`. Each
-sub-list has the form ``[fieldname, datatype, shape]`` where ``shape``
-is optional. ``fieldname`` is a string, ``datatype`` is a string
-specifying a simple data type (see above), and ``shape`` is a list of
-integers specifying subarray shape. For example, the JSON list below
-defines a data type composed of three single-byte unsigned integer
-fields named "r", "g" and "b"::
-
-    [["r", "|u1"], ["g", "|u1"], ["b", "|u1"]]
-
-For example, the JSON list below defines a data type composed of three
-fields named "x", "y" and "z", where "x" and "y" each contain 32-bit
-floats, and each item in "z" is a 2 by 2 array of floats::
-
-    [["x", "<f4"], ["y", "<f4"], ["z", "<f4", [2, 2]]]
-
-Structured data types may also be nested, e.g., the following JSON
-list defines a data type with two fields "foo" and "bar", where "bar"
-has two sub-fields "baz" and "qux"::
-
-    [["foo", "<f4"], ["bar", [["baz", "<f4"], ["qux", "<i4"]]]]
-
-.. _spec_v2_array_fill_value:
-
-Fill value encoding
-~~~~~~~~~~~~~~~~~~~
-
-For simple floating point data types, the following table MUST be used to
-encode values of the "fill_value" field:
-
-=================  ===============
-Value              JSON encoding
-=================  ===============
-Not a Number       ``"NaN"``
-Positive Infinity  ``"Infinity"``
-Negative Infinity  ``"-Infinity"``
-=================  ===============
-
-If an array has a fixed length byte string data type (e.g., ``"|S12"``), or a
-structured data type, and if the fill value is not null, then the fill value
-MUST be encoded as an ASCII string using the standard Base64 alphabet.
-
-.. _spec_v2_array_chunks:
-
-Chunks
-~~~~~~
-
-Each chunk of the array is compressed by passing the raw bytes for the chunk
-through the primary compression library to obtain a new sequence of bytes
-comprising the compressed chunk data. No header is added to the compressed
-bytes or any other modification made. The internal structure of the compressed
-bytes will depend on which primary compressor was used. For example, the `Blosc
-compressor <https://github.com/Blosc/c-blosc/blob/main/README_CHUNK_FORMAT.rst>`_
-produces a sequence of bytes that begins with a 16-byte header followed by
-compressed data.
-
-The compressed sequence of bytes for each chunk is stored under a key formed
-from the index of the chunk within the grid of chunks representing the array.
-To form a string key for a chunk, the indices are converted to strings and
-concatenated with the period character (".") separating each index. For
-example, given an array with shape (10000, 10000) and chunk shape (1000, 1000)
-there will be 100 chunks laid out in a 10 by 10 grid. The chunk with indices
-(0, 0) provides data for rows 0-999 and columns 0-999 and is stored under the
-key "0.0"; the chunk with indices (2, 4) provides data for rows 2000-2999 and
-columns 4000-4999 and is stored under the key "2.4"; etc.
-
-There is no need for all chunks to be present within an array store. If a chunk
-is not present then it is considered to be in an uninitialized state.  An
-uninitialized chunk MUST be treated as if it was uniformly filled with the value
-of the "fill_value" field in the array metadata. If the "fill_value" field is
-``null`` then the contents of the chunk are undefined.
-
-Note that all chunks in an array have the same shape. If the length of any
-array dimension is not exactly divisible by the length of the corresponding
-chunk dimension then some chunks will overhang the edge of the array. The
-contents of any chunk region falling outside the array are undefined.
-
-.. _spec_v2_array_filters:
-
-Filters
-~~~~~~~
-
-Optionally a sequence of one or more filters can be used to transform chunk
-data prior to compression. When storing data, filters are applied in the order
-specified in array metadata to encode data, then the encoded data are passed to
-the primary compressor. When retrieving data, stored chunk data are
-decompressed by the primary compressor then decoded using filters in the
-reverse order.
-
-.. _spec_v2_hierarchy:
-
-Hierarchies
------------
-
-.. _spec_v2_hierarchy_paths:
-
-Logical storage paths
-~~~~~~~~~~~~~~~~~~~~~
-
-Multiple arrays can be stored in the same array store by associating each array
-with a different logical path. A logical path is simply an ASCII string. The
-logical path is used to form a prefix for keys used by the array. For example,
-if an array is stored at logical path "foo/bar" then the array metadata will be
-stored under the key "foo/bar/.zarray", the user-defined attributes will be
-stored under the key "foo/bar/.zattrs", and the chunks will be stored under
-keys like "foo/bar/0.0", "foo/bar/0.1", etc.
-
-To ensure consistent behaviour across different storage systems, logical paths
-MUST be normalized as follows:
-
-* Replace all backward slash characters ("\\\\") with forward slash characters
-  ("/")
-* Strip any leading "/" characters
-* Strip any trailing "/" characters
-* Collapse any sequence of more than one "/" character into a single "/"
-  character
-
-The key prefix is then obtained by appending a single "/" character to the
-normalized logical path.
-
-After normalization, if splitting a logical path by the "/" character results
-in any path segment equal to the string "." or the string ".." then an error
-MUST be raised.
-
-N.B., how the underlying array store processes requests to store values under
-keys containing the "/" character is entirely up to the store implementation
-and is not constrained by this specification. E.g., an array store could simply
-treat all keys as opaque ASCII strings; equally, an array store could map
-logical paths onto some kind of hierarchical storage (e.g., directories on a
-file system).
-
-.. _spec_v2_hierarchy_groups:
-
-Groups
-~~~~~~
-
-Arrays can be organized into groups which can also contain other groups. A
-group is created by storing group metadata under the ".zgroup" key under some
-logical path. E.g., a group exists at the root of an array store if the
-".zgroup" key exists in the store, and a group exists at logical path "foo/bar"
-if the "foo/bar/.zgroup" key exists in the store.
-
-If the user requests a group to be created under some logical path, then groups
-MUST also be created at all ancestor paths. E.g., if the user requests group
-creation at path "foo/bar" then groups MUST be created at path "foo" and the
-root of the store, if they don't already exist.
-
-If the user requests an array to be created under some logical path, then
-groups MUST also be created at all ancestor paths. E.g., if the user requests
-array creation at path "foo/bar/baz" then groups must be created at path
-"foo/bar", path "foo", and the root of the store, if they don't already exist.
-
-The group metadata resource is a JSON object. The following keys MUST be present
-within the object:
-
-zarr_format
-    An integer defining the version of the storage specification to which the
-    array store adheres.
-
-Other keys MUST NOT be present within the metadata object.
-
-The members of a group are arrays and groups stored under logical paths that
-are direct children of the parent group's logical path. E.g., if groups exist
-under the logical paths "foo" and "foo/bar" and an array exists at logical path
-"foo/baz" then the members of the group at path "foo" are the group at path
-"foo/bar" and the array at path "foo/baz".
-
-.. _spec_v2_attrs:
-
-Attributes
-----------
-
-An array or group can be associated with custom attributes, which are arbitrary
-key/value pairs with application-specific meaning. Custom attributes are encoded
-as a JSON object and stored under the ".zattrs" key within an array store. The
-".zattrs" key does not have to be present, and if it is absent the attributes
-should be treated as empty.
-
-For example, the JSON object below encodes three attributes named
-"foo", "bar" and "baz"::
-
-    {
-        "foo": 42,
-        "bar": "apples",
-        "baz": [1, 2, 3, 4]
-    }
-
-.. _spec_v2_examples:
-
-Examples
---------
-
-Storing a single array
-~~~~~~~~~~~~~~~~~~~~~~
-
-Below is an example of storing a Zarr array, using a directory on the
-local file system as storage.
-
-Create an array::
-
-    >>> import zarr
-    >>> store = zarr.DirectoryStore('data/example.zarr')
-    >>> a = zarr.create(shape=(20, 20), chunks=(10, 10), dtype='i4',
-    ...                 fill_value=42, compressor=zarr.Zlib(level=1),
-    ...                 store=store, overwrite=True)
-
-No chunks are initialized yet, so only the ".zarray" and ".zattrs" keys
-have been set in the store::
-
-    >>> import os
-    >>> sorted(os.listdir('data/example.zarr'))
-    ['.zarray']
-
-Inspect the array metadata::
-
-    >>> print(open('data/example.zarr/.zarray').read())
-    {
-        "chunks": [
-            10,
-            10
-        ],
-        "compressor": {
-            "id": "zlib",
-            "level": 1
-        },
-        "dtype": "<i4",
-        "fill_value": 42,
-        "filters": null,
-        "order": "C",
-        "shape": [
-            20,
-            20
-        ],
-        "zarr_format": 2
-    }
-
-Chunks are initialized on demand. E.g., set some data::
-
-    >>> a[0:10, 0:10] = 1
-    >>> sorted(os.listdir('data/example.zarr'))
-    ['.zarray', '0.0']
-
-Set some more data::
-
-    >>> a[0:10, 10:20] = 2
-    >>> a[10:20, :] = 3
-    >>> sorted(os.listdir('data/example.zarr'))
-    ['.zarray', '0.0', '0.1', '1.0', '1.1']
-
-Manually decompress a single chunk for illustration::
-
-    >>> import zlib
-    >>> buf = zlib.decompress(open('data/example.zarr/0.0', 'rb').read())
-    >>> import numpy as np
-    >>> chunk = np.frombuffer(buf, dtype='<i4')
-    >>> chunk
-    array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
-           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
-           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
-           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
-           1, 1, 1, 1, 1, 1, 1, 1], dtype=int32)
-
-Modify the array attributes::
-
-    >>> a.attrs['foo'] = 42
-    >>> a.attrs['bar'] = 'apples'
-    >>> a.attrs['baz'] = [1, 2, 3, 4]
-    >>> sorted(os.listdir('data/example.zarr'))
-    ['.zarray', '.zattrs', '0.0', '0.1', '1.0', '1.1']
-    >>> print(open('data/example.zarr/.zattrs').read())
-    {
-        "bar": "apples",
-        "baz": [
-            1,
-            2,
-            3,
-            4
-        ],
-        "foo": 42
-    }
-
-Storing multiple arrays in a hierarchy
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-Below is an example of storing multiple Zarr arrays organized into a group
-hierarchy, using a directory on the local file system as storage. This storage
-implementation maps logical paths onto directory paths on the file system,
-however this is an implementation choice and is not required.
-
-Setup the store::
-
-    >>> import zarr
-    >>> store = zarr.DirectoryStore('data/group.zarr')
-
-Create the root group::
-
-    >>> root_grp = zarr.group(store, overwrite=True)
-
-The metadata resource for the root group has been created::
-
-    >>> import os
-    >>> sorted(os.listdir('data/group.zarr'))
-    ['.zgroup']
-
-Inspect the group metadata::
-
-    >>> print(open('data/group.zarr/.zgroup').read())
-    {
-        "zarr_format": 2
-    }
-
-Create a sub-group::
-
-    >>> sub_grp = root_grp.create_group('foo')
-
-What has been stored::
-
-    >>> sorted(os.listdir('data/group.zarr'))
-    ['.zgroup', 'foo']
-    >>> sorted(os.listdir('data/group.zarr/foo'))
-    ['.zgroup']
-
-Create an array within the sub-group::
-
-    >>> a = sub_grp.create_dataset('bar', shape=(20, 20), chunks=(10, 10))
-    >>> a[:] = 42
-
-Set a custom attributes::
-
-    >>> a.attrs['comment'] = 'answer to life, the universe and everything'
-
-What has been stored::
-
-    >>> sorted(os.listdir('data/group.zarr'))
-    ['.zgroup', 'foo']
-    >>> sorted(os.listdir('data/group.zarr/foo'))
-    ['.zgroup', 'bar']
-    >>> sorted(os.listdir('data/group.zarr/foo/bar'))
-    ['.zarray', '.zattrs', '0.0', '0.1', '1.0', '1.1']
-
-Here is the same example using a Zip file as storage::
-
-    >>> store = zarr.ZipStore('data/group.zip', mode='w')
-    >>> root_grp = zarr.group(store)
-    >>> sub_grp = root_grp.create_group('foo')
-    >>> a = sub_grp.create_dataset('bar', shape=(20, 20), chunks=(10, 10))
-    >>> a[:] = 42
-    >>> a.attrs['comment'] = 'answer to life, the universe and everything'
-    >>> store.close()
-
-What has been stored::
-
-    >>> import zipfile
-    >>> zf = zipfile.ZipFile('data/group.zip', mode='r')
-    >>> for name in sorted(zf.namelist()):
-    ...     print(name)
-    .zgroup
-    foo/.zgroup
-    foo/bar/.zarray
-    foo/bar/.zattrs
-    foo/bar/0.0
-    foo/bar/0.1
-    foo/bar/1.0
-    foo/bar/1.1
-
-.. _spec_v2_changes:
-
-Changes
--------
-
-Version 2 clarifications
-~~~~~~~~~~~~~~~~~~~~~~~~
-
-The following changes have been made to the version 2 specification since it was
-initially published to clarify ambiguities and add some missing information.
-
-* The specification now describes how bytes fill values should be encoded and
-  decoded for arrays with a fixed-length byte string data type (:issue:`165`,
-  :issue:`176`).
-
-* The specification now clarifies that units must be specified for datetime64 and
-  timedelta64 data types (:issue:`85`, :issue:`215`).
-
-* The specification now clarifies that the '.zattrs' key does not have to be present for
-  either arrays or groups, and if absent then custom attributes should be treated as
-  empty.
-
-* The specification now describes how structured datatypes with
-  subarray shapes and/or with nested structured data types are encoded
-  in array metadata (:issue:`111`, :issue:`296`).
-
-* Clarified the key/value pairs of custom attributes as "arbitrary" rather than
-  "simple".
-
-Changes from version 1 to version 2
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-The following changes were made between version 1 and version 2 of this specification:
-
-* Added support for storing multiple arrays in the same store and organising
-  arrays into hierarchies using groups.
-* Array metadata is now stored under the ".zarray" key instead of the "meta"
-  key.
-* Custom attributes are now stored under the ".zattrs" key instead of the
-  "attrs" key.
-* Added support for filters.
-* Changed encoding of "fill_value" field within array metadata.
-* Changed encoding of compressor information within array metadata to be
-  consistent with representation of filter information.
+The V2 Specification has been migrated to its website →
+https://zarr-specs.readthedocs.io/.
diff --git a/docs/spec/v3.rst b/docs/spec/v3.rst
index bd8852707b..3d39f35ba6 100644
--- a/docs/spec/v3.rst
+++ b/docs/spec/v3.rst
@@ -1,7 +1,7 @@
 .. _spec_v3:
 
 Zarr Storage Specification Version 3
-=======================================================
+====================================
 
 The V3 Specification has been migrated to its website →
 https://zarr-specs.readthedocs.io/.

From 97cb3a7361ab763d6c2a7ab1128780f9142bd6aa Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 1 Apr 2024 23:46:31 +0200
Subject: [PATCH 0466/1078] chore: update pre-commit hooks (#1738)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.3.4 → v0.3.5](https://github.com/astral-sh/ruff-pre-commit/compare/v0.3.4...v0.3.5)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6c2762f34d..24ff72a12f 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,7 +8,7 @@ default_language_version:
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: 'v0.3.4'
+    rev: 'v0.3.5'
     hooks:
     - id: ruff
   - repo: https://github.com/psf/black

From 6ef6714bc63d66c409cf5780791d6349081fcd45 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Mon, 1 Apr 2024 23:13:42 -0600
Subject: [PATCH 0467/1078] Optimize Array.info and Group.info (#1733)

* Optimize Array.info.

Avoid repeated computes of the same value (getsize)

* Don't have InfoReporter query items twice.

Apparently IPython will run both __repr__ and _repr_html_
so we were calling `getsize` twice.

* Group too

* Apply suggestions from code review

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>
---
 docs/release.rst  |  2 ++
 zarr/core.py      | 13 +++++++------
 zarr/hierarchy.py |  3 +--
 zarr/util.py      |  7 +++----
 4 files changed, 13 insertions(+), 12 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 9c75dc4feb..736838cdaf 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -21,6 +21,8 @@ Unreleased
 Enhancements
 ~~~~~~~~~~~~
 
+* Optimize ``Array.info`` so that it calls `getsize` only once.
+  By :user:`Deepak Cherian <dcherian>`.
 * Override IPython ``_repr_*_`` methods to avoid expensive lookups against object stores.
   By :user:`Deepak Cherian <dcherian>` :issue:`1716`.
 
diff --git a/zarr/core.py b/zarr/core.py
index c3184c6652..07f38cd96d 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -176,7 +176,6 @@ def __init__(
         )
 
         # initialize info reporter
-        self._info_reporter = InfoReporter(self)
 
         # initialize indexing helpers
         self._oindex = OIndex(self)
@@ -2429,7 +2428,7 @@ def info(self):
         Chunks initialized : 0/10
 
         """
-        return self._info_reporter
+        return InfoReporter(self)
 
     def info_items(self):
         return self._synchronized_op(self._info_items_nosync)
@@ -2471,14 +2470,16 @@ def bytestr(n):
             items += [("Synchronizer type", typestr(self._synchronizer))]
 
         # storage info
+        nbytes = self.nbytes
+        nbytes_stored = self.nbytes_stored
         items += [("Store type", typestr(self._store))]
         if self._chunk_store is not None:
             items += [("Chunk store type", typestr(self._chunk_store))]
-        items += [("No. bytes", bytestr(self.nbytes))]
-        if self.nbytes_stored > 0:
+        items += [("No. bytes", bytestr(nbytes))]
+        if nbytes_stored > 0:
             items += [
-                ("No. bytes stored", bytestr(self.nbytes_stored)),
-                ("Storage ratio", f"{self.nbytes / self.nbytes_stored:.1f}"),
+                ("No. bytes stored", bytestr(nbytes_stored)),
+                ("Storage ratio", f"{nbytes / nbytes_stored:.1f}"),
             ]
         items += [("Chunks initialized", f"{self.nchunks_initialized}/{self.nchunks}")]
 
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index c88892c932..c5f7a37bc6 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -211,7 +211,6 @@ def __init__(
         )
 
         # setup info
-        self._info = InfoReporter(self)
 
     @property
     def store(self):
@@ -266,7 +265,7 @@ def attrs(self):
     @property
     def info(self):
         """Return diagnostic information about the group."""
-        return self._info
+        return InfoReporter(self)
 
     @property
     def meta_array(self):
diff --git a/zarr/util.py b/zarr/util.py
index dc8aff0edf..848f1ed114 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -408,14 +408,13 @@ def info_html_report(items) -> str:
 class InfoReporter:
     def __init__(self, obj):
         self.obj = obj
+        self.items = self.obj.info_items()
 
     def __repr__(self):
-        items = self.obj.info_items()
-        return info_text_report(items)
+        return info_text_report(self.items)
 
     def _repr_html_(self):
-        items = self.obj.info_items()
-        return info_html_report(items)
+        return info_html_report(self.items)
 
 
 class TreeNode:

From 9864b40731a11ed826f6b69e6b9e381a12168096 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 2 Apr 2024 05:29:11 +0000
Subject: [PATCH 0468/1078] Bump actions/setup-python from 5.0.0 to 5.1.0
 (#1736)

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 5.0.0 to 5.1.0.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v5.0.0...v5.1.0)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index fe168d2862..8ac76c899b 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -16,7 +16,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v5.0.0
+      - uses: actions/setup-python@v5.1.0
         name: Install Python
         with:
           python-version: '3.9'

From aa9a0d5e1874217bcaa15340860cb8b606944fb6 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 2 Apr 2024 19:45:48 +0200
Subject: [PATCH 0469/1078] Couple fixes (#1737)

* Use `is` when comparing `type` of two objects

* Unnecessary `None` provided as default
---
 zarr/_storage/store.py  | 2 +-
 zarr/tests/test_core.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index 209f118534..0a08080548 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -462,7 +462,7 @@ def inner_store(self) -> Union["StorageTransformer", StoreV3]:
 
     def __eq__(self, other):
         return (
-            type(self) == type(other)
+            type(self) is type(other)
             and self._inner_store == other._inner_store
             and self.get_config() == other.get_config()
         )
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index d9447c0832..730f724314 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -123,7 +123,7 @@ def create_array(self, shape: Union[int, Tuple[int, ...]], **kwargs):
             "compressor": kwargs.pop("compressor", self.compressor),
             "chunk_store": chunk_store,
             "storage_transformers": self.create_storage_transformers(shape),
-            "filters": kwargs.pop("filters", self.create_filters(kwargs.get("dtype", None))),
+            "filters": kwargs.pop("filters", self.create_filters(kwargs.get("dtype"))),
         }
 
         # keyword arguments for array instantiation

From d0fb8758483dd811234300eea7a1f24909bb929f Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 3 Apr 2024 20:18:18 +0200
Subject: [PATCH 0470/1078] Fix tests with Pytest 8 (#1714)

* Bump pytest version

* Use editable install when testing

---------

Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>
---
 .github/workflows/python-package.yml | 2 +-
 requirements_dev_minimal.txt         | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 2f9166ae96..a37fa3c63a 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -64,7 +64,7 @@ jobs:
         python -m pip install --upgrade pip
         python -m pip install -U pip setuptools wheel line_profiler
         python -m pip install -rrequirements_dev_minimal.txt numpy${{matrix.numpy_version}} -rrequirements_dev_optional.txt pymongo redis
-        python -m pip install .
+        python -m pip install -e .
         python -m pip freeze
     - name: Tests
       shell: "bash -l {0}"
diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 94d3fff8a6..5d156db655 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -5,4 +5,4 @@ numcodecs==0.12.1
 msgpack-python==0.5.6
 setuptools-scm==8.0.4
 # test requirements
-pytest==7.4.4
+pytest==8.1.1

From bcb7684b5a15d4ead21e305301581e02193e8677 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Thu, 4 Apr 2024 16:17:08 -0600
Subject: [PATCH 0471/1078] Avoid redundant __contains__ (#1739)

Let's try grabbing the array.json and group.json files,
and check for `*NotFoundError`, instead of using contains first.

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 zarr/hierarchy.py | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index c5f7a37bc6..0067eaebb5 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -27,6 +27,7 @@
 from zarr.errors import (
     ContainsArrayError,
     ContainsGroupError,
+    ArrayNotFoundError,
     GroupNotFoundError,
     ReadOnlyError,
 )
@@ -457,7 +458,7 @@ def __getitem__(self, item):
 
         """
         path = self._item_path(item)
-        if contains_array(self._store, path):
+        try:
             return Array(
                 self._store,
                 read_only=self._read_only,
@@ -468,7 +469,10 @@ def __getitem__(self, item):
                 zarr_version=self._version,
                 meta_array=self._meta_array,
             )
-        elif contains_group(self._store, path, explicit_only=True):
+        except ArrayNotFoundError:
+            pass
+
+        try:
             return Group(
                 self._store,
                 read_only=self._read_only,
@@ -479,7 +483,10 @@ def __getitem__(self, item):
                 zarr_version=self._version,
                 meta_array=self._meta_array,
             )
-        elif self._version == 3:
+        except GroupNotFoundError:
+            pass
+
+        if self._version == 3:
             implicit_group = meta_root + path + "/"
             # non-empty folder in the metadata path implies an implicit group
             if self._store.list_prefix(implicit_group):

From 0cfd2be24feb7cd86002b9ab22cd65f65ed85e3a Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Thu, 4 Apr 2024 20:13:23 -0600
Subject: [PATCH 0472/1078] Array & Group: Use already loaded attributes to
 populate cache. (#1734)

* Array: Use already loaded attributes to populate cache.

* Group: Use already loaded attributes to populate cache.

* Fix

* Add release note
---
 docs/release.rst  | 4 ++++
 zarr/attrs.py     | 6 ++++--
 zarr/core.py      | 7 ++++++-
 zarr/hierarchy.py | 7 ++++++-
 4 files changed, 20 insertions(+), 4 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 736838cdaf..346d673d68 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -21,8 +21,12 @@ Unreleased
 Enhancements
 ~~~~~~~~~~~~
 
+* [v3] Reuse the download array metadata when creating an ``Array``.
+  By :user:`Deepak Cherian <dcherian>`.
+
 * Optimize ``Array.info`` so that it calls `getsize` only once.
   By :user:`Deepak Cherian <dcherian>`.
+
 * Override IPython ``_repr_*_`` methods to avoid expensive lookups against object stores.
   By :user:`Deepak Cherian <dcherian>` :issue:`1716`.
 
diff --git a/zarr/attrs.py b/zarr/attrs.py
index e967c5b853..2afcaf295e 100644
--- a/zarr/attrs.py
+++ b/zarr/attrs.py
@@ -25,14 +25,16 @@ class Attributes(MutableMapping):
 
     """
 
-    def __init__(self, store, key=".zattrs", read_only=False, cache=True, synchronizer=None):
+    def __init__(
+        self, store, key=".zattrs", read_only=False, cache=True, synchronizer=None, cached_dict=None
+    ):
         self._version = getattr(store, "_store_version", 2)
         _Store = Store if self._version == 2 else StoreV3
         self.store = _Store._ensure_store(store)
         self.key = key
         self.read_only = read_only
         self.cache = cache
-        self._cached_asdict = None
+        self._cached_asdict = cached_dict if cache else None
         self.synchronizer = synchronizer
 
     def _get_nosync(self):
diff --git a/zarr/core.py b/zarr/core.py
index 07f38cd96d..1bd081acee 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -172,7 +172,12 @@ def __init__(
         # initialize attributes
         akey = _prefix_to_attrs_key(self._store, self._key_prefix)
         self._attrs = Attributes(
-            store, key=akey, read_only=read_only, synchronizer=synchronizer, cache=cache_attrs
+            store,
+            key=akey,
+            read_only=read_only,
+            synchronizer=synchronizer,
+            cache=cache_attrs,
+            cached_dict=self._meta["attributes"] if self._version == 3 else None,
         )
 
         # initialize info reporter
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 0067eaebb5..0fb07dd620 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -208,7 +208,12 @@ def __init__(
             # object can still be created.
             akey = mkey
         self._attrs = Attributes(
-            store, key=akey, read_only=read_only, cache=cache_attrs, synchronizer=synchronizer
+            store,
+            key=akey,
+            read_only=read_only,
+            cache=cache_attrs,
+            synchronizer=synchronizer,
+            cached_dict=self._meta["attributes"] if self._version == 3 and self._meta else None,
         )
 
         # setup info

From 62910bcebd3a583cea79af2077fa1d1798845797 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Thu, 4 Apr 2024 20:14:09 -0600
Subject: [PATCH 0473/1078] Optimize attribute setting (#1741)

* Optimize attribute setting

* Add release note

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 docs/release.rst | 3 +++
 zarr/attrs.py    | 7 ++++---
 2 files changed, 7 insertions(+), 3 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 346d673d68..b011b0986b 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -20,6 +20,9 @@ Unreleased
 
 Enhancements
 ~~~~~~~~~~~~
+* [v3] Dramatically reduce number of ``__contains_`` requests in favor of optimistically calling `__getitem__`
+  and handling any error that may arise.
+  By :user:`Deepak Cherian <dcherian>`.
 
 * [v3] Reuse the download array metadata when creating an ``Array``.
   By :user:`Deepak Cherian <dcherian>`.
diff --git a/zarr/attrs.py b/zarr/attrs.py
index 2afcaf295e..af9a5f1d30 100644
--- a/zarr/attrs.py
+++ b/zarr/attrs.py
@@ -151,19 +151,20 @@ def _put_nosync(self, d):
             if self.cache:
                 self._cached_asdict = d
         else:
-            if self.key in self.store:
+            try:
+                meta_unparsed = self.store[self.key]
                 # Cannot write the attributes directly to JSON, but have to
                 # store it within the pre-existing attributes key of the v3
                 # metadata.
 
                 # Note: this changes the store.counter result in test_caching_on!
 
-                meta = self.store._metadata_class.parse_metadata(self.store[self.key])
+                meta = self.store._metadata_class.parse_metadata(meta_unparsed)
                 if "attributes" in meta and "filters" in meta["attributes"]:
                     # need to preserve any existing "filters" attribute
                     d["attributes"]["filters"] = meta["attributes"]["filters"]
                 meta["attributes"] = d["attributes"]
-            else:
+            except KeyError:
                 meta = d
             self.store[self.key] = json_dumps(meta)
             if self.cache:

From 5fde3a29ca0a9f1a005eb5000d1e8585d4ca0bde Mon Sep 17 00:00:00 2001
From: Ian Carroll <carroll.ian@gmail.com>
Date: Fri, 5 Apr 2024 13:15:10 -0400
Subject: [PATCH 0474/1078] Make sure fs exceptions are raised if not MissingFs
 exceptions (clone) (#1604)

* Make sure fs exceptions are raised if not Missing

* lint

* add missing argument in tests, lint

* clear memory filesystem during test

* improve commenting

* add memory_store fixture, getitems performance

* Update release.rst

* improve FSStore.test_exception coverage

---------

Co-authored-by: Martin Durant <martin.durant@alumni.utoronto.ca>
Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>
---
 docs/release.rst           |  3 +++
 zarr/storage.py            | 22 +++++++++++++++++-----
 zarr/tests/test_storage.py | 25 +++++++++++++++++++++++++
 3 files changed, 45 insertions(+), 5 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index b011b0986b..da802651c2 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -41,6 +41,9 @@ Maintenance
 
 * Bump minimum supported NumPy version to 1.23 (per spec 0000)
   By :user:`Joe Hamman <jhamman>` :issue:`1719`.
+  
+* FSStore now raises rather than return bad data.
+  By :user:`Martin Durant <martindurant>` and :user:`Ian Carroll <itcarroll>` :issue:`1604`.
 
 .. _release_2.17.1:
 
diff --git a/zarr/storage.py b/zarr/storage.py
index f6903d29b2..10f55f0ba3 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -1417,11 +1417,23 @@ def _normalize_key(self, key):
     def getitems(
         self, keys: Sequence[str], *, contexts: Mapping[str, Context]
     ) -> Mapping[str, Any]:
-        keys_transformed = [self._normalize_key(key) for key in keys]
-        results = self.map.getitems(keys_transformed, on_error="omit")
-        # The function calling this method may not recognize the transformed keys
-        # So we send the values returned by self.map.getitems back into the original key space.
-        return {keys[keys_transformed.index(rk)]: rv for rk, rv in results.items()}
+        keys_transformed = {self._normalize_key(key): key for key in keys}
+        results_transformed = self.map.getitems(list(keys_transformed), on_error="return")
+        results = {}
+        for k, v in results_transformed.items():
+            if isinstance(v, self.exceptions):
+                # Cause recognized exceptions to prompt a KeyError in the
+                # function calling this method
+                continue
+            elif isinstance(v, Exception):
+                # Raise any other exception
+                raise v
+            else:
+                # The function calling this method may not recognize the transformed
+                # keys, so we send the values returned by self.map.getitems back into
+                # the original key space.
+                results[keys_transformed[k]] = v
+        return results
 
     def __getitem__(self, key):
         key = self._normalize_key(key)
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index 358d043ad6..ae8a56fa61 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -1098,6 +1098,12 @@ def mock_walker_no_slash(_path):
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestFSStore(StoreTests):
+    @pytest.fixture
+    def memory_store(self):
+        store = FSStore("memory://")
+        yield store
+        store.fs.store.clear()
+
     def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
         if path is None:
             path = tempfile.mkdtemp()
@@ -1337,6 +1343,25 @@ def test_s3_complex(self):
         )
         assert (a[:] == -np.ones((8, 8, 8))).all()
 
+    def test_exceptions(self, memory_store):
+        fs = memory_store.fs
+        group = zarr.open(memory_store, mode="w")
+        x = group.create_dataset("x", data=[1, 2, 3])
+        y = group.create_dataset("y", data=1)
+        fs.store["/x/0"] = None
+        fs.store["/y/0"] = None
+        # no exception from FSStore.getitems getting KeyError
+        assert group.store.getitems(["foo"], contexts={}) == {}
+        # exception from FSStore.getitems getting AttributeError
+        with pytest.raises(Exception):
+            group.store.getitems(["x/0"], contexts={})
+        # exception from FSStore.getitems getting AttributeError
+        with pytest.raises(Exception):
+            x[...]
+        # exception from FSStore.__getitem__ getting AttributeError
+        with pytest.raises(Exception):
+            y[...]
+
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestFSStoreWithKeySeparator(StoreTests):

From 1631c109c655c71221eab6d964063abd015011f2 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 5 Apr 2024 13:53:33 -0700
Subject: [PATCH 0475/1078] chore(release): update changelog for 2.17.2 (#1775)

---
 docs/release.rst | 15 ++++++++-------
 1 file changed, 8 insertions(+), 7 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index da802651c2..60d01b8244 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -13,18 +13,18 @@ Release notes
     # to document your changes. On releases it will be
     # re-indented so that it does not show up in the notes.
 
-.. _unreleased:
+.. _release_2.17.2:
 
-Unreleased
-----------
+2.17.2
+------
 
 Enhancements
 ~~~~~~~~~~~~
-* [v3] Dramatically reduce number of ``__contains_`` requests in favor of optimistically calling `__getitem__`
+* [v3] Dramatically reduce number of ``__contains__`` requests in favor of optimistically calling `__getitem__`
   and handling any error that may arise.
   By :user:`Deepak Cherian <dcherian>`.
 
-* [v3] Reuse the download array metadata when creating an ``Array``.
+* [v3] Reuse the downloaded array metadata when creating an ``Array``.
   By :user:`Deepak Cherian <dcherian>`.
 
 * Optimize ``Array.info`` so that it calls `getsize` only once.
@@ -33,6 +33,9 @@ Enhancements
 * Override IPython ``_repr_*_`` methods to avoid expensive lookups against object stores.
   By :user:`Deepak Cherian <dcherian>` :issue:`1716`.
 
+* FSStore now raises rather than return bad data.
+  By :user:`Martin Durant <martindurant>` and :user:`Ian Carroll <itcarroll>` :issue:`1604`.
+
 Maintenance
 ~~~~~~~~~~~
 
@@ -42,8 +45,6 @@ Maintenance
 * Bump minimum supported NumPy version to 1.23 (per spec 0000)
   By :user:`Joe Hamman <jhamman>` :issue:`1719`.
   
-* FSStore now raises rather than return bad data.
-  By :user:`Martin Durant <martindurant>` and :user:`Ian Carroll <itcarroll>` :issue:`1604`.
 
 .. _release_2.17.1:
 

From 15a9747f2b41681d6cec403ca12edb9cecd6b3bb Mon Sep 17 00:00:00 2001
From: "Daniel Jahn (dahn)" <dahnjahn@gmail.com>
Date: Sat, 6 Apr 2024 10:48:13 +0200
Subject: [PATCH 0476/1078] Resolve Mypy erorrs in `v3` branch (#1692)

* refactor(v3): Using appropriate types

* fix(v3): Typing fixes + minor code fixes

* fix(v3): _sync_iter works with coroutines

* docs(v3/store/core.py): clearer comment

* fix(metadata.py): Use Any outside TYPE_CHECKING for Pydantic

* fix(zarr/v3): correct zarr format + remove unused method

* fix(v3/store/core.py): Potential suggestion on handling str store_like

* refactor(zarr/v3): Add more typing

* ci(.pre-commit-config.yaml): zarr v3 mypy checks turned on in pre-commit
---
 .pre-commit-config.yaml            |  1 -
 src/zarr/v3/abc/metadata.py        |  3 +-
 src/zarr/v3/array.py               |  2 +-
 src/zarr/v3/chunk_grids.py         |  2 +-
 src/zarr/v3/chunk_key_encodings.py |  6 ++--
 src/zarr/v3/codecs/transpose.py    |  8 +++---
 src/zarr/v3/group.py               | 44 ++++++++++++++++++------------
 src/zarr/v3/metadata.py            |  6 ++--
 src/zarr/v3/store/core.py          | 15 ++--------
 src/zarr/v3/store/local.py         |  2 +-
 src/zarr/v3/sync.py                |  8 ++----
 11 files changed, 47 insertions(+), 50 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 79344604a5..10aff8b4c6 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -31,7 +31,6 @@ repos:
     hooks:
       - id: mypy
         files: src
-        exclude: ^src/zarr/v3
         args: []
         additional_dependencies:
           - types-redis
diff --git a/src/zarr/v3/abc/metadata.py b/src/zarr/v3/abc/metadata.py
index bdd2f86d59..4fcabf72a1 100644
--- a/src/zarr/v3/abc/metadata.py
+++ b/src/zarr/v3/abc/metadata.py
@@ -5,11 +5,12 @@
     from typing import Dict
     from typing_extensions import Self
 
-from dataclasses import fields
+from dataclasses import fields, dataclass
 
 from zarr.v3.common import JSON
 
 
+@dataclass(frozen=True)
 class Metadata:
     def to_dict(self) -> JSON:
         """
diff --git a/src/zarr/v3/array.py b/src/zarr/v3/array.py
index 632f7d8ec7..c0a00a624e 100644
--- a/src/zarr/v3/array.py
+++ b/src/zarr/v3/array.py
@@ -182,7 +182,7 @@ def shape(self) -> ChunkCoords:
 
     @property
     def size(self) -> int:
-        return np.prod(self.metadata.shape)
+        return np.prod(self.metadata.shape).item()
 
     @property
     def dtype(self) -> np.dtype:
diff --git a/src/zarr/v3/chunk_grids.py b/src/zarr/v3/chunk_grids.py
index 6c48323798..b0a2a7bb36 100644
--- a/src/zarr/v3/chunk_grids.py
+++ b/src/zarr/v3/chunk_grids.py
@@ -20,7 +20,7 @@ class ChunkGrid(Metadata):
     @classmethod
     def from_dict(cls, data: Dict[str, JSON]) -> ChunkGrid:
         if isinstance(data, ChunkGrid):
-            return data  # type: ignore
+            return data
 
         name_parsed, _ = parse_named_configuration(data)
         if name_parsed == "regular":
diff --git a/src/zarr/v3/chunk_key_encodings.py b/src/zarr/v3/chunk_key_encodings.py
index e4339240e3..9889a2f04a 100644
--- a/src/zarr/v3/chunk_key_encodings.py
+++ b/src/zarr/v3/chunk_key_encodings.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 from abc import abstractmethod
-from typing import TYPE_CHECKING, Dict, Literal
+from typing import TYPE_CHECKING, Dict, Literal, cast
 from dataclasses import dataclass
 from zarr.v3.abc.metadata import Metadata
 
@@ -19,7 +19,7 @@
 def parse_separator(data: JSON) -> SeparatorLiteral:
     if data not in (".", "/"):
         raise ValueError(f"Expected an '.' or '/' separator. Got {data} instead.")
-    return data  # type: ignore
+    return cast(SeparatorLiteral, data)
 
 
 @dataclass(frozen=True)
@@ -35,7 +35,7 @@ def __init__(self, *, separator: SeparatorLiteral) -> None:
     @classmethod
     def from_dict(cls, data: Dict[str, JSON]) -> ChunkKeyEncoding:
         if isinstance(data, ChunkKeyEncoding):
-            return data  # type: ignore
+            return data
 
         name_parsed, configuration_parsed = parse_named_configuration(data)
         if name_parsed == "default":
diff --git a/src/zarr/v3/codecs/transpose.py b/src/zarr/v3/codecs/transpose.py
index f214d1e7f1..b663230e35 100644
--- a/src/zarr/v3/codecs/transpose.py
+++ b/src/zarr/v3/codecs/transpose.py
@@ -1,5 +1,5 @@
 from __future__ import annotations
-from typing import TYPE_CHECKING, Dict, Iterable
+from typing import TYPE_CHECKING, Dict, Iterable, Union, cast
 
 from dataclasses import dataclass, replace
 
@@ -16,12 +16,12 @@
 from zarr.v3.codecs.registry import register_codec
 
 
-def parse_transpose_order(data: JSON) -> Tuple[int]:
+def parse_transpose_order(data: Union[JSON, Iterable[int]]) -> Tuple[int, ...]:
     if not isinstance(data, Iterable):
         raise TypeError(f"Expected an iterable. Got {data} instead.")
     if not all(isinstance(a, int) for a in data):
         raise TypeError(f"Expected an iterable of integers. Got {data} instead.")
-    return tuple(data)  # type: ignore[return-value]
+    return tuple(cast(Iterable[int], data))
 
 
 @dataclass(frozen=True)
@@ -31,7 +31,7 @@ class TransposeCodec(ArrayArrayCodec):
     order: Tuple[int, ...]
 
     def __init__(self, *, order: ChunkCoordsLike) -> None:
-        order_parsed = parse_transpose_order(order)  # type: ignore[arg-type]
+        order_parsed = parse_transpose_order(order)
 
         object.__setattr__(self, "order", order_parsed)
 
diff --git a/src/zarr/v3/group.py b/src/zarr/v3/group.py
index acd5ca0d62..0012a77a81 100644
--- a/src/zarr/v3/group.py
+++ b/src/zarr/v3/group.py
@@ -4,7 +4,7 @@
 import asyncio
 import json
 import logging
-from typing import Any, Dict, Literal, Optional, Union, AsyncIterator, Iterator, List
+from typing import Any, Dict, Literal, Optional, Union, AsyncIterator, List
 from zarr.v3.abc.metadata import Metadata
 
 from zarr.v3.array import AsyncArray, Array
@@ -46,11 +46,11 @@ def to_bytes(self) -> Dict[str, bytes]:
             return {ZARR_JSON: json.dumps(self.to_dict()).encode()}
         else:
             return {
-                ZGROUP_JSON: self.zarr_format,
+                ZGROUP_JSON: json.dumps({"zarr_format": 2}).encode(),
                 ZATTRS_JSON: json.dumps(self.attributes).encode(),
             }
 
-    def __init__(self, attributes: Dict[str, Any] = None, zarr_format: Literal[2, 3] = 3):
+    def __init__(self, attributes: Optional[Dict[str, Any]] = None, zarr_format: Literal[2, 3] = 3):
         attributes_parsed = parse_attributes(attributes)
         zarr_format_parsed = parse_zarr_format(zarr_format)
 
@@ -104,7 +104,7 @@ async def open(
         zarr_format: Literal[2, 3] = 3,
     ) -> AsyncGroup:
         store_path = make_store_path(store)
-        zarr_json_bytes = await (store_path / ZARR_JSON).get_async()
+        zarr_json_bytes = await (store_path / ZARR_JSON).get()
         assert zarr_json_bytes is not None
 
         # TODO: consider trying to autodiscover the zarr-format here
@@ -139,7 +139,7 @@ def from_dict(
         store_path: StorePath,
         data: Dict[str, Any],
         runtime_configuration: RuntimeConfiguration,
-    ) -> Group:
+    ) -> AsyncGroup:
         group = cls(
             metadata=GroupMetadata.from_dict(data),
             store_path=store_path,
@@ -168,10 +168,12 @@ async def getitem(
                 zarr_json = json.loads(zarr_json_bytes)
             if zarr_json["node_type"] == "group":
                 return type(self).from_dict(store_path, zarr_json, self.runtime_configuration)
-            if zarr_json["node_type"] == "array":
+            elif zarr_json["node_type"] == "array":
                 return AsyncArray.from_dict(
                     store_path, zarr_json, runtime_configuration=self.runtime_configuration
                 )
+            else:
+                raise ValueError(f"unexpected node_type: {zarr_json['node_type']}")
         elif self.metadata.zarr_format == 2:
             # Q: how do we like optimistically fetching .zgroup, .zarray, and .zattrs?
             # This guarantees that we will always make at least one extra request to the store
@@ -271,7 +273,7 @@ def __repr__(self):
     async def nchildren(self) -> int:
         raise NotImplementedError
 
-    async def children(self) -> AsyncIterator[AsyncArray, AsyncGroup]:
+    async def children(self) -> AsyncIterator[Union[AsyncArray, AsyncGroup]]:
         raise NotImplementedError
 
     async def contains(self, child: str) -> bool:
@@ -381,8 +383,12 @@ async def update_attributes_async(self, new_attributes: Dict[str, Any]) -> Group
         new_metadata = replace(self.metadata, attributes=new_attributes)
 
         # Write new metadata
-        await (self.store_path / ZARR_JSON).set_async(new_metadata.to_bytes())
-        return replace(self, metadata=new_metadata)
+        to_save = new_metadata.to_bytes()
+        awaitables = [(self.store_path / key).set(value) for key, value in to_save.items()]
+        await asyncio.gather(*awaitables)
+
+        async_group = replace(self._async_group, metadata=new_metadata)
+        return replace(self, _async_group=async_group)
 
     @property
     def metadata(self) -> GroupMetadata:
@@ -396,34 +402,38 @@ def attrs(self) -> Attributes:
     def info(self):
         return self._async_group.info
 
+    @property
+    def store_path(self) -> StorePath:
+        return self._async_group.store_path
+
     def update_attributes(self, new_attributes: Dict[str, Any]):
         self._sync(self._async_group.update_attributes(new_attributes))
         return self
 
     @property
     def nchildren(self) -> int:
-        return self._sync(self._async_group.nchildren)
+        return self._sync(self._async_group.nchildren())
 
     @property
-    def children(self) -> List[Array, Group]:
-        _children = self._sync_iter(self._async_group.children)
+    def children(self) -> List[Union[Array, Group]]:
+        _children = self._sync_iter(self._async_group.children())
         return [Array(obj) if isinstance(obj, AsyncArray) else Group(obj) for obj in _children]
 
     def __contains__(self, child) -> bool:
         return self._sync(self._async_group.contains(child))
 
-    def group_keys(self) -> Iterator[str]:
-        return self._sync_iter(self._async_group.group_keys)
+    def group_keys(self) -> List[str]:
+        return self._sync_iter(self._async_group.group_keys())
 
     def groups(self) -> List[Group]:
         # TODO: in v2 this was a generator that return key: Group
-        return [Group(obj) for obj in self._sync_iter(self._async_group.groups)]
+        return [Group(obj) for obj in self._sync_iter(self._async_group.groups())]
 
     def array_keys(self) -> List[str]:
-        return self._sync_iter(self._async_group.array_keys)
+        return self._sync_iter(self._async_group.array_keys())
 
     def arrays(self) -> List[Array]:
-        return [Array(obj) for obj in self._sync_iter(self._async_group.arrays)]
+        return [Array(obj) for obj in self._sync_iter(self._async_group.arrays())]
 
     def tree(self, expand=False, level=None) -> Any:
         return self._sync(self._async_group.tree(expand=expand, level=level))
diff --git a/src/zarr/v3/metadata.py b/src/zarr/v3/metadata.py
index de3055abdc..a5e8927311 100644
--- a/src/zarr/v3/metadata.py
+++ b/src/zarr/v3/metadata.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 from enum import Enum
-from typing import TYPE_CHECKING, cast, Dict, Iterable
+from typing import TYPE_CHECKING, cast, Dict, Iterable, Any
 from dataclasses import dataclass, field
 import json
 import numpy as np
@@ -10,7 +10,7 @@
 
 
 if TYPE_CHECKING:
-    from typing import Any, Literal, Union, List, Optional, Tuple
+    from typing import Literal, Union, List, Optional, Tuple
     from zarr.v3.codecs.pipeline import CodecPipeline
 
 
@@ -244,7 +244,7 @@ class ArrayV2Metadata(Metadata):
     filters: Optional[List[Dict[str, Any]]] = None
     dimension_separator: Literal[".", "/"] = "."
     compressor: Optional[Dict[str, Any]] = None
-    attributes: Optional[Dict[str, Any]] = field(default_factory=dict)
+    attributes: Optional[Dict[str, Any]] = cast(Dict[str, Any], field(default_factory=dict))
     zarr_format: Literal[2] = field(init=False, default=2)
 
     def __init__(
diff --git a/src/zarr/v3/store/core.py b/src/zarr/v3/store/core.py
index 0ef1c8569e..16714d9e30 100644
--- a/src/zarr/v3/store/core.py
+++ b/src/zarr/v3/store/core.py
@@ -5,6 +5,7 @@
 
 from zarr.v3.common import BytesLike
 from zarr.v3.abc.store import Store
+from zarr.v3.store.local import LocalStore
 
 
 def _dereference_path(root: str, path: str) -> str:
@@ -24,10 +25,6 @@ def __init__(self, store: Store, path: Optional[str] = None):
         self.store = store
         self.path = path or ""
 
-    @classmethod
-    def from_path(cls, pth: Path) -> StorePath:
-        return cls(Store.from_path(pth))
-
     async def get(
         self, byte_range: Optional[Tuple[int, Optional[int]]] = None
     ) -> Optional[BytesLike]:
@@ -70,14 +67,6 @@ def make_store_path(store_like: StoreLike) -> StorePath:
         return store_like
     elif isinstance(store_like, Store):
         return StorePath(store_like)
-    # elif isinstance(store_like, Path):
-    #     return StorePath(Store.from_path(store_like))
     elif isinstance(store_like, str):
-        try:
-            from upath import UPath
-
-            return StorePath(Store.from_path(UPath(store_like)))
-        except ImportError as e:
-            raise e
-            # return StorePath(LocalStore(Path(store_like)))
+        return StorePath(LocalStore(Path(store_like)))
     raise TypeError
diff --git a/src/zarr/v3/store/local.py b/src/zarr/v3/store/local.py
index a62eea20f7..c3da110450 100644
--- a/src/zarr/v3/store/local.py
+++ b/src/zarr/v3/store/local.py
@@ -146,7 +146,7 @@ async def list_prefix(self, prefix: str) -> List[str]:
         """
 
         def _list_prefix(root: Path, prefix: str) -> List[str]:
-            files = [p for p in (root / prefix).rglob("*") if p.is_file()]
+            files = [str(p) for p in (root / prefix).rglob("*") if p.is_file()]
             return files
 
         return await to_thread(_list_prefix, self.root, prefix)
diff --git a/src/zarr/v3/sync.py b/src/zarr/v3/sync.py
index f0996c019e..fcc8e7b275 100644
--- a/src/zarr/v3/sync.py
+++ b/src/zarr/v3/sync.py
@@ -5,7 +5,6 @@
 from typing import (
     Any,
     AsyncIterator,
-    Callable,
     Coroutine,
     List,
     Optional,
@@ -112,11 +111,10 @@ def _sync(self, coroutine: Coroutine[Any, Any, T]) -> T:
         # this should allow us to better type the sync wrapper
         return sync(coroutine, loop=self._sync_configuration.asyncio_loop)
 
-    def _sync_iter(
-        self, func: Callable[P, AsyncIterator[T]], *args: P.args, **kwargs: P.kwargs
-    ) -> List[T]:
+    def _sync_iter(self, coroutine: Coroutine[Any, Any, AsyncIterator[T]]) -> List[T]:
         async def iter_to_list() -> List[T]:
             # TODO: replace with generators so we don't materialize the entire iterator at once
-            return [item async for item in func(*args, **kwargs)]
+            async_iterator = await coroutine
+            return [item async for item in async_iterator]
 
         return self._sync(iter_to_list())

From 6105ef203e3e5c5390aa01db613bc42e8fb98c1a Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Sat, 6 Apr 2024 11:50:52 -0700
Subject: [PATCH 0477/1078] chore(docs): reset release notes as unreleased
 (#1776)

---
 docs/release.rst | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index 60d01b8244..75193bc3e3 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -13,6 +13,23 @@ Release notes
     # to document your changes. On releases it will be
     # re-indented so that it does not show up in the notes.
 
+.. _unreleased:
+
+Unreleased
+----------
+
+Enhancements
+~~~~~~~~~~~~
+
+
+Docs
+~~~~
+
+
+Maintenance
+~~~~~~~~~~~
+
+
 .. _release_2.17.2:
 
 2.17.2

From 4e6cca2c08992b57326db5d519d3c380d0ea5e16 Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Mon, 8 Apr 2024 12:29:26 -0400
Subject: [PATCH 0478/1078] Specify hatch envs using GitHub actions matrix for
 v3 tests (#1728)

* Specify v3 hatch envs using GitHub actions matrix

* Update .github/workflows/test-v3.yml

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* Update .github/workflows/test-v3.yml

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* test on 3.12 too

* no 3.12

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 .github/workflows/test-v3.yml | 15 +++++++++++----
 1 file changed, 11 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/test-v3.yml b/.github/workflows/test-v3.yml
index bdc6e99299..e767541c75 100644
--- a/.github/workflows/test-v3.yml
+++ b/.github/workflows/test-v3.yml
@@ -10,15 +10,22 @@ on:
     branches: [ v3 ]
 
 jobs:
-  run-tests:
+  test:
+    name: py=${{ matrix.python-version }}, np=${{ matrix.numpy-version }}, deps=${{ matrix.dependency-set }}
 
     runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ['3.10', '3.11']
+        numpy-version: ['1.24', '1.26']
+        dependency-set: ["minimal", "optional"]
+
     steps:
     - uses: actions/checkout@v3
     - name: Set up Python
       uses: actions/setup-python@v4
       with:
-        python-version: '3.11'
+        python-version: ${{ matrix.python-version }}
         cache: 'pip'
     - name: Install Hatch
       run: |
@@ -29,8 +36,8 @@ jobs:
         hatch env create
     - name: Run Tests
       run: |
-        hatch run test:run
+        hatch env run --env test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} run
     - name: Run mypy
       continue-on-error: true
       run: |
-        hatch run test:run-mypy
\ No newline at end of file
+        hatch run test:run-mypy

From 77292b12d1e644f31f81a78973b09d4b6f2ed16c Mon Sep 17 00:00:00 2001
From: Saransh Chopra <saransh0701@gmail.com>
Date: Mon, 8 Apr 2024 19:42:20 +0200
Subject: [PATCH 0479/1078] black -> ruff format + cleanup (#1639)

* black -> ruff + cleanup

* format

* Preserve git blame

* pre-commit fix
---
 .flake8                       |  2 --
 .git-blame-ignore-revs        |  2 ++
 .pre-commit-config.yaml       | 17 ++++-------
 bench/compress_normal.py      |  1 -
 pyproject.toml                | 18 ++---------
 src/zarr/_storage/absstore.py |  3 +-
 src/zarr/_storage/store.py    |  1 -
 src/zarr/_storage/v3.py       |  1 -
 src/zarr/attrs.py             |  6 ----
 src/zarr/convenience.py       | 20 +++---------
 src/zarr/core.py              |  2 +-
 src/zarr/creation.py          |  2 --
 src/zarr/hierarchy.py         | 46 ++++++++++++++--------------
 src/zarr/indexing.py          | 35 ++++-----------------
 src/zarr/meta.py              |  1 -
 src/zarr/n5.py                | 57 -----------------------------------
 src/zarr/storage.py           |  9 +-----
 src/zarr/util.py              | 16 ++++------
 src/zarr/v3/config.py         |  1 -
 src/zarr/v3/group.py          |  1 -
 src/zarr/v3/store/local.py    |  3 +-
 src/zarr/v3/sync.py           |  1 -
 tests/test_attrs.py           |  6 ----
 tests/test_convenience.py     |  7 -----
 tests/test_creation.py        |  9 ------
 tests/test_dim_separator.py   |  1 -
 tests/test_filters.py         | 12 --------
 tests/test_group_v3.py        |  2 --
 tests/test_hierarchy.py       |  3 --
 tests/test_indexing.py        | 35 ---------------------
 tests/test_info.py            |  1 -
 tests/test_meta.py            | 27 ++---------------
 tests/test_storage.py         |  1 -
 tests/test_sync.py            |  2 --
 tests/test_util.py            |  2 --
 tests/v3/test_metadata.py     |  1 +
 36 files changed, 58 insertions(+), 296 deletions(-)
 delete mode 100644 .flake8

diff --git a/.flake8 b/.flake8
deleted file mode 100644
index 7da1f9608e..0000000000
--- a/.flake8
+++ /dev/null
@@ -1,2 +0,0 @@
-[flake8]
-max-line-length = 100
diff --git a/.git-blame-ignore-revs b/.git-blame-ignore-revs
index 53bf4633f0..9e0316032f 100644
--- a/.git-blame-ignore-revs
+++ b/.git-blame-ignore-revs
@@ -1,2 +1,4 @@
 # lint codebase with black and ruff
 4e348d6b80c96da461fd866576c971b8a659ba15
+# migrate from black to ruff format
+22cea005629913208a85799372e045f353744add
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 10aff8b4c6..d4aee4ce86 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,27 +7,22 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/charliermarsh/ruff-pre-commit
-    # Ruff version.
-    rev: 'v0.0.224'
+    rev: 'v0.2.1'
     hooks:
     - id: ruff
-      # Respect `exclude` and `extend-exclude` settings.
-      args: ["--force-exclude"]
-  - repo: https://github.com/psf/black
-    rev: 22.12.0
-    hooks:
-    - id: black
+      args: ["--fix", "--show-fixes"]
+    - id: ruff-format
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.2.5
+    rev: v2.2.6
     hooks:
       - id: codespell
         args: ["-L", "ba,ihs,kake,nd,noe,nwo,te,fo,zar", "-S", "fixture"]
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.4.0
+    rev: v4.5.0
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.7.1
+    rev: v1.8.0
     hooks:
       - id: mypy
         files: src
diff --git a/bench/compress_normal.py b/bench/compress_normal.py
index 9f1655541c..803d54b76b 100644
--- a/bench/compress_normal.py
+++ b/bench/compress_normal.py
@@ -8,7 +8,6 @@
 from zarr import blosc
 
 if __name__ == "__main__":
-
     sys.path.insert(0, "..")
 
     # setup
diff --git a/pyproject.toml b/pyproject.toml
index 3933376b12..9f21a84aee 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -127,7 +127,8 @@ serve = "sphinx-autobuild docs docs/_build --ignore 'docs/_autoapi/**/*' --host
 
 [tool.ruff]
 line-length = 100
-exclude = [
+force-exclude = true
+extend-exclude = [
     ".bzr",
     ".direnv",
     ".eggs",
@@ -146,21 +147,6 @@ exclude = [
     "docs"
 ]
 
-[tool.black]
-line-length = 100
-exclude = '''
-/(
-    \.git
-  | \.mypy_cache
-  | \.venv
-  | _build
-  | buck-out
-  | build
-  | dist
-  | docs
-)/
-'''
-
 [tool.mypy]
 python_version = "3.8"
 ignore_missing_imports = true
diff --git a/src/zarr/_storage/absstore.py b/src/zarr/_storage/absstore.py
index f62529f096..c9a113148c 100644
--- a/src/zarr/_storage/absstore.py
+++ b/src/zarr/_storage/absstore.py
@@ -87,7 +87,7 @@ def __init__(
                 "https://{}.blob.core.windows.net/".format(account_name),
                 container,
                 credential=account_key,
-                **blob_service_kwargs
+                **blob_service_kwargs,
             )
 
         self.client = client
@@ -240,7 +240,6 @@ def __setitem__(self, key, value):
         super().__setitem__(key, value)
 
     def rmdir(self, path=None):
-
         if not path:
             # Currently allowing clear to delete everything as in v2
 
diff --git a/src/zarr/_storage/store.py b/src/zarr/_storage/store.py
index 8daedae48f..80e4ad8f75 100644
--- a/src/zarr/_storage/store.py
+++ b/src/zarr/_storage/store.py
@@ -629,7 +629,6 @@ def _rmdir_from_keys(store: StoreLike, path: Optional[str] = None) -> None:
 
 
 def _rmdir_from_keys_v3(store: StoreV3, path: str = "") -> None:
-
     meta_dir = meta_root + path
     meta_dir = meta_dir.rstrip("/")
     _rmdir_from_keys(store, meta_dir)
diff --git a/src/zarr/_storage/v3.py b/src/zarr/_storage/v3.py
index 8ab54984b7..d3cbc58235 100644
--- a/src/zarr/_storage/v3.py
+++ b/src/zarr/_storage/v3.py
@@ -118,7 +118,6 @@ def _get_files_and_dirs_from_path(store, path):
 
 
 class FSStoreV3(FSStore, StoreV3):
-
     # FSStoreV3 doesn't use this (FSStore uses it within _normalize_key)
     _META_KEYS = ()
 
diff --git a/src/zarr/attrs.py b/src/zarr/attrs.py
index 01fc617b3c..e967c5b853 100644
--- a/src/zarr/attrs.py
+++ b/src/zarr/attrs.py
@@ -26,7 +26,6 @@ class Attributes(MutableMapping):
     """
 
     def __init__(self, store, key=".zattrs", read_only=False, cache=True, synchronizer=None):
-
         self._version = getattr(store, "_store_version", 2)
         _Store = Store if self._version == 2 else StoreV3
         self.store = _Store._ensure_store(store)
@@ -73,7 +72,6 @@ def __getitem__(self, item):
         return self.asdict()[item]
 
     def _write_op(self, f, *args, **kwargs):
-
         # guard condition
         if self.read_only:
             raise PermissionError("attributes are read-only")
@@ -89,7 +87,6 @@ def __setitem__(self, item, value):
         self._write_op(self._setitem_nosync, item, value)
 
     def _setitem_nosync(self, item, value):
-
         # load existing data
         d = self._get_nosync()
 
@@ -106,7 +103,6 @@ def __delitem__(self, item):
         self._write_op(self._delitem_nosync, item)
 
     def _delitem_nosync(self, key):
-
         # load existing data
         d = self._get_nosync()
 
@@ -128,7 +124,6 @@ def put(self, d):
             self._write_op(self._put_nosync, dict(attributes=d))
 
     def _put_nosync(self, d):
-
         d_to_check = d if self._version == 2 else d["attributes"]
         if not all(isinstance(item, str) for item in d_to_check):
             # TODO: Raise an error for non-string keys
@@ -178,7 +173,6 @@ def update(self, *args, **kwargs):
         self._write_op(self._update_nosync, *args, **kwargs)
 
     def _update_nosync(self, *args, **kwargs):
-
         # load existing data
         d = self._get_nosync()
 
diff --git a/src/zarr/convenience.py b/src/zarr/convenience.py
index 0ee8a8d323..9c0deeea47 100644
--- a/src/zarr/convenience.py
+++ b/src/zarr/convenience.py
@@ -675,10 +675,8 @@ def copy_store(
 
     # setup logging
     with _LogWriter(log) as log:
-
         # iterate over source keys
         for source_key in sorted(source.keys()):
-
             # filter to keys under source path
             if source_store_version == 2:
                 if not source_key.startswith(source_path):
@@ -757,7 +755,7 @@ def copy(
     log=None,
     if_exists="raise",
     dry_run=False,
-    **create_kws
+    **create_kws,
 ):
     """Copy the `source` array or group into the `dest` group.
 
@@ -878,7 +876,6 @@ def copy(
 
     # setup logging
     with _LogWriter(log) as log:
-
         # do the copying
         n_copied, n_skipped, n_bytes_copied = _copy(
             log,
@@ -890,7 +887,7 @@ def copy(
             without_attrs=without_attrs,
             if_exists=if_exists,
             dry_run=dry_run,
-            **create_kws
+            **create_kws,
         )
 
         # log a final message with a summary of what happened
@@ -948,12 +945,10 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_
 
         # take action
         if do_copy:
-
             # log a message about what we're going to do
             log("copy {} {} {}".format(source.name, source.shape, source.dtype))
 
             if not dry_run:
-
                 # clear the way
                 if exists:
                     del dest[name]
@@ -1038,12 +1033,10 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_
 
         # take action
         if do_copy:
-
             # log action
             log("copy {}".format(source.name))
 
             if not dry_run:
-
                 # clear the way
                 if exists_array:
                     del dest[name]
@@ -1056,7 +1049,6 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_
                     grp.attrs.update(source.attrs)
 
             else:
-
                 # setup for dry run without creating any groups in the
                 # destination
                 if dest is not None:
@@ -1076,7 +1068,7 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_
                     without_attrs=without_attrs,
                     if_exists=if_exists,
                     dry_run=dry_run,
-                    **create_kws
+                    **create_kws,
                 )
                 n_copied += c
                 n_skipped += s
@@ -1099,7 +1091,7 @@ def copy_all(
     log=None,
     if_exists="raise",
     dry_run=False,
-    **create_kws
+    **create_kws,
 ):
     """Copy all children of the `source` group into the `dest` group.
 
@@ -1189,7 +1181,6 @@ def copy_all(
 
     # setup logging
     with _LogWriter(log) as log:
-
         for k in source.keys():
             c, s, b = _copy(
                 log,
@@ -1201,7 +1192,7 @@ def copy_all(
                 without_attrs=without_attrs,
                 if_exists=if_exists,
                 dry_run=dry_run,
-                **create_kws
+                **create_kws,
             )
             n_copied += c
             n_skipped += s
@@ -1262,7 +1253,6 @@ def is_zarr_key(key):
             return key.endswith(".zarray") or key.endswith(".zgroup") or key.endswith(".zattrs")
 
     else:
-
         assert_zarr_v3_api_available()
 
         sfx = _get_metadata_suffix(store)  # type: ignore
diff --git a/src/zarr/core.py b/src/zarr/core.py
index c07a31e95f..d22a9d79c3 100644
--- a/src/zarr/core.py
+++ b/src/zarr/core.py
@@ -2536,7 +2536,7 @@ def hexdigest(self, hashname="sha1"):
         checksum = binascii.hexlify(self.digest(hashname=hashname))
 
         # This is a bytes object on Python 3 and we want a str.
-        if type(checksum) is not str:
+        if not isinstance(checksum, str):
             checksum = checksum.decode("utf8")
 
         return checksum
diff --git a/src/zarr/creation.py b/src/zarr/creation.py
index 726d0b5932..6227f90b7b 100644
--- a/src/zarr/creation.py
+++ b/src/zarr/creation.py
@@ -234,7 +234,6 @@ def create(
 
 
 def _kwargs_compat(compressor, fill_value, kwargs):
-
     # to be compatible with h5py, as well as backwards-compatible with Zarr
     # 1.x, accept 'compression' and 'compression_opts' keyword arguments
 
@@ -697,7 +696,6 @@ def open_array(
 
 
 def _like_args(a, kwargs):
-
     shape, chunks = _get_shape_chunks(a)
     if shape is not None:
         kwargs.setdefault("shape", shape)
diff --git a/src/zarr/hierarchy.py b/src/zarr/hierarchy.py
index 3361969f08..1c9848e647 100644
--- a/src/zarr/hierarchy.py
+++ b/src/zarr/hierarchy.py
@@ -145,7 +145,7 @@ def __init__(
         synchronizer=None,
         zarr_version=None,
         *,
-        meta_array=None
+        meta_array=None,
     ):
         store: BaseStore = _normalize_store_arg(store, zarr_version=zarr_version)
         if zarr_version is None:
@@ -591,7 +591,25 @@ def groups(self):
             for key in sorted(listdir(self._store, self._path)):
                 path = self._key_prefix + key
                 if contains_group(self._store, path, explicit_only=False):
-                    yield key, Group(
+                    yield (
+                        key,
+                        Group(
+                            self._store,
+                            path=path,
+                            read_only=self._read_only,
+                            chunk_store=self._chunk_store,
+                            cache_attrs=self.attrs.cache,
+                            synchronizer=self._synchronizer,
+                            zarr_version=self._version,
+                        ),
+                    )
+
+        else:
+            for key in self.group_keys():
+                path = self._key_prefix + key
+                yield (
+                    key,
+                    Group(
                         self._store,
                         path=path,
                         read_only=self._read_only,
@@ -599,19 +617,7 @@ def groups(self):
                         cache_attrs=self.attrs.cache,
                         synchronizer=self._synchronizer,
                         zarr_version=self._version,
-                    )
-
-        else:
-            for key in self.group_keys():
-                path = self._key_prefix + key
-                yield key, Group(
-                    self._store,
-                    path=path,
-                    read_only=self._read_only,
-                    chunk_store=self._chunk_store,
-                    cache_attrs=self.attrs.cache,
-                    synchronizer=self._synchronizer,
-                    zarr_version=self._version,
+                    ),
                 )
 
     def array_keys(self, recurse=False):
@@ -919,7 +925,6 @@ def tree(self, expand=False, level=None):
         return TreeViewer(self, expand=expand, level=level)
 
     def _write_op(self, f, *args, **kwargs):
-
         # guard condition
         if self._read_only:
             raise ReadOnlyError()
@@ -1094,7 +1099,6 @@ def create_dataset(self, name, **kwargs):
         return self._write_op(self._create_dataset_nosync, name, **kwargs)
 
     def _create_dataset_nosync(self, name, data=None, **kwargs):
-
         assert "mode" not in kwargs
         path = self._item_path(name)
 
@@ -1138,11 +1142,9 @@ def require_dataset(self, name, shape, dtype=None, exact=False, **kwargs):
         )
 
     def _require_dataset_nosync(self, name, shape, dtype=None, exact=False, **kwargs):
-
         path = self._item_path(name)
 
         if contains_array(self._store, path):
-
             # array already exists at path, validate that it is the right shape and type
 
             synchronizer = kwargs.get("synchronizer", self._synchronizer)
@@ -1235,7 +1237,7 @@ def _full_nosync(self, name, fill_value, **kwargs):
             path=path,
             chunk_store=self._chunk_store,
             fill_value=fill_value,
-            **kwargs
+            **kwargs,
         )
 
     def array(self, name, data, **kwargs):
@@ -1361,7 +1363,7 @@ def group(
     path=None,
     *,
     zarr_version=None,
-    meta_array=None
+    meta_array=None,
 ):
     """Create a group.
 
@@ -1452,7 +1454,7 @@ def open_group(
     storage_options=None,
     *,
     zarr_version=None,
-    meta_array=None
+    meta_array=None,
 ):
     """Open a group using file-mode-like semantics.
 
diff --git a/src/zarr/indexing.py b/src/zarr/indexing.py
index 487cc8b9d9..b72d5a255d 100644
--- a/src/zarr/indexing.py
+++ b/src/zarr/indexing.py
@@ -111,7 +111,6 @@ def is_pure_orthogonal_indexing(selection, ndim):
 
 
 def normalize_integer_selection(dim_sel, dim_len):
-
     # normalize type to int
     dim_sel = int(dim_sel)
 
@@ -145,7 +144,6 @@ def normalize_integer_selection(dim_sel, dim_len):
 
 class IntDimIndexer:
     def __init__(self, dim_sel, dim_len, dim_chunk_len):
-
         # normalize
         dim_sel = normalize_integer_selection(dim_sel, dim_len)
 
@@ -169,7 +167,6 @@ def ceildiv(a, b):
 
 class SliceDimIndexer:
     def __init__(self, dim_sel, dim_len, dim_chunk_len):
-
         # normalize
         self.start, self.stop, self.step = dim_sel.indices(dim_len)
         if self.step < 1:
@@ -182,14 +179,12 @@ def __init__(self, dim_sel, dim_len, dim_chunk_len):
         self.nchunks = ceildiv(self.dim_len, self.dim_chunk_len)
 
     def __iter__(self):
-
         # figure out the range of chunks we need to visit
         dim_chunk_ix_from = self.start // self.dim_chunk_len
         dim_chunk_ix_to = ceildiv(self.stop, self.dim_chunk_len)
 
         # iterate over chunks in range
         for dim_chunk_ix in range(dim_chunk_ix_from, dim_chunk_ix_to):
-
             # compute offsets for chunk within overall array
             dim_offset = dim_chunk_ix * self.dim_chunk_len
             dim_limit = min(self.dim_len, (dim_chunk_ix + 1) * self.dim_chunk_len)
@@ -237,7 +232,6 @@ def check_selection_length(selection, shape):
 
 
 def replace_ellipsis(selection, shape):
-
     selection = ensure_tuple(selection)
 
     # count number of ellipsis present
@@ -330,14 +324,12 @@ def is_basic_selection(selection):
 # noinspection PyProtectedMember
 class BasicIndexer:
     def __init__(self, selection, array):
-
         # handle ellipsis
         selection = replace_ellipsis(selection, array._shape)
 
         # setup per-dimension indexers
         dim_indexers = []
         for dim_sel, dim_len, dim_chunk_len in zip(selection, array._shape, array._chunks):
-
             if is_integer(dim_sel):
                 dim_indexer = IntDimIndexer(dim_sel, dim_len, dim_chunk_len)
 
@@ -358,7 +350,6 @@ def __init__(self, selection, array):
 
     def __iter__(self):
         for dim_projections in itertools.product(*self.dim_indexers):
-
             chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
             chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
             out_selection = tuple(
@@ -370,7 +361,6 @@ def __iter__(self):
 
 class BoolArrayDimIndexer:
     def __init__(self, dim_sel, dim_len, dim_chunk_len):
-
         # check number of dimensions
         if not is_bool_array(dim_sel, 1):
             raise IndexError(
@@ -380,8 +370,9 @@ def __init__(self, dim_sel, dim_len, dim_chunk_len):
         # check shape
         if dim_sel.shape[0] != dim_len:
             raise IndexError(
-                "Boolean array has the wrong length for dimension; "
-                "expected {}, got {}".format(dim_len, dim_sel.shape[0])
+                "Boolean array has the wrong length for dimension; " "expected {}, got {}".format(
+                    dim_len, dim_sel.shape[0]
+                )
             )
 
         # store attributes
@@ -402,10 +393,8 @@ def __init__(self, dim_sel, dim_len, dim_chunk_len):
         self.dim_chunk_ixs = np.nonzero(self.chunk_nitems)[0]
 
     def __iter__(self):
-
         # iterate over chunks with at least one item
         for dim_chunk_ix in self.dim_chunk_ixs:
-
             # find region in chunk
             dim_offset = dim_chunk_ix * self.dim_chunk_len
             dim_chunk_sel = self.dim_sel[dim_offset : dim_offset + self.dim_chunk_len]
@@ -472,7 +461,6 @@ def __init__(
         boundscheck=True,
         order=Order.UNKNOWN,
     ):
-
         # ensure 1d array
         dim_sel = np.asanyarray(dim_sel)
         if not is_integer_array(dim_sel, 1):
@@ -526,9 +514,7 @@ def __init__(
         self.chunk_nitems_cumsum = np.cumsum(self.chunk_nitems)
 
     def __iter__(self):
-
         for dim_chunk_ix in self.dim_chunk_ixs:
-
             # find region in output
             if dim_chunk_ix == 0:
                 start = 0
@@ -602,7 +588,6 @@ def oindex_set(a, selection, value):
 # noinspection PyProtectedMember
 class OrthogonalIndexer:
     def __init__(self, selection, array):
-
         # handle ellipsis
         selection = replace_ellipsis(selection, array._shape)
 
@@ -612,7 +597,6 @@ def __init__(self, selection, array):
         # setup per-dimension indexers
         dim_indexers = []
         for dim_sel, dim_len, dim_chunk_len in zip(selection, array._shape, array._chunks):
-
             if is_integer(dim_sel):
                 dim_indexer = IntDimIndexer(dim_sel, dim_len, dim_chunk_len)
 
@@ -649,7 +633,6 @@ def __init__(self, selection, array):
 
     def __iter__(self):
         for dim_projections in itertools.product(*self.dim_indexers):
-
             chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
             chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
             out_selection = tuple(
@@ -658,7 +641,6 @@ def __iter__(self):
 
             # handle advanced indexing arrays orthogonally
             if self.is_advanced:
-
                 # N.B., numpy doesn't support orthogonal indexing directly as yet,
                 # so need to work around via np.ix_. Also np.ix_ does not support a
                 # mixture of arrays and slices or integers, so need to convert slices
@@ -692,7 +674,6 @@ def __setitem__(self, selection, value):
 # noinspection PyProtectedMember
 class BlockIndexer:
     def __init__(self, selection, array):
-
         # handle ellipsis
         selection = replace_ellipsis(selection, array._shape)
 
@@ -794,7 +775,6 @@ def is_mask_selection(selection, array):
 # noinspection PyProtectedMember
 class CoordinateIndexer:
     def __init__(self, selection, array):
-
         # some initial normalization
         selection = ensure_tuple(selection)
         selection = tuple([i] if is_integer(i) else i for i in selection)
@@ -810,7 +790,6 @@ def __init__(self, selection, array):
 
         # handle wraparound, boundscheck
         for dim_sel, dim_len in zip(selection, array.shape):
-
             # handle wraparound
             wraparound_indices(dim_sel, dim_len)
 
@@ -861,10 +840,8 @@ def __init__(self, selection, array):
         self.chunk_mixs = np.unravel_index(self.chunk_rixs, array._cdata_shape)
 
     def __iter__(self):
-
         # iterate over chunks
         for i, chunk_rix in enumerate(self.chunk_rixs):
-
             chunk_coords = tuple(m[i] for m in self.chunk_mixs)
             if chunk_rix == 0:
                 start = 0
@@ -891,7 +868,6 @@ def __iter__(self):
 # noinspection PyProtectedMember
 class MaskIndexer(CoordinateIndexer):
     def __init__(self, selection, array):
-
         # some initial normalization
         selection = ensure_tuple(selection)
         selection = replace_lists(selection)
@@ -944,8 +920,9 @@ def check_fields(fields, dtype):
     # check type
     if not isinstance(fields, (str, list, tuple)):
         raise IndexError(
-            "'fields' argument must be a string or list of strings; found "
-            "{!r}".format(type(fields))
+            "'fields' argument must be a string or list of strings; found " "{!r}".format(
+                type(fields)
+            )
         )
     if fields:
         if dtype.names is None:
diff --git a/src/zarr/meta.py b/src/zarr/meta.py
index bd1f4ee037..80f9017456 100644
--- a/src/zarr/meta.py
+++ b/src/zarr/meta.py
@@ -89,7 +89,6 @@ class Metadata2:
 
     @classmethod
     def parse_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType[str, Any]:
-
         # Here we allow that a store may return an already-parsed metadata object,
         # or a string of JSON that we will parse here. We allow for an already-parsed
         # object to accommodate a consolidated metadata store, where all the metadata for
diff --git a/src/zarr/n5.py b/src/zarr/n5.py
index 7e73905527..44b44e69e2 100644
--- a/src/zarr/n5.py
+++ b/src/zarr/n5.py
@@ -72,21 +72,18 @@ class N5Store(NestedDirectoryStore):
 
     def __getitem__(self, key: str) -> bytes:
         if key.endswith(zarr_group_meta_key):
-
             key_new = key.replace(zarr_group_meta_key, n5_attrs_key)
             value = group_metadata_to_zarr(self._load_n5_attrs(key_new))
 
             return json_dumps(value)
 
         elif key.endswith(zarr_array_meta_key):
-
             key_new = key.replace(zarr_array_meta_key, n5_attrs_key)
             top_level = key == zarr_array_meta_key
             value = array_metadata_to_zarr(self._load_n5_attrs(key_new), top_level=top_level)
             return json_dumps(value)
 
         elif key.endswith(zarr_attrs_key):
-
             key_new = key.replace(zarr_attrs_key, n5_attrs_key)
             value = attrs_to_zarr(self._load_n5_attrs(key_new))
 
@@ -104,9 +101,7 @@ def __getitem__(self, key: str) -> bytes:
         return super().__getitem__(key_new)
 
     def __setitem__(self, key: str, value: Any):
-
         if key.endswith(zarr_group_meta_key):
-
             key_new = key.replace(zarr_group_meta_key, n5_attrs_key)
 
             n5_attrs = self._load_n5_attrs(key_new)
@@ -115,7 +110,6 @@ def __setitem__(self, key: str, value: Any):
             value = json_dumps(n5_attrs)
 
         elif key.endswith(zarr_array_meta_key):
-
             key_new = key.replace(zarr_array_meta_key, n5_attrs_key)
             top_level = key == zarr_array_meta_key
             n5_attrs = self._load_n5_attrs(key_new)
@@ -123,7 +117,6 @@ def __setitem__(self, key: str, value: Any):
             value = json_dumps(n5_attrs)
 
         elif key.endswith(zarr_attrs_key):
-
             key_new = key.replace(zarr_attrs_key, n5_attrs_key)
 
             n5_attrs = self._load_n5_attrs(key_new)
@@ -166,9 +159,7 @@ def __delitem__(self, key: str):
         super().__delitem__(key_new)
 
     def __contains__(self, key):
-
         if key.endswith(zarr_group_meta_key):
-
             key_new = key.replace(zarr_group_meta_key, n5_attrs_key)
             if key_new not in self:
                 return False
@@ -176,18 +167,15 @@ def __contains__(self, key):
             return "dimensions" not in self._load_n5_attrs(key_new)
 
         elif key.endswith(zarr_array_meta_key):
-
             key_new = key.replace(zarr_array_meta_key, n5_attrs_key)
             # array if attributes contain 'dimensions'
             return "dimensions" in self._load_n5_attrs(key_new)
 
         elif key.endswith(zarr_attrs_key):
-
             key_new = key.replace(zarr_attrs_key, n5_attrs_key)
             return self._contains_attrs(key_new)
 
         elif is_chunk_key(key):
-
             key_new = invert_chunk_coords(key)
         else:
             key_new = key
@@ -198,7 +186,6 @@ def __eq__(self, other):
         return isinstance(other, N5Store) and self.path == other.path
 
     def listdir(self, path: Optional[str] = None):
-
         if path is not None:
             path = invert_chunk_coords(path)
         path = cast(str, path)
@@ -208,7 +195,6 @@ def listdir(self, path: Optional[str] = None):
         children = super().listdir(path=path)
 
         if self._is_array(path):
-
             # replace n5 attribute file with respective zarr attribute files
             children.remove(n5_attrs_key)
             children.append(zarr_array_meta_key)
@@ -234,7 +220,6 @@ def listdir(self, path: Optional[str] = None):
             return sorted(new_children)
 
         elif self._is_group(path):
-
             # replace n5 attribute file with respective zarr attribute files
             children.remove(n5_attrs_key)
             children.append(zarr_group_meta_key)
@@ -244,7 +229,6 @@ def listdir(self, path: Optional[str] = None):
             return sorted(children)
 
         else:
-
             return children
 
     def _load_n5_attrs(self, path: str) -> Dict[str, Any]:
@@ -255,7 +239,6 @@ def _load_n5_attrs(self, path: str) -> Dict[str, Any]:
             return {}
 
     def _is_group(self, path: str):
-
         if path is None:
             attrs_key = n5_attrs_key
         else:
@@ -265,7 +248,6 @@ def _is_group(self, path: str):
         return len(n5_attrs) > 0 and "dimensions" not in n5_attrs
 
     def _is_array(self, path: str):
-
         if path is None:
             attrs_key = n5_attrs_key
         else:
@@ -274,7 +256,6 @@ def _is_array(self, path: str):
         return "dimensions" in self._load_n5_attrs(attrs_key)
 
     def _contains_attrs(self, path: str):
-
         if path is None:
             attrs_key = n5_attrs_key
         else:
@@ -376,21 +357,18 @@ def _normalize_key(self, key: str):
 
     def __getitem__(self, key: str) -> bytes:
         if key.endswith(zarr_group_meta_key):
-
             key_new = key.replace(zarr_group_meta_key, self._group_meta_key)
             value = group_metadata_to_zarr(self._load_n5_attrs(key_new))
 
             return json_dumps(value)
 
         elif key.endswith(zarr_array_meta_key):
-
             key_new = key.replace(zarr_array_meta_key, self._array_meta_key)
             top_level = key == zarr_array_meta_key
             value = array_metadata_to_zarr(self._load_n5_attrs(key_new), top_level=top_level)
             return json_dumps(value)
 
         elif key.endswith(zarr_attrs_key):
-
             key_new = key.replace(zarr_attrs_key, self._attrs_key)
             value = attrs_to_zarr(self._load_n5_attrs(key_new))
 
@@ -409,7 +387,6 @@ def __getitem__(self, key: str) -> bytes:
 
     def __setitem__(self, key: str, value: Any):
         if key.endswith(zarr_group_meta_key):
-
             key_new = key.replace(zarr_group_meta_key, self._group_meta_key)
 
             n5_attrs = self._load_n5_attrs(key_new)
@@ -418,7 +395,6 @@ def __setitem__(self, key: str, value: Any):
             value = json_dumps(n5_attrs)
 
         elif key.endswith(zarr_array_meta_key):
-
             key_new = key.replace(zarr_array_meta_key, self._array_meta_key)
             top_level = key == zarr_array_meta_key
             n5_attrs = self._load_n5_attrs(key_new)
@@ -427,7 +403,6 @@ def __setitem__(self, key: str, value: Any):
             value = json_dumps(n5_attrs)
 
         elif key.endswith(zarr_attrs_key):
-
             key_new = key.replace(zarr_attrs_key, self._attrs_key)
 
             n5_attrs = self._load_n5_attrs(key_new)
@@ -456,7 +431,6 @@ def __setitem__(self, key: str, value: Any):
         super().__setitem__(key_new, value)
 
     def __delitem__(self, key: str):
-
         if key.endswith(zarr_group_meta_key):
             key_new = key.replace(zarr_group_meta_key, self._group_meta_key)
         elif key.endswith(zarr_array_meta_key):
@@ -471,7 +445,6 @@ def __delitem__(self, key: str):
 
     def __contains__(self, key: Any):
         if key.endswith(zarr_group_meta_key):
-
             key_new = key.replace(zarr_group_meta_key, self._group_meta_key)
             if key_new not in self:
                 return False
@@ -479,13 +452,11 @@ def __contains__(self, key: Any):
             return "dimensions" not in self._load_n5_attrs(key_new)
 
         elif key.endswith(zarr_array_meta_key):
-
             key_new = key.replace(zarr_array_meta_key, self._array_meta_key)
             # array if attributes contain 'dimensions'
             return "dimensions" in self._load_n5_attrs(key_new)
 
         elif key.endswith(zarr_attrs_key):
-
             key_new = key.replace(zarr_attrs_key, self._attrs_key)
             return self._contains_attrs(key_new)
 
@@ -508,7 +479,6 @@ def listdir(self, path: Optional[str] = None):
         # doesn't provide.
         children = super().listdir(path=path)
         if self._is_array(path):
-
             # replace n5 attribute file with respective zarr attribute files
             children.remove(self._array_meta_key)
             children.append(zarr_array_meta_key)
@@ -532,7 +502,6 @@ def listdir(self, path: Optional[str] = None):
             return sorted(new_children)
 
         elif self._is_group(path):
-
             # replace n5 attribute file with respective zarr attribute files
             children.remove(self._group_meta_key)
             children.append(zarr_group_meta_key)
@@ -550,7 +519,6 @@ def _load_n5_attrs(self, path: str):
             return {}
 
     def _is_group(self, path: Optional[str]):
-
         if path is None:
             attrs_key = self._attrs_key
         else:
@@ -560,7 +528,6 @@ def _is_group(self, path: Optional[str]):
         return len(n5_attrs) > 0 and "dimensions" not in n5_attrs
 
     def _is_array(self, path: Optional[str]):
-
         if path is None:
             attrs_key = self._attrs_key
         else:
@@ -569,7 +536,6 @@ def _is_array(self, path: Optional[str]):
         return "dimensions" in self._load_n5_attrs(attrs_key)
 
     def _contains_attrs(self, path: Optional[str]):
-
         if path is None:
             attrs_key = self._attrs_key
         else:
@@ -712,7 +678,6 @@ def attrs_to_zarr(attrs: Dict[str, Any]) -> Dict[str, Any]:
 
 
 def compressor_config_to_n5(compressor_config: Optional[Dict[str, Any]]) -> Dict[str, Any]:
-
     if compressor_config is None:
         return {"type": "raw"}
     else:
@@ -726,19 +691,16 @@ def compressor_config_to_n5(compressor_config: Optional[Dict[str, Any]]) -> Dict
     n5_config = {"type": codec_id}
 
     if codec_id == "bz2":
-
         n5_config["type"] = "bzip2"
         n5_config["blockSize"] = _compressor_config["level"]
 
     elif codec_id == "blosc":
-
         n5_config["cname"] = _compressor_config["cname"]
         n5_config["clevel"] = _compressor_config["clevel"]
         n5_config["shuffle"] = _compressor_config["shuffle"]
         n5_config["blocksize"] = _compressor_config["blocksize"]
 
     elif codec_id == "lzma":
-
         # Switch to XZ for N5 if we are using the default XZ format.
         # Note: 4 is the default, which is lzma.CHECK_CRC64.
         if _compressor_config["format"] == 1 and _compressor_config["check"] in [-1, 4]:
@@ -760,50 +722,42 @@ def compressor_config_to_n5(compressor_config: Optional[Dict[str, Any]]) -> Dict
             n5_config["preset"] = 6
 
     elif codec_id == "zlib":
-
         n5_config["type"] = "gzip"
         n5_config["level"] = _compressor_config["level"]
         n5_config["useZlib"] = True
 
     elif codec_id == "gzip":
-
         n5_config["type"] = "gzip"
         n5_config["level"] = _compressor_config["level"]
         n5_config["useZlib"] = False
 
     else:
-
         n5_config.update({k: v for k, v in _compressor_config.items() if k != "type"})
 
     return n5_config
 
 
 def compressor_config_to_zarr(compressor_config: Dict[str, Any]) -> Optional[Dict[str, Any]]:
-
     codec_id = compressor_config["type"]
     zarr_config = {"id": codec_id}
 
     if codec_id == "bzip2":
-
         zarr_config["id"] = "bz2"
         zarr_config["level"] = compressor_config["blockSize"]
 
     elif codec_id == "blosc":
-
         zarr_config["cname"] = compressor_config["cname"]
         zarr_config["clevel"] = compressor_config["clevel"]
         zarr_config["shuffle"] = compressor_config["shuffle"]
         zarr_config["blocksize"] = compressor_config["blocksize"]
 
     elif codec_id == "lzma":
-
         zarr_config["format"] = compressor_config["format"]
         zarr_config["check"] = compressor_config["check"]
         zarr_config["preset"] = compressor_config["preset"]
         zarr_config["filters"] = compressor_config["filters"]
 
     elif codec_id == "xz":
-
         zarr_config["id"] = "lzma"
         zarr_config["format"] = 1  # lzma.FORMAT_XZ
         zarr_config["check"] = -1
@@ -811,7 +765,6 @@ def compressor_config_to_zarr(compressor_config: Dict[str, Any]) -> Optional[Dic
         zarr_config["filters"] = None
 
     elif codec_id == "gzip":
-
         if "useZlib" in compressor_config and compressor_config["useZlib"]:
             zarr_config["id"] = "zlib"
             zarr_config["level"] = compressor_config["level"]
@@ -820,22 +773,18 @@ def compressor_config_to_zarr(compressor_config: Dict[str, Any]) -> Optional[Dic
             zarr_config["level"] = compressor_config["level"]
 
     elif codec_id == "raw":
-
         return None
 
     else:
-
         zarr_config.update({k: v for k, v in compressor_config.items() if k != "type"})
 
     return zarr_config
 
 
 class N5ChunkWrapper(Codec):
-
     codec_id = "n5_wrapper"
 
     def __init__(self, dtype, chunk_shape, compressor_config=None, compressor=None):
-
         self.dtype = np.dtype(dtype)
         self.chunk_shape = tuple(chunk_shape)
         # is the dtype a little endian format?
@@ -860,7 +809,6 @@ def get_config(self):
         return config
 
     def encode(self, chunk):
-
         assert chunk.flags.c_contiguous
 
         header = self._create_header(chunk)
@@ -872,12 +820,10 @@ def encode(self, chunk):
             return header + chunk.tobytes(order="A")
 
     def decode(self, chunk, out=None) -> bytes:
-
         len_header, chunk_shape = self._read_header(chunk)
         chunk = chunk[len_header:]
 
         if out is not None:
-
             # out should only be used if we read a complete chunk
             assert chunk_shape == self.chunk_shape, "Expected chunk of shape {}, found {}".format(
                 self.chunk_shape, chunk_shape
@@ -895,7 +841,6 @@ def decode(self, chunk, out=None) -> bytes:
             return out
 
         else:
-
             if self._compressor:
                 chunk = self._compressor.decode(chunk)
 
@@ -915,7 +860,6 @@ def decode(self, chunk, out=None) -> bytes:
 
     @staticmethod
     def _create_header(chunk):
-
         mode = struct.pack(">H", 0)
         num_dims = struct.pack(">H", len(chunk.shape))
         shape = b"".join(struct.pack(">I", d) for d in chunk.shape[::-1])
@@ -924,7 +868,6 @@ def _create_header(chunk):
 
     @staticmethod
     def _read_header(chunk):
-
         num_dims = struct.unpack(">H", chunk[2:4])[0]
         shape = tuple(
             struct.unpack(">I", chunk[i : i + 4])[0] for i in range(4, num_dims * 4 + 4, 4)
diff --git a/src/zarr/storage.py b/src/zarr/storage.py
index b36f804ebd..e7bd0c4cf4 100644
--- a/src/zarr/storage.py
+++ b/src/zarr/storage.py
@@ -482,7 +482,6 @@ def _init_array_metadata(
     dimension_separator=None,
     storage_transformers=(),
 ):
-
     store_version = getattr(store, "_store_version", 2)
 
     path = normalize_storage_path(path)
@@ -687,7 +686,6 @@ def _init_group_metadata(
     path: Optional[str] = None,
     chunk_store: Optional[StoreLike] = None,
 ):
-
     store_version = getattr(store, "_store_version", 2)
     path = normalize_storage_path(path)
 
@@ -1055,7 +1053,6 @@ class DirectoryStore(Store):
     """
 
     def __init__(self, path, normalize_keys=False, dimension_separator=None):
-
         # guard conditions
         path = os.path.abspath(path)
         if os.path.exists(path) and not os.path.isdir(path):
@@ -1415,7 +1412,6 @@ def _normalize_key(self, key):
     def getitems(
         self, keys: Sequence[str], *, contexts: Mapping[str, Context]
     ) -> Mapping[str, Any]:
-
         keys_transformed = [self._normalize_key(key) for key in keys]
         results = self.map.getitems(keys_transformed, on_error="omit")
         # The function calling this method may not recognize the transformed keys
@@ -1768,7 +1764,6 @@ def __init__(
         mode="a",
         dimension_separator=None,
     ):
-
         # store properties
         path = os.path.abspath(path)
         self.path = path
@@ -2707,9 +2702,7 @@ def listdir(self, path=None):
                 SELECT LTRIM(SUBSTR(k, LENGTH(?) + 1), "/") || "/" AS m
                 FROM zarr WHERE k LIKE (? || "{sep}%")
             ) ORDER BY l ASC
-            """.format(
-                sep=sep
-            ),
+            """.format(sep=sep),
             (path, path),
         )
         keys = list(map(operator.itemgetter(0), keys))
diff --git a/src/zarr/util.py b/src/zarr/util.py
index ea0dd9fcec..270a444524 100644
--- a/src/zarr/util.py
+++ b/src/zarr/util.py
@@ -180,7 +180,6 @@ def normalize_chunks(chunks: Any, shape: Tuple[int, ...], typesize: int) -> Tupl
 
 
 def normalize_dtype(dtype: Union[str, np.dtype], object_codec) -> Tuple[np.dtype, Any]:
-
     # convenience API for object arrays
     if inspect.isclass(dtype):
         dtype = dtype.__name__  # type: ignore
@@ -245,7 +244,6 @@ def is_total_slice(item, shape: Tuple[int]) -> bool:
 
 
 def normalize_resize_args(old_shape, *args):
-
     # normalize new shape argument
     if len(args) == 1:
         new_shape = args[0]
@@ -294,7 +292,6 @@ def normalize_dimension_separator(sep: Optional[str]) -> Optional[str]:
 
 
 def normalize_fill_value(fill_value, dtype: np.dtype):
-
     if fill_value is None or dtype.hasobject:
         # no fill value
         pass
@@ -309,8 +306,9 @@ def normalize_fill_value(fill_value, dtype: np.dtype):
 
         if not isinstance(fill_value, str):
             raise ValueError(
-                "fill_value {!r} is not valid for dtype {}; must be a "
-                "unicode string".format(fill_value, dtype)
+                "fill_value {!r} is not valid for dtype {}; must be a " "unicode string".format(
+                    fill_value, dtype
+                )
             )
 
     else:
@@ -324,15 +322,15 @@ def normalize_fill_value(fill_value, dtype: np.dtype):
         except Exception as e:
             # re-raise with our own error message to be helpful
             raise ValueError(
-                "fill_value {!r} is not valid for dtype {}; nested "
-                "exception: {}".format(fill_value, dtype, e)
+                "fill_value {!r} is not valid for dtype {}; nested " "exception: {}".format(
+                    fill_value, dtype, e
+                )
             )
 
     return fill_value
 
 
 def normalize_storage_path(path: Union[str, bytes, None]) -> str:
-
     # handle bytes
     if isinstance(path, bytes):
         path = str(path, "ascii")
@@ -342,7 +340,6 @@ def normalize_storage_path(path: Union[str, bytes, None]) -> str:
         path = str(path)
 
     if path:
-
         # convert backslash to forward slash
         path = path.replace("\\", "/")
 
@@ -506,7 +503,6 @@ def tree_widget(group, expand, level):
 
 class TreeViewer:
     def __init__(self, group, expand=False, level=None):
-
         self.group = group
         self.expand = expand
         self.level = level
diff --git a/src/zarr/v3/config.py b/src/zarr/v3/config.py
index 98a25994c4..cebe5c1b09 100644
--- a/src/zarr/v3/config.py
+++ b/src/zarr/v3/config.py
@@ -43,7 +43,6 @@ def __init__(
         concurrency: Optional[int] = None,
         asyncio_loop: Optional[AbstractEventLoop] = None,
     ):
-
         order_parsed = parse_indexing_order(order)
         concurrency_parsed = parse_concurrency(concurrency)
         asyncio_loop_parsed = parse_asyncio_loop(asyncio_loop)
diff --git a/src/zarr/v3/group.py b/src/zarr/v3/group.py
index 0012a77a81..fcd2fea215 100644
--- a/src/zarr/v3/group.py
+++ b/src/zarr/v3/group.py
@@ -151,7 +151,6 @@ async def getitem(
         self,
         key: str,
     ) -> Union[AsyncArray, AsyncGroup]:
-
         store_path = self.store_path / key
 
         if self.metadata.zarr_format == 3:
diff --git a/src/zarr/v3/store/local.py b/src/zarr/v3/store/local.py
index c3da110450..5d22b30e9a 100644
--- a/src/zarr/v3/store/local.py
+++ b/src/zarr/v3/store/local.py
@@ -46,7 +46,6 @@ def _put(
 
 
 class LocalStore(Store):
-
     supports_writes: bool = True
     supports_partial_writes: bool = True
     supports_listing: bool = True
@@ -126,6 +125,7 @@ async def list(self) -> List[str]:
         -------
         list[str]
         """
+
         # Q: do we want to return strings or Paths?
         def _list(root: Path) -> List[str]:
             files = [str(p) for p in root.rglob("") if p.is_file()]
@@ -166,7 +166,6 @@ async def list_dir(self, prefix: str) -> List[str]:
         """
 
         def _list_dir(root: Path, prefix: str) -> List[str]:
-
             base = root / prefix
             to_strip = str(base) + "/"
             try:
diff --git a/src/zarr/v3/sync.py b/src/zarr/v3/sync.py
index fcc8e7b275..2e94a815cc 100644
--- a/src/zarr/v3/sync.py
+++ b/src/zarr/v3/sync.py
@@ -103,7 +103,6 @@ def _get_loop():
 
 
 class SyncMixin:
-
     _sync_configuration: SyncConfiguration
 
     def _sync(self, coroutine: Coroutine[Any, Any, T]) -> T:
diff --git a/tests/test_attrs.py b/tests/test_attrs.py
index a5ce4bac89..7e3377f664 100644
--- a/tests/test_attrs.py
+++ b/tests/test_attrs.py
@@ -30,7 +30,6 @@ def init_attributes(self, store, read_only=False, cache=True, zarr_version=2):
         return Attributes(store, key=root + "attrs", read_only=read_only, cache=cache)
 
     def test_storage(self, zarr_version):
-
         store = _init_store(zarr_version)
         root = ".z" if zarr_version == 2 else meta_root
         attrs_key = root + "attrs"
@@ -50,7 +49,6 @@ def test_storage(self, zarr_version):
         assert dict(foo="bar", baz=42) == d
 
     def test_utf8_encoding(self, zarr_version):
-
         project_root = pathlib.Path(zarr.__file__).resolve().parent.parent
         fixdir = project_root / "fixture"
         testdir = fixdir / "utf8attrs"
@@ -67,7 +65,6 @@ def test_utf8_encoding(self, zarr_version):
         assert fixture["utf8attrs"].attrs.asdict() == dict(foo="た")
 
     def test_get_set_del_contains(self, zarr_version):
-
         store = _init_store(zarr_version)
         a = self.init_attributes(store, zarr_version=zarr_version)
         assert "foo" not in a
@@ -84,7 +81,6 @@ def test_get_set_del_contains(self, zarr_version):
             a["foo"]
 
     def test_update_put(self, zarr_version):
-
         store = _init_store(zarr_version)
         a = self.init_attributes(store, zarr_version=zarr_version)
         assert "foo" not in a
@@ -102,7 +98,6 @@ def test_update_put(self, zarr_version):
         assert "baz" not in a
 
     def test_iterators(self, zarr_version):
-
         store = _init_store(zarr_version)
         a = self.init_attributes(store, zarr_version=zarr_version)
         assert 0 == len(a)
@@ -232,7 +227,6 @@ def test_caching_on(self, zarr_version):
         assert get_cnt == store.counter["__getitem__", attrs_key]
 
     def test_caching_off(self, zarr_version):
-
         # setup store
         store = CountingDict() if zarr_version == 2 else CountingDictV3()
         attrs_key = ".zattrs" if zarr_version == 2 else "meta/root/attrs"
diff --git a/tests/test_convenience.py b/tests/test_convenience.py
index 0970a9e1aa..7cb4db7a35 100644
--- a/tests/test_convenience.py
+++ b/tests/test_convenience.py
@@ -57,7 +57,6 @@ def _init_creation_kwargs(zarr_version):
 
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_open_array(path_type, zarr_version):
-
     store = tempfile.mkdtemp()
     atexit.register(atexit_rmtree, store)
     store = path_type(store)
@@ -86,7 +85,6 @@ def test_open_array(path_type, zarr_version):
 
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 def test_open_group(path_type, zarr_version):
-
     store = tempfile.mkdtemp()
     atexit.register(atexit_rmtree, store)
     store = path_type(store)
@@ -210,7 +208,6 @@ def test_tree(zarr_version):
 def test_consolidate_metadata(
     with_chunk_store, zarr_version, listable, monkeypatch, stores_from_path
 ):
-
     # setup initial data
     if stores_from_path:
         store = tempfile.mkdtemp()
@@ -399,7 +396,6 @@ def test_save_array_separator(tmpdir, options):
 
 
 class TestCopyStore(unittest.TestCase):
-
     _version = 2
 
     def setUp(self):
@@ -536,7 +532,6 @@ def test_if_exists(self):
 
 @pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
 class TestCopyStoreV3(TestCopyStore):
-
     _version = 3
 
     def setUp(self):
@@ -557,7 +552,6 @@ def test_mismatched_store_versions(self):
 
 
 def check_copied_array(original, copied, without_attrs=False, expect_props=None):
-
     # setup
     source_h5py = original.__module__.startswith("h5py.")
     dest_h5py = copied.__module__.startswith("h5py.")
@@ -621,7 +615,6 @@ def check_copied_array(original, copied, without_attrs=False, expect_props=None)
 
 
 def check_copied_group(original, copied, without_attrs=False, expect_props=None, shallow=False):
-
     # setup
     if expect_props is None:
         expect_props = dict()
diff --git a/tests/test_creation.py b/tests/test_creation.py
index 9307b81b52..27ce00bc8a 100644
--- a/tests/test_creation.py
+++ b/tests/test_creation.py
@@ -74,7 +74,6 @@ def _init_creation_kwargs(zarr_version, at_root=True):
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
 def test_array(zarr_version, at_root):
-
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
     kwargs = _init_creation_kwargs(zarr_version, at_root)
 
@@ -213,7 +212,6 @@ def test_full_additional_dtypes(zarr_version):
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
 def test_open_array(zarr_version, at_root, dimension_separator):
-
     store = "data/array.zarr"
     kwargs = _init_creation_kwargs(zarr_version, at_root)
 
@@ -329,7 +327,6 @@ def test_open_array(zarr_version, at_root, dimension_separator):
 
 
 def test_open_array_none():
-
     # open with both store and zarr_version = None
     z = open_array(mode="w", shape=100, chunks=10)
     assert isinstance(z, Array)
@@ -339,7 +336,6 @@ def test_open_array_none():
 @pytest.mark.parametrize("dimension_separator", [".", "/", None])
 @pytest.mark.parametrize("zarr_version", _VERSIONS2)
 def test_open_array_infer_separator_from_store(zarr_version, dimension_separator):
-
     if zarr_version == 3:
         StoreClass = DirectoryStoreV3
         path = "data"
@@ -370,7 +366,6 @@ def test_open_array_infer_separator_from_store(zarr_version, dimension_separator
 # TODO: N5 support for v3
 @pytest.mark.parametrize("zarr_version", [None, 2])
 def test_open_array_n5(zarr_version):
-
     store = "data/array.zarr"
     kwargs = _init_creation_kwargs(zarr_version)
 
@@ -409,7 +404,6 @@ def test_open_array_n5(zarr_version):
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
 def test_open_array_dict_store(zarr_version, at_root):
-
     # dict will become a KVStore
     store = dict()
     kwargs = _init_creation_kwargs(zarr_version, at_root)
@@ -503,7 +497,6 @@ def test_empty_like(zarr_version, at_root):
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
 def test_zeros_like(zarr_version, at_root):
-
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
@@ -529,7 +522,6 @@ def test_zeros_like(zarr_version, at_root):
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
 def test_ones_like(zarr_version, at_root):
-
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
@@ -556,7 +548,6 @@ def test_ones_like(zarr_version, at_root):
 @pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
 def test_full_like(zarr_version, at_root):
-
     kwargs = _init_creation_kwargs(zarr_version, at_root)
     expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
 
diff --git a/tests/test_dim_separator.py b/tests/test_dim_separator.py
index 83f4d3b5b9..4276d1829d 100644
--- a/tests/test_dim_separator.py
+++ b/tests/test_dim_separator.py
@@ -46,7 +46,6 @@ def dataset(tmpdir, request):
         static = project_root / "fixture" / suffix
 
         if not static.exists():  # pragma: no cover
-
             if "nested" in which:
                 # No way to reproduce the nested_legacy file via code
                 generator = NestedDirectoryStore
diff --git a/tests/test_filters.py b/tests/test_filters.py
index d55be9145f..fc63cdca8d 100644
--- a/tests/test_filters.py
+++ b/tests/test_filters.py
@@ -30,7 +30,6 @@
 
 
 def test_array_with_delta_filter():
-
     # setup
     astype = "u1"
     dtype = "i8"
@@ -38,7 +37,6 @@ def test_array_with_delta_filter():
     data = np.arange(100, dtype=dtype)
 
     for compressor in compressors:
-
         a = array(data, chunks=10, compressor=compressor, filters=filters)
 
         # check round-trip
@@ -57,7 +55,6 @@ def test_array_with_delta_filter():
 
 
 def test_array_with_astype_filter():
-
     # setup
     encode_dtype = "i1"
     decode_dtype = "i8"
@@ -68,7 +65,6 @@ def test_array_with_astype_filter():
     data = np.arange(shape, dtype=decode_dtype)
 
     for compressor in compressors:
-
         a = array(data, chunks=chunks, compressor=compressor, filters=filters)
 
         # check round-trip
@@ -88,7 +84,6 @@ def test_array_with_astype_filter():
 
 
 def test_array_with_scaleoffset_filter():
-
     # setup
     astype = "u1"
     dtype = "f8"
@@ -97,7 +92,6 @@ def test_array_with_scaleoffset_filter():
     data = np.linspace(1000, 1001, 34, dtype="f8")
 
     for compressor in compressors:
-
         a = array(data, chunks=5, compressor=compressor, filters=filters)
 
         # check round-trip
@@ -116,7 +110,6 @@ def test_array_with_scaleoffset_filter():
 
 
 def test_array_with_quantize_filter():
-
     # setup
     dtype = "f8"
     digits = 3
@@ -125,7 +118,6 @@ def test_array_with_quantize_filter():
     data = np.linspace(0, 1, 34, dtype=dtype)
 
     for compressor in compressors:
-
         a = array(data, chunks=5, compressor=compressor, filters=filters)
 
         # check round-trip
@@ -144,14 +136,12 @@ def test_array_with_quantize_filter():
 
 
 def test_array_with_packbits_filter():
-
     # setup
     flt = PackBits()
     filters = [flt]
     data = np.random.randint(0, 2, size=100, dtype=bool)
 
     for compressor in compressors:
-
         a = array(data, chunks=5, compressor=compressor, filters=filters)
 
         # check round-trip
@@ -170,14 +160,12 @@ def test_array_with_packbits_filter():
 
 
 def test_array_with_categorize_filter():
-
     # setup
     data = np.random.choice(["foo", "bar", "baz"], size=100)
     flt = Categorize(dtype=data.dtype, labels=["foo", "bar", "baz"])
     filters = [flt]
 
     for compressor in compressors:
-
         a = array(data, chunks=5, compressor=compressor, filters=filters)
 
         # check round-trip
diff --git a/tests/test_group_v3.py b/tests/test_group_v3.py
index 1498d6779b..f5b5dde86d 100644
--- a/tests/test_group_v3.py
+++ b/tests/test_group_v3.py
@@ -14,7 +14,6 @@ def store_path(tmpdir):
 
 
 def test_group(store_path) -> None:
-
     agroup = AsyncGroup(
         metadata=GroupMetadata(),
         store_path=store_path,
@@ -57,7 +56,6 @@ def test_group(store_path) -> None:
 
 
 def test_group_sync_constructor(store_path) -> None:
-
     group = Group.create(
         store=store_path,
         attributes={"title": "test 123"},
diff --git a/tests/test_hierarchy.py b/tests/test_hierarchy.py
index 3eaa4743dd..6d4b1ff54c 100644
--- a/tests/test_hierarchy.py
+++ b/tests/test_hierarchy.py
@@ -1085,7 +1085,6 @@ def test_paths(self):
         g1.store.close()
 
     def test_pickle(self):
-
         # setup group
         g = self.create_group()
         d = g.create_dataset("foo/bar", shape=100, chunks=10)
@@ -1113,7 +1112,6 @@ def test_pickle(self):
         g2.store.close()
 
     def test_context_manager(self):
-
         with self.create_group() as g:
             d = g.create_dataset("foo/bar", shape=100, chunks=10)
             d[:] = np.arange(100)
@@ -1375,7 +1373,6 @@ def create_store():
         return store, None
 
     def test_context_manager(self):
-
         with self.create_group() as g:
             store = g.store
             d = g.create_dataset("foo/bar", shape=100, chunks=10)
diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index 1835206819..d441f3b8fa 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -17,7 +17,6 @@
 
 
 def test_normalize_integer_selection():
-
     assert 1 == normalize_integer_selection(1, 100)
     assert 99 == normalize_integer_selection(-1, 100)
     with pytest.raises(IndexError):
@@ -29,7 +28,6 @@ def test_normalize_integer_selection():
 
 
 def test_replace_ellipsis():
-
     # 1D, single item
     assert (0,) == replace_ellipsis(0, (100,))
 
@@ -68,7 +66,6 @@ def test_replace_ellipsis():
 
 
 def test_get_basic_selection_0d():
-
     # setup
     a = np.array(42)
     z = zarr.create(shape=a.shape, dtype=a.dtype, fill_value=None)
@@ -191,7 +188,6 @@ def _test_get_basic_selection(a, z, selection):
 
 # noinspection PyStatementEffect
 def test_get_basic_selection_1d():
-
     # setup
     a = np.arange(1050, dtype=int)
     z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
@@ -264,7 +260,6 @@ def test_get_basic_selection_1d():
 
 # noinspection PyStatementEffect
 def test_get_basic_selection_2d():
-
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
@@ -423,7 +418,6 @@ def test_fancy_indexing_doesnt_mix_with_implicit_slicing():
 
 
 def test_set_basic_selection_0d():
-
     # setup
     v = np.array(42)
     a = np.zeros_like(v)
@@ -479,7 +473,6 @@ def _test_get_orthogonal_selection(a, z, selection):
 
 # noinspection PyStatementEffect
 def test_get_orthogonal_selection_1d_bool():
-
     # setup
     a = np.arange(1050, dtype=int)
     z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
@@ -502,7 +495,6 @@ def test_get_orthogonal_selection_1d_bool():
 
 # noinspection PyStatementEffect
 def test_get_orthogonal_selection_1d_int():
-
     # setup
     a = np.arange(1050, dtype=int)
     z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
@@ -561,7 +553,6 @@ def _test_get_orthogonal_selection_2d(a, z, ix0, ix1):
 
 # noinspection PyStatementEffect
 def test_get_orthogonal_selection_2d():
-
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
@@ -570,7 +561,6 @@ def test_get_orthogonal_selection_2d():
     np.random.seed(42)
     # test with different degrees of sparseness
     for p in 0.5, 0.1, 0.01:
-
         # boolean arrays
         ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
         ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
@@ -641,7 +631,6 @@ def _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2):
 
 
 def test_get_orthogonal_selection_3d():
-
     # setup
     a = np.arange(100000, dtype=int).reshape(200, 50, 10)
     z = zarr.create(shape=a.shape, chunks=(60, 20, 3), dtype=a.dtype)
@@ -650,7 +639,6 @@ def test_get_orthogonal_selection_3d():
     np.random.seed(42)
     # test with different degrees of sparseness
     for p in 0.5, 0.1, 0.01:
-
         # boolean arrays
         ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
         ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
@@ -673,7 +661,6 @@ def test_get_orthogonal_selection_3d():
 
 
 def test_orthogonal_indexing_edge_cases():
-
     a = np.arange(6).reshape(1, 2, 3)
     z = zarr.create(shape=a.shape, chunks=(1, 2, 3), dtype=a.dtype)
     z[:] = a
@@ -706,7 +693,6 @@ def _test_set_orthogonal_selection(v, a, z, selection):
 
 
 def test_set_orthogonal_selection_1d():
-
     # setup
     v = np.arange(1050, dtype=int)
     a = np.empty(v.shape, dtype=int)
@@ -715,7 +701,6 @@ def test_set_orthogonal_selection_1d():
     # test with different degrees of sparseness
     np.random.seed(42)
     for p in 0.5, 0.1, 0.01:
-
         # boolean arrays
         ix = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
         _test_set_orthogonal_selection(v, a, z, ix)
@@ -734,7 +719,6 @@ def test_set_orthogonal_selection_1d():
 
 
 def _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1):
-
     selections = [
         # index both axes with array
         (ix0, ix1),
@@ -749,7 +733,6 @@ def _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1):
 
 
 def test_set_orthogonal_selection_2d():
-
     # setup
     v = np.arange(10000, dtype=int).reshape(1000, 10)
     a = np.empty_like(v)
@@ -758,7 +741,6 @@ def test_set_orthogonal_selection_2d():
     np.random.seed(42)
     # test with different degrees of sparseness
     for p in 0.5, 0.1, 0.01:
-
         # boolean arrays
         ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
         ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
@@ -780,7 +762,6 @@ def test_set_orthogonal_selection_2d():
 
 
 def _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2):
-
     selections = (
         # single value
         (84, 42, 4),
@@ -807,7 +788,6 @@ def _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2):
 
 
 def test_set_orthogonal_selection_3d():
-
     # setup
     v = np.arange(100000, dtype=int).reshape(200, 50, 10)
     a = np.empty_like(v)
@@ -816,7 +796,6 @@ def test_set_orthogonal_selection_3d():
     np.random.seed(42)
     # test with different degrees of sparseness
     for p in 0.5, 0.1, 0.01:
-
         # boolean arrays
         ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
         ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
@@ -888,7 +867,6 @@ def _test_get_coordinate_selection(a, z, selection):
 
 # noinspection PyStatementEffect
 def test_get_coordinate_selection_1d():
-
     # setup
     a = np.arange(1050, dtype=int)
     z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
@@ -932,7 +910,6 @@ def test_get_coordinate_selection_1d():
 
 
 def test_get_coordinate_selection_2d():
-
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
@@ -1027,7 +1004,6 @@ def test_set_coordinate_selection_1d():
 
 
 def test_set_coordinate_selection_2d():
-
     # setup
     v = np.arange(10000, dtype=int).reshape(1000, 10)
     a = np.empty_like(v)
@@ -1258,7 +1234,6 @@ def _test_get_mask_selection(a, z, selection):
 
 # noinspection PyStatementEffect
 def test_get_mask_selection_1d():
-
     # setup
     a = np.arange(1050, dtype=int)
     z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
@@ -1285,7 +1260,6 @@ def test_get_mask_selection_1d():
 
 # noinspection PyStatementEffect
 def test_get_mask_selection_2d():
-
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
@@ -1318,7 +1292,6 @@ def _test_set_mask_selection(v, a, z, selection):
 
 
 def test_set_mask_selection_1d():
-
     # setup
     v = np.arange(1050, dtype=int)
     a = np.empty_like(v)
@@ -1338,7 +1311,6 @@ def test_set_mask_selection_1d():
 
 
 def test_set_mask_selection_2d():
-
     # setup
     v = np.arange(10000, dtype=int).reshape(1000, 10)
     a = np.empty_like(v)
@@ -1352,7 +1324,6 @@ def test_set_mask_selection_2d():
 
 
 def test_get_selection_out():
-
     # basic selections
     a = np.arange(1050)
     z = zarr.create(shape=1050, chunks=100, dtype=a.dtype)
@@ -1426,7 +1397,6 @@ def test_get_selection_out():
 
 
 def test_get_selections_with_fields():
-
     a = [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)]
     a = np.array(a, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
     z = zarr.create(shape=a.shape, chunks=2, dtype=a.dtype, fill_value=None)
@@ -1444,7 +1414,6 @@ def test_get_selections_with_fields():
     ]
 
     for fields in fields_fixture:
-
         # total selection
         expect = a[fields]
         actual = z.get_basic_selection(Ellipsis, fields=fields)
@@ -1534,7 +1503,6 @@ def test_get_selections_with_fields():
 
 
 def test_set_selections_with_fields():
-
     v = [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)]
     v = np.array(v, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
     a = np.empty_like(v)
@@ -1553,7 +1521,6 @@ def test_set_selections_with_fields():
     ]
 
     for fields in fields_fixture:
-
         # currently multi-field assignment is not supported in numpy, so we won't support
         # it either
         if isinstance(fields, list) and len(fields) > 1:
@@ -1567,7 +1534,6 @@ def test_set_selections_with_fields():
                 z.set_mask_selection([True, False, True], v, fields=fields)
 
         else:
-
             if isinstance(fields, list) and len(fields) == 1:
                 # work around numpy does not support multi-field assignment even if there
                 # is only one field
@@ -1752,7 +1718,6 @@ def test_accessed_chunks(shape, chunks, ops):
     z = zarr.create(shape=shape, chunks=chunks, store=store)
 
     for ii, (optype, slices) in enumerate(ops):
-
         # Resolve the slices into the accessed chunks for each dimension
         chunks_per_dim = []
         for N, C, sl in zip(shape, chunks, slices):
diff --git a/tests/test_info.py b/tests/test_info.py
index 7fb6feb11b..96eae999f4 100644
--- a/tests/test_info.py
+++ b/tests/test_info.py
@@ -7,7 +7,6 @@
 
 @pytest.mark.parametrize("array_size", [10, 15000])
 def test_info(array_size):
-
     # setup
     g = zarr.group(store=dict(), chunk_store=dict(), synchronizer=zarr.ThreadSynchronizer())
     g.create_group("foo")
diff --git a/tests/test_meta.py b/tests/test_meta.py
index db50560c8e..50f51929ef 100644
--- a/tests/test_meta.py
+++ b/tests/test_meta.py
@@ -34,7 +34,6 @@ def assert_json_equal(expect, actual):
 
 
 def test_encode_decode_array_1():
-
     meta = dict(
         shape=(100,),
         chunks=(10,),
@@ -76,7 +75,6 @@ def test_encode_decode_array_1():
 
 
 def test_encode_decode_array_2():
-
     # some variations
     df = Delta(astype="<u2", dtype="V14")
     compressor = Blosc(cname="lz4", clevel=3, shuffle=2)
@@ -131,7 +129,6 @@ def test_encode_decode_array_2():
 
 
 def test_encode_decode_array_complex():
-
     # some variations
     for k in ["c8", "c16"]:
         compressor = Blosc(cname="lz4", clevel=3, shuffle=2)
@@ -189,7 +186,6 @@ def test_encode_decode_array_complex():
 
 
 def test_encode_decode_array_datetime_timedelta():
-
     # some variations
     for k in ["m8[s]", "M8[s]"]:
         compressor = Blosc(cname="lz4", clevel=3, shuffle=2)
@@ -247,7 +243,6 @@ def test_encode_decode_array_datetime_timedelta():
 
 
 def test_encode_decode_array_dtype_shape():
-
     meta = dict(
         shape=(100,),
         chunks=(10,),
@@ -291,7 +286,6 @@ def test_encode_decode_array_dtype_shape():
 
 
 def test_encode_decode_array_dtype_shape_v3():
-
     meta = dict(
         shape=(100,),
         chunk_grid=dict(type="regular", chunk_shape=(10,), separator=("/")),
@@ -363,7 +357,6 @@ def test_decode_metadata_implicit_compressor_config_v3(comp_id):
 
 
 def test_encode_decode_array_structured():
-
     meta = dict(
         shape=(100,),
         chunks=(10,),
@@ -407,7 +400,6 @@ def test_encode_decode_array_structured():
 
 
 def test_encode_decode_fill_values_nan():
-
     fills = (
         (np.nan, "NaN", np.isnan),
         (np.NINF, "-Infinity", np.isneginf),
@@ -415,7 +407,6 @@ def test_encode_decode_fill_values_nan():
     )
 
     for v, s, f in fills:
-
         meta = dict(
             shape=(100,),
             chunks=(10,),
@@ -451,12 +442,10 @@ def test_encode_decode_fill_values_nan():
 
 
 def test_encode_decode_fill_values_bytes():
-
     dtype = np.dtype("S10")
     fills = b"foo", bytes(10)
 
     for v in fills:
-
         # setup and encode metadata
         meta = dict(
             shape=(100,),
@@ -497,7 +486,6 @@ def test_encode_decode_fill_values_bytes():
 
 
 def test_decode_array_unsupported_format():
-
     # unsupported format
     meta_json = """{
         "zarr_format": %s,
@@ -507,15 +495,12 @@ def test_decode_array_unsupported_format():
         "compressor": {"id": "zlib", "level": 1},
         "fill_value": null,
         "order": "C"
-    }""" % (
-        ZARR_FORMAT - 1
-    )
+    }""" % (ZARR_FORMAT - 1)
     with pytest.raises(MetadataError):
         decode_array_metadata(meta_json)
 
 
 def test_decode_array_missing_fields():
-
     # missing fields
     meta_json = (
         """{
@@ -528,7 +513,6 @@ def test_decode_array_missing_fields():
 
 
 def test_encode_decode_dtype():
-
     for dt in ["f8", [("a", "f8")], [("a", "f8"), ("b", "i1")]]:
         e = encode_dtype(np.dtype(dt))
         s = json.dumps(e)  # check JSON serializable
@@ -538,7 +522,6 @@ def test_encode_decode_dtype():
 
 
 def test_decode_group():
-
     # typical
     b = (
         """{
@@ -552,9 +535,7 @@ def test_decode_group():
     # unsupported format
     b = """{
         "zarr_format": %s
-    }""" % (
-        ZARR_FORMAT - 1
-    )
+    }""" % (ZARR_FORMAT - 1)
     with pytest.raises(MetadataError):
         decode_group_metadata(b)
 
@@ -577,7 +558,6 @@ def test_decode_group():
     ],
 )
 def test_encode_fill_value(fill_value, dtype, object_codec, result):
-
     # normalize metadata (copied from _init_array_metadata)
     dtype, object_codec = normalize_dtype(dtype, object_codec)
     dtype = dtype.base
@@ -609,7 +589,6 @@ def test_encode_fill_value(fill_value, dtype, object_codec, result):
     ],
 )
 def test_decode_fill_value(fill_value, dtype, object_codec, result):
-
     # normalize metadata (copied from _init_array_metadata)
     dtype, object_codec = normalize_dtype(dtype, object_codec)
     dtype = dtype.base
@@ -640,7 +619,6 @@ def test_get_extended_dtype_info():
         assert "fallback" in info
 
     class invalid_dtype:
-
         str = "unknown_type"
 
     with pytest.raises(ValueError):
@@ -648,7 +626,6 @@ class invalid_dtype:
 
 
 def test_metadata3_exceptions():
-
     with pytest.raises(KeyError):
         # dict must have a key named 'type'
         Metadata3.decode_dtype({})
diff --git a/tests/test_storage.py b/tests/test_storage.py
index b06c6a209a..5d82b879ad 100644
--- a/tests/test_storage.py
+++ b/tests/test_storage.py
@@ -303,7 +303,6 @@ async def test_writeable_values(self):
 
     @pytest.mark.asyncio
     async def test_pickle(self):
-
         # setup store
         store = self.create_store()
         await store.set(self.root + "foo", b"bar")
diff --git a/tests/test_sync.py b/tests/test_sync.py
index d066a4e8d6..1b60b09fd3 100644
--- a/tests/test_sync.py
+++ b/tests/test_sync.py
@@ -223,7 +223,6 @@ def _require_group(arg):
 
 class MixinGroupSyncTests:
     def test_parallel_create_group(self):
-
         # setup
         g = self.create_group()
         pool = self.create_pool()
@@ -242,7 +241,6 @@ def test_parallel_create_group(self):
         pool.terminate()
 
     def test_parallel_require_group(self):
-
         # setup
         g = self.create_group()
         pool = self.create_pool()
diff --git a/tests/test_util.py b/tests/test_util.py
index 3f599562c5..1f7efc9214 100644
--- a/tests/test_util.py
+++ b/tests/test_util.py
@@ -72,7 +72,6 @@ def test_normalize_chunks():
 
 
 def test_is_total_slice():
-
     # 1D
     assert is_total_slice(Ellipsis, (100,))
     assert is_total_slice(slice(None), (100,))
@@ -95,7 +94,6 @@ def test_is_total_slice():
 
 
 def test_normalize_resize_args():
-
     # 1D
     assert (200,) == normalize_resize_args((100,), 200)
     assert (200,) == normalize_resize_args((100,), (200,))
diff --git a/tests/v3/test_metadata.py b/tests/v3/test_metadata.py
index c7ca0f2e1a..e477842259 100644
--- a/tests/v3/test_metadata.py
+++ b/tests/v3/test_metadata.py
@@ -7,6 +7,7 @@
 
 from zarr.v3.metadata import parse_dimension_names, parse_zarr_format_v2, parse_zarr_format_v3
 
+
 # todo: test
 def test_datatype_enum():
     ...

From 475ce01d22ffff502545c1d7e4b8f72c1f6fa629 Mon Sep 17 00:00:00 2001
From: Alden Keefe Sampson <aldenkeefesampson@gmail.com>
Date: Mon, 8 Apr 2024 13:43:18 -0400
Subject: [PATCH 0480/1078] Remove outdated dev install docs from
 installation.rst and link to contributing.rst (#1643)

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 docs/installation.rst | 11 +----------
 1 file changed, 1 insertion(+), 10 deletions(-)

diff --git a/docs/installation.rst b/docs/installation.rst
index 8553d451cb..3d4ac41072 100644
--- a/docs/installation.rst
+++ b/docs/installation.rst
@@ -19,13 +19,4 @@ latest GitHub main::
 
     $ pip install git+https://github.com/zarr-developers/zarr-python.git
 
-To work with Zarr source code in development, install from GitHub::
-
-    $ git clone --recursive https://github.com/zarr-developers/zarr-python.git
-    $ cd zarr-python
-    $ python -m pip install -e .
-
-To verify that Zarr has been fully installed, run the test suite::
-
-    $ pip install pytest
-    $ python -m pytest -v --pyargs zarr
+To work with Zarr source code in development, see `Contributing <contributing.html>`_.
\ No newline at end of file

From 3a73950160e9c26bdad2e141c42711b762823b82 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Thu, 11 Apr 2024 19:48:57 +0100
Subject: [PATCH 0481/1078] Allow dmypy to be run (#1780)

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 9f21a84aee..77b7dcd66f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -150,7 +150,7 @@ extend-exclude = [
 [tool.mypy]
 python_version = "3.8"
 ignore_missing_imports = true
-follow_imports = "silent"
+namespace_packages = false
 
 [tool.pytest.ini_options]
 doctest_optionflags = [

From 3a9d968dd856efdb3d56cd73ad527baac6ffeded Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Thu, 11 Apr 2024 19:50:31 +0100
Subject: [PATCH 0482/1078] Remove unused typing ignore comments (#1781)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 pyproject.toml                               |  5 +++++
 src/zarr/_storage/store.py                   |  4 ++--
 src/zarr/_storage/v3_storage_transformers.py |  2 +-
 src/zarr/meta.py                             |  4 ++--
 src/zarr/storage.py                          | 12 ++++++------
 src/zarr/util.py                             |  2 +-
 6 files changed, 17 insertions(+), 12 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 77b7dcd66f..966065655f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -152,6 +152,11 @@ python_version = "3.8"
 ignore_missing_imports = true
 namespace_packages = false
 
+warn_unused_configs = true
+warn_redundant_casts = true
+warn_unused_ignores = true
+
+
 [tool.pytest.ini_options]
 doctest_optionflags = [
     "NORMALIZE_WHITESPACE",
diff --git a/src/zarr/_storage/store.py b/src/zarr/_storage/store.py
index 80e4ad8f75..9911cfa12d 100644
--- a/src/zarr/_storage/store.py
+++ b/src/zarr/_storage/store.py
@@ -642,10 +642,10 @@ def _rmdir_from_keys_v3(store: StoreV3, path: str = "") -> None:
     sfx = _get_metadata_suffix(store)
     array_meta_file = meta_dir + ".array" + sfx
     if array_meta_file in store:
-        store.erase(array_meta_file)  # type: ignore
+        store.erase(array_meta_file)
     group_meta_file = meta_dir + ".group" + sfx
     if group_meta_file in store:
-        store.erase(group_meta_file)  # type: ignore
+        store.erase(group_meta_file)
 
 
 def _listdir_from_keys(store: BaseStore, path: Optional[str] = None) -> List[str]:
diff --git a/src/zarr/_storage/v3_storage_transformers.py b/src/zarr/_storage/v3_storage_transformers.py
index 3090aea28c..cb11cea52e 100644
--- a/src/zarr/_storage/v3_storage_transformers.py
+++ b/src/zarr/_storage/v3_storage_transformers.py
@@ -367,7 +367,7 @@ def erase_prefix(self, prefix):
 
     def rmdir(self, path=None):
         path = normalize_storage_path(path)
-        _rmdir_from_keys_v3(self, path)  # type: ignore
+        _rmdir_from_keys_v3(self, path)
 
     def __contains__(self, key):
         if self._is_data_key(key):
diff --git a/src/zarr/meta.py b/src/zarr/meta.py
index 80f9017456..3a5435a174 100644
--- a/src/zarr/meta.py
+++ b/src/zarr/meta.py
@@ -234,8 +234,8 @@ def decode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) ->
                 return np.array(v, dtype=dtype)[()]
         elif dtype.kind in "c":
             v = (
-                cls.decode_fill_value(v[0], dtype.type().real.dtype),  # type: ignore
-                cls.decode_fill_value(v[1], dtype.type().imag.dtype),  # type: ignore
+                cls.decode_fill_value(v[0], dtype.type().real.dtype),
+                cls.decode_fill_value(v[1], dtype.type().imag.dtype),
             )
             v = v[0] + 1j * v[1]
             return np.array(v, dtype=dtype)[()]
diff --git a/src/zarr/storage.py b/src/zarr/storage.py
index e7bd0c4cf4..e3a43d26c8 100644
--- a/src/zarr/storage.py
+++ b/src/zarr/storage.py
@@ -205,7 +205,7 @@ def rmdir(store: StoreLike, path: Path = None):
     store_version = getattr(store, "_store_version", 2)
     if hasattr(store, "rmdir") and store.is_erasable():  # type: ignore
         # pass through
-        store.rmdir(path)  # type: ignore
+        store.rmdir(path)
     else:
         # slow version, delete one key at a time
         if store_version == 2:
@@ -235,7 +235,7 @@ def listdir(store: BaseStore, path: Path = None):
     path = normalize_storage_path(path)
     if hasattr(store, "listdir"):
         # pass through
-        return store.listdir(path)  # type: ignore
+        return store.listdir(path)
     else:
         # slow version, iterate through all keys
         warnings.warn(
@@ -288,7 +288,7 @@ def getsize(store: BaseStore, path: Path = None) -> int:
     if hasattr(store, "getsize"):
         # pass through
         path = normalize_storage_path(path)
-        return store.getsize(path)  # type: ignore
+        return store.getsize(path)
     elif isinstance(store, MutableMapping):
         return _getsize(store, path)
     else:
@@ -626,7 +626,7 @@ def _init_array_metadata(
 
     key = _prefix_to_array_key(store, _path_to_prefix(path))
     if hasattr(store, "_metadata_class"):
-        store[key] = store._metadata_class.encode_array_metadata(meta)  # type: ignore
+        store[key] = store._metadata_class.encode_array_metadata(meta)
     else:
         store[key] = encode_array_metadata(meta)
 
@@ -729,10 +729,10 @@ def _init_group_metadata(
     if store_version == 3:
         meta = {"attributes": {}}  # type: ignore
     else:
-        meta = {}  # type: ignore
+        meta = {}
     key = _prefix_to_group_key(store, _path_to_prefix(path))
     if hasattr(store, "_metadata_class"):
-        store[key] = store._metadata_class.encode_group_metadata(meta)  # type: ignore
+        store[key] = store._metadata_class.encode_group_metadata(meta)
     else:
         store[key] = encode_group_metadata(meta)
 
diff --git a/src/zarr/util.py b/src/zarr/util.py
index 270a444524..35ecc64bba 100644
--- a/src/zarr/util.py
+++ b/src/zarr/util.py
@@ -182,7 +182,7 @@ def normalize_chunks(chunks: Any, shape: Tuple[int, ...], typesize: int) -> Tupl
 def normalize_dtype(dtype: Union[str, np.dtype], object_codec) -> Tuple[np.dtype, Any]:
     # convenience API for object arrays
     if inspect.isclass(dtype):
-        dtype = dtype.__name__  # type: ignore
+        dtype = dtype.__name__
     if isinstance(dtype, str):
         # allow ':' to delimit class from codec arguments
         tokens = dtype.split(":")

From ce6fcbbee24f4429a740963cec8b239a0b76cd34 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 12 Apr 2024 10:42:09 +0100
Subject: [PATCH 0483/1078] Check untyped defs (#1784)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 pyproject.toml      | 20 +++++++++++++++++++-
 src/zarr/attrs.py   |  3 ++-
 src/zarr/n5.py      |  5 ++---
 src/zarr/v3/sync.py |  5 +++--
 4 files changed, 26 insertions(+), 7 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 966065655f..b67f5fec94 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -148,7 +148,7 @@ extend-exclude = [
 ]
 
 [tool.mypy]
-python_version = "3.8"
+python_version = "3.10"
 ignore_missing_imports = true
 namespace_packages = false
 
@@ -157,6 +157,24 @@ warn_redundant_casts = true
 warn_unused_ignores = true
 
 
+check_untyped_defs = true
+
+[[tool.mypy.overrides]]
+module = [
+    "zarr._storage.store",
+    "zarr._storage.v3_storage_transformers",
+    "zarr.v3.group",
+    "zarr.core",
+    "zarr.hierarchy",
+    "zarr.indexing",
+    "zarr.storage",
+    "zarr.sync",
+    "zarr.util",
+    "tests.*",
+]
+check_untyped_defs = false
+
+
 [tool.pytest.ini_options]
 doctest_optionflags = [
     "NORMALIZE_WHITESPACE",
diff --git a/src/zarr/attrs.py b/src/zarr/attrs.py
index e967c5b853..e589bc9022 100644
--- a/src/zarr/attrs.py
+++ b/src/zarr/attrs.py
@@ -1,3 +1,4 @@
+from typing import Any
 import warnings
 from collections.abc import MutableMapping
 
@@ -39,7 +40,7 @@ def _get_nosync(self):
         try:
             data = self.store[self.key]
         except KeyError:
-            d = dict()
+            d: dict[str, Any] = dict()
             if self._version > 2:
                 d["attributes"] = {}
         else:
diff --git a/src/zarr/n5.py b/src/zarr/n5.py
index 44b44e69e2..79bab20576 100644
--- a/src/zarr/n5.py
+++ b/src/zarr/n5.py
@@ -325,10 +325,9 @@ class N5FSStore(FSStore):
 
     def __init__(self, *args, **kwargs):
         if "dimension_separator" in kwargs:
-            kwargs.pop("dimension_separator")
             warnings.warn("Keyword argument `dimension_separator` will be ignored")
-        dimension_separator = "."
-        super().__init__(*args, dimension_separator=dimension_separator, **kwargs)
+        kwargs["dimension_separator"] = "."
+        super().__init__(*args, **kwargs)
 
     @staticmethod
     def _swap_separator(key: str):
diff --git a/src/zarr/v3/sync.py b/src/zarr/v3/sync.py
index 2e94a815cc..41dfeadba9 100644
--- a/src/zarr/v3/sync.py
+++ b/src/zarr/v3/sync.py
@@ -90,8 +90,9 @@ def _get_loop():
             # repeat the check just in case the loop got filled between the
             # previous two calls from another thread
             if loop[0] is None:
-                loop[0] = asyncio.new_event_loop()
-                th = threading.Thread(target=loop[0].run_forever, name="zarrIO")
+                new_loop = asyncio.new_event_loop()
+                loop[0] = new_loop
+                th = threading.Thread(target=new_loop.run_forever, name="zarrIO")
                 th.daemon = True
                 th.start()
                 iothread[0] = th

From a33ebf2a141c8c1ff5e9ac70870e0de4450bd577 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 19 Apr 2024 04:58:14 +0100
Subject: [PATCH 0484/1078] [v3] Enable some more strict mypy options (#1793)

* Enable two more strict mypy options

* Disallow untyped decorators
---
 pyproject.toml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index b67f5fec94..e0ca815d95 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -155,9 +155,11 @@ namespace_packages = false
 warn_unused_configs = true
 warn_redundant_casts = true
 warn_unused_ignores = true
-
+strict_equality = true
+strict_concatenate = true
 
 check_untyped_defs = true
+disallow_untyped_decorators = true
 
 [[tool.mypy.overrides]]
 module = [

From 136daec953772478c62886ddddfa9db155b6d2cd Mon Sep 17 00:00:00 2001
From: Charoula-Kyriakides
 <92877693+Charoula-Kyriakides@users.noreply.github.com>
Date: Sun, 21 Apr 2024 12:22:18 +0100
Subject: [PATCH 0485/1078] implement __eq__ for LocalStore (#1792)

* LocalStore__eq__ #1744

Fix equality comparison in LocalStore class by implementing __eq__ method

* Update src/zarr/v3/store/local.py

Changed 'LocalStore' to object in __eq__

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 src/zarr/v3/store/local.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/zarr/v3/store/local.py b/src/zarr/v3/store/local.py
index 5d22b30e9a..8f02b904c0 100644
--- a/src/zarr/v3/store/local.py
+++ b/src/zarr/v3/store/local.py
@@ -67,6 +67,9 @@ def __str__(self) -> str:
     def __repr__(self) -> str:
         return f"LocalStore({repr(str(self))})"
 
+    def __eq__(self, other: object) -> bool:
+        return isinstance(other, type(self)) and self.root == other.root
+
     async def get(
         self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
     ) -> Optional[bytes]:

From 472ab13a3a84c89b2aecaf7120b5bd70e3418f67 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Mon, 22 Apr 2024 14:34:58 +0200
Subject: [PATCH 0486/1078] moves v3 tests

---
 tests/{test_codecs_v3.py => v3/test_codecs.py} | 0
 tests/{test_group_v3.py => v3/test_group.py}   | 0
 2 files changed, 0 insertions(+), 0 deletions(-)
 rename tests/{test_codecs_v3.py => v3/test_codecs.py} (100%)
 rename tests/{test_group_v3.py => v3/test_group.py} (100%)

diff --git a/tests/test_codecs_v3.py b/tests/v3/test_codecs.py
similarity index 100%
rename from tests/test_codecs_v3.py
rename to tests/v3/test_codecs.py
diff --git a/tests/test_group_v3.py b/tests/v3/test_group.py
similarity index 100%
rename from tests/test_group_v3.py
rename to tests/v3/test_group.py

From 368b170f09ea837aea18b375084ecf27912caabb Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Mon, 22 Apr 2024 14:38:56 +0200
Subject: [PATCH 0487/1078] Remove old v3 (#1742)

* chore: add deprecation warnings to v3 classes / functions

* Resolve Mypy erorrs in `v3` branch (#1692)

* refactor(v3): Using appropriate types

* fix(v3): Typing fixes + minor code fixes

* fix(v3): _sync_iter works with coroutines

* docs(v3/store/core.py): clearer comment

* fix(metadata.py): Use Any outside TYPE_CHECKING for Pydantic

* fix(zarr/v3): correct zarr format + remove unused method

* fix(v3/store/core.py): Potential suggestion on handling str store_like

* refactor(zarr/v3): Add more typing

* ci(.pre-commit-config.yaml): zarr v3 mypy checks turned on in pre-commit

* Specify hatch envs using GitHub actions matrix for v3 tests (#1728)

* Specify v3 hatch envs using GitHub actions matrix

* Update .github/workflows/test-v3.yml

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* Update .github/workflows/test-v3.yml

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* test on 3.12 too

* no 3.12

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>

* black -> ruff format + cleanup (#1639)

* black -> ruff + cleanup

* format

* Preserve git blame

* pre-commit fix

* Remove outdated dev install docs from installation.rst and link to contributing.rst (#1643)

Co-authored-by: Joe Hamman <joe@earthmover.io>

* chore: remove old v3 implementation

* chore: remove more version-conditional logic

* chore: remove v3_storage_transformers.py again

---------

Co-authored-by: Daniel Jahn (dahn) <dahnjahn@gmail.com>
Co-authored-by: Max Jones <14077947+maxrjones@users.noreply.github.com>
Co-authored-by: Joe Hamman <jhamman1@gmail.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: Saransh Chopra <saransh0701@gmail.com>
Co-authored-by: Alden Keefe Sampson <aldenkeefesampson@gmail.com>
---
 src/zarr/__init__.py                         |  16 -
 src/zarr/_storage/absstore.py                |  55 +-
 src/zarr/_storage/store.py                   | 485 +-------------
 src/zarr/_storage/v3.py                      | 625 -----------------
 src/zarr/_storage/v3_storage_transformers.py | 382 -----------
 src/zarr/attrs.py                            |  67 +-
 src/zarr/convenience.py                      | 108 +--
 src/zarr/core.py                             | 172 ++---
 src/zarr/creation.py                         |  54 +-
 src/zarr/hierarchy.py                        | 235 +------
 src/zarr/meta.py                             | 279 +-------
 src/zarr/storage.py                          | 209 +-----
 tests/test_attrs.py                          | 125 ++--
 tests/test_convenience.py                    | 347 ++--------
 tests/test_core.py                           | 666 +------------------
 tests/test_creation.py                       | 215 ++----
 tests/test_hierarchy.py                      | 638 +++---------------
 tests/test_meta.py                           | 142 ----
 tests/test_sync.py                           |  12 +-
 tests/util.py                                |   5 -
 20 files changed, 424 insertions(+), 4413 deletions(-)
 delete mode 100644 src/zarr/_storage/v3.py
 delete mode 100644 src/zarr/_storage/v3_storage_transformers.py

diff --git a/src/zarr/__init__.py b/src/zarr/__init__.py
index b3c1e05b7e..601b1295ab 100644
--- a/src/zarr/__init__.py
+++ b/src/zarr/__init__.py
@@ -31,7 +31,6 @@
 from zarr.errors import CopyError, MetadataError
 from zarr.hierarchy import Group, group, open_group
 from zarr.n5 import N5Store, N5FSStore
-from zarr._storage.store import v3_api_available
 from zarr.storage import (
     ABSStore,
     DBMStore,
@@ -53,18 +52,3 @@
 
 # in case setuptools scm screw up and find version to be 0.0.0
 assert not __version__.startswith("0.0.0")
-
-if v3_api_available:
-    from zarr._storage.v3 import (
-        ABSStoreV3,
-        DBMStoreV3,
-        KVStoreV3,
-        DirectoryStoreV3,
-        LMDBStoreV3,
-        LRUStoreCacheV3,
-        MemoryStoreV3,
-        MongoDBStoreV3,
-        RedisStoreV3,
-        SQLiteStoreV3,
-        ZipStoreV3,
-    )
diff --git a/src/zarr/_storage/absstore.py b/src/zarr/_storage/absstore.py
index c9a113148c..d8e292535c 100644
--- a/src/zarr/_storage/absstore.py
+++ b/src/zarr/_storage/absstore.py
@@ -3,7 +3,7 @@
 import warnings
 from numcodecs.compat import ensure_bytes
 from zarr.util import normalize_storage_path
-from zarr._storage.store import _get_metadata_suffix, data_root, meta_root, Store, StoreV3
+from zarr._storage.store import Store
 
 __doctest_requires__ = {
     ("ABSStore", "ABSStore.*"): ["azure.storage.blob"],
@@ -222,56 +222,3 @@ def getsize(self, path=None):
 
     def clear(self):
         self.rmdir()
-
-
-class ABSStoreV3(ABSStore, StoreV3):
-    def list(self):
-        return list(self.keys())
-
-    def __eq__(self, other):
-        return (
-            isinstance(other, ABSStoreV3)
-            and self.client == other.client
-            and self.prefix == other.prefix
-        )
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-    def rmdir(self, path=None):
-        if not path:
-            # Currently allowing clear to delete everything as in v2
-
-            # If we disallow an empty path then we will need to modify
-            # TestABSStoreV3 to have the create_store method use a prefix.
-            ABSStore.rmdir(self, "")
-            return
-
-        meta_dir = meta_root + path
-        meta_dir = meta_dir.rstrip("/")
-        ABSStore.rmdir(self, meta_dir)
-
-        # remove data folder
-        data_dir = data_root + path
-        data_dir = data_dir.rstrip("/")
-        ABSStore.rmdir(self, data_dir)
-
-        # remove metadata files
-        sfx = _get_metadata_suffix(self)
-        array_meta_file = meta_dir + ".array" + sfx
-        if array_meta_file in self:
-            del self[array_meta_file]
-        group_meta_file = meta_dir + ".group" + sfx
-        if group_meta_file in self:
-            del self[group_meta_file]
-
-    # TODO: adapt the v2 getsize method to work for v3
-    #       For now, calling the generic keys-based _getsize
-    def getsize(self, path=None):
-        from zarr.storage import _getsize  # avoid circular import
-
-        return _getsize(self, path)
-
-
-ABSStoreV3.__doc__ = ABSStore.__doc__
diff --git a/src/zarr/_storage/store.py b/src/zarr/_storage/store.py
index 9911cfa12d..911af20fda 100644
--- a/src/zarr/_storage/store.py
+++ b/src/zarr/_storage/store.py
@@ -1,36 +1,18 @@
-import abc
-import os
-from collections import defaultdict
 from collections.abc import MutableMapping
-from copy import copy
-from string import ascii_letters, digits
-from typing import Any, Dict, List, Mapping, Optional, Sequence, Tuple, Union
+from typing import Any, List, Mapping, Optional, Sequence, Union
 
-from zarr.meta import Metadata2, Metadata3
+from zarr.meta import Metadata2
 from zarr.util import normalize_storage_path
 from zarr.context import Context
 
+
 # v2 store keys
 array_meta_key = ".zarray"
 group_meta_key = ".zgroup"
 attrs_key = ".zattrs"
 
-# v3 paths
-meta_root = "meta/root/"
-data_root = "data/root/"
-
 DEFAULT_ZARR_VERSION = 2
 
-v3_api_available = os.environ.get("ZARR_V3_EXPERIMENTAL_API", "0").lower() not in ["0", "false"]
-
-
-def assert_zarr_v3_api_available():
-    if not v3_api_available:
-        raise NotImplementedError(
-            "# V3 reading and writing is experimental! To enable support, set:\n"
-            "ZARR_V3_EXPERIMENTAL_API=1"
-        )  # pragma: no cover
-
 
 class BaseStore(MutableMapping):
     """Abstract base class for store implementations.
@@ -182,371 +164,6 @@ def rmdir(self, path: str = "") -> None:
         _rmdir_from_keys(self, path)
 
 
-class StoreV3(BaseStore):
-    _store_version = 3
-    _metadata_class = Metadata3
-    _valid_key_characters = set(ascii_letters + digits + "/.-_")
-
-    def _valid_key(self, key: str) -> bool:
-        """
-        Verify that a key conforms to the specification.
-
-        A key is any string containing only character in the range a-z, A-Z,
-        0-9, or in the set /.-_ it will return True if that's the case, False
-        otherwise.
-        """
-        if not isinstance(key, str) or not key.isascii():
-            return False
-        if set(key) - self._valid_key_characters:
-            return False
-        return True
-
-    def _validate_key(self, key: str):
-        """
-        Verify that a key conforms to the v3 specification.
-
-        A key is any string containing only character in the range a-z, A-Z,
-        0-9, or in the set /.-_ it will return True if that's the case, False
-        otherwise.
-
-        In spec v3, keys can only start with the prefix meta/, data/ or be
-        exactly zarr.json and should not end with /. This should not be exposed
-        to the user, and is a store implementation detail, so this method will
-        raise a ValueError in that case.
-        """
-        if not self._valid_key(key):
-            raise ValueError(
-                f"Keys must be ascii strings and may only contain the "
-                f"characters {''.join(sorted(self._valid_key_characters))}"
-            )
-
-        if (
-            not key.startswith("data/")
-            and (not key.startswith("meta/"))
-            and (not key == "zarr.json")
-            # TODO: Possibly allow key == ".zmetadata" too if we write a
-            #       consolidated metadata spec corresponding to this?
-        ):
-            raise ValueError("keys starts with unexpected value: `{}`".format(key))
-
-        if key.endswith("/"):
-            raise ValueError("keys may not end in /")
-
-    def list_prefix(self, prefix):
-        if prefix.startswith("/"):
-            raise ValueError("prefix must not begin with /")
-        # TODO: force prefix to end with /?
-        return [k for k in self.list() if k.startswith(prefix)]
-
-    def erase(self, key):
-        self.__delitem__(key)
-
-    def erase_prefix(self, prefix):
-        assert prefix.endswith("/")
-
-        if prefix == "/":
-            all_keys = self.list()
-        else:
-            all_keys = self.list_prefix(prefix)
-        for key in all_keys:
-            self.erase(key)
-
-    def list_dir(self, prefix):
-        """
-        TODO: carefully test this with trailing/leading slashes
-        """
-        if prefix:  # allow prefix = "" ?
-            assert prefix.endswith("/")
-
-        all_keys = self.list_prefix(prefix)
-        len_prefix = len(prefix)
-        keys = []
-        prefixes = []
-        for k in all_keys:
-            trail = k[len_prefix:]
-            if "/" not in trail:
-                keys.append(prefix + trail)
-            else:
-                prefixes.append(prefix + trail.split("/", maxsplit=1)[0] + "/")
-        return keys, list(set(prefixes))
-
-    def list(self):
-        return list(self.keys())
-
-    def __contains__(self, key):
-        return key in self.list()
-
-    @abc.abstractmethod
-    def __setitem__(self, key, value):
-        """Set a value."""
-
-    @abc.abstractmethod
-    def __getitem__(self, key):
-        """Get a value."""
-
-    @abc.abstractmethod
-    def rmdir(self, path=None):
-        """Remove a data path and all its subkeys and related metadata.
-        Expects a path without the data or meta root prefix."""
-
-    @property
-    def supports_efficient_get_partial_values(self):
-        return False
-
-    def get_partial_values(
-        self, key_ranges: Sequence[Tuple[str, Tuple[int, Optional[int]]]]
-    ) -> List[Union[bytes, memoryview, bytearray]]:
-        """Get multiple partial values.
-        key_ranges can be an iterable of key, range pairs,
-        where a range specifies two integers range_start and range_length
-        as a tuple, (range_start, range_length).
-        range_length may be None to indicate to read until the end.
-        range_start may be negative to start reading range_start bytes
-        from the end of the file.
-        A key may occur multiple times with different ranges.
-        Inserts None for missing keys into the returned list."""
-        results: List[Union[bytes, memoryview, bytearray]] = [None] * len(key_ranges)  # type: ignore[list-item] # noqa: E501
-        indexed_ranges_by_key: Dict[str, List[Tuple[int, Tuple[int, Optional[int]]]]] = defaultdict(
-            list
-        )
-        for i, (key, range_) in enumerate(key_ranges):
-            indexed_ranges_by_key[key].append((i, range_))
-        for key, indexed_ranges in indexed_ranges_by_key.items():
-            try:
-                value = self[key]
-            except KeyError:  # pragma: no cover
-                continue
-            for i, (range_from, range_length) in indexed_ranges:
-                if range_length is None:
-                    results[i] = value[range_from:]
-                else:
-                    results[i] = value[range_from : range_from + range_length]
-        return results
-
-    def supports_efficient_set_partial_values(self):
-        return False
-
-    def set_partial_values(self, key_start_values):
-        """Set multiple partial values.
-        key_start_values can be an iterable of key, start and value triplets
-        as tuples, (key, start, value), where start defines the offset in bytes.
-        A key may occur multiple times with different starts and non-overlapping values.
-        Also, start may only be beyond the current value if other values fill the gap.
-        start may be negative to start writing start bytes from the current
-        end of the file, ending the file with the new value."""
-        unique_keys = set(next(zip(*key_start_values)))
-        values = {}
-        for key in unique_keys:
-            old_value = self.get(key)
-            values[key] = None if old_value is None else bytearray(old_value)
-        for key, start, value in key_start_values:
-            if values[key] is None:
-                assert start == 0
-                values[key] = value
-            else:
-                if start > len(values[key]):  # pragma: no cover
-                    raise ValueError(
-                        f"Cannot set value at start {start}, "
-                        + f"since it is beyond the data at key {key}, "
-                        + f"having length {len(values[key])}."
-                    )
-                if start < 0:
-                    values[key][start:] = value
-                else:
-                    values[key][start : start + len(value)] = value
-        for key, value in values.items():
-            self[key] = value
-
-    def clear(self):
-        """Remove all items from store."""
-        self.erase_prefix("/")
-
-    def __eq__(self, other):
-        return NotImplemented
-
-    @staticmethod
-    def _ensure_store(store):
-        """
-        We want to make sure internally that zarr stores are always a class
-        with a specific interface derived from ``Store``, which is slightly
-        different than ``MutableMapping``.
-
-        We'll do this conversion in a few places automatically
-        """
-        from zarr._storage.v3 import KVStoreV3  # avoid circular import
-
-        if store is None:
-            return None
-        elif isinstance(store, StoreV3):
-            return store
-        elif isinstance(store, Store):
-            raise ValueError(f"cannot initialize a v3 store with a v{store._store_version} store")
-        elif isinstance(store, MutableMapping):
-            return KVStoreV3(store)
-        else:
-            for attr in [
-                "keys",
-                "values",
-                "get",
-                "__setitem__",
-                "__getitem__",
-                "__delitem__",
-                "__contains__",
-            ]:
-                if not hasattr(store, attr):
-                    break
-            else:
-                return KVStoreV3(store)
-
-        raise ValueError(
-            "v3 stores must be subclasses of StoreV3, "
-            "if your store exposes the MutableMapping interface wrap it in "
-            f"Zarr.storage.KVStoreV3. Got {store}"
-        )
-
-
-class StorageTransformer(MutableMapping, abc.ABC):
-    """Base class for storage transformers. The methods simply pass on the data as-is
-    and should be overwritten by sub-classes."""
-
-    _store_version = 3
-    _metadata_class = Metadata3
-
-    def __init__(self, _type) -> None:
-        if _type not in self.valid_types:  # pragma: no cover
-            raise ValueError(
-                f"Storage transformer cannot be initialized with type {_type}, "
-                + f"must be one of {list(self.valid_types)}."
-            )
-        self.type = _type
-        self._inner_store = None
-
-    def _copy_for_array(self, array, inner_store):
-        transformer_copy = copy(self)
-        transformer_copy._inner_store = inner_store
-        return transformer_copy
-
-    @abc.abstractproperty
-    def extension_uri(self):
-        pass  # pragma: no cover
-
-    @abc.abstractproperty
-    def valid_types(self):
-        pass  # pragma: no cover
-
-    def get_config(self):
-        """Return a dictionary holding configuration parameters for this
-        storage transformer. All values must be compatible with JSON encoding."""
-        # Override in sub-class if need special encoding of config values.
-        # By default, assume all non-private members are configuration
-        # parameters except for type .
-        return {k: v for k, v in self.__dict__.items() if not k.startswith("_") and k != "type"}
-
-    @classmethod
-    def from_config(cls, _type, config):
-        """Instantiate storage transformer from a configuration object."""
-        # override in sub-class if need special decoding of config values
-
-        # by default, assume constructor accepts configuration parameters as
-        # keyword arguments without any special decoding
-        return cls(_type, **config)
-
-    @property
-    def inner_store(self) -> Union["StorageTransformer", StoreV3]:
-        assert (
-            self._inner_store is not None
-        ), "inner_store is not initialized, first get a copy via _copy_for_array."
-        return self._inner_store
-
-    # The following implementations are usually fine to keep as-is:
-
-    def __eq__(self, other):
-        return (
-            type(self) == type(other)
-            and self._inner_store == other._inner_store
-            and self.get_config() == other.get_config()
-        )
-
-    def erase(self, key):
-        self.__delitem__(key)
-
-    def list(self):
-        return list(self.keys())
-
-    def list_dir(self, prefix):
-        return StoreV3.list_dir(self, prefix)
-
-    def is_readable(self):
-        return self.inner_store.is_readable()
-
-    def is_writeable(self):
-        return self.inner_store.is_writeable()
-
-    def is_listable(self):
-        return self.inner_store.is_listable()
-
-    def is_erasable(self):
-        return self.inner_store.is_erasable()
-
-    def clear(self):
-        return self.inner_store.clear()
-
-    def __enter__(self):
-        return self.inner_store.__enter__()
-
-    def __exit__(self, exc_type, exc_value, traceback):
-        return self.inner_store.__exit__(exc_type, exc_value, traceback)
-
-    def close(self) -> None:
-        return self.inner_store.close()
-
-    # The following implementations might need to be re-implemented
-    # by subclasses implementing storage transformers:
-
-    def rename(self, src_path: str, dst_path: str) -> None:
-        return self.inner_store.rename(src_path, dst_path)
-
-    def list_prefix(self, prefix):
-        return self.inner_store.list_prefix(prefix)
-
-    def erase_prefix(self, prefix):
-        return self.inner_store.erase_prefix(prefix)
-
-    def rmdir(self, path=None):
-        return self.inner_store.rmdir(path)
-
-    def __contains__(self, key):
-        return self.inner_store.__contains__(key)
-
-    def __setitem__(self, key, value):
-        return self.inner_store.__setitem__(key, value)
-
-    def __getitem__(self, key):
-        return self.inner_store.__getitem__(key)
-
-    def __delitem__(self, key):
-        return self.inner_store.__delitem__(key)
-
-    def __iter__(self):
-        return self.inner_store.__iter__()
-
-    def __len__(self):
-        return self.inner_store.__len__()
-
-    @property
-    def supports_efficient_get_partial_values(self):
-        return self.inner_store.supports_efficient_get_partial_values
-
-    def get_partial_values(self, key_ranges):
-        return self.inner_store.get_partial_values(key_ranges)
-
-    def supports_efficient_set_partial_values(self):
-        return self.inner_store.supports_efficient_set_partial_values()
-
-    def set_partial_values(self, key_start_values):
-        return self.inner_store.set_partial_values(key_start_values)
-
-
 # allow MutableMapping for backwards compatibility
 StoreLike = Union[BaseStore, MutableMapping]
 
@@ -560,40 +177,6 @@ def _path_to_prefix(path: Optional[str]) -> str:
     return prefix
 
 
-def _get_hierarchy_metadata(store: StoreV3) -> Mapping[str, Any]:
-    version = getattr(store, "_store_version", 2)
-    if version < 3:
-        raise ValueError("zarr.json hierarchy metadata not stored for " f"zarr v{version} stores")
-    if "zarr.json" not in store:
-        raise ValueError("zarr.json metadata not found in store")
-    return store._metadata_class.decode_hierarchy_metadata(store["zarr.json"])
-
-
-def _get_metadata_suffix(store: StoreV3) -> str:
-    if "zarr.json" in store:
-        return _get_hierarchy_metadata(store)["metadata_key_suffix"]
-    return ".json"
-
-
-def _rename_metadata_v3(store: StoreV3, src_path: str, dst_path: str) -> bool:
-    """Rename source or group metadata file associated with src_path."""
-    any_renamed = False
-    sfx = _get_metadata_suffix(store)
-    src_path = src_path.rstrip("/")
-    dst_path = dst_path.rstrip("/")
-    _src_array_json = meta_root + src_path + ".array" + sfx
-    if _src_array_json in store:
-        new_key = meta_root + dst_path + ".array" + sfx
-        store[new_key] = store.pop(_src_array_json)
-        any_renamed = True
-    _src_group_json = meta_root + src_path + ".group" + sfx
-    if _src_group_json in store:
-        new_key = meta_root + dst_path + ".group" + sfx
-        store[new_key] = store.pop(_src_group_json)
-        any_renamed = True
-    return any_renamed
-
-
 def _rename_from_keys(store: BaseStore, src_path: str, dst_path: str) -> None:
     # assume path already normalized
     src_prefix = _path_to_prefix(src_path)
@@ -605,19 +188,7 @@ def _rename_from_keys(store: BaseStore, src_path: str, dst_path: str) -> None:
                 new_key = dst_prefix + key.lstrip(src_prefix)
                 store[new_key] = store.pop(key)
     else:
-        any_renamed = False
-        for root_prefix in [meta_root, data_root]:
-            _src_prefix = root_prefix + src_prefix
-            _dst_prefix = root_prefix + dst_prefix
-            for key in store.list_prefix(_src_prefix):  # type: ignore
-                new_key = _dst_prefix + key[len(_src_prefix) :]
-                store[new_key] = store.pop(key)
-                any_renamed = True
-        any_meta_renamed = _rename_metadata_v3(store, src_path, dst_path)  # type: ignore
-        any_renamed = any_meta_renamed or any_renamed
-
-        if not any_renamed:
-            raise ValueError(f"no item {src_path} found to rename")
+        raise NotImplementedError("This function only supports Zarr version 2.")
 
 
 def _rmdir_from_keys(store: StoreLike, path: Optional[str] = None) -> None:
@@ -628,26 +199,6 @@ def _rmdir_from_keys(store: StoreLike, path: Optional[str] = None) -> None:
             del store[key]
 
 
-def _rmdir_from_keys_v3(store: StoreV3, path: str = "") -> None:
-    meta_dir = meta_root + path
-    meta_dir = meta_dir.rstrip("/")
-    _rmdir_from_keys(store, meta_dir)
-
-    # remove data folder
-    data_dir = data_root + path
-    data_dir = data_dir.rstrip("/")
-    _rmdir_from_keys(store, data_dir)
-
-    # remove metadata files
-    sfx = _get_metadata_suffix(store)
-    array_meta_file = meta_dir + ".array" + sfx
-    if array_meta_file in store:
-        store.erase(array_meta_file)
-    group_meta_file = meta_dir + ".group" + sfx
-    if group_meta_file in store:
-        store.erase(group_meta_file)
-
-
 def _listdir_from_keys(store: BaseStore, path: Optional[str] = None) -> List[str]:
     # assume path already normalized
     prefix = _path_to_prefix(path)
@@ -661,37 +212,15 @@ def _listdir_from_keys(store: BaseStore, path: Optional[str] = None) -> List[str
 
 
 def _prefix_to_array_key(store: StoreLike, prefix: str) -> str:
-    if getattr(store, "_store_version", 2) == 3:
-        sfx = _get_metadata_suffix(store)  # type: ignore
-        if prefix:
-            key = meta_root + prefix.rstrip("/") + ".array" + sfx
-        else:
-            key = meta_root[:-1] + ".array" + sfx
-    else:
-        key = prefix + array_meta_key
+    key = prefix + array_meta_key
     return key
 
 
 def _prefix_to_group_key(store: StoreLike, prefix: str) -> str:
-    if getattr(store, "_store_version", 2) == 3:
-        sfx = _get_metadata_suffix(store)  # type: ignore
-        if prefix:
-            key = meta_root + prefix.rstrip("/") + ".group" + sfx
-        else:
-            key = meta_root[:-1] + ".group" + sfx
-    else:
-        key = prefix + group_meta_key
+    key = prefix + group_meta_key
     return key
 
 
 def _prefix_to_attrs_key(store: StoreLike, prefix: str) -> str:
-    if getattr(store, "_store_version", 2) == 3:
-        # for v3, attributes are stored in the array metadata
-        sfx = _get_metadata_suffix(store)  # type: ignore
-        if prefix:
-            key = meta_root + prefix.rstrip("/") + ".array" + sfx
-        else:
-            key = meta_root[:-1] + ".array" + sfx
-    else:
-        key = prefix + attrs_key
+    key = prefix + attrs_key
     return key
diff --git a/src/zarr/_storage/v3.py b/src/zarr/_storage/v3.py
deleted file mode 100644
index d3cbc58235..0000000000
--- a/src/zarr/_storage/v3.py
+++ /dev/null
@@ -1,625 +0,0 @@
-import os
-import shutil
-from collections import OrderedDict
-from collections.abc import MutableMapping
-from threading import Lock
-from typing import Union, Dict, Any
-
-from zarr.errors import (
-    MetadataError,
-    ReadOnlyError,
-)
-from zarr.util import buffer_size, json_loads, normalize_storage_path
-
-from zarr._storage.absstore import ABSStoreV3  # noqa: F401
-from zarr._storage.store import (  # noqa: F401
-    _get_hierarchy_metadata,
-    _get_metadata_suffix,
-    _listdir_from_keys,
-    _rename_from_keys,
-    _rename_metadata_v3,
-    _rmdir_from_keys,
-    _rmdir_from_keys_v3,
-    _path_to_prefix,
-    _prefix_to_array_key,
-    _prefix_to_group_key,
-    array_meta_key,
-    attrs_key,
-    data_root,
-    group_meta_key,
-    meta_root,
-    BaseStore,
-    Store,
-    StoreV3,
-)
-from zarr.storage import (
-    DBMStore,
-    ConsolidatedMetadataStore,
-    DirectoryStore,
-    FSStore,
-    KVStore,
-    LMDBStore,
-    LRUStoreCache,
-    MemoryStore,
-    MongoDBStore,
-    RedisStore,
-    SQLiteStore,
-    ZipStore,
-    _getsize,
-)
-
-__doctest_requires__ = {
-    ("RedisStore", "RedisStore.*"): ["redis"],
-    ("MongoDBStore", "MongoDBStore.*"): ["pymongo"],
-    ("LRUStoreCache", "LRUStoreCache.*"): ["s3fs"],
-}
-
-
-try:
-    # noinspection PyUnresolvedReferences
-    from zarr.codecs import Blosc
-
-    default_compressor = Blosc()
-except ImportError:  # pragma: no cover
-    from zarr.codecs import Zlib
-
-    default_compressor = Zlib()
-
-
-Path = Union[str, bytes, None]
-# allow MutableMapping for backwards compatibility
-StoreLike = Union[BaseStore, MutableMapping]
-
-
-class RmdirV3:
-    """Mixin class that can be used to ensure override of any existing v2 rmdir class."""
-
-    def rmdir(self, path: str = "") -> None:
-        path = normalize_storage_path(path)
-        _rmdir_from_keys_v3(self, path)  # type: ignore
-
-
-class KVStoreV3(RmdirV3, KVStore, StoreV3):
-    def list(self):
-        return list(self._mutable_mapping.keys())
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-    def __eq__(self, other):
-        return isinstance(other, KVStoreV3) and self._mutable_mapping == other._mutable_mapping
-
-
-KVStoreV3.__doc__ = KVStore.__doc__
-
-
-def _get_files_and_dirs_from_path(store, path):
-    path = normalize_storage_path(path)
-
-    files = []
-    # add array metadata file if present
-    array_key = _prefix_to_array_key(store, path)
-    if array_key in store:
-        files.append(os.path.join(store.path, array_key))
-
-    # add group metadata file if present
-    group_key = _prefix_to_group_key(store, path)
-    if group_key in store:
-        files.append(os.path.join(store.path, group_key))
-
-    dirs = []
-    # add array and group folders if present
-    for d in [data_root + path, meta_root + path]:
-        dir_path = os.path.join(store.path, d)
-        if os.path.exists(dir_path):
-            dirs.append(dir_path)
-    return files, dirs
-
-
-class FSStoreV3(FSStore, StoreV3):
-    # FSStoreV3 doesn't use this (FSStore uses it within _normalize_key)
-    _META_KEYS = ()
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-    def _default_key_separator(self):
-        if self.key_separator is None:
-            self.key_separator = "/"
-
-    def list(self):
-        return list(self.keys())
-
-    def _normalize_key(self, key):
-        key = normalize_storage_path(key).lstrip("/")
-        return key.lower() if self.normalize_keys else key
-
-    def getsize(self, path=None):
-        size = 0
-        if path is None or path == "":
-            # size of both the data and meta subdirs
-            dirs = []
-            for d in ["data/root", "meta/root"]:
-                dir_path = os.path.join(self.path, d)
-                if os.path.exists(dir_path):
-                    dirs.append(dir_path)
-        elif path in self:
-            # access individual element by full path
-            return buffer_size(self[path])
-        else:
-            files, dirs = _get_files_and_dirs_from_path(self, path)
-            for file in files:
-                size += os.path.getsize(file)
-        for d in dirs:
-            size += self.fs.du(d, total=True, maxdepth=None)
-        return size
-
-    def setitems(self, values):
-        if self.mode == "r":
-            raise ReadOnlyError()
-        values = {self._normalize_key(key): val for key, val in values.items()}
-
-        # initialize the /data/root/... folder corresponding to the array!
-        # Note: tests.test_core_v3.TestArrayWithFSStoreV3PartialRead fails
-        # without this explicit creation of directories
-        subdirectories = set(os.path.dirname(v) for v in values.keys())
-        for subdirectory in subdirectories:
-            data_dir = os.path.join(self.path, subdirectory)
-            if not self.fs.exists(data_dir):
-                self.fs.mkdir(data_dir)
-
-        self.map.setitems(values)
-
-    def rmdir(self, path=None):
-        if self.mode == "r":
-            raise ReadOnlyError()
-        if path:
-            for base in [meta_root, data_root]:
-                store_path = self.dir_path(base + path)
-                if self.fs.isdir(store_path):
-                    self.fs.rm(store_path, recursive=True)
-
-            # remove any associated metadata files
-            sfx = _get_metadata_suffix(self)
-            meta_dir = (meta_root + path).rstrip("/")
-            array_meta_file = meta_dir + ".array" + sfx
-            self.pop(array_meta_file, None)
-            group_meta_file = meta_dir + ".group" + sfx
-            self.pop(group_meta_file, None)
-        else:
-            store_path = self.dir_path(path)
-            if self.fs.isdir(store_path):
-                self.fs.rm(store_path, recursive=True)
-
-    @property
-    def supports_efficient_get_partial_values(self):
-        return True
-
-    def get_partial_values(self, key_ranges):
-        """Get multiple partial values.
-        key_ranges can be an iterable of key, range pairs,
-        where a range specifies two integers range_start and range_length
-        as a tuple, (range_start, range_length).
-        range_length may be None to indicate to read until the end.
-        range_start may be negative to start reading range_start bytes
-        from the end of the file.
-        A key may occur multiple times with different ranges.
-        Inserts None for missing keys into the returned list."""
-        results = []
-        for key, (range_start, range_length) in key_ranges:
-            key = self._normalize_key(key)
-            path = self.dir_path(key)
-            try:
-                if range_start is None or range_length is None:
-                    end = None
-                else:
-                    end = range_start + range_length
-                result = self.fs.cat_file(path, start=range_start, end=end)
-            except self.map.missing_exceptions:
-                result = None
-            results.append(result)
-        return results
-
-
-class MemoryStoreV3(MemoryStore, StoreV3):
-    def __init__(self, root=None, cls=dict, dimension_separator=None):
-        if root is None:
-            self.root = cls()
-        else:
-            self.root = root
-        self.cls = cls
-        self.write_mutex = Lock()
-        self._dimension_separator = dimension_separator  # TODO: modify for v3?
-
-    def __eq__(self, other):
-        return (
-            isinstance(other, MemoryStoreV3) and self.root == other.root and self.cls == other.cls
-        )
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-    def list(self):
-        return list(self.keys())
-
-    def getsize(self, path: Path = None):
-        return _getsize(self, path)
-
-    def rename(self, src_path: Path, dst_path: Path):
-        src_path = normalize_storage_path(src_path)
-        dst_path = normalize_storage_path(dst_path)
-
-        any_renamed = False
-        for base in [meta_root, data_root]:
-            if self.list_prefix(base + src_path):
-                src_parent, src_key = self._get_parent(base + src_path)
-                dst_parent, dst_key = self._require_parent(base + dst_path)
-
-                if src_key in src_parent:
-                    dst_parent[dst_key] = src_parent.pop(src_key)
-
-                if base == meta_root:
-                    # check for and move corresponding metadata
-                    sfx = _get_metadata_suffix(self)
-                    src_meta = src_key + ".array" + sfx
-                    if src_meta in src_parent:
-                        dst_meta = dst_key + ".array" + sfx
-                        dst_parent[dst_meta] = src_parent.pop(src_meta)
-                    src_meta = src_key + ".group" + sfx
-                    if src_meta in src_parent:
-                        dst_meta = dst_key + ".group" + sfx
-                        dst_parent[dst_meta] = src_parent.pop(src_meta)
-                any_renamed = True
-        any_renamed = _rename_metadata_v3(self, src_path, dst_path) or any_renamed
-        if not any_renamed:
-            raise ValueError(f"no item {src_path} found to rename")
-
-    def rmdir(self, path: Path = None):
-        path = normalize_storage_path(path)
-        if path:
-            for base in [meta_root, data_root]:
-                try:
-                    parent, key = self._get_parent(base + path)
-                    value = parent[key]
-                except KeyError:
-                    continue
-                else:
-                    if isinstance(value, self.cls):
-                        del parent[key]
-
-            # remove any associated metadata files
-            sfx = _get_metadata_suffix(self)
-            meta_dir = (meta_root + path).rstrip("/")
-            array_meta_file = meta_dir + ".array" + sfx
-            self.pop(array_meta_file, None)
-            group_meta_file = meta_dir + ".group" + sfx
-            self.pop(group_meta_file, None)
-        else:
-            # clear out root
-            self.root = self.cls()
-
-
-MemoryStoreV3.__doc__ = MemoryStore.__doc__
-
-
-class DirectoryStoreV3(DirectoryStore, StoreV3):
-    def list(self):
-        return list(self.keys())
-
-    def __eq__(self, other):
-        return isinstance(other, DirectoryStoreV3) and self.path == other.path
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-    def getsize(self, path: Path = None):
-        return _getsize(self, path)
-
-    def rename(self, src_path, dst_path, metadata_key_suffix=".json"):
-        store_src_path = normalize_storage_path(src_path)
-        store_dst_path = normalize_storage_path(dst_path)
-
-        dir_path = self.path
-        any_existed = False
-        for root_prefix in ["meta", "data"]:
-            src_path = os.path.join(dir_path, root_prefix, "root", store_src_path)
-            if os.path.exists(src_path):
-                any_existed = True
-                dst_path = os.path.join(dir_path, root_prefix, "root", store_dst_path)
-                os.renames(src_path, dst_path)
-
-        for suffix in [".array" + metadata_key_suffix, ".group" + metadata_key_suffix]:
-            src_meta = os.path.join(dir_path, "meta", "root", store_src_path + suffix)
-            if os.path.exists(src_meta):
-                any_existed = True
-                dst_meta = os.path.join(dir_path, "meta", "root", store_dst_path + suffix)
-                dst_dir = os.path.dirname(dst_meta)
-                if not os.path.exists(dst_dir):
-                    os.makedirs(dst_dir)
-                os.rename(src_meta, dst_meta)
-        if not any_existed:
-            raise FileNotFoundError("nothing found at src_path")
-
-    def rmdir(self, path=None):
-        store_path = normalize_storage_path(path)
-        dir_path = self.path
-        if store_path:
-            for base in [meta_root, data_root]:
-                dir_path = os.path.join(dir_path, base + store_path)
-                if os.path.isdir(dir_path):
-                    shutil.rmtree(dir_path)
-
-            # remove any associated metadata files
-            sfx = _get_metadata_suffix(self)
-            meta_dir = (meta_root + path).rstrip("/")
-            array_meta_file = meta_dir + ".array" + sfx
-            self.pop(array_meta_file, None)
-            group_meta_file = meta_dir + ".group" + sfx
-            self.pop(group_meta_file, None)
-
-        elif os.path.isdir(dir_path):
-            shutil.rmtree(dir_path)
-
-
-DirectoryStoreV3.__doc__ = DirectoryStore.__doc__
-
-
-class ZipStoreV3(ZipStore, StoreV3):
-    def list(self):
-        return list(self.keys())
-
-    def __eq__(self, other):
-        return (
-            isinstance(other, ZipStore)
-            and self.path == other.path
-            and self.compression == other.compression
-            and self.allowZip64 == other.allowZip64
-        )
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-    def getsize(self, path=None):
-        path = normalize_storage_path(path)
-        with self.mutex:
-            children = self.list_prefix(data_root + path)
-            children += self.list_prefix(meta_root + path)
-            print(f"path={path}, children={children}")
-            if children:
-                size = 0
-                for name in children:
-                    info = self.zf.getinfo(name)
-                    size += info.compress_size
-                return size
-            elif path in self:
-                info = self.zf.getinfo(path)
-                return info.compress_size
-            else:
-                return 0
-
-
-ZipStoreV3.__doc__ = ZipStore.__doc__
-
-
-class RedisStoreV3(RmdirV3, RedisStore, StoreV3):
-    def list(self):
-        return list(self.keys())
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-
-RedisStoreV3.__doc__ = RedisStore.__doc__
-
-
-class MongoDBStoreV3(RmdirV3, MongoDBStore, StoreV3):
-    def list(self):
-        return list(self.keys())
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-
-MongoDBStoreV3.__doc__ = MongoDBStore.__doc__
-
-
-class DBMStoreV3(RmdirV3, DBMStore, StoreV3):
-    def list(self):
-        return list(self.keys())
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-
-DBMStoreV3.__doc__ = DBMStore.__doc__
-
-
-class LMDBStoreV3(RmdirV3, LMDBStore, StoreV3):
-    def list(self):
-        return list(self.keys())
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-
-LMDBStoreV3.__doc__ = LMDBStore.__doc__
-
-
-class SQLiteStoreV3(SQLiteStore, StoreV3):
-    def list(self):
-        return list(self.keys())
-
-    def getsize(self, path=None):
-        # TODO: why does the query below not work in this case?
-        #       For now fall back to the default _getsize implementation
-        # size = 0
-        # for _path in [data_root + path, meta_root + path]:
-        #     c = self.cursor.execute(
-        #         '''
-        #         SELECT COALESCE(SUM(LENGTH(v)), 0) FROM zarr
-        #         WHERE k LIKE (? || "%") AND
-        #               0 == INSTR(LTRIM(SUBSTR(k, LENGTH(?) + 1), "/"), "/")
-        #         ''',
-        #         (_path, _path)
-        #     )
-        #     for item_size, in c:
-        #         size += item_size
-        # return size
-
-        # fallback to default implementation for now
-        return _getsize(self, path)
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-    def rmdir(self, path=None):
-        path = normalize_storage_path(path)
-        if path:
-            for base in [meta_root, data_root]:
-                with self.lock:
-                    self.cursor.execute('DELETE FROM zarr WHERE k LIKE (? || "/%")', (base + path,))
-            # remove any associated metadata files
-            sfx = _get_metadata_suffix(self)
-            meta_dir = (meta_root + path).rstrip("/")
-            array_meta_file = meta_dir + ".array" + sfx
-            self.pop(array_meta_file, None)
-            group_meta_file = meta_dir + ".group" + sfx
-            self.pop(group_meta_file, None)
-        else:
-            self.clear()
-
-
-SQLiteStoreV3.__doc__ = SQLiteStore.__doc__
-
-
-class LRUStoreCacheV3(RmdirV3, LRUStoreCache, StoreV3):
-    def __init__(self, store, max_size: int):
-        self._store = StoreV3._ensure_store(store)
-        self._max_size = max_size
-        self._current_size = 0
-        self._keys_cache = None
-        self._contains_cache = {}
-        self._listdir_cache: Dict[Path, Any] = dict()
-        self._values_cache: Dict[Path, Any] = OrderedDict()
-        self._mutex = Lock()
-        self.hits = self.misses = 0
-
-    def list(self):
-        return list(self.keys())
-
-    def __setitem__(self, key, value):
-        self._validate_key(key)
-        super().__setitem__(key, value)
-
-
-LRUStoreCacheV3.__doc__ = LRUStoreCache.__doc__
-
-
-class ConsolidatedMetadataStoreV3(ConsolidatedMetadataStore, StoreV3):
-    """A layer over other storage, where the metadata has been consolidated into
-    a single key.
-
-    The purpose of this class, is to be able to get all of the metadata for
-    a given array in a single read operation from the underlying storage.
-    See :func:`zarr.convenience.consolidate_metadata` for how to create this
-    single metadata key.
-
-    This class loads from the one key, and stores the data in a dict, so that
-    accessing the keys no longer requires operations on the backend store.
-
-    This class is read-only, and attempts to change the array metadata will
-    fail, but changing the data is possible. If the backend storage is changed
-    directly, then the metadata stored here could become obsolete, and
-    :func:`zarr.convenience.consolidate_metadata` should be called again and the class
-    re-invoked. The use case is for write once, read many times.
-
-    .. note:: This is an experimental feature.
-
-    Parameters
-    ----------
-    store: Store
-        Containing the zarr array.
-    metadata_key: str
-        The target in the store where all of the metadata are stored. We
-        assume JSON encoding.
-
-    See Also
-    --------
-    zarr.convenience.consolidate_metadata, zarr.convenience.open_consolidated
-
-    """
-
-    def __init__(self, store: StoreLike, metadata_key=meta_root + "consolidated/.zmetadata"):
-        self.store = StoreV3._ensure_store(store)
-
-        # retrieve consolidated metadata
-        meta = json_loads(self.store[metadata_key])
-
-        # check format of consolidated metadata
-        consolidated_format = meta.get("zarr_consolidated_format", None)
-        if consolidated_format != 1:
-            raise MetadataError(
-                "unsupported zarr consolidated metadata format: %s" % consolidated_format
-            )
-
-        # decode metadata
-        self.meta_store: Store = KVStoreV3(meta["metadata"])
-
-    def rmdir(self, key):
-        raise ReadOnlyError()
-
-
-def _normalize_store_arg_v3(store: Any, storage_options=None, mode="r") -> BaseStore:
-    # default to v2 store for backward compatibility
-    zarr_version = getattr(store, "_store_version", 3)
-    if zarr_version != 3:
-        raise ValueError("store must be a version 3 store")
-    if store is None:
-        store = KVStoreV3(dict())
-        # add default zarr.json metadata
-        store["zarr.json"] = store._metadata_class.encode_hierarchy_metadata(None)
-        return store
-    if isinstance(store, os.PathLike):
-        store = os.fspath(store)
-    if FSStore._fsspec_installed():
-        import fsspec
-
-        if isinstance(store, fsspec.FSMap):
-            return FSStoreV3(
-                store.root,
-                fs=store.fs,
-                mode=mode,
-                check=store.check,
-                create=store.create,
-                missing_exceptions=store.missing_exceptions,
-                **(storage_options or {}),
-            )
-    if isinstance(store, str):
-        if "://" in store or "::" in store:
-            store = FSStoreV3(store, mode=mode, **(storage_options or {}))
-        elif storage_options:
-            raise ValueError("storage_options passed with non-fsspec path")
-        elif store.endswith(".zip"):
-            store = ZipStoreV3(store, mode=mode)
-        elif store.endswith(".n5"):
-            raise NotImplementedError("N5Store not yet implemented for V3")
-            # return N5StoreV3(store)
-        else:
-            store = DirectoryStoreV3(store)
-    else:
-        store = StoreV3._ensure_store(store)
-
-    if "zarr.json" not in store:
-        # add default zarr.json metadata
-        store["zarr.json"] = store._metadata_class.encode_hierarchy_metadata(None)
-    return store
diff --git a/src/zarr/_storage/v3_storage_transformers.py b/src/zarr/_storage/v3_storage_transformers.py
deleted file mode 100644
index cb11cea52e..0000000000
--- a/src/zarr/_storage/v3_storage_transformers.py
+++ /dev/null
@@ -1,382 +0,0 @@
-import functools
-import itertools
-import os
-from typing import NamedTuple, Tuple, Optional, Union, Iterator
-
-from numcodecs.compat import ensure_bytes
-import numpy as np
-
-from zarr._storage.store import StorageTransformer, StoreV3, _rmdir_from_keys_v3
-from zarr.util import normalize_storage_path
-
-
-MAX_UINT_64 = 2**64 - 1
-
-
-v3_sharding_available = os.environ.get("ZARR_V3_SHARDING", "0").lower() not in ["0", "false"]
-
-
-def assert_zarr_v3_sharding_available():
-    if not v3_sharding_available:
-        raise NotImplementedError(
-            "Using V3 sharding is experimental and not yet finalized! To enable support, set:\n"
-            "ZARR_V3_SHARDING=1"
-        )  # pragma: no cover
-
-
-class _ShardIndex(NamedTuple):
-    store: "ShardingStorageTransformer"
-    # dtype uint64, shape (chunks_per_shard_0, chunks_per_shard_1, ..., 2)
-    offsets_and_lengths: np.ndarray
-
-    def __localize_chunk__(self, chunk: Tuple[int, ...]) -> Tuple[int, ...]:
-        return tuple(
-            chunk_i % shard_i for chunk_i, shard_i in zip(chunk, self.store.chunks_per_shard)
-        )
-
-    def is_all_empty(self) -> bool:
-        return np.array_equiv(self.offsets_and_lengths, MAX_UINT_64)
-
-    def get_chunk_slice(self, chunk: Tuple[int, ...]) -> Optional[slice]:
-        localized_chunk = self.__localize_chunk__(chunk)
-        chunk_start, chunk_len = self.offsets_and_lengths[localized_chunk]
-        if (chunk_start, chunk_len) == (MAX_UINT_64, MAX_UINT_64):
-            return None
-        else:
-            return slice(int(chunk_start), int(chunk_start + chunk_len))
-
-    def set_chunk_slice(self, chunk: Tuple[int, ...], chunk_slice: Optional[slice]) -> None:
-        localized_chunk = self.__localize_chunk__(chunk)
-        if chunk_slice is None:
-            self.offsets_and_lengths[localized_chunk] = (MAX_UINT_64, MAX_UINT_64)
-        else:
-            self.offsets_and_lengths[localized_chunk] = (
-                chunk_slice.start,
-                chunk_slice.stop - chunk_slice.start,
-            )
-
-    def to_bytes(self) -> bytes:
-        return self.offsets_and_lengths.tobytes(order="C")
-
-    @classmethod
-    def from_bytes(
-        cls, buffer: Union[bytes, bytearray], store: "ShardingStorageTransformer"
-    ) -> "_ShardIndex":
-        try:
-            return cls(
-                store=store,
-                offsets_and_lengths=np.frombuffer(bytearray(buffer), dtype="<u8").reshape(
-                    *store.chunks_per_shard, 2, order="C"
-                ),
-            )
-        except ValueError as e:  # pragma: no cover
-            raise RuntimeError from e
-
-    @classmethod
-    def create_empty(cls, store: "ShardingStorageTransformer"):
-        # reserving 2*64bit per chunk for offset and length:
-        return cls.from_bytes(
-            MAX_UINT_64.to_bytes(8, byteorder="little") * (2 * store._num_chunks_per_shard),
-            store=store,
-        )
-
-
-class DummyStorageTransfomer(StorageTransformer):
-    """For testing purposes. This class was previously defined in the test suite and imported
-    into Zarr, but now it has been moved here and the test suite will import it like any other part
-    of the Zarr library."""
-
-    TEST_CONSTANT = "test1234"
-
-    extension_uri = "https://purl.org/zarr/spec/storage_transformers/dummy/1.0"
-    valid_types = ["dummy_type"]
-
-    def __init__(self, _type, test_value) -> None:
-        super().__init__(_type)
-        assert test_value == self.TEST_CONSTANT
-        self.test_value = test_value
-
-
-class ShardingStorageTransformer(StorageTransformer):  # lgtm[py/missing-equals]
-    """Implements sharding as a storage transformer, as described in the spec:
-    https://zarr-specs.readthedocs.io/en/latest/extensions/storage-transformers/sharding/v1.0.html
-    https://purl.org/zarr/spec/storage_transformers/sharding/1.0
-    """
-
-    extension_uri = "https://purl.org/zarr/spec/storage_transformers/sharding/1.0"
-    valid_types = ["indexed"]
-
-    def __init__(self, _type, chunks_per_shard) -> None:
-        assert_zarr_v3_sharding_available()
-        super().__init__(_type)
-        if isinstance(chunks_per_shard, int):
-            chunks_per_shard = (chunks_per_shard,)
-        else:
-            chunks_per_shard = tuple(int(i) for i in chunks_per_shard)
-            if chunks_per_shard == ():
-                chunks_per_shard = (1,)
-        self.chunks_per_shard = chunks_per_shard
-        self._num_chunks_per_shard = functools.reduce(lambda x, y: x * y, chunks_per_shard, 1)
-        self._dimension_separator = None
-        self._data_key_prefix = None
-
-    def _copy_for_array(self, array, inner_store):
-        transformer_copy = super()._copy_for_array(array, inner_store)
-        transformer_copy._dimension_separator = array._dimension_separator
-        transformer_copy._data_key_prefix = array._data_key_prefix
-        if len(array._shape) > len(self.chunks_per_shard):
-            # The array shape might be longer when initialized with subdtypes.
-            # subdtypes dimensions come last, therefore padding chunks_per_shard
-            # with ones, effectively disabling sharding on the unlisted dimensions.
-            transformer_copy.chunks_per_shard += (1,) * (
-                len(array._shape) - len(self.chunks_per_shard)
-            )
-        return transformer_copy
-
-    @property
-    def dimension_separator(self) -> str:
-        assert (
-            self._dimension_separator is not None
-        ), "dimension_separator is not initialized, first get a copy via _copy_for_array."
-        return self._dimension_separator
-
-    def _is_data_key(self, key: str) -> bool:
-        assert (
-            self._data_key_prefix is not None
-        ), "data_key_prefix is not initialized, first get a copy via _copy_for_array."
-        return key.startswith(self._data_key_prefix)
-
-    def _key_to_shard(self, chunk_key: str) -> Tuple[str, Tuple[int, ...]]:
-        prefix, _, chunk_string = chunk_key.rpartition("c")
-        chunk_subkeys = (
-            tuple(map(int, chunk_string.split(self.dimension_separator))) if chunk_string else (0,)
-        )
-        shard_key_tuple = (
-            subkey // shard_i for subkey, shard_i in zip(chunk_subkeys, self.chunks_per_shard)
-        )
-        shard_key = prefix + "c" + self.dimension_separator.join(map(str, shard_key_tuple))
-        return shard_key, chunk_subkeys
-
-    def _get_index_from_store(self, shard_key: str) -> _ShardIndex:
-        # At the end of each shard 2*64bit per chunk for offset and length define the index:
-        index_bytes = self.inner_store.get_partial_values(
-            [(shard_key, (-16 * self._num_chunks_per_shard, None))]
-        )[0]
-        if index_bytes is None:
-            raise KeyError(shard_key)
-        return _ShardIndex.from_bytes(
-            index_bytes,
-            self,
-        )
-
-    def _get_index_from_buffer(self, buffer: Union[bytes, bytearray]) -> _ShardIndex:
-        # At the end of each shard 2*64bit per chunk for offset and length define the index:
-        return _ShardIndex.from_bytes(buffer[-16 * self._num_chunks_per_shard :], self)
-
-    def _get_chunks_in_shard(self, shard_key: str) -> Iterator[Tuple[int, ...]]:
-        _, _, chunk_string = shard_key.rpartition("c")
-        shard_key_tuple = (
-            tuple(map(int, chunk_string.split(self.dimension_separator))) if chunk_string else (0,)
-        )
-        for chunk_offset in itertools.product(*(range(i) for i in self.chunks_per_shard)):
-            yield tuple(
-                shard_key_i * shards_i + offset_i
-                for shard_key_i, offset_i, shards_i in zip(
-                    shard_key_tuple, chunk_offset, self.chunks_per_shard
-                )
-            )
-
-    def __getitem__(self, key):
-        if self._is_data_key(key):
-            if self.supports_efficient_get_partial_values:
-                # Use the partial implementation, which fetches the index separately
-                value = self.get_partial_values([(key, (0, None))])[0]
-                if value is None:
-                    raise KeyError(key)
-                else:
-                    return value
-            shard_key, chunk_subkey = self._key_to_shard(key)
-            try:
-                full_shard_value = self.inner_store[shard_key]
-            except KeyError:
-                raise KeyError(key)
-            index = self._get_index_from_buffer(full_shard_value)
-            chunk_slice = index.get_chunk_slice(chunk_subkey)
-            if chunk_slice is not None:
-                return full_shard_value[chunk_slice]
-            else:
-                raise KeyError(key)
-        else:
-            return self.inner_store.__getitem__(key)
-
-    def __setitem__(self, key, value):
-        value = ensure_bytes(value)
-        if self._is_data_key(key):
-            shard_key, chunk_subkey = self._key_to_shard(key)
-            chunks_to_read = set(self._get_chunks_in_shard(shard_key))
-            chunks_to_read.remove(chunk_subkey)
-            new_content = {chunk_subkey: value}
-            try:
-                if self.supports_efficient_get_partial_values:
-                    index = self._get_index_from_store(shard_key)
-                    full_shard_value = None
-                else:
-                    full_shard_value = self.inner_store[shard_key]
-                    index = self._get_index_from_buffer(full_shard_value)
-            except KeyError:
-                index = _ShardIndex.create_empty(self)
-            else:
-                chunk_slices = [
-                    (chunk_to_read, index.get_chunk_slice(chunk_to_read))
-                    for chunk_to_read in chunks_to_read
-                ]
-                valid_chunk_slices = [
-                    (chunk_to_read, chunk_slice)
-                    for chunk_to_read, chunk_slice in chunk_slices
-                    if chunk_slice is not None
-                ]
-                # use get_partial_values if less than half of the available chunks must be read:
-                # (This can be changed when set_partial_values can be used efficiently.)
-                use_partial_get = (
-                    self.supports_efficient_get_partial_values
-                    and len(valid_chunk_slices) < len(chunk_slices) / 2
-                )
-
-                if use_partial_get:
-                    chunk_values = self.inner_store.get_partial_values(
-                        [
-                            (
-                                shard_key,
-                                (
-                                    chunk_slice.start,
-                                    chunk_slice.stop - chunk_slice.start,
-                                ),
-                            )
-                            for _, chunk_slice in valid_chunk_slices
-                        ]
-                    )
-                    for chunk_value, (chunk_to_read, _) in zip(chunk_values, valid_chunk_slices):
-                        new_content[chunk_to_read] = chunk_value
-                else:
-                    if full_shard_value is None:
-                        full_shard_value = self.inner_store[shard_key]
-                    for chunk_to_read, chunk_slice in valid_chunk_slices:
-                        if chunk_slice is not None:
-                            new_content[chunk_to_read] = full_shard_value[chunk_slice]
-
-            shard_content = b""
-            for chunk_subkey, chunk_content in new_content.items():
-                chunk_slice = slice(len(shard_content), len(shard_content) + len(chunk_content))
-                index.set_chunk_slice(chunk_subkey, chunk_slice)
-                shard_content += chunk_content
-            # Appending the index at the end of the shard:
-            shard_content += index.to_bytes()
-            self.inner_store[shard_key] = shard_content
-        else:  # pragma: no cover
-            self.inner_store[key] = value
-
-    def __delitem__(self, key):
-        if self._is_data_key(key):
-            shard_key, chunk_subkey = self._key_to_shard(key)
-            try:
-                index = self._get_index_from_store(shard_key)
-            except KeyError:
-                raise KeyError(key)
-
-            index.set_chunk_slice(chunk_subkey, None)
-
-            if index.is_all_empty():
-                del self.inner_store[shard_key]
-            else:
-                index_bytes = index.to_bytes()
-                self.inner_store.set_partial_values([(shard_key, -len(index_bytes), index_bytes)])
-        else:  # pragma: no cover
-            del self.inner_store[key]
-
-    def _shard_key_to_original_keys(self, key: str) -> Iterator[str]:
-        if self._is_data_key(key):
-            index = self._get_index_from_store(key)
-            prefix, _, _ = key.rpartition("c")
-            for chunk_tuple in self._get_chunks_in_shard(key):
-                if index.get_chunk_slice(chunk_tuple) is not None:
-                    yield prefix + "c" + self.dimension_separator.join(map(str, chunk_tuple))
-        else:
-            yield key
-
-    def __iter__(self) -> Iterator[str]:
-        for key in self.inner_store:
-            yield from self._shard_key_to_original_keys(key)
-
-    def __len__(self):
-        return sum(1 for _ in self.keys())
-
-    def get_partial_values(self, key_ranges):
-        if self.supports_efficient_get_partial_values:
-            transformed_key_ranges = []
-            cached_indices = {}
-            none_indices = []
-            for i, (key, range_) in enumerate(key_ranges):
-                if self._is_data_key(key):
-                    shard_key, chunk_subkey = self._key_to_shard(key)
-                    try:
-                        index = cached_indices[shard_key]
-                    except KeyError:
-                        try:
-                            index = self._get_index_from_store(shard_key)
-                        except KeyError:
-                            none_indices.append(i)
-                            continue
-                        cached_indices[shard_key] = index
-                    chunk_slice = index.get_chunk_slice(chunk_subkey)
-                    if chunk_slice is None:
-                        none_indices.append(i)
-                        continue
-                    range_start, range_length = range_
-                    if range_length is None:
-                        range_length = chunk_slice.stop - chunk_slice.start
-                    transformed_key_ranges.append(
-                        (shard_key, (range_start + chunk_slice.start, range_length))
-                    )
-                else:  # pragma: no cover
-                    transformed_key_ranges.append((key, range_))
-            values = self.inner_store.get_partial_values(transformed_key_ranges)
-            for i in none_indices:
-                values.insert(i, None)
-            return values
-        else:
-            return StoreV3.get_partial_values(self, key_ranges)
-
-    def supports_efficient_set_partial_values(self):
-        return False
-
-    def set_partial_values(self, key_start_values):
-        # This does not yet implement efficient set_partial_values
-        StoreV3.set_partial_values(self, key_start_values)
-
-    def rename(self, src_path: str, dst_path: str) -> None:
-        StoreV3.rename(self, src_path, dst_path)  # type: ignore[arg-type]
-
-    def list_prefix(self, prefix):
-        return StoreV3.list_prefix(self, prefix)
-
-    def erase_prefix(self, prefix):
-        if self._is_data_key(prefix):
-            StoreV3.erase_prefix(self, prefix)
-        else:
-            self.inner_store.erase_prefix(prefix)
-
-    def rmdir(self, path=None):
-        path = normalize_storage_path(path)
-        _rmdir_from_keys_v3(self, path)
-
-    def __contains__(self, key):
-        if self._is_data_key(key):
-            shard_key, chunk_subkeys = self._key_to_shard(key)
-            try:
-                index = self._get_index_from_store(shard_key)
-            except KeyError:
-                return False
-            chunk_slice = index.get_chunk_slice(chunk_subkeys)
-            return chunk_slice is not None
-        else:
-            return self._inner_store.__contains__(key)
diff --git a/src/zarr/attrs.py b/src/zarr/attrs.py
index e589bc9022..65f0423ecd 100644
--- a/src/zarr/attrs.py
+++ b/src/zarr/attrs.py
@@ -2,7 +2,7 @@
 import warnings
 from collections.abc import MutableMapping
 
-from zarr._storage.store import Store, StoreV3
+from zarr._storage.store import Store
 from zarr.util import json_dumps
 
 
@@ -27,8 +27,7 @@ class Attributes(MutableMapping):
     """
 
     def __init__(self, store, key=".zattrs", read_only=False, cache=True, synchronizer=None):
-        self._version = getattr(store, "_store_version", 2)
-        _Store = Store if self._version == 2 else StoreV3
+        _Store = Store
         self.store = _Store._ensure_store(store)
         self.key = key
         self.read_only = read_only
@@ -41,8 +40,6 @@ def _get_nosync(self):
             data = self.store[self.key]
         except KeyError:
             d: dict[str, Any] = dict()
-            if self._version > 2:
-                d["attributes"] = {}
         else:
             d = self.store._metadata_class.parse_metadata(data)
         return d
@@ -52,8 +49,6 @@ def asdict(self):
         if self.cache and self._cached_asdict is not None:
             return self._cached_asdict
         d = self._get_nosync()
-        if self._version == 3:
-            d = d["attributes"]
         if self.cache:
             self._cached_asdict = d
         return d
@@ -61,10 +56,7 @@ def asdict(self):
     def refresh(self):
         """Refresh cached attributes from the store."""
         if self.cache:
-            if self._version == 2:
-                self._cached_asdict = self._get_nosync()
-            else:
-                self._cached_asdict = self._get_nosync()["attributes"]
+            self._cached_asdict = self._get_nosync()
 
     def __contains__(self, x):
         return x in self.asdict()
@@ -92,10 +84,8 @@ def _setitem_nosync(self, item, value):
         d = self._get_nosync()
 
         # set key value
-        if self._version == 2:
-            d[item] = value
-        else:
-            d["attributes"][item] = value
+
+        d[item] = value
 
         # _put modified data
         self._put_nosync(d)
@@ -108,10 +98,7 @@ def _delitem_nosync(self, key):
         d = self._get_nosync()
 
         # delete key value
-        if self._version == 2:
-            del d[key]
-        else:
-            del d["attributes"][key]
+        del d[key]
 
         # _put modified data
         self._put_nosync(d)
@@ -119,13 +106,10 @@ def _delitem_nosync(self, key):
     def put(self, d):
         """Overwrite all attributes with the key/value pairs in the provided dictionary
         `d` in a single operation."""
-        if self._version == 2:
-            self._write_op(self._put_nosync, d)
-        else:
-            self._write_op(self._put_nosync, dict(attributes=d))
+        self._write_op(self._put_nosync, d)
 
     def _put_nosync(self, d):
-        d_to_check = d if self._version == 2 else d["attributes"]
+        d_to_check = d
         if not all(isinstance(item, str) for item in d_to_check):
             # TODO: Raise an error for non-string keys
             # raise TypeError("attribute keys must be strings")
@@ -140,33 +124,11 @@ def _put_nosync(self, d):
             except TypeError as ex:  # pragma: no cover
                 raise TypeError("attribute keys can not be stringified") from ex
 
-            if self._version == 2:
-                d = d_to_check
-            else:
-                d["attributes"] = d_to_check
+            d = d_to_check
 
-        if self._version == 2:
-            self.store[self.key] = json_dumps(d)
-            if self.cache:
-                self._cached_asdict = d
-        else:
-            if self.key in self.store:
-                # Cannot write the attributes directly to JSON, but have to
-                # store it within the pre-existing attributes key of the v3
-                # metadata.
-
-                # Note: this changes the store.counter result in test_caching_on!
-
-                meta = self.store._metadata_class.parse_metadata(self.store[self.key])
-                if "attributes" in meta and "filters" in meta["attributes"]:
-                    # need to preserve any existing "filters" attribute
-                    d["attributes"]["filters"] = meta["attributes"]["filters"]
-                meta["attributes"] = d["attributes"]
-            else:
-                meta = d
-            self.store[self.key] = json_dumps(meta)
-            if self.cache:
-                self._cached_asdict = d["attributes"]
+        self.store[self.key] = json_dumps(d)
+        if self.cache:
+            self._cached_asdict = d
 
     # noinspection PyMethodOverriding
     def update(self, *args, **kwargs):
@@ -178,10 +140,7 @@ def _update_nosync(self, *args, **kwargs):
         d = self._get_nosync()
 
         # update
-        if self._version == 2:
-            d.update(*args, **kwargs)
-        else:
-            d["attributes"].update(*args, **kwargs)
+        d.update(*args, **kwargs)
 
         # _put modified data
         self._put_nosync(d)
diff --git a/src/zarr/convenience.py b/src/zarr/convenience.py
index 9c0deeea47..615a019dc3 100644
--- a/src/zarr/convenience.py
+++ b/src/zarr/convenience.py
@@ -3,8 +3,6 @@
 import os
 import re
 from collections.abc import Mapping, MutableMapping
-
-from zarr._storage.store import data_root, meta_root, assert_zarr_v3_api_available
 from zarr.core import Array
 from zarr.creation import array as _create_array
 from zarr.creation import open_array
@@ -14,14 +12,12 @@
 from zarr.hierarchy import open_group
 from zarr.meta import json_dumps, json_loads
 from zarr.storage import (
-    _get_metadata_suffix,
     contains_array,
     contains_group,
     normalize_store_arg,
     BaseStore,
     ConsolidatedMetadataStore,
 )
-from zarr._storage.v3 import ConsolidatedMetadataStoreV3
 from zarr.util import TreeViewer, buffer_size, normalize_storage_path
 
 from typing import Union
@@ -38,7 +34,7 @@ def _check_and_update_path(store: BaseStore, path):
 
 
 # noinspection PyShadowingBuiltins
-def open(store: StoreLike = None, mode: str = "a", *, zarr_version=None, path=None, **kwargs):
+def open(store: StoreLike = None, mode: str = "a", *, path=None, **kwargs):
     """Convenience function to open a group or array using file-mode-like semantics.
 
     Parameters
@@ -50,10 +46,6 @@ def open(store: StoreLike = None, mode: str = "a", *, zarr_version=None, path=No
         read/write (must exist); 'a' means read/write (create if doesn't
         exist); 'w' means create (overwrite if exists); 'w-' means create
         (fail if exists).
-    zarr_version : {2, 3, None}, optional
-        The zarr protocol version to use. The default value of None will attempt
-        to infer the version from `store` if possible, otherwise it will fall
-        back to 2.
     path : str or None, optional
         The path within the store to open.
     **kwargs
@@ -101,10 +93,7 @@ def open(store: StoreLike = None, mode: str = "a", *, zarr_version=None, path=No
     # we pass storage options explicitly, since normalize_store_arg might construct
     # a store if the input is a fsspec-compatible URL
     _store: BaseStore = normalize_store_arg(
-        store,
-        storage_options=kwargs.pop("storage_options", {}),
-        mode=mode,
-        zarr_version=zarr_version,
+        store, storage_options=kwargs.pop("storage_options", {}), mode=mode
     )
     # path = _check_and_update_path(_store, path)
     path = normalize_storage_path(path)
@@ -135,7 +124,7 @@ def _might_close(path):
     return isinstance(path, (str, os.PathLike))
 
 
-def save_array(store: StoreLike, arr, *, zarr_version=None, path=None, **kwargs):
+def save_array(store: StoreLike, arr, *, path=None, **kwargs):
     """Convenience function to save a NumPy array to the local file system, following a
     similar API to the NumPy save() function.
 
@@ -145,10 +134,6 @@ def save_array(store: StoreLike, arr, *, zarr_version=None, path=None, **kwargs)
         Store or path to directory in file system or name of zip file.
     arr : ndarray
         NumPy array with data to save.
-    zarr_version : {2, 3, None}, optional
-        The zarr protocol version to use when saving. The default value of None
-        will attempt to infer the version from `store` if possible, otherwise
-        it will fall back to 2.
     path : str or None, optional
         The path within the store where the array will be saved.
     kwargs
@@ -173,19 +158,17 @@ def save_array(store: StoreLike, arr, *, zarr_version=None, path=None, **kwargs)
 
     """
     may_need_closing = _might_close(store)
-    _store: BaseStore = normalize_store_arg(store, mode="w", zarr_version=zarr_version)
+    _store: BaseStore = normalize_store_arg(store, mode="w")
     path = _check_and_update_path(_store, path)
     try:
-        _create_array(
-            arr, store=_store, overwrite=True, zarr_version=zarr_version, path=path, **kwargs
-        )
+        _create_array(arr, store=_store, overwrite=True, path=path, **kwargs)
     finally:
         if may_need_closing:
             # needed to ensure zip file records are written
             _store.close()
 
 
-def save_group(store: StoreLike, *args, zarr_version=None, path=None, **kwargs):
+def save_group(store: StoreLike, *args, path=None, **kwargs):
     """Convenience function to save several NumPy arrays to the local file system, following a
     similar API to the NumPy savez()/savez_compressed() functions.
 
@@ -195,10 +178,6 @@ def save_group(store: StoreLike, *args, zarr_version=None, path=None, **kwargs):
         Store or path to directory in file system or name of zip file.
     args : ndarray
         NumPy arrays with data to save.
-    zarr_version : {2, 3, None}, optional
-        The zarr protocol version to use when saving. The default value of None
-        will attempt to infer the version from `store` if possible, otherwise
-        it will fall back to 2.
     path : str or None, optional
         Path within the store where the group will be saved.
     kwargs
@@ -253,22 +232,22 @@ def save_group(store: StoreLike, *args, zarr_version=None, path=None, **kwargs):
         raise ValueError("at least one array must be provided")
     # handle polymorphic store arg
     may_need_closing = _might_close(store)
-    _store: BaseStore = normalize_store_arg(store, mode="w", zarr_version=zarr_version)
+    _store: BaseStore = normalize_store_arg(store, mode="w")
     path = _check_and_update_path(_store, path)
     try:
-        grp = _create_group(_store, path=path, overwrite=True, zarr_version=zarr_version)
+        grp = _create_group(_store, path=path, overwrite=True)
         for i, arr in enumerate(args):
             k = "arr_{}".format(i)
-            grp.create_dataset(k, data=arr, overwrite=True, zarr_version=zarr_version)
+            grp.create_dataset(k, data=arr, overwrite=True)
         for k, arr in kwargs.items():
-            grp.create_dataset(k, data=arr, overwrite=True, zarr_version=zarr_version)
+            grp.create_dataset(k, data=arr, overwrite=True)
     finally:
         if may_need_closing:
             # needed to ensure zip file records are written
             _store.close()
 
 
-def save(store: StoreLike, *args, zarr_version=None, path=None, **kwargs):
+def save(store: StoreLike, *args, path=None, **kwargs):
     """Convenience function to save an array or group of arrays to the local file system.
 
     Parameters
@@ -277,10 +256,6 @@ def save(store: StoreLike, *args, zarr_version=None, path=None, **kwargs):
         Store or path to directory in file system or name of zip file.
     args : ndarray
         NumPy arrays with data to save.
-    zarr_version : {2, 3, None}, optional
-        The zarr protocol version to use when saving. The default value of None
-        will attempt to infer the version from `store` if possible, otherwise
-        it will fall back to 2.
     path : str or None, optional
         The path within the group where the arrays will be saved.
     kwargs
@@ -349,9 +324,9 @@ def save(store: StoreLike, *args, zarr_version=None, path=None, **kwargs):
     if len(args) == 0 and len(kwargs) == 0:
         raise ValueError("at least one array must be provided")
     if len(args) == 1 and len(kwargs) == 0:
-        save_array(store, args[0], zarr_version=zarr_version, path=path)
+        save_array(store, args[0], path=path)
     else:
-        save_group(store, *args, zarr_version=zarr_version, path=path, **kwargs)
+        save_group(store, *args, path=path, **kwargs)
 
 
 class LazyLoader(Mapping):
@@ -383,17 +358,13 @@ def __repr__(self):
         return r
 
 
-def load(store: StoreLike, zarr_version=None, path=None):
+def load(store: StoreLike, path=None):
     """Load data from an array or group into memory.
 
     Parameters
     ----------
     store : MutableMapping or string
         Store or path to directory in file system or name of zip file.
-    zarr_version : {2, 3, None}, optional
-        The zarr protocol version to use when loading. The default value of
-        None will attempt to infer the version from `store` if possible,
-        otherwise it will fall back to 2.
     path : str or None, optional
         The path within the store from which to load.
 
@@ -415,7 +386,7 @@ def load(store: StoreLike, zarr_version=None, path=None):
 
     """
     # handle polymorphic store arg
-    _store = normalize_store_arg(store, zarr_version=zarr_version)
+    _store = normalize_store_arg(store)
     path = _check_and_update_path(_store, path)
     if contains_array(_store, path=path):
         return Array(store=_store, path=path)[...]
@@ -669,9 +640,7 @@ def copy_store(
         raise ValueError("zarr stores must share the same protocol version")
 
     if source_store_version > 2:
-        nchar_root = len(meta_root)
-        # code below assumes len(meta_root) === len(data_root)
-        assert len(data_root) == nchar_root
+        raise NotImplementedError("This function only supports Zarr version 2.")
 
     # setup logging
     with _LogWriter(log) as log:
@@ -682,10 +651,7 @@ def copy_store(
                 if not source_key.startswith(source_path):
                     continue
             elif source_store_version == 3:
-                # skip 'meta/root/' or 'data/root/' at start of source_key
-                if not source_key[nchar_root:].startswith(source_path):
-                    continue
-
+                raise NotImplementedError("This function only supports Zarr version 2.")
             # process excludes and includes
             exclude = False
             for prog in excludes:
@@ -705,10 +671,7 @@ def copy_store(
                 key_suffix = source_key[len(source_path) :]
                 dest_key = dest_path + key_suffix
             elif source_store_version == 3:
-                # nchar_root is length of 'meta/root/' or 'data/root/'
-                key_suffix = source_key[nchar_root + len(source_path) :]
-                dest_key = source_key[:nchar_root] + dest_path + key_suffix
-
+                raise NotImplementedError("This function only supports Zarr version 2.")
             # create a descriptive label for this operation
             descr = source_key
             if dest_key != source_key:
@@ -1177,8 +1140,6 @@ def copy_all(
     # setup counting variables
     n_copied = n_skipped = n_bytes_copied = 0
 
-    zarr_version = getattr(source, "_version", 2)
-
     # setup logging
     with _LogWriter(log) as log:
         for k in source.keys():
@@ -1197,8 +1158,8 @@ def copy_all(
             n_copied += c
             n_skipped += s
             n_bytes_copied += b
-        if zarr_version == 2:
-            dest.attrs.update(**source.attrs)
+
+        dest.attrs.update(**source.attrs)
 
         # log a final message with a summary of what happened
         _log_copy_summary(log, dry_run, n_copied, n_skipped, n_bytes_copied)
@@ -1253,23 +1214,7 @@ def is_zarr_key(key):
             return key.endswith(".zarray") or key.endswith(".zgroup") or key.endswith(".zattrs")
 
     else:
-        assert_zarr_v3_api_available()
-
-        sfx = _get_metadata_suffix(store)  # type: ignore
-
-        def is_zarr_key(key):
-            return (
-                key.endswith(".array" + sfx) or key.endswith(".group" + sfx) or key == "zarr.json"
-            )
-
-        # cannot create a group without a path in v3
-        # so create /meta/root/consolidated group to store the metadata
-        if "consolidated" not in store:
-            _create_group(store, path="consolidated")
-        if not metadata_key.startswith("meta/root/"):
-            metadata_key = "meta/root/consolidated/" + metadata_key
-        # path = 'consolidated'
-
+        raise NotImplementedError("This function only supports Zarr version 2.")
     out = {
         "zarr_consolidated_format": 1,
         "metadata": {key: json_loads(store[key]) for key in store if is_zarr_key(key)},
@@ -1321,10 +1266,7 @@ def open_consolidated(store: StoreLike, metadata_key=".zmetadata", mode="r+", **
     """
 
     # normalize parameters
-    zarr_version = kwargs.get("zarr_version")
-    store = normalize_store_arg(
-        store, storage_options=kwargs.get("storage_options"), mode=mode, zarr_version=zarr_version
-    )
+    store = normalize_store_arg(store, storage_options=kwargs.get("storage_options"), mode=mode)
     if mode not in {"r", "r+"}:
         raise ValueError("invalid mode, expected either 'r' or 'r+'; found {!r}".format(mode))
 
@@ -1332,11 +1274,7 @@ def open_consolidated(store: StoreLike, metadata_key=".zmetadata", mode="r+", **
     if store._store_version == 2:
         ConsolidatedStoreClass = ConsolidatedMetadataStore
     else:
-        assert_zarr_v3_api_available()
-        ConsolidatedStoreClass = ConsolidatedMetadataStoreV3
-        # default is to store within 'consolidated' group on v3
-        if not metadata_key.startswith("meta/root/"):
-            metadata_key = "meta/root/consolidated/" + metadata_key
+        raise NotImplementedError("This function only supports Zarr version 2.")
 
     # setup metadata store
     meta_store = ConsolidatedStoreClass(store, metadata_key=metadata_key)
diff --git a/src/zarr/core.py b/src/zarr/core.py
index d22a9d79c3..06dcb32063 100644
--- a/src/zarr/core.py
+++ b/src/zarr/core.py
@@ -10,7 +10,7 @@
 import numpy as np
 from numcodecs.compat import ensure_bytes
 
-from zarr._storage.store import _prefix_to_attrs_key, assert_zarr_v3_api_available
+from zarr._storage.store import _prefix_to_attrs_key
 from zarr.attrs import Attributes
 from zarr.codecs import AsType, get_codec
 from zarr.context import Context
@@ -36,7 +36,6 @@
     pop_fields,
 )
 from zarr.storage import (
-    _get_hierarchy_metadata,
     _prefix_to_array_key,
     KVStore,
     getsize,
@@ -45,6 +44,7 @@
 )
 from zarr.util import (
     ConstantMap,
+    UncompressedPartialReadBufferV3,
     all_equal,
     InfoReporter,
     check_array_shape,
@@ -56,7 +56,6 @@
     normalize_shape,
     normalize_storage_path,
     PartialReadBuffer,
-    UncompressedPartialReadBufferV3,
     ensure_ndarray_like,
 )
 
@@ -125,21 +124,14 @@ def __init__(
         cache_attrs=True,
         partial_decompress=False,
         write_empty_chunks=True,
-        zarr_version=None,
         meta_array=None,
     ):
         # N.B., expect at this point store is fully initialized with all
         # configuration metadata fully specified and normalized
-
-        store = normalize_store_arg(store, zarr_version=zarr_version)
-        if zarr_version is None:
-            zarr_version = store._store_version
-
-        if zarr_version != 2:
-            assert_zarr_v3_api_available()
+        store = normalize_store_arg(store)
 
         if chunk_store is not None:
-            chunk_store = normalize_store_arg(chunk_store, zarr_version=zarr_version)
+            chunk_store = normalize_store_arg(chunk_store)
 
         self._store = store
         self._chunk_store = chunk_store
@@ -159,12 +151,6 @@ def __init__(
             self._meta_array = np.empty_like(meta_array, shape=())
         else:
             self._meta_array = np.empty(())
-        self._version = zarr_version
-        if self._version == 3:
-            self._data_key_prefix = "data/root/" + self._key_prefix
-            self._data_path = "data/root/" + self._path
-            self._hierarchy_metadata = _get_hierarchy_metadata(store=self._store)
-            self._metadata_key_suffix = self._hierarchy_metadata["metadata_key_suffix"]
 
         # initialize metadata
         self._load_metadata()
@@ -205,26 +191,19 @@ def _load_metadata_nosync(self):
             self._shape = meta["shape"]
             self._fill_value = meta["fill_value"]
             dimension_separator = meta.get("dimension_separator", None)
-            if self._version == 2:
-                self._chunks = meta["chunks"]
-                self._dtype = meta["dtype"]
-                self._order = meta["order"]
-                if dimension_separator is None:
-                    try:
-                        dimension_separator = self._store._dimension_separator
-                    except (AttributeError, KeyError):
-                        pass
-
-                    # Fallback for any stores which do not choose a default
-                    if dimension_separator is None:
-                        dimension_separator = "."
-            else:
-                self._chunks = meta["chunk_grid"]["chunk_shape"]
-                self._dtype = meta["data_type"]
-                self._order = meta["chunk_memory_layout"]
-                chunk_separator = meta["chunk_grid"]["separator"]
+
+            self._chunks = meta["chunks"]
+            self._dtype = meta["dtype"]
+            self._order = meta["order"]
+            if dimension_separator is None:
+                try:
+                    dimension_separator = self._store._dimension_separator
+                except (AttributeError, KeyError):
+                    pass
+
+                # Fallback for any stores which do not choose a default
                 if dimension_separator is None:
-                    dimension_separator = meta.get("dimension_separator", chunk_separator)
+                    dimension_separator = "."
 
             self._dimension_separator = dimension_separator
 
@@ -232,32 +211,17 @@ def _load_metadata_nosync(self):
             compressor = meta.get("compressor", None)
             if compressor is None:
                 self._compressor = None
-            elif self._version == 2:
-                self._compressor = get_codec(compressor)
             else:
-                self._compressor = compressor
+                self._compressor = get_codec(compressor)
 
             # setup filters
-            if self._version == 2:
-                filters = meta.get("filters", [])
-            else:
-                # TODO: storing filters under attributes for now since the v3
-                #       array metadata does not have a 'filters' attribute.
-                filters = meta["attributes"].get("filters", [])
+
+            filters = meta.get("filters", [])
+
             if filters:
                 filters = [get_codec(config) for config in filters]
             self._filters = filters
 
-            if self._version == 3:
-                storage_transformers = meta.get("storage_transformers", [])
-                if storage_transformers:
-                    transformed_store = self._chunk_store or self._store
-                    for storage_transformer in storage_transformers[::-1]:
-                        transformed_store = storage_transformer._copy_for_array(
-                            self, transformed_store
-                        )
-                    self._transformed_chunk_store = transformed_store
-
     def _refresh_metadata(self):
         if not self._cache_metadata:
             self._load_metadata()
@@ -278,35 +242,22 @@ def _flush_metadata_nosync(self):
             filters_config = [f.get_config() for f in self._filters]
         else:
             filters_config = None
-        _compressor = compressor_config if self._version == 2 else self._compressor
+        _compressor = compressor_config
         meta = dict(
             shape=self._shape,
             compressor=_compressor,
             fill_value=self._fill_value,
             filters=filters_config,
         )
-        if getattr(self._store, "_store_version", 2) == 2:
-            meta.update(
-                dict(
-                    chunks=self._chunks,
-                    dtype=self._dtype,
-                    order=self._order,
-                    dimension_separator=self._dimension_separator,
-                )
-            )
-        else:
-            meta.update(
-                dict(
-                    chunk_grid=dict(
-                        type="regular",
-                        chunk_shape=self._chunks,
-                        separator=self._dimension_separator,
-                    ),
-                    data_type=self._dtype,
-                    chunk_memory_layout=self._order,
-                    attributes=self.attrs.asdict(),
-                )
+
+        meta.update(
+            dict(
+                chunks=self._chunks,
+                dtype=self._dtype,
+                order=self._order,
+                dimension_separator=self._dimension_separator,
             )
+        )
         mkey = _prefix_to_array_key(self._store, self._key_prefix)
         self._store[mkey] = self._store._metadata_class.encode_array_metadata(meta)
 
@@ -496,28 +447,11 @@ def nchunks(self):
     def nchunks_initialized(self):
         """The number of chunks that have been initialized with some data."""
 
-        # count chunk keys
-        if self._version == 3:
-            # # key pattern for chunk keys
-            # prog = re.compile(r'\.'.join([r'c\d+'] * min(1, self.ndim)))
-            # # get chunk keys, excluding the prefix
-            # members = self.chunk_store.list_prefix(self._data_path)
-            # members = [k.split(self._data_key_prefix)[1] for k in members]
-            # # count the chunk keys
-            # return sum(1 for k in members if prog.match(k))
-
-            # key pattern for chunk keys
-            prog = re.compile(self._data_key_prefix + r"c\d+")  # TODO: ndim == 0 case?
-            # get chunk keys, excluding the prefix
-            members = self.chunk_store.list_prefix(self._data_path)
-            # count the chunk keys
-            return sum(1 for k in members if prog.match(k))
-        else:
-            # key pattern for chunk keys
-            prog = re.compile(r"\.".join([r"\d+"] * min(1, self.ndim)))
+        # key pattern for chunk keys
+        prog = re.compile(r"\.".join([r"\d+"] * min(1, self.ndim)))
 
-            # count chunk keys
-            return sum(1 for k in listdir(self.chunk_store, self._path) if prog.match(k))
+        # count chunk keys
+        return sum(1 for k in listdir(self.chunk_store, self._path) if prog.match(k))
 
     # backwards compatibility
     initialized = nchunks_initialized
@@ -2044,8 +1978,6 @@ def _process_chunk(
                         cdata = cdata.read_full()
                     self._compressor.decode(cdata, dest)
                 else:
-                    if isinstance(cdata, UncompressedPartialReadBufferV3):
-                        cdata = cdata.read_full()
                     chunk = ensure_ndarray_like(cdata).view(self._dtype)
                     chunk = chunk.reshape(self._chunks, order=self._order)
                     np.copyto(dest, chunk)
@@ -2065,21 +1997,13 @@ def _process_chunk(
                         else dim
                         for i, dim in enumerate(self.chunks)
                     ]
-                    if isinstance(cdata, UncompressedPartialReadBufferV3):
-                        chunk_partial = self._decode_chunk(
-                            cdata.read_part(start, nitems),
-                            start=start,
-                            nitems=nitems,
-                            expected_shape=expected_shape,
-                        )
-                    else:
-                        cdata.read_part(start, nitems)
-                        chunk_partial = self._decode_chunk(
-                            cdata.buff,
-                            start=start,
-                            nitems=nitems,
-                            expected_shape=expected_shape,
-                        )
+                    cdata.read_part(start, nitems)
+                    chunk_partial = self._decode_chunk(
+                        cdata.buff,
+                        start=start,
+                        nitems=nitems,
+                        expected_shape=expected_shape,
+                    )
                     tmp[partial_out_selection] = chunk_partial
                 out[out_selection] = tmp[chunk_selection]
                 return
@@ -2318,19 +2242,7 @@ def _process_for_setitem(self, ckey, chunk_selection, value, fields=None):
         return chunk
 
     def _chunk_key(self, chunk_coords):
-        if self._version == 3:
-            # _chunk_key() corresponds to data_key(P, i, j, ...) example in the spec
-            # where P = self._key_prefix,  i, j, ... = chunk_coords
-            # e.g. c0/2/3 for 3d array with chunk index (0, 2, 3)
-            # https://zarr-specs.readthedocs.io/en/core-protocol-v3.0-dev/protocol/core/v3.0.html#regular-grids
-            return (
-                "data/root/"
-                + self._key_prefix
-                + "c"
-                + self._dimension_separator.join(map(str, chunk_coords))
-            )
-        else:
-            return self._key_prefix + self._dimension_separator.join(map(str, chunk_coords))
+        return self._key_prefix + self._dimension_separator.join(map(str, chunk_coords))
 
     def _decode_chunk(self, cdata, start=None, nitems=None, expected_shape=None):
         # decompress
@@ -2552,7 +2464,6 @@ def __getstate__(self):
             "cache_attrs": self._attrs.cache,
             "partial_decompress": self._partial_decompress,
             "write_empty_chunks": self._write_empty_chunks,
-            "zarr_version": self._version,
             "meta_array": self._meta_array,
         }
 
@@ -2860,7 +2771,6 @@ def view(
             read_only=read_only,
             synchronizer=synchronizer,
             cache_metadata=True,
-            zarr_version=self._version,
         )
         a._is_view = True
 
diff --git a/src/zarr/creation.py b/src/zarr/creation.py
index 6227f90b7b..c93178c0e7 100644
--- a/src/zarr/creation.py
+++ b/src/zarr/creation.py
@@ -4,7 +4,6 @@
 import numpy as np
 from numcodecs.registry import codec_registry
 
-from zarr._storage.store import DEFAULT_ZARR_VERSION
 from zarr.core import Array
 from zarr.errors import (
     ArrayNotFoundError,
@@ -42,9 +41,7 @@ def create(
     dimension_separator=None,
     write_empty_chunks=True,
     *,
-    zarr_version=None,
     meta_array=None,
-    storage_transformers=(),
     **kwargs,
 ):
     """Create an array.
@@ -109,21 +106,6 @@ def create(
 
         .. versionadded:: 2.11
 
-    storage_transformers : sequence of StorageTransformers, optional
-        Setting storage transformers, changes the storage structure and behaviour
-        of data coming from the underlying store. The transformers are applied in the
-        order of the given sequence. Supplying an empty sequence is the same as omitting
-        the argument or setting it to None. May only be set when using zarr_version 3.
-
-        .. versionadded:: 2.13
-
-    zarr_version : {None, 2, 3}, optional
-        The zarr protocol version of the created array. If None, it will be
-        inferred from ``store`` or ``chunk_store`` if they are provided,
-        otherwise defaulting to 2.
-
-        .. versionadded:: 2.12
-
     meta_array : array-like, optional
         An array instance to use for determining arrays to create and return
         to users. Use `numpy.empty(())` by default.
@@ -173,12 +155,9 @@ def create(
         <zarr.core.Array (10000, 10000) float64>
 
     """
-    if zarr_version is None and store is None:
-        zarr_version = getattr(chunk_store, "_store_version", DEFAULT_ZARR_VERSION)
 
     # handle polymorphic store arg
-    store = normalize_store_arg(store, zarr_version=zarr_version, mode="w")
-    zarr_version = getattr(store, "_store_version", DEFAULT_ZARR_VERSION)
+    store = normalize_store_arg(store, mode="w")
 
     # API compatibility with h5py
     compressor, fill_value = _kwargs_compat(compressor, fill_value, kwargs)
@@ -196,9 +175,6 @@ def create(
             )
     dimension_separator = normalize_dimension_separator(dimension_separator)
 
-    if zarr_version > 2 and path is None:
-        path = "/"
-
     # initialize array metadata
     init_array(
         store,
@@ -214,7 +190,6 @@ def create(
         filters=filters,
         object_codec=object_codec,
         dimension_separator=dimension_separator,
-        storage_transformers=storage_transformers,
     )
 
     # instantiate array
@@ -463,7 +438,6 @@ def open_array(
     partial_decompress=False,
     write_empty_chunks=True,
     *,
-    zarr_version=None,
     dimension_separator=None,
     meta_array=None,
     **kwargs,
@@ -531,15 +505,10 @@ def open_array(
 
         .. versionadded:: 2.11
 
-    zarr_version : {None, 2, 3}, optional
-        The zarr protocol version of the array to be opened. If None, it will
-        be inferred from ``store`` or ``chunk_store`` if they are provided,
-        otherwise defaulting to 2.
     dimension_separator : {None, '.', '/'}, optional
         Can be used to specify whether the array is in a flat ('.') or nested
         ('/') format. If None, the appropriate value will be read from `store`
-        when present. Otherwise, defaults to '.' when ``zarr_version == 2``
-        and `/` otherwise.
+        when present. Otherwise, defaults to '.'.
     meta_array : array-like, optional
         An array instance to use for determining arrays to create and return
         to users. Use `numpy.empty(())` by default.
@@ -579,28 +548,18 @@ def open_array(
     # w- or x : create, fail if exists
     # a : read/write if exists, create otherwise (default)
 
-    if zarr_version is None and store is None:
-        zarr_version = getattr(chunk_store, "_store_version", DEFAULT_ZARR_VERSION)
-
     # handle polymorphic store arg
-    store = normalize_store_arg(
-        store, storage_options=storage_options, mode=mode, zarr_version=zarr_version
-    )
-    zarr_version = getattr(store, "_store_version", DEFAULT_ZARR_VERSION)
+    store = normalize_store_arg(store, storage_options=storage_options, mode=mode)
+
     if chunk_store is not None:
-        chunk_store = normalize_store_arg(
-            chunk_store, storage_options=storage_options, mode=mode, zarr_version=zarr_version
-        )
+        chunk_store = normalize_store_arg(chunk_store, storage_options=storage_options, mode=mode)
 
     # respect the dimension separator specified in a store, if present
     if dimension_separator is None:
         if hasattr(store, "_dimension_separator"):
             dimension_separator = store._dimension_separator
         else:
-            dimension_separator = "." if zarr_version == 2 else "/"
-
-    if zarr_version == 3 and path is None:
-        path = "array"  # TODO: raise ValueError instead?
+            dimension_separator = "."
 
     path = normalize_storage_path(path)
 
@@ -709,7 +668,6 @@ def _like_args(a, kwargs):
         kwargs.setdefault("compressor", a.compressor)
         kwargs.setdefault("order", a.order)
         kwargs.setdefault("filters", a.filters)
-        kwargs.setdefault("zarr_version", a._version)
     else:
         kwargs.setdefault("compressor", "default")
         kwargs.setdefault("order", "C")
diff --git a/src/zarr/hierarchy.py b/src/zarr/hierarchy.py
index 1c9848e647..e30d2d7996 100644
--- a/src/zarr/hierarchy.py
+++ b/src/zarr/hierarchy.py
@@ -3,13 +3,6 @@
 
 import numpy as np
 
-from zarr._storage.store import (
-    _get_metadata_suffix,
-    data_root,
-    meta_root,
-    DEFAULT_ZARR_VERSION,
-    assert_zarr_v3_api_available,
-)
 from zarr.attrs import Attributes
 from zarr.core import Array
 from zarr.creation import (
@@ -31,21 +24,20 @@
     ReadOnlyError,
 )
 from zarr.storage import (
-    _get_hierarchy_metadata,
     _prefix_to_group_key,
     BaseStore,
     MemoryStore,
+    group_meta_key,
     attrs_key,
     contains_array,
     contains_group,
-    group_meta_key,
     init_group,
     listdir,
     normalize_store_arg,
     rename,
     rmdir,
 )
-from zarr._storage.v3 import MemoryStoreV3
+
 from zarr.util import (
     InfoReporter,
     TreeViewer,
@@ -143,19 +135,12 @@ def __init__(
         chunk_store=None,
         cache_attrs=True,
         synchronizer=None,
-        zarr_version=None,
         *,
         meta_array=None,
     ):
-        store: BaseStore = _normalize_store_arg(store, zarr_version=zarr_version)
-        if zarr_version is None:
-            zarr_version = getattr(store, "_store_version", DEFAULT_ZARR_VERSION)
-
-        if zarr_version != 2:
-            assert_zarr_v3_api_available()
-
+        store: BaseStore = _normalize_store_arg(store)
         if chunk_store is not None:
-            chunk_store: BaseStore = _normalize_store_arg(chunk_store, zarr_version=zarr_version)
+            chunk_store: BaseStore = _normalize_store_arg(chunk_store)
         self._store = store
         self._chunk_store = chunk_store
         self._path = normalize_storage_path(path)
@@ -169,12 +154,6 @@ def __init__(
             self._meta_array = np.empty_like(meta_array, shape=())
         else:
             self._meta_array = np.empty(())
-        self._version = zarr_version
-        if self._version == 3:
-            self._data_key_prefix = data_root + self._key_prefix
-            self._data_path = data_root + self._path
-            self._hierarchy_metadata = _get_hierarchy_metadata(store=self._store)
-            self._metadata_key_suffix = _get_metadata_suffix(store=self._store)
 
         # guard conditions
         if contains_array(store, path=self._path):
@@ -187,25 +166,13 @@ def __init__(
             assert not mkey.endswith("root/.group")
             meta_bytes = store[mkey]
         except KeyError:
-            if self._version == 2:
-                raise GroupNotFoundError(path)
-            else:
-                implicit_prefix = meta_root + self._key_prefix
-                if self._store.list_prefix(implicit_prefix):
-                    # implicit group does not have any metadata
-                    self._meta = None
-                else:
-                    raise GroupNotFoundError(path)
+            raise GroupNotFoundError(path)
         else:
             self._meta = self._store._metadata_class.decode_group_metadata(meta_bytes)
 
         # setup attributes
-        if self._version == 2:
-            akey = self._key_prefix + attrs_key
-        else:
-            # Note: mkey doesn't actually exist for implicit groups, but the
-            # object can still be created.
-            akey = mkey
+        akey = self._key_prefix + attrs_key
+
         self._attrs = Attributes(
             store, key=akey, read_only=read_only, cache=cache_attrs, synchronizer=synchronizer
         )
@@ -304,35 +271,11 @@ def __iter__(self):
         quux
 
         """
-        if getattr(self._store, "_store_version", 2) == 2:
-            for key in sorted(listdir(self._store, self._path)):
-                path = self._key_prefix + key
-                if contains_array(self._store, path) or contains_group(self._store, path):
-                    yield key
-        else:
-            # TODO: Should this iterate over data folders and/or metadata
-            #       folders and/or metadata files
-
-            dir_path = meta_root + self._key_prefix
-            name_start = len(dir_path)
-            keys, prefixes = self._store.list_dir(dir_path)
-
-            # yield any groups or arrays
-            sfx = self._metadata_key_suffix
-            for key in keys:
-                len_suffix = len(".group") + len(sfx)  # same for .array
-                if key.endswith((".group" + sfx, ".array" + sfx)):
-                    yield key[name_start:-len_suffix]
-
-            # also yield any implicit groups
-            for prefix in prefixes:
-                prefix = prefix.rstrip("/")
-                # only implicit if there is no .group.sfx file
-                if prefix + ".group" + sfx not in self._store:
-                    yield prefix[name_start:]
-
-            # Note: omit data/root/ to avoid duplicate listings
-            #       any group in data/root/ must has an entry in meta/root/
+
+        for key in sorted(listdir(self._store, self._path)):
+            path = self._key_prefix + key
+            if contains_array(self._store, path) or contains_group(self._store, path):
+                yield key
 
     def __len__(self):
         """Number of members."""
@@ -400,7 +343,6 @@ def __getstate__(self):
             "chunk_store": self._chunk_store,
             "cache_attrs": self._attrs.cache,
             "synchronizer": self._synchronizer,
-            "zarr_version": self._version,
             "meta_array": self._meta_array,
         }
 
@@ -466,7 +408,6 @@ def __getitem__(self, item):
                 chunk_store=self._chunk_store,
                 synchronizer=self._synchronizer,
                 cache_attrs=self.attrs.cache,
-                zarr_version=self._version,
                 meta_array=self._meta_array,
             )
         elif contains_group(self._store, path, explicit_only=True):
@@ -477,25 +418,8 @@ def __getitem__(self, item):
                 chunk_store=self._chunk_store,
                 cache_attrs=self.attrs.cache,
                 synchronizer=self._synchronizer,
-                zarr_version=self._version,
                 meta_array=self._meta_array,
             )
-        elif self._version == 3:
-            implicit_group = meta_root + path + "/"
-            # non-empty folder in the metadata path implies an implicit group
-            if self._store.list_prefix(implicit_group):
-                return Group(
-                    self._store,
-                    read_only=self._read_only,
-                    path=path,
-                    chunk_store=self._chunk_store,
-                    cache_attrs=self.attrs.cache,
-                    synchronizer=self._synchronizer,
-                    zarr_version=self._version,
-                    meta_array=self._meta_array,
-                )
-            else:
-                raise KeyError(item)
         else:
             raise KeyError(item)
 
@@ -546,29 +470,11 @@ def group_keys(self):
         ['bar', 'foo']
 
         """
-        if self._version == 2:
-            for key in sorted(listdir(self._store, self._path)):
-                path = self._key_prefix + key
-                if contains_group(self._store, path):
-                    yield key
-        else:
-            dir_name = meta_root + self._path
-            group_sfx = ".group" + self._metadata_key_suffix
-            # The fact that we call sorted means this can't be a streaming generator.
-            # The keys are already in memory.
-            all_keys = sorted(listdir(self._store, dir_name))
-            for key in all_keys:
-                if key.endswith(group_sfx):
-                    key = key[: -len(group_sfx)]
-                    if key in all_keys:
-                        # otherwise we will double count this group
-                        continue
-                path = self._key_prefix + key
-                if path.endswith(".array" + self._metadata_key_suffix):
-                    # skip array keys
-                    continue
-                if contains_group(self._store, path, explicit_only=False):
-                    yield key
+
+        for key in sorted(listdir(self._store, self._path)):
+            path = self._key_prefix + key
+            if contains_group(self._store, path):
+                yield key
 
     def groups(self):
         """Return an iterator over (name, value) pairs for groups only.
@@ -587,26 +493,10 @@ def groups(self):
         foo <class 'zarr.hierarchy.Group'>
 
         """
-        if self._version == 2:
-            for key in sorted(listdir(self._store, self._path)):
-                path = self._key_prefix + key
-                if contains_group(self._store, path, explicit_only=False):
-                    yield (
-                        key,
-                        Group(
-                            self._store,
-                            path=path,
-                            read_only=self._read_only,
-                            chunk_store=self._chunk_store,
-                            cache_attrs=self.attrs.cache,
-                            synchronizer=self._synchronizer,
-                            zarr_version=self._version,
-                        ),
-                    )
 
-        else:
-            for key in self.group_keys():
-                path = self._key_prefix + key
+        for key in sorted(listdir(self._store, self._path)):
+            path = self._key_prefix + key
+            if contains_group(self._store, path, explicit_only=False):
                 yield (
                     key,
                     Group(
@@ -616,7 +506,6 @@ def groups(self):
                         chunk_store=self._chunk_store,
                         cache_attrs=self.attrs.cache,
                         synchronizer=self._synchronizer,
-                        zarr_version=self._version,
                     ),
                 )
 
@@ -671,34 +560,14 @@ def arrays(self, recurse=False):
         return self._array_iter(keys_only=False, method="arrays", recurse=recurse)
 
     def _array_iter(self, keys_only, method, recurse):
-        if self._version == 2:
-            for key in sorted(listdir(self._store, self._path)):
-                path = self._key_prefix + key
-                if contains_array(self._store, path):
-                    _key = key.rstrip("/")
-                    yield _key if keys_only else (_key, self[key])
-                elif recurse and contains_group(self._store, path):
-                    group = self[key]
-                    yield from getattr(group, method)(recurse=recurse)
-        else:
-            dir_name = meta_root + self._path
-            array_sfx = ".array" + self._metadata_key_suffix
-            group_sfx = ".group" + self._metadata_key_suffix
-
-            for key in sorted(listdir(self._store, dir_name)):
-                if key.endswith(array_sfx):
-                    key = key[: -len(array_sfx)]
-                    _key = key.rstrip("/")
-                    yield _key if keys_only else (_key, self[key])
-
-                path = self._key_prefix + key
-                assert not path.startswith("meta/")
-                if key.endswith(group_sfx):
-                    # skip group metadata keys
-                    continue
-                elif recurse and contains_group(self._store, path):
-                    group = self[key]
-                    yield from getattr(group, method)(recurse=recurse)
+        for key in sorted(listdir(self._store, self._path)):
+            path = self._key_prefix + key
+            if contains_array(self._store, path):
+                _key = key.rstrip("/")
+                yield _key if keys_only else (_key, self[key])
+            elif recurse and contains_group(self._store, path):
+                group = self[key]
+                yield from getattr(group, method)(recurse=recurse)
 
     def visitvalues(self, func):
         """Run ``func`` on each object.
@@ -978,7 +847,6 @@ def _create_group_nosync(self, name, overwrite=False):
             chunk_store=self._chunk_store,
             cache_attrs=self.attrs.cache,
             synchronizer=self._synchronizer,
-            zarr_version=self._version,
         )
 
     def create_groups(self, *names, **kwargs):
@@ -1028,7 +896,6 @@ def _require_group_nosync(self, name, overwrite=False):
             chunk_store=self._chunk_store,
             cache_attrs=self.attrs.cache,
             synchronizer=self._synchronizer,
-            zarr_version=self._version,
         )
 
     def require_groups(self, *names):
@@ -1340,18 +1207,10 @@ def move(self, source, dest):
         self._write_op(self._move_nosync, source, dest)
 
 
-def _normalize_store_arg(store, *, storage_options=None, mode="r", zarr_version=None):
-    if zarr_version is None:
-        zarr_version = getattr(store, "_store_version", DEFAULT_ZARR_VERSION)
-
-    if zarr_version != 2:
-        assert_zarr_v3_api_available()
-
+def _normalize_store_arg(store, *, storage_options=None, mode="r"):
     if store is None:
-        return MemoryStore() if zarr_version == 2 else MemoryStoreV3()
-    return normalize_store_arg(
-        store, storage_options=storage_options, mode=mode, zarr_version=zarr_version
-    )
+        return MemoryStore()
+    return normalize_store_arg(store, storage_options=storage_options, mode=mode)
 
 
 def group(
@@ -1362,7 +1221,6 @@ def group(
     synchronizer=None,
     path=None,
     *,
-    zarr_version=None,
     meta_array=None,
 ):
     """Create a group.
@@ -1414,20 +1272,11 @@ def group(
     """
 
     # handle polymorphic store arg
-    store = _normalize_store_arg(store, zarr_version=zarr_version, mode="w")
-    if zarr_version is None:
-        zarr_version = getattr(store, "_store_version", DEFAULT_ZARR_VERSION)
-
-    if zarr_version != 2:
-        assert_zarr_v3_api_available()
+    store = _normalize_store_arg(store, mode="w")
 
     path = normalize_storage_path(path)
 
-    requires_init = None
-    if zarr_version == 2:
-        requires_init = overwrite or not contains_group(store)
-    elif zarr_version == 3:
-        requires_init = overwrite or not contains_group(store, path)
+    requires_init = overwrite or not contains_group(store)
 
     if requires_init:
         init_group(store, overwrite=overwrite, chunk_store=chunk_store, path=path)
@@ -1439,7 +1288,6 @@ def group(
         cache_attrs=cache_attrs,
         synchronizer=synchronizer,
         path=path,
-        zarr_version=zarr_version,
         meta_array=meta_array,
     )
 
@@ -1453,7 +1301,6 @@ def open_group(
     chunk_store=None,
     storage_options=None,
     *,
-    zarr_version=None,
     meta_array=None,
 ):
     """Open a group using file-mode-like semantics.
@@ -1507,21 +1354,10 @@ def open_group(
     """
 
     # handle polymorphic store arg
-    store = _normalize_store_arg(
-        store, storage_options=storage_options, mode=mode, zarr_version=zarr_version
-    )
-    if zarr_version is None:
-        zarr_version = getattr(store, "_store_version", DEFAULT_ZARR_VERSION)
-
-    if zarr_version != 2:
-        assert_zarr_v3_api_available()
+    store = _normalize_store_arg(store, storage_options=storage_options, mode=mode)
 
     if chunk_store is not None:
-        chunk_store = _normalize_store_arg(
-            chunk_store, storage_options=storage_options, mode=mode, zarr_version=zarr_version
-        )
-        if getattr(chunk_store, "_store_version", DEFAULT_ZARR_VERSION) != zarr_version:
-            raise ValueError("zarr_version of store and chunk_store must match")  # pragma: no cover
+        chunk_store = _normalize_store_arg(chunk_store, storage_options=storage_options, mode=mode)
 
     path = normalize_storage_path(path)
 
@@ -1560,6 +1396,5 @@ def open_group(
         synchronizer=synchronizer,
         path=path,
         chunk_store=chunk_store,
-        zarr_version=zarr_version,
         meta_array=meta_array,
     )
diff --git a/src/zarr/meta.py b/src/zarr/meta.py
index 3a5435a174..7cca228a14 100644
--- a/src/zarr/meta.py
+++ b/src/zarr/meta.py
@@ -2,31 +2,21 @@
 import itertools
 from collections.abc import Mapping
 
-import numcodecs
 import numpy as np
-from numcodecs.abc import Codec
 
 from zarr.errors import MetadataError
 from zarr.util import json_dumps, json_loads
 
-from typing import cast, Union, Any, List, Mapping as MappingType, Optional, TYPE_CHECKING
+from typing import cast, Union, Any, List, Mapping as MappingType, TYPE_CHECKING
 
 if TYPE_CHECKING:  # pragma: no cover
-    from zarr._storage.store import StorageTransformer
+    pass
 
 
 ZARR_FORMAT = 2
-ZARR_FORMAT_v3 = 3
 
 # FLOAT_FILLS = {"NaN": np.nan, "Infinity": np.PINF, "-Infinity": np.NINF}
 
-_default_entry_point_metadata_v3 = {
-    "zarr_format": "https://purl.org/zarr/spec/protocol/core/3.0",
-    "metadata_encoding": "https://purl.org/zarr/spec/protocol/core/3.0",
-    "metadata_key_suffix": ".json",
-    "extensions": [],
-}
-
 _v3_core_types = set("".join(d) for d in itertools.product("<>", ("u", "i", "f"), ("2", "4", "8")))
 _v3_core_types = {"bool", "i1", "u1"} | _v3_core_types
 
@@ -301,271 +291,6 @@ def encode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) ->
             return v
 
 
-class Metadata3(Metadata2):
-    ZARR_FORMAT = ZARR_FORMAT_v3
-
-    @classmethod
-    def decode_dtype(cls, d, validate=True):
-        if isinstance(d, dict):
-            # extract the type from the extension info
-            try:
-                d = d["type"]
-            except KeyError:
-                raise KeyError("Extended dtype info must provide a key named 'type'.")
-        d = cls._decode_dtype_descr(d)
-        dtype = np.dtype(d)
-        if validate:
-            if dtype.str in (_v3_core_types | {"|b1", "|u1", "|i1"}):
-                # it is a core dtype of the v3 spec
-                pass
-            else:
-                # will raise if this is not a recognized extended dtype
-                get_extended_dtype_info(dtype)
-        return dtype
-
-    @classmethod
-    def encode_dtype(cls, d):
-        s = d.str
-        if s == "|b1":
-            return "bool"
-        elif s == "|u1":
-            return "u1"
-        elif s == "|i1":
-            return "i1"
-        elif s in _v3_core_types:
-            return Metadata2.encode_dtype(d)
-        else:
-            # Check if this dtype corresponds to a supported extension to
-            # the v3 protocol.
-            return get_extended_dtype_info(np.dtype(d))
-
-    @classmethod
-    def decode_group_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType[str, Any]:
-        meta = cls.parse_metadata(s)
-        # 1 / 0
-        # # check metadata format version
-        # zarr_format = meta.get("zarr_format", None)
-        # if zarr_format != cls.ZARR_FORMAT:
-        #     raise MetadataError("unsupported zarr format: %s" % zarr_format)
-
-        assert "attributes" in meta
-        # meta = dict(attributes=meta['attributes'])
-        return meta
-
-        # return json.loads(s)
-
-    @classmethod
-    def encode_group_metadata(cls, meta=None) -> bytes:
-        # The ZARR_FORMAT should not be in the group metadata, but in the
-        # entry point metadata instead
-        # meta = dict(zarr_format=cls.ZARR_FORMAT)
-        if meta is None:
-            meta = {"attributes": {}}
-        meta = dict(attributes=meta.get("attributes", {}))
-        return json_dumps(meta)
-
-    @classmethod
-    def encode_hierarchy_metadata(cls, meta=None) -> bytes:
-        if meta is None:
-            meta = _default_entry_point_metadata_v3
-        elif set(meta.keys()) != {
-            "zarr_format",
-            "metadata_encoding",
-            "metadata_key_suffix",
-            "extensions",
-        }:
-            raise ValueError(f"Unexpected keys in metadata. meta={meta}")
-        return json_dumps(meta)
-
-    @classmethod
-    def decode_hierarchy_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType[str, Any]:
-        meta = cls.parse_metadata(s)
-        # check metadata format
-        # zarr_format = meta.get("zarr_format", None)
-        # if zarr_format != "https://purl.org/zarr/spec/protocol/core/3.0":
-        #     raise MetadataError("unsupported zarr format: %s" % zarr_format)
-        if set(meta.keys()) != {
-            "zarr_format",
-            "metadata_encoding",
-            "metadata_key_suffix",
-            "extensions",
-        }:
-            raise ValueError(f"Unexpected keys in metadata. meta={meta}")
-        return meta
-
-    @classmethod
-    def _encode_codec_metadata(cls, codec: Codec) -> Optional[Mapping]:
-        if codec is None:
-            return None
-
-        # only support gzip for now
-        config = codec.get_config()
-        del config["id"]
-        uri = "https://purl.org/zarr/spec/codec/"
-        if isinstance(codec, numcodecs.GZip):
-            uri = uri + "gzip/1.0"
-        elif isinstance(codec, numcodecs.Zlib):
-            uri = uri + "zlib/1.0"
-        elif isinstance(codec, numcodecs.Blosc):
-            uri = uri + "blosc/1.0"
-        elif isinstance(codec, numcodecs.BZ2):
-            uri = uri + "bz2/1.0"
-        elif isinstance(codec, numcodecs.LZ4):
-            uri = uri + "lz4/1.0"
-        elif isinstance(codec, numcodecs.LZMA):
-            uri = uri + "lzma/1.0"
-        meta = {
-            "codec": uri,
-            "configuration": config,
-        }
-        return meta
-
-    @classmethod
-    def _decode_codec_metadata(cls, meta: Optional[Mapping]) -> Optional[Codec]:
-        if meta is None:
-            return None
-
-        uri = "https://purl.org/zarr/spec/codec/"
-        conf = meta["configuration"]
-        if meta["codec"].startswith(uri + "gzip/"):
-            conf["id"] = "gzip"
-        elif meta["codec"].startswith(uri + "zlib/"):
-            conf["id"] = "zlib"
-        elif meta["codec"].startswith(uri + "blosc/"):
-            conf["id"] = "blosc"
-        elif meta["codec"].startswith(uri + "bz2/"):
-            conf["id"] = "bz2"
-        elif meta["codec"].startswith(uri + "lz4/"):
-            conf["id"] = "lz4"
-        elif meta["codec"].startswith(uri + "lzma/"):
-            conf["id"] = "lzma"
-        else:
-            raise NotImplementedError
-
-        codec = numcodecs.get_codec(conf)
-
-        return codec
-
-    @classmethod
-    def _encode_storage_transformer_metadata(
-        cls, storage_transformer: "StorageTransformer"
-    ) -> Optional[Mapping]:
-        return {
-            "extension": storage_transformer.extension_uri,
-            "type": storage_transformer.type,
-            "configuration": storage_transformer.get_config(),
-        }
-
-    @classmethod
-    def _decode_storage_transformer_metadata(cls, meta: Mapping) -> "StorageTransformer":
-        from zarr._storage.v3_storage_transformers import (
-            ShardingStorageTransformer,
-            DummyStorageTransfomer,
-        )
-
-        # This might be changed to a proper registry in the future
-        KNOWN_STORAGE_TRANSFORMERS = [DummyStorageTransfomer, ShardingStorageTransformer]
-
-        conf = meta.get("configuration", {})
-        extension_uri = meta["extension"]
-        transformer_type = meta["type"]
-
-        for StorageTransformerCls in KNOWN_STORAGE_TRANSFORMERS:
-            if StorageTransformerCls.extension_uri == extension_uri:
-                break
-        else:  # pragma: no cover
-            raise NotImplementedError
-
-        return StorageTransformerCls.from_config(transformer_type, conf)
-
-    @classmethod
-    def decode_array_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType[str, Any]:
-        meta = cls.parse_metadata(s)
-
-        # extract array metadata fields
-        try:
-            dtype = cls.decode_dtype(meta["data_type"])
-            if dtype.hasobject:
-                import numcodecs
-
-                object_codec = numcodecs.get_codec(meta["attributes"]["filters"][0])
-            else:
-                object_codec = None
-            fill_value = cls.decode_fill_value(meta["fill_value"], dtype, object_codec)
-            # TODO: remove dimension_separator?
-
-            compressor = cls._decode_codec_metadata(meta.get("compressor", None))
-            storage_transformers = meta.get("storage_transformers", ())
-            storage_transformers = [
-                cls._decode_storage_transformer_metadata(i) for i in storage_transformers
-            ]
-            extensions = meta.get("extensions", [])
-            meta = dict(
-                shape=tuple(meta["shape"]),
-                chunk_grid=dict(
-                    type=meta["chunk_grid"]["type"],
-                    chunk_shape=tuple(meta["chunk_grid"]["chunk_shape"]),
-                    separator=meta["chunk_grid"]["separator"],
-                ),
-                data_type=dtype,
-                fill_value=fill_value,
-                chunk_memory_layout=meta["chunk_memory_layout"],
-                attributes=meta["attributes"],
-                extensions=extensions,
-            )
-            # compressor field should be absent when there is no compression
-            if compressor:
-                meta["compressor"] = compressor
-            if storage_transformers:
-                meta["storage_transformers"] = storage_transformers
-
-        except Exception as e:
-            raise MetadataError("error decoding metadata: %s" % e)
-        else:
-            return meta
-
-    @classmethod
-    def encode_array_metadata(cls, meta: MappingType[str, Any]) -> bytes:
-        dtype = meta["data_type"]
-        sdshape = ()
-        if dtype.subdtype is not None:
-            dtype, sdshape = dtype.subdtype
-        dimension_separator = meta.get("dimension_separator")
-        if dtype.hasobject:
-            import numcodecs
-
-            object_codec = numcodecs.get_codec(meta["attributes"]["filters"][0])
-        else:
-            object_codec = None
-
-        compressor = cls._encode_codec_metadata(meta.get("compressor", None))
-        storage_transformers = meta.get("storage_transformers", ())
-        storage_transformers = [
-            cls._encode_storage_transformer_metadata(i) for i in storage_transformers
-        ]
-        extensions = meta.get("extensions", [])
-        meta = dict(
-            shape=meta["shape"] + sdshape,
-            chunk_grid=dict(
-                type=meta["chunk_grid"]["type"],
-                chunk_shape=tuple(meta["chunk_grid"]["chunk_shape"]),
-                separator=meta["chunk_grid"]["separator"],
-            ),
-            data_type=cls.encode_dtype(dtype),
-            fill_value=encode_fill_value(meta["fill_value"], dtype, object_codec),
-            chunk_memory_layout=meta["chunk_memory_layout"],
-            attributes=meta.get("attributes", {}),
-            extensions=extensions,
-        )
-        if compressor:
-            meta["compressor"] = compressor
-        if dimension_separator:
-            meta["dimension_separator"] = dimension_separator
-        if storage_transformers:
-            meta["storage_transformers"] = storage_transformers
-        return json_dumps(meta)
-
-
 parse_metadata = Metadata2.parse_metadata
 decode_array_metadata = Metadata2.decode_array_metadata
 encode_array_metadata = Metadata2.encode_array_metadata
diff --git a/src/zarr/storage.py b/src/zarr/storage.py
index e3a43d26c8..a7bd22a6b9 100644
--- a/src/zarr/storage.py
+++ b/src/zarr/storage.py
@@ -35,7 +35,6 @@
 import uuid
 import time
 
-from numcodecs.abc import Codec
 from numcodecs.compat import ensure_bytes, ensure_text, ensure_contiguous_ndarray_like
 from numcodecs.registry import codec_registry
 from zarr.context import Context
@@ -66,21 +65,15 @@
 
 from zarr._storage.absstore import ABSStore  # noqa: F401
 from zarr._storage.store import (  # noqa: F401
-    _get_hierarchy_metadata,
-    _get_metadata_suffix,
     _listdir_from_keys,
     _rename_from_keys,
-    _rename_metadata_v3,
     _rmdir_from_keys,
-    _rmdir_from_keys_v3,
     _path_to_prefix,
     _prefix_to_array_key,
     _prefix_to_group_key,
     array_meta_key,
     attrs_key,
-    data_root,
     group_meta_key,
-    meta_root,
     DEFAULT_ZARR_VERSION,
     BaseStore,
     Store,
@@ -122,28 +115,10 @@ def contains_group(store: StoreLike, path: Path = None, explicit_only=True) -> b
     path = normalize_storage_path(path)
     prefix = _path_to_prefix(path)
     key = _prefix_to_group_key(store, prefix)
-    store_version = getattr(store, "_store_version", 2)
-    if store_version == 2 or explicit_only:
-        return key in store
-    else:
-        if key in store:
-            return True
-        # for v3, need to also handle implicit groups
-
-        sfx = _get_metadata_suffix(store)  # type: ignore
-        implicit_prefix = key.replace(".group" + sfx, "")
-        if not implicit_prefix.endswith("/"):
-            implicit_prefix += "/"
-        if store.list_prefix(implicit_prefix):  # type: ignore
-            return True
-        return False
+    return key in store
 
 
-def _normalize_store_arg_v2(store: Any, storage_options=None, mode="r") -> BaseStore:
-    # default to v2 store for backward compatibility
-    zarr_version = getattr(store, "_store_version", 2)
-    if zarr_version != 2:
-        raise ValueError("store must be a version 2 store")
+def normalize_store_arg(store: Any, storage_options=None, mode="r") -> BaseStore:
     if store is None:
         store = KVStore(dict())
         return store
@@ -180,38 +155,17 @@ def _normalize_store_arg_v2(store: Any, storage_options=None, mode="r") -> BaseS
     return store
 
 
-def normalize_store_arg(
-    store: Any, storage_options=None, mode="r", *, zarr_version=None
-) -> BaseStore:
-    if zarr_version is None:
-        # default to v2 store for backward compatibility
-        zarr_version = getattr(store, "_store_version", DEFAULT_ZARR_VERSION)
-    if zarr_version == 2:
-        normalize_store = _normalize_store_arg_v2
-    elif zarr_version == 3:
-        from zarr._storage.v3 import _normalize_store_arg_v3
-
-        normalize_store = _normalize_store_arg_v3
-    else:
-        raise ValueError("zarr_version must be either 2 or 3")
-    return normalize_store(store, storage_options, mode)
-
-
 def rmdir(store: StoreLike, path: Path = None):
     """Remove all items under the given path. If `store` provides a `rmdir` method,
     this will be called, otherwise will fall back to implementation via the
     `Store` interface."""
     path = normalize_storage_path(path)
-    store_version = getattr(store, "_store_version", 2)
     if hasattr(store, "rmdir") and store.is_erasable():  # type: ignore
         # pass through
         store.rmdir(path)
     else:
         # slow version, delete one key at a time
-        if store_version == 2:
-            _rmdir_from_keys(store, path)
-        else:
-            _rmdir_from_keys_v3(store, path)  # type: ignore
+        _rmdir_from_keys(store, path)
 
 
 def rename(store: Store, src_path: Path, dst_path: Path):
@@ -254,21 +208,10 @@ def _getsize(store: BaseStore, path: Path = None) -> int:
     else:
         path = "" if path is None else normalize_storage_path(path)
         size = 0
-        store_version = getattr(store, "_store_version", 2)
-        if store_version == 3:
-            if path == "":
-                # have to list the root folders without trailing / in this case
-                members = store.list_prefix(data_root.rstrip("/"))  # type: ignore
-                members += store.list_prefix(meta_root.rstrip("/"))  # type: ignore
-            else:
-                members = store.list_prefix(data_root + path)  # type: ignore
-                members += store.list_prefix(meta_root + path)  # type: ignore
-            # also include zarr.json?
-            # members += ['zarr.json']
-        else:
-            members = listdir(store, path)
-            prefix = _path_to_prefix(path)
-            members = [prefix + k for k in members]
+
+        members = listdir(store, path)
+        prefix = _path_to_prefix(path)
+        members = [prefix + k for k in members]
         for k in members:
             try:
                 v = store[k]
@@ -437,13 +380,8 @@ def init_array(
     path = normalize_storage_path(path)
 
     # ensure parent group initialized
-    store_version = getattr(store, "_store_version", 2)
-    if store_version < 3:
-        _require_parent_group(path, store=store, chunk_store=chunk_store, overwrite=overwrite)
 
-    if store_version == 3 and "zarr.json" not in store:
-        # initialize with default zarr.json entry level metadata
-        store["zarr.json"] = store._metadata_class.encode_hierarchy_metadata(None)  # type: ignore
+    _require_parent_group(path, store=store, chunk_store=chunk_store, overwrite=overwrite)
 
     if not compressor:
         # compatibility with legacy tests using compressor=[]
@@ -482,50 +420,20 @@ def _init_array_metadata(
     dimension_separator=None,
     storage_transformers=(),
 ):
-    store_version = getattr(store, "_store_version", 2)
-
     path = normalize_storage_path(path)
 
     # guard conditions
     if overwrite:
-        if store_version == 2:
-            # attempt to delete any pre-existing array in store
-            rmdir(store, path)
-            if chunk_store is not None:
-                rmdir(chunk_store, path)
-        else:
-            group_meta_key = _prefix_to_group_key(store, _path_to_prefix(path))
-            array_meta_key = _prefix_to_array_key(store, _path_to_prefix(path))
-            data_prefix = data_root + _path_to_prefix(path)
-
-            # attempt to delete any pre-existing array in store
-            if array_meta_key in store:
-                store.erase(array_meta_key)  # type: ignore
-            if group_meta_key in store:
-                store.erase(group_meta_key)  # type: ignore
-            store.erase_prefix(data_prefix)  # type: ignore
-            if chunk_store is not None:
-                chunk_store.erase_prefix(data_prefix)  # type: ignore
-
-            if "/" in path:
-                # path is a subfolder of an existing array, remove that array
-                parent_path = "/".join(path.split("/")[:-1])
-                sfx = _get_metadata_suffix(store)  # type: ignore
-                array_key = meta_root + parent_path + ".array" + sfx
-                if array_key in store:
-                    store.erase(array_key)  # type: ignore
+        # attempt to delete any pre-existing array in store
+        rmdir(store, path)
+        if chunk_store is not None:
+            rmdir(chunk_store, path)
 
     if not overwrite:
         if contains_array(store, path):
             raise ContainsArrayError(path)
-        elif contains_group(store, path, explicit_only=False):
+        if contains_group(store, path, explicit_only=False):
             raise ContainsGroupError(path)
-        elif store_version == 3:
-            if "/" in path:
-                # cannot create an array within an existing array path
-                parent_path = "/".join(path.split("/")[:-1])
-                if contains_array(store, parent_path):
-                    raise ContainsArrayError(path)
 
     # normalize metadata
     dtype, object_codec = normalize_dtype(dtype, object_codec)
@@ -536,7 +444,7 @@ def _init_array_metadata(
     fill_value = normalize_fill_value(fill_value, dtype)
 
     # optional array metadata
-    if dimension_separator is None and store_version == 2:
+    if dimension_separator is None:
         dimension_separator = getattr(store, "_dimension_separator", None)
     dimension_separator = normalize_dimension_separator(dimension_separator)
 
@@ -553,16 +461,10 @@ def _init_array_metadata(
     # obtain compressor config
     compressor_config = None
     if compressor:
-        if store_version == 2:
-            try:
-                compressor_config = compressor.get_config()
-            except AttributeError as e:
-                raise BadCompressorError(compressor) from e
-        elif not isinstance(compressor, Codec):
-            raise ValueError("expected a numcodecs Codec for compressor")
-            # TODO: alternatively, could autoconvert str to a Codec
-            #       e.g. 'zlib' -> numcodec.Zlib object
-            # compressor = numcodecs.get_codec({'id': compressor})
+        try:
+            compressor_config = compressor.get_config()
+        except AttributeError as e:
+            raise BadCompressorError(compressor) from e
 
     # obtain filters config
     if filters:
@@ -596,33 +498,16 @@ def _init_array_metadata(
         filters_config = None  # type: ignore
 
     # initialize metadata
-    # TODO: don't store redundant dimension_separator for v3?
-    _compressor = compressor_config if store_version == 2 else compressor
+    _compressor = compressor_config
     meta = dict(
         shape=shape,
         compressor=_compressor,
         fill_value=fill_value,
         dimension_separator=dimension_separator,
     )
-    if store_version < 3:
-        meta.update(dict(chunks=chunks, dtype=dtype, order=order, filters=filters_config))
-        assert not storage_transformers
-    else:
-        if dimension_separator is None:
-            dimension_separator = "/"
-        if filters_config:
-            attributes = {"filters": filters_config}
-        else:
-            attributes = {}
-        meta.update(
-            dict(
-                chunk_grid=dict(type="regular", chunk_shape=chunks, separator=dimension_separator),
-                chunk_memory_layout=order,
-                data_type=dtype,
-                attributes=attributes,
-                storage_transformers=storage_transformers,
-            )
-        )
+
+    meta.update(dict(chunks=chunks, dtype=dtype, order=order, filters=filters_config))
+    assert not storage_transformers
 
     key = _prefix_to_array_key(store, _path_to_prefix(path))
     if hasattr(store, "_metadata_class"):
@@ -661,24 +546,11 @@ def init_group(
     # normalize path
     path = normalize_storage_path(path)
 
-    store_version = getattr(store, "_store_version", 2)
-    if store_version < 3:
-        # ensure parent group initialized
-        _require_parent_group(path, store=store, chunk_store=chunk_store, overwrite=overwrite)
-
-    if store_version == 3 and "zarr.json" not in store:
-        # initialize with default zarr.json entry level metadata
-        store["zarr.json"] = store._metadata_class.encode_hierarchy_metadata(None)  # type: ignore
+    _require_parent_group(path, store=store, chunk_store=chunk_store, overwrite=overwrite)
 
     # initialise metadata
     _init_group_metadata(store=store, overwrite=overwrite, path=path, chunk_store=chunk_store)
 
-    if store_version == 3:
-        # TODO: Should initializing a v3 group also create a corresponding
-        #       empty folder under data/root/? I think probably not until there
-        #       is actual data written there.
-        pass
-
 
 def _init_group_metadata(
     store: StoreLike,
@@ -686,50 +558,25 @@ def _init_group_metadata(
     path: Optional[str] = None,
     chunk_store: Optional[StoreLike] = None,
 ):
-    store_version = getattr(store, "_store_version", 2)
     path = normalize_storage_path(path)
 
     # guard conditions
     if overwrite:
-        if store_version == 2:
-            # attempt to delete any pre-existing items in store
-            rmdir(store, path)
-            if chunk_store is not None:
-                rmdir(chunk_store, path)
-        else:
-            group_meta_key = _prefix_to_group_key(store, _path_to_prefix(path))
-            array_meta_key = _prefix_to_array_key(store, _path_to_prefix(path))
-            data_prefix = data_root + _path_to_prefix(path)
-            meta_prefix = meta_root + _path_to_prefix(path)
-
-            # attempt to delete any pre-existing array in store
-            if array_meta_key in store:
-                store.erase(array_meta_key)  # type: ignore
-            if group_meta_key in store:
-                store.erase(group_meta_key)  # type: ignore
-            store.erase_prefix(data_prefix)  # type: ignore
-            store.erase_prefix(meta_prefix)  # type: ignore
-            if chunk_store is not None:
-                chunk_store.erase_prefix(data_prefix)  # type: ignore
+        # attempt to delete any pre-existing items in store
+        rmdir(store, path)
+        if chunk_store is not None:
+            rmdir(chunk_store, path)
 
     if not overwrite:
         if contains_array(store, path):
             raise ContainsArrayError(path)
         elif contains_group(store, path):
             raise ContainsGroupError(path)
-        elif store_version == 3 and "/" in path:
-            # cannot create a group overlapping with an existing array name
-            parent_path = "/".join(path.split("/")[:-1])
-            if contains_array(store, parent_path):
-                raise ContainsArrayError(path)
 
     # initialize metadata
     # N.B., currently no metadata properties are needed, however there may
     # be in future
-    if store_version == 3:
-        meta = {"attributes": {}}  # type: ignore
-    else:
-        meta = {}
+    meta: dict[str, Any] = {}
     key = _prefix_to_group_key(store, _path_to_prefix(path))
     if hasattr(store, "_metadata_class"):
         store[key] = store._metadata_class.encode_group_metadata(meta)
diff --git a/tests/test_attrs.py b/tests/test_attrs.py
index 7e3377f664..2575163840 100644
--- a/tests/test_attrs.py
+++ b/tests/test_attrs.py
@@ -4,34 +4,24 @@
 import pytest
 
 import zarr
-from zarr._storage.store import meta_root
 from zarr.attrs import Attributes
 from zarr.storage import KVStore, DirectoryStore
-from zarr._storage.v3 import KVStoreV3
-from .util import CountingDict, CountingDictV3
+from .util import CountingDict
 from zarr.hierarchy import group
 
 
-@pytest.fixture(params=[2, 3])
-def zarr_version(request):
-    return request.param
-
-
-def _init_store(version):
-    """Use a plain dict() for v2, but KVStoreV3 otherwise."""
-    if version == 2:
-        return dict()
-    return KVStoreV3(dict())
+def _init_store():
+    return dict()
 
 
 class TestAttributes:
-    def init_attributes(self, store, read_only=False, cache=True, zarr_version=2):
-        root = ".z" if zarr_version == 2 else meta_root
+    def init_attributes(self, store, read_only=False, cache=True):
+        root = ".z"
         return Attributes(store, key=root + "attrs", read_only=read_only, cache=cache)
 
-    def test_storage(self, zarr_version):
-        store = _init_store(zarr_version)
-        root = ".z" if zarr_version == 2 else meta_root
+    def test_storage(self):
+        store = _init_store()
+        root = ".z"
         attrs_key = root + "attrs"
         a = Attributes(store=store, key=attrs_key)
         assert isinstance(a.store, KVStore)
@@ -44,11 +34,9 @@ def test_storage(self, zarr_version):
         assert attrs_key in store
         assert isinstance(store[attrs_key], bytes)
         d = json.loads(str(store[attrs_key], "utf-8"))
-        if zarr_version == 3:
-            d = d["attributes"]
         assert dict(foo="bar", baz=42) == d
 
-    def test_utf8_encoding(self, zarr_version):
+    def test_utf8_encoding(self):
         project_root = pathlib.Path(zarr.__file__).resolve().parent.parent
         fixdir = project_root / "fixture"
         testdir = fixdir / "utf8attrs"
@@ -64,9 +52,9 @@ def test_utf8_encoding(self, zarr_version):
         fixture = group(store=DirectoryStore(str(fixdir)))
         assert fixture["utf8attrs"].attrs.asdict() == dict(foo="た")
 
-    def test_get_set_del_contains(self, zarr_version):
-        store = _init_store(zarr_version)
-        a = self.init_attributes(store, zarr_version=zarr_version)
+    def test_get_set_del_contains(self):
+        store = _init_store()
+        a = self.init_attributes(store)
         assert "foo" not in a
         a["foo"] = "bar"
         a["baz"] = 42
@@ -80,9 +68,9 @@ def test_get_set_del_contains(self, zarr_version):
             # noinspection PyStatementEffect
             a["foo"]
 
-    def test_update_put(self, zarr_version):
-        store = _init_store(zarr_version)
-        a = self.init_attributes(store, zarr_version=zarr_version)
+    def test_update_put(self):
+        store = _init_store()
+        a = self.init_attributes(store)
         assert "foo" not in a
         assert "bar" not in a
         assert "baz" not in a
@@ -97,9 +85,9 @@ def test_update_put(self, zarr_version):
         assert a["bar"] == 84
         assert "baz" not in a
 
-    def test_iterators(self, zarr_version):
-        store = _init_store(zarr_version)
-        a = self.init_attributes(store, zarr_version=zarr_version)
+    def test_iterators(self):
+        store = _init_store()
+        a = self.init_attributes(store)
         assert 0 == len(a)
         assert set() == set(a)
         assert set() == set(a.keys())
@@ -115,15 +103,10 @@ def test_iterators(self, zarr_version):
         assert {"bar", 42} == set(a.values())
         assert {("foo", "bar"), ("baz", 42)} == set(a.items())
 
-    def test_read_only(self, zarr_version):
-        store = _init_store(zarr_version)
-        a = self.init_attributes(store, read_only=True, zarr_version=zarr_version)
-        if zarr_version == 2:
-            store[".zattrs"] = json.dumps(dict(foo="bar", baz=42)).encode("ascii")
-        else:
-            store["meta/root/attrs"] = json.dumps(dict(attributes=dict(foo="bar", baz=42))).encode(
-                "ascii"
-            )
+    def test_read_only(self):
+        store = _init_store()
+        a = self.init_attributes(store, read_only=True)
+        store[".zattrs"] = json.dumps(dict(foo="bar", baz=42)).encode("ascii")
         assert a["foo"] == "bar"
         assert a["baz"] == 42
         with pytest.raises(PermissionError):
@@ -133,9 +116,9 @@ def test_read_only(self, zarr_version):
         with pytest.raises(PermissionError):
             a.update(foo="quux")
 
-    def test_key_completions(self, zarr_version):
-        store = _init_store(zarr_version)
-        a = self.init_attributes(store, zarr_version=zarr_version)
+    def test_key_completions(self):
+        store = _init_store()
+        a = self.init_attributes(store)
         d = a._ipython_key_completions_()
         assert "foo" not in d
         assert "123" not in d
@@ -150,23 +133,20 @@ def test_key_completions(self, zarr_version):
         assert "asdf;" in d
         assert "baz" not in d
 
-    def test_caching_on(self, zarr_version):
+    def test_caching_on(self):
         # caching is turned on by default
 
         # setup store
-        store = CountingDict() if zarr_version == 2 else CountingDictV3()
-        attrs_key = ".zattrs" if zarr_version == 2 else "meta/root/attrs"
+        store = CountingDict()
+        attrs_key = ".zattrs"
         assert 0 == store.counter["__getitem__", attrs_key]
         assert 0 == store.counter["__setitem__", attrs_key]
-        if zarr_version == 2:
-            store[attrs_key] = json.dumps(dict(foo="xxx", bar=42)).encode("ascii")
-        else:
-            store[attrs_key] = json.dumps(dict(attributes=dict(foo="xxx", bar=42))).encode("ascii")
+        store[attrs_key] = json.dumps(dict(foo="xxx", bar=42)).encode("ascii")
         assert 0 == store.counter["__getitem__", attrs_key]
         assert 1 == store.counter["__setitem__", attrs_key]
 
         # setup attributes
-        a = self.init_attributes(store, zarr_version=zarr_version)
+        a = self.init_attributes(store)
 
         # test __getitem__ causes all attributes to be cached
         assert a["foo"] == "xxx"
@@ -178,7 +158,7 @@ def test_caching_on(self, zarr_version):
 
         # test __setitem__ updates the cache
         a["foo"] = "yyy"
-        get_cnt = 2 if zarr_version == 2 else 3
+        get_cnt = 2
         assert get_cnt == store.counter["__getitem__", attrs_key]
         assert 2 == store.counter["__setitem__", attrs_key]
         assert a["foo"] == "yyy"
@@ -187,7 +167,7 @@ def test_caching_on(self, zarr_version):
 
         # test update() updates the cache
         a.update(foo="zzz", bar=84)
-        get_cnt = 3 if zarr_version == 2 else 5
+        get_cnt = 3
         assert get_cnt == store.counter["__getitem__", attrs_key]
         assert 3 == store.counter["__setitem__", attrs_key]
         assert a["foo"] == "zzz"
@@ -205,7 +185,7 @@ def test_caching_on(self, zarr_version):
 
         # test __delitem__ updates the cache
         del a["bar"]
-        get_cnt = 4 if zarr_version == 2 else 7
+        get_cnt = 4
         assert get_cnt == store.counter["__getitem__", attrs_key]
         assert 4 == store.counter["__setitem__", attrs_key]
         assert "bar" not in a
@@ -213,35 +193,28 @@ def test_caching_on(self, zarr_version):
         assert 4 == store.counter["__setitem__", attrs_key]
 
         # test refresh()
-        if zarr_version == 2:
-            store[attrs_key] = json.dumps(dict(foo="xxx", bar=42)).encode("ascii")
-        else:
-            store[attrs_key] = json.dumps(dict(attributes=dict(foo="xxx", bar=42))).encode("ascii")
+        store[attrs_key] = json.dumps(dict(foo="xxx", bar=42)).encode("ascii")
         assert get_cnt == store.counter["__getitem__", attrs_key]
         a.refresh()
-        get_cnt = 5 if zarr_version == 2 else 8
+        get_cnt = 5
         assert get_cnt == store.counter["__getitem__", attrs_key]
         assert a["foo"] == "xxx"
         assert get_cnt == store.counter["__getitem__", attrs_key]
         assert a["bar"] == 42
         assert get_cnt == store.counter["__getitem__", attrs_key]
 
-    def test_caching_off(self, zarr_version):
+    def test_caching_off(self):
         # setup store
-        store = CountingDict() if zarr_version == 2 else CountingDictV3()
-        attrs_key = ".zattrs" if zarr_version == 2 else "meta/root/attrs"
+        store = CountingDict()
+        attrs_key = ".zattrs"
         assert 0 == store.counter["__getitem__", attrs_key]
         assert 0 == store.counter["__setitem__", attrs_key]
-
-        if zarr_version == 2:
-            store[attrs_key] = json.dumps(dict(foo="xxx", bar=42)).encode("ascii")
-        else:
-            store[attrs_key] = json.dumps(dict(attributes=dict(foo="xxx", bar=42))).encode("ascii")
+        store[attrs_key] = json.dumps(dict(foo="xxx", bar=42)).encode("ascii")
         assert 0 == store.counter["__getitem__", attrs_key]
         assert 1 == store.counter["__setitem__", attrs_key]
 
         # setup attributes
-        a = self.init_attributes(store, cache=False, zarr_version=zarr_version)
+        a = self.init_attributes(store, cache=False)
 
         # test __getitem__
         assert a["foo"] == "xxx"
@@ -253,38 +226,38 @@ def test_caching_off(self, zarr_version):
 
         # test __setitem__
         a["foo"] = "yyy"
-        get_cnt = 4 if zarr_version == 2 else 5
+        get_cnt = 4
         assert get_cnt == store.counter["__getitem__", attrs_key]
         assert 2 == store.counter["__setitem__", attrs_key]
         assert a["foo"] == "yyy"
-        get_cnt = 5 if zarr_version == 2 else 6
+        get_cnt = 5
         assert get_cnt == store.counter["__getitem__", attrs_key]
         assert 2 == store.counter["__setitem__", attrs_key]
 
         # test update()
         a.update(foo="zzz", bar=84)
-        get_cnt = 6 if zarr_version == 2 else 8
+        get_cnt = 6
         assert get_cnt == store.counter["__getitem__", attrs_key]
         assert 3 == store.counter["__setitem__", attrs_key]
         assert a["foo"] == "zzz"
         assert a["bar"] == 84
-        get_cnt = 8 if zarr_version == 2 else 10
+        get_cnt = 8
         assert get_cnt == store.counter["__getitem__", attrs_key]
         assert 3 == store.counter["__setitem__", attrs_key]
 
         # test __contains__
         assert "foo" in a
-        get_cnt = 9 if zarr_version == 2 else 11
+        get_cnt = 9
         assert get_cnt == store.counter["__getitem__", attrs_key]
         assert 3 == store.counter["__setitem__", attrs_key]
         assert "spam" not in a
-        get_cnt = 10 if zarr_version == 2 else 12
+        get_cnt = 10
         assert get_cnt == store.counter["__getitem__", attrs_key]
         assert 3 == store.counter["__setitem__", attrs_key]
 
-    def test_wrong_keys(self, zarr_version):
-        store = _init_store(zarr_version)
-        a = self.init_attributes(store, zarr_version=zarr_version)
+    def test_wrong_keys(self):
+        store = _init_store()
+        a = self.init_attributes(store)
 
         warning_msg = "only attribute keys of type 'string' will be allowed in the future"
 
diff --git a/tests/test_convenience.py b/tests/test_convenience.py
index 7cb4db7a35..d50533e847 100644
--- a/tests/test_convenience.py
+++ b/tests/test_convenience.py
@@ -27,53 +27,29 @@
 from zarr.storage import (
     ConsolidatedMetadataStore,
     FSStore,
-    KVStore,
     MemoryStore,
     atexit_rmtree,
-    data_root,
-    meta_root,
     getsize,
 )
-from zarr._storage.store import v3_api_available
-from zarr._storage.v3 import (
-    ConsolidatedMetadataStoreV3,
-    DirectoryStoreV3,
-    FSStoreV3,
-    KVStoreV3,
-    MemoryStoreV3,
-    SQLiteStoreV3,
-)
-from .util import have_fsspec
-
-_VERSIONS = (2, 3) if v3_api_available else (2,)
-
-
-def _init_creation_kwargs(zarr_version):
-    kwargs = {"zarr_version": zarr_version}
-    if zarr_version == 3:
-        kwargs["path"] = "dataset"
-    return kwargs
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
-def test_open_array(path_type, zarr_version):
+def test_open_array(path_type):
     store = tempfile.mkdtemp()
     atexit.register(atexit_rmtree, store)
     store = path_type(store)
-    kwargs = _init_creation_kwargs(zarr_version)
 
     # open array, create if doesn't exist
-    z = open(store, mode="a", shape=100, **kwargs)
+    z = open(store, mode="a", shape=100)
     assert isinstance(z, Array)
     assert z.shape == (100,)
 
     # open array, overwrite
-    z = open(store, mode="w", shape=200, **kwargs)
+    z = open(store, mode="w", shape=200)
     assert isinstance(z, Array)
     assert z.shape == (200,)
 
     # open array, read-only
-    z = open(store, mode="r", **kwargs)
+    z = open(store, mode="r")
     assert isinstance(z, Array)
     assert z.shape == (200,)
     assert z.read_only
@@ -83,79 +59,46 @@ def test_open_array(path_type, zarr_version):
         open("doesnotexist", mode="r")
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
-def test_open_group(path_type, zarr_version):
+def test_open_group(path_type):
     store = tempfile.mkdtemp()
     atexit.register(atexit_rmtree, store)
     store = path_type(store)
-    kwargs = _init_creation_kwargs(zarr_version)
 
     # open group, create if doesn't exist
-    g = open(store, mode="a", **kwargs)
+    g = open(store, mode="a")
     g.create_group("foo")
     assert isinstance(g, Group)
     assert "foo" in g
 
     # open group, overwrite
-    g = open(store, mode="w", **kwargs)
+    g = open(store, mode="w")
     assert isinstance(g, Group)
     assert "foo" not in g
 
     # open group, read-only
-    g = open(store, mode="r", **kwargs)
+    g = open(store, mode="r")
     assert isinstance(g, Group)
     assert g.read_only
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
-def test_save_errors(zarr_version):
+def test_save_errors():
     with pytest.raises(ValueError):
         # no arrays provided
-        save_group("data/group.zarr", zarr_version=zarr_version)
+        save_group("data/group.zarr")
     with pytest.raises(TypeError):
         # no array provided
-        save_array("data/group.zarr", zarr_version=zarr_version)
+        save_array("data/group.zarr")
     with pytest.raises(ValueError):
         # no arrays provided
-        save("data/group.zarr", zarr_version=zarr_version)
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-def test_zarr_v3_save_multiple_unnamed():
-    x = np.ones(8)
-    y = np.zeros(8)
-    store = KVStoreV3(dict())
-    # no path provided
-    save_group(store, x, y, path="dataset", zarr_version=3)
-    # names become arr_{i} for unnamed *args
-    assert data_root + "dataset/arr_0/c0" in store
-    assert data_root + "dataset/arr_1/c0" in store
-    assert meta_root + "dataset/arr_0.array.json" in store
-    assert meta_root + "dataset/arr_1.array.json" in store
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-def test_zarr_v3_save_errors():
-    x = np.ones(8)
-    with pytest.raises(ValueError):
-        # no path provided
-        save_group("data/group.zr3", x, zarr_version=3)
-    with pytest.raises(ValueError):
-        # no path provided
-        save_array("data/group.zr3", x, zarr_version=3)
-    with pytest.raises(ValueError):
-        # no path provided
-        save("data/group.zr3", x, zarr_version=3)
+        save("data/group.zarr")
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
-def test_lazy_loader(zarr_version):
+def test_lazy_loader():
     foo = np.arange(100)
     bar = np.arange(100, 0, -1)
-    store = "data/group.zarr" if zarr_version == 2 else "data/group.zr3"
-    kwargs = _init_creation_kwargs(zarr_version)
-    save(store, foo=foo, bar=bar, **kwargs)
-    loader = load(store, **kwargs)
+    store = "data/group.zarr"
+    save(store, foo=foo, bar=bar)
+    loader = load(store)
     assert "foo" in loader
     assert "bar" in loader
     assert "baz" not in loader
@@ -166,18 +109,16 @@ def test_lazy_loader(zarr_version):
     assert "LazyLoader: " in repr(loader)
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
-def test_load_array(zarr_version):
+def test_load_array():
     foo = np.arange(100)
     bar = np.arange(100, 0, -1)
-    store = "data/group.zarr" if zarr_version == 2 else "data/group.zr3"
-    kwargs = _init_creation_kwargs(zarr_version)
-    save(store, foo=foo, bar=bar, **kwargs)
+    store = "data/group.zarr"
+    save(store, foo=foo, bar=bar)
 
     # can also load arrays directly into a numpy array
     for array_name in ["foo", "bar"]:
-        array_path = "dataset/" + array_name if zarr_version == 3 else array_name
-        array = load(store, path=array_path, zarr_version=zarr_version)
+        array_path = array_name
+        array = load(store, path=array_path)
         assert isinstance(array, np.ndarray)
         if array_name == "foo":
             assert_array_equal(foo, array)
@@ -185,10 +126,8 @@ def test_load_array(zarr_version):
             assert_array_equal(bar, array)
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
-def test_tree(zarr_version):
-    kwargs = _init_creation_kwargs(zarr_version)
-    g1 = zarr.group(**kwargs)
+def test_tree():
+    g1 = zarr.group()
     g1.create_group("foo")
     g3 = g1.create_group("bar")
     g3.create_group("baz")
@@ -198,16 +137,13 @@ def test_tree(zarr_version):
     assert str(zarr.tree(g1)) == str(g1.tree())
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("stores_from_path", [False, True])
 @pytest.mark.parametrize(
     "with_chunk_store,listable",
     [(False, True), (True, True), (False, False)],
     ids=["default-listable", "with_chunk_store-listable", "default-unlistable"],
 )
-def test_consolidate_metadata(
-    with_chunk_store, zarr_version, listable, monkeypatch, stores_from_path
-):
+def test_consolidate_metadata(with_chunk_store, listable, monkeypatch, stores_from_path):
     # setup initial data
     if stores_from_path:
         store = tempfile.mkdtemp()
@@ -217,17 +153,11 @@ def test_consolidate_metadata(
             atexit.register(atexit_rmtree, chunk_store)
         else:
             chunk_store = None
-        version_kwarg = {"zarr_version": zarr_version}
     else:
-        if zarr_version == 2:
-            store = MemoryStore()
-            chunk_store = MemoryStore() if with_chunk_store else None
-        elif zarr_version == 3:
-            store = MemoryStoreV3()
-            chunk_store = MemoryStoreV3() if with_chunk_store else None
-        version_kwarg = {}
-    path = "dataset" if zarr_version == 3 else None
-    z = group(store, chunk_store=chunk_store, path=path, **version_kwarg)
+        store = MemoryStore()
+        chunk_store = MemoryStore() if with_chunk_store else None
+    path = None
+    z = group(store, chunk_store=chunk_store, path=path)
 
     # Reload the actual store implementation in case str
     store_to_copy = z.store
@@ -248,41 +178,22 @@ def test_consolidate_metadata(
     else:
         store_class = store
 
-    if zarr_version == 3:
-        # error on v3 if path not provided
-        with pytest.raises(ValueError):
-            consolidate_metadata(store_class, path=None)
-
-        with pytest.raises(ValueError):
-            consolidate_metadata(store_class, path="")
-
     # perform consolidation
     out = consolidate_metadata(store_class, path=path)
     assert isinstance(out, Group)
     assert ["g1", "g2"] == list(out)
     if not stores_from_path:
-        if zarr_version == 2:
-            assert isinstance(out._store, ConsolidatedMetadataStore)
-            assert ".zmetadata" in store
-            meta_keys = [
-                ".zgroup",
-                "g1/.zgroup",
-                "g2/.zgroup",
-                "g2/.zattrs",
-                "g2/arr/.zarray",
-                "g2/arr/.zattrs",
-            ]
-        else:
-            assert isinstance(out._store, ConsolidatedMetadataStoreV3)
-            assert "meta/root/consolidated/.zmetadata" in store
-            meta_keys = [
-                "zarr.json",
-                meta_root + "dataset.group.json",
-                meta_root + "dataset/g1.group.json",
-                meta_root + "dataset/g2.group.json",
-                meta_root + "dataset/g2/arr.array.json",
-                "meta/root/consolidated.group.json",
-            ]
+        assert isinstance(out._store, ConsolidatedMetadataStore)
+        assert ".zmetadata" in store
+        meta_keys = [
+            ".zgroup",
+            "g1/.zgroup",
+            "g2/.zgroup",
+            "g2/.zattrs",
+            "g2/arr/.zarray",
+            "g2/arr/.zattrs",
+        ]
+
         for key in meta_keys:
             del store[key]
 
@@ -293,11 +204,7 @@ def test_consolidate_metadata(
         monkeypatch.setattr(fs_memory.MemoryFileSystem, "isdir", lambda x, y: False)
         monkeypatch.delattr(fs_memory.MemoryFileSystem, "ls")
         fs = fs_memory.MemoryFileSystem()
-        if zarr_version == 2:
-            store_to_open = FSStore("", fs=fs)
-        else:
-            store_to_open = FSStoreV3("", fs=fs)
-
+        store_to_open = FSStore("", fs=fs)
         # copy original store to new unlistable store
         store_to_open.update(store_to_copy)
 
@@ -305,7 +212,7 @@ def test_consolidate_metadata(
         store_to_open = store
 
     # open consolidated
-    z2 = open_consolidated(store_to_open, chunk_store=chunk_store, path=path, **version_kwarg)
+    z2 = open_consolidated(store_to_open, chunk_store=chunk_store, path=path)
     assert ["g1", "g2"] == list(z2)
     assert "world" == z2.g2.attrs["hello"]
     assert 1 == z2.g2.arr.attrs["data"]
@@ -320,26 +227,17 @@ def test_consolidate_metadata(
     if stores_from_path:
         # path string is note a BaseStore subclass so cannot be used to
         # initialize a ConsolidatedMetadataStore.
-        if zarr_version == 2:
-            with pytest.raises(ValueError):
-                cmd = ConsolidatedMetadataStore(store)
-        elif zarr_version == 3:
-            with pytest.raises(ValueError):
-                cmd = ConsolidatedMetadataStoreV3(store)
+
+        with pytest.raises(ValueError):
+            cmd = ConsolidatedMetadataStore(store)
     else:
         # tests del/write on the store
-        if zarr_version == 2:
-            cmd = ConsolidatedMetadataStore(store)
-            with pytest.raises(PermissionError):
-                del cmd[".zgroup"]
-            with pytest.raises(PermissionError):
-                cmd[".zgroup"] = None
-        else:
-            cmd = ConsolidatedMetadataStoreV3(store)
-            with pytest.raises(PermissionError):
-                del cmd[meta_root + "dataset.group.json"]
-            with pytest.raises(PermissionError):
-                cmd[meta_root + "dataset.group.json"] = None
+
+        cmd = ConsolidatedMetadataStore(store)
+        with pytest.raises(PermissionError):
+            del cmd[".zgroup"]
+        with pytest.raises(PermissionError):
+            cmd[".zgroup"] = None
 
         # test getsize on the store
         assert isinstance(getsize(cmd), Integral)
@@ -377,7 +275,6 @@ def test_consolidate_metadata(
         path=path,
         cache_attrs=True,
         synchronizer=None,
-        **version_kwarg,
     )
 
 
@@ -469,7 +366,7 @@ def test_excludes_includes(self):
         copy_store(source, dest, excludes=excludes)
         assert len(dest) == 2
 
-        root = "" if self._version == 2 else meta_root
+        root = ""
         assert root + "foo" not in dest
 
         # multiple excludes
@@ -500,7 +397,7 @@ def test_dry_run(self):
     def test_if_exists(self):
         source = self.source
         dest = self._get_dest_store()
-        root = "" if self._version == 2 else meta_root
+        root = ""
         dest[root + "bar/baz"] = b"mmm"
 
         # default ('raise')
@@ -530,27 +427,6 @@ def test_if_exists(self):
             copy_store(source, dest, if_exists="foobar")
 
 
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestCopyStoreV3(TestCopyStore):
-    _version = 3
-
-    def setUp(self):
-        source = KVStoreV3(dict())
-        source["meta/root/foo"] = b"xxx"
-        source["meta/root/bar/baz"] = b"yyy"
-        source["meta/root/bar/qux"] = b"zzz"
-        self.source = source
-
-    def _get_dest_store(self):
-        return KVStoreV3(dict())
-
-    def test_mismatched_store_versions(self):
-        # cannot copy between stores of mixed Zarr versions
-        dest = KVStore(dict())
-        with pytest.raises(ValueError):
-            copy_store(self.source, dest)
-
-
 def check_copied_array(original, copied, without_attrs=False, expect_props=None):
     # setup
     source_h5py = original.__module__.startswith("h5py.")
@@ -672,28 +548,6 @@ def test_copy_all():
     assert destination_group.subgroup.attrs["info"] == "sub attrs"
 
 
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-def test_copy_all_v3():
-    """
-    https://github.com/zarr-developers/zarr-python/issues/269
-
-    copy_all used to not copy attributes as `.keys()`
-
-    """
-    original_group = zarr.group(store=MemoryStoreV3(), path="group1", overwrite=True)
-    original_group.create_group("subgroup")
-
-    destination_group = zarr.group(store=MemoryStoreV3(), path="group2", overwrite=True)
-
-    # copy from memory to directory store
-    copy_all(
-        original_group,
-        destination_group,
-        dry_run=False,
-    )
-    assert "subgroup" in destination_group
-
-
 class TestCopy:
     @pytest.fixture(params=[False, True], ids=["zarr", "hdf5"])
     def source(self, request, tmpdir):
@@ -948,100 +802,3 @@ def test_logging(self, source, dest, tmpdir):
         # bad option
         with pytest.raises(TypeError):
             copy(source["foo"], dest, dry_run=True, log=True)
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestCopyV3(TestCopy):
-    @pytest.fixture(params=["zarr", "hdf5"])
-    def source(self, request, tmpdir):
-        def prep_source(source):
-            foo = source.create_group("foo")
-            foo.attrs["experiment"] = "weird science"
-            baz = foo.create_dataset("bar/baz", data=np.arange(100), chunks=(50,))
-            baz.attrs["units"] = "metres"
-            if request.param == "hdf5":
-                extra_kws = dict(
-                    compression="gzip",
-                    compression_opts=3,
-                    fillvalue=84,
-                    shuffle=True,
-                    fletcher32=True,
-                )
-            else:
-                extra_kws = dict(compressor=Zlib(3), order="F", fill_value=42, filters=[Adler32()])
-            source.create_dataset(
-                "spam",
-                data=np.arange(100, 200).reshape(20, 5),
-                chunks=(10, 2),
-                dtype="i2",
-                **extra_kws,
-            )
-            return source
-
-        if request.param == "hdf5":
-            h5py = pytest.importorskip("h5py")
-            fn = tmpdir.join("source.h5")
-            with h5py.File(str(fn), mode="w") as h5f:
-                yield prep_source(h5f)
-        elif request.param == "zarr":
-            yield prep_source(group(path="group1", zarr_version=3))
-
-    # Test with various destination StoreV3 types as TestCopyV3 covers rmdir
-    destinations = ["hdf5", "zarr", "zarr_kvstore", "zarr_directorystore", "zarr_sqlitestore"]
-    if have_fsspec:
-        destinations += ["zarr_fsstore"]
-
-    @pytest.fixture(params=destinations)
-    def dest(self, request, tmpdir):
-        if request.param == "hdf5":
-            h5py = pytest.importorskip("h5py")
-            fn = tmpdir.join("dest.h5")
-            with h5py.File(str(fn), mode="w") as h5f:
-                yield h5f
-        elif request.param == "zarr":
-            yield group(path="group2", zarr_version=3)
-        elif request.param == "zarr_kvstore":
-            store = KVStoreV3(dict())
-            yield group(store, path="group2", zarr_version=3)
-        elif request.param == "zarr_fsstore":
-            fn = tmpdir.join("dest.zr3")
-            store = FSStoreV3(str(fn), auto_mkdir=True)
-            yield group(store, path="group2", zarr_version=3)
-        elif request.param == "zarr_directorystore":
-            fn = tmpdir.join("dest.zr3")
-            store = DirectoryStoreV3(str(fn))
-            yield group(store, path="group2", zarr_version=3)
-        elif request.param == "zarr_sqlitestore":
-            fn = tmpdir.join("dest.db")
-            store = SQLiteStoreV3(str(fn))
-            yield group(store, path="group2", zarr_version=3)
-
-    def test_copy_array_create_options(self, source, dest):
-        dest_h5py = dest.__module__.startswith("h5py.")
-
-        # copy array, provide creation options
-        compressor = Zlib(9)
-        create_kws = dict(chunks=(10,))
-        if dest_h5py:
-            create_kws.update(
-                compression="gzip", compression_opts=9, shuffle=True, fletcher32=True, fillvalue=42
-            )
-        else:
-            # v3 case has no filters argument in zarr create_kws
-            create_kws.update(compressor=compressor, fill_value=42, order="F")
-        copy(source["foo/bar/baz"], dest, without_attrs=True, **create_kws)
-        check_copied_array(
-            source["foo/bar/baz"], dest["baz"], without_attrs=True, expect_props=create_kws
-        )
-
-    def test_copy_group_no_name(self, source, dest):
-        if source.__module__.startswith("h5py"):
-            with pytest.raises(TypeError):
-                copy(source, dest)
-        else:
-            # For v3, dest.name will be inferred from source.name
-            copy(source, dest)
-            check_copied_group(source, dest[source.name.lstrip("/")])
-
-        copy(source, dest, name="root")
-        check_copied_group(source, dest["root"])
diff --git a/tests/test_core.py b/tests/test_core.py
index e8d527c4ef..6303371793 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -33,15 +33,9 @@
 import zarr
 from zarr._storage.store import (
     BaseStore,
-    v3_api_available,
-)
-from zarr._storage.v3_storage_transformers import (
-    DummyStorageTransfomer,
-    ShardingStorageTransformer,
-    v3_sharding_available,
 )
+
 from zarr.core import Array
-from zarr.errors import ArrayNotFoundError, ContainsGroupError
 from zarr.meta import json_loads
 from zarr.n5 import N5Store, N5FSStore, n5_keywords
 from zarr.storage import (
@@ -56,24 +50,10 @@
     SQLiteStore,
     atexit_rmglob,
     atexit_rmtree,
-    data_root,
     init_array,
     init_group,
-    meta_root,
     normalize_store_arg,
 )
-from zarr._storage.v3 import (
-    ABSStoreV3,
-    DBMStoreV3,
-    DirectoryStoreV3,
-    FSStoreV3,
-    KVStoreV3,
-    LMDBStoreV3,
-    LRUStoreCacheV3,
-    RmdirV3,
-    SQLiteStoreV3,
-    StoreV3,
-)
 
 from zarr.util import buffer_size
 from .util import abs_container, skip_test_env_var, have_fsspec, mktemp
@@ -82,7 +62,6 @@
 
 
 class TestArray:
-    version = 2
     root = ""
     path = ""
     compressor = Zlib(level=1)
@@ -139,7 +118,7 @@ def test_array_init(self):
         # normal initialization
         store = self.create_store()
         init_array(store, shape=100, chunks=10, dtype="<f8")
-        a = Array(store, zarr_version=self.version)
+        a = Array(store)
         assert isinstance(a, Array)
         assert (100,) == a.shape
         assert (10,) == a.chunks
@@ -152,7 +131,7 @@ def test_array_init(self):
         # initialize at path
         store = self.create_store()
         init_array(store, shape=100, chunks=10, path="foo/bar", dtype="<f8")
-        a = Array(store, path="foo/bar", zarr_version=self.version)
+        a = Array(store, path="foo/bar")
         assert isinstance(a, Array)
         assert (100,) == a.shape
         assert (10,) == a.chunks
@@ -164,13 +143,13 @@ def test_array_init(self):
         # store not initialized
         store = self.create_store()
         with pytest.raises(ValueError):
-            Array(store, zarr_version=self.version)
+            Array(store)
 
         # group is in the way
         store = self.create_store()
         init_group(store, path="baz")
         with pytest.raises(ValueError):
-            Array(store, path="baz", zarr_version=self.version)
+            Array(store, path="baz")
 
     def test_store_has_text_keys(self):
         # Initialize array
@@ -218,28 +197,15 @@ def test_store_has_bytes_values(self):
     def test_nbytes_stored(self):
         # dict as store
         z = self.create_array(shape=1000, chunks=100)
-        if self.version == 3:
-            expect_nbytes_stored = sum(
-                buffer_size(v) for k, v in z.store.items() if k != "zarr.json"
-            )
-        else:
-            expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
+        expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
         assert expect_nbytes_stored == z.nbytes_stored
         z[:] = 42
-        if self.version == 3:
-            expect_nbytes_stored = sum(
-                buffer_size(v) for k, v in z.store.items() if k != "zarr.json"
-            )
-        else:
-            expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
+        expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
         assert expect_nbytes_stored == z.nbytes_stored
 
         # mess with store
         try:
-            if self.version == 2:
-                z.store[z._key_prefix + "foo"] = list(range(10))
-            else:
-                z.store[f"meta/root{z.name}/foo"] = list(range(10))
+            z.store[z._key_prefix + "foo"] = list(range(10))
             assert -1 == z.nbytes_stored
         except TypeError:
             pass
@@ -618,8 +584,6 @@ def test_setitem_data_not_shared(self):
         z.store.close()
 
     def expected(self):
-        # tests for array without path will not be run for v3 stores
-        assert self.version == 2
         return [
             "063b02ff8d9d3bab6da932ad5828b506ef0a6578",
             "f97b84dc9ffac807415f750100108764e837bb82",
@@ -1580,17 +1544,11 @@ def test_attributes(self):
         a.attrs["foo"] = "bar"
         assert a.attrs.key in a.store
         attrs = json_loads(a.store[a.attrs.key])
-        if self.version > 2:
-            # in v3, attributes are in a sub-dictionary of the metadata
-            attrs = attrs["attributes"]
         assert "foo" in attrs and attrs["foo"] == "bar"
 
         a.attrs["bar"] = "foo"
         assert a.attrs.key in a.store
         attrs = json_loads(a.store[a.attrs.key])
-        if self.version > 2:
-            # in v3, attributes are in a sub-dictionary of the metadata
-            attrs = attrs["attributes"]
         assert "foo" in attrs and attrs["foo"] == "bar"
         assert "bar" in attrs and attrs["bar"] == "foo"
         a.store.close()
@@ -2298,7 +2256,7 @@ def test_nbytes_stored(self):
 class TestArrayNoCache(TestArray):
     def test_cache_metadata(self):
         a1 = self.create_array(shape=100, chunks=10, dtype="i1", cache_metadata=False)
-        path = None if self.version == 2 else a1.path
+        path = None
         a2 = Array(a1.store, path=path, cache_metadata=True)
         assert a1.shape == a2.shape
         assert a1.size == a2.size
@@ -2339,7 +2297,7 @@ def test_cache_metadata(self):
 
     def test_cache_attrs(self):
         a1 = self.create_array(shape=100, chunks=10, dtype="i1", cache_attrs=False)
-        path = None if self.version == 2 else "arr1"
+        path = None
         a2 = Array(a1.store, path=path, cache_attrs=True)
         assert a1.attrs.asdict() == a2.attrs.asdict()
 
@@ -2460,7 +2418,7 @@ def test_read_nitems_less_than_blocksize_from_multiple_chunks(self):
         """
         z = self.create_array(shape=1000000, chunks=100_000)
         z[40_000:80_000] = 1
-        path = None if self.version == 2 else z.path
+        path = None
         b = Array(z.store, path=path, read_only=True, partial_decompress=True)
         assert (b[40_000:80_000] == 1).all()
 
@@ -2470,7 +2428,7 @@ def test_read_from_all_blocks(self):
         """
         z = self.create_array(shape=1000000, chunks=100_000)
         z[2:99_000] = 1
-        path = None if self.version == 2 else z.path
+        path = None
         b = Array(z.store, path=path, read_only=True, partial_decompress=True)
         assert (b[2:99_000] == 1).all()
 
@@ -2517,7 +2475,7 @@ def test_read_nitems_less_than_blocksize_from_multiple_chunks(self):
         """
         z = self.create_array(shape=1000000, chunks=100_000)
         z[40_000:80_000] = 1
-        path = None if self.version == 2 else z.path
+        path = None
         b = Array(z.store, path=path, read_only=True, partial_decompress=True)
         assert (b[40_000:80_000] == 1).all()
 
@@ -2527,607 +2485,11 @@ def test_read_from_all_blocks(self):
         """
         z = self.create_array(shape=1000000, chunks=100_000)
         z[2:99_000] = 1
-        path = None if self.version == 2 else z.path
+        path = None
         b = Array(z.store, path=path, read_only=True, partial_decompress=True)
         assert (b[2:99_000] == 1).all()
 
 
-####
-# StoreV3 test classes inheriting from the above below this point
-####
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayV3(TestArray):
-    version = 3
-    root = meta_root
-    path = "arr1"
-
-    def create_store(self):
-        return KVStoreV3(dict())
-
-    def expected(self):
-        # tests for array without path will not be run for v3 stores
-        assert self.version == 3
-        return [
-            "73ab8ace56719a5c9308c3754f5e2d57bc73dc20",
-            "5fb3d02b8f01244721582929b3cad578aec5cea5",
-            "26b098bedb640846e18dc2fbc1c27684bb02b532",
-            "799a458c287d431d747bec0728987ca4fe764549",
-            "c780221df84eb91cb62f633f12d3f1eaa9cee6bd",
-        ]
-
-    # TODO: fix test_nbytes_stored
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithPathV3(TestArrayV3):
-    def test_array_init(self):
-        store = self.create_store()
-        # can initialize an array without a path
-        init_array(store, shape=100, chunks=10, dtype="<f8")
-        b = Array(store)
-        assert not b.is_view
-        assert isinstance(b, Array)
-        assert (100,) == b.shape
-        assert (10,) == b.chunks
-        assert "" == b.path
-        assert b.name is None
-        assert b.basename is None
-        assert store is b.store
-        assert "968dccbbfc0139f703ead2fd1d503ad6e44db307" == b.hexdigest()
-
-        # initialize at path
-        store = self.create_store()
-        path = "foo/bar"
-        init_array(store, shape=100, chunks=10, path=path, dtype="<f8")
-        a = Array(store, path=path)
-        assert not a.is_view
-        assert isinstance(a, Array)
-        assert (100,) == a.shape
-        assert (10,) == a.chunks
-        assert path == a.path
-        assert "/" + path == a.name
-        assert "bar" == a.basename
-        assert store is a.store
-        assert "968dccbbfc0139f703ead2fd1d503ad6e44db307" == a.hexdigest()
-
-        # store not initialized
-        store = self.create_store()
-        with pytest.raises(ValueError):
-            Array(store)
-
-        # group is in the way
-        store = self.create_store()
-        path = "baz"
-        init_group(store, path=path)
-        # can't open with an uninitialized array
-        with pytest.raises(ArrayNotFoundError):
-            Array(store, path=path)
-        # can't open at same path as an existing group
-        with pytest.raises(ContainsGroupError):
-            init_array(store, shape=100, chunks=10, path=path, dtype="<f8")
-        group_key = meta_root + path + ".group.json"
-        assert group_key in store
-        del store[group_key]
-        init_array(store, shape=100, chunks=10, path=path, dtype="<f8")
-        Array(store, path=path)
-        assert group_key not in store
-        assert (meta_root + path + ".array.json") in store
-
-    def expected(self):
-        return [
-            "73ab8ace56719a5c9308c3754f5e2d57bc73dc20",
-            "5fb3d02b8f01244721582929b3cad578aec5cea5",
-            "26b098bedb640846e18dc2fbc1c27684bb02b532",
-            "799a458c287d431d747bec0728987ca4fe764549",
-            "c780221df84eb91cb62f633f12d3f1eaa9cee6bd",
-        ]
-
-    def test_nbytes_stored(self):
-        # dict as store
-        z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
-        assert expect_nbytes_stored == z.nbytes_stored
-        z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
-        assert expect_nbytes_stored == z.nbytes_stored
-        assert z.nchunks_initialized == 10
-
-        # mess with store
-        if not isinstance(z.store, (LRUStoreCacheV3, FSStoreV3)):
-            z.store[data_root + z._key_prefix + "foo"] = list(range(10))
-            assert -1 == z.nbytes_stored
-
-        z.store.close()
-
-    def test_view(self):
-        # dict as store
-        z = self.create_array(shape=1005, chunks=100, dtype=float)
-
-        # with with different dtype
-        x = z.view(dtype=bytes)
-        assert x.is_view
-        assert x.dtype == bytes
-
-        new_shape = (1, z.shape[0])
-        x = z.view(shape=new_shape)
-        assert x.is_view
-        assert x.shape == new_shape
-
-        x = z.view(chunks=10)
-        assert x.is_view
-        assert x.chunks == (10,)
-
-        x = z.view(fill_value=5)
-        assert x.is_view
-        assert x[-1] == 5
-
-        with pytest.raises(PermissionError):
-            x.fill_value = 8
-
-    def test_nchunks_initialized(self):
-        # copied from TestArray so the empty version from TestArrayWithPath is
-        # not used
-
-        z = self.create_array(shape=100, chunks=10)
-        assert 0 == z.nchunks_initialized
-        # manually put something into the store to confuse matters
-        z.store["meta/root/foo"] = b"bar"
-        assert 0 == z.nchunks_initialized
-        z[:] = 42
-        assert 10 == z.nchunks_initialized
-
-        z.store.close()
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithChunkStoreV3(TestArrayV3):
-    compressor = Blosc()
-
-    def create_chunk_store(self):
-        store = KVStoreV3(dict())
-        return store
-
-    def expected(self):
-        return [
-            "1509abec4285494b61cd3e8d21f44adc3cf8ddf6",
-            "7cfb82ec88f7ecb7ab20ae3cb169736bc76332b8",
-            "b663857bb89a8ab648390454954a9cdd453aa24b",
-            "21e90fa927d09cbaf0e3b773130e2dc05d18ff9b",
-            "e8c1fdd18b5c2ee050b59d0c8c95d07db642459c",
-        ]
-
-    def test_nbytes_stored(self):
-        z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
-        expect_nbytes_stored += sum(
-            buffer_size(v) for k, v in z.chunk_store.items() if k != "zarr.json"
-        )
-        assert expect_nbytes_stored == z.nbytes_stored
-        z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
-        expect_nbytes_stored += sum(
-            buffer_size(v) for k, v in z.chunk_store.items() if k != "zarr.json"
-        )
-        assert expect_nbytes_stored == z.nbytes_stored
-
-        # mess with store
-        z.chunk_store[data_root + z._key_prefix + "foo"] = list(range(10))
-        assert -1 == z.nbytes_stored
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithDirectoryStoreV3(TestArrayV3):
-    def create_store(self) -> BaseStore:
-        path = mkdtemp()
-        atexit.register(shutil.rmtree, path)
-        return DirectoryStoreV3(path)
-
-    def test_nbytes_stored(self):
-        # dict as store
-        z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
-        assert expect_nbytes_stored == z.nbytes_stored
-        z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
-        assert expect_nbytes_stored == z.nbytes_stored
-
-
-@skip_test_env_var("ZARR_TEST_ABS")
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithABSStoreV3(TestArrayV3):
-    def create_store(self) -> ABSStoreV3:
-        client = abs_container()
-        store = ABSStoreV3(client=client)
-        store.rmdir()
-        return store
-
-
-# TODO: TestArrayWithN5StoreV3
-# class TestArrayWithN5StoreV3(TestArrayWithDirectoryStoreV3):
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithDBMStoreV3(TestArrayV3):
-    def create_store(self) -> DBMStoreV3:
-        path = mktemp(suffix=".anydbm")
-        atexit.register(atexit_rmglob, path + "*")
-        store = DBMStoreV3(path, flag="n")
-        return store
-
-    def test_nbytes_stored(self):
-        pass  # not implemented
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithDBMStoreV3BerkeleyDB(TestArrayV3):
-    def create_store(self) -> DBMStoreV3:
-        bsddb3 = pytest.importorskip("bsddb3")
-        path = mktemp(suffix=".dbm")
-        atexit.register(os.remove, path)
-        store = DBMStoreV3(path, flag="n", open=bsddb3.btopen)
-        return store
-
-    def test_nbytes_stored(self):
-        pass  # not implemented
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithLMDBStoreV3(TestArrayV3):
-    lmdb_buffers = True
-
-    def create_store(self) -> LMDBStoreV3:
-        pytest.importorskip("lmdb")
-        path = mktemp(suffix=".lmdb")
-        atexit.register(atexit_rmtree, path)
-        store = LMDBStoreV3(path, buffers=self.lmdb_buffers)
-        return store
-
-    def test_store_has_bytes_values(self):
-        pass  # returns values as memoryviews/buffers instead of bytes
-
-    def test_nbytes_stored(self):
-        pass  # not implemented
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithLMDBStoreV3NoBuffers(TestArrayWithLMDBStoreV3):
-    lmdb_buffers = False
-
-    def test_nbytes_stored(self):
-        pass  # not implemented
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithSQLiteStoreV3(TestArrayV3):
-    def create_store(self):
-        pytest.importorskip("sqlite3")
-        path = mktemp(suffix=".db")
-        atexit.register(atexit_rmtree, path)
-        store = SQLiteStoreV3(path)
-        return store
-
-    def test_nbytes_stored(self):
-        pass  # not implemented
-
-
-# skipped adding V3 equivalents for compressors (no change in v3):
-#    TestArrayWithNoCompressor
-#    TestArrayWithBZ2Compressor
-#    TestArrayWithBloscCompressor
-#    TestArrayWithLZMACompressor
-
-# skipped test with filters  (v3 protocol removed filters)
-#    TestArrayWithFilters
-
-
-# custom store, does not support getsize()
-# Note: this custom mapping doesn't actually have all methods in the
-#       v3 spec (e.g. erase), but they aren't needed here.
-
-
-class CustomMappingV3(RmdirV3, StoreV3):
-    def __init__(self):
-        self.inner = KVStoreV3(dict())
-
-    def __iter__(self):
-        return iter(self.keys())
-
-    def __len__(self):
-        return len(self.inner)
-
-    def keys(self):
-        return self.inner.keys()
-
-    def values(self):
-        return self.inner.values()
-
-    def get(self, item, default=None):
-        try:
-            return self.inner[item]
-        except KeyError:
-            return default
-
-    def __getitem__(self, item):
-        return self.inner[item]
-
-    def __setitem__(self, item, value):
-        self.inner[item] = ensure_bytes(value)
-
-    def __delitem__(self, key):
-        del self.inner[key]
-
-    def __contains__(self, item):
-        return item in self.inner
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithCustomMappingV3(TestArrayV3):
-    def create_store(self):
-        store = CustomMappingV3()
-        return store
-
-    def test_nbytes_stored(self):
-        z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
-        assert expect_nbytes_stored == z.nbytes_stored
-        z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z.store.items() if k != "zarr.json")
-        assert expect_nbytes_stored == z.nbytes_stored
-
-    def test_len(self):
-        # dict as store
-        z = self.create_array(shape=1000, chunks=100)
-        assert len(z._store) == 2
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayNoCacheV3(TestArrayWithPathV3):
-    def create_store(self):
-        store = KVStoreV3(dict())
-        return store
-
-    def test_object_arrays_danger(self):
-        # skip this one as it only works if metadata are cached
-        pass
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithStoreCacheV3(TestArrayV3):
-    def create_store(self):
-        store = LRUStoreCacheV3(dict(), max_size=None)
-        return store
-
-    def test_store_has_bytes_values(self):
-        # skip as the cache has no control over how the store provides values
-        pass
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithFSStoreV3(TestArrayV3):
-    compressor = Blosc()
-
-    def create_store(self):
-        path = mkdtemp()
-        atexit.register(shutil.rmtree, path)
-        key_separator = self.dimension_separator
-        store = FSStoreV3(
-            path,
-            key_separator=key_separator,
-            auto_mkdir=True,
-            create=True,
-            check=True,
-            missing_exceptions=None,
-        )
-        return store
-
-    def expected(self):
-        return [
-            "1509abec4285494b61cd3e8d21f44adc3cf8ddf6",
-            "7cfb82ec88f7ecb7ab20ae3cb169736bc76332b8",
-            "b663857bb89a8ab648390454954a9cdd453aa24b",
-            "21e90fa927d09cbaf0e3b773130e2dc05d18ff9b",
-            "e8c1fdd18b5c2ee050b59d0c8c95d07db642459c",
-        ]
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithFSStoreV3FromFilesystem(TestArrayWithFSStoreV3):
-    def create_store(self):
-        from fsspec.implementations.local import LocalFileSystem
-
-        fs = LocalFileSystem(auto_mkdir=True)
-        path = mkdtemp()
-        atexit.register(shutil.rmtree, path)
-        key_separator = self.dimension_separator
-        store = FSStoreV3(
-            path,
-            fs=fs,
-            key_separator=key_separator,
-            create=True,
-            check=True,
-            missing_exceptions=None,
-        )
-        return store
-
-    def expected(self):
-        return [
-            "1509abec4285494b61cd3e8d21f44adc3cf8ddf6",
-            "7cfb82ec88f7ecb7ab20ae3cb169736bc76332b8",
-            "b663857bb89a8ab648390454954a9cdd453aa24b",
-            "21e90fa927d09cbaf0e3b773130e2dc05d18ff9b",
-            "e8c1fdd18b5c2ee050b59d0c8c95d07db642459c",
-        ]
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithFSStoreV3PartialRead(TestArrayWithFSStoreV3):
-    partial_decompress = True
-
-    def expected(self):
-        return [
-            "1509abec4285494b61cd3e8d21f44adc3cf8ddf6",
-            "7cfb82ec88f7ecb7ab20ae3cb169736bc76332b8",
-            "b663857bb89a8ab648390454954a9cdd453aa24b",
-            "21e90fa927d09cbaf0e3b773130e2dc05d18ff9b",
-            "e8c1fdd18b5c2ee050b59d0c8c95d07db642459c",
-        ]
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-@pytest.mark.skipif(not v3_sharding_available, reason="sharding is disabled")
-class TestArrayWithFSStoreV3PartialReadUncompressedSharded(TestArrayWithFSStoreV3):
-    partial_decompress = True
-    compressor = None
-
-    def create_storage_transformers(self, shape) -> Tuple[Any]:
-        num_dims = 1 if isinstance(shape, int) else len(shape)
-        sharding_transformer = ShardingStorageTransformer(
-            "indexed", chunks_per_shard=(2,) * num_dims
-        )
-        return (sharding_transformer,)
-
-    def test_nbytes_stored(self):
-        z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z._store.items() if k != "zarr.json")
-        assert expect_nbytes_stored == z.nbytes_stored
-        z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z._store.items() if k != "zarr.json")
-        assert expect_nbytes_stored == z.nbytes_stored
-
-    def test_supports_efficient_get_set_partial_values(self):
-        z = self.create_array(shape=100, chunks=10)
-        assert z.chunk_store.supports_efficient_get_partial_values
-        assert not z.chunk_store.supports_efficient_set_partial_values()
-
-    def expected(self):
-        return [
-            "90109fc2a4e17efbcb447003ea1c08828b91f71e",
-            "2b73519f7260dba3ddce0d2b70041888856fec6b",
-            "bca5798be2ed71d444f3045b05432d937682b7dd",
-            "9ff1084501e28520e577662a6e3073f1116c76a2",
-            "882a97cad42417f90f111d0cb916a21579650467",
-        ]
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithFSStoreV3Nested(TestArrayWithFSStoreV3):
-    dimension_separator = "/"
-
-    def expected(self):
-        return [
-            "1509abec4285494b61cd3e8d21f44adc3cf8ddf6",
-            "7cfb82ec88f7ecb7ab20ae3cb169736bc76332b8",
-            "b663857bb89a8ab648390454954a9cdd453aa24b",
-            "21e90fa927d09cbaf0e3b773130e2dc05d18ff9b",
-            "e8c1fdd18b5c2ee050b59d0c8c95d07db642459c",
-        ]
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithFSStoreV3NestedPartialRead(TestArrayWithFSStoreV3):
-    dimension_separator = "/"
-
-    def expected(self):
-        return [
-            "1509abec4285494b61cd3e8d21f44adc3cf8ddf6",
-            "7cfb82ec88f7ecb7ab20ae3cb169736bc76332b8",
-            "b663857bb89a8ab648390454954a9cdd453aa24b",
-            "21e90fa927d09cbaf0e3b773130e2dc05d18ff9b",
-            "e8c1fdd18b5c2ee050b59d0c8c95d07db642459c",
-        ]
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestArrayWithStorageTransformersV3(TestArrayWithChunkStoreV3):
-    def create_storage_transformers(self, shape) -> Tuple[Any]:
-        return (
-            DummyStorageTransfomer("dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT),
-        )
-
-    def expected(self):
-        return [
-            "3fb9a4f8233b09ad02067b6b7fc9fd5caa405c7d",
-            "89c8eb364beb84919fc9153d2c1ed2696274ec18",
-            "73307055c3aec095dd1232c38d793ef82a06bd97",
-            "6152c09255a5efa43b1a115546e35affa00c138c",
-            "2f8802fc391f67f713302e84fad4fd8f1366d6c2",
-        ]
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-@pytest.mark.skipif(not v3_sharding_available, reason="sharding is disabled")
-class TestArrayWithShardingStorageTransformerV3(TestArrayV3):
-    compressor = None
-
-    def create_storage_transformers(self, shape) -> Tuple[Any]:
-        num_dims = 1 if isinstance(shape, int) else len(shape)
-        return (ShardingStorageTransformer("indexed", chunks_per_shard=(2,) * num_dims),)
-
-    def test_nbytes_stored(self):
-        z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z._store.items() if k != "zarr.json")
-        assert expect_nbytes_stored == z.nbytes_stored
-        z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v) for k, v in z._store.items() if k != "zarr.json")
-        assert expect_nbytes_stored == z.nbytes_stored
-
-        # mess with store
-        z.store[data_root + z._key_prefix + "foo"] = list(range(10))
-        assert -1 == z.nbytes_stored
-
-    def test_keys_inner_store(self):
-        z = self.create_array(shape=1000, chunks=100)
-        assert z.chunk_store.keys() == z._store.keys()
-        meta_keys = set(z.store.keys())
-        z[:] = 42
-        assert len(z.chunk_store.keys() - meta_keys) == 10
-        # inner store should have half the data keys,
-        # since chunks_per_shard is 2:
-        assert len(z._store.keys() - meta_keys) == 5
-
-    def test_supports_efficient_get_set_partial_values(self):
-        z = self.create_array(shape=100, chunks=10)
-        assert not z.chunk_store.supports_efficient_get_partial_values
-        assert not z.chunk_store.supports_efficient_set_partial_values()
-
-    def expected(self):
-        return [
-            "90109fc2a4e17efbcb447003ea1c08828b91f71e",
-            "2b73519f7260dba3ddce0d2b70041888856fec6b",
-            "bca5798be2ed71d444f3045b05432d937682b7dd",
-            "9ff1084501e28520e577662a6e3073f1116c76a2",
-            "882a97cad42417f90f111d0cb916a21579650467",
-        ]
-
-
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-def test_array_mismatched_store_versions():
-    store_v3 = KVStoreV3(dict())
-    store_v2 = KVStore(dict())
-
-    # separate chunk store
-    chunk_store_v2 = KVStore(dict())
-    chunk_store_v3 = KVStoreV3(dict())
-
-    init_kwargs = dict(shape=100, chunks=10, dtype="<f8")
-    init_array(store_v2, path="dataset", chunk_store=chunk_store_v2, **init_kwargs)
-    init_array(store_v3, path="dataset", chunk_store=chunk_store_v3, **init_kwargs)
-
-    # store and chunk_store must have the same zarr protocol version
-    with pytest.raises(ValueError):
-        Array(store_v3, path="dataset", read_only=False, chunk_store=chunk_store_v2)
-    with pytest.raises(ValueError):
-        Array(store_v2, path="dataset", read_only=False, chunk_store=chunk_store_v3)
-
-
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 def test_issue_1279(tmpdir):
     """See <https://github.com/zarr-developers/zarr-python/issues/1279>"""
diff --git a/tests/test_creation.py b/tests/test_creation.py
index 27ce00bc8a..369d755700 100644
--- a/tests/test_creation.py
+++ b/tests/test_creation.py
@@ -7,8 +7,6 @@
 import pytest
 from numpy.testing import assert_array_equal
 
-from zarr._storage.store import DEFAULT_ZARR_VERSION
-from zarr._storage.v3_storage_transformers import DummyStorageTransfomer
 from zarr.codecs import Zlib
 from zarr.core import Array
 from zarr.creation import (
@@ -28,14 +26,12 @@
 from zarr.hierarchy import open_group
 from zarr.n5 import N5Store
 from zarr.storage import DirectoryStore, KVStore
-from zarr._storage.store import v3_api_available
-from zarr._storage.v3 import DirectoryStoreV3, KVStoreV3
 from zarr.sync import ThreadSynchronizer
 from .util import mktemp, have_fsspec
 
 
-_VERSIONS = (None, 2, 3) if v3_api_available else (None, 2)
-_VERSIONS2 = (2, 3) if v3_api_available else (2,)
+_VERSIONS = (None, 2)
+_VERSIONS2 = (2,)
 
 
 # something bcolz-like
@@ -64,25 +60,22 @@ def __getitem__(self, item):
         return self.data[item]
 
 
-def _init_creation_kwargs(zarr_version, at_root=True):
-    kwargs = {"zarr_version": zarr_version}
+def _init_creation_kwargs(at_root=True):
+    kwargs = {}
     if not at_root:
         kwargs["path"] = "array"
     return kwargs
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_array(zarr_version, at_root):
-    expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
-    kwargs = _init_creation_kwargs(zarr_version, at_root)
+def test_array(at_root):
+    kwargs = _init_creation_kwargs(at_root)
 
     # with numpy array
     a = np.arange(100)
     z = array(a, chunks=10, **kwargs)
     assert a.shape == z.shape
     assert a.dtype == z.dtype
-    assert z._store._store_version == expected_zarr_version
     assert_array_equal(a, z[:])
 
     # with array-like
@@ -131,39 +124,35 @@ def test_array(zarr_version, at_root):
     assert np.dtype("i8") == z.dtype
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_empty(zarr_version, at_root):
-    kwargs = _init_creation_kwargs(zarr_version, at_root)
+def test_empty(at_root):
+    kwargs = _init_creation_kwargs(at_root)
     z = empty(100, chunks=10, **kwargs)
     assert (100,) == z.shape
     assert (10,) == z.chunks
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_zeros(zarr_version, at_root):
-    kwargs = _init_creation_kwargs(zarr_version, at_root)
+def test_zeros(at_root):
+    kwargs = _init_creation_kwargs(at_root)
     z = zeros(100, chunks=10, **kwargs)
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert_array_equal(np.zeros(100), z[:])
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_ones(zarr_version, at_root):
-    kwargs = _init_creation_kwargs(zarr_version, at_root)
+def test_ones(at_root):
+    kwargs = _init_creation_kwargs(at_root)
     z = ones(100, chunks=10, **kwargs)
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert_array_equal(np.ones(100), z[:])
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_full(zarr_version, at_root):
-    kwargs = _init_creation_kwargs(zarr_version, at_root)
+def test_full(at_root):
+    kwargs = _init_creation_kwargs(at_root)
     z = full(100, chunks=10, fill_value=42, dtype="i4", **kwargs)
     assert (100,) == z.shape
     assert (10,) == z.chunks
@@ -174,10 +163,9 @@ def test_full(zarr_version, at_root):
     assert np.all(np.isnan(z[:]))
 
 
-@pytest.mark.parametrize("zarr_version", [None, 2])  # TODO
-def test_full_additional_dtypes(zarr_version):
+def test_full_additional_dtypes():
     """Test additional types that aren't part of the base v3 spec."""
-    kwargs = _init_creation_kwargs(zarr_version)
+    kwargs = _init_creation_kwargs()
     # NaT
     z = full(100, chunks=10, fill_value="NaT", dtype="M8[s]", **kwargs)
     assert np.all(np.isnat(z[:]))
@@ -209,11 +197,10 @@ def test_full_additional_dtypes(zarr_version):
 
 
 @pytest.mark.parametrize("dimension_separator", [".", "/", None])
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_open_array(zarr_version, at_root, dimension_separator):
+def test_open_array(at_root, dimension_separator):
     store = "data/array.zarr"
-    kwargs = _init_creation_kwargs(zarr_version, at_root)
+    kwargs = _init_creation_kwargs(at_root)
 
     # mode == 'w'
     z = open_array(
@@ -221,23 +208,19 @@ def test_open_array(zarr_version, at_root, dimension_separator):
     )
     z[:] = 42
     assert isinstance(z, Array)
-    if z._store._store_version == 2:
-        assert isinstance(z.store, DirectoryStore)
-    else:
-        assert isinstance(z.store, DirectoryStoreV3)
+
+    assert isinstance(z.store, DirectoryStore)
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert_array_equal(np.full(100, fill_value=42), z[:])
 
     if dimension_separator is None:
-        assert z._dimension_separator == "/" if zarr_version == 3 else "."
+        assert z._dimension_separator == "."
     else:
         assert z._dimension_separator == dimension_separator
 
     # mode in 'r', 'r+'
     group_kwargs = kwargs.copy()
-    if zarr_version == 3:
-        group_kwargs["path"] = "group"
     open_group("data/group.zarr", mode="w", **group_kwargs)
     for mode in "r", "r+":
         with pytest.raises(ValueError):
@@ -246,10 +229,7 @@ def test_open_array(zarr_version, at_root, dimension_separator):
             open_array("data/group.zarr", mode=mode)
     z = open_array(store, mode="r", **kwargs)
     assert isinstance(z, Array)
-    if z._store._store_version == 2:
-        assert isinstance(z.store, DirectoryStore)
-    else:
-        assert isinstance(z.store, DirectoryStoreV3)
+    assert isinstance(z.store, DirectoryStore)
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert_array_equal(np.full(100, fill_value=42), z[:])
@@ -257,10 +237,7 @@ def test_open_array(zarr_version, at_root, dimension_separator):
         z[:] = 43
     z = open_array(store, mode="r+", **kwargs)
     assert isinstance(z, Array)
-    if z._store._store_version == 2:
-        assert isinstance(z.store, DirectoryStore)
-    else:
-        assert isinstance(z.store, DirectoryStoreV3)
+    assert isinstance(z.store, DirectoryStore)
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert_array_equal(np.full(100, fill_value=42), z[:])
@@ -272,18 +249,12 @@ def test_open_array(zarr_version, at_root, dimension_separator):
     z = open_array(store, mode="a", shape=100, chunks=10, **kwargs)
     z[:] = 42
     assert isinstance(z, Array)
-    if z._store._store_version == 2:
-        assert isinstance(z.store, DirectoryStore)
-    else:
-        assert isinstance(z.store, DirectoryStoreV3)
+    assert isinstance(z.store, DirectoryStore)
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert_array_equal(np.full(100, fill_value=42), z[:])
 
-    expected_error = TypeError if zarr_version == 3 else ValueError
-    # v3 path does not conflict, but will raise TypeError without shape kwarg
-    with pytest.raises(expected_error):
-        # array would end up at data/group.zarr/meta/root/array.array.json
+    with pytest.raises(ValueError):
         open_array("data/group.zarr", mode="a", **kwargs)
 
     # mode in 'w-', 'x'
@@ -292,18 +263,14 @@ def test_open_array(zarr_version, at_root, dimension_separator):
         z = open_array(store, mode=mode, shape=100, chunks=10, **kwargs)
         z[:] = 42
         assert isinstance(z, Array)
-        if z._store._store_version == 2:
-            assert isinstance(z.store, DirectoryStore)
-        else:
-            assert isinstance(z.store, DirectoryStoreV3)
+        assert isinstance(z.store, DirectoryStore)
         assert (100,) == z.shape
         assert (10,) == z.chunks
         assert_array_equal(np.full(100, fill_value=42), z[:])
         with pytest.raises(ValueError):
             open_array(store, mode=mode, **kwargs)
-        expected_error = TypeError if zarr_version == 3 else ValueError
-        # v3 path does not conflict, but will raise TypeError without shape kwarg
-        with pytest.raises(expected_error):
+
+        with pytest.raises(ValueError):
             open_array("data/group.zarr", mode=mode, **kwargs)
 
     # with synchronizer
@@ -327,21 +294,15 @@ def test_open_array(zarr_version, at_root, dimension_separator):
 
 
 def test_open_array_none():
-    # open with both store and zarr_version = None
+    # open with store = None
     z = open_array(mode="w", shape=100, chunks=10)
     assert isinstance(z, Array)
-    assert z._version == 2
 
 
 @pytest.mark.parametrize("dimension_separator", [".", "/", None])
-@pytest.mark.parametrize("zarr_version", _VERSIONS2)
-def test_open_array_infer_separator_from_store(zarr_version, dimension_separator):
-    if zarr_version == 3:
-        StoreClass = DirectoryStoreV3
-        path = "data"
-    else:
-        StoreClass = DirectoryStore
-        path = None
+def test_open_array_infer_separator_from_store(dimension_separator):
+    StoreClass = DirectoryStore
+    path = None
     store = StoreClass("data/array.zarr", dimension_separator=dimension_separator)
 
     # Note: no dimension_separator kwarg to open_array
@@ -349,25 +310,20 @@ def test_open_array_infer_separator_from_store(zarr_version, dimension_separator
     z = open_array(store, path=path, mode="w", shape=100, chunks=10)
     z[:] = 42
     assert isinstance(z, Array)
-    if z._store._store_version == 2:
-        assert isinstance(z.store, DirectoryStore)
-    else:
-        assert isinstance(z.store, DirectoryStoreV3)
+    assert isinstance(z.store, DirectoryStore)
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert_array_equal(np.full(100, fill_value=42), z[:])
 
     if dimension_separator is None:
-        assert z._dimension_separator == "/" if zarr_version == 3 else "."
+        assert z._dimension_separator == "."
     else:
         assert z._dimension_separator == dimension_separator
 
 
-# TODO: N5 support for v3
-@pytest.mark.parametrize("zarr_version", [None, 2])
-def test_open_array_n5(zarr_version):
+def test_open_array_n5():
     store = "data/array.zarr"
-    kwargs = _init_creation_kwargs(zarr_version)
+    kwargs = _init_creation_kwargs()
 
     # for N5 store
     store = "data/array.n5"
@@ -381,8 +337,6 @@ def test_open_array_n5(zarr_version):
 
     store = "data/group.n5"
     group_kwargs = kwargs.copy()
-    # if zarr_version == 3:
-    #     group_kwargs['path'] = 'group'
     z = open_group(store, mode="w", **group_kwargs)
     i = z.create_group("inner")
     a = i.zeros("array", shape=100, chunks=10)
@@ -401,13 +355,12 @@ def test_open_array_n5(zarr_version):
     assert_array_equal(np.full(100, fill_value=42), a[:])
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_open_array_dict_store(zarr_version, at_root):
+def test_open_array_dict_store(at_root):
     # dict will become a KVStore
     store = dict()
-    kwargs = _init_creation_kwargs(zarr_version, at_root)
-    expected_store_type = KVStoreV3 if zarr_version == 3 else KVStore
+    kwargs = _init_creation_kwargs(at_root)
+    expected_store_type = KVStore
 
     # mode == 'w'
     z = open_array(store, mode="w", shape=100, chunks=10, **kwargs)
@@ -419,11 +372,10 @@ def test_open_array_dict_store(zarr_version, at_root):
     assert_array_equal(np.full(100, fill_value=42), z[:])
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_create_in_dict(zarr_version, at_root):
-    kwargs = _init_creation_kwargs(zarr_version, at_root)
-    expected_store_type = KVStoreV3 if zarr_version == 3 else KVStore
+def test_create_in_dict(at_root):
+    kwargs = _init_creation_kwargs(at_root)
+    expected_store_type = KVStore
 
     for func in [empty, zeros, ones]:
         a = func(100, store=dict(), **kwargs)
@@ -434,27 +386,23 @@ def test_create_in_dict(zarr_version, at_root):
 
 
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_create_writeable_mode(zarr_version, at_root, tmp_path):
+def test_create_writeable_mode(at_root, tmp_path):
     # Regression test for https://github.com/zarr-developers/zarr-python/issues/1306
     import fsspec
 
-    kwargs = _init_creation_kwargs(zarr_version, at_root)
+    kwargs = _init_creation_kwargs(at_root)
     store = fsspec.get_mapper(str(tmp_path))
     z = create(100, store=store, **kwargs)
     assert z.store.map == store
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_empty_like(zarr_version, at_root):
-    kwargs = _init_creation_kwargs(zarr_version, at_root)
-    expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
+def test_empty_like(at_root):
+    kwargs = _init_creation_kwargs(at_root)
 
     # zarr array
     z = empty(100, chunks=10, dtype="f4", compressor=Zlib(5), order="F", **kwargs)
-    # zarr_version will be inferred from z, but have to specify a path in v3
     z2 = empty_like(z, path=kwargs.get("path"))
     assert z.shape == z2.shape
     assert z.chunks == z2.chunks
@@ -462,7 +410,6 @@ def test_empty_like(zarr_version, at_root):
     assert z.compressor.get_config() == z2.compressor.get_config()
     assert z.fill_value == z2.fill_value
     assert z.order == z2.order
-    assert z._store._store_version == z2._store._store_version == expected_zarr_version
 
     # numpy array
     a = np.empty(100, dtype="f4")
@@ -471,7 +418,6 @@ def test_empty_like(zarr_version, at_root):
     assert (100,) == z3.chunks
     assert a.dtype == z3.dtype
     assert z3.fill_value is None
-    assert z3._store._store_version == expected_zarr_version
 
     # something slightly silly
     a = [0] * 100
@@ -494,11 +440,9 @@ def test_empty_like(zarr_version, at_root):
     assert isinstance(z.chunks, tuple)
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_zeros_like(zarr_version, at_root):
-    kwargs = _init_creation_kwargs(zarr_version, at_root)
-    expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
+def test_zeros_like(at_root):
+    kwargs = _init_creation_kwargs(at_root)
 
     # zarr array
     z = zeros(100, chunks=10, dtype="f4", compressor=Zlib(5), order="F", **kwargs)
@@ -509,7 +453,7 @@ def test_zeros_like(zarr_version, at_root):
     assert z.compressor.get_config() == z2.compressor.get_config()
     assert z.fill_value == z2.fill_value
     assert z.order == z2.order
-    assert z._store._store_version == z2._store._store_version == expected_zarr_version
+
     # numpy array
     a = np.empty(100, dtype="f4")
     z3 = zeros_like(a, chunks=10, **kwargs)
@@ -519,11 +463,9 @@ def test_zeros_like(zarr_version, at_root):
     assert 0 == z3.fill_value
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_ones_like(zarr_version, at_root):
-    kwargs = _init_creation_kwargs(zarr_version, at_root)
-    expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
+def test_ones_like(at_root):
+    kwargs = _init_creation_kwargs(at_root)
 
     # zarr array
     z = ones(100, chunks=10, dtype="f4", compressor=Zlib(5), order="F", **kwargs)
@@ -534,7 +476,7 @@ def test_ones_like(zarr_version, at_root):
     assert z.compressor.get_config() == z2.compressor.get_config()
     assert z.fill_value == z2.fill_value
     assert z.order == z2.order
-    assert z._store._store_version == z2._store._store_version == expected_zarr_version
+
     # numpy array
     a = np.empty(100, dtype="f4")
     z3 = ones_like(a, chunks=10, **kwargs)
@@ -542,14 +484,11 @@ def test_ones_like(zarr_version, at_root):
     assert (10,) == z3.chunks
     assert a.dtype == z3.dtype
     assert 1 == z3.fill_value
-    assert z3._store._store_version == expected_zarr_version
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_full_like(zarr_version, at_root):
-    kwargs = _init_creation_kwargs(zarr_version, at_root)
-    expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
+def test_full_like(at_root):
+    kwargs = _init_creation_kwargs(at_root)
 
     z = full(100, chunks=10, dtype="f4", compressor=Zlib(5), fill_value=42, order="F", **kwargs)
     z2 = full_like(z, path=kwargs.get("path"))
@@ -559,7 +498,7 @@ def test_full_like(zarr_version, at_root):
     assert z.compressor.get_config() == z2.compressor.get_config()
     assert z.fill_value == z2.fill_value
     assert z.order == z2.order
-    assert z._store._store_version == z2._store._store_version == expected_zarr_version
+
     # numpy array
     a = np.empty(100, dtype="f4")
     z3 = full_like(a, chunks=10, fill_value=42, **kwargs)
@@ -567,17 +506,15 @@ def test_full_like(zarr_version, at_root):
     assert (10,) == z3.chunks
     assert a.dtype == z3.dtype
     assert 42 == z3.fill_value
-    assert z3._store._store_version == expected_zarr_version
+
     with pytest.raises(TypeError):
         # fill_value missing
         full_like(a, chunks=10, **kwargs)
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_open_like(zarr_version, at_root):
-    kwargs = _init_creation_kwargs(zarr_version, at_root)
-    expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
+def test_open_like(at_root):
+    kwargs = _init_creation_kwargs(at_root)
 
     # zarr array
     path = mktemp()
@@ -590,24 +527,21 @@ def test_open_like(zarr_version, at_root):
     assert z.compressor.get_config() == z2.compressor.get_config()
     assert z.fill_value == z2.fill_value
     assert z.order == z2.order
-    assert z._store._store_version == z2._store._store_version == expected_zarr_version
+
     # numpy array
     path = mktemp()
     atexit.register(shutil.rmtree, path)
     a = np.empty(100, dtype="f4")
-    z3 = open_like(a, path, chunks=10, zarr_version=zarr_version)
+    z3 = open_like(a, path, chunks=10)
     assert a.shape == z3.shape
     assert (10,) == z3.chunks
     assert a.dtype == z3.dtype
     assert 0 == z3.fill_value
-    assert z3._store._store_version == expected_zarr_version
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_create(zarr_version, at_root):
-    kwargs = _init_creation_kwargs(zarr_version, at_root)
-    expected_zarr_version = DEFAULT_ZARR_VERSION if zarr_version is None else zarr_version
+def test_create(at_root):
+    kwargs = _init_creation_kwargs(at_root)
 
     # defaults
     z = create(100, **kwargs)
@@ -617,7 +551,6 @@ def test_create(zarr_version, at_root):
     assert np.dtype(None) == z.dtype
     assert "blosc" == z.compressor.codec_id
     assert 0 == z.fill_value
-    assert z._store._store_version == expected_zarr_version
 
     # all specified
     z = create(100, chunks=10, dtype="i4", compressor=Zlib(1), fill_value=42, order="F", **kwargs)
@@ -629,7 +562,6 @@ def test_create(zarr_version, at_root):
     assert 1 == z.compressor.level
     assert 42 == z.fill_value
     assert "F" == z.order
-    assert z._store._store_version == expected_zarr_version
 
     # with synchronizer
     synchronizer = ThreadSynchronizer()
@@ -638,7 +570,6 @@ def test_create(zarr_version, at_root):
     assert (100,) == z.shape
     assert (10,) == z.chunks
     assert synchronizer is z.synchronizer
-    assert z._store._store_version == expected_zarr_version
 
     # don't allow string as compressor arg
     with pytest.raises(ValueError):
@@ -671,9 +602,8 @@ def test_create(zarr_version, at_root):
     assert z.chunks == z.shape
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
-def test_compression_args(zarr_version):
-    kwargs = _init_creation_kwargs(zarr_version)
+def test_compression_args():
+    kwargs = _init_creation_kwargs()
 
     with warnings.catch_warnings():
         warnings.simplefilter("default")
@@ -704,12 +634,11 @@ def test_compression_args(zarr_version):
             create(100, compressor=Zlib(9), compression_opts=1, **kwargs)
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_create_read_only(zarr_version, at_root):
+def test_create_read_only(at_root):
     # https://github.com/alimanfoo/zarr/issues/151
 
-    kwargs = _init_creation_kwargs(zarr_version, at_root)
+    kwargs = _init_creation_kwargs(at_root)
 
     # create an array initially read-only, then enable writing
     z = create(100, read_only=True, **kwargs)
@@ -738,18 +667,6 @@ def test_json_dumps_chunks_numpy_dtype():
     assert np.all(z[...] == 0)
 
 
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-@pytest.mark.parametrize("at_root", [False, True])
-def test_create_with_storage_transformers(at_root):
-    kwargs = _init_creation_kwargs(zarr_version=3, at_root=at_root)
-    transformer = DummyStorageTransfomer(
-        "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
-    )
-    z = create(1000000000, chunks=True, storage_transformers=[transformer], **kwargs)
-    assert isinstance(z.chunk_store, DummyStorageTransfomer)
-    assert z.chunk_store.test_value == DummyStorageTransfomer.TEST_CONSTANT
-
-
 @pytest.mark.parametrize(
     ("init_shape", "init_chunks", "shape", "chunks"),
     (
diff --git a/tests/test_hierarchy.py b/tests/test_hierarchy.py
index 6d4b1ff54c..8cd51cc940 100644
--- a/tests/test_hierarchy.py
+++ b/tests/test_hierarchy.py
@@ -18,7 +18,6 @@
 from numcodecs import Zlib
 from numpy.testing import assert_array_equal
 
-from zarr._storage.store import _get_metadata_suffix, v3_api_available
 from zarr.attrs import Attributes
 from zarr.core import Array
 from zarr.creation import open_array
@@ -38,29 +37,13 @@
     array_meta_key,
     atexit_rmglob,
     atexit_rmtree,
-    data_root,
     group_meta_key,
     init_array,
     init_group,
-    meta_root,
 )
-from zarr._storage.v3 import (
-    ABSStoreV3,
-    KVStoreV3,
-    DirectoryStoreV3,
-    MemoryStoreV3,
-    FSStoreV3,
-    ZipStoreV3,
-    DBMStoreV3,
-    LMDBStoreV3,
-    SQLiteStoreV3,
-    LRUStoreCacheV3,
-)
-from zarr.util import InfoReporter, buffer_size
-from .util import skip_test_env_var, have_fsspec, abs_container, mktemp
 
-
-_VERSIONS = (2, 3) if v3_api_available else (2,)
+from zarr.util import InfoReporter
+from .util import skip_test_env_var, have_fsspec, abs_container, mktemp
 
 # noinspection PyStatementEffect
 
@@ -148,10 +131,7 @@ def _subgroup_path(self, group, path):
     def test_create_group(self):
         g1 = self.create_group()
 
-        if g1._version == 2:
-            path, name = "", "/"
-        else:
-            path, name = "group", "/group"
+        path, name = "", "/"
         # check root group
         assert path == g1.path
         assert name == g1.name
@@ -205,12 +185,8 @@ def __str__(self):
         # test bad keys
         with pytest.raises(ValueError):
             g1.create_group("foo")  # already exists
-        if g1._version == 2:
-            with pytest.raises(ValueError):
-                g1.create_group("a/b/c")  # already exists
-        elif g1._version == 3:
-            # for v3 'group/a/b/c' does not already exist
-            g1.create_group("a/b/c")
+        with pytest.raises(ValueError):
+            g1.create_group("a/b/c")  # already exists
         with pytest.raises(ValueError):
             g4.create_group("/a/b/c")  # already exists
         with pytest.raises(ValueError):
@@ -260,16 +236,7 @@ def test_require_group(self):
         assert g5.store is g5a.store
 
         # test path normalization
-        if g1._version == 2:
-            assert g1.require_group("quux") == g1.require_group("/quux/")
-        elif g1._version:
-            # These are not equal in v3!
-            # 'quux' will be within the group:
-            #      meta/root/group/quux.group.json
-            # '/quux/' will be outside of the group at:
-            #      meta/root/quux.group.json
-            assert g1.require_group("quux") != g1.require_group("/quux/")
-
+        assert g1.require_group("quux") == g1.require_group("/quux/")
         # multi
         g6, g7 = g1.require_groups("y", "z")
         assert isinstance(g6, Group)
@@ -289,24 +256,9 @@ def test_rmdir_group_and_array_metadata_files(self):
         g1.create_dataset("arr1", shape=(100,), chunks=(10,), dtype=np.uint8)
 
         # create level 1 child group
-        g2 = g1.create_group("foo")
+        _ = g1.create_group("foo")
         g1.create_dataset("arr2", shape=(100,), chunks=(10,), dtype=np.uint8)
 
-        if g1._version > 2 and g1.store.is_erasable():
-            arr_path = g1.path + "/arr1"
-            sfx = _get_metadata_suffix(g1.store)
-            array_meta_file = meta_root + arr_path + ".array" + sfx
-            assert array_meta_file in g1.store
-            group_meta_file = meta_root + g2.path + ".group" + sfx
-            assert group_meta_file in g1.store
-
-            # rmdir on the array path should also remove the metadata file
-            g1.store.rmdir(arr_path)
-            assert array_meta_file not in g1.store
-            # rmdir on the group path should also remove its metadata file
-            g1.store.rmdir(g2.path)
-            assert group_meta_file not in g1.store
-
     def _dataset_path(self, group, path):
         path = path.rstrip("/")
         absolute = path.startswith("/")
@@ -541,12 +493,9 @@ def test_getitem_contains_iterators(self):
         # setup
         g1 = self.create_group()
         g2 = g1.create_group("foo/bar")
-        if g1._version == 2:
-            d1 = g2.create_dataset("/a/b/c", shape=1000, chunks=100)
-        else:
-            # v3: cannot create a dataset at the root by starting with /
-            #     instead, need to create the dataset on g1 directly
-            d1 = g1.create_dataset("a/b/c", shape=1000, chunks=100)
+
+        d1 = g2.create_dataset("/a/b/c", shape=1000, chunks=100)
+
         d1[:] = np.arange(1000)
         d2 = g1.create_dataset("foo/baz", shape=3000, chunks=300)
         d2[:] = np.arange(3000)
@@ -555,13 +504,7 @@ def test_getitem_contains_iterators(self):
         assert isinstance(g1["foo"], Group)
         assert isinstance(g1["foo"]["bar"], Group)
         assert isinstance(g1["foo/bar"], Group)
-        if g1._version == 2:
-            assert isinstance(g1["/foo/bar/"], Group)
-        else:
-            # start or end with / raises KeyError
-            # TODO: should we allow stripping of these on v3?
-            with pytest.raises(KeyError):
-                assert isinstance(g1["/foo/bar/"], Group)
+        assert isinstance(g1["/foo/bar/"], Group)
         assert isinstance(g1["foo/baz"], Array)
         assert g2 == g1["foo/bar"]
         assert g1["foo"]["bar"] == g1["foo/bar"]
@@ -604,18 +547,12 @@ def test_getitem_contains_iterators(self):
 
         # test __iter__, keys()
 
-        if g1._version == 2:
-            # currently assumes sorted by key
-            assert ["a", "foo"] == list(g1)
-            assert ["a", "foo"] == list(g1.keys())
-            assert ["bar", "baz"] == list(g1["foo"])
-            assert ["bar", "baz"] == list(g1["foo"].keys())
-        else:
-            # v3 is not necessarily sorted by key
-            assert ["a", "foo"] == sorted(list(g1))
-            assert ["a", "foo"] == sorted(list(g1.keys()))
-            assert ["bar", "baz"] == sorted(list(g1["foo"]))
-            assert ["bar", "baz"] == sorted(list(g1["foo"].keys()))
+        # currently assumes sorted by key
+        assert ["a", "foo"] == list(g1)
+        assert ["a", "foo"] == list(g1.keys())
+        assert ["bar", "baz"] == list(g1["foo"])
+        assert ["bar", "baz"] == list(g1["foo"].keys())
+
         assert [] == sorted(g1["foo/bar"])
         assert [] == sorted(g1["foo/bar"].keys())
 
@@ -624,9 +561,6 @@ def test_getitem_contains_iterators(self):
 
         items = list(g1.items())
         values = list(g1.values())
-        if g1._version == 3:
-            # v3 are not automatically sorted by key
-            items, values = zip(*sorted(zip(items, values), key=lambda x: x[0]))
         assert "a" == items[0][0]
         assert g1["a"] == items[0][1]
         assert g1["a"] == values[0]
@@ -636,9 +570,6 @@ def test_getitem_contains_iterators(self):
 
         items = list(g1["foo"].items())
         values = list(g1["foo"].values())
-        if g1._version == 3:
-            # v3 are not automatically sorted by key
-            items, values = zip(*sorted(zip(items, values), key=lambda x: x[0]))
         assert "bar" == items[0][0]
         assert g1["foo"]["bar"] == items[0][1]
         assert g1["foo"]["bar"] == values[0]
@@ -650,13 +581,8 @@ def test_getitem_contains_iterators(self):
 
         groups = list(g1.groups())
         arrays = list(g1.arrays())
-        if g1._version == 2:
-            # currently assumes sorted by key
-            assert ["a", "foo"] == list(g1.group_keys())
-        else:
-            assert ["a", "foo"] == sorted(list(g1.group_keys()))
-            groups = sorted(groups)
-            arrays = sorted(arrays)
+        # currently assumes sorted by key
+        assert ["a", "foo"] == list(g1.group_keys())
         assert "a" == groups[0][0]
         assert g1["a"] == groups[0][1]
         assert "foo" == groups[1][0]
@@ -668,9 +594,6 @@ def test_getitem_contains_iterators(self):
         assert ["baz"] == list(g1["foo"].array_keys())
         groups = list(g1["foo"].groups())
         arrays = list(g1["foo"].arrays())
-        if g1._version == 3:
-            groups = sorted(groups)
-            arrays = sorted(arrays)
         assert "bar" == groups[0][0]
         assert g1["foo"]["bar"] == groups[0][1]
         assert "baz" == arrays[0][0]
@@ -699,8 +622,6 @@ def visitor4(name, obj):
             "foo/bar",
             "foo/baz",
         ]
-        if g1._version == 3:
-            expected_items = [g1.path + "/" + i for i in expected_items]
         assert expected_items == items
 
         del items[:]
@@ -709,8 +630,6 @@ def visitor4(name, obj):
             "foo/bar",
             "foo/baz",
         ]
-        if g1._version == 3:
-            expected_items = [g1.path + "/" + i for i in expected_items]
         assert expected_items == items
 
         del items[:]
@@ -937,28 +856,10 @@ def test_move(self):
         g2.move("bar", "/bar")
         assert "foo2" in g
         assert "foo2/bar" not in g
-        if g2._version == 2:
-            assert "bar" in g
-        else:
-            # The `g2.move` call above moved bar to meta/root/bar and
-            # meta/data/bar. This is outside the `g` group located at
-            # /meta/root/group, so bar is no longer within `g`.
-            assert "bar" not in g
-            assert "meta/root/bar.array.json" in g._store
-            if g._chunk_store:
-                assert "data/root/bar/c0" in g._chunk_store
-            else:
-                assert "data/root/bar/c0" in g._store
+        assert "bar" in g
         assert isinstance(g["foo2"], Group)
-        if g2._version == 2:
-            assert_array_equal(data, g["bar"])
-        else:
-            # TODO: How to access element created outside of group.path in v3?
-            #       One option is to make a Hierarchy class representing the
-            #       root. Currently Group requires specification of `path`,
-            #       but the path of the root would be just '' which is not
-            #       currently allowed.
-            pass
+
+        assert_array_equal(data, g["bar"])
 
         with pytest.raises(ValueError):
             g2.move("bar", "bar2")
@@ -1035,39 +936,19 @@ def test_paths(self):
         g1 = self.create_group()
         g2 = g1.create_group("foo/bar")
 
-        if g1._version == 2:
-            assert g1 == g1["/"]
-            assert g1 == g1["//"]
-            assert g1 == g1["///"]
-            assert g1 == g2["/"]
-            assert g1 == g2["//"]
-            assert g1 == g2["///"]
-            assert g2 == g1["foo/bar"]
-            assert g2 == g1["/foo/bar"]
-            assert g2 == g1["foo/bar/"]
-            assert g2 == g1["//foo/bar"]
-            assert g2 == g1["//foo//bar//"]
-            assert g2 == g1["///foo///bar///"]
-            assert g2 == g2["/foo/bar"]
-        else:
-            # the expected key format gives a match
-            assert g2 == g1["foo/bar"]
-
-            # TODO: Should presence of a trailing slash raise KeyError?
-            # The spec says "the final character is not a / character"
-            # but we currently strip trailing '/' as done for v2.
-            assert g2 == g1["foo/bar/"]
-
-            # double slash also currently works (spec doesn't mention this
-            # case, but have kept it for v2 behavior compatibility)
-            assert g2 == g1["foo//bar"]
-
-            # TODO, root: fix these cases
-            # v3: leading / implies we are at the root, not within a group,
-            # so these all raise KeyError
-            for path in ["/foo/bar", "//foo/bar", "//foo//bar//", "///fooo///bar///"]:
-                with pytest.raises(KeyError):
-                    g1[path]
+        assert g1 == g1["/"]
+        assert g1 == g1["//"]
+        assert g1 == g1["///"]
+        assert g1 == g2["/"]
+        assert g1 == g2["//"]
+        assert g1 == g2["///"]
+        assert g2 == g1["foo/bar"]
+        assert g2 == g1["/foo/bar"]
+        assert g2 == g1["foo/bar/"]
+        assert g2 == g1["//foo/bar"]
+        assert g2 == g1["//foo//bar//"]
+        assert g2 == g1["///foo///bar///"]
+        assert g2 == g2["/foo/bar"]
 
         with pytest.raises(ValueError):
             g1["."]
@@ -1133,77 +1014,12 @@ def test_group_init_from_dict(chunk_dict):
         assert chunk_store is not g.chunk_store
 
 
-# noinspection PyStatementEffect
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestGroupV3(TestGroup, unittest.TestCase):
-    @staticmethod
-    def create_store():
-        # can be overridden in sub-classes
-        return KVStoreV3(dict()), None
-
-    def create_group(
-        self, store=None, path="group", read_only=False, chunk_store=None, synchronizer=None
-    ):
-        # can be overridden in sub-classes
-        if store is None:
-            store, chunk_store = self.create_store()
-        init_group(store, path=path, chunk_store=chunk_store)
-        g = Group(
-            store,
-            path=path,
-            read_only=read_only,
-            chunk_store=chunk_store,
-            synchronizer=synchronizer,
-        )
-        return g
-
-    def test_group_init_1(self):
-        store, chunk_store = self.create_store()
-        g = self.create_group(store, chunk_store=chunk_store)
-        assert store is g.store
-        if chunk_store is None:
-            assert store is g.chunk_store
-        else:
-            assert chunk_store is g.chunk_store
-        assert not g.read_only
-        # different path/name in v3 case
-        assert "group" == g.path
-        assert "/group" == g.name
-        assert "group" == g.basename
-
-        assert isinstance(g.attrs, Attributes)
-        g.attrs["foo"] = "bar"
-        assert g.attrs["foo"] == "bar"
-
-        assert isinstance(g.info, InfoReporter)
-        assert isinstance(repr(g.info), str)
-        assert isinstance(g.info._repr_html_(), str)
-        store.close()
-
-    def test_group_init_errors_2(self):
-        store, chunk_store = self.create_store()
-        path = "tmp"
-        init_array(store, path=path, shape=1000, chunks=100, chunk_store=chunk_store)
-        # array blocks group
-        with pytest.raises(ValueError):
-            Group(store, path=path, chunk_store=chunk_store)
-        store.close()
-
-
 class TestGroupWithMemoryStore(TestGroup):
     @staticmethod
     def create_store():
         return MemoryStore(), None
 
 
-# noinspection PyStatementEffect
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestGroupV3WithMemoryStore(TestGroupWithMemoryStore, TestGroupV3):
-    @staticmethod
-    def create_store():
-        return MemoryStoreV3(), None
-
-
 class TestGroupWithDirectoryStore(TestGroup):
     @staticmethod
     def create_store():
@@ -1213,16 +1029,6 @@ def create_store():
         return store, None
 
 
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestGroupV3WithDirectoryStore(TestGroupWithDirectoryStore, TestGroupV3):
-    @staticmethod
-    def create_store():
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = DirectoryStoreV3(path)
-        return store, None
-
-
 @skip_test_env_var("ZARR_TEST_ABS")
 class TestGroupWithABSStore(TestGroup):
     @staticmethod
@@ -1238,22 +1044,6 @@ def test_pickle(self):
         super().test_pickle()
 
 
-@skip_test_env_var("ZARR_TEST_ABS")
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestGroupV3WithABSStore(TestGroupV3):
-    @staticmethod
-    def create_store():
-        container_client = abs_container()
-        store = ABSStoreV3(client=container_client)
-        store.rmdir()
-        return store, None
-
-    @pytest.mark.skipif(sys.version_info < (3, 7), reason="attr not serializable in py36")
-    def test_pickle(self):
-        # internal attribute on ContainerClient isn't serializable for py36 and earlier
-        super().test_pickle()
-
-
 class TestGroupWithNestedDirectoryStore(TestGroup):
     @staticmethod
     def create_store():
@@ -1284,39 +1074,6 @@ def test_round_trip_nd(self):
         np.testing.assert_array_equal(h[name][:], data)
 
 
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestGroupV3WithFSStore(TestGroupWithFSStore, TestGroupV3):
-    @staticmethod
-    def create_store():
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = FSStoreV3(path)
-        return store, None
-
-    def test_round_trip_nd(self):
-        data = np.arange(1000).reshape(10, 10, 10)
-        name = "raw"
-
-        store, _ = self.create_store()
-        f = open_group(store, path="group", mode="w")
-        f.create_dataset(name, data=data, chunks=(5, 5, 5), compressor=None)
-        h = open_group(store, path="group", mode="r")
-        np.testing.assert_array_equal(h[name][:], data)
-
-        f = open_group(store, path="group2", mode="w")
-
-        data_size = data.nbytes
-        group_meta_size = buffer_size(store[meta_root + "group.group.json"])
-        group2_meta_size = buffer_size(store[meta_root + "group2.group.json"])
-        array_meta_size = buffer_size(store[meta_root + "group/raw.array.json"])
-        assert store.getsize() == data_size + group_meta_size + group2_meta_size + array_meta_size
-        # added case with path to complete coverage
-        assert store.getsize("group") == data_size + group_meta_size + array_meta_size
-        assert store.getsize("group2") == group2_meta_size
-        assert store.getsize("group/raw") == data_size + array_meta_size
-
-
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
 class TestGroupWithNestedFSStore(TestGroupWithFSStore):
     @staticmethod
@@ -1340,30 +1097,6 @@ def test_inconsistent_dimension_separator(self):
             )
 
 
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestGroupV3WithNestedFSStore(TestGroupV3WithFSStore):
-    @staticmethod
-    def create_store():
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = FSStoreV3(path, key_separator="/", auto_mkdir=True)
-        return store, None
-
-    def test_inconsistent_dimension_separator(self):
-        data = np.arange(1000).reshape(10, 10, 10)
-        name = "raw"
-
-        store, _ = self.create_store()
-        f = open_group(store, path="group", mode="w")
-
-        # cannot specify dimension_separator that conflicts with the store
-        with pytest.raises(ValueError):
-            f.create_dataset(
-                name, data=data, chunks=(5, 5, 5), compressor=None, dimension_separator="."
-            )
-
-
 class TestGroupWithZipStore(TestGroup):
     @staticmethod
     def create_store():
@@ -1389,16 +1122,6 @@ def test_move(self):
         pass
 
 
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestGroupV3WithZipStore(TestGroupWithZipStore, TestGroupV3):
-    @staticmethod
-    def create_store():
-        path = mktemp(suffix=".zip")
-        atexit.register(os.remove, path)
-        store = ZipStoreV3(path)
-        return store, None
-
-
 class TestGroupWithDBMStore(TestGroup):
     @staticmethod
     def create_store():
@@ -1408,16 +1131,6 @@ def create_store():
         return store, None
 
 
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestGroupV3WithDBMStore(TestGroupWithDBMStore, TestGroupV3):
-    @staticmethod
-    def create_store():
-        path = mktemp(suffix=".anydbm")
-        atexit.register(atexit_rmglob, path + "*")
-        store = DBMStoreV3(path, flag="n")
-        return store, None
-
-
 class TestGroupWithDBMStoreBerkeleyDB(TestGroup):
     @staticmethod
     def create_store():
@@ -1428,17 +1141,6 @@ def create_store():
         return store, None
 
 
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestGroupV3WithDBMStoreBerkeleyDB(TestGroupWithDBMStoreBerkeleyDB, TestGroupV3):
-    @staticmethod
-    def create_store():
-        bsddb3 = pytest.importorskip("bsddb3")
-        path = mktemp(suffix=".dbm")
-        atexit.register(os.remove, path)
-        store = DBMStoreV3(path, flag="n", open=bsddb3.btopen)
-        return store, None
-
-
 class TestGroupWithLMDBStore(TestGroup):
     @staticmethod
     def create_store():
@@ -1449,17 +1151,6 @@ def create_store():
         return store, None
 
 
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestGroupV3WithLMDBStore(TestGroupWithLMDBStore, TestGroupV3):
-    @staticmethod
-    def create_store():
-        pytest.importorskip("lmdb")
-        path = mktemp(suffix=".lmdb")
-        atexit.register(atexit_rmtree, path)
-        store = LMDBStoreV3(path)
-        return store, None
-
-
 class TestGroupWithSQLiteStore(TestGroup):
     def create_store(self):
         pytest.importorskip("sqlite3")
@@ -1469,16 +1160,6 @@ def create_store(self):
         return store, None
 
 
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestGroupV3WithSQLiteStore(TestGroupWithSQLiteStore, TestGroupV3):
-    def create_store(self):
-        pytest.importorskip("sqlite3")
-        path = mktemp(suffix=".db")
-        atexit.register(atexit_rmtree, path)
-        store = SQLiteStoreV3(path)
-        return store, None
-
-
 class TestGroupWithChunkStore(TestGroup):
     @staticmethod
     def create_store():
@@ -1509,41 +1190,6 @@ def test_chunk_store(self):
         assert expect == actual
 
 
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestGroupV3WithChunkStore(TestGroupWithChunkStore, TestGroupV3):
-    @staticmethod
-    def create_store():
-        return KVStoreV3(dict()), KVStoreV3(dict())
-
-    def test_chunk_store(self):
-        # setup
-        store, chunk_store = self.create_store()
-        path = "group1"
-        g = self.create_group(store, path=path, chunk_store=chunk_store)
-
-        # check attributes
-        assert store is g.store
-        assert chunk_store is g.chunk_store
-
-        # create array
-        a = g.zeros("foo", shape=100, chunks=10)
-        assert store is a.store
-        assert chunk_store is a.chunk_store
-        a[:] = np.arange(100)
-        assert_array_equal(np.arange(100), a[:])
-
-        # check store keys
-        group_key = meta_root + path + ".group.json"
-        array_key = meta_root + path + "/foo" + ".array.json"
-        expect = sorted([group_key, array_key, "zarr.json"])
-        actual = sorted(store.keys())
-        assert expect == actual
-        expect = [data_root + path + "/foo/c" + str(i) for i in range(10)]
-        expect += ["zarr.json"]
-        actual = sorted(chunk_store.keys())
-        assert expect == actual
-
-
 class TestGroupWithStoreCache(TestGroup):
     @staticmethod
     def create_store():
@@ -1551,58 +1197,8 @@ def create_store():
         return store, None
 
 
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-class TestGroupV3WithStoreCache(TestGroupWithStoreCache, TestGroupV3):
-    @staticmethod
-    def create_store():
-        store = LRUStoreCacheV3(dict(), max_size=None)
-        return store, None
-
-
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
-def test_group(zarr_version):
-    # test the group() convenience function
-
-    # basic usage
-    if zarr_version == 2:
-        g = group()
-        assert "" == g.path
-        assert "/" == g.name
-    else:
-        g = group(path="group1", zarr_version=zarr_version)
-        assert "group1" == g.path
-        assert "/group1" == g.name
-    assert isinstance(g, Group)
-
-    # usage with custom store
-    if zarr_version == 2:
-        store = KVStore(dict())
-        path = None
-    else:
-        store = KVStoreV3(dict())
-        path = "foo"
-    g = group(store=store, path=path)
-    assert isinstance(g, Group)
-    assert store is g.store
-
-    # overwrite behaviour
-    if zarr_version == 2:
-        store = KVStore(dict())
-        path = None
-    else:
-        store = KVStoreV3(dict())
-        path = "foo"
-    init_array(store, path=path, shape=100, chunks=10)
-    with pytest.raises(ValueError):
-        group(store, path=path)
-    g = group(store, path=path, overwrite=True)
-    assert isinstance(g, Group)
-    assert store is g.store
-
-
 @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
-def test_group_writeable_mode(zarr_version, tmp_path):
+def test_group_writeable_mode(tmp_path):
     # Regression test for https://github.com/zarr-developers/zarr-python/issues/1353
     import fsspec
 
@@ -1611,17 +1207,16 @@ def test_group_writeable_mode(zarr_version, tmp_path):
     assert zg.store.map == store
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
-def test_open_group(zarr_version):
+def test_open_group():
     # test the open_group() convenience function
 
     store = "data/group.zarr"
 
-    expected_store_type = DirectoryStore if zarr_version == 2 else DirectoryStoreV3
+    expected_store_type = DirectoryStore
 
     # mode == 'w'
-    path = None if zarr_version == 2 else "group1"
-    g = open_group(store, path=path, mode="w", zarr_version=zarr_version)
+    path = None
+    g = open_group(store, path=path, mode="w")
     assert isinstance(g, Group)
     assert isinstance(g.store, expected_store_type)
     assert 0 == len(g)
@@ -1648,44 +1243,39 @@ def test_open_group(zarr_version):
 
     # mode == 'a'
     shutil.rmtree(store)
-    g = open_group(store, path=path, mode="a", zarr_version=zarr_version)
+    g = open_group(store, path=path, mode="a")
     assert isinstance(g, Group)
     assert isinstance(g.store, expected_store_type)
     assert 0 == len(g)
     g.create_groups("foo", "bar")
     assert 2 == len(g)
-    if zarr_version == 2:
-        with pytest.raises(ValueError):
-            open_group("data/array.zarr", mode="a", zarr_version=zarr_version)
-    else:
-        # TODO, root: should this raise an error?
-        open_group("data/array.zarr", mode="a", zarr_version=zarr_version)
+
+    with pytest.raises(ValueError):
+        open_group("data/array.zarr", mode="a")
 
     # mode in 'w-', 'x'
     for mode in "w-", "x":
         shutil.rmtree(store)
-        g = open_group(store, path=path, mode=mode, zarr_version=zarr_version)
+        g = open_group(store, path=path, mode=mode)
         assert isinstance(g, Group)
         assert isinstance(g.store, expected_store_type)
         assert 0 == len(g)
         g.create_groups("foo", "bar")
         assert 2 == len(g)
         with pytest.raises(ValueError):
-            open_group(store, path=path, mode=mode, zarr_version=zarr_version)
-        if zarr_version == 2:
-            with pytest.raises(ValueError):
-                open_group("data/array.zarr", mode=mode)
+            open_group(store, path=path, mode=mode)
+        with pytest.raises(ValueError):
+            open_group("data/array.zarr", mode=mode)
 
     # open with path
-    g = open_group(store, path="foo/bar", zarr_version=zarr_version)
+    g = open_group(store, path="foo/bar")
     assert isinstance(g, Group)
     assert "foo/bar" == g.path
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
-def test_group_completions(zarr_version):
-    path = None if zarr_version == 2 else "group1"
-    g = group(path=path, zarr_version=zarr_version)
+def test_group_completions():
+    path = None
+    g = group(path=path)
     d = dir(g)
     assert "foo" not in d
     assert "bar" not in d
@@ -1713,10 +1303,9 @@ def test_group_completions(zarr_version):
     assert "456" not in d  # not valid identifier
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
-def test_group_key_completions(zarr_version):
-    path = None if zarr_version == 2 else "group1"
-    g = group(path=path, zarr_version=zarr_version)
+def test_group_key_completions():
+    path = None
+    g = group(path=path)
     d = dir(g)
     # noinspection PyProtectedMember
     k = g._ipython_key_completions_()
@@ -1750,12 +1339,7 @@ def test_group_key_completions(zarr_version):
     g.zeros("yyy", shape=100)
     g.zeros("zzz", shape=100)
     g.zeros("456", shape=100)
-    if zarr_version == 2:
-        g.zeros("asdf;", shape=100)
-    else:
-        # cannot have ; in key name for v3
-        with pytest.raises(ValueError):
-            g.zeros("asdf;", shape=100)
+    g.zeros("asdf;", shape=100)
 
     d = dir(g)
     # noinspection PyProtectedMember
@@ -1770,8 +1354,7 @@ def test_group_key_completions(zarr_version):
     assert "zzz" in d
     assert "123" not in d  # not valid identifier
     assert "456" not in d  # not valid identifier
-    if zarr_version == 2:
-        assert "asdf;" not in d  # not valid identifier
+    assert "asdf;" not in d  # not valid identifier
 
     assert "foo" in k
     assert "bar" in k
@@ -1782,8 +1365,7 @@ def test_group_key_completions(zarr_version):
     assert "zzz" in k
     assert "123" in k
     assert "456" in k
-    if zarr_version == 2:
-        assert "asdf;" in k
+    assert "asdf;" in k
 
 
 def _check_tree(g, expect_bytes, expect_text):
@@ -1797,12 +1379,11 @@ def _check_tree(g, expect_bytes, expect_text):
         isinstance(widget, ipytree.Tree)
 
 
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
 @pytest.mark.parametrize("at_root", [False, True])
-def test_tree(zarr_version, at_root):
+def test_tree(at_root):
     # setup
     path = None if at_root else "group1"
-    g1 = group(path=path, zarr_version=zarr_version)
+    g1 = group(path=path)
     g2 = g1.create_group("foo")
     g3 = g1.create_group("bar")
     g3.create_group("baz")
@@ -1811,46 +1392,25 @@ def test_tree(zarr_version, at_root):
 
     tree_path = "/" if at_root else path
     # test root group
-    if zarr_version == 2:
-        expect_bytes = textwrap.dedent(
-            f"""\
-        {tree_path}
-         +-- bar
-         |   +-- baz
-         |   +-- quux
-         |       +-- baz (100,) float64
-         +-- foo"""
-        ).encode()
-        expect_text = textwrap.dedent(
-            f"""\
-        {tree_path}
-         ├── bar
-         │   ├── baz
-         │   └── quux
-         │       └── baz (100,) float64
-         └── foo"""
-        )
-    else:
-        # Almost the same as for v2, but has a path name and the
-        # subgroups are not necessarily sorted alphabetically.
-        expect_bytes = textwrap.dedent(
-            f"""\
-        {tree_path}
-         +-- foo
-         +-- bar
-             +-- baz
-             +-- quux
-                 +-- baz (100,) float64"""
-        ).encode()
-        expect_text = textwrap.dedent(
-            f"""\
-        {tree_path}
-         ├── foo
-         └── bar
-             ├── baz
-             └── quux
-                 └── baz (100,) float64"""
-        )
+
+    expect_bytes = textwrap.dedent(
+        f"""\
+    {tree_path}
+     +-- bar
+     |   +-- baz
+     |   +-- quux
+     |       +-- baz (100,) float64
+     +-- foo"""
+    ).encode()
+    expect_text = textwrap.dedent(
+        f"""\
+    {tree_path}
+     ├── bar
+     │   ├── baz
+     │   └── quux
+     │       └── baz (100,) float64
+     └── foo"""
+    )
     _check_tree(g1, expect_bytes, expect_text)
 
     # test different group
@@ -1882,47 +1442,11 @@ def test_tree(zarr_version, at_root):
     _check_tree(g3, expect_bytes, expect_text)
 
 
-@pytest.mark.skipif(not v3_api_available, reason="V3 is disabled")
-def test_group_mismatched_store_versions():
-    store_v3 = KVStoreV3(dict())
-    store_v2 = KVStore(dict())
-
-    # separate chunk store
-    chunk_store_v2 = KVStore(dict())
-    chunk_store_v3 = KVStoreV3(dict())
-
-    init_group(store_v2, path="group1", chunk_store=chunk_store_v2)
-    init_group(store_v3, path="group1", chunk_store=chunk_store_v3)
-
-    g1_v3 = Group(store_v3, path="group1", read_only=True, chunk_store=chunk_store_v3)
-    assert isinstance(g1_v3._store, KVStoreV3)
-    g1_v2 = Group(store_v2, path="group1", read_only=True, chunk_store=chunk_store_v2)
-    assert isinstance(g1_v2._store, KVStore)
-
-    # store and chunk_store must have the same zarr protocol version
-    with pytest.raises(ValueError):
-        Group(store_v3, path="group1", read_only=False, chunk_store=chunk_store_v2)
-    with pytest.raises(ValueError):
-        Group(store_v2, path="group1", read_only=False, chunk_store=chunk_store_v3)
-    with pytest.raises(ValueError):
-        open_group(store_v2, path="group1", chunk_store=chunk_store_v3)
-    with pytest.raises(ValueError):
-        open_group(store_v3, path="group1", chunk_store=chunk_store_v2)
-
-    # raises Value if read_only and path is not a pre-existing group
-    with pytest.raises(ValueError):
-        Group(store_v3, path="group2", read_only=True, chunk_store=chunk_store_v3)
-    with pytest.raises(ValueError):
-        Group(store_v3, path="group2", read_only=True, chunk_store=chunk_store_v3)
-
-
-@pytest.mark.parametrize("zarr_version", _VERSIONS)
-def test_open_group_from_paths(zarr_version):
+def test_open_group_from_paths():
     """Verify zarr_version is applied to both the store and chunk_store."""
     store = tempfile.mkdtemp()
     chunk_store = tempfile.mkdtemp()
     atexit.register(atexit_rmtree, store)
     atexit.register(atexit_rmtree, chunk_store)
     path = "g1"
-    g = open_group(store, path=path, chunk_store=chunk_store, zarr_version=zarr_version)
-    assert g._store._store_version == g._chunk_store._store_version == zarr_version
+    _ = open_group(store, path=path, chunk_store=chunk_store)
diff --git a/tests/test_meta.py b/tests/test_meta.py
index 50f51929ef..089afec781 100644
--- a/tests/test_meta.py
+++ b/tests/test_meta.py
@@ -1,5 +1,4 @@
 import base64
-import copy
 import json
 
 import numpy as np
@@ -16,11 +15,6 @@
     encode_dtype,
     encode_fill_value,
     decode_fill_value,
-    get_extended_dtype_info,
-    _v3_complex_types,
-    _v3_datetime_types,
-    _default_entry_point_metadata_v3,
-    Metadata3,
 )
 from zarr.util import normalize_dtype, normalize_fill_value
 
@@ -285,77 +279,6 @@ def test_encode_decode_array_dtype_shape():
     assert meta_dec["filters"] is None
 
 
-def test_encode_decode_array_dtype_shape_v3():
-    meta = dict(
-        shape=(100,),
-        chunk_grid=dict(type="regular", chunk_shape=(10,), separator=("/")),
-        data_type=np.dtype("(10, 10)<f8"),
-        compressor=Zlib(1),
-        fill_value=None,
-        chunk_memory_layout="C",
-    )
-
-    meta_json = """{
-        "attributes": {},
-        "chunk_grid": {
-            "chunk_shape": [10],
-            "separator": "/",
-            "type": "regular"
-        },
-        "chunk_memory_layout": "C",
-        "compressor": {
-            "codec": "https://purl.org/zarr/spec/codec/zlib/1.0",
-            "configuration": {
-                "level": 1
-            }
-        },
-        "data_type": "<f8",
-        "extensions": [],
-        "fill_value": null,
-        "shape": [100, 10, 10 ]
-    }"""
-
-    # test encoding
-    meta_enc = Metadata3.encode_array_metadata(meta)
-    assert_json_equal(meta_json, meta_enc)
-
-    # test decoding
-    meta_dec = Metadata3.decode_array_metadata(meta_enc)
-    # to maintain consistency with numpy unstructured arrays, unpack dimensions into shape
-    assert meta["shape"] + meta["data_type"].shape == meta_dec["shape"]
-    assert meta["chunk_grid"] == meta_dec["chunk_grid"]
-    # to maintain consistency with numpy unstructured arrays, unpack dtypes
-    assert meta["data_type"].base == meta_dec["data_type"]
-    assert meta["compressor"] == meta_dec["compressor"]
-    assert meta["chunk_memory_layout"] == meta_dec["chunk_memory_layout"]
-    assert meta_dec["fill_value"] is None
-    assert "filters" not in meta_dec
-
-
-@pytest.mark.parametrize("comp_id", ["gzip", "zlib", "blosc", "bz2", "lz4", "lzma"])
-def test_decode_metadata_implicit_compressor_config_v3(comp_id):
-    meta = {
-        "attributes": {},
-        "chunk_grid": {"chunk_shape": [10], "separator": "/", "type": "regular"},
-        "chunk_memory_layout": "C",
-        "compressor": {
-            "codec": f"https://purl.org/zarr/spec/codec/{comp_id}/1.0",
-            "configuration": {
-                # intentionally left empty
-            },
-        },
-        "data_type": "<f8",
-        "extensions": [],
-        "fill_value": None,
-        "shape": [100, 10, 10],
-    }
-    meta_json = json.dumps(meta)
-
-    # test decoding
-    meta_dec = Metadata3.decode_array_metadata(meta_json)
-    assert meta_dec["compressor"].codec_id == comp_id
-
-
 def test_encode_decode_array_structured():
     meta = dict(
         shape=(100,),
@@ -602,68 +525,3 @@ def test_decode_fill_value(fill_value, dtype, object_codec, result):
         with pytest.raises(ValueError):
             # No encoding is possible
             decode_fill_value(fill_value, dtype, object_codec)
-
-
-def test_get_extended_dtype_info():
-    extended_types = list(_v3_complex_types) + list(_v3_datetime_types)
-    extended_types += ["|S4", "|S8", ">U4", "<U4", "|O", "|V16"]
-
-    for dtype in extended_types:
-        try:
-            info = get_extended_dtype_info(np.asarray([], dtype=dtype).dtype)
-        except TypeError:  # pragma: no cover
-            # skip any numpy dtypes not supported by a particular architecture
-            pass  # pragma: no cover
-        assert "extension" in info
-        assert "type" in info
-        assert "fallback" in info
-
-    class invalid_dtype:
-        str = "unknown_type"
-
-    with pytest.raises(ValueError):
-        get_extended_dtype_info(invalid_dtype)
-
-
-def test_metadata3_exceptions():
-    with pytest.raises(KeyError):
-        # dict must have a key named 'type'
-        Metadata3.decode_dtype({})
-
-    required = ["zarr_format", "metadata_encoding", "metadata_key_suffix", "extensions"]
-    for key in required:
-        meta = copy.copy(_default_entry_point_metadata_v3)
-        meta.pop("zarr_format")
-        with pytest.raises(ValueError):
-            # cannot encode metadata that is missing a required key
-            Metadata3.encode_hierarchy_metadata(meta)
-
-    meta = copy.copy(_default_entry_point_metadata_v3)
-    meta["extra_key"] = []
-    with pytest.raises(ValueError):
-        # cannot encode metadata that has unexpected keys
-        Metadata3.encode_hierarchy_metadata(meta)
-
-    json = Metadata3.encode_hierarchy_metadata(_default_entry_point_metadata_v3)
-    # form a new json bytes object with one of the keys missing
-    temp = json.split(b"\n")
-    temp = temp[:2] + temp[3:]
-    bad_json = b"\n".join(temp)
-    with pytest.raises(ValueError):
-        # cannot encode metadata that is missing a required key
-        Metadata3.decode_hierarchy_metadata(bad_json)
-
-    json = Metadata3.encode_hierarchy_metadata(_default_entry_point_metadata_v3)
-    temp = json.split(b"\n")
-    temp = temp[:2] + [b'    "unexpected": [],'] + temp[2:]
-    bad_json = b"\n".join(temp)
-    with pytest.raises(ValueError):
-        # cannot encode metadata that has extra, unexpected keys
-        Metadata3.decode_hierarchy_metadata(bad_json)
-
-    codec_meta = dict(configuration=None, codec="unknown")
-    with pytest.raises(NotImplementedError):
-        Metadata3._decode_codec_metadata(codec_meta)
-
-    with pytest.raises(MetadataError):
-        Metadata3.decode_array_metadata(dict())
diff --git a/tests/test_sync.py b/tests/test_sync.py
index 1b60b09fd3..9d805ee2c1 100644
--- a/tests/test_sync.py
+++ b/tests/test_sync.py
@@ -12,18 +12,18 @@
 from zarr.attrs import Attributes
 from zarr.core import Array
 from zarr.hierarchy import Group
-from zarr.storage import DirectoryStore, KVStore, atexit_rmtree, init_array, init_group, meta_root
+from zarr.storage import DirectoryStore, KVStore, atexit_rmtree, init_array, init_group
 from zarr.sync import ProcessSynchronizer, ThreadSynchronizer
 
 # zarr_version fixture must be imported although not used directly here
-from .test_attrs import TestAttributes, zarr_version  # noqa
+from .test_attrs import TestAttributes  # noqa
 from .test_core import TestArray
 from .test_hierarchy import TestGroup
 
 
 class TestAttributesWithThreadSynchronizer(TestAttributes):
-    def init_attributes(self, store, read_only=False, cache=True, zarr_version=zarr_version):
-        key = ".zattrs" if zarr_version == 2 else meta_root + "attrs"
+    def init_attributes(self, store, read_only=False, cache=True):
+        key = ".zattrs"
         synchronizer = ThreadSynchronizer()
         return Attributes(
             store, synchronizer=synchronizer, key=key, read_only=read_only, cache=cache
@@ -31,8 +31,8 @@ def init_attributes(self, store, read_only=False, cache=True, zarr_version=zarr_
 
 
 class TestAttributesProcessSynchronizer(TestAttributes):
-    def init_attributes(self, store, read_only=False, cache=True, zarr_version=zarr_version):
-        key = ".zattrs" if zarr_version == 2 else meta_root + "attrs"
+    def init_attributes(self, store, read_only=False, cache=True):
+        key = ".zattrs"
         sync_path = mkdtemp()
         atexit.register(shutil.rmtree, sync_path)
         synchronizer = ProcessSynchronizer(sync_path)
diff --git a/tests/util.py b/tests/util.py
index b4f00f703d..8e53bf3b63 100644
--- a/tests/util.py
+++ b/tests/util.py
@@ -5,7 +5,6 @@
 from zarr.context import Context
 
 from zarr.storage import Store
-from zarr._storage.v3 import StoreV3
 
 import pytest
 
@@ -51,10 +50,6 @@ def getitems(
         return {k: self.wrapped[k] for k in keys if k in self.wrapped}
 
 
-class CountingDictV3(CountingDict, StoreV3):
-    pass
-
-
 def skip_test_env_var(name):
     """Checks for environment variables indicating whether tests requiring services should be run"""
     value = os.environ.get(name, "0")

From 5d566eb16db0f63989816b1300f1ec50927f6632 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 22 Apr 2024 18:58:44 +0200
Subject: [PATCH 0488/1078] Bump codecov/codecov-action from 3 to 4 (#1647)

* Bump codecov/codecov-action from 3 to 4

Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 3 to 4.
- [Release notes](https://github.com/codecov/codecov-action/releases)
- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)
- [Commits](https://github.com/codecov/codecov-action/compare/v3...v4)

---
updated-dependencies:
- dependency-name: codecov/codecov-action
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <support@github.com>

* Set codecov env

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 .github/workflows/python-package.yml | 9 +++------
 1 file changed, 3 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index a37fa3c63a..8ff6e9a2eb 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -80,11 +80,8 @@ jobs:
         mkdir ~/blob_emulator
         azurite -l ~/blob_emulator --debug debug.log 2>&1 > stdouterr.log &
         pytest --cov=zarr --cov-config=pyproject.toml --doctest-plus --cov-report xml --cov=./ --timeout=300
-    - uses: codecov/codecov-action@v3
+    - uses: codecov/codecov-action@v4
+      env:
+        CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
       with:
-        token: ${{ secrets.CODECOV_TOKEN }} # not required for public repos
-          #files: ./coverage1.xml,./coverage2.xml # optional
-          #flags: unittests # optional
-          #name: codecov-umbrella # optional
-          #fail_ci_if_error: true # optional (default = false)
         verbose: true # optional (default = false)

From f046322478c5a08d77f0bf0fde14fe0e447f83d4 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Mon, 22 Apr 2024 19:39:36 +0100
Subject: [PATCH 0489/1078] Disallow generic Any typing (#1794)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 pyproject.toml             | 16 ++++++++++++++++
 src/zarr/_storage/store.py |  4 ++--
 src/zarr/attrs.py          |  2 +-
 src/zarr/convenience.py    |  4 ++--
 src/zarr/hierarchy.py      |  3 ++-
 src/zarr/storage.py        |  6 +++---
 src/zarr/util.py           |  9 +++++----
 src/zarr/v3/common.py      | 10 +++++-----
 src/zarr/v3/metadata.py    | 11 ++++++-----
 9 files changed, 42 insertions(+), 23 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index e0ca815d95..00c6333aa5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -160,6 +160,7 @@ strict_concatenate = true
 
 check_untyped_defs = true
 disallow_untyped_decorators = true
+disallow_any_generics = true
 
 [[tool.mypy.overrides]]
 module = [
@@ -176,6 +177,21 @@ module = [
 ]
 check_untyped_defs = false
 
+[[tool.mypy.overrides]]
+module = [
+    "zarr.v3.abc.codec",
+    "zarr.v3.codecs.bytes",
+    "zarr.v3.codecs.pipeline",
+    "zarr.v3.codecs.sharding",
+    "zarr.v3.codecs.transpose",
+    "zarr.v3.array_v2",
+    "zarr.v3.array",
+    "zarr.v3.sync",
+    "zarr.convenience",
+    "zarr.meta",
+]
+disallow_any_generics = false
+
 
 [tool.pytest.ini_options]
 doctest_optionflags = [
diff --git a/src/zarr/_storage/store.py b/src/zarr/_storage/store.py
index 911af20fda..6e13b08cc7 100644
--- a/src/zarr/_storage/store.py
+++ b/src/zarr/_storage/store.py
@@ -14,7 +14,7 @@
 DEFAULT_ZARR_VERSION = 2
 
 
-class BaseStore(MutableMapping):
+class BaseStore(MutableMapping[str, Any]):
     """Abstract base class for store implementations.
 
     This is a thin wrapper over MutableMapping that provides methods to check
@@ -165,7 +165,7 @@ def rmdir(self, path: str = "") -> None:
 
 
 # allow MutableMapping for backwards compatibility
-StoreLike = Union[BaseStore, MutableMapping]
+StoreLike = Union[BaseStore, MutableMapping[str, Any]]
 
 
 def _path_to_prefix(path: Optional[str]) -> str:
diff --git a/src/zarr/attrs.py b/src/zarr/attrs.py
index 65f0423ecd..89cfefc22e 100644
--- a/src/zarr/attrs.py
+++ b/src/zarr/attrs.py
@@ -6,7 +6,7 @@
 from zarr.util import json_dumps
 
 
-class Attributes(MutableMapping):
+class Attributes(MutableMapping[str, Any]):
     """Class providing access to user attributes on an array or group. Should not be
     instantiated directly, will be available via the `.attrs` property of an array or
     group.
diff --git a/src/zarr/convenience.py b/src/zarr/convenience.py
index 615a019dc3..b357c26c55 100644
--- a/src/zarr/convenience.py
+++ b/src/zarr/convenience.py
@@ -20,9 +20,9 @@
 )
 from zarr.util import TreeViewer, buffer_size, normalize_storage_path
 
-from typing import Union
+from typing import Any, Union
 
-StoreLike = Union[BaseStore, MutableMapping, str, None]
+StoreLike = Union[BaseStore, MutableMapping[str, Any], str, None]
 
 _builtin_open = open  # builtin open is later shadowed by a local open function
 
diff --git a/src/zarr/hierarchy.py b/src/zarr/hierarchy.py
index e30d2d7996..9044c1681e 100644
--- a/src/zarr/hierarchy.py
+++ b/src/zarr/hierarchy.py
@@ -1,5 +1,6 @@
 from collections.abc import MutableMapping
 from itertools import islice
+from typing import Any
 
 import numpy as np
 
@@ -48,7 +49,7 @@
 )
 
 
-class Group(MutableMapping):
+class Group(MutableMapping[str, Any]):
     """Instantiate a group from an initialized store.
 
     Parameters
diff --git a/src/zarr/storage.py b/src/zarr/storage.py
index a7bd22a6b9..b98cee99dd 100644
--- a/src/zarr/storage.py
+++ b/src/zarr/storage.py
@@ -99,7 +99,7 @@
 
 Path = Union[str, bytes, None]
 # allow MutableMapping for backwards compatibility
-StoreLike = Union[BaseStore, MutableMapping]
+StoreLike = Union[BaseStore, MutableMapping[str, Any]]
 
 
 def contains_array(store: StoreLike, path: Path = None) -> bool:
@@ -202,7 +202,7 @@ def listdir(store: BaseStore, path: Path = None):
 
 def _getsize(store: BaseStore, path: Path = None) -> int:
     # compute from size of values
-    if path and path in store:
+    if isinstance(path, str) and path in store:
         v = store[path]
         size = buffer_size(v)
     else:
@@ -584,7 +584,7 @@ def _init_group_metadata(
         store[key] = encode_group_metadata(meta)
 
 
-def _dict_store_keys(d: Dict, prefix="", cls=dict):
+def _dict_store_keys(d: dict[str, Any], prefix="", cls=dict):
     for k in d.keys():
         v = d[k]
         if isinstance(v, cls):
diff --git a/src/zarr/util.py b/src/zarr/util.py
index 35ecc64bba..0588e1a558 100644
--- a/src/zarr/util.py
+++ b/src/zarr/util.py
@@ -20,6 +20,7 @@
 )
 
 import numpy as np
+import numpy.typing as npt
 from asciitree import BoxStyle, LeftAligned
 from asciitree.traversal import Traversal
 from numcodecs.compat import (
@@ -36,7 +37,7 @@
 ValueType = TypeVar("ValueType")
 
 
-def flatten(arg: Iterable) -> Iterable:
+def flatten(arg: Iterable[Any]) -> Iterable[Any]:
     for element in arg:
         if isinstance(element, Iterable) and not isinstance(element, (str, bytes)):
             yield from flatten(element)
@@ -179,7 +180,7 @@ def normalize_chunks(chunks: Any, shape: Tuple[int, ...], typesize: int) -> Tupl
     return chunks
 
 
-def normalize_dtype(dtype: Union[str, np.dtype], object_codec) -> Tuple[np.dtype, Any]:
+def normalize_dtype(dtype: Union[str, npt.DTypeLike], object_codec) -> Tuple[np.dtype[Any], Any]:
     # convenience API for object arrays
     if inspect.isclass(dtype):
         dtype = dtype.__name__
@@ -291,7 +292,7 @@ def normalize_dimension_separator(sep: Optional[str]) -> Optional[str]:
         raise ValueError("dimension_separator must be either '.' or '/', found: %r" % sep)
 
 
-def normalize_fill_value(fill_value, dtype: np.dtype):
+def normalize_fill_value(fill_value, dtype: np.dtype[Any]):
     if fill_value is None or dtype.hasobject:
         # no fill value
         pass
@@ -668,7 +669,7 @@ def read_full(self):
 
 
 def retry_call(
-    callabl: Callable,
+    callabl: Callable[..., Any],
     args=None,
     kwargs=None,
     exceptions: Tuple[Any, ...] = (),
diff --git a/src/zarr/v3/common.py b/src/zarr/v3/common.py
index 1caf83a764..9f0a5fdb63 100644
--- a/src/zarr/v3/common.py
+++ b/src/zarr/v3/common.py
@@ -1,5 +1,5 @@
 from __future__ import annotations
-from typing import TYPE_CHECKING, Union, Tuple, Iterable, Dict, List, TypeVar, overload
+from typing import TYPE_CHECKING, Union, Tuple, Iterable, Dict, List, TypeVar, overload, Any
 import asyncio
 import contextvars
 from dataclasses import dataclass
@@ -28,7 +28,7 @@ def product(tup: ChunkCoords) -> int:
     return functools.reduce(lambda x, y: x * y, tup, 1)
 
 
-T = TypeVar("T", bound=Tuple)
+T = TypeVar("T", bound=Tuple[Any, ...])
 V = TypeVar("V")
 
 
@@ -76,7 +76,7 @@ def parse_enum(data: JSON, cls: Type[E]) -> E:
 @dataclass(frozen=True)
 class ArraySpec:
     shape: ChunkCoords
-    dtype: np.dtype
+    dtype: np.dtype[Any]
     fill_value: Any
 
     def __init__(self, shape, dtype, fill_value):
@@ -102,7 +102,7 @@ def parse_name(data: JSON, expected: Optional[str] = None) -> str:
         raise TypeError(f"Expected a string, got an instance of {type(data)}.")
 
 
-def parse_configuration(data: JSON) -> dict:
+def parse_configuration(data: JSON) -> JSON:
     if not isinstance(data, dict):
         raise TypeError(f"Expected dict, got {type(data)}")
     return data
@@ -153,7 +153,7 @@ def parse_shapelike(data: Any) -> Tuple[int, ...]:
     return data_tuple
 
 
-def parse_dtype(data: Any) -> np.dtype:
+def parse_dtype(data: Any) -> np.dtype[Any]:
     # todo: real validation
     return np.dtype(data)
 
diff --git a/src/zarr/v3/metadata.py b/src/zarr/v3/metadata.py
index a5e8927311..573b8484f0 100644
--- a/src/zarr/v3/metadata.py
+++ b/src/zarr/v3/metadata.py
@@ -4,6 +4,7 @@
 from dataclasses import dataclass, field
 import json
 import numpy as np
+import numpy.typing as npt
 
 from zarr.v3.chunk_grids import ChunkGrid, RegularChunkGrid
 from zarr.v3.chunk_key_encodings import ChunkKeyEncoding, parse_separator
@@ -90,7 +91,7 @@ def to_numpy_shortname(self) -> str:
         return data_type_to_numpy[self]
 
     @classmethod
-    def from_dtype(cls, dtype: np.dtype) -> DataType:
+    def from_dtype(cls, dtype: np.dtype[Any]) -> DataType:
         dtype_to_data_type = {
             "|b1": "bool",
             "bool": "bool",
@@ -111,7 +112,7 @@ def from_dtype(cls, dtype: np.dtype) -> DataType:
 @dataclass(frozen=True)
 class ArrayMetadata(Metadata):
     shape: ChunkCoords
-    data_type: np.dtype
+    data_type: np.dtype[Any]
     chunk_grid: ChunkGrid
     chunk_key_encoding: ChunkKeyEncoding
     fill_value: Any
@@ -176,7 +177,7 @@ def _validate_metadata(self) -> None:
         self.codecs.validate(self)
 
     @property
-    def dtype(self) -> np.dtype:
+    def dtype(self) -> np.dtype[Any]:
         return self.data_type
 
     @property
@@ -238,7 +239,7 @@ def to_dict(self) -> Dict[str, Any]:
 class ArrayV2Metadata(Metadata):
     shape: ChunkCoords
     chunks: ChunkCoords
-    dtype: np.dtype
+    dtype: np.dtype[Any]
     fill_value: Union[None, int, float] = 0
     order: Literal["C", "F"] = "C"
     filters: Optional[List[Dict[str, Any]]] = None
@@ -251,7 +252,7 @@ def __init__(
         self,
         *,
         shape: ChunkCoords,
-        dtype: np.dtype,
+        dtype: npt.DTypeLike,
         chunks: ChunkCoords,
         fill_value: Any,
         order: Literal["C", "F"],

From b98f6941912da99dcd8350c49a5306e74af05e14 Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Mon, 22 Apr 2024 21:26:31 +0200
Subject: [PATCH 0490/1078] Update release.rst for v2.17.2 (#1778)

* Update release.rst for v2.17.2

* Minor edits

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 docs/release.rst | 29 +++++++++++++++++++++++++----
 1 file changed, 25 insertions(+), 4 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 75193bc3e3..3b5ab631df 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -37,15 +37,16 @@ Maintenance
 
 Enhancements
 ~~~~~~~~~~~~
+
 * [v3] Dramatically reduce number of ``__contains__`` requests in favor of optimistically calling `__getitem__`
   and handling any error that may arise.
-  By :user:`Deepak Cherian <dcherian>`.
+  By :user:`Deepak Cherian <dcherian>` :issue:`1741`.
 
 * [v3] Reuse the downloaded array metadata when creating an ``Array``.
-  By :user:`Deepak Cherian <dcherian>`.
+  By :user:`Deepak Cherian <dcherian>` :issue:`1734`.
 
 * Optimize ``Array.info`` so that it calls `getsize` only once.
-  By :user:`Deepak Cherian <dcherian>`.
+  By :user:`Deepak Cherian <dcherian>` :issue:`1733`.
 
 * Override IPython ``_repr_*_`` methods to avoid expensive lookups against object stores.
   By :user:`Deepak Cherian <dcherian>` :issue:`1716`.
@@ -53,6 +54,21 @@ Enhancements
 * FSStore now raises rather than return bad data.
   By :user:`Martin Durant <martindurant>` and :user:`Ian Carroll <itcarroll>` :issue:`1604`.
 
+* Avoid redundant ``__contains__``.
+  By :user:`Deepak Cherian <dcherian>` :issue:`1739`.
+
+Docs
+~~~~
+
+* Fix link to GCSMap in ``tutorial.rst``.
+  By :user:`Daniel Jahn <dahnj>` :issue:`1689`.
+
+* Endorse `SPEC0000 <https://scientific-python.org/specs/spec-0000/>`_ and state version support policy in ``installation.rst``.
+  By :user:`Sanket Verma <msankeys963>` :issue:`1665`.
+
+* Migrate v1 and v2 specification to `Zarr-Specs <https://zarr-specs.readthedocs.io/en/latest/specs.html>`_.
+  By :user:`Sanket Verma <msankeys963>` :issue:`1582`.
+
 Maintenance
 ~~~~~~~~~~~
 
@@ -61,7 +77,12 @@ Maintenance
 
 * Bump minimum supported NumPy version to 1.23 (per spec 0000)
   By :user:`Joe Hamman <jhamman>` :issue:`1719`.
-  
+
+* Minor fixes: Using ``is`` instead of ``type`` and removing unnecessary ``None``.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1737`.
+
+* Fix tests failure related to Pytest 8.
+  By :user:`David Stansby <dstansby>` :issue:`1714`.
 
 .. _release_2.17.1:
 

From dd3dd96c7a5b7891bfa6be6ff9e989b49d00b0f5 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 22 Apr 2024 12:45:07 -0700
Subject: [PATCH 0491/1078] Deprecate the experimental v3 implementation
 (#1802)

* deprecate(exp-v3): Add a future warning about the pending removal of the experimental v3 implementation

* ignore warning

* add test
---
 pyproject.toml                |  1 +
 zarr/_storage/store.py        | 13 +++++++++++++
 zarr/tests/test_storage_v3.py | 20 +++++++++++++++++++-
 3 files changed, 33 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 0be79f990e..904c974424 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -137,6 +137,7 @@ filterwarnings = [
     "error:::zarr.*",
     "ignore:PY_SSIZE_T_CLEAN will be required.*:DeprecationWarning",
     "ignore:The loop argument is deprecated since Python 3.8.*:DeprecationWarning",
+    "ignore:The experimental Zarr V3 implementation in this version .*:FutureWarning",
 ]
 
 
diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index 0a08080548..69986ecadd 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -1,5 +1,6 @@
 import abc
 import os
+import warnings
 from collections import defaultdict
 from collections.abc import MutableMapping
 from copy import copy
@@ -23,9 +24,21 @@
 DEFAULT_ZARR_VERSION: ZARR_VERSION = 2
 
 v3_api_available = os.environ.get("ZARR_V3_EXPERIMENTAL_API", "0").lower() not in ["0", "false"]
+_has_warned_about_v3 = False  # to avoid printing the warning multiple times
 
 
 def assert_zarr_v3_api_available():
+    # we issue a warning about the experimental v3 implementation when it is first used
+    global _has_warned_about_v3
+    if v3_api_available and not _has_warned_about_v3:
+        warnings.warn(
+            "The experimental Zarr V3 implementation in this version of Zarr-Python is not "
+            "in alignment with the final V3 specification. This version will be removed in "
+            "Zarr-Python 3 in favor of a spec compliant version.",
+            FutureWarning,
+            stacklevel=1,
+        )
+        _has_warned_about_v3 = True
     if not v3_api_available:
         raise NotImplementedError(
             "# V3 reading and writing is experimental! To enable support, set:\n"
diff --git a/zarr/tests/test_storage_v3.py b/zarr/tests/test_storage_v3.py
index e15b2db743..c096f9cb02 100644
--- a/zarr/tests/test_storage_v3.py
+++ b/zarr/tests/test_storage_v3.py
@@ -4,12 +4,18 @@
 import inspect
 import os
 import tempfile
+import warnings
 
 import numpy as np
 import pytest
 
 import zarr
-from zarr._storage.store import _get_hierarchy_metadata, v3_api_available, StorageTransformer
+from zarr._storage.store import (
+    _get_hierarchy_metadata,
+    assert_zarr_v3_api_available,
+    v3_api_available,
+    StorageTransformer,
+)
 from zarr._storage.v3_storage_transformers import ShardingStorageTransformer, v3_sharding_available
 from zarr.core import Array
 from zarr.meta import _default_entry_point_metadata_v3
@@ -668,6 +674,18 @@ def test_top_level_imports():
             assert not hasattr(zarr, store_name)  # pragma: no cover
 
 
+def test_assert_zarr_v3_api_available_warns_once():
+    import zarr._storage.store
+
+    zarr._storage.store._has_warned_about_v3 = False
+    warnings.resetwarnings()
+    with pytest.warns() as record:
+        assert_zarr_v3_api_available()
+        assert_zarr_v3_api_available()
+    assert len(record) == 1
+    assert "The experimental Zarr V3 implementation" in str(record[0].message)
+
+
 def _get_public_and_dunder_methods(some_class):
     return set(
         name

From 0a29fb3e40e57dd8de62f786a18c807982d5a2da Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 22 Apr 2024 20:26:11 +0000
Subject: [PATCH 0492/1078] chore: update pre-commit hooks (#1779)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.3.5 → v0.3.7](https://github.com/astral-sh/ruff-pre-commit/compare/v0.3.5...v0.3.7)
- [github.com/psf/black: 24.3.0 → 24.4.0](https://github.com/psf/black/compare/24.3.0...24.4.0)
- [github.com/pre-commit/pre-commit-hooks: v4.5.0 → v4.6.0](https://github.com/pre-commit/pre-commit-hooks/compare/v4.5.0...v4.6.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 24ff72a12f..0aa13b31a3 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,11 +8,11 @@ default_language_version:
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: 'v0.3.5'
+    rev: 'v0.4.1'
     hooks:
     - id: ruff
   - repo: https://github.com/psf/black
-    rev: 24.3.0
+    rev: 24.4.0
     hooks:
     - id: black
   - repo: https://github.com/codespell-project/codespell
@@ -20,7 +20,7 @@ repos:
     hooks:
       - id: codespell
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.5.0
+    rev: v4.6.0
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy

From 9d046ea0d2878af7d15b3de3ec3036fe31661340 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Mon, 22 Apr 2024 14:34:17 -0600
Subject: [PATCH 0493/1078] Fix `is_total_slice` for size-1 dimensions (#1800)

Closes #1730

Co-authored-by: Ryan Abernathey <ryan.abernathey@gmail.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 docs/release.rst        |  2 ++
 zarr/tests/test_util.py |  9 +++++++++
 zarr/util.py            | 13 +++++++++++--
 3 files changed, 22 insertions(+), 2 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 3b5ab631df..07c2a47e7c 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -20,6 +20,8 @@ Unreleased
 
 Enhancements
 ~~~~~~~~~~~~
+* Performance improvement for reading and writing chunks if any of the dimensions is size 1. :issue:`1730`
+  By :user:`Deepak Cherian <dcherian>`.
 
 
 Docs
diff --git a/zarr/tests/test_util.py b/zarr/tests/test_util.py
index 1f7efc9214..d908c7b2d7 100644
--- a/zarr/tests/test_util.py
+++ b/zarr/tests/test_util.py
@@ -89,6 +89,15 @@ def test_is_total_slice():
     assert not is_total_slice((slice(0, 50), slice(0, 50)), (100, 100))
     assert not is_total_slice((slice(0, 100, 2), slice(0, 100)), (100, 100))
 
+    # size-1 dimension edge-case
+    # https://github.com/zarr-developers/zarr-python/issues/1730
+    assert is_total_slice((slice(0, 1),), (1,))
+    # this is an equivalent selection (without a slice)
+    assert is_total_slice((0,), (1,))
+    # same for multidimensional selection
+    assert is_total_slice((slice(0, 1), slice(0, 10)), (1, 10))
+    assert is_total_slice((0, slice(0, 10)), (1, 10))
+
     with pytest.raises(TypeError):
         is_total_slice("foo", (100,))
 
diff --git a/zarr/util.py b/zarr/util.py
index 848f1ed114..e58aed80ab 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -234,8 +234,17 @@ def is_total_slice(item, shape: Tuple[int]) -> bool:
     if isinstance(item, tuple):
         return all(
             (
-                isinstance(it, slice)
-                and ((it == slice(None)) or ((it.stop - it.start == sh) and (it.step in [1, None])))
+                (
+                    isinstance(it, slice)
+                    and (
+                        (it == slice(None))
+                        or ((it.stop - it.start == sh) and (it.step in [1, None]))
+                    )
+                )
+                # The only scalar edge case, indexing with int 0 along a size-1 dimension
+                # is identical to a total slice
+                # https://github.com/zarr-developers/zarr-python/issues/1730
+                or (isinstance(it, int) and it == 0 and sh == 1)
             )
             for it, sh in zip(item, shape)
         )

From f7993db7883fc0c132e1c5cdd6fe2cd9a0a6c9d9 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 22 Apr 2024 17:09:44 -0700
Subject: [PATCH 0494/1078] V3 update pre commit (#1808)

---
 .pre-commit-config.yaml   |  6 +++---
 src/zarr/convenience.py   |  1 +
 src/zarr/n5.py            |  4 ++--
 src/zarr/storage.py       |  1 +
 src/zarr/util.py          |  2 +-
 src/zarr/v3/common.py     |  6 ++----
 tests/v3/test_common.py   | 15 +++++----------
 tests/v3/test_metadata.py | 12 ++++--------
 8 files changed, 19 insertions(+), 28 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index d4aee4ce86..3fec787b74 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: 'v0.2.1'
+    rev: 'v0.4.1'
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
@@ -18,11 +18,11 @@ repos:
       - id: codespell
         args: ["-L", "ba,ihs,kake,nd,noe,nwo,te,fo,zar", "-S", "fixture"]
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.5.0
+    rev: v4.6.0
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.8.0
+    rev: v1.9.0
     hooks:
       - id: mypy
         files: src
diff --git a/src/zarr/convenience.py b/src/zarr/convenience.py
index b357c26c55..e4bbade527 100644
--- a/src/zarr/convenience.py
+++ b/src/zarr/convenience.py
@@ -1,4 +1,5 @@
 """Convenience functions for storing and loading data."""
+
 import itertools
 import os
 import re
diff --git a/src/zarr/n5.py b/src/zarr/n5.py
index 79bab20576..1293d1739b 100644
--- a/src/zarr/n5.py
+++ b/src/zarr/n5.py
@@ -1,5 +1,5 @@
-"""This module contains a storage class and codec to support the N5 format.
-"""
+"""This module contains a storage class and codec to support the N5 format."""
+
 import os
 import struct
 import sys
diff --git a/src/zarr/storage.py b/src/zarr/storage.py
index b98cee99dd..ae596756f8 100644
--- a/src/zarr/storage.py
+++ b/src/zarr/storage.py
@@ -14,6 +14,7 @@
 path) and a `getsize` method (return the size in bytes of a given value).
 
 """
+
 import atexit
 import errno
 import glob
diff --git a/src/zarr/util.py b/src/zarr/util.py
index 0588e1a558..8751b39cdc 100644
--- a/src/zarr/util.py
+++ b/src/zarr/util.py
@@ -518,7 +518,7 @@ def __init__(self, group, expand=False, level=None):
             UP_AND_RIGHT="\u2514",
             HORIZONTAL="\u2500",
             VERTICAL="\u2502",
-            VERTICAL_AND_RIGHT="\u251C",
+            VERTICAL_AND_RIGHT="\u251c",
         )
 
     def __bytes__(self):
diff --git a/src/zarr/v3/common.py b/src/zarr/v3/common.py
index 9f0a5fdb63..6940ec3fe3 100644
--- a/src/zarr/v3/common.py
+++ b/src/zarr/v3/common.py
@@ -111,15 +111,13 @@ def parse_configuration(data: JSON) -> JSON:
 @overload
 def parse_named_configuration(
     data: JSON, expected_name: Optional[str] = None
-) -> Tuple[str, Dict[str, JSON]]:
-    ...
+) -> Tuple[str, Dict[str, JSON]]: ...
 
 
 @overload
 def parse_named_configuration(
     data: JSON, expected_name: Optional[str] = None, *, require_configuration: bool = True
-) -> Tuple[str, Optional[Dict[str, JSON]]]:
-    ...
+) -> Tuple[str, Optional[Dict[str, JSON]]]: ...
 
 
 def parse_named_configuration(
diff --git a/tests/v3/test_common.py b/tests/v3/test_common.py
index 33e91d793f..d9af59a38e 100644
--- a/tests/v3/test_common.py
+++ b/tests/v3/test_common.py
@@ -17,23 +17,19 @@ def test_product(data: Tuple[int, ...]):
 
 
 # todo: test
-def test_concurrent_map():
-    ...
+def test_concurrent_map(): ...
 
 
 # todo: test
-def test_to_thread():
-    ...
+def test_to_thread(): ...
 
 
 # todo: test
-def test_enum_names():
-    ...
+def test_enum_names(): ...
 
 
 # todo: test
-def test_parse_enum():
-    ...
+def test_parse_enum(): ...
 
 
 @pytest.mark.parametrize("data", [("foo", "bar"), (10, 11)])
@@ -93,5 +89,4 @@ def parse_dtype(data: Tuple[str, np.dtype]):
 
 
 # todo: figure out what it means to test this
-def test_parse_fill_value():
-    ...
+def test_parse_fill_value(): ...
diff --git a/tests/v3/test_metadata.py b/tests/v3/test_metadata.py
index e477842259..6dacf2c700 100644
--- a/tests/v3/test_metadata.py
+++ b/tests/v3/test_metadata.py
@@ -9,20 +9,17 @@
 
 
 # todo: test
-def test_datatype_enum():
-    ...
+def test_datatype_enum(): ...
 
 
 # todo: test
 # this will almost certainly be a collection of tests
-def test_array_metadata_v3():
-    ...
+def test_array_metadata_v3(): ...
 
 
 # todo: test
 # this will almost certainly be a collection of tests
-def test_array_metadata_v2():
-    ...
+def test_array_metadata_v2(): ...
 
 
 @pytest.mark.parametrize("data", [None, ("a", "b", "c"), ["a", "a", "a"]])
@@ -37,8 +34,7 @@ def parse_dimension_names_invalid(data: Any) -> None:
 
 
 # todo: test
-def test_parse_attributes() -> None:
-    ...
+def test_parse_attributes() -> None: ...
 
 
 def test_parse_zarr_format_v3_valid() -> None:

From d1a0d99670d32947c33c3300f7338223a0addc15 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 23 Apr 2024 07:47:35 -0700
Subject: [PATCH 0495/1078] V3 reorg (#1809)

* move v2 code/tests to v2 directories

* move zarr v3 code to root

* add extra doc deps

* import __version__ in root __init__
---
 docs/api.rst                                 |    1 -
 docs/api/attrs.rst                           |    6 +-
 docs/api/codecs.rst                          |    8 +-
 docs/api/convenience.rst                     |    6 +-
 docs/api/core.rst                            |    6 +-
 docs/api/creation.rst                        |    6 +-
 docs/api/hierarchy.rst                       |    6 +-
 docs/api/n5.rst                              |    6 +-
 docs/api/storage.rst                         |    6 +-
 docs/api/sync.rst                            |    6 +-
 docs/api/v3.rst                              |   77 --
 pyproject.toml                               |   42 +-
 src/zarr/__init__.py                         |   89 +-
 src/zarr/{_storage => abc}/__init__.py       |    0
 src/zarr/{v3 => }/abc/codec.py               |   12 +-
 src/zarr/{v3 => }/abc/metadata.py            |    2 +-
 src/zarr/{v3 => }/abc/store.py               |    0
 src/zarr/{v3 => }/array.py                   |   24 +-
 src/zarr/{v3 => }/array_v2.py                |   28 +-
 src/zarr/{v3 => }/attributes.py              |    4 +-
 src/zarr/{v3 => }/chunk_grids.py             |    4 +-
 src/zarr/{v3 => }/chunk_key_encodings.py     |    4 +-
 src/zarr/codecs/__init__.py                  |    9 +
 src/zarr/{v3 => }/codecs/blosc.py            |   10 +-
 src/zarr/{v3 => }/codecs/bytes.py            |   10 +-
 src/zarr/{v3 => }/codecs/crc32c_.py          |   10 +-
 src/zarr/{v3 => }/codecs/gzip.py             |   10 +-
 src/zarr/{v3 => }/codecs/pipeline.py         |   18 +-
 src/zarr/{v3 => }/codecs/registry.py         |    2 +-
 src/zarr/{v3 => }/codecs/sharding.py         |   24 +-
 src/zarr/{v3 => }/codecs/transpose.py        |   10 +-
 src/zarr/{v3 => }/codecs/zstd.py             |   10 +-
 src/zarr/{v3 => }/common.py                  |    0
 src/zarr/{v3 => }/config.py                  |    0
 src/zarr/{v3 => }/group.py                   |   16 +-
 src/zarr/indexing.py                         | 1086 ++----------------
 src/zarr/{v3 => }/metadata.py                |   16 +-
 src/zarr/store/__init__.py                   |    5 +
 src/zarr/{v3 => }/store/core.py              |    6 +-
 src/zarr/{v3 => }/store/local.py             |    4 +-
 src/zarr/{v3 => }/store/memory.py            |    4 +-
 src/zarr/{v3 => }/store/remote.py            |    6 +-
 src/zarr/sync.py                             |  138 ++-
 src/zarr/v2/__init__.py                      |   54 +
 src/zarr/{v3/abc => v2/_storage}/__init__.py |    0
 src/zarr/{ => v2}/_storage/absstore.py       |    4 +-
 src/zarr/{ => v2}/_storage/store.py          |   10 +-
 src/zarr/{ => v2}/attrs.py                   |    4 +-
 src/zarr/{ => v2}/codecs.py                  |    0
 src/zarr/{ => v2}/context.py                 |    0
 src/zarr/{ => v2}/convenience.py             |  142 +--
 src/zarr/{ => v2}/core.py                    |   94 +-
 src/zarr/{ => v2}/creation.py                |   62 +-
 src/zarr/{ => v2}/errors.py                  |    0
 src/zarr/{ => v2}/hierarchy.py               |  138 +--
 src/zarr/v2/indexing.py                      | 1080 +++++++++++++++++
 src/zarr/{ => v2}/meta.py                    |    4 +-
 src/zarr/{ => v2}/meta_v1.py                 |    2 +-
 src/zarr/{ => v2}/n5.py                      |   12 +-
 src/zarr/{ => v2}/storage.py                 |  114 +-
 src/zarr/v2/sync.py                          |   48 +
 src/zarr/{ => v2}/util.py                    |    0
 src/zarr/v3/__init__.py                      |   41 -
 src/zarr/v3/codecs/__init__.py               |    9 -
 src/zarr/v3/indexing.py                      |  208 ----
 src/zarr/v3/store/__init__.py                |    5 -
 src/zarr/v3/sync.py                          |  120 --
 tests/{ => v2}/__init__.py                   |    0
 tests/{ => v2}/conftest.py                   |    5 +
 tests/{ => v2}/data/store.zip                |  Bin
 tests/{ => v2}/data/store/foo                |    0
 tests/{ => v2}/test_attrs.py                 |   11 +-
 tests/{ => v2}/test_convenience.py           |   12 +-
 tests/{ => v2}/test_core.py                  |   20 +-
 tests/{ => v2}/test_creation.py              |   14 +-
 tests/{ => v2}/test_dim_separator.py         |   18 +-
 tests/{ => v2}/test_filters.py               |    2 +-
 tests/{ => v2}/test_hierarchy.py             |   12 +-
 tests/{ => v2}/test_indexing.py              |   94 +-
 tests/{ => v2}/test_info.py                  |    6 +-
 tests/{ => v2}/test_meta.py                  |    8 +-
 tests/{ => v2}/test_meta_array.py            |   12 +-
 tests/{ => v2}/test_n5.py                    |    6 +-
 tests/{ => v2}/test_storage.py               |    6 +-
 tests/{ => v2}/test_storage_v3.py            |    0
 tests/{ => v2}/test_sync.py                  |   10 +-
 tests/{ => v2}/test_util.py                  |    4 +-
 tests/{ => v2}/util.py                       |    4 +-
 tests/v3/test_codecs.py                      |   30 +-
 tests/v3/test_common.py                      |    6 +-
 tests/v3/test_group.py                       |    6 +-
 tests/v3/test_metadata.py                    |    2 +-
 92 files changed, 2055 insertions(+), 2121 deletions(-)
 delete mode 100644 docs/api/v3.rst
 rename src/zarr/{_storage => abc}/__init__.py (100%)
 rename src/zarr/{v3 => }/abc/codec.py (90%)
 rename src/zarr/{v3 => }/abc/metadata.py (97%)
 rename src/zarr/{v3 => }/abc/store.py (100%)
 rename src/zarr/{v3 => }/array.py (97%)
 rename src/zarr/{v3 => }/array_v2.py (96%)
 rename src/zarr/{v3 => }/attributes.py (92%)
 rename src/zarr/{v3 => }/chunk_grids.py (94%)
 rename src/zarr/{v3 => }/chunk_key_encodings.py (97%)
 create mode 100644 src/zarr/codecs/__init__.py
 rename src/zarr/{v3 => }/codecs/blosc.py (95%)
 rename src/zarr/{v3 => }/codecs/bytes.py (92%)
 rename src/zarr/{v3 => }/codecs/crc32c_.py (86%)
 rename src/zarr/{v3 => }/codecs/gzip.py (87%)
 rename src/zarr/{v3 => }/codecs/pipeline.py (95%)
 rename src/zarr/{v3 => }/codecs/registry.py (96%)
 rename src/zarr/{v3 => }/codecs/sharding.py (97%)
 rename src/zarr/{v3 => }/codecs/transpose.py (92%)
 rename src/zarr/{v3 => }/codecs/zstd.py (89%)
 rename src/zarr/{v3 => }/common.py (100%)
 rename src/zarr/{v3 => }/config.py (100%)
 rename src/zarr/{v3 => }/group.py (97%)
 rename src/zarr/{v3 => }/metadata.py (96%)
 create mode 100644 src/zarr/store/__init__.py
 rename src/zarr/{v3 => }/store/core.py (94%)
 rename src/zarr/{v3 => }/store/local.py (98%)
 rename src/zarr/{v3 => }/store/memory.py (97%)
 rename src/zarr/{v3 => }/store/remote.py (96%)
 create mode 100644 src/zarr/v2/__init__.py
 rename src/zarr/{v3/abc => v2/_storage}/__init__.py (100%)
 rename src/zarr/{ => v2}/_storage/absstore.py (98%)
 rename src/zarr/{ => v2}/_storage/store.py (96%)
 rename src/zarr/{ => v2}/attrs.py (98%)
 rename src/zarr/{ => v2}/codecs.py (100%)
 rename src/zarr/{ => v2}/context.py (100%)
 rename src/zarr/{ => v2}/convenience.py (91%)
 rename src/zarr/{ => v2}/core.py (97%)
 rename src/zarr/{ => v2}/creation.py (92%)
 rename src/zarr/{ => v2}/errors.py (100%)
 rename src/zarr/{ => v2}/hierarchy.py (93%)
 create mode 100644 src/zarr/v2/indexing.py
 rename src/zarr/{ => v2}/meta.py (99%)
 rename src/zarr/{ => v2}/meta_v1.py (97%)
 rename src/zarr/{ => v2}/n5.py (98%)
 rename src/zarr/{ => v2}/storage.py (96%)
 create mode 100644 src/zarr/v2/sync.py
 rename src/zarr/{ => v2}/util.py (100%)
 delete mode 100644 src/zarr/v3/__init__.py
 delete mode 100644 src/zarr/v3/codecs/__init__.py
 delete mode 100644 src/zarr/v3/indexing.py
 delete mode 100644 src/zarr/v3/store/__init__.py
 delete mode 100644 src/zarr/v3/sync.py
 rename tests/{ => v2}/__init__.py (100%)
 rename tests/{ => v2}/conftest.py (60%)
 rename tests/{ => v2}/data/store.zip (100%)
 rename tests/{ => v2}/data/store/foo (100%)
 rename tests/{ => v2}/test_attrs.py (97%)
 rename tests/{ => v2}/test_convenience.py (99%)
 rename tests/{ => v2}/test_core.py (99%)
 rename tests/{ => v2}/test_creation.py (98%)
 rename tests/{ => v2}/test_dim_separator.py (87%)
 rename tests/{ => v2}/test_filters.py (99%)
 rename tests/{ => v2}/test_hierarchy.py (99%)
 rename tests/{ => v2}/test_indexing.py (95%)
 rename tests/{ => v2}/test_info.py (91%)
 rename tests/{ => v2}/test_meta.py (98%)
 rename tests/{ => v2}/test_meta_array.py (95%)
 rename tests/{ => v2}/test_n5.py (93%)
 rename tests/{ => v2}/test_storage.py (99%)
 rename tests/{ => v2}/test_storage_v3.py (100%)
 rename tests/{ => v2}/test_sync.py (97%)
 rename tests/{ => v2}/test_util.py (99%)
 rename tests/{ => v2}/util.py (97%)

diff --git a/docs/api.rst b/docs/api.rst
index e200dd908d..2b6e7ea516 100644
--- a/docs/api.rst
+++ b/docs/api.rst
@@ -13,7 +13,6 @@ API reference
     api/codecs
     api/attrs
     api/sync
-    api/v3
 
 Indices and tables
 ------------------
diff --git a/docs/api/attrs.rst b/docs/api/attrs.rst
index f95e63af3a..067b45fac6 100644
--- a/docs/api/attrs.rst
+++ b/docs/api/attrs.rst
@@ -1,6 +1,6 @@
-The Attributes class (``zarr.attrs``)
-=====================================
-.. module:: zarr.attrs
+The Attributes class (``zarr.v2.attrs``)
+========================================
+.. module:: zarr.v2.attrs
 
 .. autoclass:: Attributes
 
diff --git a/docs/api/codecs.rst b/docs/api/codecs.rst
index b50f747d74..454c5ccd20 100644
--- a/docs/api/codecs.rst
+++ b/docs/api/codecs.rst
@@ -1,5 +1,5 @@
-Compressors and filters (``zarr.codecs``)
-=========================================
+Compressors and filters (``zarr.v2.codecs``)
+============================================
 .. module:: zarr.codecs
 
 This module contains compressor and filter classes for use with Zarr. Please note that this module
@@ -8,9 +8,9 @@ onwards, all codec classes have been moved to a separate package called Numcodec
 packages (Zarr and Numcodecs_) are designed to be used together. For example, a Numcodecs_ codec
 class can be used as a compressor for a Zarr array::
 
-    >>> import zarr
+    >>> import zarr.v2
     >>> from numcodecs import Blosc
-    >>> z = zarr.zeros(1000000, compressor=Blosc(cname='zstd', clevel=1, shuffle=Blosc.SHUFFLE))
+    >>> z = zarr.v2.zeros(1000000, compressor=Blosc(cname='zstd', clevel=1, shuffle=Blosc.SHUFFLE))
 
 Codec classes can also be used as filters. See the tutorial section on :ref:`tutorial_filters`
 for more information.
diff --git a/docs/api/convenience.rst b/docs/api/convenience.rst
index a70a90ce7c..1ff26452fa 100644
--- a/docs/api/convenience.rst
+++ b/docs/api/convenience.rst
@@ -1,6 +1,6 @@
-Convenience functions (``zarr.convenience``)
-============================================
-.. automodule:: zarr.convenience
+Convenience functions (``zarr.v2.convenience``)
+===============================================
+.. automodule:: zarr.v2.convenience
 .. autofunction:: open
 .. autofunction:: save
 .. autofunction:: load
diff --git a/docs/api/core.rst b/docs/api/core.rst
index b310460e51..aacd03e2a5 100644
--- a/docs/api/core.rst
+++ b/docs/api/core.rst
@@ -1,5 +1,5 @@
-The Array class (``zarr.core``)
-===============================
+The Array class (``zarr.v2.core``)
+==================================
 
-.. automodapi:: zarr.core
+.. automodapi:: zarr.v2.core
    :no-heading:
diff --git a/docs/api/creation.rst b/docs/api/creation.rst
index 66422c0670..ad0a2ead49 100644
--- a/docs/api/creation.rst
+++ b/docs/api/creation.rst
@@ -1,6 +1,6 @@
-Array creation (``zarr.creation``)
-==================================
-.. module:: zarr.creation
+Array creation (``zarr.v2.creation``)
+=====================================
+.. module:: zarr.v2.creation
 .. autofunction:: create
 .. autofunction:: empty
 .. autofunction:: zeros
diff --git a/docs/api/hierarchy.rst b/docs/api/hierarchy.rst
index 11a5575144..5d9280af1e 100644
--- a/docs/api/hierarchy.rst
+++ b/docs/api/hierarchy.rst
@@ -1,6 +1,6 @@
-Groups (``zarr.hierarchy``)
-===========================
-.. module:: zarr.hierarchy
+Groups (``zarr.v2.hierarchy``)
+==============================
+.. module:: zarr.v2.hierarchy
 
 .. autofunction:: group
 .. autofunction:: open_group
diff --git a/docs/api/n5.rst b/docs/api/n5.rst
index b6a8d8c61e..22e490bad4 100644
--- a/docs/api/n5.rst
+++ b/docs/api/n5.rst
@@ -1,5 +1,5 @@
-N5 (``zarr.n5``)
-================
-.. automodule:: zarr.n5
+N5 (``zarr.v2.n5``)
+===================
+.. automodule:: zarr.v2.n5
 
 .. autoclass:: N5Store
diff --git a/docs/api/storage.rst b/docs/api/storage.rst
index 4321837449..d0ebd8a429 100644
--- a/docs/api/storage.rst
+++ b/docs/api/storage.rst
@@ -1,6 +1,6 @@
-Storage (``zarr.storage``)
-==========================
-.. automodule:: zarr.storage
+Storage (``zarr.v2.storage``)
+=============================
+.. automodule:: zarr.v2.storage
 
 .. autoclass:: MemoryStore
 .. autoclass:: DirectoryStore
diff --git a/docs/api/sync.rst b/docs/api/sync.rst
index a139805e78..ff961543af 100644
--- a/docs/api/sync.rst
+++ b/docs/api/sync.rst
@@ -1,6 +1,6 @@
-Synchronization (``zarr.sync``)
-===============================
-.. module:: zarr.sync
+Synchronization (``zarr.v2.sync``)
+==================================
+.. module:: zarr.v2.sync
 
 .. autoclass:: ThreadSynchronizer
 .. autoclass:: ProcessSynchronizer
diff --git a/docs/api/v3.rst b/docs/api/v3.rst
deleted file mode 100644
index 7665b2ddd1..0000000000
--- a/docs/api/v3.rst
+++ /dev/null
@@ -1,77 +0,0 @@
-V3 Specification Implementation(``zarr._storage.v3``)
-=====================================================
-
-This module contains the implementation of the `Zarr V3 Specification <https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html>`_.
-
-.. warning::
-    Since Zarr Python 2.12 release, this module provides experimental infrastructure for reading and
-    writing the upcoming V3 spec of the Zarr format. Users wishing to prepare for the migration can set
-    the environment variable ``ZARR_V3_EXPERIMENTAL_API=1`` to begin experimenting, however data
-    written with this API should be expected to become stale, as the implementation will still change.
-
-The new ``zarr._store.v3`` package has the necessary classes and functions for evaluating Zarr V3.
-Since the design is not finalised, the classes and functions are not automatically imported into
-the regular Zarr namespace.
-
-Code snippet for creating Zarr V3 arrays::
-
-	>>> import zarr
-	>>> z = zarr.create((10000, 10000),
-	>>>		chunks=(100, 100),
-	>>>		dtype='f8',
-	>>>		compressor='default',
-	>>>		path='path-where-you-want-zarr-v3-array',
-	>>>		zarr_version=3)
-
-Further, you can use `z.info` to see details about the array you just created::
-
-	>>> z.info
-	Name               : path-where-you-want-zarr-v3-array
-	Type               : zarr.core.Array
-	Data type          : float64
-	Shape              : (10000, 10000)
-	Chunk shape        : (100, 100)
-	Order              : C
-	Read-only          : False
-	Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
-	Store type         : zarr._storage.v3.KVStoreV3
-	No. bytes          : 800000000 (762.9M)
-	No. bytes stored   : 557
-	Storage ratio      : 1436265.7
-	Chunks initialized : 0/10000
-
-You can also check ``Store type`` here (which indicates Zarr V3).
-
-.. module:: zarr._storage.v3
-
-.. autoclass:: RmdirV3
-.. autoclass:: KVStoreV3
-.. autoclass:: FSStoreV3
-.. autoclass:: MemoryStoreV3
-.. autoclass:: DirectoryStoreV3
-.. autoclass:: ZipStoreV3
-.. autoclass:: RedisStoreV3
-.. autoclass:: MongoDBStoreV3
-.. autoclass:: DBMStoreV3
-.. autoclass:: LMDBStoreV3
-.. autoclass:: SQLiteStoreV3
-.. autoclass:: LRUStoreCacheV3
-.. autoclass:: ConsolidatedMetadataStoreV3
-
-In v3 `storage transformers <https://zarr-specs.readthedocs.io/en/latest/v3/array-storage-transformers/sharding/v1.0.html>`_
-can be set via ``zarr.create(…, storage_transformers=[…])``.
-The experimental sharding storage transformer can be tested by setting
-the environment variable ``ZARR_V3_SHARDING=1``. Data written with this flag
-enabled should be expected to become stale until
-`ZEP 2 <https://zarr.dev/zeps/draft/ZEP0002.html>`_ is approved
-and fully implemented.
-
-.. module:: zarr._storage.v3_storage_transformers
-
-.. autoclass:: ShardingStorageTransformer
-
-The abstract base class for storage transformers is
-
-.. module:: zarr._storage.store
-
-.. autoclass:: StorageTransformer
diff --git a/pyproject.toml b/pyproject.toml
index 00c6333aa5..3dcda98980 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -52,6 +52,10 @@ docs = [
     'pydata-sphinx-theme',
     'numpydoc',
     'numcodecs[msgpack]',
+    "msgpack",
+    "lmdb",
+    "zstandard",
+    "crc32c",
 ]
 extra = [
     'attrs',
@@ -164,31 +168,31 @@ disallow_any_generics = true
 
 [[tool.mypy.overrides]]
 module = [
-    "zarr._storage.store",
-    "zarr._storage.v3_storage_transformers",
-    "zarr.v3.group",
-    "zarr.core",
-    "zarr.hierarchy",
-    "zarr.indexing",
-    "zarr.storage",
-    "zarr.sync",
-    "zarr.util",
+    "zarr.v2._storage.store",
+    "zarr.v2._storage.v3_storage_transformers",
+    "zarr.group",
+    "zarr.v2.core",
+    "zarr.v2.hierarchy",
+    "zarr.v2.indexing",
+    "zarr.v2.storage",
+    "zarr.v2.sync",
+    "zarr.v2.util",
     "tests.*",
 ]
 check_untyped_defs = false
 
 [[tool.mypy.overrides]]
 module = [
-    "zarr.v3.abc.codec",
-    "zarr.v3.codecs.bytes",
-    "zarr.v3.codecs.pipeline",
-    "zarr.v3.codecs.sharding",
-    "zarr.v3.codecs.transpose",
-    "zarr.v3.array_v2",
-    "zarr.v3.array",
-    "zarr.v3.sync",
-    "zarr.convenience",
-    "zarr.meta",
+    "zarr.abc.codec",
+    "zarr.codecs.bytes",
+    "zarr.codecs.pipeline",
+    "zarr.codecs.sharding",
+    "zarr.codecs.transpose",
+    "zarr.array_v2",
+    "zarr.array",
+    "zarr.sync",
+    "zarr.v2.convenience",
+    "zarr.v2.meta",
 ]
 disallow_any_generics = false
 
diff --git a/src/zarr/__init__.py b/src/zarr/__init__.py
index 601b1295ab..9ae9dc54c4 100644
--- a/src/zarr/__init__.py
+++ b/src/zarr/__init__.py
@@ -1,54 +1,45 @@
-# flake8: noqa
-from zarr.codecs import *
-from zarr.convenience import (
-    consolidate_metadata,
-    copy,
-    copy_all,
-    copy_store,
-    load,
-    open,
-    open_consolidated,
-    save,
-    save_array,
-    save_group,
-    tree,
-)
-from zarr.core import Array
-from zarr.creation import (
-    array,
-    create,
-    empty,
-    empty_like,
-    full,
-    full_like,
-    ones,
-    ones_like,
-    open_array,
-    open_like,
-    zeros,
-    zeros_like,
-)
-from zarr.errors import CopyError, MetadataError
-from zarr.hierarchy import Group, group, open_group
-from zarr.n5 import N5Store, N5FSStore
-from zarr.storage import (
-    ABSStore,
-    DBMStore,
-    DictStore,
-    DirectoryStore,
-    KVStore,
-    LMDBStore,
-    LRUStoreCache,
-    MemoryStore,
-    MongoDBStore,
-    NestedDirectoryStore,
-    RedisStore,
-    SQLiteStore,
-    TempStore,
-    ZipStore,
+from __future__ import annotations
+
+from typing import Union
+
+import zarr.codecs  # noqa: F401
+from zarr.array import Array, AsyncArray  # noqa: F401
+from zarr.array_v2 import ArrayV2
+from zarr.config import RuntimeConfiguration  # noqa: F401
+from zarr.group import AsyncGroup, Group  # noqa: F401
+from zarr.metadata import runtime_configuration  # noqa: F401
+from zarr.store import (  # noqa: F401
+    StoreLike,
+    make_store_path,
 )
-from zarr.sync import ProcessSynchronizer, ThreadSynchronizer
+from zarr.sync import sync as _sync
 from zarr._version import version as __version__
 
 # in case setuptools scm screw up and find version to be 0.0.0
 assert not __version__.startswith("0.0.0")
+
+
+async def open_auto_async(
+    store: StoreLike,
+    runtime_configuration_: RuntimeConfiguration = RuntimeConfiguration(),
+) -> Union[AsyncArray, AsyncGroup]:
+    store_path = make_store_path(store)
+    try:
+        return await AsyncArray.open(store_path, runtime_configuration=runtime_configuration_)
+    except KeyError:
+        return await AsyncGroup.open(store_path, runtime_configuration=runtime_configuration_)
+
+
+def open_auto(
+    store: StoreLike,
+    runtime_configuration_: RuntimeConfiguration = RuntimeConfiguration(),
+) -> Union[Array, ArrayV2, Group]:
+    object = _sync(
+        open_auto_async(store, runtime_configuration_),
+        runtime_configuration_.asyncio_loop,
+    )
+    if isinstance(object, AsyncArray):
+        return Array(object)
+    if isinstance(object, AsyncGroup):
+        return Group(object)
+    raise TypeError(f"Unexpected object type. Got {type(object)}.")
diff --git a/src/zarr/_storage/__init__.py b/src/zarr/abc/__init__.py
similarity index 100%
rename from src/zarr/_storage/__init__.py
rename to src/zarr/abc/__init__.py
diff --git a/src/zarr/v3/abc/codec.py b/src/zarr/abc/codec.py
similarity index 90%
rename from src/zarr/v3/abc/codec.py
rename to src/zarr/abc/codec.py
index d0e51ff894..1abc21b30b 100644
--- a/src/zarr/v3/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -4,17 +4,17 @@
 from typing import TYPE_CHECKING, Optional
 
 import numpy as np
-from zarr.v3.abc.metadata import Metadata
+from zarr.abc.metadata import Metadata
 
-from zarr.v3.common import ArraySpec
-from zarr.v3.store import StorePath
+from zarr.common import ArraySpec
+from zarr.store import StorePath
 
 
 if TYPE_CHECKING:
     from typing_extensions import Self
-    from zarr.v3.common import BytesLike, SliceSelection
-    from zarr.v3.metadata import ArrayMetadata
-    from zarr.v3.config import RuntimeConfiguration
+    from zarr.common import BytesLike, SliceSelection
+    from zarr.metadata import ArrayMetadata
+    from zarr.config import RuntimeConfiguration
 
 
 class Codec(Metadata):
diff --git a/src/zarr/v3/abc/metadata.py b/src/zarr/abc/metadata.py
similarity index 97%
rename from src/zarr/v3/abc/metadata.py
rename to src/zarr/abc/metadata.py
index 4fcabf72a1..f27b37cba4 100644
--- a/src/zarr/v3/abc/metadata.py
+++ b/src/zarr/abc/metadata.py
@@ -7,7 +7,7 @@
 
 from dataclasses import fields, dataclass
 
-from zarr.v3.common import JSON
+from zarr.common import JSON
 
 
 @dataclass(frozen=True)
diff --git a/src/zarr/v3/abc/store.py b/src/zarr/abc/store.py
similarity index 100%
rename from src/zarr/v3/abc/store.py
rename to src/zarr/abc/store.py
diff --git a/src/zarr/v3/array.py b/src/zarr/array.py
similarity index 97%
rename from src/zarr/v3/array.py
rename to src/zarr/array.py
index c0a00a624e..b739b310d4 100644
--- a/src/zarr/v3/array.py
+++ b/src/zarr/array.py
@@ -16,12 +16,12 @@
 from typing import Any, Dict, Iterable, Literal, Optional, Tuple, Union
 
 import numpy as np
-from zarr.v3.abc.codec import Codec
+from zarr.abc.codec import Codec
 
 
-# from zarr.v3.array_v2 import ArrayV2
-from zarr.v3.codecs import BytesCodec
-from zarr.v3.common import (
+# from zarr.array_v2 import ArrayV2
+from zarr.codecs import BytesCodec
+from zarr.common import (
     ZARR_JSON,
     ArraySpec,
     ChunkCoords,
@@ -29,14 +29,14 @@
     SliceSelection,
     concurrent_map,
 )
-from zarr.v3.config import RuntimeConfiguration
-
-from zarr.v3.indexing import BasicIndexer, all_chunk_coords, is_total_slice
-from zarr.v3.chunk_grids import RegularChunkGrid
-from zarr.v3.chunk_key_encodings import DefaultChunkKeyEncoding, V2ChunkKeyEncoding
-from zarr.v3.metadata import ArrayMetadata
-from zarr.v3.store import StoreLike, StorePath, make_store_path
-from zarr.v3.sync import sync
+from zarr.config import RuntimeConfiguration
+
+from zarr.indexing import BasicIndexer, all_chunk_coords, is_total_slice
+from zarr.chunk_grids import RegularChunkGrid
+from zarr.chunk_key_encodings import DefaultChunkKeyEncoding, V2ChunkKeyEncoding
+from zarr.metadata import ArrayMetadata
+from zarr.store import StoreLike, StorePath, make_store_path
+from zarr.sync import sync
 
 
 def parse_array_metadata(data: Any):
diff --git a/src/zarr/v3/array_v2.py b/src/zarr/array_v2.py
similarity index 96%
rename from src/zarr/v3/array_v2.py
rename to src/zarr/array_v2.py
index f150d2dbd2..8c2cd3faec 100644
--- a/src/zarr/v3/array_v2.py
+++ b/src/zarr/array_v2.py
@@ -10,7 +10,7 @@
 
 from numcodecs.compat import ensure_bytes, ensure_ndarray
 
-from zarr.v3.common import (
+from zarr.common import (
     ZARRAY_JSON,
     ZATTRS_JSON,
     BytesLike,
@@ -20,14 +20,14 @@
     concurrent_map,
     to_thread,
 )
-from zarr.v3.config import RuntimeConfiguration
-from zarr.v3.indexing import BasicIndexer, all_chunk_coords, is_total_slice
-from zarr.v3.metadata import ArrayV2Metadata
-from zarr.v3.store import StoreLike, StorePath, make_store_path
-from zarr.v3.sync import sync
+from zarr.config import RuntimeConfiguration
+from zarr.indexing import BasicIndexer, all_chunk_coords, is_total_slice
+from zarr.metadata import ArrayV2Metadata
+from zarr.store import StoreLike, StorePath, make_store_path
+from zarr.sync import sync
 
 if TYPE_CHECKING:
-    from zarr.v3.array import Array
+    from zarr.array import Array
 
 
 @dataclass(frozen=True)
@@ -441,14 +441,14 @@ def resize(self, new_shape: ChunkCoords) -> ArrayV2:
     async def convert_to_v3_async(self) -> Array:
         from sys import byteorder as sys_byteorder
 
-        from zarr.v3.abc.codec import Codec
-        from zarr.v3.array import Array
-        from zarr.v3.common import ZARR_JSON
-        from zarr.v3.chunk_grids import RegularChunkGrid
-        from zarr.v3.chunk_key_encodings import V2ChunkKeyEncoding
-        from zarr.v3.metadata import ArrayMetadata, DataType
+        from zarr.abc.codec import Codec
+        from zarr.array import Array
+        from zarr.common import ZARR_JSON
+        from zarr.chunk_grids import RegularChunkGrid
+        from zarr.chunk_key_encodings import V2ChunkKeyEncoding
+        from zarr.metadata import ArrayMetadata, DataType
 
-        from zarr.v3.codecs import (
+        from zarr.codecs import (
             BloscCodec,
             BloscShuffle,
             BytesCodec,
diff --git a/src/zarr/v3/attributes.py b/src/zarr/attributes.py
similarity index 92%
rename from src/zarr/v3/attributes.py
rename to src/zarr/attributes.py
index edbc84d8aa..8086e18d7b 100644
--- a/src/zarr/v3/attributes.py
+++ b/src/zarr/attributes.py
@@ -3,8 +3,8 @@
 from typing import TYPE_CHECKING, Any, Union
 
 if TYPE_CHECKING:
-    from zarr.v3.group import Group
-    from zarr.v3.array import Array
+    from zarr.group import Group
+    from zarr.array import Array
 
 
 class Attributes(MutableMapping[str, Any]):
diff --git a/src/zarr/v3/chunk_grids.py b/src/zarr/chunk_grids.py
similarity index 94%
rename from src/zarr/v3/chunk_grids.py
rename to src/zarr/chunk_grids.py
index b0a2a7bb36..73557f6e4b 100644
--- a/src/zarr/v3/chunk_grids.py
+++ b/src/zarr/chunk_grids.py
@@ -1,9 +1,9 @@
 from __future__ import annotations
 from typing import TYPE_CHECKING, Any, Dict
 from dataclasses import dataclass
-from zarr.v3.abc.metadata import Metadata
+from zarr.abc.metadata import Metadata
 
-from zarr.v3.common import (
+from zarr.common import (
     JSON,
     ChunkCoords,
     ChunkCoordsLike,
diff --git a/src/zarr/v3/chunk_key_encodings.py b/src/zarr/chunk_key_encodings.py
similarity index 97%
rename from src/zarr/v3/chunk_key_encodings.py
rename to src/zarr/chunk_key_encodings.py
index 9889a2f04a..ebc7654dde 100644
--- a/src/zarr/v3/chunk_key_encodings.py
+++ b/src/zarr/chunk_key_encodings.py
@@ -2,9 +2,9 @@
 from abc import abstractmethod
 from typing import TYPE_CHECKING, Dict, Literal, cast
 from dataclasses import dataclass
-from zarr.v3.abc.metadata import Metadata
+from zarr.abc.metadata import Metadata
 
-from zarr.v3.common import (
+from zarr.common import (
     JSON,
     ChunkCoords,
     parse_named_configuration,
diff --git a/src/zarr/codecs/__init__.py b/src/zarr/codecs/__init__.py
new file mode 100644
index 0000000000..8fa0c9f7b0
--- /dev/null
+++ b/src/zarr/codecs/__init__.py
@@ -0,0 +1,9 @@
+from __future__ import annotations
+
+from zarr.codecs.blosc import BloscCodec, BloscCname, BloscShuffle  # noqa: F401
+from zarr.codecs.bytes import BytesCodec, Endian  # noqa: F401
+from zarr.codecs.crc32c_ import Crc32cCodec  # noqa: F401
+from zarr.codecs.gzip import GzipCodec  # noqa: F401
+from zarr.codecs.sharding import ShardingCodec, ShardingCodecIndexLocation  # noqa: F401
+from zarr.codecs.transpose import TransposeCodec  # noqa: F401
+from zarr.codecs.zstd import ZstdCodec  # noqa: F401
diff --git a/src/zarr/v3/codecs/blosc.py b/src/zarr/codecs/blosc.py
similarity index 95%
rename from src/zarr/v3/codecs/blosc.py
rename to src/zarr/codecs/blosc.py
index 479865241f..374375e6c2 100644
--- a/src/zarr/v3/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -9,15 +9,15 @@
 import numpy as np
 from numcodecs.blosc import Blosc
 
-from zarr.v3.abc.codec import BytesBytesCodec
-from zarr.v3.codecs.registry import register_codec
-from zarr.v3.common import parse_enum, parse_named_configuration, to_thread
+from zarr.abc.codec import BytesBytesCodec
+from zarr.codecs.registry import register_codec
+from zarr.common import parse_enum, parse_named_configuration, to_thread
 
 if TYPE_CHECKING:
     from typing import Dict, Optional
     from typing_extensions import Self
-    from zarr.v3.common import JSON, ArraySpec, BytesLike
-    from zarr.v3.config import RuntimeConfiguration
+    from zarr.common import JSON, ArraySpec, BytesLike
+    from zarr.config import RuntimeConfiguration
 
 
 class BloscShuffle(Enum):
diff --git a/src/zarr/v3/codecs/bytes.py b/src/zarr/codecs/bytes.py
similarity index 92%
rename from src/zarr/v3/codecs/bytes.py
rename to src/zarr/codecs/bytes.py
index f92fe5606d..1b872ac6c6 100644
--- a/src/zarr/v3/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -7,13 +7,13 @@
 
 import numpy as np
 
-from zarr.v3.abc.codec import ArrayBytesCodec
-from zarr.v3.codecs.registry import register_codec
-from zarr.v3.common import parse_enum, parse_named_configuration
+from zarr.abc.codec import ArrayBytesCodec
+from zarr.codecs.registry import register_codec
+from zarr.common import parse_enum, parse_named_configuration
 
 if TYPE_CHECKING:
-    from zarr.v3.common import JSON, ArraySpec, BytesLike
-    from zarr.v3.config import RuntimeConfiguration
+    from zarr.common import JSON, ArraySpec, BytesLike
+    from zarr.config import RuntimeConfiguration
     from typing_extensions import Self
 
 
diff --git a/src/zarr/v3/codecs/crc32c_.py b/src/zarr/codecs/crc32c_.py
similarity index 86%
rename from src/zarr/v3/codecs/crc32c_.py
rename to src/zarr/codecs/crc32c_.py
index 555bdeae3b..04d5b88d70 100644
--- a/src/zarr/v3/codecs/crc32c_.py
+++ b/src/zarr/codecs/crc32c_.py
@@ -7,15 +7,15 @@
 
 from crc32c import crc32c
 
-from zarr.v3.abc.codec import BytesBytesCodec
-from zarr.v3.codecs.registry import register_codec
-from zarr.v3.common import parse_named_configuration
+from zarr.abc.codec import BytesBytesCodec
+from zarr.codecs.registry import register_codec
+from zarr.common import parse_named_configuration
 
 if TYPE_CHECKING:
     from typing import Dict, Optional
     from typing_extensions import Self
-    from zarr.v3.common import JSON, BytesLike, ArraySpec
-    from zarr.v3.config import RuntimeConfiguration
+    from zarr.common import JSON, BytesLike, ArraySpec
+    from zarr.config import RuntimeConfiguration
 
 
 @dataclass(frozen=True)
diff --git a/src/zarr/v3/codecs/gzip.py b/src/zarr/codecs/gzip.py
similarity index 87%
rename from src/zarr/v3/codecs/gzip.py
rename to src/zarr/codecs/gzip.py
index 478eee90c1..f75f5b743e 100644
--- a/src/zarr/v3/codecs/gzip.py
+++ b/src/zarr/codecs/gzip.py
@@ -4,15 +4,15 @@
 from typing import TYPE_CHECKING
 
 from numcodecs.gzip import GZip
-from zarr.v3.abc.codec import BytesBytesCodec
-from zarr.v3.codecs.registry import register_codec
-from zarr.v3.common import parse_named_configuration, to_thread
+from zarr.abc.codec import BytesBytesCodec
+from zarr.codecs.registry import register_codec
+from zarr.common import parse_named_configuration, to_thread
 
 if TYPE_CHECKING:
     from typing import Optional, Dict
     from typing_extensions import Self
-    from zarr.v3.common import JSON, ArraySpec, BytesLike
-    from zarr.v3.config import RuntimeConfiguration
+    from zarr.common import JSON, ArraySpec, BytesLike
+    from zarr.config import RuntimeConfiguration
 
 
 def parse_gzip_level(data: JSON) -> int:
diff --git a/src/zarr/v3/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
similarity index 95%
rename from src/zarr/v3/codecs/pipeline.py
rename to src/zarr/codecs/pipeline.py
index 7bb872eb79..4908ee8057 100644
--- a/src/zarr/v3/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -5,7 +5,7 @@
 from dataclasses import dataclass
 from warnings import warn
 
-from zarr.v3.abc.codec import (
+from zarr.abc.codec import (
     ArrayArrayCodec,
     ArrayBytesCodec,
     ArrayBytesCodecPartialDecodeMixin,
@@ -13,16 +13,16 @@
     BytesBytesCodec,
     Codec,
 )
-from zarr.v3.abc.metadata import Metadata
-from zarr.v3.codecs.registry import get_codec_class
-from zarr.v3.common import parse_named_configuration
+from zarr.abc.metadata import Metadata
+from zarr.codecs.registry import get_codec_class
+from zarr.common import parse_named_configuration
 
 if TYPE_CHECKING:
     from typing import Iterator, List, Optional, Tuple, Union
-    from zarr.v3.store import StorePath
-    from zarr.v3.metadata import ArrayMetadata
-    from zarr.v3.config import RuntimeConfiguration
-    from zarr.v3.common import JSON, ArraySpec, BytesLike, SliceSelection
+    from zarr.store import StorePath
+    from zarr.metadata import ArrayMetadata
+    from zarr.config import RuntimeConfiguration
+    from zarr.common import JSON, ArraySpec, BytesLike, SliceSelection
 
 
 @dataclass(frozen=True)
@@ -53,7 +53,7 @@ def evolve(self, array_spec: ArraySpec) -> CodecPipeline:
 
     @classmethod
     def from_list(cls, codecs: List[Codec]) -> CodecPipeline:
-        from zarr.v3.codecs.sharding import ShardingCodec
+        from zarr.codecs.sharding import ShardingCodec
 
         if not any(isinstance(codec, ArrayBytesCodec) for codec in codecs):
             raise ValueError("Exactly one array-to-bytes codec is required.")
diff --git a/src/zarr/v3/codecs/registry.py b/src/zarr/codecs/registry.py
similarity index 96%
rename from src/zarr/v3/codecs/registry.py
rename to src/zarr/codecs/registry.py
index 4cf2736685..140e1372ef 100644
--- a/src/zarr/v3/codecs/registry.py
+++ b/src/zarr/codecs/registry.py
@@ -3,7 +3,7 @@
 
 if TYPE_CHECKING:
     from typing import Dict, Type
-    from zarr.v3.abc.codec import Codec
+    from zarr.abc.codec import Codec
 
 from importlib.metadata import EntryPoint, entry_points as get_entry_points
 
diff --git a/src/zarr/v3/codecs/sharding.py b/src/zarr/codecs/sharding.py
similarity index 97%
rename from src/zarr/v3/codecs/sharding.py
rename to src/zarr/codecs/sharding.py
index 0385154c0f..948e46f132 100644
--- a/src/zarr/v3/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -6,17 +6,17 @@
 
 
 import numpy as np
-from zarr.v3.abc.codec import (
+from zarr.abc.codec import (
     Codec,
     ArrayBytesCodec,
     ArrayBytesCodecPartialDecodeMixin,
     ArrayBytesCodecPartialEncodeMixin,
 )
-from zarr.v3.codecs.bytes import BytesCodec
-from zarr.v3.codecs.crc32c_ import Crc32cCodec
-from zarr.v3.codecs.pipeline import CodecPipeline
-from zarr.v3.codecs.registry import register_codec
-from zarr.v3.common import (
+from zarr.codecs.bytes import BytesCodec
+from zarr.codecs.crc32c_ import Crc32cCodec
+from zarr.codecs.pipeline import CodecPipeline
+from zarr.codecs.registry import register_codec
+from zarr.common import (
     ArraySpec,
     ChunkCoordsLike,
     concurrent_map,
@@ -25,14 +25,14 @@
     parse_shapelike,
     product,
 )
-from zarr.v3.chunk_grids import RegularChunkGrid
-from zarr.v3.indexing import (
+from zarr.chunk_grids import RegularChunkGrid
+from zarr.indexing import (
     BasicIndexer,
     c_order_iter,
     is_total_slice,
     morton_order_iter,
 )
-from zarr.v3.metadata import (
+from zarr.metadata import (
     ArrayMetadata,
     runtime_configuration as make_runtime_configuration,
     parse_codecs,
@@ -42,14 +42,14 @@
     from typing import Awaitable, Callable, Dict, Iterator, List, Optional, Set, Tuple
     from typing_extensions import Self
 
-    from zarr.v3.store import StorePath
-    from zarr.v3.common import (
+    from zarr.store import StorePath
+    from zarr.common import (
         JSON,
         ChunkCoords,
         BytesLike,
         SliceSelection,
     )
-    from zarr.v3.config import RuntimeConfiguration
+    from zarr.config import RuntimeConfiguration
 
 MAX_UINT_64 = 2**64 - 1
 
diff --git a/src/zarr/v3/codecs/transpose.py b/src/zarr/codecs/transpose.py
similarity index 92%
rename from src/zarr/v3/codecs/transpose.py
rename to src/zarr/codecs/transpose.py
index b663230e35..c63327f6fc 100644
--- a/src/zarr/v3/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -3,17 +3,17 @@
 
 from dataclasses import dataclass, replace
 
-from zarr.v3.common import JSON, ArraySpec, ChunkCoordsLike, parse_named_configuration
+from zarr.common import JSON, ArraySpec, ChunkCoordsLike, parse_named_configuration
 
 if TYPE_CHECKING:
-    from zarr.v3.config import RuntimeConfiguration
+    from zarr.config import RuntimeConfiguration
     from typing import TYPE_CHECKING, Optional, Tuple
     from typing_extensions import Self
 
 import numpy as np
 
-from zarr.v3.abc.codec import ArrayArrayCodec
-from zarr.v3.codecs.registry import register_codec
+from zarr.abc.codec import ArrayArrayCodec
+from zarr.codecs.registry import register_codec
 
 
 def parse_transpose_order(data: Union[JSON, Iterable[int]]) -> Tuple[int, ...]:
@@ -65,7 +65,7 @@ def evolve(self, array_spec: ArraySpec) -> Self:
         return self
 
     def resolve_metadata(self, chunk_spec: ArraySpec) -> ArraySpec:
-        from zarr.v3.common import ArraySpec
+        from zarr.common import ArraySpec
 
         return ArraySpec(
             shape=tuple(chunk_spec.shape[self.order[i]] for i in range(chunk_spec.ndim)),
diff --git a/src/zarr/v3/codecs/zstd.py b/src/zarr/codecs/zstd.py
similarity index 89%
rename from src/zarr/v3/codecs/zstd.py
rename to src/zarr/codecs/zstd.py
index 774bb8bdbb..41db850ab6 100644
--- a/src/zarr/v3/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -5,15 +5,15 @@
 
 from zstandard import ZstdCompressor, ZstdDecompressor
 
-from zarr.v3.abc.codec import BytesBytesCodec
-from zarr.v3.codecs.registry import register_codec
-from zarr.v3.common import parse_named_configuration, to_thread
+from zarr.abc.codec import BytesBytesCodec
+from zarr.codecs.registry import register_codec
+from zarr.common import parse_named_configuration, to_thread
 
 if TYPE_CHECKING:
     from typing import Dict, Optional
     from typing_extensions import Self
-    from zarr.v3.config import RuntimeConfiguration
-    from zarr.v3.common import BytesLike, JSON, ArraySpec
+    from zarr.config import RuntimeConfiguration
+    from zarr.common import BytesLike, JSON, ArraySpec
 
 
 def parse_zstd_level(data: JSON) -> int:
diff --git a/src/zarr/v3/common.py b/src/zarr/common.py
similarity index 100%
rename from src/zarr/v3/common.py
rename to src/zarr/common.py
diff --git a/src/zarr/v3/config.py b/src/zarr/config.py
similarity index 100%
rename from src/zarr/v3/config.py
rename to src/zarr/config.py
diff --git a/src/zarr/v3/group.py b/src/zarr/group.py
similarity index 97%
rename from src/zarr/v3/group.py
rename to src/zarr/group.py
index fcd2fea215..aff24ed0d9 100644
--- a/src/zarr/v3/group.py
+++ b/src/zarr/group.py
@@ -5,14 +5,14 @@
 import json
 import logging
 from typing import Any, Dict, Literal, Optional, Union, AsyncIterator, List
-from zarr.v3.abc.metadata import Metadata
-
-from zarr.v3.array import AsyncArray, Array
-from zarr.v3.attributes import Attributes
-from zarr.v3.common import ZARR_JSON, ZARRAY_JSON, ZATTRS_JSON, ZGROUP_JSON
-from zarr.v3.config import RuntimeConfiguration, SyncConfiguration
-from zarr.v3.store import StoreLike, StorePath, make_store_path
-from zarr.v3.sync import SyncMixin, sync
+from zarr.abc.metadata import Metadata
+
+from zarr.array import AsyncArray, Array
+from zarr.attributes import Attributes
+from zarr.common import ZARR_JSON, ZARRAY_JSON, ZATTRS_JSON, ZGROUP_JSON
+from zarr.config import RuntimeConfiguration, SyncConfiguration
+from zarr.store import StoreLike, StorePath, make_store_path
+from zarr.sync import SyncMixin, sync
 
 logger = logging.getLogger("zarr.group")
 
diff --git a/src/zarr/indexing.py b/src/zarr/indexing.py
index b72d5a255d..7c1a4df226 100644
--- a/src/zarr/indexing.py
+++ b/src/zarr/indexing.py
@@ -1,187 +1,83 @@
-import collections
+from __future__ import annotations
+
 import itertools
 import math
-import numbers
-
-import numpy as np
-
-
-from zarr.errors import (
-    ArrayIndexError,
-    NegativeStepError,
-    err_too_many_indices,
-    VindexInvalidSelectionError,
-    BoundsCheckError,
-)
-
-
-def is_integer(x):
-    """True if x is an integer (both pure Python or NumPy).
-
-    Note that Python's bool is considered an integer too.
-    """
-    return isinstance(x, numbers.Integral)
-
-
-def is_integer_list(x):
-    """True if x is a list of integers.
+from typing import Iterator, List, NamedTuple, Optional, Tuple
 
-    This function assumes ie *does not check* that all elements of the list
-    have the same type. Mixed type lists will result in other errors that will
-    bubble up anyway.
-    """
-    return isinstance(x, list) and len(x) > 0 and is_integer(x[0])
-
-
-def is_integer_array(x, ndim=None):
-    t = not np.isscalar(x) and hasattr(x, "shape") and hasattr(x, "dtype") and x.dtype.kind in "ui"
-    if ndim is not None:
-        t = t and len(x.shape) == ndim
-    return t
-
-
-def is_bool_array(x, ndim=None):
-    t = hasattr(x, "shape") and hasattr(x, "dtype") and x.dtype == bool
-    if ndim is not None:
-        t = t and len(x.shape) == ndim
-    return t
-
-
-def is_scalar(value, dtype):
-    if np.isscalar(value):
-        return True
-    if isinstance(value, tuple) and dtype.names and len(value) == len(dtype.names):
-        return True
-    return False
+from zarr.common import ChunkCoords, Selection, SliceSelection, product
 
 
-def is_pure_fancy_indexing(selection, ndim):
-    """Check whether a selection contains only scalars or integer array-likes.
-
-    Parameters
-    ----------
-    selection : tuple, slice, or scalar
-        A valid selection value for indexing into arrays.
-
-    Returns
-    -------
-    is_pure : bool
-        True if the selection is a pure fancy indexing expression (ie not mixed
-        with boolean or slices).
-    """
-    if ndim == 1:
-        if is_integer_list(selection) or is_integer_array(selection):
-            return True
-        # if not, we go through the normal path below, because a 1-tuple
-        # of integers is also allowed.
-    no_slicing = (
-        isinstance(selection, tuple)
-        and len(selection) == ndim
-        and not (any(isinstance(elem, slice) or elem is Ellipsis for elem in selection))
-    )
-    return (
-        no_slicing
-        and all(
-            is_integer(elem) or is_integer_list(elem) or is_integer_array(elem)
-            for elem in selection
-        )
-        and any(is_integer_list(elem) or is_integer_array(elem) for elem in selection)
-    )
-
-
-def is_pure_orthogonal_indexing(selection, ndim):
-    if not ndim:
-        return False
+def _ensure_tuple(v: Selection) -> SliceSelection:
+    if not isinstance(v, tuple):
+        v = (v,)
+    return v
 
-    # Case 1: Selection is a single iterable of integers
-    if is_integer_list(selection) or is_integer_array(selection, ndim=1):
-        return True
 
-    # Case two: selection contains either zero or one integer iterables.
-    # All other selection elements are slices or integers
-    return (
-        isinstance(selection, tuple)
-        and len(selection) == ndim
-        and sum(is_integer_list(elem) or is_integer_array(elem) for elem in selection) <= 1
-        and all(
-            is_integer_list(elem) or is_integer_array(elem) or isinstance(elem, (int, slice))
-            for elem in selection
-        )
+def _err_too_many_indices(selection: SliceSelection, shape: ChunkCoords):
+    raise IndexError(
+        "too many indices for array; expected {}, got {}".format(len(shape), len(selection))
     )
 
 
-def normalize_integer_selection(dim_sel, dim_len):
-    # normalize type to int
-    dim_sel = int(dim_sel)
+def _err_negative_step():
+    raise IndexError("only slices with step >= 1 are supported")
 
-    # handle wraparound
-    if dim_sel < 0:
-        dim_sel = dim_len + dim_sel
 
-    # handle out of bounds
-    if dim_sel >= dim_len or dim_sel < 0:
-        raise BoundsCheckError(dim_len)
+def _check_selection_length(selection: SliceSelection, shape: ChunkCoords):
+    if len(selection) > len(shape):
+        _err_too_many_indices(selection, shape)
 
-    return dim_sel
 
+def _ensure_selection(
+    selection: Selection,
+    shape: ChunkCoords,
+) -> SliceSelection:
+    selection = _ensure_tuple(selection)
 
-ChunkDimProjection = collections.namedtuple(
-    "ChunkDimProjection", ("dim_chunk_ix", "dim_chunk_sel", "dim_out_sel")
-)
-"""A mapping from chunk to output array for a single dimension.
+    # fill out selection if not completely specified
+    if len(selection) < len(shape):
+        selection += (slice(None),) * (len(shape) - len(selection))
 
-Parameters
-----------
-dim_chunk_ix
-    Index of chunk.
-dim_chunk_sel
-    Selection of items from chunk array.
-dim_out_sel
-    Selection of items in target (output) array.
+    # check selection not too long
+    _check_selection_length(selection, shape)
 
-"""
+    return selection
 
 
-class IntDimIndexer:
-    def __init__(self, dim_sel, dim_len, dim_chunk_len):
-        # normalize
-        dim_sel = normalize_integer_selection(dim_sel, dim_len)
+class _ChunkDimProjection(NamedTuple):
+    dim_chunk_ix: int
+    dim_chunk_sel: slice
+    dim_out_sel: Optional[slice]
 
-        # store attributes
-        self.dim_sel = dim_sel
-        self.dim_len = dim_len
-        self.dim_chunk_len = dim_chunk_len
-        self.nitems = 1
 
-    def __iter__(self):
-        dim_chunk_ix = self.dim_sel // self.dim_chunk_len
-        dim_offset = dim_chunk_ix * self.dim_chunk_len
-        dim_chunk_sel = self.dim_sel - dim_offset
-        dim_out_sel = None
-        yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
+def _ceildiv(a, b):
+    return math.ceil(a / b)
 
 
-def ceildiv(a, b):
-    return math.ceil(a / b)
+class _SliceDimIndexer:
+    dim_sel: slice
+    dim_len: int
+    dim_chunk_len: int
+    nitems: int
 
+    start: int
+    stop: int
+    step: int
 
-class SliceDimIndexer:
-    def __init__(self, dim_sel, dim_len, dim_chunk_len):
-        # normalize
+    def __init__(self, dim_sel: slice, dim_len: int, dim_chunk_len: int):
         self.start, self.stop, self.step = dim_sel.indices(dim_len)
         if self.step < 1:
-            raise NegativeStepError()
+            _err_negative_step()
 
-        # store attributes
         self.dim_len = dim_len
         self.dim_chunk_len = dim_chunk_len
-        self.nitems = max(0, ceildiv((self.stop - self.start), self.step))
-        self.nchunks = ceildiv(self.dim_len, self.dim_chunk_len)
+        self.nitems = max(0, _ceildiv((self.stop - self.start), self.step))
+        self.nchunks = _ceildiv(self.dim_len, self.dim_chunk_len)
 
-    def __iter__(self):
+    def __iter__(self) -> Iterator[_ChunkDimProjection]:
         # figure out the range of chunks we need to visit
         dim_chunk_ix_from = self.start // self.dim_chunk_len
-        dim_chunk_ix_to = ceildiv(self.stop, self.dim_chunk_len)
+        dim_chunk_ix_to = _ceildiv(self.stop, self.dim_chunk_len)
 
         # iterate over chunks in range
         for dim_chunk_ix in range(dim_chunk_ix_from, dim_chunk_ix_to):
@@ -199,7 +95,7 @@ def __iter__(self):
                 if remainder:
                     dim_chunk_sel_start += self.step - remainder
                 # compute number of previous items, provides offset into output array
-                dim_out_offset = ceildiv((dim_offset - self.start), self.step)
+                dim_out_offset = _ceildiv((dim_offset - self.start), self.step)
 
             else:
                 # selection starts within current chunk
@@ -215,522 +111,38 @@ def __iter__(self):
                 dim_chunk_sel_stop = self.stop - dim_offset
 
             dim_chunk_sel = slice(dim_chunk_sel_start, dim_chunk_sel_stop, self.step)
-            dim_chunk_nitems = ceildiv((dim_chunk_sel_stop - dim_chunk_sel_start), self.step)
-
-            # If there are no elements on the selection within this chunk, then skip
-            if dim_chunk_nitems == 0:
-                continue
-
+            dim_chunk_nitems = _ceildiv((dim_chunk_sel_stop - dim_chunk_sel_start), self.step)
             dim_out_sel = slice(dim_out_offset, dim_out_offset + dim_chunk_nitems)
 
-            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
-
-
-def check_selection_length(selection, shape):
-    if len(selection) > len(shape):
-        err_too_many_indices(selection, shape)
-
-
-def replace_ellipsis(selection, shape):
-    selection = ensure_tuple(selection)
-
-    # count number of ellipsis present
-    n_ellipsis = sum(1 for i in selection if i is Ellipsis)
-
-    if n_ellipsis > 1:
-        # more than 1 is an error
-        raise IndexError("an index can only have a single ellipsis ('...')")
+            yield _ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
 
-    elif n_ellipsis == 1:
-        # locate the ellipsis, count how many items to left and right
-        n_items_l = selection.index(Ellipsis)  # items to left of ellipsis
-        n_items_r = len(selection) - (n_items_l + 1)  # items to right of ellipsis
-        n_items = len(selection) - 1  # all non-ellipsis items
 
-        if n_items >= len(shape):
-            # ellipsis does nothing, just remove it
-            selection = tuple(i for i in selection if i != Ellipsis)
+class _ChunkProjection(NamedTuple):
+    chunk_coords: ChunkCoords
+    chunk_selection: SliceSelection
+    out_selection: SliceSelection
 
-        else:
-            # replace ellipsis with as many slices are needed for number of dims
-            new_item = selection[:n_items_l] + ((slice(None),) * (len(shape) - n_items))
-            if n_items_r:
-                new_item += selection[-n_items_r:]
-            selection = new_item
-
-    # fill out selection if not completely specified
-    if len(selection) < len(shape):
-        selection += (slice(None),) * (len(shape) - len(selection))
-
-    # check selection not too long
-    check_selection_length(selection, shape)
-
-    return selection
-
-
-def replace_lists(selection):
-    return tuple(
-        np.asarray(dim_sel) if isinstance(dim_sel, list) else dim_sel for dim_sel in selection
-    )
-
-
-def ensure_tuple(v):
-    if not isinstance(v, tuple):
-        v = (v,)
-    return v
 
-
-ChunkProjection = collections.namedtuple(
-    "ChunkProjection", ("chunk_coords", "chunk_selection", "out_selection")
-)
-"""A mapping of items from chunk to output array. Can be used to extract items from the
-chunk array for loading into an output array. Can also be used to extract items from a
-value array for setting/updating in a chunk array.
-
-Parameters
-----------
-chunk_coords
-    Indices of chunk.
-chunk_selection
-    Selection of items from chunk array.
-out_selection
-    Selection of items in target (output) array.
-
-"""
-
-
-def is_slice(s):
-    return isinstance(s, slice)
-
-
-def is_contiguous_slice(s):
-    return is_slice(s) and (s.step is None or s.step == 1)
-
-
-def is_positive_slice(s):
-    return is_slice(s) and (s.step is None or s.step >= 1)
-
-
-def is_contiguous_selection(selection):
-    selection = ensure_tuple(selection)
-    return all((is_integer_array(s) or is_contiguous_slice(s) or s == Ellipsis) for s in selection)
-
-
-def is_basic_selection(selection):
-    selection = ensure_tuple(selection)
-    return all(is_integer(s) or is_positive_slice(s) for s in selection)
-
-
-# noinspection PyProtectedMember
 class BasicIndexer:
-    def __init__(self, selection, array):
-        # handle ellipsis
-        selection = replace_ellipsis(selection, array._shape)
-
-        # setup per-dimension indexers
-        dim_indexers = []
-        for dim_sel, dim_len, dim_chunk_len in zip(selection, array._shape, array._chunks):
-            if is_integer(dim_sel):
-                dim_indexer = IntDimIndexer(dim_sel, dim_len, dim_chunk_len)
-
-            elif is_slice(dim_sel):
-                dim_indexer = SliceDimIndexer(dim_sel, dim_len, dim_chunk_len)
-
-            else:
-                raise IndexError(
-                    "unsupported selection item for basic indexing; "
-                    "expected integer or slice, got {!r}".format(type(dim_sel))
-                )
-
-            dim_indexers.append(dim_indexer)
-
-        self.dim_indexers = dim_indexers
-        self.shape = tuple(s.nitems for s in self.dim_indexers if not isinstance(s, IntDimIndexer))
-        self.drop_axes = None
-
-    def __iter__(self):
-        for dim_projections in itertools.product(*self.dim_indexers):
-            chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
-            chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
-            out_selection = tuple(
-                p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
-            )
-
-            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
-
-
-class BoolArrayDimIndexer:
-    def __init__(self, dim_sel, dim_len, dim_chunk_len):
-        # check number of dimensions
-        if not is_bool_array(dim_sel, 1):
-            raise IndexError(
-                "Boolean arrays in an orthogonal selection must " "be 1-dimensional only"
-            )
-
-        # check shape
-        if dim_sel.shape[0] != dim_len:
-            raise IndexError(
-                "Boolean array has the wrong length for dimension; " "expected {}, got {}".format(
-                    dim_len, dim_sel.shape[0]
-                )
-            )
-
-        # store attributes
-        self.dim_sel = dim_sel
-        self.dim_len = dim_len
-        self.dim_chunk_len = dim_chunk_len
-        self.nchunks = ceildiv(self.dim_len, self.dim_chunk_len)
-
-        # precompute number of selected items for each chunk
-        self.chunk_nitems = np.zeros(self.nchunks, dtype="i8")
-        for dim_chunk_ix in range(self.nchunks):
-            dim_offset = dim_chunk_ix * self.dim_chunk_len
-            self.chunk_nitems[dim_chunk_ix] = np.count_nonzero(
-                self.dim_sel[dim_offset : dim_offset + self.dim_chunk_len]
-            )
-        self.chunk_nitems_cumsum = np.cumsum(self.chunk_nitems)
-        self.nitems = self.chunk_nitems_cumsum[-1]
-        self.dim_chunk_ixs = np.nonzero(self.chunk_nitems)[0]
-
-    def __iter__(self):
-        # iterate over chunks with at least one item
-        for dim_chunk_ix in self.dim_chunk_ixs:
-            # find region in chunk
-            dim_offset = dim_chunk_ix * self.dim_chunk_len
-            dim_chunk_sel = self.dim_sel[dim_offset : dim_offset + self.dim_chunk_len]
-
-            # pad out if final chunk
-            if dim_chunk_sel.shape[0] < self.dim_chunk_len:
-                tmp = np.zeros(self.dim_chunk_len, dtype=bool)
-                tmp[: dim_chunk_sel.shape[0]] = dim_chunk_sel
-                dim_chunk_sel = tmp
-
-            # find region in output
-            if dim_chunk_ix == 0:
-                start = 0
-            else:
-                start = self.chunk_nitems_cumsum[dim_chunk_ix - 1]
-            stop = self.chunk_nitems_cumsum[dim_chunk_ix]
-            dim_out_sel = slice(start, stop)
-
-            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
-
-
-class Order:
-    UNKNOWN = 0
-    INCREASING = 1
-    DECREASING = 2
-    UNORDERED = 3
-
-    @staticmethod
-    def check(a):
-        diff = np.diff(a)
-        diff_positive = diff >= 0
-        n_diff_positive = np.count_nonzero(diff_positive)
-        all_increasing = n_diff_positive == len(diff_positive)
-        any_increasing = n_diff_positive > 0
-        if all_increasing:
-            order = Order.INCREASING
-        elif any_increasing:
-            order = Order.UNORDERED
-        else:
-            order = Order.DECREASING
-        return order
-
-
-def wraparound_indices(x, dim_len):
-    loc_neg = x < 0
-    if np.any(loc_neg):
-        x[loc_neg] = x[loc_neg] + dim_len
-
-
-def boundscheck_indices(x, dim_len):
-    if np.any(x < 0) or np.any(x >= dim_len):
-        raise BoundsCheckError(dim_len)
-
-
-class IntArrayDimIndexer:
-    """Integer array selection against a single dimension."""
+    dim_indexers: List[_SliceDimIndexer]
+    shape: ChunkCoords
 
     def __init__(
         self,
-        dim_sel,
-        dim_len,
-        dim_chunk_len,
-        wraparound=True,
-        boundscheck=True,
-        order=Order.UNKNOWN,
+        selection: Selection,
+        shape: Tuple[int, ...],
+        chunk_shape: Tuple[int, ...],
     ):
-        # ensure 1d array
-        dim_sel = np.asanyarray(dim_sel)
-        if not is_integer_array(dim_sel, 1):
-            raise IndexError(
-                "integer arrays in an orthogonal selection must be " "1-dimensional only"
-            )
-
-        # handle wraparound
-        if wraparound:
-            wraparound_indices(dim_sel, dim_len)
-
-        # handle out of bounds
-        if boundscheck:
-            boundscheck_indices(dim_sel, dim_len)
-
-        # store attributes
-        self.dim_len = dim_len
-        self.dim_chunk_len = dim_chunk_len
-        self.nchunks = ceildiv(self.dim_len, self.dim_chunk_len)
-        self.nitems = len(dim_sel)
-
-        # determine which chunk is needed for each selection item
-        # note: for dense integer selections, the division operation here is the
-        # bottleneck
-        dim_sel_chunk = dim_sel // dim_chunk_len
-
-        # determine order of indices
-        if order == Order.UNKNOWN:
-            order = Order.check(dim_sel)
-        self.order = order
-
-        if self.order == Order.INCREASING:
-            self.dim_sel = dim_sel
-            self.dim_out_sel = None
-        elif self.order == Order.DECREASING:
-            self.dim_sel = dim_sel[::-1]
-            # TODO should be possible to do this without creating an arange
-            self.dim_out_sel = np.arange(self.nitems - 1, -1, -1)
-        else:
-            # sort indices to group by chunk
-            self.dim_out_sel = np.argsort(dim_sel_chunk)
-            self.dim_sel = np.take(dim_sel, self.dim_out_sel)
-
-        # precompute number of selected items for each chunk
-        self.chunk_nitems = np.bincount(dim_sel_chunk, minlength=self.nchunks)
-
-        # find chunks that we need to visit
-        self.dim_chunk_ixs = np.nonzero(self.chunk_nitems)[0]
-
-        # compute offsets into the output array
-        self.chunk_nitems_cumsum = np.cumsum(self.chunk_nitems)
-
-    def __iter__(self):
-        for dim_chunk_ix in self.dim_chunk_ixs:
-            # find region in output
-            if dim_chunk_ix == 0:
-                start = 0
-            else:
-                start = self.chunk_nitems_cumsum[dim_chunk_ix - 1]
-            stop = self.chunk_nitems_cumsum[dim_chunk_ix]
-            if self.order == Order.INCREASING:
-                dim_out_sel = slice(start, stop)
-            else:
-                dim_out_sel = self.dim_out_sel[start:stop]
-
-            # find region in chunk
-            dim_offset = dim_chunk_ix * self.dim_chunk_len
-            dim_chunk_sel = self.dim_sel[start:stop] - dim_offset
-
-            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
-
-
-def slice_to_range(s: slice, l: int):  # noqa: E741
-    return range(*s.indices(l))
-
-
-def ix_(selection, shape):
-    """Convert an orthogonal selection to a numpy advanced (fancy) selection, like numpy.ix_
-    but with support for slices and single ints."""
-
-    # normalisation
-    selection = replace_ellipsis(selection, shape)
-
-    # replace slice and int as these are not supported by numpy.ix_
-    selection = [
-        slice_to_range(dim_sel, dim_len)
-        if isinstance(dim_sel, slice)
-        else [dim_sel]
-        if is_integer(dim_sel)
-        else dim_sel
-        for dim_sel, dim_len in zip(selection, shape)
-    ]
-
-    # now get numpy to convert to a coordinate selection
-    selection = np.ix_(*selection)
-
-    return selection
-
-
-def oindex(a, selection):
-    """Implementation of orthogonal indexing with slices and ints."""
-    selection = replace_ellipsis(selection, a.shape)
-    drop_axes = tuple(i for i, s in enumerate(selection) if is_integer(s))
-    selection = ix_(selection, a.shape)
-    result = a[selection]
-    if drop_axes:
-        result = result.squeeze(axis=drop_axes)
-    return result
-
-
-def oindex_set(a, selection, value):
-    selection = replace_ellipsis(selection, a.shape)
-    drop_axes = tuple(i for i, s in enumerate(selection) if is_integer(s))
-    selection = ix_(selection, a.shape)
-    if not np.isscalar(value) and drop_axes:
-        value = np.asanyarray(value)
-        value_selection = [slice(None)] * len(a.shape)
-        for i in drop_axes:
-            value_selection[i] = np.newaxis
-        value_selection = tuple(value_selection)
-        value = value[value_selection]
-    a[selection] = value
-
-
-# noinspection PyProtectedMember
-class OrthogonalIndexer:
-    def __init__(self, selection, array):
-        # handle ellipsis
-        selection = replace_ellipsis(selection, array._shape)
-
-        # normalize list to array
-        selection = replace_lists(selection)
-
         # setup per-dimension indexers
-        dim_indexers = []
-        for dim_sel, dim_len, dim_chunk_len in zip(selection, array._shape, array._chunks):
-            if is_integer(dim_sel):
-                dim_indexer = IntDimIndexer(dim_sel, dim_len, dim_chunk_len)
-
-            elif isinstance(dim_sel, slice):
-                dim_indexer = SliceDimIndexer(dim_sel, dim_len, dim_chunk_len)
-
-            elif is_integer_array(dim_sel):
-                dim_indexer = IntArrayDimIndexer(dim_sel, dim_len, dim_chunk_len)
-
-            elif is_bool_array(dim_sel):
-                dim_indexer = BoolArrayDimIndexer(dim_sel, dim_len, dim_chunk_len)
-
-            else:
-                raise IndexError(
-                    "unsupported selection item for orthogonal indexing; "
-                    "expected integer, slice, integer array or Boolean "
-                    "array, got {!r}".format(type(dim_sel))
-                )
-
-            dim_indexers.append(dim_indexer)
-
-        self.array = array
-        self.dim_indexers = dim_indexers
-        self.shape = tuple(s.nitems for s in self.dim_indexers if not isinstance(s, IntDimIndexer))
-        self.is_advanced = not is_basic_selection(selection)
-        if self.is_advanced:
-            self.drop_axes = tuple(
-                i
-                for i, dim_indexer in enumerate(self.dim_indexers)
-                if isinstance(dim_indexer, IntDimIndexer)
-            )
-        else:
-            self.drop_axes = None
-
-    def __iter__(self):
-        for dim_projections in itertools.product(*self.dim_indexers):
-            chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
-            chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
-            out_selection = tuple(
-                p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
+        self.dim_indexers = [
+            _SliceDimIndexer(dim_sel, dim_len, dim_chunk_len)
+            for dim_sel, dim_len, dim_chunk_len in zip(
+                _ensure_selection(selection, shape), shape, chunk_shape
             )
-
-            # handle advanced indexing arrays orthogonally
-            if self.is_advanced:
-                # N.B., numpy doesn't support orthogonal indexing directly as yet,
-                # so need to work around via np.ix_. Also np.ix_ does not support a
-                # mixture of arrays and slices or integers, so need to convert slices
-                # and integers into ranges.
-                chunk_selection = ix_(chunk_selection, self.array._chunks)
-
-                # special case for non-monotonic indices
-                if not is_basic_selection(out_selection):
-                    out_selection = ix_(out_selection, self.shape)
-
-            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
-
-
-class OIndex:
-    def __init__(self, array):
-        self.array = array
-
-    def __getitem__(self, selection):
-        fields, selection = pop_fields(selection)
-        selection = ensure_tuple(selection)
-        selection = replace_lists(selection)
-        return self.array.get_orthogonal_selection(selection, fields=fields)
-
-    def __setitem__(self, selection, value):
-        fields, selection = pop_fields(selection)
-        selection = ensure_tuple(selection)
-        selection = replace_lists(selection)
-        return self.array.set_orthogonal_selection(selection, value, fields=fields)
-
-
-# noinspection PyProtectedMember
-class BlockIndexer:
-    def __init__(self, selection, array):
-        # handle ellipsis
-        selection = replace_ellipsis(selection, array._shape)
-
-        # normalize list to array
-        selection = replace_lists(selection)
-
-        # setup per-dimension indexers
-        dim_indexers = []
-        for dim_sel, dim_len, dim_chunk_size in zip(selection, array._shape, array._chunks):
-            dim_numchunks = int(np.ceil(dim_len / dim_chunk_size))
-
-            if is_integer(dim_sel):
-                if dim_sel < 0:
-                    dim_sel = dim_numchunks + dim_sel
-
-                start = dim_sel * dim_chunk_size
-                stop = start + dim_chunk_size
-                slice_ = slice(start, stop)
-
-            elif is_slice(dim_sel):
-                start = dim_sel.start if dim_sel.start is not None else 0
-                stop = dim_sel.stop if dim_sel.stop is not None else dim_numchunks
-
-                if dim_sel.step not in {1, None}:
-                    raise IndexError(
-                        "unsupported selection item for block indexing; "
-                        "expected integer or slice with step=1, got {!r}".format(type(dim_sel))
-                    )
-
-                # Can't reuse wraparound_indices because it expects a numpy array
-                # We have integers here.
-                if start < 0:
-                    start = dim_numchunks + start
-                if stop < 0:
-                    stop = dim_numchunks + stop
-
-                start = start * dim_chunk_size
-                stop = stop * dim_chunk_size
-                slice_ = slice(start, stop)
-
-            else:
-                raise IndexError(
-                    "unsupported selection item for block indexing; "
-                    "expected integer or slice, got {!r}".format(type(dim_sel))
-                )
-
-            dim_indexer = SliceDimIndexer(slice_, dim_len, dim_chunk_size)
-            dim_indexers.append(dim_indexer)
-
-            if start >= dim_len or start < 0:
-                raise BoundsCheckError(dim_len)
-
-        self.dim_indexers = dim_indexers
+        ]
         self.shape = tuple(s.nitems for s in self.dim_indexers)
-        self.drop_axes = None
 
-    def __iter__(self):
+    def __iter__(self) -> Iterator[_ChunkProjection]:
         for dim_projections in itertools.product(*self.dim_indexers):
             chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
             chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
@@ -738,343 +150,59 @@ def __iter__(self):
                 p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
             )
 
-            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
-
-
-class BlockIndex:
-    def __init__(self, array):
-        self.array = array
-
-    def __getitem__(self, selection):
-        fields, selection = pop_fields(selection)
-        selection = ensure_tuple(selection)
-        selection = replace_lists(selection)
-        return self.array.get_block_selection(selection, fields=fields)
+            yield _ChunkProjection(chunk_coords, chunk_selection, out_selection)
 
-    def __setitem__(self, selection, value):
-        fields, selection = pop_fields(selection)
-        selection = ensure_tuple(selection)
-        selection = replace_lists(selection)
-        return self.array.set_block_selection(selection, value, fields=fields)
 
+def morton_order_iter(chunk_shape: ChunkCoords) -> Iterator[ChunkCoords]:
+    def decode_morton(z: int, chunk_shape: ChunkCoords) -> ChunkCoords:
+        # Inspired by compressed morton code as implemented in Neuroglancer
+        # https://github.com/google/neuroglancer/blob/master/src/neuroglancer/datasource/precomputed/volume.md#compressed-morton-code
+        bits = tuple(math.ceil(math.log2(c)) for c in chunk_shape)
+        max_coords_bits = max(*bits)
+        input_bit = 0
+        input_value = z
+        out = [0 for _ in range(len(chunk_shape))]
 
-# noinspection PyProtectedMember
-def is_coordinate_selection(selection, array):
-    return (len(selection) == len(array._shape)) and all(
-        is_integer(dim_sel) or is_integer_array(dim_sel) for dim_sel in selection
-    )
-
-
-# noinspection PyProtectedMember
-def is_mask_selection(selection, array):
-    return (
-        len(selection) == 1 and is_bool_array(selection[0]) and selection[0].shape == array._shape
-    )
-
-
-# noinspection PyProtectedMember
-class CoordinateIndexer:
-    def __init__(self, selection, array):
-        # some initial normalization
-        selection = ensure_tuple(selection)
-        selection = tuple([i] if is_integer(i) else i for i in selection)
-        selection = replace_lists(selection)
-
-        # validation
-        if not is_coordinate_selection(selection, array):
-            raise IndexError(
-                "invalid coordinate selection; expected one integer "
-                "(coordinate) array per dimension of the target array, "
-                "got {!r}".format(selection)
-            )
-
-        # handle wraparound, boundscheck
-        for dim_sel, dim_len in zip(selection, array.shape):
-            # handle wraparound
-            wraparound_indices(dim_sel, dim_len)
-
-            # handle out of bounds
-            boundscheck_indices(dim_sel, dim_len)
-
-        # compute chunk index for each point in the selection
-        chunks_multi_index = tuple(
-            dim_sel // dim_chunk_len for (dim_sel, dim_chunk_len) in zip(selection, array._chunks)
-        )
+        for coord_bit in range(max_coords_bits):
+            for dim in range(len(chunk_shape)):
+                if coord_bit < bits[dim]:
+                    bit = (input_value >> input_bit) & 1
+                    out[dim] |= bit << coord_bit
+                    input_bit += 1
+        return tuple(out)
 
-        # broadcast selection - this will raise error if array dimensions don't match
-        selection = np.broadcast_arrays(*selection)
-        chunks_multi_index = np.broadcast_arrays(*chunks_multi_index)
+    for i in range(product(chunk_shape)):
+        yield decode_morton(i, chunk_shape)
 
-        # remember shape of selection, because we will flatten indices for processing
-        self.sel_shape = selection[0].shape if selection[0].shape else (1,)
 
-        # flatten selection
-        selection = [dim_sel.reshape(-1) for dim_sel in selection]
-        chunks_multi_index = [dim_chunks.reshape(-1) for dim_chunks in chunks_multi_index]
-
-        # ravel chunk indices
-        chunks_raveled_indices = np.ravel_multi_index(chunks_multi_index, dims=array._cdata_shape)
-
-        # group points by chunk
-        if np.any(np.diff(chunks_raveled_indices) < 0):
-            # optimisation, only sort if needed
-            sel_sort = np.argsort(chunks_raveled_indices)
-            selection = tuple(dim_sel[sel_sort] for dim_sel in selection)
-        else:
-            sel_sort = None
-
-        # store attributes
-        self.selection = selection
-        self.sel_sort = sel_sort
-        self.shape = selection[0].shape if selection[0].shape else (1,)
-        self.drop_axes = None
-        self.array = array
-
-        # precompute number of selected items for each chunk
-        self.chunk_nitems = np.bincount(chunks_raveled_indices, minlength=array.nchunks)
-        self.chunk_nitems_cumsum = np.cumsum(self.chunk_nitems)
-        # locate the chunks we need to process
-        self.chunk_rixs = np.nonzero(self.chunk_nitems)[0]
-
-        # unravel chunk indices
-        self.chunk_mixs = np.unravel_index(self.chunk_rixs, array._cdata_shape)
-
-    def __iter__(self):
-        # iterate over chunks
-        for i, chunk_rix in enumerate(self.chunk_rixs):
-            chunk_coords = tuple(m[i] for m in self.chunk_mixs)
-            if chunk_rix == 0:
-                start = 0
-            else:
-                start = self.chunk_nitems_cumsum[chunk_rix - 1]
-            stop = self.chunk_nitems_cumsum[chunk_rix]
-            if self.sel_sort is None:
-                out_selection = slice(start, stop)
-            else:
-                out_selection = self.sel_sort[start:stop]
-
-            chunk_offsets = tuple(
-                dim_chunk_ix * dim_chunk_len
-                for dim_chunk_ix, dim_chunk_len in zip(chunk_coords, self.array._chunks)
-            )
-            chunk_selection = tuple(
-                dim_sel[start:stop] - dim_chunk_offset
-                for (dim_sel, dim_chunk_offset) in zip(self.selection, chunk_offsets)
-            )
-
-            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
-
-
-# noinspection PyProtectedMember
-class MaskIndexer(CoordinateIndexer):
-    def __init__(self, selection, array):
-        # some initial normalization
-        selection = ensure_tuple(selection)
-        selection = replace_lists(selection)
-
-        # validation
-        if not is_mask_selection(selection, array):
-            raise IndexError(
-                "invalid mask selection; expected one Boolean (mask)"
-                "array with the same shape as the target array, got {!r}".format(selection)
-            )
+def c_order_iter(chunks_per_shard: ChunkCoords) -> Iterator[ChunkCoords]:
+    return itertools.product(*(range(x) for x in chunks_per_shard))
 
-        # convert to indices
-        selection = np.nonzero(selection[0])
 
-        # delegate the rest to superclass
-        super().__init__(selection, array)
+def is_total_slice(item: Selection, shape: ChunkCoords):
+    """Determine whether `item` specifies a complete slice of array with the
+    given `shape`. Used to optimize __setitem__ operations on the Chunk
+    class."""
 
-
-class VIndex:
-    def __init__(self, array):
-        self.array = array
-
-    def __getitem__(self, selection):
-        fields, selection = pop_fields(selection)
-        selection = ensure_tuple(selection)
-        selection = replace_lists(selection)
-        if is_coordinate_selection(selection, self.array):
-            return self.array.get_coordinate_selection(selection, fields=fields)
-        elif is_mask_selection(selection, self.array):
-            return self.array.get_mask_selection(selection, fields=fields)
-        else:
-            raise VindexInvalidSelectionError(selection)
-
-    def __setitem__(self, selection, value):
-        fields, selection = pop_fields(selection)
-        selection = ensure_tuple(selection)
-        selection = replace_lists(selection)
-        if is_coordinate_selection(selection, self.array):
-            self.array.set_coordinate_selection(selection, value, fields=fields)
-        elif is_mask_selection(selection, self.array):
-            self.array.set_mask_selection(selection, value, fields=fields)
-        else:
-            raise VindexInvalidSelectionError(selection)
-
-
-def check_fields(fields, dtype):
-    # early out
-    if fields is None:
-        return dtype
-    # check type
-    if not isinstance(fields, (str, list, tuple)):
-        raise IndexError(
-            "'fields' argument must be a string or list of strings; found " "{!r}".format(
-                type(fields)
+    # N.B., assume shape is normalized
+    if item == slice(None):
+        return True
+    if isinstance(item, slice):
+        item = (item,)
+    if isinstance(item, tuple):
+        return all(
+            (
+                isinstance(dim_sel, slice)
+                and (
+                    (dim_sel == slice(None))
+                    or ((dim_sel.stop - dim_sel.start == dim_len) and (dim_sel.step in [1, None]))
+                )
             )
+            for dim_sel, dim_len in zip(item, shape)
         )
-    if fields:
-        if dtype.names is None:
-            raise IndexError("invalid 'fields' argument, array does not have any fields")
-        try:
-            if isinstance(fields, str):
-                # single field selection
-                out_dtype = dtype[fields]
-            else:
-                # multiple field selection
-                out_dtype = np.dtype([(f, dtype[f]) for f in fields])
-        except KeyError as e:
-            raise IndexError("invalid 'fields' argument, field not found: {!r}".format(e))
-        else:
-            return out_dtype
     else:
-        return dtype
-
-
-def check_no_multi_fields(fields):
-    if isinstance(fields, list):
-        if len(fields) == 1:
-            return fields[0]
-        elif len(fields) > 1:
-            raise IndexError("multiple fields are not supported for this operation")
-    return fields
-
-
-def pop_fields(selection):
-    if isinstance(selection, str):
-        # single field selection
-        fields = selection
-        selection = ()
-    elif not isinstance(selection, tuple):
-        # single selection item, no fields
-        fields = None
-        # leave selection as-is
-    else:
-        # multiple items, split fields from selection items
-        fields = [f for f in selection if isinstance(f, str)]
-        fields = fields[0] if len(fields) == 1 else fields
-        selection = tuple(s for s in selection if not isinstance(s, str))
-        selection = selection[0] if len(selection) == 1 else selection
-    return fields, selection
-
-
-def make_slice_selection(selection):
-    ls = []
-    for dim_selection in selection:
-        if is_integer(dim_selection):
-            ls.append(slice(int(dim_selection), int(dim_selection) + 1, 1))
-        elif isinstance(dim_selection, np.ndarray):
-            if len(dim_selection) == 1:
-                ls.append(slice(int(dim_selection[0]), int(dim_selection[0]) + 1, 1))
-            else:
-                raise ArrayIndexError()
-        else:
-            ls.append(dim_selection)
-    return ls
+        raise TypeError("expected slice or tuple of slices, found %r" % item)
 
 
-class PartialChunkIterator:
-    """Iterator to retrieve the specific coordinates of requested data
-    from within a compressed chunk.
-
-    Parameters
-    ----------
-    selection : tuple
-        tuple of slice objects to take from the chunk
-    arr_shape : shape of chunk to select data from
-
-    Attributes
-    -----------
-    arr_shape
-    selection
-
-    Returns
-    -------
-    Tuple with 3 elements:
-
-    start: int
-        elements offset in the chunk to read from
-    nitems: int
-        number of elements to read in the chunk from start
-    partial_out_selection: list of slices
-        indices of a temporary empty array of size `Array._chunks` to assign
-        the decompressed data to after the partial read.
-
-    Notes
-    -----
-    An array is flattened when compressed with blosc, so this iterator takes
-    the wanted selection of an array and determines the wanted coordinates
-    of the flattened, compressed data to be read and then decompressed. The
-    decompressed data is then placed in a temporary empty array of size
-    `Array._chunks` at the indices yielded as partial_out_selection.
-    Once all the slices yielded by this iterator have been read, decompressed
-    and written to the temporary array, the wanted slice of the chunk can be
-    indexed from the temporary array and written to the out_selection slice
-    of the out array.
-
-    """
-
-    def __init__(self, selection, arr_shape):
-        selection = make_slice_selection(selection)
-        self.arr_shape = arr_shape
-
-        # number of selection dimensions can't be greater than the number of chunk dimensions
-        if len(selection) > len(self.arr_shape):
-            raise ValueError(
-                "Selection has more dimensions then the array:\n"
-                f"selection dimensions = {len(selection)}\n"
-                f"array dimensions = {len(self.arr_shape)}"
-            )
-
-        # any selection can not be out of the range of the chunk
-        selection_shape = np.empty(self.arr_shape)[tuple(selection)].shape
-        if any(
-            selection_dim < 0 or selection_dim > arr_dim
-            for selection_dim, arr_dim in zip(selection_shape, self.arr_shape)
-        ):
-            raise IndexError(
-                "a selection index is out of range for the dimension"
-            )  # pragma: no cover
-
-        for i, dim_size in enumerate(self.arr_shape[::-1]):
-            index = len(self.arr_shape) - (i + 1)
-            if index <= len(selection) - 1:
-                slice_size = selection_shape[index]
-                if slice_size == dim_size and index > 0:
-                    selection.pop()
-                else:
-                    break
-
-        chunk_loc_slices = []
-        last_dim_slice = None if selection[-1].step > 1 else selection.pop()
-        for arr_shape_i, sl in zip(arr_shape, selection):
-            dim_chunk_loc_slices = []
-            assert isinstance(sl, slice)
-            for x in slice_to_range(sl, arr_shape_i):
-                dim_chunk_loc_slices.append(slice(x, x + 1, 1))
-            chunk_loc_slices.append(dim_chunk_loc_slices)
-        if last_dim_slice:
-            chunk_loc_slices.append([last_dim_slice])
-        self.chunk_loc_slices = list(itertools.product(*chunk_loc_slices))
-
-    def __iter__(self):
-        chunk1 = self.chunk_loc_slices[0]
-        nitems = (chunk1[-1].stop - chunk1[-1].start) * np.prod(
-            self.arr_shape[len(chunk1) :], dtype=int
-        )
-        for partial_out_selection in self.chunk_loc_slices:
-            start = 0
-            for i, sl in enumerate(partial_out_selection):
-                start += sl.start * np.prod(self.arr_shape[i + 1 :], dtype=int)
-            yield start, nitems, partial_out_selection
+def all_chunk_coords(shape: ChunkCoords, chunk_shape: ChunkCoords) -> Iterator[ChunkCoords]:
+    return itertools.product(*(range(0, _ceildiv(s, c)) for s, c in zip(shape, chunk_shape)))
diff --git a/src/zarr/v3/metadata.py b/src/zarr/metadata.py
similarity index 96%
rename from src/zarr/v3/metadata.py
rename to src/zarr/metadata.py
index 573b8484f0..8eba9a0b5a 100644
--- a/src/zarr/v3/metadata.py
+++ b/src/zarr/metadata.py
@@ -6,19 +6,19 @@
 import numpy as np
 import numpy.typing as npt
 
-from zarr.v3.chunk_grids import ChunkGrid, RegularChunkGrid
-from zarr.v3.chunk_key_encodings import ChunkKeyEncoding, parse_separator
+from zarr.chunk_grids import ChunkGrid, RegularChunkGrid
+from zarr.chunk_key_encodings import ChunkKeyEncoding, parse_separator
 
 
 if TYPE_CHECKING:
     from typing import Literal, Union, List, Optional, Tuple
-    from zarr.v3.codecs.pipeline import CodecPipeline
+    from zarr.codecs.pipeline import CodecPipeline
 
 
-from zarr.v3.abc.codec import Codec
-from zarr.v3.abc.metadata import Metadata
+from zarr.abc.codec import Codec
+from zarr.abc.metadata import Metadata
 
-from zarr.v3.common import (
+from zarr.common import (
     JSON,
     ArraySpec,
     ChunkCoords,
@@ -26,7 +26,7 @@
     parse_fill_value,
     parse_shapelike,
 )
-from zarr.v3.config import RuntimeConfiguration, parse_indexing_order
+from zarr.config import RuntimeConfiguration, parse_indexing_order
 
 
 def runtime_configuration(
@@ -370,7 +370,7 @@ def parse_v2_metadata(data: ArrayV2Metadata) -> ArrayV2Metadata:
 
 
 def parse_codecs(data: Iterable[Union[Codec, JSON]]) -> CodecPipeline:
-    from zarr.v3.codecs.pipeline import CodecPipeline
+    from zarr.codecs.pipeline import CodecPipeline
 
     if not isinstance(data, Iterable):
         raise TypeError(f"Expected iterable, got {type(data)}")
diff --git a/src/zarr/store/__init__.py b/src/zarr/store/__init__.py
new file mode 100644
index 0000000000..b1c3a5f720
--- /dev/null
+++ b/src/zarr/store/__init__.py
@@ -0,0 +1,5 @@
+# flake8: noqa
+from zarr.store.core import StorePath, StoreLike, make_store_path
+from zarr.store.remote import RemoteStore
+from zarr.store.local import LocalStore
+from zarr.store.memory import MemoryStore
diff --git a/src/zarr/v3/store/core.py b/src/zarr/store/core.py
similarity index 94%
rename from src/zarr/v3/store/core.py
rename to src/zarr/store/core.py
index 16714d9e30..29506aa619 100644
--- a/src/zarr/v3/store/core.py
+++ b/src/zarr/store/core.py
@@ -3,9 +3,9 @@
 from pathlib import Path
 from typing import Any, Optional, Tuple, Union
 
-from zarr.v3.common import BytesLike
-from zarr.v3.abc.store import Store
-from zarr.v3.store.local import LocalStore
+from zarr.common import BytesLike
+from zarr.abc.store import Store
+from zarr.store.local import LocalStore
 
 
 def _dereference_path(root: str, path: str) -> str:
diff --git a/src/zarr/v3/store/local.py b/src/zarr/store/local.py
similarity index 98%
rename from src/zarr/v3/store/local.py
rename to src/zarr/store/local.py
index 8f02b904c0..1e9e880875 100644
--- a/src/zarr/v3/store/local.py
+++ b/src/zarr/store/local.py
@@ -5,8 +5,8 @@
 from pathlib import Path
 from typing import Union, Optional, List, Tuple
 
-from zarr.v3.abc.store import Store
-from zarr.v3.common import BytesLike, concurrent_map, to_thread
+from zarr.abc.store import Store
+from zarr.common import BytesLike, concurrent_map, to_thread
 
 
 def _get(path: Path, byte_range: Optional[Tuple[int, Optional[int]]] = None) -> bytes:
diff --git a/src/zarr/v3/store/memory.py b/src/zarr/store/memory.py
similarity index 97%
rename from src/zarr/v3/store/memory.py
rename to src/zarr/store/memory.py
index afacfa4321..9661b6cea7 100644
--- a/src/zarr/v3/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -2,8 +2,8 @@
 
 from typing import Optional, MutableMapping, List, Tuple
 
-from zarr.v3.common import BytesLike
-from zarr.v3.abc.store import Store
+from zarr.common import BytesLike
+from zarr.abc.store import Store
 
 
 # TODO: this store could easily be extended to wrap any MutuableMapping store from v2
diff --git a/src/zarr/v3/store/remote.py b/src/zarr/store/remote.py
similarity index 96%
rename from src/zarr/v3/store/remote.py
rename to src/zarr/store/remote.py
index 0e6fc84e08..c42cf3f56d 100644
--- a/src/zarr/v3/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -2,9 +2,9 @@
 
 from typing import TYPE_CHECKING, Any, Dict, Optional, Tuple, Union
 
-from zarr.v3.abc.store import Store
-from zarr.v3.store.core import _dereference_path
-from zarr.v3.common import BytesLike
+from zarr.abc.store import Store
+from zarr.store.core import _dereference_path
+from zarr.common import BytesLike
 
 
 if TYPE_CHECKING:
diff --git a/src/zarr/sync.py b/src/zarr/sync.py
index 49684a51ee..d9665b4c58 100644
--- a/src/zarr/sync.py
+++ b/src/zarr/sync.py
@@ -1,48 +1,120 @@
-import os
-from collections import defaultdict
-from threading import Lock
+from __future__ import annotations
 
-import fasteners
+import asyncio
+import threading
+from typing import (
+    Any,
+    AsyncIterator,
+    Coroutine,
+    List,
+    Optional,
+    TypeVar,
+)
+from typing_extensions import ParamSpec
 
+from zarr.config import SyncConfiguration
 
-class ThreadSynchronizer:
-    """Provides synchronization using thread locks."""
 
-    def __init__(self):
-        self.mutex = Lock()
-        self.locks = defaultdict(Lock)
+# From https://github.com/fsspec/filesystem_spec/blob/master/fsspec/asyn.py
 
-    def __getitem__(self, item):
-        with self.mutex:
-            return self.locks[item]
+iothread: List[Optional[threading.Thread]] = [None]  # dedicated IO thread
+loop: List[Optional[asyncio.AbstractEventLoop]] = [
+    None
+]  # global event loop for any non-async instance
+_lock: Optional[threading.Lock] = None  # global lock placeholder
+get_running_loop = asyncio.get_running_loop
 
-    def __getstate__(self):
-        return True
 
-    def __setstate__(self, *args):
-        # reinitialize from scratch
-        self.__init__()
+def _get_lock() -> threading.Lock:
+    """Allocate or return a threading lock.
+
+    The lock is allocated on first use to allow setting one lock per forked process.
+    """
+    global _lock
+    if not _lock:
+        _lock = threading.Lock()
+    return _lock
 
 
-class ProcessSynchronizer:
-    """Provides synchronization using file locks via the
-    `fasteners <https://fasteners.readthedocs.io/en/latest/api/inter_process/>`_
-    package.
+async def _runner(event: threading.Event, coro: Coroutine, result_box: List[Optional[Any]]):
+    try:
+        result_box[0] = await coro
+    except Exception as ex:
+        result_box[0] = ex
+    finally:
+        event.set()
 
-    Parameters
-    ----------
-    path : string
-        Path to a directory on a file system that is shared by all processes.
-        N.B., this should be a *different* path to where you store the array.
 
+def sync(coro: Coroutine, loop: Optional[asyncio.AbstractEventLoop] = None):
+    """
+    Make loop run coroutine until it returns. Runs in other thread
+
+    Examples
+    --------
+    >>> sync(async_function(), existing_loop)
     """
+    if loop is None:
+        # NB: if the loop is not running *yet*, it is OK to submit work
+        # and we will wait for it
+        loop = _get_loop()
+    if loop is None or loop.is_closed():
+        raise RuntimeError("Loop is not running")
+    try:
+        loop0 = asyncio.events.get_running_loop()
+        if loop0 is loop:
+            raise NotImplementedError("Calling sync() from within a running loop")
+    except RuntimeError:
+        pass
+    result_box: List[Optional[Any]] = [None]
+    event = threading.Event()
+    asyncio.run_coroutine_threadsafe(_runner(event, coro, result_box), loop)
+    while True:
+        # this loops allows thread to get interrupted
+        if event.wait(1):
+            break
+
+    return_result = result_box[0]
+    if isinstance(return_result, BaseException):
+        raise return_result
+    else:
+        return return_result
+
+
+def _get_loop():
+    """Create or return the default fsspec IO loop
+
+    The loop will be running on a separate thread.
+    """
+    if loop[0] is None:
+        with _get_lock():
+            # repeat the check just in case the loop got filled between the
+            # previous two calls from another thread
+            if loop[0] is None:
+                new_loop = asyncio.new_event_loop()
+                loop[0] = new_loop
+                th = threading.Thread(target=new_loop.run_forever, name="zarrIO")
+                th.daemon = True
+                th.start()
+                iothread[0] = th
+    return loop[0]
+
+
+P = ParamSpec("P")
+T = TypeVar("T")
+
+
+class SyncMixin:
+    _sync_configuration: SyncConfiguration
 
-    def __init__(self, path):
-        self.path = path
+    def _sync(self, coroutine: Coroutine[Any, Any, T]) -> T:
+        # TODO: refactor this to to take *args and **kwargs and pass those to the method
+        # this should allow us to better type the sync wrapper
+        return sync(coroutine, loop=self._sync_configuration.asyncio_loop)
 
-    def __getitem__(self, item):
-        path = os.path.join(self.path, item)
-        lock = fasteners.InterProcessLock(path)
-        return lock
+    def _sync_iter(self, coroutine: Coroutine[Any, Any, AsyncIterator[T]]) -> List[T]:
+        async def iter_to_list() -> List[T]:
+            # TODO: replace with generators so we don't materialize the entire iterator at once
+            async_iterator = await coroutine
+            return [item async for item in async_iterator]
 
-    # pickling and unpickling should be handled automatically
+        return self._sync(iter_to_list())
diff --git a/src/zarr/v2/__init__.py b/src/zarr/v2/__init__.py
new file mode 100644
index 0000000000..27c7595580
--- /dev/null
+++ b/src/zarr/v2/__init__.py
@@ -0,0 +1,54 @@
+# flake8: noqa
+from zarr.v2.codecs import *
+from zarr.v2.convenience import (
+    consolidate_metadata,
+    copy,
+    copy_all,
+    copy_store,
+    load,
+    open,
+    open_consolidated,
+    save,
+    save_array,
+    save_group,
+    tree,
+)
+from zarr.v2.core import Array
+from zarr.v2.creation import (
+    array,
+    create,
+    empty,
+    empty_like,
+    full,
+    full_like,
+    ones,
+    ones_like,
+    open_array,
+    open_like,
+    zeros,
+    zeros_like,
+)
+from zarr.v2.errors import CopyError, MetadataError
+from zarr.v2.hierarchy import Group, group, open_group
+from zarr.v2.n5 import N5Store, N5FSStore
+from zarr.v2.storage import (
+    ABSStore,
+    DBMStore,
+    DictStore,
+    DirectoryStore,
+    KVStore,
+    LMDBStore,
+    LRUStoreCache,
+    MemoryStore,
+    MongoDBStore,
+    NestedDirectoryStore,
+    RedisStore,
+    SQLiteStore,
+    TempStore,
+    ZipStore,
+)
+from zarr.v2.sync import ProcessSynchronizer, ThreadSynchronizer
+from zarr._version import version as __version__
+
+# in case setuptools scm screw up and find version to be 0.0.0
+assert not __version__.startswith("0.0.0")
diff --git a/src/zarr/v3/abc/__init__.py b/src/zarr/v2/_storage/__init__.py
similarity index 100%
rename from src/zarr/v3/abc/__init__.py
rename to src/zarr/v2/_storage/__init__.py
diff --git a/src/zarr/_storage/absstore.py b/src/zarr/v2/_storage/absstore.py
similarity index 98%
rename from src/zarr/_storage/absstore.py
rename to src/zarr/v2/_storage/absstore.py
index d8e292535c..ee03d44bd4 100644
--- a/src/zarr/_storage/absstore.py
+++ b/src/zarr/v2/_storage/absstore.py
@@ -2,8 +2,8 @@
 
 import warnings
 from numcodecs.compat import ensure_bytes
-from zarr.util import normalize_storage_path
-from zarr._storage.store import Store
+from zarr.v2.util import normalize_storage_path
+from zarr.v2._storage.store import Store
 
 __doctest_requires__ = {
     ("ABSStore", "ABSStore.*"): ["azure.storage.blob"],
diff --git a/src/zarr/_storage/store.py b/src/zarr/v2/_storage/store.py
similarity index 96%
rename from src/zarr/_storage/store.py
rename to src/zarr/v2/_storage/store.py
index 6e13b08cc7..ec1dbf0565 100644
--- a/src/zarr/_storage/store.py
+++ b/src/zarr/v2/_storage/store.py
@@ -1,9 +1,9 @@
 from collections.abc import MutableMapping
 from typing import Any, List, Mapping, Optional, Sequence, Union
 
-from zarr.meta import Metadata2
-from zarr.util import normalize_storage_path
-from zarr.context import Context
+from zarr.v2.meta import Metadata2
+from zarr.v2.util import normalize_storage_path
+from zarr.v2.context import Context
 
 
 # v2 store keys
@@ -83,7 +83,7 @@ def _ensure_store(store: Any):
 
         We'll do this conversion in a few places automatically
         """
-        from zarr.storage import KVStore  # avoid circular import
+        from zarr.v2.storage import KVStore  # avoid circular import
 
         if isinstance(store, BaseStore):
             if not store._store_version == 2:
@@ -111,7 +111,7 @@ def _ensure_store(store: Any):
         raise ValueError(
             "Starting with Zarr 2.11.0, stores must be subclasses of "
             "BaseStore, if your store exposes the MutableMapping interface "
-            f"wrap it in Zarr.storage.KVStore. Got {store}"
+            f"wrap it in zarr.v2.storage.KVStore. Got {store}"
         )
 
     def getitems(
diff --git a/src/zarr/attrs.py b/src/zarr/v2/attrs.py
similarity index 98%
rename from src/zarr/attrs.py
rename to src/zarr/v2/attrs.py
index 89cfefc22e..af23d43b9e 100644
--- a/src/zarr/attrs.py
+++ b/src/zarr/v2/attrs.py
@@ -2,8 +2,8 @@
 import warnings
 from collections.abc import MutableMapping
 
-from zarr._storage.store import Store
-from zarr.util import json_dumps
+from zarr.v2._storage.store import Store
+from zarr.v2.util import json_dumps
 
 
 class Attributes(MutableMapping[str, Any]):
diff --git a/src/zarr/codecs.py b/src/zarr/v2/codecs.py
similarity index 100%
rename from src/zarr/codecs.py
rename to src/zarr/v2/codecs.py
diff --git a/src/zarr/context.py b/src/zarr/v2/context.py
similarity index 100%
rename from src/zarr/context.py
rename to src/zarr/v2/context.py
diff --git a/src/zarr/convenience.py b/src/zarr/v2/convenience.py
similarity index 91%
rename from src/zarr/convenience.py
rename to src/zarr/v2/convenience.py
index e4bbade527..6355a11af9 100644
--- a/src/zarr/convenience.py
+++ b/src/zarr/v2/convenience.py
@@ -4,22 +4,22 @@
 import os
 import re
 from collections.abc import Mapping, MutableMapping
-from zarr.core import Array
-from zarr.creation import array as _create_array
-from zarr.creation import open_array
-from zarr.errors import CopyError, PathNotFoundError
-from zarr.hierarchy import Group
-from zarr.hierarchy import group as _create_group
-from zarr.hierarchy import open_group
-from zarr.meta import json_dumps, json_loads
-from zarr.storage import (
+from zarr.v2.core import Array
+from zarr.v2.creation import array as _create_array
+from zarr.v2.creation import open_array
+from zarr.v2.errors import CopyError, PathNotFoundError
+from zarr.v2.hierarchy import Group
+from zarr.v2.hierarchy import group as _create_group
+from zarr.v2.hierarchy import open_group
+from zarr.v2.meta import json_dumps, json_loads
+from zarr.v2.storage import (
     contains_array,
     contains_group,
     normalize_store_arg,
     BaseStore,
     ConsolidatedMetadataStore,
 )
-from zarr.util import TreeViewer, buffer_size, normalize_storage_path
+from zarr.v2.util import TreeViewer, buffer_size, normalize_storage_path
 
 from typing import Any, Union
 
@@ -50,17 +50,17 @@ def open(store: StoreLike = None, mode: str = "a", *, path=None, **kwargs):
     path : str or None, optional
         The path within the store to open.
     **kwargs
-        Additional parameters are passed through to :func:`zarr.creation.open_array` or
-        :func:`zarr.hierarchy.open_group`.
+        Additional parameters are passed through to :func:`zarr.v2.creation.open_array` or
+        :func:`zarr.v2.hierarchy.open_group`.
 
     Returns
     -------
-    z : :class:`zarr.core.Array` or :class:`zarr.hierarchy.Group`
+    z : :class:`zarr.v2.core.Array` or :class:`zarr.v2.hierarchy.Group`
         Array or group, depending on what exists in the given store.
 
     See Also
     --------
-    zarr.creation.open_array, zarr.hierarchy.open_group
+    zarr.v2.creation.open_array, zarr.v2.hierarchy.open_group
 
     Examples
     --------
@@ -69,24 +69,24 @@ def open(store: StoreLike = None, mode: str = "a", *, path=None, **kwargs):
 
         >>> import zarr
         >>> store = 'data/example.zarr'
-        >>> zw = zarr.open(store, mode='w', shape=100, dtype='i4')  # open new array
+        >>> zw = zarr.v2.open(store, mode='w', shape=100, dtype='i4')  # open new array
         >>> zw
-        <zarr.core.Array (100,) int32>
-        >>> za = zarr.open(store, mode='a')  # open existing array for reading and writing
+        <zarr.v2.core.Array (100,) int32>
+        >>> za = zarr.v2.open(store, mode='a')  # open existing array for reading and writing
         >>> za
-        <zarr.core.Array (100,) int32>
-        >>> zr = zarr.open(store, mode='r')  # open existing array read-only
+        <zarr.v2.core.Array (100,) int32>
+        >>> zr = zarr.v2.open(store, mode='r')  # open existing array read-only
         >>> zr
-        <zarr.core.Array (100,) int32 read-only>
-        >>> gw = zarr.open(store, mode='w')  # open new group, overwriting previous data
+        <zarr.v2.core.Array (100,) int32 read-only>
+        >>> gw = zarr.v2.open(store, mode='w')  # open new group, overwriting previous data
         >>> gw
-        <zarr.hierarchy.Group '/'>
-        >>> ga = zarr.open(store, mode='a')  # open existing group for reading and writing
+        <zarr.v2.hierarchy.Group '/'>
+        >>> ga = zarr.v2.open(store, mode='a')  # open existing group for reading and writing
         >>> ga
-        <zarr.hierarchy.Group '/'>
-        >>> gr = zarr.open(store, mode='r')  # open existing group read-only
+        <zarr.v2.hierarchy.Group '/'>
+        >>> gr = zarr.v2.open(store, mode='r')  # open existing group read-only
         >>> gr
-        <zarr.hierarchy.Group '/' read-only>
+        <zarr.v2.hierarchy.Group '/' read-only>
 
     """
 
@@ -147,14 +147,14 @@ def save_array(store: StoreLike, arr, *, path=None, **kwargs):
         >>> import zarr
         >>> import numpy as np
         >>> arr = np.arange(10000)
-        >>> zarr.save_array('data/example.zarr', arr)
-        >>> zarr.load('data/example.zarr')
+        >>> zarr.v2.save_array('data/example.zarr', arr)
+        >>> zarr.v2.load('data/example.zarr')
         array([   0,    1,    2, ..., 9997, 9998, 9999])
 
     Save an array to a single file (uses a :class:`ZipStore`)::
 
-        >>> zarr.save_array('data/example.zip', arr)
-        >>> zarr.load('data/example.zip')
+        >>> zarr.v2.save_array('data/example.zip', arr)
+        >>> zarr.v2.load('data/example.zip')
         array([   0,    1,    2, ..., 9997, 9998, 9999])
 
     """
@@ -193,8 +193,8 @@ def save_group(store: StoreLike, *args, path=None, **kwargs):
         >>> import numpy as np
         >>> a1 = np.arange(10000)
         >>> a2 = np.arange(10000, 0, -1)
-        >>> zarr.save_group('data/example.zarr', a1, a2)
-        >>> loader = zarr.load('data/example.zarr')
+        >>> zarr.v2.save_group('data/example.zarr', a1, a2)
+        >>> loader = zarr.v2.load('data/example.zarr')
         >>> loader
         <LazyLoader: arr_0, arr_1>
         >>> loader['arr_0']
@@ -204,8 +204,8 @@ def save_group(store: StoreLike, *args, path=None, **kwargs):
 
     Save several arrays using named keyword arguments::
 
-        >>> zarr.save_group('data/example.zarr', foo=a1, bar=a2)
-        >>> loader = zarr.load('data/example.zarr')
+        >>> zarr.v2.save_group('data/example.zarr', foo=a1, bar=a2)
+        >>> loader = zarr.v2.load('data/example.zarr')
         >>> loader
         <LazyLoader: bar, foo>
         >>> loader['foo']
@@ -215,8 +215,8 @@ def save_group(store: StoreLike, *args, path=None, **kwargs):
 
     Store several arrays in a single zip file (uses a :class:`ZipStore`)::
 
-        >>> zarr.save_group('data/example.zip', foo=a1, bar=a2)
-        >>> loader = zarr.load('data/example.zip')
+        >>> zarr.v2.save_group('data/example.zip', foo=a1, bar=a2)
+        >>> loader = zarr.v2.load('data/example.zip')
         >>> loader
         <LazyLoader: bar, foo>
         >>> loader['foo']
@@ -269,14 +269,14 @@ def save(store: StoreLike, *args, path=None, **kwargs):
         >>> import zarr
         >>> import numpy as np
         >>> arr = np.arange(10000)
-        >>> zarr.save('data/example.zarr', arr)
-        >>> zarr.load('data/example.zarr')
+        >>> zarr.v2.save('data/example.zarr', arr)
+        >>> zarr.v2.load('data/example.zarr')
         array([   0,    1,    2, ..., 9997, 9998, 9999])
 
     Save an array to a Zip file (uses a :class:`ZipStore`)::
 
-        >>> zarr.save('data/example.zip', arr)
-        >>> zarr.load('data/example.zip')
+        >>> zarr.v2.save('data/example.zip', arr)
+        >>> zarr.v2.load('data/example.zip')
         array([   0,    1,    2, ..., 9997, 9998, 9999])
 
     Save several arrays to a directory on the file system (uses a
@@ -286,8 +286,8 @@ def save(store: StoreLike, *args, path=None, **kwargs):
         >>> import numpy as np
         >>> a1 = np.arange(10000)
         >>> a2 = np.arange(10000, 0, -1)
-        >>> zarr.save('data/example.zarr', a1, a2)
-        >>> loader = zarr.load('data/example.zarr')
+        >>> zarr.v2.save('data/example.zarr', a1, a2)
+        >>> loader = zarr.v2.load('data/example.zarr')
         >>> loader
         <LazyLoader: arr_0, arr_1>
         >>> loader['arr_0']
@@ -297,8 +297,8 @@ def save(store: StoreLike, *args, path=None, **kwargs):
 
     Save several arrays using named keyword arguments::
 
-        >>> zarr.save('data/example.zarr', foo=a1, bar=a2)
-        >>> loader = zarr.load('data/example.zarr')
+        >>> zarr.v2.save('data/example.zarr', foo=a1, bar=a2)
+        >>> loader = zarr.v2.load('data/example.zarr')
         >>> loader
         <LazyLoader: bar, foo>
         >>> loader['foo']
@@ -308,8 +308,8 @@ def save(store: StoreLike, *args, path=None, **kwargs):
 
     Store several arrays in a single zip file (uses a :class:`ZipStore`)::
 
-        >>> zarr.save('data/example.zip', foo=a1, bar=a2)
-        >>> loader = zarr.load('data/example.zip')
+        >>> zarr.v2.save('data/example.zip', foo=a1, bar=a2)
+        >>> loader = zarr.v2.load('data/example.zip')
         >>> loader
         <LazyLoader: bar, foo>
         >>> loader['foo']
@@ -413,7 +413,7 @@ def tree(grp, expand=False, level=None):
     Examples
     --------
     >>> import zarr
-    >>> g1 = zarr.group()
+    >>> g1 = zarr.v2.group()
     >>> g2 = g1.create_group('foo')
     >>> g3 = g1.create_group('bar')
     >>> g4 = g3.create_group('baz')
@@ -428,9 +428,9 @@ def tree(grp, expand=False, level=None):
      └── foo
     >>> import h5py
     >>> h5f = h5py.File('data/example.h5', mode='w')
-    >>> zarr.copy_all(g1, h5f)
+    >>> zarr.v2.copy_all(g1, h5f)
     (5, 0, 800)
-    >>> zarr.tree(h5f)
+    >>> zarr.v2.tree(h5f)
     /
      ├── bar
      │   ├── baz
@@ -440,7 +440,7 @@ def tree(grp, expand=False, level=None):
 
     See Also
     --------
-    zarr.hierarchy.Group.tree
+    zarr.v2.hierarchy.Group.tree
 
     Notes
     -----
@@ -564,8 +564,8 @@ def copy_store(
     --------
 
     >>> import zarr
-    >>> store1 = zarr.DirectoryStore('data/example.zarr')
-    >>> root = zarr.group(store1, overwrite=True)
+    >>> store1 = zarr.v2.DirectoryStore('data/example.zarr')
+    >>> root = zarr.v2.group(store1, overwrite=True)
     >>> foo = root.create_group('foo')
     >>> bar = foo.create_group('bar')
     >>> baz = bar.create_dataset('baz', shape=100, chunks=50, dtype='i8')
@@ -577,8 +577,8 @@ def copy_store(
          └── bar
              └── baz (100,) int64
     >>> from sys import stdout
-    >>> store2 = zarr.ZipStore('data/example.zip', mode='w')
-    >>> zarr.copy_store(store1, store2, log=stdout)
+    >>> store2 = zarr.v2.ZipStore('data/example.zip', mode='w')
+    >>> zarr.v2.copy_store(store1, store2, log=stdout)
     copy .zgroup
     copy foo/.zgroup
     copy foo/bar/.zgroup
@@ -587,7 +587,7 @@ def copy_store(
     copy foo/bar/baz/1
     all done: 6 copied, 0 skipped, 566 bytes copied
     (6, 0, 566)
-    >>> new_root = zarr.group(store2)
+    >>> new_root = zarr.v2.group(store2)
     >>> new_root.tree()
     /
      └── foo
@@ -772,15 +772,15 @@ def copy(
         >>> foo = source.create_group('foo')
         >>> baz = foo.create_dataset('bar/baz', data=np.arange(100), chunks=(50,))
         >>> spam = source.create_dataset('spam', data=np.arange(100, 200), chunks=(30,))
-        >>> zarr.tree(source)
+        >>> zarr.v2.tree(source)
         /
          ├── foo
          │   └── bar
          │       └── baz (100,) int64
          └── spam (100,) int64
-        >>> dest = zarr.group()
+        >>> dest = zarr.v2.group()
         >>> from sys import stdout
-        >>> zarr.copy(source['foo'], dest, log=stdout)
+        >>> zarr.v2.copy(source['foo'], dest, log=stdout)
         copy /foo
         copy /foo/bar
         copy /foo/bar/baz (100,) int64
@@ -797,29 +797,29 @@ def copy(
     the destination. Here are some examples of these options, also using
     ``dry_run=True`` to find out what would happen without actually copying anything::
 
-        >>> source = zarr.group()
-        >>> dest = zarr.group()
+        >>> source = zarr.v2.group()
+        >>> dest = zarr.v2.group()
         >>> baz = source.create_dataset('foo/bar/baz', data=np.arange(100))
         >>> spam = source.create_dataset('foo/spam', data=np.arange(1000))
         >>> existing_spam = dest.create_dataset('foo/spam', data=np.arange(1000))
         >>> from sys import stdout
         >>> try:
-        ...     zarr.copy(source['foo'], dest, log=stdout, dry_run=True)
-        ... except zarr.CopyError as e:
+        ...     zarr.v2.copy(source['foo'], dest, log=stdout, dry_run=True)
+        ... except zarr.v2.CopyError as e:
         ...     print(e)
         ...
         copy /foo
         copy /foo/bar
         copy /foo/bar/baz (100,) int64
         an object 'spam' already exists in destination '/foo'
-        >>> zarr.copy(source['foo'], dest, log=stdout, if_exists='replace', dry_run=True)
+        >>> zarr.v2.copy(source['foo'], dest, log=stdout, if_exists='replace', dry_run=True)
         copy /foo
         copy /foo/bar
         copy /foo/bar/baz (100,) int64
         copy /foo/spam (1000,) int64
         dry run: 4 copied, 0 skipped
         (4, 0, 0)
-        >>> zarr.copy(source['foo'], dest, log=stdout, if_exists='skip', dry_run=True)
+        >>> zarr.v2.copy(source['foo'], dest, log=stdout, if_exists='skip', dry_run=True)
         copy /foo
         copy /foo/bar
         copy /foo/bar/baz (100,) int64
@@ -1104,15 +1104,15 @@ def copy_all(
     >>> foo = source.create_group('foo')
     >>> baz = foo.create_dataset('bar/baz', data=np.arange(100), chunks=(50,))
     >>> spam = source.create_dataset('spam', data=np.arange(100, 200), chunks=(30,))
-    >>> zarr.tree(source)
+    >>> zarr.v2.tree(source)
     /
      ├── foo
      │   └── bar
      │       └── baz (100,) int64
      └── spam (100,) int64
-    >>> dest = zarr.group()
+    >>> dest = zarr.v2.group()
     >>> import sys
-    >>> zarr.copy_all(source, dest, log=sys.stdout)
+    >>> zarr.v2.copy_all(source, dest, log=sys.stdout)
     copy /foo
     copy /foo/bar
     copy /foo/bar/baz (100,) int64
@@ -1197,7 +1197,7 @@ def consolidate_metadata(store: BaseStore, metadata_key=".zmetadata", *, path=""
 
     Returns
     -------
-    g : :class:`zarr.hierarchy.Group`
+    g : :class:`zarr.v2.hierarchy.Group`
         Group instance, opened with the new consolidated metadata.
 
     See Also
@@ -1252,12 +1252,12 @@ def open_consolidated(store: StoreLike, metadata_key=".zmetadata", mode="r+", **
         changes to metadata including creation of new arrays or group
         are not allowed.
     **kwargs
-        Additional parameters are passed through to :func:`zarr.creation.open_array` or
-        :func:`zarr.hierarchy.open_group`.
+        Additional parameters are passed through to :func:`zarr.v2.creation.open_array` or
+        :func:`zarr.v2.hierarchy.open_group`.
 
     Returns
     -------
-    g : :class:`zarr.hierarchy.Group`
+    g : :class:`zarr.v2.hierarchy.Group`
         Group instance, opened with the consolidated metadata.
 
     See Also
diff --git a/src/zarr/core.py b/src/zarr/v2/core.py
similarity index 97%
rename from src/zarr/core.py
rename to src/zarr/v2/core.py
index 06dcb32063..273d2857e8 100644
--- a/src/zarr/core.py
+++ b/src/zarr/v2/core.py
@@ -10,12 +10,12 @@
 import numpy as np
 from numcodecs.compat import ensure_bytes
 
-from zarr._storage.store import _prefix_to_attrs_key
-from zarr.attrs import Attributes
-from zarr.codecs import AsType, get_codec
-from zarr.context import Context
-from zarr.errors import ArrayNotFoundError, ReadOnlyError, ArrayIndexError
-from zarr.indexing import (
+from zarr.v2._storage.store import _prefix_to_attrs_key
+from zarr.v2.attrs import Attributes
+from zarr.v2.codecs import AsType, get_codec
+from zarr.v2.context import Context
+from zarr.v2.errors import ArrayNotFoundError, ReadOnlyError, ArrayIndexError
+from zarr.v2.indexing import (
     BasicIndexer,
     CoordinateIndexer,
     MaskIndexer,
@@ -35,14 +35,14 @@
     is_scalar,
     pop_fields,
 )
-from zarr.storage import (
+from zarr.v2.storage import (
     _prefix_to_array_key,
     KVStore,
     getsize,
     listdir,
     normalize_store_arg,
 )
-from zarr.util import (
+from zarr.v2.util import (
     ConstantMap,
     UncompressedPartialReadBufferV3,
     all_equal,
@@ -535,7 +535,7 @@ def islice(self, start=None, end=None):
 
             >>> import zarr
             >>> import numpy as np
-            >>> z = zarr.array(np.arange(100))
+            >>> z = zarr.v2.array(np.arange(100))
 
         Iterate over part of the array:
             >>> for value in z.islice(25, 30): value;
@@ -604,7 +604,7 @@ def __getitem__(self, selection):
 
             >>> import zarr
             >>> import numpy as np
-            >>> z = zarr.array(np.arange(100))
+            >>> z = zarr.v2.array(np.arange(100))
 
         Retrieve a single item::
 
@@ -631,7 +631,7 @@ def __getitem__(self, selection):
 
         Setup a 2-dimensional array::
 
-            >>> z = zarr.array(np.arange(100).reshape(10, 10))
+            >>> z = zarr.v2.array(np.arange(100).reshape(10, 10))
 
         Retrieve an item::
 
@@ -688,7 +688,7 @@ def __getitem__(self, selection):
             ...               (b'bbb', 2, 8.4),
             ...               (b'ccc', 3, 12.6)],
             ...              dtype=[('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
-            >>> z = zarr.array(a)
+            >>> z = zarr.v2.array(a)
             >>> z['foo']
             array([b'aaa', b'bbb', b'ccc'],
                   dtype='|S3')
@@ -755,7 +755,7 @@ def get_basic_selection(self, selection=Ellipsis, out=None, fields=None):
 
             >>> import zarr
             >>> import numpy as np
-            >>> z = zarr.array(np.arange(100))
+            >>> z = zarr.v2.array(np.arange(100))
 
         Retrieve a single item::
 
@@ -777,7 +777,7 @@ def get_basic_selection(self, selection=Ellipsis, out=None, fields=None):
 
         Setup a 2-dimensional array::
 
-            >>> z = zarr.array(np.arange(100).reshape(10, 10))
+            >>> z = zarr.v2.array(np.arange(100).reshape(10, 10))
 
         Retrieve an item::
 
@@ -820,7 +820,7 @@ def get_basic_selection(self, selection=Ellipsis, out=None, fields=None):
             ...               (b'bbb', 2, 8.4),
             ...               (b'ccc', 3, 12.6)],
             ...              dtype=[('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
-            >>> z = zarr.array(a)
+            >>> z = zarr.v2.array(a)
             >>> z.get_basic_selection(slice(2), fields='foo')
             array([b'aaa', b'bbb'],
                   dtype='|S3')
@@ -926,7 +926,7 @@ def get_orthogonal_selection(self, selection, out=None, fields=None):
 
             >>> import zarr
             >>> import numpy as np
-            >>> z = zarr.array(np.arange(100).reshape(10, 10))
+            >>> z = zarr.v2.array(np.arange(100).reshape(10, 10))
 
         Retrieve rows and columns via any combination of int, slice, integer array and/or
         Boolean array::
@@ -1034,7 +1034,7 @@ def get_coordinate_selection(self, selection, out=None, fields=None):
 
             >>> import zarr
             >>> import numpy as np
-            >>> z = zarr.array(np.arange(100).reshape(10, 10))
+            >>> z = zarr.v2.array(np.arange(100).reshape(10, 10))
 
         Retrieve items by specifying their coordinates::
 
@@ -1115,7 +1115,7 @@ def get_block_selection(self, selection, out=None, fields=None):
 
             >>> import zarr
             >>> import numpy as np
-            >>> z = zarr.array(np.arange(100).reshape(10, 10), chunks=(3, 3))
+            >>> z = zarr.v2.array(np.arange(100).reshape(10, 10), chunks=(3, 3))
 
         Retrieve items by specifying their block coordinates::
 
@@ -1201,7 +1201,7 @@ def get_mask_selection(self, selection, out=None, fields=None):
 
             >>> import zarr
             >>> import numpy as np
-            >>> z = zarr.array(np.arange(100).reshape(10, 10))
+            >>> z = zarr.v2.array(np.arange(100).reshape(10, 10))
 
         Retrieve items by specifying a mask::
 
@@ -1299,7 +1299,7 @@ def __setitem__(self, selection, value):
         Setup a 1-dimensional array::
 
             >>> import zarr
-            >>> z = zarr.zeros(100, dtype=int)
+            >>> z = zarr.v2.zeros(100, dtype=int)
 
         Set all array elements to the same scalar value::
 
@@ -1316,7 +1316,7 @@ def __setitem__(self, selection, value):
 
         Setup a 2-dimensional array::
 
-            >>> z = zarr.zeros((5, 5), dtype=int)
+            >>> z = zarr.v2.zeros((5, 5), dtype=int)
 
         Set all array elements to the same scalar value::
 
@@ -1339,7 +1339,7 @@ def __setitem__(self, selection, value):
             ...               (b'bbb', 2, 8.4),
             ...               (b'ccc', 3, 12.6)],
             ...              dtype=[('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
-            >>> z = zarr.array(a)
+            >>> z = zarr.v2.array(a)
             >>> z['foo'] = b'zzz'
             >>> z[...]
             array([(b'zzz', 1,   4.2), (b'zzz', 2,   8.4), (b'zzz', 3,  12.6)],
@@ -1401,7 +1401,7 @@ def set_basic_selection(self, selection, value, fields=None):
 
             >>> import zarr
             >>> import numpy as np
-            >>> z = zarr.zeros(100, dtype=int)
+            >>> z = zarr.v2.zeros(100, dtype=int)
 
         Set all array elements to the same scalar value::
 
@@ -1418,7 +1418,7 @@ def set_basic_selection(self, selection, value, fields=None):
 
         Setup a 2-dimensional array::
 
-            >>> z = zarr.zeros((5, 5), dtype=int)
+            >>> z = zarr.v2.zeros((5, 5), dtype=int)
 
         Set all array elements to the same scalar value::
 
@@ -1442,7 +1442,7 @@ def set_basic_selection(self, selection, value, fields=None):
             ...               (b'bbb', 2, 8.4),
             ...               (b'ccc', 3, 12.6)],
             ...              dtype=[('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
-            >>> z = zarr.array(a)
+            >>> z = zarr.v2.array(a)
             >>> z.set_basic_selection(slice(0, 2), b'zzz', fields='foo')
             >>> z[:]
             array([(b'zzz', 1,   4.2), (b'zzz', 2,   8.4), (b'ccc', 3,  12.6)],
@@ -1497,7 +1497,7 @@ def set_orthogonal_selection(self, selection, value, fields=None):
 
             >>> import zarr
             >>> import numpy as np
-            >>> z = zarr.zeros((5, 5), dtype=int)
+            >>> z = zarr.v2.zeros((5, 5), dtype=int)
 
         Set data for a selection of rows::
 
@@ -1588,7 +1588,7 @@ def set_coordinate_selection(self, selection, value, fields=None):
 
             >>> import zarr
             >>> import numpy as np
-            >>> z = zarr.zeros((5, 5), dtype=int)
+            >>> z = zarr.v2.zeros((5, 5), dtype=int)
 
         Set data for a selection of items::
 
@@ -1671,7 +1671,7 @@ def set_block_selection(self, selection, value, fields=None):
 
             >>> import zarr
             >>> import numpy as np
-            >>> z = zarr.zeros((6, 6), dtype=int, chunks=2)
+            >>> z = zarr.v2.zeros((6, 6), dtype=int, chunks=2)
 
         Set data for a selection of items::
 
@@ -1756,7 +1756,7 @@ def set_mask_selection(self, selection, value, fields=None):
 
             >>> import zarr
             >>> import numpy as np
-            >>> z = zarr.zeros((5, 5), dtype=int)
+            >>> z = zarr.v2.zeros((5, 5), dtype=int)
 
         Set data for a selection of items::
 
@@ -2323,16 +2323,16 @@ def info(self):
         Examples
         --------
         >>> import zarr
-        >>> z = zarr.zeros(1000000, chunks=100000, dtype='i4')
+        >>> z = zarr.v2.zeros(1000000, chunks=100000, dtype='i4')
         >>> z.info
-        Type               : zarr.core.Array
+        Type               : zarr.v2.core.Array
         Data type          : int32
         Shape              : (1000000,)
         Chunk shape        : (100000,)
         Order              : C
         Read-only          : False
         Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
-        Store type         : zarr.storage.KVStore
+        Store type         : zarr.v2.storage.KVStore
         No. bytes          : 4000000 (3.8M)
         No. bytes stored   : 320
         Storage ratio      : 12500.0
@@ -2402,13 +2402,13 @@ def digest(self, hashname="sha1"):
         --------
         >>> import binascii
         >>> import zarr
-        >>> z = zarr.empty(shape=(10000, 10000), chunks=(1000, 1000))
+        >>> z = zarr.v2.empty(shape=(10000, 10000), chunks=(1000, 1000))
         >>> binascii.hexlify(z.digest())
         b'041f90bc7a571452af4f850a8ca2c6cddfa8a1ac'
-        >>> z = zarr.zeros(shape=(10000, 10000), chunks=(1000, 1000))
+        >>> z = zarr.v2.zeros(shape=(10000, 10000), chunks=(1000, 1000))
         >>> binascii.hexlify(z.digest())
         b'7162d416d26a68063b66ed1f30e0a866e4abed60'
-        >>> z = zarr.zeros(shape=(10000, 10000), dtype="u1", chunks=(1000, 1000))
+        >>> z = zarr.v2.zeros(shape=(10000, 10000), dtype="u1", chunks=(1000, 1000))
         >>> binascii.hexlify(z.digest())
         b'cb387af37410ae5a3222e893cf3373e4e4f22816'
         """
@@ -2434,13 +2434,13 @@ def hexdigest(self, hashname="sha1"):
         Examples
         --------
         >>> import zarr
-        >>> z = zarr.empty(shape=(10000, 10000), chunks=(1000, 1000))
+        >>> z = zarr.v2.empty(shape=(10000, 10000), chunks=(1000, 1000))
         >>> z.hexdigest()
         '041f90bc7a571452af4f850a8ca2c6cddfa8a1ac'
-        >>> z = zarr.zeros(shape=(10000, 10000), chunks=(1000, 1000))
+        >>> z = zarr.v2.zeros(shape=(10000, 10000), chunks=(1000, 1000))
         >>> z.hexdigest()
         '7162d416d26a68063b66ed1f30e0a866e4abed60'
-        >>> z = zarr.zeros(shape=(10000, 10000), dtype="u1", chunks=(1000, 1000))
+        >>> z = zarr.v2.zeros(shape=(10000, 10000), dtype="u1", chunks=(1000, 1000))
         >>> z.hexdigest()
         'cb387af37410ae5a3222e893cf3373e4e4f22816'
         """
@@ -2500,7 +2500,7 @@ def resize(self, *args):
         Examples
         --------
         >>> import zarr
-        >>> z = zarr.zeros(shape=(10000, 10000), chunks=(1000, 1000))
+        >>> z = zarr.v2.zeros(shape=(10000, 10000), chunks=(1000, 1000))
         >>> z.shape
         (10000, 10000)
         >>> z.resize(20000, 10000)
@@ -2590,7 +2590,7 @@ def append(self, data, axis=0):
         >>> import numpy as np
         >>> import zarr
         >>> a = np.arange(10000000, dtype='i4').reshape(10000, 1000)
-        >>> z = zarr.array(a, chunks=(1000, 100))
+        >>> z = zarr.v2.array(a, chunks=(1000, 100))
         >>> z.shape
         (10000, 1000)
         >>> z.append(a)
@@ -2686,10 +2686,10 @@ def view(
             >>> np.random.seed(42)
             >>> labels = ['female', 'male']
             >>> data = np.random.choice(labels, size=10000)
-            >>> filters = [zarr.Categorize(labels=labels,
+            >>> filters = [zarr.v2.Categorize(labels=labels,
             ...                            dtype=data.dtype,
             ...                            astype='u1')]
-            >>> a = zarr.array(data, chunks=1000, filters=filters)
+            >>> a = zarr.v2.array(data, chunks=1000, filters=filters)
             >>> a[:]
             array(['female', 'male', 'female', ..., 'male', 'male', 'female'],
                   dtype='<U6')
@@ -2713,7 +2713,7 @@ def view(
         View as a different dtype with the same item size:
 
             >>> data = np.random.randint(0, 2, size=10000, dtype='u1')
-            >>> a = zarr.array(data, chunks=1000)
+            >>> a = zarr.v2.array(data, chunks=1000)
             >>> a[:]
             array([0, 0, 1, ..., 1, 0, 0], dtype=uint8)
             >>> v = a.view(dtype=bool)
@@ -2727,7 +2727,7 @@ def view(
         data is interpreted correctly:
 
             >>> data = np.arange(10000, dtype='u2')
-            >>> a = zarr.array(data, chunks=1000)
+            >>> a = zarr.v2.array(data, chunks=1000)
             >>> a[:10]
             array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype=uint16)
             >>> v = a.view(dtype='u1', shape=20000, chunks=2000)
@@ -2738,7 +2738,7 @@ def view(
 
         Change fill value for uninitialized chunks:
 
-            >>> a = zarr.full(10000, chunks=1000, fill_value=-1, dtype='i1')
+            >>> a = zarr.v2.full(10000, chunks=1000, fill_value=-1, dtype='i1')
             >>> a[:]
             array([-1, -1, -1, ..., -1, -1, -1], dtype=int8)
             >>> v = a.view(fill_value=42)
@@ -2747,7 +2747,7 @@ def view(
 
         Note that resizing or appending to views is not permitted:
 
-            >>> a = zarr.empty(10000)
+            >>> a = zarr.v2.empty(10000)
             >>> v = a.view()
             >>> try:
             ...     v.resize(20000)
@@ -2820,7 +2820,7 @@ def astype(self, dtype):
         >>> import zarr
         >>> import numpy as np
         >>> data = np.arange(100, dtype=np.uint8)
-        >>> a = zarr.array(data, chunks=10)
+        >>> a = zarr.v2.array(data, chunks=10)
         >>> a[:]
         array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15,
                16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31,
diff --git a/src/zarr/creation.py b/src/zarr/v2/creation.py
similarity index 92%
rename from src/zarr/creation.py
rename to src/zarr/v2/creation.py
index c93178c0e7..d0ba00603d 100644
--- a/src/zarr/creation.py
+++ b/src/zarr/v2/creation.py
@@ -4,13 +4,13 @@
 import numpy as np
 from numcodecs.registry import codec_registry
 
-from zarr.core import Array
-from zarr.errors import (
+from zarr.v2.core import Array
+from zarr.v2.errors import (
     ArrayNotFoundError,
     ContainsArrayError,
     ContainsGroupError,
 )
-from zarr.storage import (
+from zarr.v2.storage import (
     contains_array,
     contains_group,
     default_compressor,
@@ -18,7 +18,7 @@
     normalize_storage_path,
     normalize_store_arg,
 )
-from zarr.util import normalize_dimension_separator
+from zarr.v2.util import normalize_dimension_separator
 
 
 def create(
@@ -114,7 +114,7 @@ def create(
 
     Returns
     -------
-    z : zarr.core.Array
+    z : zarr.v2.core.Array
 
     Examples
     --------
@@ -122,37 +122,37 @@ def create(
     Create an array with default settings::
 
         >>> import zarr
-        >>> z = zarr.create((10000, 10000), chunks=(1000, 1000))
+        >>> z = zarr.v2.create((10000, 10000), chunks=(1000, 1000))
         >>> z
-        <zarr.core.Array (10000, 10000) float64>
+        <zarr.v2.core.Array (10000, 10000) float64>
 
     Create an array with different some different configuration options::
 
         >>> from numcodecs import Blosc
         >>> compressor = Blosc(cname='zstd', clevel=1, shuffle=Blosc.BITSHUFFLE)
-        >>> z = zarr.create((10000, 10000), chunks=(1000, 1000), dtype='i1', order='F',
+        >>> z = zarr.v2.create((10000, 10000), chunks=(1000, 1000), dtype='i1', order='F',
         ...                 compressor=compressor)
         >>> z
-        <zarr.core.Array (10000, 10000) int8>
+        <zarr.v2.core.Array (10000, 10000) int8>
 
     To create an array with object dtype requires a filter that can handle Python object
     encoding, e.g., `MsgPack` or `Pickle` from `numcodecs`::
 
         >>> from numcodecs import MsgPack
-        >>> z = zarr.create((10000, 10000), chunks=(1000, 1000), dtype=object,
+        >>> z = zarr.v2.create((10000, 10000), chunks=(1000, 1000), dtype=object,
         ...                 object_codec=MsgPack())
         >>> z
-        <zarr.core.Array (10000, 10000) object>
+        <zarr.v2.core.Array (10000, 10000) object>
 
     Example with some filters, and also storing chunks separately from metadata::
 
         >>> from numcodecs import Quantize, Adler32
         >>> store, chunk_store = dict(), dict()
-        >>> z = zarr.create((10000, 10000), chunks=(1000, 1000), dtype='f8',
+        >>> z = zarr.v2.create((10000, 10000), chunks=(1000, 1000), dtype='f8',
         ...                 filters=[Quantize(digits=2, dtype='f8'), Adler32()],
         ...                 store=store, chunk_store=chunk_store)
         >>> z
-        <zarr.core.Array (10000, 10000) float64>
+        <zarr.v2.core.Array (10000, 10000) float64>
 
     """
 
@@ -274,7 +274,7 @@ def _kwargs_compat(compressor, fill_value, kwargs):
 def empty(shape, **kwargs):
     """Create an empty array.
 
-    For parameter definitions see :func:`zarr.creation.create`.
+    For parameter definitions see :func:`zarr.v2.creation.create`.
 
     Notes
     -----
@@ -290,14 +290,14 @@ def zeros(shape, **kwargs):
     """Create an array, with zero being used as the default value for
     uninitialized portions of the array.
 
-    For parameter definitions see :func:`zarr.creation.create`.
+    For parameter definitions see :func:`zarr.v2.creation.create`.
 
     Examples
     --------
     >>> import zarr
-    >>> z = zarr.zeros((10000, 10000), chunks=(1000, 1000))
+    >>> z = zarr.v2.zeros((10000, 10000), chunks=(1000, 1000))
     >>> z
-    <zarr.core.Array (10000, 10000) float64>
+    <zarr.v2.core.Array (10000, 10000) float64>
     >>> z[:2, :2]
     array([[0., 0.],
            [0., 0.]])
@@ -311,14 +311,14 @@ def ones(shape, **kwargs):
     """Create an array, with one being used as the default value for
     uninitialized portions of the array.
 
-    For parameter definitions see :func:`zarr.creation.create`.
+    For parameter definitions see :func:`zarr.v2.creation.create`.
 
     Examples
     --------
     >>> import zarr
-    >>> z = zarr.ones((10000, 10000), chunks=(1000, 1000))
+    >>> z = zarr.v2.ones((10000, 10000), chunks=(1000, 1000))
     >>> z
-    <zarr.core.Array (10000, 10000) float64>
+    <zarr.v2.core.Array (10000, 10000) float64>
     >>> z[:2, :2]
     array([[1., 1.],
            [1., 1.]])
@@ -332,14 +332,14 @@ def full(shape, fill_value, **kwargs):
     """Create an array, with `fill_value` being used as the default value for
     uninitialized portions of the array.
 
-    For parameter definitions see :func:`zarr.creation.create`.
+    For parameter definitions see :func:`zarr.v2.creation.create`.
 
     Examples
     --------
     >>> import zarr
-    >>> z = zarr.full((10000, 10000), chunks=(1000, 1000), fill_value=42)
+    >>> z = zarr.v2.full((10000, 10000), chunks=(1000, 1000), fill_value=42)
     >>> z
-    <zarr.core.Array (10000, 10000) float64>
+    <zarr.v2.core.Array (10000, 10000) float64>
     >>> z[:2, :2]
     array([[42., 42.],
            [42., 42.]])
@@ -370,16 +370,16 @@ def array(data, **kwargs):
     """Create an array filled with `data`.
 
     The `data` argument should be a NumPy array or array-like object. For
-    other parameter definitions see :func:`zarr.creation.create`.
+    other parameter definitions see :func:`zarr.v2.creation.create`.
 
     Examples
     --------
     >>> import numpy as np
     >>> import zarr
     >>> a = np.arange(100000000).reshape(10000, 10000)
-    >>> z = zarr.array(a, chunks=(1000, 1000))
+    >>> z = zarr.v2.array(a, chunks=(1000, 1000))
     >>> z
-    <zarr.core.Array (10000, 10000) int64>
+    <zarr.v2.core.Array (10000, 10000) int64>
 
     """
 
@@ -517,20 +517,20 @@ def open_array(
 
     Returns
     -------
-    z : zarr.core.Array
+    z : zarr.v2.core.Array
 
     Examples
     --------
     >>> import numpy as np
     >>> import zarr
-    >>> z1 = zarr.open_array('data/example.zarr', mode='w', shape=(10000, 10000),
+    >>> z1 = zarr.v2.open_array('data/example.zarr', mode='w', shape=(10000, 10000),
     ...                      chunks=(1000, 1000), fill_value=0)
     >>> z1[:] = np.arange(100000000).reshape(10000, 10000)
     >>> z1
-    <zarr.core.Array (10000, 10000) float64>
-    >>> z2 = zarr.open_array('data/example.zarr', mode='r')
+    <zarr.v2.core.Array (10000, 10000) float64>
+    >>> z2 = zarr.v2.open_array('data/example.zarr', mode='r')
     >>> z2
-    <zarr.core.Array (10000, 10000) float64 read-only>
+    <zarr.v2.core.Array (10000, 10000) float64 read-only>
     >>> np.all(z1[:] == z2[:])
     True
 
diff --git a/src/zarr/errors.py b/src/zarr/v2/errors.py
similarity index 100%
rename from src/zarr/errors.py
rename to src/zarr/v2/errors.py
diff --git a/src/zarr/hierarchy.py b/src/zarr/v2/hierarchy.py
similarity index 93%
rename from src/zarr/hierarchy.py
rename to src/zarr/v2/hierarchy.py
index 9044c1681e..acd65750e3 100644
--- a/src/zarr/hierarchy.py
+++ b/src/zarr/v2/hierarchy.py
@@ -4,9 +4,9 @@
 
 import numpy as np
 
-from zarr.attrs import Attributes
-from zarr.core import Array
-from zarr.creation import (
+from zarr.v2.attrs import Attributes
+from zarr.v2.core import Array
+from zarr.v2.creation import (
     array,
     create,
     empty,
@@ -18,13 +18,13 @@
     zeros,
     zeros_like,
 )
-from zarr.errors import (
+from zarr.v2.errors import (
     ContainsArrayError,
     ContainsGroupError,
     GroupNotFoundError,
     ReadOnlyError,
 )
-from zarr.storage import (
+from zarr.v2.storage import (
     _prefix_to_group_key,
     BaseStore,
     MemoryStore,
@@ -39,7 +39,7 @@
     rmdir,
 )
 
-from zarr.util import (
+from zarr.v2.util import (
     InfoReporter,
     TreeViewer,
     is_valid_python_name,
@@ -259,7 +259,7 @@ def __iter__(self):
         Examples
         --------
         >>> import zarr
-        >>> g1 = zarr.group()
+        >>> g1 = zarr.v2.group()
         >>> g2 = g1.create_group('foo')
         >>> g3 = g1.create_group('bar')
         >>> d1 = g1.create_dataset('baz', shape=100, chunks=10)
@@ -363,7 +363,7 @@ def __contains__(self, item):
         Examples
         --------
         >>> import zarr
-        >>> g1 = zarr.group()
+        >>> g1 = zarr.v2.group()
         >>> g2 = g1.create_group('foo')
         >>> d1 = g1.create_dataset('bar', shape=100, chunks=10)
         >>> 'foo' in g1
@@ -390,14 +390,14 @@ def __getitem__(self, item):
         Examples
         --------
         >>> import zarr
-        >>> g1 = zarr.group()
+        >>> g1 = zarr.v2.group()
         >>> d1 = g1.create_dataset('foo/bar/baz', shape=100, chunks=10)
         >>> g1['foo']
-        <zarr.hierarchy.Group '/foo'>
+        <zarr.v2.hierarchy.Group '/foo'>
         >>> g1['foo/bar']
-        <zarr.hierarchy.Group '/foo/bar'>
+        <zarr.v2.hierarchy.Group '/foo/bar'>
         >>> g1['foo/bar/baz']
-        <zarr.core.Array '/foo/bar/baz' (100,) float64>
+        <zarr.v2.core.Array '/foo/bar/baz' (100,) float64>
 
         """
         path = self._item_path(item)
@@ -462,7 +462,7 @@ def group_keys(self):
         Examples
         --------
         >>> import zarr
-        >>> g1 = zarr.group()
+        >>> g1 = zarr.v2.group()
         >>> g2 = g1.create_group('foo')
         >>> g3 = g1.create_group('bar')
         >>> d1 = g1.create_dataset('baz', shape=100, chunks=10)
@@ -483,15 +483,15 @@ def groups(self):
         Examples
         --------
         >>> import zarr
-        >>> g1 = zarr.group()
+        >>> g1 = zarr.v2.group()
         >>> g2 = g1.create_group('foo')
         >>> g3 = g1.create_group('bar')
         >>> d1 = g1.create_dataset('baz', shape=100, chunks=10)
         >>> d2 = g1.create_dataset('quux', shape=200, chunks=20)
         >>> for n, v in g1.groups():
         ...     print(n, type(v))
-        bar <class 'zarr.hierarchy.Group'>
-        foo <class 'zarr.hierarchy.Group'>
+        bar <class 'zarr.v2.hierarchy.Group'>
+        foo <class 'zarr.v2.hierarchy.Group'>
 
         """
 
@@ -523,7 +523,7 @@ def array_keys(self, recurse=False):
         Examples
         --------
         >>> import zarr
-        >>> g1 = zarr.group()
+        >>> g1 = zarr.v2.group()
         >>> g2 = g1.create_group('foo')
         >>> g3 = g1.create_group('bar')
         >>> d1 = g1.create_dataset('baz', shape=100, chunks=10)
@@ -547,15 +547,15 @@ def arrays(self, recurse=False):
         Examples
         --------
         >>> import zarr
-        >>> g1 = zarr.group()
+        >>> g1 = zarr.v2.group()
         >>> g2 = g1.create_group('foo')
         >>> g3 = g1.create_group('bar')
         >>> d1 = g1.create_dataset('baz', shape=100, chunks=10)
         >>> d2 = g1.create_dataset('quux', shape=200, chunks=20)
         >>> for n, v in g1.arrays():
         ...     print(n, type(v))
-        baz <class 'zarr.core.Array'>
-        quux <class 'zarr.core.Array'>
+        baz <class 'zarr.v2.core.Array'>
+        quux <class 'zarr.v2.core.Array'>
 
         """
         return self._array_iter(keys_only=False, method="arrays", recurse=recurse)
@@ -580,7 +580,7 @@ def visitvalues(self, func):
         Examples
         --------
         >>> import zarr
-        >>> g1 = zarr.group()
+        >>> g1 = zarr.v2.group()
         >>> g2 = g1.create_group('foo')
         >>> g3 = g1.create_group('bar')
         >>> g4 = g3.create_group('baz')
@@ -588,13 +588,13 @@ def visitvalues(self, func):
         >>> def print_visitor(obj):
         ...     print(obj)
         >>> g1.visitvalues(print_visitor)
-        <zarr.hierarchy.Group '/bar'>
-        <zarr.hierarchy.Group '/bar/baz'>
-        <zarr.hierarchy.Group '/bar/quux'>
-        <zarr.hierarchy.Group '/foo'>
+        <zarr.v2.hierarchy.Group '/bar'>
+        <zarr.v2.hierarchy.Group '/bar/baz'>
+        <zarr.v2.hierarchy.Group '/bar/quux'>
+        <zarr.v2.hierarchy.Group '/foo'>
         >>> g3.visitvalues(print_visitor)
-        <zarr.hierarchy.Group '/bar/baz'>
-        <zarr.hierarchy.Group '/bar/quux'>
+        <zarr.v2.hierarchy.Group '/bar/baz'>
+        <zarr.v2.hierarchy.Group '/bar/quux'>
 
         """
 
@@ -619,7 +619,7 @@ def visit(self, func):
         Examples
         --------
         >>> import zarr
-        >>> g1 = zarr.group()
+        >>> g1 = zarr.v2.group()
         >>> g2 = g1.create_group('foo')
         >>> g3 = g1.create_group('bar')
         >>> g4 = g3.create_group('baz')
@@ -649,11 +649,11 @@ def visit(self, func):
 
         It is created as follows:
 
-        >>> root = zarr.group()
+        >>> root = zarr.v2.group()
         >>> foo = root.create_group("foo")
         >>> bar = root.create_group("bar")
         >>> root.create_group("aaa").create_group("bbb").create_group("ccc").create_group("aaa")
-        <zarr.hierarchy.Group '/aaa/bbb/ccc/aaa'>
+        <zarr.v2.hierarchy.Group '/aaa/bbb/ccc/aaa'>
 
         For ``find``, the first path that matches a given pattern (for example
         "aaa") is returned. Note that a non-None value is returned in the visit
@@ -725,7 +725,7 @@ def visititems(self, func):
         Examples
         --------
         >>> import zarr
-        >>> g1 = zarr.group()
+        >>> g1 = zarr.v2.group()
         >>> g2 = g1.create_group('foo')
         >>> g3 = g1.create_group('bar')
         >>> g4 = g3.create_group('baz')
@@ -733,13 +733,13 @@ def visititems(self, func):
         >>> def print_visitor(name, obj):
         ...     print((name, obj))
         >>> g1.visititems(print_visitor)
-        ('bar', <zarr.hierarchy.Group '/bar'>)
-        ('bar/baz', <zarr.hierarchy.Group '/bar/baz'>)
-        ('bar/quux', <zarr.hierarchy.Group '/bar/quux'>)
-        ('foo', <zarr.hierarchy.Group '/foo'>)
+        ('bar', <zarr.v2.hierarchy.Group '/bar'>)
+        ('bar/baz', <zarr.v2.hierarchy.Group '/bar/baz'>)
+        ('bar/quux', <zarr.v2.hierarchy.Group '/bar/quux'>)
+        ('foo', <zarr.v2.hierarchy.Group '/foo'>)
         >>> g3.visititems(print_visitor)
-        ('baz', <zarr.hierarchy.Group '/bar/baz'>)
-        ('quux', <zarr.hierarchy.Group '/bar/quux'>)
+        ('baz', <zarr.v2.hierarchy.Group '/bar/baz'>)
+        ('quux', <zarr.v2.hierarchy.Group '/bar/quux'>)
 
         """
 
@@ -759,7 +759,7 @@ def tree(self, expand=False, level=None):
         Examples
         --------
         >>> import zarr
-        >>> g1 = zarr.group()
+        >>> g1 = zarr.v2.group()
         >>> g2 = g1.create_group('foo')
         >>> g3 = g1.create_group('bar')
         >>> g4 = g3.create_group('baz')
@@ -821,12 +821,12 @@ def create_group(self, name, overwrite=False):
 
         Returns
         -------
-        g : zarr.hierarchy.Group
+        g : zarr.v2.hierarchy.Group
 
         Examples
         --------
         >>> import zarr
-        >>> g1 = zarr.group()
+        >>> g1 = zarr.v2.group()
         >>> g2 = g1.create_group('foo')
         >>> g3 = g1.create_group('bar')
         >>> g4 = g1.create_group('baz/quux')
@@ -866,12 +866,12 @@ def require_group(self, name, overwrite=False):
 
         Returns
         -------
-        g : zarr.hierarchy.Group
+        g : zarr.v2.hierarchy.Group
 
         Examples
         --------
         >>> import zarr
-        >>> g1 = zarr.group()
+        >>> g1 = zarr.v2.group()
         >>> g2 = g1.require_group('foo')
         >>> g3 = g1.require_group('foo')
         >>> g2 == g3
@@ -929,7 +929,7 @@ def create_dataset(self, name, **kwargs):
             Default value to use for uninitialized portions of the array.
         order : {'C', 'F'}, optional
             Memory layout to be used within each chunk.
-        synchronizer : zarr.sync.ArraySynchronizer, optional
+        synchronizer : zarr.v2.sync.ArraySynchronizer, optional
             Array synchronizer.
         filters : sequence of Codecs, optional
             Sequence of filters to use to encode chunk data prior to
@@ -946,20 +946,20 @@ def create_dataset(self, name, **kwargs):
 
         Returns
         -------
-        a : zarr.core.Array
+        a : zarr.v2.core.Array
 
         Examples
         --------
         >>> import zarr
-        >>> g1 = zarr.group()
+        >>> g1 = zarr.v2.group()
         >>> d1 = g1.create_dataset('foo', shape=(10000, 10000),
         ...                        chunks=(1000, 1000))
         >>> d1
-        <zarr.core.Array '/foo' (10000, 10000) float64>
+        <zarr.v2.core.Array '/foo' (10000, 10000) float64>
         >>> d2 = g1.create_dataset('bar/baz/qux', shape=(100, 100, 100),
         ...                        chunks=(100, 10, 10))
         >>> d2
-        <zarr.core.Array '/bar/baz/qux' (100, 100, 100) float64>
+        <zarr.v2.core.Array '/bar/baz/qux' (100, 100, 100) float64>
 
         """
         assert "mode" not in kwargs
@@ -989,7 +989,7 @@ def require_dataset(self, name, shape, dtype=None, exact=False, **kwargs):
         Arrays are known as "datasets" in HDF5 terminology. For compatibility
         with h5py, Zarr groups also implement the create_dataset() method.
 
-        Other `kwargs` are as per :func:`zarr.hierarchy.Group.create_dataset`.
+        Other `kwargs` are as per :func:`zarr.v2.hierarchy.Group.create_dataset`.
 
         Parameters
         ----------
@@ -1049,7 +1049,7 @@ def _require_dataset_nosync(self, name, shape, dtype=None, exact=False, **kwargs
 
     def create(self, name, **kwargs):
         """Create an array. Keyword arguments as per
-        :func:`zarr.creation.create`."""
+        :func:`zarr.v2.creation.create`."""
         return self._write_op(self._create_nosync, name, **kwargs)
 
     def _create_nosync(self, name, **kwargs):
@@ -1060,7 +1060,7 @@ def _create_nosync(self, name, **kwargs):
 
     def empty(self, name, **kwargs):
         """Create an array. Keyword arguments as per
-        :func:`zarr.creation.empty`."""
+        :func:`zarr.v2.creation.empty`."""
         return self._write_op(self._empty_nosync, name, **kwargs)
 
     def _empty_nosync(self, name, **kwargs):
@@ -1071,7 +1071,7 @@ def _empty_nosync(self, name, **kwargs):
 
     def zeros(self, name, **kwargs):
         """Create an array. Keyword arguments as per
-        :func:`zarr.creation.zeros`."""
+        :func:`zarr.v2.creation.zeros`."""
         return self._write_op(self._zeros_nosync, name, **kwargs)
 
     def _zeros_nosync(self, name, **kwargs):
@@ -1082,7 +1082,7 @@ def _zeros_nosync(self, name, **kwargs):
 
     def ones(self, name, **kwargs):
         """Create an array. Keyword arguments as per
-        :func:`zarr.creation.ones`."""
+        :func:`zarr.v2.creation.ones`."""
         return self._write_op(self._ones_nosync, name, **kwargs)
 
     def _ones_nosync(self, name, **kwargs):
@@ -1093,7 +1093,7 @@ def _ones_nosync(self, name, **kwargs):
 
     def full(self, name, fill_value, **kwargs):
         """Create an array. Keyword arguments as per
-        :func:`zarr.creation.full`."""
+        :func:`zarr.v2.creation.full`."""
         return self._write_op(self._full_nosync, name, fill_value, **kwargs)
 
     def _full_nosync(self, name, fill_value, **kwargs):
@@ -1110,7 +1110,7 @@ def _full_nosync(self, name, fill_value, **kwargs):
 
     def array(self, name, data, **kwargs):
         """Create an array. Keyword arguments as per
-        :func:`zarr.creation.array`."""
+        :func:`zarr.v2.creation.array`."""
         return self._write_op(self._array_nosync, name, data, **kwargs)
 
     def _array_nosync(self, name, data, **kwargs):
@@ -1121,7 +1121,7 @@ def _array_nosync(self, name, data, **kwargs):
 
     def empty_like(self, name, data, **kwargs):
         """Create an array. Keyword arguments as per
-        :func:`zarr.creation.empty_like`."""
+        :func:`zarr.v2.creation.empty_like`."""
         return self._write_op(self._empty_like_nosync, name, data, **kwargs)
 
     def _empty_like_nosync(self, name, data, **kwargs):
@@ -1134,7 +1134,7 @@ def _empty_like_nosync(self, name, data, **kwargs):
 
     def zeros_like(self, name, data, **kwargs):
         """Create an array. Keyword arguments as per
-        :func:`zarr.creation.zeros_like`."""
+        :func:`zarr.v2.creation.zeros_like`."""
         return self._write_op(self._zeros_like_nosync, name, data, **kwargs)
 
     def _zeros_like_nosync(self, name, data, **kwargs):
@@ -1147,7 +1147,7 @@ def _zeros_like_nosync(self, name, data, **kwargs):
 
     def ones_like(self, name, data, **kwargs):
         """Create an array. Keyword arguments as per
-        :func:`zarr.creation.ones_like`."""
+        :func:`zarr.v2.creation.ones_like`."""
         return self._write_op(self._ones_like_nosync, name, data, **kwargs)
 
     def _ones_like_nosync(self, name, data, **kwargs):
@@ -1160,7 +1160,7 @@ def _ones_like_nosync(self, name, data, **kwargs):
 
     def full_like(self, name, data, **kwargs):
         """Create an array. Keyword arguments as per
-        :func:`zarr.creation.full_like`."""
+        :func:`zarr.v2.creation.full_like`."""
         return self._write_op(self._full_like_nosync, name, data, **kwargs)
 
     def _full_like_nosync(self, name, data, **kwargs):
@@ -1252,23 +1252,23 @@ def group(
 
     Returns
     -------
-    g : zarr.hierarchy.Group
+    g : zarr.v2.hierarchy.Group
 
     Examples
     --------
     Create a group in memory::
 
         >>> import zarr
-        >>> g = zarr.group()
+        >>> g = zarr.v2.group()
         >>> g
-        <zarr.hierarchy.Group '/'>
+        <zarr.v2.hierarchy.Group '/'>
 
     Create a group with a different store::
 
-        >>> store = zarr.DirectoryStore('data/example.zarr')
-        >>> g = zarr.group(store=store, overwrite=True)
+        >>> store = zarr.v2.DirectoryStore('data/example.zarr')
+        >>> g = zarr.v2.group(store=store, overwrite=True)
         >>> g
-        <zarr.hierarchy.Group '/'>
+        <zarr.v2.hierarchy.Group '/'>
 
     """
 
@@ -1336,19 +1336,19 @@ def open_group(
 
     Returns
     -------
-    g : zarr.hierarchy.Group
+    g : zarr.v2.hierarchy.Group
 
     Examples
     --------
     >>> import zarr
-    >>> root = zarr.open_group('data/example.zarr', mode='w')
+    >>> root = zarr.v2.open_group('data/example.zarr', mode='w')
     >>> foo = root.create_group('foo')
     >>> bar = root.create_group('bar')
     >>> root
-    <zarr.hierarchy.Group '/'>
-    >>> root2 = zarr.open_group('data/example.zarr', mode='a')
+    <zarr.v2.hierarchy.Group '/'>
+    >>> root2 = zarr.v2.open_group('data/example.zarr', mode='a')
     >>> root2
-    <zarr.hierarchy.Group '/'>
+    <zarr.v2.hierarchy.Group '/'>
     >>> root == root2
     True
 
diff --git a/src/zarr/v2/indexing.py b/src/zarr/v2/indexing.py
new file mode 100644
index 0000000000..1c11409d05
--- /dev/null
+++ b/src/zarr/v2/indexing.py
@@ -0,0 +1,1080 @@
+import collections
+import itertools
+import math
+import numbers
+
+import numpy as np
+
+
+from zarr.v2.errors import (
+    ArrayIndexError,
+    NegativeStepError,
+    err_too_many_indices,
+    VindexInvalidSelectionError,
+    BoundsCheckError,
+)
+
+
+def is_integer(x):
+    """True if x is an integer (both pure Python or NumPy).
+
+    Note that Python's bool is considered an integer too.
+    """
+    return isinstance(x, numbers.Integral)
+
+
+def is_integer_list(x):
+    """True if x is a list of integers.
+
+    This function assumes ie *does not check* that all elements of the list
+    have the same type. Mixed type lists will result in other errors that will
+    bubble up anyway.
+    """
+    return isinstance(x, list) and len(x) > 0 and is_integer(x[0])
+
+
+def is_integer_array(x, ndim=None):
+    t = not np.isscalar(x) and hasattr(x, "shape") and hasattr(x, "dtype") and x.dtype.kind in "ui"
+    if ndim is not None:
+        t = t and len(x.shape) == ndim
+    return t
+
+
+def is_bool_array(x, ndim=None):
+    t = hasattr(x, "shape") and hasattr(x, "dtype") and x.dtype == bool
+    if ndim is not None:
+        t = t and len(x.shape) == ndim
+    return t
+
+
+def is_scalar(value, dtype):
+    if np.isscalar(value):
+        return True
+    if isinstance(value, tuple) and dtype.names and len(value) == len(dtype.names):
+        return True
+    return False
+
+
+def is_pure_fancy_indexing(selection, ndim):
+    """Check whether a selection contains only scalars or integer array-likes.
+
+    Parameters
+    ----------
+    selection : tuple, slice, or scalar
+        A valid selection value for indexing into arrays.
+
+    Returns
+    -------
+    is_pure : bool
+        True if the selection is a pure fancy indexing expression (ie not mixed
+        with boolean or slices).
+    """
+    if ndim == 1:
+        if is_integer_list(selection) or is_integer_array(selection):
+            return True
+        # if not, we go through the normal path below, because a 1-tuple
+        # of integers is also allowed.
+    no_slicing = (
+        isinstance(selection, tuple)
+        and len(selection) == ndim
+        and not (any(isinstance(elem, slice) or elem is Ellipsis for elem in selection))
+    )
+    return (
+        no_slicing
+        and all(
+            is_integer(elem) or is_integer_list(elem) or is_integer_array(elem)
+            for elem in selection
+        )
+        and any(is_integer_list(elem) or is_integer_array(elem) for elem in selection)
+    )
+
+
+def is_pure_orthogonal_indexing(selection, ndim):
+    if not ndim:
+        return False
+
+    # Case 1: Selection is a single iterable of integers
+    if is_integer_list(selection) or is_integer_array(selection, ndim=1):
+        return True
+
+    # Case two: selection contains either zero or one integer iterables.
+    # All other selection elements are slices or integers
+    return (
+        isinstance(selection, tuple)
+        and len(selection) == ndim
+        and sum(is_integer_list(elem) or is_integer_array(elem) for elem in selection) <= 1
+        and all(
+            is_integer_list(elem) or is_integer_array(elem) or isinstance(elem, (int, slice))
+            for elem in selection
+        )
+    )
+
+
+def normalize_integer_selection(dim_sel, dim_len):
+    # normalize type to int
+    dim_sel = int(dim_sel)
+
+    # handle wraparound
+    if dim_sel < 0:
+        dim_sel = dim_len + dim_sel
+
+    # handle out of bounds
+    if dim_sel >= dim_len or dim_sel < 0:
+        raise BoundsCheckError(dim_len)
+
+    return dim_sel
+
+
+ChunkDimProjection = collections.namedtuple(
+    "ChunkDimProjection", ("dim_chunk_ix", "dim_chunk_sel", "dim_out_sel")
+)
+"""A mapping from chunk to output array for a single dimension.
+
+Parameters
+----------
+dim_chunk_ix
+    Index of chunk.
+dim_chunk_sel
+    Selection of items from chunk array.
+dim_out_sel
+    Selection of items in target (output) array.
+
+"""
+
+
+class IntDimIndexer:
+    def __init__(self, dim_sel, dim_len, dim_chunk_len):
+        # normalize
+        dim_sel = normalize_integer_selection(dim_sel, dim_len)
+
+        # store attributes
+        self.dim_sel = dim_sel
+        self.dim_len = dim_len
+        self.dim_chunk_len = dim_chunk_len
+        self.nitems = 1
+
+    def __iter__(self):
+        dim_chunk_ix = self.dim_sel // self.dim_chunk_len
+        dim_offset = dim_chunk_ix * self.dim_chunk_len
+        dim_chunk_sel = self.dim_sel - dim_offset
+        dim_out_sel = None
+        yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
+
+
+def ceildiv(a, b):
+    return math.ceil(a / b)
+
+
+class SliceDimIndexer:
+    def __init__(self, dim_sel, dim_len, dim_chunk_len):
+        # normalize
+        self.start, self.stop, self.step = dim_sel.indices(dim_len)
+        if self.step < 1:
+            raise NegativeStepError()
+
+        # store attributes
+        self.dim_len = dim_len
+        self.dim_chunk_len = dim_chunk_len
+        self.nitems = max(0, ceildiv((self.stop - self.start), self.step))
+        self.nchunks = ceildiv(self.dim_len, self.dim_chunk_len)
+
+    def __iter__(self):
+        # figure out the range of chunks we need to visit
+        dim_chunk_ix_from = self.start // self.dim_chunk_len
+        dim_chunk_ix_to = ceildiv(self.stop, self.dim_chunk_len)
+
+        # iterate over chunks in range
+        for dim_chunk_ix in range(dim_chunk_ix_from, dim_chunk_ix_to):
+            # compute offsets for chunk within overall array
+            dim_offset = dim_chunk_ix * self.dim_chunk_len
+            dim_limit = min(self.dim_len, (dim_chunk_ix + 1) * self.dim_chunk_len)
+
+            # determine chunk length, accounting for trailing chunk
+            dim_chunk_len = dim_limit - dim_offset
+
+            if self.start < dim_offset:
+                # selection starts before current chunk
+                dim_chunk_sel_start = 0
+                remainder = (dim_offset - self.start) % self.step
+                if remainder:
+                    dim_chunk_sel_start += self.step - remainder
+                # compute number of previous items, provides offset into output array
+                dim_out_offset = ceildiv((dim_offset - self.start), self.step)
+
+            else:
+                # selection starts within current chunk
+                dim_chunk_sel_start = self.start - dim_offset
+                dim_out_offset = 0
+
+            if self.stop > dim_limit:
+                # selection ends after current chunk
+                dim_chunk_sel_stop = dim_chunk_len
+
+            else:
+                # selection ends within current chunk
+                dim_chunk_sel_stop = self.stop - dim_offset
+
+            dim_chunk_sel = slice(dim_chunk_sel_start, dim_chunk_sel_stop, self.step)
+            dim_chunk_nitems = ceildiv((dim_chunk_sel_stop - dim_chunk_sel_start), self.step)
+
+            # If there are no elements on the selection within this chunk, then skip
+            if dim_chunk_nitems == 0:
+                continue
+
+            dim_out_sel = slice(dim_out_offset, dim_out_offset + dim_chunk_nitems)
+
+            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
+
+
+def check_selection_length(selection, shape):
+    if len(selection) > len(shape):
+        err_too_many_indices(selection, shape)
+
+
+def replace_ellipsis(selection, shape):
+    selection = ensure_tuple(selection)
+
+    # count number of ellipsis present
+    n_ellipsis = sum(1 for i in selection if i is Ellipsis)
+
+    if n_ellipsis > 1:
+        # more than 1 is an error
+        raise IndexError("an index can only have a single ellipsis ('...')")
+
+    elif n_ellipsis == 1:
+        # locate the ellipsis, count how many items to left and right
+        n_items_l = selection.index(Ellipsis)  # items to left of ellipsis
+        n_items_r = len(selection) - (n_items_l + 1)  # items to right of ellipsis
+        n_items = len(selection) - 1  # all non-ellipsis items
+
+        if n_items >= len(shape):
+            # ellipsis does nothing, just remove it
+            selection = tuple(i for i in selection if i != Ellipsis)
+
+        else:
+            # replace ellipsis with as many slices are needed for number of dims
+            new_item = selection[:n_items_l] + ((slice(None),) * (len(shape) - n_items))
+            if n_items_r:
+                new_item += selection[-n_items_r:]
+            selection = new_item
+
+    # fill out selection if not completely specified
+    if len(selection) < len(shape):
+        selection += (slice(None),) * (len(shape) - len(selection))
+
+    # check selection not too long
+    check_selection_length(selection, shape)
+
+    return selection
+
+
+def replace_lists(selection):
+    return tuple(
+        np.asarray(dim_sel) if isinstance(dim_sel, list) else dim_sel for dim_sel in selection
+    )
+
+
+def ensure_tuple(v):
+    if not isinstance(v, tuple):
+        v = (v,)
+    return v
+
+
+ChunkProjection = collections.namedtuple(
+    "ChunkProjection", ("chunk_coords", "chunk_selection", "out_selection")
+)
+"""A mapping of items from chunk to output array. Can be used to extract items from the
+chunk array for loading into an output array. Can also be used to extract items from a
+value array for setting/updating in a chunk array.
+
+Parameters
+----------
+chunk_coords
+    Indices of chunk.
+chunk_selection
+    Selection of items from chunk array.
+out_selection
+    Selection of items in target (output) array.
+
+"""
+
+
+def is_slice(s):
+    return isinstance(s, slice)
+
+
+def is_contiguous_slice(s):
+    return is_slice(s) and (s.step is None or s.step == 1)
+
+
+def is_positive_slice(s):
+    return is_slice(s) and (s.step is None or s.step >= 1)
+
+
+def is_contiguous_selection(selection):
+    selection = ensure_tuple(selection)
+    return all((is_integer_array(s) or is_contiguous_slice(s) or s == Ellipsis) for s in selection)
+
+
+def is_basic_selection(selection):
+    selection = ensure_tuple(selection)
+    return all(is_integer(s) or is_positive_slice(s) for s in selection)
+
+
+# noinspection PyProtectedMember
+class BasicIndexer:
+    def __init__(self, selection, array):
+        # handle ellipsis
+        selection = replace_ellipsis(selection, array._shape)
+
+        # setup per-dimension indexers
+        dim_indexers = []
+        for dim_sel, dim_len, dim_chunk_len in zip(selection, array._shape, array._chunks):
+            if is_integer(dim_sel):
+                dim_indexer = IntDimIndexer(dim_sel, dim_len, dim_chunk_len)
+
+            elif is_slice(dim_sel):
+                dim_indexer = SliceDimIndexer(dim_sel, dim_len, dim_chunk_len)
+
+            else:
+                raise IndexError(
+                    "unsupported selection item for basic indexing; "
+                    "expected integer or slice, got {!r}".format(type(dim_sel))
+                )
+
+            dim_indexers.append(dim_indexer)
+
+        self.dim_indexers = dim_indexers
+        self.shape = tuple(s.nitems for s in self.dim_indexers if not isinstance(s, IntDimIndexer))
+        self.drop_axes = None
+
+    def __iter__(self):
+        for dim_projections in itertools.product(*self.dim_indexers):
+            chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
+            chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
+            out_selection = tuple(
+                p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
+            )
+
+            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
+
+
+class BoolArrayDimIndexer:
+    def __init__(self, dim_sel, dim_len, dim_chunk_len):
+        # check number of dimensions
+        if not is_bool_array(dim_sel, 1):
+            raise IndexError(
+                "Boolean arrays in an orthogonal selection must " "be 1-dimensional only"
+            )
+
+        # check shape
+        if dim_sel.shape[0] != dim_len:
+            raise IndexError(
+                "Boolean array has the wrong length for dimension; " "expected {}, got {}".format(
+                    dim_len, dim_sel.shape[0]
+                )
+            )
+
+        # store attributes
+        self.dim_sel = dim_sel
+        self.dim_len = dim_len
+        self.dim_chunk_len = dim_chunk_len
+        self.nchunks = ceildiv(self.dim_len, self.dim_chunk_len)
+
+        # precompute number of selected items for each chunk
+        self.chunk_nitems = np.zeros(self.nchunks, dtype="i8")
+        for dim_chunk_ix in range(self.nchunks):
+            dim_offset = dim_chunk_ix * self.dim_chunk_len
+            self.chunk_nitems[dim_chunk_ix] = np.count_nonzero(
+                self.dim_sel[dim_offset : dim_offset + self.dim_chunk_len]
+            )
+        self.chunk_nitems_cumsum = np.cumsum(self.chunk_nitems)
+        self.nitems = self.chunk_nitems_cumsum[-1]
+        self.dim_chunk_ixs = np.nonzero(self.chunk_nitems)[0]
+
+    def __iter__(self):
+        # iterate over chunks with at least one item
+        for dim_chunk_ix in self.dim_chunk_ixs:
+            # find region in chunk
+            dim_offset = dim_chunk_ix * self.dim_chunk_len
+            dim_chunk_sel = self.dim_sel[dim_offset : dim_offset + self.dim_chunk_len]
+
+            # pad out if final chunk
+            if dim_chunk_sel.shape[0] < self.dim_chunk_len:
+                tmp = np.zeros(self.dim_chunk_len, dtype=bool)
+                tmp[: dim_chunk_sel.shape[0]] = dim_chunk_sel
+                dim_chunk_sel = tmp
+
+            # find region in output
+            if dim_chunk_ix == 0:
+                start = 0
+            else:
+                start = self.chunk_nitems_cumsum[dim_chunk_ix - 1]
+            stop = self.chunk_nitems_cumsum[dim_chunk_ix]
+            dim_out_sel = slice(start, stop)
+
+            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
+
+
+class Order:
+    UNKNOWN = 0
+    INCREASING = 1
+    DECREASING = 2
+    UNORDERED = 3
+
+    @staticmethod
+    def check(a):
+        diff = np.diff(a)
+        diff_positive = diff >= 0
+        n_diff_positive = np.count_nonzero(diff_positive)
+        all_increasing = n_diff_positive == len(diff_positive)
+        any_increasing = n_diff_positive > 0
+        if all_increasing:
+            order = Order.INCREASING
+        elif any_increasing:
+            order = Order.UNORDERED
+        else:
+            order = Order.DECREASING
+        return order
+
+
+def wraparound_indices(x, dim_len):
+    loc_neg = x < 0
+    if np.any(loc_neg):
+        x[loc_neg] = x[loc_neg] + dim_len
+
+
+def boundscheck_indices(x, dim_len):
+    if np.any(x < 0) or np.any(x >= dim_len):
+        raise BoundsCheckError(dim_len)
+
+
+class IntArrayDimIndexer:
+    """Integer array selection against a single dimension."""
+
+    def __init__(
+        self,
+        dim_sel,
+        dim_len,
+        dim_chunk_len,
+        wraparound=True,
+        boundscheck=True,
+        order=Order.UNKNOWN,
+    ):
+        # ensure 1d array
+        dim_sel = np.asanyarray(dim_sel)
+        if not is_integer_array(dim_sel, 1):
+            raise IndexError(
+                "integer arrays in an orthogonal selection must be " "1-dimensional only"
+            )
+
+        # handle wraparound
+        if wraparound:
+            wraparound_indices(dim_sel, dim_len)
+
+        # handle out of bounds
+        if boundscheck:
+            boundscheck_indices(dim_sel, dim_len)
+
+        # store attributes
+        self.dim_len = dim_len
+        self.dim_chunk_len = dim_chunk_len
+        self.nchunks = ceildiv(self.dim_len, self.dim_chunk_len)
+        self.nitems = len(dim_sel)
+
+        # determine which chunk is needed for each selection item
+        # note: for dense integer selections, the division operation here is the
+        # bottleneck
+        dim_sel_chunk = dim_sel // dim_chunk_len
+
+        # determine order of indices
+        if order == Order.UNKNOWN:
+            order = Order.check(dim_sel)
+        self.order = order
+
+        if self.order == Order.INCREASING:
+            self.dim_sel = dim_sel
+            self.dim_out_sel = None
+        elif self.order == Order.DECREASING:
+            self.dim_sel = dim_sel[::-1]
+            # TODO should be possible to do this without creating an arange
+            self.dim_out_sel = np.arange(self.nitems - 1, -1, -1)
+        else:
+            # sort indices to group by chunk
+            self.dim_out_sel = np.argsort(dim_sel_chunk)
+            self.dim_sel = np.take(dim_sel, self.dim_out_sel)
+
+        # precompute number of selected items for each chunk
+        self.chunk_nitems = np.bincount(dim_sel_chunk, minlength=self.nchunks)
+
+        # find chunks that we need to visit
+        self.dim_chunk_ixs = np.nonzero(self.chunk_nitems)[0]
+
+        # compute offsets into the output array
+        self.chunk_nitems_cumsum = np.cumsum(self.chunk_nitems)
+
+    def __iter__(self):
+        for dim_chunk_ix in self.dim_chunk_ixs:
+            # find region in output
+            if dim_chunk_ix == 0:
+                start = 0
+            else:
+                start = self.chunk_nitems_cumsum[dim_chunk_ix - 1]
+            stop = self.chunk_nitems_cumsum[dim_chunk_ix]
+            if self.order == Order.INCREASING:
+                dim_out_sel = slice(start, stop)
+            else:
+                dim_out_sel = self.dim_out_sel[start:stop]
+
+            # find region in chunk
+            dim_offset = dim_chunk_ix * self.dim_chunk_len
+            dim_chunk_sel = self.dim_sel[start:stop] - dim_offset
+
+            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
+
+
+def slice_to_range(s: slice, l: int):  # noqa: E741
+    return range(*s.indices(l))
+
+
+def ix_(selection, shape):
+    """Convert an orthogonal selection to a numpy advanced (fancy) selection, like numpy.ix_
+    but with support for slices and single ints."""
+
+    # normalisation
+    selection = replace_ellipsis(selection, shape)
+
+    # replace slice and int as these are not supported by numpy.ix_
+    selection = [
+        slice_to_range(dim_sel, dim_len)
+        if isinstance(dim_sel, slice)
+        else [dim_sel]
+        if is_integer(dim_sel)
+        else dim_sel
+        for dim_sel, dim_len in zip(selection, shape)
+    ]
+
+    # now get numpy to convert to a coordinate selection
+    selection = np.ix_(*selection)
+
+    return selection
+
+
+def oindex(a, selection):
+    """Implementation of orthogonal indexing with slices and ints."""
+    selection = replace_ellipsis(selection, a.shape)
+    drop_axes = tuple(i for i, s in enumerate(selection) if is_integer(s))
+    selection = ix_(selection, a.shape)
+    result = a[selection]
+    if drop_axes:
+        result = result.squeeze(axis=drop_axes)
+    return result
+
+
+def oindex_set(a, selection, value):
+    selection = replace_ellipsis(selection, a.shape)
+    drop_axes = tuple(i for i, s in enumerate(selection) if is_integer(s))
+    selection = ix_(selection, a.shape)
+    if not np.isscalar(value) and drop_axes:
+        value = np.asanyarray(value)
+        value_selection = [slice(None)] * len(a.shape)
+        for i in drop_axes:
+            value_selection[i] = np.newaxis
+        value_selection = tuple(value_selection)
+        value = value[value_selection]
+    a[selection] = value
+
+
+# noinspection PyProtectedMember
+class OrthogonalIndexer:
+    def __init__(self, selection, array):
+        # handle ellipsis
+        selection = replace_ellipsis(selection, array._shape)
+
+        # normalize list to array
+        selection = replace_lists(selection)
+
+        # setup per-dimension indexers
+        dim_indexers = []
+        for dim_sel, dim_len, dim_chunk_len in zip(selection, array._shape, array._chunks):
+            if is_integer(dim_sel):
+                dim_indexer = IntDimIndexer(dim_sel, dim_len, dim_chunk_len)
+
+            elif isinstance(dim_sel, slice):
+                dim_indexer = SliceDimIndexer(dim_sel, dim_len, dim_chunk_len)
+
+            elif is_integer_array(dim_sel):
+                dim_indexer = IntArrayDimIndexer(dim_sel, dim_len, dim_chunk_len)
+
+            elif is_bool_array(dim_sel):
+                dim_indexer = BoolArrayDimIndexer(dim_sel, dim_len, dim_chunk_len)
+
+            else:
+                raise IndexError(
+                    "unsupported selection item for orthogonal indexing; "
+                    "expected integer, slice, integer array or Boolean "
+                    "array, got {!r}".format(type(dim_sel))
+                )
+
+            dim_indexers.append(dim_indexer)
+
+        self.array = array
+        self.dim_indexers = dim_indexers
+        self.shape = tuple(s.nitems for s in self.dim_indexers if not isinstance(s, IntDimIndexer))
+        self.is_advanced = not is_basic_selection(selection)
+        if self.is_advanced:
+            self.drop_axes = tuple(
+                i
+                for i, dim_indexer in enumerate(self.dim_indexers)
+                if isinstance(dim_indexer, IntDimIndexer)
+            )
+        else:
+            self.drop_axes = None
+
+    def __iter__(self):
+        for dim_projections in itertools.product(*self.dim_indexers):
+            chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
+            chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
+            out_selection = tuple(
+                p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
+            )
+
+            # handle advanced indexing arrays orthogonally
+            if self.is_advanced:
+                # N.B., numpy doesn't support orthogonal indexing directly as yet,
+                # so need to work around via np.ix_. Also np.ix_ does not support a
+                # mixture of arrays and slices or integers, so need to convert slices
+                # and integers into ranges.
+                chunk_selection = ix_(chunk_selection, self.array._chunks)
+
+                # special case for non-monotonic indices
+                if not is_basic_selection(out_selection):
+                    out_selection = ix_(out_selection, self.shape)
+
+            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
+
+
+class OIndex:
+    def __init__(self, array):
+        self.array = array
+
+    def __getitem__(self, selection):
+        fields, selection = pop_fields(selection)
+        selection = ensure_tuple(selection)
+        selection = replace_lists(selection)
+        return self.array.get_orthogonal_selection(selection, fields=fields)
+
+    def __setitem__(self, selection, value):
+        fields, selection = pop_fields(selection)
+        selection = ensure_tuple(selection)
+        selection = replace_lists(selection)
+        return self.array.set_orthogonal_selection(selection, value, fields=fields)
+
+
+# noinspection PyProtectedMember
+class BlockIndexer:
+    def __init__(self, selection, array):
+        # handle ellipsis
+        selection = replace_ellipsis(selection, array._shape)
+
+        # normalize list to array
+        selection = replace_lists(selection)
+
+        # setup per-dimension indexers
+        dim_indexers = []
+        for dim_sel, dim_len, dim_chunk_size in zip(selection, array._shape, array._chunks):
+            dim_numchunks = int(np.ceil(dim_len / dim_chunk_size))
+
+            if is_integer(dim_sel):
+                if dim_sel < 0:
+                    dim_sel = dim_numchunks + dim_sel
+
+                start = dim_sel * dim_chunk_size
+                stop = start + dim_chunk_size
+                slice_ = slice(start, stop)
+
+            elif is_slice(dim_sel):
+                start = dim_sel.start if dim_sel.start is not None else 0
+                stop = dim_sel.stop if dim_sel.stop is not None else dim_numchunks
+
+                if dim_sel.step not in {1, None}:
+                    raise IndexError(
+                        "unsupported selection item for block indexing; "
+                        "expected integer or slice with step=1, got {!r}".format(type(dim_sel))
+                    )
+
+                # Can't reuse wraparound_indices because it expects a numpy array
+                # We have integers here.
+                if start < 0:
+                    start = dim_numchunks + start
+                if stop < 0:
+                    stop = dim_numchunks + stop
+
+                start = start * dim_chunk_size
+                stop = stop * dim_chunk_size
+                slice_ = slice(start, stop)
+
+            else:
+                raise IndexError(
+                    "unsupported selection item for block indexing; "
+                    "expected integer or slice, got {!r}".format(type(dim_sel))
+                )
+
+            dim_indexer = SliceDimIndexer(slice_, dim_len, dim_chunk_size)
+            dim_indexers.append(dim_indexer)
+
+            if start >= dim_len or start < 0:
+                raise BoundsCheckError(dim_len)
+
+        self.dim_indexers = dim_indexers
+        self.shape = tuple(s.nitems for s in self.dim_indexers)
+        self.drop_axes = None
+
+    def __iter__(self):
+        for dim_projections in itertools.product(*self.dim_indexers):
+            chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
+            chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
+            out_selection = tuple(
+                p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
+            )
+
+            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
+
+
+class BlockIndex:
+    def __init__(self, array):
+        self.array = array
+
+    def __getitem__(self, selection):
+        fields, selection = pop_fields(selection)
+        selection = ensure_tuple(selection)
+        selection = replace_lists(selection)
+        return self.array.get_block_selection(selection, fields=fields)
+
+    def __setitem__(self, selection, value):
+        fields, selection = pop_fields(selection)
+        selection = ensure_tuple(selection)
+        selection = replace_lists(selection)
+        return self.array.set_block_selection(selection, value, fields=fields)
+
+
+# noinspection PyProtectedMember
+def is_coordinate_selection(selection, array):
+    return (len(selection) == len(array._shape)) and all(
+        is_integer(dim_sel) or is_integer_array(dim_sel) for dim_sel in selection
+    )
+
+
+# noinspection PyProtectedMember
+def is_mask_selection(selection, array):
+    return (
+        len(selection) == 1 and is_bool_array(selection[0]) and selection[0].shape == array._shape
+    )
+
+
+# noinspection PyProtectedMember
+class CoordinateIndexer:
+    def __init__(self, selection, array):
+        # some initial normalization
+        selection = ensure_tuple(selection)
+        selection = tuple([i] if is_integer(i) else i for i in selection)
+        selection = replace_lists(selection)
+
+        # validation
+        if not is_coordinate_selection(selection, array):
+            raise IndexError(
+                "invalid coordinate selection; expected one integer "
+                "(coordinate) array per dimension of the target array, "
+                "got {!r}".format(selection)
+            )
+
+        # handle wraparound, boundscheck
+        for dim_sel, dim_len in zip(selection, array.shape):
+            # handle wraparound
+            wraparound_indices(dim_sel, dim_len)
+
+            # handle out of bounds
+            boundscheck_indices(dim_sel, dim_len)
+
+        # compute chunk index for each point in the selection
+        chunks_multi_index = tuple(
+            dim_sel // dim_chunk_len for (dim_sel, dim_chunk_len) in zip(selection, array._chunks)
+        )
+
+        # broadcast selection - this will raise error if array dimensions don't match
+        selection = np.broadcast_arrays(*selection)
+        chunks_multi_index = np.broadcast_arrays(*chunks_multi_index)
+
+        # remember shape of selection, because we will flatten indices for processing
+        self.sel_shape = selection[0].shape if selection[0].shape else (1,)
+
+        # flatten selection
+        selection = [dim_sel.reshape(-1) for dim_sel in selection]
+        chunks_multi_index = [dim_chunks.reshape(-1) for dim_chunks in chunks_multi_index]
+
+        # ravel chunk indices
+        chunks_raveled_indices = np.ravel_multi_index(chunks_multi_index, dims=array._cdata_shape)
+
+        # group points by chunk
+        if np.any(np.diff(chunks_raveled_indices) < 0):
+            # optimisation, only sort if needed
+            sel_sort = np.argsort(chunks_raveled_indices)
+            selection = tuple(dim_sel[sel_sort] for dim_sel in selection)
+        else:
+            sel_sort = None
+
+        # store attributes
+        self.selection = selection
+        self.sel_sort = sel_sort
+        self.shape = selection[0].shape if selection[0].shape else (1,)
+        self.drop_axes = None
+        self.array = array
+
+        # precompute number of selected items for each chunk
+        self.chunk_nitems = np.bincount(chunks_raveled_indices, minlength=array.nchunks)
+        self.chunk_nitems_cumsum = np.cumsum(self.chunk_nitems)
+        # locate the chunks we need to process
+        self.chunk_rixs = np.nonzero(self.chunk_nitems)[0]
+
+        # unravel chunk indices
+        self.chunk_mixs = np.unravel_index(self.chunk_rixs, array._cdata_shape)
+
+    def __iter__(self):
+        # iterate over chunks
+        for i, chunk_rix in enumerate(self.chunk_rixs):
+            chunk_coords = tuple(m[i] for m in self.chunk_mixs)
+            if chunk_rix == 0:
+                start = 0
+            else:
+                start = self.chunk_nitems_cumsum[chunk_rix - 1]
+            stop = self.chunk_nitems_cumsum[chunk_rix]
+            if self.sel_sort is None:
+                out_selection = slice(start, stop)
+            else:
+                out_selection = self.sel_sort[start:stop]
+
+            chunk_offsets = tuple(
+                dim_chunk_ix * dim_chunk_len
+                for dim_chunk_ix, dim_chunk_len in zip(chunk_coords, self.array._chunks)
+            )
+            chunk_selection = tuple(
+                dim_sel[start:stop] - dim_chunk_offset
+                for (dim_sel, dim_chunk_offset) in zip(self.selection, chunk_offsets)
+            )
+
+            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
+
+
+# noinspection PyProtectedMember
+class MaskIndexer(CoordinateIndexer):
+    def __init__(self, selection, array):
+        # some initial normalization
+        selection = ensure_tuple(selection)
+        selection = replace_lists(selection)
+
+        # validation
+        if not is_mask_selection(selection, array):
+            raise IndexError(
+                "invalid mask selection; expected one Boolean (mask)"
+                "array with the same shape as the target array, got {!r}".format(selection)
+            )
+
+        # convert to indices
+        selection = np.nonzero(selection[0])
+
+        # delegate the rest to superclass
+        super().__init__(selection, array)
+
+
+class VIndex:
+    def __init__(self, array):
+        self.array = array
+
+    def __getitem__(self, selection):
+        fields, selection = pop_fields(selection)
+        selection = ensure_tuple(selection)
+        selection = replace_lists(selection)
+        if is_coordinate_selection(selection, self.array):
+            return self.array.get_coordinate_selection(selection, fields=fields)
+        elif is_mask_selection(selection, self.array):
+            return self.array.get_mask_selection(selection, fields=fields)
+        else:
+            raise VindexInvalidSelectionError(selection)
+
+    def __setitem__(self, selection, value):
+        fields, selection = pop_fields(selection)
+        selection = ensure_tuple(selection)
+        selection = replace_lists(selection)
+        if is_coordinate_selection(selection, self.array):
+            self.array.set_coordinate_selection(selection, value, fields=fields)
+        elif is_mask_selection(selection, self.array):
+            self.array.set_mask_selection(selection, value, fields=fields)
+        else:
+            raise VindexInvalidSelectionError(selection)
+
+
+def check_fields(fields, dtype):
+    # early out
+    if fields is None:
+        return dtype
+    # check type
+    if not isinstance(fields, (str, list, tuple)):
+        raise IndexError(
+            "'fields' argument must be a string or list of strings; found " "{!r}".format(
+                type(fields)
+            )
+        )
+    if fields:
+        if dtype.names is None:
+            raise IndexError("invalid 'fields' argument, array does not have any fields")
+        try:
+            if isinstance(fields, str):
+                # single field selection
+                out_dtype = dtype[fields]
+            else:
+                # multiple field selection
+                out_dtype = np.dtype([(f, dtype[f]) for f in fields])
+        except KeyError as e:
+            raise IndexError("invalid 'fields' argument, field not found: {!r}".format(e))
+        else:
+            return out_dtype
+    else:
+        return dtype
+
+
+def check_no_multi_fields(fields):
+    if isinstance(fields, list):
+        if len(fields) == 1:
+            return fields[0]
+        elif len(fields) > 1:
+            raise IndexError("multiple fields are not supported for this operation")
+    return fields
+
+
+def pop_fields(selection):
+    if isinstance(selection, str):
+        # single field selection
+        fields = selection
+        selection = ()
+    elif not isinstance(selection, tuple):
+        # single selection item, no fields
+        fields = None
+        # leave selection as-is
+    else:
+        # multiple items, split fields from selection items
+        fields = [f for f in selection if isinstance(f, str)]
+        fields = fields[0] if len(fields) == 1 else fields
+        selection = tuple(s for s in selection if not isinstance(s, str))
+        selection = selection[0] if len(selection) == 1 else selection
+    return fields, selection
+
+
+def make_slice_selection(selection):
+    ls = []
+    for dim_selection in selection:
+        if is_integer(dim_selection):
+            ls.append(slice(int(dim_selection), int(dim_selection) + 1, 1))
+        elif isinstance(dim_selection, np.ndarray):
+            if len(dim_selection) == 1:
+                ls.append(slice(int(dim_selection[0]), int(dim_selection[0]) + 1, 1))
+            else:
+                raise ArrayIndexError()
+        else:
+            ls.append(dim_selection)
+    return ls
+
+
+class PartialChunkIterator:
+    """Iterator to retrieve the specific coordinates of requested data
+    from within a compressed chunk.
+
+    Parameters
+    ----------
+    selection : tuple
+        tuple of slice objects to take from the chunk
+    arr_shape : shape of chunk to select data from
+
+    Attributes
+    -----------
+    arr_shape
+    selection
+
+    Returns
+    -------
+    Tuple with 3 elements:
+
+    start: int
+        elements offset in the chunk to read from
+    nitems: int
+        number of elements to read in the chunk from start
+    partial_out_selection: list of slices
+        indices of a temporary empty array of size `Array._chunks` to assign
+        the decompressed data to after the partial read.
+
+    Notes
+    -----
+    An array is flattened when compressed with blosc, so this iterator takes
+    the wanted selection of an array and determines the wanted coordinates
+    of the flattened, compressed data to be read and then decompressed. The
+    decompressed data is then placed in a temporary empty array of size
+    `Array._chunks` at the indices yielded as partial_out_selection.
+    Once all the slices yielded by this iterator have been read, decompressed
+    and written to the temporary array, the wanted slice of the chunk can be
+    indexed from the temporary array and written to the out_selection slice
+    of the out array.
+
+    """
+
+    def __init__(self, selection, arr_shape):
+        selection = make_slice_selection(selection)
+        self.arr_shape = arr_shape
+
+        # number of selection dimensions can't be greater than the number of chunk dimensions
+        if len(selection) > len(self.arr_shape):
+            raise ValueError(
+                "Selection has more dimensions then the array:\n"
+                f"selection dimensions = {len(selection)}\n"
+                f"array dimensions = {len(self.arr_shape)}"
+            )
+
+        # any selection can not be out of the range of the chunk
+        selection_shape = np.empty(self.arr_shape)[tuple(selection)].shape
+        if any(
+            selection_dim < 0 or selection_dim > arr_dim
+            for selection_dim, arr_dim in zip(selection_shape, self.arr_shape)
+        ):
+            raise IndexError(
+                "a selection index is out of range for the dimension"
+            )  # pragma: no cover
+
+        for i, dim_size in enumerate(self.arr_shape[::-1]):
+            index = len(self.arr_shape) - (i + 1)
+            if index <= len(selection) - 1:
+                slice_size = selection_shape[index]
+                if slice_size == dim_size and index > 0:
+                    selection.pop()
+                else:
+                    break
+
+        chunk_loc_slices = []
+        last_dim_slice = None if selection[-1].step > 1 else selection.pop()
+        for arr_shape_i, sl in zip(arr_shape, selection):
+            dim_chunk_loc_slices = []
+            assert isinstance(sl, slice)
+            for x in slice_to_range(sl, arr_shape_i):
+                dim_chunk_loc_slices.append(slice(x, x + 1, 1))
+            chunk_loc_slices.append(dim_chunk_loc_slices)
+        if last_dim_slice:
+            chunk_loc_slices.append([last_dim_slice])
+        self.chunk_loc_slices = list(itertools.product(*chunk_loc_slices))
+
+    def __iter__(self):
+        chunk1 = self.chunk_loc_slices[0]
+        nitems = (chunk1[-1].stop - chunk1[-1].start) * np.prod(
+            self.arr_shape[len(chunk1) :], dtype=int
+        )
+        for partial_out_selection in self.chunk_loc_slices:
+            start = 0
+            for i, sl in enumerate(partial_out_selection):
+                start += sl.start * np.prod(self.arr_shape[i + 1 :], dtype=int)
+            yield start, nitems, partial_out_selection
diff --git a/src/zarr/meta.py b/src/zarr/v2/meta.py
similarity index 99%
rename from src/zarr/meta.py
rename to src/zarr/v2/meta.py
index 7cca228a14..ee9cc57389 100644
--- a/src/zarr/meta.py
+++ b/src/zarr/v2/meta.py
@@ -4,8 +4,8 @@
 
 import numpy as np
 
-from zarr.errors import MetadataError
-from zarr.util import json_dumps, json_loads
+from zarr.v2.errors import MetadataError
+from zarr.v2.util import json_dumps, json_loads
 
 from typing import cast, Union, Any, List, Mapping as MappingType, TYPE_CHECKING
 
diff --git a/src/zarr/meta_v1.py b/src/zarr/v2/meta_v1.py
similarity index 97%
rename from src/zarr/meta_v1.py
rename to src/zarr/v2/meta_v1.py
index 4ac381f2ca..881b9191eb 100644
--- a/src/zarr/meta_v1.py
+++ b/src/zarr/v2/meta_v1.py
@@ -2,7 +2,7 @@
 
 import numpy as np
 
-from zarr.errors import MetadataError
+from zarr.v2.errors import MetadataError
 
 
 def decode_metadata(b):
diff --git a/src/zarr/n5.py b/src/zarr/v2/n5.py
similarity index 98%
rename from src/zarr/n5.py
rename to src/zarr/v2/n5.py
index 1293d1739b..92b0f37924 100644
--- a/src/zarr/n5.py
+++ b/src/zarr/v2/n5.py
@@ -11,12 +11,12 @@
 from numcodecs.compat import ndarray_copy
 from numcodecs.registry import get_codec, register_codec
 
-from .meta import ZARR_FORMAT, json_dumps, json_loads
-from .storage import FSStore
-from .storage import NestedDirectoryStore, _prog_ckey, _prog_number, normalize_storage_path
-from .storage import array_meta_key as zarr_array_meta_key
-from .storage import attrs_key as zarr_attrs_key
-from .storage import group_meta_key as zarr_group_meta_key
+from zarr.v2.meta import ZARR_FORMAT, json_dumps, json_loads
+from zarr.v2.storage import FSStore
+from zarr.v2.storage import NestedDirectoryStore, _prog_ckey, _prog_number, normalize_storage_path
+from zarr.v2.storage import array_meta_key as zarr_array_meta_key
+from zarr.v2.storage import attrs_key as zarr_attrs_key
+from zarr.v2.storage import group_meta_key as zarr_group_meta_key
 
 N5_FORMAT = "2.0.0"
 
diff --git a/src/zarr/storage.py b/src/zarr/v2/storage.py
similarity index 96%
rename from src/zarr/storage.py
rename to src/zarr/v2/storage.py
index ae596756f8..56deeeb555 100644
--- a/src/zarr/storage.py
+++ b/src/zarr/v2/storage.py
@@ -38,9 +38,9 @@
 
 from numcodecs.compat import ensure_bytes, ensure_text, ensure_contiguous_ndarray_like
 from numcodecs.registry import codec_registry
-from zarr.context import Context
+from zarr.v2.context import Context
 
-from zarr.errors import (
+from zarr.v2.errors import (
     MetadataError,
     BadCompressorError,
     ContainsArrayError,
@@ -48,8 +48,8 @@
     FSPathExistNotDir,
     ReadOnlyError,
 )
-from zarr.meta import encode_array_metadata, encode_group_metadata
-from zarr.util import (
+from zarr.v2.meta import encode_array_metadata, encode_group_metadata
+from zarr.v2.util import (
     buffer_size,
     json_loads,
     nolock,
@@ -64,8 +64,8 @@
     ensure_contiguous_ndarray_or_bytes,
 )
 
-from zarr._storage.absstore import ABSStore  # noqa: F401
-from zarr._storage.store import (  # noqa: F401
+from zarr.v2._storage.absstore import ABSStore  # noqa: F401
+from zarr.v2._storage.store import (  # noqa: F401
     _listdir_from_keys,
     _rename_from_keys,
     _rmdir_from_keys,
@@ -89,11 +89,11 @@
 
 try:
     # noinspection PyUnresolvedReferences
-    from zarr.codecs import Blosc
+    from zarr.v2.codecs import Blosc
 
     default_compressor = Blosc()
 except ImportError:  # pragma: no cover
-    from zarr.codecs import Zlib
+    from zarr.v2.codecs import Zlib
 
     default_compressor = Zlib()
 
@@ -146,7 +146,7 @@ def normalize_store_arg(store: Any, storage_options=None, mode="r") -> BaseStore
         if store.endswith(".zip"):
             return ZipStore(store, mode=mode)
         elif store.endswith(".n5"):
-            from zarr.n5 import N5Store
+            from zarr.v2.n5 import N5Store
 
             return N5Store(store)
         else:
@@ -310,7 +310,7 @@ def init_array(
     --------
     Initialize an array store::
 
-        >>> from zarr.storage import init_array, KVStore
+        >>> from zarr.v2.storage import init_array, KVStore
         >>> store = KVStore(dict())
         >>> init_array(store, shape=(10000, 10000), chunks=(1000, 1000))
         >>> sorted(store.keys())
@@ -649,16 +649,16 @@ class MemoryStore(Store):
     This is the default class used when creating a group. E.g.::
 
         >>> import zarr
-        >>> g = zarr.group()
+        >>> g = zarr.v2.group()
         >>> type(g.store)
-        <class 'zarr.storage.MemoryStore'>
+        <class 'zarr.v2.storage.MemoryStore'>
 
     Note that the default class when creating an array is the built-in
     :class:`KVStore` class, i.e.::
 
-        >>> z = zarr.zeros(100)
+        >>> z = zarr.v2.zeros(100)
         >>> type(z.store)
-        <class 'zarr.storage.KVStore'>
+        <class 'zarr.v2.storage.KVStore'>
 
     Notes
     -----
@@ -860,8 +860,8 @@ class DirectoryStore(Store):
     Store a single array::
 
         >>> import zarr
-        >>> store = zarr.DirectoryStore('data/array.zarr')
-        >>> z = zarr.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
+        >>> store = zarr.v2.DirectoryStore('data/array.zarr')
+        >>> z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
         >>> z[...] = 42
 
     Each chunk of the array is stored as a separate file on the file system,
@@ -873,8 +873,8 @@ class DirectoryStore(Store):
 
     Store a group::
 
-        >>> store = zarr.DirectoryStore('data/group.zarr')
-        >>> root = zarr.group(store=store, overwrite=True)
+        >>> store = zarr.v2.DirectoryStore('data/group.zarr')
+        >>> root = zarr.v2.group(store=store, overwrite=True)
         >>> foo = root.create_group('foo')
         >>> bar = foo.zeros('bar', shape=(10, 10), chunks=(5, 5))
         >>> bar[...] = 42
@@ -1447,8 +1447,8 @@ class NestedDirectoryStore(DirectoryStore):
     Store a single array::
 
         >>> import zarr
-        >>> store = zarr.NestedDirectoryStore('data/array.zarr')
-        >>> z = zarr.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
+        >>> store = zarr.v2.NestedDirectoryStore('data/array.zarr')
+        >>> z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
         >>> z[...] = 42
 
     Each chunk of the array is stored as a separate file on the file system,
@@ -1464,8 +1464,8 @@ class NestedDirectoryStore(DirectoryStore):
 
     Store a group::
 
-        >>> store = zarr.NestedDirectoryStore('data/group.zarr')
-        >>> root = zarr.group(store=store, overwrite=True)
+        >>> store = zarr.v2.NestedDirectoryStore('data/group.zarr')
+        >>> root = zarr.v2.group(store=store, overwrite=True)
         >>> foo = root.create_group('foo')
         >>> bar = foo.zeros('bar', shape=(10, 10), chunks=(5, 5))
         >>> bar[...] = 42
@@ -1536,15 +1536,15 @@ class ZipStore(Store):
     Store a single array::
 
         >>> import zarr
-        >>> store = zarr.ZipStore('data/array.zip', mode='w')
-        >>> z = zarr.zeros((10, 10), chunks=(5, 5), store=store)
+        >>> store = zarr.v2.ZipStore('data/array.zip', mode='w')
+        >>> z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store)
         >>> z[...] = 42
         >>> store.close()  # don't forget to call this when you're done
 
     Store a group::
 
-        >>> store = zarr.ZipStore('data/group.zip', mode='w')
-        >>> root = zarr.group(store=store)
+        >>> store = zarr.v2.ZipStore('data/group.zip', mode='w')
+        >>> root = zarr.v2.group(store=store)
         >>> foo = root.create_group('foo')
         >>> bar = foo.zeros('bar', shape=(10, 10), chunks=(5, 5))
         >>> bar[...] = 42
@@ -1555,8 +1555,8 @@ class ZipStore(Store):
     class also supports the context manager protocol, which ensures the ``close()``
     method is called on leaving the context, e.g.::
 
-        >>> with zarr.ZipStore('data/array.zip', mode='w') as store:
-        ...     z = zarr.zeros((10, 10), chunks=(5, 5), store=store)
+        >>> with zarr.v2.ZipStore('data/array.zip', mode='w') as store:
+        ...     z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store)
         ...     z[...] = 42
         ...     # no need to call store.close()
 
@@ -1569,8 +1569,8 @@ class also supports the context manager protocol, which ensures the ``close()``
     triggered if you attempt to write data to a Zarr array more than once,
     e.g.::
 
-        >>> store = zarr.ZipStore('data/example.zip', mode='w')
-        >>> z = zarr.zeros(100, chunks=10, store=store)
+        >>> store = zarr.v2.ZipStore('data/example.zip', mode='w')
+        >>> z = zarr.v2.zeros(100, chunks=10, store=store)
         >>> # first write OK
         ... z[...] = 42
         >>> # second write generates warnings
@@ -1581,22 +1581,22 @@ class also supports the context manager protocol, which ensures the ``close()``
     once to a Zarr array, but the write operations are not aligned with chunk
     boundaries, e.g.::
 
-        >>> store = zarr.ZipStore('data/example.zip', mode='w')
-        >>> z = zarr.zeros(100, chunks=10, store=store)
+        >>> store = zarr.v2.ZipStore('data/example.zip', mode='w')
+        >>> z = zarr.v2.zeros(100, chunks=10, store=store)
         >>> z[5:15] = 42
         >>> # write overlaps chunk previously written, generates warnings
         ... z[15:25] = 42  # doctest: +SKIP
 
     To avoid creating duplicate entries, only write data once, and align writes
     with chunk boundaries. This alignment is done automatically if you call
-    ``z[...] = ...`` or create an array from existing data via :func:`zarr.array`.
+    ``z[...] = ...`` or create an array from existing data via :func:`zarr.v2.array`.
 
     Alternatively, use a :class:`DirectoryStore` when writing the data, then
     manually Zip the directory and use the Zip file for subsequent reads.
     Take note that the files in the Zip file must be relative to the root of the
     Zarr archive. You may find it easier to create such a Zip file with ``7z``, e.g.::
 
-        7z a -tzip archive.zarr.zip archive.zarr/.
+        7z a -tzip archive.zarr.v2.zip archive.zarr/.
 
     Safe to write in multiple threads but not in multiple processes.
 
@@ -1841,15 +1841,15 @@ class DBMStore(Store):
     Store a single array::
 
         >>> import zarr
-        >>> store = zarr.DBMStore('data/array.db')
-        >>> z = zarr.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
+        >>> store = zarr.v2.DBMStore('data/array.db')
+        >>> z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
         >>> z[...] = 42
         >>> store.close()  # don't forget to call this when you're done
 
     Store a group::
 
-        >>> store = zarr.DBMStore('data/group.db')
-        >>> root = zarr.group(store=store, overwrite=True)
+        >>> store = zarr.v2.DBMStore('data/group.db')
+        >>> root = zarr.v2.group(store=store, overwrite=True)
         >>> foo = root.create_group('foo')
         >>> bar = foo.zeros('bar', shape=(10, 10), chunks=(5, 5))
         >>> bar[...] = 42
@@ -1860,8 +1860,8 @@ class DBMStore(Store):
     DBMStore class also supports the context manager protocol, which ensures the
     ``close()`` method is called on leaving the context, e.g.::
 
-        >>> with zarr.DBMStore('data/array.db') as store:
-        ...     z = zarr.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
+        >>> with zarr.v2.DBMStore('data/array.db') as store:
+        ...     z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
         ...     z[...] = 42
         ...     # no need to call store.close()
 
@@ -1871,8 +1871,8 @@ class DBMStore(Store):
     Berkeley DB database can be used::
 
         >>> import bsddb3
-        >>> store = zarr.DBMStore('data/array.bdb', open=bsddb3.btopen)
-        >>> z = zarr.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
+        >>> store = zarr.v2.DBMStore('data/array.bdb', open=bsddb3.btopen)
+        >>> z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
         >>> z[...] = 42
         >>> store.close()
 
@@ -2040,15 +2040,15 @@ class LMDBStore(Store):
     Store a single array::
 
         >>> import zarr
-        >>> store = zarr.LMDBStore('data/array.mdb')
-        >>> z = zarr.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
+        >>> store = zarr.v2.LMDBStore('data/array.mdb')
+        >>> z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
         >>> z[...] = 42
         >>> store.close()  # don't forget to call this when you're done
 
     Store a group::
 
-        >>> store = zarr.LMDBStore('data/group.mdb')
-        >>> root = zarr.group(store=store, overwrite=True)
+        >>> store = zarr.v2.LMDBStore('data/group.mdb')
+        >>> root = zarr.v2.group(store=store, overwrite=True)
         >>> foo = root.create_group('foo')
         >>> bar = foo.zeros('bar', shape=(10, 10), chunks=(5, 5))
         >>> bar[...] = 42
@@ -2059,8 +2059,8 @@ class LMDBStore(Store):
     DBMStore class also supports the context manager protocol, which ensures the
     ``close()`` method is called on leaving the context, e.g.::
 
-        >>> with zarr.LMDBStore('data/array.mdb') as store:
-        ...     z = zarr.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
+        >>> with zarr.v2.LMDBStore('data/array.mdb') as store:
+        ...     z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
         ...     z[...] = 42
         ...     # no need to call store.close()
 
@@ -2216,8 +2216,8 @@ class LRUStoreCache(Store):
         >>> import zarr
         >>> s3 = s3fs.S3FileSystem(anon=True, client_kwargs=dict(region_name='eu-west-2'))
         >>> store = s3fs.S3Map(root='zarr-demo/store', s3=s3, check=False)
-        >>> cache = zarr.LRUStoreCache(store, max_size=2**28)
-        >>> root = zarr.group(store=cache)  # doctest: +REMOTE_DATA
+        >>> cache = zarr.v2.LRUStoreCache(store, max_size=2**28)
+        >>> root = zarr.v2.group(store=cache)  # doctest: +REMOTE_DATA
         >>> z = root['foo/bar/baz']  # doctest: +REMOTE_DATA
         >>> from timeit import timeit
         >>> # first data access is relatively slow, retrieved from store
@@ -2410,15 +2410,15 @@ class SQLiteStore(Store):
     Store a single array::
 
         >>> import zarr
-        >>> store = zarr.SQLiteStore('data/array.sqldb')
-        >>> z = zarr.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
+        >>> store = zarr.v2.SQLiteStore('data/array.sqldb')
+        >>> z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
         >>> z[...] = 42
         >>> store.close()  # don't forget to call this when you're done
 
     Store a group::
 
-        >>> store = zarr.SQLiteStore('data/group.sqldb')
-        >>> root = zarr.group(store=store, overwrite=True)
+        >>> store = zarr.v2.SQLiteStore('data/group.sqldb')
+        >>> root = zarr.v2.group(store=store, overwrite=True)
         >>> foo = root.create_group('foo')
         >>> bar = foo.zeros('bar', shape=(10, 10), chunks=(5, 5))
         >>> bar[...] = 42
@@ -2751,7 +2751,7 @@ class ConsolidatedMetadataStore(Store):
 
     The purpose of this class, is to be able to get all of the metadata for
     a given array in a single read operation from the underlying storage.
-    See :func:`zarr.convenience.consolidate_metadata` for how to create this
+    See :func:`zarr.v2.convenience.consolidate_metadata` for how to create this
     single metadata key.
 
     This class loads from the one key, and stores the data in a dict, so that
@@ -2760,7 +2760,7 @@ class ConsolidatedMetadataStore(Store):
     This class is read-only, and attempts to change the array metadata will
     fail, but changing the data is possible. If the backend storage is changed
     directly, then the metadata stored here could become obsolete, and
-    :func:`zarr.convenience.consolidate_metadata` should be called again and the class
+    :func:`zarr.v2.convenience.consolidate_metadata` should be called again and the class
     re-invoked. The use case is for write once, read many times.
 
     .. versionadded:: 2.3
@@ -2777,7 +2777,7 @@ class ConsolidatedMetadataStore(Store):
 
     See Also
     --------
-    zarr.convenience.consolidate_metadata, zarr.convenience.open_consolidated
+    zarr.v2.convenience.consolidate_metadata, zarr.v2.convenience.open_consolidated
 
     """
 
diff --git a/src/zarr/v2/sync.py b/src/zarr/v2/sync.py
new file mode 100644
index 0000000000..49684a51ee
--- /dev/null
+++ b/src/zarr/v2/sync.py
@@ -0,0 +1,48 @@
+import os
+from collections import defaultdict
+from threading import Lock
+
+import fasteners
+
+
+class ThreadSynchronizer:
+    """Provides synchronization using thread locks."""
+
+    def __init__(self):
+        self.mutex = Lock()
+        self.locks = defaultdict(Lock)
+
+    def __getitem__(self, item):
+        with self.mutex:
+            return self.locks[item]
+
+    def __getstate__(self):
+        return True
+
+    def __setstate__(self, *args):
+        # reinitialize from scratch
+        self.__init__()
+
+
+class ProcessSynchronizer:
+    """Provides synchronization using file locks via the
+    `fasteners <https://fasteners.readthedocs.io/en/latest/api/inter_process/>`_
+    package.
+
+    Parameters
+    ----------
+    path : string
+        Path to a directory on a file system that is shared by all processes.
+        N.B., this should be a *different* path to where you store the array.
+
+    """
+
+    def __init__(self, path):
+        self.path = path
+
+    def __getitem__(self, item):
+        path = os.path.join(self.path, item)
+        lock = fasteners.InterProcessLock(path)
+        return lock
+
+    # pickling and unpickling should be handled automatically
diff --git a/src/zarr/util.py b/src/zarr/v2/util.py
similarity index 100%
rename from src/zarr/util.py
rename to src/zarr/v2/util.py
diff --git a/src/zarr/v3/__init__.py b/src/zarr/v3/__init__.py
deleted file mode 100644
index 3441fa67be..0000000000
--- a/src/zarr/v3/__init__.py
+++ /dev/null
@@ -1,41 +0,0 @@
-from __future__ import annotations
-
-from typing import Union
-
-import zarr.v3.codecs  # noqa: F401
-from zarr.v3.array import Array, AsyncArray  # noqa: F401
-from zarr.v3.array_v2 import ArrayV2
-from zarr.v3.config import RuntimeConfiguration  # noqa: F401
-from zarr.v3.group import AsyncGroup, Group  # noqa: F401
-from zarr.v3.metadata import runtime_configuration  # noqa: F401
-from zarr.v3.store import (  # noqa: F401
-    StoreLike,
-    make_store_path,
-)
-from zarr.v3.sync import sync as _sync
-
-
-async def open_auto_async(
-    store: StoreLike,
-    runtime_configuration_: RuntimeConfiguration = RuntimeConfiguration(),
-) -> Union[AsyncArray, AsyncGroup]:
-    store_path = make_store_path(store)
-    try:
-        return await AsyncArray.open(store_path, runtime_configuration=runtime_configuration_)
-    except KeyError:
-        return await AsyncGroup.open(store_path, runtime_configuration=runtime_configuration_)
-
-
-def open_auto(
-    store: StoreLike,
-    runtime_configuration_: RuntimeConfiguration = RuntimeConfiguration(),
-) -> Union[Array, ArrayV2, Group]:
-    object = _sync(
-        open_auto_async(store, runtime_configuration_),
-        runtime_configuration_.asyncio_loop,
-    )
-    if isinstance(object, AsyncArray):
-        return Array(object)
-    if isinstance(object, AsyncGroup):
-        return Group(object)
-    raise TypeError(f"Unexpected object type. Got {type(object)}.")
diff --git a/src/zarr/v3/codecs/__init__.py b/src/zarr/v3/codecs/__init__.py
deleted file mode 100644
index 474344ec25..0000000000
--- a/src/zarr/v3/codecs/__init__.py
+++ /dev/null
@@ -1,9 +0,0 @@
-from __future__ import annotations
-
-from zarr.v3.codecs.blosc import BloscCodec, BloscCname, BloscShuffle  # noqa: F401
-from zarr.v3.codecs.bytes import BytesCodec, Endian  # noqa: F401
-from zarr.v3.codecs.crc32c_ import Crc32cCodec  # noqa: F401
-from zarr.v3.codecs.gzip import GzipCodec  # noqa: F401
-from zarr.v3.codecs.sharding import ShardingCodec, ShardingCodecIndexLocation  # noqa: F401
-from zarr.v3.codecs.transpose import TransposeCodec  # noqa: F401
-from zarr.v3.codecs.zstd import ZstdCodec  # noqa: F401
diff --git a/src/zarr/v3/indexing.py b/src/zarr/v3/indexing.py
deleted file mode 100644
index 15adad111d..0000000000
--- a/src/zarr/v3/indexing.py
+++ /dev/null
@@ -1,208 +0,0 @@
-from __future__ import annotations
-
-import itertools
-import math
-from typing import Iterator, List, NamedTuple, Optional, Tuple
-
-from zarr.v3.common import ChunkCoords, Selection, SliceSelection, product
-
-
-def _ensure_tuple(v: Selection) -> SliceSelection:
-    if not isinstance(v, tuple):
-        v = (v,)
-    return v
-
-
-def _err_too_many_indices(selection: SliceSelection, shape: ChunkCoords):
-    raise IndexError(
-        "too many indices for array; expected {}, got {}".format(len(shape), len(selection))
-    )
-
-
-def _err_negative_step():
-    raise IndexError("only slices with step >= 1 are supported")
-
-
-def _check_selection_length(selection: SliceSelection, shape: ChunkCoords):
-    if len(selection) > len(shape):
-        _err_too_many_indices(selection, shape)
-
-
-def _ensure_selection(
-    selection: Selection,
-    shape: ChunkCoords,
-) -> SliceSelection:
-    selection = _ensure_tuple(selection)
-
-    # fill out selection if not completely specified
-    if len(selection) < len(shape):
-        selection += (slice(None),) * (len(shape) - len(selection))
-
-    # check selection not too long
-    _check_selection_length(selection, shape)
-
-    return selection
-
-
-class _ChunkDimProjection(NamedTuple):
-    dim_chunk_ix: int
-    dim_chunk_sel: slice
-    dim_out_sel: Optional[slice]
-
-
-def _ceildiv(a, b):
-    return math.ceil(a / b)
-
-
-class _SliceDimIndexer:
-    dim_sel: slice
-    dim_len: int
-    dim_chunk_len: int
-    nitems: int
-
-    start: int
-    stop: int
-    step: int
-
-    def __init__(self, dim_sel: slice, dim_len: int, dim_chunk_len: int):
-        self.start, self.stop, self.step = dim_sel.indices(dim_len)
-        if self.step < 1:
-            _err_negative_step()
-
-        self.dim_len = dim_len
-        self.dim_chunk_len = dim_chunk_len
-        self.nitems = max(0, _ceildiv((self.stop - self.start), self.step))
-        self.nchunks = _ceildiv(self.dim_len, self.dim_chunk_len)
-
-    def __iter__(self) -> Iterator[_ChunkDimProjection]:
-        # figure out the range of chunks we need to visit
-        dim_chunk_ix_from = self.start // self.dim_chunk_len
-        dim_chunk_ix_to = _ceildiv(self.stop, self.dim_chunk_len)
-
-        # iterate over chunks in range
-        for dim_chunk_ix in range(dim_chunk_ix_from, dim_chunk_ix_to):
-            # compute offsets for chunk within overall array
-            dim_offset = dim_chunk_ix * self.dim_chunk_len
-            dim_limit = min(self.dim_len, (dim_chunk_ix + 1) * self.dim_chunk_len)
-
-            # determine chunk length, accounting for trailing chunk
-            dim_chunk_len = dim_limit - dim_offset
-
-            if self.start < dim_offset:
-                # selection starts before current chunk
-                dim_chunk_sel_start = 0
-                remainder = (dim_offset - self.start) % self.step
-                if remainder:
-                    dim_chunk_sel_start += self.step - remainder
-                # compute number of previous items, provides offset into output array
-                dim_out_offset = _ceildiv((dim_offset - self.start), self.step)
-
-            else:
-                # selection starts within current chunk
-                dim_chunk_sel_start = self.start - dim_offset
-                dim_out_offset = 0
-
-            if self.stop > dim_limit:
-                # selection ends after current chunk
-                dim_chunk_sel_stop = dim_chunk_len
-
-            else:
-                # selection ends within current chunk
-                dim_chunk_sel_stop = self.stop - dim_offset
-
-            dim_chunk_sel = slice(dim_chunk_sel_start, dim_chunk_sel_stop, self.step)
-            dim_chunk_nitems = _ceildiv((dim_chunk_sel_stop - dim_chunk_sel_start), self.step)
-            dim_out_sel = slice(dim_out_offset, dim_out_offset + dim_chunk_nitems)
-
-            yield _ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
-
-
-class _ChunkProjection(NamedTuple):
-    chunk_coords: ChunkCoords
-    chunk_selection: SliceSelection
-    out_selection: SliceSelection
-
-
-class BasicIndexer:
-    dim_indexers: List[_SliceDimIndexer]
-    shape: ChunkCoords
-
-    def __init__(
-        self,
-        selection: Selection,
-        shape: Tuple[int, ...],
-        chunk_shape: Tuple[int, ...],
-    ):
-        # setup per-dimension indexers
-        self.dim_indexers = [
-            _SliceDimIndexer(dim_sel, dim_len, dim_chunk_len)
-            for dim_sel, dim_len, dim_chunk_len in zip(
-                _ensure_selection(selection, shape), shape, chunk_shape
-            )
-        ]
-        self.shape = tuple(s.nitems for s in self.dim_indexers)
-
-    def __iter__(self) -> Iterator[_ChunkProjection]:
-        for dim_projections in itertools.product(*self.dim_indexers):
-            chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
-            chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
-            out_selection = tuple(
-                p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
-            )
-
-            yield _ChunkProjection(chunk_coords, chunk_selection, out_selection)
-
-
-def morton_order_iter(chunk_shape: ChunkCoords) -> Iterator[ChunkCoords]:
-    def decode_morton(z: int, chunk_shape: ChunkCoords) -> ChunkCoords:
-        # Inspired by compressed morton code as implemented in Neuroglancer
-        # https://github.com/google/neuroglancer/blob/master/src/neuroglancer/datasource/precomputed/volume.md#compressed-morton-code
-        bits = tuple(math.ceil(math.log2(c)) for c in chunk_shape)
-        max_coords_bits = max(*bits)
-        input_bit = 0
-        input_value = z
-        out = [0 for _ in range(len(chunk_shape))]
-
-        for coord_bit in range(max_coords_bits):
-            for dim in range(len(chunk_shape)):
-                if coord_bit < bits[dim]:
-                    bit = (input_value >> input_bit) & 1
-                    out[dim] |= bit << coord_bit
-                    input_bit += 1
-        return tuple(out)
-
-    for i in range(product(chunk_shape)):
-        yield decode_morton(i, chunk_shape)
-
-
-def c_order_iter(chunks_per_shard: ChunkCoords) -> Iterator[ChunkCoords]:
-    return itertools.product(*(range(x) for x in chunks_per_shard))
-
-
-def is_total_slice(item: Selection, shape: ChunkCoords):
-    """Determine whether `item` specifies a complete slice of array with the
-    given `shape`. Used to optimize __setitem__ operations on the Chunk
-    class."""
-
-    # N.B., assume shape is normalized
-    if item == slice(None):
-        return True
-    if isinstance(item, slice):
-        item = (item,)
-    if isinstance(item, tuple):
-        return all(
-            (
-                isinstance(dim_sel, slice)
-                and (
-                    (dim_sel == slice(None))
-                    or ((dim_sel.stop - dim_sel.start == dim_len) and (dim_sel.step in [1, None]))
-                )
-            )
-            for dim_sel, dim_len in zip(item, shape)
-        )
-    else:
-        raise TypeError("expected slice or tuple of slices, found %r" % item)
-
-
-def all_chunk_coords(shape: ChunkCoords, chunk_shape: ChunkCoords) -> Iterator[ChunkCoords]:
-    return itertools.product(*(range(0, _ceildiv(s, c)) for s, c in zip(shape, chunk_shape)))
diff --git a/src/zarr/v3/store/__init__.py b/src/zarr/v3/store/__init__.py
deleted file mode 100644
index 2268381d2a..0000000000
--- a/src/zarr/v3/store/__init__.py
+++ /dev/null
@@ -1,5 +0,0 @@
-# flake8: noqa
-from zarr.v3.store.core import StorePath, StoreLike, make_store_path
-from zarr.v3.store.remote import RemoteStore
-from zarr.v3.store.local import LocalStore
-from zarr.v3.store.memory import MemoryStore
diff --git a/src/zarr/v3/sync.py b/src/zarr/v3/sync.py
deleted file mode 100644
index 41dfeadba9..0000000000
--- a/src/zarr/v3/sync.py
+++ /dev/null
@@ -1,120 +0,0 @@
-from __future__ import annotations
-
-import asyncio
-import threading
-from typing import (
-    Any,
-    AsyncIterator,
-    Coroutine,
-    List,
-    Optional,
-    TypeVar,
-)
-from typing_extensions import ParamSpec
-
-from zarr.v3.config import SyncConfiguration
-
-
-# From https://github.com/fsspec/filesystem_spec/blob/master/fsspec/asyn.py
-
-iothread: List[Optional[threading.Thread]] = [None]  # dedicated IO thread
-loop: List[Optional[asyncio.AbstractEventLoop]] = [
-    None
-]  # global event loop for any non-async instance
-_lock: Optional[threading.Lock] = None  # global lock placeholder
-get_running_loop = asyncio.get_running_loop
-
-
-def _get_lock() -> threading.Lock:
-    """Allocate or return a threading lock.
-
-    The lock is allocated on first use to allow setting one lock per forked process.
-    """
-    global _lock
-    if not _lock:
-        _lock = threading.Lock()
-    return _lock
-
-
-async def _runner(event: threading.Event, coro: Coroutine, result_box: List[Optional[Any]]):
-    try:
-        result_box[0] = await coro
-    except Exception as ex:
-        result_box[0] = ex
-    finally:
-        event.set()
-
-
-def sync(coro: Coroutine, loop: Optional[asyncio.AbstractEventLoop] = None):
-    """
-    Make loop run coroutine until it returns. Runs in other thread
-
-    Examples
-    --------
-    >>> sync(async_function(), existing_loop)
-    """
-    if loop is None:
-        # NB: if the loop is not running *yet*, it is OK to submit work
-        # and we will wait for it
-        loop = _get_loop()
-    if loop is None or loop.is_closed():
-        raise RuntimeError("Loop is not running")
-    try:
-        loop0 = asyncio.events.get_running_loop()
-        if loop0 is loop:
-            raise NotImplementedError("Calling sync() from within a running loop")
-    except RuntimeError:
-        pass
-    result_box: List[Optional[Any]] = [None]
-    event = threading.Event()
-    asyncio.run_coroutine_threadsafe(_runner(event, coro, result_box), loop)
-    while True:
-        # this loops allows thread to get interrupted
-        if event.wait(1):
-            break
-
-    return_result = result_box[0]
-    if isinstance(return_result, BaseException):
-        raise return_result
-    else:
-        return return_result
-
-
-def _get_loop():
-    """Create or return the default fsspec IO loop
-
-    The loop will be running on a separate thread.
-    """
-    if loop[0] is None:
-        with _get_lock():
-            # repeat the check just in case the loop got filled between the
-            # previous two calls from another thread
-            if loop[0] is None:
-                new_loop = asyncio.new_event_loop()
-                loop[0] = new_loop
-                th = threading.Thread(target=new_loop.run_forever, name="zarrIO")
-                th.daemon = True
-                th.start()
-                iothread[0] = th
-    return loop[0]
-
-
-P = ParamSpec("P")
-T = TypeVar("T")
-
-
-class SyncMixin:
-    _sync_configuration: SyncConfiguration
-
-    def _sync(self, coroutine: Coroutine[Any, Any, T]) -> T:
-        # TODO: refactor this to to take *args and **kwargs and pass those to the method
-        # this should allow us to better type the sync wrapper
-        return sync(coroutine, loop=self._sync_configuration.asyncio_loop)
-
-    def _sync_iter(self, coroutine: Coroutine[Any, Any, AsyncIterator[T]]) -> List[T]:
-        async def iter_to_list() -> List[T]:
-            # TODO: replace with generators so we don't materialize the entire iterator at once
-            async_iterator = await coroutine
-            return [item async for item in async_iterator]
-
-        return self._sync(iter_to_list())
diff --git a/tests/__init__.py b/tests/v2/__init__.py
similarity index 100%
rename from tests/__init__.py
rename to tests/v2/__init__.py
diff --git a/tests/conftest.py b/tests/v2/conftest.py
similarity index 60%
rename from tests/conftest.py
rename to tests/v2/conftest.py
index aa73b8691e..a7a445c640 100644
--- a/tests/conftest.py
+++ b/tests/v2/conftest.py
@@ -6,3 +6,8 @@
 @pytest.fixture(params=[str, pathlib.Path])
 def path_type(request):
     return request.param
+
+
+@pytest.fixture
+def project_root(request):
+    return request.config.rootpath
diff --git a/tests/data/store.zip b/tests/v2/data/store.zip
similarity index 100%
rename from tests/data/store.zip
rename to tests/v2/data/store.zip
diff --git a/tests/data/store/foo b/tests/v2/data/store/foo
similarity index 100%
rename from tests/data/store/foo
rename to tests/v2/data/store/foo
diff --git a/tests/test_attrs.py b/tests/v2/test_attrs.py
similarity index 97%
rename from tests/test_attrs.py
rename to tests/v2/test_attrs.py
index 2575163840..b477b8befe 100644
--- a/tests/test_attrs.py
+++ b/tests/v2/test_attrs.py
@@ -1,13 +1,11 @@
 import json
 
-import pathlib
 import pytest
 
-import zarr
-from zarr.attrs import Attributes
-from zarr.storage import KVStore, DirectoryStore
+from zarr.v2.attrs import Attributes
+from zarr.v2.storage import KVStore, DirectoryStore
 from .util import CountingDict
-from zarr.hierarchy import group
+from zarr.v2.hierarchy import group
 
 
 def _init_store():
@@ -36,8 +34,7 @@ def test_storage(self):
         d = json.loads(str(store[attrs_key], "utf-8"))
         assert dict(foo="bar", baz=42) == d
 
-    def test_utf8_encoding(self):
-        project_root = pathlib.Path(zarr.__file__).resolve().parent.parent
+    def test_utf8_encoding(self, project_root):
         fixdir = project_root / "fixture"
         testdir = fixdir / "utf8attrs"
         if not testdir.exists():  # pragma: no cover
diff --git a/tests/test_convenience.py b/tests/v2/test_convenience.py
similarity index 99%
rename from tests/test_convenience.py
rename to tests/v2/test_convenience.py
index d50533e847..f558a8800f 100644
--- a/tests/test_convenience.py
+++ b/tests/v2/test_convenience.py
@@ -8,8 +8,8 @@
 from numcodecs import Adler32, Zlib
 from numpy.testing import assert_array_equal
 
-import zarr
-from zarr.convenience import (
+import zarr.v2 as zarr
+from zarr.v2.convenience import (
     consolidate_metadata,
     copy,
     copy_store,
@@ -21,10 +21,10 @@
     save_array,
     copy_all,
 )
-from zarr.core import Array
-from zarr.errors import CopyError
-from zarr.hierarchy import Group, group
-from zarr.storage import (
+from zarr.v2.core import Array
+from zarr.v2.errors import CopyError
+from zarr.v2.hierarchy import Group, group
+from zarr.v2.storage import (
     ConsolidatedMetadataStore,
     FSStore,
     MemoryStore,
diff --git a/tests/test_core.py b/tests/v2/test_core.py
similarity index 99%
rename from tests/test_core.py
rename to tests/v2/test_core.py
index 6303371793..197461d129 100644
--- a/tests/test_core.py
+++ b/tests/v2/test_core.py
@@ -30,15 +30,15 @@
 from numcodecs.tests.common import greetings
 from numpy.testing import assert_array_almost_equal, assert_array_equal
 
-import zarr
-from zarr._storage.store import (
+import zarr.v2
+from zarr.v2._storage.store import (
     BaseStore,
 )
 
-from zarr.core import Array
-from zarr.meta import json_loads
-from zarr.n5 import N5Store, N5FSStore, n5_keywords
-from zarr.storage import (
+from zarr.v2.core import Array
+from zarr.v2.meta import json_loads
+from zarr.v2.n5 import N5Store, N5FSStore, n5_keywords
+from zarr.v2.storage import (
     ABSStore,
     DBMStore,
     DirectoryStore,
@@ -55,7 +55,7 @@
     normalize_store_arg,
 )
 
-from zarr.util import buffer_size
+from zarr.v2.util import buffer_size
 from .util import abs_container, skip_test_env_var, have_fsspec, mktemp
 
 # noinspection PyMethodMayBeStatic
@@ -721,7 +721,7 @@ def test_resize_2d(self):
 
         # checks that resizing preserves metadata
         if self.dimension_separator == "/":
-            z_ = zarr.open(z.store)
+            z_ = zarr.v2.open(z.store)
             if hasattr(z_, "dimension_separator"):
                 assert z_.dimension_separator == self.dimension_separator
             z_.store.close()
@@ -2495,7 +2495,7 @@ def test_issue_1279(tmpdir):
     """See <https://github.com/zarr-developers/zarr-python/issues/1279>"""
 
     data = np.arange(25).reshape((5, 5))
-    ds = zarr.create(
+    ds = zarr.v2.create(
         shape=data.shape,
         chunks=(5, 5),
         dtype=data.dtype,
@@ -2506,7 +2506,7 @@ def test_issue_1279(tmpdir):
 
     ds[:] = data
 
-    ds_reopened = zarr.open_array(store=FSStore(url=str(tmpdir), mode="r"))
+    ds_reopened = zarr.v2.open_array(store=FSStore(url=str(tmpdir), mode="r"))
 
     written_data = ds_reopened[:]
     assert_array_equal(data, written_data)
diff --git a/tests/test_creation.py b/tests/v2/test_creation.py
similarity index 98%
rename from tests/test_creation.py
rename to tests/v2/test_creation.py
index 369d755700..08073a8ac3 100644
--- a/tests/test_creation.py
+++ b/tests/v2/test_creation.py
@@ -7,9 +7,9 @@
 import pytest
 from numpy.testing import assert_array_equal
 
-from zarr.codecs import Zlib
-from zarr.core import Array
-from zarr.creation import (
+from zarr.v2.codecs import Zlib
+from zarr.v2.core import Array
+from zarr.v2.creation import (
     array,
     create,
     empty,
@@ -23,10 +23,10 @@
     zeros,
     zeros_like,
 )
-from zarr.hierarchy import open_group
-from zarr.n5 import N5Store
-from zarr.storage import DirectoryStore, KVStore
-from zarr.sync import ThreadSynchronizer
+from zarr.v2.hierarchy import open_group
+from zarr.v2.n5 import N5Store
+from zarr.v2.storage import DirectoryStore, KVStore
+from zarr.v2.sync import ThreadSynchronizer
 from .util import mktemp, have_fsspec
 
 
diff --git a/tests/test_dim_separator.py b/tests/v2/test_dim_separator.py
similarity index 87%
rename from tests/test_dim_separator.py
rename to tests/v2/test_dim_separator.py
index 4276d1829d..b0e9d0ecc8 100644
--- a/tests/test_dim_separator.py
+++ b/tests/v2/test_dim_separator.py
@@ -4,9 +4,9 @@
 from numpy.testing import assert_array_equal
 from functools import partial
 
-import zarr
-from zarr.core import Array
-from zarr.storage import DirectoryStore, NestedDirectoryStore, FSStore
+import zarr.v2
+from zarr.v2.core import Array
+from zarr.v2.storage import DirectoryStore, NestedDirectoryStore, FSStore
 from .util import have_fsspec
 
 
@@ -41,7 +41,7 @@ def dataset(tmpdir, request):
     kwargs = {}
 
     if which.startswith("static"):
-        project_root = pathlib.Path(zarr.__file__).resolve().parent.parent
+        project_root = pathlib.Path(zarr.v2.__file__).resolve().parent.parent
         suffix = which[len("static_") :]
         static = project_root / "fixture" / suffix
 
@@ -59,7 +59,7 @@ def dataset(tmpdir, request):
 
             # store the data - should be one-time operation
             s = generator(str(static))
-            a = zarr.open(store=s, mode="w", shape=(2, 2), dtype="<i8")
+            a = zarr.v2.open(store=s, mode="w", shape=(2, 2), dtype="<i8")
             a[:] = [[1, 2], [3, 4]]
 
         return str(static)
@@ -79,7 +79,7 @@ def dataset(tmpdir, request):
         kwargs["dimension_separator"] = "."
 
     store = store_class(str(loc), **kwargs)
-    zarr.creation.array(store=store, data=[[1, 2], [3, 4]])
+    zarr.v2.creation.array(store=store, data=[[1, 2], [3, 4]])
     return str(loc)
 
 
@@ -95,12 +95,12 @@ def verify(array, expect_failure=False):
 
 def test_open(dataset):
     """
-    Use zarr.open to open the dataset fixture. Legacy nested datasets
+    Use zarr.v2.open to open the dataset fixture. Legacy nested datasets
     without the dimension_separator metadata are not expected to be
     openable.
     """
     failure = "nested_legacy" in dataset
-    verify(zarr.open(dataset, "r"), failure)
+    verify(zarr.v2.open(dataset, "r"), failure)
 
 
 @needs_fsspec
@@ -121,7 +121,7 @@ def test_directory(dataset):
     openable.
     """
     failure = "nested_legacy" in dataset
-    verify(zarr.Array(store=DirectoryStore(dataset)), failure)
+    verify(zarr.v2.Array(store=DirectoryStore(dataset)), failure)
 
 
 def test_nested(dataset):
diff --git a/tests/test_filters.py b/tests/v2/test_filters.py
similarity index 99%
rename from tests/test_filters.py
rename to tests/v2/test_filters.py
index fc63cdca8d..fe21dc7759 100644
--- a/tests/test_filters.py
+++ b/tests/v2/test_filters.py
@@ -12,7 +12,7 @@
 )
 from numpy.testing import assert_array_almost_equal, assert_array_equal
 
-from zarr.creation import array
+from zarr.v2.creation import array
 
 compressors = [
     None,
diff --git a/tests/test_hierarchy.py b/tests/v2/test_hierarchy.py
similarity index 99%
rename from tests/test_hierarchy.py
rename to tests/v2/test_hierarchy.py
index 8cd51cc940..23c5a56edf 100644
--- a/tests/test_hierarchy.py
+++ b/tests/v2/test_hierarchy.py
@@ -18,11 +18,11 @@
 from numcodecs import Zlib
 from numpy.testing import assert_array_equal
 
-from zarr.attrs import Attributes
-from zarr.core import Array
-from zarr.creation import open_array
-from zarr.hierarchy import Group, group, open_group
-from zarr.storage import (
+from zarr.v2.attrs import Attributes
+from zarr.v2.core import Array
+from zarr.v2.creation import open_array
+from zarr.v2.hierarchy import Group, group, open_group
+from zarr.v2.storage import (
     ABSStore,
     DBMStore,
     KVStore,
@@ -42,7 +42,7 @@
     init_group,
 )
 
-from zarr.util import InfoReporter
+from zarr.v2.util import InfoReporter
 from .util import skip_test_env_var, have_fsspec, abs_container, mktemp
 
 # noinspection PyStatementEffect
diff --git a/tests/test_indexing.py b/tests/v2/test_indexing.py
similarity index 95%
rename from tests/test_indexing.py
rename to tests/v2/test_indexing.py
index d441f3b8fa..13fbc878e0 100644
--- a/tests/test_indexing.py
+++ b/tests/v2/test_indexing.py
@@ -3,8 +3,8 @@
 import pytest
 from numpy.testing import assert_array_equal
 
-import zarr
-from zarr.indexing import (
+import zarr.v2
+from zarr.v2.indexing import (
     make_slice_selection,
     normalize_integer_selection,
     oindex,
@@ -68,7 +68,7 @@ def test_replace_ellipsis():
 def test_get_basic_selection_0d():
     # setup
     a = np.array(42)
-    z = zarr.create(shape=a.shape, dtype=a.dtype, fill_value=None)
+    z = zarr.v2.create(shape=a.shape, dtype=a.dtype, fill_value=None)
     z[...] = a
 
     assert_array_equal(a, z.get_basic_selection(Ellipsis))
@@ -84,7 +84,7 @@ def test_get_basic_selection_0d():
     # test structured array
     value = (b"aaa", 1, 4.2)
     a = np.array(value, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
-    z = zarr.create(shape=a.shape, dtype=a.dtype, fill_value=None)
+    z = zarr.v2.create(shape=a.shape, dtype=a.dtype, fill_value=None)
     z[()] = value
     assert_array_equal(a, z.get_basic_selection(Ellipsis))
     assert_array_equal(a, z[...])
@@ -190,7 +190,7 @@ def _test_get_basic_selection(a, z, selection):
 def test_get_basic_selection_1d():
     # setup
     a = np.arange(1050, dtype=int)
-    z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
     z[:] = a
 
     for selection in basic_selections_1d:
@@ -262,7 +262,7 @@ def test_get_basic_selection_1d():
 def test_get_basic_selection_2d():
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
-    z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
     z[:] = a
 
     for selection in basic_selections_2d:
@@ -282,7 +282,7 @@ def test_get_basic_selection_2d():
 
 
 def test_fancy_indexing_fallback_on_get_setitem():
-    z = zarr.zeros((20, 20))
+    z = zarr.v2.zeros((20, 20))
     z[[1, 2, 3], [1, 2, 3]] = 1
     np.testing.assert_array_equal(
         z[:4, :4],
@@ -297,7 +297,7 @@ def test_fancy_indexing_fallback_on_get_setitem():
     # test broadcasting
     np.testing.assert_array_equal(z[1, [1, 2, 3]], [1, 0, 0])
     # test 1D fancy indexing
-    z2 = zarr.zeros(5)
+    z2 = zarr.v2.zeros(5)
     z2[[1, 2, 3]] = 1
     np.testing.assert_array_equal(z2, [0, 1, 1, 1, 0])
 
@@ -332,7 +332,7 @@ def test_orthogonal_indexing_fallback_on_getitem_2d(index, expected_result):
     # [3, 4, 5],
     # [6, 7, 8]
     a = np.arange(9).reshape(3, 3)
-    z = zarr.array(a)
+    z = zarr.v2.array(a)
 
     np.testing.assert_array_equal(z[index], a[index], err_msg="Indexing disagrees with numpy")
     np.testing.assert_array_equal(z[index], expected_result)
@@ -370,7 +370,7 @@ def test_orthogonal_indexing_fallback_on_getitem_3d(index, expected_result):
     #     [21, 22, 23],
     #     [24, 25, 26]]]
     a = np.arange(27).reshape(3, 3, 3)
-    z = zarr.array(a)
+    z = zarr.v2.array(a)
 
     np.testing.assert_array_equal(z[index], a[index], err_msg="Indexing disagrees with numpy")
     np.testing.assert_array_equal(z[index], expected_result)
@@ -398,7 +398,7 @@ def test_orthogonal_indexing_fallback_on_setitem_2d(index, expected_result):
     """
     # Slice + fancy index
     a = np.zeros((3, 3))
-    z = zarr.array(a)
+    z = zarr.v2.array(a)
     z[index] = 1
     a[index] = 1
     np.testing.assert_array_equal(z, expected_result)
@@ -406,7 +406,7 @@ def test_orthogonal_indexing_fallback_on_setitem_2d(index, expected_result):
 
 
 def test_fancy_indexing_doesnt_mix_with_implicit_slicing():
-    z2 = zarr.zeros((5, 5, 5))
+    z2 = zarr.v2.zeros((5, 5, 5))
     with pytest.raises(IndexError):
         z2[[1, 2, 3], [1, 2, 3]] = 2
     with pytest.raises(IndexError):
@@ -421,7 +421,7 @@ def test_set_basic_selection_0d():
     # setup
     v = np.array(42)
     a = np.zeros_like(v)
-    z = zarr.zeros_like(v)
+    z = zarr.v2.zeros_like(v)
     assert_array_equal(a, z)
 
     # tests
@@ -436,7 +436,7 @@ def test_set_basic_selection_0d():
     value = (b"aaa", 1, 4.2)
     v = np.array(value, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
     a = np.zeros_like(v)
-    z = zarr.create(shape=a.shape, dtype=a.dtype, fill_value=None)
+    z = zarr.v2.create(shape=a.shape, dtype=a.dtype, fill_value=None)
 
     # tests
     z.set_basic_selection(Ellipsis, v)
@@ -475,7 +475,7 @@ def _test_get_orthogonal_selection(a, z, selection):
 def test_get_orthogonal_selection_1d_bool():
     # setup
     a = np.arange(1050, dtype=int)
-    z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
     z[:] = a
 
     np.random.seed(42)
@@ -497,7 +497,7 @@ def test_get_orthogonal_selection_1d_bool():
 def test_get_orthogonal_selection_1d_int():
     # setup
     a = np.arange(1050, dtype=int)
-    z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
     z[:] = a
 
     np.random.seed(42)
@@ -555,7 +555,7 @@ def _test_get_orthogonal_selection_2d(a, z, ix0, ix1):
 def test_get_orthogonal_selection_2d():
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
-    z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
     z[:] = a
 
     np.random.seed(42)
@@ -633,7 +633,7 @@ def _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2):
 def test_get_orthogonal_selection_3d():
     # setup
     a = np.arange(100000, dtype=int).reshape(200, 50, 10)
-    z = zarr.create(shape=a.shape, chunks=(60, 20, 3), dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=(60, 20, 3), dtype=a.dtype)
     z[:] = a
 
     np.random.seed(42)
@@ -662,7 +662,7 @@ def test_get_orthogonal_selection_3d():
 
 def test_orthogonal_indexing_edge_cases():
     a = np.arange(6).reshape(1, 2, 3)
-    z = zarr.create(shape=a.shape, chunks=(1, 2, 3), dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=(1, 2, 3), dtype=a.dtype)
     z[:] = a
 
     expect = oindex(a, (0, slice(None), [0, 1, 2]))
@@ -696,7 +696,7 @@ def test_set_orthogonal_selection_1d():
     # setup
     v = np.arange(1050, dtype=int)
     a = np.empty(v.shape, dtype=int)
-    z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
 
     # test with different degrees of sparseness
     np.random.seed(42)
@@ -736,7 +736,7 @@ def test_set_orthogonal_selection_2d():
     # setup
     v = np.arange(10000, dtype=int).reshape(1000, 10)
     a = np.empty_like(v)
-    z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
 
     np.random.seed(42)
     # test with different degrees of sparseness
@@ -791,7 +791,7 @@ def test_set_orthogonal_selection_3d():
     # setup
     v = np.arange(100000, dtype=int).reshape(200, 50, 10)
     a = np.empty_like(v)
-    z = zarr.create(shape=a.shape, chunks=(60, 20, 3), dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=(60, 20, 3), dtype=a.dtype)
 
     np.random.seed(42)
     # test with different degrees of sparseness
@@ -822,7 +822,7 @@ def test_set_orthogonal_selection_3d():
 
 
 def test_orthogonal_indexing_fallback_on_get_setitem():
-    z = zarr.zeros((20, 20))
+    z = zarr.v2.zeros((20, 20))
     z[[1, 2, 3], [1, 2, 3]] = 1
     np.testing.assert_array_equal(
         z[:4, :4],
@@ -837,7 +837,7 @@ def test_orthogonal_indexing_fallback_on_get_setitem():
     # test broadcasting
     np.testing.assert_array_equal(z[1, [1, 2, 3]], [1, 0, 0])
     # test 1D fancy indexing
-    z2 = zarr.zeros(5)
+    z2 = zarr.v2.zeros(5)
     z2[[1, 2, 3]] = 1
     np.testing.assert_array_equal(z2, [0, 1, 1, 1, 0])
 
@@ -869,7 +869,7 @@ def _test_get_coordinate_selection(a, z, selection):
 def test_get_coordinate_selection_1d():
     # setup
     a = np.arange(1050, dtype=int)
-    z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
     z[:] = a
 
     np.random.seed(42)
@@ -912,7 +912,7 @@ def test_get_coordinate_selection_1d():
 def test_get_coordinate_selection_2d():
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
-    z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
     z[:] = a
 
     np.random.seed(42)
@@ -983,7 +983,7 @@ def test_set_coordinate_selection_1d():
     # setup
     v = np.arange(1050, dtype=int)
     a = np.empty(v.shape, dtype=v.dtype)
-    z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
 
     np.random.seed(42)
     # test with different degrees of sparseness
@@ -1007,7 +1007,7 @@ def test_set_coordinate_selection_2d():
     # setup
     v = np.arange(10000, dtype=int).reshape(1000, 10)
     a = np.empty_like(v)
-    z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
 
     np.random.seed(42)
     # test with different degrees of sparseness
@@ -1089,7 +1089,7 @@ def _test_get_block_selection(a, z, selection, expected_idx):
 def test_get_block_selection_1d():
     # setup
     a = np.arange(1050, dtype=int)
-    z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
     z[:] = a
 
     for selection, expected_idx in zip(block_selections_1d, block_selections_1d_array_projection):
@@ -1141,7 +1141,7 @@ def test_get_block_selection_1d():
 def test_get_block_selection_2d():
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
-    z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
     z[:] = a
 
     for selection, expected_idx in zip(block_selections_2d, block_selections_2d_array_projection):
@@ -1158,7 +1158,9 @@ def test_get_block_selection_2d():
         z.get_block_selection(selection)
 
 
-def _test_set_block_selection(v: np.ndarray, a: np.ndarray, z: zarr.Array, selection, expected_idx):
+def _test_set_block_selection(
+    v: np.ndarray, a: np.ndarray, z: zarr.v2.Array, selection, expected_idx
+):
     for value in 42, v[expected_idx], v[expected_idx].tolist():
         # setup expectation
         a[:] = 0
@@ -1177,7 +1179,7 @@ def test_set_block_selection_1d():
     # setup
     v = np.arange(1050, dtype=int)
     a = np.empty(v.shape, dtype=v.dtype)
-    z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
 
     for selection, expected_idx in zip(block_selections_1d, block_selections_1d_array_projection):
         _test_set_block_selection(v, a, z, selection, expected_idx)
@@ -1193,7 +1195,7 @@ def test_set_block_selection_2d():
     # setup
     v = np.arange(10000, dtype=int).reshape(1000, 10)
     a = np.empty(v.shape, dtype=v.dtype)
-    z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
 
     for selection, expected_idx in zip(block_selections_2d, block_selections_2d_array_projection):
         _test_set_block_selection(v, a, z, selection, expected_idx)
@@ -1236,7 +1238,7 @@ def _test_get_mask_selection(a, z, selection):
 def test_get_mask_selection_1d():
     # setup
     a = np.arange(1050, dtype=int)
-    z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
     z[:] = a
 
     np.random.seed(42)
@@ -1262,7 +1264,7 @@ def test_get_mask_selection_1d():
 def test_get_mask_selection_2d():
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
-    z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
     z[:] = a
 
     np.random.seed(42)
@@ -1295,7 +1297,7 @@ def test_set_mask_selection_1d():
     # setup
     v = np.arange(1050, dtype=int)
     a = np.empty_like(v)
-    z = zarr.create(shape=a.shape, chunks=100, dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
 
     np.random.seed(42)
     # test with different degrees of sparseness
@@ -1314,7 +1316,7 @@ def test_set_mask_selection_2d():
     # setup
     v = np.arange(10000, dtype=int).reshape(1000, 10)
     a = np.empty_like(v)
-    z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
 
     np.random.seed(42)
     # test with different degrees of sparseness
@@ -1326,7 +1328,7 @@ def test_set_mask_selection_2d():
 def test_get_selection_out():
     # basic selections
     a = np.arange(1050)
-    z = zarr.create(shape=1050, chunks=100, dtype=a.dtype)
+    z = zarr.v2.create(shape=1050, chunks=100, dtype=a.dtype)
     z[:] = a
     selections = [
         slice(50, 150),
@@ -1335,7 +1337,7 @@ def test_get_selection_out():
     ]
     for selection in selections:
         expect = a[selection]
-        out = zarr.create(shape=expect.shape, chunks=10, dtype=expect.dtype, fill_value=0)
+        out = zarr.v2.create(shape=expect.shape, chunks=10, dtype=expect.dtype, fill_value=0)
         z.get_basic_selection(selection, out=out)
         assert_array_equal(expect, out[:])
 
@@ -1344,7 +1346,7 @@ def test_get_selection_out():
 
     # orthogonal selections
     a = np.arange(10000, dtype=int).reshape(1000, 10)
-    z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
     z[:] = a
     np.random.seed(42)
     # test with different degrees of sparseness
@@ -1366,7 +1368,7 @@ def test_get_selection_out():
         ]
         for selection in selections:
             expect = oindex(a, selection)
-            # out = zarr.create(shape=expect.shape, chunks=10, dtype=expect.dtype,
+            # out = zarr.v2.create(shape=expect.shape, chunks=10, dtype=expect.dtype,
             #                         fill_value=0)
             out = np.zeros(expect.shape, dtype=expect.dtype)
             z.get_orthogonal_selection(selection, out=out)
@@ -1374,7 +1376,7 @@ def test_get_selection_out():
 
     # coordinate selections
     a = np.arange(10000, dtype=int).reshape(1000, 10)
-    z = zarr.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
+    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
     z[:] = a
     np.random.seed(42)
     # test with different degrees of sparseness
@@ -1399,7 +1401,7 @@ def test_get_selection_out():
 def test_get_selections_with_fields():
     a = [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)]
     a = np.array(a, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
-    z = zarr.create(shape=a.shape, chunks=2, dtype=a.dtype, fill_value=None)
+    z = zarr.v2.create(shape=a.shape, chunks=2, dtype=a.dtype, fill_value=None)
     z[:] = a
 
     fields_fixture = [
@@ -1506,7 +1508,7 @@ def test_set_selections_with_fields():
     v = [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)]
     v = np.array(v, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
     a = np.empty_like(v)
-    z = zarr.empty_like(v, chunks=2)
+    z = zarr.v2.empty_like(v, chunks=2)
 
     fields_fixture = [
         "foo",
@@ -1674,7 +1676,7 @@ def test_slice_selection_uints():
 
 def test_numpy_int_indexing():
     a = np.arange(1050)
-    z = zarr.create(shape=1050, chunks=100, dtype=a.dtype)
+    z = zarr.v2.create(shape=1050, chunks=100, dtype=a.dtype)
     z[:] = a
     assert a[42] == z[42]
     assert a[numpy.int64(42)] == z[numpy.int64(42)]
@@ -1715,7 +1717,7 @@ def test_accessed_chunks(shape, chunks, ops):
 
     # Use a counting dict as the backing store so we can track the items access
     store = CountingDict()
-    z = zarr.create(shape=shape, chunks=chunks, store=store)
+    z = zarr.v2.create(shape=shape, chunks=chunks, store=store)
 
     for ii, (optype, slices) in enumerate(ops):
         # Resolve the slices into the accessed chunks for each dimension
diff --git a/tests/test_info.py b/tests/v2/test_info.py
similarity index 91%
rename from tests/test_info.py
rename to tests/v2/test_info.py
index 96eae999f4..9f68119295 100644
--- a/tests/test_info.py
+++ b/tests/v2/test_info.py
@@ -1,14 +1,14 @@
 import numcodecs
 import pytest
 
-import zarr
-from zarr.util import InfoReporter
+import zarr.v2
+from zarr.v2.util import InfoReporter
 
 
 @pytest.mark.parametrize("array_size", [10, 15000])
 def test_info(array_size):
     # setup
-    g = zarr.group(store=dict(), chunk_store=dict(), synchronizer=zarr.ThreadSynchronizer())
+    g = zarr.v2.group(store=dict(), chunk_store=dict(), synchronizer=zarr.v2.ThreadSynchronizer())
     g.create_group("foo")
     z = g.zeros("bar", shape=array_size, filters=[numcodecs.Adler32()])
 
diff --git a/tests/test_meta.py b/tests/v2/test_meta.py
similarity index 98%
rename from tests/test_meta.py
rename to tests/v2/test_meta.py
index 089afec781..e6531adfb5 100644
--- a/tests/test_meta.py
+++ b/tests/v2/test_meta.py
@@ -4,9 +4,9 @@
 import numpy as np
 import pytest
 
-from zarr.codecs import Blosc, Delta, Pickle, Zlib
-from zarr.errors import MetadataError
-from zarr.meta import (
+from zarr.v2.codecs import Blosc, Delta, Pickle, Zlib
+from zarr.v2.errors import MetadataError
+from zarr.v2.meta import (
     ZARR_FORMAT,
     decode_array_metadata,
     decode_dtype,
@@ -16,7 +16,7 @@
     encode_fill_value,
     decode_fill_value,
 )
-from zarr.util import normalize_dtype, normalize_fill_value
+from zarr.v2.util import normalize_dtype, normalize_fill_value
 
 
 def assert_json_equal(expect, actual):
diff --git a/tests/test_meta_array.py b/tests/v2/test_meta_array.py
similarity index 95%
rename from tests/test_meta_array.py
rename to tests/v2/test_meta_array.py
index 2545c6d624..c47673fb0f 100644
--- a/tests/test_meta_array.py
+++ b/tests/v2/test_meta_array.py
@@ -6,11 +6,11 @@
 from numcodecs.compat import ensure_contiguous_ndarray_like
 from numcodecs.registry import get_codec, register_codec
 
-import zarr.codecs
-from zarr.core import Array
-from zarr.creation import array, empty, full, ones, open_array, zeros
-from zarr.hierarchy import open_group, group
-from zarr.storage import DirectoryStore, MemoryStore, Store, ZipStore
+import zarr.v2.codecs
+from zarr.v2.core import Array
+from zarr.v2.creation import array, empty, full, ones, open_array, zeros
+from zarr.v2.hierarchy import open_group, group
+from zarr.v2.storage import DirectoryStore, MemoryStore, Store, ZipStore
 
 
 class CuPyCPUCompressor(Codec):  # pragma: no cover
@@ -92,7 +92,7 @@ def empty(cls, shape):
 
 def init_compressor(compressor) -> CuPyCPUCompressor:
     if compressor:
-        compressor = getattr(zarr.codecs, compressor)()
+        compressor = getattr(zarr.v2.codecs, compressor)()
     return CuPyCPUCompressor(compressor)
 
 
diff --git a/tests/test_n5.py b/tests/v2/test_n5.py
similarity index 93%
rename from tests/test_n5.py
rename to tests/v2/test_n5.py
index 755d60b607..238e9b2c6e 100644
--- a/tests/test_n5.py
+++ b/tests/v2/test_n5.py
@@ -1,8 +1,8 @@
 import pytest
 
-from zarr.n5 import N5ChunkWrapper, N5FSStore
-from zarr.creation import create
-from zarr.storage import atexit_rmtree
+from zarr.v2.n5 import N5ChunkWrapper, N5FSStore
+from zarr.v2.creation import create
+from zarr.v2.storage import atexit_rmtree
 from numcodecs import GZip
 import numpy as np
 from typing import Tuple
diff --git a/tests/test_storage.py b/tests/v2/test_storage.py
similarity index 99%
rename from tests/test_storage.py
rename to tests/v2/test_storage.py
index 5d82b879ad..b6877aa713 100644
--- a/tests/test_storage.py
+++ b/tests/v2/test_storage.py
@@ -31,7 +31,7 @@
 # from zarr.meta import ZARR_FORMAT, decode_array_metadata
 
 # from zarr.n5 import N5Store, N5FSStore, N5_FORMAT, n5_attrs_key
-from zarr.storage import (
+from zarr.v2.storage import (
     #     ABSStore,
     #     ConsolidatedMetadataStore,
     #     DBMStore,
@@ -68,8 +68,8 @@
 # from zarr.tests.util import CountingDict, have_fsspec, skip_test_env_var, abs_container, mktemp
 # from zarr.util import ConstantMap, json_dumps
 
-from zarr.v3.abc.store import Store
-from zarr.v3.store import MemoryStore as KVStore, LocalStore
+from zarr.abc.store import Store
+from zarr.store import MemoryStore as KVStore, LocalStore
 
 
 # @contextmanager
diff --git a/tests/test_storage_v3.py b/tests/v2/test_storage_v3.py
similarity index 100%
rename from tests/test_storage_v3.py
rename to tests/v2/test_storage_v3.py
diff --git a/tests/test_sync.py b/tests/v2/test_sync.py
similarity index 97%
rename from tests/test_sync.py
rename to tests/v2/test_sync.py
index 9d805ee2c1..8bf1304dc2 100644
--- a/tests/test_sync.py
+++ b/tests/v2/test_sync.py
@@ -9,11 +9,11 @@
 import numpy as np
 from numpy.testing import assert_array_equal
 
-from zarr.attrs import Attributes
-from zarr.core import Array
-from zarr.hierarchy import Group
-from zarr.storage import DirectoryStore, KVStore, atexit_rmtree, init_array, init_group
-from zarr.sync import ProcessSynchronizer, ThreadSynchronizer
+from zarr.v2.attrs import Attributes
+from zarr.v2.core import Array
+from zarr.v2.hierarchy import Group
+from zarr.v2.storage import DirectoryStore, KVStore, atexit_rmtree, init_array, init_group
+from zarr.v2.sync import ProcessSynchronizer, ThreadSynchronizer
 
 # zarr_version fixture must be imported although not used directly here
 from .test_attrs import TestAttributes  # noqa
diff --git a/tests/test_util.py b/tests/v2/test_util.py
similarity index 99%
rename from tests/test_util.py
rename to tests/v2/test_util.py
index 1f7efc9214..35c355693a 100644
--- a/tests/test_util.py
+++ b/tests/v2/test_util.py
@@ -4,8 +4,8 @@
 import numpy as np
 import pytest
 
-from zarr.core import Array
-from zarr.util import (
+from zarr.v2.core import Array
+from zarr.v2.util import (
     ConstantMap,
     all_equal,
     flatten,
diff --git a/tests/util.py b/tests/v2/util.py
similarity index 97%
rename from tests/util.py
rename to tests/v2/util.py
index 8e53bf3b63..12c5e379f6 100644
--- a/tests/util.py
+++ b/tests/v2/util.py
@@ -2,9 +2,9 @@
 import os
 import tempfile
 from typing import Any, Mapping, Sequence
-from zarr.context import Context
+from zarr.v2.context import Context
 
-from zarr.storage import Store
+from zarr.v2.storage import Store
 
 import pytest
 
diff --git a/tests/v3/test_codecs.py b/tests/v3/test_codecs.py
index 333c2094bf..ffd225668b 100644
--- a/tests/v3/test_codecs.py
+++ b/tests/v3/test_codecs.py
@@ -7,12 +7,12 @@
 
 import numpy as np
 import pytest
-import zarr
-from zarr.v3.abc.codec import Codec
-from zarr.v3.array import Array, AsyncArray
-from zarr.v3.common import Selection
-from zarr.v3.indexing import morton_order_iter
-from zarr.v3.codecs import (
+import zarr.v2
+from zarr.abc.codec import Codec
+from zarr.array import Array, AsyncArray
+from zarr.common import Selection
+from zarr.indexing import morton_order_iter
+from zarr.codecs import (
     ShardingCodec,
     ShardingCodecIndexLocation,
     BloscCodec,
@@ -21,10 +21,10 @@
     TransposeCodec,
     ZstdCodec,
 )
-from zarr.v3.metadata import runtime_configuration
+from zarr.metadata import runtime_configuration
 
-from zarr.v3.abc.store import Store
-from zarr.v3.store import MemoryStore, StorePath
+from zarr.abc.store import Store
+from zarr.store import MemoryStore, StorePath
 
 
 @dataclass(frozen=True)
@@ -286,7 +286,7 @@ async def test_order(
 
     if not with_sharding:
         # Compare with zarr-python
-        z = zarr.create(
+        z = zarr.v2.create(
             shape=data.shape,
             chunks=(32, 8),
             dtype="<u2",
@@ -396,7 +396,7 @@ async def test_transpose(
 
     if not with_sharding:
         # Compare with zarr-python
-        z = zarr.create(
+        z = zarr.v2.create(
             shape=data.shape,
             chunks=(1, 32, 8),
             dtype="<u2",
@@ -658,7 +658,7 @@ async def test_zarr_compat(store: Store):
         fill_value=1,
     )
 
-    z2 = zarr.create(
+    z2 = zarr.v2.create(
         shape=data.shape,
         chunks=(10, 10),
         dtype=data.dtype,
@@ -691,7 +691,7 @@ async def test_zarr_compat_F(store: Store):
         codecs=[TransposeCodec(order=order_from_dim("F", data.ndim)), BytesCodec()],
     )
 
-    z2 = zarr.create(
+    z2 = zarr.v2.create(
         shape=data.shape,
         chunks=(10, 10),
         dtype=data.dtype,
@@ -796,7 +796,7 @@ async def test_endian(store: Store, endian: Literal["big", "little"]):
     assert np.array_equal(data, readback_data)
 
     # Compare with zarr-python
-    z = zarr.create(
+    z = zarr.v2.create(
         shape=data.shape,
         chunks=(16, 16),
         dtype=">u2" if endian == "big" else "<u2",
@@ -832,7 +832,7 @@ async def test_endian_write(
     assert np.array_equal(data, readback_data)
 
     # Compare with zarr-python
-    z = zarr.create(
+    z = zarr.v2.create(
         shape=data.shape,
         chunks=(16, 16),
         dtype=">u2" if dtype_store_endian == "big" else "<u2",
diff --git a/tests/v3/test_common.py b/tests/v3/test_common.py
index d9af59a38e..b5690d0d7e 100644
--- a/tests/v3/test_common.py
+++ b/tests/v3/test_common.py
@@ -5,9 +5,9 @@
     from typing import Literal, Any, Tuple
 
 import numpy as np
-from src.zarr.v3.config import parse_indexing_order
-from src.zarr.v3.common import parse_shapelike
-from zarr.v3.common import parse_name, product
+from zarr.config import parse_indexing_order
+from zarr.common import parse_shapelike
+from zarr.common import parse_name, product
 import pytest
 
 
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index f5b5dde86d..1150469db1 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -1,9 +1,9 @@
 import pytest
 import numpy as np
 
-from zarr.v3.group import AsyncGroup, Group, GroupMetadata
-from zarr.v3.store import LocalStore, StorePath
-from zarr.v3.config import RuntimeConfiguration
+from zarr.group import AsyncGroup, Group, GroupMetadata
+from zarr.store import LocalStore, StorePath
+from zarr.config import RuntimeConfiguration
 
 
 @pytest.fixture
diff --git a/tests/v3/test_metadata.py b/tests/v3/test_metadata.py
index 6dacf2c700..33df4a6438 100644
--- a/tests/v3/test_metadata.py
+++ b/tests/v3/test_metadata.py
@@ -5,7 +5,7 @@
 if TYPE_CHECKING:
     from typing import Sequence, Any
 
-from zarr.v3.metadata import parse_dimension_names, parse_zarr_format_v2, parse_zarr_format_v3
+from zarr.metadata import parse_dimension_names, parse_zarr_format_v2, parse_zarr_format_v3
 
 
 # todo: test

From 0f755cc02e5b501cc99c25a31ec69ee0dbacbbff Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Wed, 24 Apr 2024 13:11:49 +0200
Subject: [PATCH 0496/1078] [v3] Sync with futures (#1804)

* fix: return Array from resize and update_attributes instead of AsyncArray

* test(sync): add tests for sync module

* clear up wait usage

* _get_loop must return a loop

* chore: clean up type hints

* feat: add timeout to sync and sync config class, and add a test

* chore: reword docstring

* chore: adjust line length for the linter

* update after v3 reorg merge

* improve tests using asyncmock

---------

Co-authored-by: Joseph Hamman <joe@earthmover.io>
---
 src/zarr/array.py     |  16 ++++--
 src/zarr/config.py    |   1 +
 src/zarr/group.py     |  24 ++++++--
 src/zarr/sync.py      |  89 +++++++++++++++-------------
 src/zarr/v3/sync.py   | 131 ++++++++++++++++++++++++++++++++++++++++++
 tests/v3/test_sync.py | 127 ++++++++++++++++++++++++++++++++++++++++
 6 files changed, 337 insertions(+), 51 deletions(-)
 create mode 100644 src/zarr/v3/sync.py
 create mode 100644 tests/v3/test_sync.py

diff --git a/src/zarr/array.py b/src/zarr/array.py
index b739b310d4..c1263230c0 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -527,15 +527,19 @@ def __setitem__(self, selection: Selection, value: np.ndarray) -> None:
         )
 
     def resize(self, new_shape: ChunkCoords) -> Array:
-        return sync(
-            self._async_array.resize(new_shape),
-            self._async_array.runtime_configuration.asyncio_loop,
+        return type(self)(
+            sync(
+                self._async_array.resize(new_shape),
+                self._async_array.runtime_configuration.asyncio_loop,
+            )
         )
 
     def update_attributes(self, new_attributes: Dict[str, Any]) -> Array:
-        return sync(
-            self._async_array.update_attributes(new_attributes),
-            self._async_array.runtime_configuration.asyncio_loop,
+        return type(self)(
+            sync(
+                self._async_array.update_attributes(new_attributes),
+                self._async_array.runtime_configuration.asyncio_loop,
+            )
         )
 
     def __repr__(self):
diff --git a/src/zarr/config.py b/src/zarr/config.py
index cebe5c1b09..cd4d82597b 100644
--- a/src/zarr/config.py
+++ b/src/zarr/config.py
@@ -9,6 +9,7 @@
 class SyncConfiguration:
     concurrency: Optional[int] = None
     asyncio_loop: Optional[AbstractEventLoop] = None
+    timeout: float | None = None
 
 
 def parse_indexing_order(data: Any) -> Literal["C", "F"]:
diff --git a/src/zarr/group.py b/src/zarr/group.py
index aff24ed0d9..cd2c00dc11 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -415,24 +415,36 @@ def nchildren(self) -> int:
 
     @property
     def children(self) -> List[Union[Array, Group]]:
-        _children = self._sync_iter(self._async_group.children())
-        return [Array(obj) if isinstance(obj, AsyncArray) else Group(obj) for obj in _children]
+        raise NotImplementedError
+        # Uncomment with AsyncGroup implements this method
+        # _children: List[Union[AsyncArray, AsyncGroup]] = self._sync_iter(
+        #     self._async_group.children()
+        # )
+        # return [Array(obj) if isinstance(obj, AsyncArray) else Group(obj) for obj in _children]
 
     def __contains__(self, child) -> bool:
         return self._sync(self._async_group.contains(child))
 
     def group_keys(self) -> List[str]:
-        return self._sync_iter(self._async_group.group_keys())
+        raise NotImplementedError
+        # uncomment with AsyncGroup implements this method
+        # return self._sync_iter(self._async_group.group_keys())
 
     def groups(self) -> List[Group]:
         # TODO: in v2 this was a generator that return key: Group
-        return [Group(obj) for obj in self._sync_iter(self._async_group.groups())]
+        raise NotImplementedError
+        # uncomment with AsyncGroup implements this method
+        # return [Group(obj) for obj in self._sync_iter(self._async_group.groups())]
 
     def array_keys(self) -> List[str]:
-        return self._sync_iter(self._async_group.array_keys())
+        # uncomment with AsyncGroup implements this method
+        # return self._sync_iter(self._async_group.array_keys())
+        raise NotImplementedError
 
     def arrays(self) -> List[Array]:
-        return [Array(obj) for obj in self._sync_iter(self._async_group.arrays())]
+        raise NotImplementedError
+        # uncomment with AsyncGroup implements this method
+        # return [Array(obj) for obj in self._sync_iter(self._async_group.arrays())]
 
     def tree(self, expand=False, level=None) -> Any:
         return self._sync(self._async_group.tree(expand=expand, level=level))
diff --git a/src/zarr/sync.py b/src/zarr/sync.py
index d9665b4c58..a152030e89 100644
--- a/src/zarr/sync.py
+++ b/src/zarr/sync.py
@@ -1,30 +1,34 @@
 from __future__ import annotations
+from typing import TYPE_CHECKING, TypeVar
+
+if TYPE_CHECKING:
+    from typing import Any, AsyncIterator, Coroutine
 
 import asyncio
+from concurrent.futures import wait
 import threading
-from typing import (
-    Any,
-    AsyncIterator,
-    Coroutine,
-    List,
-    Optional,
-    TypeVar,
-)
+
 from typing_extensions import ParamSpec
 
 from zarr.config import SyncConfiguration
 
+P = ParamSpec("P")
+T = TypeVar("T")
 
 # From https://github.com/fsspec/filesystem_spec/blob/master/fsspec/asyn.py
 
-iothread: List[Optional[threading.Thread]] = [None]  # dedicated IO thread
-loop: List[Optional[asyncio.AbstractEventLoop]] = [
+iothread: list[threading.Thread | None] = [None]  # dedicated IO thread
+loop: list[asyncio.AbstractEventLoop | None] = [
     None
 ]  # global event loop for any non-async instance
-_lock: Optional[threading.Lock] = None  # global lock placeholder
+_lock: threading.Lock | None = None  # global lock placeholder
 get_running_loop = asyncio.get_running_loop
 
 
+class SyncError(Exception):
+    pass
+
+
 def _get_lock() -> threading.Lock:
     """Allocate or return a threading lock.
 
@@ -36,16 +40,22 @@ def _get_lock() -> threading.Lock:
     return _lock
 
 
-async def _runner(event: threading.Event, coro: Coroutine, result_box: List[Optional[Any]]):
+async def _runner(coro: Coroutine[Any, Any, T]) -> T | BaseException:
+    """
+    Await a coroutine and return the result of running it. If awaiting the coroutine raises an
+    exception, the exception will be returned.
+    """
     try:
-        result_box[0] = await coro
+        return await coro
     except Exception as ex:
-        result_box[0] = ex
-    finally:
-        event.set()
+        return ex
 
 
-def sync(coro: Coroutine, loop: Optional[asyncio.AbstractEventLoop] = None):
+def sync(
+    coro: Coroutine[Any, Any, T],
+    loop: asyncio.AbstractEventLoop | None = None,
+    timeout: float | None = None,
+) -> T:
     """
     Make loop run coroutine until it returns. Runs in other thread
 
@@ -57,30 +67,32 @@ def sync(coro: Coroutine, loop: Optional[asyncio.AbstractEventLoop] = None):
         # NB: if the loop is not running *yet*, it is OK to submit work
         # and we will wait for it
         loop = _get_loop()
-    if loop is None or loop.is_closed():
+    if not isinstance(loop, asyncio.AbstractEventLoop):
+        raise TypeError(f"loop cannot be of type {type(loop)}")
+    if loop.is_closed():
         raise RuntimeError("Loop is not running")
     try:
         loop0 = asyncio.events.get_running_loop()
         if loop0 is loop:
-            raise NotImplementedError("Calling sync() from within a running loop")
+            raise SyncError("Calling sync() from within a running loop")
     except RuntimeError:
         pass
-    result_box: List[Optional[Any]] = [None]
-    event = threading.Event()
-    asyncio.run_coroutine_threadsafe(_runner(event, coro, result_box), loop)
-    while True:
-        # this loops allows thread to get interrupted
-        if event.wait(1):
-            break
-
-    return_result = result_box[0]
+
+    future = asyncio.run_coroutine_threadsafe(_runner(coro), loop)
+
+    finished, unfinished = wait([future], return_when=asyncio.ALL_COMPLETED, timeout=timeout)
+    if len(unfinished) > 0:
+        raise asyncio.TimeoutError(f"Coroutine {coro} failed to finish in within {timeout}s")
+    assert len(finished) == 1
+    return_result = list(finished)[0].result()
+
     if isinstance(return_result, BaseException):
         raise return_result
     else:
         return return_result
 
 
-def _get_loop():
+def _get_loop() -> asyncio.AbstractEventLoop:
     """Create or return the default fsspec IO loop
 
     The loop will be running on a separate thread.
@@ -96,25 +108,24 @@ def _get_loop():
                 th.daemon = True
                 th.start()
                 iothread[0] = th
+    assert loop[0] is not None
     return loop[0]
 
 
-P = ParamSpec("P")
-T = TypeVar("T")
-
-
 class SyncMixin:
     _sync_configuration: SyncConfiguration
 
     def _sync(self, coroutine: Coroutine[Any, Any, T]) -> T:
         # TODO: refactor this to to take *args and **kwargs and pass those to the method
         # this should allow us to better type the sync wrapper
-        return sync(coroutine, loop=self._sync_configuration.asyncio_loop)
-
-    def _sync_iter(self, coroutine: Coroutine[Any, Any, AsyncIterator[T]]) -> List[T]:
-        async def iter_to_list() -> List[T]:
-            # TODO: replace with generators so we don't materialize the entire iterator at once
-            async_iterator = await coroutine
+        return sync(
+            coroutine,
+            loop=self._sync_configuration.asyncio_loop,
+            timeout=self._sync_configuration.timeout,
+        )
+
+    def _sync_iter(self, async_iterator: AsyncIterator[T]) -> list[T]:
+        async def iter_to_list() -> list[T]:
             return [item async for item in async_iterator]
 
         return self._sync(iter_to_list())
diff --git a/src/zarr/v3/sync.py b/src/zarr/v3/sync.py
new file mode 100644
index 0000000000..2838f68172
--- /dev/null
+++ b/src/zarr/v3/sync.py
@@ -0,0 +1,131 @@
+from __future__ import annotations
+from typing import TYPE_CHECKING, TypeVar
+
+if TYPE_CHECKING:
+    from typing import Any, AsyncIterator, Coroutine
+
+import asyncio
+from concurrent.futures import wait
+import threading
+
+from typing_extensions import ParamSpec
+
+from zarr.v3.config import SyncConfiguration
+
+P = ParamSpec("P")
+T = TypeVar("T")
+
+# From https://github.com/fsspec/filesystem_spec/blob/master/fsspec/asyn.py
+
+iothread: list[threading.Thread | None] = [None]  # dedicated IO thread
+loop: list[asyncio.AbstractEventLoop | None] = [
+    None
+]  # global event loop for any non-async instance
+_lock: threading.Lock | None = None  # global lock placeholder
+get_running_loop = asyncio.get_running_loop
+
+
+class SyncError(Exception):
+    pass
+
+
+def _get_lock() -> threading.Lock:
+    """Allocate or return a threading lock.
+
+    The lock is allocated on first use to allow setting one lock per forked process.
+    """
+    global _lock
+    if not _lock:
+        _lock = threading.Lock()
+    return _lock
+
+
+async def _runner(coro: Coroutine[Any, Any, T]) -> T | BaseException:
+    """
+    Await a coroutine and return the result of running it. If awaiting the coroutine raises an
+    exception, the exception will be returned.
+    """
+    try:
+        return await coro
+    except Exception as ex:
+        return ex
+
+
+def sync(
+    coro: Coroutine[Any, Any, T],
+    loop: asyncio.AbstractEventLoop | None = None,
+    timeout: float | None = None,
+) -> T:
+    """
+    Make loop run coroutine until it returns. Runs in other thread
+
+    Examples
+    --------
+    >>> sync(async_function(), existing_loop)
+    """
+    if loop is None:
+        # NB: if the loop is not running *yet*, it is OK to submit work
+        # and we will wait for it
+        loop = _get_loop()
+    if not isinstance(loop, asyncio.AbstractEventLoop):
+        raise TypeError(f"loop cannot be of type {type(loop)}")
+    if loop.is_closed():
+        raise RuntimeError("Loop is not running")
+    try:
+        loop0 = asyncio.events.get_running_loop()
+        if loop0 is loop:
+            raise SyncError("Calling sync() from within a running loop")
+    except RuntimeError:
+        pass
+
+    future = asyncio.run_coroutine_threadsafe(_runner(coro), loop)
+
+    finished, unfinished = wait([future], return_when=asyncio.ALL_COMPLETED, timeout=timeout)
+    if len(unfinished) > 0:
+        raise asyncio.TimeoutError(f"Coroutine {coro} failed to finish in within {timeout}s")
+    assert len(finished) == 1
+    return_result = list(finished)[0].result()
+
+    if isinstance(return_result, BaseException):
+        raise return_result
+    else:
+        return return_result
+
+
+def _get_loop() -> asyncio.AbstractEventLoop:
+    """Create or return the default fsspec IO loop
+
+    The loop will be running on a separate thread.
+    """
+    if loop[0] is None:
+        with _get_lock():
+            # repeat the check just in case the loop got filled between the
+            # previous two calls from another thread
+            if loop[0] is None:
+                new_loop = asyncio.new_event_loop()
+                loop[0] = new_loop
+                th = threading.Thread(target=new_loop.run_forever, name="zarrIO")
+                th.daemon = True
+                th.start()
+                iothread[0] = th
+    assert loop[0] is not None
+    return loop[0]
+
+
+class SyncMixin:
+    _sync_configuration: SyncConfiguration
+
+    def _sync(self, coroutine: Coroutine[Any, Any, T]) -> T:
+        # TODO: refactor this to to take *args and **kwargs and pass those to the method
+        # this should allow us to better type the sync wrapper
+        return sync(
+            coroutine,
+            loop=self._sync_configuration.asyncio_loop,
+            timeout=self._sync_configuration.timeout,
+        )
+
+    def _sync_iter(self, async_iterator: AsyncIterator[T]) -> list[T]:
+        async def iter_to_list() -> list[T]:
+            return [item async for item in async_iterator]
+
+        return self._sync(iter_to_list())
diff --git a/tests/v3/test_sync.py b/tests/v3/test_sync.py
new file mode 100644
index 0000000000..8f644745d2
--- /dev/null
+++ b/tests/v3/test_sync.py
@@ -0,0 +1,127 @@
+from collections.abc import AsyncGenerator
+import asyncio
+import time
+from unittest.mock import patch, AsyncMock
+
+from zarr.sync import sync, _get_loop, _get_lock, SyncError, SyncMixin
+from zarr.config import SyncConfiguration
+
+import pytest
+
+
+@pytest.fixture(params=[True, False])
+def sync_loop(request) -> asyncio.AbstractEventLoop | None:
+    if request.param is True:
+        return _get_loop()
+
+    if request.param is False:
+        return None
+
+
+def test_get_loop() -> None:
+    # test that calling _get_loop() twice returns the same loop
+    loop = _get_loop()
+    loop2 = _get_loop()
+    assert loop is loop2
+
+
+def test_get_lock() -> None:
+    # test that calling _get_lock() twice returns the same lock
+    lock = _get_lock()
+    lock2 = _get_lock()
+    assert lock is lock2
+
+
+def test_sync(sync_loop: asyncio.AbstractEventLoop | None) -> None:
+    foo = AsyncMock(return_value="foo")
+    assert sync(foo(), loop=sync_loop) == "foo"
+    foo.assert_awaited_once()
+
+
+def test_sync_raises(sync_loop: asyncio.AbstractEventLoop | None) -> None:
+    foo = AsyncMock(side_effect=ValueError("foo-bar"))
+    with pytest.raises(ValueError, match="foo-bar"):
+        sync(foo(), loop=sync_loop)
+    foo.assert_awaited_once()
+
+
+def test_sync_timeout() -> None:
+    duration = 0.002
+
+    async def foo() -> None:
+        time.sleep(duration)
+
+    with pytest.raises(asyncio.TimeoutError):
+        sync(foo(), timeout=duration / 2)
+
+
+def test_sync_raises_if_no_coroutine(sync_loop: asyncio.AbstractEventLoop | None) -> None:
+    def foo() -> str:
+        return "foo"
+
+    with pytest.raises(TypeError):
+        sync(foo(), loop=sync_loop)
+
+
+@pytest.mark.filterwarnings("ignore:coroutine.*was never awaited")
+def test_sync_raises_if_loop_is_closed() -> None:
+    loop = _get_loop()
+
+    foo = AsyncMock(return_value="foo")
+    with patch.object(loop, "is_closed", return_value=True):
+        with pytest.raises(RuntimeError):
+            sync(foo(), loop=loop)
+    foo.assert_not_awaited()
+
+
+@pytest.mark.filterwarnings("ignore:coroutine.*was never awaited")
+def test_sync_raises_if_calling_sync_from_within_a_running_loop(
+    sync_loop: asyncio.AbstractEventLoop | None,
+) -> None:
+    def foo() -> str:
+        # technically, this should be an async function but doing that
+        # yields a warning because it is never awaited by the inner function
+        return "foo"
+
+    async def bar() -> str:
+        return sync(foo(), loop=sync_loop)
+
+    with pytest.raises(SyncError):
+        sync(bar(), loop=sync_loop)
+
+
+@pytest.mark.filterwarnings("ignore:coroutine.*was never awaited")
+def test_sync_raises_if_loop_is_invalid_type() -> None:
+    foo = AsyncMock(return_value="foo")
+    with pytest.raises(TypeError):
+        sync(foo(), loop=1)
+    foo.assert_not_awaited()
+
+
+def test_sync_mixin(sync_loop) -> None:
+    class AsyncFoo:
+        def __init__(self) -> None:
+            pass
+
+        async def foo(self) -> str:
+            return "foo"
+
+        async def bar(self) -> AsyncGenerator:
+            for i in range(10):
+                yield i
+
+    class SyncFoo(SyncMixin):
+        def __init__(self, async_foo: AsyncFoo) -> None:
+            self._async_foo = async_foo
+            self._sync_configuration = SyncConfiguration(asyncio_loop=sync_loop)
+
+        def foo(self) -> str:
+            return self._sync(self._async_foo.foo())
+
+        def bar(self) -> list[int]:
+            return self._sync_iter(self._async_foo.bar())
+
+    async_foo = AsyncFoo()
+    foo = SyncFoo(async_foo)
+    assert foo.foo() == "foo"
+    assert foo.bar() == list(range(10))

From 57d6acefc8260bf5d8ba165f0bf7d4b52c46f249 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Wed, 24 Apr 2024 18:44:21 +0200
Subject: [PATCH 0497/1078] implement `group.members` (#1726)

* feat: functional .children method for groups

* changes necessary for correctly generating list of children

* add stand-alone test for group.children

* give type hints a glow-up

* test: use separate assert statements to avoid platform-dependent ordering issues

* test: put fixtures in conftest, add MemoryStore fixture

* docs: release notes

* test: remove prematurely-added mock s3 fixture

* fix: Rename children to members; AsyncGroup.members yields tuples of (name, AsyncArray / AsyncGroup) pairs; Group.members repackages these into a dict.

* fix: make Group.members return a tuple of str, Array | Group pairs

* fix: revert changes to synchronization code; this is churn that we need to deal with

* make mypy happy

* feat: implement member-specific iteration methods in asyncgroup

* chore: clean up some post-merge issues

* chore: remove extra directory added by test code

---------

Co-authored-by: Joseph Hamman <joe@earthmover.io>
---
 docs/release.rst       |   6 ++
 src/zarr/group.py      | 180 ++++++++++++++++++++++++++++-------------
 tests/v2/conftest.py   |   1 -
 tests/v3/conftest.py   |  32 ++++++++
 tests/v3/test_group.py |  60 ++++++++++++--
 5 files changed, 215 insertions(+), 64 deletions(-)
 create mode 100644 tests/v3/conftest.py

diff --git a/docs/release.rst b/docs/release.rst
index 3ed47ff9f5..b78e709c0e 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,6 +18,12 @@ Release notes
 Unreleased (v3)
 ---------------
 
+Enhancements
+~~~~~~~~~~~~
+
+* Implement listing of the sub-arrays and sub-groups for a V3 ``Group``.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1726`.
+
 Maintenance
 ~~~~~~~~~~~
 
diff --git a/src/zarr/group.py b/src/zarr/group.py
index cd2c00dc11..c40b5f9a34 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -1,10 +1,18 @@
 from __future__ import annotations
+from typing import TYPE_CHECKING
 from dataclasses import asdict, dataclass, field, replace
 
 import asyncio
 import json
 import logging
-from typing import Any, Dict, Literal, Optional, Union, AsyncIterator, List
+
+if TYPE_CHECKING:
+    from typing import (
+        Any,
+        AsyncGenerator,
+        Literal,
+        AsyncIterator,
+    )
 from zarr.abc.metadata import Metadata
 
 from zarr.array import AsyncArray, Array
@@ -25,7 +33,7 @@ def parse_zarr_format(data: Any) -> Literal[2, 3]:
 
 
 # todo: convert None to empty dict
-def parse_attributes(data: Any) -> Dict[str, Any]:
+def parse_attributes(data: Any) -> dict[str, Any]:
     if data is None:
         return {}
     elif isinstance(data, dict) and all(map(lambda v: isinstance(v, str), data.keys())):
@@ -36,12 +44,12 @@ def parse_attributes(data: Any) -> Dict[str, Any]:
 
 @dataclass(frozen=True)
 class GroupMetadata(Metadata):
-    attributes: Dict[str, Any] = field(default_factory=dict)
+    attributes: dict[str, Any] = field(default_factory=dict)
     zarr_format: Literal[2, 3] = 3
     node_type: Literal["group"] = field(default="group", init=False)
 
     # todo: rename this, since it doesn't return bytes
-    def to_bytes(self) -> Dict[str, bytes]:
+    def to_bytes(self) -> dict[str, bytes]:
         if self.zarr_format == 3:
             return {ZARR_JSON: json.dumps(self.to_dict()).encode()}
         else:
@@ -50,7 +58,7 @@ def to_bytes(self) -> Dict[str, bytes]:
                 ZATTRS_JSON: json.dumps(self.attributes).encode(),
             }
 
-    def __init__(self, attributes: Optional[Dict[str, Any]] = None, zarr_format: Literal[2, 3] = 3):
+    def __init__(self, attributes: dict[str, Any] | None = None, zarr_format: Literal[2, 3] = 3):
         attributes_parsed = parse_attributes(attributes)
         zarr_format_parsed = parse_zarr_format(zarr_format)
 
@@ -58,11 +66,11 @@ def __init__(self, attributes: Optional[Dict[str, Any]] = None, zarr_format: Lit
         object.__setattr__(self, "zarr_format", zarr_format_parsed)
 
     @classmethod
-    def from_dict(cls, data: Dict[str, Any]) -> GroupMetadata:
+    def from_dict(cls, data: dict[str, Any]) -> GroupMetadata:
         assert data.pop("node_type", None) in ("group", None)
         return cls(**data)
 
-    def to_dict(self) -> Dict[str, Any]:
+    def to_dict(self) -> dict[str, Any]:
         return asdict(self)
 
 
@@ -70,14 +78,14 @@ def to_dict(self) -> Dict[str, Any]:
 class AsyncGroup:
     metadata: GroupMetadata
     store_path: StorePath
-    runtime_configuration: RuntimeConfiguration
+    runtime_configuration: RuntimeConfiguration = RuntimeConfiguration()
 
     @classmethod
     async def create(
         cls,
         store: StoreLike,
         *,
-        attributes: Optional[Dict[str, Any]] = None,
+        attributes: dict[str, Any] = {},
         exists_ok: bool = False,
         zarr_format: Literal[2, 3] = 3,
         runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
@@ -89,7 +97,7 @@ async def create(
             elif zarr_format == 2:
                 assert not await (store_path / ZGROUP_JSON).exists()
         group = cls(
-            metadata=GroupMetadata(attributes=attributes or {}, zarr_format=zarr_format),
+            metadata=GroupMetadata(attributes=attributes, zarr_format=zarr_format),
             store_path=store_path,
             runtime_configuration=runtime_configuration,
         )
@@ -137,7 +145,7 @@ async def open(
     def from_dict(
         cls,
         store_path: StorePath,
-        data: Dict[str, Any],
+        data: dict[str, Any],
         runtime_configuration: RuntimeConfiguration,
     ) -> AsyncGroup:
         group = cls(
@@ -150,14 +158,24 @@ def from_dict(
     async def getitem(
         self,
         key: str,
-    ) -> Union[AsyncArray, AsyncGroup]:
+    ) -> AsyncArray | AsyncGroup:
         store_path = self.store_path / key
 
+        # Note:
+        # in zarr-python v2, we first check if `key` references an Array, else if `key` references
+        # a group,using standalone `contains_array` and `contains_group` functions. These functions
+        # are reusable, but for v3 they would perform redundant I/O operations.
+        # Not clear how much of that strategy we want to keep here.
+
+        # if `key` names an object in storage, it cannot be an array or group
+        if await store_path.exists():
+            raise KeyError(key)
+
         if self.metadata.zarr_format == 3:
             zarr_json_bytes = await (store_path / ZARR_JSON).get()
             if zarr_json_bytes is None:
                 # implicit group?
-                logger.warning("group at {} is an implicit group", store_path)
+                logger.warning("group at %s is an implicit group", store_path)
                 zarr_json = {
                     "zarr_format": self.metadata.zarr_format,
                     "node_type": "group",
@@ -196,7 +214,7 @@ async def getitem(
             else:
                 if zgroup_bytes is None:
                     # implicit group?
-                    logger.warning("group at {} is an implicit group", store_path)
+                    logger.warning("group at %s is an implicit group", store_path)
                 zgroup = (
                     json.loads(zgroup_bytes)
                     if zgroup_bytes is not None
@@ -248,7 +266,7 @@ async def create_array(self, path: str, **kwargs) -> AsyncArray:
             **kwargs,
         )
 
-    async def update_attributes(self, new_attributes: Dict[str, Any]):
+    async def update_attributes(self, new_attributes: dict[str, Any]):
         # metadata.attributes is "frozen" so we simply clear and update the dict
         self.metadata.attributes.clear()
         self.metadata.attributes.update(new_attributes)
@@ -269,26 +287,68 @@ async def update_attributes(self, new_attributes: Dict[str, Any]):
     def __repr__(self):
         return f"<AsyncGroup {self.store_path}>"
 
-    async def nchildren(self) -> int:
-        raise NotImplementedError
-
-    async def children(self) -> AsyncIterator[Union[AsyncArray, AsyncGroup]]:
-        raise NotImplementedError
-
-    async def contains(self, child: str) -> bool:
+    async def nmembers(self) -> int:
         raise NotImplementedError
 
-    async def group_keys(self) -> AsyncIterator[str]:
-        raise NotImplementedError
+    async def members(self) -> AsyncGenerator[tuple[str, AsyncArray | AsyncGroup], None]:
+        """
+        Returns an AsyncGenerator over the arrays and groups contained in this group.
+        This method requires that `store_path.store` supports directory listing.
+
+        The results are not guaranteed to be ordered.
+        """
+        if not self.store_path.store.supports_listing:
+            msg = (
+                f"The store associated with this group ({type(self.store_path.store)}) "
+                "does not support listing, "
+                "specifically via the `list_dir` method. "
+                "This function requires a store that supports listing."
+            )
 
-    async def groups(self) -> AsyncIterator[AsyncGroup]:
-        raise NotImplementedError
+            raise ValueError(msg)
+        subkeys = await self.store_path.store.list_dir(self.store_path.path)
+        # would be nice to make these special keys accessible programmatically,
+        # and scoped to specific zarr versions
+        subkeys_filtered = filter(lambda v: v not in ("zarr.json", ".zgroup", ".zattrs"), subkeys)
+        # is there a better way to schedule this?
+        for subkey in subkeys_filtered:
+            try:
+                yield (subkey, await self.getitem(subkey))
+            except KeyError:
+                # keyerror is raised when `subkey` names an object (in the object storage sense),
+                # as opposed to a prefix, in the store under the prefix associated with this group
+                # in which case `subkey` cannot be the name of a sub-array or sub-group.
+                logger.warning(
+                    "Object at %s is not recognized as a component of a Zarr hierarchy.", subkey
+                )
+                pass
 
-    async def array_keys(self) -> AsyncIterator[str]:
+    async def contains(self, member: str) -> bool:
         raise NotImplementedError
 
+    # todo: decide if this method should be separate from `groups`
+    async def group_keys(self) -> AsyncGenerator[str, None]:
+        async for key, value in self.members():
+            if isinstance(value, AsyncGroup):
+                yield key
+
+    # todo: decide if this method should be separate from `group_keys`
+    async def groups(self) -> AsyncGenerator[AsyncGroup, None]:
+        async for key, value in self.members():
+            if isinstance(value, AsyncGroup):
+                yield value
+
+    # todo: decide if this method should be separate from `arrays`
+    async def array_keys(self) -> AsyncGenerator[str, None]:
+        async for key, value in self.members():
+            if isinstance(value, AsyncArray):
+                yield key
+
+    # todo: decide if this method should be separate from `array_keys`
     async def arrays(self) -> AsyncIterator[AsyncArray]:
-        raise NotImplementedError
+        async for key, value in self.members():
+            if isinstance(value, AsyncArray):
+                yield value
 
     async def tree(self, expand=False, level=None) -> Any:
         raise NotImplementedError
@@ -331,7 +391,7 @@ def create(
         cls,
         store: StoreLike,
         *,
-        attributes: Optional[Dict[str, Any]] = None,
+        attributes: dict[str, Any] = {},
         exists_ok: bool = False,
         runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> Group:
@@ -358,7 +418,7 @@ def open(
         )
         return cls(obj)
 
-    def __getitem__(self, path: str) -> Union[Array, Group]:
+    def __getitem__(self, path: str) -> Array | Group:
         obj = self._sync(self._async_group.getitem(path))
         if isinstance(obj, AsyncArray):
             return Array(obj)
@@ -378,7 +438,7 @@ def __setitem__(self, key, value):
         """__setitem__ is not supported in v3"""
         raise NotImplementedError
 
-    async def update_attributes_async(self, new_attributes: Dict[str, Any]) -> Group:
+    async def update_attributes_async(self, new_attributes: dict[str, Any]) -> Group:
         new_metadata = replace(self.metadata, attributes=new_attributes)
 
         # Write new metadata
@@ -389,6 +449,10 @@ async def update_attributes_async(self, new_attributes: Dict[str, Any]) -> Group
         async_group = replace(self._async_group, metadata=new_metadata)
         return replace(self, _async_group=async_group)
 
+    @property
+    def store_path(self) -> StorePath:
+        return self._async_group.store_path
+
     @property
     def metadata(self) -> GroupMetadata:
         return self._async_group.metadata
@@ -401,50 +465,54 @@ def attrs(self) -> Attributes:
     def info(self):
         return self._async_group.info
 
-    @property
-    def store_path(self) -> StorePath:
-        return self._async_group.store_path
-
-    def update_attributes(self, new_attributes: Dict[str, Any]):
+    def update_attributes(self, new_attributes: dict[str, Any]):
         self._sync(self._async_group.update_attributes(new_attributes))
         return self
 
     @property
-    def nchildren(self) -> int:
-        return self._sync(self._async_group.nchildren())
+    def nmembers(self) -> int:
+        return self._sync(self._async_group.nmembers())
 
     @property
-    def children(self) -> List[Union[Array, Group]]:
-        raise NotImplementedError
-        # Uncomment with AsyncGroup implements this method
-        # _children: List[Union[AsyncArray, AsyncGroup]] = self._sync_iter(
-        #     self._async_group.children()
-        # )
-        # return [Array(obj) if isinstance(obj, AsyncArray) else Group(obj) for obj in _children]
+    def members(self) -> tuple[tuple[str, Array | Group], ...]:
+        """
+        Return the sub-arrays and sub-groups of this group as a `tuple` of (name, array | group)
+        pairs
+        """
+        _members: list[tuple[str, AsyncArray | AsyncGroup]] = self._sync_iter(
+            self._async_group.members()
+        )
+        ret: list[tuple[str, Array | Group]] = []
+        for key, value in _members:
+            if isinstance(value, AsyncArray):
+                ret.append((key, Array(value)))
+            else:
+                ret.append((key, Group(value)))
+        return tuple(ret)
 
-    def __contains__(self, child) -> bool:
-        return self._sync(self._async_group.contains(child))
+    def __contains__(self, member) -> bool:
+        return self._sync(self._async_group.contains(member))
 
-    def group_keys(self) -> List[str]:
-        raise NotImplementedError
+    def group_keys(self) -> list[str]:
         # uncomment with AsyncGroup implements this method
         # return self._sync_iter(self._async_group.group_keys())
+        raise NotImplementedError
 
-    def groups(self) -> List[Group]:
+    def groups(self) -> list[Group]:
         # TODO: in v2 this was a generator that return key: Group
-        raise NotImplementedError
         # uncomment with AsyncGroup implements this method
         # return [Group(obj) for obj in self._sync_iter(self._async_group.groups())]
+        raise NotImplementedError
 
-    def array_keys(self) -> List[str]:
+    def array_keys(self) -> list[str]:
         # uncomment with AsyncGroup implements this method
-        # return self._sync_iter(self._async_group.array_keys())
+        # return self._sync_iter(self._async_group.array_keys)
         raise NotImplementedError
 
-    def arrays(self) -> List[Array]:
-        raise NotImplementedError
+    def arrays(self) -> list[Array]:
         # uncomment with AsyncGroup implements this method
-        # return [Array(obj) for obj in self._sync_iter(self._async_group.arrays())]
+        # return [Array(obj) for obj in self._sync_iter(self._async_group.arrays)]
+        raise NotImplementedError
 
     def tree(self, expand=False, level=None) -> Any:
         return self._sync(self._async_group.tree(expand=expand, level=level))
diff --git a/tests/v2/conftest.py b/tests/v2/conftest.py
index a7a445c640..c84cdfa439 100644
--- a/tests/v2/conftest.py
+++ b/tests/v2/conftest.py
@@ -1,5 +1,4 @@
 import pathlib
-
 import pytest
 
 
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
new file mode 100644
index 0000000000..3dc55c0298
--- /dev/null
+++ b/tests/v3/conftest.py
@@ -0,0 +1,32 @@
+import pathlib
+import pytest
+
+from zarr.store import LocalStore, StorePath, MemoryStore, RemoteStore
+
+
+@pytest.fixture(params=[str, pathlib.Path])
+def path_type(request):
+    return request.param
+
+
+# todo: harmonize this with local_store fixture
+@pytest.fixture
+def store_path(tmpdir):
+    store = LocalStore(str(tmpdir))
+    p = StorePath(store)
+    return p
+
+
+@pytest.fixture(scope="function")
+def local_store(tmpdir):
+    return LocalStore(str(tmpdir))
+
+
+@pytest.fixture(scope="function")
+def remote_store():
+    return RemoteStore()
+
+
+@pytest.fixture(scope="function")
+def memory_store():
+    return MemoryStore()
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 1150469db1..941256bdd2 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -1,3 +1,10 @@
+from __future__ import annotations
+from typing import TYPE_CHECKING
+
+from zarr.sync import sync
+
+if TYPE_CHECKING:
+    from zarr.store import MemoryStore, LocalStore
 import pytest
 import numpy as np
 
@@ -6,21 +13,60 @@
 from zarr.config import RuntimeConfiguration
 
 
-@pytest.fixture
-def store_path(tmpdir):
-    store = LocalStore(str(tmpdir))
-    p = StorePath(store)
-    return p
+# todo: put RemoteStore in here
+@pytest.mark.parametrize("store_type", ("local_store", "memory_store"))
+def test_group_members(store_type, request):
+    """
+    Test that `Group.members` returns correct values, i.e. the arrays and groups
+    (explicit and implicit) contained in that group.
+    """
+
+    store: LocalStore | MemoryStore = request.getfixturevalue(store_type)
+    path = "group"
+    agroup = AsyncGroup(
+        metadata=GroupMetadata(),
+        store_path=StorePath(store=store, path=path),
+    )
+    group = Group(agroup)
+    members_expected = {}
 
+    members_expected["subgroup"] = group.create_group("subgroup")
+    # make a sub-sub-subgroup, to ensure that the children calculation doesn't go
+    # too deep in the hierarchy
+    _ = members_expected["subgroup"].create_group("subsubgroup")
 
-def test_group(store_path) -> None:
+    members_expected["subarray"] = group.create_array(
+        "subarray", shape=(100,), dtype="uint8", chunk_shape=(10,), exists_ok=True
+    )
+
+    # add an extra object to the domain of the group.
+    # the list of children should ignore this object.
+    sync(store.set(f"{path}/extra_object", b"000000"))
+    # add an extra object under a directory-like prefix in the domain of the group.
+    # this creates an implicit group called implicit_subgroup
+    sync(store.set(f"{path}/implicit_subgroup/extra_object", b"000000"))
+    # make the implicit subgroup
+    members_expected["implicit_subgroup"] = Group(
+        AsyncGroup(
+            metadata=GroupMetadata(),
+            store_path=StorePath(store=store, path=f"{path}/implicit_subgroup"),
+        )
+    )
+    members_observed = group.members
+    # members are not guaranteed to be ordered, so sort before comparing
+    assert sorted(dict(members_observed)) == sorted(members_expected)
+
+
+@pytest.mark.parametrize("store_type", (("local_store",)))
+def test_group(store_type, request) -> None:
+    store = request.getfixturevalue(store_type)
+    store_path = StorePath(store)
     agroup = AsyncGroup(
         metadata=GroupMetadata(),
         store_path=store_path,
         runtime_configuration=RuntimeConfiguration(),
     )
     group = Group(agroup)
-
     assert agroup.metadata is group.metadata
 
     # create two groups

From 096c900a76d08eb6bde86f5583eda697781710c8 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Wed, 24 Apr 2024 15:32:00 -0700
Subject: [PATCH 0498/1078] remove windows testing on v3 branch (#1817)

---
 .github/workflows/{test-v3.yml => test.yml} |  0
 .github/workflows/windows-testing.yml       | 61 ---------------------
 2 files changed, 61 deletions(-)
 rename .github/workflows/{test-v3.yml => test.yml} (100%)
 delete mode 100644 .github/workflows/windows-testing.yml

diff --git a/.github/workflows/test-v3.yml b/.github/workflows/test.yml
similarity index 100%
rename from .github/workflows/test-v3.yml
rename to .github/workflows/test.yml
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
deleted file mode 100644
index 78945e97aa..0000000000
--- a/.github/workflows/windows-testing.yml
+++ /dev/null
@@ -1,61 +0,0 @@
-# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
-# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
-
-name: Python package
-
-on:
-  push:
-    branches: [ main ]
-  pull_request:
-    branches: [ main ]
-
-jobs:
-  windows:
-    name: Windows Tests
-    runs-on: "windows-latest"
-    strategy:
-      fail-fast: True
-      matrix:
-        python-version: ['3.8', '3.9', '3.10', '3.11']
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-      - uses: conda-incubator/setup-miniconda@v2.3.0
-        with:
-          auto-update-conda: true
-          python-version: ${{ matrix.python-version }}
-          channels: conda-forge
-        env:
-          ACTIONS_ALLOW_UNSECURE_COMMANDS: true
-      - name: Create Conda environment with the rights deps
-        shell: bash -l {0}
-        run: |
-          conda create -n zarr-env python==${{matrix.python-version}} numcodecs pip nodejs
-      - name: Install dependencies
-        shell: bash -l {0}
-        run: |
-          conda activate zarr-env
-          python -m pip install --upgrade pip
-          python -m pip install -U pip setuptools wheel
-          python -m pip install -r requirements_dev_numpy.txt -r requirements_dev_minimal.txt -r requirements_dev_optional.txt
-          python -m pip install .
-          python -m pip freeze
-          npm install -g azurite
-      - name: Run Tests
-        shell: bash -l {0}
-        run: |
-          conda activate zarr-env
-          mkdir ~/blob_emulator
-          azurite -l ~/blob_emulator --debug debug.log 2>&1 > stdouterr.log &
-          pytest -sv --timeout=300
-        env:
-          ZARR_TEST_ABS: 1
-          ZARR_V3_EXPERIMENTAL_API: 1
-          ZARR_V3_SHARDING: 1
-      - name: Conda info
-        shell: bash -l {0}
-        run: conda info
-      - name: Conda list
-        shell: pwsh
-        run: conda list

From 60b53b059e0d5b4fd57dab74520af0184da32006 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 25 Apr 2024 06:14:40 -0700
Subject: [PATCH 0499/1078] add note to the top of the release page noting the
 plan for 2.18.* and 3.0 (#1816)

---
 docs/release.rst | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index 07c2a47e7c..1c4e52f7c0 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -13,6 +13,11 @@ Release notes
     # to document your changes. On releases it will be
     # re-indented so that it does not show up in the notes.
 
+.. note::
+   Zarr-Python 2.18.* is expected be the final release in the 2.* series. Work on Zarr-Python 3.0 is underway.
+   See `GH1777 <https://github.com/zarr-developers/zarr-python/issues/1777>`_ for more details on the upcoming
+   3.0 release.
+
 .. _unreleased:
 
 Unreleased

From f4f6e8692026201223c04850bbe13e0551471c39 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 29 Apr 2024 13:12:24 +0200
Subject: [PATCH 0500/1078] Bump conda-incubator/setup-miniconda from 3.0.3 to
 3.0.4 (#1824)

Bumps [conda-incubator/setup-miniconda](https://github.com/conda-incubator/setup-miniconda) from 3.0.3 to 3.0.4.
- [Release notes](https://github.com/conda-incubator/setup-miniconda/releases)
- [Changelog](https://github.com/conda-incubator/setup-miniconda/blob/main/CHANGELOG.md)
- [Commits](https://github.com/conda-incubator/setup-miniconda/compare/v3.0.3...v3.0.4)

---
updated-dependencies:
- dependency-name: conda-incubator/setup-miniconda
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/minimal.yml         | 2 +-
 .github/workflows/python-package.yml  | 2 +-
 .github/workflows/windows-testing.yml | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/minimal.yml b/.github/workflows/minimal.yml
index dba6918514..b5b2f48d62 100644
--- a/.github/workflows/minimal.yml
+++ b/.github/workflows/minimal.yml
@@ -15,7 +15,7 @@ jobs:
     steps:
     - uses: actions/checkout@v4
     - name: Setup Miniconda
-      uses: conda-incubator/setup-miniconda@v3.0.3
+      uses: conda-incubator/setup-miniconda@v3.0.4
       with:
           channels: conda-forge
           environment-file: environment.yml
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 8ff6e9a2eb..f53cb2d9a9 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -44,7 +44,7 @@ jobs:
       with:
         fetch-depth: 0
     - name: Setup Miniconda
-      uses: conda-incubator/setup-miniconda@v3.0.3
+      uses: conda-incubator/setup-miniconda@v3.0.4
       with:
           channels: conda-forge
           python-version: ${{ matrix.python-version }}
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index d580ef3f0e..ab86831aae 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -21,7 +21,7 @@ jobs:
       - uses: actions/checkout@v4
         with:
           fetch-depth: 0
-      - uses: conda-incubator/setup-miniconda@v3.0.3
+      - uses: conda-incubator/setup-miniconda@v3.0.4
         with:
           auto-update-conda: true
           python-version: ${{ matrix.python-version }}

From 29b4acc45ed7b1f865c31bfa5d7beda4b3b9269a Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 30 Apr 2024 09:17:05 -0700
Subject: [PATCH 0501/1078] dep(docs): deprecate experimental v3 support in
 docs (#1807)

* dep(docs): deprecate experimental v3 support in docs

* Apply suggestions from code review

Co-authored-by: Josh Moore <josh@openmicroscopy.org>
Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>

---------

Co-authored-by: Josh Moore <josh@openmicroscopy.org>
Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>
---
 docs/api/v3.rst     |  9 ++++-----
 docs/release.rst    |  6 ++++++
 zarr/convenience.py | 25 +++++++++++++++++++++++++
 3 files changed, 35 insertions(+), 5 deletions(-)

diff --git a/docs/api/v3.rst b/docs/api/v3.rst
index 7665b2ddd1..3503e3fe81 100644
--- a/docs/api/v3.rst
+++ b/docs/api/v3.rst
@@ -1,13 +1,12 @@
 V3 Specification Implementation(``zarr._storage.v3``)
 =====================================================
 
-This module contains the implementation of the `Zarr V3 Specification <https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html>`_.
+This module contains an experimental implementation of the `Zarr V3 Specification <https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html>`_.
 
 .. warning::
-    Since Zarr Python 2.12 release, this module provides experimental infrastructure for reading and
-    writing the upcoming V3 spec of the Zarr format. Users wishing to prepare for the migration can set
-    the environment variable ``ZARR_V3_EXPERIMENTAL_API=1`` to begin experimenting, however data
-    written with this API should be expected to become stale, as the implementation will still change.
+    The experimental v3 implementation included in Zarr Python >2.12,<3 is not aligned with the final
+    V3 specification. This version is deprecated and will be removed in Zarr Python 3.0 in favor of a
+    spec compliant version.
 
 The new ``zarr._store.v3`` package has the necessary classes and functions for evaluating Zarr V3.
 Since the design is not finalised, the classes and functions are not automatically imported into
diff --git a/docs/release.rst b/docs/release.rst
index 1c4e52f7c0..811ede3d58 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -36,6 +36,12 @@ Docs
 Maintenance
 ~~~~~~~~~~~
 
+Deprecations
+~~~~~~~~~~~~
+
+* Deprecate experimental v3 support by issuing a `FutureWarning`.
+  Also updated docs to warn about using the experimental v3 version.
+  By :user:`Joe Hamman <jhamman>` :issue:`1802` and :issue: `1807`.
 
 .. _release_2.17.2:
 
diff --git a/zarr/convenience.py b/zarr/convenience.py
index 7ca5d426f0..bd284e0844 100644
--- a/zarr/convenience.py
+++ b/zarr/convenience.py
@@ -55,6 +55,11 @@ def open(store: StoreLike = None, mode: str = "a", *, zarr_version=None, path=No
         The zarr protocol version to use. The default value of None will attempt
         to infer the version from `store` if possible, otherwise it will fall
         back to 2.
+
+        .. warning:: `zarr_version=3` is currently using the experimental Zarr V3
+          implementation. This implementation is not in sync with the final specification
+          and will be replaced with a spec compliant version in the version 3.0.
+
     path : str or None, optional
         The path within the store to open.
     **kwargs
@@ -150,6 +155,11 @@ def save_array(store: StoreLike, arr, *, zarr_version=None, path=None, **kwargs)
         The zarr protocol version to use when saving. The default value of None
         will attempt to infer the version from `store` if possible, otherwise
         it will fall back to 2.
+
+        .. warning:: `zarr_version=3` is currently using the experimental Zarr V3
+          implementation. This implementation is not in sync with the final specification
+          and will be replaced with a spec compliant version in the version 3.0.
+
     path : str or None, optional
         The path within the store where the array will be saved.
     kwargs
@@ -200,6 +210,11 @@ def save_group(store: StoreLike, *args, zarr_version=None, path=None, **kwargs):
         The zarr protocol version to use when saving. The default value of None
         will attempt to infer the version from `store` if possible, otherwise
         it will fall back to 2.
+
+        .. warning:: `zarr_version=3` is currently using the experimental Zarr V3
+          implementation. This implementation is not in sync with the final specification
+          and will be replaced with a spec compliant version in the version 3.0.
+
     path : str or None, optional
         Path within the store where the group will be saved.
     kwargs
@@ -282,6 +297,11 @@ def save(store: StoreLike, *args, zarr_version=None, path=None, **kwargs):
         The zarr protocol version to use when saving. The default value of None
         will attempt to infer the version from `store` if possible, otherwise
         it will fall back to 2.
+
+        .. warning:: `zarr_version=3` is currently using the experimental Zarr V3
+          implementation. This implementation is not in sync with the final specification
+          and will be replaced with a spec compliant version in the version 3.0.
+
     path : str or None, optional
         The path within the group where the arrays will be saved.
     kwargs
@@ -395,6 +415,11 @@ def load(store: StoreLike, zarr_version=None, path=None):
         The zarr protocol version to use when loading. The default value of
         None will attempt to infer the version from `store` if possible,
         otherwise it will fall back to 2.
+
+        .. warning:: `zarr_version=3` is currently using the experimental Zarr V3
+          implementation. This implementation is not in sync with the final specification
+          and will be replaced with a spec compliant version in the version 3.0.
+
     path : str or None, optional
         The path within the store from which to load.
 

From 5889e96ca22cdc2f5a1878048b3a859af8743d6c Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 30 Apr 2024 17:29:03 +0100
Subject: [PATCH 0502/1078] Disallow incomplete type definitions (#1814)

---
 pyproject.toml              |  9 +++++++++
 src/zarr/array.py           | 12 ++++++------
 src/zarr/codecs/sharding.py |  4 ++--
 src/zarr/indexing.py        |  6 +++---
 src/zarr/store/local.py     |  3 ++-
 5 files changed, 22 insertions(+), 12 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 3dcda98980..8244947a1e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -166,6 +166,8 @@ check_untyped_defs = true
 disallow_untyped_decorators = true
 disallow_any_generics = true
 
+disallow_incomplete_defs = true
+
 [[tool.mypy.overrides]]
 module = [
     "zarr.v2._storage.store",
@@ -196,6 +198,13 @@ module = [
 ]
 disallow_any_generics = false
 
+[[tool.mypy.overrides]]
+module = [
+    "zarr.v2.*",
+    "zarr.array_v2",
+    "zarr.group"
+]
+disallow_incomplete_defs = false
 
 [tool.pytest.ini_options]
 doctest_optionflags = [
diff --git a/src/zarr/array.py b/src/zarr/array.py
index c1263230c0..18e26b64dd 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -39,7 +39,7 @@
 from zarr.sync import sync
 
 
-def parse_array_metadata(data: Any):
+def parse_array_metadata(data: Any) -> ArrayMetadata:
     if isinstance(data, ArrayMetadata):
         return data
     elif isinstance(data, dict):
@@ -192,7 +192,7 @@ def dtype(self) -> np.dtype:
     def attrs(self) -> dict:
         return self.metadata.attributes
 
-    async def getitem(self, selection: Selection):
+    async def getitem(self, selection: Selection) -> np.ndarray:
         assert isinstance(self.metadata.chunk_grid, RegularChunkGrid)
         indexer = BasicIndexer(
             selection,
@@ -231,7 +231,7 @@ async def _read_chunk(
         chunk_selection: SliceSelection,
         out_selection: SliceSelection,
         out: np.ndarray,
-    ):
+    ) -> None:
         chunk_spec = self.metadata.get_chunk_spec(chunk_coords)
         chunk_key_encoding = self.metadata.chunk_key_encoding
         chunk_key = chunk_key_encoding.encode_chunk_key(chunk_coords)
@@ -301,7 +301,7 @@ async def _write_chunk(
         chunk_coords: ChunkCoords,
         chunk_selection: SliceSelection,
         out_selection: SliceSelection,
-    ):
+    ) -> None:
         chunk_spec = self.metadata.get_chunk_spec(chunk_coords)
         chunk_key_encoding = self.metadata.chunk_key_encoding
         chunk_key = chunk_key_encoding.encode_chunk_key(chunk_coords)
@@ -350,7 +350,7 @@ async def _write_chunk(
 
     async def _write_chunk_to_store(
         self, store_path: StorePath, chunk_array: np.ndarray, chunk_spec: ArraySpec
-    ):
+    ) -> None:
         if np.all(chunk_array == self.metadata.fill_value):
             # chunks that only contain fill_value will be removed
             await store_path.delete()
@@ -514,7 +514,7 @@ def metadata(self) -> ArrayMetadata:
     def store_path(self) -> StorePath:
         return self._async_array.store_path
 
-    def __getitem__(self, selection: Selection):
+    def __getitem__(self, selection: Selection) -> np.ndarray:
         return sync(
             self._async_array.getitem(selection),
             self._async_array.runtime_configuration.asyncio_loop,
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index 948e46f132..d4f8b7dfc9 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -195,7 +195,7 @@ def create_empty(cls, chunks_per_shard: ChunkCoords) -> _ShardBuilder:
         obj.index = _ShardIndex.create_empty(chunks_per_shard)
         return obj
 
-    def append(self, chunk_coords: ChunkCoords, value: BytesLike):
+    def append(self, chunk_coords: ChunkCoords, value: BytesLike) -> None:
         chunk_start = len(self.buf)
         chunk_length = len(value)
         self.buf.extend(value)
@@ -424,7 +424,7 @@ async def _read_chunk(
         shard_spec: ArraySpec,
         runtime_configuration: RuntimeConfiguration,
         out: np.ndarray,
-    ):
+    ) -> None:
         chunk_spec = self._get_chunk_spec(shard_spec)
         chunk_bytes = shard_dict.get(chunk_coords, None)
         if chunk_bytes is not None:
diff --git a/src/zarr/indexing.py b/src/zarr/indexing.py
index 7c1a4df226..75bed63384 100644
--- a/src/zarr/indexing.py
+++ b/src/zarr/indexing.py
@@ -13,7 +13,7 @@ def _ensure_tuple(v: Selection) -> SliceSelection:
     return v
 
 
-def _err_too_many_indices(selection: SliceSelection, shape: ChunkCoords):
+def _err_too_many_indices(selection: SliceSelection, shape: ChunkCoords) -> None:
     raise IndexError(
         "too many indices for array; expected {}, got {}".format(len(shape), len(selection))
     )
@@ -23,7 +23,7 @@ def _err_negative_step():
     raise IndexError("only slices with step >= 1 are supported")
 
 
-def _check_selection_length(selection: SliceSelection, shape: ChunkCoords):
+def _check_selection_length(selection: SliceSelection, shape: ChunkCoords) -> None:
     if len(selection) > len(shape):
         _err_too_many_indices(selection, shape)
 
@@ -179,7 +179,7 @@ def c_order_iter(chunks_per_shard: ChunkCoords) -> Iterator[ChunkCoords]:
     return itertools.product(*(range(x) for x in chunks_per_shard))
 
 
-def is_total_slice(item: Selection, shape: ChunkCoords):
+def is_total_slice(item: Selection, shape: ChunkCoords) -> bool:
     """Determine whether `item` specifies a complete slice of array with the
     given `shape`. Used to optimize __setitem__ operations on the Chunk
     class."""
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index 1e9e880875..73e3c6c0e1 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -34,13 +34,14 @@ def _put(
     value: BytesLike,
     start: Optional[int] = None,
     auto_mkdir: bool = True,
-):
+) -> int | None:
     if auto_mkdir:
         path.parent.mkdir(parents=True, exist_ok=True)
     if start is not None:
         with path.open("r+b") as f:
             f.seek(start)
             f.write(value)
+        return None
     else:
         return path.write_bytes(value)
 

From c1323c4dd0c41d2bf94b59e3ac3090f5c040ba23 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Thu, 2 May 2024 02:01:53 +0200
Subject: [PATCH 0503/1078] fix: add mypy to test dependencies (#1789)

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 pyproject.toml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 8244947a1e..76a3c668d3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -101,7 +101,8 @@ extra-dependencies = [
     "zstandard",
     "crc32c",
     "pytest-asyncio",
-    "typing_extensions"
+    "typing_extensions",
+    "mypy"
 ]
 features = ["extra"]
 

From 7fa17b8e1350e8fd254ea530c7806b484fe1fc60 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 2 May 2024 00:26:02 +0000
Subject: [PATCH 0504/1078] Bump h5py from 3.10.0 to 3.11.0 (#1786)

Bumps [h5py](https://github.com/h5py/h5py) from 3.10.0 to 3.11.0.
- [Release notes](https://github.com/h5py/h5py/releases)
- [Changelog](https://github.com/h5py/h5py/blob/master/docs/release_guide.rst)
- [Commits](https://github.com/h5py/h5py/compare/3.10.0...3.11.0)

---
updated-dependencies:
- dependency-name: h5py
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 809d1c0eee..951594460a 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -17,7 +17,7 @@ coverage
 pytest-cov==5.0.0
 pytest-doctestplus==1.2.1
 pytest-timeout==2.3.1
-h5py==3.10.0
+h5py==3.11.0
 fsspec==2023.12.2
 s3fs==2023.12.2
 moto[server]>=5.0.1

From 9331430dfb1e348b8b2e5c6290cbce0956fd0cf1 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 2 May 2024 00:26:56 +0000
Subject: [PATCH 0505/1078] Bump redis from 5.0.3 to 5.0.4 (#1810)

Bumps [redis](https://github.com/redis/redis-py) from 5.0.3 to 5.0.4.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v5.0.3...v5.0.4)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 951594460a..3456cca21a 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -8,7 +8,7 @@ ipywidgets==8.1.2
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.16.0 # pyup: ignore
-redis==5.0.3
+redis==5.0.4
 types-redis
 types-setuptools
 pymongo==4.6.3

From f44fd091da8a6ee4c5df5c8f1347bfbf94f4ceea Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 3 May 2024 18:59:18 +0100
Subject: [PATCH 0506/1078] Disallow untyped calls (#1811)

* Simplify mypy override lists

* Disallow untyped calls
---
 pyproject.toml       | 27 +++++++++++++++++----------
 src/zarr/common.py   |  2 +-
 src/zarr/indexing.py |  4 ++--
 3 files changed, 20 insertions(+), 13 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 76a3c668d3..9887c824ca 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -168,24 +168,19 @@ disallow_untyped_decorators = true
 disallow_any_generics = true
 
 disallow_incomplete_defs = true
+disallow_untyped_calls = true
 
 [[tool.mypy.overrides]]
 module = [
-    "zarr.v2._storage.store",
-    "zarr.v2._storage.v3_storage_transformers",
+    "zarr.v2.*",
     "zarr.group",
-    "zarr.v2.core",
-    "zarr.v2.hierarchy",
-    "zarr.v2.indexing",
-    "zarr.v2.storage",
-    "zarr.v2.sync",
-    "zarr.v2.util",
     "tests.*",
 ]
 check_untyped_defs = false
 
 [[tool.mypy.overrides]]
 module = [
+    "zarr.v2.*",
     "zarr.abc.codec",
     "zarr.codecs.bytes",
     "zarr.codecs.pipeline",
@@ -194,8 +189,6 @@ module = [
     "zarr.array_v2",
     "zarr.array",
     "zarr.sync",
-    "zarr.v2.convenience",
-    "zarr.v2.meta",
 ]
 disallow_any_generics = false
 
@@ -207,6 +200,20 @@ module = [
 ]
 disallow_incomplete_defs = false
 
+[[tool.mypy.overrides]]
+module = [
+    "zarr.v2.*",
+    "zarr.array_v2",
+    "zarr.array",
+    "zarr.common",
+    "zarr.store.local",
+    "zarr.codecs.blosc",
+    "zarr.codecs.gzip",
+    "zarr.codecs.zstd",
+]
+disallow_untyped_calls = false
+
+
 [tool.pytest.ini_options]
 doctest_optionflags = [
     "NORMALIZE_WHITESPACE",
diff --git a/src/zarr/common.py b/src/zarr/common.py
index 6940ec3fe3..7d8431f97e 100644
--- a/src/zarr/common.py
+++ b/src/zarr/common.py
@@ -79,7 +79,7 @@ class ArraySpec:
     dtype: np.dtype[Any]
     fill_value: Any
 
-    def __init__(self, shape, dtype, fill_value):
+    def __init__(self, shape: ChunkCoords, dtype: np.dtype[Any], fill_value: Any) -> None:
         shape_parsed = parse_shapelike(shape)
         dtype_parsed = parse_dtype(dtype)
         fill_value_parsed = parse_fill_value(fill_value)
diff --git a/src/zarr/indexing.py b/src/zarr/indexing.py
index 75bed63384..9f324eb5ea 100644
--- a/src/zarr/indexing.py
+++ b/src/zarr/indexing.py
@@ -19,7 +19,7 @@ def _err_too_many_indices(selection: SliceSelection, shape: ChunkCoords) -> None
     )
 
 
-def _err_negative_step():
+def _err_negative_step() -> None:
     raise IndexError("only slices with step >= 1 are supported")
 
 
@@ -50,7 +50,7 @@ class _ChunkDimProjection(NamedTuple):
     dim_out_sel: Optional[slice]
 
 
-def _ceildiv(a, b):
+def _ceildiv(a: float, b: float) -> int:
     return math.ceil(a / b)
 
 

From 19a28dfc54763c9a49e0bba2594d3124130f69a2 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 6 May 2024 08:27:56 -0700
Subject: [PATCH 0507/1078] chore(ci): add numpy 2 release candidate to test
 matrix (#1828)

* chore(ci): add numpy 2 release candidate to test matrix

* also add to pyproject.toml

* list env in ci

* specify numpy in matrix deps

* add list-env

* use np.inf

* more inf fixes
---
 .github/workflows/test.yml | 5 +++--
 pyproject.toml             | 8 ++++++--
 src/zarr/v2/meta.py        | 4 ++--
 tests/v2/test_meta.py      | 4 ++--
 4 files changed, 13 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index e767541c75..fee7380511 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -17,7 +17,7 @@ jobs:
     strategy:
       matrix:
         python-version: ['3.10', '3.11']
-        numpy-version: ['1.24', '1.26']
+        numpy-version: ['1.24', '1.26', '2.0.0rc1']
         dependency-set: ["minimal", "optional"]
 
     steps:
@@ -33,7 +33,8 @@ jobs:
         pip install hatch
     - name: Set Up Hatch Env
       run: |
-        hatch env create
+        hatch env create test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }}
+        hatch env run -e test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} list-env
     - name: Run Tests
       run: |
         hatch env run --env test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} run
diff --git a/pyproject.toml b/pyproject.toml
index 9887c824ca..b60b78dcdc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -92,6 +92,9 @@ version.source = "vcs"
 build.hooks.vcs.version-file = "src/zarr/_version.py"
 
 [tool.hatch.envs.test]
+dependencies = [
+    "numpy~={matrix:numpy}",
+]
 extra-dependencies = [
     "coverage",
     "pytest",
@@ -108,12 +111,12 @@ features = ["extra"]
 
 [[tool.hatch.envs.test.matrix]]
 python = ["3.10", "3.11"]
-numpy = ["1.24", "1.26"]
+numpy = ["1.24", "1.26", "2.0.0rc1"]
 version = ["minimal"]
 
 [[tool.hatch.envs.test.matrix]]
 python = ["3.10", "3.11"]
-numpy = ["1.24", "1.26"]
+numpy = ["1.24", "1.26", "2.0.0rc1"]
 features = ["optional"]
 
 [tool.hatch.envs.test.scripts]
@@ -121,6 +124,7 @@ run-coverage = "pytest --cov-config=pyproject.toml --cov=pkg --cov=tests"
 run = "run-coverage --no-cov"
 run-verbose = "run-coverage --verbose"
 run-mypy = "mypy src"
+list-env = "pip list"
 
 [tool.hatch.envs.docs]
 features = ['docs']
diff --git a/src/zarr/v2/meta.py b/src/zarr/v2/meta.py
index ee9cc57389..2f2f3b9487 100644
--- a/src/zarr/v2/meta.py
+++ b/src/zarr/v2/meta.py
@@ -217,9 +217,9 @@ def decode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) ->
             if v == "NaN":
                 return np.nan
             elif v == "Infinity":
-                return np.PINF
+                return np.inf
             elif v == "-Infinity":
-                return np.NINF
+                return -np.inf
             else:
                 return np.array(v, dtype=dtype)[()]
         elif dtype.kind in "c":
diff --git a/tests/v2/test_meta.py b/tests/v2/test_meta.py
index e6531adfb5..b7c00ec64c 100644
--- a/tests/v2/test_meta.py
+++ b/tests/v2/test_meta.py
@@ -325,8 +325,8 @@ def test_encode_decode_array_structured():
 def test_encode_decode_fill_values_nan():
     fills = (
         (np.nan, "NaN", np.isnan),
-        (np.NINF, "-Infinity", np.isneginf),
-        (np.PINF, "Infinity", np.isposinf),
+        (-np.inf, "-Infinity", np.isneginf),
+        (np.inf, "Infinity", np.isposinf),
     )
 
     for v, s, f in fills:

From 2f2914456e391ec77032223e9587b1d3ef5608aa Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 6 May 2024 15:33:09 -0700
Subject: [PATCH 0508/1078] deprecate(stores): add deprecation warnings to
 stores that we plan to remove in v3 (#1801)

* deprecate(stores): add deprecation warnings to DBMStore, LMDBStore, SQLiteStore, MongoDBStore, RedisStore, and ABSStore

* filter warnings in pytest config

* more deprecation warnings in docstrings

* add release note
---
 docs/release.rst          |  7 ++++
 pyproject.toml            |  1 +
 zarr/_storage/absstore.py | 15 ++++++++-
 zarr/_storage/store.py    |  5 +++
 zarr/storage.py           | 68 +++++++++++++++++++++++++++++++++++++++
 5 files changed, 95 insertions(+), 1 deletion(-)

diff --git a/docs/release.rst b/docs/release.rst
index 811ede3d58..5184ab5f9f 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -43,6 +43,13 @@ Deprecations
   Also updated docs to warn about using the experimental v3 version.
   By :user:`Joe Hamman <jhamman>` :issue:`1802` and :issue: `1807`.
 
+Deprecations
+~~~~~~~~~~~~
+* Deprecate the following stores: :class:`zarr.storage.DBMStore`, :class:`zarr.storage.LMDBStore`,
+  :class:`zarr.storage.SQLiteStore`, :class:`zarr.storage.MongoDBStore`, :class:`zarr.storage.RedisStore`,
+  and :class:`zarr.storage.ABSStore`. These stores are slated to be removed from Zarr-Python in version 3.0.
+  By :user:`Joe Hamman <jhamman>` :issue:`1801`.
+
 .. _release_2.17.2:
 
 2.17.2
diff --git a/pyproject.toml b/pyproject.toml
index 904c974424..f2356480bd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -137,6 +137,7 @@ filterwarnings = [
     "error:::zarr.*",
     "ignore:PY_SSIZE_T_CLEAN will be required.*:DeprecationWarning",
     "ignore:The loop argument is deprecated since Python 3.8.*:DeprecationWarning",
+    "ignore:The .* is deprecated and will be removed in a Zarr-Python version 3*:FutureWarning",
     "ignore:The experimental Zarr V3 implementation in this version .*:FutureWarning",
 ]
 
diff --git a/zarr/_storage/absstore.py b/zarr/_storage/absstore.py
index 217b2a29e0..5d2606f2f2 100644
--- a/zarr/_storage/absstore.py
+++ b/zarr/_storage/absstore.py
@@ -5,7 +5,14 @@
 
 from numcodecs.compat import ensure_bytes
 from zarr.util import normalize_storage_path
-from zarr._storage.store import _get_metadata_suffix, data_root, meta_root, Store, StoreV3
+from zarr._storage.store import (
+    _get_metadata_suffix,
+    data_root,
+    meta_root,
+    Store,
+    StoreV3,
+    V3_DEPRECATION_MESSAGE,
+)
 from zarr.types import DIMENSION_SEPARATOR
 
 __doctest_requires__ = {
@@ -73,6 +80,12 @@ def __init__(
         dimension_separator: Optional[DIMENSION_SEPARATOR] = None,
         client=None,
     ):
+        warnings.warn(
+            V3_DEPRECATION_MESSAGE.format(store=self.__class__.__name__),
+            FutureWarning,
+            stacklevel=3,
+        )
+
         self._dimension_separator = dimension_separator
         self.prefix = normalize_storage_path(prefix)
         if client is None:
diff --git a/zarr/_storage/store.py b/zarr/_storage/store.py
index 69986ecadd..dba29d13c0 100644
--- a/zarr/_storage/store.py
+++ b/zarr/_storage/store.py
@@ -26,6 +26,11 @@
 v3_api_available = os.environ.get("ZARR_V3_EXPERIMENTAL_API", "0").lower() not in ["0", "false"]
 _has_warned_about_v3 = False  # to avoid printing the warning multiple times
 
+V3_DEPRECATION_MESSAGE = (
+    "The {store} is deprecated and will be removed in a Zarr-Python version 3, see "
+    "https://github.com/zarr-developers/zarr-python/issues/1274 for more information."
+)
+
 
 def assert_zarr_v3_api_available():
     # we issue a warning about the experimental v3 implementation when it is first used
diff --git a/zarr/storage.py b/zarr/storage.py
index 10f55f0ba3..772fa7646a 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -88,6 +88,7 @@
     DEFAULT_ZARR_VERSION,
     BaseStore,
     Store,
+    V3_DEPRECATION_MESSAGE,
 )
 
 __doctest_requires__ = {
@@ -1604,6 +1605,12 @@ class NestedDirectoryStore(DirectoryStore):
     special handling for chunk keys so that chunk files for multidimensional
     arrays are stored in a nested directory tree.
 
+    .. deprecated:: 2.18.0
+            NestedDirectoryStore will be removed in Zarr-Python 3.0 where controlling
+            the chunk key encoding will be supported as part of the array metadata. See
+            `GH1274 <https://github.com/zarr-developers/zarr-python/issues/1274>`_
+            for more information.
+
     Parameters
     ----------
     path : string
@@ -1675,6 +1682,13 @@ class NestedDirectoryStore(DirectoryStore):
     def __init__(
         self, path, normalize_keys=False, dimension_separator: Optional[DIMENSION_SEPARATOR] = "/"
     ):
+
+        warnings.warn(
+            V3_DEPRECATION_MESSAGE.format(store=self.__class__.__name__),
+            FutureWarning,
+            stacklevel=2,
+        )
+
         super().__init__(path, normalize_keys=normalize_keys)
         if dimension_separator is None:
             dimension_separator = "/"
@@ -1995,6 +2009,11 @@ def migrate_1to2(store):
 class DBMStore(Store):
     """Storage class using a DBM-style database.
 
+    .. deprecated:: 2.18.0
+            DBMStore will be removed in Zarr-Python 3.0. See
+            `GH1274 <https://github.com/zarr-developers/zarr-python/issues/1274>`_
+            for more information.
+
     Parameters
     ----------
     path : string
@@ -2083,6 +2102,12 @@ def __init__(
         dimension_separator: Optional[DIMENSION_SEPARATOR] = None,
         **open_kwargs,
     ):
+        warnings.warn(
+            V3_DEPRECATION_MESSAGE.format(store=self.__class__.__name__),
+            FutureWarning,
+            stacklevel=2,
+        )
+
         if open is None:
             import dbm
 
@@ -2200,6 +2225,10 @@ class LMDBStore(Store):
     """Storage class using LMDB. Requires the `lmdb <https://lmdb.readthedocs.io/>`_
     package to be installed.
 
+    .. deprecated:: 2.18.0
+        LMDBStore will be removed in Zarr-Python 3.0. See
+        `GH1274 <https://github.com/zarr-developers/zarr-python/issues/1274>`_
+        for more information.
 
     Parameters
     ----------
@@ -2261,6 +2290,12 @@ def __init__(
     ):
         import lmdb
 
+        warnings.warn(
+            V3_DEPRECATION_MESSAGE.format(store=self.__class__.__name__),
+            FutureWarning,
+            stacklevel=2,
+        )
+
         # set default memory map size to something larger than the lmdb default, which is
         # very likely to be too small for any moderate array (logic copied from zict)
         map_size = 2**40 if sys.maxsize >= 2**32 else 2**28
@@ -2580,6 +2615,11 @@ def __delitem__(self, key):
 class SQLiteStore(Store):
     """Storage class using SQLite.
 
+    .. deprecated:: 2.18.0
+            SQLiteStore will be removed in Zarr-Python 3.0. See
+            `GH1274 <https://github.com/zarr-developers/zarr-python/issues/1274>`_
+            for more information.
+
     Parameters
     ----------
     path : string
@@ -2612,6 +2652,12 @@ class SQLiteStore(Store):
     def __init__(self, path, dimension_separator: Optional[DIMENSION_SEPARATOR] = None, **kwargs):
         import sqlite3
 
+        warnings.warn(
+            V3_DEPRECATION_MESSAGE.format(store=self.__class__.__name__),
+            FutureWarning,
+            stacklevel=2,
+        )
+
         self._dimension_separator = dimension_separator
 
         # normalize path
@@ -2778,6 +2824,11 @@ class MongoDBStore(Store):
 
     .. note:: This is an experimental feature.
 
+    .. deprecated:: 2.18.0
+            MongoDBStore will be removed in Zarr-Python 3.0. See
+            `GH1274 <https://github.com/zarr-developers/zarr-python/issues/1274>`_
+            for more information.
+
     Requires the `pymongo <https://pymongo.readthedocs.io/en/stable/>`_
     package to be installed.
 
@@ -2810,6 +2861,12 @@ def __init__(
     ):
         import pymongo
 
+        warnings.warn(
+            V3_DEPRECATION_MESSAGE.format(store=self.__class__.__name__),
+            FutureWarning,
+            stacklevel=2,
+        )
+
         self._database = database
         self._collection = collection
         self._dimension_separator = dimension_separator
@@ -2866,6 +2923,11 @@ class RedisStore(Store):
 
     .. note:: This is an experimental feature.
 
+    .. deprecated:: 2.18.0
+            RedisStore will be removed in Zarr-Python 3.0. See
+            `GH1274 <https://github.com/zarr-developers/zarr-python/issues/1274>`_
+            for more information.
+
     Requires the `redis <https://redis-py.readthedocs.io/>`_
     package to be installed.
 
@@ -2885,6 +2947,12 @@ def __init__(
     ):
         import redis
 
+        warnings.warn(
+            V3_DEPRECATION_MESSAGE.format(store=self.__class__.__name__),
+            FutureWarning,
+            stacklevel=2,
+        )
+
         self._prefix = prefix
         self._kwargs = kwargs
         self._dimension_separator = dimension_separator

From dd0ea50bcf5b061e0b8b18e927f8770279c33492 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Tue, 7 May 2024 01:27:37 +0200
Subject: [PATCH 0509/1078] fix dependencies (#1840)

---
 pyproject.toml | 12 +++---------
 1 file changed, 3 insertions(+), 9 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index b60b78dcdc..37a1e817c6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,6 +16,9 @@ dependencies = [
     'numpy>=1.24',
     'fasteners',
     'numcodecs>=0.10.0',
+    'crc32c',
+    'zstandard',
+    'typing_extensions',
 ]
 dynamic = [
   "version",
@@ -54,15 +57,9 @@ docs = [
     'numcodecs[msgpack]',
     "msgpack",
     "lmdb",
-    "zstandard",
-    "crc32c",
 ]
 extra = [
-    'attrs',
-    'cattrs',
     'msgpack',
-    'crc32c',
-    'zstandard'
 ]
 optional = [
     'lmdb',
@@ -101,10 +98,7 @@ extra-dependencies = [
     "pytest-cov",
     "msgpack",
     "lmdb",
-    "zstandard",
-    "crc32c",
     "pytest-asyncio",
-    "typing_extensions",
     "mypy"
 ]
 features = ["extra"]

From 863c3c0838adc1f65eb5fcddb6cf8fd65480acb5 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 6 May 2024 21:56:37 -0700
Subject: [PATCH 0510/1078] use np.inf instead of PINF/NINF (#1842)

* use np.inf instead of PINF/NINF

* update release notes
---
 docs/release.rst        | 12 +++++-------
 zarr/meta.py            |  4 ++--
 zarr/tests/test_meta.py |  4 ++--
 3 files changed, 9 insertions(+), 11 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 5184ab5f9f..0cb1777210 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -25,9 +25,8 @@ Unreleased
 
 Enhancements
 ~~~~~~~~~~~~
-* Performance improvement for reading and writing chunks if any of the dimensions is size 1. :issue:`1730`
-  By :user:`Deepak Cherian <dcherian>`.
-
+* Performance improvement for reading and writing chunks if any of the dimensions is size 1.
+  By :user:`Deepak Cherian <dcherian>` :issue:`1730`.
 
 Docs
 ~~~~
@@ -35,16 +34,15 @@ Docs
 
 Maintenance
 ~~~~~~~~~~~
+* Minor updates to use `np.inf` instead of `np.PINF` / `np.NINF` in preparation for NumPy 2.0.0 release. 
+  By :user:`Joe Hamman <jhamman>` :issue:`1842`.
 
 Deprecations
 ~~~~~~~~~~~~
 
 * Deprecate experimental v3 support by issuing a `FutureWarning`.
   Also updated docs to warn about using the experimental v3 version.
-  By :user:`Joe Hamman <jhamman>` :issue:`1802` and :issue: `1807`.
-
-Deprecations
-~~~~~~~~~~~~
+  By :user:`Joe Hamman <jhamman>` :issue:`1802` and :issue:`1807`.
 * Deprecate the following stores: :class:`zarr.storage.DBMStore`, :class:`zarr.storage.LMDBStore`,
   :class:`zarr.storage.SQLiteStore`, :class:`zarr.storage.MongoDBStore`, :class:`zarr.storage.RedisStore`,
   and :class:`zarr.storage.ABSStore`. These stores are slated to be removed from Zarr-Python in version 3.0.
diff --git a/zarr/meta.py b/zarr/meta.py
index 4b360270de..747d8bec8a 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -227,9 +227,9 @@ def decode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) ->
             if v == "NaN":
                 return np.nan
             elif v == "Infinity":
-                return np.PINF
+                return np.inf
             elif v == "-Infinity":
-                return np.NINF
+                return -np.inf
             else:
                 return np.array(v, dtype=dtype)[()]
         elif dtype.kind in "c":
diff --git a/zarr/tests/test_meta.py b/zarr/tests/test_meta.py
index c85d3f923f..54347835d7 100644
--- a/zarr/tests/test_meta.py
+++ b/zarr/tests/test_meta.py
@@ -382,8 +382,8 @@ def test_encode_decode_array_structured():
 def test_encode_decode_fill_values_nan():
     fills = (
         (np.nan, "NaN", np.isnan),
-        (np.NINF, "-Infinity", np.isneginf),
-        (np.PINF, "Infinity", np.isposinf),
+        (-np.inf, "-Infinity", np.isneginf),
+        (np.inf, "Infinity", np.isposinf),
     )
 
     for v, s, f in fills:

From 360eb53f636c33bf255682f53078e91bf6e24094 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 6 May 2024 22:40:05 -0700
Subject: [PATCH 0511/1078] chore: update pre-commit hooks (#1825)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.4.1 → v0.4.3](https://github.com/astral-sh/ruff-pre-commit/compare/v0.4.1...v0.4.3)
- [github.com/psf/black: 24.4.0 → 24.4.2](https://github.com/psf/black/compare/24.4.0...24.4.2)
- [github.com/pre-commit/mirrors-mypy: v1.9.0 → v1.10.0](https://github.com/pre-commit/mirrors-mypy/compare/v1.9.0...v1.10.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 0aa13b31a3..747cb86688 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,11 +8,11 @@ default_language_version:
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: 'v0.4.1'
+    rev: 'v0.4.3'
     hooks:
     - id: ruff
   - repo: https://github.com/psf/black
-    rev: 24.4.0
+    rev: 24.4.2
     hooks:
     - id: black
   - repo: https://github.com/codespell-project/codespell
@@ -24,7 +24,7 @@ repos:
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.9.0
+    rev: v1.10.0
     hooks:
       - id: mypy
         files: zarr

From 7e944f099172fa1b7413c7b54a7c7685a6538d4f Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 7 May 2024 15:39:15 +0100
Subject: [PATCH 0512/1078] Add pytest to mypy dependencies (#1846)

---
 .pre-commit-config.yaml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 3fec787b74..dcbccf6e97 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -31,3 +31,4 @@ repos:
           - types-redis
           - types-setuptools
           - attrs
+          - pytest

From 270aff18dc780a0a9e7409455277aae017190765 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 7 May 2024 17:29:34 +0200
Subject: [PATCH 0513/1078] Enable ruff/bugbear rules (B) and fix issues
 (#1702)

* Enable ruff/bugbear rules (B)

As suggested by Repo-Review.

* Fix ruff/bugbear issue (B007)

B007 Loop control variable `key` not used within loop body

https://docs.astral.sh/ruff/rules/unused-loop-control-variable/

* Fix ruff/bugbear issue (B015)

B015 Pointless comparison. Did you mean to assign a value?
     Otherwise, prepend `assert` or remove it.

https://docs.astral.sh/ruff/rules/useless-comparison/

* Fix ruff/bugbear issues (B028)

B028 No explicit `stacklevel` keyword argument found

https://docs.astral.sh/ruff/rules/no-explicit-stacklevel/

* Fix ruff/bugbear issues (B904)

B904 Within an `except` clause, raise exceptions with `raise ... from err` or
     `raise ... from None` to distinguish them from errors in exception handling

https://docs.astral.sh/ruff/rules/raise-without-from-inside-except/

* Document changes in docs/release.rst

* Disable ruff/bugbear rule (B017)

B017 `pytest.raises(Exception)` should be considered evil

https://docs.astral.sh/ruff/rules/assert-raises-exception/

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 docs/release.rst                         |  3 +++
 pyproject.toml                           |  5 +++++
 zarr/_storage/absstore.py                |  8 ++++----
 zarr/_storage/v3_storage_transformers.py |  8 ++++----
 zarr/core.py                             |  4 ++--
 zarr/creation.py                         |  2 +-
 zarr/hierarchy.py                        | 10 +++++-----
 zarr/indexing.py                         |  2 +-
 zarr/meta.py                             |  6 +++---
 zarr/meta_v1.py                          |  2 +-
 zarr/n5.py                               | 22 +++++++++++++++++-----
 zarr/storage.py                          | 16 ++++++++++------
 zarr/tests/test_meta.py                  |  2 +-
 zarr/tests/test_storage.py               |  6 +++---
 zarr/tests/test_storage_v3.py            |  2 +-
 zarr/util.py                             | 12 ++++++------
 16 files changed, 67 insertions(+), 43 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 0cb1777210..e2bc40bf99 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -34,6 +34,9 @@ Docs
 
 Maintenance
 ~~~~~~~~~~~
+* Enable ruff/bugbear rules (B) and fix issues.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1702`.
+
 * Minor updates to use `np.inf` instead of `np.PINF` / `np.NINF` in preparation for NumPy 2.0.0 release. 
   By :user:`Joe Hamman <jhamman>` :issue:`1842`.
 
diff --git a/pyproject.toml b/pyproject.toml
index f2356480bd..dacd45ec2c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -103,6 +103,11 @@ exclude = [
     "docs"
 ]
 
+[tool.ruff.lint]
+extend-select = [
+    "B"
+]
+
 [tool.black]
 line-length = 100
 exclude = '''
diff --git a/zarr/_storage/absstore.py b/zarr/_storage/absstore.py
index 5d2606f2f2..1e49754f38 100644
--- a/zarr/_storage/absstore.py
+++ b/zarr/_storage/absstore.py
@@ -156,8 +156,8 @@ def __getitem__(self, key):
         blob_name = self._append_path_to_prefix(key)
         try:
             return self.client.download_blob(blob_name).readall()
-        except ResourceNotFoundError:
-            raise KeyError(f"Blob {blob_name} not found")
+        except ResourceNotFoundError as e:
+            raise KeyError(f"Blob {blob_name} not found") from e
 
     def __setitem__(self, key, value):
         value = ensure_bytes(value)
@@ -169,8 +169,8 @@ def __delitem__(self, key):
 
         try:
             self.client.delete_blob(self._append_path_to_prefix(key))
-        except ResourceNotFoundError:
-            raise KeyError(f"Blob {key} not found")
+        except ResourceNotFoundError as e:
+            raise KeyError(f"Blob {key} not found") from e
 
     def __eq__(self, other):
         return (
diff --git a/zarr/_storage/v3_storage_transformers.py b/zarr/_storage/v3_storage_transformers.py
index 37e56f8ecd..00467d44f9 100644
--- a/zarr/_storage/v3_storage_transformers.py
+++ b/zarr/_storage/v3_storage_transformers.py
@@ -183,8 +183,8 @@ def __getitem__(self, key):
             shard_key, chunk_subkey = self._key_to_shard(key)
             try:
                 full_shard_value = self.inner_store[shard_key]
-            except KeyError:
-                raise KeyError(key)
+            except KeyError as e:
+                raise KeyError(key) from e
             index = self._get_index_from_buffer(full_shard_value)
             chunk_slice = index.get_chunk_slice(chunk_subkey)
             if chunk_slice is not None:
@@ -265,8 +265,8 @@ def __delitem__(self, key):
             shard_key, chunk_subkey = self._key_to_shard(key)
             try:
                 index = self._get_index_from_store(shard_key)
-            except KeyError:
-                raise KeyError(key)
+            except KeyError as e:
+                raise KeyError(key) from e
 
             index.set_chunk_slice(chunk_subkey, None)
 
diff --git a/zarr/core.py b/zarr/core.py
index 1bd081acee..6aa86b6465 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -200,8 +200,8 @@ def _load_metadata_nosync(self):
         try:
             mkey = _prefix_to_array_key(self._store, self._key_prefix)
             meta_bytes = self._store[mkey]
-        except KeyError:
-            raise ArrayNotFoundError(self._path)
+        except KeyError as e:
+            raise ArrayNotFoundError(self._path) from e
         else:
             # decode and store metadata as instance members
             meta = self._store._metadata_class.decode_array_metadata(meta_bytes)
diff --git a/zarr/creation.py b/zarr/creation.py
index c541531d54..9b2b1d6d4c 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -297,7 +297,7 @@ def _kwargs_compat(compressor, fill_value, kwargs):
 
     # ignore other keyword arguments
     for k in kwargs:
-        warn(f"ignoring keyword argument {k!r}")
+        warn(f"ignoring keyword argument {k!r}", stacklevel=2)
 
     return compressor, fill_value
 
diff --git a/zarr/hierarchy.py b/zarr/hierarchy.py
index 0fb07dd620..8894a5ed57 100644
--- a/zarr/hierarchy.py
+++ b/zarr/hierarchy.py
@@ -187,16 +187,16 @@ def __init__(
             mkey = _prefix_to_group_key(self._store, self._key_prefix)
             assert not mkey.endswith("root/.group")
             meta_bytes = store[mkey]
-        except KeyError:
+        except KeyError as e:
             if self._version == 2:
-                raise GroupNotFoundError(path)
+                raise GroupNotFoundError(path) from e
             else:
                 implicit_prefix = meta_root + self._key_prefix
                 if self._store.list_prefix(implicit_prefix):
                     # implicit group does not have any metadata
                     self._meta = None
                 else:
-                    raise GroupNotFoundError(path)
+                    raise GroupNotFoundError(path) from e
         else:
             self._meta = self._store._metadata_class.decode_group_metadata(meta_bytes)
 
@@ -536,8 +536,8 @@ def __getattr__(self, item):
         # allow access to group members via dot notation
         try:
             return self.__getitem__(item)
-        except KeyError:
-            raise AttributeError
+        except KeyError as e:
+            raise AttributeError from e
 
     def __dir__(self):
         # noinspection PyUnresolvedReferences
diff --git a/zarr/indexing.py b/zarr/indexing.py
index 9889fcadad..2f2402fe27 100644
--- a/zarr/indexing.py
+++ b/zarr/indexing.py
@@ -932,7 +932,7 @@ def check_fields(fields, dtype):
                 # multiple field selection
                 out_dtype = np.dtype([(f, dtype[f]) for f in fields])
         except KeyError as e:
-            raise IndexError(f"invalid 'fields' argument, field not found: {e!r}")
+            raise IndexError(f"invalid 'fields' argument, field not found: {e!r}") from e
         else:
             return out_dtype
     else:
diff --git a/zarr/meta.py b/zarr/meta.py
index 747d8bec8a..5430ab305d 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -310,8 +310,8 @@ def decode_dtype(cls, d, validate=True):
             # extract the type from the extension info
             try:
                 d = d["type"]
-            except KeyError:
-                raise KeyError("Extended dtype info must provide a key named 'type'.")
+            except KeyError as e:
+                raise KeyError("Extended dtype info must provide a key named 'type'.") from e
         d = cls._decode_dtype_descr(d)
         dtype = np.dtype(d)
         if validate:
@@ -518,7 +518,7 @@ def decode_array_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType
                 meta["storage_transformers"] = storage_transformers
 
         except Exception as e:
-            raise MetadataError(f"error decoding metadata: {e}")
+            raise MetadataError(f"error decoding metadata: {e}") from e
         else:
             return meta
 
diff --git a/zarr/meta_v1.py b/zarr/meta_v1.py
index 65bfd3488e..714f55f477 100644
--- a/zarr/meta_v1.py
+++ b/zarr/meta_v1.py
@@ -23,7 +23,7 @@ def decode_metadata(b):
             order=meta["order"],
         )
     except Exception as e:
-        raise MetadataError(f"error decoding metadata: {e}")
+        raise MetadataError(f"error decoding metadata: {e}") from e
     else:
         return meta
 
diff --git a/zarr/n5.py b/zarr/n5.py
index fdd3d5babf..3d3e9afa26 100644
--- a/zarr/n5.py
+++ b/zarr/n5.py
@@ -125,7 +125,11 @@ def __setitem__(self, key: str, value: Any):
 
             for k in n5_keywords:
                 if k in zarr_attrs:
-                    warnings.warn(f"Attribute {k} is a reserved N5 keyword", UserWarning)
+                    warnings.warn(
+                        f"Attribute {k} is a reserved N5 keyword",
+                        UserWarning,
+                        stacklevel=2,
+                    )
 
             # remove previous user attributes
             for k in list(n5_attrs.keys()):
@@ -327,7 +331,10 @@ class N5FSStore(FSStore):
     def __init__(self, *args, **kwargs):
         if "dimension_separator" in kwargs:
             kwargs.pop("dimension_separator")
-            warnings.warn("Keyword argument `dimension_separator` will be ignored")
+            warnings.warn(
+                "Keyword argument `dimension_separator` will be ignored",
+                stacklevel=2,
+            )
         dimension_separator = "."
         super().__init__(*args, dimension_separator=dimension_separator, **kwargs)
 
@@ -411,7 +418,11 @@ def __setitem__(self, key: str, value: Any):
 
             for k in n5_keywords:
                 if k in zarr_attrs.keys():
-                    warnings.warn(f"Attribute {k} is a reserved N5 keyword", UserWarning)
+                    warnings.warn(
+                        f"Attribute {k} is a reserved N5 keyword",
+                        UserWarning,
+                        stacklevel=2,
+                    )
 
             # replace previous user attributes
             for k in list(n5_attrs.keys()):
@@ -597,8 +608,8 @@ def array_metadata_to_n5(array_metadata: Dict[str, Any], top_level=False) -> Dic
         array_metadata["n5"] = N5_FORMAT
     try:
         dtype = np.dtype(array_metadata["dataType"])
-    except TypeError:
-        raise TypeError(f"Data type {array_metadata['dataType']} is not supported by N5")
+    except TypeError as e:
+        raise TypeError(f"Data type {array_metadata['dataType']} is not supported by N5") from e
 
     array_metadata["dataType"] = dtype.name
     array_metadata["dimensions"] = array_metadata["dimensions"][::-1]
@@ -711,6 +722,7 @@ def compressor_config_to_n5(compressor_config: Optional[Dict[str, Any]]) -> Dict
                 "Not all N5 implementations support lzma compression (yet). You "
                 "might not be able to open the dataset with another N5 library.",
                 RuntimeWarning,
+                stacklevel=2,
             )
             n5_config["format"] = _compressor_config["format"]
             n5_config["check"] = _compressor_config["check"]
diff --git a/zarr/storage.py b/zarr/storage.py
index 772fa7646a..f412870f75 100644
--- a/zarr/storage.py
+++ b/zarr/storage.py
@@ -589,11 +589,15 @@ def _init_array_metadata(
                     "missing object_codec for object array; this will raise a "
                     "ValueError in version 3.0",
                     FutureWarning,
+                    stacklevel=2,
                 )
         else:
             filters_config.insert(0, object_codec.get_config())
     elif object_codec is not None:
-        warnings.warn("an object_codec is only needed for object arrays")
+        warnings.warn(
+            "an object_codec is only needed for object arrays",
+            stacklevel=2,
+        )
 
     # use null to indicate no filters
     if not filters_config:
@@ -869,8 +873,8 @@ def __getitem__(self, item: str):
         parent, key = self._get_parent(item)
         try:
             value = parent[key]
-        except KeyError:
-            raise KeyError(item)
+        except KeyError as e:
+            raise KeyError(item) from e
         else:
             if isinstance(value, self.cls):
                 raise KeyError(item)
@@ -888,8 +892,8 @@ def __delitem__(self, item: str):
             parent, key = self._get_parent(item)
             try:
                 del parent[key]
-            except KeyError:
-                raise KeyError(item)
+            except KeyError as e:
+                raise KeyError(item) from e
 
     def __contains__(self, item: str):  # type: ignore[override]
         try:
@@ -1137,7 +1141,7 @@ def __setitem__(self, key, value):
                 os.makedirs(dir_path)
             except OSError as e:
                 if e.errno != errno.EEXIST:
-                    raise KeyError(key)
+                    raise KeyError(key) from e
 
         # write to temporary file
         # note we're not using tempfile.NamedTemporaryFile to avoid restrictive file permissions
diff --git a/zarr/tests/test_meta.py b/zarr/tests/test_meta.py
index 54347835d7..f9010d6788 100644
--- a/zarr/tests/test_meta.py
+++ b/zarr/tests/test_meta.py
@@ -601,7 +601,7 @@ def test_metadata3_exceptions():
     required = ["zarr_format", "metadata_encoding", "metadata_key_suffix", "extensions"]
     for key in required:
         meta = copy.copy(_default_entry_point_metadata_v3)
-        meta.pop("zarr_format")
+        meta.pop(key)
         with pytest.raises(ValueError):
             # cannot encode metadata that is missing a required key
             Metadata3.encode_hierarchy_metadata(meta)
diff --git a/zarr/tests/test_storage.py b/zarr/tests/test_storage.py
index ae8a56fa61..da690f5959 100644
--- a/zarr/tests/test_storage.py
+++ b/zarr/tests/test_storage.py
@@ -1353,13 +1353,13 @@ def test_exceptions(self, memory_store):
         # no exception from FSStore.getitems getting KeyError
         assert group.store.getitems(["foo"], contexts={}) == {}
         # exception from FSStore.getitems getting AttributeError
-        with pytest.raises(Exception):
+        with pytest.raises(Exception):  # noqa: B017
             group.store.getitems(["x/0"], contexts={})
         # exception from FSStore.getitems getting AttributeError
-        with pytest.raises(Exception):
+        with pytest.raises(Exception):  # noqa: B017
             x[...]
         # exception from FSStore.__getitem__ getting AttributeError
-        with pytest.raises(Exception):
+        with pytest.raises(Exception):  # noqa: B017
             y[...]
 
 
diff --git a/zarr/tests/test_storage_v3.py b/zarr/tests/test_storage_v3.py
index c096f9cb02..e8675786e0 100644
--- a/zarr/tests/test_storage_v3.py
+++ b/zarr/tests/test_storage_v3.py
@@ -286,7 +286,7 @@ def test_rename_nonexisting(self):
 
     def test_get_partial_values(self):
         store = self.create_store()
-        store.supports_efficient_get_partial_values in [True, False]
+        assert store.supports_efficient_get_partial_values in [True, False]
         store[data_root + "foo"] = b"abcdefg"
         store[data_root + "baz"] = b"z"
         assert [b"a"] == store.get_partial_values([(data_root + "foo", (0, 1))])
diff --git a/zarr/util.py b/zarr/util.py
index e58aed80ab..8a96f92c24 100644
--- a/zarr/util.py
+++ b/zarr/util.py
@@ -198,11 +198,11 @@ def normalize_dtype(dtype: Union[str, np.dtype], object_codec) -> Tuple[np.dtype
                     args = []
                 try:
                     object_codec = codec_registry[codec_id](*args)
-                except KeyError:  # pragma: no cover
+                except KeyError as e:  # pragma: no cover
                     raise ValueError(
                         f"codec {codec_id!r} for object type {key!r} is not "
                         f"available; please provide an object_codec manually"
-                    )
+                    ) from e
             return dtype, object_codec
 
     dtype = np.dtype(dtype)
@@ -332,7 +332,7 @@ def normalize_fill_value(fill_value, dtype: np.dtype):
             raise ValueError(
                 f"fill_value {fill_value!r} is not valid for dtype {dtype}; "
                 f"nested exception: {e}"
-            )
+            ) from e
 
     return fill_value
 
@@ -492,13 +492,13 @@ def tree_widget_sublist(node, root=False, expand=False):
 def tree_widget(group, expand, level):
     try:
         import ipytree
-    except ImportError as error:
+    except ImportError as e:
         raise ImportError(
-            f"{error}: Run `pip install zarr[jupyter]` or `conda install ipytree`"
+            f"{e}: Run `pip install zarr[jupyter]` or `conda install ipytree`"
             f"to get the required ipytree dependency for displaying the tree "
             f"widget. If using jupyterlab<3, you also need to run "
             f"`jupyter labextension install ipytree`"
-        )
+        ) from e
 
     result = ipytree.Tree()
     root = TreeNode(group, level=level)

From 4f5ca4bd3669048779e60e94d4d6d979d1252121 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 7 May 2024 08:30:49 -0700
Subject: [PATCH 0514/1078] chore(pre-commit): update pre-commit versions and
 remove attrs dep mypy (#1848)

section
---
 .pre-commit-config.yaml | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index dcbccf6e97..70812439ca 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: 'v0.4.1'
+    rev: 'v0.4.3'
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
@@ -22,7 +22,7 @@ repos:
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.9.0
+    rev: v1.10.0
     hooks:
       - id: mypy
         files: src
@@ -30,5 +30,4 @@ repos:
         additional_dependencies:
           - types-redis
           - types-setuptools
-          - attrs
           - pytest

From 8d483c98322ce5e22fa223f94f07a2deab532090 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 7 May 2024 08:52:21 -0700
Subject: [PATCH 0515/1078] Remove implicit groups (#1827)

* wip: more group members work

* remove implicit groups

refactor Group.getitem and Group.open to better handle loading members
for v2/v3

* tidy
---
 src/zarr/codecs/bytes.py |   1 -
 src/zarr/group.py        | 112 +++++++++++++++++++++------------------
 tests/v3/test_group.py   |  14 ++---
 3 files changed, 65 insertions(+), 62 deletions(-)

diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index 1b872ac6c6..aa24c3167e 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -82,7 +82,6 @@ async def decode(
             dtype = np.dtype(f"{prefix}{chunk_spec.dtype.str[1:]}")
         else:
             dtype = np.dtype(f"|{chunk_spec.dtype.str[1:]}")
-        print(dtype)
         chunk_array = np.frombuffer(chunk_bytes, dtype)
 
         # ensure correct chunk shape
diff --git a/src/zarr/group.py b/src/zarr/group.py
index c40b5f9a34..c9b729f4c9 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -109,37 +109,52 @@ async def open(
         cls,
         store: StoreLike,
         runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
-        zarr_format: Literal[2, 3] = 3,
+        zarr_format: Literal[2, 3, None] = 3,
     ) -> AsyncGroup:
         store_path = make_store_path(store)
-        zarr_json_bytes = await (store_path / ZARR_JSON).get()
-        assert zarr_json_bytes is not None
-
-        # TODO: consider trying to autodiscover the zarr-format here
-        if zarr_format == 3:
-            # V3 groups are comprised of a zarr.json object
-            # (it is optional in the case of implicit groups)
-            zarr_json_bytes = await (store_path / ZARR_JSON).get()
-            zarr_json = (
-                json.loads(zarr_json_bytes) if zarr_json_bytes is not None else {"zarr_format": 3}
-            )
 
-        elif zarr_format == 2:
-            # V2 groups are comprised of a .zgroup and .zattrs objects
-            # (both are optional in the case of implicit groups)
+        if zarr_format == 2:
             zgroup_bytes, zattrs_bytes = await asyncio.gather(
                 (store_path / ZGROUP_JSON).get(), (store_path / ZATTRS_JSON).get()
             )
-            zgroup = (
-                json.loads(json.loads(zgroup_bytes))
-                if zgroup_bytes is not None
-                else {"zarr_format": 2}
+            if zgroup_bytes is None:
+                raise KeyError(store_path)  # filenotfounderror?
+        elif zarr_format == 3:
+            zarr_json_bytes = await (store_path / ZARR_JSON).get()
+            if zarr_json_bytes is None:
+                raise KeyError(store_path)  # filenotfounderror?
+        elif zarr_format is None:
+            zarr_json_bytes, zgroup_bytes, zattrs_bytes = await asyncio.gather(
+                (store_path / ZARR_JSON).get(),
+                (store_path / ZGROUP_JSON).get(),
+                (store_path / ZATTRS_JSON).get(),
             )
-            zattrs = json.loads(json.loads(zattrs_bytes)) if zattrs_bytes is not None else {}
-            zarr_json = {**zgroup, "attributes": zattrs}
+            if zarr_json_bytes is not None and zgroup_bytes is not None:
+                # TODO: revisit this exception type
+                # alternatively, we could warn and favor v3
+                raise ValueError("Both zarr.json and .zgroup objects exist")
+            if zarr_json_bytes is None and zgroup_bytes is None:
+                raise KeyError(store_path)  # filenotfounderror?
+            # set zarr_format based on which keys were found
+            if zarr_json_bytes is not None:
+                zarr_format = 3
+            else:
+                zarr_format = 2
         else:
             raise ValueError(f"unexpected zarr_format: {zarr_format}")
-        return cls.from_dict(store_path, zarr_json, runtime_configuration)
+
+        if zarr_format == 2:
+            # V2 groups are comprised of a .zgroup and .zattrs objects
+            assert zgroup_bytes is not None
+            zgroup = json.loads(zgroup_bytes)
+            zattrs = json.loads(zattrs_bytes) if zattrs_bytes is not None else {}
+            group_metadata = {**zgroup, "attributes": zattrs}
+        else:
+            # V3 groups are comprised of a zarr.json object
+            assert zarr_json_bytes is not None
+            group_metadata = json.loads(zarr_json_bytes)
+
+        return cls.from_dict(store_path, group_metadata, runtime_configuration)
 
     @classmethod
     def from_dict(
@@ -174,13 +189,7 @@ async def getitem(
         if self.metadata.zarr_format == 3:
             zarr_json_bytes = await (store_path / ZARR_JSON).get()
             if zarr_json_bytes is None:
-                # implicit group?
-                logger.warning("group at %s is an implicit group", store_path)
-                zarr_json = {
-                    "zarr_format": self.metadata.zarr_format,
-                    "node_type": "group",
-                    "attributes": {},
-                }
+                raise KeyError(key)
             else:
                 zarr_json = json.loads(zarr_json_bytes)
             if zarr_json["node_type"] == "group":
@@ -200,6 +209,9 @@ async def getitem(
                 (store_path / ZATTRS_JSON).get(),
             )
 
+            if zgroup_bytes is None and zarray_bytes is None:
+                raise KeyError(key)
+
             # unpack the zarray, if this is None then we must be opening a group
             zarray = json.loads(zarray_bytes) if zarray_bytes else None
             # unpack the zattrs, this can be None if no attrs were written
@@ -212,9 +224,6 @@ async def getitem(
                     store_path, zarray, runtime_configuration=self.runtime_configuration
                 )
             else:
-                if zgroup_bytes is None:
-                    # implicit group?
-                    logger.warning("group at %s is an implicit group", store_path)
                 zgroup = (
                     json.loads(zgroup_bytes)
                     if zgroup_bytes is not None
@@ -288,7 +297,12 @@ def __repr__(self):
         return f"<AsyncGroup {self.store_path}>"
 
     async def nmembers(self) -> int:
-        raise NotImplementedError
+        # TODO: consider using aioitertools.builtins.sum for this
+        # return await aioitertools.builtins.sum((1 async for _ in self.members()), start=0)
+        n = 0
+        async for _ in self.members():
+            n += 1
+        return n
 
     async def members(self) -> AsyncGenerator[tuple[str, AsyncArray | AsyncGroup], None]:
         """
@@ -321,10 +335,14 @@ async def members(self) -> AsyncGenerator[tuple[str, AsyncArray | AsyncGroup], N
                 logger.warning(
                     "Object at %s is not recognized as a component of a Zarr hierarchy.", subkey
                 )
-                pass
 
     async def contains(self, member: str) -> bool:
-        raise NotImplementedError
+        # TODO: this can be made more efficient.
+        try:
+            await self.getitem(member)
+            return True
+        except KeyError:
+            return False
 
     # todo: decide if this method should be separate from `groups`
     async def group_keys(self) -> AsyncGenerator[str, None]:
@@ -493,26 +511,18 @@ def members(self) -> tuple[tuple[str, Array | Group], ...]:
     def __contains__(self, member) -> bool:
         return self._sync(self._async_group.contains(member))
 
-    def group_keys(self) -> list[str]:
-        # uncomment with AsyncGroup implements this method
-        # return self._sync_iter(self._async_group.group_keys())
-        raise NotImplementedError
+    def group_keys(self) -> tuple[str, ...]:
+        return tuple(self._sync_iter(self._async_group.group_keys()))
 
-    def groups(self) -> list[Group]:
+    def groups(self) -> tuple[Group, ...]:
         # TODO: in v2 this was a generator that return key: Group
-        # uncomment with AsyncGroup implements this method
-        # return [Group(obj) for obj in self._sync_iter(self._async_group.groups())]
-        raise NotImplementedError
+        return tuple(Group(obj) for obj in self._sync_iter(self._async_group.groups()))
 
-    def array_keys(self) -> list[str]:
-        # uncomment with AsyncGroup implements this method
-        # return self._sync_iter(self._async_group.array_keys)
-        raise NotImplementedError
+    def array_keys(self) -> tuple[str, ...]:
+        return tuple(self._sync_iter(self._async_group.array_keys()))
 
-    def arrays(self) -> list[Array]:
-        # uncomment with AsyncGroup implements this method
-        # return [Array(obj) for obj in self._sync_iter(self._async_group.arrays)]
-        raise NotImplementedError
+    def arrays(self) -> tuple[Array, ...]:
+        return tuple(Array(obj) for obj in self._sync_iter(self._async_group.arrays()))
 
     def tree(self, expand=False, level=None) -> Any:
         return self._sync(self._async_group.tree(expand=expand, level=level))
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 941256bdd2..cf5c147c39 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -41,17 +41,11 @@ def test_group_members(store_type, request):
 
     # add an extra object to the domain of the group.
     # the list of children should ignore this object.
-    sync(store.set(f"{path}/extra_object", b"000000"))
+    sync(store.set(f"{path}/extra_object-1", b"000000"))
     # add an extra object under a directory-like prefix in the domain of the group.
-    # this creates an implicit group called implicit_subgroup
-    sync(store.set(f"{path}/implicit_subgroup/extra_object", b"000000"))
-    # make the implicit subgroup
-    members_expected["implicit_subgroup"] = Group(
-        AsyncGroup(
-            metadata=GroupMetadata(),
-            store_path=StorePath(store=store, path=f"{path}/implicit_subgroup"),
-        )
-    )
+    # this creates a directory with a random key in it
+    # this should not show up as a member
+    sync(store.set(f"{path}/extra_directory/extra_object-2", b"000000"))
     members_observed = group.members
     # members are not guaranteed to be ordered, so sort before comparing
     assert sorted(dict(members_observed)) == sorted(members_expected)

From 3499acb6a57c824eb54db30ec5ab497de695060d Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 7 May 2024 09:26:13 -0700
Subject: [PATCH 0516/1078] feature(store): list_* -> AsyncGenerators (#1844)

* feature(store): list_* -> AsyncGenerators

- add zarr.testing.store module to support downstream use cases
- set pytest-asyncio mode to auto
-

* revert changes to v2/test_storage.py

* fix v2 import
---
 pyproject.toml               |    1 +
 src/zarr/abc/store.py        |   15 +-
 src/zarr/group.py            |   16 +-
 src/zarr/store/local.py      |   86 +-
 src/zarr/store/memory.py     |   37 +-
 src/zarr/testing/__init__.py |    9 +
 src/zarr/testing/store.py    |   81 +
 src/zarr/v2/storage.py       |    2 +-
 tests/v2/test_storage.py     | 4839 +++++++++++++++++-----------------
 tests/v3/test_storage.py     |   18 +
 10 files changed, 2550 insertions(+), 2554 deletions(-)
 create mode 100644 src/zarr/testing/__init__.py
 create mode 100644 src/zarr/testing/store.py
 create mode 100644 tests/v3/test_storage.py

diff --git a/pyproject.toml b/pyproject.toml
index 37a1e817c6..93888a205c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -213,6 +213,7 @@ disallow_untyped_calls = false
 
 
 [tool.pytest.ini_options]
+asyncio_mode = "auto"
 doctest_optionflags = [
     "NORMALIZE_WHITESPACE",
     "ELLIPSIS",
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index ce5de279c4..d92f8d4e2e 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -1,5 +1,6 @@
 from abc import abstractmethod, ABC
 
+from collections.abc import AsyncGenerator
 from typing import List, Tuple, Optional
 
 
@@ -24,7 +25,7 @@ async def get(
     @abstractmethod
     async def get_partial_values(
         self, key_ranges: List[Tuple[str, Tuple[int, int]]]
-    ) -> List[bytes]:
+    ) -> List[Optional[bytes]]:
         """Retrieve possibly partial values from given key_ranges.
 
         Parameters
@@ -106,17 +107,17 @@ def supports_listing(self) -> bool:
         ...
 
     @abstractmethod
-    async def list(self) -> List[str]:
+    def list(self) -> AsyncGenerator[str, None]:
         """Retrieve all keys in the store.
 
         Returns
         -------
-        list[str]
+        AsyncGenerator[str, None]
         """
         ...
 
     @abstractmethod
-    async def list_prefix(self, prefix: str) -> List[str]:
+    def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
         """Retrieve all keys in the store with a given prefix.
 
         Parameters
@@ -125,12 +126,12 @@ async def list_prefix(self, prefix: str) -> List[str]:
 
         Returns
         -------
-        list[str]
+        AsyncGenerator[str, None]
         """
         ...
 
     @abstractmethod
-    async def list_dir(self, prefix: str) -> List[str]:
+    def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         """
         Retrieve all keys and prefixes with a given prefix and which do not contain the character
         “/” after the given prefix.
@@ -141,6 +142,6 @@ async def list_dir(self, prefix: str) -> List[str]:
 
         Returns
         -------
-        list[str]
+        AsyncGenerator[str, None]
         """
         ...
diff --git a/src/zarr/group.py b/src/zarr/group.py
index c9b729f4c9..4da059c814 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -320,20 +320,20 @@ async def members(self) -> AsyncGenerator[tuple[str, AsyncArray | AsyncGroup], N
             )
 
             raise ValueError(msg)
-        subkeys = await self.store_path.store.list_dir(self.store_path.path)
         # would be nice to make these special keys accessible programmatically,
         # and scoped to specific zarr versions
-        subkeys_filtered = filter(lambda v: v not in ("zarr.json", ".zgroup", ".zattrs"), subkeys)
-        # is there a better way to schedule this?
-        for subkey in subkeys_filtered:
+        _skip_keys = ("zarr.json", ".zgroup", ".zattrs")
+        async for key in self.store_path.store.list_dir(self.store_path.path):
+            if key in _skip_keys:
+                continue
             try:
-                yield (subkey, await self.getitem(subkey))
+                yield (key, await self.getitem(key))
             except KeyError:
-                # keyerror is raised when `subkey` names an object (in the object storage sense),
+                # keyerror is raised when `key` names an object (in the object storage sense),
                 # as opposed to a prefix, in the store under the prefix associated with this group
-                # in which case `subkey` cannot be the name of a sub-array or sub-group.
+                # in which case `key` cannot be the name of a sub-array or sub-group.
                 logger.warning(
-                    "Object at %s is not recognized as a component of a Zarr hierarchy.", subkey
+                    "Object at %s is not recognized as a component of a Zarr hierarchy.", key
                 )
 
     async def contains(self, member: str) -> bool:
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index 73e3c6c0e1..dde28d5214 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -2,6 +2,7 @@
 
 import io
 import shutil
+from collections.abc import AsyncGenerator
 from pathlib import Path
 from typing import Union, Optional, List, Tuple
 
@@ -10,8 +11,24 @@
 
 
 def _get(path: Path, byte_range: Optional[Tuple[int, Optional[int]]] = None) -> bytes:
+    """
+    Fetch a contiguous region of bytes from a file.
+    Parameters
+    ----------
+    path: Path
+        The file to read bytes from.
+    byte_range: Optional[Tuple[int, Optional[int]]] = None
+        The range of bytes to read. If `byte_range` is `None`, then the entire file will be read.
+        If `byte_range` is a tuple, the first value specifies the index of the first byte to read,
+        and the second value specifies the total number of bytes to read. If the total value is
+        `None`, then the entire file after the first byte will be read.
+    """
     if byte_range is not None:
-        start = byte_range[0]
+        if byte_range[0] is None:
+            start = 0
+        else:
+            start = byte_range[0]
+
         end = (start + byte_range[1]) if byte_range[1] is not None else None
     else:
         return path.read_bytes()
@@ -84,21 +101,28 @@ async def get(
 
     async def get_partial_values(
         self, key_ranges: List[Tuple[str, Tuple[int, int]]]
-    ) -> List[bytes]:
+    ) -> List[Optional[bytes]]:
+        """
+        Read byte ranges from multiple keys.
+        Parameters
+        ----------
+        key_ranges: List[Tuple[str, Tuple[int, int]]]
+            A list of (key, (start, length)) tuples. The first element of the tuple is the name of
+            the key in storage to fetch bytes from. The second element the tuple defines the byte
+            range to retrieve. These values are arguments to `get`, as this method wraps
+            concurrent invocation of `get`.
+        """
         args = []
         for key, byte_range in key_ranges:
             assert isinstance(key, str)
             path = self.root / key
-            if byte_range is not None:
-                args.append((_get, path, byte_range[0], byte_range[1]))
-            else:
-                args.append((_get, path))
+            args.append((_get, path, byte_range))
         return await concurrent_map(args, to_thread, limit=None)  # TODO: fix limit
 
     async def set(self, key: str, value: BytesLike) -> None:
         assert isinstance(key, str)
         path = self.root / key
-        await to_thread(_put, path, value)
+        await to_thread(_put, path, value, auto_mkdir=self.auto_mkdir)
 
     async def set_partial_values(self, key_start_values: List[Tuple[str, int, bytes]]) -> None:
         args = []
@@ -122,22 +146,19 @@ async def exists(self, key: str) -> bool:
         path = self.root / key
         return await to_thread(path.is_file)
 
-    async def list(self) -> List[str]:
+    async def list(self) -> AsyncGenerator[str, None]:
         """Retrieve all keys in the store.
 
         Returns
         -------
-        list[str]
+        AsyncGenerator[str, None]
         """
+        to_strip = str(self.root) + "/"
+        for p in list(self.root.rglob("*")):
+            if p.is_file():
+                yield str(p).replace(to_strip, "")
 
-        # Q: do we want to return strings or Paths?
-        def _list(root: Path) -> List[str]:
-            files = [str(p) for p in root.rglob("") if p.is_file()]
-            return files
-
-        return await to_thread(_list, self.root)
-
-    async def list_prefix(self, prefix: str) -> List[str]:
+    async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
         """Retrieve all keys in the store with a given prefix.
 
         Parameters
@@ -146,16 +167,15 @@ async def list_prefix(self, prefix: str) -> List[str]:
 
         Returns
         -------
-        list[str]
+        AsyncGenerator[str, None]
         """
 
-        def _list_prefix(root: Path, prefix: str) -> List[str]:
-            files = [str(p) for p in (root / prefix).rglob("*") if p.is_file()]
-            return files
+        to_strip = str(self.root) + "/"
+        for p in (self.root / prefix).rglob("*"):
+            if p.is_file():
+                yield str(p).replace(to_strip, "")
 
-        return await to_thread(_list_prefix, self.root, prefix)
-
-    async def list_dir(self, prefix: str) -> List[str]:
+    async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         """
         Retrieve all keys and prefixes with a given prefix and which do not contain the character
         “/” after the given prefix.
@@ -166,15 +186,15 @@ async def list_dir(self, prefix: str) -> List[str]:
 
         Returns
         -------
-        list[str]
+        AsyncGenerator[str, None]
         """
 
-        def _list_dir(root: Path, prefix: str) -> List[str]:
-            base = root / prefix
-            to_strip = str(base) + "/"
-            try:
-                return [str(key).replace(to_strip, "") for key in base.iterdir()]
-            except (FileNotFoundError, NotADirectoryError):
-                return []
+        base = self.root / prefix
+        to_strip = str(base) + "/"
 
-        return await to_thread(_list_dir, self.root, prefix)
+        try:
+            key_iter = base.iterdir()
+            for key in key_iter:
+                yield str(key).replace(to_strip, "")
+        except (FileNotFoundError, NotADirectoryError):
+            pass
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 9661b6cea7..2a09bc2dd5 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -1,8 +1,9 @@
 from __future__ import annotations
 
+from collections.abc import AsyncGenerator
 from typing import Optional, MutableMapping, List, Tuple
 
-from zarr.common import BytesLike
+from zarr.common import BytesLike, concurrent_map
 from zarr.abc.store import Store
 
 
@@ -38,8 +39,9 @@ async def get(
 
     async def get_partial_values(
         self, key_ranges: List[Tuple[str, Tuple[int, int]]]
-    ) -> List[bytes]:
-        raise NotImplementedError
+    ) -> List[Optional[BytesLike]]:
+        vals = await concurrent_map(key_ranges, self.get, limit=None)
+        return vals
 
     async def exists(self, key: str) -> bool:
         return key in self._store_dict
@@ -67,20 +69,23 @@ async def delete(self, key: str) -> None:
     async def set_partial_values(self, key_start_values: List[Tuple[str, int, bytes]]) -> None:
         raise NotImplementedError
 
-    async def list(self) -> List[str]:
-        return list(self._store_dict.keys())
+    async def list(self) -> AsyncGenerator[str, None]:
+        for key in self._store_dict:
+            yield key
+
+    async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
+        for key in self._store_dict:
+            if key.startswith(prefix):
+                yield key
 
-    async def list_prefix(self, prefix: str) -> List[str]:
-        return [key for key in self._store_dict if key.startswith(prefix)]
+    async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
+        if prefix.endswith("/"):
+            prefix = prefix[:-1]
 
-    async def list_dir(self, prefix: str) -> List[str]:
         if prefix == "":
-            return list({key.split("/", maxsplit=1)[0] for key in self._store_dict})
+            for key in self._store_dict:
+                yield key.split("/", maxsplit=1)[0]
         else:
-            return list(
-                {
-                    key.strip(prefix + "/").split("/")[0]
-                    for key in self._store_dict
-                    if (key.startswith(prefix + "/") and key != prefix)
-                }
-            )
+            for key in self._store_dict:
+                if key.startswith(prefix + "/") and key != prefix:
+                    yield key.strip(prefix + "/").split("/")[0]
diff --git a/src/zarr/testing/__init__.py b/src/zarr/testing/__init__.py
new file mode 100644
index 0000000000..9b622b43cd
--- /dev/null
+++ b/src/zarr/testing/__init__.py
@@ -0,0 +1,9 @@
+import importlib.util
+import warnings
+
+if importlib.util.find_spec("pytest") is not None:
+    from zarr.testing.store import StoreTests
+else:
+    warnings.warn("pytest not installed, skipping test suite")
+
+__all__ = ["StoreTests"]
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
new file mode 100644
index 0000000000..601ef7f393
--- /dev/null
+++ b/src/zarr/testing/store.py
@@ -0,0 +1,81 @@
+import pytest
+
+from zarr.abc.store import Store
+
+
+class StoreTests:
+    store_cls: type[Store]
+
+    @pytest.fixture(scope="function")
+    def store(self) -> Store:
+        return self.store_cls()
+
+    def test_store_type(self, store: Store) -> None:
+        assert isinstance(store, Store)
+        assert isinstance(store, self.store_cls)
+
+    def test_store_repr(self, store: Store) -> None:
+        assert repr(store)
+
+    def test_store_capabilities(self, store: Store) -> None:
+        assert store.supports_writes
+        assert store.supports_partial_writes
+        assert store.supports_listing
+
+    @pytest.mark.parametrize("key", ["c/0", "foo/c/0.0", "foo/0/0"])
+    @pytest.mark.parametrize("data", [b"\x01\x02\x03\x04", b""])
+    async def test_set_get_bytes_roundtrip(self, store: Store, key: str, data: bytes) -> None:
+        await store.set(key, data)
+        assert await store.get(key) == data
+
+    @pytest.mark.parametrize("key", ["foo/c/0"])
+    @pytest.mark.parametrize("data", [b"\x01\x02\x03\x04", b""])
+    async def test_get_partial_values(self, store: Store, key: str, data: bytes) -> None:
+        # put all of the data
+        await store.set(key, data)
+        # read back just part of it
+        vals = await store.get_partial_values([(key, (0, 2))])
+        assert vals == [data[0:2]]
+
+        # read back multiple parts of it at once
+        vals = await store.get_partial_values([(key, (0, 2)), (key, (2, 4))])
+        assert vals == [data[0:2], data[2:4]]
+
+    async def test_exists(self, store: Store) -> None:
+        assert not await store.exists("foo")
+        await store.set("foo/zarr.json", b"bar")
+        assert await store.exists("foo/zarr.json")
+
+    async def test_delete(self, store: Store) -> None:
+        await store.set("foo/zarr.json", b"bar")
+        assert await store.exists("foo/zarr.json")
+        await store.delete("foo/zarr.json")
+        assert not await store.exists("foo/zarr.json")
+
+    async def test_list(self, store: Store) -> None:
+        assert [k async for k in store.list()] == []
+        await store.set("foo/zarr.json", b"bar")
+        keys = [k async for k in store.list()]
+        assert keys == ["foo/zarr.json"], keys
+
+        expected = ["foo/zarr.json"]
+        for i in range(10):
+            key = f"foo/c/{i}"
+            expected.append(key)
+            await store.set(f"foo/c/{i}", i.to_bytes(length=3, byteorder="little"))
+
+    async def test_list_prefix(self, store: Store) -> None:
+        # TODO: we currently don't use list_prefix anywhere
+        pass
+
+    async def test_list_dir(self, store: Store) -> None:
+        assert [k async for k in store.list_dir("")] == []
+        assert [k async for k in store.list_dir("foo")] == []
+        await store.set("foo/zarr.json", b"bar")
+        await store.set("foo/c/1", b"\x01")
+
+        keys = [k async for k in store.list_dir("foo")]
+        assert keys == ["zarr.json", "c"], keys
+
+        keys = [k async for k in store.list_dir("foo/")]
+        assert keys == ["zarr.json", "c"], keys
diff --git a/src/zarr/v2/storage.py b/src/zarr/v2/storage.py
index 56deeeb555..dd0b090a81 100644
--- a/src/zarr/v2/storage.py
+++ b/src/zarr/v2/storage.py
@@ -1779,7 +1779,7 @@ def migrate_1to2(store):
     """
 
     # migrate metadata
-    from zarr import meta_v1
+    from zarr.v2 import meta_v1
 
     meta = meta_v1.decode_metadata(store["meta"])
     del store["meta"]
diff --git a/tests/v2/test_storage.py b/tests/v2/test_storage.py
index b6877aa713..17b80e6a5c 100644
--- a/tests/v2/test_storage.py
+++ b/tests/v2/test_storage.py
@@ -1,96 +1,84 @@
-# import array
+import array
 import atexit
-
-# import json
-# import os
-# import pathlib
-# import sys
+import json
+import os
+import pathlib
+import sys
 import pickle
-
-# import shutil
+import shutil
 import tempfile
+from contextlib import contextmanager
+from pickle import PicklingError
+from zipfile import ZipFile
 
-# from contextlib import contextmanager
-# from pickle import PicklingError
-# from zipfile import ZipFile
-
-# import numpy as np
+import numpy as np
 import pytest
-
-# from numpy.testing import assert_array_almost_equal, assert_array_equal
-
-# from numcodecs.compat import ensure_bytes
-
-# import zarr
-# from zarr._storage.store import _get_hierarchy_metadata
-# from zarr.codecs import BZ2, AsType, Blosc, Zlib
-# from zarr.context import Context
-# from zarr.convenience import consolidate_metadata
-# from zarr.errors import ContainsArrayError, ContainsGroupError, MetadataError
-# from zarr.hierarchy import group
-# from zarr.meta import ZARR_FORMAT, decode_array_metadata
-
-# from zarr.n5 import N5Store, N5FSStore, N5_FORMAT, n5_attrs_key
+from numpy.testing import assert_array_almost_equal, assert_array_equal
+
+from numcodecs.compat import ensure_bytes
+
+import zarr.v2
+from zarr.v2 import meta_v1
+from zarr.v2.codecs import BZ2, AsType, Blosc, Zlib
+from zarr.v2.context import Context
+from zarr.v2.convenience import consolidate_metadata
+from zarr.v2.errors import ContainsArrayError, ContainsGroupError, MetadataError
+from zarr.v2.hierarchy import group
+from zarr.v2.meta import ZARR_FORMAT, decode_array_metadata
+from zarr.v2.n5 import N5Store, N5FSStore, N5_FORMAT, n5_attrs_key
 from zarr.v2.storage import (
-    #     ABSStore,
-    #     ConsolidatedMetadataStore,
-    #     DBMStore,
-    #     DictStore,
-    #     DirectoryStore,
-    #     KVStore,
-    #     LMDBStore,
-    #     LRUStoreCache,
-    #     MemoryStore,
-    #     MongoDBStore,
-    #     NestedDirectoryStore,
-    #     RedisStore,
-    #     SQLiteStore,
-    #     Store,
-    #     TempStore,
-    #     ZipStore,
-    #     array_meta_key,
-    #     atexit_rmglob,
+    ABSStore,
+    ConsolidatedMetadataStore,
+    DBMStore,
+    DictStore,
+    DirectoryStore,
+    KVStore,
+    LMDBStore,
+    LRUStoreCache,
+    MemoryStore,
+    MongoDBStore,
+    NestedDirectoryStore,
+    RedisStore,
+    SQLiteStore,
+    Store,
+    TempStore,
+    ZipStore,
+    array_meta_key,
+    atexit_rmglob,
     atexit_rmtree,
-    #     attrs_key,
-    #     data_root,
-    #     default_compressor,
-    #     getsize,
-    #     group_meta_key,
-    #     init_array,
-    #     init_group,
-    #     migrate_1to2,
-    #     meta_root,
-    #     normalize_store_arg,
+    attrs_key,
+    default_compressor,
+    getsize,
+    group_meta_key,
+    init_array,
+    init_group,
+    migrate_1to2,
+    normalize_store_arg,
 )
+from zarr.v2.storage import FSStore, rename, listdir
+from .util import CountingDict, have_fsspec, skip_test_env_var, abs_container, mktemp
+from zarr.v2.util import ConstantMap, json_dumps
 
-# from zarr.storage import FSStore, rename, listdir
-# from zarr._storage.v3 import KVStoreV3
-# from zarr.tests.util import CountingDict, have_fsspec, skip_test_env_var, abs_container, mktemp
-# from zarr.util import ConstantMap, json_dumps
-
-from zarr.abc.store import Store
-from zarr.store import MemoryStore as KVStore, LocalStore
 
+@contextmanager
+def does_not_raise():
+    yield
 
-# @contextmanager
-# def does_not_raise():
-#     yield
 
-
-# @pytest.fixture(
-#     params=[
-#         (None, "."),
-#         (".", "."),
-#         ("/", "/"),
-#     ]
-# )
-# def dimension_separator_fixture(request):
-#     return request.param
+@pytest.fixture(
+    params=[
+        (None, "."),
+        (".", "."),
+        ("/", "/"),
+    ]
+)
+def dimension_separator_fixture(request):
+    return request.param
 
 
-# def skip_if_nested_chunks(**kwargs):
-#     if kwargs.get("dimension_separator") == "/":
-#         pytest.skip("nested chunks are unsupported")
+def skip_if_nested_chunks(**kwargs):
+    if kwargs.get("dimension_separator") == "/":
+        pytest.skip("nested chunks are unsupported")
 
 
 def test_kvstore_repr():
@@ -101,2535 +89,2408 @@ def test_ensure_store():
     class InvalidStore:
         pass
 
-    assert not isinstance(InvalidStore(), Store)
+    with pytest.raises(ValueError):
+        Store._ensure_store(InvalidStore())
 
-    # with pytest.raises(ValueError):
-    #     Store._ensure_store(InvalidStore())
-
-    # # cannot initialize with a store from a different Zarr version
-    # with pytest.raises(ValueError):
-    #     Store._ensure_store(KVStoreV3(dict()))
-
-    # # cannot initialize without a store
-    # with pytest.raises(ValueError):
-    #     Store._ensure_store(None)
+    # cannot initialize without a store
+    with pytest.raises(ValueError):
+        Store._ensure_store(None)
 
 
 def test_capabilities():
     s = KVStore(dict())
-    # assert s.is_readable()  # Q(JH): do we like these flags more?
-    # assert s.is_listable()
-    # assert s.is_erasable()
-    # assert s.is_writeable()
-
-    assert s.supports_writes
-    assert s.supports_partial_writes
-    assert s.supports_listing
+    assert s.is_readable()
+    assert s.is_listable()
+    assert s.is_erasable()
+    assert s.is_writeable()
 
 
-# def test_getsize_non_implemented():
-#     assert getsize(object()) == -1
+def test_getsize_non_implemented():
+    assert getsize(object()) == -1
 
 
-# def test_kvstore_eq():
-#     assert KVStore(dict()) != dict()
+def test_kvstore_eq():
+    assert KVStore(dict()) != dict()
 
 
-# def test_coverage_rename():
-#     store = dict()
-#     store["a"] = 1
-#     rename(store, "a", "b")
+def test_coverage_rename():
+    store = dict()
+    store["a"] = 1
+    rename(store, "a", "b")
 
 
-# def test_deprecated_listdir_nosotre():
-#     store = dict()
-#     with pytest.warns(UserWarning, match="has no `listdir`"):
-#         listdir(store)
+def test_deprecated_listdir_nosotre():
+    store = dict()
+    with pytest.warns(UserWarning, match="has no `listdir`"):
+        listdir(store)
 
 
 class StoreTests:
     """Abstract store tests."""
 
-    # version = 2
+    version = 2
     root = ""
 
     def create_store(self, **kwargs):  # pragma: no cover
         # implement in sub-class
         raise NotImplementedError
 
-    # def test_context_manager(self):
-    #     with self.create_store():
-    #         pass
+    def test_context_manager(self):
+        with self.create_store():
+            pass
 
-    @pytest.mark.asyncio
-    async def test_get_set_del_contains(self):
+    def test_get_set_del_contains(self):
         store = self.create_store()
 
-        # test exists, get, set
+        # test __contains__, __getitem__, __setitem__
         key = self.root + "foo"
-        assert not await store.exists(key)
-        assert await store.get(key) is None
-        await store.set(key, b"bar")
-        assert await store.exists(key)
-        assert b"bar" == await store.get(key)
-
-        # test delete (optional)
+        assert key not in store
+        with pytest.raises(KeyError):
+            # noinspection PyStatementEffect
+            store[key]
+        store[key] = b"bar"
+        assert key in store
+        assert b"bar" == ensure_bytes(store[key])
+
+        # test __delitem__ (optional)
         try:
-            await store.delete(key)
+            del store[key]
         except NotImplementedError:
             pass
         else:
-            assert not await store.exists(key)
-            assert await store.get(key) is None
+            assert key not in store
+            with pytest.raises(KeyError):
+                # noinspection PyStatementEffect
+                store[key]
+            with pytest.raises(KeyError):
+                # noinspection PyStatementEffect
+                del store[key]
 
-            assert await store.delete(key) is None
+        store.close()
 
-        # store.close()
-
-    @pytest.mark.asyncio
-    async def test_set_invalid_content(self):
+    def test_set_invalid_content(self):
         store = self.create_store()
 
         with pytest.raises(TypeError):
-            await store.set(self.root + "baz", list(range(5)))
-
-    #         store.close()
-
-    #     def test_clear(self):
-    #         store = self.create_store()
-    #         store[self.root + "foo"] = b"bar"
-    #         store[self.root + "baz"] = b"qux"
-    #         assert len(store) == 2
-    #         store.clear()
-    #         assert len(store) == 0
-    #         assert self.root + "foo" not in store
-    #         assert self.root + "baz" not in store
-
-    #         store.close()
-
-    #     def test_pop(self):
-    #         store = self.create_store()
-    #         store[self.root + "foo"] = b"bar"
-    #         store[self.root + "baz"] = b"qux"
-    #         assert len(store) == 2
-    #         v = store.pop(self.root + "foo")
-    #         assert ensure_bytes(v) == b"bar"
-    #         assert len(store) == 1
-    #         v = store.pop(self.root + "baz")
-    #         assert ensure_bytes(v) == b"qux"
-    #         assert len(store) == 0
-    #         with pytest.raises(KeyError):
-    #             store.pop(self.root + "xxx")
-    #         v = store.pop(self.root + "xxx", b"default")
-    #         assert v == b"default"
-    #         v = store.pop(self.root + "xxx", b"")
-    #         assert v == b""
-    #         v = store.pop(self.root + "xxx", None)
-    #         assert v is None
-
-    #         store.close()
-
-    #     def test_popitem(self):
-    #         store = self.create_store()
-    #         store[self.root + "foo"] = b"bar"
-    #         k, v = store.popitem()
-    #         assert k == self.root + "foo"
-    #         assert ensure_bytes(v) == b"bar"
-    #         assert len(store) == 0
-    #         with pytest.raises(KeyError):
-    #             store.popitem()
-
-    #         store.close()
-
-    @pytest.mark.asyncio
-    async def test_writeable_values(self):
+            store[self.root + "baz"] = list(range(5))
+
+        store.close()
+
+    def test_clear(self):
         store = self.create_store()
+        store[self.root + "foo"] = b"bar"
+        store[self.root + "baz"] = b"qux"
+        assert len(store) == 2
+        store.clear()
+        assert len(store) == 0
+        assert self.root + "foo" not in store
+        assert self.root + "baz" not in store
 
-        # set should accept any value that implements buffer interface
-        await store.set(self.root + "foo1", b"bar")
-        await store.set(self.root + "foo2", bytearray(b"bar"))
-        # TODO(v3): revisit passing numpy arrays directly to the store
-        # await store.set(self.root + "foo3", array.array("B", b"bar"))
-        # await store.set(self.root + "foo4", np.frombuffer(b"bar", dtype="u1"))
-
-    #         store.close()
-
-    #     def test_update(self):
-    #         store = self.create_store()
-    #         assert self.root + "foo" not in store
-    #         assert self.root + "baz" not in store
-
-    #         if self.version == 2:
-    #             store.update(foo=b"bar", baz=b"quux")
-    #         else:
-    #             kv = {self.root + "foo": b"bar", self.root + "baz": b"quux"}
-    #             store.update(kv)
-
-    #         assert b"bar" == ensure_bytes(store[self.root + "foo"])
-    #         assert b"quux" == ensure_bytes(store[self.root + "baz"])
-
-    #         store.close()
-
-    #     def test_iterators(self):
-    #         store = self.create_store()
-
-    #         # test iterator methods on empty store
-    #         assert 0 == len(store)
-    #         assert set() == set(store)
-    #         assert set() == set(store.keys())
-    #         assert set() == set(store.values())
-    #         assert set() == set(store.items())
-
-    #         # setup some values
-    #         store[self.root + "a"] = b"aaa"
-    #         store[self.root + "b"] = b"bbb"
-    #         store[self.root + "c/d"] = b"ddd"
-    #         store[self.root + "c/e/f"] = b"fff"
-
-    #         # test iterators on store with data
-    #         assert 4 == len(store)
-    #         expected = set(self.root + k for k in ["a", "b", "c/d", "c/e/f"])
-    #         assert expected == set(store)
-    #         assert expected == set(store.keys())
-    #         assert {b"aaa", b"bbb", b"ddd", b"fff"} == set(map(ensure_bytes, store.values()))
-    #         assert {
-    #             (self.root + "a", b"aaa"),
-    #             (self.root + "b", b"bbb"),
-    #             (self.root + "c/d", b"ddd"),
-    #             (self.root + "c/e/f", b"fff"),
-    #         } == set(map(lambda kv: (kv[0], ensure_bytes(kv[1])), store.items()))
-
-    #         store.close()
-
-    @pytest.mark.asyncio
-    async def test_pickle(self):
+        store.close()
+
+    def test_pop(self):
+        store = self.create_store()
+        store[self.root + "foo"] = b"bar"
+        store[self.root + "baz"] = b"qux"
+        assert len(store) == 2
+        v = store.pop(self.root + "foo")
+        assert ensure_bytes(v) == b"bar"
+        assert len(store) == 1
+        v = store.pop(self.root + "baz")
+        assert ensure_bytes(v) == b"qux"
+        assert len(store) == 0
+        with pytest.raises(KeyError):
+            store.pop(self.root + "xxx")
+        v = store.pop(self.root + "xxx", b"default")
+        assert v == b"default"
+        v = store.pop(self.root + "xxx", b"")
+        assert v == b""
+        v = store.pop(self.root + "xxx", None)
+        assert v is None
+
+        store.close()
+
+    def test_popitem(self):
+        store = self.create_store()
+        store[self.root + "foo"] = b"bar"
+        k, v = store.popitem()
+        assert k == self.root + "foo"
+        assert ensure_bytes(v) == b"bar"
+        assert len(store) == 0
+        with pytest.raises(KeyError):
+            store.popitem()
+
+        store.close()
+
+    def test_writeable_values(self):
+        store = self.create_store()
+
+        # __setitem__ should accept any value that implements buffer interface
+        store[self.root + "foo1"] = b"bar"
+        store[self.root + "foo2"] = bytearray(b"bar")
+        store[self.root + "foo3"] = array.array("B", b"bar")
+        store[self.root + "foo4"] = np.frombuffer(b"bar", dtype="u1")
+
+        store.close()
+
+    def test_update(self):
+        store = self.create_store()
+        assert self.root + "foo" not in store
+        assert self.root + "baz" not in store
+
+        if self.version == 2:
+            store.update(foo=b"bar", baz=b"quux")
+        else:
+            kv = {self.root + "foo": b"bar", self.root + "baz": b"quux"}
+            store.update(kv)
+
+        assert b"bar" == ensure_bytes(store[self.root + "foo"])
+        assert b"quux" == ensure_bytes(store[self.root + "baz"])
+
+        store.close()
+
+    def test_iterators(self):
+        store = self.create_store()
+
+        # test iterator methods on empty store
+        assert 0 == len(store)
+        assert set() == set(store)
+        assert set() == set(store.keys())
+        assert set() == set(store.values())
+        assert set() == set(store.items())
+
+        # setup some values
+        store[self.root + "a"] = b"aaa"
+        store[self.root + "b"] = b"bbb"
+        store[self.root + "c/d"] = b"ddd"
+        store[self.root + "c/e/f"] = b"fff"
+
+        # test iterators on store with data
+        assert 4 == len(store)
+        expected = set(self.root + k for k in ["a", "b", "c/d", "c/e/f"])
+        assert expected == set(store)
+        assert expected == set(store.keys())
+        assert {b"aaa", b"bbb", b"ddd", b"fff"} == set(map(ensure_bytes, store.values()))
+        assert {
+            (self.root + "a", b"aaa"),
+            (self.root + "b", b"bbb"),
+            (self.root + "c/d", b"ddd"),
+            (self.root + "c/e/f", b"fff"),
+        } == set(map(lambda kv: (kv[0], ensure_bytes(kv[1])), store.items()))
+
+        store.close()
+
+    def test_pickle(self):
         # setup store
         store = self.create_store()
-        await store.set(self.root + "foo", b"bar")
-        await store.set(self.root + "baz", b"quux")
-        # n = len(store)
-        keys = sorted(await store.list())
+        store[self.root + "foo"] = b"bar"
+        store[self.root + "baz"] = b"quux"
+        n = len(store)
+        keys = sorted(store.keys())
 
         # round-trip through pickle
         dump = pickle.dumps(store)
-        #         # some stores cannot be opened twice at the same time, need to close
-        #         # store before can round-trip through pickle
-        #         store.close()
+        # some stores cannot be opened twice at the same time, need to close
+        # store before can round-trip through pickle
+        store.close()
         # check can still pickle after close
         assert dump == pickle.dumps(store)
         store2 = pickle.loads(dump)
 
         # verify
-        # assert n == len(store2)
-        assert keys == sorted(await store2.list())
-        assert await store2.get(self.root + "foo") == b"bar"
-        assert await store2.get(self.root + "baz") == b"quux"
-
-    #         store2.close()
-
-    #     def test_getsize(self):
-    #         store = self.create_store()
-    #         if isinstance(store, dict) or hasattr(store, "getsize"):
-    #             assert 0 == getsize(store)
-    #             store["foo"] = b"x"
-    #             assert 1 == getsize(store)
-    #             assert 1 == getsize(store, "foo")
-    #             store["bar"] = b"yy"
-    #             assert 3 == getsize(store)
-    #             assert 2 == getsize(store, "bar")
-    #             store["baz"] = bytearray(b"zzz")
-    #             assert 6 == getsize(store)
-    #             assert 3 == getsize(store, "baz")
-    #             store["quux"] = array.array("B", b"zzzz")
-    #             assert 10 == getsize(store)
-    #             assert 4 == getsize(store, "quux")
-    #             store["spong"] = np.frombuffer(b"zzzzz", dtype="u1")
-    #             assert 15 == getsize(store)
-    #             assert 5 == getsize(store, "spong")
-
-    #         store.close()
-
-    #     # noinspection PyStatementEffect
-    @pytest.mark.asyncio
-    async def test_hierarchy(self):
+        assert n == len(store2)
+        assert keys == sorted(store2.keys())
+        assert b"bar" == ensure_bytes(store2[self.root + "foo"])
+        assert b"quux" == ensure_bytes(store2[self.root + "baz"])
+
+        store2.close()
+
+    def test_getsize(self):
+        store = self.create_store()
+        if isinstance(store, dict) or hasattr(store, "getsize"):
+            assert 0 == getsize(store)
+            store["foo"] = b"x"
+            assert 1 == getsize(store)
+            assert 1 == getsize(store, "foo")
+            store["bar"] = b"yy"
+            assert 3 == getsize(store)
+            assert 2 == getsize(store, "bar")
+            store["baz"] = bytearray(b"zzz")
+            assert 6 == getsize(store)
+            assert 3 == getsize(store, "baz")
+            store["quux"] = array.array("B", b"zzzz")
+            assert 10 == getsize(store)
+            assert 4 == getsize(store, "quux")
+            store["spong"] = np.frombuffer(b"zzzzz", dtype="u1")
+            assert 15 == getsize(store)
+            assert 5 == getsize(store, "spong")
+
+        store.close()
+
+    # noinspection PyStatementEffect
+    def test_hierarchy(self):
         # setup
         store = self.create_store()
-        await store.set(self.root + "a", b"aaa")
-        await store.set(self.root + "b", b"bbb")
-        await store.set(self.root + "c/d", b"ddd")
-        await store.set(self.root + "c/e/f", b"fff")
-        await store.set(self.root + "c/e/g", b"ggg")
+        store[self.root + "a"] = b"aaa"
+        store[self.root + "b"] = b"bbb"
+        store[self.root + "c/d"] = b"ddd"
+        store[self.root + "c/e/f"] = b"fff"
+        store[self.root + "c/e/g"] = b"ggg"
 
         # check keys
-        assert await store.exists(self.root + "a")
-        assert await store.exists(self.root + "b")
-        assert await store.exists(self.root + "c/d")
-        assert await store.exists(self.root + "c/e/f")
-        assert await store.exists(self.root + "c/e/g")
-        assert not await store.exists(self.root + "c")
-        assert not await store.exists(self.root + "c/")
-        assert not await store.exists(self.root + "c/e")
-        assert not await store.exists(self.root + "c/e/")
-        assert not await store.exists(self.root + "c/d/x")
-
-        # check get
-        # with pytest.raises(KeyError):
-        #     store[self.root + "c"]
-        assert await store.get(self.root + "c") is None
-
-        # with pytest.raises(KeyError):
-        #     store[self.root + "c/e"]
-        assert await store.get(self.root + "c/e") is None
-        # with pytest.raises(KeyError):
-        #     store[self.root + "c/d/x"]
-        assert await store.get(self.root + "c/d/x") is None
-
-        #         # test getsize (optional)
-        #         if hasattr(store, "getsize"):
-        #             # TODO: proper behavior of getsize?
-        #             #       v3 returns size of all nested arrays, not just the
-        #             #       size of the arrays in the current folder.
-        #             if self.version == 2:
-        #                 assert 6 == store.getsize()
-        #             else:
-        #                 assert 15 == store.getsize()
-        #             assert 3 == store.getsize("a")
-        #             assert 3 == store.getsize("b")
-        #             if self.version == 2:
-        #                 assert 3 == store.getsize("c")
-        #             else:
-        #                 assert 9 == store.getsize("c")
-        #             assert 3 == store.getsize("c/d")
-        #             assert 6 == store.getsize("c/e")
-        #             assert 3 == store.getsize("c/e/f")
-        #             assert 3 == store.getsize("c/e/g")
-        #             # non-existent paths
-        #             assert 0 == store.getsize("x")
-        #             assert 0 == store.getsize("a/x")
-        #             assert 0 == store.getsize("c/x")
-        #             assert 0 == store.getsize("c/x/y")
-        #             assert 0 == store.getsize("c/d/y")
-        #             assert 0 == store.getsize("c/d/y/z")
-
-        #             # access item via full path
-        #             assert 3 == store.getsize(self.root + "a")
-
-        # test list_dir (optional)
-        if store.supports_listing:
-            assert set(await store.list_dir(self.root)) == {"a", "b", "c"}
-            assert set(await store.list_dir(self.root + "c")) == {"d", "e"}
-            assert set(await store.list_dir(self.root + "c/e")) == {"f", "g"}
+        assert self.root + "a" in store
+        assert self.root + "b" in store
+        assert self.root + "c/d" in store
+        assert self.root + "c/e/f" in store
+        assert self.root + "c/e/g" in store
+        assert self.root + "c" not in store
+        assert self.root + "c/" not in store
+        assert self.root + "c/e" not in store
+        assert self.root + "c/e/" not in store
+        assert self.root + "c/d/x" not in store
+
+        # check __getitem__
+        with pytest.raises(KeyError):
+            store[self.root + "c"]
+        with pytest.raises(KeyError):
+            store[self.root + "c/e"]
+        with pytest.raises(KeyError):
+            store[self.root + "c/d/x"]
+
+        # test getsize (optional)
+        if hasattr(store, "getsize"):
+            # TODO: proper behavior of getsize?
+            #       v3 returns size of all nested arrays, not just the
+            #       size of the arrays in the current folder.
+            if self.version == 2:
+                assert 6 == store.getsize()
+            else:
+                assert 15 == store.getsize()
+            assert 3 == store.getsize("a")
+            assert 3 == store.getsize("b")
+            if self.version == 2:
+                assert 3 == store.getsize("c")
+            else:
+                assert 9 == store.getsize("c")
+            assert 3 == store.getsize("c/d")
+            assert 6 == store.getsize("c/e")
+            assert 3 == store.getsize("c/e/f")
+            assert 3 == store.getsize("c/e/g")
+            # non-existent paths
+            assert 0 == store.getsize("x")
+            assert 0 == store.getsize("a/x")
+            assert 0 == store.getsize("c/x")
+            assert 0 == store.getsize("c/x/y")
+            assert 0 == store.getsize("c/d/y")
+            assert 0 == store.getsize("c/d/y/z")
+
+            # access item via full path
+            assert 3 == store.getsize(self.root + "a")
+
+        # test listdir (optional)
+        if hasattr(store, "listdir"):
+            assert {"a", "b", "c"} == set(store.listdir(self.root))
+            assert {"d", "e"} == set(store.listdir(self.root + "c"))
+            assert {"f", "g"} == set(store.listdir(self.root + "c/e"))
             # no exception raised if path does not exist or is leaf
-            assert await store.list_dir(self.root + "x") == []
-            assert await store.list_dir(self.root + "a/x") == []
-            assert await store.list_dir(self.root + "c/x") == []
-            assert await store.list_dir(self.root + "c/x/y") == []
-            assert await store.list_dir(self.root + "c/d/y") == []
-            assert await store.list_dir(self.root + "c/d/y/z") == []
-            assert await store.list_dir(self.root + "c/e/f") == []
-
-
-#         # test rename (optional)
-#         if store.is_erasable():
-#             store.rename("c/e", "c/e2")
-#             assert self.root + "c/d" in store
-#             assert self.root + "c/e" not in store
-#             assert self.root + "c/e/f" not in store
-#             assert self.root + "c/e/g" not in store
-#             assert self.root + "c/e2" not in store
-#             assert self.root + "c/e2/f" in store
-#             assert self.root + "c/e2/g" in store
-#             store.rename("c/e2", "c/e")
-#             assert self.root + "c/d" in store
-#             assert self.root + "c/e2" not in store
-#             assert self.root + "c/e2/f" not in store
-#             assert self.root + "c/e2/g" not in store
-#             assert self.root + "c/e" not in store
-#             assert self.root + "c/e/f" in store
-#             assert self.root + "c/e/g" in store
-#             store.rename("c", "c1/c2/c3")
-#             assert self.root + "a" in store
-#             assert self.root + "c" not in store
-#             assert self.root + "c/d" not in store
-#             assert self.root + "c/e" not in store
-#             assert self.root + "c/e/f" not in store
-#             assert self.root + "c/e/g" not in store
-#             assert self.root + "c1" not in store
-#             assert self.root + "c1/c2" not in store
-#             assert self.root + "c1/c2/c3" not in store
-#             assert self.root + "c1/c2/c3/d" in store
-#             assert self.root + "c1/c2/c3/e" not in store
-#             assert self.root + "c1/c2/c3/e/f" in store
-#             assert self.root + "c1/c2/c3/e/g" in store
-#             store.rename("c1/c2/c3", "c")
-#             assert self.root + "c" not in store
-#             assert self.root + "c/d" in store
-#             assert self.root + "c/e" not in store
-#             assert self.root + "c/e/f" in store
-#             assert self.root + "c/e/g" in store
-#             assert self.root + "c1" not in store
-#             assert self.root + "c1/c2" not in store
-#             assert self.root + "c1/c2/c3" not in store
-#             assert self.root + "c1/c2/c3/d" not in store
-#             assert self.root + "c1/c2/c3/e" not in store
-#             assert self.root + "c1/c2/c3/e/f" not in store
-#             assert self.root + "c1/c2/c3/e/g" not in store
-
-#             # test rmdir (optional)
-#             store.rmdir("c/e")
-#             assert self.root + "c/d" in store
-#             assert self.root + "c/e/f" not in store
-#             assert self.root + "c/e/g" not in store
-#             store.rmdir("c")
-#             assert self.root + "c/d" not in store
-#             store.rmdir()
-#             assert self.root + "a" not in store
-#             assert self.root + "b" not in store
-#             store[self.root + "a"] = b"aaa"
-#             store[self.root + "c/d"] = b"ddd"
-#             store[self.root + "c/e/f"] = b"fff"
-#             # no exceptions raised if path does not exist or is leaf
-#             store.rmdir("x")
-#             store.rmdir("a/x")
-#             store.rmdir("c/x")
-#             store.rmdir("c/x/y")
-#             store.rmdir("c/d/y")
-#             store.rmdir("c/d/y/z")
-#             store.rmdir("c/e/f")
-#             assert self.root + "a" in store
-#             assert self.root + "c/d" in store
-#             assert self.root + "c/e/f" in store
-
-#         store.close()
-
-#     def test_init_array(self, dimension_separator_fixture):
-
-#         pass_dim_sep, want_dim_sep = dimension_separator_fixture
-
-#         store = self.create_store(dimension_separator=pass_dim_sep)
-#         init_array(store, shape=1000, chunks=100)
-
-#         # check metadata
-#         assert array_meta_key in store
-#         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-#         assert ZARR_FORMAT == meta["zarr_format"]
-#         assert (1000,) == meta["shape"]
-#         assert (100,) == meta["chunks"]
-#         assert np.dtype(None) == meta["dtype"]
-#         assert default_compressor.get_config() == meta["compressor"]
-#         assert meta["fill_value"] is None
-#         # Missing MUST be assumed to be "."
-#         assert meta.get("dimension_separator", ".") is want_dim_sep
-
-#         store.close()
-
-#     def test_init_array_overwrite(self):
-#         self._test_init_array_overwrite("F")
-
-#     def test_init_array_overwrite_path(self):
-#         self._test_init_array_overwrite_path("F")
-
-#     def test_init_array_overwrite_chunk_store(self):
-#         self._test_init_array_overwrite_chunk_store("F")
-
-#     def test_init_group_overwrite(self):
-#         self._test_init_group_overwrite("F")
-
-#     def test_init_group_overwrite_path(self):
-#         self._test_init_group_overwrite_path("F")
-
-#     def test_init_group_overwrite_chunk_store(self):
-#         self._test_init_group_overwrite_chunk_store("F")
-
-#     def _test_init_array_overwrite(self, order):
-#         # setup
-#         store = self.create_store()
-#         if self.version == 2:
-#             path = None
-#             mkey = array_meta_key
-#             meta = dict(
-#                 shape=(2000,),
-#                 chunks=(200,),
-#                 dtype=np.dtype("u1"),
-#                 compressor=Zlib(1).get_config(),
-#                 fill_value=0,
-#                 order=order,
-#                 filters=None,
-#             )
-#         else:
-#             path = "arr1"  # no default, have to specify for v3
-#             mkey = meta_root + path + ".array.json"
-#             meta = dict(
-#                 shape=(2000,),
-#                 chunk_grid=dict(type="regular", chunk_shape=(200,), separator=("/")),
-#                 data_type=np.dtype("u1"),
-#                 compressor=Zlib(1),
-#                 fill_value=0,
-#                 chunk_memory_layout=order,
-#                 filters=None,
-#             )
-#         store[mkey] = store._metadata_class.encode_array_metadata(meta)
-
-#         # don't overwrite (default)
-#         with pytest.raises(ContainsArrayError):
-#             init_array(store, shape=1000, chunks=100, path=path)
-
-#         # do overwrite
-#         try:
-#             init_array(store, shape=1000, chunks=100, dtype="i4", overwrite=True, path=path)
-#         except NotImplementedError:
-#             pass
-#         else:
-#             assert mkey in store
-#             meta = store._metadata_class.decode_array_metadata(store[mkey])
-#             if self.version == 2:
-#                 assert ZARR_FORMAT == meta["zarr_format"]
-#                 assert (100,) == meta["chunks"]
-#                 assert np.dtype("i4") == meta["dtype"]
-#             else:
-#                 assert (100,) == meta["chunk_grid"]["chunk_shape"]
-#                 assert np.dtype("i4") == meta["data_type"]
-#             assert (1000,) == meta["shape"]
-
-#         store.close()
-
-#     def test_init_array_path(self):
-#         path = "foo/bar"
-#         store = self.create_store()
-#         init_array(store, shape=1000, chunks=100, path=path)
-
-#         # check metadata
-#         if self.version == 2:
-#             mkey = path + "/" + array_meta_key
-#         else:
-#             mkey = meta_root + path + ".array.json"
-#         assert mkey in store
-#         meta = store._metadata_class.decode_array_metadata(store[mkey])
-#         if self.version == 2:
-#             assert ZARR_FORMAT == meta["zarr_format"]
-#             assert (100,) == meta["chunks"]
-#             assert np.dtype(None) == meta["dtype"]
-#             assert default_compressor.get_config() == meta["compressor"]
-#         else:
-#             assert (100,) == meta["chunk_grid"]["chunk_shape"]
-#             assert np.dtype(None) == meta["data_type"]
-#             assert default_compressor == meta["compressor"]
-#         assert (1000,) == meta["shape"]
-#         assert meta["fill_value"] is None
-
-#         store.close()
-
-#     def _test_init_array_overwrite_path(self, order):
-#         # setup
-#         path = "foo/bar"
-#         store = self.create_store()
-#         if self.version == 2:
-#             mkey = path + "/" + array_meta_key
-#             meta = dict(
-#                 shape=(2000,),
-#                 chunks=(200,),
-#                 dtype=np.dtype("u1"),
-#                 compressor=Zlib(1).get_config(),
-#                 fill_value=0,
-#                 order=order,
-#                 filters=None,
-#             )
-#         else:
-#             mkey = meta_root + path + ".array.json"
-#             meta = dict(
-#                 shape=(2000,),
-#                 chunk_grid=dict(type="regular", chunk_shape=(200,), separator=("/")),
-#                 data_type=np.dtype("u1"),
-#                 compressor=Zlib(1),
-#                 fill_value=0,
-#                 chunk_memory_layout=order,
-#                 filters=None,
-#             )
-#         store[mkey] = store._metadata_class.encode_array_metadata(meta)
-
-#         # don't overwrite
-#         with pytest.raises(ContainsArrayError):
-#             init_array(store, shape=1000, chunks=100, path=path)
-
-#         # do overwrite
-#         try:
-#             init_array(store, shape=1000, chunks=100, dtype="i4", path=path, overwrite=True)
-#         except NotImplementedError:
-#             pass
-#         else:
-#             if self.version == 2:
-#                 assert group_meta_key in store
-#                 assert array_meta_key not in store
-#             assert mkey in store
-#             # should have been overwritten
-#             meta = store._metadata_class.decode_array_metadata(store[mkey])
-#             if self.version == 2:
-#                 assert ZARR_FORMAT == meta["zarr_format"]
-#                 assert (100,) == meta["chunks"]
-#                 assert np.dtype("i4") == meta["dtype"]
-#             else:
-#                 assert (100,) == meta["chunk_grid"]["chunk_shape"]
-#                 assert np.dtype("i4") == meta["data_type"]
-#             assert (1000,) == meta["shape"]
-
-#         store.close()
-
-#     def test_init_array_overwrite_group(self):
-#         # setup
-#         path = "foo/bar"
-#         store = self.create_store()
-#         if self.version == 2:
-#             array_key = path + "/" + array_meta_key
-#             group_key = path + "/" + group_meta_key
-#         else:
-#             array_key = meta_root + path + ".array.json"
-#             group_key = meta_root + path + ".group.json"
-#         store[group_key] = store._metadata_class.encode_group_metadata()
-
-#         # don't overwrite
-#         with pytest.raises(ContainsGroupError):
-#             init_array(store, shape=1000, chunks=100, path=path)
-
-#         # do overwrite
-#         try:
-#             init_array(store, shape=1000, chunks=100, dtype="i4", path=path, overwrite=True)
-#         except NotImplementedError:
-#             pass
-#         else:
-#             assert group_key not in store
-#             assert array_key in store
-#             meta = store._metadata_class.decode_array_metadata(store[array_key])
-#             if self.version == 2:
-#                 assert ZARR_FORMAT == meta["zarr_format"]
-#                 assert (100,) == meta["chunks"]
-#                 assert np.dtype("i4") == meta["dtype"]
-#             else:
-#                 assert (100,) == meta["chunk_grid"]["chunk_shape"]
-#                 assert np.dtype("i4") == meta["data_type"]
-#             assert (1000,) == meta["shape"]
-
-#         store.close()
-
-#     def _test_init_array_overwrite_chunk_store(self, order):
-#         # setup
-#         store = self.create_store()
-#         chunk_store = self.create_store()
-
-#         if self.version == 2:
-#             path = None
-#             data_path = ""
-#             mkey = array_meta_key
-#             meta = dict(
-#                 shape=(2000,),
-#                 chunks=(200,),
-#                 dtype=np.dtype("u1"),
-#                 compressor=None,
-#                 fill_value=0,
-#                 filters=None,
-#                 order=order,
-#             )
-#         else:
-#             path = "arr1"
-#             data_path = data_root + "arr1/"
-#             mkey = meta_root + path + ".array.json"
-#             meta = dict(
-#                 shape=(2000,),
-#                 chunk_grid=dict(type="regular", chunk_shape=(200,), separator=("/")),
-#                 data_type=np.dtype("u1"),
-#                 compressor=None,
-#                 fill_value=0,
-#                 filters=None,
-#                 chunk_memory_layout=order,
-#             )
-
-#         store[mkey] = store._metadata_class.encode_array_metadata(meta)
-
-#         chunk_store[data_path + "0"] = b"aaa"
-#         chunk_store[data_path + "1"] = b"bbb"
-
-#         # don't overwrite (default)
-#         with pytest.raises(ContainsArrayError):
-#             init_array(store, path=path, shape=1000, chunks=100, chunk_store=chunk_store)
-
-#         # do overwrite
-#         try:
-#             init_array(
-#                 store,
-#                 path=path,
-#                 shape=1000,
-#                 chunks=100,
-#                 dtype="i4",
-#                 overwrite=True,
-#                 chunk_store=chunk_store,
-#             )
-#         except NotImplementedError:
-#             pass
-#         else:
-#             assert mkey in store
-#             meta = store._metadata_class.decode_array_metadata(store[mkey])
-#             if self.version == 2:
-#                 assert ZARR_FORMAT == meta["zarr_format"]
-#                 assert (100,) == meta["chunks"]
-#                 assert np.dtype("i4") == meta["dtype"]
-#             else:
-#                 assert (100,) == meta["chunk_grid"]["chunk_shape"]
-#                 assert np.dtype("i4") == meta["data_type"]
-#             assert (1000,) == meta["shape"]
-#             assert data_path + "0" not in chunk_store
-#             assert data_path + "1" not in chunk_store
-
-#         store.close()
-#         chunk_store.close()
-
-#     def test_init_array_compat(self):
-#         store = self.create_store()
-#         if self.version == 2:
-#             path = None
-#             mkey = array_meta_key
-#         else:
-#             path = "arr1"
-#             mkey = meta_root + path + ".array.json"
-#         init_array(store, path=path, shape=1000, chunks=100, compressor="none")
-#         meta = store._metadata_class.decode_array_metadata(store[mkey])
-#         if self.version == 2:
-#             assert meta["compressor"] is None
-#         else:
-#             assert "compressor" not in meta
-#         store.close()
-
-#     def test_init_group(self):
-#         store = self.create_store()
-#         if self.version == 2:
-#             path = None
-#             mkey = group_meta_key
-#         else:
-#             path = "foo"
-#             mkey = meta_root + path + ".group.json"
-#         init_group(store, path=path)
-
-#         # check metadata
-#         assert mkey in store
-#         meta = store._metadata_class.decode_group_metadata(store[mkey])
-#         if self.version == 2:
-#             assert ZARR_FORMAT == meta["zarr_format"]
-#         else:
-#             assert meta == {"attributes": {}}
-
-#         store.close()
-
-#     def _test_init_group_overwrite(self, order):
-#         if self.version == 3:
-#             pytest.skip("In v3 array and group names cannot overlap")
-#         # setup
-#         store = self.create_store()
-#         store[array_meta_key] = store._metadata_class.encode_array_metadata(
-#             dict(
-#                 shape=(2000,),
-#                 chunks=(200,),
-#                 dtype=np.dtype("u1"),
-#                 compressor=None,
-#                 fill_value=0,
-#                 order=order,
-#                 filters=None,
-#             )
-#         )
-
-#         # don't overwrite array (default)
-#         with pytest.raises(ContainsArrayError):
-#             init_group(store)
-
-#         # do overwrite
-#         try:
-#             init_group(store, overwrite=True)
-#         except NotImplementedError:
-#             pass
-#         else:
-#             assert array_meta_key not in store
-#             assert group_meta_key in store
-#             meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-#             assert ZARR_FORMAT == meta["zarr_format"]
-
-#         # don't overwrite group
-#         with pytest.raises(ValueError):
-#             init_group(store)
-
-#         store.close()
-
-#     def _test_init_group_overwrite_path(self, order):
-#         # setup
-#         path = "foo/bar"
-#         store = self.create_store()
-#         if self.version == 2:
-#             meta = dict(
-#                 shape=(2000,),
-#                 chunks=(200,),
-#                 dtype=np.dtype("u1"),
-#                 compressor=None,
-#                 fill_value=0,
-#                 order=order,
-#                 filters=None,
-#             )
-#             array_key = path + "/" + array_meta_key
-#             group_key = path + "/" + group_meta_key
-#         else:
-#             meta = dict(
-#                 shape=(2000,),
-#                 chunk_grid=dict(type="regular", chunk_shape=(200,), separator=("/")),
-#                 data_type=np.dtype("u1"),
-#                 compressor=None,
-#                 fill_value=0,
-#                 filters=None,
-#                 chunk_memory_layout=order,
-#             )
-#             array_key = meta_root + path + ".array.json"
-#             group_key = meta_root + path + ".group.json"
-#         store[array_key] = store._metadata_class.encode_array_metadata(meta)
-
-#         # don't overwrite
-#         with pytest.raises(ValueError):
-#             init_group(store, path=path)
-
-#         # do overwrite
-#         try:
-#             init_group(store, overwrite=True, path=path)
-#         except NotImplementedError:
-#             pass
-#         else:
-#             if self.version == 2:
-#                 assert array_meta_key not in store
-#                 assert group_meta_key in store
-#             assert array_key not in store
-#             assert group_key in store
-#             # should have been overwritten
-#             meta = store._metadata_class.decode_group_metadata(store[group_key])
-#             if self.version == 2:
-#                 assert ZARR_FORMAT == meta["zarr_format"]
-#             else:
-#                 assert meta == {"attributes": {}}
-
-#         store.close()
-
-#     def _test_init_group_overwrite_chunk_store(self, order):
-#         if self.version == 3:
-#             pytest.skip("In v3 array and group names cannot overlap")
-#         # setup
-#         store = self.create_store()
-#         chunk_store = self.create_store()
-#         store[array_meta_key] = store._metadata_class.encode_array_metadata(
-#             dict(
-#                 shape=(2000,),
-#                 chunks=(200,),
-#                 dtype=np.dtype("u1"),
-#                 compressor=None,
-#                 fill_value=0,
-#                 filters=None,
-#                 order=order,
-#             )
-#         )
-#         chunk_store["foo"] = b"bar"
-#         chunk_store["baz"] = b"quux"
-
-#         # don't overwrite array (default)
-#         with pytest.raises(ValueError):
-#             init_group(store, chunk_store=chunk_store)
-
-#         # do overwrite
-#         try:
-#             init_group(store, overwrite=True, chunk_store=chunk_store)
-#         except NotImplementedError:
-#             pass
-#         else:
-#             assert array_meta_key not in store
-#             assert group_meta_key in store
-#             meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-#             assert ZARR_FORMAT == meta["zarr_format"]
-#             assert "foo" not in chunk_store
-#             assert "baz" not in chunk_store
-
-#         # don't overwrite group
-#         with pytest.raises(ValueError):
-#             init_group(store)
-
-#         store.close()
-#         chunk_store.close()
+            assert [] == store.listdir(self.root + "x")
+            assert [] == store.listdir(self.root + "a/x")
+            assert [] == store.listdir(self.root + "c/x")
+            assert [] == store.listdir(self.root + "c/x/y")
+            assert [] == store.listdir(self.root + "c/d/y")
+            assert [] == store.listdir(self.root + "c/d/y/z")
+            assert [] == store.listdir(self.root + "c/e/f")
+
+        # test rename (optional)
+        if store.is_erasable():
+            store.rename("c/e", "c/e2")
+            assert self.root + "c/d" in store
+            assert self.root + "c/e" not in store
+            assert self.root + "c/e/f" not in store
+            assert self.root + "c/e/g" not in store
+            assert self.root + "c/e2" not in store
+            assert self.root + "c/e2/f" in store
+            assert self.root + "c/e2/g" in store
+            store.rename("c/e2", "c/e")
+            assert self.root + "c/d" in store
+            assert self.root + "c/e2" not in store
+            assert self.root + "c/e2/f" not in store
+            assert self.root + "c/e2/g" not in store
+            assert self.root + "c/e" not in store
+            assert self.root + "c/e/f" in store
+            assert self.root + "c/e/g" in store
+            store.rename("c", "c1/c2/c3")
+            assert self.root + "a" in store
+            assert self.root + "c" not in store
+            assert self.root + "c/d" not in store
+            assert self.root + "c/e" not in store
+            assert self.root + "c/e/f" not in store
+            assert self.root + "c/e/g" not in store
+            assert self.root + "c1" not in store
+            assert self.root + "c1/c2" not in store
+            assert self.root + "c1/c2/c3" not in store
+            assert self.root + "c1/c2/c3/d" in store
+            assert self.root + "c1/c2/c3/e" not in store
+            assert self.root + "c1/c2/c3/e/f" in store
+            assert self.root + "c1/c2/c3/e/g" in store
+            store.rename("c1/c2/c3", "c")
+            assert self.root + "c" not in store
+            assert self.root + "c/d" in store
+            assert self.root + "c/e" not in store
+            assert self.root + "c/e/f" in store
+            assert self.root + "c/e/g" in store
+            assert self.root + "c1" not in store
+            assert self.root + "c1/c2" not in store
+            assert self.root + "c1/c2/c3" not in store
+            assert self.root + "c1/c2/c3/d" not in store
+            assert self.root + "c1/c2/c3/e" not in store
+            assert self.root + "c1/c2/c3/e/f" not in store
+            assert self.root + "c1/c2/c3/e/g" not in store
+
+            # test rmdir (optional)
+            store.rmdir("c/e")
+            assert self.root + "c/d" in store
+            assert self.root + "c/e/f" not in store
+            assert self.root + "c/e/g" not in store
+            store.rmdir("c")
+            assert self.root + "c/d" not in store
+            store.rmdir()
+            assert self.root + "a" not in store
+            assert self.root + "b" not in store
+            store[self.root + "a"] = b"aaa"
+            store[self.root + "c/d"] = b"ddd"
+            store[self.root + "c/e/f"] = b"fff"
+            # no exceptions raised if path does not exist or is leaf
+            store.rmdir("x")
+            store.rmdir("a/x")
+            store.rmdir("c/x")
+            store.rmdir("c/x/y")
+            store.rmdir("c/d/y")
+            store.rmdir("c/d/y/z")
+            store.rmdir("c/e/f")
+            assert self.root + "a" in store
+            assert self.root + "c/d" in store
+            assert self.root + "c/e/f" in store
+
+        store.close()
+
+    def test_init_array(self, dimension_separator_fixture):
+        pass_dim_sep, want_dim_sep = dimension_separator_fixture
+
+        store = self.create_store(dimension_separator=pass_dim_sep)
+        init_array(store, shape=1000, chunks=100)
+
+        # check metadata
+        assert array_meta_key in store
+        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
+        assert ZARR_FORMAT == meta["zarr_format"]
+        assert (1000,) == meta["shape"]
+        assert (100,) == meta["chunks"]
+        assert np.dtype(None) == meta["dtype"]
+        assert default_compressor.get_config() == meta["compressor"]
+        assert meta["fill_value"] is None
+        # Missing MUST be assumed to be "."
+        assert meta.get("dimension_separator", ".") is want_dim_sep
+
+        store.close()
+
+    def test_init_array_overwrite(self):
+        self._test_init_array_overwrite("F")
+
+    def test_init_array_overwrite_path(self):
+        self._test_init_array_overwrite_path("F")
+
+    def test_init_array_overwrite_chunk_store(self):
+        self._test_init_array_overwrite_chunk_store("F")
+
+    def test_init_group_overwrite(self):
+        self._test_init_group_overwrite("F")
+
+    def test_init_group_overwrite_path(self):
+        self._test_init_group_overwrite_path("F")
+
+    def test_init_group_overwrite_chunk_store(self):
+        self._test_init_group_overwrite_chunk_store("F")
+
+    def _test_init_array_overwrite(self, order):
+        # setup
+        store = self.create_store()
+        path = None
+        mkey = array_meta_key
+        meta = dict(
+            shape=(2000,),
+            chunks=(200,),
+            dtype=np.dtype("u1"),
+            compressor=Zlib(1).get_config(),
+            fill_value=0,
+            order=order,
+            filters=None,
+        )
+
+        store[mkey] = store._metadata_class.encode_array_metadata(meta)
+
+        # don't overwrite (default)
+        with pytest.raises(ContainsArrayError):
+            init_array(store, shape=1000, chunks=100, path=path)
+
+        # do overwrite
+        try:
+            init_array(store, shape=1000, chunks=100, dtype="i4", overwrite=True, path=path)
+        except NotImplementedError:
+            pass
+        else:
+            assert mkey in store
+            meta = store._metadata_class.decode_array_metadata(store[mkey])
+            if self.version == 2:
+                assert ZARR_FORMAT == meta["zarr_format"]
+                assert (100,) == meta["chunks"]
+                assert np.dtype("i4") == meta["dtype"]
+            else:
+                assert (100,) == meta["chunk_grid"]["chunk_shape"]
+                assert np.dtype("i4") == meta["data_type"]
+            assert (1000,) == meta["shape"]
+
+        store.close()
+
+    def test_init_array_path(self):
+        path = "foo/bar"
+        store = self.create_store()
+        init_array(store, shape=1000, chunks=100, path=path)
+
+        # check metadata
+        mkey = path + "/" + array_meta_key
+        assert mkey in store
+        meta = store._metadata_class.decode_array_metadata(store[mkey])
+        assert ZARR_FORMAT == meta["zarr_format"]
+        assert (100,) == meta["chunks"]
+        assert np.dtype(None) == meta["dtype"]
+        assert default_compressor.get_config() == meta["compressor"]
+        assert (1000,) == meta["shape"]
+        assert meta["fill_value"] is None
+
+        store.close()
+
+    def _test_init_array_overwrite_path(self, order):
+        # setup
+        path = "foo/bar"
+        store = self.create_store()
+        mkey = path + "/" + array_meta_key
+        meta = dict(
+            shape=(2000,),
+            chunks=(200,),
+            dtype=np.dtype("u1"),
+            compressor=Zlib(1).get_config(),
+            fill_value=0,
+            order=order,
+            filters=None,
+        )
+        store[mkey] = store._metadata_class.encode_array_metadata(meta)
+
+        # don't overwrite
+        with pytest.raises(ContainsArrayError):
+            init_array(store, shape=1000, chunks=100, path=path)
+
+        # do overwrite
+        try:
+            init_array(store, shape=1000, chunks=100, dtype="i4", path=path, overwrite=True)
+        except NotImplementedError:
+            pass
+        else:
+            if self.version == 2:
+                assert group_meta_key in store
+                assert array_meta_key not in store
+            assert mkey in store
+            # should have been overwritten
+            meta = store._metadata_class.decode_array_metadata(store[mkey])
+            if self.version == 2:
+                assert ZARR_FORMAT == meta["zarr_format"]
+                assert (100,) == meta["chunks"]
+                assert np.dtype("i4") == meta["dtype"]
+            else:
+                assert (100,) == meta["chunk_grid"]["chunk_shape"]
+                assert np.dtype("i4") == meta["data_type"]
+            assert (1000,) == meta["shape"]
+
+        store.close()
+
+    def test_init_array_overwrite_group(self):
+        # setup
+        path = "foo/bar"
+        store = self.create_store()
+        array_key = path + "/" + array_meta_key
+        group_key = path + "/" + group_meta_key
+        store[group_key] = store._metadata_class.encode_group_metadata()
+
+        # don't overwrite
+        with pytest.raises(ContainsGroupError):
+            init_array(store, shape=1000, chunks=100, path=path)
+
+        # do overwrite
+        try:
+            init_array(store, shape=1000, chunks=100, dtype="i4", path=path, overwrite=True)
+        except NotImplementedError:
+            pass
+        else:
+            assert group_key not in store
+            assert array_key in store
+            meta = store._metadata_class.decode_array_metadata(store[array_key])
+            if self.version == 2:
+                assert ZARR_FORMAT == meta["zarr_format"]
+                assert (100,) == meta["chunks"]
+                assert np.dtype("i4") == meta["dtype"]
+            else:
+                assert (100,) == meta["chunk_grid"]["chunk_shape"]
+                assert np.dtype("i4") == meta["data_type"]
+            assert (1000,) == meta["shape"]
+
+        store.close()
+
+    def _test_init_array_overwrite_chunk_store(self, order):
+        # setup
+        store = self.create_store()
+        chunk_store = self.create_store()
+
+        path = None
+        data_path = ""
+        mkey = array_meta_key
+        meta = dict(
+            shape=(2000,),
+            chunks=(200,),
+            dtype=np.dtype("u1"),
+            compressor=None,
+            fill_value=0,
+            filters=None,
+            order=order,
+        )
+
+        store[mkey] = store._metadata_class.encode_array_metadata(meta)
+
+        chunk_store[data_path + "0"] = b"aaa"
+        chunk_store[data_path + "1"] = b"bbb"
+
+        # don't overwrite (default)
+        with pytest.raises(ContainsArrayError):
+            init_array(store, path=path, shape=1000, chunks=100, chunk_store=chunk_store)
+
+        # do overwrite
+        try:
+            init_array(
+                store,
+                path=path,
+                shape=1000,
+                chunks=100,
+                dtype="i4",
+                overwrite=True,
+                chunk_store=chunk_store,
+            )
+        except NotImplementedError:
+            pass
+        else:
+            assert mkey in store
+            meta = store._metadata_class.decode_array_metadata(store[mkey])
+            if self.version == 2:
+                assert ZARR_FORMAT == meta["zarr_format"]
+                assert (100,) == meta["chunks"]
+                assert np.dtype("i4") == meta["dtype"]
+            else:
+                assert (100,) == meta["chunk_grid"]["chunk_shape"]
+                assert np.dtype("i4") == meta["data_type"]
+            assert (1000,) == meta["shape"]
+            assert data_path + "0" not in chunk_store
+            assert data_path + "1" not in chunk_store
+
+        store.close()
+        chunk_store.close()
+
+    def test_init_array_compat(self):
+        store = self.create_store()
+        path = None
+        mkey = array_meta_key
+        init_array(store, path=path, shape=1000, chunks=100, compressor="none")
+        meta = store._metadata_class.decode_array_metadata(store[mkey])
+        if self.version == 2:
+            assert meta["compressor"] is None
+        else:
+            assert "compressor" not in meta
+        store.close()
+
+    def test_init_group(self):
+        store = self.create_store()
+        path = None
+        mkey = group_meta_key
+        init_group(store, path=path)
+
+        # check metadata
+        assert mkey in store
+        meta = store._metadata_class.decode_group_metadata(store[mkey])
+        if self.version == 2:
+            assert ZARR_FORMAT == meta["zarr_format"]
+        else:
+            assert meta == {"attributes": {}}
+
+        store.close()
+
+    def _test_init_group_overwrite(self, order):
+        # setup
+        store = self.create_store()
+        store[array_meta_key] = store._metadata_class.encode_array_metadata(
+            dict(
+                shape=(2000,),
+                chunks=(200,),
+                dtype=np.dtype("u1"),
+                compressor=None,
+                fill_value=0,
+                order=order,
+                filters=None,
+            )
+        )
+
+        # don't overwrite array (default)
+        with pytest.raises(ContainsArrayError):
+            init_group(store)
+
+        # do overwrite
+        try:
+            init_group(store, overwrite=True)
+        except NotImplementedError:
+            pass
+        else:
+            assert array_meta_key not in store
+            assert group_meta_key in store
+            meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
+            assert ZARR_FORMAT == meta["zarr_format"]
+
+        # don't overwrite group
+        with pytest.raises(ValueError):
+            init_group(store)
+
+        store.close()
+
+    def _test_init_group_overwrite_path(self, order):
+        # setup
+        path = "foo/bar"
+        store = self.create_store()
+        meta = dict(
+            shape=(2000,),
+            chunks=(200,),
+            dtype=np.dtype("u1"),
+            compressor=None,
+            fill_value=0,
+            order=order,
+            filters=None,
+        )
+        array_key = path + "/" + array_meta_key
+        group_key = path + "/" + group_meta_key
+        store[array_key] = store._metadata_class.encode_array_metadata(meta)
+
+        # don't overwrite
+        with pytest.raises(ValueError):
+            init_group(store, path=path)
+
+        # do overwrite
+        try:
+            init_group(store, overwrite=True, path=path)
+        except NotImplementedError:
+            pass
+        else:
+            if self.version == 2:
+                assert array_meta_key not in store
+                assert group_meta_key in store
+            assert array_key not in store
+            assert group_key in store
+            # should have been overwritten
+            meta = store._metadata_class.decode_group_metadata(store[group_key])
+            if self.version == 2:
+                assert ZARR_FORMAT == meta["zarr_format"]
+            else:
+                assert meta == {"attributes": {}}
+
+        store.close()
+
+    def _test_init_group_overwrite_chunk_store(self, order):
+        # setup
+        store = self.create_store()
+        chunk_store = self.create_store()
+        store[array_meta_key] = store._metadata_class.encode_array_metadata(
+            dict(
+                shape=(2000,),
+                chunks=(200,),
+                dtype=np.dtype("u1"),
+                compressor=None,
+                fill_value=0,
+                filters=None,
+                order=order,
+            )
+        )
+        chunk_store["foo"] = b"bar"
+        chunk_store["baz"] = b"quux"
+
+        # don't overwrite array (default)
+        with pytest.raises(ValueError):
+            init_group(store, chunk_store=chunk_store)
+
+        # do overwrite
+        try:
+            init_group(store, overwrite=True, chunk_store=chunk_store)
+        except NotImplementedError:
+            pass
+        else:
+            assert array_meta_key not in store
+            assert group_meta_key in store
+            meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
+            assert ZARR_FORMAT == meta["zarr_format"]
+            assert "foo" not in chunk_store
+            assert "baz" not in chunk_store
+
+        # don't overwrite group
+        with pytest.raises(ValueError):
+            init_group(store)
+
+        store.close()
+        chunk_store.close()
 
 
 class TestMappingStore(StoreTests):
     def create_store(self, **kwargs):
-        # skip_if_nested_chunks(**kwargs)
+        skip_if_nested_chunks(**kwargs)
         return KVStore(dict())
 
-    # def test_set_invalid_content(self):
-    #     # Generic mappings support non-buffer types
-    #     pass
-
-
-# def setdel_hierarchy_checks(store, root=""):
-#     # these tests are for stores that are aware of hierarchy levels; this
-#     # behaviour is not strictly required by Zarr but these tests are included
-#     # to define behaviour of MemoryStore and DirectoryStore classes
+    def test_set_invalid_content(self):
+        # Generic mappings support non-buffer types
+        pass
 
-#     # check __setitem__ and __delitem__ blocked by leaf
 
-#     store[root + "a/b"] = b"aaa"
-#     with pytest.raises(KeyError):
-#         store[root + "a/b/c"] = b"xxx"
-#     with pytest.raises(KeyError):
-#         del store[root + "a/b/c"]
+def setdel_hierarchy_checks(store, root=""):
+    # these tests are for stores that are aware of hierarchy levels; this
+    # behaviour is not strictly required by Zarr but these tests are included
+    # to define behaviour of MemoryStore and DirectoryStore classes
+
+    # check __setitem__ and __delitem__ blocked by leaf
+
+    store[root + "a/b"] = b"aaa"
+    with pytest.raises(KeyError):
+        store[root + "a/b/c"] = b"xxx"
+    with pytest.raises(KeyError):
+        del store[root + "a/b/c"]
+
+    store[root + "d"] = b"ddd"
+    with pytest.raises(KeyError):
+        store[root + "d/e/f"] = b"xxx"
+    with pytest.raises(KeyError):
+        del store[root + "d/e/f"]
+
+    # test __setitem__ overwrite level
+    store[root + "x/y/z"] = b"xxx"
+    store[root + "x/y"] = b"yyy"
+    assert b"yyy" == ensure_bytes(store[root + "x/y"])
+    assert root + "x/y/z" not in store
+    store[root + "x"] = b"zzz"
+    assert b"zzz" == ensure_bytes(store[root + "x"])
+    assert root + "x/y" not in store
+
+    # test __delitem__ overwrite level
+    store[root + "r/s/t"] = b"xxx"
+    del store[root + "r/s"]
+    assert root + "r/s/t" not in store
+    store[root + "r/s"] = b"xxx"
+    del store[root + "r"]
+    assert root + "r/s" not in store
+
+
+class TestMemoryStore(StoreTests):
+    def create_store(self, **kwargs):
+        skip_if_nested_chunks(**kwargs)
+        return MemoryStore(**kwargs)
 
-#     store[root + "d"] = b"ddd"
-#     with pytest.raises(KeyError):
-#         store[root + "d/e/f"] = b"xxx"
-#     with pytest.raises(KeyError):
-#         del store[root + "d/e/f"]
+    def test_store_contains_bytes(self):
+        store = self.create_store()
+        store[self.root + "foo"] = np.array([97, 98, 99, 100, 101], dtype=np.uint8)
+        assert store[self.root + "foo"] == b"abcde"
 
-#     # test __setitem__ overwrite level
-#     store[root + "x/y/z"] = b"xxx"
-#     store[root + "x/y"] = b"yyy"
-#     assert b"yyy" == ensure_bytes(store[root + "x/y"])
-#     assert root + "x/y/z" not in store
-#     store[root + "x"] = b"zzz"
-#     assert b"zzz" == ensure_bytes(store[root + "x"])
-#     assert root + "x/y" not in store
+    def test_setdel(self):
+        store = self.create_store()
+        setdel_hierarchy_checks(store, self.root)
 
-#     # test __delitem__ overwrite level
-#     store[root + "r/s/t"] = b"xxx"
-#     del store[root + "r/s"]
-#     assert root + "r/s/t" not in store
-#     store[root + "r/s"] = b"xxx"
-#     del store[root + "r"]
-#     assert root + "r/s" not in store
 
+class TestDictStore(StoreTests):
+    def create_store(self, **kwargs):
+        skip_if_nested_chunks(**kwargs)
 
-# class TestMemoryStore(StoreTests):
-#     def create_store(self, **kwargs):
-#         skip_if_nested_chunks(**kwargs)
-#         return MemoryStore(**kwargs)
+        with pytest.warns(DeprecationWarning):
+            return DictStore(**kwargs)
 
-#     def test_store_contains_bytes(self):
-#         store = self.create_store()
-#         store[self.root + "foo"] = np.array([97, 98, 99, 100, 101], dtype=np.uint8)
-#         assert store[self.root + "foo"] == b"abcde"
+    def test_deprecated(self):
+        store = self.create_store()
+        assert isinstance(store, MemoryStore)
 
-#     def test_setdel(self):
-#         store = self.create_store()
-#         setdel_hierarchy_checks(store, self.root)
+    def test_pickle(self):
+        with pytest.warns(DeprecationWarning):
+            # pickle.load() will also trigger deprecation warning
+            super().test_pickle()
 
 
 class TestDirectoryStore(StoreTests):
     def create_store(self, normalize_keys=False, dimension_separator=".", **kwargs):
         path = tempfile.mkdtemp()
         atexit.register(atexit_rmtree, path)
-        store = LocalStore(
+        store = DirectoryStore(
+            path, normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
+        )
+        return store
+
+    def test_filesystem_path(self):
+        # test behaviour with path that does not exist
+        path = "data/store"
+        if os.path.exists(path):
+            shutil.rmtree(path)
+        store = DirectoryStore(path)
+        # should only be created on demand
+        assert not os.path.exists(path)
+        store["foo"] = b"bar"
+        assert os.path.isdir(path)
+
+        # check correct permissions
+        # regression test for https://github.com/zarr-developers/zarr-python/issues/325
+        stat = os.stat(path)
+        mode = stat.st_mode & 0o666
+        umask = os.umask(0)
+        os.umask(umask)
+        assert mode == (0o666 & ~umask)
+
+        # test behaviour with file path
+        with tempfile.NamedTemporaryFile() as f:
+            with pytest.raises(ValueError):
+                DirectoryStore(f.name)
+
+    def test_init_pathlib(self):
+        path = tempfile.mkdtemp()
+        atexit.register(atexit_rmtree, path)
+        DirectoryStore(pathlib.Path(path))
+
+    def test_pickle_ext(self):
+        store = self.create_store()
+        store2 = pickle.loads(pickle.dumps(store))
+
+        # check path is preserved
+        assert store.path == store2.path
+
+        # check point to same underlying directory
+        assert self.root + "xxx" not in store
+        store2[self.root + "xxx"] = b"yyy"
+        assert b"yyy" == ensure_bytes(store[self.root + "xxx"])
+
+    def test_setdel(self):
+        store = self.create_store()
+        setdel_hierarchy_checks(store, self.root)
+
+    def test_normalize_keys(self):
+        store = self.create_store(normalize_keys=True)
+        store[self.root + "FOO"] = b"bar"
+        assert self.root + "FOO" in store
+        assert self.root + "foo" in store
+
+    def test_listing_keys_slash(self):
+        def mock_walker_slash(_path):
+            yield from [
+                # trailing slash in first key
+                ("root_with_slash/", ["d1", "g1"], [".zgroup"]),
+                ("root_with_slash/d1", [], [".zarray"]),
+                ("root_with_slash/g1", [], [".zgroup"]),
+            ]
+
+        res = set(DirectoryStore._keys_fast("root_with_slash/", walker=mock_walker_slash))
+        assert res == {".zgroup", "g1/.zgroup", "d1/.zarray"}
+
+    def test_listing_keys_no_slash(self):
+        def mock_walker_no_slash(_path):
+            yield from [
+                # no trailing slash in first key
+                ("root_with_no_slash", ["d1", "g1"], [".zgroup"]),
+                ("root_with_no_slash/d1", [], [".zarray"]),
+                ("root_with_no_slash/g1", [], [".zgroup"]),
+            ]
+
+        res = set(DirectoryStore._keys_fast("root_with_no_slash", mock_walker_no_slash))
+        assert res == {".zgroup", "g1/.zgroup", "d1/.zarray"}
+
+
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestFSStore(StoreTests):
+    def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
+        if path is None:
+            path = tempfile.mkdtemp()
+            atexit.register(atexit_rmtree, path)
+
+        store = FSStore(
+            path, normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
+        )
+        return store
+
+    def test_init_array(self):
+        store = self.create_store()
+        init_array(store, shape=1000, chunks=100)
+
+        # check metadata
+        assert array_meta_key in store
+        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
+        assert ZARR_FORMAT == meta["zarr_format"]
+        assert (1000,) == meta["shape"]
+        assert (100,) == meta["chunks"]
+        assert np.dtype(None) == meta["dtype"]
+        assert meta["dimension_separator"] == "."
+
+    def test_dimension_separator(self):
+        for x in (".", "/"):
+            store = self.create_store(dimension_separator=x)
+            norm = store._normalize_key
+            assert ".zarray" == norm(".zarray")
+            assert ".zarray" == norm("/.zarray")
+            assert ".zgroup" == norm("/.zgroup")
+            assert "group/.zarray" == norm("group/.zarray")
+            assert "group/.zgroup" == norm("group/.zgroup")
+            assert "group/.zarray" == norm("/group/.zarray")
+            assert "group/.zgroup" == norm("/group/.zgroup")
+
+    def test_complex(self):
+        path1 = tempfile.mkdtemp()
+        path2 = tempfile.mkdtemp()
+        store = self.create_store(
+            path="simplecache::file://" + path1,
+            simplecache={"same_names": True, "cache_storage": path2},
+        )
+        assert not store
+        assert not os.listdir(path1)
+        assert not os.listdir(path2)
+        store[self.root + "foo"] = b"hello"
+        assert "foo" in os.listdir(str(path1) + "/" + self.root)
+        assert self.root + "foo" in store
+        assert not os.listdir(str(path2))
+        assert store[self.root + "foo"] == b"hello"
+        assert "foo" in os.listdir(str(path2))
+
+    def test_deep_ndim(self):
+        import zarr.v2
+
+        store = self.create_store()
+        path = None if self.version == 2 else "group1"
+        foo = zarr.v2.open_group(store=store, path=path)
+        bar = foo.create_group("bar")
+        baz = bar.create_dataset("baz", shape=(4, 4, 4), chunks=(2, 2, 2), dtype="i8")
+        baz[:] = 1
+        if self.version == 2:
+            assert set(store.listdir()) == {".zgroup", "bar"}
+        else:
+            assert set(store.listdir()) == {"data", "meta", "zarr.v2.json"}
+            assert set(store.listdir("meta/root/" + path)) == {"bar", "bar.group.json"}
+            assert set(store.listdir("data/root/" + path)) == {"bar"}
+        assert foo["bar"]["baz"][(0, 0, 0)] == 1
+
+    def test_not_fsspec(self):
+        path = tempfile.mkdtemp()
+        with pytest.raises(ValueError, match="storage_options"):
+            zarr.v2.open_array(path, mode="w", storage_options={"some": "kwargs"})
+        with pytest.raises(ValueError, match="storage_options"):
+            zarr.v2.open_group(path, mode="w", storage_options={"some": "kwargs"})
+        zarr.v2.open_array("file://" + path, mode="w", shape=(1,), dtype="f8")
+
+    def test_create(self):
+        path1 = tempfile.mkdtemp()
+        path2 = tempfile.mkdtemp()
+        g = zarr.v2.open_group("file://" + path1, mode="w", storage_options={"auto_mkdir": True})
+        a = g.create_dataset("data", shape=(8,))
+        a[:4] = [0, 1, 2, 3]
+        assert "data" in os.listdir(path1)
+        assert ".zgroup" in os.listdir(path1)
+
+        # consolidated metadata (GH#915)
+        consolidate_metadata("file://" + path1)
+        assert ".zmetadata" in os.listdir(path1)
+
+        g = zarr.v2.open_group(
+            "simplecache::file://" + path1,
+            mode="r",
+            storage_options={"cache_storage": path2, "same_names": True},
+        )
+        assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
+        with pytest.raises(PermissionError):
+            g.data[:] = 1
+
+    @pytest.mark.parametrize("mode,allowed", [("r", False), ("r+", True)])
+    def test_modify_consolidated(self, mode, allowed):
+        url = "file://" + tempfile.mkdtemp()
+
+        # create
+        root = zarr.v2.open_group(url, mode="w")
+        root.zeros("baz", shape=(10000, 10000), chunks=(1000, 1000), dtype="i4")
+        zarr.v2.consolidate_metadata(url)
+
+        # reopen and modify
+        root = zarr.v2.open_consolidated(url, mode=mode)
+        if allowed:
+            root["baz"][0, 0] = 7
+
+            root = zarr.v2.open_consolidated(url, mode="r")
+            assert root["baz"][0, 0] == 7
+        else:
+            with pytest.raises(zarr.v2.errors.ReadOnlyError):
+                root["baz"][0, 0] = 7
+
+    @pytest.mark.parametrize("mode", ["r", "r+"])
+    def test_modify_consolidated_metadata_raises(self, mode):
+        url = "file://" + tempfile.mkdtemp()
+
+        # create
+        root = zarr.v2.open_group(url, mode="w")
+        root.zeros("baz", shape=(10000, 10000), chunks=(1000, 1000), dtype="i4")
+        zarr.v2.consolidate_metadata(url)
+
+        # reopen and modify
+        root = zarr.v2.open_consolidated(url, mode=mode)
+        with pytest.raises(zarr.v2.errors.ReadOnlyError):
+            root["baz"].resize(100, 100)
+
+    def test_read_only(self):
+        path = tempfile.mkdtemp()
+        atexit.register(atexit_rmtree, path)
+        store = self.create_store(path=path)
+        store[self.root + "foo"] = b"bar"
+
+        store = self.create_store(path=path, mode="r")
+
+        with pytest.raises(PermissionError):
+            store[self.root + "foo"] = b"hex"
+
+        with pytest.raises(PermissionError):
+            del store[self.root + "foo"]
+
+        with pytest.raises(PermissionError):
+            store.delitems([self.root + "foo"])
+
+        with pytest.raises(PermissionError):
+            store.setitems({self.root + "foo": b"baz"})
+
+        with pytest.raises(PermissionError):
+            store.clear()
+
+        with pytest.raises(PermissionError):
+            store.rmdir(self.root + "anydir")
+
+        assert store[self.root + "foo"] == b"bar"
+
+    def test_eq(self):
+        store1 = self.create_store(path="anypath")
+        store2 = self.create_store(path="anypath")
+        assert store1 == store2
+
+    @pytest.mark.usefixtures("s3")
+    def test_s3(self):
+        g = zarr.v2.open_group("s3://test/out.zarr", mode="w", storage_options=self.s3so)
+        a = g.create_dataset("data", shape=(8,))
+        a[:4] = [0, 1, 2, 3]
+
+        g = zarr.v2.open_group("s3://test/out.zarr", mode="r", storage_options=self.s3so)
+
+        assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
+
+        # test via convenience
+        g = zarr.v2.open("s3://test/out.zarr", mode="r", storage_options=self.s3so)
+        assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
+
+    @pytest.mark.usefixtures("s3")
+    def test_s3_complex(self):
+        g = zarr.v2.open_group("s3://test/out.zarr", mode="w", storage_options=self.s3so)
+        expected = np.empty((8, 8, 8), dtype="int64")
+        expected[:] = -1
+        a = g.create_dataset(
+            "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
+        )
+        expected[0] = 0
+        expected[3] = 3
+        expected[6, 6, 6] = 6
+        a[6, 6, 6] = 6
+        a[:4] = expected[:4]
+
+        b = g.create_dataset(
+            "data_f",
+            shape=(8,),
+            chunks=(1,),
+            dtype=[("foo", "S3"), ("bar", "i4")],
+            fill_value=(b"b", 1),
+        )
+        b[:4] = (b"aaa", 2)
+        g2 = zarr.v2.open_group("s3://test/out.zarr", mode="r", storage_options=self.s3so)
+
+        assert (g2.data[:] == expected).all()
+        a.chunk_store.fs.invalidate_cache("test/out.zarr/data")
+        a[:] = 5
+        assert (a[:] == 5).all()
+
+        assert g2.data_f["foo"].tolist() == [b"aaa"] * 4 + [b"b"] * 4
+        with pytest.raises(PermissionError):
+            g2.data[:] = 5
+
+        with pytest.raises(PermissionError):
+            g2.store.setitems({})
+
+        with pytest.raises(PermissionError):
+            # even though overwrite=True, store is read-only, so fails
+            g2.create_dataset(
+                "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
+            )
+
+        a = g.create_dataset(
+            "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
+        )
+        assert (a[:] == -np.ones((8, 8, 8))).all()
+
+
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestFSStoreWithKeySeparator(StoreTests):
+    def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
+        # Since the user is passing key_separator, that will take priority.
+        skip_if_nested_chunks(**kwargs)
+
+        path = tempfile.mkdtemp()
+        atexit.register(atexit_rmtree, path)
+        return FSStore(path, normalize_keys=normalize_keys, key_separator=key_separator)
+
+
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestFSStoreFromFilesystem(StoreTests):
+    def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
+        import fsspec
+
+        fs = fsspec.filesystem("file")
+
+        if path is None:
+            path = tempfile.mkdtemp()
+            atexit.register(atexit_rmtree, path)
+
+        with pytest.raises(ValueError):
+            # can't specify storage_options when passing an
+            # existing fs object
+            _ = FSStore(path, fs=fs, auto_mkdir=True)
+
+        store = FSStore(
             path,
-            auto_mkdir=True,
-            # normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
+            normalize_keys=normalize_keys,
+            dimension_separator=dimension_separator,
+            fs=fs,
+            **kwargs,
         )
+
+        return store
+
+
+@pytest.fixture()
+def s3(request):
+    # writable local S3 system
+    import shlex
+    import subprocess
+    import time
+
+    if "BOTO_CONFIG" not in os.environ:  # pragma: no cover
+        os.environ["BOTO_CONFIG"] = "/dev/null"
+    if "AWS_ACCESS_KEY_ID" not in os.environ:  # pragma: no cover
+        os.environ["AWS_ACCESS_KEY_ID"] = "foo"
+    if "AWS_SECRET_ACCESS_KEY" not in os.environ:  # pragma: no cover
+        os.environ["AWS_SECRET_ACCESS_KEY"] = "bar"
+    requests = pytest.importorskip("requests")
+    s3fs = pytest.importorskip("s3fs")
+    pytest.importorskip("moto")
+
+    port = 5555
+    endpoint_uri = "http://127.0.0.1:%d/" % port
+    proc = subprocess.Popen(
+        shlex.split("moto_server s3 -p %d" % port),
+        stderr=subprocess.DEVNULL,
+        stdout=subprocess.DEVNULL,
+    )
+
+    timeout = 5
+    while timeout > 0:
+        try:
+            r = requests.get(endpoint_uri)
+            if r.ok:
+                break
+        except Exception:  # pragma: no cover
+            pass
+        timeout -= 0.1  # pragma: no cover
+        time.sleep(0.1)  # pragma: no cover
+    s3so = dict(client_kwargs={"endpoint_url": endpoint_uri}, use_listings_cache=False)
+    s3 = s3fs.S3FileSystem(anon=False, **s3so)
+    s3.mkdir("test")
+    request.cls.s3so = s3so
+    yield
+    proc.terminate()
+    proc.wait()
+
+
+class TestNestedDirectoryStore(TestDirectoryStore):
+    def create_store(self, normalize_keys=False, **kwargs):
+        path = tempfile.mkdtemp()
+        atexit.register(atexit_rmtree, path)
+        store = NestedDirectoryStore(path, normalize_keys=normalize_keys, **kwargs)
         return store
 
+    def test_init_array(self):
+        store = self.create_store()
+        assert store._dimension_separator == "/"
+        init_array(store, shape=1000, chunks=100)
+
+        # check metadata
+        assert array_meta_key in store
+        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
+        assert ZARR_FORMAT == meta["zarr_format"]
+        assert (1000,) == meta["shape"]
+        assert (100,) == meta["chunks"]
+        assert np.dtype(None) == meta["dtype"]
+        assert meta["dimension_separator"] == "/"
+
+    def test_chunk_nesting(self):
+        store = self.create_store()
+        # any path where last segment looks like a chunk key gets special handling
+        store[self.root + "0.0"] = b"xxx"
+        assert b"xxx" == store[self.root + "0.0"]
+        # assert b'xxx' == store['0/0']
+        store[self.root + "foo/10.20.30"] = b"yyy"
+        assert b"yyy" == store[self.root + "foo/10.20.30"]
+        # assert b'yyy' == store['foo/10/20/30']
+        store[self.root + "42"] = b"zzz"
+        assert b"zzz" == store[self.root + "42"]
+
+    def test_listdir(self):
+        store = self.create_store()
+        z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store)
+        z[:] = 1  # write to all chunks
+        for k in store.listdir():
+            assert store.get(k) is not None
 
-#     def test_filesystem_path(self):
-
-#         # test behaviour with path that does not exist
-#         path = "data/store"
-#         if os.path.exists(path):
-#             shutil.rmtree(path)
-#         store = DirectoryStore(path)
-#         # should only be created on demand
-#         assert not os.path.exists(path)
-#         store["foo"] = b"bar"
-#         assert os.path.isdir(path)
-
-#         # check correct permissions
-#         # regression test for https://github.com/zarr-developers/zarr-python/issues/325
-#         stat = os.stat(path)
-#         mode = stat.st_mode & 0o666
-#         umask = os.umask(0)
-#         os.umask(umask)
-#         assert mode == (0o666 & ~umask)
-
-#         # test behaviour with file path
-#         with tempfile.NamedTemporaryFile() as f:
-#             with pytest.raises(ValueError):
-#                 DirectoryStore(f.name)
-
-#     def test_init_pathlib(self):
-#         path = tempfile.mkdtemp()
-#         atexit.register(atexit_rmtree, path)
-#         DirectoryStore(pathlib.Path(path))
-
-#     def test_pickle_ext(self):
-#         store = self.create_store()
-#         store2 = pickle.loads(pickle.dumps(store))
-
-#         # check path is preserved
-#         assert store.path == store2.path
-
-#         # check point to same underlying directory
-#         assert self.root + "xxx" not in store
-#         store2[self.root + "xxx"] = b"yyy"
-#         assert b"yyy" == ensure_bytes(store[self.root + "xxx"])
-
-#     def test_setdel(self):
-#         store = self.create_store()
-#         setdel_hierarchy_checks(store, self.root)
-
-#     def test_normalize_keys(self):
-#         store = self.create_store(normalize_keys=True)
-#         store[self.root + "FOO"] = b"bar"
-#         assert self.root + "FOO" in store
-#         assert self.root + "foo" in store
-
-#     def test_listing_keys_slash(self):
-#         def mock_walker_slash(_path):
-#             yield from [
-#                 # trailing slash in first key
-#                 ("root_with_slash/", ["d1", "g1"], [".zgroup"]),
-#                 ("root_with_slash/d1", [], [".zarray"]),
-#                 ("root_with_slash/g1", [], [".zgroup"]),
-#             ]
-
-#         res = set(DirectoryStore._keys_fast("root_with_slash/", walker=mock_walker_slash))
-#         assert res == {".zgroup", "g1/.zgroup", "d1/.zarray"}
-
-#     def test_listing_keys_no_slash(self):
-#         def mock_walker_no_slash(_path):
-#             yield from [
-#                 # no trailing slash in first key
-#                 ("root_with_no_slash", ["d1", "g1"], [".zgroup"]),
-#                 ("root_with_no_slash/d1", [], [".zarray"]),
-#                 ("root_with_no_slash/g1", [], [".zgroup"]),
-#             ]
-
-#         res = set(DirectoryStore._keys_fast("root_with_no_slash", mock_walker_no_slash))
-#         assert res == {".zgroup", "g1/.zgroup", "d1/.zarray"}
-
-
-# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-# class TestFSStore(StoreTests):
-#     def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
-
-#         if path is None:
-#             path = tempfile.mkdtemp()
-#             atexit.register(atexit_rmtree, path)
-
-#         store = FSStore(
-#             path, normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
-#         )
-#         return store
-
-#     def test_init_array(self):
-#         store = self.create_store()
-#         init_array(store, shape=1000, chunks=100)
-
-#         # check metadata
-#         assert array_meta_key in store
-#         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-#         assert ZARR_FORMAT == meta["zarr_format"]
-#         assert (1000,) == meta["shape"]
-#         assert (100,) == meta["chunks"]
-#         assert np.dtype(None) == meta["dtype"]
-#         assert meta["dimension_separator"] == "."
-
-#     def test_dimension_separator(self):
-#         for x in (".", "/"):
-#             store = self.create_store(dimension_separator=x)
-#             norm = store._normalize_key
-#             assert ".zarray" == norm(".zarray")
-#             assert ".zarray" == norm("/.zarray")
-#             assert ".zgroup" == norm("/.zgroup")
-#             assert "group/.zarray" == norm("group/.zarray")
-#             assert "group/.zgroup" == norm("group/.zgroup")
-#             assert "group/.zarray" == norm("/group/.zarray")
-#             assert "group/.zgroup" == norm("/group/.zgroup")
-
-#     def test_complex(self):
-#         path1 = tempfile.mkdtemp()
-#         path2 = tempfile.mkdtemp()
-#         store = self.create_store(
-#             path="simplecache::file://" + path1,
-#             simplecache={"same_names": True, "cache_storage": path2},
-#         )
-#         assert not store
-#         assert not os.listdir(path1)
-#         assert not os.listdir(path2)
-#         store[self.root + "foo"] = b"hello"
-#         assert "foo" in os.listdir(str(path1) + "/" + self.root)
-#         assert self.root + "foo" in store
-#         assert not os.listdir(str(path2))
-#         assert store[self.root + "foo"] == b"hello"
-#         assert "foo" in os.listdir(str(path2))
-
-#     def test_deep_ndim(self):
-#         import zarr
-
-#         store = self.create_store()
-#         path = None if self.version == 2 else "group1"
-#         foo = zarr.open_group(store=store, path=path)
-#         bar = foo.create_group("bar")
-#         baz = bar.create_dataset("baz", shape=(4, 4, 4), chunks=(2, 2, 2), dtype="i8")
-#         baz[:] = 1
-#         if self.version == 2:
-#             assert set(store.listdir()) == {".zgroup", "bar"}
-#         else:
-#             assert set(store.listdir()) == {"data", "meta", "zarr.json"}
-#             assert set(store.listdir("meta/root/" + path)) == {"bar", "bar.group.json"}
-#             assert set(store.listdir("data/root/" + path)) == {"bar"}
-#         assert foo["bar"]["baz"][(0, 0, 0)] == 1
-
-#     def test_not_fsspec(self):
-#         import zarr
-
-#         path = tempfile.mkdtemp()
-#         with pytest.raises(ValueError, match="storage_options"):
-#             zarr.open_array(path, mode="w", storage_options={"some": "kwargs"})
-#         with pytest.raises(ValueError, match="storage_options"):
-#             zarr.open_group(path, mode="w", storage_options={"some": "kwargs"})
-#         zarr.open_array("file://" + path, mode="w", shape=(1,), dtype="f8")
-
-#     def test_create(self):
-#         import zarr
-
-#         path1 = tempfile.mkdtemp()
-#         path2 = tempfile.mkdtemp()
-#         g = zarr.open_group("file://" + path1, mode="w", storage_options={"auto_mkdir": True})
-#         a = g.create_dataset("data", shape=(8,))
-#         a[:4] = [0, 1, 2, 3]
-#         assert "data" in os.listdir(path1)
-#         assert ".zgroup" in os.listdir(path1)
-
-#         # consolidated metadata (GH#915)
-#         consolidate_metadata("file://" + path1)
-#         assert ".zmetadata" in os.listdir(path1)
-
-#         g = zarr.open_group(
-#             "simplecache::file://" + path1,
-#             mode="r",
-#             storage_options={"cache_storage": path2, "same_names": True},
-#         )
-#         assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
-#         with pytest.raises(PermissionError):
-#             g.data[:] = 1
-
-#     @pytest.mark.parametrize("mode,allowed", [("r", False), ("r+", True)])
-#     def test_modify_consolidated(self, mode, allowed):
-#         import zarr
-
-#         url = "file://" + tempfile.mkdtemp()
-
-#         # create
-#         root = zarr.open_group(url, mode="w")
-#         root.zeros("baz", shape=(10000, 10000), chunks=(1000, 1000), dtype="i4")
-#         zarr.consolidate_metadata(url)
-
-#         # reopen and modify
-#         root = zarr.open_consolidated(url, mode=mode)
-#         if allowed:
-#             root["baz"][0, 0] = 7
-
-#             root = zarr.open_consolidated(url, mode="r")
-#             assert root["baz"][0, 0] == 7
-#         else:
-#             with pytest.raises(zarr.errors.ReadOnlyError):
-#                 root["baz"][0, 0] = 7
-
-#     @pytest.mark.parametrize("mode", ["r", "r+"])
-#     def test_modify_consolidated_metadata_raises(self, mode):
-#         import zarr
-
-#         url = "file://" + tempfile.mkdtemp()
-
-#         # create
-#         root = zarr.open_group(url, mode="w")
-#         root.zeros("baz", shape=(10000, 10000), chunks=(1000, 1000), dtype="i4")
-#         zarr.consolidate_metadata(url)
-
-#         # reopen and modify
-#         root = zarr.open_consolidated(url, mode=mode)
-#         with pytest.raises(zarr.errors.ReadOnlyError):
-#             root["baz"].resize(100, 100)
-
-#     def test_read_only(self):
-#         path = tempfile.mkdtemp()
-#         atexit.register(atexit_rmtree, path)
-#         store = self.create_store(path=path)
-#         store[self.root + "foo"] = b"bar"
-
-#         store = self.create_store(path=path, mode="r")
-
-#         with pytest.raises(PermissionError):
-#             store[self.root + "foo"] = b"hex"
-
-#         with pytest.raises(PermissionError):
-#             del store[self.root + "foo"]
-
-#         with pytest.raises(PermissionError):
-#             store.delitems([self.root + "foo"])
-
-#         with pytest.raises(PermissionError):
-#             store.setitems({self.root + "foo": b"baz"})
-
-#         with pytest.raises(PermissionError):
-#             store.clear()
-
-#         with pytest.raises(PermissionError):
-#             store.rmdir(self.root + "anydir")
-
-#         assert store[self.root + "foo"] == b"bar"
-
-#     def test_eq(self):
-#         store1 = self.create_store(path="anypath")
-#         store2 = self.create_store(path="anypath")
-#         assert store1 == store2
-
-#     @pytest.mark.usefixtures("s3")
-#     def test_s3(self):
-#         import zarr
-
-#         g = zarr.open_group("s3://test/out.zarr", mode="w", storage_options=self.s3so)
-#         a = g.create_dataset("data", shape=(8,))
-#         a[:4] = [0, 1, 2, 3]
-
-#         g = zarr.open_group("s3://test/out.zarr", mode="r", storage_options=self.s3so)
-
-#         assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
-
-#         # test via convenience
-#         g = zarr.open("s3://test/out.zarr", mode="r", storage_options=self.s3so)
-#         assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
-
-#     @pytest.mark.usefixtures("s3")
-#     def test_s3_complex(self):
-#         import zarr
-
-#         g = zarr.open_group("s3://test/out.zarr", mode="w", storage_options=self.s3so)
-#         expected = np.empty((8, 8, 8), dtype="int64")
-#         expected[:] = -1
-#         a = g.create_dataset(
-#             "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
-#         )
-#         expected[0] = 0
-#         expected[3] = 3
-#         expected[6, 6, 6] = 6
-#         a[6, 6, 6] = 6
-#         a[:4] = expected[:4]
-
-#         b = g.create_dataset(
-#             "data_f",
-#             shape=(8,),
-#             chunks=(1,),
-#             dtype=[("foo", "S3"), ("bar", "i4")],
-#             fill_value=(b"b", 1),
-#         )
-#         b[:4] = (b"aaa", 2)
-#         g2 = zarr.open_group("s3://test/out.zarr", mode="r", storage_options=self.s3so)
-
-#         assert (g2.data[:] == expected).all()
-#         a.chunk_store.fs.invalidate_cache("test/out.zarr/data")
-#         a[:] = 5
-#         assert (a[:] == 5).all()
-
-#         assert g2.data_f["foo"].tolist() == [b"aaa"] * 4 + [b"b"] * 4
-#         with pytest.raises(PermissionError):
-#             g2.data[:] = 5
-
-#         with pytest.raises(PermissionError):
-#             g2.store.setitems({})
-
-#         with pytest.raises(PermissionError):
-#             # even though overwrite=True, store is read-only, so fails
-#             g2.create_dataset(
-#                 "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
-#             )
-
-#         a = g.create_dataset(
-#             "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
-#         )
-#         assert (a[:] == -np.ones((8, 8, 8))).all()
-
-
-# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-# class TestFSStoreWithKeySeparator(StoreTests):
-#     def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
-
-#         # Since the user is passing key_separator, that will take priority.
-#         skip_if_nested_chunks(**kwargs)
-
-#         path = tempfile.mkdtemp()
-#         atexit.register(atexit_rmtree, path)
-#         return FSStore(path, normalize_keys=normalize_keys, key_separator=key_separator)
-
-
-# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-# class TestFSStoreFromFilesystem(StoreTests):
-#     def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
-#         import fsspec
-
-#         fs = fsspec.filesystem("file")
-
-#         if path is None:
-#             path = tempfile.mkdtemp()
-#             atexit.register(atexit_rmtree, path)
-
-#         with pytest.raises(ValueError):
-#             # can't specify storage_options when passing an
-#             # existing fs object
-#             _ = FSStore(path, fs=fs, auto_mkdir=True)
-
-#         store = FSStore(
-#             path,
-#             normalize_keys=normalize_keys,
-#             dimension_separator=dimension_separator,
-#             fs=fs,
-#             **kwargs,
-#         )
-
-#         return store
-
-
-# @pytest.fixture()
-# def s3(request):
-#     # writable local S3 system
-#     import shlex
-#     import subprocess
-#     import time
-
-#     if "BOTO_CONFIG" not in os.environ:  # pragma: no cover
-#         os.environ["BOTO_CONFIG"] = "/dev/null"
-#     if "AWS_ACCESS_KEY_ID" not in os.environ:  # pragma: no cover
-#         os.environ["AWS_ACCESS_KEY_ID"] = "foo"
-#     if "AWS_SECRET_ACCESS_KEY" not in os.environ:  # pragma: no cover
-#         os.environ["AWS_SECRET_ACCESS_KEY"] = "bar"
-#     requests = pytest.importorskip("requests")
-#     s3fs = pytest.importorskip("s3fs")
-#     pytest.importorskip("moto")
-
-#     port = 5555
-#     endpoint_uri = "http://127.0.0.1:%d/" % port
-#     proc = subprocess.Popen(
-#         shlex.split("moto_server s3 -p %d" % port),
-#         stderr=subprocess.DEVNULL,
-#         stdout=subprocess.DEVNULL,
-#     )
-
-#     timeout = 5
-#     while timeout > 0:
-#         try:
-#             r = requests.get(endpoint_uri)
-#             if r.ok:
-#                 break
-#         except Exception:  # pragma: no cover
-#             pass
-#         timeout -= 0.1  # pragma: no cover
-#         time.sleep(0.1)  # pragma: no cover
-#     s3so = dict(client_kwargs={"endpoint_url": endpoint_uri}, use_listings_cache=False)
-#     s3 = s3fs.S3FileSystem(anon=False, **s3so)
-#     s3.mkdir("test")
-#     request.cls.s3so = s3so
-#     yield
-#     proc.terminate()
-#     proc.wait()
-
-
-# class TestNestedDirectoryStore(TestDirectoryStore):
-#     def create_store(self, normalize_keys=False, **kwargs):
-#         path = tempfile.mkdtemp()
-#         atexit.register(atexit_rmtree, path)
-#         store = NestedDirectoryStore(path, normalize_keys=normalize_keys, **kwargs)
-#         return store
-
-#     def test_init_array(self):
-#         store = self.create_store()
-#         assert store._dimension_separator == "/"
-#         init_array(store, shape=1000, chunks=100)
-
-#         # check metadata
-#         assert array_meta_key in store
-#         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-#         assert ZARR_FORMAT == meta["zarr_format"]
-#         assert (1000,) == meta["shape"]
-#         assert (100,) == meta["chunks"]
-#         assert np.dtype(None) == meta["dtype"]
-#         assert meta["dimension_separator"] == "/"
-
-#     def test_chunk_nesting(self):
-#         store = self.create_store()
-#         # any path where last segment looks like a chunk key gets special handling
-#         store[self.root + "0.0"] = b"xxx"
-#         assert b"xxx" == store[self.root + "0.0"]
-#         # assert b'xxx' == store['0/0']
-#         store[self.root + "foo/10.20.30"] = b"yyy"
-#         assert b"yyy" == store[self.root + "foo/10.20.30"]
-#         # assert b'yyy' == store['foo/10/20/30']
-#         store[self.root + "42"] = b"zzz"
-#         assert b"zzz" == store[self.root + "42"]
-
-#     def test_listdir(self):
-#         store = self.create_store()
-#         z = zarr.zeros((10, 10), chunks=(5, 5), store=store)
-#         z[:] = 1  # write to all chunks
-#         for k in store.listdir():
-#             assert store.get(k) is not None
-
-
-# class TestNestedDirectoryStoreNone:
-#     def test_value_error(self):
-#         path = tempfile.mkdtemp()
-#         atexit.register(atexit_rmtree, path)
-#         store = NestedDirectoryStore(path, normalize_keys=True, dimension_separator=None)
-#         assert store._dimension_separator == "/"
-
-
-# class TestNestedDirectoryStoreWithWrongValue:
-#     def test_value_error(self):
-#         path = tempfile.mkdtemp()
-#         atexit.register(atexit_rmtree, path)
-#         with pytest.raises(ValueError):
-#             NestedDirectoryStore(path, normalize_keys=True, dimension_separator=".")
-
-
-# class TestN5Store(TestNestedDirectoryStore):
-#     def create_store(self, normalize_keys=False):
-#         path = tempfile.mkdtemp()
-#         atexit.register(atexit_rmtree, path)
-#         store = N5Store(path, normalize_keys=normalize_keys)
-#         return store
-
-#     def test_equal(self):
-#         store_a = self.create_store()
-#         store_b = N5Store(store_a.path)
-#         assert store_a == store_b
-
-#     @pytest.mark.parametrize("zarr_meta_key", [".zarray", ".zattrs", ".zgroup"])
-#     def test_del_zarr_meta_key(self, zarr_meta_key):
-#         store = self.create_store()
-#         store[n5_attrs_key] = json_dumps({"foo": "bar"})
-#         del store[zarr_meta_key]
-#         assert n5_attrs_key not in store
-
-#     def test_chunk_nesting(self):
-#         store = self.create_store()
-#         store["0.0"] = b"xxx"
-#         assert "0.0" in store
-#         assert b"xxx" == store["0.0"]
-#         # assert b'xxx' == store['0/0']
-#         store["foo/10.20.30"] = b"yyy"
-#         assert "foo/10.20.30" in store
-#         assert b"yyy" == store["foo/10.20.30"]
-#         # N5 reverses axis order
-#         assert b"yyy" == store["foo/30/20/10"]
-#         del store["foo/10.20.30"]
-#         assert "foo/30/20/10" not in store
-#         store["42"] = b"zzz"
-#         assert "42" in store
-#         assert b"zzz" == store["42"]
-
-#     def test_init_array(self):
-#         store = self.create_store()
-#         init_array(store, shape=1000, chunks=100)
-
-#         # check metadata
-#         assert array_meta_key in store
-#         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-#         assert ZARR_FORMAT == meta["zarr_format"]
-#         assert (1000,) == meta["shape"]
-#         assert (100,) == meta["chunks"]
-#         assert np.dtype(None) == meta["dtype"]
-#         # N5Store wraps the actual compressor
-#         compressor_config = meta["compressor"]["compressor_config"]
-#         assert default_compressor.get_config() == compressor_config
-#         # N5Store always has a fill value of 0
-#         assert meta["fill_value"] == 0
-#         assert meta["dimension_separator"] == "."
-#         # Top-level groups AND arrays should have
-#         # the n5 keyword in metadata
-#         raw_n5_meta = json.loads(store[n5_attrs_key])
-#         assert raw_n5_meta.get("n5", None) == N5_FORMAT
-
-#     def test_init_array_path(self):
-#         path = "foo/bar"
-#         store = self.create_store()
-#         init_array(store, shape=1000, chunks=100, path=path)
-
-#         # check metadata
-#         key = path + "/" + array_meta_key
-#         assert key in store
-#         meta = store._metadata_class.decode_array_metadata(store[key])
-#         assert ZARR_FORMAT == meta["zarr_format"]
-#         assert (1000,) == meta["shape"]
-#         assert (100,) == meta["chunks"]
-#         assert np.dtype(None) == meta["dtype"]
-#         # N5Store wraps the actual compressor
-#         compressor_config = meta["compressor"]["compressor_config"]
-#         assert default_compressor.get_config() == compressor_config
-#         # N5Store always has a fill value of 0
-#         assert meta["fill_value"] == 0
-
-#     def test_init_array_compat(self):
-#         store = self.create_store()
-#         init_array(store, shape=1000, chunks=100, compressor="none")
-#         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-#         # N5Store wraps the actual compressor
-#         compressor_config = meta["compressor"]["compressor_config"]
-#         assert compressor_config is None
-
-#     def test_init_array_overwrite(self):
-#         self._test_init_array_overwrite("C")
-
-#     def test_init_array_overwrite_path(self):
-#         self._test_init_array_overwrite_path("C")
-
-#     def test_init_array_overwrite_chunk_store(self):
-#         self._test_init_array_overwrite_chunk_store("C")
-
-#     def test_init_group_overwrite(self):
-#         self._test_init_group_overwrite("C")
-
-#     def test_init_group_overwrite_path(self):
-#         self._test_init_group_overwrite_path("C")
-
-#     def test_init_group_overwrite_chunk_store(self):
-#         self._test_init_group_overwrite_chunk_store("C")
-
-#     def test_init_group(self):
-#         store = self.create_store()
-#         init_group(store)
-#         store[".zattrs"] = json_dumps({"foo": "bar"})
-#         # check metadata
-#         assert group_meta_key in store
-#         assert group_meta_key in store.listdir()
-#         assert group_meta_key in store.listdir("")
-#         meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-#         assert ZARR_FORMAT == meta["zarr_format"]
-
-#     def test_filters(self):
-#         all_filters, all_errors = zip(
-#             *[
-#                 (None, does_not_raise()),
-#                 ([], does_not_raise()),
-#                 ([AsType("f4", "f8")], pytest.raises(ValueError)),
-#             ]
-#         )
-#         for filters, error in zip(all_filters, all_errors):
-#             store = self.create_store()
-#             with error:
-#                 init_array(store, shape=1000, chunks=100, filters=filters)
-
-
-# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-# class TestN5FSStore(TestFSStore):
-#     def create_store(self, normalize_keys=False, path=None, **kwargs):
-
-#         if path is None:
-#             path = tempfile.mkdtemp()
-#             atexit.register(atexit_rmtree, path)
-
-#         store = N5FSStore(path, normalize_keys=normalize_keys, **kwargs)
-#         return store
-
-#     def test_equal(self):
-#         store_a = self.create_store()
-#         store_b = N5FSStore(store_a.path)
-#         assert store_a == store_b
-
-#     # This is copied wholesale from the N5Store tests. The same test could
-#     # be run by making TestN5FSStore inherit from both TestFSStore and
-#     # TestN5Store, but a direct copy is arguably more explicit.
-
-#     @pytest.mark.parametrize("zarr_meta_key", [".zarray", ".zattrs", ".zgroup"])
-#     def test_del_zarr_meta_key(self, zarr_meta_key):
-#         store = self.create_store()
-#         store[n5_attrs_key] = json_dumps({"foo": "bar"})
-#         del store[zarr_meta_key]
-#         assert n5_attrs_key not in store
-
-#     def test_chunk_nesting(self):
-#         store = self.create_store()
-#         store["0.0"] = b"xxx"
-#         assert "0.0" in store
-#         assert b"xxx" == store["0.0"]
-#         # assert b'xxx' == store['0/0']
-#         store["foo/10.20.30"] = b"yyy"
-#         assert "foo/10.20.30" in store
-#         assert b"yyy" == store["foo/10.20.30"]
-#         # N5 reverses axis order
-#         assert b"yyy" == store["foo/30/20/10"]
-#         del store["foo/10.20.30"]
-#         assert "foo/30/20/10" not in store
-#         store["42"] = b"zzz"
-#         assert "42" in store
-#         assert b"zzz" == store["42"]
-
-#     def test_init_array(self):
-#         store = self.create_store()
-#         init_array(store, shape=1000, chunks=100)
-
-#         # check metadata
-#         assert array_meta_key in store
-#         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-#         assert ZARR_FORMAT == meta["zarr_format"]
-#         assert (1000,) == meta["shape"]
-#         assert (100,) == meta["chunks"]
-#         assert np.dtype(None) == meta["dtype"]
-#         # N5Store wraps the actual compressor
-#         compressor_config = meta["compressor"]["compressor_config"]
-#         assert default_compressor.get_config() == compressor_config
-#         # N5Store always has a fill value of 0
-#         assert meta["fill_value"] == 0
-#         assert meta["dimension_separator"] == "."
-#         # Top-level groups AND arrays should have
-#         # the n5 keyword in metadata
-#         raw_n5_meta = json.loads(store[n5_attrs_key])
-#         assert raw_n5_meta.get("n5", None) == N5_FORMAT
-
-#     def test_init_array_path(self):
-#         path = "foo/bar"
-#         store = self.create_store()
-#         init_array(store, shape=1000, chunks=100, path=path)
-
-#         # check metadata
-#         key = path + "/" + array_meta_key
-#         assert key in store
-#         meta = store._metadata_class.decode_array_metadata(store[key])
-#         assert ZARR_FORMAT == meta["zarr_format"]
-#         assert (1000,) == meta["shape"]
-#         assert (100,) == meta["chunks"]
-#         assert np.dtype(None) == meta["dtype"]
-#         # N5Store wraps the actual compressor
-#         compressor_config = meta["compressor"]["compressor_config"]
-#         assert default_compressor.get_config() == compressor_config
-#         # N5Store always has a fill value of 0
-#         assert meta["fill_value"] == 0
-
-#     def test_init_array_compat(self):
-#         store = self.create_store()
-#         init_array(store, shape=1000, chunks=100, compressor="none")
-#         meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-#         # N5Store wraps the actual compressor
-#         compressor_config = meta["compressor"]["compressor_config"]
-#         assert compressor_config is None
-
-#     def test_init_array_overwrite(self):
-#         self._test_init_array_overwrite("C")
-
-#     def test_init_array_overwrite_path(self):
-#         self._test_init_array_overwrite_path("C")
-
-#     def test_init_array_overwrite_chunk_store(self):
-#         self._test_init_array_overwrite_chunk_store("C")
-
-#     def test_init_group_overwrite(self):
-#         self._test_init_group_overwrite("C")
-
-#     def test_init_group_overwrite_path(self):
-#         self._test_init_group_overwrite_path("C")
-
-#     def test_init_group_overwrite_chunk_store(self):
-#         self._test_init_group_overwrite_chunk_store("C")
-
-#     def test_dimension_separator(self):
-
-#         with pytest.warns(UserWarning, match="dimension_separator"):
-#             self.create_store(dimension_separator="/")
-
-#     def test_init_group(self):
-#         store = self.create_store()
-#         init_group(store)
-#         store[".zattrs"] = json_dumps({"foo": "bar"})
-#         # check metadata
-#         assert group_meta_key in store
-#         assert group_meta_key in store.listdir()
-#         assert group_meta_key in store.listdir("")
-#         meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-#         assert ZARR_FORMAT == meta["zarr_format"]
-
-#     def test_filters(self):
-#         all_filters, all_errors = zip(
-#             *[
-#                 (None, does_not_raise()),
-#                 ([], does_not_raise()),
-#                 ([AsType("f4", "f8")], pytest.raises(ValueError)),
-#             ]
-#         )
-#         for filters, error in zip(all_filters, all_errors):
-#             store = self.create_store()
-#             with error:
-#                 init_array(store, shape=1000, chunks=100, filters=filters)
-
-
-# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-# class TestNestedFSStore(TestNestedDirectoryStore):
-#     def create_store(self, normalize_keys=False, path=None, **kwargs):
-#         if path is None:
-#             path = tempfile.mkdtemp()
-#         atexit.register(atexit_rmtree, path)
-#         store = FSStore(
-#             path, normalize_keys=normalize_keys,
-#             dimension_separator="/", auto_mkdir=True, **kwargs
-#         )
-#         return store
-
-#     def test_numbered_groups(self):
-#         import zarr
-
-#         # Create an array
-#         store = self.create_store()
-#         group = zarr.group(store=store)
-#         arr = group.create_dataset("0", shape=(10, 10))
-#         arr[1] = 1
-
-#         # Read it back
-#         store = self.create_store(path=store.path)
-#         zarr.open_group(store.path)["0"]
-
-
-# class TestTempStore(StoreTests):
-#     def create_store(self, **kwargs):
-#         skip_if_nested_chunks(**kwargs)
-#         return TempStore(**kwargs)
-
-#     def test_setdel(self):
-#         store = self.create_store()
-#         setdel_hierarchy_checks(store, self.root)
-
-
-# class TestZipStore(StoreTests):
-
-#     ZipStoreClass = ZipStore
-
-#     def create_store(self, **kwargs):
-#         path = mktemp(suffix=".zip")
-#         atexit.register(os.remove, path)
-#         store = ZipStore(path, mode="w", **kwargs)
-#         return store
-
-#     def test_mode(self):
-#         with self.ZipStoreClass("data/store.zip", mode="w") as store:
-#             store[self.root + "foo"] = b"bar"
-#         store = self.ZipStoreClass("data/store.zip", mode="r")
-#         with pytest.raises(PermissionError):
-#             store[self.root + "foo"] = b"bar"
-#         with pytest.raises(PermissionError):
-#             store.clear()
-
-#     def test_flush(self):
-#         store = self.ZipStoreClass("data/store.zip", mode="w")
-#         store[self.root + "foo"] = b"bar"
-#         store.flush()
-#         assert store[self.root + "foo"] == b"bar"
-#         store.close()
-
-#         store = self.ZipStoreClass("data/store.zip", mode="r")
-#         store.flush()  # no-op
-
-#     def test_context_manager(self):
-#         with self.create_store() as store:
-#             store[self.root + "foo"] = b"bar"
-#             store[self.root + "baz"] = b"qux"
-#             assert 2 == len(store)
-
-#     def test_pop(self):
-#         # override because not implemented
-#         store = self.create_store()
-#         store[self.root + "foo"] = b"bar"
-#         with pytest.raises(NotImplementedError):
-#             store.pop(self.root + "foo")
-
-#     def test_popitem(self):
-#         # override because not implemented
-#         store = self.create_store()
-#         store[self.root + "foo"] = b"bar"
-#         with pytest.raises(NotImplementedError):
-#             store.popitem()
-
-#     def test_permissions(self):
-#         store = self.ZipStoreClass("data/store.zip", mode="w")
-#         foo_key = "foo" if self.version == 2 else self.root + "foo"
-#         # TODO: cannot provide key ending in / for v3
-#         #       how to create an empty folder in that case?
-#         baz_key = "baz/" if self.version == 2 else self.root + "baz"
-#         store[foo_key] = b"bar"
-#         store[baz_key] = b""
-
-#         store.flush()
-#         store.close()
-#         z = ZipFile("data/store.zip", "r")
-#         info = z.getinfo(foo_key)
-#         perm = oct(info.external_attr >> 16)
-#         assert perm == "0o644"
-#         info = z.getinfo(baz_key)
-#         perm = oct(info.external_attr >> 16)
-#         # only for posix platforms
-#         if os.name == "posix":
-#             if self.version == 2:
-#                 assert perm == "0o40775"
-#             else:
-#                 # baz/ on v2, but baz on v3, so not a directory
-#                 assert perm == "0o644"
-#         z.close()
-
-#     def test_store_and_retrieve_ndarray(self):
-#         store = ZipStore("data/store.zip")
-#         x = np.array([[1, 2], [3, 4]])
-#         store["foo"] = x
-#         y = np.frombuffer(store["foo"], dtype=x.dtype).reshape(x.shape)
-#         assert np.array_equiv(y, x)
-
-
-# class TestDBMStore(StoreTests):
-#     def create_store(self, dimension_separator=None):
-#         path = mktemp(suffix=".anydbm")
-#         atexit.register(atexit_rmglob, path + "*")
-#         # create store using default dbm implementation
-#         store = DBMStore(path, flag="n", dimension_separator=dimension_separator)
-#         return store
-
-#     def test_context_manager(self):
-#         with self.create_store() as store:
-#             store[self.root + "foo"] = b"bar"
-#             store[self.root + "baz"] = b"qux"
-#             assert 2 == len(store)
-
-
-# class TestDBMStoreDumb(TestDBMStore):
-#     def create_store(self, **kwargs):
-#         path = mktemp(suffix=".dumbdbm")
-#         atexit.register(atexit_rmglob, path + "*")
-
-#         import dbm.dumb as dumbdbm
-
-#         store = DBMStore(path, flag="n", open=dumbdbm.open, **kwargs)
-#         return store
-
-
-# class TestDBMStoreGnu(TestDBMStore):
-#     def create_store(self, **kwargs):
-#         gdbm = pytest.importorskip("dbm.gnu")
-#         path = mktemp(suffix=".gdbm")  # pragma: no cover
-#         atexit.register(os.remove, path)  # pragma: no cover
-#         store = DBMStore(
-#             path, flag="n", open=gdbm.open, write_lock=False, **kwargs
-#         )  # pragma: no cover
-#         return store  # pragma: no cover
-
-
-# class TestDBMStoreNDBM(TestDBMStore):
-#     def create_store(self, **kwargs):
-#         ndbm = pytest.importorskip("dbm.ndbm")
-#         path = mktemp(suffix=".ndbm")  # pragma: no cover
-#         atexit.register(atexit_rmglob, path + "*")  # pragma: no cover
-#         store = DBMStore(path, flag="n", open=ndbm.open, **kwargs)  # pragma: no cover
-#         return store  # pragma: no cover
-
-
-# class TestDBMStoreBerkeleyDB(TestDBMStore):
-#     def create_store(self, **kwargs):
-#         bsddb3 = pytest.importorskip("bsddb3")
-#         path = mktemp(suffix=".dbm")
-#         atexit.register(os.remove, path)
-#         store = DBMStore(path, flag="n", open=bsddb3.btopen, write_lock=False, **kwargs)
-#         return store
-
-
-# class TestLMDBStore(StoreTests):
-#     def create_store(self, **kwargs):
-#         pytest.importorskip("lmdb")
-#         path = mktemp(suffix=".lmdb")
-#         atexit.register(atexit_rmtree, path)
-#         buffers = True
-#         store = LMDBStore(path, buffers=buffers, **kwargs)
-#         return store
-
-#     def test_context_manager(self):
-#         with self.create_store() as store:
-#             store[self.root + "foo"] = b"bar"
-#             store[self.root + "baz"] = b"qux"
-#             assert 2 == len(store)
-
-
-# class TestSQLiteStore(StoreTests):
-#     def create_store(self, **kwargs):
-#         pytest.importorskip("sqlite3")
-#         path = mktemp(suffix=".db")
-#         atexit.register(atexit_rmtree, path)
-#         store = SQLiteStore(path, **kwargs)
-#         return store
-
-#     def test_underscore_in_name(self):
-#         path = mktemp(suffix=".db")
-#         atexit.register(atexit_rmtree, path)
-#         store = SQLiteStore(path)
-#         store["a"] = b"aaa"
-#         store["a_b"] = b"aa_bb"
-#         store.rmdir("a")
-#         assert "a_b" in store
-
-
-# class TestSQLiteStoreInMemory(TestSQLiteStore):
-#     def create_store(self, **kwargs):
-#         pytest.importorskip("sqlite3")
-#         store = SQLiteStore(":memory:", **kwargs)
-#         return store
-
-#     def test_pickle(self):
-
-#         # setup store
-#         store = self.create_store()
-#         store[self.root + "foo"] = b"bar"
-#         store[self.root + "baz"] = b"quux"
-
-#         # round-trip through pickle
-#         with pytest.raises(PicklingError):
-#             pickle.dumps(store)
-
-
-# @skip_test_env_var("ZARR_TEST_MONGO")
-# class TestMongoDBStore(StoreTests):
-#     def create_store(self, **kwargs):
-#         pytest.importorskip("pymongo")
-#         store = MongoDBStore(
-#             host="127.0.0.1", database="zarr_tests", collection="zarr_tests", **kwargs
-#         )
-#         # start with an empty store
-#         store.clear()
-#         return store
-
-
-# @skip_test_env_var("ZARR_TEST_REDIS")
-# class TestRedisStore(StoreTests):
-#     def create_store(self, **kwargs):
-#         # TODO: this is the default host for Redis on Travis,
-#         # we probably want to generalize this though
-#         pytest.importorskip("redis")
-#         store = RedisStore(host="localhost", port=6379, **kwargs)
-#         # start with an empty store
-#         store.clear()
-#         return store
-
-
-# class TestLRUStoreCache(StoreTests):
-
-#     CountingClass = CountingDict
-#     LRUStoreClass = LRUStoreCache
-
-#     def create_store(self, **kwargs):
-#         # wrapper therefore no dimension_separator argument
-#         skip_if_nested_chunks(**kwargs)
-#         return self.LRUStoreClass(dict(), max_size=2**27)
-
-#     def test_cache_values_no_max_size(self):
-
-#         # setup store
-#         store = self.CountingClass()
-#         foo_key = self.root + "foo"
-#         bar_key = self.root + "bar"
-#         store[foo_key] = b"xxx"
-#         store[bar_key] = b"yyy"
-#         assert 0 == store.counter["__getitem__", foo_key]
-#         assert 1 == store.counter["__setitem__", foo_key]
-#         assert 0 == store.counter["__getitem__", bar_key]
-#         assert 1 == store.counter["__setitem__", bar_key]
-
-#         # setup cache
-#         cache = self.LRUStoreClass(store, max_size=None)
-#         assert 0 == cache.hits
-#         assert 0 == cache.misses
-
-#         # test first __getitem__, cache miss
-#         assert b"xxx" == cache[foo_key]
-#         assert 1 == store.counter["__getitem__", foo_key]
-#         assert 1 == store.counter["__setitem__", foo_key]
-#         assert 0 == cache.hits
-#         assert 1 == cache.misses
-
-#         # test second __getitem__, cache hit
-#         assert b"xxx" == cache[foo_key]
-#         assert 1 == store.counter["__getitem__", foo_key]
-#         assert 1 == store.counter["__setitem__", foo_key]
-#         assert 1 == cache.hits
-#         assert 1 == cache.misses
-
-#         # test __setitem__, __getitem__
-#         cache[foo_key] = b"zzz"
-#         assert 1 == store.counter["__getitem__", foo_key]
-#         assert 2 == store.counter["__setitem__", foo_key]
-#         # should be a cache hit
-#         assert b"zzz" == cache[foo_key]
-#         assert 1 == store.counter["__getitem__", foo_key]
-#         assert 2 == store.counter["__setitem__", foo_key]
-#         assert 2 == cache.hits
-#         assert 1 == cache.misses
-
-#         # manually invalidate all cached values
-#         cache.invalidate_values()
-#         assert b"zzz" == cache[foo_key]
-#         assert 2 == store.counter["__getitem__", foo_key]
-#         assert 2 == store.counter["__setitem__", foo_key]
-#         cache.invalidate()
-#         assert b"zzz" == cache[foo_key]
-#         assert 3 == store.counter["__getitem__", foo_key]
-#         assert 2 == store.counter["__setitem__", foo_key]
-
-#         # test __delitem__
-#         del cache[foo_key]
-#         with pytest.raises(KeyError):
-#             # noinspection PyStatementEffect
-#             cache[foo_key]
-#         with pytest.raises(KeyError):
-#             # noinspection PyStatementEffect
-#             store[foo_key]
-
-#         # verify other keys untouched
-#         assert 0 == store.counter["__getitem__", bar_key]
-#         assert 1 == store.counter["__setitem__", bar_key]
-
-#     def test_cache_values_with_max_size(self):
-
-#         # setup store
-#         store = self.CountingClass()
-#         foo_key = self.root + "foo"
-#         bar_key = self.root + "bar"
-#         store[foo_key] = b"xxx"
-#         store[bar_key] = b"yyy"
-#         assert 0 == store.counter["__getitem__", foo_key]
-#         assert 0 == store.counter["__getitem__", bar_key]
-#         # setup cache - can only hold one item
-#         cache = self.LRUStoreClass(store, max_size=5)
-#         assert 0 == cache.hits
-#         assert 0 == cache.misses
-
-#         # test first 'foo' __getitem__, cache miss
-#         assert b"xxx" == cache[foo_key]
-#         assert 1 == store.counter["__getitem__", foo_key]
-#         assert 0 == cache.hits
-#         assert 1 == cache.misses
-
-#         # test second 'foo' __getitem__, cache hit
-#         assert b"xxx" == cache[foo_key]
-#         assert 1 == store.counter["__getitem__", foo_key]
-#         assert 1 == cache.hits
-#         assert 1 == cache.misses
-
-#         # test first 'bar' __getitem__, cache miss
-#         assert b"yyy" == cache[bar_key]
-#         assert 1 == store.counter["__getitem__", bar_key]
-#         assert 1 == cache.hits
-#         assert 2 == cache.misses
-
-#         # test second 'bar' __getitem__, cache hit
-#         assert b"yyy" == cache[bar_key]
-#         assert 1 == store.counter["__getitem__", bar_key]
-#         assert 2 == cache.hits
-#         assert 2 == cache.misses
-
-#         # test 'foo' __getitem__, should have been evicted, cache miss
-#         assert b"xxx" == cache[foo_key]
-#         assert 2 == store.counter["__getitem__", foo_key]
-#         assert 2 == cache.hits
-#         assert 3 == cache.misses
-
-#         # test 'bar' __getitem__, should have been evicted, cache miss
-#         assert b"yyy" == cache[bar_key]
-#         assert 2 == store.counter["__getitem__", bar_key]
-#         assert 2 == cache.hits
-#         assert 4 == cache.misses
-
-#         # setup store
-#         store = self.CountingClass()
-#         store[foo_key] = b"xxx"
-#         store[bar_key] = b"yyy"
-#         assert 0 == store.counter["__getitem__", foo_key]
-#         assert 0 == store.counter["__getitem__", bar_key]
-#         # setup cache - can hold two items
-#         cache = self.LRUStoreClass(store, max_size=6)
-#         assert 0 == cache.hits
-#         assert 0 == cache.misses
-
-#         # test first 'foo' __getitem__, cache miss
-#         assert b"xxx" == cache[foo_key]
-#         assert 1 == store.counter["__getitem__", foo_key]
-#         assert 0 == cache.hits
-#         assert 1 == cache.misses
-
-#         # test second 'foo' __getitem__, cache hit
-#         assert b"xxx" == cache[foo_key]
-#         assert 1 == store.counter["__getitem__", foo_key]
-#         assert 1 == cache.hits
-#         assert 1 == cache.misses
-
-#         # test first 'bar' __getitem__, cache miss
-#         assert b"yyy" == cache[bar_key]
-#         assert 1 == store.counter["__getitem__", bar_key]
-#         assert 1 == cache.hits
-#         assert 2 == cache.misses
-
-#         # test second 'bar' __getitem__, cache hit
-#         assert b"yyy" == cache[bar_key]
-#         assert 1 == store.counter["__getitem__", bar_key]
-#         assert 2 == cache.hits
-#         assert 2 == cache.misses
-
-#         # test 'foo' __getitem__, should still be cached
-#         assert b"xxx" == cache[foo_key]
-#         assert 1 == store.counter["__getitem__", foo_key]
-#         assert 3 == cache.hits
-#         assert 2 == cache.misses
-
-#         # test 'bar' __getitem__, should still be cached
-#         assert b"yyy" == cache[bar_key]
-#         assert 1 == store.counter["__getitem__", bar_key]
-#         assert 4 == cache.hits
-#         assert 2 == cache.misses
-
-#     def test_cache_keys(self):
-
-#         # setup
-#         store = self.CountingClass()
-#         foo_key = self.root + "foo"
-#         bar_key = self.root + "bar"
-#         baz_key = self.root + "baz"
-#         store[foo_key] = b"xxx"
-#         store[bar_key] = b"yyy"
-#         assert 0 == store.counter["__contains__", foo_key]
-#         assert 0 == store.counter["__iter__"]
-#         assert 0 == store.counter["keys"]
-#         cache = self.LRUStoreClass(store, max_size=None)
-
-#         # keys should be cached on first call
-#         keys = sorted(cache.keys())
-#         assert keys == [bar_key, foo_key]
-#         assert 1 == store.counter["keys"]
-#         # keys should now be cached
-#         assert keys == sorted(cache.keys())
-#         assert 1 == store.counter["keys"]
-#         assert foo_key in cache
-#         assert 1 == store.counter["__contains__", foo_key]
-#         # the next check for `foo_key` is cached
-#         assert foo_key in cache
-#         assert 1 == store.counter["__contains__", foo_key]
-#         assert keys == sorted(cache)
-#         assert 0 == store.counter["__iter__"]
-#         assert 1 == store.counter["keys"]
-
-#         # cache should be cleared if store is modified - crude but simple for now
-#         cache[baz_key] = b"zzz"
-#         keys = sorted(cache.keys())
-#         assert keys == [bar_key, baz_key, foo_key]
-#         assert 2 == store.counter["keys"]
-#         # keys should now be cached
-#         assert keys == sorted(cache.keys())
-#         assert 2 == store.counter["keys"]
-
-#         # manually invalidate keys
-#         cache.invalidate_keys()
-#         keys = sorted(cache.keys())
-#         assert keys == [bar_key, baz_key, foo_key]
-#         assert 3 == store.counter["keys"]
-#         assert 1 == store.counter["__contains__", foo_key]
-#         assert 0 == store.counter["__iter__"]
-#         cache.invalidate_keys()
-#         keys = sorted(cache)
-#         assert keys == [bar_key, baz_key, foo_key]
-#         assert 4 == store.counter["keys"]
-#         assert 1 == store.counter["__contains__", foo_key]
-#         assert 0 == store.counter["__iter__"]
-#         cache.invalidate_keys()
-#         assert foo_key in cache
-#         assert 4 == store.counter["keys"]
-#         assert 2 == store.counter["__contains__", foo_key]
-#         assert 0 == store.counter["__iter__"]
-
-#         # check these would get counted if called directly
-#         assert foo_key in store
-#         assert 3 == store.counter["__contains__", foo_key]
-#         assert keys == sorted(store)
-#         assert 1 == store.counter["__iter__"]
-
-
-# def test_getsize():
-#     store = KVStore(dict())
-#     store["foo"] = b"aaa"
-#     store["bar"] = b"bbbb"
-#     store["baz/quux"] = b"ccccc"
-#     assert 7 == getsize(store)
-#     assert 5 == getsize(store, "baz")
-
-#     store = KVStore(dict())
-#     store["boo"] = None
-#     assert -1 == getsize(store)
-
-
-# @pytest.mark.parametrize("dict_store", [False, True])
-# def test_migrate_1to2(dict_store):
-#     from zarr import meta_v1
-
-#     # N.B., version 1 did not support hierarchies, so we only have to be
-#     # concerned about migrating a single array at the root of the store
-
-#     # setup
-#     store = dict() if dict_store else KVStore(dict())
-#     meta = dict(
-#         shape=(100,),
-#         chunks=(10,),
-#         dtype=np.dtype("f4"),
-#         compression="zlib",
-#         compression_opts=1,
-#         fill_value=None,
-#         order="C",
-#     )
-#     meta_json = meta_v1.encode_metadata(meta)
-#     store["meta"] = meta_json
-#     store["attrs"] = json.dumps(dict()).encode("ascii")
-
-#     # run migration
-#     migrate_1to2(store)
-
-#     # check results
-#     assert "meta" not in store
-#     assert array_meta_key in store
-#     assert "attrs" not in store
-#     assert attrs_key in store
-#     meta_migrated = decode_array_metadata(store[array_meta_key])
-#     assert 2 == meta_migrated["zarr_format"]
-
-#     # preserved fields
-#     for f in "shape", "chunks", "dtype", "fill_value", "order":
-#         assert meta[f] == meta_migrated[f]
-
-#     # migrate should have added empty filters field
-#     assert meta_migrated["filters"] is None
-
-#     # check compression and compression_opts migrated to compressor
-#     assert "compression" not in meta_migrated
-#     assert "compression_opts" not in meta_migrated
-#     assert meta_migrated["compressor"] == Zlib(1).get_config()
-
-#     # check dict compression_opts
-#     store = dict() if dict_store else KVStore(dict())
-#     meta["compression"] = "blosc"
-#     meta["compression_opts"] = dict(cname="lz4", clevel=5, shuffle=1)
-#     meta_json = meta_v1.encode_metadata(meta)
-#     store["meta"] = meta_json
-#     store["attrs"] = json.dumps(dict()).encode("ascii")
-#     migrate_1to2(store)
-#     meta_migrated = decode_array_metadata(store[array_meta_key])
-#     assert "compression" not in meta_migrated
-#     assert "compression_opts" not in meta_migrated
-#     assert meta_migrated["compressor"] == Blosc(cname="lz4", clevel=5, shuffle=1).get_config()
-
-#     # check 'none' compression is migrated to None (null in JSON)
-#     store = dict() if dict_store else KVStore(dict())
-#     meta["compression"] = "none"
-#     meta_json = meta_v1.encode_metadata(meta)
-#     store["meta"] = meta_json
-#     store["attrs"] = json.dumps(dict()).encode("ascii")
-#     migrate_1to2(store)
-#     meta_migrated = decode_array_metadata(store[array_meta_key])
-#     assert "compression" not in meta_migrated
-#     assert "compression_opts" not in meta_migrated
-#     assert meta_migrated["compressor"] is None
-
-
-# def test_format_compatibility():
-
-#     # This test is intended to catch any unintended changes that break the ability to
-#     # read data stored with a previous minor version (which should be format-compatible).
-
-#     # fixture data
-#     fixture = group(store=DirectoryStore("fixture"))
-
-#     # set seed to get consistent random data
-#     np.random.seed(42)
-
-#     arrays_chunks = [
-#         (np.arange(1111, dtype="<i1"), 100),
-#         (np.arange(1111, dtype="<i2"), 100),
-#         (np.arange(1111, dtype="<i4"), 100),
-#         (np.arange(1111, dtype="<i8"), 1000),
-#         (np.random.randint(0, 200, size=2222, dtype="u1").astype("<u1"), 100),
-#         (np.random.randint(0, 2000, size=2222, dtype="u2").astype("<u2"), 100),
-#         (np.random.randint(0, 2000, size=2222, dtype="u4").astype("<u4"), 100),
-#         (np.random.randint(0, 2000, size=2222, dtype="u8").astype("<u8"), 100),
-#         (np.linspace(0, 1, 3333, dtype="<f2"), 100),
-#         (np.linspace(0, 1, 3333, dtype="<f4"), 100),
-#         (np.linspace(0, 1, 3333, dtype="<f8"), 100),
-#         (np.random.normal(loc=0, scale=1, size=4444).astype("<f2"), 100),
-#         (np.random.normal(loc=0, scale=1, size=4444).astype("<f4"), 100),
-#         (np.random.normal(loc=0, scale=1, size=4444).astype("<f8"), 100),
-#         (np.random.choice([b"A", b"C", b"G", b"T"], size=5555, replace=True).astype("S"), 100),
-#         (
-#             np.random.choice(["foo", "bar", "baz", "quux"], size=5555, replace=True).astype("<U"),
-#             100,
-#         ),
-#         (
-#             np.random.choice([0, 1 / 3, 1 / 7, 1 / 9, np.nan], size=5555, replace=True).astype(
-#                 "<f8"
-#             ),
-#             100,
-#         ),
-#         (np.random.randint(0, 2, size=5555, dtype=bool), 100),
-#         (np.arange(20000, dtype="<i4").reshape(2000, 10, order="C"), (100, 3)),
-#         (np.arange(20000, dtype="<i4").reshape(200, 100, order="F"), (100, 30)),
-#         (np.arange(20000, dtype="<i4").reshape(200, 10, 10, order="C"), (100, 3, 3)),
-#         (np.arange(20000, dtype="<i4").reshape(20, 100, 10, order="F"), (10, 30, 3)),
-#         (np.arange(20000, dtype="<i4").reshape(20, 10, 10, 10, order="C"), (10, 3, 3, 3)),
-#         (np.arange(20000, dtype="<i4").reshape(20, 10, 10, 10, order="F"), (10, 3, 3, 3)),
-#     ]
-
-#     compressors = [
-#         None,
-#         Zlib(level=1),
-#         BZ2(level=1),
-#         Blosc(cname="zstd", clevel=1, shuffle=0),
-#         Blosc(cname="zstd", clevel=1, shuffle=1),
-#         Blosc(cname="zstd", clevel=1, shuffle=2),
-#         Blosc(cname="lz4", clevel=1, shuffle=0),
-#     ]
-
-#     for i, (arr, chunks) in enumerate(arrays_chunks):
-
-#         if arr.flags.f_contiguous:
-#             order = "F"
-#         else:
-#             order = "C"
-
-#         for j, compressor in enumerate(compressors):
-#             path = "{}/{}".format(i, j)
-
-#             if path not in fixture:  # pragma: no cover
-#                 # store the data - should be one-time operation
-#                 fixture.array(path, data=arr, chunks=chunks, order=order, compressor=compressor)
-
-#             # setup array
-#             z = fixture[path]
-
-#             # check contents
-#             if arr.dtype.kind == "f":
-#                 assert_array_almost_equal(arr, z[:])
-#             else:
-#                 assert_array_equal(arr, z[:])
-
-#             # check dtype
-#             assert arr.dtype == z.dtype
-
-#             # check compressor
-#             if compressor is None:
-#                 assert z.compressor is None
-#             else:
-#                 assert compressor.codec_id == z.compressor.codec_id
-#                 assert compressor.get_config() == z.compressor.get_config()
-
-
-# @skip_test_env_var("ZARR_TEST_ABS")
-# class TestABSStore(StoreTests):
-
-#     ABSStoreClass = ABSStore
-
-#     def create_store(self, prefix=None, **kwargs):
-#         container_client = abs_container()
-#         store = self.ABSStoreClass(
-#             prefix=prefix,
-#             client=container_client,
-#             **kwargs,
-#         )
-#         store.rmdir()
-#         return store
-
-#     def test_non_client_deprecated(self):
-#         with pytest.warns(FutureWarning, match="Providing"):
-#             store = self.ABSStoreClass(
-#                 "container", account_name="account_name", account_key="account_key"
-#             )
-
-#         for attr in ["container", "account_name", "account_key"]:
-#             with pytest.warns(FutureWarning, match=attr):
-#                 result = getattr(store, attr)
-#             assert result == attr
-
-#     def test_iterators_with_prefix(self):
-#         prefixes = ["test_prefix", "/test_prefix", "test_prefix/", "test/prefix"]
-
-#         if self.version < 3:
-#             # empty prefix not allowed in v3
-#             prefixes += ["", None]
-
-#         for prefix in prefixes:
-#             store = self.create_store(prefix=prefix)
-
-#             # test iterator methods on empty store
-#             assert 0 == len(store)
-#             assert set() == set(store)
-#             assert set() == set(store.keys())
-#             assert set() == set(store.values())
-#             assert set() == set(store.items())
-
-#             prefix = meta_root if self.version > 2 else ""
-#             # setup some values
-#             store[prefix + "a"] = b"aaa"
-#             store[prefix + "b"] = b"bbb"
-#             store[prefix + "c/d"] = b"ddd"
-#             store[prefix + "c/e/f"] = b"fff"
-
-#             # test iterators on store with data
-#             assert 4 == len(store)
-#             keys = [prefix + "a", prefix + "b", prefix + "c/d", prefix + "c/e/f"]
-#             values = [b"aaa", b"bbb", b"ddd", b"fff"]
-#             items = list(zip(keys, values))
-#             assert set(keys) == set(store)
-#             assert set(keys) == set(store.keys())
-#             assert set(values) == set(store.values())
-#             assert set(items) == set(store.items())
 
-#     def test_getsize(self):
-#         return super().test_getsize()
+class TestNestedDirectoryStoreNone:
+    def test_value_error(self):
+        path = tempfile.mkdtemp()
+        atexit.register(atexit_rmtree, path)
+        store = NestedDirectoryStore(path, normalize_keys=True, dimension_separator=None)
+        assert store._dimension_separator == "/"
 
-#     def test_hierarchy(self):
-#         return super().test_hierarchy()
 
-#     @pytest.mark.skipif(sys.version_info < (3, 7), reason="attr not serializable in py36")
-#     def test_pickle(self):
-#         # internal attribute on ContainerClient isn't serializable for py36 and earlier
-#         super().test_pickle()
+class TestNestedDirectoryStoreWithWrongValue:
+    def test_value_error(self):
+        path = tempfile.mkdtemp()
+        atexit.register(atexit_rmtree, path)
+        with pytest.raises(ValueError):
+            NestedDirectoryStore(path, normalize_keys=True, dimension_separator=".")
 
 
-# class TestConsolidatedMetadataStore:
+class TestN5Store(TestNestedDirectoryStore):
+    def create_store(self, normalize_keys=False):
+        path = tempfile.mkdtemp()
+        atexit.register(atexit_rmtree, path)
+        store = N5Store(path, normalize_keys=normalize_keys)
+        return store
 
-#     version = 2
-#     ConsolidatedMetadataClass = ConsolidatedMetadataStore
+    def test_equal(self):
+        store_a = self.create_store()
+        store_b = N5Store(store_a.path)
+        assert store_a == store_b
 
-#     @property
-#     def metadata_key(self):
-#         return ".zmetadata"
+    @pytest.mark.parametrize("zarr_meta_key", [".zarray", ".zattrs", ".zgroup"])
+    def test_del_zarr_meta_key(self, zarr_meta_key):
+        store = self.create_store()
+        store[n5_attrs_key] = json_dumps({"foo": "bar"})
+        del store[zarr_meta_key]
+        assert n5_attrs_key not in store
 
-#     def test_bad_format(self):
+    def test_chunk_nesting(self):
+        store = self.create_store()
+        store["0.0"] = b"xxx"
+        assert "0.0" in store
+        assert b"xxx" == store["0.0"]
+        # assert b'xxx' == store['0/0']
+        store["foo/10.20.30"] = b"yyy"
+        assert "foo/10.20.30" in store
+        assert b"yyy" == store["foo/10.20.30"]
+        # N5 reverses axis order
+        assert b"yyy" == store["foo/30/20/10"]
+        del store["foo/10.20.30"]
+        assert "foo/30/20/10" not in store
+        store["42"] = b"zzz"
+        assert "42" in store
+        assert b"zzz" == store["42"]
+
+    def test_init_array(self):
+        store = self.create_store()
+        init_array(store, shape=1000, chunks=100)
+
+        # check metadata
+        assert array_meta_key in store
+        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
+        assert ZARR_FORMAT == meta["zarr_format"]
+        assert (1000,) == meta["shape"]
+        assert (100,) == meta["chunks"]
+        assert np.dtype(None) == meta["dtype"]
+        # N5Store wraps the actual compressor
+        compressor_config = meta["compressor"]["compressor_config"]
+        assert default_compressor.get_config() == compressor_config
+        # N5Store always has a fill value of 0
+        assert meta["fill_value"] == 0
+        assert meta["dimension_separator"] == "."
+        # Top-level groups AND arrays should have
+        # the n5 keyword in metadata
+        raw_n5_meta = json.loads(store[n5_attrs_key])
+        assert raw_n5_meta.get("n5", None) == N5_FORMAT
+
+    def test_init_array_path(self):
+        path = "foo/bar"
+        store = self.create_store()
+        init_array(store, shape=1000, chunks=100, path=path)
+
+        # check metadata
+        key = path + "/" + array_meta_key
+        assert key in store
+        meta = store._metadata_class.decode_array_metadata(store[key])
+        assert ZARR_FORMAT == meta["zarr_format"]
+        assert (1000,) == meta["shape"]
+        assert (100,) == meta["chunks"]
+        assert np.dtype(None) == meta["dtype"]
+        # N5Store wraps the actual compressor
+        compressor_config = meta["compressor"]["compressor_config"]
+        assert default_compressor.get_config() == compressor_config
+        # N5Store always has a fill value of 0
+        assert meta["fill_value"] == 0
+
+    def test_init_array_compat(self):
+        store = self.create_store()
+        init_array(store, shape=1000, chunks=100, compressor="none")
+        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
+        # N5Store wraps the actual compressor
+        compressor_config = meta["compressor"]["compressor_config"]
+        assert compressor_config is None
 
-#         # setup store with consolidated metadata
-#         store = dict()
-#         consolidated = {
-#             # bad format version
-#             "zarr_consolidated_format": 0,
-#         }
-#         store[self.metadata_key] = json.dumps(consolidated).encode()
+    def test_init_array_overwrite(self):
+        self._test_init_array_overwrite("C")
 
-#         # check appropriate error is raised
-#         with pytest.raises(MetadataError):
-#             self.ConsolidatedMetadataClass(store)
+    def test_init_array_overwrite_path(self):
+        self._test_init_array_overwrite_path("C")
 
-#     def test_bad_store_version(self):
-#         with pytest.raises(ValueError):
-#             self.ConsolidatedMetadataClass(KVStoreV3(dict()))
+    def test_init_array_overwrite_chunk_store(self):
+        self._test_init_array_overwrite_chunk_store("C")
 
-#     def test_read_write(self):
+    def test_init_group_overwrite(self):
+        self._test_init_group_overwrite("C")
 
-#         # setup store with consolidated metadata
-#         store = dict()
-#         consolidated = {
-#             "zarr_consolidated_format": 1,
-#             "metadata": {
-#                 "foo": "bar",
-#                 "baz": 42,
-#             },
-#         }
-#         store[self.metadata_key] = json.dumps(consolidated).encode()
+    def test_init_group_overwrite_path(self):
+        self._test_init_group_overwrite_path("C")
 
-#         # create consolidated store
-#         cs = self.ConsolidatedMetadataClass(store)
+    def test_init_group_overwrite_chunk_store(self):
+        self._test_init_group_overwrite_chunk_store("C")
 
-#         # test __contains__, __getitem__
-#         for key, value in consolidated["metadata"].items():
-#             assert key in cs
-#             assert value == cs[key]
+    def test_init_group(self):
+        store = self.create_store()
+        init_group(store)
+        store[".zattrs"] = json_dumps({"foo": "bar"})
+        # check metadata
+        assert group_meta_key in store
+        assert group_meta_key in store.listdir()
+        assert group_meta_key in store.listdir("")
+        meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
+        assert ZARR_FORMAT == meta["zarr_format"]
+
+    def test_filters(self):
+        all_filters, all_errors = zip(
+            *[
+                (None, does_not_raise()),
+                ([], does_not_raise()),
+                ([AsType("f4", "f8")], pytest.raises(ValueError)),
+            ]
+        )
+        for filters, error in zip(all_filters, all_errors):
+            store = self.create_store()
+            with error:
+                init_array(store, shape=1000, chunks=100, filters=filters)
 
-#         # test __delitem__, __setitem__
-#         with pytest.raises(PermissionError):
-#             del cs["foo"]
-#         with pytest.raises(PermissionError):
-#             cs["bar"] = 0
-#         with pytest.raises(PermissionError):
-#             cs["spam"] = "eggs"
 
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestN5FSStore(TestFSStore):
+    def create_store(self, normalize_keys=False, path=None, **kwargs):
+        if path is None:
+            path = tempfile.mkdtemp()
+            atexit.register(atexit_rmtree, path)
 
-# # standalone test we do not want to run on each store.
+        store = N5FSStore(path, normalize_keys=normalize_keys, **kwargs)
+        return store
 
+    def test_equal(self):
+        store_a = self.create_store()
+        store_b = N5FSStore(store_a.path)
+        assert store_a == store_b
 
-# def test_fill_value_change():
-#     a = zarr.create((10, 10), dtype=int)
+    # This is copied wholesale from the N5Store tests. The same test could
+    # be run by making TestN5FSStore inherit from both TestFSStore and
+    # TestN5Store, but a direct copy is arguably more explicit.
 
-#     assert a[0, 0] == 0
+    @pytest.mark.parametrize("zarr_meta_key", [".zarray", ".zattrs", ".zgroup"])
+    def test_del_zarr_meta_key(self, zarr_meta_key):
+        store = self.create_store()
+        store[n5_attrs_key] = json_dumps({"foo": "bar"})
+        del store[zarr_meta_key]
+        assert n5_attrs_key not in store
 
-#     a.fill_value = 1
+    def test_chunk_nesting(self):
+        store = self.create_store()
+        store["0.0"] = b"xxx"
+        assert "0.0" in store
+        assert b"xxx" == store["0.0"]
+        # assert b'xxx' == store['0/0']
+        store["foo/10.20.30"] = b"yyy"
+        assert "foo/10.20.30" in store
+        assert b"yyy" == store["foo/10.20.30"]
+        # N5 reverses axis order
+        assert b"yyy" == store["foo/30/20/10"]
+        del store["foo/10.20.30"]
+        assert "foo/30/20/10" not in store
+        store["42"] = b"zzz"
+        assert "42" in store
+        assert b"zzz" == store["42"]
+
+    def test_init_array(self):
+        store = self.create_store()
+        init_array(store, shape=1000, chunks=100)
+
+        # check metadata
+        assert array_meta_key in store
+        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
+        assert ZARR_FORMAT == meta["zarr_format"]
+        assert (1000,) == meta["shape"]
+        assert (100,) == meta["chunks"]
+        assert np.dtype(None) == meta["dtype"]
+        # N5Store wraps the actual compressor
+        compressor_config = meta["compressor"]["compressor_config"]
+        assert default_compressor.get_config() == compressor_config
+        # N5Store always has a fill value of 0
+        assert meta["fill_value"] == 0
+        assert meta["dimension_separator"] == "."
+        # Top-level groups AND arrays should have
+        # the n5 keyword in metadata
+        raw_n5_meta = json.loads(store[n5_attrs_key])
+        assert raw_n5_meta.get("n5", None) == N5_FORMAT
+
+    def test_init_array_path(self):
+        path = "foo/bar"
+        store = self.create_store()
+        init_array(store, shape=1000, chunks=100, path=path)
+
+        # check metadata
+        key = path + "/" + array_meta_key
+        assert key in store
+        meta = store._metadata_class.decode_array_metadata(store[key])
+        assert ZARR_FORMAT == meta["zarr_format"]
+        assert (1000,) == meta["shape"]
+        assert (100,) == meta["chunks"]
+        assert np.dtype(None) == meta["dtype"]
+        # N5Store wraps the actual compressor
+        compressor_config = meta["compressor"]["compressor_config"]
+        assert default_compressor.get_config() == compressor_config
+        # N5Store always has a fill value of 0
+        assert meta["fill_value"] == 0
+
+    def test_init_array_compat(self):
+        store = self.create_store()
+        init_array(store, shape=1000, chunks=100, compressor="none")
+        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
+        # N5Store wraps the actual compressor
+        compressor_config = meta["compressor"]["compressor_config"]
+        assert compressor_config is None
 
-#     assert a[0, 0] == 1
+    def test_init_array_overwrite(self):
+        self._test_init_array_overwrite("C")
 
-#     assert json.loads(a.store[".zarray"])["fill_value"] == 1
+    def test_init_array_overwrite_path(self):
+        self._test_init_array_overwrite_path("C")
 
+    def test_init_array_overwrite_chunk_store(self):
+        self._test_init_array_overwrite_chunk_store("C")
 
-# def test_get_hierarchy_metadata_v2():
-#     # v2 stores do not have hierarchy metadata (i.e. zarr.json)
-#     with pytest.raises(ValueError):
-#         _get_hierarchy_metadata(KVStore(dict))
+    def test_init_group_overwrite(self):
+        self._test_init_group_overwrite("C")
 
+    def test_init_group_overwrite_path(self):
+        self._test_init_group_overwrite_path("C")
 
-# def test_normalize_store_arg(tmpdir):
-#     with pytest.raises(ValueError):
-#         normalize_store_arg(dict(), zarr_version=4)
+    def test_init_group_overwrite_chunk_store(self):
+        self._test_init_group_overwrite_chunk_store("C")
 
-#     for ext, Class in [(".zip", ZipStore), (".n5", N5Store)]:
-#         fn = tmpdir.join("store" + ext)
-#         store = normalize_store_arg(str(fn), zarr_version=2, mode="w")
-#         assert isinstance(store, Class)
+    def test_dimension_separator(self):
+        with pytest.warns(UserWarning, match="dimension_separator"):
+            self.create_store(dimension_separator="/")
 
-#     if have_fsspec:
-#         import fsspec
+    def test_init_group(self):
+        store = self.create_store()
+        init_group(store)
+        store[".zattrs"] = json_dumps({"foo": "bar"})
+        # check metadata
+        assert group_meta_key in store
+        assert group_meta_key in store.listdir()
+        assert group_meta_key in store.listdir("")
+        meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
+        assert ZARR_FORMAT == meta["zarr_format"]
+
+    def test_filters(self):
+        all_filters, all_errors = zip(
+            *[
+                (None, does_not_raise()),
+                ([], does_not_raise()),
+                ([AsType("f4", "f8")], pytest.raises(ValueError)),
+            ]
+        )
+        for filters, error in zip(all_filters, all_errors):
+            store = self.create_store()
+            with error:
+                init_array(store, shape=1000, chunks=100, filters=filters)
 
-#         path = tempfile.mkdtemp()
-#         store = normalize_store_arg("file://" + path, zarr_version=2, mode="w")
-#         assert isinstance(store, FSStore)
 
-#         store = normalize_store_arg(fsspec.get_mapper("file://" + path))
-#         assert isinstance(store, FSStore)
+@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+class TestNestedFSStore(TestNestedDirectoryStore):
+    def create_store(self, normalize_keys=False, path=None, **kwargs):
+        if path is None:
+            path = tempfile.mkdtemp()
+        atexit.register(atexit_rmtree, path)
+        store = FSStore(
+            path, normalize_keys=normalize_keys, dimension_separator="/", auto_mkdir=True, **kwargs
+        )
+        return store
 
+    def test_numbered_groups(self):
+        # Create an array
+        store = self.create_store()
+        group = zarr.v2.group(store=store)
+        arr = group.create_dataset("0", shape=(10, 10))
+        arr[1] = 1
 
-# def test_meta_prefix_6853():
+        # Read it back
+        store = self.create_store(path=store.path)
+        zarr.v2.open_group(store.path)["0"]
 
-#     fixture = pathlib.Path(zarr.__file__).resolve().parent.parent / "fixture"
-#     meta = fixture / "meta"
-#     if not meta.exists():  # pragma: no cover
-#         s = DirectoryStore(str(meta), dimension_separator=".")
-#         a = zarr.open(store=s, mode="w", shape=(2, 2), dtype="<i8")
-#         a[:] = [[1, 2], [3, 4]]
 
-#     fixtures = group(store=DirectoryStore(str(fixture)))
-#     assert list(fixtures.arrays())
+class TestTempStore(StoreTests):
+    def create_store(self, **kwargs):
+        skip_if_nested_chunks(**kwargs)
+        return TempStore(**kwargs)
 
+    def test_setdel(self):
+        store = self.create_store()
+        setdel_hierarchy_checks(store, self.root)
+
+
+class TestZipStore(StoreTests):
+    ZipStoreClass = ZipStore
 
-# def test_getitems_contexts():
-#     class MyStore(CountingDict):
-#         def __init__(self):
-#             super().__init__()
-#             self.last_contexts = None
+    def create_store(self, **kwargs):
+        path = mktemp(suffix=".zip")
+        atexit.register(os.remove, path)
+        store = ZipStore(path, mode="w", **kwargs)
+        return store
 
-#         def getitems(self, keys, *, contexts):
-#             self.last_contexts = contexts
-#             return super().getitems(keys, contexts=contexts)
+    def test_mode(self):
+        with self.ZipStoreClass("data/store.zip", mode="w") as store:
+            store[self.root + "foo"] = b"bar"
+        store = self.ZipStoreClass("data/store.zip", mode="r")
+        with pytest.raises(PermissionError):
+            store[self.root + "foo"] = b"bar"
+        with pytest.raises(PermissionError):
+            store.clear()
+
+    def test_flush(self):
+        store = self.ZipStoreClass("data/store.zip", mode="w")
+        store[self.root + "foo"] = b"bar"
+        store.flush()
+        assert store[self.root + "foo"] == b"bar"
+        store.close()
+
+        store = self.ZipStoreClass("data/store.zip", mode="r")
+        store.flush()  # no-op
+
+    def test_context_manager(self):
+        with self.create_store() as store:
+            store[self.root + "foo"] = b"bar"
+            store[self.root + "baz"] = b"qux"
+            assert 2 == len(store)
+
+    def test_pop(self):
+        # override because not implemented
+        store = self.create_store()
+        store[self.root + "foo"] = b"bar"
+        with pytest.raises(NotImplementedError):
+            store.pop(self.root + "foo")
+
+    def test_popitem(self):
+        # override because not implemented
+        store = self.create_store()
+        store[self.root + "foo"] = b"bar"
+        with pytest.raises(NotImplementedError):
+            store.popitem()
+
+    def test_permissions(self):
+        store = self.ZipStoreClass("data/store.zip", mode="w")
+        foo_key = "foo" if self.version == 2 else self.root + "foo"
+        # TODO: cannot provide key ending in / for v3
+        #       how to create an empty folder in that case?
+        baz_key = "baz/" if self.version == 2 else self.root + "baz"
+        store[foo_key] = b"bar"
+        store[baz_key] = b""
+
+        store.flush()
+        store.close()
+        z = ZipFile("data/store.zip", "r")
+        info = z.getinfo(foo_key)
+        perm = oct(info.external_attr >> 16)
+        assert perm == "0o644"
+        info = z.getinfo(baz_key)
+        perm = oct(info.external_attr >> 16)
+        # only for posix platforms
+        if os.name == "posix":
+            if self.version == 2:
+                assert perm == "0o40775"
+            else:
+                # baz/ on v2, but baz on v3, so not a directory
+                assert perm == "0o644"
+        z.close()
+
+    def test_store_and_retrieve_ndarray(self):
+        store = ZipStore("data/store.zip")
+        x = np.array([[1, 2], [3, 4]])
+        store["foo"] = x
+        y = np.frombuffer(store["foo"], dtype=x.dtype).reshape(x.shape)
+        assert np.array_equiv(y, x)
+
+
+class TestDBMStore(StoreTests):
+    def create_store(self, dimension_separator=None):
+        path = mktemp(suffix=".anydbm")
+        atexit.register(atexit_rmglob, path + "*")
+        # create store using default dbm implementation
+        store = DBMStore(path, flag="n", dimension_separator=dimension_separator)
+        return store
 
-#     store = MyStore()
-#     z = zarr.create(shape=(10,), chunks=1, store=store)
+    def test_context_manager(self):
+        with self.create_store() as store:
+            store[self.root + "foo"] = b"bar"
+            store[self.root + "baz"] = b"qux"
+            assert 2 == len(store)
 
-#     # By default, not contexts are given to the store's getitems()
-#     z[0]
-#     assert len(store.last_contexts) == 0
 
-#     # Setting a non-default meta_array, will create contexts for the store's getitems()
-#     z._meta_array = "my_meta_array"
-#     z[0]
-#     assert store.last_contexts == {"0": {"meta_array": "my_meta_array"}}
-#     assert isinstance(store.last_contexts, ConstantMap)
-#     # Accseeing different chunks should trigger different key request
-#     z[1]
-#     assert store.last_contexts == {"1": {"meta_array": "my_meta_array"}}
-#     assert isinstance(store.last_contexts, ConstantMap)
-#     z[2:4]
-#     expected = ConstantMap(["2", "3"], Context({"meta_array": "my_meta_array"}))
-#     assert store.last_contexts == expected
-#     assert isinstance(store.last_contexts, ConstantMap)
+class TestDBMStoreDumb(TestDBMStore):
+    def create_store(self, **kwargs):
+        path = mktemp(suffix=".dumbdbm")
+        atexit.register(atexit_rmglob, path + "*")
+
+        import dbm.dumb as dumbdbm
+
+        store = DBMStore(path, flag="n", open=dumbdbm.open, **kwargs)
+        return store
+
+
+class TestDBMStoreGnu(TestDBMStore):
+    def create_store(self, **kwargs):
+        gdbm = pytest.importorskip("dbm.gnu")
+        path = mktemp(suffix=".gdbm")  # pragma: no cover
+        atexit.register(os.remove, path)  # pragma: no cover
+        store = DBMStore(
+            path, flag="n", open=gdbm.open, write_lock=False, **kwargs
+        )  # pragma: no cover
+        return store  # pragma: no cover
+
+
+class TestDBMStoreNDBM(TestDBMStore):
+    def create_store(self, **kwargs):
+        ndbm = pytest.importorskip("dbm.ndbm")
+        path = mktemp(suffix=".ndbm")  # pragma: no cover
+        atexit.register(atexit_rmglob, path + "*")  # pragma: no cover
+        store = DBMStore(path, flag="n", open=ndbm.open, **kwargs)  # pragma: no cover
+        return store  # pragma: no cover
+
+
+class TestDBMStoreBerkeleyDB(TestDBMStore):
+    def create_store(self, **kwargs):
+        bsddb3 = pytest.importorskip("bsddb3")
+        path = mktemp(suffix=".dbm")
+        atexit.register(os.remove, path)
+        store = DBMStore(path, flag="n", open=bsddb3.btopen, write_lock=False, **kwargs)
+        return store
+
+
+class TestLMDBStore(StoreTests):
+    def create_store(self, **kwargs):
+        pytest.importorskip("lmdb")
+        path = mktemp(suffix=".lmdb")
+        atexit.register(atexit_rmtree, path)
+        buffers = True
+        store = LMDBStore(path, buffers=buffers, **kwargs)
+        return store
+
+    def test_context_manager(self):
+        with self.create_store() as store:
+            store[self.root + "foo"] = b"bar"
+            store[self.root + "baz"] = b"qux"
+            assert 2 == len(store)
+
+
+class TestSQLiteStore(StoreTests):
+    def create_store(self, **kwargs):
+        pytest.importorskip("sqlite3")
+        path = mktemp(suffix=".db")
+        atexit.register(atexit_rmtree, path)
+        store = SQLiteStore(path, **kwargs)
+        return store
+
+    def test_underscore_in_name(self):
+        path = mktemp(suffix=".db")
+        atexit.register(atexit_rmtree, path)
+        store = SQLiteStore(path)
+        store["a"] = b"aaa"
+        store["a_b"] = b"aa_bb"
+        store.rmdir("a")
+        assert "a_b" in store
+
+
+class TestSQLiteStoreInMemory(TestSQLiteStore):
+    def create_store(self, **kwargs):
+        pytest.importorskip("sqlite3")
+        store = SQLiteStore(":memory:", **kwargs)
+        return store
+
+    def test_pickle(self):
+        # setup store
+        store = self.create_store()
+        store[self.root + "foo"] = b"bar"
+        store[self.root + "baz"] = b"quux"
+
+        # round-trip through pickle
+        with pytest.raises(PicklingError):
+            pickle.dumps(store)
+
+
+@skip_test_env_var("ZARR_TEST_MONGO")
+class TestMongoDBStore(StoreTests):
+    def create_store(self, **kwargs):
+        pytest.importorskip("pymongo")
+        store = MongoDBStore(
+            host="127.0.0.1", database="zarr_tests", collection="zarr_tests", **kwargs
+        )
+        # start with an empty store
+        store.clear()
+        return store
+
+
+@skip_test_env_var("ZARR_TEST_REDIS")
+class TestRedisStore(StoreTests):
+    def create_store(self, **kwargs):
+        # TODO: this is the default host for Redis on Travis,
+        # we probably want to generalize this though
+        pytest.importorskip("redis")
+        store = RedisStore(host="localhost", port=6379, **kwargs)
+        # start with an empty store
+        store.clear()
+        return store
+
+
+class TestLRUStoreCache(StoreTests):
+    CountingClass = CountingDict
+    LRUStoreClass = LRUStoreCache
+
+    def create_store(self, **kwargs):
+        # wrapper therefore no dimension_separator argument
+        skip_if_nested_chunks(**kwargs)
+        return self.LRUStoreClass(dict(), max_size=2**27)
+
+    def test_cache_values_no_max_size(self):
+        # setup store
+        store = self.CountingClass()
+        foo_key = self.root + "foo"
+        bar_key = self.root + "bar"
+        store[foo_key] = b"xxx"
+        store[bar_key] = b"yyy"
+        assert 0 == store.counter["__getitem__", foo_key]
+        assert 1 == store.counter["__setitem__", foo_key]
+        assert 0 == store.counter["__getitem__", bar_key]
+        assert 1 == store.counter["__setitem__", bar_key]
+
+        # setup cache
+        cache = self.LRUStoreClass(store, max_size=None)
+        assert 0 == cache.hits
+        assert 0 == cache.misses
+
+        # test first __getitem__, cache miss
+        assert b"xxx" == cache[foo_key]
+        assert 1 == store.counter["__getitem__", foo_key]
+        assert 1 == store.counter["__setitem__", foo_key]
+        assert 0 == cache.hits
+        assert 1 == cache.misses
+
+        # test second __getitem__, cache hit
+        assert b"xxx" == cache[foo_key]
+        assert 1 == store.counter["__getitem__", foo_key]
+        assert 1 == store.counter["__setitem__", foo_key]
+        assert 1 == cache.hits
+        assert 1 == cache.misses
+
+        # test __setitem__, __getitem__
+        cache[foo_key] = b"zzz"
+        assert 1 == store.counter["__getitem__", foo_key]
+        assert 2 == store.counter["__setitem__", foo_key]
+        # should be a cache hit
+        assert b"zzz" == cache[foo_key]
+        assert 1 == store.counter["__getitem__", foo_key]
+        assert 2 == store.counter["__setitem__", foo_key]
+        assert 2 == cache.hits
+        assert 1 == cache.misses
+
+        # manually invalidate all cached values
+        cache.invalidate_values()
+        assert b"zzz" == cache[foo_key]
+        assert 2 == store.counter["__getitem__", foo_key]
+        assert 2 == store.counter["__setitem__", foo_key]
+        cache.invalidate()
+        assert b"zzz" == cache[foo_key]
+        assert 3 == store.counter["__getitem__", foo_key]
+        assert 2 == store.counter["__setitem__", foo_key]
+
+        # test __delitem__
+        del cache[foo_key]
+        with pytest.raises(KeyError):
+            # noinspection PyStatementEffect
+            cache[foo_key]
+        with pytest.raises(KeyError):
+            # noinspection PyStatementEffect
+            store[foo_key]
+
+        # verify other keys untouched
+        assert 0 == store.counter["__getitem__", bar_key]
+        assert 1 == store.counter["__setitem__", bar_key]
+
+    def test_cache_values_with_max_size(self):
+        # setup store
+        store = self.CountingClass()
+        foo_key = self.root + "foo"
+        bar_key = self.root + "bar"
+        store[foo_key] = b"xxx"
+        store[bar_key] = b"yyy"
+        assert 0 == store.counter["__getitem__", foo_key]
+        assert 0 == store.counter["__getitem__", bar_key]
+        # setup cache - can only hold one item
+        cache = self.LRUStoreClass(store, max_size=5)
+        assert 0 == cache.hits
+        assert 0 == cache.misses
+
+        # test first 'foo' __getitem__, cache miss
+        assert b"xxx" == cache[foo_key]
+        assert 1 == store.counter["__getitem__", foo_key]
+        assert 0 == cache.hits
+        assert 1 == cache.misses
+
+        # test second 'foo' __getitem__, cache hit
+        assert b"xxx" == cache[foo_key]
+        assert 1 == store.counter["__getitem__", foo_key]
+        assert 1 == cache.hits
+        assert 1 == cache.misses
+
+        # test first 'bar' __getitem__, cache miss
+        assert b"yyy" == cache[bar_key]
+        assert 1 == store.counter["__getitem__", bar_key]
+        assert 1 == cache.hits
+        assert 2 == cache.misses
+
+        # test second 'bar' __getitem__, cache hit
+        assert b"yyy" == cache[bar_key]
+        assert 1 == store.counter["__getitem__", bar_key]
+        assert 2 == cache.hits
+        assert 2 == cache.misses
+
+        # test 'foo' __getitem__, should have been evicted, cache miss
+        assert b"xxx" == cache[foo_key]
+        assert 2 == store.counter["__getitem__", foo_key]
+        assert 2 == cache.hits
+        assert 3 == cache.misses
+
+        # test 'bar' __getitem__, should have been evicted, cache miss
+        assert b"yyy" == cache[bar_key]
+        assert 2 == store.counter["__getitem__", bar_key]
+        assert 2 == cache.hits
+        assert 4 == cache.misses
+
+        # setup store
+        store = self.CountingClass()
+        store[foo_key] = b"xxx"
+        store[bar_key] = b"yyy"
+        assert 0 == store.counter["__getitem__", foo_key]
+        assert 0 == store.counter["__getitem__", bar_key]
+        # setup cache - can hold two items
+        cache = self.LRUStoreClass(store, max_size=6)
+        assert 0 == cache.hits
+        assert 0 == cache.misses
+
+        # test first 'foo' __getitem__, cache miss
+        assert b"xxx" == cache[foo_key]
+        assert 1 == store.counter["__getitem__", foo_key]
+        assert 0 == cache.hits
+        assert 1 == cache.misses
+
+        # test second 'foo' __getitem__, cache hit
+        assert b"xxx" == cache[foo_key]
+        assert 1 == store.counter["__getitem__", foo_key]
+        assert 1 == cache.hits
+        assert 1 == cache.misses
+
+        # test first 'bar' __getitem__, cache miss
+        assert b"yyy" == cache[bar_key]
+        assert 1 == store.counter["__getitem__", bar_key]
+        assert 1 == cache.hits
+        assert 2 == cache.misses
+
+        # test second 'bar' __getitem__, cache hit
+        assert b"yyy" == cache[bar_key]
+        assert 1 == store.counter["__getitem__", bar_key]
+        assert 2 == cache.hits
+        assert 2 == cache.misses
+
+        # test 'foo' __getitem__, should still be cached
+        assert b"xxx" == cache[foo_key]
+        assert 1 == store.counter["__getitem__", foo_key]
+        assert 3 == cache.hits
+        assert 2 == cache.misses
+
+        # test 'bar' __getitem__, should still be cached
+        assert b"yyy" == cache[bar_key]
+        assert 1 == store.counter["__getitem__", bar_key]
+        assert 4 == cache.hits
+        assert 2 == cache.misses
+
+    def test_cache_keys(self):
+        # setup
+        store = self.CountingClass()
+        foo_key = self.root + "foo"
+        bar_key = self.root + "bar"
+        baz_key = self.root + "baz"
+        store[foo_key] = b"xxx"
+        store[bar_key] = b"yyy"
+        assert 0 == store.counter["__contains__", foo_key]
+        assert 0 == store.counter["__iter__"]
+        assert 0 == store.counter["keys"]
+        cache = self.LRUStoreClass(store, max_size=None)
+
+        # keys should be cached on first call
+        keys = sorted(cache.keys())
+        assert keys == [bar_key, foo_key]
+        assert 1 == store.counter["keys"]
+        # keys should now be cached
+        assert keys == sorted(cache.keys())
+        assert 1 == store.counter["keys"]
+        assert foo_key in cache
+        assert 1 == store.counter["__contains__", foo_key]
+        # the next check for `foo_key` is cached
+        assert foo_key in cache
+        assert 1 == store.counter["__contains__", foo_key]
+        assert keys == sorted(cache)
+        assert 0 == store.counter["__iter__"]
+        assert 1 == store.counter["keys"]
+
+        # cache should be cleared if store is modified - crude but simple for now
+        cache[baz_key] = b"zzz"
+        keys = sorted(cache.keys())
+        assert keys == [bar_key, baz_key, foo_key]
+        assert 2 == store.counter["keys"]
+        # keys should now be cached
+        assert keys == sorted(cache.keys())
+        assert 2 == store.counter["keys"]
+
+        # manually invalidate keys
+        cache.invalidate_keys()
+        keys = sorted(cache.keys())
+        assert keys == [bar_key, baz_key, foo_key]
+        assert 3 == store.counter["keys"]
+        assert 1 == store.counter["__contains__", foo_key]
+        assert 0 == store.counter["__iter__"]
+        cache.invalidate_keys()
+        keys = sorted(cache)
+        assert keys == [bar_key, baz_key, foo_key]
+        assert 4 == store.counter["keys"]
+        assert 1 == store.counter["__contains__", foo_key]
+        assert 0 == store.counter["__iter__"]
+        cache.invalidate_keys()
+        assert foo_key in cache
+        assert 4 == store.counter["keys"]
+        assert 2 == store.counter["__contains__", foo_key]
+        assert 0 == store.counter["__iter__"]
+
+        # check these would get counted if called directly
+        assert foo_key in store
+        assert 3 == store.counter["__contains__", foo_key]
+        assert keys == sorted(store)
+        assert 1 == store.counter["__iter__"]
+
+
+def test_getsize():
+    store = KVStore(dict())
+    store["foo"] = b"aaa"
+    store["bar"] = b"bbbb"
+    store["baz/quux"] = b"ccccc"
+    assert 7 == getsize(store)
+    assert 5 == getsize(store, "baz")
+
+    store = KVStore(dict())
+    store["boo"] = None
+    assert -1 == getsize(store)
+
+
+@pytest.mark.parametrize("dict_store", [False, True])
+def test_migrate_1to2(dict_store):
+    # N.B., version 1 did not support hierarchies, so we only have to be
+    # concerned about migrating a single array at the root of the store
+
+    # setup
+    store = dict() if dict_store else KVStore(dict())
+    meta = dict(
+        shape=(100,),
+        chunks=(10,),
+        dtype=np.dtype("f4"),
+        compression="zlib",
+        compression_opts=1,
+        fill_value=None,
+        order="C",
+    )
+    meta_json = meta_v1.encode_metadata(meta)
+    store["meta"] = meta_json
+    store["attrs"] = json.dumps(dict()).encode("ascii")
+
+    # run migration
+    migrate_1to2(store)
+
+    # check results
+    assert "meta" not in store
+    assert array_meta_key in store
+    assert "attrs" not in store
+    assert attrs_key in store
+    meta_migrated = decode_array_metadata(store[array_meta_key])
+    assert 2 == meta_migrated["zarr_format"]
+
+    # preserved fields
+    for f in "shape", "chunks", "dtype", "fill_value", "order":
+        assert meta[f] == meta_migrated[f]
+
+    # migrate should have added empty filters field
+    assert meta_migrated["filters"] is None
+
+    # check compression and compression_opts migrated to compressor
+    assert "compression" not in meta_migrated
+    assert "compression_opts" not in meta_migrated
+    assert meta_migrated["compressor"] == Zlib(1).get_config()
+
+    # check dict compression_opts
+    store = dict() if dict_store else KVStore(dict())
+    meta["compression"] = "blosc"
+    meta["compression_opts"] = dict(cname="lz4", clevel=5, shuffle=1)
+    meta_json = meta_v1.encode_metadata(meta)
+    store["meta"] = meta_json
+    store["attrs"] = json.dumps(dict()).encode("ascii")
+    migrate_1to2(store)
+    meta_migrated = decode_array_metadata(store[array_meta_key])
+    assert "compression" not in meta_migrated
+    assert "compression_opts" not in meta_migrated
+    assert meta_migrated["compressor"] == Blosc(cname="lz4", clevel=5, shuffle=1).get_config()
+
+    # check 'none' compression is migrated to None (null in JSON)
+    store = dict() if dict_store else KVStore(dict())
+    meta["compression"] = "none"
+    meta_json = meta_v1.encode_metadata(meta)
+    store["meta"] = meta_json
+    store["attrs"] = json.dumps(dict()).encode("ascii")
+    migrate_1to2(store)
+    meta_migrated = decode_array_metadata(store[array_meta_key])
+    assert "compression" not in meta_migrated
+    assert "compression_opts" not in meta_migrated
+    assert meta_migrated["compressor"] is None
+
+
+def test_format_compatibility():
+    # This test is intended to catch any unintended changes that break the ability to
+    # read data stored with a previous minor version (which should be format-compatible).
+
+    # fixture data
+    fixture = group(store=DirectoryStore("fixture"))
+
+    # set seed to get consistent random data
+    np.random.seed(42)
+
+    arrays_chunks = [
+        (np.arange(1111, dtype="<i1"), 100),
+        (np.arange(1111, dtype="<i2"), 100),
+        (np.arange(1111, dtype="<i4"), 100),
+        (np.arange(1111, dtype="<i8"), 1000),
+        (np.random.randint(0, 200, size=2222, dtype="u1").astype("<u1"), 100),
+        (np.random.randint(0, 2000, size=2222, dtype="u2").astype("<u2"), 100),
+        (np.random.randint(0, 2000, size=2222, dtype="u4").astype("<u4"), 100),
+        (np.random.randint(0, 2000, size=2222, dtype="u8").astype("<u8"), 100),
+        (np.linspace(0, 1, 3333, dtype="<f2"), 100),
+        (np.linspace(0, 1, 3333, dtype="<f4"), 100),
+        (np.linspace(0, 1, 3333, dtype="<f8"), 100),
+        (np.random.normal(loc=0, scale=1, size=4444).astype("<f2"), 100),
+        (np.random.normal(loc=0, scale=1, size=4444).astype("<f4"), 100),
+        (np.random.normal(loc=0, scale=1, size=4444).astype("<f8"), 100),
+        (np.random.choice([b"A", b"C", b"G", b"T"], size=5555, replace=True).astype("S"), 100),
+        (
+            np.random.choice(["foo", "bar", "baz", "quux"], size=5555, replace=True).astype("<U"),
+            100,
+        ),
+        (
+            np.random.choice([0, 1 / 3, 1 / 7, 1 / 9, np.nan], size=5555, replace=True).astype(
+                "<f8"
+            ),
+            100,
+        ),
+        (np.random.randint(0, 2, size=5555, dtype=bool), 100),
+        (np.arange(20000, dtype="<i4").reshape(2000, 10, order="C"), (100, 3)),
+        (np.arange(20000, dtype="<i4").reshape(200, 100, order="F"), (100, 30)),
+        (np.arange(20000, dtype="<i4").reshape(200, 10, 10, order="C"), (100, 3, 3)),
+        (np.arange(20000, dtype="<i4").reshape(20, 100, 10, order="F"), (10, 30, 3)),
+        (np.arange(20000, dtype="<i4").reshape(20, 10, 10, 10, order="C"), (10, 3, 3, 3)),
+        (np.arange(20000, dtype="<i4").reshape(20, 10, 10, 10, order="F"), (10, 3, 3, 3)),
+    ]
+
+    compressors = [
+        None,
+        Zlib(level=1),
+        BZ2(level=1),
+        Blosc(cname="zstd", clevel=1, shuffle=0),
+        Blosc(cname="zstd", clevel=1, shuffle=1),
+        Blosc(cname="zstd", clevel=1, shuffle=2),
+        Blosc(cname="lz4", clevel=1, shuffle=0),
+    ]
+
+    for i, (arr, chunks) in enumerate(arrays_chunks):
+        if arr.flags.f_contiguous:
+            order = "F"
+        else:
+            order = "C"
+
+        for j, compressor in enumerate(compressors):
+            path = "{}/{}".format(i, j)
+
+            if path not in fixture:  # pragma: no cover
+                # store the data - should be one-time operation
+                fixture.array(path, data=arr, chunks=chunks, order=order, compressor=compressor)
+
+            # setup array
+            z = fixture[path]
+
+            # check contents
+            if arr.dtype.kind == "f":
+                assert_array_almost_equal(arr, z[:])
+            else:
+                assert_array_equal(arr, z[:])
+
+            # check dtype
+            assert arr.dtype == z.dtype
+
+            # check compressor
+            if compressor is None:
+                assert z.compressor is None
+            else:
+                assert compressor.codec_id == z.compressor.codec_id
+                assert compressor.get_config() == z.compressor.get_config()
+
+
+@skip_test_env_var("ZARR_TEST_ABS")
+class TestABSStore(StoreTests):
+    ABSStoreClass = ABSStore
+
+    def create_store(self, prefix=None, **kwargs):
+        container_client = abs_container()
+        store = self.ABSStoreClass(
+            prefix=prefix,
+            client=container_client,
+            **kwargs,
+        )
+        store.rmdir()
+        return store
+
+    def test_non_client_deprecated(self):
+        with pytest.warns(FutureWarning, match="Providing"):
+            store = self.ABSStoreClass(
+                "container", account_name="account_name", account_key="account_key"
+            )
+
+        for attr in ["container", "account_name", "account_key"]:
+            with pytest.warns(FutureWarning, match=attr):
+                result = getattr(store, attr)
+            assert result == attr
+
+    def test_iterators_with_prefix(self):
+        prefixes = ["test_prefix", "/test_prefix", "test_prefix/", "test/prefix"]
+
+        if self.version < 3:
+            # empty prefix not allowed in v3
+            prefixes += ["", None]
+
+        for prefix in prefixes:
+            store = self.create_store(prefix=prefix)
+
+            # test iterator methods on empty store
+            assert 0 == len(store)
+            assert set() == set(store)
+            assert set() == set(store.keys())
+            assert set() == set(store.values())
+            assert set() == set(store.items())
+
+            prefix = ""
+            # setup some values
+            store[prefix + "a"] = b"aaa"
+            store[prefix + "b"] = b"bbb"
+            store[prefix + "c/d"] = b"ddd"
+            store[prefix + "c/e/f"] = b"fff"
+
+            # test iterators on store with data
+            assert 4 == len(store)
+            keys = [prefix + "a", prefix + "b", prefix + "c/d", prefix + "c/e/f"]
+            values = [b"aaa", b"bbb", b"ddd", b"fff"]
+            items = list(zip(keys, values))
+            assert set(keys) == set(store)
+            assert set(keys) == set(store.keys())
+            assert set(values) == set(store.values())
+            assert set(items) == set(store.items())
+
+    def test_getsize(self):
+        return super().test_getsize()
+
+    def test_hierarchy(self):
+        return super().test_hierarchy()
+
+    @pytest.mark.skipif(sys.version_info < (3, 7), reason="attr not serializable in py36")
+    def test_pickle(self):
+        # internal attribute on ContainerClient isn't serializable for py36 and earlier
+        super().test_pickle()
+
+
+class TestConsolidatedMetadataStore:
+    version = 2
+    ConsolidatedMetadataClass = ConsolidatedMetadataStore
+
+    @property
+    def metadata_key(self):
+        return ".zmetadata"
+
+    def test_bad_format(self):
+        # setup store with consolidated metadata
+        store = dict()
+        consolidated = {
+            # bad format version
+            "zarr_consolidated_format": 0,
+        }
+        store[self.metadata_key] = json.dumps(consolidated).encode()
+
+        # check appropriate error is raised
+        with pytest.raises(MetadataError):
+            self.ConsolidatedMetadataClass(store)
+
+    def test_read_write(self):
+        # setup store with consolidated metadata
+        store = dict()
+        consolidated = {
+            "zarr_consolidated_format": 1,
+            "metadata": {
+                "foo": "bar",
+                "baz": 42,
+            },
+        }
+        store[self.metadata_key] = json.dumps(consolidated).encode()
+
+        # create consolidated store
+        cs = self.ConsolidatedMetadataClass(store)
+
+        # test __contains__, __getitem__
+        for key, value in consolidated["metadata"].items():
+            assert key in cs
+            assert value == cs[key]
+
+        # test __delitem__, __setitem__
+        with pytest.raises(PermissionError):
+            del cs["foo"]
+        with pytest.raises(PermissionError):
+            cs["bar"] = 0
+        with pytest.raises(PermissionError):
+            cs["spam"] = "eggs"
+
+
+# standalone test we do not want to run on each store.
+
+
+def test_fill_value_change():
+    a = zarr.v2.create((10, 10), dtype=int)
+
+    assert a[0, 0] == 0
+
+    a.fill_value = 1
+
+    assert a[0, 0] == 1
+
+    assert json.loads(a.store[".zarray"])["fill_value"] == 1
+
+
+def test_normalize_store_arg(tmpdir):
+    for ext, Class in [(".zip", ZipStore), (".n5", N5Store)]:
+        fn = tmpdir.join("store" + ext)
+        store = normalize_store_arg(str(fn), mode="w")
+        assert isinstance(store, Class)
+
+    if have_fsspec:
+        import fsspec
+
+        path = tempfile.mkdtemp()
+        store = normalize_store_arg("file://" + path, mode="w")
+        assert isinstance(store, FSStore)
+
+        store = normalize_store_arg(fsspec.get_mapper("file://" + path))
+        assert isinstance(store, FSStore)
+
+
+def test_meta_prefix_6853():
+    fixture = pathlib.Path(zarr.v2.__file__).resolve().parent.parent / "fixture"
+    meta = fixture / "meta"
+    if not meta.exists():  # pragma: no cover
+        s = DirectoryStore(str(meta), dimension_separator=".")
+        a = zarr.v2.open(store=s, mode="w", shape=(2, 2), dtype="<i8")
+        a[:] = [[1, 2], [3, 4]]
+
+    fixtures = group(store=DirectoryStore(str(fixture)))
+    assert list(fixtures.arrays())
+
+
+def test_getitems_contexts():
+    class MyStore(CountingDict):
+        def __init__(self):
+            super().__init__()
+            self.last_contexts = None
+
+        def getitems(self, keys, *, contexts):
+            self.last_contexts = contexts
+            return super().getitems(keys, contexts=contexts)
+
+    store = MyStore()
+    z = zarr.v2.create(shape=(10,), chunks=1, store=store)
+
+    # By default, not contexts are given to the store's getitems()
+    z[0]
+    assert len(store.last_contexts) == 0
+
+    # Setting a non-default meta_array, will create contexts for the store's getitems()
+    z._meta_array = "my_meta_array"
+    z[0]
+    assert store.last_contexts == {"0": {"meta_array": "my_meta_array"}}
+    assert isinstance(store.last_contexts, ConstantMap)
+    # Accseeing different chunks should trigger different key request
+    z[1]
+    assert store.last_contexts == {"1": {"meta_array": "my_meta_array"}}
+    assert isinstance(store.last_contexts, ConstantMap)
+    z[2:4]
+    assert store.last_contexts == ConstantMap(["2", "3"], Context({"meta_array": "my_meta_array"}))
+    assert isinstance(store.last_contexts, ConstantMap)
diff --git a/tests/v3/test_storage.py b/tests/v3/test_storage.py
new file mode 100644
index 0000000000..2761e608e2
--- /dev/null
+++ b/tests/v3/test_storage.py
@@ -0,0 +1,18 @@
+import pytest
+
+from zarr.testing.store import StoreTests
+from zarr.store.local import LocalStore
+from zarr.store.memory import MemoryStore
+
+
+class TestMemoryStore(StoreTests):
+    store_cls = MemoryStore
+
+
+class TestLocalStore(StoreTests):
+    store_cls = LocalStore
+
+    @pytest.fixture(scope="function")
+    @pytest.mark.parametrize("auto_mkdir", (True, False))
+    def store(self, tmpdir) -> LocalStore:
+        return self.store_cls(str(tmpdir))

From 056657ca5ed70aa3d77a9e2db42253fca39800b0 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 7 May 2024 14:01:44 -0700
Subject: [PATCH 0517/1078] Release notes for 2.18.0 (#1843)

* doc: cleanup release notes for 2.18.0
---
 docs/release.rst | 11 ++++-------
 1 file changed, 4 insertions(+), 7 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index e2bc40bf99..ba26549402 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,20 +18,16 @@ Release notes
    See `GH1777 <https://github.com/zarr-developers/zarr-python/issues/1777>`_ for more details on the upcoming
    3.0 release.
 
-.. _unreleased:
+.. _release_2.18.0:
 
-Unreleased
-----------
+2.18.0
+------
 
 Enhancements
 ~~~~~~~~~~~~
 * Performance improvement for reading and writing chunks if any of the dimensions is size 1.
   By :user:`Deepak Cherian <dcherian>` :issue:`1730`.
 
-Docs
-~~~~
-
-
 Maintenance
 ~~~~~~~~~~~
 * Enable ruff/bugbear rules (B) and fix issues.
@@ -46,6 +42,7 @@ Deprecations
 * Deprecate experimental v3 support by issuing a `FutureWarning`.
   Also updated docs to warn about using the experimental v3 version.
   By :user:`Joe Hamman <jhamman>` :issue:`1802` and :issue:`1807`.
+
 * Deprecate the following stores: :class:`zarr.storage.DBMStore`, :class:`zarr.storage.LMDBStore`,
   :class:`zarr.storage.SQLiteStore`, :class:`zarr.storage.MongoDBStore`, :class:`zarr.storage.RedisStore`,
   and :class:`zarr.storage.ABSStore`. These stores are slated to be removed from Zarr-Python in version 3.0.

From cb4230dd9a2a0c68b78384b24a2a5567df0b704a Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 7 May 2024 21:27:39 -0700
Subject: [PATCH 0518/1078] Update release.rst (#1850)

---
 docs/release.rst | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index ba26549402..e2f9f3de85 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,6 +18,23 @@ Release notes
    See `GH1777 <https://github.com/zarr-developers/zarr-python/issues/1777>`_ for more details on the upcoming
    3.0 release.
 
+.. _unreleased:
+
+Unreleased
+----------
+
+Enhancements
+~~~~~~~~~~~~
+
+Docs
+~~~~
+
+Maintenance
+~~~~~~~~~~~
+
+Deprecations
+~~~~~~~~~~~~
+
 .. _release_2.18.0:
 
 2.18.0

From fcab6505eaf15c959a0093cefe1b5b1a31f6c3ed Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Wed, 8 May 2024 17:49:43 +0200
Subject: [PATCH 0519/1078] adds test for codec entrypoint (#1835)

---
 src/zarr/codecs/registry.py                   | 13 +++------
 .../entry_points.txt                          |  2 ++
 tests/v3/package_with_entrypoint/__init__.py  | 27 +++++++++++++++++++
 tests/v3/test_codec_entrypoints.py            | 25 +++++++++++++++++
 4 files changed, 58 insertions(+), 9 deletions(-)
 create mode 100644 tests/v3/package_with_entrypoint-0.1.dist-info/entry_points.txt
 create mode 100644 tests/v3/package_with_entrypoint/__init__.py
 create mode 100644 tests/v3/test_codec_entrypoints.py

diff --git a/src/zarr/codecs/registry.py b/src/zarr/codecs/registry.py
index 140e1372ef..7d46041255 100644
--- a/src/zarr/codecs/registry.py
+++ b/src/zarr/codecs/registry.py
@@ -12,16 +12,11 @@
 __lazy_load_codecs: Dict[str, EntryPoint] = {}
 
 
-def _collect_entrypoints() -> None:
+def _collect_entrypoints() -> Dict[str, EntryPoint]:
     entry_points = get_entry_points()
-    if hasattr(entry_points, "select"):
-        # If entry_points() has a select method, use that. Python 3.10+
-        for e in entry_points.select(group="zarr.codecs"):
-            __lazy_load_codecs[e.name] = e
-    else:
-        # Otherwise, fallback to using get
-        for e in entry_points.get("zarr.codecs", []):
-            __lazy_load_codecs[e.name] = e
+    for e in entry_points.select(group="zarr.codecs"):
+        __lazy_load_codecs[e.name] = e
+    return __lazy_load_codecs
 
 
 def register_codec(key: str, codec_cls: Type[Codec]) -> None:
diff --git a/tests/v3/package_with_entrypoint-0.1.dist-info/entry_points.txt b/tests/v3/package_with_entrypoint-0.1.dist-info/entry_points.txt
new file mode 100644
index 0000000000..2c9dc375de
--- /dev/null
+++ b/tests/v3/package_with_entrypoint-0.1.dist-info/entry_points.txt
@@ -0,0 +1,2 @@
+[zarr.codecs]
+test = package_with_entrypoint:TestCodec
diff --git a/tests/v3/package_with_entrypoint/__init__.py b/tests/v3/package_with_entrypoint/__init__.py
new file mode 100644
index 0000000000..cf7df20457
--- /dev/null
+++ b/tests/v3/package_with_entrypoint/__init__.py
@@ -0,0 +1,27 @@
+from numpy import ndarray
+from zarr.abc.codec import ArrayBytesCodec
+from zarr.common import ArraySpec, BytesLike
+from zarr.config import RuntimeConfiguration
+
+
+class TestCodec(ArrayBytesCodec):
+    is_fixed_size = True
+
+    async def encode(
+        self,
+        chunk_array: ndarray,
+        chunk_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
+    ) -> BytesLike | None:
+        pass
+
+    async def decode(
+        self,
+        chunk_bytes: BytesLike,
+        chunk_spec: ArraySpec,
+        runtime_configuration: RuntimeConfiguration,
+    ) -> ndarray:
+        pass
+
+    def compute_encoded_size(self, input_byte_length: int, chunk_spec: ArraySpec) -> int:
+        return input_byte_length
diff --git a/tests/v3/test_codec_entrypoints.py b/tests/v3/test_codec_entrypoints.py
new file mode 100644
index 0000000000..8fbf76b83d
--- /dev/null
+++ b/tests/v3/test_codec_entrypoints.py
@@ -0,0 +1,25 @@
+import os.path
+import sys
+
+import pytest
+
+import zarr.codecs.registry
+
+
+here = os.path.abspath(os.path.dirname(__file__))
+
+
+@pytest.fixture()
+def set_path():
+    sys.path.append(here)
+    zarr.codecs.registry._collect_entrypoints()
+    yield
+    sys.path.remove(here)
+    entry_points = zarr.codecs.registry._collect_entrypoints()
+    entry_points.pop("test")
+
+
+@pytest.mark.usefixtures("set_path")
+def test_entrypoint_codec():
+    cls = zarr.codecs.registry.get_codec_class("test")
+    assert cls.__name__ == "TestCodec"

From 666a8b9460468b047d1cc093d5ac944b7faee6a2 Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Wed, 8 May 2024 19:30:46 -0400
Subject: [PATCH 0520/1078] Remove extra v3 sync module (#1856)

---
 src/zarr/v3/sync.py | 131 --------------------------------------------
 1 file changed, 131 deletions(-)
 delete mode 100644 src/zarr/v3/sync.py

diff --git a/src/zarr/v3/sync.py b/src/zarr/v3/sync.py
deleted file mode 100644
index 2838f68172..0000000000
--- a/src/zarr/v3/sync.py
+++ /dev/null
@@ -1,131 +0,0 @@
-from __future__ import annotations
-from typing import TYPE_CHECKING, TypeVar
-
-if TYPE_CHECKING:
-    from typing import Any, AsyncIterator, Coroutine
-
-import asyncio
-from concurrent.futures import wait
-import threading
-
-from typing_extensions import ParamSpec
-
-from zarr.v3.config import SyncConfiguration
-
-P = ParamSpec("P")
-T = TypeVar("T")
-
-# From https://github.com/fsspec/filesystem_spec/blob/master/fsspec/asyn.py
-
-iothread: list[threading.Thread | None] = [None]  # dedicated IO thread
-loop: list[asyncio.AbstractEventLoop | None] = [
-    None
-]  # global event loop for any non-async instance
-_lock: threading.Lock | None = None  # global lock placeholder
-get_running_loop = asyncio.get_running_loop
-
-
-class SyncError(Exception):
-    pass
-
-
-def _get_lock() -> threading.Lock:
-    """Allocate or return a threading lock.
-
-    The lock is allocated on first use to allow setting one lock per forked process.
-    """
-    global _lock
-    if not _lock:
-        _lock = threading.Lock()
-    return _lock
-
-
-async def _runner(coro: Coroutine[Any, Any, T]) -> T | BaseException:
-    """
-    Await a coroutine and return the result of running it. If awaiting the coroutine raises an
-    exception, the exception will be returned.
-    """
-    try:
-        return await coro
-    except Exception as ex:
-        return ex
-
-
-def sync(
-    coro: Coroutine[Any, Any, T],
-    loop: asyncio.AbstractEventLoop | None = None,
-    timeout: float | None = None,
-) -> T:
-    """
-    Make loop run coroutine until it returns. Runs in other thread
-
-    Examples
-    --------
-    >>> sync(async_function(), existing_loop)
-    """
-    if loop is None:
-        # NB: if the loop is not running *yet*, it is OK to submit work
-        # and we will wait for it
-        loop = _get_loop()
-    if not isinstance(loop, asyncio.AbstractEventLoop):
-        raise TypeError(f"loop cannot be of type {type(loop)}")
-    if loop.is_closed():
-        raise RuntimeError("Loop is not running")
-    try:
-        loop0 = asyncio.events.get_running_loop()
-        if loop0 is loop:
-            raise SyncError("Calling sync() from within a running loop")
-    except RuntimeError:
-        pass
-
-    future = asyncio.run_coroutine_threadsafe(_runner(coro), loop)
-
-    finished, unfinished = wait([future], return_when=asyncio.ALL_COMPLETED, timeout=timeout)
-    if len(unfinished) > 0:
-        raise asyncio.TimeoutError(f"Coroutine {coro} failed to finish in within {timeout}s")
-    assert len(finished) == 1
-    return_result = list(finished)[0].result()
-
-    if isinstance(return_result, BaseException):
-        raise return_result
-    else:
-        return return_result
-
-
-def _get_loop() -> asyncio.AbstractEventLoop:
-    """Create or return the default fsspec IO loop
-
-    The loop will be running on a separate thread.
-    """
-    if loop[0] is None:
-        with _get_lock():
-            # repeat the check just in case the loop got filled between the
-            # previous two calls from another thread
-            if loop[0] is None:
-                new_loop = asyncio.new_event_loop()
-                loop[0] = new_loop
-                th = threading.Thread(target=new_loop.run_forever, name="zarrIO")
-                th.daemon = True
-                th.start()
-                iothread[0] = th
-    assert loop[0] is not None
-    return loop[0]
-
-
-class SyncMixin:
-    _sync_configuration: SyncConfiguration
-
-    def _sync(self, coroutine: Coroutine[Any, Any, T]) -> T:
-        # TODO: refactor this to to take *args and **kwargs and pass those to the method
-        # this should allow us to better type the sync wrapper
-        return sync(
-            coroutine,
-            loop=self._sync_configuration.asyncio_loop,
-            timeout=self._sync_configuration.timeout,
-        )
-
-    def _sync_iter(self, async_iterator: AsyncIterator[T]) -> list[T]:
-        async def iter_to_list() -> list[T]:
-            return [item async for item in async_iterator]
-
-        return self._sync(iter_to_list())

From 5bb3375b385b2612ca3899b2d4d3c2e90fe4e510 Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Fri, 10 May 2024 17:25:47 -0400
Subject: [PATCH 0521/1078] Use donfig for V3 configuration (#1855)

* Use donfig for sync configuration

* Consolidate concurrency config

* Remove unused parameter

* finish removing runtime config

 -- a few todos remain

* fix order constructor

* add basic tests for config state

* add order property to Array

* update comment in sharding codec

---------

Co-authored-by: Joseph Hamman <joe@earthmover.io>
---
 pyproject.toml                               |  1 +
 src/zarr/__init__.py                         | 12 +--
 src/zarr/abc/codec.py                        |  9 ---
 src/zarr/array.py                            | 78 ++++++------------
 src/zarr/array_v2.py                         | 25 ++----
 src/zarr/codecs/blosc.py                     |  3 -
 src/zarr/codecs/bytes.py                     |  3 -
 src/zarr/codecs/crc32c_.py                   |  3 -
 src/zarr/codecs/gzip.py                      |  3 -
 src/zarr/codecs/pipeline.py                  | 29 ++-----
 src/zarr/codecs/sharding.py                  | 34 +++-----
 src/zarr/codecs/transpose.py                 |  4 +-
 src/zarr/codecs/zstd.py                      |  3 -
 src/zarr/common.py                           | 26 +++++-
 src/zarr/config.py                           | 48 ++---------
 src/zarr/group.py                            | 34 ++------
 src/zarr/metadata.py                         | 16 ++--
 src/zarr/sync.py                             |  7 +-
 tests/v3/package_with_entrypoint/__init__.py |  3 -
 tests/v3/test_codecs.py                      | 85 ++++++++++----------
 tests/v3/test_config.py                      | 15 ++++
 tests/v3/test_group.py                       |  3 -
 tests/v3/test_sync.py                        |  2 -
 23 files changed, 158 insertions(+), 288 deletions(-)
 create mode 100644 tests/v3/test_config.py

diff --git a/pyproject.toml b/pyproject.toml
index 93888a205c..3f5450845f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,6 +19,7 @@ dependencies = [
     'crc32c',
     'zstandard',
     'typing_extensions',
+    'donfig'
 ]
 dynamic = [
   "version",
diff --git a/src/zarr/__init__.py b/src/zarr/__init__.py
index 9ae9dc54c4..a8aff30b52 100644
--- a/src/zarr/__init__.py
+++ b/src/zarr/__init__.py
@@ -5,9 +5,8 @@
 import zarr.codecs  # noqa: F401
 from zarr.array import Array, AsyncArray  # noqa: F401
 from zarr.array_v2 import ArrayV2
-from zarr.config import RuntimeConfiguration  # noqa: F401
+from zarr.config import config  # noqa: F401
 from zarr.group import AsyncGroup, Group  # noqa: F401
-from zarr.metadata import runtime_configuration  # noqa: F401
 from zarr.store import (  # noqa: F401
     StoreLike,
     make_store_path,
@@ -21,22 +20,19 @@
 
 async def open_auto_async(
     store: StoreLike,
-    runtime_configuration_: RuntimeConfiguration = RuntimeConfiguration(),
 ) -> Union[AsyncArray, AsyncGroup]:
     store_path = make_store_path(store)
     try:
-        return await AsyncArray.open(store_path, runtime_configuration=runtime_configuration_)
+        return await AsyncArray.open(store_path)
     except KeyError:
-        return await AsyncGroup.open(store_path, runtime_configuration=runtime_configuration_)
+        return await AsyncGroup.open(store_path)
 
 
 def open_auto(
     store: StoreLike,
-    runtime_configuration_: RuntimeConfiguration = RuntimeConfiguration(),
 ) -> Union[Array, ArrayV2, Group]:
     object = _sync(
-        open_auto_async(store, runtime_configuration_),
-        runtime_configuration_.asyncio_loop,
+        open_auto_async(store),
     )
     if isinstance(object, AsyncArray):
         return Array(object)
diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index 1abc21b30b..8897cced89 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -14,7 +14,6 @@
     from typing_extensions import Self
     from zarr.common import BytesLike, SliceSelection
     from zarr.metadata import ArrayMetadata
-    from zarr.config import RuntimeConfiguration
 
 
 class Codec(Metadata):
@@ -40,7 +39,6 @@ async def decode(
         self,
         chunk_array: np.ndarray,
         chunk_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> np.ndarray:
         pass
 
@@ -49,7 +47,6 @@ async def encode(
         self,
         chunk_array: np.ndarray,
         chunk_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> Optional[np.ndarray]:
         pass
 
@@ -60,7 +57,6 @@ async def decode(
         self,
         chunk_array: BytesLike,
         chunk_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> np.ndarray:
         pass
 
@@ -69,7 +65,6 @@ async def encode(
         self,
         chunk_array: np.ndarray,
         chunk_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         pass
 
@@ -81,7 +76,6 @@ async def decode_partial(
         store_path: StorePath,
         selection: SliceSelection,
         chunk_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> Optional[np.ndarray]:
         pass
 
@@ -94,7 +88,6 @@ async def encode_partial(
         chunk_array: np.ndarray,
         selection: SliceSelection,
         chunk_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> None:
         pass
 
@@ -105,7 +98,6 @@ async def decode(
         self,
         chunk_array: BytesLike,
         chunk_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> BytesLike:
         pass
 
@@ -114,6 +106,5 @@ async def encode(
         self,
         chunk_array: BytesLike,
         chunk_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         pass
diff --git a/src/zarr/array.py b/src/zarr/array.py
index 18e26b64dd..9f4ec911b4 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -6,7 +6,6 @@
 
 # Questions to consider:
 # 1. Was splitting the array into two classes really necessary?
-# 2. Do we really need runtime_configuration? Specifically, the asyncio_loop seems problematic
 
 from __future__ import annotations
 
@@ -29,12 +28,12 @@
     SliceSelection,
     concurrent_map,
 )
-from zarr.config import RuntimeConfiguration
+from zarr.config import config
 
 from zarr.indexing import BasicIndexer, all_chunk_coords, is_total_slice
 from zarr.chunk_grids import RegularChunkGrid
 from zarr.chunk_key_encodings import DefaultChunkKeyEncoding, V2ChunkKeyEncoding
-from zarr.metadata import ArrayMetadata
+from zarr.metadata import ArrayMetadata, parse_indexing_order
 from zarr.store import StoreLike, StorePath, make_store_path
 from zarr.sync import sync
 
@@ -52,7 +51,7 @@ def parse_array_metadata(data: Any) -> ArrayMetadata:
 class AsyncArray:
     metadata: ArrayMetadata
     store_path: StorePath
-    runtime_configuration: RuntimeConfiguration
+    order: Literal["C", "F"]
 
     @property
     def codecs(self):
@@ -62,13 +61,14 @@ def __init__(
         self,
         metadata: ArrayMetadata,
         store_path: StorePath,
-        runtime_configuration: RuntimeConfiguration,
+        order: Literal["C", "F"] | None = None,
     ):
         metadata_parsed = parse_array_metadata(metadata)
+        order_parsed = parse_indexing_order(order or config.get("array.order"))
 
         object.__setattr__(self, "metadata", metadata_parsed)
         object.__setattr__(self, "store_path", store_path)
-        object.__setattr__(self, "runtime_configuration", runtime_configuration)
+        object.__setattr__(self, "order", order_parsed)
 
     @classmethod
     async def create(
@@ -86,7 +86,6 @@ async def create(
         codecs: Optional[Iterable[Union[Codec, Dict[str, Any]]]] = None,
         dimension_names: Optional[Iterable[str]] = None,
         attributes: Optional[Dict[str, Any]] = None,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
         exists_ok: bool = False,
     ) -> AsyncArray:
         store_path = make_store_path(store)
@@ -115,12 +114,10 @@ async def create(
             dimension_names=tuple(dimension_names) if dimension_names else None,
             attributes=attributes or {},
         )
-        runtime_configuration = runtime_configuration or RuntimeConfiguration()
 
         array = cls(
             metadata=metadata,
             store_path=store_path,
-            runtime_configuration=runtime_configuration,
         )
 
         await array._save_metadata()
@@ -131,19 +128,15 @@ def from_dict(
         cls,
         store_path: StorePath,
         data: Dict[str, Any],
-        runtime_configuration: RuntimeConfiguration,
     ) -> AsyncArray:
         metadata = ArrayMetadata.from_dict(data)
-        async_array = cls(
-            metadata=metadata, store_path=store_path, runtime_configuration=runtime_configuration
-        )
+        async_array = cls(metadata=metadata, store_path=store_path)
         return async_array
 
     @classmethod
     async def open(
         cls,
         store: StoreLike,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> AsyncArray:
         store_path = make_store_path(store)
         zarr_json_bytes = await (store_path / ZARR_JSON).get()
@@ -151,14 +144,12 @@ async def open(
         return cls.from_dict(
             store_path,
             json.loads(zarr_json_bytes),
-            runtime_configuration=runtime_configuration,
         )
 
     @classmethod
     async def open_auto(
         cls,
         store: StoreLike,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> AsyncArray:  # TODO: Union[AsyncArray, ArrayV2]
         store_path = make_store_path(store)
         v3_metadata_bytes = await (store_path / ZARR_JSON).get()
@@ -166,7 +157,6 @@ async def open_auto(
             return cls.from_dict(
                 store_path,
                 json.loads(v3_metadata_bytes),
-                runtime_configuration=runtime_configuration or RuntimeConfiguration(),
             )
         else:
             raise ValueError("no v2 support yet")
@@ -204,7 +194,7 @@ async def getitem(self, selection: Selection) -> np.ndarray:
         out = np.zeros(
             indexer.shape,
             dtype=self.metadata.dtype,
-            order=self.runtime_configuration.order,
+            order=self.order,
         )
 
         # reading chunks and decoding them
@@ -214,7 +204,7 @@ async def getitem(self, selection: Selection) -> np.ndarray:
                 for chunk_coords, chunk_selection, out_selection in indexer
             ],
             self._read_chunk,
-            self.runtime_configuration.concurrency,
+            config.get("async.concurrency"),
         )
 
         if out.shape:
@@ -232,15 +222,13 @@ async def _read_chunk(
         out_selection: SliceSelection,
         out: np.ndarray,
     ) -> None:
-        chunk_spec = self.metadata.get_chunk_spec(chunk_coords)
+        chunk_spec = self.metadata.get_chunk_spec(chunk_coords, self.order)
         chunk_key_encoding = self.metadata.chunk_key_encoding
         chunk_key = chunk_key_encoding.encode_chunk_key(chunk_coords)
         store_path = self.store_path / chunk_key
 
         if self.codecs.supports_partial_decode:
-            chunk_array = await self.codecs.decode_partial(
-                store_path, chunk_selection, chunk_spec, self.runtime_configuration
-            )
+            chunk_array = await self.codecs.decode_partial(store_path, chunk_selection, chunk_spec)
             if chunk_array is not None:
                 out[out_selection] = chunk_array
             else:
@@ -248,9 +236,7 @@ async def _read_chunk(
         else:
             chunk_bytes = await store_path.get()
             if chunk_bytes is not None:
-                chunk_array = await self.codecs.decode(
-                    chunk_bytes, chunk_spec, self.runtime_configuration
-                )
+                chunk_array = await self.codecs.decode(chunk_bytes, chunk_spec)
                 tmp = chunk_array[chunk_selection]
                 out[out_selection] = tmp
             else:
@@ -291,7 +277,7 @@ async def setitem(self, selection: Selection, value: np.ndarray) -> None:
                 for chunk_coords, chunk_selection, out_selection in indexer
             ],
             self._write_chunk,
-            self.runtime_configuration.concurrency,
+            config.get("async.concurrency"),
         )
 
     async def _write_chunk(
@@ -302,7 +288,7 @@ async def _write_chunk(
         chunk_selection: SliceSelection,
         out_selection: SliceSelection,
     ) -> None:
-        chunk_spec = self.metadata.get_chunk_spec(chunk_coords)
+        chunk_spec = self.metadata.get_chunk_spec(chunk_coords, self.order)
         chunk_key_encoding = self.metadata.chunk_key_encoding
         chunk_key = chunk_key_encoding.encode_chunk_key(chunk_coords)
         store_path = self.store_path / chunk_key
@@ -326,7 +312,6 @@ async def _write_chunk(
                 value[out_selection],
                 chunk_selection,
                 chunk_spec,
-                self.runtime_configuration,
             )
         else:
             # writing partial chunks
@@ -342,7 +327,7 @@ async def _write_chunk(
                 chunk_array.fill(self.metadata.fill_value)
             else:
                 chunk_array = (
-                    await self.codecs.decode(chunk_bytes, chunk_spec, self.runtime_configuration)
+                    await self.codecs.decode(chunk_bytes, chunk_spec)
                 ).copy()  # make a writable copy
             chunk_array[chunk_selection] = value[out_selection]
 
@@ -355,9 +340,7 @@ async def _write_chunk_to_store(
             # chunks that only contain fill_value will be removed
             await store_path.delete()
         else:
-            chunk_bytes = await self.codecs.encode(
-                chunk_array, chunk_spec, self.runtime_configuration
-            )
+            chunk_bytes = await self.codecs.encode(chunk_array, chunk_spec)
             if chunk_bytes is None:
                 await store_path.delete()
             else:
@@ -388,7 +371,7 @@ async def _delete_key(key: str) -> None:
                 for chunk_coords in old_chunk_coords.difference(new_chunk_coords)
             ],
             _delete_key,
-            self.runtime_configuration.concurrency,
+            config.get("async.concurrency"),
         )
 
         # Write new metadata
@@ -429,7 +412,6 @@ def create(
         codecs: Optional[Iterable[Union[Codec, Dict[str, Any]]]] = None,
         dimension_names: Optional[Iterable[str]] = None,
         attributes: Optional[Dict[str, Any]] = None,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
         exists_ok: bool = False,
     ) -> Array:
         async_array = sync(
@@ -443,10 +425,8 @@ def create(
                 codecs=codecs,
                 dimension_names=dimension_names,
                 attributes=attributes,
-                runtime_configuration=runtime_configuration,
                 exists_ok=exists_ok,
             ),
-            runtime_configuration.asyncio_loop,
         )
         return cls(async_array)
 
@@ -455,34 +435,25 @@ def from_dict(
         cls,
         store_path: StorePath,
         data: Dict[str, Any],
-        runtime_configuration: RuntimeConfiguration,
     ) -> Array:
-        async_array = AsyncArray.from_dict(
-            store_path=store_path, data=data, runtime_configuration=runtime_configuration
-        )
+        async_array = AsyncArray.from_dict(store_path=store_path, data=data)
         return cls(async_array)
 
     @classmethod
     def open(
         cls,
         store: StoreLike,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> Array:
-        async_array = sync(
-            AsyncArray.open(store, runtime_configuration=runtime_configuration),
-            runtime_configuration.asyncio_loop,
-        )
+        async_array = sync(AsyncArray.open(store))
         return cls(async_array)
 
     @classmethod
     def open_auto(
         cls,
         store: StoreLike,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> Array:  # TODO: Union[Array, ArrayV2]:
         async_array = sync(
-            AsyncArray.open_auto(store, runtime_configuration),
-            runtime_configuration.asyncio_loop,
+            AsyncArray.open_auto(store),
         )
         return cls(async_array)
 
@@ -514,23 +485,24 @@ def metadata(self) -> ArrayMetadata:
     def store_path(self) -> StorePath:
         return self._async_array.store_path
 
+    @property
+    def order(self) -> Literal["C", "F"]:
+        return self._async_array.order
+
     def __getitem__(self, selection: Selection) -> np.ndarray:
         return sync(
             self._async_array.getitem(selection),
-            self._async_array.runtime_configuration.asyncio_loop,
         )
 
     def __setitem__(self, selection: Selection, value: np.ndarray) -> None:
         sync(
             self._async_array.setitem(selection, value),
-            self._async_array.runtime_configuration.asyncio_loop,
         )
 
     def resize(self, new_shape: ChunkCoords) -> Array:
         return type(self)(
             sync(
                 self._async_array.resize(new_shape),
-                self._async_array.runtime_configuration.asyncio_loop,
             )
         )
 
@@ -538,7 +510,6 @@ def update_attributes(self, new_attributes: Dict[str, Any]) -> Array:
         return type(self)(
             sync(
                 self._async_array.update_attributes(new_attributes),
-                self._async_array.runtime_configuration.asyncio_loop,
             )
         )
 
@@ -548,5 +519,4 @@ def __repr__(self):
     def info(self):
         return sync(
             self._async_array.info(),
-            self._async_array.runtime_configuration.asyncio_loop,
         )
diff --git a/src/zarr/array_v2.py b/src/zarr/array_v2.py
index 8c2cd3faec..18251e7db7 100644
--- a/src/zarr/array_v2.py
+++ b/src/zarr/array_v2.py
@@ -20,7 +20,6 @@
     concurrent_map,
     to_thread,
 )
-from zarr.config import RuntimeConfiguration
 from zarr.indexing import BasicIndexer, all_chunk_coords, is_total_slice
 from zarr.metadata import ArrayV2Metadata
 from zarr.store import StoreLike, StorePath, make_store_path
@@ -55,7 +54,6 @@ class ArrayV2:
     metadata: ArrayV2Metadata
     attributes: Optional[Dict[str, Any]]
     store_path: StorePath
-    runtime_configuration: RuntimeConfiguration
 
     @classmethod
     async def create_async(
@@ -72,7 +70,6 @@ async def create_async(
         compressor: Optional[Dict[str, Any]] = None,
         attributes: Optional[Dict[str, Any]] = None,
         exists_ok: bool = False,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> ArrayV2:
         store_path = make_store_path(store)
         if not exists_ok:
@@ -98,7 +95,6 @@ async def create_async(
             metadata=metadata,
             store_path=store_path,
             attributes=attributes,
-            runtime_configuration=runtime_configuration,
         )
         await array._save_metadata()
         return array
@@ -118,7 +114,6 @@ def create(
         compressor: Optional[Dict[str, Any]] = None,
         attributes: Optional[Dict[str, Any]] = None,
         exists_ok: bool = False,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> ArrayV2:
         return sync(
             cls.create_async(
@@ -133,16 +128,13 @@ def create(
                 filters=filters,
                 attributes=attributes,
                 exists_ok=exists_ok,
-                runtime_configuration=runtime_configuration,
             ),
-            runtime_configuration.asyncio_loop,
         )
 
     @classmethod
     async def open_async(
         cls,
         store: StoreLike,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> ArrayV2:
         store_path = make_store_path(store)
         zarray_bytes, zattrs_bytes = await asyncio.gather(
@@ -154,18 +146,15 @@ async def open_async(
             store_path,
             zarray_json=json.loads(zarray_bytes),
             zattrs_json=json.loads(zattrs_bytes) if zattrs_bytes is not None else None,
-            runtime_configuration=runtime_configuration,
         )
 
     @classmethod
     def open(
         cls,
         store: StoreLike,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> ArrayV2:
         return sync(
-            cls.open_async(store, runtime_configuration),
-            runtime_configuration.asyncio_loop,
+            cls.open_async(store),
         )
 
     @classmethod
@@ -174,14 +163,12 @@ def from_dict(
         store_path: StorePath,
         zarray_json: Any,
         zattrs_json: Optional[Any],
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> ArrayV2:
         metadata = ArrayV2Metadata.from_dict(zarray_json)
         out = cls(
             store_path=store_path,
             metadata=metadata,
             attributes=zattrs_json,
-            runtime_configuration=runtime_configuration,
         )
         out._validate_metadata()
         return out
@@ -219,7 +206,7 @@ def async_(self) -> _AsyncArrayProxy:
         return _AsyncArrayProxy(self)
 
     def __getitem__(self, selection: Selection):
-        return sync(self.get_async(selection), self.runtime_configuration.asyncio_loop)
+        return sync(self.get_async(selection))
 
     async def get_async(self, selection: Selection):
         indexer = BasicIndexer(
@@ -295,7 +282,7 @@ async def _decode_chunk(self, chunk_bytes: Optional[BytesLike]) -> Optional[np.n
         return chunk_array
 
     def __setitem__(self, selection: Selection, value: np.ndarray) -> None:
-        sync(self.set_async(selection, value), self.runtime_configuration.asyncio_loop)
+        sync(self.set_async(selection, value))
 
     async def set_async(self, selection: Selection, value: np.ndarray) -> None:
         chunk_shape = self.metadata.chunks
@@ -436,7 +423,7 @@ async def _delete_key(key: str) -> None:
         return replace(self, metadata=new_metadata)
 
     def resize(self, new_shape: ChunkCoords) -> ArrayV2:
-        return sync(self.resize_async(new_shape), self.runtime_configuration.asyncio_loop)
+        return sync(self.resize_async(new_shape))
 
     async def convert_to_v3_async(self) -> Array:
         from sys import byteorder as sys_byteorder
@@ -511,7 +498,6 @@ async def convert_to_v3_async(self) -> Array:
         return Array.from_dict(
             store_path=self.store_path,
             data=json.loads(new_metadata_bytes),
-            runtime_configuration=self.runtime_configuration,
         )
 
     async def update_attributes_async(self, new_attributes: Dict[str, Any]) -> ArrayV2:
@@ -521,11 +507,10 @@ async def update_attributes_async(self, new_attributes: Dict[str, Any]) -> Array
     def update_attributes(self, new_attributes: Dict[str, Any]) -> ArrayV2:
         return sync(
             self.update_attributes_async(new_attributes),
-            self.runtime_configuration.asyncio_loop,
         )
 
     def convert_to_v3(self) -> Array:
-        return sync(self.convert_to_v3_async(), loop=self.runtime_configuration.asyncio_loop)
+        return sync(self.convert_to_v3_async())
 
     def __repr__(self):
         return f"<Array_v2 {self.store_path} shape={self.shape} dtype={self.dtype}>"
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index 374375e6c2..5ee2b7640d 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -17,7 +17,6 @@
     from typing import Dict, Optional
     from typing_extensions import Self
     from zarr.common import JSON, ArraySpec, BytesLike
-    from zarr.config import RuntimeConfiguration
 
 
 class BloscShuffle(Enum):
@@ -163,7 +162,6 @@ async def decode(
         self,
         chunk_bytes: bytes,
         _chunk_spec: ArraySpec,
-        _runtime_configuration: RuntimeConfiguration,
     ) -> BytesLike:
         return await to_thread(self._blosc_codec.decode, chunk_bytes)
 
@@ -171,7 +169,6 @@ async def encode(
         self,
         chunk_bytes: bytes,
         chunk_spec: ArraySpec,
-        _runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         chunk_array = np.frombuffer(chunk_bytes, dtype=chunk_spec.dtype)
         return await to_thread(self._blosc_codec.encode, chunk_array)
diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index aa24c3167e..566b3a8df9 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -13,7 +13,6 @@
 
 if TYPE_CHECKING:
     from zarr.common import JSON, ArraySpec, BytesLike
-    from zarr.config import RuntimeConfiguration
     from typing_extensions import Self
 
 
@@ -72,7 +71,6 @@ async def decode(
         self,
         chunk_bytes: BytesLike,
         chunk_spec: ArraySpec,
-        _runtime_configuration: RuntimeConfiguration,
     ) -> np.ndarray:
         if chunk_spec.dtype.itemsize > 0:
             if self.endian == Endian.little:
@@ -95,7 +93,6 @@ async def encode(
         self,
         chunk_array: np.ndarray,
         _chunk_spec: ArraySpec,
-        _runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         if chunk_array.dtype.itemsize > 1:
             byteorder = self._get_byteorder(chunk_array)
diff --git a/src/zarr/codecs/crc32c_.py b/src/zarr/codecs/crc32c_.py
index 04d5b88d70..dd61b3425e 100644
--- a/src/zarr/codecs/crc32c_.py
+++ b/src/zarr/codecs/crc32c_.py
@@ -15,7 +15,6 @@
     from typing import Dict, Optional
     from typing_extensions import Self
     from zarr.common import JSON, BytesLike, ArraySpec
-    from zarr.config import RuntimeConfiguration
 
 
 @dataclass(frozen=True)
@@ -34,7 +33,6 @@ async def decode(
         self,
         chunk_bytes: bytes,
         _chunk_spec: ArraySpec,
-        _runtime_configuration: RuntimeConfiguration,
     ) -> BytesLike:
         crc32_bytes = chunk_bytes[-4:]
         inner_bytes = chunk_bytes[:-4]
@@ -52,7 +50,6 @@ async def encode(
         self,
         chunk_bytes: bytes,
         _chunk_spec: ArraySpec,
-        _runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         return chunk_bytes + np.uint32(crc32c(chunk_bytes)).tobytes()
 
diff --git a/src/zarr/codecs/gzip.py b/src/zarr/codecs/gzip.py
index f75f5b743e..71dcaa6bb5 100644
--- a/src/zarr/codecs/gzip.py
+++ b/src/zarr/codecs/gzip.py
@@ -12,7 +12,6 @@
     from typing import Optional, Dict
     from typing_extensions import Self
     from zarr.common import JSON, ArraySpec, BytesLike
-    from zarr.config import RuntimeConfiguration
 
 
 def parse_gzip_level(data: JSON) -> int:
@@ -48,7 +47,6 @@ async def decode(
         self,
         chunk_bytes: bytes,
         _chunk_spec: ArraySpec,
-        _runtime_configuration: RuntimeConfiguration,
     ) -> BytesLike:
         return await to_thread(GZip(self.level).decode, chunk_bytes)
 
@@ -56,7 +54,6 @@ async def encode(
         self,
         chunk_bytes: bytes,
         _chunk_spec: ArraySpec,
-        _runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         return await to_thread(GZip(self.level).encode, chunk_bytes)
 
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index 4908ee8057..c2338f717d 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -21,7 +21,6 @@
     from typing import Iterator, List, Optional, Tuple, Union
     from zarr.store import StorePath
     from zarr.metadata import ArrayMetadata
-    from zarr.config import RuntimeConfiguration
     from zarr.common import JSON, ArraySpec, BytesLike, SliceSelection
 
 
@@ -151,7 +150,6 @@ async def decode(
         self,
         chunk_bytes: BytesLike,
         array_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> np.ndarray:
         (
             aa_codecs_with_spec,
@@ -160,13 +158,13 @@ async def decode(
         ) = self._codecs_with_resolved_metadata(array_spec)
 
         for bb_codec, array_spec in bb_codecs_with_spec[::-1]:
-            chunk_bytes = await bb_codec.decode(chunk_bytes, array_spec, runtime_configuration)
+            chunk_bytes = await bb_codec.decode(chunk_bytes, array_spec)
 
         ab_codec, array_spec = ab_codec_with_spec
-        chunk_array = await ab_codec.decode(chunk_bytes, array_spec, runtime_configuration)
+        chunk_array = await ab_codec.decode(chunk_bytes, array_spec)
 
         for aa_codec, array_spec in aa_codecs_with_spec[::-1]:
-            chunk_array = await aa_codec.decode(chunk_array, array_spec, runtime_configuration)
+            chunk_array = await aa_codec.decode(chunk_array, array_spec)
 
         return chunk_array
 
@@ -175,19 +173,15 @@ async def decode_partial(
         store_path: StorePath,
         selection: SliceSelection,
         chunk_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> Optional[np.ndarray]:
         assert self.supports_partial_decode
         assert isinstance(self.array_bytes_codec, ArrayBytesCodecPartialDecodeMixin)
-        return await self.array_bytes_codec.decode_partial(
-            store_path, selection, chunk_spec, runtime_configuration
-        )
+        return await self.array_bytes_codec.decode_partial(store_path, selection, chunk_spec)
 
     async def encode(
         self,
         chunk_array: np.ndarray,
         array_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         (
             aa_codecs_with_spec,
@@ -196,23 +190,19 @@ async def encode(
         ) = self._codecs_with_resolved_metadata(array_spec)
 
         for aa_codec, array_spec in aa_codecs_with_spec:
-            chunk_array_maybe = await aa_codec.encode(
-                chunk_array, array_spec, runtime_configuration
-            )
+            chunk_array_maybe = await aa_codec.encode(chunk_array, array_spec)
             if chunk_array_maybe is None:
                 return None
             chunk_array = chunk_array_maybe
 
         ab_codec, array_spec = ab_codec_with_spec
-        chunk_bytes_maybe = await ab_codec.encode(chunk_array, array_spec, runtime_configuration)
+        chunk_bytes_maybe = await ab_codec.encode(chunk_array, array_spec)
         if chunk_bytes_maybe is None:
             return None
         chunk_bytes = chunk_bytes_maybe
 
         for bb_codec, array_spec in bb_codecs_with_spec:
-            chunk_bytes_maybe = await bb_codec.encode(
-                chunk_bytes, array_spec, runtime_configuration
-            )
+            chunk_bytes_maybe = await bb_codec.encode(chunk_bytes, array_spec)
             if chunk_bytes_maybe is None:
                 return None
             chunk_bytes = chunk_bytes_maybe
@@ -225,13 +215,10 @@ async def encode_partial(
         chunk_array: np.ndarray,
         selection: SliceSelection,
         chunk_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> None:
         assert self.supports_partial_encode
         assert isinstance(self.array_bytes_codec, ArrayBytesCodecPartialEncodeMixin)
-        await self.array_bytes_codec.encode_partial(
-            store_path, chunk_array, selection, chunk_spec, runtime_configuration
-        )
+        await self.array_bytes_codec.encode_partial(store_path, chunk_array, selection, chunk_spec)
 
     def compute_encoded_size(self, byte_length: int, array_spec: ArraySpec) -> int:
         for codec in self:
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index d4f8b7dfc9..e94074e63e 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -25,6 +25,7 @@
     parse_shapelike,
     product,
 )
+from zarr.config import config
 from zarr.chunk_grids import RegularChunkGrid
 from zarr.indexing import (
     BasicIndexer,
@@ -34,7 +35,6 @@
 )
 from zarr.metadata import (
     ArrayMetadata,
-    runtime_configuration as make_runtime_configuration,
     parse_codecs,
 )
 
@@ -49,7 +49,6 @@
         BytesLike,
         SliceSelection,
     )
-    from zarr.config import RuntimeConfiguration
 
 MAX_UINT_64 = 2**64 - 1
 
@@ -302,7 +301,6 @@ async def decode(
         self,
         shard_bytes: BytesLike,
         shard_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> np.ndarray:
         # print("decode")
         shard_shape = shard_spec.shape
@@ -319,7 +317,7 @@ async def decode(
         out = np.zeros(
             shard_shape,
             dtype=shard_spec.dtype,
-            order=runtime_configuration.order,
+            order=shard_spec.order,
         )
         shard_dict = await _ShardProxy.from_bytes(shard_bytes, self, chunks_per_shard)
 
@@ -336,13 +334,12 @@ async def decode(
                     chunk_selection,
                     out_selection,
                     shard_spec,
-                    runtime_configuration,
                     out,
                 )
                 for chunk_coords, chunk_selection, out_selection in indexer
             ],
             self._read_chunk,
-            runtime_configuration.concurrency,
+            config.get("async.concurrency"),
         )
 
         return out
@@ -352,7 +349,6 @@ async def decode_partial(
         store_path: StorePath,
         selection: SliceSelection,
         shard_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> Optional[np.ndarray]:
         shard_shape = shard_spec.shape
         chunk_shape = self.chunk_shape
@@ -368,7 +364,7 @@ async def decode_partial(
         out = np.zeros(
             indexer.shape,
             dtype=shard_spec.dtype,
-            order=runtime_configuration.order,
+            order=shard_spec.order,
         )
 
         indexed_chunks = list(indexer)
@@ -404,13 +400,12 @@ async def decode_partial(
                     chunk_selection,
                     out_selection,
                     shard_spec,
-                    runtime_configuration,
                     out,
                 )
                 for chunk_coords, chunk_selection, out_selection in indexed_chunks
             ],
             self._read_chunk,
-            runtime_configuration.concurrency,
+            config.get("async.concurrency"),
         )
 
         return out
@@ -422,13 +417,12 @@ async def _read_chunk(
         chunk_selection: SliceSelection,
         out_selection: SliceSelection,
         shard_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
         out: np.ndarray,
     ) -> None:
         chunk_spec = self._get_chunk_spec(shard_spec)
         chunk_bytes = shard_dict.get(chunk_coords, None)
         if chunk_bytes is not None:
-            chunk_array = await self.codecs.decode(chunk_bytes, chunk_spec, runtime_configuration)
+            chunk_array = await self.codecs.decode(chunk_bytes, chunk_spec)
             tmp = chunk_array[chunk_selection]
             out[out_selection] = tmp
         else:
@@ -438,7 +432,6 @@ async def encode(
         self,
         shard_array: np.ndarray,
         shard_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         shard_shape = shard_spec.shape
         chunk_shape = self.chunk_shape
@@ -472,7 +465,7 @@ async def _write_chunk(
                 chunk_spec = self._get_chunk_spec(shard_spec)
                 return (
                     chunk_coords,
-                    await self.codecs.encode(chunk_array, chunk_spec, runtime_configuration),
+                    await self.codecs.encode(chunk_array, chunk_spec),
                 )
             return (chunk_coords, None)
 
@@ -483,7 +476,7 @@ async def _write_chunk(
                 for chunk_coords, chunk_selection, out_selection in indexer
             ],
             _write_chunk,
-            runtime_configuration.concurrency,
+            config.get("async.concurrency"),
         )
         if len(encoded_chunks) == 0:
             return None
@@ -501,7 +494,6 @@ async def encode_partial(
         shard_array: np.ndarray,
         selection: SliceSelection,
         shard_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> None:
         # print("encode_partial")
         shard_shape = shard_spec.shape
@@ -545,14 +537,14 @@ async def _write_chunk(
                     chunk_array.fill(shard_spec.fill_value)
                 else:
                     chunk_array = (
-                        await self.codecs.decode(chunk_bytes, chunk_spec, runtime_configuration)
+                        await self.codecs.decode(chunk_bytes, chunk_spec)
                     ).copy()  # make a writable copy
                 chunk_array[chunk_selection] = shard_array[out_selection]
 
             if not np.array_equiv(chunk_array, shard_spec.fill_value):
                 return (
                     chunk_coords,
-                    await self.codecs.encode(chunk_array, chunk_spec, runtime_configuration),
+                    await self.codecs.encode(chunk_array, chunk_spec),
                 )
             else:
                 return (chunk_coords, None)
@@ -567,7 +559,7 @@ async def _write_chunk(
                 for chunk_coords, chunk_selection, out_selection in indexer
             ],
             _write_chunk,
-            runtime_configuration.concurrency,
+            config.get("async.concurrency"),
         )
 
         for chunk_coords, chunk_bytes in encoded_chunks:
@@ -607,7 +599,6 @@ async def _decode_shard_index(
             await self.index_codecs.decode(
                 index_bytes,
                 self._get_index_chunk_spec(chunks_per_shard),
-                make_runtime_configuration("C"),
             )
         )
 
@@ -615,7 +606,6 @@ async def _encode_shard_index(self, index: _ShardIndex) -> BytesLike:
         index_bytes = await self.index_codecs.encode(
             index.offsets_and_lengths,
             self._get_index_chunk_spec(index.chunks_per_shard),
-            make_runtime_configuration("C"),
         )
         assert index_bytes is not None
         return index_bytes
@@ -631,6 +621,7 @@ def _get_index_chunk_spec(self, chunks_per_shard: ChunkCoords) -> ArraySpec:
             shape=chunks_per_shard + (2,),
             dtype=np.dtype("<u8"),
             fill_value=MAX_UINT_64,
+            order="C",  # Note: this is hard-coded for simplicity -- it is not surfaced into user code
         )
 
     @lru_cache
@@ -639,6 +630,7 @@ def _get_chunk_spec(self, shard_spec: ArraySpec) -> ArraySpec:
             shape=self.chunk_shape,
             dtype=shard_spec.dtype,
             fill_value=shard_spec.fill_value,
+            order=shard_spec.order,
         )
 
     @lru_cache
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index c63327f6fc..a13708955c 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -6,7 +6,6 @@
 from zarr.common import JSON, ArraySpec, ChunkCoordsLike, parse_named_configuration
 
 if TYPE_CHECKING:
-    from zarr.config import RuntimeConfiguration
     from typing import TYPE_CHECKING, Optional, Tuple
     from typing_extensions import Self
 
@@ -71,13 +70,13 @@ def resolve_metadata(self, chunk_spec: ArraySpec) -> ArraySpec:
             shape=tuple(chunk_spec.shape[self.order[i]] for i in range(chunk_spec.ndim)),
             dtype=chunk_spec.dtype,
             fill_value=chunk_spec.fill_value,
+            order=chunk_spec.order,
         )
 
     async def decode(
         self,
         chunk_array: np.ndarray,
         chunk_spec: ArraySpec,
-        _runtime_configuration: RuntimeConfiguration,
     ) -> np.ndarray:
         inverse_order = [0] * chunk_spec.ndim
         for x, i in enumerate(self.order):
@@ -89,7 +88,6 @@ async def encode(
         self,
         chunk_array: np.ndarray,
         chunk_spec: ArraySpec,
-        _runtime_configuration: RuntimeConfiguration,
     ) -> Optional[np.ndarray]:
         chunk_array = chunk_array.transpose(self.order)
         return chunk_array
diff --git a/src/zarr/codecs/zstd.py b/src/zarr/codecs/zstd.py
index 41db850ab6..ad10a7fdb8 100644
--- a/src/zarr/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -12,7 +12,6 @@
 if TYPE_CHECKING:
     from typing import Dict, Optional
     from typing_extensions import Self
-    from zarr.config import RuntimeConfiguration
     from zarr.common import BytesLike, JSON, ArraySpec
 
 
@@ -64,7 +63,6 @@ async def decode(
         self,
         chunk_bytes: bytes,
         _chunk_spec: ArraySpec,
-        _runtime_configuration: RuntimeConfiguration,
     ) -> BytesLike:
         return await to_thread(self._decompress, chunk_bytes)
 
@@ -72,7 +70,6 @@ async def encode(
         self,
         chunk_bytes: bytes,
         _chunk_spec: ArraySpec,
-        _runtime_configuration: RuntimeConfiguration,
     ) -> Optional[BytesLike]:
         return await to_thread(self._compress, chunk_bytes)
 
diff --git a/src/zarr/common.py b/src/zarr/common.py
index 7d8431f97e..7ef2fc9a61 100644
--- a/src/zarr/common.py
+++ b/src/zarr/common.py
@@ -1,5 +1,16 @@
 from __future__ import annotations
-from typing import TYPE_CHECKING, Union, Tuple, Iterable, Dict, List, TypeVar, overload, Any
+from typing import (
+    TYPE_CHECKING,
+    Literal,
+    Union,
+    Tuple,
+    Iterable,
+    Dict,
+    List,
+    TypeVar,
+    overload,
+    Any,
+)
 import asyncio
 import contextvars
 from dataclasses import dataclass
@@ -78,15 +89,20 @@ class ArraySpec:
     shape: ChunkCoords
     dtype: np.dtype[Any]
     fill_value: Any
+    order: Literal["C", "F"]
 
-    def __init__(self, shape: ChunkCoords, dtype: np.dtype[Any], fill_value: Any) -> None:
+    def __init__(
+        self, shape: ChunkCoords, dtype: np.dtype[Any], fill_value: Any, order: Literal["C", "F"]
+    ) -> None:
         shape_parsed = parse_shapelike(shape)
         dtype_parsed = parse_dtype(dtype)
         fill_value_parsed = parse_fill_value(fill_value)
+        order_parsed = parse_order(order)
 
         object.__setattr__(self, "shape", shape_parsed)
         object.__setattr__(self, "dtype", dtype_parsed)
         object.__setattr__(self, "fill_value", fill_value_parsed)
+        object.__setattr__(self, "order", order_parsed)
 
     @property
     def ndim(self) -> int:
@@ -159,3 +175,9 @@ def parse_dtype(data: Any) -> np.dtype[Any]:
 def parse_fill_value(data: Any) -> Any:
     # todo: real validation
     return data
+
+
+def parse_order(data: Any) -> Literal["C", "F"]:
+    if data in ("C", "F"):
+        return data
+    raise ValueError(f"Expected one of ('C', 'F'), got {data} instead.")
diff --git a/src/zarr/config.py b/src/zarr/config.py
index cd4d82597b..e546cb1c23 100644
--- a/src/zarr/config.py
+++ b/src/zarr/config.py
@@ -1,15 +1,13 @@
 from __future__ import annotations
 
-from asyncio import AbstractEventLoop
-from dataclasses import dataclass
-from typing import Any, Literal, Optional
+from typing import Any, Literal
 
+from donfig import Config
 
-@dataclass(frozen=True)
-class SyncConfiguration:
-    concurrency: Optional[int] = None
-    asyncio_loop: Optional[AbstractEventLoop] = None
-    timeout: float | None = None
+config = Config(
+    "zarr",
+    defaults=[{"array": {"order": "C"}, "async": {"concurrency": None, "timeout": None}}],
+)
 
 
 def parse_indexing_order(data: Any) -> Literal["C", "F"]:
@@ -17,37 +15,3 @@ def parse_indexing_order(data: Any) -> Literal["C", "F"]:
         return data
     msg = f"Expected one of ('C', 'F'), got {data} instead."
     raise ValueError(msg)
-
-
-# todo: handle negative values?
-def parse_concurrency(data: Any) -> int | None:
-    if data is None or isinstance(data, int):
-        return data
-    raise TypeError(f"Expected int or None, got {type(data)}")
-
-
-def parse_asyncio_loop(data: Any) -> AbstractEventLoop | None:
-    if data is None or isinstance(data, AbstractEventLoop):
-        return data
-    raise TypeError(f"Expected AbstractEventLoop or None, got {type(data)}")
-
-
-@dataclass(frozen=True)
-class RuntimeConfiguration:
-    order: Literal["C", "F"] = "C"
-    concurrency: Optional[int] = None
-    asyncio_loop: Optional[AbstractEventLoop] = None
-
-    def __init__(
-        self,
-        order: Literal["C", "F"] = "C",
-        concurrency: Optional[int] = None,
-        asyncio_loop: Optional[AbstractEventLoop] = None,
-    ):
-        order_parsed = parse_indexing_order(order)
-        concurrency_parsed = parse_concurrency(concurrency)
-        asyncio_loop_parsed = parse_asyncio_loop(asyncio_loop)
-
-        object.__setattr__(self, "order", order_parsed)
-        object.__setattr__(self, "concurrency", concurrency_parsed)
-        object.__setattr__(self, "asyncio_loop_parsed", asyncio_loop_parsed)
diff --git a/src/zarr/group.py b/src/zarr/group.py
index 4da059c814..c71860b1b6 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -18,7 +18,6 @@
 from zarr.array import AsyncArray, Array
 from zarr.attributes import Attributes
 from zarr.common import ZARR_JSON, ZARRAY_JSON, ZATTRS_JSON, ZGROUP_JSON
-from zarr.config import RuntimeConfiguration, SyncConfiguration
 from zarr.store import StoreLike, StorePath, make_store_path
 from zarr.sync import SyncMixin, sync
 
@@ -78,7 +77,6 @@ def to_dict(self) -> dict[str, Any]:
 class AsyncGroup:
     metadata: GroupMetadata
     store_path: StorePath
-    runtime_configuration: RuntimeConfiguration = RuntimeConfiguration()
 
     @classmethod
     async def create(
@@ -88,7 +86,6 @@ async def create(
         attributes: dict[str, Any] = {},
         exists_ok: bool = False,
         zarr_format: Literal[2, 3] = 3,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> AsyncGroup:
         store_path = make_store_path(store)
         if not exists_ok:
@@ -99,7 +96,6 @@ async def create(
         group = cls(
             metadata=GroupMetadata(attributes=attributes, zarr_format=zarr_format),
             store_path=store_path,
-            runtime_configuration=runtime_configuration,
         )
         await group._save_metadata()
         return group
@@ -108,7 +104,6 @@ async def create(
     async def open(
         cls,
         store: StoreLike,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
         zarr_format: Literal[2, 3, None] = 3,
     ) -> AsyncGroup:
         store_path = make_store_path(store)
@@ -154,19 +149,17 @@ async def open(
             assert zarr_json_bytes is not None
             group_metadata = json.loads(zarr_json_bytes)
 
-        return cls.from_dict(store_path, group_metadata, runtime_configuration)
+        return cls.from_dict(store_path, group_metadata)
 
     @classmethod
     def from_dict(
         cls,
         store_path: StorePath,
         data: dict[str, Any],
-        runtime_configuration: RuntimeConfiguration,
     ) -> AsyncGroup:
         group = cls(
             metadata=GroupMetadata.from_dict(data),
             store_path=store_path,
-            runtime_configuration=runtime_configuration,
         )
         return group
 
@@ -193,11 +186,9 @@ async def getitem(
             else:
                 zarr_json = json.loads(zarr_json_bytes)
             if zarr_json["node_type"] == "group":
-                return type(self).from_dict(store_path, zarr_json, self.runtime_configuration)
+                return type(self).from_dict(store_path, zarr_json)
             elif zarr_json["node_type"] == "array":
-                return AsyncArray.from_dict(
-                    store_path, zarr_json, runtime_configuration=self.runtime_configuration
-                )
+                return AsyncArray.from_dict(store_path, zarr_json)
             else:
                 raise ValueError(f"unexpected node_type: {zarr_json['node_type']}")
         elif self.metadata.zarr_format == 2:
@@ -220,9 +211,7 @@ async def getitem(
             if zarray is not None:
                 # TODO: update this once the V2 array support is part of the primary array class
                 zarr_json = {**zarray, "attributes": zattrs}
-                return AsyncArray.from_dict(
-                    store_path, zarray, runtime_configuration=self.runtime_configuration
-                )
+                return AsyncArray.from_dict(store_path, zarray)
             else:
                 zgroup = (
                     json.loads(zgroup_bytes)
@@ -230,7 +219,7 @@ async def getitem(
                     else {"zarr_format": self.metadata.zarr_format}
                 )
                 zarr_json = {**zgroup, "attributes": zattrs}
-                return type(self).from_dict(store_path, zarr_json, self.runtime_configuration)
+                return type(self).from_dict(store_path, zarr_json)
         else:
             raise ValueError(f"unexpected zarr_format: {self.metadata.zarr_format}")
 
@@ -260,18 +249,14 @@ def info(self):
         return self.metadata.info
 
     async def create_group(self, path: str, **kwargs) -> AsyncGroup:
-        runtime_configuration = kwargs.pop("runtime_configuration", self.runtime_configuration)
         return await type(self).create(
             self.store_path / path,
-            runtime_configuration=runtime_configuration,
             **kwargs,
         )
 
     async def create_array(self, path: str, **kwargs) -> AsyncArray:
-        runtime_configuration = kwargs.pop("runtime_configuration", self.runtime_configuration)
         return await AsyncArray.create(
             self.store_path / path,
-            runtime_configuration=runtime_configuration,
             **kwargs,
         )
 
@@ -402,7 +387,6 @@ async def move(self, source: str, dest: str) -> None:
 @dataclass(frozen=True)
 class Group(SyncMixin):
     _async_group: AsyncGroup
-    _sync_configuration: SyncConfiguration = field(init=True, default=SyncConfiguration())
 
     @classmethod
     def create(
@@ -411,16 +395,13 @@ def create(
         *,
         attributes: dict[str, Any] = {},
         exists_ok: bool = False,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> Group:
         obj = sync(
             AsyncGroup.create(
                 store,
                 attributes=attributes,
                 exists_ok=exists_ok,
-                runtime_configuration=runtime_configuration,
             ),
-            loop=runtime_configuration.asyncio_loop,
         )
 
         return cls(obj)
@@ -429,11 +410,8 @@ def create(
     def open(
         cls,
         store: StoreLike,
-        runtime_configuration: RuntimeConfiguration = RuntimeConfiguration(),
     ) -> Group:
-        obj = sync(
-            AsyncGroup.open(store, runtime_configuration), loop=runtime_configuration.asyncio_loop
-        )
+        obj = sync(AsyncGroup.open(store))
         return cls(obj)
 
     def __getitem__(self, path: str) -> Array | Group:
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index 8eba9a0b5a..3903bacd42 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -26,13 +26,7 @@
     parse_fill_value,
     parse_shapelike,
 )
-from zarr.config import RuntimeConfiguration, parse_indexing_order
-
-
-def runtime_configuration(
-    order: Literal["C", "F"], concurrency: Optional[int] = None
-) -> RuntimeConfiguration:
-    return RuntimeConfiguration(order=order, concurrency=concurrency)
+from zarr.config import parse_indexing_order
 
 
 # For type checking
@@ -146,7 +140,10 @@ def __init__(
         attributes_parsed = parse_attributes(attributes)
 
         array_spec = ArraySpec(
-            shape=shape_parsed, dtype=data_type_parsed, fill_value=fill_value_parsed
+            shape=shape_parsed,
+            dtype=data_type_parsed,
+            fill_value=fill_value_parsed,
+            order="C",  # TODO: order is not needed here.
         )
         codecs_parsed = parse_codecs(codecs).evolve(array_spec)
 
@@ -184,7 +181,7 @@ def dtype(self) -> np.dtype[Any]:
     def ndim(self) -> int:
         return len(self.shape)
 
-    def get_chunk_spec(self, _chunk_coords: ChunkCoords) -> ArraySpec:
+    def get_chunk_spec(self, _chunk_coords: ChunkCoords, order: Literal["C", "F"]) -> ArraySpec:
         assert isinstance(
             self.chunk_grid, RegularChunkGrid
         ), "Currently, only regular chunk grid is supported"
@@ -192,6 +189,7 @@ def get_chunk_spec(self, _chunk_coords: ChunkCoords) -> ArraySpec:
             shape=self.chunk_grid.chunk_shape,
             dtype=self.dtype,
             fill_value=self.fill_value,
+            order=order,
         )
 
     def to_bytes(self) -> bytes:
diff --git a/src/zarr/sync.py b/src/zarr/sync.py
index a152030e89..649db0be76 100644
--- a/src/zarr/sync.py
+++ b/src/zarr/sync.py
@@ -10,7 +10,7 @@
 
 from typing_extensions import ParamSpec
 
-from zarr.config import SyncConfiguration
+from zarr.config import config
 
 P = ParamSpec("P")
 T = TypeVar("T")
@@ -113,15 +113,12 @@ def _get_loop() -> asyncio.AbstractEventLoop:
 
 
 class SyncMixin:
-    _sync_configuration: SyncConfiguration
-
     def _sync(self, coroutine: Coroutine[Any, Any, T]) -> T:
         # TODO: refactor this to to take *args and **kwargs and pass those to the method
         # this should allow us to better type the sync wrapper
         return sync(
             coroutine,
-            loop=self._sync_configuration.asyncio_loop,
-            timeout=self._sync_configuration.timeout,
+            timeout=config.get("async.timeout"),
         )
 
     def _sync_iter(self, async_iterator: AsyncIterator[T]) -> list[T]:
diff --git a/tests/v3/package_with_entrypoint/__init__.py b/tests/v3/package_with_entrypoint/__init__.py
index cf7df20457..8b31733069 100644
--- a/tests/v3/package_with_entrypoint/__init__.py
+++ b/tests/v3/package_with_entrypoint/__init__.py
@@ -1,7 +1,6 @@
 from numpy import ndarray
 from zarr.abc.codec import ArrayBytesCodec
 from zarr.common import ArraySpec, BytesLike
-from zarr.config import RuntimeConfiguration
 
 
 class TestCodec(ArrayBytesCodec):
@@ -11,7 +10,6 @@ async def encode(
         self,
         chunk_array: ndarray,
         chunk_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> BytesLike | None:
         pass
 
@@ -19,7 +17,6 @@ async def decode(
         self,
         chunk_bytes: BytesLike,
         chunk_spec: ArraySpec,
-        runtime_configuration: RuntimeConfiguration,
     ) -> ndarray:
         pass
 
diff --git a/tests/v3/test_codecs.py b/tests/v3/test_codecs.py
index ffd225668b..e042c7f275 100644
--- a/tests/v3/test_codecs.py
+++ b/tests/v3/test_codecs.py
@@ -21,9 +21,9 @@
     TransposeCodec,
     ZstdCodec,
 )
-from zarr.metadata import runtime_configuration
 
 from zarr.abc.store import Store
+from zarr.config import config
 from zarr.store import MemoryStore, StorePath
 
 
@@ -255,25 +255,25 @@ async def test_order(
         else [TransposeCodec(order=order_from_dim(store_order, data.ndim)), BytesCodec()]
     )
 
-    a = await AsyncArray.create(
-        store / "order",
-        shape=data.shape,
-        chunk_shape=(32, 8),
-        dtype=data.dtype,
-        fill_value=0,
-        chunk_key_encoding=("v2", "."),
-        codecs=codecs_,
-        runtime_configuration=runtime_configuration(runtime_write_order),
-    )
+    with config.set({"array.order": runtime_write_order}):
+        a = await AsyncArray.create(
+            store / "order",
+            shape=data.shape,
+            chunk_shape=(32, 8),
+            dtype=data.dtype,
+            fill_value=0,
+            chunk_key_encoding=("v2", "."),
+            codecs=codecs_,
+        )
 
     await _AsyncArrayProxy(a)[:, :].set(data)
     read_data = await _AsyncArrayProxy(a)[:, :].get()
     assert np.array_equal(data, read_data)
 
-    a = await AsyncArray.open(
-        store / "order",
-        runtime_configuration=runtime_configuration(order=runtime_read_order),
-    )
+    with config.set({"array.order": runtime_read_order}):
+        a = await AsyncArray.open(
+            store / "order",
+        )
     read_data = await _AsyncArrayProxy(a)[:, :].get()
     assert np.array_equal(data, read_data)
 
@@ -313,22 +313,22 @@ def test_order_implicit(
 
     codecs_: Optional[List[Codec]] = [ShardingCodec(chunk_shape=(8, 8))] if with_sharding else None
 
-    a = Array.create(
-        store / "order_implicit",
-        shape=data.shape,
-        chunk_shape=(16, 16),
-        dtype=data.dtype,
-        fill_value=0,
-        codecs=codecs_,
-        runtime_configuration=runtime_configuration(runtime_write_order),
-    )
+    with config.set({"array.order": runtime_write_order}):
+        a = Array.create(
+            store / "order_implicit",
+            shape=data.shape,
+            chunk_shape=(16, 16),
+            dtype=data.dtype,
+            fill_value=0,
+            codecs=codecs_,
+        )
 
     a[:, :] = data
 
-    a = Array.open(
-        store / "order_implicit",
-        runtime_configuration=runtime_configuration(order=runtime_read_order),
-    )
+    with config.set({"array.order": runtime_read_order}):
+        a = Array.open(
+            store / "order_implicit",
+        )
     read_data = a[:, :]
     assert np.array_equal(data, read_data)
 
@@ -364,26 +364,25 @@ async def test_transpose(
         if with_sharding
         else [TransposeCodec(order=(2, 1, 0)), BytesCodec()]
     )
-
-    a = await AsyncArray.create(
-        store / "transpose",
-        shape=data.shape,
-        chunk_shape=(1, 32, 8),
-        dtype=data.dtype,
-        fill_value=0,
-        chunk_key_encoding=("v2", "."),
-        codecs=codecs_,
-        runtime_configuration=runtime_configuration(runtime_write_order),
-    )
+    with config.set({"array.order": runtime_write_order}):
+        a = await AsyncArray.create(
+            store / "transpose",
+            shape=data.shape,
+            chunk_shape=(1, 32, 8),
+            dtype=data.dtype,
+            fill_value=0,
+            chunk_key_encoding=("v2", "."),
+            codecs=codecs_,
+        )
 
     await _AsyncArrayProxy(a)[:, :].set(data)
     read_data = await _AsyncArrayProxy(a)[:, :].get()
     assert np.array_equal(data, read_data)
 
-    a = await AsyncArray.open(
-        store / "transpose",
-        runtime_configuration=runtime_configuration(runtime_read_order),
-    )
+    with config.set({"array.order": runtime_read_order}):
+        a = await AsyncArray.open(
+            store / "transpose",
+        )
     read_data = await _AsyncArrayProxy(a)[:, :].get()
     assert np.array_equal(data, read_data)
 
diff --git a/tests/v3/test_config.py b/tests/v3/test_config.py
new file mode 100644
index 0000000000..43acdec5fa
--- /dev/null
+++ b/tests/v3/test_config.py
@@ -0,0 +1,15 @@
+from zarr.config import config
+
+
+def test_config_defaults_set():
+    # regression test for available defaults
+    assert config.defaults == [
+        {"array": {"order": "C"}, "async": {"concurrency": None, "timeout": None}}
+    ]
+    assert config.get("array.order") == "C"
+
+
+def test_config_defaults_can_be_overridden():
+    assert config.get("array.order") == "C"
+    with config.set({"array.order": "F"}):
+        assert config.get("array.order") == "F"
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index cf5c147c39..11400ef809 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -10,7 +10,6 @@
 
 from zarr.group import AsyncGroup, Group, GroupMetadata
 from zarr.store import LocalStore, StorePath
-from zarr.config import RuntimeConfiguration
 
 
 # todo: put RemoteStore in here
@@ -58,7 +57,6 @@ def test_group(store_type, request) -> None:
     agroup = AsyncGroup(
         metadata=GroupMetadata(),
         store_path=store_path,
-        runtime_configuration=RuntimeConfiguration(),
     )
     group = Group(agroup)
     assert agroup.metadata is group.metadata
@@ -99,7 +97,6 @@ def test_group_sync_constructor(store_path) -> None:
     group = Group.create(
         store=store_path,
         attributes={"title": "test 123"},
-        runtime_configuration=RuntimeConfiguration(),
     )
 
     assert group._async_group.metadata.attributes["title"] == "test 123"
diff --git a/tests/v3/test_sync.py b/tests/v3/test_sync.py
index 8f644745d2..ba262f521d 100644
--- a/tests/v3/test_sync.py
+++ b/tests/v3/test_sync.py
@@ -4,7 +4,6 @@
 from unittest.mock import patch, AsyncMock
 
 from zarr.sync import sync, _get_loop, _get_lock, SyncError, SyncMixin
-from zarr.config import SyncConfiguration
 
 import pytest
 
@@ -113,7 +112,6 @@ async def bar(self) -> AsyncGenerator:
     class SyncFoo(SyncMixin):
         def __init__(self, async_foo: AsyncFoo) -> None:
             self._async_foo = async_foo
-            self._sync_configuration = SyncConfiguration(asyncio_loop=sync_loop)
 
         def foo(self) -> str:
             return self._sync(self._async_foo.foo())

From f632771d4845e3ed3db0ea4b6bec64820b0e8577 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sat, 11 May 2024 06:12:11 +0100
Subject: [PATCH 0522/1078] Disallow any generics in zarr.array (#1861)

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 pyproject.toml    |  2 --
 src/zarr/array.py | 27 ++++++++++++++-------------
 2 files changed, 14 insertions(+), 15 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 3f5450845f..f2a8ffef8f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -186,8 +186,6 @@ module = [
     "zarr.codecs.sharding",
     "zarr.codecs.transpose",
     "zarr.array_v2",
-    "zarr.array",
-    "zarr.sync",
 ]
 disallow_any_generics = false
 
diff --git a/src/zarr/array.py b/src/zarr/array.py
index 9f4ec911b4..ce7a937a36 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -15,6 +15,7 @@
 from typing import Any, Dict, Iterable, Literal, Optional, Tuple, Union
 
 import numpy as np
+import numpy.typing as npt
 from zarr.abc.codec import Codec
 
 
@@ -76,7 +77,7 @@ async def create(
         store: StoreLike,
         *,
         shape: ChunkCoords,
-        dtype: Union[str, np.dtype],
+        dtype: npt.DTypeLike,
         chunk_shape: ChunkCoords,
         fill_value: Optional[Any] = None,
         chunk_key_encoding: Union[
@@ -175,14 +176,14 @@ def size(self) -> int:
         return np.prod(self.metadata.shape).item()
 
     @property
-    def dtype(self) -> np.dtype:
+    def dtype(self) -> np.dtype[Any]:
         return self.metadata.dtype
 
     @property
-    def attrs(self) -> dict:
+    def attrs(self) -> dict[str, Any]:
         return self.metadata.attributes
 
-    async def getitem(self, selection: Selection) -> np.ndarray:
+    async def getitem(self, selection: Selection) -> npt.NDArray[Any]:
         assert isinstance(self.metadata.chunk_grid, RegularChunkGrid)
         indexer = BasicIndexer(
             selection,
@@ -220,7 +221,7 @@ async def _read_chunk(
         chunk_coords: ChunkCoords,
         chunk_selection: SliceSelection,
         out_selection: SliceSelection,
-        out: np.ndarray,
+        out: npt.NDArray[Any],
     ) -> None:
         chunk_spec = self.metadata.get_chunk_spec(chunk_coords, self.order)
         chunk_key_encoding = self.metadata.chunk_key_encoding
@@ -242,7 +243,7 @@ async def _read_chunk(
             else:
                 out[out_selection] = self.metadata.fill_value
 
-    async def setitem(self, selection: Selection, value: np.ndarray) -> None:
+    async def setitem(self, selection: Selection, value: npt.NDArray[Any]) -> None:
         assert isinstance(self.metadata.chunk_grid, RegularChunkGrid)
         chunk_shape = self.metadata.chunk_grid.chunk_shape
         indexer = BasicIndexer(
@@ -282,7 +283,7 @@ async def setitem(self, selection: Selection, value: np.ndarray) -> None:
 
     async def _write_chunk(
         self,
-        value: np.ndarray,
+        value: npt.NDArray[Any],
         chunk_shape: ChunkCoords,
         chunk_coords: ChunkCoords,
         chunk_selection: SliceSelection,
@@ -334,7 +335,7 @@ async def _write_chunk(
             await self._write_chunk_to_store(store_path, chunk_array, chunk_spec)
 
     async def _write_chunk_to_store(
-        self, store_path: StorePath, chunk_array: np.ndarray, chunk_spec: ArraySpec
+        self, store_path: StorePath, chunk_array: npt.NDArray[Any], chunk_spec: ArraySpec
     ) -> None:
         if np.all(chunk_array == self.metadata.fill_value):
             # chunks that only contain fill_value will be removed
@@ -402,7 +403,7 @@ def create(
         store: StoreLike,
         *,
         shape: ChunkCoords,
-        dtype: Union[str, np.dtype],
+        dtype: npt.DTypeLike,
         chunk_shape: ChunkCoords,
         fill_value: Optional[Any] = None,
         chunk_key_encoding: Union[
@@ -470,11 +471,11 @@ def size(self) -> int:
         return self._async_array.size
 
     @property
-    def dtype(self) -> np.dtype:
+    def dtype(self) -> np.dtype[Any]:
         return self._async_array.dtype
 
     @property
-    def attrs(self) -> dict:
+    def attrs(self) -> dict[str, Any]:
         return self._async_array.attrs
 
     @property
@@ -489,12 +490,12 @@ def store_path(self) -> StorePath:
     def order(self) -> Literal["C", "F"]:
         return self._async_array.order
 
-    def __getitem__(self, selection: Selection) -> np.ndarray:
+    def __getitem__(self, selection: Selection) -> npt.NDArray[Any]:
         return sync(
             self._async_array.getitem(selection),
         )
 
-    def __setitem__(self, selection: Selection, value: np.ndarray) -> None:
+    def __setitem__(self, selection: Selection, value: npt.NDArray[Any]) -> None:
         sync(
             self._async_array.setitem(selection, value),
         )

From 8da3df61eef5a547d6deaef681fe311c3b2b3175 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sun, 12 May 2024 17:29:29 +0100
Subject: [PATCH 0523/1078] Fix some untyped calls (#1865)

---
 pyproject.toml     | 5 -----
 src/zarr/common.py | 4 ++--
 2 files changed, 2 insertions(+), 7 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index f2a8ffef8f..1ab68baed5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -202,11 +202,6 @@ module = [
     "zarr.v2.*",
     "zarr.array_v2",
     "zarr.array",
-    "zarr.common",
-    "zarr.store.local",
-    "zarr.codecs.blosc",
-    "zarr.codecs.gzip",
-    "zarr.codecs.zstd",
 ]
 disallow_untyped_calls = false
 
diff --git a/src/zarr/common.py b/src/zarr/common.py
index 7ef2fc9a61..647ddf271c 100644
--- a/src/zarr/common.py
+++ b/src/zarr/common.py
@@ -52,14 +52,14 @@ async def concurrent_map(
     else:
         sem = asyncio.Semaphore(limit)
 
-        async def run(item):
+        async def run(item: Tuple[Any]) -> V:
             async with sem:
                 return await func(*item)
 
         return await asyncio.gather(*[asyncio.ensure_future(run(item)) for item in items])
 
 
-async def to_thread(func, /, *args, **kwargs):
+async def to_thread(func: Callable[..., V], /, *args: Any, **kwargs: Any) -> V:
     loop = asyncio.get_running_loop()
     ctx = contextvars.copy_context()
     func_call = functools.partial(ctx.run, func, *args, **kwargs)

From 0bb2be223f419c73fd59fa0d6171d614c144bf8c Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 13 May 2024 08:51:04 -0700
Subject: [PATCH 0524/1078] chore: update project settings per scientific
 python repo-review (#1863)

* chore: update project settings per scientific python repo-review
suggestions

* newline

* udpate maintainers
---
 .github/dependabot.yml     |  8 ++++++++
 .github/workflows/test.yml |  5 +++++
 pyproject.toml             | 22 +++++++++++++++++++---
 3 files changed, 32 insertions(+), 3 deletions(-)

diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index d8e8d4d57a..52fe24c7a7 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -5,7 +5,15 @@ updates:
     directory: "/"
     schedule:
       interval: "daily"
+    groups:
+      actions:
+        patterns:
+          - "*"
   - package-ecosystem: "github-actions"
     directory: "/"
     schedule:
       interval: "weekly"
+    groups:
+      actions:
+        patterns:
+          - "*"
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index fee7380511..d063186b27 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -8,6 +8,11 @@ on:
     branches: [ v3 ]
   pull_request:
     branches: [ v3 ]
+  workflow_dispatch:
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
 
 jobs:
   test:
diff --git a/pyproject.toml b/pyproject.toml
index 1ab68baed5..38c97c2815 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,8 +7,18 @@ build-backend = "hatchling.build"
 name = "zarr"
 description = "An implementation of chunked, compressed, N-dimensional arrays for Python"
 readme = { file = "README.md", content-type = "text/markdown" }
+authors = [
+    { name = "Alistair Miles", email = "alimanfoo@googlemail.com" },
+]
 maintainers = [
-    { name = "Alistair Miles", email = "alimanfoo@googlemail.com" }
+    { name = "Davis Bennett", email = "davis.v.bennett@gmail.com" },
+    { name = "jakirkham" },
+    { name = "Josh Moore", email = "josh@openmicroscopy.org" },
+    { name = "Joe Hamman", email = "joe@earthmover.io" },
+    { name = "Juan Nunez-Iglesias", email = "juan.nunez-iglesias@monash.edu" },
+    { name = "Martin Durant", email = "mdurant@anaconda.com" },
+    { name = "Norman Rzepka" },
+    { name = "Ryan Abernathey" }
 ]
 requires-python = ">=3.10"
 dependencies = [
@@ -38,7 +48,8 @@ classifiers = [
     'Programming Language :: Python :: 3.11',
     'Programming Language :: Python :: 3.12',
 ]
-license = "MIT"
+license = {text = "MIT License"}
+keywords = ["Python", "compressed", "ndimensional-arrays", "zarr"]
 
 [project.optional-dependencies]
 jupyter = [
@@ -131,6 +142,7 @@ serve = "sphinx-autobuild docs docs/_build --ignore 'docs/_autoapi/**/*' --host
 
 [tool.ruff]
 line-length = 100
+src = ["src"]
 force-exclude = true
 extend-exclude = [
     ".bzr",
@@ -207,6 +219,10 @@ disallow_untyped_calls = false
 
 
 [tool.pytest.ini_options]
+minversion = "7"
+testpaths = ["tests"]
+log_cli_level = "INFO"
+xfail_strict = true
 asyncio_mode = "auto"
 doctest_optionflags = [
     "NORMALIZE_WHITESPACE",
@@ -214,7 +230,7 @@ doctest_optionflags = [
     "IGNORE_EXCEPTION_DETAIL",
 ]
 addopts = [
-    "--durations=10",
+    "--durations=10", "-ra", "--strict-config", "--strict-markers",
 ]
 filterwarnings = [
     "error:::zarr.*",

From 8979205fbebd991974172ac23b436372911f4666 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 13 May 2024 16:45:41 -0700
Subject: [PATCH 0525/1078] Group dependabot updates (#1854)

---
 .github/dependabot.yml | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index d8e8d4d57a..5a0befe9b5 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -5,6 +5,10 @@ updates:
     directory: "/"
     schedule:
       interval: "daily"
+    groups:
+      requirements:
+        patterns:
+          - "*"
   - package-ecosystem: "github-actions"
     directory: "/"
     schedule:

From 5a39ff6c63eee41075486a8d822d3e523fc39b9f Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 14 May 2024 04:31:36 +0100
Subject: [PATCH 0526/1078] Disallow untyped defs (#1834)

---
 pyproject.toml         | 12 ++++++++++++
 src/zarr/array.py      |  7 ++++---
 src/zarr/attributes.py | 12 ++++++------
 3 files changed, 22 insertions(+), 9 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 38c97c2815..ddfe75f153 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -181,6 +181,8 @@ disallow_any_generics = true
 disallow_incomplete_defs = true
 disallow_untyped_calls = true
 
+disallow_untyped_defs = true
+
 [[tool.mypy.overrides]]
 module = [
     "zarr.v2.*",
@@ -217,6 +219,16 @@ module = [
 ]
 disallow_untyped_calls = false
 
+[[tool.mypy.overrides]]
+module = [
+    "zarr.v2.*",
+    "zarr.array_v2",
+    "zarr.array",
+    "zarr.common",
+    "zarr.group",
+    "zarr.metadata"
+]
+disallow_untyped_defs = false
 
 [tool.pytest.ini_options]
 minversion = "7"
diff --git a/src/zarr/array.py b/src/zarr/array.py
index ce7a937a36..128d7c58e1 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -21,6 +21,7 @@
 
 # from zarr.array_v2 import ArrayV2
 from zarr.codecs import BytesCodec
+from zarr.codecs.pipeline import CodecPipeline
 from zarr.common import (
     ZARR_JSON,
     ArraySpec,
@@ -55,7 +56,7 @@ class AsyncArray:
     order: Literal["C", "F"]
 
     @property
-    def codecs(self):
+    def codecs(self) -> CodecPipeline:
         return self.metadata.codecs
 
     def __init__(
@@ -386,7 +387,7 @@ async def update_attributes(self, new_attributes: Dict[str, Any]) -> AsyncArray:
         await (self.store_path / ZARR_JSON).set(new_metadata.to_bytes())
         return replace(self, metadata=new_metadata)
 
-    def __repr__(self):
+    def __repr__(self) -> str:
         return f"<AsyncArray {self.store_path} shape={self.shape} dtype={self.dtype}>"
 
     async def info(self):
@@ -514,7 +515,7 @@ def update_attributes(self, new_attributes: Dict[str, Any]) -> Array:
             )
         )
 
-    def __repr__(self):
+    def __repr__(self) -> str:
         return f"<Array {self.store_path} shape={self.shape} dtype={self.dtype}>"
 
     def info(self):
diff --git a/src/zarr/attributes.py b/src/zarr/attributes.py
index 8086e18d7b..18f6a63a55 100644
--- a/src/zarr/attributes.py
+++ b/src/zarr/attributes.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 from collections.abc import MutableMapping
-from typing import TYPE_CHECKING, Any, Union
+from typing import TYPE_CHECKING, Any, Iterator, Union
 
 if TYPE_CHECKING:
     from zarr.group import Group
@@ -12,21 +12,21 @@ def __init__(self, obj: Union[Array, Group]):
         # key=".zattrs", read_only=False, cache=True, synchronizer=None
         self._obj = obj
 
-    def __getitem__(self, key):
+    def __getitem__(self, key: str) -> Any:
         return self._obj.metadata.attributes[key]
 
-    def __setitem__(self, key, value):
+    def __setitem__(self, key: str, value: Any) -> None:
         new_attrs = dict(self._obj.metadata.attributes)
         new_attrs[key] = value
         self._obj = self._obj.update_attributes(new_attrs)
 
-    def __delitem__(self, key):
+    def __delitem__(self, key: str) -> None:
         new_attrs = dict(self._obj.metadata.attributes)
         del new_attrs[key]
         self._obj = self._obj.update_attributes(new_attrs)
 
-    def __iter__(self):
+    def __iter__(self) -> Iterator[str]:
         return iter(self._obj.metadata.attributes)
 
-    def __len__(self):
+    def __len__(self) -> int:
         return len(self._obj.metadata.attributes)

From 8264acebc5e1671c36bc434f14cac914f5a099e1 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 13 May 2024 20:33:05 -0700
Subject: [PATCH 0527/1078] chore: update pre-commit hooks (#1876)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.4.3 → v0.4.4](https://github.com/astral-sh/ruff-pre-commit/compare/v0.4.3...v0.4.4)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 747cb86688..be57770200 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,7 +8,7 @@ default_language_version:
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: 'v0.4.3'
+    rev: 'v0.4.4'
     hooks:
     - id: ruff
   - repo: https://github.com/psf/black

From c31a7859fc36482b9b5b02063ebffd3ed3b7a560 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 14 May 2024 13:50:37 +0200
Subject: [PATCH 0528/1078] Enable some ruff rules (RUF) and fix issues (#1869)

* Enable some ruff rules (RUF)

* Apply ruff rule RUF010

RUF010 Use explicit conversion flag

* Apply ruff rule RUF019

RUF019 Unnecessary key check before dictionary access

* Apply ruff rule RUF100

RUF100 Unused `noqa` directive
---
 pyproject.toml                   | 12 ++++++++++++
 src/zarr/__init__.py             |  6 +++---
 src/zarr/codecs/pipeline.py      |  2 +-
 src/zarr/common.py               |  2 +-
 src/zarr/store/core.py           |  2 +-
 src/zarr/store/local.py          |  2 +-
 src/zarr/store/memory.py         |  2 +-
 src/zarr/store/remote.py         |  2 +-
 src/zarr/sync.py                 |  2 +-
 src/zarr/v2/_storage/absstore.py |  2 +-
 src/zarr/v2/meta.py              | 12 ++++++------
 src/zarr/v2/n5.py                |  2 +-
 src/zarr/v2/storage.py           |  2 +-
 tests/v2/test_storage_v3.py      |  2 +-
 tests/v2/test_sync.py            |  2 +-
 15 files changed, 33 insertions(+), 21 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index ddfe75f153..fca263db9a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -163,6 +163,18 @@ extend-exclude = [
     "docs"
 ]
 
+[tool.ruff.lint]
+extend-select = [
+    "RUF"
+]
+ignore = [
+    "RUF003",
+    "RUF005",
+    "RUF009",
+    "RUF012",
+    "RUF015",
+]
+
 [tool.mypy]
 python_version = "3.10"
 ignore_missing_imports = true
diff --git a/src/zarr/__init__.py b/src/zarr/__init__.py
index a8aff30b52..65daae8f6d 100644
--- a/src/zarr/__init__.py
+++ b/src/zarr/__init__.py
@@ -3,11 +3,11 @@
 from typing import Union
 
 import zarr.codecs  # noqa: F401
-from zarr.array import Array, AsyncArray  # noqa: F401
+from zarr.array import Array, AsyncArray
 from zarr.array_v2 import ArrayV2
 from zarr.config import config  # noqa: F401
-from zarr.group import AsyncGroup, Group  # noqa: F401
-from zarr.store import (  # noqa: F401
+from zarr.group import AsyncGroup, Group
+from zarr.store import (
     StoreLike,
     make_store_path,
 )
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index c2338f717d..da131868c4 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -93,7 +93,7 @@ def from_list(cls, codecs: List[Codec]) -> CodecPipeline:
             array_array_codecs=tuple(
                 codec for codec in codecs if isinstance(codec, ArrayArrayCodec)
             ),
-            array_bytes_codec=[codec for codec in codecs if isinstance(codec, ArrayBytesCodec)][0],
+            array_bytes_codec=next(codec for codec in codecs if isinstance(codec, ArrayBytesCodec)),
             bytes_bytes_codecs=tuple(
                 codec for codec in codecs if isinstance(codec, BytesBytesCodec)
             ),
diff --git a/src/zarr/common.py b/src/zarr/common.py
index 647ddf271c..ea26cae7b1 100644
--- a/src/zarr/common.py
+++ b/src/zarr/common.py
@@ -81,7 +81,7 @@ def parse_enum(data: JSON, cls: Type[E]) -> E:
         raise TypeError(f"Expected str, got {type(data)}")
     if data in enum_names(cls):
         return cls(data)
-    raise ValueError(f"Value must be one of {repr(list(enum_names(cls)))}. Got {data} instead.")
+    raise ValueError(f"Value must be one of {list(enum_names(cls))!r}. Got {data} instead.")
 
 
 @dataclass(frozen=True)
diff --git a/src/zarr/store/core.py b/src/zarr/store/core.py
index 29506aa619..cc017ec982 100644
--- a/src/zarr/store/core.py
+++ b/src/zarr/store/core.py
@@ -48,7 +48,7 @@ def __str__(self) -> str:
         return _dereference_path(str(self.store), self.path)
 
     def __repr__(self) -> str:
-        return f"StorePath({self.store.__class__.__name__}, {repr(str(self))})"
+        return f"StorePath({self.store.__class__.__name__}, {str(self)!r})"
 
     def __eq__(self, other: Any) -> bool:
         try:
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index dde28d5214..e5021b6483 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -83,7 +83,7 @@ def __str__(self) -> str:
         return f"file://{self.root}"
 
     def __repr__(self) -> str:
-        return f"LocalStore({repr(str(self))})"
+        return f"LocalStore({str(self)!r})"
 
     def __eq__(self, other: object) -> bool:
         return isinstance(other, type(self)) and self.root == other.root
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 2a09bc2dd5..9f10ed22a3 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -23,7 +23,7 @@ def __str__(self) -> str:
         return f"memory://{id(self._store_dict)}"
 
     def __repr__(self) -> str:
-        return f"MemoryStore({repr(str(self))})"
+        return f"MemoryStore({str(self)!r})"
 
     async def get(
         self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index c42cf3f56d..fa6cd2167e 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -39,7 +39,7 @@ def __str__(self) -> str:
         return str(self.root)
 
     def __repr__(self) -> str:
-        return f"RemoteStore({repr(str(self))})"
+        return f"RemoteStore({str(self)!r})"
 
     def _make_fs(self) -> Tuple[AsyncFileSystem, str]:
         import fsspec
diff --git a/src/zarr/sync.py b/src/zarr/sync.py
index 649db0be76..ea765077ce 100644
--- a/src/zarr/sync.py
+++ b/src/zarr/sync.py
@@ -84,7 +84,7 @@ def sync(
     if len(unfinished) > 0:
         raise asyncio.TimeoutError(f"Coroutine {coro} failed to finish in within {timeout}s")
     assert len(finished) == 1
-    return_result = list(finished)[0].result()
+    return_result = next(iter(finished)).result()
 
     if isinstance(return_result, BaseException):
         raise return_result
diff --git a/src/zarr/v2/_storage/absstore.py b/src/zarr/v2/_storage/absstore.py
index ee03d44bd4..c04ad240da 100644
--- a/src/zarr/v2/_storage/absstore.py
+++ b/src/zarr/v2/_storage/absstore.py
@@ -58,7 +58,7 @@ class ABSStore(Store):
     -----
     In order to use this store, you must install the Microsoft Azure Storage SDK for Python,
     ``azure-storage-blob>=12.5.0``.
-    """  # noqa: E501
+    """
 
     def __init__(
         self,
diff --git a/src/zarr/v2/meta.py b/src/zarr/v2/meta.py
index 2f2f3b9487..70c424c8b5 100644
--- a/src/zarr/v2/meta.py
+++ b/src/zarr/v2/meta.py
@@ -36,37 +36,37 @@
 def get_extended_dtype_info(dtype) -> dict:
     if dtype.str in _v3_complex_types:
         return dict(
-            extension="https://zarr-specs.readthedocs.io/en/core-protocol-v3.0-dev/protocol/extensions/complex-dtypes/v1.0.html",  # noqa
+            extension="https://zarr-specs.readthedocs.io/en/core-protocol-v3.0-dev/protocol/extensions/complex-dtypes/v1.0.html",
             type=dtype.str,
             fallback=None,
         )
     elif dtype.str == "|O":
         return dict(
-            extension="TODO: object array protocol URL",  # noqa
+            extension="TODO: object array protocol URL",
             type=dtype.str,
             fallback=None,
         )
     elif dtype.str.startswith("|S"):
         return dict(
-            extension="TODO: bytestring array protocol URL",  # noqa
+            extension="TODO: bytestring array protocol URL",
             type=dtype.str,
             fallback=None,
         )
     elif dtype.str.startswith("<U") or dtype.str.startswith(">U"):
         return dict(
-            extension="TODO: unicode array protocol URL",  # noqa
+            extension="TODO: unicode array protocol URL",
             type=dtype.str,
             fallback=None,
         )
     elif dtype.str.startswith("|V"):
         return dict(
-            extension="TODO: structured array protocol URL",  # noqa
+            extension="TODO: structured array protocol URL",
             type=dtype.descr,
             fallback=None,
         )
     elif dtype.str in _v3_datetime_types:
         return dict(
-            extension="https://zarr-specs.readthedocs.io/en/latest/extensions/data-types/datetime/v1.0.html",  # noqa
+            extension="https://zarr-specs.readthedocs.io/en/latest/extensions/data-types/datetime/v1.0.html",
             type=dtype.str,
             fallback=None,
         )
diff --git a/src/zarr/v2/n5.py b/src/zarr/v2/n5.py
index 92b0f37924..4ea5e45721 100644
--- a/src/zarr/v2/n5.py
+++ b/src/zarr/v2/n5.py
@@ -764,7 +764,7 @@ def compressor_config_to_zarr(compressor_config: Dict[str, Any]) -> Optional[Dic
         zarr_config["filters"] = None
 
     elif codec_id == "gzip":
-        if "useZlib" in compressor_config and compressor_config["useZlib"]:
+        if compressor_config.get("useZlib"):
             zarr_config["id"] = "zlib"
             zarr_config["level"] = compressor_config["level"]
         else:
diff --git a/src/zarr/v2/storage.py b/src/zarr/v2/storage.py
index dd0b090a81..de45201fc0 100644
--- a/src/zarr/v2/storage.py
+++ b/src/zarr/v2/storage.py
@@ -631,7 +631,7 @@ def __len__(self):
         return len(self._mutable_mapping)
 
     def __repr__(self):
-        return f"<{self.__class__.__name__}: \n{repr(self._mutable_mapping)}\n at {hex(id(self))}>"
+        return f"<{self.__class__.__name__}: \n{self._mutable_mapping!r}\n at {hex(id(self))}>"
 
     def __eq__(self, other):
         if isinstance(other, KVStore):
diff --git a/tests/v2/test_storage_v3.py b/tests/v2/test_storage_v3.py
index 3d8024de70..a8bd5ca65c 100644
--- a/tests/v2/test_storage_v3.py
+++ b/tests/v2/test_storage_v3.py
@@ -65,7 +65,7 @@
 # from .test_storage import TestSQLiteStore as _TestSQLiteStore
 # from .test_storage import TestSQLiteStoreInMemory as _TestSQLiteStoreInMemory
 # from .test_storage import TestZipStore as _TestZipStore
-# from .test_storage import dimension_separator_fixture, s3, skip_if_nested_chunks  # noqa
+# from .test_storage import dimension_separator_fixture, s3, skip_if_nested_chunks
 
 
 # pytestmark = pytest.mark.skipif(not v3_api_available, reason="v3 api is not available")
diff --git a/tests/v2/test_sync.py b/tests/v2/test_sync.py
index 8bf1304dc2..ea6fd0523d 100644
--- a/tests/v2/test_sync.py
+++ b/tests/v2/test_sync.py
@@ -16,7 +16,7 @@
 from zarr.v2.sync import ProcessSynchronizer, ThreadSynchronizer
 
 # zarr_version fixture must be imported although not used directly here
-from .test_attrs import TestAttributes  # noqa
+from .test_attrs import TestAttributes
 from .test_core import TestArray
 from .test_hierarchy import TestGroup
 

From f3305d92aabeb9be7a3c2b7bd4767440bb55dd5e Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Wed, 15 May 2024 17:35:48 +0200
Subject: [PATCH 0529/1078] groundwork for V3 group tests (#1743)

* feat: functional .children method for groups

* changes necessary for correctly generating list of children

* add stand-alone test for group.children

* give type hints a glow-up

* test: use separate assert statements to avoid platform-dependent ordering issues

* test: put fixtures in conftest, add MemoryStore fixture

* docs: release notes

* test: remove prematurely-added mock s3 fixture

* chore: move v3 tests into v3 folder

* chore: type hints

* test: add schema for group method tests

* chore: add type for zarr_formats

* chore: remove localstore for now

* test: add __init__.py to support imports from top-level conftest.py, and add some docstrings, and remove redundant def

* fix: return valid JSON from GroupMetadata.to_bytes for v2 metadata

* fix: don't use a type as a value

* test: add getitem test

* fix: replace reference to nonexistent  method in  with , which does exist

* test: declare v3ness via directory structure, not test file name

* add a docstring to _get, and pass auto_mkdir to _put

* fix: add docstring to LocalStore.get_partial_values; adjust body of LocalStore.get_partial_values to properly handle the byte_range parameter of LocalStore.get.

* test: add tests for localstore init, set, get, get_partial

* fix: Rename children to members; AsyncGroup.members yields tuples of (name, AsyncArray / AsyncGroup) pairs; Group.members repackages these into a dict.

* fix: make Group.members return a tuple of str, Array | Group pairs

* fix: revert changes to synchronization code; this is churn that we need to deal with

* chore: move v3 tests into v3 folder

* chore: type hints

* test: add schema for group method tests

* chore: add type for zarr_formats

* chore: remove localstore for now

* test: add __init__.py to support imports from top-level conftest.py, and add some docstrings, and remove redundant def

* fix: return valid JSON from GroupMetadata.to_bytes for v2 metadata

* fix: don't use a type as a value

* test: add getitem test

* fix: replace reference to nonexistent  method in  with , which does exist

* test: declare v3ness via directory structure, not test file name

* add a docstring to _get, and pass auto_mkdir to _put

* fix: add docstring to LocalStore.get_partial_values; adjust body of LocalStore.get_partial_values to properly handle the byte_range parameter of LocalStore.get.

* test: add tests for localstore init, set, get, get_partial

* fix: remove pre-emptive fetching from group.open

* fix: use removeprefix (removes a substring) instead of strip (removes any member of a set); comment out / avoid tests that cannot pass right now; don't consider implicit groups for v2; check if prefix is present in storage before opening for Group.getitem

* xfail v2 tests that are sure to fail; add delitem tests; partition xfailing tests into subtests

* fix: handle byte_range[0] being None

* fix: adjust test for localstore.get to check that get on nonexistent keys returns None; correctly create intermediate directories when preparing test data in test_local_store_get_partial

* fix: add zarr_format parameter to array creation routines (which raises if zarr_format is not 3), and xfail the tests that will hit this condition. add tests for create_group, create_array, and update_attributes methods of asyncgroup.

* test: add group init test

* feature(store): make list_* methods async generators (#110)

* feature(store): make list_* methods async generators

* Update src/zarr/v3/store/memory.py

* Apply suggestions from code review

- simplify code comments
- use `removeprefix` instead of `strip`

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* fix: define utility for converting asyncarray to array, and similar for group, largely to appease mypy

* chore: remove checks that only existed because of implicit groups

* chore: clean up docstring and modernize some type hints

* chore: move imports to top-level

* remove fixture files

* remove commented imports

* remove explicit asyncio marks; use __eq__ method of LocalStore for test

* rename test_storage to test_store

* modern type hints

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>
---
 src/zarr/abc/store.py    |   2 +-
 src/zarr/array.py        |   2 +
 src/zarr/common.py       |  29 +-
 src/zarr/group.py        |  95 +++--
 src/zarr/store/local.py  |  23 +-
 src/zarr/store/memory.py |   2 +-
 tests/v2/conftest.py     |   2 +-
 tests/v3/__init__.py     |   0
 tests/v3/conftest.py     |  52 ++-
 tests/v3/test_codecs.py  |  11 -
 tests/v3/test_group.py   | 315 +++++++++++++++-
 tests/v3/test_storage.py |  18 -
 tests/v3/test_store.py   | 797 +++++++++++++++++++++++++++++++++++++++
 13 files changed, 1241 insertions(+), 107 deletions(-)
 create mode 100644 tests/v3/__init__.py
 delete mode 100644 tests/v3/test_storage.py
 create mode 100644 tests/v3/test_store.py

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index d92f8d4e2e..3d9550f733 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -1,6 +1,6 @@
 from abc import abstractmethod, ABC
-
 from collections.abc import AsyncGenerator
+
 from typing import List, Tuple, Optional
 
 
diff --git a/src/zarr/array.py b/src/zarr/array.py
index 128d7c58e1..a594b3dd11 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -28,6 +28,7 @@
     ChunkCoords,
     Selection,
     SliceSelection,
+    ZarrFormat,
     concurrent_map,
 )
 from zarr.config import config
@@ -89,6 +90,7 @@ async def create(
         dimension_names: Optional[Iterable[str]] = None,
         attributes: Optional[Dict[str, Any]] = None,
         exists_ok: bool = False,
+        zarr_format: ZarrFormat = 3,
     ) -> AsyncArray:
         store_path = make_store_path(store)
         if not exists_ok:
diff --git a/src/zarr/common.py b/src/zarr/common.py
index ea26cae7b1..95cb8f4a3e 100644
--- a/src/zarr/common.py
+++ b/src/zarr/common.py
@@ -5,8 +5,6 @@
     Union,
     Tuple,
     Iterable,
-    Dict,
-    List,
     TypeVar,
     overload,
     Any,
@@ -18,7 +16,7 @@
 import functools
 
 if TYPE_CHECKING:
-    from typing import Any, Awaitable, Callable, Iterator, Optional, Type
+    from typing import Awaitable, Callable, Iterator, Optional, Type
 
 import numpy as np
 
@@ -27,25 +25,26 @@
 ZGROUP_JSON = ".zgroup"
 ZATTRS_JSON = ".zattrs"
 
-BytesLike = Union[bytes, bytearray, memoryview]
-ChunkCoords = Tuple[int, ...]
+BytesLike = bytes | bytearray | memoryview
+ChunkCoords = tuple[int, ...]
 ChunkCoordsLike = Iterable[int]
-SliceSelection = Tuple[slice, ...]
-Selection = Union[slice, SliceSelection]
-JSON = Union[str, None, int, float, Enum, Dict[str, "JSON"], List["JSON"], Tuple["JSON", ...]]
+SliceSelection = tuple[slice, ...]
+Selection = slice | SliceSelection
+ZarrFormat = Literal[2, 3]
+JSON = Union[str, None, int, float, Enum, dict[str, "JSON"], list["JSON"], tuple["JSON", ...]]
 
 
 def product(tup: ChunkCoords) -> int:
     return functools.reduce(lambda x, y: x * y, tup, 1)
 
 
-T = TypeVar("T", bound=Tuple[Any, ...])
+T = TypeVar("T", bound=tuple[Any, ...])
 V = TypeVar("V")
 
 
 async def concurrent_map(
-    items: List[T], func: Callable[..., Awaitable[V]], limit: Optional[int] = None
-) -> List[V]:
+    items: list[T], func: Callable[..., Awaitable[V]], limit: Optional[int] = None
+) -> list[V]:
     if limit is None:
         return await asyncio.gather(*[func(*item) for item in items])
 
@@ -127,18 +126,18 @@ def parse_configuration(data: JSON) -> JSON:
 @overload
 def parse_named_configuration(
     data: JSON, expected_name: Optional[str] = None
-) -> Tuple[str, Dict[str, JSON]]: ...
+) -> tuple[str, dict[str, JSON]]: ...
 
 
 @overload
 def parse_named_configuration(
     data: JSON, expected_name: Optional[str] = None, *, require_configuration: bool = True
-) -> Tuple[str, Optional[Dict[str, JSON]]]: ...
+) -> tuple[str, Optional[dict[str, JSON]]]: ...
 
 
 def parse_named_configuration(
     data: JSON, expected_name: Optional[str] = None, *, require_configuration: bool = True
-) -> Tuple[str, Optional[JSON]]:
+) -> tuple[str, Optional[JSON]]:
     if not isinstance(data, dict):
         raise TypeError(f"Expected dict, got {type(data)}")
     if "name" not in data:
@@ -153,7 +152,7 @@ def parse_named_configuration(
     return name_parsed, configuration_parsed
 
 
-def parse_shapelike(data: Any) -> Tuple[int, ...]:
+def parse_shapelike(data: Any) -> tuple[int, ...]:
     if not isinstance(data, Iterable):
         raise TypeError(f"Expected an iterable. Got {data} instead.")
     data_tuple = tuple(data)
diff --git a/src/zarr/group.py b/src/zarr/group.py
index c71860b1b6..cce53d0a98 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -5,21 +5,19 @@
 import asyncio
 import json
 import logging
+import numpy.typing as npt
 
 if TYPE_CHECKING:
-    from typing import (
-        Any,
-        AsyncGenerator,
-        Literal,
-        AsyncIterator,
-    )
+    from typing import Any, AsyncGenerator, Literal, Iterable
+from zarr.abc.codec import Codec
 from zarr.abc.metadata import Metadata
 
 from zarr.array import AsyncArray, Array
 from zarr.attributes import Attributes
-from zarr.common import ZARR_JSON, ZARRAY_JSON, ZATTRS_JSON, ZGROUP_JSON
+from zarr.common import ZARR_JSON, ZARRAY_JSON, ZATTRS_JSON, ZGROUP_JSON, ChunkCoords
 from zarr.store import StoreLike, StorePath, make_store_path
 from zarr.sync import SyncMixin, sync
+from typing import overload
 
 logger = logging.getLogger("zarr.group")
 
@@ -41,6 +39,26 @@ def parse_attributes(data: Any) -> dict[str, Any]:
     raise TypeError(msg)
 
 
+@overload
+def _parse_async_node(node: AsyncArray) -> Array: ...
+
+
+@overload
+def _parse_async_node(node: AsyncGroup) -> Group: ...
+
+
+def _parse_async_node(node: AsyncArray | AsyncGroup) -> Array | Group:
+    """
+    Wrap an AsyncArray in an Array, or an AsyncGroup in a Group.
+    """
+    if isinstance(node, AsyncArray):
+        return Array(node)
+    elif isinstance(node, AsyncGroup):
+        return Group(node)
+    else:
+        assert False
+
+
 @dataclass(frozen=True)
 class GroupMetadata(Metadata):
     attributes: dict[str, Any] = field(default_factory=dict)
@@ -53,7 +71,7 @@ def to_bytes(self) -> dict[str, bytes]:
             return {ZARR_JSON: json.dumps(self.to_dict()).encode()}
         else:
             return {
-                ZGROUP_JSON: json.dumps({"zarr_format": 2}).encode(),
+                ZGROUP_JSON: json.dumps({"zarr_format": self.zarr_format}).encode(),
                 ZATTRS_JSON: json.dumps(self.attributes).encode(),
             }
 
@@ -113,11 +131,11 @@ async def open(
                 (store_path / ZGROUP_JSON).get(), (store_path / ZATTRS_JSON).get()
             )
             if zgroup_bytes is None:
-                raise KeyError(store_path)  # filenotfounderror?
+                raise FileNotFoundError(store_path)
         elif zarr_format == 3:
             zarr_json_bytes = await (store_path / ZARR_JSON).get()
             if zarr_json_bytes is None:
-                raise KeyError(store_path)  # filenotfounderror?
+                raise FileNotFoundError(store_path)
         elif zarr_format is None:
             zarr_json_bytes, zgroup_bytes, zattrs_bytes = await asyncio.gather(
                 (store_path / ZARR_JSON).get(),
@@ -168,6 +186,7 @@ async def getitem(
         key: str,
     ) -> AsyncArray | AsyncGroup:
         store_path = self.store_path / key
+        logger.warning("key=%s, store_path=%s", key, store_path)
 
         # Note:
         # in zarr-python v2, we first check if `key` references an Array, else if `key` references
@@ -175,10 +194,6 @@ async def getitem(
         # are reusable, but for v3 they would perform redundant I/O operations.
         # Not clear how much of that strategy we want to keep here.
 
-        # if `key` names an object in storage, it cannot be an array or group
-        if await store_path.exists():
-            raise KeyError(key)
-
         if self.metadata.zarr_format == 3:
             zarr_json_bytes = await (store_path / ZARR_JSON).get()
             if zarr_json_bytes is None:
@@ -248,16 +263,42 @@ def attrs(self):
     def info(self):
         return self.metadata.info
 
-    async def create_group(self, path: str, **kwargs) -> AsyncGroup:
+    async def create_group(
+        self, path: str, exists_ok: bool = False, attributes: dict[str, Any] = {}
+    ) -> AsyncGroup:
         return await type(self).create(
             self.store_path / path,
-            **kwargs,
+            attributes=attributes,
+            exists_ok=exists_ok,
+            zarr_format=self.metadata.zarr_format,
         )
 
-    async def create_array(self, path: str, **kwargs) -> AsyncArray:
+    async def create_array(
+        self,
+        path: str,
+        shape: ChunkCoords,
+        dtype: npt.DTypeLike,
+        chunk_shape: ChunkCoords,
+        fill_value: Any | None = None,
+        chunk_key_encoding: tuple[Literal["default"], Literal[".", "/"]]
+        | tuple[Literal["v2"], Literal[".", "/"]] = ("default", "/"),
+        codecs: Iterable[Codec | dict[str, Any]] | None = None,
+        dimension_names: Iterable[str] | None = None,
+        attributes: dict[str, Any] | None = None,
+        exists_ok: bool = False,
+    ) -> AsyncArray:
         return await AsyncArray.create(
             self.store_path / path,
-            **kwargs,
+            shape=shape,
+            dtype=dtype,
+            chunk_shape=chunk_shape,
+            fill_value=fill_value,
+            chunk_key_encoding=chunk_key_encoding,
+            codecs=codecs,
+            dimension_names=dimension_names,
+            attributes=attributes,
+            exists_ok=exists_ok,
+            zarr_format=self.metadata.zarr_format,
         )
 
     async def update_attributes(self, new_attributes: dict[str, Any]):
@@ -348,7 +389,7 @@ async def array_keys(self) -> AsyncGenerator[str, None]:
                 yield key
 
     # todo: decide if this method should be separate from `array_keys`
-    async def arrays(self) -> AsyncIterator[AsyncArray]:
+    async def arrays(self) -> AsyncGenerator[AsyncArray, None]:
         async for key, value in self.members():
             if isinstance(value, AsyncArray):
                 yield value
@@ -472,19 +513,13 @@ def nmembers(self) -> int:
     @property
     def members(self) -> tuple[tuple[str, Array | Group], ...]:
         """
-        Return the sub-arrays and sub-groups of this group as a `tuple` of (name, array | group)
+        Return the sub-arrays and sub-groups of this group as a tuple of (name, array | group)
         pairs
         """
-        _members: list[tuple[str, AsyncArray | AsyncGroup]] = self._sync_iter(
-            self._async_group.members()
-        )
-        ret: list[tuple[str, Array | Group]] = []
-        for key, value in _members:
-            if isinstance(value, AsyncArray):
-                ret.append((key, Array(value)))
-            else:
-                ret.append((key, Group(value)))
-        return tuple(ret)
+        _members = self._sync_iter(self._async_group.members())
+
+        result = tuple(map(lambda kv: (kv[0], _parse_async_node(kv[1])), _members))
+        return result
 
     def __contains__(self, member) -> bool:
         return self._sync(self._async_group.contains(member))
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index e5021b6483..a3dd65979b 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -4,20 +4,20 @@
 import shutil
 from collections.abc import AsyncGenerator
 from pathlib import Path
-from typing import Union, Optional, List, Tuple
 
 from zarr.abc.store import Store
 from zarr.common import BytesLike, concurrent_map, to_thread
 
 
-def _get(path: Path, byte_range: Optional[Tuple[int, Optional[int]]] = None) -> bytes:
+def _get(path: Path, byte_range: tuple[int, int | None] | None) -> bytes:
     """
     Fetch a contiguous region of bytes from a file.
+
     Parameters
     ----------
     path: Path
         The file to read bytes from.
-    byte_range: Optional[Tuple[int, Optional[int]]] = None
+    byte_range: tuple[int, int | None] | None = None
         The range of bytes to read. If `byte_range` is `None`, then the entire file will be read.
         If `byte_range` is a tuple, the first value specifies the index of the first byte to read,
         and the second value specifies the total number of bytes to read. If the total value is
@@ -49,7 +49,7 @@ def _get(path: Path, byte_range: Optional[Tuple[int, Optional[int]]] = None) ->
 def _put(
     path: Path,
     value: BytesLike,
-    start: Optional[int] = None,
+    start: int | None = None,
     auto_mkdir: bool = True,
 ) -> int | None:
     if auto_mkdir:
@@ -71,7 +71,7 @@ class LocalStore(Store):
     root: Path
     auto_mkdir: bool
 
-    def __init__(self, root: Union[Path, str], auto_mkdir: bool = True):
+    def __init__(self, root: Path | str, auto_mkdir: bool = True):
         if isinstance(root, str):
             root = Path(root)
         assert isinstance(root, Path)
@@ -88,9 +88,7 @@ def __repr__(self) -> str:
     def __eq__(self, other: object) -> bool:
         return isinstance(other, type(self)) and self.root == other.root
 
-    async def get(
-        self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
-    ) -> Optional[bytes]:
+    async def get(self, key: str, byte_range: tuple[int, int | None] | None = None) -> bytes | None:
         assert isinstance(key, str)
         path = self.root / key
 
@@ -100,8 +98,8 @@ async def get(
             return None
 
     async def get_partial_values(
-        self, key_ranges: List[Tuple[str, Tuple[int, int]]]
-    ) -> List[Optional[bytes]]:
+        self, key_ranges: list[tuple[str, tuple[int, int]]]
+    ) -> list[bytes | None]:
         """
         Read byte ranges from multiple keys.
         Parameters
@@ -124,7 +122,7 @@ async def set(self, key: str, value: BytesLike) -> None:
         path = self.root / key
         await to_thread(_put, path, value, auto_mkdir=self.auto_mkdir)
 
-    async def set_partial_values(self, key_start_values: List[Tuple[str, int, bytes]]) -> None:
+    async def set_partial_values(self, key_start_values: list[tuple[str, int, bytes]]) -> None:
         args = []
         for key, start, value in key_start_values:
             assert isinstance(key, str)
@@ -169,6 +167,9 @@ async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
         -------
         AsyncGenerator[str, None]
         """
+        for p in (self.root / prefix).rglob("*"):
+            if p.is_file():
+                yield str(p)
 
         to_strip = str(self.root) + "/"
         for p in (self.root / prefix).rglob("*"):
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 9f10ed22a3..9730d635d5 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -88,4 +88,4 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         else:
             for key in self._store_dict:
                 if key.startswith(prefix + "/") and key != prefix:
-                    yield key.strip(prefix + "/").split("/")[0]
+                    yield key.removeprefix(prefix + "/").split("/")[0]
diff --git a/tests/v2/conftest.py b/tests/v2/conftest.py
index c84cdfa439..225f3fd563 100644
--- a/tests/v2/conftest.py
+++ b/tests/v2/conftest.py
@@ -1,5 +1,5 @@
-import pathlib
 import pytest
+import pathlib
 
 
 @pytest.fixture(params=[str, pathlib.Path])
diff --git a/tests/v3/__init__.py b/tests/v3/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index 3dc55c0298..3588048906 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -1,7 +1,30 @@
+from __future__ import annotations
+from typing import TYPE_CHECKING
+
+from zarr.common import ZarrFormat
+from zarr.group import AsyncGroup
+
+if TYPE_CHECKING:
+    from typing import Any, Literal
+from dataclasses import dataclass, field
 import pathlib
+
 import pytest
 
-from zarr.store import LocalStore, StorePath, MemoryStore, RemoteStore
+from zarr.store import LocalStore, StorePath, MemoryStore
+from zarr.store.remote import RemoteStore
+
+
+def parse_store(
+    store: Literal["local", "memory", "remote"], path: str
+) -> LocalStore | MemoryStore | RemoteStore:
+    if store == "local":
+        return LocalStore(path)
+    if store == "memory":
+        return MemoryStore()
+    if store == "remote":
+        return RemoteStore()
+    assert False
 
 
 @pytest.fixture(params=[str, pathlib.Path])
@@ -30,3 +53,30 @@ def remote_store():
 @pytest.fixture(scope="function")
 def memory_store():
     return MemoryStore()
+
+
+@pytest.fixture(scope="function")
+def store(request: str, tmpdir):
+    param = request.param
+    return parse_store(param, str(tmpdir))
+
+
+@dataclass
+class AsyncGroupRequest:
+    zarr_format: ZarrFormat
+    store: Literal["local", "remote", "memory"]
+    attributes: dict[str, Any] = field(default_factory=dict)
+
+
+@pytest.fixture(scope="function")
+async def async_group(request: pytest.FixtureRequest, tmpdir) -> AsyncGroup:
+    param: AsyncGroupRequest = request.param
+
+    store = parse_store(param.store, str(tmpdir))
+    agroup = await AsyncGroup.create(
+        store,
+        attributes=param.attributes,
+        zarr_format=param.zarr_format,
+        exists_ok=False,
+    )
+    return agroup
diff --git a/tests/v3/test_codecs.py b/tests/v3/test_codecs.py
index e042c7f275..fc209bd5e6 100644
--- a/tests/v3/test_codecs.py
+++ b/tests/v3/test_codecs.py
@@ -233,7 +233,6 @@ def test_nested_sharding(
 @pytest.mark.parametrize("runtime_write_order", ["F", "C"])
 @pytest.mark.parametrize("runtime_read_order", ["F", "C"])
 @pytest.mark.parametrize("with_sharding", [True, False])
-@pytest.mark.asyncio
 async def test_order(
     store: Store,
     input_order: Literal["F", "C"],
@@ -344,7 +343,6 @@ def test_order_implicit(
 @pytest.mark.parametrize("runtime_write_order", ["F", "C"])
 @pytest.mark.parametrize("runtime_read_order", ["F", "C"])
 @pytest.mark.parametrize("with_sharding", [True, False])
-@pytest.mark.asyncio
 async def test_transpose(
     store: Store,
     input_order: Literal["F", "C"],
@@ -601,7 +599,6 @@ def test_write_partial_sharded_chunks(store: Store):
     assert np.array_equal(a[0:16, 0:16], data)
 
 
-@pytest.mark.asyncio
 async def test_delete_empty_chunks(store: Store):
     data = np.ones((16, 16))
 
@@ -618,7 +615,6 @@ async def test_delete_empty_chunks(store: Store):
     assert await (store / "delete_empty_chunks/c0/0").get() is None
 
 
-@pytest.mark.asyncio
 async def test_delete_empty_sharded_chunks(store: Store):
     a = await AsyncArray.create(
         store / "delete_empty_sharded_chunks",
@@ -644,7 +640,6 @@ async def test_delete_empty_sharded_chunks(store: Store):
     assert chunk_bytes is not None and len(chunk_bytes) == 16 * 2 + 8 * 8 * 2 + 4
 
 
-@pytest.mark.asyncio
 async def test_zarr_compat(store: Store):
     data = np.zeros((16, 18), dtype="uint16")
 
@@ -676,7 +671,6 @@ async def test_zarr_compat(store: Store):
     assert z2._store["1.1"] == await (store / "zarr_compat3/1.1").get()
 
 
-@pytest.mark.asyncio
 async def test_zarr_compat_F(store: Store):
     data = np.zeros((16, 18), dtype="uint16", order="F")
 
@@ -710,7 +704,6 @@ async def test_zarr_compat_F(store: Store):
     assert z2._store["1.1"] == await (store / "zarr_compatF3/1.1").get()
 
 
-@pytest.mark.asyncio
 async def test_dimension_names(store: Store):
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
 
@@ -776,7 +769,6 @@ def test_zstd(store: Store, checksum: bool):
 
 
 @pytest.mark.parametrize("endian", ["big", "little"])
-@pytest.mark.asyncio
 async def test_endian(store: Store, endian: Literal["big", "little"]):
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
 
@@ -808,7 +800,6 @@ async def test_endian(store: Store, endian: Literal["big", "little"]):
 
 @pytest.mark.parametrize("dtype_input_endian", [">u2", "<u2"])
 @pytest.mark.parametrize("dtype_store_endian", ["big", "little"])
-@pytest.mark.asyncio
 async def test_endian_write(
     store: Store,
     dtype_input_endian: Literal[">u2", "<u2"],
@@ -927,7 +918,6 @@ def test_invalid_metadata(store: Store):
         )
 
 
-@pytest.mark.asyncio
 async def test_resize(store: Store):
     data = np.zeros((16, 18), dtype="uint16")
 
@@ -954,7 +944,6 @@ async def test_resize(store: Store):
     assert await (store / "resize" / "1.1").get() is None
 
 
-@pytest.mark.asyncio
 async def test_blosc_evolve(store: Store):
     await AsyncArray.create(
         store / "blosc_evolve_u1",
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 11400ef809..710eb3e527 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -1,26 +1,29 @@
 from __future__ import annotations
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any
 
-from zarr.sync import sync
+from zarr.array import AsyncArray
+from zarr.store.core import make_store_path
 
 if TYPE_CHECKING:
     from zarr.store import MemoryStore, LocalStore
+    from zarr.common import ZarrFormat
+
 import pytest
 import numpy as np
 
 from zarr.group import AsyncGroup, Group, GroupMetadata
-from zarr.store import LocalStore, StorePath
+from zarr.store import StorePath
+from zarr.sync import sync
 
 
 # todo: put RemoteStore in here
-@pytest.mark.parametrize("store_type", ("local_store", "memory_store"))
-def test_group_members(store_type, request):
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+def test_group_children(store: MemoryStore | LocalStore) -> None:
     """
     Test that `Group.members` returns correct values, i.e. the arrays and groups
     (explicit and implicit) contained in that group.
     """
 
-    store: LocalStore | MemoryStore = request.getfixturevalue(store_type)
     path = "group"
     agroup = AsyncGroup(
         metadata=GroupMetadata(),
@@ -50,14 +53,10 @@ def test_group_members(store_type, request):
     assert sorted(dict(members_observed)) == sorted(members_expected)
 
 
-@pytest.mark.parametrize("store_type", (("local_store",)))
-def test_group(store_type, request) -> None:
-    store = request.getfixturevalue(store_type)
+@pytest.mark.parametrize("store", (("local", "memory")), indirect=["store"])
+def test_group(store: MemoryStore | LocalStore) -> None:
     store_path = StorePath(store)
-    agroup = AsyncGroup(
-        metadata=GroupMetadata(),
-        store_path=store_path,
-    )
+    agroup = AsyncGroup(metadata=GroupMetadata(), store_path=store_path)
     group = Group(agroup)
     assert agroup.metadata is group.metadata
 
@@ -93,10 +92,290 @@ def test_group(store_type, request) -> None:
     assert dict(bar3.attrs) == {"baz": "qux", "name": "bar"}
 
 
-def test_group_sync_constructor(store_path) -> None:
-    group = Group.create(
-        store=store_path,
-        attributes={"title": "test 123"},
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("exists_ok", (True, False))
+def test_group_create(store: MemoryStore | LocalStore, exists_ok: bool) -> None:
+    """
+    Test that `Group.create` works as expected.
+    """
+    attributes = {"foo": 100}
+    group = Group.create(store, attributes=attributes, exists_ok=exists_ok)
+
+    assert group.attrs == attributes
+
+    if not exists_ok:
+        with pytest.raises(AssertionError):
+            group = Group.create(
+                store,
+                attributes=attributes,
+                exists_ok=exists_ok,
+            )
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("zarr_format", (2, 3))
+@pytest.mark.parametrize("exists_ok", (True, False))
+async def test_asyncgroup_create(
+    store: MemoryStore | LocalStore,
+    exists_ok: bool,
+    zarr_format: ZarrFormat,
+) -> None:
+    """
+    Test that `AsyncGroup.create` works as expected.
+    """
+    attributes = {"foo": 100}
+    agroup = await AsyncGroup.create(
+        store,
+        attributes=attributes,
+        exists_ok=exists_ok,
+        zarr_format=zarr_format,
+    )
+
+    assert agroup.metadata == GroupMetadata(zarr_format=zarr_format, attributes=attributes)
+    assert agroup.store_path == make_store_path(store)
+
+    if not exists_ok:
+        with pytest.raises(AssertionError):
+            agroup = await AsyncGroup.create(
+                store,
+                attributes=attributes,
+                exists_ok=exists_ok,
+                zarr_format=zarr_format,
+            )
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("zarr_format", (2, 3))
+async def test_asyncgroup_attrs(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+    attributes = {"foo": 100}
+    agroup = await AsyncGroup.create(store, zarr_format=zarr_format, attributes=attributes)
+
+    assert agroup.attrs == agroup.metadata.attributes == attributes
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("zarr_format", (2, 3))
+async def test_asyncgroup_info(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+    agroup = await AsyncGroup.create(  # noqa
+        store,
+        zarr_format=zarr_format,
+    )
+    pytest.xfail("Info is not implemented for metadata yet")
+    # assert agroup.info == agroup.metadata.info
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("zarr_format", (2, 3))
+async def test_asyncgroup_open(
+    store: LocalStore | MemoryStore,
+    zarr_format: ZarrFormat,
+) -> None:
+    """
+    Create an `AsyncGroup`, then ensure that we can open it using `AsyncGroup.open`
+    """
+    attributes = {"foo": 100}
+    group_w = await AsyncGroup.create(
+        store=store,
+        attributes=attributes,
+        exists_ok=False,
+        zarr_format=zarr_format,
+    )
+
+    group_r = await AsyncGroup.open(store=store, zarr_format=zarr_format)
+
+    assert group_w.attrs == group_w.attrs == attributes
+    assert group_w == group_r
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("zarr_format", (2, 3))
+async def test_asyncgroup_open_wrong_format(
+    store: LocalStore | MemoryStore,
+    zarr_format: ZarrFormat,
+) -> None:
+    _ = await AsyncGroup.create(store=store, exists_ok=False, zarr_format=zarr_format)
+
+    # try opening with the wrong zarr format
+    if zarr_format == 3:
+        zarr_format_wrong = 2
+    elif zarr_format == 2:
+        zarr_format_wrong = 3
+    else:
+        assert False
+
+    with pytest.raises(FileNotFoundError):
+        await AsyncGroup.open(store=store, zarr_format=zarr_format_wrong)
+
+
+# todo: replace the dict[str, Any] type with something a bit more specific
+# should this be async?
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize(
+    "data",
+    (
+        {"zarr_format": 3, "node_type": "group", "attributes": {"foo": 100}},
+        {"zarr_format": 2, "attributes": {"foo": 100}},
+    ),
+)
+def test_asyncgroup_from_dict(store: MemoryStore | LocalStore, data: dict[str, Any]) -> None:
+    """
+    Test that we can create an AsyncGroup from a dict
+    """
+    path = "test"
+    store_path = StorePath(store=store, path=path)
+    group = AsyncGroup.from_dict(store_path, data=data)
+
+    assert group.metadata.zarr_format == data["zarr_format"]
+    assert group.metadata.attributes == data["attributes"]
+
+
+# todo: replace this with a declarative API where we model a full hierarchy
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize(
+    "zarr_format",
+    (pytest.param(2, marks=pytest.mark.xfail(reason="V2 arrays cannot be created yet.")), 3),
+)
+async def test_asyncgroup_getitem(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+    """
+    Create an `AsyncGroup`, then create members of that group, and ensure that we can access those
+    members via the `AsyncGroup.getitem` method.
+    """
+    agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+
+    sub_array_path = "sub_array"
+    sub_array = await agroup.create_array(
+        path=sub_array_path, shape=(10,), dtype="uint8", chunk_shape=(2,)
     )
+    assert await agroup.getitem(sub_array_path) == sub_array
+
+    sub_group_path = "sub_group"
+    sub_group = await agroup.create_group(sub_group_path, attributes={"foo": 100})
+    assert await agroup.getitem(sub_group_path) == sub_group
+
+    # check that asking for a nonexistent key raises KeyError
+    with pytest.raises(KeyError):
+        await agroup.getitem("foo")
+
+
+# todo: replace this with a declarative API where we model a full hierarchy
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize(
+    "zarr_format",
+    (2, 3),
+)
+async def test_asyncgroup_delitem(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+    agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+    sub_array_path = "sub_array"
+    _ = await agroup.create_array(
+        path=sub_array_path, shape=(10,), dtype="uint8", chunk_shape=(2,), attributes={"foo": 100}
+    )
+    await agroup.delitem(sub_array_path)
+
+    #  todo: clean up the code duplication here
+    if zarr_format == 2:
+        assert not await agroup.store_path.store.exists(sub_array_path + "/" + ".zarray")
+        assert not await agroup.store_path.store.exists(sub_array_path + "/" + ".zattrs")
+    elif zarr_format == 3:
+        assert not await agroup.store_path.store.exists(sub_array_path + "/" + "zarr.json")
+    else:
+        assert False
+
+    sub_group_path = "sub_group"
+    _ = await agroup.create_group(sub_group_path, attributes={"foo": 100})
+    await agroup.delitem(sub_group_path)
+    if zarr_format == 2:
+        assert not await agroup.store_path.store.exists(sub_array_path + "/" + ".zgroup")
+        assert not await agroup.store_path.store.exists(sub_array_path + "/" + ".zattrs")
+    elif zarr_format == 3:
+        assert not await agroup.store_path.store.exists(sub_array_path + "/" + "zarr.json")
+    else:
+        assert False
+
 
-    assert group._async_group.metadata.attributes["title"] == "test 123"
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("zarr_format", (2, 3))
+async def test_asyncgroup_create_group(
+    store: LocalStore | MemoryStore,
+    zarr_format: ZarrFormat,
+) -> None:
+    agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+    sub_node_path = "sub_group"
+    attributes = {"foo": 999}
+    subnode = await agroup.create_group(path=sub_node_path, attributes=attributes)
+
+    assert isinstance(subnode, AsyncGroup)
+    assert subnode.attrs == attributes
+    assert subnode.store_path.path == sub_node_path
+    assert subnode.store_path.store == store
+    assert subnode.metadata.zarr_format == zarr_format
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize(
+    "zarr_format",
+    (pytest.param(2, marks=pytest.mark.xfail(reason="V2 arrays cannot be created yet")), 3),
+)
+async def test_asyncgroup_create_array(
+    store: LocalStore | MemoryStore,
+    zarr_format: ZarrFormat,
+) -> None:
+    """
+    Test that the AsyncGroup.create_array method works correctly. We ensure that array properties
+    specified in create_array are present on the resulting array.
+    """
+
+    agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+
+    shape = (10,)
+    dtype = "uint8"
+    chunk_shape = (4,)
+    attributes = {"foo": 100}
+
+    sub_node_path = "sub_array"
+    subnode = await agroup.create_array(
+        path=sub_node_path,
+        shape=shape,
+        dtype=dtype,
+        chunk_shape=chunk_shape,
+        attributes=attributes,
+    )
+    assert isinstance(subnode, AsyncArray)
+    assert subnode.attrs == attributes
+    assert subnode.store_path.path == sub_node_path
+    assert subnode.store_path.store == store
+    assert subnode.shape == shape
+    assert subnode.dtype == dtype
+    # todo: fix the type annotation of array.metadata.chunk_grid so that we get some autocomplete
+    # here.
+    assert subnode.metadata.chunk_grid.chunk_shape == chunk_shape
+    assert subnode.metadata.zarr_format == zarr_format
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("zarr_format", (2, 3))
+async def test_asyncgroup_update_attributes(
+    store: LocalStore | MemoryStore, zarr_format: ZarrFormat
+) -> None:
+    """
+    Test that the AsyncGroup.update_attributes method works correctly.
+    """
+    attributes_old = {"foo": 10}
+    attributes_new = {"baz": "new"}
+    agroup = await AsyncGroup.create(
+        store=store, zarr_format=zarr_format, attributes=attributes_old
+    )
+
+    agroup_new_attributes = await agroup.update_attributes(attributes_new)
+    assert agroup_new_attributes.attrs == attributes_new
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("zarr_format", (2, 3))
+async def test_group_init(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+    agroup = sync(AsyncGroup.create(store=store, zarr_format=zarr_format))
+    group = Group(agroup)
+    assert group._async_group == agroup
diff --git a/tests/v3/test_storage.py b/tests/v3/test_storage.py
deleted file mode 100644
index 2761e608e2..0000000000
--- a/tests/v3/test_storage.py
+++ /dev/null
@@ -1,18 +0,0 @@
-import pytest
-
-from zarr.testing.store import StoreTests
-from zarr.store.local import LocalStore
-from zarr.store.memory import MemoryStore
-
-
-class TestMemoryStore(StoreTests):
-    store_cls = MemoryStore
-
-
-class TestLocalStore(StoreTests):
-    store_cls = LocalStore
-
-    @pytest.fixture(scope="function")
-    @pytest.mark.parametrize("auto_mkdir", (True, False))
-    def store(self, tmpdir) -> LocalStore:
-        return self.store_cls(str(tmpdir))
diff --git a/tests/v3/test_store.py b/tests/v3/test_store.py
new file mode 100644
index 0000000000..e514d505ce
--- /dev/null
+++ b/tests/v3/test_store.py
@@ -0,0 +1,797 @@
+from __future__ import annotations
+from zarr.store.local import LocalStore
+from pathlib import Path
+import pytest
+
+from zarr.testing.store import StoreTests
+from zarr.store.memory import MemoryStore
+
+
+@pytest.mark.parametrize("auto_mkdir", (True, False))
+def test_local_store_init(tmpdir, auto_mkdir: bool) -> None:
+    tmpdir_str = str(tmpdir)
+    tmpdir_path = Path(tmpdir_str)
+    store = LocalStore(root=tmpdir_str, auto_mkdir=auto_mkdir)
+
+    assert store.root == tmpdir_path
+    assert store.auto_mkdir == auto_mkdir
+
+    # ensure that str and pathlib.Path get normalized to the same output
+    assert store == LocalStore(root=tmpdir_path, auto_mkdir=auto_mkdir)
+
+    store_str = f"file://{tmpdir_str}"
+    assert str(store) == store_str
+    assert repr(store) == f"LocalStore({store_str!r})"
+
+
+@pytest.mark.parametrize("byte_range", (None, (0, None), (1, None), (1, 2), (None, 1)))
+async def test_local_store_get(
+    local_store, byte_range: None | tuple[int | None, int | None]
+) -> None:
+    payload = b"\x01\x02\x03\x04"
+    object_name = "foo"
+    (local_store.root / object_name).write_bytes(payload)
+    observed = await local_store.get(object_name, byte_range=byte_range)
+
+    if byte_range is None:
+        start = 0
+        length = len(payload)
+    else:
+        maybe_start, maybe_len = byte_range
+        if maybe_start is None:
+            start = 0
+        else:
+            start = maybe_start
+
+        if maybe_len is None:
+            length = len(payload) - start
+        else:
+            length = maybe_len
+
+    expected = payload[start : start + length]
+    assert observed == expected
+
+    # test that getting from a file that doesn't exist returns None
+    assert await local_store.get(object_name + "_absent", byte_range=byte_range) is None
+
+
+@pytest.mark.parametrize(
+    "key_ranges",
+    (
+        [],
+        [("key_0", (0, 1))],
+        [("dir/key_0", (0, 1)), ("key_1", (0, 2))],
+        [("key_0", (0, 1)), ("key_1", (0, 2)), ("key_1", (0, 2))],
+    ),
+)
+async def test_local_store_get_partial(
+    tmpdir, key_ranges: tuple[list[tuple[str, tuple[int, int]]]]
+) -> None:
+    store = LocalStore(str(tmpdir), auto_mkdir=True)
+    # use the utf-8 encoding of the key as the bytes
+    for key, _ in key_ranges:
+        payload = bytes(key, encoding="utf-8")
+        target_path: Path = store.root / key
+        # create the parent directories
+        target_path.parent.mkdir(parents=True, exist_ok=True)
+        # write bytes
+        target_path.write_bytes(payload)
+
+    results = await store.get_partial_values(key_ranges)
+    for idx, observed in enumerate(results):
+        key, byte_range = key_ranges[idx]
+        expected = await store.get(key, byte_range=byte_range)
+        assert observed == expected
+
+
+@pytest.mark.parametrize("path", ("foo", "foo/bar"))
+@pytest.mark.parametrize("auto_mkdir", (True, False))
+async def test_local_store_set(tmpdir, path: str, auto_mkdir: bool) -> None:
+    store = LocalStore(str(tmpdir), auto_mkdir=auto_mkdir)
+    payload = b"\x01\x02\x03\x04"
+
+    if "/" in path and not auto_mkdir:
+        with pytest.raises(FileNotFoundError):
+            await store.set(path, payload)
+    else:
+        x = await store.set(path, payload)
+
+        # this method should not return anything
+        assert x is None
+
+        assert (store.root / path).read_bytes() == payload
+
+
+# import zarr
+# from zarr._storage.store import _get_hierarchy_metadata, v3_api_available, StorageTransformer
+# from zarr._storage.v3_storage_transformers import (
+#     DummyStorageTransfomer,
+#     ShardingStorageTransformer,
+#     v3_sharding_available,
+# )
+# from zarr.core import Array
+# from zarr.meta import _default_entry_point_metadata_v3
+# from zarr.storage import (
+#     atexit_rmglob,
+#     atexit_rmtree,
+#     data_root,
+#     default_compressor,
+#     getsize,
+#     init_array,
+#     meta_root,
+#     normalize_store_arg,
+# )
+# from zarr._storage.v3 import (
+#     ABSStoreV3,
+#     ConsolidatedMetadataStoreV3,
+#     DBMStoreV3,
+#     DirectoryStoreV3,
+#     FSStoreV3,
+#     KVStore,
+#     KVStoreV3,
+#     LMDBStoreV3,
+#     LRUStoreCacheV3,
+#     MemoryStoreV3,
+#     MongoDBStoreV3,
+#     RedisStoreV3,
+#     SQLiteStoreV3,
+#     StoreV3,
+#     ZipStoreV3,
+# )
+# from .util import CountingDictV3, have_fsspec, skip_test_env_var, mktemp
+
+# # pytest will fail to run if the following fixtures aren't imported here
+# from .test_storage import StoreTests as _StoreTests
+# from .test_storage import TestABSStore as _TestABSStore
+# from .test_storage import TestConsolidatedMetadataStore as _TestConsolidatedMetadataStore
+# from .test_storage import TestDBMStore as _TestDBMStore
+# from .test_storage import TestDBMStoreBerkeleyDB as _TestDBMStoreBerkeleyDB
+# from .test_storage import TestDBMStoreDumb as _TestDBMStoreDumb
+# from .test_storage import TestDBMStoreGnu as _TestDBMStoreGnu
+# from .test_storage import TestDBMStoreNDBM as _TestDBMStoreNDBM
+# from .test_storage import TestDirectoryStore as _TestDirectoryStore
+# from .test_storage import TestFSStore as _TestFSStore
+# from .test_storage import TestLMDBStore as _TestLMDBStore
+# from .test_storage import TestLRUStoreCache as _TestLRUStoreCache
+# from .test_storage import TestMemoryStore as _TestMemoryStore
+# from .test_storage import TestSQLiteStore as _TestSQLiteStore
+# from .test_storage import TestSQLiteStoreInMemory as _TestSQLiteStoreInMemory
+# from .test_storage import TestZipStore as _TestZipStore
+# from .test_storage import dimension_separator_fixture, s3, skip_if_nested_chunks
+
+
+# pytestmark = pytest.mark.skipif(not v3_api_available, reason="v3 api is not available")
+
+
+# @pytest.fixture(
+#     params=[
+#         (None, "/"),
+#         (".", "."),
+#         ("/", "/"),
+#     ]
+# )
+# def dimension_separator_fixture_v3(request):
+#     return request.param
+
+
+# class DummyStore:
+#     # contains all methods expected of Mutable Mapping
+
+#     def keys(self):
+#         """keys"""
+
+#     def values(self):
+#         """values"""
+
+#     def get(self, value, default=None):
+#         """get"""
+
+#     def __setitem__(self, key, value):
+#         """__setitem__"""
+
+#     def __getitem__(self, key):
+#         """__getitem__"""
+
+#     def __delitem__(self, key):
+#         """__delitem__"""
+
+#     def __contains__(self, key):
+#         """__contains__"""
+
+
+# class InvalidDummyStore:
+#     # does not contain expected methods of a MutableMapping
+
+#     def keys(self):
+#         """keys"""
+
+
+# def test_ensure_store_v3():
+#     class InvalidStore:
+#         pass
+
+#     with pytest.raises(ValueError):
+#         StoreV3._ensure_store(InvalidStore())
+
+#     # cannot initialize with a store from a different Zarr version
+#     with pytest.raises(ValueError):
+#         StoreV3._ensure_store(KVStore(dict()))
+
+#     assert StoreV3._ensure_store(None) is None
+
+#     # class with all methods of a MutableMapping will become a KVStoreV3
+#     assert isinstance(StoreV3._ensure_store(DummyStore), KVStoreV3)
+
+#     with pytest.raises(ValueError):
+#         # does not have the methods expected of a MutableMapping
+#         StoreV3._ensure_store(InvalidDummyStore)
+
+
+# def test_valid_key():
+#     store = KVStoreV3(dict)
+
+#     # only ascii keys are valid
+#     assert not store._valid_key(5)
+#     assert not store._valid_key(2.8)
+
+#     for key in store._valid_key_characters:
+#         assert store._valid_key(key)
+
+#     # other characters not in store._valid_key_characters are not allowed
+#     assert not store._valid_key("*")
+#     assert not store._valid_key("~")
+#     assert not store._valid_key("^")
+
+
+# def test_validate_key():
+#     store = KVStoreV3(dict)
+
+#     # zarr.json is a valid key
+#     store._validate_key("zarr.json")
+#     # but other keys not starting with meta/ or data/ are not
+#     with pytest.raises(ValueError):
+#         store._validate_key("zar.json")
+
+#     # valid ascii keys
+#     for valid in [
+#         meta_root + "arr1.array.json",
+#         data_root + "arr1.array.json",
+#         meta_root + "subfolder/item_1-0.group.json",
+#     ]:
+#         store._validate_key(valid)
+#         # but otherwise valid keys cannot end in /
+#         with pytest.raises(ValueError):
+#             assert store._validate_key(valid + "/")
+
+#     for invalid in [0, "*", "~", "^", "&"]:
+#         with pytest.raises(ValueError):
+#             store._validate_key(invalid)
+
+
+# class StoreV3Tests(_StoreTests):
+
+#     version = 3
+#     root = meta_root
+
+#     def test_getsize(self):
+#         # TODO: determine proper getsize() behavior for v3
+#         #       Currently returns the combined size of entries under
+#         #       meta/root/path and data/root/path.
+#         #       Any path not under meta/root/ or data/root/ (including zarr.json)
+#         #       returns size 0.
+
+#         store = self.create_store()
+#         if isinstance(store, dict) or hasattr(store, "getsize"):
+#             assert 0 == getsize(store, "zarr.json")
+#             store[meta_root + "foo/a"] = b"x"
+#             assert 1 == getsize(store)
+#             assert 1 == getsize(store, "foo")
+#             store[meta_root + "foo/b"] = b"x"
+#             assert 2 == getsize(store, "foo")
+#             assert 1 == getsize(store, "foo/b")
+#             store[meta_root + "bar/a"] = b"yy"
+#             assert 2 == getsize(store, "bar")
+#             store[data_root + "bar/a"] = b"zzz"
+#             assert 5 == getsize(store, "bar")
+#             store[data_root + "baz/a"] = b"zzz"
+#             assert 3 == getsize(store, "baz")
+#             assert 10 == getsize(store)
+#             store[data_root + "quux"] = array.array("B", b"zzzz")
+#             assert 14 == getsize(store)
+#             assert 4 == getsize(store, "quux")
+#             store[data_root + "spong"] = np.frombuffer(b"zzzzz", dtype="u1")
+#             assert 19 == getsize(store)
+#             assert 5 == getsize(store, "spong")
+#         store.close()
+
+#     def test_init_array(self, dimension_separator_fixture_v3):
+
+#         pass_dim_sep, want_dim_sep = dimension_separator_fixture_v3
+
+#         store = self.create_store()
+#         path = "arr1"
+#         transformer = DummyStorageTransfomer(
+#             "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
+#         )
+#         init_array(
+#             store,
+#             path=path,
+#             shape=1000,
+#             chunks=100,
+#             dimension_separator=pass_dim_sep,
+#             storage_transformers=[transformer],
+#         )
+
+#         # check metadata
+#         mkey = meta_root + path + ".array.json"
+#         assert mkey in store
+#         meta = store._metadata_class.decode_array_metadata(store[mkey])
+#         assert (1000,) == meta["shape"]
+#         assert (100,) == meta["chunk_grid"]["chunk_shape"]
+#         assert np.dtype(None) == meta["data_type"]
+#         assert default_compressor == meta["compressor"]
+#         assert meta["fill_value"] is None
+#         # Missing MUST be assumed to be "/"
+#         assert meta["chunk_grid"]["separator"] is want_dim_sep
+#         assert len(meta["storage_transformers"]) == 1
+#         assert isinstance(meta["storage_transformers"][0], DummyStorageTransfomer)
+#         assert meta["storage_transformers"][0].test_value == DummyStorageTransfomer.TEST_CONSTANT
+#         store.close()
+
+#     def test_list_prefix(self):
+
+#         store = self.create_store()
+#         path = "arr1"
+#         init_array(store, path=path, shape=1000, chunks=100)
+
+#         expected = [meta_root + "arr1.array.json", "zarr.json"]
+#         assert sorted(store.list_prefix("")) == expected
+
+#         expected = [meta_root + "arr1.array.json"]
+#         assert sorted(store.list_prefix(meta_root.rstrip("/"))) == expected
+
+#         # cannot start prefix with '/'
+#         with pytest.raises(ValueError):
+#             store.list_prefix(prefix="/" + meta_root.rstrip("/"))
+
+#     def test_equal(self):
+#         store = self.create_store()
+#         assert store == store
+
+#     def test_rename_nonexisting(self):
+#         store = self.create_store()
+#         if store.is_erasable():
+#             with pytest.raises(ValueError):
+#                 store.rename("a", "b")
+#         else:
+#             with pytest.raises(NotImplementedError):
+#                 store.rename("a", "b")
+
+#     def test_get_partial_values(self):
+#         store = self.create_store()
+#         store.supports_efficient_get_partial_values in [True, False]
+#         store[data_root + "foo"] = b"abcdefg"
+#         store[data_root + "baz"] = b"z"
+#         assert [b"a"] == store.get_partial_values([(data_root + "foo", (0, 1))])
+#         assert [
+#             b"d",
+#             b"b",
+#             b"z",
+#             b"abc",
+#             b"defg",
+#             b"defg",
+#             b"g",
+#             b"ef",
+#         ] == store.get_partial_values(
+#             [
+#                 (data_root + "foo", (3, 1)),
+#                 (data_root + "foo", (1, 1)),
+#                 (data_root + "baz", (0, 1)),
+#                 (data_root + "foo", (0, 3)),
+#                 (data_root + "foo", (3, 4)),
+#                 (data_root + "foo", (3, None)),
+#                 (data_root + "foo", (-1, None)),
+#                 (data_root + "foo", (-3, 2)),
+#             ]
+#         )
+
+#     def test_set_partial_values(self):
+#         store = self.create_store()
+#         store.supports_efficient_set_partial_values()
+#         store[data_root + "foo"] = b"abcdefg"
+#         store.set_partial_values([(data_root + "foo", 0, b"hey")])
+#         assert store[data_root + "foo"] == b"heydefg"
+
+#         store.set_partial_values([(data_root + "baz", 0, b"z")])
+#         assert store[data_root + "baz"] == b"z"
+#         store.set_partial_values(
+#             [
+#                 (data_root + "foo", 1, b"oo"),
+#                 (data_root + "baz", 1, b"zzz"),
+#                 (data_root + "baz", 4, b"aaaa"),
+#                 (data_root + "foo", 6, b"done"),
+#             ]
+#         )
+#         assert store[data_root + "foo"] == b"hoodefdone"
+#         assert store[data_root + "baz"] == b"zzzzaaaa"
+#         store.set_partial_values(
+#             [
+#                 (data_root + "foo", -2, b"NE"),
+#                 (data_root + "baz", -5, b"q"),
+#             ]
+#         )
+#         assert store[data_root + "foo"] == b"hoodefdoNE"
+#         assert store[data_root + "baz"] == b"zzzq"
+
+
+# class TestMappingStoreV3(StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         return KVStoreV3(dict())
+
+#     def test_set_invalid_content(self):
+#         # Generic mappings support non-buffer types
+#         pass
+
+
+# class TestMemoryStoreV3(_TestMemoryStore, StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         skip_if_nested_chunks(**kwargs)
+#         return MemoryStoreV3(**kwargs)
+
+
+# class TestDirectoryStoreV3(_TestDirectoryStore, StoreV3Tests):
+#     def create_store(self, normalize_keys=False, **kwargs):
+#         # For v3, don't have to skip if nested.
+#         # skip_if_nested_chunks(**kwargs)
+
+#         path = tempfile.mkdtemp()
+#         atexit.register(atexit_rmtree, path)
+#         store = DirectoryStoreV3(path, normalize_keys=normalize_keys, **kwargs)
+#         return store
+
+#     def test_rename_nonexisting(self):
+#         store = self.create_store()
+#         with pytest.raises(FileNotFoundError):
+#             store.rename(meta_root + "a", meta_root + "b")
+
+
+# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+# class TestFSStoreV3(_TestFSStore, StoreV3Tests):
+#     def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
+
+#         if path is None:
+#             path = tempfile.mkdtemp()
+#             atexit.register(atexit_rmtree, path)
+
+#         store = FSStoreV3(
+#             path, normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
+#         )
+#         return store
+
+#     def test_init_array(self):
+#         store = self.create_store()
+#         path = "arr1"
+#         init_array(store, path=path, shape=1000, chunks=100)
+
+#         # check metadata
+#         mkey = meta_root + path + ".array.json"
+#         assert mkey in store
+#         meta = store._metadata_class.decode_array_metadata(store[mkey])
+#         assert (1000,) == meta["shape"]
+#         assert (100,) == meta["chunk_grid"]["chunk_shape"]
+#         assert np.dtype(None) == meta["data_type"]
+#         assert meta["chunk_grid"]["separator"] == "/"
+
+
+# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
+# class TestFSStoreV3WithKeySeparator(StoreV3Tests):
+#     def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
+
+#         # Since the user is passing key_separator, that will take priority.
+#         skip_if_nested_chunks(**kwargs)
+
+#         path = tempfile.mkdtemp()
+#         atexit.register(atexit_rmtree, path)
+#         return FSStoreV3(path, normalize_keys=normalize_keys, key_separator=key_separator)
+
+
+# # TODO: enable once N5StoreV3 has been implemented
+# # @pytest.mark.skipif(True, reason="N5StoreV3 not yet fully implemented")
+# # class TestN5StoreV3(_TestN5Store, TestDirectoryStoreV3, StoreV3Tests):
+
+
+# class TestZipStoreV3(_TestZipStore, StoreV3Tests):
+
+#     ZipStoreClass = ZipStoreV3
+
+#     def create_store(self, **kwargs):
+#         path = mktemp(suffix=".zip")
+#         atexit.register(os.remove, path)
+#         store = ZipStoreV3(path, mode="w", **kwargs)
+#         return store
+
+
+# class TestDBMStoreV3(_TestDBMStore, StoreV3Tests):
+#     def create_store(self, dimension_separator=None):
+#         path = mktemp(suffix=".anydbm")
+#         atexit.register(atexit_rmglob, path + "*")
+#         # create store using default dbm implementation
+#         store = DBMStoreV3(path, flag="n", dimension_separator=dimension_separator)
+#         return store
+
+
+# class TestDBMStoreV3Dumb(_TestDBMStoreDumb, StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         path = mktemp(suffix=".dumbdbm")
+#         atexit.register(atexit_rmglob, path + "*")
+
+#         import dbm.dumb as dumbdbm
+
+#         store = DBMStoreV3(path, flag="n", open=dumbdbm.open, **kwargs)
+#         return store
+
+
+# class TestDBMStoreV3Gnu(_TestDBMStoreGnu, StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         gdbm = pytest.importorskip("dbm.gnu")
+#         path = mktemp(suffix=".gdbm")  # pragma: no cover
+#         atexit.register(os.remove, path)  # pragma: no cover
+#         store = DBMStoreV3(
+#             path, flag="n", open=gdbm.open, write_lock=False, **kwargs
+#         )  # pragma: no cover
+#         return store  # pragma: no cover
+
+
+# class TestDBMStoreV3NDBM(_TestDBMStoreNDBM, StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         ndbm = pytest.importorskip("dbm.ndbm")
+#         path = mktemp(suffix=".ndbm")  # pragma: no cover
+#         atexit.register(atexit_rmglob, path + "*")  # pragma: no cover
+#         store = DBMStoreV3(path, flag="n", open=ndbm.open, **kwargs)  # pragma: no cover
+#         return store  # pragma: no cover
+
+
+# class TestDBMStoreV3BerkeleyDB(_TestDBMStoreBerkeleyDB, StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         bsddb3 = pytest.importorskip("bsddb3")
+#         path = mktemp(suffix=".dbm")
+#         atexit.register(os.remove, path)
+#         store = DBMStoreV3(path, flag="n", open=bsddb3.btopen, write_lock=False, **kwargs)
+#         return store
+
+
+# class TestLMDBStoreV3(_TestLMDBStore, StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         pytest.importorskip("lmdb")
+#         path = mktemp(suffix=".lmdb")
+#         atexit.register(atexit_rmtree, path)
+#         buffers = True
+#         store = LMDBStoreV3(path, buffers=buffers, **kwargs)
+#         return store
+
+
+# class TestSQLiteStoreV3(_TestSQLiteStore, StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         pytest.importorskip("sqlite3")
+#         path = mktemp(suffix=".db")
+#         atexit.register(atexit_rmtree, path)
+#         store = SQLiteStoreV3(path, **kwargs)
+#         return store
+
+
+# class TestSQLiteStoreV3InMemory(_TestSQLiteStoreInMemory, StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         pytest.importorskip("sqlite3")
+#         store = SQLiteStoreV3(":memory:", **kwargs)
+#         return store
+
+
+# @skip_test_env_var("ZARR_TEST_MONGO")
+# class TestMongoDBStoreV3(StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         pytest.importorskip("pymongo")
+#         store = MongoDBStoreV3(
+#             host="127.0.0.1", database="zarr_tests", collection="zarr_tests", **kwargs
+#         )
+#         # start with an empty store
+#         store.clear()
+#         return store
+
+
+# @skip_test_env_var("ZARR_TEST_REDIS")
+# class TestRedisStoreV3(StoreV3Tests):
+#     def create_store(self, **kwargs):
+#         # TODO: this is the default host for Redis on Travis,
+#         # we probably want to generalize this though
+#         pytest.importorskip("redis")
+#         store = RedisStoreV3(host="localhost", port=6379, **kwargs)
+#         # start with an empty store
+#         store.clear()
+#         return store
+
+
+# @pytest.mark.skipif(not v3_sharding_available, reason="sharding is disabled")
+# class TestStorageTransformerV3(TestMappingStoreV3):
+#     def create_store(self, **kwargs):
+#         inner_store = super().create_store(**kwargs)
+#         dummy_transformer = DummyStorageTransfomer(
+#             "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
+#         )
+#         sharding_transformer = ShardingStorageTransformer(
+#             "indexed",
+#             chunks_per_shard=2,
+#         )
+#         path = "bla"
+#         init_array(
+#             inner_store,
+#             path=path,
+#             shape=1000,
+#             chunks=100,
+#             dimension_separator=".",
+#             storage_transformers=[dummy_transformer, sharding_transformer],
+#         )
+#         store = Array(store=inner_store, path=path).chunk_store
+#         store.erase_prefix("data/root/bla/")
+#         store.clear()
+#         return store
+
+#     def test_method_forwarding(self):
+#         store = self.create_store()
+#         inner_store = store.inner_store.inner_store
+#         assert store.list() == inner_store.list()
+#         assert store.list_dir(data_root) == inner_store.list_dir(data_root)
+
+#         assert store.is_readable()
+#         assert store.is_writeable()
+#         assert store.is_listable()
+#         inner_store._readable = False
+#         inner_store._writeable = False
+#         inner_store._listable = False
+#         assert not store.is_readable()
+#         assert not store.is_writeable()
+#         assert not store.is_listable()
+
+
+# class TestLRUStoreCacheV3(_TestLRUStoreCache, StoreV3Tests):
+
+#     CountingClass = CountingDictV3
+#     LRUStoreClass = LRUStoreCacheV3
+
+
+# @skip_test_env_var("ZARR_TEST_ABS")
+# class TestABSStoreV3(_TestABSStore, StoreV3Tests):
+
+#     ABSStoreClass = ABSStoreV3
+
+
+# def test_normalize_store_arg_v3(tmpdir):
+
+#     fn = tmpdir.join("store.zip")
+#     store = normalize_store_arg(str(fn), zarr_version=3, mode="w")
+#     assert isinstance(store, ZipStoreV3)
+#     assert "zarr.json" in store
+
+#     # can't pass storage_options to non-fsspec store
+#     with pytest.raises(ValueError):
+#         normalize_store_arg(str(fn), zarr_version=3, mode="w", storage_options={"some": "kwargs"})
+
+#     if have_fsspec:
+#         import fsspec
+
+#         path = tempfile.mkdtemp()
+#         store = normalize_store_arg("file://" + path, zarr_version=3, mode="w")
+#         assert isinstance(store, FSStoreV3)
+#         assert "zarr.json" in store
+
+#         store = normalize_store_arg(fsspec.get_mapper("file://" + path), zarr_version=3)
+#         assert isinstance(store, FSStoreV3)
+
+#         # regression for https://github.com/zarr-developers/zarr-python/issues/1382
+#         # contents of zarr.json are not important for this test
+#         out = {"version": 1, "refs": {"zarr.json": "{...}"}}
+#         store = normalize_store_arg(
+#             "reference://",
+#             storage_options={"fo": out, "remote_protocol": "memory"}, zarr_version=3
+#         )
+#         assert isinstance(store, FSStoreV3)
+
+#     fn = tmpdir.join("store.n5")
+#     with pytest.raises(NotImplementedError):
+#         normalize_store_arg(str(fn), zarr_version=3, mode="w")
+
+#     # error on zarr_version=3 with a v2 store
+#     with pytest.raises(ValueError):
+#         normalize_store_arg(KVStore(dict()), zarr_version=3, mode="w")
+
+#     # error on zarr_version=2 with a v3 store
+#     with pytest.raises(ValueError):
+#         normalize_store_arg(KVStoreV3(dict()), zarr_version=2, mode="w")
+
+
+# class TestConsolidatedMetadataStoreV3(_TestConsolidatedMetadataStore):
+
+#     version = 3
+#     ConsolidatedMetadataClass = ConsolidatedMetadataStoreV3
+
+#     @property
+#     def metadata_key(self):
+#         return meta_root + "consolidated/.zmetadata"
+
+#     def test_bad_store_version(self):
+#         with pytest.raises(ValueError):
+#             self.ConsolidatedMetadataClass(KVStore(dict()))
+
+
+# def test_get_hierarchy_metadata():
+#     store = KVStoreV3({})
+
+#     # error raised if 'jarr.json' is not in the store
+#     with pytest.raises(ValueError):
+#         _get_hierarchy_metadata(store)
+
+#     store["zarr.json"] = _default_entry_point_metadata_v3
+#     assert _get_hierarchy_metadata(store) == _default_entry_point_metadata_v3
+
+#     # ValueError if only a subset of keys are present
+#     store["zarr.json"] = {"zarr_format": "https://purl.org/zarr/spec/protocol/core/3.0"}
+#     with pytest.raises(ValueError):
+#         _get_hierarchy_metadata(store)
+
+#     # ValueError if any unexpected keys are present
+#     extra_metadata = copy.copy(_default_entry_point_metadata_v3)
+#     extra_metadata["extra_key"] = "value"
+#     store["zarr.json"] = extra_metadata
+#     with pytest.raises(ValueError):
+#         _get_hierarchy_metadata(store)
+
+
+# def test_top_level_imports():
+#     for store_name in [
+#         "ABSStoreV3",
+#         "DBMStoreV3",
+#         "KVStoreV3",
+#         "DirectoryStoreV3",
+#         "LMDBStoreV3",
+#         "LRUStoreCacheV3",
+#         "MemoryStoreV3",
+#         "MongoDBStoreV3",
+#         "RedisStoreV3",
+#         "SQLiteStoreV3",
+#         "ZipStoreV3",
+#     ]:
+#         if v3_api_available:
+#             assert hasattr(zarr, store_name)  # pragma: no cover
+#         else:
+#             assert not hasattr(zarr, store_name)  # pragma: no cover
+
+
+# def _get_public_and_dunder_methods(some_class):
+#     return set(
+#         name
+#         for name, _ in inspect.getmembers(some_class, predicate=inspect.isfunction)
+#         if not name.startswith("_") or name.startswith("__")
+#     )
+
+
+# def test_storage_transformer_interface():
+#     store_v3_methods = _get_public_and_dunder_methods(StoreV3)
+#     store_v3_methods.discard("__init__")
+#     # Note, getitems() isn't mandatory when get_partial_values() is available
+#     store_v3_methods.discard("getitems")
+#     storage_transformer_methods = _get_public_and_dunder_methods(StorageTransformer)
+#     storage_transformer_methods.discard("__init__")
+#     storage_transformer_methods.discard("get_config")
+#     assert storage_transformer_methods == store_v3_methods
+
+
+class TestMemoryStore(StoreTests):
+    store_cls = MemoryStore
+
+
+class TestLocalStore(StoreTests):
+    store_cls = LocalStore
+
+    @pytest.fixture(scope="function")
+    @pytest.mark.parametrize("auto_mkdir", (True, False))
+    def store(self, tmpdir) -> LocalStore:
+        return self.store_cls(str(tmpdir))

From 67b07fbc8653bfaa3a6feb7878d056b415cd6732 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 15 May 2024 16:54:44 +0100
Subject: [PATCH 0530/1078] Add more typing to zarr.group (#1870)

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/group.py | 60 +++++++++++++++++++++++------------------------
 1 file changed, 30 insertions(+), 30 deletions(-)

diff --git a/src/zarr/group.py b/src/zarr/group.py
index cce53d0a98..f8d57e3fba 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -1,5 +1,5 @@
 from __future__ import annotations
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Iterator
 from dataclasses import asdict, dataclass, field, replace
 
 import asyncio
@@ -256,7 +256,7 @@ async def _save_metadata(self) -> None:
         await asyncio.gather(*awaitables)
 
     @property
-    def attrs(self):
+    def attrs(self) -> dict[str, Any]:
         return self.metadata.attributes
 
     @property
@@ -301,7 +301,7 @@ async def create_array(
             zarr_format=self.metadata.zarr_format,
         )
 
-    async def update_attributes(self, new_attributes: dict[str, Any]):
+    async def update_attributes(self, new_attributes: dict[str, Any]) -> "AsyncGroup":
         # metadata.attributes is "frozen" so we simply clear and update the dict
         self.metadata.attributes.clear()
         self.metadata.attributes.update(new_attributes)
@@ -319,7 +319,7 @@ async def update_attributes(self, new_attributes: dict[str, Any]):
 
         return self
 
-    def __repr__(self):
+    def __repr__(self) -> str:
         return f"<AsyncGroup {self.store_path}>"
 
     async def nmembers(self) -> int:
@@ -394,31 +394,31 @@ async def arrays(self) -> AsyncGenerator[AsyncArray, None]:
             if isinstance(value, AsyncArray):
                 yield value
 
-    async def tree(self, expand=False, level=None) -> Any:
+    async def tree(self, expand: bool = False, level: int | None = None) -> Any:
         raise NotImplementedError
 
-    async def empty(self, **kwargs) -> AsyncArray:
+    async def empty(self, **kwargs: Any) -> AsyncArray:
         raise NotImplementedError
 
-    async def zeros(self, **kwargs) -> AsyncArray:
+    async def zeros(self, **kwargs: Any) -> AsyncArray:
         raise NotImplementedError
 
-    async def ones(self, **kwargs) -> AsyncArray:
+    async def ones(self, **kwargs: Any) -> AsyncArray:
         raise NotImplementedError
 
-    async def full(self, **kwargs) -> AsyncArray:
+    async def full(self, **kwargs: Any) -> AsyncArray:
         raise NotImplementedError
 
-    async def empty_like(self, prototype: AsyncArray, **kwargs) -> AsyncArray:
+    async def empty_like(self, prototype: AsyncArray, **kwargs: Any) -> AsyncArray:
         raise NotImplementedError
 
-    async def zeros_like(self, prototype: AsyncArray, **kwargs) -> AsyncArray:
+    async def zeros_like(self, prototype: AsyncArray, **kwargs: Any) -> AsyncArray:
         raise NotImplementedError
 
-    async def ones_like(self, prototype: AsyncArray, **kwargs) -> AsyncArray:
+    async def ones_like(self, prototype: AsyncArray, **kwargs: Any) -> AsyncArray:
         raise NotImplementedError
 
-    async def full_like(self, prototype: AsyncArray, **kwargs) -> AsyncArray:
+    async def full_like(self, prototype: AsyncArray, **kwargs: Any) -> AsyncArray:
         raise NotImplementedError
 
     async def move(self, source: str, dest: str) -> None:
@@ -462,16 +462,16 @@ def __getitem__(self, path: str) -> Array | Group:
         else:
             return Group(obj)
 
-    def __delitem__(self, key) -> None:
+    def __delitem__(self, key: str) -> None:
         self._sync(self._async_group.delitem(key))
 
-    def __iter__(self):
+    def __iter__(self) -> Iterator[str]:
         raise NotImplementedError
 
-    def __len__(self):
+    def __len__(self) -> int:
         raise NotImplementedError
 
-    def __setitem__(self, key, value):
+    def __setitem__(self, key: str, value: Any) -> None:
         """__setitem__ is not supported in v3"""
         raise NotImplementedError
 
@@ -502,7 +502,7 @@ def attrs(self) -> Attributes:
     def info(self):
         return self._async_group.info
 
-    def update_attributes(self, new_attributes: dict[str, Any]):
+    def update_attributes(self, new_attributes: dict[str, Any]) -> "Group":
         self._sync(self._async_group.update_attributes(new_attributes))
         return self
 
@@ -521,7 +521,7 @@ def members(self) -> tuple[tuple[str, Array | Group], ...]:
         result = tuple(map(lambda kv: (kv[0], _parse_async_node(kv[1])), _members))
         return result
 
-    def __contains__(self, member) -> bool:
+    def __contains__(self, member: str) -> bool:
         return self._sync(self._async_group.contains(member))
 
     def group_keys(self) -> tuple[str, ...]:
@@ -537,37 +537,37 @@ def array_keys(self) -> tuple[str, ...]:
     def arrays(self) -> tuple[Array, ...]:
         return tuple(Array(obj) for obj in self._sync_iter(self._async_group.arrays()))
 
-    def tree(self, expand=False, level=None) -> Any:
+    def tree(self, expand: bool = False, level: int | None = None) -> Any:
         return self._sync(self._async_group.tree(expand=expand, level=level))
 
-    def create_group(self, name: str, **kwargs) -> Group:
+    def create_group(self, name: str, **kwargs: Any) -> Group:
         return Group(self._sync(self._async_group.create_group(name, **kwargs)))
 
-    def create_array(self, name: str, **kwargs) -> Array:
+    def create_array(self, name: str, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.create_array(name, **kwargs)))
 
-    def empty(self, **kwargs) -> Array:
+    def empty(self, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.empty(**kwargs)))
 
-    def zeros(self, **kwargs) -> Array:
+    def zeros(self, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.zeros(**kwargs)))
 
-    def ones(self, **kwargs) -> Array:
+    def ones(self, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.ones(**kwargs)))
 
-    def full(self, **kwargs) -> Array:
+    def full(self, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.full(**kwargs)))
 
-    def empty_like(self, prototype: AsyncArray, **kwargs) -> Array:
+    def empty_like(self, prototype: AsyncArray, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.empty_like(prototype, **kwargs)))
 
-    def zeros_like(self, prototype: AsyncArray, **kwargs) -> Array:
+    def zeros_like(self, prototype: AsyncArray, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.zeros_like(prototype, **kwargs)))
 
-    def ones_like(self, prototype: AsyncArray, **kwargs) -> Array:
+    def ones_like(self, prototype: AsyncArray, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.ones_like(prototype, **kwargs)))
 
-    def full_like(self, prototype: AsyncArray, **kwargs) -> Array:
+    def full_like(self, prototype: AsyncArray, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.full_like(prototype, **kwargs)))
 
     def move(self, source: str, dest: str) -> None:

From ceee364157c21d759b89c572f5d416f4d7f682df Mon Sep 17 00:00:00 2001
From: "Mads R. B. Kristensen" <madsbk@gmail.com>
Date: Thu, 16 May 2024 11:49:52 +0200
Subject: [PATCH 0531/1078] [v3] First step to generalizes ndarray and bytes 
 (#1826)

* use Buffer

* use memoryview as the underlying memory

* use NDBuffer

* convert to Buffer for the v2 tests

* clean up

* spilling

* remove return_as_bytes_wrapper

* remove as_ndarray

* doc

* clean up

* as_buffer(): handle bytes like

* removed sync.py again

* separate Buffer and NNBuffer

* impl. NDBuffer.from_numpy_array()

* remove as_buffer()

* remove Buffer.as_numpy_array()

* impl. NDBuffer.as_buffer()

* reduce the use of as_numpy_array()

* impl. and use NDBuffer.all_equal

* as_numpy_array(): doc

* remove as_bytearray()

* impl. Buffer.from_numpy_array()

* NDArrayLike

* Factory.Create

* Factory.FromNumpy

* doc

* doc

* remove the buffer factories again

* NDBuffer.create(): take fill_value

* getitem and setitem now use factory

* doc

* test

* check_item_key_is_1d_contiguous

* Buffer.create_zero_length()

* Buffer.__add__(): use concat

* Buffer.as_ndarray_like

* Buffer.as_numpy_array

* crc32c: use as_numpy_array

* as_numpy_array_wrapper

* fix import

* use from __future__ import annotations

* doc and clean up

* doc

* Apply suggestions from code review

Co-authored-by: Norman Rzepka <code@normanrz.com>

* Buffer is now backed by ArrayLike

---------

Co-authored-by: Norman Rzepka <code@normanrz.com>
---
 src/zarr/abc/codec.py        |  32 +--
 src/zarr/abc/store.py        |  13 +-
 src/zarr/array.py            |  62 ++---
 src/zarr/array_v2.py         |  44 ++--
 src/zarr/buffer.py           | 448 +++++++++++++++++++++++++++++++++++
 src/zarr/codecs/blosc.py     |  22 +-
 src/zarr/codecs/bytes.py     |  28 +--
 src/zarr/codecs/crc32c_.py   |  24 +-
 src/zarr/codecs/gzip.py      |  15 +-
 src/zarr/codecs/pipeline.py  |  17 +-
 src/zarr/codecs/sharding.py  | 104 ++++----
 src/zarr/codecs/transpose.py |  10 +-
 src/zarr/codecs/zstd.py      |  15 +-
 src/zarr/group.py            |  28 ++-
 src/zarr/metadata.py         |   5 +-
 src/zarr/store/core.py       |   8 +-
 src/zarr/store/local.py      |  30 ++-
 src/zarr/store/memory.py     |  24 +-
 src/zarr/store/remote.py     |   6 +-
 src/zarr/testing/store.py    |  23 +-
 tests/v3/test_buffer.py      |  63 +++++
 tests/v3/test_codecs.py      |  14 +-
 tests/v3/test_group.py       |   5 +-
 23 files changed, 794 insertions(+), 246 deletions(-)
 create mode 100644 src/zarr/buffer.py
 create mode 100644 tests/v3/test_buffer.py

diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index 8897cced89..a91bd63c3b 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -3,16 +3,16 @@
 from abc import abstractmethod
 from typing import TYPE_CHECKING, Optional
 
-import numpy as np
 from zarr.abc.metadata import Metadata
 
+from zarr.buffer import Buffer, NDBuffer
 from zarr.common import ArraySpec
 from zarr.store import StorePath
 
 
 if TYPE_CHECKING:
     from typing_extensions import Self
-    from zarr.common import BytesLike, SliceSelection
+    from zarr.common import SliceSelection
     from zarr.metadata import ArrayMetadata
 
 
@@ -37,17 +37,17 @@ class ArrayArrayCodec(Codec):
     @abstractmethod
     async def decode(
         self,
-        chunk_array: np.ndarray,
+        chunk_array: NDBuffer,
         chunk_spec: ArraySpec,
-    ) -> np.ndarray:
+    ) -> NDBuffer:
         pass
 
     @abstractmethod
     async def encode(
         self,
-        chunk_array: np.ndarray,
+        chunk_array: NDBuffer,
         chunk_spec: ArraySpec,
-    ) -> Optional[np.ndarray]:
+    ) -> Optional[NDBuffer]:
         pass
 
 
@@ -55,17 +55,17 @@ class ArrayBytesCodec(Codec):
     @abstractmethod
     async def decode(
         self,
-        chunk_array: BytesLike,
+        chunk_array: Buffer,
         chunk_spec: ArraySpec,
-    ) -> np.ndarray:
+    ) -> NDBuffer:
         pass
 
     @abstractmethod
     async def encode(
         self,
-        chunk_array: np.ndarray,
+        chunk_array: NDBuffer,
         chunk_spec: ArraySpec,
-    ) -> Optional[BytesLike]:
+    ) -> Optional[Buffer]:
         pass
 
 
@@ -76,7 +76,7 @@ async def decode_partial(
         store_path: StorePath,
         selection: SliceSelection,
         chunk_spec: ArraySpec,
-    ) -> Optional[np.ndarray]:
+    ) -> Optional[NDBuffer]:
         pass
 
 
@@ -85,7 +85,7 @@ class ArrayBytesCodecPartialEncodeMixin:
     async def encode_partial(
         self,
         store_path: StorePath,
-        chunk_array: np.ndarray,
+        chunk_array: NDBuffer,
         selection: SliceSelection,
         chunk_spec: ArraySpec,
     ) -> None:
@@ -96,15 +96,15 @@ class BytesBytesCodec(Codec):
     @abstractmethod
     async def decode(
         self,
-        chunk_array: BytesLike,
+        chunk_array: Buffer,
         chunk_spec: ArraySpec,
-    ) -> BytesLike:
+    ) -> Buffer:
         pass
 
     @abstractmethod
     async def encode(
         self,
-        chunk_array: BytesLike,
+        chunk_array: Buffer,
         chunk_spec: ArraySpec,
-    ) -> Optional[BytesLike]:
+    ) -> Optional[Buffer]:
         pass
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 3d9550f733..914987cda7 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -3,12 +3,14 @@
 
 from typing import List, Tuple, Optional
 
+from zarr.buffer import Buffer
+
 
 class Store(ABC):
     @abstractmethod
     async def get(
         self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
-    ) -> Optional[bytes]:
+    ) -> Optional[Buffer]:
         """Retrieve the value associated with a given key.
 
         Parameters
@@ -18,14 +20,14 @@ async def get(
 
         Returns
         -------
-        bytes
+        Buffer
         """
         ...
 
     @abstractmethod
     async def get_partial_values(
         self, key_ranges: List[Tuple[str, Tuple[int, int]]]
-    ) -> List[Optional[bytes]]:
+    ) -> List[Optional[Buffer]]:
         """Retrieve possibly partial values from given key_ranges.
 
         Parameters
@@ -35,8 +37,7 @@ async def get_partial_values(
 
         Returns
         -------
-        list[bytes]
-            list of values, in the order of the key_ranges, may contain null/none for missing keys
+        list of values, in the order of the key_ranges, may contain null/none for missing keys
         """
         ...
 
@@ -61,7 +62,7 @@ def supports_writes(self) -> bool:
         ...
 
     @abstractmethod
-    async def set(self, key: str, value: bytes) -> None:
+    async def set(self, key: str, value: Buffer) -> None:
         """Store a (key, value) pair.
 
         Parameters
diff --git a/src/zarr/array.py b/src/zarr/array.py
index a594b3dd11..1567c9bbe5 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -20,6 +20,7 @@
 
 
 # from zarr.array_v2 import ArrayV2
+from zarr.buffer import Buffer, Factory, NDArrayLike, NDBuffer
 from zarr.codecs import BytesCodec
 from zarr.codecs.pipeline import CodecPipeline
 from zarr.common import (
@@ -147,7 +148,7 @@ async def open(
         assert zarr_json_bytes is not None
         return cls.from_dict(
             store_path,
-            json.loads(zarr_json_bytes),
+            json.loads(zarr_json_bytes.to_bytes()),
         )
 
     @classmethod
@@ -160,7 +161,7 @@ async def open_auto(
         if v3_metadata_bytes is not None:
             return cls.from_dict(
                 store_path,
-                json.loads(v3_metadata_bytes),
+                json.loads(v3_metadata_bytes.to_bytes()),
             )
         else:
             raise ValueError("no v2 support yet")
@@ -186,7 +187,9 @@ def dtype(self) -> np.dtype[Any]:
     def attrs(self) -> dict[str, Any]:
         return self.metadata.attributes
 
-    async def getitem(self, selection: Selection) -> npt.NDArray[Any]:
+    async def getitem(
+        self, selection: Selection, *, factory: Factory.Create = NDBuffer.create
+    ) -> NDArrayLike:
         assert isinstance(self.metadata.chunk_grid, RegularChunkGrid)
         indexer = BasicIndexer(
             selection,
@@ -195,10 +198,8 @@ async def getitem(self, selection: Selection) -> npt.NDArray[Any]:
         )
 
         # setup output array
-        out = np.zeros(
-            indexer.shape,
-            dtype=self.metadata.dtype,
-            order=self.order,
+        out = factory(
+            shape=indexer.shape, dtype=self.metadata.dtype, order=self.order, fill_value=0
         )
 
         # reading chunks and decoding them
@@ -210,21 +211,17 @@ async def getitem(self, selection: Selection) -> npt.NDArray[Any]:
             self._read_chunk,
             config.get("async.concurrency"),
         )
-
-        if out.shape:
-            return out
-        else:
-            return out[()]
+        return out.as_ndarray_like()
 
     async def _save_metadata(self) -> None:
-        await (self.store_path / ZARR_JSON).set(self.metadata.to_bytes())
+        await (self.store_path / ZARR_JSON).set(Buffer.from_bytes(self.metadata.to_bytes()))
 
     async def _read_chunk(
         self,
         chunk_coords: ChunkCoords,
         chunk_selection: SliceSelection,
         out_selection: SliceSelection,
-        out: npt.NDArray[Any],
+        out: NDBuffer,
     ) -> None:
         chunk_spec = self.metadata.get_chunk_spec(chunk_coords, self.order)
         chunk_key_encoding = self.metadata.chunk_key_encoding
@@ -246,7 +243,12 @@ async def _read_chunk(
             else:
                 out[out_selection] = self.metadata.fill_value
 
-    async def setitem(self, selection: Selection, value: npt.NDArray[Any]) -> None:
+    async def setitem(
+        self,
+        selection: Selection,
+        value: NDArrayLike,
+        factory: Factory.NDArrayLike = NDBuffer.from_ndarray_like,
+    ) -> None:
         assert isinstance(self.metadata.chunk_grid, RegularChunkGrid)
         chunk_shape = self.metadata.chunk_grid.chunk_shape
         indexer = BasicIndexer(
@@ -259,8 +261,7 @@ async def setitem(self, selection: Selection, value: npt.NDArray[Any]) -> None:
 
         # check value shape
         if np.isscalar(value):
-            # setting a scalar value
-            pass
+            value = np.asanyarray(value)
         else:
             if not hasattr(value, "shape"):
                 value = np.asarray(value, self.metadata.dtype)
@@ -268,6 +269,11 @@ async def setitem(self, selection: Selection, value: npt.NDArray[Any]) -> None:
             if value.dtype.name != self.metadata.dtype.name:
                 value = value.astype(self.metadata.dtype, order="A")
 
+        # We accept any ndarray like object from the user and convert it
+        # to a NDBuffer (or subclass). From this point onwards, we only pass
+        # Buffer and NDBuffer between components.
+        value = factory(value)
+
         # merging with existing data and encoding chunks
         await concurrent_map(
             [
@@ -286,7 +292,7 @@ async def setitem(self, selection: Selection, value: npt.NDArray[Any]) -> None:
 
     async def _write_chunk(
         self,
-        value: npt.NDArray[Any],
+        value: NDBuffer,
         chunk_shape: ChunkCoords,
         chunk_coords: ChunkCoords,
         chunk_selection: SliceSelection,
@@ -300,11 +306,9 @@ async def _write_chunk(
         if is_total_slice(chunk_selection, chunk_shape):
             # write entire chunks
             if np.isscalar(value):
-                chunk_array = np.empty(
-                    chunk_shape,
-                    dtype=self.metadata.dtype,
+                chunk_array = NDBuffer.create(
+                    shape=chunk_shape, dtype=self.metadata.dtype, fill_value=value
                 )
-                chunk_array.fill(value)
             else:
                 chunk_array = value[out_selection]
             await self._write_chunk_to_store(store_path, chunk_array, chunk_spec)
@@ -324,11 +328,11 @@ async def _write_chunk(
 
             # merge new value
             if chunk_bytes is None:
-                chunk_array = np.empty(
-                    chunk_shape,
+                chunk_array = NDBuffer.create(
+                    shape=chunk_shape,
                     dtype=self.metadata.dtype,
+                    fill_value=self.metadata.fill_value,
                 )
-                chunk_array.fill(self.metadata.fill_value)
             else:
                 chunk_array = (
                     await self.codecs.decode(chunk_bytes, chunk_spec)
@@ -338,9 +342,9 @@ async def _write_chunk(
             await self._write_chunk_to_store(store_path, chunk_array, chunk_spec)
 
     async def _write_chunk_to_store(
-        self, store_path: StorePath, chunk_array: npt.NDArray[Any], chunk_spec: ArraySpec
+        self, store_path: StorePath, chunk_array: NDBuffer, chunk_spec: ArraySpec
     ) -> None:
-        if np.all(chunk_array == self.metadata.fill_value):
+        if chunk_array.all_equal(self.metadata.fill_value):
             # chunks that only contain fill_value will be removed
             await store_path.delete()
         else:
@@ -379,14 +383,14 @@ async def _delete_key(key: str) -> None:
         )
 
         # Write new metadata
-        await (self.store_path / ZARR_JSON).set(new_metadata.to_bytes())
+        await (self.store_path / ZARR_JSON).set(Buffer.from_bytes(new_metadata.to_bytes()))
         return replace(self, metadata=new_metadata)
 
     async def update_attributes(self, new_attributes: Dict[str, Any]) -> AsyncArray:
         new_metadata = replace(self.metadata, attributes=new_attributes)
 
         # Write new metadata
-        await (self.store_path / ZARR_JSON).set(new_metadata.to_bytes())
+        await (self.store_path / ZARR_JSON).set(Buffer.from_bytes(new_metadata.to_bytes()))
         return replace(self, metadata=new_metadata)
 
     def __repr__(self) -> str:
diff --git a/src/zarr/array_v2.py b/src/zarr/array_v2.py
index 18251e7db7..053d58eb1a 100644
--- a/src/zarr/array_v2.py
+++ b/src/zarr/array_v2.py
@@ -10,6 +10,7 @@
 
 from numcodecs.compat import ensure_bytes, ensure_ndarray
 
+from zarr.buffer import Buffer, NDBuffer
 from zarr.common import (
     ZARRAY_JSON,
     ZATTRS_JSON,
@@ -29,6 +30,13 @@
     from zarr.array import Array
 
 
+def as_bytearray(data: Optional[Buffer]) -> Optional[bytes]:
+    """Help function to convert a Buffer into bytes if not None"""
+    if data is None:
+        return data
+    return data.to_bytes()
+
+
 @dataclass(frozen=True)
 class _AsyncArrayProxy:
     array: ArrayV2
@@ -144,8 +152,8 @@ async def open_async(
         assert zarray_bytes is not None
         return cls.from_dict(
             store_path,
-            zarray_json=json.loads(zarray_bytes),
-            zattrs_json=json.loads(zattrs_bytes) if zattrs_bytes is not None else None,
+            zarray_json=json.loads(zarray_bytes.to_bytes()),
+            zattrs_json=json.loads(zattrs_bytes.to_bytes()) if zattrs_bytes is not None else None,
         )
 
     @classmethod
@@ -179,7 +187,7 @@ async def _save_metadata(self) -> None:
         await (self.store_path / ZARRAY_JSON).set(self.metadata.to_bytes())
         if self.attributes is not None and len(self.attributes) > 0:
             await (self.store_path / ZATTRS_JSON).set(
-                json.dumps(self.attributes).encode(),
+                Buffer.from_bytes(json.dumps(self.attributes).encode()),
             )
         else:
             await (self.store_path / ZATTRS_JSON).delete()
@@ -216,10 +224,8 @@ async def get_async(self, selection: Selection):
         )
 
         # setup output array
-        out = np.zeros(
-            indexer.shape,
-            dtype=self.metadata.dtype,
-            order=self.metadata.order,
+        out = NDBuffer.create(
+            shape=indexer.shape, dtype=self.metadata.dtype, order=self.metadata.order, fill_value=0
         )
 
         # reading chunks and decoding them
@@ -245,7 +251,7 @@ async def _read_chunk(
     ):
         store_path = self.store_path / self._encode_chunk_key(chunk_coords)
 
-        chunk_array = await self._decode_chunk(await store_path.get())
+        chunk_array = await self._decode_chunk(as_bytearray(await store_path.get()))
         if chunk_array is not None:
             tmp = chunk_array[chunk_selection]
             out[out_selection] = tmp
@@ -333,12 +339,12 @@ async def _write_chunk(
         if is_total_slice(chunk_selection, chunk_shape):
             # write entire chunks
             if np.isscalar(value):
-                chunk_array = np.empty(
-                    chunk_shape,
+                chunk_array = NDBuffer.create(
+                    shape=chunk_shape,
                     dtype=self.metadata.dtype,
                     order=self.metadata.order,
+                    fill_value=value,
                 )
-                chunk_array.fill(value)
             else:
                 chunk_array = value[out_selection]
             await self._write_chunk_to_store(store_path, chunk_array)
@@ -346,16 +352,16 @@ async def _write_chunk(
         else:
             # writing partial chunks
             # read chunk first
-            tmp = await self._decode_chunk(await store_path.get())
+            tmp = await self._decode_chunk(as_bytearray(await store_path.get()))
 
             # merge new value
             if tmp is None:
-                chunk_array = np.empty(
-                    chunk_shape,
+                chunk_array = NDBuffer.create(
+                    shape=chunk_shape,
                     dtype=self.metadata.dtype,
                     order=self.metadata.order,
+                    fill_value=self.metadata.fill_value,
                 )
-                chunk_array.fill(self.metadata.fill_value)
             else:
                 chunk_array = tmp.copy(
                     order=self.metadata.order,
@@ -374,7 +380,7 @@ async def _write_chunk_to_store(self, store_path: StorePath, chunk_array: np.nda
             if chunk_bytes is None:
                 await store_path.delete()
             else:
-                await store_path.set(chunk_bytes)
+                await store_path.set(Buffer.from_bytes(chunk_bytes))
 
     async def _encode_chunk(self, chunk_array: np.ndarray) -> Optional[BytesLike]:
         chunk_array = chunk_array.ravel(order=self.metadata.order)
@@ -493,7 +499,7 @@ async def convert_to_v3_async(self) -> Array:
         )
 
         new_metadata_bytes = new_metadata.to_bytes()
-        await (self.store_path / ZARR_JSON).set(new_metadata_bytes)
+        await (self.store_path / ZARR_JSON).set(Buffer.from_bytes(new_metadata_bytes))
 
         return Array.from_dict(
             store_path=self.store_path,
@@ -501,7 +507,9 @@ async def convert_to_v3_async(self) -> Array:
         )
 
     async def update_attributes_async(self, new_attributes: Dict[str, Any]) -> ArrayV2:
-        await (self.store_path / ZATTRS_JSON).set(json.dumps(new_attributes).encode())
+        await (self.store_path / ZATTRS_JSON).set(
+            Buffer.from_bytes(json.dumps(new_attributes).encode())
+        )
         return replace(self, attributes=new_attributes)
 
     def update_attributes(self, new_attributes: Dict[str, Any]) -> ArrayV2:
diff --git a/src/zarr/buffer.py b/src/zarr/buffer.py
new file mode 100644
index 0000000000..a633cc09ec
--- /dev/null
+++ b/src/zarr/buffer.py
@@ -0,0 +1,448 @@
+from __future__ import annotations
+
+import sys
+from typing import (
+    TYPE_CHECKING,
+    Any,
+    Callable,
+    Iterable,
+    Literal,
+    Optional,
+    Protocol,
+    Tuple,
+    TypeAlias,
+)
+
+import numpy as np
+
+if TYPE_CHECKING:
+    from typing_extensions import Self
+    from zarr.codecs.bytes import Endian
+    from zarr.common import BytesLike
+
+# TODO: create a protocol for the attributes we need, for now we alias Numpy's ndarray
+#       both for the array-like and ndarray-like
+ArrayLike: TypeAlias = np.ndarray
+NDArrayLike: TypeAlias = np.ndarray
+
+
+def check_item_key_is_1d_contiguous(key: Any) -> None:
+    """Raises error if `key` isn't a 1d contiguous slice"""
+    if not isinstance(key, slice):
+        raise TypeError(
+            f"Item key has incorrect type (expected slice, got {key.__class__.__name__})"
+        )
+    if not (key.step is None or key.step == 1):
+        raise ValueError("slice must be contiguous")
+
+
+class Factory:
+    class Create(Protocol):
+        def __call__(
+            self,
+            *,
+            shape: Iterable[int],
+            dtype: np.DTypeLike,
+            order: Literal["C", "F"],
+            fill_value: Optional[Any],
+        ) -> NDBuffer:
+            """Factory function to create a new NDBuffer (or subclass)
+
+            Callables implementing the `Factory.Create` protocol must create a new
+            instance of NDBuffer (or subclass) given the following parameters.
+
+            Parameters
+            ----------
+            shape
+                The shape of the new buffer
+            dtype
+                The datatype of each element in the new buffer
+            order
+                Whether to store multi-dimensional data in row-major (C-style) or
+                column-major (Fortran-style) order in memory.
+            fill_value
+                If not None, fill the new buffer with a scalar value.
+
+            Return
+            ------
+                A new NDBuffer or subclass instance
+            """
+
+    class NDArrayLike(Protocol):
+        def __call__(self, ndarray_like: NDArrayLike) -> NDBuffer:
+            """Factory function to coerce an array into a NDBuffer (or subclass)
+
+            Callables implementing the `Factory.NDArrayLike` protocol must return
+            an instance of NDBuffer (or subclass) given an ndarray-like object.
+
+            Parameters
+            ----------
+            ndarray_like
+                ndarray-like object
+
+            Return
+            ------
+                A NDBuffer or subclass instance that represents `ndarray_like`
+            """
+
+
+class Buffer:
+    """A flat contiguous memory block
+
+    We use Buffer throughout Zarr to represent a contiguous block of memory.
+
+    A Buffer is backed by a underlying array-like instance that represents
+    the memory. The memory type is unspecified; can be regular host memory,
+    CUDA device memory, or something else. The only requirement is that the
+    array-like instance can be copied/converted to a regular Numpy array
+    (host memory).
+
+    Note
+    ----
+    This buffer is untyped, so all indexing and sizes are in bytes.
+
+    Parameters
+    ----------
+    array_like
+        array-like object that must be 1-dim, contiguous, and byte dtype.
+    """
+
+    def __init__(self, array_like: ArrayLike):
+        if array_like.ndim != 1:
+            raise ValueError("array_like: only 1-dim allowed")
+        if array_like.dtype != np.dtype("b"):
+            raise ValueError("array_like: only byte dtype allowed")
+        self._data = array_like
+
+    @classmethod
+    def create_zero_length(cls) -> Self:
+        """Create an empty buffer with length zero
+
+        Return
+        ------
+            New empty 0-length buffer
+        """
+        return cls(np.array([], dtype="b"))
+
+    @classmethod
+    def from_array_like(cls, array_like: NDArrayLike) -> Self:
+        """Create a new buffer of a array-like object
+
+        Parameters
+        ----------
+        array_like
+            array-like object that must be 1-dim, contiguous, and byte dtype.
+
+        Return
+        ------
+            New buffer representing `array_like`
+        """
+        return cls(array_like)
+
+    @classmethod
+    def from_bytes(cls, bytes_like: BytesLike) -> Self:
+        """Create a new buffer of a bytes-like object (host memory)
+
+        Parameters
+        ----------
+        bytes_like
+           bytes-like object
+
+        Return
+        ------
+            New buffer representing `bytes_like`
+        """
+        return cls.from_array_like(np.frombuffer(bytes_like, dtype="b"))
+
+    def as_array_like(self) -> NDArrayLike:
+        """Return the underlying array (host or device memory) of this buffer
+
+        This will never copy data.
+
+        Return
+        ------
+            The underlying 1d array such as a NumPy or CuPy array.
+        """
+        return self._data
+
+    def as_nd_buffer(self, *, dtype: np.DTypeLike) -> NDBuffer:
+        """Create a new NDBuffer from this one.
+
+        This will never copy data.
+
+        Parameters
+        ----------
+        dtype
+           The datatype of the returned buffer (reinterpretation of the bytes)
+
+        Return
+        ------
+            New NDbuffer representing `self.as_array_like()`
+        """
+        return NDBuffer.from_ndarray_like(self._data.view(dtype=dtype))
+
+    def as_numpy_array(self) -> np.ndarray:
+        """Return the buffer as a NumPy array (host memory).
+
+        Warning
+        -------
+        Might have to copy data, consider using `.as_array_like()` instead.
+
+        Return
+        ------
+            NumPy array of this buffer (might be a data copy)
+        """
+        return np.asanyarray(self._data)
+
+    def to_bytes(self) -> bytes:
+        """Return the buffer as `bytes` (host memory).
+
+        Warning
+        -------
+        Will always copy data, only use this method for small buffers such as metadata
+        buffers. If possible, use `.as_numpy_array()` or `.as_array_like()` instead.
+
+        Return
+        ------
+            `bytes` of this buffer (data copy)
+        """
+        return bytes(self.as_numpy_array())
+
+    def __getitem__(self, key: slice) -> Self:
+        check_item_key_is_1d_contiguous(key)
+        return self.__class__(self._data.__getitem__(key))
+
+    def __setitem__(self, key: slice, value: Any) -> None:
+        check_item_key_is_1d_contiguous(key)
+        self._data.__setitem__(key, value)
+
+    def __len__(self) -> int:
+        return self._data.size
+
+    def __add__(self, other: Buffer) -> Self:
+        """Concatenate two buffers"""
+
+        other_array = other.as_array_like()
+        assert other_array.dtype == np.dtype("b")
+        return self.__class__(np.concatenate((self._data, other_array)))
+
+    def __eq__(self, other: Any) -> bool:
+        if isinstance(other, (bytes, bytearray)):
+            # Many of the tests compares `Buffer` with `bytes` so we
+            # convert the bytes to a Buffer and try again
+            return self == self.from_bytes(other)
+        if isinstance(other, Buffer):
+            return (self._data == other.as_array_like()).all()
+        raise ValueError(
+            f"equal operator not supported between {self.__class__} and {other.__class__}"
+        )
+
+
+class NDBuffer:
+    """A n-dimensional memory block
+
+    We use NDBuffer throughout Zarr to represent a n-dimensional memory block.
+
+    A NDBuffer is backed by a underlying ndarray-like instance that represents
+    the memory. The memory type is unspecified; can be regular host memory,
+    CUDA device memory, or something else. The only requirement is that the
+    ndarray-like instance can be copied/converted to a regular Numpy array
+    (host memory).
+
+    Note
+    ----
+    The two buffer classes Buffer and NDBuffer are very similar. In fact, Buffer
+    is a special case of NDBuffer where dim=1, stride=1, and dtype="b". However,
+    in order to use Python's type system to differentiate between the contiguous
+    Buffer and the n-dim (non-contiguous) NDBuffer, we keep the definition of the
+    two classes separate.
+
+    Parameters
+    ----------
+    ndarray_like
+        ndarray-like object that is convertible to a regular Numpy array.
+    """
+
+    def __init__(self, array: NDArrayLike):
+        assert array.ndim > 0
+        assert array.dtype != object
+        self._data = array
+
+    @classmethod
+    def create(
+        cls,
+        *,
+        shape: Iterable[int],
+        dtype: np.DTypeLike,
+        order: Literal["C", "F"] = "C",
+        fill_value: Optional[Any] = None,
+    ) -> Self:
+        """Create a new buffer and its underlying ndarray-like object
+
+        Parameters
+        ----------
+        shape
+            The shape of the buffer and its underlying ndarray-like object
+        dtype
+            The datatype of the buffer and its underlying ndarray-like object
+        order
+            Whether to store multi-dimensional data in row-major (C-style) or
+            column-major (Fortran-style) order in memory.
+        fill_value
+            If not None, fill the new buffer with a scalar value.
+
+        Return
+        ------
+            New buffer representing a new ndarray_like object
+
+        Developer Notes
+        ---------------
+        A subclass can overwrite this method to create a ndarray-like object
+        other then the default Numpy array.
+        """
+        ret = cls(np.empty(shape=shape, dtype=dtype, order=order))
+        if fill_value is not None:
+            ret.fill(fill_value)
+        return ret
+
+    @classmethod
+    def from_ndarray_like(cls, ndarray_like: NDArrayLike) -> Self:
+        """Create a new buffer of a ndarray-like object
+
+        Parameters
+        ----------
+        ndarray_like
+            ndarray-like object
+
+        Return
+        ------
+            New buffer representing `ndarray_like`
+        """
+        return cls(ndarray_like)
+
+    @classmethod
+    def from_numpy_array(cls, array_like: np.ArrayLike) -> Self:
+        """Create a new buffer of Numpy array-like object
+
+        Parameters
+        ----------
+        array_like
+            Object that can be coerced into a Numpy array
+
+        Return
+        ------
+            New buffer representing `array_like`
+        """
+        return cls.from_ndarray_like(np.asanyarray(array_like))
+
+    def as_ndarray_like(self) -> NDArrayLike:
+        """Return the underlying array (host or device memory) of this buffer
+
+        This will never copy data.
+
+        Return
+        ------
+            The underlying array such as a NumPy or CuPy array.
+        """
+        return self._data
+
+    def as_buffer(self) -> Buffer:
+        """Create a new Buffer from this one.
+
+        Warning
+        -------
+        Copies data if the buffer is non-contiguous.
+
+        Return
+        ------
+            The new buffer (might be data copy)
+        """
+        data = self._data
+        if not self._data.flags.contiguous:
+            data = np.ascontiguousarray(self._data)
+        return Buffer(data.reshape(-1).view(dtype="b"))  # Flatten the array without copy
+
+    def as_numpy_array(self) -> np.ndarray:
+        """Return the buffer as a NumPy array (host memory).
+
+        Warning
+        -------
+        Might have to copy data, consider using `.as_ndarray_like()` instead.
+
+        Return
+        ------
+            NumPy array of this buffer (might be a data copy)
+        """
+        return np.asanyarray(self._data)
+
+    @property
+    def dtype(self) -> np.dtype[Any]:
+        return self._data.dtype
+
+    @property
+    def shape(self) -> Tuple[int, ...]:
+        return self._data.shape
+
+    @property
+    def byteorder(self) -> Endian:
+        from zarr.codecs.bytes import Endian
+
+        if self.dtype.byteorder == "<":
+            return Endian.little
+        elif self.dtype.byteorder == ">":
+            return Endian.big
+        else:
+            return Endian(sys.byteorder)
+
+    def reshape(self, newshape: Iterable[int]) -> Self:
+        return self.__class__(self._data.reshape(newshape))
+
+    def astype(self, dtype: np.DTypeLike, order: Literal["K", "A", "C", "F"] = "K") -> Self:
+        return self.__class__(self._data.astype(dtype=dtype, order=order))
+
+    def __getitem__(self, key: Any) -> Self:
+        return self.__class__(np.asanyarray(self._data.__getitem__(key)))
+
+    def __setitem__(self, key: Any, value: Any) -> None:
+        if isinstance(value, NDBuffer):
+            value = value._data
+        self._data.__setitem__(key, value)
+
+    def __len__(self) -> int:
+        return self._data.__len__()
+
+    def all_equal(self, other: Any) -> bool:
+        return bool((self._data == other).all())
+
+    def fill(self, value: Any) -> None:
+        self._data.fill(value)
+
+    def copy(self) -> Self:
+        return self.__class__(self._data.copy())
+
+    def transpose(self, *axes: np.SupportsIndex) -> Self:
+        return self.__class__(self._data.transpose(*axes))
+
+
+def as_numpy_array_wrapper(func: Callable[[np.ndarray], bytes], buf: Buffer) -> Buffer:
+    """Converts the input of `func` to a numpy array and the output back to `Buffer`.
+
+    This function is useful when calling a `func` that only support host memory such
+    as `GZip.decode` and `Blosc.decode`. In this case, use this wrapper to convert
+    the input `buf` to a Numpy array and convert the result back into a `Buffer`.
+
+    Parameters
+    ----------
+    func
+        The callable that will be called with the converted `buf` as input.
+        `func` must return bytes, which will be converted into a `Buffer`
+        before returned.
+    buf
+        The buffer that will be converted to a Numpy array before given as
+        input to `func`.
+
+    Return
+    ------
+        The result of `func` converted to a `Buffer`
+    """
+    return Buffer.from_bytes(func(buf.as_numpy_array()))
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index 5ee2b7640d..7e94575f9a 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -6,17 +6,17 @@
 from typing import TYPE_CHECKING, Union
 
 import numcodecs
-import numpy as np
 from numcodecs.blosc import Blosc
 
 from zarr.abc.codec import BytesBytesCodec
+from zarr.buffer import Buffer, as_numpy_array_wrapper
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_enum, parse_named_configuration, to_thread
 
 if TYPE_CHECKING:
     from typing import Dict, Optional
     from typing_extensions import Self
-    from zarr.common import JSON, ArraySpec, BytesLike
+    from zarr.common import JSON, ArraySpec
 
 
 class BloscShuffle(Enum):
@@ -160,18 +160,22 @@ def _blosc_codec(self) -> Blosc:
 
     async def decode(
         self,
-        chunk_bytes: bytes,
+        chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
-    ) -> BytesLike:
-        return await to_thread(self._blosc_codec.decode, chunk_bytes)
+    ) -> Buffer:
+        return await to_thread(as_numpy_array_wrapper, self._blosc_codec.decode, chunk_bytes)
 
     async def encode(
         self,
-        chunk_bytes: bytes,
+        chunk_bytes: Buffer,
         chunk_spec: ArraySpec,
-    ) -> Optional[BytesLike]:
-        chunk_array = np.frombuffer(chunk_bytes, dtype=chunk_spec.dtype)
-        return await to_thread(self._blosc_codec.encode, chunk_array)
+    ) -> Optional[Buffer]:
+        # Since blosc only takes bytes, we convert the input and output of the encoding
+        # between bytes and Buffer
+        return await to_thread(
+            lambda chunk: Buffer.from_bytes(self._blosc_codec.encode(chunk.as_array_like())),
+            chunk_bytes,
+        )
 
     def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         raise NotImplementedError
diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index 566b3a8df9..d6a626e160 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -8,11 +8,12 @@
 import numpy as np
 
 from zarr.abc.codec import ArrayBytesCodec
+from zarr.buffer import Buffer, NDBuffer
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_enum, parse_named_configuration
 
 if TYPE_CHECKING:
-    from zarr.common import JSON, ArraySpec, BytesLike
+    from zarr.common import JSON, ArraySpec
     from typing_extensions import Self
 
 
@@ -59,19 +60,12 @@ def evolve(self, array_spec: ArraySpec) -> Self:
             )
         return self
 
-    def _get_byteorder(self, array: np.ndarray) -> Endian:
-        if array.dtype.byteorder == "<":
-            return Endian.little
-        elif array.dtype.byteorder == ">":
-            return Endian.big
-        else:
-            return default_system_endian
-
     async def decode(
         self,
-        chunk_bytes: BytesLike,
+        chunk_bytes: Buffer,
         chunk_spec: ArraySpec,
-    ) -> np.ndarray:
+    ) -> NDBuffer:
+        assert isinstance(chunk_bytes, Buffer)
         if chunk_spec.dtype.itemsize > 0:
             if self.endian == Endian.little:
                 prefix = "<"
@@ -80,7 +74,7 @@ async def decode(
             dtype = np.dtype(f"{prefix}{chunk_spec.dtype.str[1:]}")
         else:
             dtype = np.dtype(f"|{chunk_spec.dtype.str[1:]}")
-        chunk_array = np.frombuffer(chunk_bytes, dtype)
+        chunk_array = chunk_bytes.as_nd_buffer(dtype=dtype)
 
         # ensure correct chunk shape
         if chunk_array.shape != chunk_spec.shape:
@@ -91,15 +85,15 @@ async def decode(
 
     async def encode(
         self,
-        chunk_array: np.ndarray,
+        chunk_array: NDBuffer,
         _chunk_spec: ArraySpec,
-    ) -> Optional[BytesLike]:
+    ) -> Optional[Buffer]:
+        assert isinstance(chunk_array, NDBuffer)
         if chunk_array.dtype.itemsize > 1:
-            byteorder = self._get_byteorder(chunk_array)
-            if self.endian is not None and self.endian != byteorder:
+            if self.endian is not None and self.endian != chunk_array.byteorder:
                 new_dtype = chunk_array.dtype.newbyteorder(self.endian.name)
                 chunk_array = chunk_array.astype(new_dtype)
-        return chunk_array.tobytes()
+        return chunk_array.as_buffer()
 
     def compute_encoded_size(self, input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         return input_byte_length
diff --git a/src/zarr/codecs/crc32c_.py b/src/zarr/codecs/crc32c_.py
index dd61b3425e..1daf512e43 100644
--- a/src/zarr/codecs/crc32c_.py
+++ b/src/zarr/codecs/crc32c_.py
@@ -8,13 +8,14 @@
 from crc32c import crc32c
 
 from zarr.abc.codec import BytesBytesCodec
+from zarr.buffer import Buffer
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_named_configuration
 
 if TYPE_CHECKING:
     from typing import Dict, Optional
     from typing_extensions import Self
-    from zarr.common import JSON, BytesLike, ArraySpec
+    from zarr.common import JSON, ArraySpec
 
 
 @dataclass(frozen=True)
@@ -31,11 +32,12 @@ def to_dict(self) -> Dict[str, JSON]:
 
     async def decode(
         self,
-        chunk_bytes: bytes,
+        chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
-    ) -> BytesLike:
-        crc32_bytes = chunk_bytes[-4:]
-        inner_bytes = chunk_bytes[:-4]
+    ) -> Buffer:
+        data = chunk_bytes.as_numpy_array()
+        crc32_bytes = data[-4:]
+        inner_bytes = data[:-4]
 
         computed_checksum = np.uint32(crc32c(inner_bytes)).tobytes()
         stored_checksum = bytes(crc32_bytes)
@@ -44,14 +46,18 @@ async def decode(
                 "Stored and computed checksum do not match. "
                 + f"Stored: {stored_checksum!r}. Computed: {computed_checksum!r}."
             )
-        return inner_bytes
+        return Buffer.from_array_like(inner_bytes)
 
     async def encode(
         self,
-        chunk_bytes: bytes,
+        chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
-    ) -> Optional[BytesLike]:
-        return chunk_bytes + np.uint32(crc32c(chunk_bytes)).tobytes()
+    ) -> Optional[Buffer]:
+        data = chunk_bytes.as_numpy_array()
+        # Calculate the checksum and "cast" it to a numpy array
+        checksum = np.array([crc32c(data)], dtype=np.uint32)
+        # Append the checksum (as bytes) to the data
+        return Buffer.from_array_like(np.append(data, checksum.view("b")))
 
     def compute_encoded_size(self, input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         return input_byte_length + 4
diff --git a/src/zarr/codecs/gzip.py b/src/zarr/codecs/gzip.py
index 71dcaa6bb5..a8d7f815aa 100644
--- a/src/zarr/codecs/gzip.py
+++ b/src/zarr/codecs/gzip.py
@@ -5,13 +5,14 @@
 
 from numcodecs.gzip import GZip
 from zarr.abc.codec import BytesBytesCodec
+from zarr.buffer import Buffer, as_numpy_array_wrapper
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_named_configuration, to_thread
 
 if TYPE_CHECKING:
     from typing import Optional, Dict
     from typing_extensions import Self
-    from zarr.common import JSON, ArraySpec, BytesLike
+    from zarr.common import JSON, ArraySpec
 
 
 def parse_gzip_level(data: JSON) -> int:
@@ -45,17 +46,17 @@ def to_dict(self) -> Dict[str, JSON]:
 
     async def decode(
         self,
-        chunk_bytes: bytes,
+        chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
-    ) -> BytesLike:
-        return await to_thread(GZip(self.level).decode, chunk_bytes)
+    ) -> Buffer:
+        return await to_thread(as_numpy_array_wrapper, GZip(self.level).decode, chunk_bytes)
 
     async def encode(
         self,
-        chunk_bytes: bytes,
+        chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
-    ) -> Optional[BytesLike]:
-        return await to_thread(GZip(self.level).encode, chunk_bytes)
+    ) -> Optional[Buffer]:
+        return await to_thread(as_numpy_array_wrapper, GZip(self.level).encode, chunk_bytes)
 
     def compute_encoded_size(
         self,
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index da131868c4..1602eb1ef8 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -1,7 +1,6 @@
 from __future__ import annotations
 
 from typing import TYPE_CHECKING, Iterable
-import numpy as np
 from dataclasses import dataclass
 from warnings import warn
 
@@ -14,6 +13,7 @@
     Codec,
 )
 from zarr.abc.metadata import Metadata
+from zarr.buffer import Buffer, NDBuffer
 from zarr.codecs.registry import get_codec_class
 from zarr.common import parse_named_configuration
 
@@ -21,7 +21,7 @@
     from typing import Iterator, List, Optional, Tuple, Union
     from zarr.store import StorePath
     from zarr.metadata import ArrayMetadata
-    from zarr.common import JSON, ArraySpec, BytesLike, SliceSelection
+    from zarr.common import JSON, ArraySpec, SliceSelection
 
 
 @dataclass(frozen=True)
@@ -148,9 +148,9 @@ def _codecs_with_resolved_metadata(
 
     async def decode(
         self,
-        chunk_bytes: BytesLike,
+        chunk_bytes: Buffer,
         array_spec: ArraySpec,
-    ) -> np.ndarray:
+    ) -> NDBuffer:
         (
             aa_codecs_with_spec,
             ab_codec_with_spec,
@@ -173,16 +173,16 @@ async def decode_partial(
         store_path: StorePath,
         selection: SliceSelection,
         chunk_spec: ArraySpec,
-    ) -> Optional[np.ndarray]:
+    ) -> Optional[NDBuffer]:
         assert self.supports_partial_decode
         assert isinstance(self.array_bytes_codec, ArrayBytesCodecPartialDecodeMixin)
         return await self.array_bytes_codec.decode_partial(store_path, selection, chunk_spec)
 
     async def encode(
         self,
-        chunk_array: np.ndarray,
+        chunk_array: NDBuffer,
         array_spec: ArraySpec,
-    ) -> Optional[BytesLike]:
+    ) -> Optional[Buffer]:
         (
             aa_codecs_with_spec,
             ab_codec_with_spec,
@@ -207,12 +207,13 @@ async def encode(
                 return None
             chunk_bytes = chunk_bytes_maybe
 
+        assert isinstance(chunk_bytes, Buffer)
         return chunk_bytes
 
     async def encode_partial(
         self,
         store_path: StorePath,
-        chunk_array: np.ndarray,
+        chunk_array: NDBuffer,
         selection: SliceSelection,
         chunk_spec: ArraySpec,
     ) -> None:
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index e94074e63e..b63d1e499b 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -37,6 +37,7 @@
     ArrayMetadata,
     parse_codecs,
 )
+from zarr.buffer import Buffer, NDBuffer
 
 if TYPE_CHECKING:
     from typing import Awaitable, Callable, Dict, Iterator, List, Optional, Set, Tuple
@@ -46,7 +47,6 @@
     from zarr.common import (
         JSON,
         ChunkCoords,
-        BytesLike,
         SliceSelection,
     )
 
@@ -127,15 +127,15 @@ def create_empty(cls, chunks_per_shard: ChunkCoords) -> _ShardIndex:
 
 class _ShardProxy(Mapping):
     index: _ShardIndex
-    buf: BytesLike
+    buf: Buffer
 
     @classmethod
     async def from_bytes(
-        cls, buf: BytesLike, codec: ShardingCodec, chunks_per_shard: ChunkCoords
+        cls, buf: Buffer, codec: ShardingCodec, chunks_per_shard: ChunkCoords
     ) -> _ShardProxy:
         shard_index_size = codec._shard_index_size(chunks_per_shard)
         obj = cls()
-        obj.buf = memoryview(buf)
+        obj.buf = buf
         if codec.index_location == ShardingCodecIndexLocation.start:
             shard_index_bytes = obj.buf[:shard_index_size]
         else:
@@ -148,11 +148,11 @@ async def from_bytes(
     def create_empty(cls, chunks_per_shard: ChunkCoords) -> _ShardProxy:
         index = _ShardIndex.create_empty(chunks_per_shard)
         obj = cls()
-        obj.buf = memoryview(b"")
+        obj.buf = Buffer.create_zero_length()
         obj.index = index
         return obj
 
-    def __getitem__(self, chunk_coords: ChunkCoords) -> Optional[BytesLike]:
+    def __getitem__(self, chunk_coords: ChunkCoords) -> Optional[Buffer]:
         chunk_byte_slice = self.index.get_chunk_slice(chunk_coords)
         if chunk_byte_slice:
             return self.buf[chunk_byte_slice[0] : chunk_byte_slice[1]]
@@ -166,7 +166,7 @@ def __iter__(self) -> Iterator[ChunkCoords]:
 
 
 class _ShardBuilder(_ShardProxy):
-    buf: bytearray
+    buf: Buffer
     index: _ShardIndex
 
     @classmethod
@@ -174,7 +174,7 @@ def merge_with_morton_order(
         cls,
         chunks_per_shard: ChunkCoords,
         tombstones: Set[ChunkCoords],
-        *shard_dicts: Mapping[ChunkCoords, BytesLike],
+        *shard_dicts: Mapping[ChunkCoords, Buffer],
     ) -> _ShardBuilder:
         obj = cls.create_empty(chunks_per_shard)
         for chunk_coords in morton_order_iter(chunks_per_shard):
@@ -190,30 +190,28 @@ def merge_with_morton_order(
     @classmethod
     def create_empty(cls, chunks_per_shard: ChunkCoords) -> _ShardBuilder:
         obj = cls()
-        obj.buf = bytearray()
+        obj.buf = Buffer.create_zero_length()
         obj.index = _ShardIndex.create_empty(chunks_per_shard)
         return obj
 
-    def append(self, chunk_coords: ChunkCoords, value: BytesLike) -> None:
+    def append(self, chunk_coords: ChunkCoords, value: Buffer) -> None:
         chunk_start = len(self.buf)
         chunk_length = len(value)
-        self.buf.extend(value)
+        self.buf = self.buf + value
         self.index.set_chunk_slice(chunk_coords, slice(chunk_start, chunk_start + chunk_length))
 
     async def finalize(
         self,
         index_location: ShardingCodecIndexLocation,
-        index_encoder: Callable[[_ShardIndex], Awaitable[BytesLike]],
-    ) -> BytesLike:
+        index_encoder: Callable[[_ShardIndex], Awaitable[Buffer]],
+    ) -> Buffer:
         index_bytes = await index_encoder(self.index)
         if index_location == ShardingCodecIndexLocation.start:
             self.index.offsets_and_lengths[..., 0] += len(index_bytes)
             index_bytes = await index_encoder(self.index)  # encode again with corrected offsets
-            out_buf = bytearray(index_bytes)
-            out_buf.extend(self.buf)
+            out_buf = index_bytes + self.buf
         else:
-            out_buf = self.buf
-            out_buf.extend(index_bytes)
+            out_buf = self.buf + index_bytes
         return out_buf
 
 
@@ -299,9 +297,9 @@ def validate(self, array_metadata: ArrayMetadata) -> None:
 
     async def decode(
         self,
-        shard_bytes: BytesLike,
+        shard_bytes: Buffer,
         shard_spec: ArraySpec,
-    ) -> np.ndarray:
+    ) -> NDBuffer:
         # print("decode")
         shard_shape = shard_spec.shape
         chunk_shape = self.chunk_shape
@@ -314,10 +312,8 @@ async def decode(
         )
 
         # setup output array
-        out = np.zeros(
-            shard_shape,
-            dtype=shard_spec.dtype,
-            order=shard_spec.order,
+        out = NDBuffer.create(
+            shape=shard_shape, dtype=shard_spec.dtype, order=shard_spec.order, fill_value=0
         )
         shard_dict = await _ShardProxy.from_bytes(shard_bytes, self, chunks_per_shard)
 
@@ -349,7 +345,7 @@ async def decode_partial(
         store_path: StorePath,
         selection: SliceSelection,
         shard_spec: ArraySpec,
-    ) -> Optional[np.ndarray]:
+    ) -> Optional[NDBuffer]:
         shard_shape = shard_spec.shape
         chunk_shape = self.chunk_shape
         chunks_per_shard = self._get_chunks_per_shard(shard_spec)
@@ -361,17 +357,15 @@ async def decode_partial(
         )
 
         # setup output array
-        out = np.zeros(
-            indexer.shape,
-            dtype=shard_spec.dtype,
-            order=shard_spec.order,
+        out = NDBuffer.create(
+            shape=indexer.shape, dtype=shard_spec.dtype, order=shard_spec.order, fill_value=0
         )
 
         indexed_chunks = list(indexer)
         all_chunk_coords = set(chunk_coords for chunk_coords, _, _ in indexed_chunks)
 
         # reading bytes of all requested chunks
-        shard_dict: Mapping[ChunkCoords, BytesLike] = {}
+        shard_dict: Mapping[ChunkCoords, Buffer] = {}
         if self._is_total_shard(all_chunk_coords, chunks_per_shard):
             # read entire shard
             shard_dict_maybe = await self._load_full_shard_maybe(store_path, chunks_per_shard)
@@ -407,17 +401,16 @@ async def decode_partial(
             self._read_chunk,
             config.get("async.concurrency"),
         )
-
         return out
 
     async def _read_chunk(
         self,
-        shard_dict: Mapping[ChunkCoords, Optional[BytesLike]],
+        shard_dict: Mapping[ChunkCoords, Optional[Buffer]],
         chunk_coords: ChunkCoords,
         chunk_selection: SliceSelection,
         out_selection: SliceSelection,
         shard_spec: ArraySpec,
-        out: np.ndarray,
+        out: NDBuffer,
     ) -> None:
         chunk_spec = self._get_chunk_spec(shard_spec)
         chunk_bytes = shard_dict.get(chunk_coords, None)
@@ -430,9 +423,9 @@ async def _read_chunk(
 
     async def encode(
         self,
-        shard_array: np.ndarray,
+        shard_array: NDBuffer,
         shard_spec: ArraySpec,
-    ) -> Optional[BytesLike]:
+    ) -> Optional[Buffer]:
         shard_shape = shard_spec.shape
         chunk_shape = self.chunk_shape
         chunks_per_shard = self._get_chunks_per_shard(shard_spec)
@@ -446,22 +439,23 @@ async def encode(
         )
 
         async def _write_chunk(
-            shard_array: np.ndarray,
+            shard_array: NDBuffer,
             chunk_coords: ChunkCoords,
             chunk_selection: SliceSelection,
             out_selection: SliceSelection,
-        ) -> Tuple[ChunkCoords, Optional[BytesLike]]:
+        ) -> Tuple[ChunkCoords, Optional[Buffer]]:
+            assert isinstance(shard_array, NDBuffer)
             if is_total_slice(chunk_selection, chunk_shape):
                 chunk_array = shard_array[out_selection]
             else:
                 # handling writing partial chunks
-                chunk_array = np.empty(
-                    chunk_shape,
+                chunk_array = NDBuffer.create(
+                    shape=chunk_shape,
                     dtype=shard_spec.dtype,
                 )
                 chunk_array.fill(shard_spec.fill_value)
                 chunk_array[chunk_selection] = shard_array[out_selection]
-            if not np.array_equiv(chunk_array, shard_spec.fill_value):
+            if not chunk_array.all_equal(shard_spec.fill_value):
                 chunk_spec = self._get_chunk_spec(shard_spec)
                 return (
                     chunk_coords,
@@ -470,7 +464,7 @@ async def _write_chunk(
             return (chunk_coords, None)
 
         # assembling and encoding chunks within the shard
-        encoded_chunks: List[Tuple[ChunkCoords, Optional[BytesLike]]] = await concurrent_map(
+        encoded_chunks: List[Tuple[ChunkCoords, Optional[Buffer]]] = await concurrent_map(
             [
                 (shard_array, chunk_coords, chunk_selection, out_selection)
                 for chunk_coords, chunk_selection, out_selection in indexer
@@ -491,7 +485,7 @@ async def _write_chunk(
     async def encode_partial(
         self,
         store_path: StorePath,
-        shard_array: np.ndarray,
+        shard_array: NDBuffer,
         selection: SliceSelection,
         shard_spec: ArraySpec,
     ) -> None:
@@ -519,8 +513,7 @@ async def _write_chunk(
             chunk_coords: ChunkCoords,
             chunk_selection: SliceSelection,
             out_selection: SliceSelection,
-        ) -> Tuple[ChunkCoords, Optional[BytesLike]]:
-            chunk_array = None
+        ) -> Tuple[ChunkCoords, Optional[Buffer]]:
             if is_total_slice(chunk_selection, self.chunk_shape):
                 chunk_array = shard_array[out_selection]
             else:
@@ -530,8 +523,8 @@ async def _write_chunk(
 
                 # merge new value
                 if chunk_bytes is None:
-                    chunk_array = np.empty(
-                        self.chunk_shape,
+                    chunk_array = NDBuffer.create(
+                        shape=self.chunk_shape,
                         dtype=shard_spec.dtype,
                     )
                     chunk_array.fill(shard_spec.fill_value)
@@ -541,7 +534,7 @@ async def _write_chunk(
                     ).copy()  # make a writable copy
                 chunk_array[chunk_selection] = shard_array[out_selection]
 
-            if not np.array_equiv(chunk_array, shard_spec.fill_value):
+            if not chunk_array.all_equal(shard_spec.fill_value):
                 return (
                     chunk_coords,
                     await self.codecs.encode(chunk_array, chunk_spec),
@@ -549,7 +542,7 @@ async def _write_chunk(
             else:
                 return (chunk_coords, None)
 
-        encoded_chunks: List[Tuple[ChunkCoords, Optional[BytesLike]]] = await concurrent_map(
+        encoded_chunks: List[Tuple[ChunkCoords, Optional[Buffer]]] = await concurrent_map(
             [
                 (
                     chunk_coords,
@@ -593,21 +586,24 @@ def _is_total_shard(
         )
 
     async def _decode_shard_index(
-        self, index_bytes: BytesLike, chunks_per_shard: ChunkCoords
+        self, index_bytes: Buffer, chunks_per_shard: ChunkCoords
     ) -> _ShardIndex:
         return _ShardIndex(
-            await self.index_codecs.decode(
-                index_bytes,
-                self._get_index_chunk_spec(chunks_per_shard),
-            )
+            (
+                await self.index_codecs.decode(
+                    index_bytes,
+                    self._get_index_chunk_spec(chunks_per_shard),
+                )
+            ).as_numpy_array()
         )
 
-    async def _encode_shard_index(self, index: _ShardIndex) -> BytesLike:
+    async def _encode_shard_index(self, index: _ShardIndex) -> Buffer:
         index_bytes = await self.index_codecs.encode(
-            index.offsets_and_lengths,
+            NDBuffer.from_numpy_array(index.offsets_and_lengths),
             self._get_index_chunk_spec(index.chunks_per_shard),
         )
         assert index_bytes is not None
+        assert isinstance(index_bytes, Buffer)
         return index_bytes
 
     def _shard_index_size(self, chunks_per_shard: ChunkCoords) -> int:
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index a13708955c..70ae30f908 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -3,13 +3,13 @@
 
 from dataclasses import dataclass, replace
 
+from zarr.buffer import NDBuffer
 from zarr.common import JSON, ArraySpec, ChunkCoordsLike, parse_named_configuration
 
 if TYPE_CHECKING:
     from typing import TYPE_CHECKING, Optional, Tuple
     from typing_extensions import Self
 
-import numpy as np
 
 from zarr.abc.codec import ArrayArrayCodec
 from zarr.codecs.registry import register_codec
@@ -75,9 +75,9 @@ def resolve_metadata(self, chunk_spec: ArraySpec) -> ArraySpec:
 
     async def decode(
         self,
-        chunk_array: np.ndarray,
+        chunk_array: NDBuffer,
         chunk_spec: ArraySpec,
-    ) -> np.ndarray:
+    ) -> NDBuffer:
         inverse_order = [0] * chunk_spec.ndim
         for x, i in enumerate(self.order):
             inverse_order[x] = i
@@ -86,9 +86,9 @@ async def decode(
 
     async def encode(
         self,
-        chunk_array: np.ndarray,
+        chunk_array: NDBuffer,
         chunk_spec: ArraySpec,
-    ) -> Optional[np.ndarray]:
+    ) -> Optional[NDBuffer]:
         chunk_array = chunk_array.transpose(self.order)
         return chunk_array
 
diff --git a/src/zarr/codecs/zstd.py b/src/zarr/codecs/zstd.py
index ad10a7fdb8..0cc99a0368 100644
--- a/src/zarr/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -6,13 +6,14 @@
 from zstandard import ZstdCompressor, ZstdDecompressor
 
 from zarr.abc.codec import BytesBytesCodec
+from zarr.buffer import Buffer, as_numpy_array_wrapper
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_named_configuration, to_thread
 
 if TYPE_CHECKING:
     from typing import Dict, Optional
     from typing_extensions import Self
-    from zarr.common import BytesLike, JSON, ArraySpec
+    from zarr.common import JSON, ArraySpec
 
 
 def parse_zstd_level(data: JSON) -> int:
@@ -61,17 +62,17 @@ def _decompress(self, data: bytes) -> bytes:
 
     async def decode(
         self,
-        chunk_bytes: bytes,
+        chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
-    ) -> BytesLike:
-        return await to_thread(self._decompress, chunk_bytes)
+    ) -> Buffer:
+        return await to_thread(as_numpy_array_wrapper, self._decompress, chunk_bytes)
 
     async def encode(
         self,
-        chunk_bytes: bytes,
+        chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
-    ) -> Optional[BytesLike]:
-        return await to_thread(self._compress, chunk_bytes)
+    ) -> Optional[Buffer]:
+        return await to_thread(as_numpy_array_wrapper, self._compress, chunk_bytes)
 
     def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         raise NotImplementedError
diff --git a/src/zarr/group.py b/src/zarr/group.py
index f8d57e3fba..d344b3db00 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -7,6 +7,8 @@
 import logging
 import numpy.typing as npt
 
+from zarr.buffer import Buffer
+
 if TYPE_CHECKING:
     from typing import Any, AsyncGenerator, Literal, Iterable
 from zarr.abc.codec import Codec
@@ -159,13 +161,13 @@ async def open(
         if zarr_format == 2:
             # V2 groups are comprised of a .zgroup and .zattrs objects
             assert zgroup_bytes is not None
-            zgroup = json.loads(zgroup_bytes)
-            zattrs = json.loads(zattrs_bytes) if zattrs_bytes is not None else {}
+            zgroup = json.loads(zgroup_bytes.to_bytes())
+            zattrs = json.loads(zattrs_bytes.to_bytes()) if zattrs_bytes is not None else {}
             group_metadata = {**zgroup, "attributes": zattrs}
         else:
             # V3 groups are comprised of a zarr.json object
             assert zarr_json_bytes is not None
-            group_metadata = json.loads(zarr_json_bytes)
+            group_metadata = json.loads(zarr_json_bytes.to_bytes())
 
         return cls.from_dict(store_path, group_metadata)
 
@@ -199,7 +201,7 @@ async def getitem(
             if zarr_json_bytes is None:
                 raise KeyError(key)
             else:
-                zarr_json = json.loads(zarr_json_bytes)
+                zarr_json = json.loads(zarr_json_bytes.to_bytes())
             if zarr_json["node_type"] == "group":
                 return type(self).from_dict(store_path, zarr_json)
             elif zarr_json["node_type"] == "array":
@@ -219,9 +221,9 @@ async def getitem(
                 raise KeyError(key)
 
             # unpack the zarray, if this is None then we must be opening a group
-            zarray = json.loads(zarray_bytes) if zarray_bytes else None
+            zarray = json.loads(zarray_bytes.to_bytes()) if zarray_bytes else None
             # unpack the zattrs, this can be None if no attrs were written
-            zattrs = json.loads(zattrs_bytes) if zattrs_bytes is not None else {}
+            zattrs = json.loads(zattrs_bytes.to_bytes()) if zattrs_bytes is not None else {}
 
             if zarray is not None:
                 # TODO: update this once the V2 array support is part of the primary array class
@@ -229,7 +231,7 @@ async def getitem(
                 return AsyncArray.from_dict(store_path, zarray)
             else:
                 zgroup = (
-                    json.loads(zgroup_bytes)
+                    json.loads(zgroup_bytes.to_bytes())
                     if zgroup_bytes is not None
                     else {"zarr_format": self.metadata.zarr_format}
                 )
@@ -252,7 +254,9 @@ async def delitem(self, key: str) -> None:
 
     async def _save_metadata(self) -> None:
         to_save = self.metadata.to_bytes()
-        awaitables = [(self.store_path / key).set(value) for key, value in to_save.items()]
+        awaitables = [
+            (self.store_path / key).set(Buffer.from_bytes(value)) for key, value in to_save.items()
+        ]
         await asyncio.gather(*awaitables)
 
     @property
@@ -310,9 +314,9 @@ async def update_attributes(self, new_attributes: dict[str, Any]) -> "AsyncGroup
         to_save = self.metadata.to_bytes()
         if self.metadata.zarr_format == 2:
             # only save the .zattrs object
-            await (self.store_path / ZATTRS_JSON).set(to_save[ZATTRS_JSON])
+            await (self.store_path / ZATTRS_JSON).set(Buffer.from_bytes(to_save[ZATTRS_JSON]))
         else:
-            await (self.store_path / ZARR_JSON).set(to_save[ZARR_JSON])
+            await (self.store_path / ZARR_JSON).set(Buffer.from_bytes(to_save[ZARR_JSON]))
 
         self.metadata.attributes.clear()
         self.metadata.attributes.update(new_attributes)
@@ -480,7 +484,9 @@ async def update_attributes_async(self, new_attributes: dict[str, Any]) -> Group
 
         # Write new metadata
         to_save = new_metadata.to_bytes()
-        awaitables = [(self.store_path / key).set(value) for key, value in to_save.items()]
+        awaitables = [
+            (self.store_path / key).set(Buffer.from_bytes(value)) for key, value in to_save.items()
+        ]
         await asyncio.gather(*awaitables)
 
         async_group = replace(self._async_group, metadata=new_metadata)
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index 3903bacd42..098ab34b86 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -6,6 +6,7 @@
 import numpy as np
 import numpy.typing as npt
 
+from zarr.buffer import Buffer
 from zarr.chunk_grids import ChunkGrid, RegularChunkGrid
 from zarr.chunk_key_encodings import ChunkKeyEncoding, parse_separator
 
@@ -289,7 +290,7 @@ def __init__(
     def ndim(self) -> int:
         return len(self.shape)
 
-    def to_bytes(self) -> bytes:
+    def to_bytes(self) -> Buffer:
         def _json_convert(o):
             if isinstance(o, np.dtype):
                 if o.fields is None:
@@ -298,7 +299,7 @@ def _json_convert(o):
                     return o.descr
             raise TypeError
 
-        return json.dumps(self.to_dict(), default=_json_convert).encode()
+        return Buffer.from_bytes(json.dumps(self.to_dict(), default=_json_convert).encode())
 
     @classmethod
     def from_dict(cls, data: Dict[str, Any]) -> ArrayV2Metadata:
diff --git a/src/zarr/store/core.py b/src/zarr/store/core.py
index cc017ec982..c6ffbc6c05 100644
--- a/src/zarr/store/core.py
+++ b/src/zarr/store/core.py
@@ -3,8 +3,8 @@
 from pathlib import Path
 from typing import Any, Optional, Tuple, Union
 
-from zarr.common import BytesLike
 from zarr.abc.store import Store
+from zarr.buffer import Buffer
 from zarr.store.local import LocalStore
 
 
@@ -25,12 +25,10 @@ def __init__(self, store: Store, path: Optional[str] = None):
         self.store = store
         self.path = path or ""
 
-    async def get(
-        self, byte_range: Optional[Tuple[int, Optional[int]]] = None
-    ) -> Optional[BytesLike]:
+    async def get(self, byte_range: Optional[Tuple[int, Optional[int]]] = None) -> Optional[Buffer]:
         return await self.store.get(self.path, byte_range)
 
-    async def set(self, value: BytesLike, byte_range: Optional[Tuple[int, int]] = None) -> None:
+    async def set(self, value: Buffer, byte_range: Optional[Tuple[int, int]] = None) -> None:
         if byte_range is not None:
             raise NotImplementedError("Store.set does not have partial writes yet")
         await self.store.set(self.path, value)
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index a3dd65979b..f27b832a39 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -6,10 +6,11 @@
 from pathlib import Path
 
 from zarr.abc.store import Store
-from zarr.common import BytesLike, concurrent_map, to_thread
+from zarr.buffer import Buffer
+from zarr.common import concurrent_map, to_thread
 
 
-def _get(path: Path, byte_range: tuple[int, int | None] | None) -> bytes:
+def _get(path: Path, byte_range: tuple[int, int | None] | None) -> Buffer:
     """
     Fetch a contiguous region of bytes from a file.
 
@@ -31,7 +32,7 @@ def _get(path: Path, byte_range: tuple[int, int | None] | None) -> bytes:
 
         end = (start + byte_range[1]) if byte_range[1] is not None else None
     else:
-        return path.read_bytes()
+        return Buffer.from_bytes(path.read_bytes())
     with path.open("rb") as f:
         size = f.seek(0, io.SEEK_END)
         if start is not None:
@@ -42,13 +43,13 @@ def _get(path: Path, byte_range: tuple[int, int | None] | None) -> bytes:
         if end is not None:
             if end < 0:
                 end = size + end
-            return f.read(end - f.tell())
-        return f.read()
+            return Buffer.from_bytes(f.read(end - f.tell()))
+        return Buffer.from_bytes(f.read())
 
 
 def _put(
     path: Path,
-    value: BytesLike,
+    value: Buffer,
     start: int | None = None,
     auto_mkdir: bool = True,
 ) -> int | None:
@@ -57,10 +58,10 @@ def _put(
     if start is not None:
         with path.open("r+b") as f:
             f.seek(start)
-            f.write(value)
+            f.write(value.as_numpy_array())
         return None
     else:
-        return path.write_bytes(value)
+        return path.write_bytes(value.as_numpy_array())
 
 
 class LocalStore(Store):
@@ -88,7 +89,9 @@ def __repr__(self) -> str:
     def __eq__(self, other: object) -> bool:
         return isinstance(other, type(self)) and self.root == other.root
 
-    async def get(self, key: str, byte_range: tuple[int, int | None] | None = None) -> bytes | None:
+    async def get(
+        self, key: str, byte_range: tuple[int, int | None] | None = None
+    ) -> Buffer | None:
         assert isinstance(key, str)
         path = self.root / key
 
@@ -99,7 +102,7 @@ async def get(self, key: str, byte_range: tuple[int, int | None] | None = None)
 
     async def get_partial_values(
         self, key_ranges: list[tuple[str, tuple[int, int]]]
-    ) -> list[bytes | None]:
+    ) -> list[Buffer | None]:
         """
         Read byte ranges from multiple keys.
         Parameters
@@ -117,8 +120,13 @@ async def get_partial_values(
             args.append((_get, path, byte_range))
         return await concurrent_map(args, to_thread, limit=None)  # TODO: fix limit
 
-    async def set(self, key: str, value: BytesLike) -> None:
+    async def set(self, key: str, value: Buffer) -> None:
         assert isinstance(key, str)
+        if isinstance(value, (bytes, bytearray)):
+            # TODO: to support the v2 tests, we convert bytes to Buffer here
+            value = Buffer.from_bytes(value)
+        if not isinstance(value, Buffer):
+            raise TypeError("LocalStore.set(): `value` must a Buffer instance")
         path = self.root / key
         await to_thread(_put, path, value, auto_mkdir=self.auto_mkdir)
 
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 9730d635d5..c053f941ef 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -3,20 +3,21 @@
 from collections.abc import AsyncGenerator
 from typing import Optional, MutableMapping, List, Tuple
 
-from zarr.common import BytesLike, concurrent_map
+from zarr.common import concurrent_map
 from zarr.abc.store import Store
+from zarr.buffer import Buffer
 
 
-# TODO: this store could easily be extended to wrap any MutuableMapping store from v2
+# TODO: this store could easily be extended to wrap any MutableMapping store from v2
 # When that is done, the `MemoryStore` will just be a store that wraps a dict.
 class MemoryStore(Store):
     supports_writes: bool = True
     supports_partial_writes: bool = True
     supports_listing: bool = True
 
-    _store_dict: MutableMapping[str, bytes]
+    _store_dict: MutableMapping[str, Buffer]
 
-    def __init__(self, store_dict: Optional[MutableMapping[str, bytes]] = None):
+    def __init__(self, store_dict: Optional[MutableMapping[str, Buffer]] = None):
         self._store_dict = store_dict or {}
 
     def __str__(self) -> str:
@@ -27,7 +28,7 @@ def __repr__(self) -> str:
 
     async def get(
         self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
-    ) -> Optional[BytesLike]:
+    ) -> Optional[Buffer]:
         assert isinstance(key, str)
         try:
             value = self._store_dict[key]
@@ -39,7 +40,7 @@ async def get(
 
     async def get_partial_values(
         self, key_ranges: List[Tuple[str, Tuple[int, int]]]
-    ) -> List[Optional[BytesLike]]:
+    ) -> List[Optional[Buffer]]:
         vals = await concurrent_map(key_ranges, self.get, limit=None)
         return vals
 
@@ -47,14 +48,17 @@ async def exists(self, key: str) -> bool:
         return key in self._store_dict
 
     async def set(
-        self, key: str, value: BytesLike, byte_range: Optional[Tuple[int, int]] = None
+        self, key: str, value: Buffer, byte_range: Optional[Tuple[int, int]] = None
     ) -> None:
         assert isinstance(key, str)
-        if not isinstance(value, (bytes, bytearray, memoryview)):
-            raise TypeError(f"Expected BytesLike. Got {type(value)}.")
+        if isinstance(value, (bytes, bytearray)):
+            # TODO: to support the v2 tests, we convert bytes to Buffer here
+            value = Buffer.from_bytes(value)
+        if not isinstance(value, Buffer):
+            raise TypeError(f"Expected Buffer. Got {type(value)}.")
 
         if byte_range is not None:
-            buf = bytearray(self._store_dict[key])
+            buf = self._store_dict[key]
             buf[byte_range[0] : byte_range[1]] = value
             self._store_dict[key] = buf
         else:
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index fa6cd2167e..35fd2d60b6 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -3,8 +3,8 @@
 from typing import TYPE_CHECKING, Any, Dict, Optional, Tuple, Union
 
 from zarr.abc.store import Store
+from zarr.buffer import Buffer
 from zarr.store.core import _dereference_path
-from zarr.common import BytesLike
 
 
 if TYPE_CHECKING:
@@ -52,7 +52,7 @@ def _make_fs(self) -> Tuple[AsyncFileSystem, str]:
 
     async def get(
         self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
-    ) -> Optional[BytesLike]:
+    ) -> Optional[Buffer]:
         assert isinstance(key, str)
         fs, root = self._make_fs()
         path = _dereference_path(root, key)
@@ -69,7 +69,7 @@ async def get(
         return value
 
     async def set(
-        self, key: str, value: BytesLike, byte_range: Optional[Tuple[int, int]] = None
+        self, key: str, value: Buffer, byte_range: Optional[Tuple[int, int]] = None
     ) -> None:
         assert isinstance(key, str)
         fs, root = self._make_fs()
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 601ef7f393..99f8021594 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -1,6 +1,7 @@
 import pytest
 
 from zarr.abc.store import Store
+from zarr.buffer import Buffer
 
 
 class StoreTests:
@@ -25,14 +26,14 @@ def test_store_capabilities(self, store: Store) -> None:
     @pytest.mark.parametrize("key", ["c/0", "foo/c/0.0", "foo/0/0"])
     @pytest.mark.parametrize("data", [b"\x01\x02\x03\x04", b""])
     async def test_set_get_bytes_roundtrip(self, store: Store, key: str, data: bytes) -> None:
-        await store.set(key, data)
+        await store.set(key, Buffer.from_bytes(data))
         assert await store.get(key) == data
 
     @pytest.mark.parametrize("key", ["foo/c/0"])
     @pytest.mark.parametrize("data", [b"\x01\x02\x03\x04", b""])
     async def test_get_partial_values(self, store: Store, key: str, data: bytes) -> None:
         # put all of the data
-        await store.set(key, data)
+        await store.set(key, Buffer.from_bytes(data))
         # read back just part of it
         vals = await store.get_partial_values([(key, (0, 2))])
         assert vals == [data[0:2]]
@@ -43,18 +44,18 @@ async def test_get_partial_values(self, store: Store, key: str, data: bytes) ->
 
     async def test_exists(self, store: Store) -> None:
         assert not await store.exists("foo")
-        await store.set("foo/zarr.json", b"bar")
+        await store.set("foo/zarr.json", Buffer.from_bytes(b"bar"))
         assert await store.exists("foo/zarr.json")
 
     async def test_delete(self, store: Store) -> None:
-        await store.set("foo/zarr.json", b"bar")
+        await store.set("foo/zarr.json", Buffer.from_bytes(b"bar"))
         assert await store.exists("foo/zarr.json")
         await store.delete("foo/zarr.json")
         assert not await store.exists("foo/zarr.json")
 
     async def test_list(self, store: Store) -> None:
         assert [k async for k in store.list()] == []
-        await store.set("foo/zarr.json", b"bar")
+        await store.set("foo/zarr.json", Buffer.from_bytes(b"bar"))
         keys = [k async for k in store.list()]
         assert keys == ["foo/zarr.json"], keys
 
@@ -62,7 +63,9 @@ async def test_list(self, store: Store) -> None:
         for i in range(10):
             key = f"foo/c/{i}"
             expected.append(key)
-            await store.set(f"foo/c/{i}", i.to_bytes(length=3, byteorder="little"))
+            await store.set(
+                f"foo/c/{i}", Buffer.from_bytes(i.to_bytes(length=3, byteorder="little"))
+            )
 
     async def test_list_prefix(self, store: Store) -> None:
         # TODO: we currently don't use list_prefix anywhere
@@ -71,11 +74,11 @@ async def test_list_prefix(self, store: Store) -> None:
     async def test_list_dir(self, store: Store) -> None:
         assert [k async for k in store.list_dir("")] == []
         assert [k async for k in store.list_dir("foo")] == []
-        await store.set("foo/zarr.json", b"bar")
-        await store.set("foo/c/1", b"\x01")
+        await store.set("foo/zarr.json", Buffer.from_bytes(b"bar"))
+        await store.set("foo/c/1", Buffer.from_bytes(b"\x01"))
 
         keys = [k async for k in store.list_dir("foo")]
-        assert keys == ["zarr.json", "c"], keys
+        assert set(keys) == set(["zarr.json", "c"]), keys
 
         keys = [k async for k in store.list_dir("foo/")]
-        assert keys == ["zarr.json", "c"], keys
+        assert set(keys) == set(["zarr.json", "c"]), keys
diff --git a/tests/v3/test_buffer.py b/tests/v3/test_buffer.py
new file mode 100644
index 0000000000..a56c768782
--- /dev/null
+++ b/tests/v3/test_buffer.py
@@ -0,0 +1,63 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Any, Iterable, Literal, Optional
+
+import numpy as np
+import numpy.typing as npt
+import pytest
+
+from zarr.array import AsyncArray
+from zarr.buffer import NDBuffer
+from zarr.store.core import StorePath
+from zarr.store.memory import MemoryStore
+
+if TYPE_CHECKING:
+    from typing_extensions import Self
+
+
+class MyNDArrayLike(np.ndarray):
+    """An example of a ndarray-like class"""
+
+    pass
+
+
+class MyNDBuffer(NDBuffer):
+    """Example of a custom NDBuffer that handles MyNDArrayLike"""
+
+    @classmethod
+    def create(
+        cls,
+        *,
+        shape: Iterable[int],
+        dtype: npt.DTypeLike,
+        order: Literal["C", "F"] = "C",
+        fill_value: Optional[Any] = None,
+    ) -> Self:
+        """Overwrite `NDBuffer.create` to create an MyNDArrayLike instance"""
+        ret = cls(MyNDArrayLike(shape=shape, dtype=dtype, order=order))
+        if fill_value is not None:
+            ret.fill(fill_value)
+        return ret
+
+
+@pytest.mark.asyncio
+async def test_async_array_factory():
+    store = StorePath(MemoryStore())
+    expect = np.zeros((9, 9), dtype="uint16", order="F")
+    a = await AsyncArray.create(
+        store / "test_async_array",
+        shape=expect.shape,
+        chunk_shape=(5, 5),
+        dtype=expect.dtype,
+        fill_value=0,
+    )
+    expect[1:4, 3:6] = np.ones((3, 3))
+
+    await a.setitem(
+        selection=(slice(1, 4), slice(3, 6)),
+        value=np.ones((3, 3)),
+        factory=MyNDBuffer.from_ndarray_like,
+    )
+    got = await a.getitem(selection=(slice(0, 9), slice(0, 9)), factory=MyNDBuffer.create)
+    assert isinstance(got, MyNDArrayLike)
+    assert np.array_equal(expect, got)
diff --git a/tests/v3/test_codecs.py b/tests/v3/test_codecs.py
index fc209bd5e6..665e3124c0 100644
--- a/tests/v3/test_codecs.py
+++ b/tests/v3/test_codecs.py
@@ -294,7 +294,7 @@ async def test_order(
             fill_value=1,
         )
         z[:, :] = data
-        assert await (store / "order/0.0").get() == z._store["0.0"]
+        assert (await (store / "order/0.0").get()) == z._store["0.0"]
 
 
 @pytest.mark.parametrize("input_order", ["F", "C"])
@@ -730,9 +730,9 @@ async def test_dimension_names(store: Store):
     )
 
     assert (await AsyncArray.open(store / "dimension_names2")).metadata.dimension_names is None
-    zarr_json_bytes = await (store / "dimension_names2" / "zarr.json").get()
-    assert zarr_json_bytes is not None
-    assert "dimension_names" not in json.loads(zarr_json_bytes)
+    zarr_json_buffer = await (store / "dimension_names2" / "zarr.json").get()
+    assert zarr_json_buffer is not None
+    assert "dimension_names" not in json.loads(zarr_json_buffer.to_bytes())
 
 
 def test_gzip(store: Store):
@@ -954,7 +954,7 @@ async def test_blosc_evolve(store: Store):
         codecs=[BytesCodec(), BloscCodec()],
     )
 
-    zarr_json = json.loads(await (store / "blosc_evolve_u1" / "zarr.json").get())
+    zarr_json = json.loads((await (store / "blosc_evolve_u1" / "zarr.json").get()).to_bytes())
     blosc_configuration_json = zarr_json["codecs"][1]["configuration"]
     assert blosc_configuration_json["typesize"] == 1
     assert blosc_configuration_json["shuffle"] == "bitshuffle"
@@ -968,7 +968,7 @@ async def test_blosc_evolve(store: Store):
         codecs=[BytesCodec(), BloscCodec()],
     )
 
-    zarr_json = json.loads(await (store / "blosc_evolve_u2" / "zarr.json").get())
+    zarr_json = json.loads((await (store / "blosc_evolve_u2" / "zarr.json").get()).to_bytes())
     blosc_configuration_json = zarr_json["codecs"][1]["configuration"]
     assert blosc_configuration_json["typesize"] == 2
     assert blosc_configuration_json["shuffle"] == "shuffle"
@@ -982,7 +982,7 @@ async def test_blosc_evolve(store: Store):
         codecs=[ShardingCodec(chunk_shape=(16, 16), codecs=[BytesCodec(), BloscCodec()])],
     )
 
-    zarr_json = json.loads(await (store / "sharding_blosc_evolve" / "zarr.json").get())
+    zarr_json = json.loads((await (store / "sharding_blosc_evolve" / "zarr.json").get()).to_bytes())
     blosc_configuration_json = zarr_json["codecs"][0]["configuration"]["codecs"][1]["configuration"]
     assert blosc_configuration_json["typesize"] == 2
     assert blosc_configuration_json["shuffle"] == "shuffle"
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 710eb3e527..16e4ceeecf 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -1,6 +1,8 @@
 from __future__ import annotations
 from typing import TYPE_CHECKING, Any
 
+from zarr.buffer import Buffer
+from zarr.sync import sync
 from zarr.array import AsyncArray
 from zarr.store.core import make_store_path
 
@@ -13,7 +15,6 @@
 
 from zarr.group import AsyncGroup, Group, GroupMetadata
 from zarr.store import StorePath
-from zarr.sync import sync
 
 
 # todo: put RemoteStore in here
@@ -43,7 +44,7 @@ def test_group_children(store: MemoryStore | LocalStore) -> None:
 
     # add an extra object to the domain of the group.
     # the list of children should ignore this object.
-    sync(store.set(f"{path}/extra_object-1", b"000000"))
+    sync(store.set(f"{path}/extra_object-1", Buffer.from_bytes(b"000000")))
     # add an extra object under a directory-like prefix in the domain of the group.
     # this creates a directory with a random key in it
     # this should not show up as a member

From 908e920bfd52371a4148b19d305262a804bc0201 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Thu, 16 May 2024 16:37:54 -0600
Subject: [PATCH 0532/1078] Fix a regression with scalar indexing due to #1800
 (#1875)

---
 docs/release.rst        |  2 ++
 zarr/core.py            |  4 +++-
 zarr/indexing.py        |  2 ++
 zarr/tests/test_core.py | 49 +++++++++++++++++++++++++++++++++++++++++
 4 files changed, 56 insertions(+), 1 deletion(-)

diff --git a/docs/release.rst b/docs/release.rst
index e2f9f3de85..a81be4638f 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -31,6 +31,8 @@ Docs
 
 Maintenance
 ~~~~~~~~~~~
+* Fix a regression when getting or setting a single value from arrays with size-1 chunks.
+  By :user:`Deepak Cherian <dcherian>` :issue:`1874`
 
 Deprecations
 ~~~~~~~~~~~~
diff --git a/zarr/core.py b/zarr/core.py
index 6aa86b6465..b1ccd203db 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -2030,7 +2030,9 @@ def _process_chunk(
             and not self._filters
             and self._dtype != object
         ):
-            dest = out[out_selection]
+            # For 0D arrays out_selection = () and out[out_selection] is a scalar
+            # Avoid that
+            dest = out[out_selection] if out_selection else out
             # Assume that array-like objects that doesn't have a
             # `writeable` flag is writable.
             dest_is_writable = getattr(dest, "writeable", True)
diff --git a/zarr/indexing.py b/zarr/indexing.py
index 2f2402fe27..35c1e813b1 100644
--- a/zarr/indexing.py
+++ b/zarr/indexing.py
@@ -52,6 +52,8 @@ def is_scalar(value, dtype):
         return True
     if isinstance(value, tuple) and dtype.names and len(value) == len(dtype.names):
         return True
+    if dtype.kind == "O" and not isinstance(value, np.ndarray):
+        return True
     return False
 
 
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 730f724314..01a78ecd68 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -3157,3 +3157,52 @@ def test_issue_1279(tmpdir):
 
     written_data = ds_reopened[:]
     assert_array_equal(data, written_data)
+
+
+def test_scalar_indexing():
+    store = zarr.KVStore({})
+
+    store["a"] = zarr.create((3,), chunks=(1,), store=store)
+    store["a"][:] = [1, 2, 3]
+
+    assert store["a"][1] == np.array(2.0)
+    assert store["a"][(1,)] == np.array(2.0)
+
+    store["a"][slice(1)] = [-1]
+    assert store["a"][0] == np.array(-1)
+
+    store["a"][0] = -2
+    assert store["a"][0] == np.array(-2)
+
+    store["a"][slice(1)] = (-3,)
+    assert store["a"][0] == np.array(-3)
+
+
+def test_object_array_indexing():
+    # regression test for #1874
+    from numcodecs import MsgPack
+
+    root = zarr.group()
+    arr = root.create_dataset(
+        name="my_dataset",
+        shape=0,
+        dtype=object,
+        object_codec=MsgPack(),
+    )
+    new_items = [
+        ["A", 1],
+        ["B", 2, "hello"],
+    ]
+    arr_add = np.empty(len(new_items), dtype=object)
+    arr_add[:] = new_items
+    arr.append(arr_add)
+
+    # heterogeneous elements
+    elem = ["C", 3]
+    arr[0] = elem
+    assert arr[0] == elem
+
+    # homogeneous elements
+    elem = [1, 3]
+    arr[1] = elem
+    assert arr[1] == elem

From 4bd9764c1857cb563d155ad797011dfd4a44616e Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 16 May 2024 17:57:40 -0700
Subject: [PATCH 0533/1078] release notes for 2.18.1 (#1885)

---
 docs/release.rst | 15 +++------------
 1 file changed, 3 insertions(+), 12 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index a81be4638f..5ca60b8166 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,25 +18,16 @@ Release notes
    See `GH1777 <https://github.com/zarr-developers/zarr-python/issues/1777>`_ for more details on the upcoming
    3.0 release.
 
-.. _unreleased:
+.. _release_2.18.1:
 
-Unreleased
-----------
-
-Enhancements
-~~~~~~~~~~~~
-
-Docs
-~~~~
+2.18.1
+------
 
 Maintenance
 ~~~~~~~~~~~
 * Fix a regression when getting or setting a single value from arrays with size-1 chunks.
   By :user:`Deepak Cherian <dcherian>` :issue:`1874`
 
-Deprecations
-~~~~~~~~~~~~
-
 .. _release_2.18.0:
 
 2.18.0

From 846c08562a80ac84253a43511bc3d152b23e4b97 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Fri, 17 May 2024 09:16:30 +0200
Subject: [PATCH 0534/1078] Reworked codec pipelines (#1670)

* merge

* refactors CodecPipelines

* fixes

* adds HybridCodecPipeline

* fixes

* typing

* typing

* consistent naming

* Apply suggestions from code review

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* encode/decode are batched by default

* use zarr.config for batch_size

* don't use global lru_cache

* removes HybridCodecPipeline

* generic codec classes

* default batch size = 1

* default batch size = 1

* docs

* Update src/zarr/codecs/batched_codec_pipeline.py

Co-authored-by: Joe Hamman <joe@earthmover.io>

* mv batched_codec_pipeline -> pipeline

* Remove ArrayV2 (#1857)

* adds wrapper codecs for the v2 codec pipeline

* encode_chunk_key

* refactor ArrayV2 away

* empty zattrs

* Apply suggestions from code review

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* unify ArrayMetadata

* abstract ArrayMetadata

* unified Array.create

* use zarr.config for batch_size

* __init__.py aktualisieren

Co-authored-by: Joe Hamman <joe@earthmover.io>

* ruff

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>

* merge

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 pyproject.toml               |   4 -
 src/zarr/__init__.py         |  11 +-
 src/zarr/abc/codec.py        | 340 ++++++++++++++++++----
 src/zarr/abc/store.py        |  35 ++-
 src/zarr/array.py            | 527 ++++++++++++++++++++---------------
 src/zarr/array_v2.py         | 524 ----------------------------------
 src/zarr/attributes.py       |  13 +-
 src/zarr/chunk_grids.py      |  12 +-
 src/zarr/codecs/__init__.py  |   1 +
 src/zarr/codecs/_v2.py       | 107 +++++++
 src/zarr/codecs/blosc.py     |   8 +-
 src/zarr/codecs/bytes.py     |   8 +-
 src/zarr/codecs/crc32c_.py   |   8 +-
 src/zarr/codecs/gzip.py      |   8 +-
 src/zarr/codecs/mixins.py    | 131 +++++++++
 src/zarr/codecs/pipeline.py  | 443 ++++++++++++++++++++++-------
 src/zarr/codecs/registry.py  |   1 -
 src/zarr/codecs/sharding.py  | 392 +++++++++++++-------------
 src/zarr/codecs/transpose.py |  12 +-
 src/zarr/codecs/zstd.py      |   8 +-
 src/zarr/common.py           |   7 +-
 src/zarr/config.py           |   8 +-
 src/zarr/group.py            |  89 +++---
 src/zarr/indexing.py         |  18 +-
 src/zarr/metadata.py         | 196 ++++++++++---
 tests/v3/test_codecs.py      |   8 +-
 tests/v3/test_config.py      |   6 +-
 tests/v3/test_group.py       |  15 +-
 tests/v3/test_v2.py          |  28 ++
 29 files changed, 1711 insertions(+), 1257 deletions(-)
 delete mode 100644 src/zarr/array_v2.py
 create mode 100644 src/zarr/codecs/_v2.py
 create mode 100644 src/zarr/codecs/mixins.py
 create mode 100644 tests/v3/test_v2.py

diff --git a/pyproject.toml b/pyproject.toml
index fca263db9a..3014f98031 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -207,10 +207,6 @@ check_untyped_defs = false
 module = [
     "zarr.v2.*",
     "zarr.abc.codec",
-    "zarr.codecs.bytes",
-    "zarr.codecs.pipeline",
-    "zarr.codecs.sharding",
-    "zarr.codecs.transpose",
     "zarr.array_v2",
 ]
 disallow_any_generics = false
diff --git a/src/zarr/__init__.py b/src/zarr/__init__.py
index 65daae8f6d..00c01560f4 100644
--- a/src/zarr/__init__.py
+++ b/src/zarr/__init__.py
@@ -1,10 +1,7 @@
 from __future__ import annotations
 
-from typing import Union
-
 import zarr.codecs  # noqa: F401
 from zarr.array import Array, AsyncArray
-from zarr.array_v2 import ArrayV2
 from zarr.config import config  # noqa: F401
 from zarr.group import AsyncGroup, Group
 from zarr.store import (
@@ -18,9 +15,7 @@
 assert not __version__.startswith("0.0.0")
 
 
-async def open_auto_async(
-    store: StoreLike,
-) -> Union[AsyncArray, AsyncGroup]:
+async def open_auto_async(store: StoreLike) -> AsyncArray | AsyncGroup:
     store_path = make_store_path(store)
     try:
         return await AsyncArray.open(store_path)
@@ -28,9 +23,7 @@ async def open_auto_async(
         return await AsyncGroup.open(store_path)
 
 
-def open_auto(
-    store: StoreLike,
-) -> Union[Array, ArrayV2, Group]:
+def open_auto(store: StoreLike) -> Array | Group:
     object = _sync(
         open_auto_async(store),
     )
diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index a91bd63c3b..1c665590bf 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -1,110 +1,348 @@
 from __future__ import annotations
 
 from abc import abstractmethod
-from typing import TYPE_CHECKING, Optional
+from typing import TYPE_CHECKING, Generic, Iterable, TypeVar
 
 from zarr.abc.metadata import Metadata
-
+from zarr.abc.store import ByteGetter, ByteSetter
 from zarr.buffer import Buffer, NDBuffer
-from zarr.common import ArraySpec
-from zarr.store import StorePath
 
 
 if TYPE_CHECKING:
     from typing_extensions import Self
-    from zarr.common import SliceSelection
+    from zarr.common import ArraySpec, SliceSelection
     from zarr.metadata import ArrayMetadata
 
 
-class Codec(Metadata):
+CodecInput = TypeVar("CodecInput", bound=NDBuffer | Buffer)
+CodecOutput = TypeVar("CodecOutput", bound=NDBuffer | Buffer)
+
+
+class _Codec(Generic[CodecInput, CodecOutput], Metadata):
+    """Generic base class for codecs.
+    Please use ArrayArrayCodec, ArrayBytesCodec or BytesBytesCodec for subclassing.
+
+    Codecs can be registered via zarr.codecs.registry.
+    """
+
     is_fixed_size: bool
 
     @abstractmethod
     def compute_encoded_size(self, input_byte_length: int, chunk_spec: ArraySpec) -> int:
-        pass
+        """Given an input byte length, this method returns the output byte length.
+        Raises a NotImplementedError for codecs with variable-sized outputs (e.g. compressors).
+
+        Parameters
+        ----------
+        input_byte_length : int
+        chunk_spec : ArraySpec
+
+        Returns
+        -------
+        int
+        """
+        ...
 
     def resolve_metadata(self, chunk_spec: ArraySpec) -> ArraySpec:
+        """Computed the spec of the chunk after it has been encoded by the codec.
+        This is important for codecs that change the shape, data type or fill value of a chunk.
+        The spec will then be used for subsequent codecs in the pipeline.
+
+        Parameters
+        ----------
+        chunk_spec : ArraySpec
+
+        Returns
+        -------
+        ArraySpec
+        """
         return chunk_spec
 
     def evolve(self, array_spec: ArraySpec) -> Self:
+        """Fills in codec configuration parameters that can be automatically
+        inferred from the array metadata.
+
+        Parameters
+        ----------
+        chunk_spec : ArraySpec
+
+        Returns
+        -------
+        Self
+        """
         return self
 
     def validate(self, array_metadata: ArrayMetadata) -> None:
-        pass
+        """Validates that the codec configuration is compatible with the array metadata.
+        Raises errors when the codec configuration is not compatible.
 
+        Parameters
+        ----------
+        array_metadata : ArrayMetadata
+        """
+        ...
 
-class ArrayArrayCodec(Codec):
     @abstractmethod
     async def decode(
         self,
-        chunk_array: NDBuffer,
-        chunk_spec: ArraySpec,
-    ) -> NDBuffer:
-        pass
+        chunks_and_specs: Iterable[tuple[CodecOutput | None, ArraySpec]],
+    ) -> Iterable[CodecInput | None]:
+        """Decodes a batch of chunks.
+        Chunks can be None in which case they are ignored by the codec.
+
+        Parameters
+        ----------
+        chunks_and_specs : Iterable[tuple[CodecOutput | None, ArraySpec]]
+            Ordered set of encoded chunks with their accompanying chunk spec.
+
+        Returns
+        -------
+        Iterable[CodecInput | None]
+        """
+        ...
 
     @abstractmethod
     async def encode(
         self,
-        chunk_array: NDBuffer,
-        chunk_spec: ArraySpec,
-    ) -> Optional[NDBuffer]:
-        pass
+        chunks_and_specs: Iterable[tuple[CodecInput | None, ArraySpec]],
+    ) -> Iterable[CodecOutput | None]:
+        """Encodes a batch of chunks.
+        Chunks can be None in which case they are ignored by the codec.
 
+        Parameters
+        ----------
+        chunks_and_specs : Iterable[tuple[CodecInput | None, ArraySpec]]
+            Ordered set of to-be-encoded chunks with their accompanying chunk spec.
 
-class ArrayBytesCodec(Codec):
-    @abstractmethod
-    async def decode(
-        self,
-        chunk_array: Buffer,
-        chunk_spec: ArraySpec,
-    ) -> NDBuffer:
-        pass
+        Returns
+        -------
+        Iterable[CodecOutput | None]
+        """
+        ...
 
-    @abstractmethod
-    async def encode(
-        self,
-        chunk_array: NDBuffer,
-        chunk_spec: ArraySpec,
-    ) -> Optional[Buffer]:
-        pass
+
+class ArrayArrayCodec(_Codec[NDBuffer, NDBuffer]):
+    """Base class for array-to-array codecs."""
+
+    ...
+
+
+class ArrayBytesCodec(_Codec[NDBuffer, Buffer]):
+    """Base class for array-to-bytes codecs."""
+
+    ...
+
+
+class BytesBytesCodec(_Codec[Buffer, Buffer]):
+    """Base class for bytes-to-bytes codecs."""
+
+    ...
+
+
+Codec = ArrayArrayCodec | ArrayBytesCodec | BytesBytesCodec
 
 
 class ArrayBytesCodecPartialDecodeMixin:
+    """Mixin for array-to-bytes codecs that implement partial decoding."""
+
     @abstractmethod
     async def decode_partial(
         self,
-        store_path: StorePath,
-        selection: SliceSelection,
-        chunk_spec: ArraySpec,
-    ) -> Optional[NDBuffer]:
-        pass
+        batch_info: Iterable[tuple[ByteGetter, SliceSelection, ArraySpec]],
+    ) -> Iterable[NDBuffer | None]:
+        """Partially decodes a batch of chunks.
+        This method determines parts of a chunk from the slice selection,
+        fetches these parts from the store (via ByteGetter) and decodes them.
+
+        Parameters
+        ----------
+        batch_info : Iterable[tuple[ByteGetter, SliceSelection, ArraySpec]]
+            Ordered set of information about slices of encoded chunks.
+            The slice selection determines which parts of the chunk will be fetched.
+            The ByteGetter is used to fetch the necessary bytes.
+            The chunk spec contains information about the construction of an array from the bytes.
+
+        Returns
+        -------
+        Iterable[NDBuffer | None]
+        """
+        ...
 
 
 class ArrayBytesCodecPartialEncodeMixin:
+    """Mixin for array-to-bytes codecs that implement partial encoding."""
+
     @abstractmethod
     async def encode_partial(
         self,
-        store_path: StorePath,
-        chunk_array: NDBuffer,
-        selection: SliceSelection,
-        chunk_spec: ArraySpec,
+        batch_info: Iterable[tuple[ByteSetter, NDBuffer, SliceSelection, ArraySpec]],
     ) -> None:
-        pass
+        """Partially encodes a batch of chunks.
+        This method determines parts of a chunk from the slice selection, encodes them and
+        writes these parts to the store (via ByteSetter).
+        If merging with existing chunk data in the store is necessary, this method will
+        read from the store first and perform the merge.
+
+        Parameters
+        ----------
+        batch_info : Iterable[tuple[ByteSetter, NDBuffer, SliceSelection, ArraySpec]]
+            Ordered set of information about slices of to-be-encoded chunks.
+            The slice selection determines which parts of the chunk will be encoded.
+            The ByteSetter is used to write the necessary bytes and fetch bytes for existing chunk data.
+            The chunk spec contains information about the chunk.
+        """
+        ...
+
 
+class CodecPipeline(Metadata):
+    """Base class for implementing CodecPipeline.
+    A CodecPipeline implements the read and write paths for chunk data.
+    On the read path, it is responsible for fetching chunks from a store (via ByteGetter),
+    decoding them and assembling an output array. On the write path, it encodes the chunks
+    and writes them to a store (via ByteSetter)."""
+
+    @abstractmethod
+    def evolve(self, array_spec: ArraySpec) -> Self:
+        """Fills in codec configuration parameters that can be automatically
+        inferred from the array metadata.
+
+        Parameters
+        ----------
+        array_spec : ArraySpec
+
+        Returns
+        -------
+        Self
+        """
+        ...
+
+    @classmethod
+    @abstractmethod
+    def from_list(cls, codecs: list[Codec]) -> Self:
+        """Creates a codec pipeline from a list of codecs.
+
+        Parameters
+        ----------
+        codecs : list[Codec]
+
+        Returns
+        -------
+        Self
+        """
+        ...
+
+    @property
+    @abstractmethod
+    def supports_partial_decode(self) -> bool: ...
+
+    @property
+    @abstractmethod
+    def supports_partial_encode(self) -> bool: ...
+
+    @abstractmethod
+    def validate(self, array_metadata: ArrayMetadata) -> None:
+        """Validates that all codec configurations are compatible with the array metadata.
+        Raises errors when a codec configuration is not compatible.
+
+        Parameters
+        ----------
+        array_metadata : ArrayMetadata
+        """
+        ...
+
+    @abstractmethod
+    def compute_encoded_size(self, byte_length: int, array_spec: ArraySpec) -> int:
+        """Given an input byte length, this method returns the output byte length.
+        Raises a NotImplementedError for codecs with variable-sized outputs (e.g. compressors).
+
+        Parameters
+        ----------
+        input_byte_length : int
+        array_spec : ArraySpec
+
+        Returns
+        -------
+        int
+        """
+        ...
 
-class BytesBytesCodec(Codec):
     @abstractmethod
     async def decode(
         self,
-        chunk_array: Buffer,
-        chunk_spec: ArraySpec,
-    ) -> Buffer:
-        pass
+        chunk_bytes_and_specs: Iterable[tuple[Buffer | None, ArraySpec]],
+    ) -> Iterable[NDBuffer | None]:
+        """Decodes a batch of chunks.
+        Chunks can be None in which case they are ignored by the codec.
+
+        Parameters
+        ----------
+        chunks_and_specs : Iterable[tuple[Buffer | None, ArraySpec]]
+            Ordered set of encoded chunks with their accompanying chunk spec.
+
+        Returns
+        -------
+        Iterable[NDBuffer | None]
+        """
+        ...
 
     @abstractmethod
     async def encode(
         self,
-        chunk_array: Buffer,
-        chunk_spec: ArraySpec,
-    ) -> Optional[Buffer]:
-        pass
+        chunk_arrays_and_specs: Iterable[tuple[NDBuffer | None, ArraySpec]],
+    ) -> Iterable[Buffer | None]:
+        """Encodes a batch of chunks.
+        Chunks can be None in which case they are ignored by the codec.
+
+        Parameters
+        ----------
+        chunks_and_specs : Iterable[tuple[NDBuffer | None, ArraySpec]]
+            Ordered set of to-be-encoded chunks with their accompanying chunk spec.
+
+        Returns
+        -------
+        Iterable[Buffer | None]
+        """
+        ...
+
+    @abstractmethod
+    async def read(
+        self,
+        batch_info: Iterable[tuple[ByteGetter, ArraySpec, SliceSelection, SliceSelection]],
+        out: NDBuffer,
+    ) -> None:
+        """Reads chunk data from the store, decodes it and writes it into an output array.
+        Partial decoding may be utilized if the codecs and stores support it.
+
+        Parameters
+        ----------
+        batch_info : Iterable[tuple[ByteGetter, ArraySpec, SliceSelection, SliceSelection]]
+            Ordered set of information about the chunks.
+            The first slice selection determines which parts of the chunk will be fetched.
+            The second slice selection determines where in the output array the chunk data will be written.
+            The ByteGetter is used to fetch the necessary bytes.
+            The chunk spec contains information about the construction of an array from the bytes.
+        out : NDBuffer
+        """
+        ...
+
+    @abstractmethod
+    async def write(
+        self,
+        batch_info: Iterable[tuple[ByteSetter, ArraySpec, SliceSelection, SliceSelection]],
+        value: NDBuffer,
+    ) -> None:
+        """Encodes chunk data and writes it to the store.
+        Merges with existing chunk data by reading first, if necessary.
+        Partial encoding may be utilized if the codecs and stores support it.
+
+        Parameters
+        ----------
+        batch_info : Iterable[tuple[ByteSetter, ArraySpec, SliceSelection, SliceSelection]]
+            Ordered set of information about the chunks.
+            The first slice selection determines which parts of the chunk will be encoded.
+            The second slice selection determines where in the value array the chunk data is located.
+            The ByteSetter is used to fetch and write the necessary bytes.
+            The chunk spec contains information about the chunk.
+        value : NDBuffer
+        """
+        ...
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 914987cda7..a3a112e58e 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -1,8 +1,8 @@
 from abc import abstractmethod, ABC
 from collections.abc import AsyncGenerator
+from typing import List, Protocol, Tuple, Optional, runtime_checkable
 
-from typing import List, Tuple, Optional
-
+from zarr.common import BytesLike
 from zarr.buffer import Buffer
 
 
@@ -68,7 +68,7 @@ async def set(self, key: str, value: Buffer) -> None:
         Parameters
         ----------
         key : str
-        value : bytes
+        value : Buffer
         """
         ...
 
@@ -89,12 +89,12 @@ def supports_partial_writes(self) -> bool:
         ...
 
     @abstractmethod
-    async def set_partial_values(self, key_start_values: List[Tuple[str, int, bytes]]) -> None:
+    async def set_partial_values(self, key_start_values: list[tuple[str, int, BytesLike]]) -> None:
         """Store values at a given key, starting at byte range_start.
 
         Parameters
         ----------
-        key_start_values : list[tuple[str, int, bytes]]
+        key_start_values : list[tuple[str, int, BytesLike]]
             set of key, range_start, values triples, a key may occur multiple times with different
             range_starts, range_starts (considering the length of the respective values) must not
             specify overlapping ranges for the same key
@@ -146,3 +146,28 @@ def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         AsyncGenerator[str, None]
         """
         ...
+
+
+@runtime_checkable
+class ByteGetter(Protocol):
+    async def get(
+        self, byte_range: Optional[Tuple[int, Optional[int]]] = None
+    ) -> Optional[Buffer]: ...
+
+
+@runtime_checkable
+class ByteSetter(Protocol):
+    async def get(
+        self, byte_range: Optional[Tuple[int, Optional[int]]] = None
+    ) -> Optional[Buffer]: ...
+
+    async def set(self, value: Buffer, byte_range: Optional[Tuple[int, int]] = None) -> None: ...
+
+    async def delete(self) -> None: ...
+
+
+async def set_or_delete(byte_setter: ByteSetter, value: Buffer | None) -> None:
+    if value is None:
+        await byte_setter.delete()
+    else:
+        await byte_setter.set(value)
diff --git a/src/zarr/array.py b/src/zarr/array.py
index 1567c9bbe5..61f91ab966 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -1,3 +1,5 @@
+from __future__ import annotations
+
 # Notes on what I've changed here:
 # 1. Split Array into AsyncArray and Array
 # 3. Added .size and .attrs methods
@@ -7,37 +9,38 @@
 # Questions to consider:
 # 1. Was splitting the array into two classes really necessary?
 
-from __future__ import annotations
 
+from asyncio import gather
 from dataclasses import dataclass, replace
 
 import json
-from typing import Any, Dict, Iterable, Literal, Optional, Tuple, Union
+from typing import Any, Iterable, Literal
 
 import numpy as np
 import numpy.typing as npt
 from zarr.abc.codec import Codec
+from zarr.abc.store import set_or_delete
 
 
-# from zarr.array_v2 import ArrayV2
-from zarr.buffer import Buffer, Factory, NDArrayLike, NDBuffer
+from zarr.attributes import Attributes
+from zarr.buffer import Factory, NDArrayLike, NDBuffer
 from zarr.codecs import BytesCodec
-from zarr.codecs.pipeline import CodecPipeline
 from zarr.common import (
+    JSON,
     ZARR_JSON,
-    ArraySpec,
+    ZARRAY_JSON,
+    ZATTRS_JSON,
     ChunkCoords,
     Selection,
-    SliceSelection,
     ZarrFormat,
     concurrent_map,
 )
 from zarr.config import config
 
-from zarr.indexing import BasicIndexer, all_chunk_coords, is_total_slice
+from zarr.indexing import BasicIndexer
 from zarr.chunk_grids import RegularChunkGrid
-from zarr.chunk_key_encodings import DefaultChunkKeyEncoding, V2ChunkKeyEncoding
-from zarr.metadata import ArrayMetadata, parse_indexing_order
+from zarr.chunk_key_encodings import ChunkKeyEncoding, DefaultChunkKeyEncoding, V2ChunkKeyEncoding
+from zarr.metadata import ArrayMetadata, ArrayV3Metadata, ArrayV2Metadata, parse_indexing_order
 from zarr.store import StoreLike, StorePath, make_store_path
 from zarr.sync import sync
 
@@ -46,9 +49,11 @@ def parse_array_metadata(data: Any) -> ArrayMetadata:
     if isinstance(data, ArrayMetadata):
         return data
     elif isinstance(data, dict):
-        return ArrayMetadata.from_dict(data)
-    else:
-        raise TypeError
+        if data["zarr_format"] == 3:
+            return ArrayV3Metadata.from_dict(data)
+        elif data["zarr_format"] == 2:
+            return ArrayV2Metadata.from_dict(data)
+    raise TypeError
 
 
 @dataclass(frozen=True)
@@ -57,10 +62,6 @@ class AsyncArray:
     store_path: StorePath
     order: Literal["C", "F"]
 
-    @property
-    def codecs(self) -> CodecPipeline:
-        return self.metadata.codecs
-
     def __init__(
         self,
         metadata: ArrayMetadata,
@@ -79,21 +80,116 @@ async def create(
         cls,
         store: StoreLike,
         *,
+        # v2 and v3
         shape: ChunkCoords,
         dtype: npt.DTypeLike,
-        chunk_shape: ChunkCoords,
-        fill_value: Optional[Any] = None,
-        chunk_key_encoding: Union[
-            Tuple[Literal["default"], Literal[".", "/"]],
-            Tuple[Literal["v2"], Literal[".", "/"]],
-        ] = ("default", "/"),
-        codecs: Optional[Iterable[Union[Codec, Dict[str, Any]]]] = None,
-        dimension_names: Optional[Iterable[str]] = None,
-        attributes: Optional[Dict[str, Any]] = None,
-        exists_ok: bool = False,
         zarr_format: ZarrFormat = 3,
+        fill_value: Any | None = None,
+        attributes: dict[str, JSON] | None = None,
+        # v3 only
+        chunk_shape: ChunkCoords | None = None,
+        chunk_key_encoding: (
+            ChunkKeyEncoding
+            | tuple[Literal["default"], Literal[".", "/"]]
+            | tuple[Literal["v2"], Literal[".", "/"]]
+            | None
+        ) = None,
+        codecs: Iterable[Codec | dict[str, JSON]] | None = None,
+        dimension_names: Iterable[str] | None = None,
+        # v2 only
+        chunks: ChunkCoords | None = None,
+        dimension_separator: Literal[".", "/"] | None = None,
+        order: Literal["C", "F"] | None = None,
+        filters: list[dict[str, JSON]] | None = None,
+        compressor: dict[str, JSON] | None = None,
+        # runtime
+        exists_ok: bool = False,
     ) -> AsyncArray:
         store_path = make_store_path(store)
+
+        if chunk_shape is None:
+            if chunks is None:
+                raise ValueError("Either chunk_shape or chunks needs to be provided.")
+            chunk_shape = chunks
+        elif chunks is not None:
+            raise ValueError("Only one of chunk_shape or chunks must be provided.")
+
+        if zarr_format == 3:
+            if dimension_separator is not None:
+                raise ValueError(
+                    "dimension_separator cannot be used for arrays with version 3. Use chunk_key_encoding instead."
+                )
+            if order is not None:
+                raise ValueError(
+                    "order cannot be used for arrays with version 3. Use a transpose codec instead."
+                )
+            if filters is not None:
+                raise ValueError(
+                    "filters cannot be used for arrays with version 3. Use array-to-array codecs instead."
+                )
+            if compressor is not None:
+                raise ValueError(
+                    "compressor cannot be used for arrays with version 3. Use bytes-to-bytes codecs instead."
+                )
+            return await cls._create_v3(
+                store_path,
+                shape=shape,
+                dtype=dtype,
+                chunk_shape=chunk_shape,
+                fill_value=fill_value,
+                chunk_key_encoding=chunk_key_encoding,
+                codecs=codecs,
+                dimension_names=dimension_names,
+                attributes=attributes,
+                exists_ok=exists_ok,
+            )
+        elif zarr_format == 2:
+            if codecs is not None:
+                raise ValueError(
+                    "codecs cannot be used for arrays with version 2. Use filters and compressor instead."
+                )
+            if chunk_key_encoding is not None:
+                raise ValueError(
+                    "chunk_key_encoding cannot be used for arrays with version 2. Use dimension_separator instead."
+                )
+            if dimension_names is not None:
+                raise ValueError("dimension_names cannot be used for arrays with version 2.")
+            return await cls._create_v2(
+                store_path,
+                shape=shape,
+                dtype=dtype,
+                chunks=chunk_shape,
+                dimension_separator=dimension_separator,
+                fill_value=fill_value,
+                order=order,
+                filters=filters,
+                compressor=compressor,
+                attributes=attributes,
+                exists_ok=exists_ok,
+            )
+        else:
+            raise ValueError(f"Insupported zarr_format. Got: {zarr_format}")
+
+    @classmethod
+    async def _create_v3(
+        cls,
+        store_path: StorePath,
+        *,
+        shape: ChunkCoords,
+        dtype: npt.DTypeLike,
+        chunk_shape: ChunkCoords,
+        fill_value: Any | None = None,
+        chunk_key_encoding: (
+            ChunkKeyEncoding
+            | tuple[Literal["default"], Literal[".", "/"]]
+            | tuple[Literal["v2"], Literal[".", "/"]]
+            | None
+        ) = None,
+        codecs: Iterable[Codec | dict[str, JSON]] | None = None,
+        dimension_names: Iterable[str] | None = None,
+        attributes: dict[str, JSON] | None = None,
+        exists_ok: bool = False,
+    ) -> AsyncArray:
         if not exists_ok:
             assert not await (store_path / ZARR_JSON).exists()
 
@@ -105,36 +201,86 @@ async def create(
             else:
                 fill_value = 0
 
-        metadata = ArrayMetadata(
-            shape=shape,
-            data_type=dtype,
-            chunk_grid=RegularChunkGrid(chunk_shape=chunk_shape),
-            chunk_key_encoding=(
+        if chunk_key_encoding is None:
+            chunk_key_encoding = ("default", "/")
+        if isinstance(chunk_key_encoding, tuple):
+            chunk_key_encoding = (
                 V2ChunkKeyEncoding(separator=chunk_key_encoding[1])
                 if chunk_key_encoding[0] == "v2"
                 else DefaultChunkKeyEncoding(separator=chunk_key_encoding[1])
-            ),
+            )
+
+        metadata = ArrayV3Metadata(
+            shape=shape,
+            data_type=dtype,
+            chunk_grid=RegularChunkGrid(chunk_shape=chunk_shape),
+            chunk_key_encoding=chunk_key_encoding,
             fill_value=fill_value,
             codecs=codecs,
             dimension_names=tuple(dimension_names) if dimension_names else None,
             attributes=attributes or {},
         )
 
-        array = cls(
-            metadata=metadata,
-            store_path=store_path,
-        )
+        array = cls(metadata=metadata, store_path=store_path)
+
+        await array._save_metadata(metadata)
+        return array
+
+    @classmethod
+    async def _create_v2(
+        cls,
+        store_path: StorePath,
+        *,
+        shape: ChunkCoords,
+        dtype: npt.DTypeLike,
+        chunks: ChunkCoords,
+        dimension_separator: Literal[".", "/"] | None = None,
+        fill_value: None | int | float = None,
+        order: Literal["C", "F"] | None = None,
+        filters: list[dict[str, JSON]] | None = None,
+        compressor: dict[str, JSON] | None = None,
+        attributes: dict[str, JSON] | None = None,
+        exists_ok: bool = False,
+    ) -> AsyncArray:
+        import numcodecs
+
+        if not exists_ok:
+            assert not await (store_path / ZARRAY_JSON).exists()
+
+        if order is None:
+            order = "C"
+
+        if dimension_separator is None:
+            dimension_separator = "."
 
-        await array._save_metadata()
+        metadata = ArrayV2Metadata(
+            shape=shape,
+            dtype=np.dtype(dtype),
+            chunks=chunks,
+            order=order,
+            dimension_separator=dimension_separator,
+            fill_value=0 if fill_value is None else fill_value,
+            compressor=(
+                numcodecs.get_codec(compressor).get_config() if compressor is not None else None
+            ),
+            filters=(
+                [numcodecs.get_codec(filter).get_config() for filter in filters]
+                if filters is not None
+                else None
+            ),
+            attributes=attributes,
+        )
+        array = cls(metadata=metadata, store_path=store_path)
+        await array._save_metadata(metadata)
         return array
 
     @classmethod
     def from_dict(
         cls,
         store_path: StorePath,
-        data: Dict[str, Any],
+        data: dict[str, JSON],
     ) -> AsyncArray:
-        metadata = ArrayMetadata.from_dict(data)
+        metadata = parse_array_metadata(data)
         async_array = cls(metadata=metadata, store_path=store_path)
         return async_array
 
@@ -142,30 +288,54 @@ def from_dict(
     async def open(
         cls,
         store: StoreLike,
+        zarr_format: ZarrFormat | None = 3,
     ) -> AsyncArray:
         store_path = make_store_path(store)
-        zarr_json_bytes = await (store_path / ZARR_JSON).get()
-        assert zarr_json_bytes is not None
-        return cls.from_dict(
-            store_path,
-            json.loads(zarr_json_bytes.to_bytes()),
-        )
 
-    @classmethod
-    async def open_auto(
-        cls,
-        store: StoreLike,
-    ) -> AsyncArray:  # TODO: Union[AsyncArray, ArrayV2]
-        store_path = make_store_path(store)
-        v3_metadata_bytes = await (store_path / ZARR_JSON).get()
-        if v3_metadata_bytes is not None:
-            return cls.from_dict(
-                store_path,
-                json.loads(v3_metadata_bytes.to_bytes()),
+        if zarr_format == 2:
+            zarray_bytes, zattrs_bytes = await gather(
+                (store_path / ZARRAY_JSON).get(), (store_path / ZATTRS_JSON).get()
             )
+            if zarray_bytes is None:
+                raise KeyError(store_path)  # filenotfounderror?
+        elif zarr_format == 3:
+            zarr_json_bytes = await (store_path / ZARR_JSON).get()
+            if zarr_json_bytes is None:
+                raise KeyError(store_path)  # filenotfounderror?
+        elif zarr_format is None:
+            zarr_json_bytes, zarray_bytes, zattrs_bytes = await gather(
+                (store_path / ZARR_JSON).get(),
+                (store_path / ZARRAY_JSON).get(),
+                (store_path / ZATTRS_JSON).get(),
+            )
+            if zarr_json_bytes is not None and zarray_bytes is not None:
+                # TODO: revisit this exception type
+                # alternatively, we could warn and favor v3
+                raise ValueError("Both zarr.json and .zarray objects exist")
+            if zarr_json_bytes is None and zarray_bytes is None:
+                raise KeyError(store_path)  # filenotfounderror?
+            # set zarr_format based on which keys were found
+            if zarr_json_bytes is not None:
+                zarr_format = 3
+            else:
+                zarr_format = 2
         else:
-            raise ValueError("no v2 support yet")
-            # return await ArrayV2.open(store_path)
+            raise ValueError(f"unexpected zarr_format: {zarr_format}")
+
+        if zarr_format == 2:
+            # V2 arrays are comprised of a .zarray and .zattrs objects
+            assert zarray_bytes is not None
+            zarray_dict = json.loads(zarray_bytes.to_bytes())
+            zattrs_dict = json.loads(zattrs_bytes.to_bytes()) if zattrs_bytes is not None else {}
+            zarray_dict["attributes"] = zattrs_dict
+            return cls(store_path=store_path, metadata=ArrayV2Metadata.from_dict(zarray_dict))
+        else:
+            # V3 arrays are comprised of a zarr.json object
+            assert zarr_json_bytes is not None
+            return cls(
+                store_path=store_path,
+                metadata=ArrayV3Metadata.from_dict(json.loads(zarr_json_bytes.to_bytes())),
+            )
 
     @property
     def ndim(self) -> int:
@@ -184,64 +354,45 @@ def dtype(self) -> np.dtype[Any]:
         return self.metadata.dtype
 
     @property
-    def attrs(self) -> dict[str, Any]:
+    def attrs(self) -> dict[str, JSON]:
         return self.metadata.attributes
 
     async def getitem(
         self, selection: Selection, *, factory: Factory.Create = NDBuffer.create
     ) -> NDArrayLike:
-        assert isinstance(self.metadata.chunk_grid, RegularChunkGrid)
         indexer = BasicIndexer(
             selection,
             shape=self.metadata.shape,
-            chunk_shape=self.metadata.chunk_grid.chunk_shape,
+            chunk_grid=self.metadata.chunk_grid,
         )
 
         # setup output array
         out = factory(
-            shape=indexer.shape, dtype=self.metadata.dtype, order=self.order, fill_value=0
+            shape=indexer.shape,
+            dtype=self.metadata.dtype,
+            order=self.order,
+            fill_value=0,  # TODO use fill_value
         )
 
         # reading chunks and decoding them
-        await concurrent_map(
+        await self.metadata.codec_pipeline.read(
             [
-                (chunk_coords, chunk_selection, out_selection, out)
+                (
+                    self.store_path / self.metadata.encode_chunk_key(chunk_coords),
+                    self.metadata.get_chunk_spec(chunk_coords, self.order),
+                    chunk_selection,
+                    out_selection,
+                )
                 for chunk_coords, chunk_selection, out_selection in indexer
             ],
-            self._read_chunk,
-            config.get("async.concurrency"),
+            out,
         )
         return out.as_ndarray_like()
 
-    async def _save_metadata(self) -> None:
-        await (self.store_path / ZARR_JSON).set(Buffer.from_bytes(self.metadata.to_bytes()))
-
-    async def _read_chunk(
-        self,
-        chunk_coords: ChunkCoords,
-        chunk_selection: SliceSelection,
-        out_selection: SliceSelection,
-        out: NDBuffer,
-    ) -> None:
-        chunk_spec = self.metadata.get_chunk_spec(chunk_coords, self.order)
-        chunk_key_encoding = self.metadata.chunk_key_encoding
-        chunk_key = chunk_key_encoding.encode_chunk_key(chunk_coords)
-        store_path = self.store_path / chunk_key
-
-        if self.codecs.supports_partial_decode:
-            chunk_array = await self.codecs.decode_partial(store_path, chunk_selection, chunk_spec)
-            if chunk_array is not None:
-                out[out_selection] = chunk_array
-            else:
-                out[out_selection] = self.metadata.fill_value
-        else:
-            chunk_bytes = await store_path.get()
-            if chunk_bytes is not None:
-                chunk_array = await self.codecs.decode(chunk_bytes, chunk_spec)
-                tmp = chunk_array[chunk_selection]
-                out[out_selection] = tmp
-            else:
-                out[out_selection] = self.metadata.fill_value
+    async def _save_metadata(self, metadata: ArrayMetadata) -> None:
+        to_save = metadata.to_buffer_dict()
+        awaitables = [set_or_delete(self.store_path / key, value) for key, value in to_save.items()]
+        await gather(*awaitables)
 
     async def setitem(
         self,
@@ -249,12 +400,10 @@ async def setitem(
         value: NDArrayLike,
         factory: Factory.NDArrayLike = NDBuffer.from_ndarray_like,
     ) -> None:
-        assert isinstance(self.metadata.chunk_grid, RegularChunkGrid)
-        chunk_shape = self.metadata.chunk_grid.chunk_shape
         indexer = BasicIndexer(
             selection,
             shape=self.metadata.shape,
-            chunk_shape=chunk_shape,
+            chunk_grid=self.metadata.chunk_grid,
         )
 
         sel_shape = indexer.shape
@@ -275,122 +424,52 @@ async def setitem(
         value = factory(value)
 
         # merging with existing data and encoding chunks
-        await concurrent_map(
+        await self.metadata.codec_pipeline.write(
             [
                 (
-                    value,
-                    chunk_shape,
-                    chunk_coords,
+                    self.store_path / self.metadata.encode_chunk_key(chunk_coords),
+                    self.metadata.get_chunk_spec(chunk_coords, self.order),
                     chunk_selection,
                     out_selection,
                 )
                 for chunk_coords, chunk_selection, out_selection in indexer
             ],
-            self._write_chunk,
-            config.get("async.concurrency"),
+            value,
         )
 
-    async def _write_chunk(
-        self,
-        value: NDBuffer,
-        chunk_shape: ChunkCoords,
-        chunk_coords: ChunkCoords,
-        chunk_selection: SliceSelection,
-        out_selection: SliceSelection,
-    ) -> None:
-        chunk_spec = self.metadata.get_chunk_spec(chunk_coords, self.order)
-        chunk_key_encoding = self.metadata.chunk_key_encoding
-        chunk_key = chunk_key_encoding.encode_chunk_key(chunk_coords)
-        store_path = self.store_path / chunk_key
-
-        if is_total_slice(chunk_selection, chunk_shape):
-            # write entire chunks
-            if np.isscalar(value):
-                chunk_array = NDBuffer.create(
-                    shape=chunk_shape, dtype=self.metadata.dtype, fill_value=value
-                )
-            else:
-                chunk_array = value[out_selection]
-            await self._write_chunk_to_store(store_path, chunk_array, chunk_spec)
+    async def resize(
+        self, new_shape: ChunkCoords, delete_outside_chunks: bool = True
+    ) -> AsyncArray:
+        assert len(new_shape) == len(self.metadata.shape)
+        new_metadata = self.metadata.update_shape(new_shape)
 
-        elif self.codecs.supports_partial_encode:
-            # print("encode_partial", chunk_coords, chunk_selection, repr(self))
-            await self.codecs.encode_partial(
-                store_path,
-                value[out_selection],
-                chunk_selection,
-                chunk_spec,
-            )
-        else:
-            # writing partial chunks
-            # read chunk first
-            chunk_bytes = await store_path.get()
-
-            # merge new value
-            if chunk_bytes is None:
-                chunk_array = NDBuffer.create(
-                    shape=chunk_shape,
-                    dtype=self.metadata.dtype,
-                    fill_value=self.metadata.fill_value,
-                )
-            else:
-                chunk_array = (
-                    await self.codecs.decode(chunk_bytes, chunk_spec)
-                ).copy()  # make a writable copy
-            chunk_array[chunk_selection] = value[out_selection]
+        # Remove all chunks outside of the new shape
+        old_chunk_coords = set(self.metadata.chunk_grid.all_chunk_coords(self.metadata.shape))
+        new_chunk_coords = set(self.metadata.chunk_grid.all_chunk_coords(new_shape))
 
-            await self._write_chunk_to_store(store_path, chunk_array, chunk_spec)
+        if delete_outside_chunks:
 
-    async def _write_chunk_to_store(
-        self, store_path: StorePath, chunk_array: NDBuffer, chunk_spec: ArraySpec
-    ) -> None:
-        if chunk_array.all_equal(self.metadata.fill_value):
-            # chunks that only contain fill_value will be removed
-            await store_path.delete()
-        else:
-            chunk_bytes = await self.codecs.encode(chunk_array, chunk_spec)
-            if chunk_bytes is None:
-                await store_path.delete()
-            else:
-                await store_path.set(chunk_bytes)
+            async def _delete_key(key: str) -> None:
+                await (self.store_path / key).delete()
 
-    async def resize(self, new_shape: ChunkCoords) -> AsyncArray:
-        if len(new_shape) != len(self.metadata.shape):
-            raise ValueError(
-                "The new shape must have the same number of dimensions "
-                + f"(={len(self.metadata.shape)})."
+            await concurrent_map(
+                [
+                    (self.metadata.encode_chunk_key(chunk_coords),)
+                    for chunk_coords in old_chunk_coords.difference(new_chunk_coords)
+                ],
+                _delete_key,
+                config.get("async.concurrency"),
             )
 
-        new_metadata = replace(self.metadata, shape=new_shape)
-
-        # Remove all chunks outside of the new shape
-        assert isinstance(self.metadata.chunk_grid, RegularChunkGrid)
-        chunk_shape = self.metadata.chunk_grid.chunk_shape
-        chunk_key_encoding = self.metadata.chunk_key_encoding
-        old_chunk_coords = set(all_chunk_coords(self.metadata.shape, chunk_shape))
-        new_chunk_coords = set(all_chunk_coords(new_shape, chunk_shape))
-
-        async def _delete_key(key: str) -> None:
-            await (self.store_path / key).delete()
-
-        await concurrent_map(
-            [
-                (chunk_key_encoding.encode_chunk_key(chunk_coords),)
-                for chunk_coords in old_chunk_coords.difference(new_chunk_coords)
-            ],
-            _delete_key,
-            config.get("async.concurrency"),
-        )
-
         # Write new metadata
-        await (self.store_path / ZARR_JSON).set(Buffer.from_bytes(new_metadata.to_bytes()))
+        await self._save_metadata(new_metadata)
         return replace(self, metadata=new_metadata)
 
-    async def update_attributes(self, new_attributes: Dict[str, Any]) -> AsyncArray:
-        new_metadata = replace(self.metadata, attributes=new_attributes)
+    async def update_attributes(self, new_attributes: dict[str, JSON]) -> AsyncArray:
+        new_metadata = self.metadata.update_attributes(new_attributes)
 
         # Write new metadata
-        await (self.store_path / ZARR_JSON).set(Buffer.from_bytes(new_metadata.to_bytes()))
+        await self._save_metadata(new_metadata)
         return replace(self, metadata=new_metadata)
 
     def __repr__(self) -> str:
@@ -409,17 +488,29 @@ def create(
         cls,
         store: StoreLike,
         *,
+        # v2 and v3
         shape: ChunkCoords,
         dtype: npt.DTypeLike,
-        chunk_shape: ChunkCoords,
-        fill_value: Optional[Any] = None,
-        chunk_key_encoding: Union[
-            Tuple[Literal["default"], Literal[".", "/"]],
-            Tuple[Literal["v2"], Literal[".", "/"]],
-        ] = ("default", "/"),
-        codecs: Optional[Iterable[Union[Codec, Dict[str, Any]]]] = None,
-        dimension_names: Optional[Iterable[str]] = None,
-        attributes: Optional[Dict[str, Any]] = None,
+        zarr_format: ZarrFormat = 3,
+        fill_value: Any | None = None,
+        attributes: dict[str, JSON] | None = None,
+        # v3 only
+        chunk_shape: ChunkCoords | None = None,
+        chunk_key_encoding: (
+            ChunkKeyEncoding
+            | tuple[Literal["default"], Literal[".", "/"]]
+            | tuple[Literal["v2"], Literal[".", "/"]]
+            | None
+        ) = None,
+        codecs: Iterable[Codec | dict[str, JSON]] | None = None,
+        dimension_names: Iterable[str] | None = None,
+        # v2 only
+        chunks: ChunkCoords | None = None,
+        dimension_separator: Literal[".", "/"] | None = None,
+        order: Literal["C", "F"] | None = None,
+        filters: list[dict[str, JSON]] | None = None,
+        compressor: dict[str, JSON] | None = None,
+        # runtime
         exists_ok: bool = False,
     ) -> Array:
         async_array = sync(
@@ -427,12 +518,18 @@ def create(
                 store=store,
                 shape=shape,
                 dtype=dtype,
-                chunk_shape=chunk_shape,
+                zarr_format=zarr_format,
+                attributes=attributes,
                 fill_value=fill_value,
+                chunk_shape=chunk_shape,
                 chunk_key_encoding=chunk_key_encoding,
                 codecs=codecs,
                 dimension_names=dimension_names,
-                attributes=attributes,
+                chunks=chunks,
+                dimension_separator=dimension_separator,
+                order=order,
+                filters=filters,
+                compressor=compressor,
                 exists_ok=exists_ok,
             ),
         )
@@ -442,7 +539,7 @@ def create(
     def from_dict(
         cls,
         store_path: StorePath,
-        data: Dict[str, Any],
+        data: dict[str, JSON],
     ) -> Array:
         async_array = AsyncArray.from_dict(store_path=store_path, data=data)
         return cls(async_array)
@@ -455,16 +552,6 @@ def open(
         async_array = sync(AsyncArray.open(store))
         return cls(async_array)
 
-    @classmethod
-    def open_auto(
-        cls,
-        store: StoreLike,
-    ) -> Array:  # TODO: Union[Array, ArrayV2]:
-        async_array = sync(
-            AsyncArray.open_auto(store),
-        )
-        return cls(async_array)
-
     @property
     def ndim(self) -> int:
         return self._async_array.ndim
@@ -482,8 +569,8 @@ def dtype(self) -> np.dtype[Any]:
         return self._async_array.dtype
 
     @property
-    def attrs(self) -> dict[str, Any]:
-        return self._async_array.attrs
+    def attrs(self) -> Attributes:
+        return Attributes(self)
 
     @property
     def metadata(self) -> ArrayMetadata:
@@ -514,7 +601,7 @@ def resize(self, new_shape: ChunkCoords) -> Array:
             )
         )
 
-    def update_attributes(self, new_attributes: Dict[str, Any]) -> Array:
+    def update_attributes(self, new_attributes: dict[str, JSON]) -> Array:
         return type(self)(
             sync(
                 self._async_array.update_attributes(new_attributes),
diff --git a/src/zarr/array_v2.py b/src/zarr/array_v2.py
deleted file mode 100644
index 053d58eb1a..0000000000
--- a/src/zarr/array_v2.py
+++ /dev/null
@@ -1,524 +0,0 @@
-from __future__ import annotations
-
-import asyncio
-from dataclasses import dataclass, replace
-import json
-from typing import TYPE_CHECKING, Any, Dict, List, Literal, Optional, Union
-
-import numcodecs
-import numpy as np
-
-from numcodecs.compat import ensure_bytes, ensure_ndarray
-
-from zarr.buffer import Buffer, NDBuffer
-from zarr.common import (
-    ZARRAY_JSON,
-    ZATTRS_JSON,
-    BytesLike,
-    ChunkCoords,
-    Selection,
-    SliceSelection,
-    concurrent_map,
-    to_thread,
-)
-from zarr.indexing import BasicIndexer, all_chunk_coords, is_total_slice
-from zarr.metadata import ArrayV2Metadata
-from zarr.store import StoreLike, StorePath, make_store_path
-from zarr.sync import sync
-
-if TYPE_CHECKING:
-    from zarr.array import Array
-
-
-def as_bytearray(data: Optional[Buffer]) -> Optional[bytes]:
-    """Help function to convert a Buffer into bytes if not None"""
-    if data is None:
-        return data
-    return data.to_bytes()
-
-
-@dataclass(frozen=True)
-class _AsyncArrayProxy:
-    array: ArrayV2
-
-    def __getitem__(self, selection: Selection) -> _AsyncArraySelectionProxy:
-        return _AsyncArraySelectionProxy(self.array, selection)
-
-
-@dataclass(frozen=True)
-class _AsyncArraySelectionProxy:
-    array: ArrayV2
-    selection: Selection
-
-    async def get(self) -> np.ndarray:
-        return await self.array.get_async(self.selection)
-
-    async def set(self, value: np.ndarray):
-        return await self.array.set_async(self.selection, value)
-
-
-@dataclass(frozen=True)
-class ArrayV2:
-    metadata: ArrayV2Metadata
-    attributes: Optional[Dict[str, Any]]
-    store_path: StorePath
-
-    @classmethod
-    async def create_async(
-        cls,
-        store: StoreLike,
-        *,
-        shape: ChunkCoords,
-        dtype: np.dtype,
-        chunks: ChunkCoords,
-        dimension_separator: Literal[".", "/"] = ".",
-        fill_value: Optional[Union[None, int, float]] = None,
-        order: Literal["C", "F"] = "C",
-        filters: Optional[List[Dict[str, Any]]] = None,
-        compressor: Optional[Dict[str, Any]] = None,
-        attributes: Optional[Dict[str, Any]] = None,
-        exists_ok: bool = False,
-    ) -> ArrayV2:
-        store_path = make_store_path(store)
-        if not exists_ok:
-            assert not await (store_path / ZARRAY_JSON).exists()
-
-        metadata = ArrayV2Metadata(
-            shape=shape,
-            dtype=np.dtype(dtype),
-            chunks=chunks,
-            order=order,
-            dimension_separator=dimension_separator,
-            fill_value=0 if fill_value is None else fill_value,
-            compressor=(
-                numcodecs.get_codec(compressor).get_config() if compressor is not None else None
-            ),
-            filters=(
-                [numcodecs.get_codec(filter).get_config() for filter in filters]
-                if filters is not None
-                else None
-            ),
-        )
-        array = cls(
-            metadata=metadata,
-            store_path=store_path,
-            attributes=attributes,
-        )
-        await array._save_metadata()
-        return array
-
-    @classmethod
-    def create(
-        cls,
-        store: StoreLike,
-        *,
-        shape: ChunkCoords,
-        dtype: np.dtype,
-        chunks: ChunkCoords,
-        dimension_separator: Literal[".", "/"] = ".",
-        fill_value: Optional[Union[None, int, float]] = None,
-        order: Literal["C", "F"] = "C",
-        filters: Optional[List[Dict[str, Any]]] = None,
-        compressor: Optional[Dict[str, Any]] = None,
-        attributes: Optional[Dict[str, Any]] = None,
-        exists_ok: bool = False,
-    ) -> ArrayV2:
-        return sync(
-            cls.create_async(
-                store,
-                shape=shape,
-                dtype=dtype,
-                chunks=chunks,
-                order=order,
-                dimension_separator=dimension_separator,
-                fill_value=0 if fill_value is None else fill_value,
-                compressor=compressor,
-                filters=filters,
-                attributes=attributes,
-                exists_ok=exists_ok,
-            ),
-        )
-
-    @classmethod
-    async def open_async(
-        cls,
-        store: StoreLike,
-    ) -> ArrayV2:
-        store_path = make_store_path(store)
-        zarray_bytes, zattrs_bytes = await asyncio.gather(
-            (store_path / ZARRAY_JSON).get(),
-            (store_path / ZATTRS_JSON).get(),
-        )
-        assert zarray_bytes is not None
-        return cls.from_dict(
-            store_path,
-            zarray_json=json.loads(zarray_bytes.to_bytes()),
-            zattrs_json=json.loads(zattrs_bytes.to_bytes()) if zattrs_bytes is not None else None,
-        )
-
-    @classmethod
-    def open(
-        cls,
-        store: StoreLike,
-    ) -> ArrayV2:
-        return sync(
-            cls.open_async(store),
-        )
-
-    @classmethod
-    def from_dict(
-        cls,
-        store_path: StorePath,
-        zarray_json: Any,
-        zattrs_json: Optional[Any],
-    ) -> ArrayV2:
-        metadata = ArrayV2Metadata.from_dict(zarray_json)
-        out = cls(
-            store_path=store_path,
-            metadata=metadata,
-            attributes=zattrs_json,
-        )
-        out._validate_metadata()
-        return out
-
-    async def _save_metadata(self) -> None:
-        self._validate_metadata()
-
-        await (self.store_path / ZARRAY_JSON).set(self.metadata.to_bytes())
-        if self.attributes is not None and len(self.attributes) > 0:
-            await (self.store_path / ZATTRS_JSON).set(
-                Buffer.from_bytes(json.dumps(self.attributes).encode()),
-            )
-        else:
-            await (self.store_path / ZATTRS_JSON).delete()
-
-    def _validate_metadata(self) -> None:
-        assert len(self.metadata.shape) == len(
-            self.metadata.chunks
-        ), "`chunks` and `shape` need to have the same number of dimensions."
-
-    @property
-    def ndim(self) -> int:
-        return len(self.metadata.shape)
-
-    @property
-    def shape(self) -> ChunkCoords:
-        return self.metadata.shape
-
-    @property
-    def dtype(self) -> np.dtype:
-        return self.metadata.dtype
-
-    @property
-    def async_(self) -> _AsyncArrayProxy:
-        return _AsyncArrayProxy(self)
-
-    def __getitem__(self, selection: Selection):
-        return sync(self.get_async(selection))
-
-    async def get_async(self, selection: Selection):
-        indexer = BasicIndexer(
-            selection,
-            shape=self.metadata.shape,
-            chunk_shape=self.metadata.chunks,
-        )
-
-        # setup output array
-        out = NDBuffer.create(
-            shape=indexer.shape, dtype=self.metadata.dtype, order=self.metadata.order, fill_value=0
-        )
-
-        # reading chunks and decoding them
-        await concurrent_map(
-            [
-                (chunk_coords, chunk_selection, out_selection, out)
-                for chunk_coords, chunk_selection, out_selection in indexer
-            ],
-            self._read_chunk,
-        )
-
-        if out.shape:
-            return out
-        else:
-            return out[()]
-
-    async def _read_chunk(
-        self,
-        chunk_coords: ChunkCoords,
-        chunk_selection: SliceSelection,
-        out_selection: SliceSelection,
-        out: np.ndarray,
-    ):
-        store_path = self.store_path / self._encode_chunk_key(chunk_coords)
-
-        chunk_array = await self._decode_chunk(as_bytearray(await store_path.get()))
-        if chunk_array is not None:
-            tmp = chunk_array[chunk_selection]
-            out[out_selection] = tmp
-        else:
-            out[out_selection] = self.metadata.fill_value
-
-    async def _decode_chunk(self, chunk_bytes: Optional[BytesLike]) -> Optional[np.ndarray]:
-        if chunk_bytes is None:
-            return None
-
-        if self.metadata.compressor is not None:
-            compressor = numcodecs.get_codec(self.metadata.compressor)
-            chunk_array = ensure_ndarray(await to_thread(compressor.decode, chunk_bytes))
-        else:
-            chunk_array = ensure_ndarray(chunk_bytes)
-
-        # ensure correct dtype
-        if str(chunk_array.dtype) != self.metadata.dtype:
-            chunk_array = chunk_array.view(self.metadata.dtype)
-
-        # apply filters in reverse order
-        if self.metadata.filters is not None:
-            for filter_metadata in self.metadata.filters[::-1]:
-                filter = numcodecs.get_codec(filter_metadata)
-                chunk_array = await to_thread(filter.decode, chunk_array)
-
-        # ensure correct chunk shape
-        if chunk_array.shape != self.metadata.chunks:
-            chunk_array = chunk_array.reshape(
-                self.metadata.chunks,
-                order=self.metadata.order,
-            )
-
-        return chunk_array
-
-    def __setitem__(self, selection: Selection, value: np.ndarray) -> None:
-        sync(self.set_async(selection, value))
-
-    async def set_async(self, selection: Selection, value: np.ndarray) -> None:
-        chunk_shape = self.metadata.chunks
-        indexer = BasicIndexer(
-            selection,
-            shape=self.metadata.shape,
-            chunk_shape=chunk_shape,
-        )
-
-        sel_shape = indexer.shape
-
-        # check value shape
-        if np.isscalar(value):
-            # setting a scalar value
-            pass
-        else:
-            if not hasattr(value, "shape"):
-                value = np.asarray(value, self.metadata.dtype)
-            assert value.shape == sel_shape
-            if value.dtype != self.metadata.dtype:
-                value = value.astype(self.metadata.dtype, order="A")
-
-        # merging with existing data and encoding chunks
-        await concurrent_map(
-            [
-                (
-                    value,
-                    chunk_shape,
-                    chunk_coords,
-                    chunk_selection,
-                    out_selection,
-                )
-                for chunk_coords, chunk_selection, out_selection in indexer
-            ],
-            self._write_chunk,
-        )
-
-    async def _write_chunk(
-        self,
-        value: np.ndarray,
-        chunk_shape: ChunkCoords,
-        chunk_coords: ChunkCoords,
-        chunk_selection: SliceSelection,
-        out_selection: SliceSelection,
-    ):
-        store_path = self.store_path / self._encode_chunk_key(chunk_coords)
-
-        if is_total_slice(chunk_selection, chunk_shape):
-            # write entire chunks
-            if np.isscalar(value):
-                chunk_array = NDBuffer.create(
-                    shape=chunk_shape,
-                    dtype=self.metadata.dtype,
-                    order=self.metadata.order,
-                    fill_value=value,
-                )
-            else:
-                chunk_array = value[out_selection]
-            await self._write_chunk_to_store(store_path, chunk_array)
-
-        else:
-            # writing partial chunks
-            # read chunk first
-            tmp = await self._decode_chunk(as_bytearray(await store_path.get()))
-
-            # merge new value
-            if tmp is None:
-                chunk_array = NDBuffer.create(
-                    shape=chunk_shape,
-                    dtype=self.metadata.dtype,
-                    order=self.metadata.order,
-                    fill_value=self.metadata.fill_value,
-                )
-            else:
-                chunk_array = tmp.copy(
-                    order=self.metadata.order,
-                )  # make a writable copy
-            chunk_array[chunk_selection] = value[out_selection]
-
-            await self._write_chunk_to_store(store_path, chunk_array)
-
-    async def _write_chunk_to_store(self, store_path: StorePath, chunk_array: np.ndarray):
-        chunk_bytes: Optional[BytesLike]
-        if np.all(chunk_array == self.metadata.fill_value):
-            # chunks that only contain fill_value will be removed
-            await store_path.delete()
-        else:
-            chunk_bytes = await self._encode_chunk(chunk_array)
-            if chunk_bytes is None:
-                await store_path.delete()
-            else:
-                await store_path.set(Buffer.from_bytes(chunk_bytes))
-
-    async def _encode_chunk(self, chunk_array: np.ndarray) -> Optional[BytesLike]:
-        chunk_array = chunk_array.ravel(order=self.metadata.order)
-
-        if self.metadata.filters is not None:
-            for filter_metadata in self.metadata.filters:
-                filter = numcodecs.get_codec(filter_metadata)
-                chunk_array = await to_thread(filter.encode, chunk_array)
-
-        if self.metadata.compressor is not None:
-            compressor = numcodecs.get_codec(self.metadata.compressor)
-            if not chunk_array.flags.c_contiguous and not chunk_array.flags.f_contiguous:
-                chunk_array = chunk_array.copy(order="A")
-            encoded_chunk_bytes = ensure_bytes(await to_thread(compressor.encode, chunk_array))
-        else:
-            encoded_chunk_bytes = ensure_bytes(chunk_array)
-
-        return encoded_chunk_bytes
-
-    def _encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
-        chunk_identifier = self.metadata.dimension_separator.join(map(str, chunk_coords))
-        return "0" if chunk_identifier == "" else chunk_identifier
-
-    async def resize_async(self, new_shape: ChunkCoords) -> ArrayV2:
-        assert len(new_shape) == len(self.metadata.shape)
-        new_metadata = replace(self.metadata, shape=new_shape)
-
-        # Remove all chunks outside of the new shape
-        chunk_shape = self.metadata.chunks
-        old_chunk_coords = set(all_chunk_coords(self.metadata.shape, chunk_shape))
-        new_chunk_coords = set(all_chunk_coords(new_shape, chunk_shape))
-
-        async def _delete_key(key: str) -> None:
-            await (self.store_path / key).delete()
-
-        await concurrent_map(
-            [
-                (self._encode_chunk_key(chunk_coords),)
-                for chunk_coords in old_chunk_coords.difference(new_chunk_coords)
-            ],
-            _delete_key,
-        )
-
-        # Write new metadata
-        await (self.store_path / ZARRAY_JSON).set(new_metadata.to_bytes())
-        return replace(self, metadata=new_metadata)
-
-    def resize(self, new_shape: ChunkCoords) -> ArrayV2:
-        return sync(self.resize_async(new_shape))
-
-    async def convert_to_v3_async(self) -> Array:
-        from sys import byteorder as sys_byteorder
-
-        from zarr.abc.codec import Codec
-        from zarr.array import Array
-        from zarr.common import ZARR_JSON
-        from zarr.chunk_grids import RegularChunkGrid
-        from zarr.chunk_key_encodings import V2ChunkKeyEncoding
-        from zarr.metadata import ArrayMetadata, DataType
-
-        from zarr.codecs import (
-            BloscCodec,
-            BloscShuffle,
-            BytesCodec,
-            GzipCodec,
-            TransposeCodec,
-        )
-
-        data_type = DataType.from_dtype(self.metadata.dtype)
-        endian: Literal["little", "big"]
-        if self.metadata.dtype.byteorder == "=":
-            endian = sys_byteorder
-        elif self.metadata.dtype.byteorder == ">":
-            endian = "big"
-        else:
-            endian = "little"
-
-        assert (
-            self.metadata.filters is None or len(self.metadata.filters) == 0
-        ), "Filters are not supported by v3."
-
-        codecs: List[Codec] = []
-
-        if self.metadata.order == "F":
-            codecs.append(TransposeCodec(order=tuple(reversed(range(self.metadata.ndim)))))
-        codecs.append(BytesCodec(endian=endian))
-
-        if self.metadata.compressor is not None:
-            v2_codec = numcodecs.get_codec(self.metadata.compressor).get_config()
-            assert v2_codec["id"] in (
-                "blosc",
-                "gzip",
-            ), "Only blosc and gzip are supported by v3."
-            if v2_codec["id"] == "blosc":
-                codecs.append(
-                    BloscCodec(
-                        typesize=data_type.byte_count,
-                        cname=v2_codec["cname"],
-                        clevel=v2_codec["clevel"],
-                        shuffle=BloscShuffle.from_int(v2_codec.get("shuffle", 0)),
-                        blocksize=v2_codec.get("blocksize", 0),
-                    )
-                )
-            elif v2_codec["id"] == "gzip":
-                codecs.append(GzipCodec(level=v2_codec.get("level", 5)))
-
-        new_metadata = ArrayMetadata(
-            shape=self.metadata.shape,
-            chunk_grid=RegularChunkGrid(chunk_shape=self.metadata.chunks),
-            data_type=data_type,
-            fill_value=0 if self.metadata.fill_value is None else self.metadata.fill_value,
-            chunk_key_encoding=V2ChunkKeyEncoding(separator=self.metadata.dimension_separator),
-            codecs=codecs,
-            attributes=self.attributes or {},
-            dimension_names=None,
-        )
-
-        new_metadata_bytes = new_metadata.to_bytes()
-        await (self.store_path / ZARR_JSON).set(Buffer.from_bytes(new_metadata_bytes))
-
-        return Array.from_dict(
-            store_path=self.store_path,
-            data=json.loads(new_metadata_bytes),
-        )
-
-    async def update_attributes_async(self, new_attributes: Dict[str, Any]) -> ArrayV2:
-        await (self.store_path / ZATTRS_JSON).set(
-            Buffer.from_bytes(json.dumps(new_attributes).encode())
-        )
-        return replace(self, attributes=new_attributes)
-
-    def update_attributes(self, new_attributes: Dict[str, Any]) -> ArrayV2:
-        return sync(
-            self.update_attributes_async(new_attributes),
-        )
-
-    def convert_to_v3(self) -> Array:
-        return sync(self.convert_to_v3_async())
-
-    def __repr__(self):
-        return f"<Array_v2 {self.store_path} shape={self.shape} dtype={self.dtype}>"
diff --git a/src/zarr/attributes.py b/src/zarr/attributes.py
index 18f6a63a55..e6b26309f2 100644
--- a/src/zarr/attributes.py
+++ b/src/zarr/attributes.py
@@ -1,21 +1,24 @@
 from __future__ import annotations
+
 from collections.abc import MutableMapping
-from typing import TYPE_CHECKING, Any, Iterator, Union
+from typing import TYPE_CHECKING, Iterator
+
+from zarr.common import JSON
 
 if TYPE_CHECKING:
     from zarr.group import Group
     from zarr.array import Array
 
 
-class Attributes(MutableMapping[str, Any]):
-    def __init__(self, obj: Union[Array, Group]):
+class Attributes(MutableMapping[str, JSON]):
+    def __init__(self, obj: Array | Group):
         # key=".zattrs", read_only=False, cache=True, synchronizer=None
         self._obj = obj
 
-    def __getitem__(self, key: str) -> Any:
+    def __getitem__(self, key: str) -> JSON:
         return self._obj.metadata.attributes[key]
 
-    def __setitem__(self, key: str, value: Any) -> None:
+    def __setitem__(self, key: str, value: JSON) -> None:
         new_attrs = dict(self._obj.metadata.attributes)
         new_attrs[key] = value
         self._obj = self._obj.update_attributes(new_attrs)
diff --git a/src/zarr/chunk_grids.py b/src/zarr/chunk_grids.py
index 73557f6e4b..16c0df9174 100644
--- a/src/zarr/chunk_grids.py
+++ b/src/zarr/chunk_grids.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
-from typing import TYPE_CHECKING, Any, Dict
+import itertools
+from typing import TYPE_CHECKING, Any, Dict, Iterator
 from dataclasses import dataclass
 from zarr.abc.metadata import Metadata
 
@@ -10,6 +11,7 @@
     parse_named_configuration,
     parse_shapelike,
 )
+from zarr.indexing import _ceildiv
 
 if TYPE_CHECKING:
     from typing_extensions import Self
@@ -27,6 +29,9 @@ def from_dict(cls, data: Dict[str, JSON]) -> ChunkGrid:
             return RegularChunkGrid.from_dict(data)
         raise ValueError(f"Unknown chunk grid. Got {name_parsed}.")
 
+    def all_chunk_coords(self, array_shape: ChunkCoords) -> Iterator[ChunkCoords]:
+        raise NotImplementedError
+
 
 @dataclass(frozen=True)
 class RegularChunkGrid(ChunkGrid):
@@ -45,3 +50,8 @@ def from_dict(cls, data: Dict[str, Any]) -> Self:
 
     def to_dict(self) -> Dict[str, JSON]:
         return {"name": "regular", "configuration": {"chunk_shape": list(self.chunk_shape)}}
+
+    def all_chunk_coords(self, array_shape: ChunkCoords) -> Iterator[ChunkCoords]:
+        return itertools.product(
+            *(range(0, _ceildiv(s, c)) for s, c in zip(array_shape, self.chunk_shape))
+        )
diff --git a/src/zarr/codecs/__init__.py b/src/zarr/codecs/__init__.py
index 8fa0c9f7b0..959a85af57 100644
--- a/src/zarr/codecs/__init__.py
+++ b/src/zarr/codecs/__init__.py
@@ -7,3 +7,4 @@
 from zarr.codecs.sharding import ShardingCodec, ShardingCodecIndexLocation  # noqa: F401
 from zarr.codecs.transpose import TransposeCodec  # noqa: F401
 from zarr.codecs.zstd import ZstdCodec  # noqa: F401
+from zarr.codecs.pipeline import BatchedCodecPipeline  # noqa: F401
diff --git a/src/zarr/codecs/_v2.py b/src/zarr/codecs/_v2.py
new file mode 100644
index 0000000000..fb7122600f
--- /dev/null
+++ b/src/zarr/codecs/_v2.py
@@ -0,0 +1,107 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+
+from zarr.buffer import Buffer, NDBuffer
+from zarr.codecs.mixins import ArrayArrayCodecBatchMixin, ArrayBytesCodecBatchMixin
+from zarr.common import JSON, ArraySpec, to_thread
+
+import numcodecs
+from numcodecs.compat import ensure_bytes, ensure_ndarray
+
+
+@dataclass(frozen=True)
+class V2Compressor(ArrayBytesCodecBatchMixin):
+    compressor: dict[str, JSON] | None
+
+    is_fixed_size = False
+
+    async def decode_single(
+        self,
+        chunk_bytes: Buffer,
+        chunk_spec: ArraySpec,
+    ) -> NDBuffer:
+        if chunk_bytes is None:
+            return None
+
+        if self.compressor is not None:
+            compressor = numcodecs.get_codec(self.compressor)
+            chunk_numpy_array = ensure_ndarray(
+                await to_thread(compressor.decode, chunk_bytes.as_array_like())
+            )
+        else:
+            chunk_numpy_array = ensure_ndarray(chunk_bytes.as_array_like())
+
+        # ensure correct dtype
+        if str(chunk_numpy_array.dtype) != chunk_spec.dtype:
+            chunk_numpy_array = chunk_numpy_array.view(chunk_spec.dtype)
+
+        return NDBuffer.from_numpy_array(chunk_numpy_array)
+
+    async def encode_single(
+        self,
+        chunk_array: NDBuffer,
+        _chunk_spec: ArraySpec,
+    ) -> Buffer | None:
+        chunk_numpy_array = chunk_array.as_numpy_array()
+        if self.compressor is not None:
+            compressor = numcodecs.get_codec(self.compressor)
+            if (
+                not chunk_numpy_array.flags.c_contiguous
+                and not chunk_numpy_array.flags.f_contiguous
+            ):
+                chunk_numpy_array = chunk_numpy_array.copy(order="A")
+            encoded_chunk_bytes = ensure_bytes(
+                await to_thread(compressor.encode, chunk_numpy_array)
+            )
+        else:
+            encoded_chunk_bytes = ensure_bytes(chunk_numpy_array)
+
+        return Buffer.from_bytes(encoded_chunk_bytes)
+
+    def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec) -> int:
+        raise NotImplementedError
+
+
+@dataclass(frozen=True)
+class V2Filters(ArrayArrayCodecBatchMixin):
+    filters: list[dict[str, JSON]]
+
+    is_fixed_size = False
+
+    async def decode_single(
+        self,
+        chunk_array: NDBuffer,
+        chunk_spec: ArraySpec,
+    ) -> NDBuffer:
+        chunk_numpy_array = chunk_array.as_numpy_array()
+        # apply filters in reverse order
+        if self.filters is not None:
+            for filter_metadata in self.filters[::-1]:
+                filter = numcodecs.get_codec(filter_metadata)
+                chunk_numpy_array = await to_thread(filter.decode, chunk_numpy_array)
+
+        # ensure correct chunk shape
+        if chunk_numpy_array.shape != chunk_spec.shape:
+            chunk_numpy_array = chunk_numpy_array.reshape(
+                chunk_spec.shape,
+                order=chunk_spec.order,
+            )
+
+        return NDBuffer.from_numpy_array(chunk_numpy_array)
+
+    async def encode_single(
+        self,
+        chunk_array: NDBuffer,
+        chunk_spec: ArraySpec,
+    ) -> NDBuffer | None:
+        chunk_numpy_array = chunk_array.as_numpy_array().ravel(order=chunk_spec.order)
+
+        for filter_metadata in self.filters:
+            filter = numcodecs.get_codec(filter_metadata)
+            chunk_numpy_array = await to_thread(filter.encode, chunk_numpy_array)
+
+        return NDBuffer.from_numpy_array(chunk_numpy_array)
+
+    def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec) -> int:
+        raise NotImplementedError
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index 7e94575f9a..ab3ffab479 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -8,7 +8,7 @@
 import numcodecs
 from numcodecs.blosc import Blosc
 
-from zarr.abc.codec import BytesBytesCodec
+from zarr.codecs.mixins import BytesBytesCodecBatchMixin
 from zarr.buffer import Buffer, as_numpy_array_wrapper
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_enum, parse_named_configuration, to_thread
@@ -74,7 +74,7 @@ def parse_blocksize(data: JSON) -> int:
 
 
 @dataclass(frozen=True)
-class BloscCodec(BytesBytesCodec):
+class BloscCodec(BytesBytesCodecBatchMixin):
     is_fixed_size = False
 
     typesize: int
@@ -158,14 +158,14 @@ def _blosc_codec(self) -> Blosc:
         }
         return Blosc.from_config(config_dict)
 
-    async def decode(
+    async def decode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
     ) -> Buffer:
         return await to_thread(as_numpy_array_wrapper, self._blosc_codec.decode, chunk_bytes)
 
-    async def encode(
+    async def encode_single(
         self,
         chunk_bytes: Buffer,
         chunk_spec: ArraySpec,
diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index d6a626e160..6df78a08b8 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -7,7 +7,7 @@
 
 import numpy as np
 
-from zarr.abc.codec import ArrayBytesCodec
+from zarr.codecs.mixins import ArrayBytesCodecBatchMixin
 from zarr.buffer import Buffer, NDBuffer
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_enum, parse_named_configuration
@@ -26,7 +26,7 @@ class Endian(Enum):
 
 
 @dataclass(frozen=True)
-class BytesCodec(ArrayBytesCodec):
+class BytesCodec(ArrayBytesCodecBatchMixin):
     is_fixed_size = True
 
     endian: Optional[Endian]
@@ -60,7 +60,7 @@ def evolve(self, array_spec: ArraySpec) -> Self:
             )
         return self
 
-    async def decode(
+    async def decode_single(
         self,
         chunk_bytes: Buffer,
         chunk_spec: ArraySpec,
@@ -83,7 +83,7 @@ async def decode(
             )
         return chunk_array
 
-    async def encode(
+    async def encode_single(
         self,
         chunk_array: NDBuffer,
         _chunk_spec: ArraySpec,
diff --git a/src/zarr/codecs/crc32c_.py b/src/zarr/codecs/crc32c_.py
index 1daf512e43..ab4bad65fe 100644
--- a/src/zarr/codecs/crc32c_.py
+++ b/src/zarr/codecs/crc32c_.py
@@ -7,7 +7,7 @@
 
 from crc32c import crc32c
 
-from zarr.abc.codec import BytesBytesCodec
+from zarr.codecs.mixins import BytesBytesCodecBatchMixin
 from zarr.buffer import Buffer
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_named_configuration
@@ -19,7 +19,7 @@
 
 
 @dataclass(frozen=True)
-class Crc32cCodec(BytesBytesCodec):
+class Crc32cCodec(BytesBytesCodecBatchMixin):
     is_fixed_size = True
 
     @classmethod
@@ -30,7 +30,7 @@ def from_dict(cls, data: Dict[str, JSON]) -> Self:
     def to_dict(self) -> Dict[str, JSON]:
         return {"name": "crc32c"}
 
-    async def decode(
+    async def decode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
@@ -48,7 +48,7 @@ async def decode(
             )
         return Buffer.from_array_like(inner_bytes)
 
-    async def encode(
+    async def encode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
diff --git a/src/zarr/codecs/gzip.py b/src/zarr/codecs/gzip.py
index a8d7f815aa..6a8e30db13 100644
--- a/src/zarr/codecs/gzip.py
+++ b/src/zarr/codecs/gzip.py
@@ -4,7 +4,7 @@
 from typing import TYPE_CHECKING
 
 from numcodecs.gzip import GZip
-from zarr.abc.codec import BytesBytesCodec
+from zarr.codecs.mixins import BytesBytesCodecBatchMixin
 from zarr.buffer import Buffer, as_numpy_array_wrapper
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_named_configuration, to_thread
@@ -26,7 +26,7 @@ def parse_gzip_level(data: JSON) -> int:
 
 
 @dataclass(frozen=True)
-class GzipCodec(BytesBytesCodec):
+class GzipCodec(BytesBytesCodecBatchMixin):
     is_fixed_size = False
 
     level: int = 5
@@ -44,14 +44,14 @@ def from_dict(cls, data: Dict[str, JSON]) -> Self:
     def to_dict(self) -> Dict[str, JSON]:
         return {"name": "gzip", "configuration": {"level": self.level}}
 
-    async def decode(
+    async def decode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
     ) -> Buffer:
         return await to_thread(as_numpy_array_wrapper, GZip(self.level).decode, chunk_bytes)
 
-    async def encode(
+    async def encode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
diff --git a/src/zarr/codecs/mixins.py b/src/zarr/codecs/mixins.py
new file mode 100644
index 0000000000..8b0a684509
--- /dev/null
+++ b/src/zarr/codecs/mixins.py
@@ -0,0 +1,131 @@
+from __future__ import annotations
+
+from abc import abstractmethod
+from typing import Awaitable, Callable, Generic, Iterable, TypeVar
+
+
+from zarr.abc.codec import (
+    ArrayArrayCodec,
+    ArrayBytesCodec,
+    ArrayBytesCodecPartialDecodeMixin,
+    ArrayBytesCodecPartialEncodeMixin,
+    ByteGetter,
+    ByteSetter,
+    BytesBytesCodec,
+)
+from zarr.buffer import Buffer, NDBuffer
+from zarr.common import ArraySpec, SliceSelection, concurrent_map
+from zarr.config import config
+
+
+CodecInput = TypeVar("CodecInput", bound=NDBuffer | Buffer)
+CodecOutput = TypeVar("CodecOutput", bound=NDBuffer | Buffer)
+
+
+async def batching_helper(
+    func: Callable[[CodecInput, ArraySpec], Awaitable[CodecOutput | None]],
+    batch_info: Iterable[tuple[CodecInput | None, ArraySpec]],
+) -> list[CodecOutput | None]:
+    return await concurrent_map(
+        [(chunk_array, chunk_spec) for chunk_array, chunk_spec in batch_info],
+        noop_for_none(func),
+        config.get("async.concurrency"),
+    )
+
+
+def noop_for_none(
+    func: Callable[[CodecInput, ArraySpec], Awaitable[CodecOutput | None]],
+) -> Callable[[CodecInput | None, ArraySpec], Awaitable[CodecOutput | None]]:
+    async def wrap(chunk: CodecInput | None, chunk_spec: ArraySpec) -> CodecOutput | None:
+        if chunk is None:
+            return None
+        return await func(chunk, chunk_spec)
+
+    return wrap
+
+
+class CodecBatchMixin(Generic[CodecInput, CodecOutput]):
+    """The default interface from the Codec class expects batches of codecs.
+    However, many codec implementation operate on single codecs.
+    This mixin provides abstract methods for decode_single and encode_single and
+    implements batching through concurrent processing.
+
+    Use ArrayArrayCodecBatchMixin, ArrayBytesCodecBatchMixin and BytesBytesCodecBatchMixin
+    for subclassing.
+    """
+
+    @abstractmethod
+    async def decode_single(self, chunk_data: CodecOutput, chunk_spec: ArraySpec) -> CodecInput:
+        pass
+
+    async def decode(
+        self, chunk_data_and_specs: Iterable[tuple[CodecOutput | None, ArraySpec]]
+    ) -> Iterable[CodecInput | None]:
+        return await batching_helper(self.decode_single, chunk_data_and_specs)
+
+    @abstractmethod
+    async def encode_single(
+        self, chunk_data: CodecInput, chunk_spec: ArraySpec
+    ) -> CodecOutput | None:
+        pass
+
+    async def encode(
+        self, chunk_data_and_specs: Iterable[tuple[CodecInput | None, ArraySpec]]
+    ) -> Iterable[CodecOutput | None]:
+        return await batching_helper(self.encode_single, chunk_data_and_specs)
+
+
+class ArrayArrayCodecBatchMixin(CodecBatchMixin[NDBuffer, NDBuffer], ArrayArrayCodec):
+    pass
+
+
+class ArrayBytesCodecBatchMixin(CodecBatchMixin[NDBuffer, Buffer], ArrayBytesCodec):
+    pass
+
+
+class BytesBytesCodecBatchMixin(CodecBatchMixin[Buffer, Buffer], BytesBytesCodec):
+    pass
+
+
+class ArrayBytesCodecPartialDecodeBatchMixin(ArrayBytesCodecPartialDecodeMixin):
+    @abstractmethod
+    async def decode_partial_single(
+        self, byte_getter: ByteGetter, selection: SliceSelection, chunk_spec: ArraySpec
+    ) -> NDBuffer | None:
+        pass
+
+    async def decode_partial(
+        self, batch_info: Iterable[tuple[ByteGetter, SliceSelection, ArraySpec]]
+    ) -> Iterable[NDBuffer | None]:
+        return await concurrent_map(
+            [
+                (byte_getter, selection, chunk_spec)
+                for byte_getter, selection, chunk_spec in batch_info
+            ],
+            self.decode_partial_single,
+            config.get("async.concurrency"),
+        )
+
+
+class ArrayBytesCodecPartialEncodeBatchMixin(ArrayBytesCodecPartialEncodeMixin):
+    @abstractmethod
+    async def encode_partial_single(
+        self,
+        byte_setter: ByteSetter,
+        chunk_array: NDBuffer,
+        selection: SliceSelection,
+        chunk_spec: ArraySpec,
+    ) -> None:
+        pass
+
+    async def encode_partial(
+        self, batch_info: Iterable[tuple[ByteSetter, NDBuffer, SliceSelection, ArraySpec]]
+    ) -> None:
+        await concurrent_map(
+            [
+                (byte_setter, chunk_array, selection, chunk_spec)
+                for byte_setter, chunk_array, selection, chunk_spec in batch_info
+            ],
+            self.encode_partial_single,
+            config.get("async.concurrency"),
+        )
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index 1602eb1ef8..8396a0c2ce 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -1,63 +1,103 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, Iterable
-from dataclasses import dataclass
+from itertools import islice
+from typing import TYPE_CHECKING, Iterator, TypeVar, Iterable
 from warnings import warn
+from dataclasses import dataclass
 
+from zarr.config import config
 from zarr.abc.codec import (
+    ByteGetter,
+    ByteSetter,
+    Codec,
+    CodecPipeline,
     ArrayArrayCodec,
     ArrayBytesCodec,
     ArrayBytesCodecPartialDecodeMixin,
     ArrayBytesCodecPartialEncodeMixin,
     BytesBytesCodec,
-    Codec,
 )
-from zarr.abc.metadata import Metadata
 from zarr.buffer import Buffer, NDBuffer
 from zarr.codecs.registry import get_codec_class
-from zarr.common import parse_named_configuration
+from zarr.common import JSON, concurrent_map, parse_named_configuration
+from zarr.indexing import is_total_slice
+from zarr.metadata import ArrayMetadata
 
 if TYPE_CHECKING:
-    from typing import Iterator, List, Optional, Tuple, Union
-    from zarr.store import StorePath
-    from zarr.metadata import ArrayMetadata
-    from zarr.common import JSON, ArraySpec, SliceSelection
+    from typing_extensions import Self
+    from zarr.common import ArraySpec, SliceSelection
+
+T = TypeVar("T")
+U = TypeVar("U")
+
+
+def _unzip2(iterable: Iterable[tuple[T, U]]) -> tuple[list[T], list[U]]:
+    out0: list[T] = []
+    out1: list[U] = []
+    for item0, item1 in iterable:
+        out0.append(item0)
+        out1.append(item1)
+    return (out0, out1)
+
+
+def batched(iterable: Iterable[T], n: int) -> Iterable[tuple[T, ...]]:
+    if n < 1:
+        raise ValueError("n must be at least one")
+    it = iter(iterable)
+    while batch := tuple(islice(it, n)):
+        yield batch
+
+
+def resolve_batched(codec: Codec, chunk_specs: Iterable[ArraySpec]) -> Iterable[ArraySpec]:
+    return [codec.resolve_metadata(chunk_spec) for chunk_spec in chunk_specs]
 
 
 @dataclass(frozen=True)
-class CodecPipeline(Metadata):
-    array_array_codecs: Tuple[ArrayArrayCodec, ...]
+class BatchedCodecPipeline(CodecPipeline):
+    """Default codec pipeline.
+
+    This batched codec pipeline divides the chunk batches into batches of a configurable
+    batch size ("mini-batch"). Fetching, decoding, encoding and storing are performed in
+    lock step for each mini-batch. Multiple mini-batches are processing concurrently.
+    """
+
+    array_array_codecs: tuple[ArrayArrayCodec, ...]
     array_bytes_codec: ArrayBytesCodec
-    bytes_bytes_codecs: Tuple[BytesBytesCodec, ...]
+    bytes_bytes_codecs: tuple[BytesBytesCodec, ...]
+    batch_size: int
 
     @classmethod
-    def from_dict(cls, data: Iterable[Union[JSON, Codec]]) -> CodecPipeline:
-        out: List[Codec] = []
+    def from_dict(cls, data: Iterable[JSON | Codec], *, batch_size: int | None = None) -> Self:
+        out: list[Codec] = []
         if not isinstance(data, Iterable):
             raise TypeError(f"Expected iterable, got {type(data)}")
 
         for c in data:
-            if isinstance(c, Codec):
+            if isinstance(
+                c, ArrayArrayCodec | ArrayBytesCodec | BytesBytesCodec
+            ):  # Can't use Codec here because of mypy limitation
                 out.append(c)
             else:
                 name_parsed, _ = parse_named_configuration(c, require_configuration=False)
                 out.append(get_codec_class(name_parsed).from_dict(c))  # type: ignore[arg-type]
-        return CodecPipeline.from_list(out)
+        return cls.from_list(out, batch_size=batch_size)
 
     def to_dict(self) -> JSON:
         return [c.to_dict() for c in self]
 
-    def evolve(self, array_spec: ArraySpec) -> CodecPipeline:
-        return CodecPipeline.from_list([c.evolve(array_spec) for c in self])
+    def evolve(self, array_spec: ArraySpec) -> Self:
+        return type(self).from_list([c.evolve(array_spec) for c in self])
 
-    @classmethod
-    def from_list(cls, codecs: List[Codec]) -> CodecPipeline:
+    @staticmethod
+    def codecs_from_list(
+        codecs: list[Codec],
+    ) -> tuple[tuple[ArrayArrayCodec, ...], ArrayBytesCodec, tuple[BytesBytesCodec, ...]]:
         from zarr.codecs.sharding import ShardingCodec
 
         if not any(isinstance(codec, ArrayBytesCodec) for codec in codecs):
             raise ValueError("Exactly one array-to-bytes codec is required.")
 
-        prev_codec: Optional[Codec] = None
+        prev_codec: Codec | None = None
         for codec in codecs:
             if prev_codec is not None:
                 if isinstance(codec, ArrayBytesCodec) and isinstance(prev_codec, ArrayBytesCodec):
@@ -86,27 +126,55 @@ def from_list(cls, codecs: List[Codec]) -> CodecPipeline:
         if any(isinstance(codec, ShardingCodec) for codec in codecs) and len(codecs) > 1:
             warn(
                 "Combining a `sharding_indexed` codec disables partial reads and "
-                + "writes, which may lead to inefficient performance."
+                + "writes, which may lead to inefficient performance.",
+                stacklevel=3,
             )
 
-        return CodecPipeline(
-            array_array_codecs=tuple(
-                codec for codec in codecs if isinstance(codec, ArrayArrayCodec)
-            ),
-            array_bytes_codec=next(codec for codec in codecs if isinstance(codec, ArrayBytesCodec)),
-            bytes_bytes_codecs=tuple(
-                codec for codec in codecs if isinstance(codec, BytesBytesCodec)
-            ),
+        return (
+            tuple(codec for codec in codecs if isinstance(codec, ArrayArrayCodec)),
+            next(codec for codec in codecs if isinstance(codec, ArrayBytesCodec)),
+            tuple(codec for codec in codecs if isinstance(codec, BytesBytesCodec)),
+        )
+
+    @classmethod
+    def from_list(cls, codecs: list[Codec], *, batch_size: int | None = None) -> Self:
+        array_array_codecs, array_bytes_codec, bytes_bytes_codecs = cls.codecs_from_list(codecs)
+
+        return cls(
+            array_array_codecs=array_array_codecs,
+            array_bytes_codec=array_bytes_codec,
+            bytes_bytes_codecs=bytes_bytes_codecs,
+            batch_size=batch_size or config.get("codec_pipeline.batch_size"),
         )
 
     @property
     def supports_partial_decode(self) -> bool:
+        """Determines whether the codec pipeline supports partial decoding.
+
+        Currently, only codec pipelines with a single ArrayBytesCodec that supports
+        partial decoding can support partial decoding. This limitation is due to the fact
+        that ArrayArrayCodecs can change the slice selection leading to non-contiguous
+        slices and BytesBytesCodecs can change the chunk bytes in a way that slice
+        selections cannot be attributed to byte ranges anymore which renders partial
+        decoding infeasible.
+
+        This limitation may softened in the future."""
         return (len(self.array_array_codecs) + len(self.bytes_bytes_codecs)) == 0 and isinstance(
             self.array_bytes_codec, ArrayBytesCodecPartialDecodeMixin
         )
 
     @property
     def supports_partial_encode(self) -> bool:
+        """Determines whether the codec pipeline supports partial encoding.
+
+        Currently, only codec pipelines with a single ArrayBytesCodec that supports
+        partial encoding can support partial encoding. This limitation is due to the fact
+        that ArrayArrayCodecs can change the slice selection leading to non-contiguous
+        slices and BytesBytesCodecs can change the chunk bytes in a way that slice
+        selections cannot be attributed to byte ranges anymore which renders partial
+        encoding infeasible.
+
+        This limitation may softened in the future."""
         return (len(self.array_array_codecs) + len(self.bytes_bytes_codecs)) == 0 and isinstance(
             self.array_bytes_codec, ArrayBytesCodecPartialEncodeMixin
         )
@@ -124,105 +192,272 @@ def validate(self, array_metadata: ArrayMetadata) -> None:
         for codec in self:
             codec.validate(array_metadata)
 
-    def _codecs_with_resolved_metadata(
-        self, array_spec: ArraySpec
-    ) -> Tuple[
-        List[Tuple[ArrayArrayCodec, ArraySpec]],
-        Tuple[ArrayBytesCodec, ArraySpec],
-        List[Tuple[BytesBytesCodec, ArraySpec]],
+    def compute_encoded_size(self, byte_length: int, array_spec: ArraySpec) -> int:
+        for codec in self:
+            byte_length = codec.compute_encoded_size(byte_length, array_spec)
+            array_spec = codec.resolve_metadata(array_spec)
+        return byte_length
+
+    def _codecs_with_resolved_metadata_batched(
+        self, chunk_specs: Iterable[ArraySpec]
+    ) -> tuple[
+        list[tuple[ArrayArrayCodec, list[ArraySpec]]],
+        tuple[ArrayBytesCodec, list[ArraySpec]],
+        list[tuple[BytesBytesCodec, list[ArraySpec]]],
     ]:
-        aa_codecs_with_spec: List[Tuple[ArrayArrayCodec, ArraySpec]] = []
+        aa_codecs_with_spec: list[tuple[ArrayArrayCodec, list[ArraySpec]]] = []
+        chunk_specs = list(chunk_specs)
         for aa_codec in self.array_array_codecs:
-            aa_codecs_with_spec.append((aa_codec, array_spec))
-            array_spec = aa_codec.resolve_metadata(array_spec)
+            aa_codecs_with_spec.append((aa_codec, chunk_specs))
+            chunk_specs = [aa_codec.resolve_metadata(chunk_spec) for chunk_spec in chunk_specs]
 
-        ab_codec_with_spec = (self.array_bytes_codec, array_spec)
-        array_spec = self.array_bytes_codec.resolve_metadata(array_spec)
+        ab_codec_with_spec = (self.array_bytes_codec, chunk_specs)
+        chunk_specs = [
+            self.array_bytes_codec.resolve_metadata(chunk_spec) for chunk_spec in chunk_specs
+        ]
 
-        bb_codecs_with_spec: List[Tuple[BytesBytesCodec, ArraySpec]] = []
+        bb_codecs_with_spec: list[tuple[BytesBytesCodec, list[ArraySpec]]] = []
         for bb_codec in self.bytes_bytes_codecs:
-            bb_codecs_with_spec.append((bb_codec, array_spec))
-            array_spec = bb_codec.resolve_metadata(array_spec)
+            bb_codecs_with_spec.append((bb_codec, chunk_specs))
+            chunk_specs = [bb_codec.resolve_metadata(chunk_spec) for chunk_spec in chunk_specs]
 
         return (aa_codecs_with_spec, ab_codec_with_spec, bb_codecs_with_spec)
 
-    async def decode(
+    async def decode_batch(
         self,
-        chunk_bytes: Buffer,
-        array_spec: ArraySpec,
-    ) -> NDBuffer:
+        chunk_bytes_and_specs: Iterable[tuple[Buffer | None, ArraySpec]],
+    ) -> Iterable[NDBuffer | None]:
+        chunk_bytes_batch: Iterable[Buffer | None]
+        chunk_bytes_batch, chunk_specs = _unzip2(chunk_bytes_and_specs)
+
         (
             aa_codecs_with_spec,
             ab_codec_with_spec,
             bb_codecs_with_spec,
-        ) = self._codecs_with_resolved_metadata(array_spec)
+        ) = self._codecs_with_resolved_metadata_batched(chunk_specs)
 
-        for bb_codec, array_spec in bb_codecs_with_spec[::-1]:
-            chunk_bytes = await bb_codec.decode(chunk_bytes, array_spec)
+        for bb_codec, chunk_spec_batch in bb_codecs_with_spec[::-1]:
+            chunk_bytes_batch = await bb_codec.decode(zip(chunk_bytes_batch, chunk_spec_batch))
 
-        ab_codec, array_spec = ab_codec_with_spec
-        chunk_array = await ab_codec.decode(chunk_bytes, array_spec)
+        ab_codec, chunk_spec_batch = ab_codec_with_spec
+        chunk_array_batch = await ab_codec.decode(zip(chunk_bytes_batch, chunk_spec_batch))
 
-        for aa_codec, array_spec in aa_codecs_with_spec[::-1]:
-            chunk_array = await aa_codec.decode(chunk_array, array_spec)
+        for aa_codec, chunk_spec_batch in aa_codecs_with_spec[::-1]:
+            chunk_array_batch = await aa_codec.decode(zip(chunk_array_batch, chunk_spec_batch))
 
-        return chunk_array
+        return chunk_array_batch
 
-    async def decode_partial(
+    async def decode_partial_batch(
         self,
-        store_path: StorePath,
-        selection: SliceSelection,
-        chunk_spec: ArraySpec,
-    ) -> Optional[NDBuffer]:
+        batch_info: Iterable[tuple[ByteGetter, SliceSelection, ArraySpec]],
+    ) -> Iterable[NDBuffer | None]:
         assert self.supports_partial_decode
         assert isinstance(self.array_bytes_codec, ArrayBytesCodecPartialDecodeMixin)
-        return await self.array_bytes_codec.decode_partial(store_path, selection, chunk_spec)
+        return await self.array_bytes_codec.decode_partial(batch_info)
 
-    async def encode(
+    async def encode_batch(
         self,
-        chunk_array: NDBuffer,
-        array_spec: ArraySpec,
-    ) -> Optional[Buffer]:
-        (
-            aa_codecs_with_spec,
-            ab_codec_with_spec,
-            bb_codecs_with_spec,
-        ) = self._codecs_with_resolved_metadata(array_spec)
-
-        for aa_codec, array_spec in aa_codecs_with_spec:
-            chunk_array_maybe = await aa_codec.encode(chunk_array, array_spec)
-            if chunk_array_maybe is None:
-                return None
-            chunk_array = chunk_array_maybe
-
-        ab_codec, array_spec = ab_codec_with_spec
-        chunk_bytes_maybe = await ab_codec.encode(chunk_array, array_spec)
-        if chunk_bytes_maybe is None:
-            return None
-        chunk_bytes = chunk_bytes_maybe
-
-        for bb_codec, array_spec in bb_codecs_with_spec:
-            chunk_bytes_maybe = await bb_codec.encode(chunk_bytes, array_spec)
-            if chunk_bytes_maybe is None:
-                return None
-            chunk_bytes = chunk_bytes_maybe
-
-        assert isinstance(chunk_bytes, Buffer)
-        return chunk_bytes
-
-    async def encode_partial(
+        chunk_arrays_and_specs: Iterable[tuple[NDBuffer | None, ArraySpec]],
+    ) -> Iterable[Buffer | None]:
+        chunk_array_batch: Iterable[NDBuffer | None]
+        chunk_specs: Iterable[ArraySpec]
+        chunk_array_batch, chunk_specs = _unzip2(chunk_arrays_and_specs)
+
+        for aa_codec in self.array_array_codecs:
+            chunk_array_batch = await aa_codec.encode(zip(chunk_array_batch, chunk_specs))
+            chunk_specs = resolve_batched(aa_codec, chunk_specs)
+
+        chunk_bytes_batch = await self.array_bytes_codec.encode(zip(chunk_array_batch, chunk_specs))
+        chunk_specs = resolve_batched(self.array_bytes_codec, chunk_specs)
+
+        for bb_codec in self.bytes_bytes_codecs:
+            chunk_bytes_batch = await bb_codec.encode(zip(chunk_bytes_batch, chunk_specs))
+            chunk_specs = resolve_batched(bb_codec, chunk_specs)
+
+        return chunk_bytes_batch
+
+    async def encode_partial_batch(
         self,
-        store_path: StorePath,
-        chunk_array: NDBuffer,
-        selection: SliceSelection,
-        chunk_spec: ArraySpec,
+        batch_info: Iterable[tuple[ByteSetter, NDBuffer, SliceSelection, ArraySpec]],
     ) -> None:
         assert self.supports_partial_encode
         assert isinstance(self.array_bytes_codec, ArrayBytesCodecPartialEncodeMixin)
-        await self.array_bytes_codec.encode_partial(store_path, chunk_array, selection, chunk_spec)
+        await self.array_bytes_codec.encode_partial(batch_info)
 
-    def compute_encoded_size(self, byte_length: int, array_spec: ArraySpec) -> int:
-        for codec in self:
-            byte_length = codec.compute_encoded_size(byte_length, array_spec)
-            array_spec = codec.resolve_metadata(array_spec)
-        return byte_length
+    async def read_batch(
+        self,
+        batch_info: Iterable[tuple[ByteGetter, ArraySpec, SliceSelection, SliceSelection]],
+        out: NDBuffer,
+    ) -> None:
+        if self.supports_partial_decode:
+            chunk_array_batch = await self.decode_partial_batch(
+                [
+                    (byte_getter, chunk_selection, chunk_spec)
+                    for byte_getter, chunk_spec, chunk_selection, _ in batch_info
+                ]
+            )
+            for chunk_array, (_, chunk_spec, _, out_selection) in zip(
+                chunk_array_batch, batch_info
+            ):
+                if chunk_array is not None:
+                    out[out_selection] = chunk_array
+                else:
+                    out[out_selection] = chunk_spec.fill_value
+        else:
+            chunk_bytes_batch = await concurrent_map(
+                [(byte_getter,) for byte_getter, _, _, _ in batch_info],
+                lambda byte_getter: byte_getter.get(),
+                config.get("async.concurrency"),
+            )
+            chunk_array_batch = await self.decode_batch(
+                [
+                    (chunk_bytes, chunk_spec)
+                    for chunk_bytes, (_, chunk_spec, _, _) in zip(chunk_bytes_batch, batch_info)
+                ],
+            )
+            for chunk_array, (_, chunk_spec, chunk_selection, out_selection) in zip(
+                chunk_array_batch, batch_info
+            ):
+                if chunk_array is not None:
+                    tmp = chunk_array[chunk_selection]
+                    out[out_selection] = tmp
+                else:
+                    out[out_selection] = chunk_spec.fill_value
+
+    async def write_batch(
+        self,
+        batch_info: Iterable[tuple[ByteSetter, ArraySpec, SliceSelection, SliceSelection]],
+        value: NDBuffer,
+    ) -> None:
+        if self.supports_partial_encode:
+            await self.encode_partial_batch(
+                [
+                    (byte_setter, value[out_selection], chunk_selection, chunk_spec)
+                    for byte_setter, chunk_spec, chunk_selection, out_selection in batch_info
+                ],
+            )
+
+        else:
+            # Read existing bytes if not total slice
+            async def _read_key(byte_setter: ByteSetter | None) -> Buffer | None:
+                if byte_setter is None:
+                    return None
+                return await byte_setter.get()
+
+            chunk_bytes_batch: Iterable[Buffer | None]
+            chunk_bytes_batch = await concurrent_map(
+                [
+                    (None if is_total_slice(chunk_selection, chunk_spec.shape) else byte_setter,)
+                    for byte_setter, chunk_spec, chunk_selection, _ in batch_info
+                ],
+                _read_key,
+                config.get("async.concurrency"),
+            )
+            chunk_array_batch = await self.decode_batch(
+                [
+                    (chunk_bytes, chunk_spec)
+                    for chunk_bytes, (_, chunk_spec, _, _) in zip(chunk_bytes_batch, batch_info)
+                ],
+            )
+
+            def _merge_chunk_array(
+                existing_chunk_array: NDBuffer | None,
+                new_chunk_array_slice: NDBuffer,
+                chunk_spec: ArraySpec,
+                chunk_selection: SliceSelection,
+            ) -> NDBuffer:
+                if is_total_slice(chunk_selection, chunk_spec.shape):
+                    return new_chunk_array_slice
+                if existing_chunk_array is None:
+                    chunk_array = NDBuffer.create(
+                        shape=chunk_spec.shape,
+                        dtype=chunk_spec.dtype,
+                        order=chunk_spec.order,
+                        fill_value=chunk_spec.fill_value,
+                    )
+                else:
+                    chunk_array = existing_chunk_array.copy()  # make a writable copy
+                chunk_array[chunk_selection] = new_chunk_array_slice
+                return chunk_array
+
+            chunk_array_batch = [
+                _merge_chunk_array(chunk_array, value[out_selection], chunk_spec, chunk_selection)
+                for chunk_array, (_, chunk_spec, chunk_selection, out_selection) in zip(
+                    chunk_array_batch, batch_info
+                )
+            ]
+
+            chunk_array_batch = [
+                None
+                if chunk_array is None or chunk_array.all_equal(chunk_spec.fill_value)
+                else chunk_array
+                for chunk_array, (_, chunk_spec, _, _) in zip(chunk_array_batch, batch_info)
+            ]
+
+            chunk_bytes_batch = await self.encode_batch(
+                [
+                    (chunk_array, chunk_spec)
+                    for chunk_array, (_, chunk_spec, _, _) in zip(chunk_array_batch, batch_info)
+                ],
+            )
+
+            async def _write_key(byte_setter: ByteSetter, chunk_bytes: Buffer | None) -> None:
+                if chunk_bytes is None:
+                    await byte_setter.delete()
+                else:
+                    await byte_setter.set(chunk_bytes)
+
+            await concurrent_map(
+                [
+                    (byte_setter, chunk_bytes)
+                    for chunk_bytes, (byte_setter, _, _, _) in zip(chunk_bytes_batch, batch_info)
+                ],
+                _write_key,
+                config.get("async.concurrency"),
+            )
+
+    async def decode(
+        self,
+        chunk_bytes_and_specs: Iterable[tuple[Buffer | None, ArraySpec]],
+    ) -> Iterable[NDBuffer | None]:
+        output: list[NDBuffer | None] = []
+        for batch_info in batched(chunk_bytes_and_specs, self.batch_size):
+            output.extend(await self.decode_batch(batch_info))
+        return output
+
+    async def encode(
+        self,
+        chunk_arrays_and_specs: Iterable[tuple[NDBuffer | None, ArraySpec]],
+    ) -> Iterable[Buffer | None]:
+        output: list[Buffer | None] = []
+        for single_batch_info in batched(chunk_arrays_and_specs, self.batch_size):
+            output.extend(await self.encode_batch(single_batch_info))
+        return output
+
+    async def read(
+        self,
+        batch_info: Iterable[tuple[ByteGetter, ArraySpec, SliceSelection, SliceSelection]],
+        out: NDBuffer,
+    ) -> None:
+        await concurrent_map(
+            [
+                (single_batch_info, out)
+                for single_batch_info in batched(batch_info, self.batch_size)
+            ],
+            self.read_batch,
+            config.get("async.concurrency"),
+        )
+
+    async def write(
+        self,
+        batch_info: Iterable[tuple[ByteSetter, ArraySpec, SliceSelection, SliceSelection]],
+        value: NDBuffer,
+    ) -> None:
+        await concurrent_map(
+            [
+                (single_batch_info, value)
+                for single_batch_info in batched(batch_info, self.batch_size)
+            ],
+            self.write_batch,
+            config.get("async.concurrency"),
+        )
diff --git a/src/zarr/codecs/registry.py b/src/zarr/codecs/registry.py
index 7d46041255..b981f1f36c 100644
--- a/src/zarr/codecs/registry.py
+++ b/src/zarr/codecs/registry.py
@@ -7,7 +7,6 @@
 
 from importlib.metadata import EntryPoint, entry_points as get_entry_points
 
-
 __codec_registry: Dict[str, Type[Codec]] = {}
 __lazy_load_codecs: Dict[str, EntryPoint] = {}
 
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index b63d1e499b..dd7cdcd0b4 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -1,56 +1,47 @@
 from __future__ import annotations
 from enum import Enum
-from typing import TYPE_CHECKING, Iterable, Mapping, NamedTuple, Union
-from dataclasses import dataclass, replace
+from typing import TYPE_CHECKING, Iterable, Mapping, MutableMapping, NamedTuple, Tuple, Union
+from dataclasses import dataclass, field, replace
 from functools import lru_cache
 
 
 import numpy as np
-from zarr.abc.codec import (
-    Codec,
-    ArrayBytesCodec,
-    ArrayBytesCodecPartialDecodeMixin,
-    ArrayBytesCodecPartialEncodeMixin,
-)
+from zarr.abc.codec import ByteGetter, ByteSetter, Codec, CodecPipeline
 from zarr.codecs.bytes import BytesCodec
 from zarr.codecs.crc32c_ import Crc32cCodec
-from zarr.codecs.pipeline import CodecPipeline
+from zarr.codecs.mixins import (
+    ArrayBytesCodecBatchMixin,
+    ArrayBytesCodecPartialDecodeBatchMixin,
+    ArrayBytesCodecPartialEncodeBatchMixin,
+)
+from zarr.codecs.pipeline import BatchedCodecPipeline
 from zarr.codecs.registry import register_codec
 from zarr.common import (
     ArraySpec,
+    ChunkCoords,
     ChunkCoordsLike,
-    concurrent_map,
     parse_enum,
     parse_named_configuration,
     parse_shapelike,
     product,
 )
-from zarr.config import config
 from zarr.chunk_grids import RegularChunkGrid
 from zarr.indexing import (
     BasicIndexer,
     c_order_iter,
-    is_total_slice,
     morton_order_iter,
 )
-from zarr.metadata import (
-    ArrayMetadata,
-    parse_codecs,
-)
+from zarr.metadata import ArrayMetadata, parse_codecs
 from zarr.buffer import Buffer, NDBuffer
 
 if TYPE_CHECKING:
-    from typing import Awaitable, Callable, Dict, Iterator, List, Optional, Set, Tuple
+    from typing import Awaitable, Callable, Dict, Iterator, Optional, Set
     from typing_extensions import Self
-
-    from zarr.store import StorePath
-    from zarr.common import (
-        JSON,
-        ChunkCoords,
-        SliceSelection,
-    )
+    from zarr.common import JSON, SliceSelection
 
 MAX_UINT_64 = 2**64 - 1
+ShardMapping = Mapping[ChunkCoords, Buffer]
+ShardMutableMapping = MutableMapping[ChunkCoords, Buffer]
 
 
 class ShardingCodecIndexLocation(Enum):
@@ -62,6 +53,28 @@ def parse_index_location(data: JSON) -> ShardingCodecIndexLocation:
     return parse_enum(data, ShardingCodecIndexLocation)
 
 
+@dataclass(frozen=True)
+class _ShardingByteGetter(ByteGetter):
+    shard_dict: ShardMapping
+    chunk_coords: ChunkCoords
+
+    async def get(self, byte_range: Optional[Tuple[int, Optional[int]]] = None) -> Optional[Buffer]:
+        assert byte_range is None, "byte_range is not supported within shards"
+        return self.shard_dict.get(self.chunk_coords)
+
+
+@dataclass(frozen=True)
+class _ShardingByteSetter(_ShardingByteGetter, ByteSetter):
+    shard_dict: ShardMutableMapping
+
+    async def set(self, value: Buffer, byte_range: Optional[Tuple[int, int]] = None) -> None:
+        assert byte_range is None, "byte_range is not supported within shards"
+        self.shard_dict[self.chunk_coords] = value
+
+    async def delete(self) -> None:
+        del self.shard_dict[self.chunk_coords]
+
+
 class _ShardIndex(NamedTuple):
     # dtype uint64, shape (chunks_per_shard_0, chunks_per_shard_1, ..., 2)
     offsets_and_lengths: np.ndarray
@@ -79,6 +92,9 @@ def _localize_chunk(self, chunk_coords: ChunkCoords) -> ChunkCoords:
     def is_all_empty(self) -> bool:
         return bool(np.array_equiv(self.offsets_and_lengths, MAX_UINT_64))
 
+    def get_full_chunk_map(self) -> np.ndarray:
+        return self.offsets_and_lengths[..., 0] != MAX_UINT_64
+
     def get_chunk_slice(self, chunk_coords: ChunkCoords) -> Optional[Tuple[int, int]]:
         localized_chunk = self._localize_chunk(chunk_coords)
         chunk_start, chunk_len = self.offsets_and_lengths[localized_chunk]
@@ -125,14 +141,14 @@ def create_empty(cls, chunks_per_shard: ChunkCoords) -> _ShardIndex:
         return cls(offsets_and_lengths)
 
 
-class _ShardProxy(Mapping):
-    index: _ShardIndex
+class _ShardReader(ShardMapping):
     buf: Buffer
+    index: _ShardIndex
 
     @classmethod
     async def from_bytes(
         cls, buf: Buffer, codec: ShardingCodec, chunks_per_shard: ChunkCoords
-    ) -> _ShardProxy:
+    ) -> _ShardReader:
         shard_index_size = codec._shard_index_size(chunks_per_shard)
         obj = cls()
         obj.buf = buf
@@ -145,18 +161,18 @@ async def from_bytes(
         return obj
 
     @classmethod
-    def create_empty(cls, chunks_per_shard: ChunkCoords) -> _ShardProxy:
+    def create_empty(cls, chunks_per_shard: ChunkCoords) -> _ShardReader:
         index = _ShardIndex.create_empty(chunks_per_shard)
         obj = cls()
         obj.buf = Buffer.create_zero_length()
         obj.index = index
         return obj
 
-    def __getitem__(self, chunk_coords: ChunkCoords) -> Optional[Buffer]:
+    def __getitem__(self, chunk_coords: ChunkCoords) -> Buffer:
         chunk_byte_slice = self.index.get_chunk_slice(chunk_coords)
         if chunk_byte_slice:
             return self.buf[chunk_byte_slice[0] : chunk_byte_slice[1]]
-        return None
+        raise KeyError
 
     def __len__(self) -> int:
         return int(self.index.offsets_and_lengths.size / 2)
@@ -164,8 +180,11 @@ def __len__(self) -> int:
     def __iter__(self) -> Iterator[ChunkCoords]:
         return c_order_iter(self.index.offsets_and_lengths.shape[:-1])
 
+    def is_empty(self) -> bool:
+        return self.index.is_all_empty()
+
 
-class _ShardBuilder(_ShardProxy):
+class _ShardBuilder(_ShardReader, ShardMutableMapping):
     buf: Buffer
     index: _ShardIndex
 
@@ -174,7 +193,7 @@ def merge_with_morton_order(
         cls,
         chunks_per_shard: ChunkCoords,
         tombstones: Set[ChunkCoords],
-        *shard_dicts: Mapping[ChunkCoords, Buffer],
+        *shard_dicts: ShardMapping,
     ) -> _ShardBuilder:
         obj = cls.create_empty(chunks_per_shard)
         for chunk_coords in morton_order_iter(chunks_per_shard):
@@ -183,7 +202,7 @@ def merge_with_morton_order(
             for shard_dict in shard_dicts:
                 maybe_value = shard_dict.get(chunk_coords, None)
                 if maybe_value is not None:
-                    obj.append(chunk_coords, maybe_value)
+                    obj[chunk_coords] = maybe_value
                     break
         return obj
 
@@ -194,12 +213,15 @@ def create_empty(cls, chunks_per_shard: ChunkCoords) -> _ShardBuilder:
         obj.index = _ShardIndex.create_empty(chunks_per_shard)
         return obj
 
-    def append(self, chunk_coords: ChunkCoords, value: Buffer) -> None:
+    def __setitem__(self, chunk_coords: ChunkCoords, value: Buffer) -> None:
         chunk_start = len(self.buf)
         chunk_length = len(value)
         self.buf = self.buf + value
         self.index.set_chunk_slice(chunk_coords, slice(chunk_start, chunk_start + chunk_length))
 
+    def __delitem__(self, chunk_coords: ChunkCoords) -> None:
+        raise NotImplementedError
+
     async def finalize(
         self,
         index_location: ShardingCodecIndexLocation,
@@ -215,9 +237,58 @@ async def finalize(
         return out_buf
 
 
+@dataclass(frozen=True)
+class _MergingShardBuilder(ShardMutableMapping):
+    old_dict: _ShardReader
+    new_dict: _ShardBuilder
+    tombstones: Set[ChunkCoords] = field(default_factory=set)
+
+    def __getitem__(self, chunk_coords: ChunkCoords) -> Buffer:
+        chunk_bytes_maybe = self.new_dict.get(chunk_coords)
+        if chunk_bytes_maybe is not None:
+            return chunk_bytes_maybe
+        return self.old_dict[chunk_coords]
+
+    def __setitem__(self, chunk_coords: ChunkCoords, value: Buffer) -> None:
+        self.new_dict[chunk_coords] = value
+
+    def __delitem__(self, chunk_coords: ChunkCoords) -> None:
+        self.tombstones.add(chunk_coords)
+
+    def __len__(self) -> int:
+        return self.old_dict.__len__()
+
+    def __iter__(self) -> Iterator[ChunkCoords]:
+        return self.old_dict.__iter__()
+
+    def is_empty(self) -> bool:
+        full_chunk_coords_map = self.old_dict.index.get_full_chunk_map()
+        full_chunk_coords_map = np.logical_or(
+            full_chunk_coords_map, self.new_dict.index.get_full_chunk_map()
+        )
+        for tombstone in self.tombstones:
+            full_chunk_coords_map[tombstone] = False
+        return bool(np.array_equiv(full_chunk_coords_map, False))
+
+    async def finalize(
+        self,
+        index_location: ShardingCodecIndexLocation,
+        index_encoder: Callable[[_ShardIndex], Awaitable[Buffer]],
+    ) -> Buffer:
+        shard_builder = _ShardBuilder.merge_with_morton_order(
+            self.new_dict.index.chunks_per_shard,
+            self.tombstones,
+            self.new_dict,
+            self.old_dict,
+        )
+        return await shard_builder.finalize(index_location, index_encoder)
+
+
 @dataclass(frozen=True)
 class ShardingCodec(
-    ArrayBytesCodec, ArrayBytesCodecPartialDecodeMixin, ArrayBytesCodecPartialEncodeMixin
+    ArrayBytesCodecBatchMixin,
+    ArrayBytesCodecPartialDecodeBatchMixin,
+    ArrayBytesCodecPartialEncodeBatchMixin,
 ):
     chunk_shape: ChunkCoords
     codecs: CodecPipeline
@@ -234,12 +305,14 @@ def __init__(
     ) -> None:
         chunk_shape_parsed = parse_shapelike(chunk_shape)
         codecs_parsed = (
-            parse_codecs(codecs) if codecs is not None else CodecPipeline.from_list([BytesCodec()])
+            parse_codecs(codecs)
+            if codecs is not None
+            else BatchedCodecPipeline.from_list([BytesCodec()])
         )
         index_codecs_parsed = (
             parse_codecs(index_codecs)
             if index_codecs is not None
-            else CodecPipeline.from_list([BytesCodec(), Crc32cCodec()])
+            else BatchedCodecPipeline.from_list([BytesCodec(), Crc32cCodec()])
         )
         index_location_parsed = (
             parse_index_location(index_location)
@@ -252,6 +325,11 @@ def __init__(
         object.__setattr__(self, "index_codecs", index_codecs_parsed)
         object.__setattr__(self, "index_location", index_location_parsed)
 
+        # Use instance-local lru_cache to avoid memory leaks
+        object.__setattr__(self, "_get_chunk_spec", lru_cache()(self._get_chunk_spec))
+        object.__setattr__(self, "_get_index_chunk_spec", lru_cache()(self._get_index_chunk_spec))
+        object.__setattr__(self, "_get_chunks_per_shard", lru_cache()(self._get_chunks_per_shard))
+
     @classmethod
     def from_dict(cls, data: Dict[str, JSON]) -> Self:
         _, configuration_parsed = parse_named_configuration(data, "sharding_indexed")
@@ -295,65 +373,63 @@ def validate(self, array_metadata: ArrayMetadata) -> None:
                 + "shard's inner `chunk_shape`."
             )
 
-    async def decode(
+    async def decode_single(
         self,
         shard_bytes: Buffer,
         shard_spec: ArraySpec,
     ) -> NDBuffer:
-        # print("decode")
         shard_shape = shard_spec.shape
         chunk_shape = self.chunk_shape
         chunks_per_shard = self._get_chunks_per_shard(shard_spec)
+        chunk_spec = self._get_chunk_spec(shard_spec)
 
         indexer = BasicIndexer(
             tuple(slice(0, s) for s in shard_shape),
             shape=shard_shape,
-            chunk_shape=chunk_shape,
+            chunk_grid=RegularChunkGrid(chunk_shape=chunk_shape),
         )
 
         # setup output array
         out = NDBuffer.create(
             shape=shard_shape, dtype=shard_spec.dtype, order=shard_spec.order, fill_value=0
         )
-        shard_dict = await _ShardProxy.from_bytes(shard_bytes, self, chunks_per_shard)
+        shard_dict = await _ShardReader.from_bytes(shard_bytes, self, chunks_per_shard)
 
         if shard_dict.index.is_all_empty():
             out.fill(shard_spec.fill_value)
             return out
 
         # decoding chunks and writing them into the output buffer
-        await concurrent_map(
+        await self.codecs.read(
             [
                 (
-                    shard_dict,
-                    chunk_coords,
+                    _ShardingByteGetter(shard_dict, chunk_coords),
+                    chunk_spec,
                     chunk_selection,
                     out_selection,
-                    shard_spec,
-                    out,
                 )
                 for chunk_coords, chunk_selection, out_selection in indexer
             ],
-            self._read_chunk,
-            config.get("async.concurrency"),
+            out,
         )
 
         return out
 
-    async def decode_partial(
+    async def decode_partial_single(
         self,
-        store_path: StorePath,
+        byte_getter: ByteGetter,
         selection: SliceSelection,
         shard_spec: ArraySpec,
     ) -> Optional[NDBuffer]:
         shard_shape = shard_spec.shape
         chunk_shape = self.chunk_shape
         chunks_per_shard = self._get_chunks_per_shard(shard_spec)
+        chunk_spec = self._get_chunk_spec(shard_spec)
 
         indexer = BasicIndexer(
             selection,
             shape=shard_shape,
-            chunk_shape=chunk_shape,
+            chunk_grid=RegularChunkGrid(chunk_shape=chunk_shape),
         )
 
         # setup output array
@@ -365,63 +441,42 @@ async def decode_partial(
         all_chunk_coords = set(chunk_coords for chunk_coords, _, _ in indexed_chunks)
 
         # reading bytes of all requested chunks
-        shard_dict: Mapping[ChunkCoords, Buffer] = {}
+        shard_dict: ShardMapping = {}
         if self._is_total_shard(all_chunk_coords, chunks_per_shard):
             # read entire shard
-            shard_dict_maybe = await self._load_full_shard_maybe(store_path, chunks_per_shard)
+            shard_dict_maybe = await self._load_full_shard_maybe(byte_getter, chunks_per_shard)
             if shard_dict_maybe is None:
                 return None
             shard_dict = shard_dict_maybe
         else:
             # read some chunks within the shard
-            shard_index = await self._load_shard_index_maybe(store_path, chunks_per_shard)
+            shard_index = await self._load_shard_index_maybe(byte_getter, chunks_per_shard)
             if shard_index is None:
                 return None
             shard_dict = {}
             for chunk_coords in all_chunk_coords:
                 chunk_byte_slice = shard_index.get_chunk_slice(chunk_coords)
                 if chunk_byte_slice:
-                    chunk_bytes = await store_path.get(chunk_byte_slice)
+                    chunk_bytes = await byte_getter.get(chunk_byte_slice)
                     if chunk_bytes:
                         shard_dict[chunk_coords] = chunk_bytes
 
         # decoding chunks and writing them into the output buffer
-        await concurrent_map(
+        await self.codecs.read(
             [
                 (
-                    shard_dict,
-                    chunk_coords,
+                    _ShardingByteGetter(shard_dict, chunk_coords),
+                    chunk_spec,
                     chunk_selection,
                     out_selection,
-                    shard_spec,
-                    out,
                 )
-                for chunk_coords, chunk_selection, out_selection in indexed_chunks
+                for chunk_coords, chunk_selection, out_selection in indexer
             ],
-            self._read_chunk,
-            config.get("async.concurrency"),
+            out,
         )
         return out
 
-    async def _read_chunk(
-        self,
-        shard_dict: Mapping[ChunkCoords, Optional[Buffer]],
-        chunk_coords: ChunkCoords,
-        chunk_selection: SliceSelection,
-        out_selection: SliceSelection,
-        shard_spec: ArraySpec,
-        out: NDBuffer,
-    ) -> None:
-        chunk_spec = self._get_chunk_spec(shard_spec)
-        chunk_bytes = shard_dict.get(chunk_coords, None)
-        if chunk_bytes is not None:
-            chunk_array = await self.codecs.decode(chunk_bytes, chunk_spec)
-            tmp = chunk_array[chunk_selection]
-            out[out_selection] = tmp
-        else:
-            out[out_selection] = chunk_spec.fill_value
-
-    async def encode(
+    async def encode_single(
         self,
         shard_array: NDBuffer,
         shard_spec: ArraySpec,
@@ -429,150 +484,77 @@ async def encode(
         shard_shape = shard_spec.shape
         chunk_shape = self.chunk_shape
         chunks_per_shard = self._get_chunks_per_shard(shard_spec)
+        chunk_spec = self._get_chunk_spec(shard_spec)
 
         indexer = list(
             BasicIndexer(
                 tuple(slice(0, s) for s in shard_shape),
                 shape=shard_shape,
-                chunk_shape=chunk_shape,
+                chunk_grid=RegularChunkGrid(chunk_shape=chunk_shape),
             )
         )
 
-        async def _write_chunk(
-            shard_array: NDBuffer,
-            chunk_coords: ChunkCoords,
-            chunk_selection: SliceSelection,
-            out_selection: SliceSelection,
-        ) -> Tuple[ChunkCoords, Optional[Buffer]]:
-            assert isinstance(shard_array, NDBuffer)
-            if is_total_slice(chunk_selection, chunk_shape):
-                chunk_array = shard_array[out_selection]
-            else:
-                # handling writing partial chunks
-                chunk_array = NDBuffer.create(
-                    shape=chunk_shape,
-                    dtype=shard_spec.dtype,
-                )
-                chunk_array.fill(shard_spec.fill_value)
-                chunk_array[chunk_selection] = shard_array[out_selection]
-            if not chunk_array.all_equal(shard_spec.fill_value):
-                chunk_spec = self._get_chunk_spec(shard_spec)
-                return (
-                    chunk_coords,
-                    await self.codecs.encode(chunk_array, chunk_spec),
-                )
-            return (chunk_coords, None)
+        shard_builder = _ShardBuilder.create_empty(chunks_per_shard)
 
-        # assembling and encoding chunks within the shard
-        encoded_chunks: List[Tuple[ChunkCoords, Optional[Buffer]]] = await concurrent_map(
+        await self.codecs.write(
             [
-                (shard_array, chunk_coords, chunk_selection, out_selection)
+                (
+                    _ShardingByteSetter(shard_builder, chunk_coords),
+                    chunk_spec,
+                    chunk_selection,
+                    out_selection,
+                )
                 for chunk_coords, chunk_selection, out_selection in indexer
             ],
-            _write_chunk,
-            config.get("async.concurrency"),
+            shard_array,
         )
-        if len(encoded_chunks) == 0:
-            return None
-
-        shard_builder = _ShardBuilder.create_empty(chunks_per_shard)
-        for chunk_coords, chunk_bytes in encoded_chunks:
-            if chunk_bytes is not None:
-                shard_builder.append(chunk_coords, chunk_bytes)
 
         return await shard_builder.finalize(self.index_location, self._encode_shard_index)
 
-    async def encode_partial(
+    async def encode_partial_single(
         self,
-        store_path: StorePath,
+        byte_setter: ByteSetter,
         shard_array: NDBuffer,
         selection: SliceSelection,
         shard_spec: ArraySpec,
     ) -> None:
-        # print("encode_partial")
         shard_shape = shard_spec.shape
         chunk_shape = self.chunk_shape
         chunks_per_shard = self._get_chunks_per_shard(shard_spec)
         chunk_spec = self._get_chunk_spec(shard_spec)
 
-        old_shard_dict = (
-            await self._load_full_shard_maybe(store_path, chunks_per_shard)
-        ) or _ShardProxy.create_empty(chunks_per_shard)
-        new_shard_builder = _ShardBuilder.create_empty(chunks_per_shard)
-        tombstones: Set[ChunkCoords] = set()
+        shard_dict = _MergingShardBuilder(
+            await self._load_full_shard_maybe(byte_setter, chunks_per_shard)
+            or _ShardReader.create_empty(chunks_per_shard),
+            _ShardBuilder.create_empty(chunks_per_shard),
+        )
 
         indexer = list(
             BasicIndexer(
                 selection,
                 shape=shard_shape,
-                chunk_shape=chunk_shape,
+                chunk_grid=RegularChunkGrid(chunk_shape=chunk_shape),
             )
         )
 
-        async def _write_chunk(
-            chunk_coords: ChunkCoords,
-            chunk_selection: SliceSelection,
-            out_selection: SliceSelection,
-        ) -> Tuple[ChunkCoords, Optional[Buffer]]:
-            if is_total_slice(chunk_selection, self.chunk_shape):
-                chunk_array = shard_array[out_selection]
-            else:
-                # handling writing partial chunks
-                # read chunk first
-                chunk_bytes = old_shard_dict.get(chunk_coords, None)
-
-                # merge new value
-                if chunk_bytes is None:
-                    chunk_array = NDBuffer.create(
-                        shape=self.chunk_shape,
-                        dtype=shard_spec.dtype,
-                    )
-                    chunk_array.fill(shard_spec.fill_value)
-                else:
-                    chunk_array = (
-                        await self.codecs.decode(chunk_bytes, chunk_spec)
-                    ).copy()  # make a writable copy
-                chunk_array[chunk_selection] = shard_array[out_selection]
-
-            if not chunk_array.all_equal(shard_spec.fill_value):
-                return (
-                    chunk_coords,
-                    await self.codecs.encode(chunk_array, chunk_spec),
-                )
-            else:
-                return (chunk_coords, None)
-
-        encoded_chunks: List[Tuple[ChunkCoords, Optional[Buffer]]] = await concurrent_map(
+        await self.codecs.write(
             [
                 (
-                    chunk_coords,
+                    _ShardingByteSetter(shard_dict, chunk_coords),
+                    chunk_spec,
                     chunk_selection,
                     out_selection,
                 )
                 for chunk_coords, chunk_selection, out_selection in indexer
             ],
-            _write_chunk,
-            config.get("async.concurrency"),
-        )
-
-        for chunk_coords, chunk_bytes in encoded_chunks:
-            if chunk_bytes is not None:
-                new_shard_builder.append(chunk_coords, chunk_bytes)
-            else:
-                tombstones.add(chunk_coords)
-
-        shard_builder = _ShardBuilder.merge_with_morton_order(
-            chunks_per_shard,
-            tombstones,
-            new_shard_builder,
-            old_shard_dict,
+            shard_array,
         )
 
-        if shard_builder.index.is_all_empty():
-            await store_path.delete()
+        if shard_dict.is_empty():
+            await byte_setter.delete()
         else:
-            await store_path.set(
-                await shard_builder.finalize(
+            await byte_setter.set(
+                await shard_dict.finalize(
                     self.index_location,
                     self._encode_shard_index,
                 )
@@ -588,19 +570,28 @@ def _is_total_shard(
     async def _decode_shard_index(
         self, index_bytes: Buffer, chunks_per_shard: ChunkCoords
     ) -> _ShardIndex:
-        return _ShardIndex(
-            (
+        index_array = next(
+            iter(
                 await self.index_codecs.decode(
-                    index_bytes,
-                    self._get_index_chunk_spec(chunks_per_shard),
+                    [(index_bytes, self._get_index_chunk_spec(chunks_per_shard))],
                 )
-            ).as_numpy_array()
+            )
         )
+        assert index_array is not None
+        return _ShardIndex(index_array.as_numpy_array())
 
     async def _encode_shard_index(self, index: _ShardIndex) -> Buffer:
-        index_bytes = await self.index_codecs.encode(
-            NDBuffer.from_numpy_array(index.offsets_and_lengths),
-            self._get_index_chunk_spec(index.chunks_per_shard),
+        index_bytes = next(
+            iter(
+                await self.index_codecs.encode(
+                    [
+                        (
+                            NDBuffer.from_numpy_array(index.offsets_and_lengths),
+                            self._get_index_chunk_spec(index.chunks_per_shard),
+                        )
+                    ],
+                )
+            )
         )
         assert index_bytes is not None
         assert isinstance(index_bytes, Buffer)
@@ -611,7 +602,6 @@ def _shard_index_size(self, chunks_per_shard: ChunkCoords) -> int:
             16 * product(chunks_per_shard), self._get_index_chunk_spec(chunks_per_shard)
         )
 
-    @lru_cache
     def _get_index_chunk_spec(self, chunks_per_shard: ChunkCoords) -> ArraySpec:
         return ArraySpec(
             shape=chunks_per_shard + (2,),
@@ -620,7 +610,6 @@ def _get_index_chunk_spec(self, chunks_per_shard: ChunkCoords) -> ArraySpec:
             order="C",  # Note: this is hard-coded for simplicity -- it is not surfaced into user code
         )
 
-    @lru_cache
     def _get_chunk_spec(self, shard_spec: ArraySpec) -> ArraySpec:
         return ArraySpec(
             shape=self.chunk_shape,
@@ -629,7 +618,6 @@ def _get_chunk_spec(self, shard_spec: ArraySpec) -> ArraySpec:
             order=shard_spec.order,
         )
 
-    @lru_cache
     def _get_chunks_per_shard(self, shard_spec: ArraySpec) -> ChunkCoords:
         return tuple(
             s // c
@@ -640,31 +628,31 @@ def _get_chunks_per_shard(self, shard_spec: ArraySpec) -> ChunkCoords:
         )
 
     async def _load_shard_index_maybe(
-        self, store_path: StorePath, chunks_per_shard: ChunkCoords
+        self, byte_getter: ByteGetter, chunks_per_shard: ChunkCoords
     ) -> Optional[_ShardIndex]:
         shard_index_size = self._shard_index_size(chunks_per_shard)
         if self.index_location == ShardingCodecIndexLocation.start:
-            index_bytes = await store_path.get((0, shard_index_size))
+            index_bytes = await byte_getter.get((0, shard_index_size))
         else:
-            index_bytes = await store_path.get((-shard_index_size, None))
+            index_bytes = await byte_getter.get((-shard_index_size, None))
         if index_bytes is not None:
             return await self._decode_shard_index(index_bytes, chunks_per_shard)
         return None
 
     async def _load_shard_index(
-        self, store_path: StorePath, chunks_per_shard: ChunkCoords
+        self, byte_getter: ByteGetter, chunks_per_shard: ChunkCoords
     ) -> _ShardIndex:
         return (
-            await self._load_shard_index_maybe(store_path, chunks_per_shard)
+            await self._load_shard_index_maybe(byte_getter, chunks_per_shard)
         ) or _ShardIndex.create_empty(chunks_per_shard)
 
     async def _load_full_shard_maybe(
-        self, store_path: StorePath, chunks_per_shard: ChunkCoords
-    ) -> Optional[_ShardProxy]:
-        shard_bytes = await store_path.get()
+        self, byte_getter: ByteGetter, chunks_per_shard: ChunkCoords
+    ) -> Optional[_ShardReader]:
+        shard_bytes = await byte_getter.get()
 
         return (
-            await _ShardProxy.from_bytes(shard_bytes, self, chunks_per_shard)
+            await _ShardReader.from_bytes(shard_bytes, self, chunks_per_shard)
             if shard_bytes
             else None
         )
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index 70ae30f908..5d4d2a7b84 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -3,18 +3,16 @@
 
 from dataclasses import dataclass, replace
 
+from zarr.codecs.mixins import ArrayArrayCodecBatchMixin
 from zarr.buffer import NDBuffer
 from zarr.common import JSON, ArraySpec, ChunkCoordsLike, parse_named_configuration
+from zarr.codecs.registry import register_codec
 
 if TYPE_CHECKING:
     from typing import TYPE_CHECKING, Optional, Tuple
     from typing_extensions import Self
 
 
-from zarr.abc.codec import ArrayArrayCodec
-from zarr.codecs.registry import register_codec
-
-
 def parse_transpose_order(data: Union[JSON, Iterable[int]]) -> Tuple[int, ...]:
     if not isinstance(data, Iterable):
         raise TypeError(f"Expected an iterable. Got {data} instead.")
@@ -24,7 +22,7 @@ def parse_transpose_order(data: Union[JSON, Iterable[int]]) -> Tuple[int, ...]:
 
 
 @dataclass(frozen=True)
-class TransposeCodec(ArrayArrayCodec):
+class TransposeCodec(ArrayArrayCodecBatchMixin):
     is_fixed_size = True
 
     order: Tuple[int, ...]
@@ -73,7 +71,7 @@ def resolve_metadata(self, chunk_spec: ArraySpec) -> ArraySpec:
             order=chunk_spec.order,
         )
 
-    async def decode(
+    async def decode_single(
         self,
         chunk_array: NDBuffer,
         chunk_spec: ArraySpec,
@@ -84,7 +82,7 @@ async def decode(
         chunk_array = chunk_array.transpose(inverse_order)
         return chunk_array
 
-    async def encode(
+    async def encode_single(
         self,
         chunk_array: NDBuffer,
         chunk_spec: ArraySpec,
diff --git a/src/zarr/codecs/zstd.py b/src/zarr/codecs/zstd.py
index 0cc99a0368..4422188d25 100644
--- a/src/zarr/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -5,7 +5,7 @@
 
 from zstandard import ZstdCompressor, ZstdDecompressor
 
-from zarr.abc.codec import BytesBytesCodec
+from zarr.codecs.mixins import BytesBytesCodecBatchMixin
 from zarr.buffer import Buffer, as_numpy_array_wrapper
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_named_configuration, to_thread
@@ -31,7 +31,7 @@ def parse_checksum(data: JSON) -> bool:
 
 
 @dataclass(frozen=True)
-class ZstdCodec(BytesBytesCodec):
+class ZstdCodec(BytesBytesCodecBatchMixin):
     is_fixed_size = True
 
     level: int = 0
@@ -60,14 +60,14 @@ def _decompress(self, data: bytes) -> bytes:
         ctx = ZstdDecompressor()
         return ctx.decompress(data)
 
-    async def decode(
+    async def decode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
     ) -> Buffer:
         return await to_thread(as_numpy_array_wrapper, self._decompress, chunk_bytes)
 
-    async def encode(
+    async def encode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
diff --git a/src/zarr/common.py b/src/zarr/common.py
index 95cb8f4a3e..3ef847a1f3 100644
--- a/src/zarr/common.py
+++ b/src/zarr/common.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 from typing import (
     TYPE_CHECKING,
+    ParamSpec,
     Literal,
     Union,
     Tuple,
@@ -58,7 +59,11 @@ async def run(item: Tuple[Any]) -> V:
         return await asyncio.gather(*[asyncio.ensure_future(run(item)) for item in items])
 
 
-async def to_thread(func: Callable[..., V], /, *args: Any, **kwargs: Any) -> V:
+P = ParamSpec("P")
+U = TypeVar("U")
+
+
+async def to_thread(func: Callable[P, U], /, *args: P.args, **kwargs: P.kwargs) -> U:
     loop = asyncio.get_running_loop()
     ctx = contextvars.copy_context()
     func_call = functools.partial(ctx.run, func, *args, **kwargs)
diff --git a/src/zarr/config.py b/src/zarr/config.py
index e546cb1c23..5b1640bd56 100644
--- a/src/zarr/config.py
+++ b/src/zarr/config.py
@@ -6,7 +6,13 @@
 
 config = Config(
     "zarr",
-    defaults=[{"array": {"order": "C"}, "async": {"concurrency": None, "timeout": None}}],
+    defaults=[
+        {
+            "array": {"order": "C"},
+            "async": {"concurrency": None, "timeout": None},
+            "codec_pipeline": {"batch_size": 1},
+        }
+    ],
 )
 
 
diff --git a/src/zarr/group.py b/src/zarr/group.py
index d344b3db00..6cd6ab6aad 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -7,24 +7,34 @@
 import logging
 import numpy.typing as npt
 
-from zarr.buffer import Buffer
-
-if TYPE_CHECKING:
-    from typing import Any, AsyncGenerator, Literal, Iterable
+from zarr.abc.store import set_or_delete
 from zarr.abc.codec import Codec
 from zarr.abc.metadata import Metadata
 
+from zarr.buffer import Buffer
 from zarr.array import AsyncArray, Array
 from zarr.attributes import Attributes
-from zarr.common import ZARR_JSON, ZARRAY_JSON, ZATTRS_JSON, ZGROUP_JSON, ChunkCoords
+from zarr.chunk_key_encodings import ChunkKeyEncoding
+from zarr.common import (
+    JSON,
+    ZARR_JSON,
+    ZARRAY_JSON,
+    ZATTRS_JSON,
+    ZGROUP_JSON,
+    ChunkCoords,
+    ZarrFormat,
+)
 from zarr.store import StoreLike, StorePath, make_store_path
 from zarr.sync import SyncMixin, sync
 from typing import overload
 
+if TYPE_CHECKING:
+    from typing import Any, AsyncGenerator, Literal, Iterable
+
 logger = logging.getLogger("zarr.group")
 
 
-def parse_zarr_format(data: Any) -> Literal[2, 3]:
+def parse_zarr_format(data: Any) -> ZarrFormat:
     if data in (2, 3):
         return data
     msg = msg = f"Invalid zarr_format. Expected one 2 or 3. Got {data}."
@@ -64,20 +74,21 @@ def _parse_async_node(node: AsyncArray | AsyncGroup) -> Array | Group:
 @dataclass(frozen=True)
 class GroupMetadata(Metadata):
     attributes: dict[str, Any] = field(default_factory=dict)
-    zarr_format: Literal[2, 3] = 3
+    zarr_format: ZarrFormat = 3
     node_type: Literal["group"] = field(default="group", init=False)
 
-    # todo: rename this, since it doesn't return bytes
-    def to_bytes(self) -> dict[str, bytes]:
+    def to_buffer_dict(self) -> dict[str, Buffer]:
         if self.zarr_format == 3:
-            return {ZARR_JSON: json.dumps(self.to_dict()).encode()}
+            return {ZARR_JSON: Buffer.from_bytes(json.dumps(self.to_dict()).encode())}
         else:
             return {
-                ZGROUP_JSON: json.dumps({"zarr_format": self.zarr_format}).encode(),
-                ZATTRS_JSON: json.dumps(self.attributes).encode(),
+                ZGROUP_JSON: Buffer.from_bytes(
+                    json.dumps({"zarr_format": self.zarr_format}).encode()
+                ),
+                ZATTRS_JSON: Buffer.from_bytes(json.dumps(self.attributes).encode()),
             }
 
-    def __init__(self, attributes: dict[str, Any] | None = None, zarr_format: Literal[2, 3] = 3):
+    def __init__(self, attributes: dict[str, Any] | None = None, zarr_format: ZarrFormat = 3):
         attributes_parsed = parse_attributes(attributes)
         zarr_format_parsed = parse_zarr_format(zarr_format)
 
@@ -105,7 +116,7 @@ async def create(
         *,
         attributes: dict[str, Any] = {},
         exists_ok: bool = False,
-        zarr_format: Literal[2, 3] = 3,
+        zarr_format: ZarrFormat = 3,
     ) -> AsyncGroup:
         store_path = make_store_path(store)
         if not exists_ok:
@@ -247,16 +258,15 @@ async def delitem(self, key: str) -> None:
         elif self.metadata.zarr_format == 2:
             await asyncio.gather(
                 (store_path / ZGROUP_JSON).delete(),  # TODO: missing_ok=False
+                (store_path / ZARRAY_JSON).delete(),  # TODO: missing_ok=False
                 (store_path / ZATTRS_JSON).delete(),  # TODO: missing_ok=True
             )
         else:
             raise ValueError(f"unexpected zarr_format: {self.metadata.zarr_format}")
 
     async def _save_metadata(self) -> None:
-        to_save = self.metadata.to_bytes()
-        awaitables = [
-            (self.store_path / key).set(Buffer.from_bytes(value)) for key, value in to_save.items()
-        ]
+        to_save = self.metadata.to_buffer_dict()
+        awaitables = [set_or_delete(self.store_path / key, value) for key, value in to_save.items()]
         await asyncio.gather(*awaitables)
 
     @property
@@ -282,13 +292,25 @@ async def create_array(
         path: str,
         shape: ChunkCoords,
         dtype: npt.DTypeLike,
-        chunk_shape: ChunkCoords,
         fill_value: Any | None = None,
-        chunk_key_encoding: tuple[Literal["default"], Literal[".", "/"]]
-        | tuple[Literal["v2"], Literal[".", "/"]] = ("default", "/"),
-        codecs: Iterable[Codec | dict[str, Any]] | None = None,
+        attributes: dict[str, JSON] | None = None,
+        # v3 only
+        chunk_shape: ChunkCoords | None = None,
+        chunk_key_encoding: (
+            ChunkKeyEncoding
+            | tuple[Literal["default"], Literal[".", "/"]]
+            | tuple[Literal["v2"], Literal[".", "/"]]
+            | None
+        ) = None,
+        codecs: Iterable[Codec | dict[str, JSON]] | None = None,
         dimension_names: Iterable[str] | None = None,
-        attributes: dict[str, Any] | None = None,
+        # v2 only
+        chunks: ChunkCoords | None = None,
+        dimension_separator: Literal[".", "/"] | None = None,
+        order: Literal["C", "F"] | None = None,
+        filters: list[dict[str, JSON]] | None = None,
+        compressor: dict[str, JSON] | None = None,
+        # runtime
         exists_ok: bool = False,
     ) -> AsyncArray:
         return await AsyncArray.create(
@@ -301,6 +323,11 @@ async def create_array(
             codecs=codecs,
             dimension_names=dimension_names,
             attributes=attributes,
+            chunks=chunks,
+            dimension_separator=dimension_separator,
+            order=order,
+            filters=filters,
+            compressor=compressor,
             exists_ok=exists_ok,
             zarr_format=self.metadata.zarr_format,
         )
@@ -311,15 +338,7 @@ async def update_attributes(self, new_attributes: dict[str, Any]) -> "AsyncGroup
         self.metadata.attributes.update(new_attributes)
 
         # Write new metadata
-        to_save = self.metadata.to_bytes()
-        if self.metadata.zarr_format == 2:
-            # only save the .zattrs object
-            await (self.store_path / ZATTRS_JSON).set(Buffer.from_bytes(to_save[ZATTRS_JSON]))
-        else:
-            await (self.store_path / ZARR_JSON).set(Buffer.from_bytes(to_save[ZARR_JSON]))
-
-        self.metadata.attributes.clear()
-        self.metadata.attributes.update(new_attributes)
+        await self._save_metadata()
 
         return self
 
@@ -483,10 +502,8 @@ async def update_attributes_async(self, new_attributes: dict[str, Any]) -> Group
         new_metadata = replace(self.metadata, attributes=new_attributes)
 
         # Write new metadata
-        to_save = new_metadata.to_bytes()
-        awaitables = [
-            (self.store_path / key).set(Buffer.from_bytes(value)) for key, value in to_save.items()
-        ]
+        to_save = new_metadata.to_buffer_dict()
+        awaitables = [set_or_delete(self.store_path / key, value) for key, value in to_save.items()]
         await asyncio.gather(*awaitables)
 
         async_group = replace(self._async_group, metadata=new_metadata)
diff --git a/src/zarr/indexing.py b/src/zarr/indexing.py
index 9f324eb5ea..8e7cd95430 100644
--- a/src/zarr/indexing.py
+++ b/src/zarr/indexing.py
@@ -2,10 +2,13 @@
 
 import itertools
 import math
-from typing import Iterator, List, NamedTuple, Optional, Tuple
+from typing import TYPE_CHECKING, Iterator, List, NamedTuple, Optional, Tuple
 
 from zarr.common import ChunkCoords, Selection, SliceSelection, product
 
+if TYPE_CHECKING:
+    from zarr.chunk_grids import ChunkGrid
+
 
 def _ensure_tuple(v: Selection) -> SliceSelection:
     if not isinstance(v, tuple):
@@ -131,13 +134,18 @@ def __init__(
         self,
         selection: Selection,
         shape: Tuple[int, ...],
-        chunk_shape: Tuple[int, ...],
+        chunk_grid: ChunkGrid,
     ):
+        from zarr.chunk_grids import RegularChunkGrid
+
+        assert isinstance(
+            chunk_grid, RegularChunkGrid
+        ), "Only regular chunk grid is supported, currently."
         # setup per-dimension indexers
         self.dim_indexers = [
             _SliceDimIndexer(dim_sel, dim_len, dim_chunk_len)
             for dim_sel, dim_len, dim_chunk_len in zip(
-                _ensure_selection(selection, shape), shape, chunk_shape
+                _ensure_selection(selection, shape), shape, chunk_grid.chunk_shape
             )
         ]
         self.shape = tuple(s.nitems for s in self.dim_indexers)
@@ -202,7 +210,3 @@ def is_total_slice(item: Selection, shape: ChunkCoords) -> bool:
         )
     else:
         raise TypeError("expected slice or tuple of slices, found %r" % item)
-
-
-def all_chunk_coords(shape: ChunkCoords, chunk_shape: ChunkCoords) -> Iterator[ChunkCoords]:
-    return itertools.product(*(range(0, _ceildiv(s, c)) for s, c in zip(shape, chunk_shape)))
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index 098ab34b86..695d83da55 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -1,26 +1,30 @@
 from __future__ import annotations
+from abc import ABC, abstractmethod
 from enum import Enum
-from typing import TYPE_CHECKING, cast, Dict, Iterable, Any
-from dataclasses import dataclass, field
+from typing import TYPE_CHECKING, Any, cast, Iterable
+from dataclasses import dataclass, field, replace
 import json
 import numpy as np
 import numpy.typing as npt
 
+from zarr.abc.codec import Codec, CodecPipeline
+from zarr.abc.metadata import Metadata
 from zarr.buffer import Buffer
 from zarr.chunk_grids import ChunkGrid, RegularChunkGrid
 from zarr.chunk_key_encodings import ChunkKeyEncoding, parse_separator
+from zarr.codecs._v2 import V2Compressor, V2Filters
 
 
 if TYPE_CHECKING:
-    from typing import Literal, Union, List, Optional, Tuple
-    from zarr.codecs.pipeline import CodecPipeline
-
+    from typing import Literal
+    from typing_extensions import Self
 
-from zarr.abc.codec import Codec
-from zarr.abc.metadata import Metadata
 
 from zarr.common import (
     JSON,
+    ZARR_JSON,
+    ZARRAY_JSON,
+    ZATTRS_JSON,
     ArraySpec,
     ChunkCoords,
     parse_dtype,
@@ -104,16 +108,58 @@ def from_dtype(cls, dtype: np.dtype[Any]) -> DataType:
         return DataType[dtype_to_data_type[dtype.str]]
 
 
-@dataclass(frozen=True)
-class ArrayMetadata(Metadata):
+@dataclass(frozen=True, kw_only=True)
+class ArrayMetadata(Metadata, ABC):
+    shape: ChunkCoords
+    chunk_grid: ChunkGrid
+    attributes: dict[str, JSON]
+
+    @property
+    @abstractmethod
+    def dtype(self) -> np.dtype[Any]:
+        pass
+
+    @property
+    @abstractmethod
+    def ndim(self) -> int:
+        pass
+
+    @property
+    @abstractmethod
+    def codec_pipeline(self) -> CodecPipeline:
+        pass
+
+    @abstractmethod
+    def get_chunk_spec(self, _chunk_coords: ChunkCoords, order: Literal["C", "F"]) -> ArraySpec:
+        pass
+
+    @abstractmethod
+    def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
+        pass
+
+    @abstractmethod
+    def to_buffer_dict(self) -> dict[str, Buffer]:
+        pass
+
+    @abstractmethod
+    def update_shape(self, shape: ChunkCoords) -> Self:
+        pass
+
+    @abstractmethod
+    def update_attributes(self, attributes: dict[str, JSON]) -> Self:
+        pass
+
+
+@dataclass(frozen=True, kw_only=True)
+class ArrayV3Metadata(ArrayMetadata):
     shape: ChunkCoords
     data_type: np.dtype[Any]
     chunk_grid: ChunkGrid
     chunk_key_encoding: ChunkKeyEncoding
     fill_value: Any
     codecs: CodecPipeline
-    attributes: Dict[str, Any] = field(default_factory=dict)
-    dimension_names: Optional[Tuple[str, ...]] = None
+    attributes: dict[str, Any] = field(default_factory=dict)
+    dimension_names: tuple[str, ...] | None = None
     zarr_format: Literal[3] = field(default=3, init=False)
     node_type: Literal["array"] = field(default="array", init=False)
 
@@ -182,6 +228,10 @@ def dtype(self) -> np.dtype[Any]:
     def ndim(self) -> int:
         return len(self.shape)
 
+    @property
+    def codec_pipeline(self) -> CodecPipeline:
+        return self.codecs
+
     def get_chunk_spec(self, _chunk_coords: ChunkCoords, order: Literal["C", "F"]) -> ArraySpec:
         assert isinstance(
             self.chunk_grid, RegularChunkGrid
@@ -193,7 +243,10 @@ def get_chunk_spec(self, _chunk_coords: ChunkCoords, order: Literal["C", "F"]) -
             order=order,
         )
 
-    def to_bytes(self) -> bytes:
+    def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
+        return self.chunk_key_encoding.encode_chunk_key(chunk_coords)
+
+    def to_buffer_dict(self) -> dict[str, Buffer]:
         def _json_convert(o):
             if isinstance(o, np.dtype):
                 return str(o)
@@ -205,13 +258,12 @@ def _json_convert(o):
                 return o.get_config()
             raise TypeError
 
-        return json.dumps(
-            self.to_dict(),
-            default=_json_convert,
-        ).encode()
+        return {
+            ZARR_JSON: Buffer.from_bytes(json.dumps(self.to_dict(), default=_json_convert).encode())
+        }
 
     @classmethod
-    def from_dict(cls, data: Dict[str, Any]) -> ArrayMetadata:
+    def from_dict(cls, data: dict[str, JSON]) -> ArrayV3Metadata:
         # check that the zarr_format attribute is correct
         _ = parse_zarr_format_v3(data.pop("zarr_format"))
         # check that the node_type attribute is correct
@@ -221,7 +273,7 @@ def from_dict(cls, data: Dict[str, Any]) -> ArrayMetadata:
 
         return cls(**data, dimension_names=dimension_names)
 
-    def to_dict(self) -> Dict[str, Any]:
+    def to_dict(self) -> dict[str, Any]:
         out_dict = super().to_dict()
 
         if not isinstance(out_dict, dict):
@@ -233,18 +285,24 @@ def to_dict(self) -> Dict[str, Any]:
             out_dict.pop("dimension_names")
         return out_dict
 
+    def update_shape(self, shape: ChunkCoords) -> Self:
+        return replace(self, shape=shape)
 
-@dataclass(frozen=True)
-class ArrayV2Metadata(Metadata):
+    def update_attributes(self, attributes: dict[str, JSON]) -> Self:
+        return replace(self, attributes=attributes)
+
+
+@dataclass(frozen=True, kw_only=True)
+class ArrayV2Metadata(ArrayMetadata):
     shape: ChunkCoords
-    chunks: ChunkCoords
-    dtype: np.dtype[Any]
-    fill_value: Union[None, int, float] = 0
+    chunk_grid: RegularChunkGrid
+    data_type: np.dtype[Any]
+    fill_value: None | int | float = 0
     order: Literal["C", "F"] = "C"
-    filters: Optional[List[Dict[str, Any]]] = None
+    filters: list[dict[str, JSON]] | None = None
     dimension_separator: Literal[".", "/"] = "."
-    compressor: Optional[Dict[str, Any]] = None
-    attributes: Optional[Dict[str, Any]] = cast(Dict[str, Any], field(default_factory=dict))
+    compressor: dict[str, JSON] | None = None
+    attributes: dict[str, JSON] = cast(dict[str, JSON], field(default_factory=dict))
     zarr_format: Literal[2] = field(init=False, default=2)
 
     def __init__(
@@ -256,9 +314,9 @@ def __init__(
         fill_value: Any,
         order: Literal["C", "F"],
         dimension_separator: Literal[".", "/"] = ".",
-        compressor: Optional[Dict[str, Any]] = None,
-        filters: Optional[List[Dict[str, Any]]] = None,
-        attributes: Optional[Dict[str, JSON]] = None,
+        compressor: dict[str, JSON] | None = None,
+        filters: list[dict[str, JSON]] | None = None,
+        attributes: dict[str, JSON] | None = None,
     ):
         """
         Metadata for a Zarr version 2 array.
@@ -268,14 +326,14 @@ def __init__(
         chunks_parsed = parse_shapelike(chunks)
         compressor_parsed = parse_compressor(compressor)
         order_parsed = parse_indexing_order(order)
-        dimension_separator_parsed = parse_separator(order)
+        dimension_separator_parsed = parse_separator(dimension_separator)
         filters_parsed = parse_filters(filters)
         fill_value_parsed = parse_fill_value(fill_value)
         attributes_parsed = parse_attributes(attributes)
 
         object.__setattr__(self, "shape", shape_parsed)
         object.__setattr__(self, "data_type", data_type_parsed)
-        object.__setattr__(self, "chunks", chunks_parsed)
+        object.__setattr__(self, "chunk_grid", RegularChunkGrid(chunk_shape=chunks_parsed))
         object.__setattr__(self, "compressor", compressor_parsed)
         object.__setattr__(self, "order", order_parsed)
         object.__setattr__(self, "dimension_separator", dimension_separator_parsed)
@@ -290,7 +348,23 @@ def __init__(
     def ndim(self) -> int:
         return len(self.shape)
 
-    def to_bytes(self) -> Buffer:
+    @property
+    def dtype(self) -> np.dtype[Any]:
+        return self.data_type
+
+    @property
+    def chunks(self) -> ChunkCoords:
+        return self.chunk_grid.chunk_shape
+
+    @property
+    def codec_pipeline(self) -> CodecPipeline:
+        from zarr.codecs import BatchedCodecPipeline
+
+        return BatchedCodecPipeline.from_list(
+            [V2Filters(self.filters or []), V2Compressor(self.compressor)]
+        )
+
+    def to_buffer_dict(self) -> dict[str, Buffer]:
         def _json_convert(o):
             if isinstance(o, np.dtype):
                 if o.fields is None:
@@ -299,16 +373,54 @@ def _json_convert(o):
                     return o.descr
             raise TypeError
 
-        return Buffer.from_bytes(json.dumps(self.to_dict(), default=_json_convert).encode())
+        zarray_dict = self.to_dict()
+        assert isinstance(zarray_dict, dict)
+        zattrs_dict = zarray_dict.pop("attributes", {})
+        assert isinstance(zattrs_dict, dict)
+        return {
+            ZARRAY_JSON: Buffer.from_bytes(json.dumps(zarray_dict, default=_json_convert).encode()),
+            ZATTRS_JSON: Buffer.from_bytes(json.dumps(zattrs_dict).encode()),
+        }
 
     @classmethod
-    def from_dict(cls, data: Dict[str, Any]) -> ArrayV2Metadata:
+    def from_dict(cls, data: dict[str, Any]) -> ArrayV2Metadata:
         # check that the zarr_format attribute is correct
         _ = parse_zarr_format_v2(data.pop("zarr_format"))
         return cls(**data)
 
+    def to_dict(self) -> JSON:
+        zarray_dict = super().to_dict()
+
+        assert isinstance(zarray_dict, dict)
+
+        _ = zarray_dict.pop("chunk_grid")
+        zarray_dict["chunks"] = self.chunk_grid.chunk_shape
+
+        _ = zarray_dict.pop("data_type")
+        zarray_dict["dtype"] = self.data_type
+
+        return zarray_dict
+
+    def get_chunk_spec(self, _chunk_coords: ChunkCoords, order: Literal["C", "F"]) -> ArraySpec:
+        return ArraySpec(
+            shape=self.chunk_grid.chunk_shape,
+            dtype=self.dtype,
+            fill_value=self.fill_value,
+            order=order,
+        )
+
+    def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
+        chunk_identifier = self.dimension_separator.join(map(str, chunk_coords))
+        return "0" if chunk_identifier == "" else chunk_identifier
+
+    def update_shape(self, shape: ChunkCoords) -> Self:
+        return replace(self, shape=shape)
+
+    def update_attributes(self, attributes: dict[str, JSON]) -> Self:
+        return replace(self, attributes=attributes)
+
 
-def parse_dimension_names(data: Any) -> Tuple[str, ...] | None:
+def parse_dimension_names(data: Any) -> tuple[str, ...] | None:
     if data is None:
         return data
     if isinstance(data, Iterable) and all([isinstance(x, str) for x in data]):
@@ -318,11 +430,11 @@ def parse_dimension_names(data: Any) -> Tuple[str, ...] | None:
 
 
 # todo: real validation
-def parse_attributes(data: Any) -> Dict[str, JSON]:
+def parse_attributes(data: Any) -> dict[str, JSON]:
     if data is None:
         return {}
 
-    data_json = cast(Dict[str, JSON], data)
+    data_json = cast(dict[str, JSON], data)
     return data_json
 
 
@@ -349,12 +461,12 @@ def parse_node_type_array(data: Any) -> Literal["array"]:
 
 
 # todo: real validation
-def parse_filters(data: Any) -> List[Codec]:
+def parse_filters(data: Any) -> list[dict[str, JSON]]:
     return data
 
 
 # todo: real validation
-def parse_compressor(data: Any) -> Codec:
+def parse_compressor(data: Any) -> dict[str, JSON] | None:
     return data
 
 
@@ -368,9 +480,9 @@ def parse_v2_metadata(data: ArrayV2Metadata) -> ArrayV2Metadata:
     return data
 
 
-def parse_codecs(data: Iterable[Union[Codec, JSON]]) -> CodecPipeline:
-    from zarr.codecs.pipeline import CodecPipeline
+def parse_codecs(data: Iterable[Codec | JSON]) -> CodecPipeline:
+    from zarr.codecs import BatchedCodecPipeline
 
     if not isinstance(data, Iterable):
         raise TypeError(f"Expected iterable, got {type(data)}")
-    return CodecPipeline.from_dict(data)
+    return BatchedCodecPipeline.from_dict(data)
diff --git a/tests/v3/test_codecs.py b/tests/v3/test_codecs.py
index 665e3124c0..73553b5565 100644
--- a/tests/v3/test_codecs.py
+++ b/tests/v3/test_codecs.py
@@ -615,9 +615,9 @@ async def test_delete_empty_chunks(store: Store):
     assert await (store / "delete_empty_chunks/c0/0").get() is None
 
 
-async def test_delete_empty_sharded_chunks(store: Store):
+async def test_delete_empty_shards(store: Store):
     a = await AsyncArray.create(
-        store / "delete_empty_sharded_chunks",
+        store / "delete_empty_shards",
         shape=(16, 16),
         chunk_shape=(8, 16),
         dtype="uint16",
@@ -635,8 +635,8 @@ async def test_delete_empty_sharded_chunks(store: Store):
     data = np.ones((16, 16), dtype="uint16")
     data[:8, :8] = 0
     assert np.array_equal(data, await _AsyncArrayProxy(a)[:, :].get())
-    assert await (store / "delete_empty_sharded_chunks/c/1/0").get() is None
-    chunk_bytes = await (store / "delete_empty_sharded_chunks/c/0/0").get()
+    assert await (store / "delete_empty_shards/c/1/0").get() is None
+    chunk_bytes = await (store / "delete_empty_shards/c/0/0").get()
     assert chunk_bytes is not None and len(chunk_bytes) == 16 * 2 + 8 * 8 * 2 + 4
 
 
diff --git a/tests/v3/test_config.py b/tests/v3/test_config.py
index 43acdec5fa..aed9775d17 100644
--- a/tests/v3/test_config.py
+++ b/tests/v3/test_config.py
@@ -4,7 +4,11 @@
 def test_config_defaults_set():
     # regression test for available defaults
     assert config.defaults == [
-        {"array": {"order": "C"}, "async": {"concurrency": None, "timeout": None}}
+        {
+            "array": {"order": "C"},
+            "async": {"concurrency": None, "timeout": None},
+            "codec_pipeline": {"batch_size": 1},
+        }
     ]
     assert config.get("array.order") == "C"
 
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 16e4ceeecf..5a6751c11a 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -234,10 +234,7 @@ def test_asyncgroup_from_dict(store: MemoryStore | LocalStore, data: dict[str, A
 
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-@pytest.mark.parametrize(
-    "zarr_format",
-    (pytest.param(2, marks=pytest.mark.xfail(reason="V2 arrays cannot be created yet.")), 3),
-)
+@pytest.mark.parametrize("zarr_format", (2, 3))
 async def test_asyncgroup_getitem(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
     """
     Create an `AsyncGroup`, then create members of that group, and ensure that we can access those
@@ -264,10 +261,7 @@ async def test_asyncgroup_getitem(store: LocalStore | MemoryStore, zarr_format:
 
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-@pytest.mark.parametrize(
-    "zarr_format",
-    (2, 3),
-)
+@pytest.mark.parametrize("zarr_format", (2, 3))
 async def test_asyncgroup_delitem(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
     agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
     sub_array_path = "sub_array"
@@ -316,10 +310,7 @@ async def test_asyncgroup_create_group(
 
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-@pytest.mark.parametrize(
-    "zarr_format",
-    (pytest.param(2, marks=pytest.mark.xfail(reason="V2 arrays cannot be created yet")), 3),
-)
+@pytest.mark.parametrize("zarr_format", (2, 3))
 async def test_asyncgroup_create_array(
     store: LocalStore | MemoryStore,
     zarr_format: ZarrFormat,
diff --git a/tests/v3/test_v2.py b/tests/v3/test_v2.py
new file mode 100644
index 0000000000..5b831b1bb0
--- /dev/null
+++ b/tests/v3/test_v2.py
@@ -0,0 +1,28 @@
+from typing import Iterator
+import numpy as np
+import pytest
+
+from zarr.abc.store import Store
+from zarr.array import Array
+from zarr.store import StorePath, MemoryStore
+
+
+@pytest.fixture
+def store() -> Iterator[Store]:
+    yield StorePath(MemoryStore())
+
+
+def test_simple(store: Store):
+    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
+
+    a = Array.create(
+        store / "simple_v2",
+        zarr_format=2,
+        shape=data.shape,
+        chunks=(16, 16),
+        dtype=data.dtype,
+        fill_value=0,
+    )
+
+    a[:, :] = data
+    assert np.array_equal(data, a[:, :])

From 69ad5e7c99559e3f282a3ec27d7ed27778b721b5 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Fri, 17 May 2024 11:41:15 +0200
Subject: [PATCH 0535/1078] Configure Ruff to apply
 flake8-bugbear/isort/pyupgrade (#1890)

* config change

* auto changes

* manual fixes

* ci
---
 bench/compress_normal.py                     |   2 +-
 pyproject.toml                               |   9 ++-
 src/zarr/__init__.py                         |   2 +-
 src/zarr/abc/codec.py                        |   5 +-
 src/zarr/abc/metadata.py                     |   9 ++-
 src/zarr/abc/store.py                        |  24 +++---
 src/zarr/array.py                            |  20 ++---
 src/zarr/attributes.py                       |   6 +-
 src/zarr/buffer.py                           |  14 ++--
 src/zarr/chunk_grids.py                      |  14 ++--
 src/zarr/chunk_key_encodings.py              |   9 ++-
 src/zarr/codecs/__init__.py                  |   4 +-
 src/zarr/codecs/_v2.py                       |   6 +-
 src/zarr/codecs/blosc.py                     |  20 ++---
 src/zarr/codecs/bytes.py                     |  21 +++---
 src/zarr/codecs/crc32c_.py                   |  13 ++--
 src/zarr/codecs/gzip.py                      |  13 ++--
 src/zarr/codecs/mixins.py                    |   7 +-
 src/zarr/codecs/pipeline.py                  |  74 ++++++++++++-------
 src/zarr/codecs/registry.py                  |  15 ++--
 src/zarr/codecs/sharding.py                  |  52 +++++++------
 src/zarr/codecs/transpose.py                 |  20 ++---
 src/zarr/codecs/zstd.py                      |  14 ++--
 src/zarr/common.py                           |  40 ++++------
 src/zarr/fixture/.zgroup                     |   3 +
 src/zarr/fixture/flat/.zarray                |  23 ++++++
 src/zarr/fixture/flat/0.0                    | Bin 0 -> 48 bytes
 src/zarr/fixture/flat_legacy/.zarray         |  22 ++++++
 src/zarr/fixture/flat_legacy/0.0             | Bin 0 -> 48 bytes
 src/zarr/fixture/meta/.zarray                |  23 ++++++
 src/zarr/fixture/meta/0.0                    | Bin 0 -> 48 bytes
 src/zarr/fixture/nested/.zarray              |  23 ++++++
 src/zarr/fixture/nested/0/0                  | Bin 0 -> 48 bytes
 src/zarr/fixture/nested_legacy/.zarray       |  23 ++++++
 src/zarr/fixture/nested_legacy/0/0           | Bin 0 -> 48 bytes
 src/zarr/group.py                            |  36 +++++----
 src/zarr/indexing.py                         |  19 +++--
 src/zarr/metadata.py                         |  12 +--
 src/zarr/store/core.py                       |  10 +--
 src/zarr/store/local.py                      |   2 +-
 src/zarr/store/memory.py                     |  23 +++---
 src/zarr/store/remote.py                     |  19 ++---
 src/zarr/sync.py                             |   6 +-
 src/zarr/testing/__init__.py                 |   2 +-
 tests/v3/conftest.py                         |   7 +-
 tests/v3/package_with_entrypoint/__init__.py |   1 +
 tests/v3/test_buffer.py                      |   5 +-
 tests/v3/test_codec_entrypoints.py           |   1 -
 tests/v3/test_codecs.py                      |  26 +++----
 tests/v3/test_common.py                      |  20 ++---
 tests/v3/test_group.py                       |  15 ++--
 tests/v3/test_metadata.py                    |   7 +-
 tests/v3/test_store.py                       |   6 +-
 tests/v3/test_sync.py                        |   8 +-
 tests/v3/test_v2.py                          |   5 +-
 55 files changed, 455 insertions(+), 305 deletions(-)
 create mode 100644 src/zarr/fixture/.zgroup
 create mode 100644 src/zarr/fixture/flat/.zarray
 create mode 100644 src/zarr/fixture/flat/0.0
 create mode 100644 src/zarr/fixture/flat_legacy/.zarray
 create mode 100644 src/zarr/fixture/flat_legacy/0.0
 create mode 100644 src/zarr/fixture/meta/.zarray
 create mode 100644 src/zarr/fixture/meta/0.0
 create mode 100644 src/zarr/fixture/nested/.zarray
 create mode 100644 src/zarr/fixture/nested/0/0
 create mode 100644 src/zarr/fixture/nested_legacy/.zarray
 create mode 100644 src/zarr/fixture/nested_legacy/0/0

diff --git a/bench/compress_normal.py b/bench/compress_normal.py
index 803d54b76b..608cfe8dce 100644
--- a/bench/compress_normal.py
+++ b/bench/compress_normal.py
@@ -1,9 +1,9 @@
 import sys
 import timeit
 
+import line_profiler
 import numpy as np
 
-import line_profiler
 import zarr
 from zarr import blosc
 
diff --git a/pyproject.toml b/pyproject.toml
index 3014f98031..1aafb64a2b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -160,12 +160,17 @@ extend-exclude = [
     "build",
     "dist",
     "venv",
-    "docs"
+    "docs",
+    "src/zarr/v2/",
+    "tests/v2/",
 ]
 
 [tool.ruff.lint]
 extend-select = [
-    "RUF"
+    "B",  # flake8-bugbear
+    "I",  # isort
+    "UP",  # pyupgrade
+    "RUF",
 ]
 ignore = [
     "RUF003",
diff --git a/src/zarr/__init__.py b/src/zarr/__init__.py
index 00c01560f4..fdab564c64 100644
--- a/src/zarr/__init__.py
+++ b/src/zarr/__init__.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import zarr.codecs  # noqa: F401
+from zarr._version import version as __version__
 from zarr.array import Array, AsyncArray
 from zarr.config import config  # noqa: F401
 from zarr.group import AsyncGroup, Group
@@ -9,7 +10,6 @@
     make_store_path,
 )
 from zarr.sync import sync as _sync
-from zarr._version import version as __version__
 
 # in case setuptools scm screw up and find version to be 0.0.0
 assert not __version__.startswith("0.0.0")
diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index 1c665590bf..d8d7edf547 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -1,15 +1,16 @@
 from __future__ import annotations
 
 from abc import abstractmethod
-from typing import TYPE_CHECKING, Generic, Iterable, TypeVar
+from collections.abc import Iterable
+from typing import TYPE_CHECKING, Generic, TypeVar
 
 from zarr.abc.metadata import Metadata
 from zarr.abc.store import ByteGetter, ByteSetter
 from zarr.buffer import Buffer, NDBuffer
 
-
 if TYPE_CHECKING:
     from typing_extensions import Self
+
     from zarr.common import ArraySpec, SliceSelection
     from zarr.metadata import ArrayMetadata
 
diff --git a/src/zarr/abc/metadata.py b/src/zarr/abc/metadata.py
index f27b37cba4..36edf69534 100644
--- a/src/zarr/abc/metadata.py
+++ b/src/zarr/abc/metadata.py
@@ -1,11 +1,12 @@
 from __future__ import annotations
-from typing import TYPE_CHECKING, Sequence
+
+from collections.abc import Sequence
+from typing import TYPE_CHECKING
 
 if TYPE_CHECKING:
-    from typing import Dict
     from typing_extensions import Self
 
-from dataclasses import fields, dataclass
+from dataclasses import dataclass, fields
 
 from zarr.common import JSON
 
@@ -36,7 +37,7 @@ def to_dict(self) -> JSON:
         return out_dict
 
     @classmethod
-    def from_dict(cls, data: Dict[str, JSON]) -> Self:
+    def from_dict(cls, data: dict[str, JSON]) -> Self:
         """
         Create an instance of the model from a dictionary
         """
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index a3a112e58e..fee5422e9e 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -1,16 +1,16 @@
-from abc import abstractmethod, ABC
+from abc import ABC, abstractmethod
 from collections.abc import AsyncGenerator
-from typing import List, Protocol, Tuple, Optional, runtime_checkable
+from typing import Protocol, runtime_checkable
 
-from zarr.common import BytesLike
 from zarr.buffer import Buffer
+from zarr.common import BytesLike
 
 
 class Store(ABC):
     @abstractmethod
     async def get(
-        self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
-    ) -> Optional[Buffer]:
+        self, key: str, byte_range: tuple[int, int | None] | None = None
+    ) -> Buffer | None:
         """Retrieve the value associated with a given key.
 
         Parameters
@@ -26,8 +26,8 @@ async def get(
 
     @abstractmethod
     async def get_partial_values(
-        self, key_ranges: List[Tuple[str, Tuple[int, int]]]
-    ) -> List[Optional[Buffer]]:
+        self, key_ranges: list[tuple[str, tuple[int, int]]]
+    ) -> list[Buffer | None]:
         """Retrieve possibly partial values from given key_ranges.
 
         Parameters
@@ -150,18 +150,14 @@ def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
 
 @runtime_checkable
 class ByteGetter(Protocol):
-    async def get(
-        self, byte_range: Optional[Tuple[int, Optional[int]]] = None
-    ) -> Optional[Buffer]: ...
+    async def get(self, byte_range: tuple[int, int | None] | None = None) -> Buffer | None: ...
 
 
 @runtime_checkable
 class ByteSetter(Protocol):
-    async def get(
-        self, byte_range: Optional[Tuple[int, Optional[int]]] = None
-    ) -> Optional[Buffer]: ...
+    async def get(self, byte_range: tuple[int, int | None] | None = None) -> Buffer | None: ...
 
-    async def set(self, value: Buffer, byte_range: Optional[Tuple[int, int]] = None) -> None: ...
+    async def set(self, value: Buffer, byte_range: tuple[int, int] | None = None) -> None: ...
 
     async def delete(self) -> None: ...
 
diff --git a/src/zarr/array.py b/src/zarr/array.py
index 61f91ab966..039f39e98e 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -1,29 +1,28 @@
 from __future__ import annotations
 
+import json
+
 # Notes on what I've changed here:
 # 1. Split Array into AsyncArray and Array
 # 3. Added .size and .attrs methods
 # 4. Temporarily disabled the creation of ArrayV2
 # 5. Added from_dict to AsyncArray
-
 # Questions to consider:
 # 1. Was splitting the array into two classes really necessary?
-
-
 from asyncio import gather
+from collections.abc import Iterable
 from dataclasses import dataclass, replace
-
-import json
-from typing import Any, Iterable, Literal
+from typing import Any, Literal
 
 import numpy as np
 import numpy.typing as npt
+
 from zarr.abc.codec import Codec
 from zarr.abc.store import set_or_delete
-
-
 from zarr.attributes import Attributes
 from zarr.buffer import Factory, NDArrayLike, NDBuffer
+from zarr.chunk_grids import RegularChunkGrid
+from zarr.chunk_key_encodings import ChunkKeyEncoding, DefaultChunkKeyEncoding, V2ChunkKeyEncoding
 from zarr.codecs import BytesCodec
 from zarr.common import (
     JSON,
@@ -36,11 +35,8 @@
     concurrent_map,
 )
 from zarr.config import config
-
 from zarr.indexing import BasicIndexer
-from zarr.chunk_grids import RegularChunkGrid
-from zarr.chunk_key_encodings import ChunkKeyEncoding, DefaultChunkKeyEncoding, V2ChunkKeyEncoding
-from zarr.metadata import ArrayMetadata, ArrayV3Metadata, ArrayV2Metadata, parse_indexing_order
+from zarr.metadata import ArrayMetadata, ArrayV2Metadata, ArrayV3Metadata, parse_indexing_order
 from zarr.store import StoreLike, StorePath, make_store_path
 from zarr.sync import sync
 
diff --git a/src/zarr/attributes.py b/src/zarr/attributes.py
index e6b26309f2..079ae38a33 100644
--- a/src/zarr/attributes.py
+++ b/src/zarr/attributes.py
@@ -1,13 +1,13 @@
 from __future__ import annotations
 
-from collections.abc import MutableMapping
-from typing import TYPE_CHECKING, Iterator
+from collections.abc import Iterator, MutableMapping
+from typing import TYPE_CHECKING
 
 from zarr.common import JSON
 
 if TYPE_CHECKING:
-    from zarr.group import Group
     from zarr.array import Array
+    from zarr.group import Group
 
 
 class Attributes(MutableMapping[str, JSON]):
diff --git a/src/zarr/buffer.py b/src/zarr/buffer.py
index a633cc09ec..84bf6b0bb0 100644
--- a/src/zarr/buffer.py
+++ b/src/zarr/buffer.py
@@ -1,15 +1,12 @@
 from __future__ import annotations
 
 import sys
+from collections.abc import Callable, Iterable
 from typing import (
     TYPE_CHECKING,
     Any,
-    Callable,
-    Iterable,
     Literal,
-    Optional,
     Protocol,
-    Tuple,
     TypeAlias,
 )
 
@@ -17,6 +14,7 @@
 
 if TYPE_CHECKING:
     from typing_extensions import Self
+
     from zarr.codecs.bytes import Endian
     from zarr.common import BytesLike
 
@@ -44,7 +42,7 @@ def __call__(
             shape: Iterable[int],
             dtype: np.DTypeLike,
             order: Literal["C", "F"],
-            fill_value: Optional[Any],
+            fill_value: Any | None,
         ) -> NDBuffer:
             """Factory function to create a new NDBuffer (or subclass)
 
@@ -227,7 +225,7 @@ def __add__(self, other: Buffer) -> Self:
         return self.__class__(np.concatenate((self._data, other_array)))
 
     def __eq__(self, other: Any) -> bool:
-        if isinstance(other, (bytes, bytearray)):
+        if isinstance(other, bytes | bytearray):
             # Many of the tests compares `Buffer` with `bytes` so we
             # convert the bytes to a Buffer and try again
             return self == self.from_bytes(other)
@@ -275,7 +273,7 @@ def create(
         shape: Iterable[int],
         dtype: np.DTypeLike,
         order: Literal["C", "F"] = "C",
-        fill_value: Optional[Any] = None,
+        fill_value: Any | None = None,
     ) -> Self:
         """Create a new buffer and its underlying ndarray-like object
 
@@ -380,7 +378,7 @@ def dtype(self) -> np.dtype[Any]:
         return self._data.dtype
 
     @property
-    def shape(self) -> Tuple[int, ...]:
+    def shape(self) -> tuple[int, ...]:
         return self._data.shape
 
     @property
diff --git a/src/zarr/chunk_grids.py b/src/zarr/chunk_grids.py
index 16c0df9174..45f77cc99c 100644
--- a/src/zarr/chunk_grids.py
+++ b/src/zarr/chunk_grids.py
@@ -1,9 +1,11 @@
 from __future__ import annotations
+
 import itertools
-from typing import TYPE_CHECKING, Any, Dict, Iterator
+from collections.abc import Iterator
 from dataclasses import dataclass
-from zarr.abc.metadata import Metadata
+from typing import TYPE_CHECKING, Any
 
+from zarr.abc.metadata import Metadata
 from zarr.common import (
     JSON,
     ChunkCoords,
@@ -20,7 +22,7 @@
 @dataclass(frozen=True)
 class ChunkGrid(Metadata):
     @classmethod
-    def from_dict(cls, data: Dict[str, JSON]) -> ChunkGrid:
+    def from_dict(cls, data: dict[str, JSON]) -> ChunkGrid:
         if isinstance(data, ChunkGrid):
             return data
 
@@ -43,15 +45,15 @@ def __init__(self, *, chunk_shape: ChunkCoordsLike) -> None:
         object.__setattr__(self, "chunk_shape", chunk_shape_parsed)
 
     @classmethod
-    def from_dict(cls, data: Dict[str, Any]) -> Self:
+    def from_dict(cls, data: dict[str, Any]) -> Self:
         _, configuration_parsed = parse_named_configuration(data, "regular")
 
         return cls(**configuration_parsed)  # type: ignore[arg-type]
 
-    def to_dict(self) -> Dict[str, JSON]:
+    def to_dict(self) -> dict[str, JSON]:
         return {"name": "regular", "configuration": {"chunk_shape": list(self.chunk_shape)}}
 
     def all_chunk_coords(self, array_shape: ChunkCoords) -> Iterator[ChunkCoords]:
         return itertools.product(
-            *(range(0, _ceildiv(s, c)) for s, c in zip(array_shape, self.chunk_shape))
+            *(range(0, _ceildiv(s, c)) for s, c in zip(array_shape, self.chunk_shape, strict=False))
         )
diff --git a/src/zarr/chunk_key_encodings.py b/src/zarr/chunk_key_encodings.py
index ebc7654dde..5ecb98ef61 100644
--- a/src/zarr/chunk_key_encodings.py
+++ b/src/zarr/chunk_key_encodings.py
@@ -1,9 +1,10 @@
 from __future__ import annotations
+
 from abc import abstractmethod
-from typing import TYPE_CHECKING, Dict, Literal, cast
 from dataclasses import dataclass
-from zarr.abc.metadata import Metadata
+from typing import TYPE_CHECKING, Literal, cast
 
+from zarr.abc.metadata import Metadata
 from zarr.common import (
     JSON,
     ChunkCoords,
@@ -33,7 +34,7 @@ def __init__(self, *, separator: SeparatorLiteral) -> None:
         object.__setattr__(self, "separator", separator_parsed)
 
     @classmethod
-    def from_dict(cls, data: Dict[str, JSON]) -> ChunkKeyEncoding:
+    def from_dict(cls, data: dict[str, JSON]) -> ChunkKeyEncoding:
         if isinstance(data, ChunkKeyEncoding):
             return data
 
@@ -44,7 +45,7 @@ def from_dict(cls, data: Dict[str, JSON]) -> ChunkKeyEncoding:
             return V2ChunkKeyEncoding(**configuration_parsed)  # type: ignore[arg-type]
         raise ValueError(f"Unknown chunk key encoding. Got {name_parsed}.")
 
-    def to_dict(self) -> Dict[str, JSON]:
+    def to_dict(self) -> dict[str, JSON]:
         return {"name": self.name, "configuration": {"separator": self.separator}}
 
     @abstractmethod
diff --git a/src/zarr/codecs/__init__.py b/src/zarr/codecs/__init__.py
index 959a85af57..0f0ff55df5 100644
--- a/src/zarr/codecs/__init__.py
+++ b/src/zarr/codecs/__init__.py
@@ -1,10 +1,10 @@
 from __future__ import annotations
 
-from zarr.codecs.blosc import BloscCodec, BloscCname, BloscShuffle  # noqa: F401
+from zarr.codecs.blosc import BloscCname, BloscCodec, BloscShuffle  # noqa: F401
 from zarr.codecs.bytes import BytesCodec, Endian  # noqa: F401
 from zarr.codecs.crc32c_ import Crc32cCodec  # noqa: F401
 from zarr.codecs.gzip import GzipCodec  # noqa: F401
+from zarr.codecs.pipeline import BatchedCodecPipeline  # noqa: F401
 from zarr.codecs.sharding import ShardingCodec, ShardingCodecIndexLocation  # noqa: F401
 from zarr.codecs.transpose import TransposeCodec  # noqa: F401
 from zarr.codecs.zstd import ZstdCodec  # noqa: F401
-from zarr.codecs.pipeline import BatchedCodecPipeline  # noqa: F401
diff --git a/src/zarr/codecs/_v2.py b/src/zarr/codecs/_v2.py
index fb7122600f..06bd866c0f 100644
--- a/src/zarr/codecs/_v2.py
+++ b/src/zarr/codecs/_v2.py
@@ -2,13 +2,13 @@
 
 from dataclasses import dataclass
 
+import numcodecs
+from numcodecs.compat import ensure_bytes, ensure_ndarray
+
 from zarr.buffer import Buffer, NDBuffer
 from zarr.codecs.mixins import ArrayArrayCodecBatchMixin, ArrayBytesCodecBatchMixin
 from zarr.common import JSON, ArraySpec, to_thread
 
-import numcodecs
-from numcodecs.compat import ensure_bytes, ensure_ndarray
-
 
 @dataclass(frozen=True)
 class V2Compressor(ArrayBytesCodecBatchMixin):
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index ab3ffab479..24fac962db 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -1,21 +1,21 @@
 from __future__ import annotations
+
 from dataclasses import dataclass, replace
 from enum import Enum
 from functools import cached_property
-
-from typing import TYPE_CHECKING, Union
+from typing import TYPE_CHECKING
 
 import numcodecs
 from numcodecs.blosc import Blosc
 
-from zarr.codecs.mixins import BytesBytesCodecBatchMixin
 from zarr.buffer import Buffer, as_numpy_array_wrapper
+from zarr.codecs.mixins import BytesBytesCodecBatchMixin
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_enum, parse_named_configuration, to_thread
 
 if TYPE_CHECKING:
-    from typing import Dict, Optional
     from typing_extensions import Self
+
     from zarr.common import JSON, ArraySpec
 
 
@@ -86,10 +86,10 @@ class BloscCodec(BytesBytesCodecBatchMixin):
     def __init__(
         self,
         *,
-        typesize: Optional[int] = None,
-        cname: Union[BloscCname, str] = BloscCname.zstd,
+        typesize: int | None = None,
+        cname: BloscCname | str = BloscCname.zstd,
         clevel: int = 5,
-        shuffle: Union[BloscShuffle, str, None] = None,
+        shuffle: BloscShuffle | str | None = None,
         blocksize: int = 0,
     ) -> None:
         typesize_parsed = parse_typesize(typesize) if typesize is not None else None
@@ -105,11 +105,11 @@ def __init__(
         object.__setattr__(self, "blocksize", blocksize_parsed)
 
     @classmethod
-    def from_dict(cls, data: Dict[str, JSON]) -> Self:
+    def from_dict(cls, data: dict[str, JSON]) -> Self:
         _, configuration_parsed = parse_named_configuration(data, "blosc")
         return cls(**configuration_parsed)  # type: ignore[arg-type]
 
-    def to_dict(self) -> Dict[str, JSON]:
+    def to_dict(self) -> dict[str, JSON]:
         if self.typesize is None:
             raise ValueError("`typesize` needs to be set for serialization.")
         if self.shuffle is None:
@@ -169,7 +169,7 @@ async def encode_single(
         self,
         chunk_bytes: Buffer,
         chunk_spec: ArraySpec,
-    ) -> Optional[Buffer]:
+    ) -> Buffer | None:
         # Since blosc only takes bytes, we convert the input and output of the encoding
         # between bytes and Buffer
         return await to_thread(
diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index 6df78a08b8..a6045852e6 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -1,21 +1,22 @@
 from __future__ import annotations
+
+import sys
 from dataclasses import dataclass, replace
 from enum import Enum
-import sys
-
-from typing import TYPE_CHECKING, Dict, Optional, Union
+from typing import TYPE_CHECKING
 
 import numpy as np
 
-from zarr.codecs.mixins import ArrayBytesCodecBatchMixin
 from zarr.buffer import Buffer, NDBuffer
+from zarr.codecs.mixins import ArrayBytesCodecBatchMixin
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_enum, parse_named_configuration
 
 if TYPE_CHECKING:
-    from zarr.common import JSON, ArraySpec
     from typing_extensions import Self
 
+    from zarr.common import JSON, ArraySpec
+
 
 class Endian(Enum):
     big = "big"
@@ -29,22 +30,22 @@ class Endian(Enum):
 class BytesCodec(ArrayBytesCodecBatchMixin):
     is_fixed_size = True
 
-    endian: Optional[Endian]
+    endian: Endian | None
 
-    def __init__(self, *, endian: Union[Endian, str, None] = default_system_endian) -> None:
+    def __init__(self, *, endian: Endian | str | None = default_system_endian) -> None:
         endian_parsed = None if endian is None else parse_enum(endian, Endian)
 
         object.__setattr__(self, "endian", endian_parsed)
 
     @classmethod
-    def from_dict(cls, data: Dict[str, JSON]) -> Self:
+    def from_dict(cls, data: dict[str, JSON]) -> Self:
         _, configuration_parsed = parse_named_configuration(
             data, "bytes", require_configuration=False
         )
         configuration_parsed = configuration_parsed or {}
         return cls(**configuration_parsed)  # type: ignore[arg-type]
 
-    def to_dict(self) -> Dict[str, JSON]:
+    def to_dict(self) -> dict[str, JSON]:
         if self.endian is None:
             return {"name": "bytes"}
         else:
@@ -87,7 +88,7 @@ async def encode_single(
         self,
         chunk_array: NDBuffer,
         _chunk_spec: ArraySpec,
-    ) -> Optional[Buffer]:
+    ) -> Buffer | None:
         assert isinstance(chunk_array, NDBuffer)
         if chunk_array.dtype.itemsize > 1:
             if self.endian is not None and self.endian != chunk_array.byteorder:
diff --git a/src/zarr/codecs/crc32c_.py b/src/zarr/codecs/crc32c_.py
index ab4bad65fe..0b9c8c9a96 100644
--- a/src/zarr/codecs/crc32c_.py
+++ b/src/zarr/codecs/crc32c_.py
@@ -1,20 +1,19 @@
 from __future__ import annotations
-from dataclasses import dataclass
 
+from dataclasses import dataclass
 from typing import TYPE_CHECKING
 
 import numpy as np
-
 from crc32c import crc32c
 
-from zarr.codecs.mixins import BytesBytesCodecBatchMixin
 from zarr.buffer import Buffer
+from zarr.codecs.mixins import BytesBytesCodecBatchMixin
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_named_configuration
 
 if TYPE_CHECKING:
-    from typing import Dict, Optional
     from typing_extensions import Self
+
     from zarr.common import JSON, ArraySpec
 
 
@@ -23,11 +22,11 @@ class Crc32cCodec(BytesBytesCodecBatchMixin):
     is_fixed_size = True
 
     @classmethod
-    def from_dict(cls, data: Dict[str, JSON]) -> Self:
+    def from_dict(cls, data: dict[str, JSON]) -> Self:
         parse_named_configuration(data, "crc32c", require_configuration=False)
         return cls()
 
-    def to_dict(self) -> Dict[str, JSON]:
+    def to_dict(self) -> dict[str, JSON]:
         return {"name": "crc32c"}
 
     async def decode_single(
@@ -52,7 +51,7 @@ async def encode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
-    ) -> Optional[Buffer]:
+    ) -> Buffer | None:
         data = chunk_bytes.as_numpy_array()
         # Calculate the checksum and "cast" it to a numpy array
         checksum = np.array([crc32c(data)], dtype=np.uint32)
diff --git a/src/zarr/codecs/gzip.py b/src/zarr/codecs/gzip.py
index 6a8e30db13..58c1fc6fec 100644
--- a/src/zarr/codecs/gzip.py
+++ b/src/zarr/codecs/gzip.py
@@ -1,17 +1,18 @@
 from __future__ import annotations
-from dataclasses import dataclass
 
+from dataclasses import dataclass
 from typing import TYPE_CHECKING
 
 from numcodecs.gzip import GZip
-from zarr.codecs.mixins import BytesBytesCodecBatchMixin
+
 from zarr.buffer import Buffer, as_numpy_array_wrapper
+from zarr.codecs.mixins import BytesBytesCodecBatchMixin
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_named_configuration, to_thread
 
 if TYPE_CHECKING:
-    from typing import Optional, Dict
     from typing_extensions import Self
+
     from zarr.common import JSON, ArraySpec
 
 
@@ -37,11 +38,11 @@ def __init__(self, *, level: int = 5) -> None:
         object.__setattr__(self, "level", level_parsed)
 
     @classmethod
-    def from_dict(cls, data: Dict[str, JSON]) -> Self:
+    def from_dict(cls, data: dict[str, JSON]) -> Self:
         _, configuration_parsed = parse_named_configuration(data, "gzip")
         return cls(**configuration_parsed)  # type: ignore[arg-type]
 
-    def to_dict(self) -> Dict[str, JSON]:
+    def to_dict(self) -> dict[str, JSON]:
         return {"name": "gzip", "configuration": {"level": self.level}}
 
     async def decode_single(
@@ -55,7 +56,7 @@ async def encode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
-    ) -> Optional[Buffer]:
+    ) -> Buffer | None:
         return await to_thread(as_numpy_array_wrapper, GZip(self.level).encode, chunk_bytes)
 
     def compute_encoded_size(
diff --git a/src/zarr/codecs/mixins.py b/src/zarr/codecs/mixins.py
index 8b0a684509..b571fd35ee 100644
--- a/src/zarr/codecs/mixins.py
+++ b/src/zarr/codecs/mixins.py
@@ -1,8 +1,8 @@
 from __future__ import annotations
 
 from abc import abstractmethod
-from typing import Awaitable, Callable, Generic, Iterable, TypeVar
-
+from collections.abc import Awaitable, Callable, Iterable
+from typing import Generic, TypeVar
 
 from zarr.abc.codec import (
     ArrayArrayCodec,
@@ -10,14 +10,13 @@
     ArrayBytesCodecPartialDecodeMixin,
     ArrayBytesCodecPartialEncodeMixin,
     ByteGetter,
-    ByteSetter,
     BytesBytesCodec,
+    ByteSetter,
 )
 from zarr.buffer import Buffer, NDBuffer
 from zarr.common import ArraySpec, SliceSelection, concurrent_map
 from zarr.config import config
 
-
 CodecInput = TypeVar("CodecInput", bound=NDBuffer | Buffer)
 CodecOutput = TypeVar("CodecOutput", bound=NDBuffer | Buffer)
 
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index 8396a0c2ce..57b4fa4668 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -1,30 +1,32 @@
 from __future__ import annotations
 
+from collections.abc import Iterable, Iterator
+from dataclasses import dataclass
 from itertools import islice
-from typing import TYPE_CHECKING, Iterator, TypeVar, Iterable
+from typing import TYPE_CHECKING, TypeVar
 from warnings import warn
-from dataclasses import dataclass
 
-from zarr.config import config
 from zarr.abc.codec import (
-    ByteGetter,
-    ByteSetter,
-    Codec,
-    CodecPipeline,
     ArrayArrayCodec,
     ArrayBytesCodec,
     ArrayBytesCodecPartialDecodeMixin,
     ArrayBytesCodecPartialEncodeMixin,
+    ByteGetter,
     BytesBytesCodec,
+    ByteSetter,
+    Codec,
+    CodecPipeline,
 )
 from zarr.buffer import Buffer, NDBuffer
 from zarr.codecs.registry import get_codec_class
 from zarr.common import JSON, concurrent_map, parse_named_configuration
+from zarr.config import config
 from zarr.indexing import is_total_slice
 from zarr.metadata import ArrayMetadata
 
 if TYPE_CHECKING:
     from typing_extensions import Self
+
     from zarr.common import ArraySpec, SliceSelection
 
 T = TypeVar("T")
@@ -180,13 +182,9 @@ def supports_partial_encode(self) -> bool:
         )
 
     def __iter__(self) -> Iterator[Codec]:
-        for aa_codec in self.array_array_codecs:
-            yield aa_codec
-
+        yield from self.array_array_codecs
         yield self.array_bytes_codec
-
-        for bb_codec in self.bytes_bytes_codecs:
-            yield bb_codec
+        yield from self.bytes_bytes_codecs
 
     def validate(self, array_metadata: ArrayMetadata) -> None:
         for codec in self:
@@ -237,13 +235,19 @@ async def decode_batch(
         ) = self._codecs_with_resolved_metadata_batched(chunk_specs)
 
         for bb_codec, chunk_spec_batch in bb_codecs_with_spec[::-1]:
-            chunk_bytes_batch = await bb_codec.decode(zip(chunk_bytes_batch, chunk_spec_batch))
+            chunk_bytes_batch = await bb_codec.decode(
+                zip(chunk_bytes_batch, chunk_spec_batch, strict=False)
+            )
 
         ab_codec, chunk_spec_batch = ab_codec_with_spec
-        chunk_array_batch = await ab_codec.decode(zip(chunk_bytes_batch, chunk_spec_batch))
+        chunk_array_batch = await ab_codec.decode(
+            zip(chunk_bytes_batch, chunk_spec_batch, strict=False)
+        )
 
         for aa_codec, chunk_spec_batch in aa_codecs_with_spec[::-1]:
-            chunk_array_batch = await aa_codec.decode(zip(chunk_array_batch, chunk_spec_batch))
+            chunk_array_batch = await aa_codec.decode(
+                zip(chunk_array_batch, chunk_spec_batch, strict=False)
+            )
 
         return chunk_array_batch
 
@@ -264,14 +268,20 @@ async def encode_batch(
         chunk_array_batch, chunk_specs = _unzip2(chunk_arrays_and_specs)
 
         for aa_codec in self.array_array_codecs:
-            chunk_array_batch = await aa_codec.encode(zip(chunk_array_batch, chunk_specs))
+            chunk_array_batch = await aa_codec.encode(
+                zip(chunk_array_batch, chunk_specs, strict=False)
+            )
             chunk_specs = resolve_batched(aa_codec, chunk_specs)
 
-        chunk_bytes_batch = await self.array_bytes_codec.encode(zip(chunk_array_batch, chunk_specs))
+        chunk_bytes_batch = await self.array_bytes_codec.encode(
+            zip(chunk_array_batch, chunk_specs, strict=False)
+        )
         chunk_specs = resolve_batched(self.array_bytes_codec, chunk_specs)
 
         for bb_codec in self.bytes_bytes_codecs:
-            chunk_bytes_batch = await bb_codec.encode(zip(chunk_bytes_batch, chunk_specs))
+            chunk_bytes_batch = await bb_codec.encode(
+                zip(chunk_bytes_batch, chunk_specs, strict=False)
+            )
             chunk_specs = resolve_batched(bb_codec, chunk_specs)
 
         return chunk_bytes_batch
@@ -297,7 +307,7 @@ async def read_batch(
                 ]
             )
             for chunk_array, (_, chunk_spec, _, out_selection) in zip(
-                chunk_array_batch, batch_info
+                chunk_array_batch, batch_info, strict=False
             ):
                 if chunk_array is not None:
                     out[out_selection] = chunk_array
@@ -312,11 +322,13 @@ async def read_batch(
             chunk_array_batch = await self.decode_batch(
                 [
                     (chunk_bytes, chunk_spec)
-                    for chunk_bytes, (_, chunk_spec, _, _) in zip(chunk_bytes_batch, batch_info)
+                    for chunk_bytes, (_, chunk_spec, _, _) in zip(
+                        chunk_bytes_batch, batch_info, strict=False
+                    )
                 ],
             )
             for chunk_array, (_, chunk_spec, chunk_selection, out_selection) in zip(
-                chunk_array_batch, batch_info
+                chunk_array_batch, batch_info, strict=False
             ):
                 if chunk_array is not None:
                     tmp = chunk_array[chunk_selection]
@@ -356,7 +368,9 @@ async def _read_key(byte_setter: ByteSetter | None) -> Buffer | None:
             chunk_array_batch = await self.decode_batch(
                 [
                     (chunk_bytes, chunk_spec)
-                    for chunk_bytes, (_, chunk_spec, _, _) in zip(chunk_bytes_batch, batch_info)
+                    for chunk_bytes, (_, chunk_spec, _, _) in zip(
+                        chunk_bytes_batch, batch_info, strict=False
+                    )
                 ],
             )
 
@@ -383,7 +397,7 @@ def _merge_chunk_array(
             chunk_array_batch = [
                 _merge_chunk_array(chunk_array, value[out_selection], chunk_spec, chunk_selection)
                 for chunk_array, (_, chunk_spec, chunk_selection, out_selection) in zip(
-                    chunk_array_batch, batch_info
+                    chunk_array_batch, batch_info, strict=False
                 )
             ]
 
@@ -391,13 +405,17 @@ def _merge_chunk_array(
                 None
                 if chunk_array is None or chunk_array.all_equal(chunk_spec.fill_value)
                 else chunk_array
-                for chunk_array, (_, chunk_spec, _, _) in zip(chunk_array_batch, batch_info)
+                for chunk_array, (_, chunk_spec, _, _) in zip(
+                    chunk_array_batch, batch_info, strict=False
+                )
             ]
 
             chunk_bytes_batch = await self.encode_batch(
                 [
                     (chunk_array, chunk_spec)
-                    for chunk_array, (_, chunk_spec, _, _) in zip(chunk_array_batch, batch_info)
+                    for chunk_array, (_, chunk_spec, _, _) in zip(
+                        chunk_array_batch, batch_info, strict=False
+                    )
                 ],
             )
 
@@ -410,7 +428,9 @@ async def _write_key(byte_setter: ByteSetter, chunk_bytes: Buffer | None) -> Non
             await concurrent_map(
                 [
                     (byte_setter, chunk_bytes)
-                    for chunk_bytes, (byte_setter, _, _, _) in zip(chunk_bytes_batch, batch_info)
+                    for chunk_bytes, (byte_setter, _, _, _) in zip(
+                        chunk_bytes_batch, batch_info, strict=False
+                    )
                 ],
                 _write_key,
                 config.get("async.concurrency"),
diff --git a/src/zarr/codecs/registry.py b/src/zarr/codecs/registry.py
index b981f1f36c..2f2b09499f 100644
--- a/src/zarr/codecs/registry.py
+++ b/src/zarr/codecs/registry.py
@@ -1,28 +1,29 @@
 from __future__ import annotations
+
 from typing import TYPE_CHECKING
 
 if TYPE_CHECKING:
-    from typing import Dict, Type
     from zarr.abc.codec import Codec
 
-from importlib.metadata import EntryPoint, entry_points as get_entry_points
+from importlib.metadata import EntryPoint
+from importlib.metadata import entry_points as get_entry_points
 
-__codec_registry: Dict[str, Type[Codec]] = {}
-__lazy_load_codecs: Dict[str, EntryPoint] = {}
+__codec_registry: dict[str, type[Codec]] = {}
+__lazy_load_codecs: dict[str, EntryPoint] = {}
 
 
-def _collect_entrypoints() -> Dict[str, EntryPoint]:
+def _collect_entrypoints() -> dict[str, EntryPoint]:
     entry_points = get_entry_points()
     for e in entry_points.select(group="zarr.codecs"):
         __lazy_load_codecs[e.name] = e
     return __lazy_load_codecs
 
 
-def register_codec(key: str, codec_cls: Type[Codec]) -> None:
+def register_codec(key: str, codec_cls: type[Codec]) -> None:
     __codec_registry[key] = codec_cls
 
 
-def get_codec_class(key: str) -> Type[Codec]:
+def get_codec_class(key: str) -> type[Codec]:
     item = __codec_registry.get(key)
     if item is None:
         if key in __lazy_load_codecs:
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index dd7cdcd0b4..a6c5bac6a7 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -1,12 +1,16 @@
 from __future__ import annotations
-from enum import Enum
-from typing import TYPE_CHECKING, Iterable, Mapping, MutableMapping, NamedTuple, Tuple, Union
+
+from collections.abc import Iterable, Mapping, MutableMapping
 from dataclasses import dataclass, field, replace
+from enum import Enum
 from functools import lru_cache
-
+from typing import TYPE_CHECKING, NamedTuple
 
 import numpy as np
+
 from zarr.abc.codec import ByteGetter, ByteSetter, Codec, CodecPipeline
+from zarr.buffer import Buffer, NDBuffer
+from zarr.chunk_grids import RegularChunkGrid
 from zarr.codecs.bytes import BytesCodec
 from zarr.codecs.crc32c_ import Crc32cCodec
 from zarr.codecs.mixins import (
@@ -25,18 +29,18 @@
     parse_shapelike,
     product,
 )
-from zarr.chunk_grids import RegularChunkGrid
 from zarr.indexing import (
     BasicIndexer,
     c_order_iter,
     morton_order_iter,
 )
 from zarr.metadata import ArrayMetadata, parse_codecs
-from zarr.buffer import Buffer, NDBuffer
 
 if TYPE_CHECKING:
-    from typing import Awaitable, Callable, Dict, Iterator, Optional, Set
+    from collections.abc import Awaitable, Callable, Iterator
+
     from typing_extensions import Self
+
     from zarr.common import JSON, SliceSelection
 
 MAX_UINT_64 = 2**64 - 1
@@ -58,7 +62,7 @@ class _ShardingByteGetter(ByteGetter):
     shard_dict: ShardMapping
     chunk_coords: ChunkCoords
 
-    async def get(self, byte_range: Optional[Tuple[int, Optional[int]]] = None) -> Optional[Buffer]:
+    async def get(self, byte_range: tuple[int, int | None] | None = None) -> Buffer | None:
         assert byte_range is None, "byte_range is not supported within shards"
         return self.shard_dict.get(self.chunk_coords)
 
@@ -67,7 +71,7 @@ async def get(self, byte_range: Optional[Tuple[int, Optional[int]]] = None) -> O
 class _ShardingByteSetter(_ShardingByteGetter, ByteSetter):
     shard_dict: ShardMutableMapping
 
-    async def set(self, value: Buffer, byte_range: Optional[Tuple[int, int]] = None) -> None:
+    async def set(self, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
         assert byte_range is None, "byte_range is not supported within shards"
         self.shard_dict[self.chunk_coords] = value
 
@@ -86,7 +90,7 @@ def chunks_per_shard(self) -> ChunkCoords:
     def _localize_chunk(self, chunk_coords: ChunkCoords) -> ChunkCoords:
         return tuple(
             chunk_i % shard_i
-            for chunk_i, shard_i in zip(chunk_coords, self.offsets_and_lengths.shape)
+            for chunk_i, shard_i in zip(chunk_coords, self.offsets_and_lengths.shape, strict=False)
         )
 
     def is_all_empty(self) -> bool:
@@ -95,7 +99,7 @@ def is_all_empty(self) -> bool:
     def get_full_chunk_map(self) -> np.ndarray:
         return self.offsets_and_lengths[..., 0] != MAX_UINT_64
 
-    def get_chunk_slice(self, chunk_coords: ChunkCoords) -> Optional[Tuple[int, int]]:
+    def get_chunk_slice(self, chunk_coords: ChunkCoords) -> tuple[int, int] | None:
         localized_chunk = self._localize_chunk(chunk_coords)
         chunk_start, chunk_len = self.offsets_and_lengths[localized_chunk]
         if (chunk_start, chunk_len) == (MAX_UINT_64, MAX_UINT_64):
@@ -103,7 +107,7 @@ def get_chunk_slice(self, chunk_coords: ChunkCoords) -> Optional[Tuple[int, int]
         else:
             return (int(chunk_start), int(chunk_start) + int(chunk_len))
 
-    def set_chunk_slice(self, chunk_coords: ChunkCoords, chunk_slice: Optional[slice]) -> None:
+    def set_chunk_slice(self, chunk_coords: ChunkCoords, chunk_slice: slice | None) -> None:
         localized_chunk = self._localize_chunk(chunk_coords)
         if chunk_slice is None:
             self.offsets_and_lengths[localized_chunk] = (MAX_UINT_64, MAX_UINT_64)
@@ -192,7 +196,7 @@ class _ShardBuilder(_ShardReader, ShardMutableMapping):
     def merge_with_morton_order(
         cls,
         chunks_per_shard: ChunkCoords,
-        tombstones: Set[ChunkCoords],
+        tombstones: set[ChunkCoords],
         *shard_dicts: ShardMapping,
     ) -> _ShardBuilder:
         obj = cls.create_empty(chunks_per_shard)
@@ -241,7 +245,7 @@ async def finalize(
 class _MergingShardBuilder(ShardMutableMapping):
     old_dict: _ShardReader
     new_dict: _ShardBuilder
-    tombstones: Set[ChunkCoords] = field(default_factory=set)
+    tombstones: set[ChunkCoords] = field(default_factory=set)
 
     def __getitem__(self, chunk_coords: ChunkCoords) -> Buffer:
         chunk_bytes_maybe = self.new_dict.get(chunk_coords)
@@ -299,9 +303,9 @@ def __init__(
         self,
         *,
         chunk_shape: ChunkCoordsLike,
-        codecs: Optional[Iterable[Union[Codec, JSON]]] = None,
-        index_codecs: Optional[Iterable[Union[Codec, JSON]]] = None,
-        index_location: Optional[ShardingCodecIndexLocation] = ShardingCodecIndexLocation.end,
+        codecs: Iterable[Codec | JSON] | None = None,
+        index_codecs: Iterable[Codec | JSON] | None = None,
+        index_location: ShardingCodecIndexLocation | None = ShardingCodecIndexLocation.end,
     ) -> None:
         chunk_shape_parsed = parse_shapelike(chunk_shape)
         codecs_parsed = (
@@ -331,11 +335,11 @@ def __init__(
         object.__setattr__(self, "_get_chunks_per_shard", lru_cache()(self._get_chunks_per_shard))
 
     @classmethod
-    def from_dict(cls, data: Dict[str, JSON]) -> Self:
+    def from_dict(cls, data: dict[str, JSON]) -> Self:
         _, configuration_parsed = parse_named_configuration(data, "sharding_indexed")
         return cls(**configuration_parsed)  # type: ignore[arg-type]
 
-    def to_dict(self) -> Dict[str, JSON]:
+    def to_dict(self) -> dict[str, JSON]:
         return {
             "name": "sharding_indexed",
             "configuration": {
@@ -366,6 +370,7 @@ def validate(self, array_metadata: ArrayMetadata) -> None:
             for s, c in zip(
                 array_metadata.chunk_grid.chunk_shape,
                 self.chunk_shape,
+                strict=False,
             )
         ):
             raise ValueError(
@@ -420,7 +425,7 @@ async def decode_partial_single(
         byte_getter: ByteGetter,
         selection: SliceSelection,
         shard_spec: ArraySpec,
-    ) -> Optional[NDBuffer]:
+    ) -> NDBuffer | None:
         shard_shape = shard_spec.shape
         chunk_shape = self.chunk_shape
         chunks_per_shard = self._get_chunks_per_shard(shard_spec)
@@ -480,7 +485,7 @@ async def encode_single(
         self,
         shard_array: NDBuffer,
         shard_spec: ArraySpec,
-    ) -> Optional[Buffer]:
+    ) -> Buffer | None:
         shard_shape = shard_spec.shape
         chunk_shape = self.chunk_shape
         chunks_per_shard = self._get_chunks_per_shard(shard_spec)
@@ -561,7 +566,7 @@ async def encode_partial_single(
             )
 
     def _is_total_shard(
-        self, all_chunk_coords: Set[ChunkCoords], chunks_per_shard: ChunkCoords
+        self, all_chunk_coords: set[ChunkCoords], chunks_per_shard: ChunkCoords
     ) -> bool:
         return len(all_chunk_coords) == product(chunks_per_shard) and all(
             chunk_coords in all_chunk_coords for chunk_coords in c_order_iter(chunks_per_shard)
@@ -624,12 +629,13 @@ def _get_chunks_per_shard(self, shard_spec: ArraySpec) -> ChunkCoords:
             for s, c in zip(
                 shard_spec.shape,
                 self.chunk_shape,
+                strict=False,
             )
         )
 
     async def _load_shard_index_maybe(
         self, byte_getter: ByteGetter, chunks_per_shard: ChunkCoords
-    ) -> Optional[_ShardIndex]:
+    ) -> _ShardIndex | None:
         shard_index_size = self._shard_index_size(chunks_per_shard)
         if self.index_location == ShardingCodecIndexLocation.start:
             index_bytes = await byte_getter.get((0, shard_index_size))
@@ -648,7 +654,7 @@ async def _load_shard_index(
 
     async def _load_full_shard_maybe(
         self, byte_getter: ByteGetter, chunks_per_shard: ChunkCoords
-    ) -> Optional[_ShardReader]:
+    ) -> _ShardReader | None:
         shard_bytes = await byte_getter.get()
 
         return (
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index 5d4d2a7b84..774393464c 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -1,19 +1,21 @@
 from __future__ import annotations
-from typing import TYPE_CHECKING, Dict, Iterable, Union, cast
 
+from collections.abc import Iterable
 from dataclasses import dataclass, replace
+from typing import TYPE_CHECKING, cast
 
-from zarr.codecs.mixins import ArrayArrayCodecBatchMixin
 from zarr.buffer import NDBuffer
-from zarr.common import JSON, ArraySpec, ChunkCoordsLike, parse_named_configuration
+from zarr.codecs.mixins import ArrayArrayCodecBatchMixin
 from zarr.codecs.registry import register_codec
+from zarr.common import JSON, ArraySpec, ChunkCoordsLike, parse_named_configuration
 
 if TYPE_CHECKING:
-    from typing import TYPE_CHECKING, Optional, Tuple
+    from typing import TYPE_CHECKING
+
     from typing_extensions import Self
 
 
-def parse_transpose_order(data: Union[JSON, Iterable[int]]) -> Tuple[int, ...]:
+def parse_transpose_order(data: JSON | Iterable[int]) -> tuple[int, ...]:
     if not isinstance(data, Iterable):
         raise TypeError(f"Expected an iterable. Got {data} instead.")
     if not all(isinstance(a, int) for a in data):
@@ -25,7 +27,7 @@ def parse_transpose_order(data: Union[JSON, Iterable[int]]) -> Tuple[int, ...]:
 class TransposeCodec(ArrayArrayCodecBatchMixin):
     is_fixed_size = True
 
-    order: Tuple[int, ...]
+    order: tuple[int, ...]
 
     def __init__(self, *, order: ChunkCoordsLike) -> None:
         order_parsed = parse_transpose_order(order)
@@ -33,11 +35,11 @@ def __init__(self, *, order: ChunkCoordsLike) -> None:
         object.__setattr__(self, "order", order_parsed)
 
     @classmethod
-    def from_dict(cls, data: Dict[str, JSON]) -> Self:
+    def from_dict(cls, data: dict[str, JSON]) -> Self:
         _, configuration_parsed = parse_named_configuration(data, "transpose")
         return cls(**configuration_parsed)  # type: ignore[arg-type]
 
-    def to_dict(self) -> Dict[str, JSON]:
+    def to_dict(self) -> dict[str, JSON]:
         return {"name": "transpose", "configuration": {"order": list(self.order)}}
 
     def evolve(self, array_spec: ArraySpec) -> Self:
@@ -86,7 +88,7 @@ async def encode_single(
         self,
         chunk_array: NDBuffer,
         chunk_spec: ArraySpec,
-    ) -> Optional[NDBuffer]:
+    ) -> NDBuffer | None:
         chunk_array = chunk_array.transpose(self.order)
         return chunk_array
 
diff --git a/src/zarr/codecs/zstd.py b/src/zarr/codecs/zstd.py
index 4422188d25..3c6aac4ce3 100644
--- a/src/zarr/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -1,18 +1,18 @@
 from __future__ import annotations
-from typing import TYPE_CHECKING
-from dataclasses import dataclass
 
+from dataclasses import dataclass
+from typing import TYPE_CHECKING
 
 from zstandard import ZstdCompressor, ZstdDecompressor
 
-from zarr.codecs.mixins import BytesBytesCodecBatchMixin
 from zarr.buffer import Buffer, as_numpy_array_wrapper
+from zarr.codecs.mixins import BytesBytesCodecBatchMixin
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_named_configuration, to_thread
 
 if TYPE_CHECKING:
-    from typing import Dict, Optional
     from typing_extensions import Self
+
     from zarr.common import JSON, ArraySpec
 
 
@@ -45,11 +45,11 @@ def __init__(self, *, level: int = 0, checksum: bool = False) -> None:
         object.__setattr__(self, "checksum", checksum_parsed)
 
     @classmethod
-    def from_dict(cls, data: Dict[str, JSON]) -> Self:
+    def from_dict(cls, data: dict[str, JSON]) -> Self:
         _, configuration_parsed = parse_named_configuration(data, "zstd")
         return cls(**configuration_parsed)  # type: ignore[arg-type]
 
-    def to_dict(self) -> Dict[str, JSON]:
+    def to_dict(self) -> dict[str, JSON]:
         return {"name": "zstd", "configuration": {"level": self.level, "checksum": self.checksum}}
 
     def _compress(self, data: bytes) -> bytes:
@@ -71,7 +71,7 @@ async def encode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
-    ) -> Optional[Buffer]:
+    ) -> Buffer | None:
         return await to_thread(as_numpy_array_wrapper, self._compress, chunk_bytes)
 
     def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec) -> int:
diff --git a/src/zarr/common.py b/src/zarr/common.py
index 3ef847a1f3..5781cc423b 100644
--- a/src/zarr/common.py
+++ b/src/zarr/common.py
@@ -1,23 +1,15 @@
 from __future__ import annotations
-from typing import (
-    TYPE_CHECKING,
-    ParamSpec,
-    Literal,
-    Union,
-    Tuple,
-    Iterable,
-    TypeVar,
-    overload,
-    Any,
-)
+
 import asyncio
 import contextvars
+import functools
+from collections.abc import Iterable
 from dataclasses import dataclass
 from enum import Enum
-import functools
+from typing import TYPE_CHECKING, Any, Literal, ParamSpec, TypeVar, overload
 
 if TYPE_CHECKING:
-    from typing import Awaitable, Callable, Iterator, Optional, Type
+    from collections.abc import Awaitable, Callable, Iterator
 
 import numpy as np
 
@@ -32,7 +24,7 @@
 SliceSelection = tuple[slice, ...]
 Selection = slice | SliceSelection
 ZarrFormat = Literal[2, 3]
-JSON = Union[str, None, int, float, Enum, dict[str, "JSON"], list["JSON"], tuple["JSON", ...]]
+JSON = None | str | int | float | Enum | dict[str, "JSON"] | list["JSON"] | tuple["JSON", ...]
 
 
 def product(tup: ChunkCoords) -> int:
@@ -44,7 +36,7 @@ def product(tup: ChunkCoords) -> int:
 
 
 async def concurrent_map(
-    items: list[T], func: Callable[..., Awaitable[V]], limit: Optional[int] = None
+    items: list[T], func: Callable[..., Awaitable[V]], limit: int | None = None
 ) -> list[V]:
     if limit is None:
         return await asyncio.gather(*[func(*item) for item in items])
@@ -52,7 +44,7 @@ async def concurrent_map(
     else:
         sem = asyncio.Semaphore(limit)
 
-        async def run(item: Tuple[Any]) -> V:
+        async def run(item: tuple[Any]) -> V:
             async with sem:
                 return await func(*item)
 
@@ -73,12 +65,12 @@ async def to_thread(func: Callable[P, U], /, *args: P.args, **kwargs: P.kwargs)
 E = TypeVar("E", bound=Enum)
 
 
-def enum_names(enum: Type[E]) -> Iterator[str]:
+def enum_names(enum: type[E]) -> Iterator[str]:
     for item in enum:
         yield item.name
 
 
-def parse_enum(data: JSON, cls: Type[E]) -> E:
+def parse_enum(data: JSON, cls: type[E]) -> E:
     if isinstance(data, cls):
         return data
     if not isinstance(data, str):
@@ -113,7 +105,7 @@ def ndim(self) -> int:
         return len(self.shape)
 
 
-def parse_name(data: JSON, expected: Optional[str] = None) -> str:
+def parse_name(data: JSON, expected: str | None = None) -> str:
     if isinstance(data, str):
         if expected is None or data == expected:
             return data
@@ -130,19 +122,19 @@ def parse_configuration(data: JSON) -> JSON:
 
 @overload
 def parse_named_configuration(
-    data: JSON, expected_name: Optional[str] = None
+    data: JSON, expected_name: str | None = None
 ) -> tuple[str, dict[str, JSON]]: ...
 
 
 @overload
 def parse_named_configuration(
-    data: JSON, expected_name: Optional[str] = None, *, require_configuration: bool = True
-) -> tuple[str, Optional[dict[str, JSON]]]: ...
+    data: JSON, expected_name: str | None = None, *, require_configuration: bool = True
+) -> tuple[str, dict[str, JSON] | None]: ...
 
 
 def parse_named_configuration(
-    data: JSON, expected_name: Optional[str] = None, *, require_configuration: bool = True
-) -> tuple[str, Optional[JSON]]:
+    data: JSON, expected_name: str | None = None, *, require_configuration: bool = True
+) -> tuple[str, JSON | None]:
     if not isinstance(data, dict):
         raise TypeError(f"Expected dict, got {type(data)}")
     if "name" not in data:
diff --git a/src/zarr/fixture/.zgroup b/src/zarr/fixture/.zgroup
new file mode 100644
index 0000000000..3b7daf227c
--- /dev/null
+++ b/src/zarr/fixture/.zgroup
@@ -0,0 +1,3 @@
+{
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/src/zarr/fixture/flat/.zarray b/src/zarr/fixture/flat/.zarray
new file mode 100644
index 0000000000..d1acce7665
--- /dev/null
+++ b/src/zarr/fixture/flat/.zarray
@@ -0,0 +1,23 @@
+{
+    "chunks": [
+        2,
+        2
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 5,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dimension_separator": ".",
+    "dtype": "<i8",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        2,
+        2
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/src/zarr/fixture/flat/0.0 b/src/zarr/fixture/flat/0.0
new file mode 100644
index 0000000000000000000000000000000000000000..cab0cbca723f5ff9fececdaba39bcca42c69cb3f
GIT binary patch
literal 48
gcmZQ#H0DrXU|;}Y10ZGuVh~`0Pz=mangvP&039&^xc~qF

literal 0
HcmV?d00001

diff --git a/src/zarr/fixture/flat_legacy/.zarray b/src/zarr/fixture/flat_legacy/.zarray
new file mode 100644
index 0000000000..8ec79419da
--- /dev/null
+++ b/src/zarr/fixture/flat_legacy/.zarray
@@ -0,0 +1,22 @@
+{
+    "chunks": [
+        2,
+        2
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 5,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "<i8",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        2,
+        2
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/src/zarr/fixture/flat_legacy/0.0 b/src/zarr/fixture/flat_legacy/0.0
new file mode 100644
index 0000000000000000000000000000000000000000..cab0cbca723f5ff9fececdaba39bcca42c69cb3f
GIT binary patch
literal 48
gcmZQ#H0DrXU|;}Y10ZGuVh~`0Pz=mangvP&039&^xc~qF

literal 0
HcmV?d00001

diff --git a/src/zarr/fixture/meta/.zarray b/src/zarr/fixture/meta/.zarray
new file mode 100644
index 0000000000..d1acce7665
--- /dev/null
+++ b/src/zarr/fixture/meta/.zarray
@@ -0,0 +1,23 @@
+{
+    "chunks": [
+        2,
+        2
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 5,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dimension_separator": ".",
+    "dtype": "<i8",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        2,
+        2
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/src/zarr/fixture/meta/0.0 b/src/zarr/fixture/meta/0.0
new file mode 100644
index 0000000000000000000000000000000000000000..cab0cbca723f5ff9fececdaba39bcca42c69cb3f
GIT binary patch
literal 48
gcmZQ#H0DrXU|;}Y10ZGuVh~`0Pz=mangvP&039&^xc~qF

literal 0
HcmV?d00001

diff --git a/src/zarr/fixture/nested/.zarray b/src/zarr/fixture/nested/.zarray
new file mode 100644
index 0000000000..00acb02788
--- /dev/null
+++ b/src/zarr/fixture/nested/.zarray
@@ -0,0 +1,23 @@
+{
+    "chunks": [
+        2,
+        2
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 5,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dimension_separator": "/",
+    "dtype": "<i8",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        2,
+        2
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/src/zarr/fixture/nested/0/0 b/src/zarr/fixture/nested/0/0
new file mode 100644
index 0000000000000000000000000000000000000000..cab0cbca723f5ff9fececdaba39bcca42c69cb3f
GIT binary patch
literal 48
gcmZQ#H0DrXU|;}Y10ZGuVh~`0Pz=mangvP&039&^xc~qF

literal 0
HcmV?d00001

diff --git a/src/zarr/fixture/nested_legacy/.zarray b/src/zarr/fixture/nested_legacy/.zarray
new file mode 100644
index 0000000000..00acb02788
--- /dev/null
+++ b/src/zarr/fixture/nested_legacy/.zarray
@@ -0,0 +1,23 @@
+{
+    "chunks": [
+        2,
+        2
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 5,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dimension_separator": "/",
+    "dtype": "<i8",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        2,
+        2
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/src/zarr/fixture/nested_legacy/0/0 b/src/zarr/fixture/nested_legacy/0/0
new file mode 100644
index 0000000000000000000000000000000000000000..cab0cbca723f5ff9fececdaba39bcca42c69cb3f
GIT binary patch
literal 48
gcmZQ#H0DrXU|;}Y10ZGuVh~`0Pz=mangvP&039&^xc~qF

literal 0
HcmV?d00001

diff --git a/src/zarr/group.py b/src/zarr/group.py
index 6cd6ab6aad..4ff2176fd9 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -1,19 +1,20 @@
 from __future__ import annotations
-from typing import TYPE_CHECKING, Iterator
-from dataclasses import asdict, dataclass, field, replace
 
 import asyncio
 import json
 import logging
+from collections.abc import Iterator
+from dataclasses import asdict, dataclass, field, replace
+from typing import TYPE_CHECKING, overload
+
 import numpy.typing as npt
 
-from zarr.abc.store import set_or_delete
 from zarr.abc.codec import Codec
 from zarr.abc.metadata import Metadata
-
-from zarr.buffer import Buffer
-from zarr.array import AsyncArray, Array
+from zarr.abc.store import set_or_delete
+from zarr.array import Array, AsyncArray
 from zarr.attributes import Attributes
+from zarr.buffer import Buffer
 from zarr.chunk_key_encodings import ChunkKeyEncoding
 from zarr.common import (
     JSON,
@@ -26,10 +27,10 @@
 )
 from zarr.store import StoreLike, StorePath, make_store_path
 from zarr.sync import SyncMixin, sync
-from typing import overload
 
 if TYPE_CHECKING:
-    from typing import Any, AsyncGenerator, Literal, Iterable
+    from collections.abc import AsyncGenerator, Iterable
+    from typing import Any, Literal
 
 logger = logging.getLogger("zarr.group")
 
@@ -68,7 +69,7 @@ def _parse_async_node(node: AsyncArray | AsyncGroup) -> Array | Group:
     elif isinstance(node, AsyncGroup):
         return Group(node)
     else:
-        assert False
+        raise TypeError(f"Unknown node type, got {type(node)}")
 
 
 @dataclass(frozen=True)
@@ -114,7 +115,7 @@ async def create(
         cls,
         store: StoreLike,
         *,
-        attributes: dict[str, Any] = {},
+        attributes: dict[str, Any] = {},  # noqa: B006, FIXME
         exists_ok: bool = False,
         zarr_format: ZarrFormat = 3,
     ) -> AsyncGroup:
@@ -278,7 +279,10 @@ def info(self):
         return self.metadata.info
 
     async def create_group(
-        self, path: str, exists_ok: bool = False, attributes: dict[str, Any] = {}
+        self,
+        path: str,
+        exists_ok: bool = False,
+        attributes: dict[str, Any] = {},  # noqa: B006, FIXME
     ) -> AsyncGroup:
         return await type(self).create(
             self.store_path / path,
@@ -332,7 +336,7 @@ async def create_array(
             zarr_format=self.metadata.zarr_format,
         )
 
-    async def update_attributes(self, new_attributes: dict[str, Any]) -> "AsyncGroup":
+    async def update_attributes(self, new_attributes: dict[str, Any]) -> AsyncGroup:
         # metadata.attributes is "frozen" so we simply clear and update the dict
         self.metadata.attributes.clear()
         self.metadata.attributes.update(new_attributes)
@@ -401,7 +405,7 @@ async def group_keys(self) -> AsyncGenerator[str, None]:
 
     # todo: decide if this method should be separate from `group_keys`
     async def groups(self) -> AsyncGenerator[AsyncGroup, None]:
-        async for key, value in self.members():
+        async for _, value in self.members():
             if isinstance(value, AsyncGroup):
                 yield value
 
@@ -413,7 +417,7 @@ async def array_keys(self) -> AsyncGenerator[str, None]:
 
     # todo: decide if this method should be separate from `array_keys`
     async def arrays(self) -> AsyncGenerator[AsyncArray, None]:
-        async for key, value in self.members():
+        async for _, value in self.members():
             if isinstance(value, AsyncArray):
                 yield value
 
@@ -457,7 +461,7 @@ def create(
         cls,
         store: StoreLike,
         *,
-        attributes: dict[str, Any] = {},
+        attributes: dict[str, Any] = {},  # noqa: B006, FIXME
         exists_ok: bool = False,
     ) -> Group:
         obj = sync(
@@ -525,7 +529,7 @@ def attrs(self) -> Attributes:
     def info(self):
         return self._async_group.info
 
-    def update_attributes(self, new_attributes: dict[str, Any]) -> "Group":
+    def update_attributes(self, new_attributes: dict[str, Any]) -> Group:
         self._sync(self._async_group.update_attributes(new_attributes))
         return self
 
diff --git a/src/zarr/indexing.py b/src/zarr/indexing.py
index 8e7cd95430..45413bc5b2 100644
--- a/src/zarr/indexing.py
+++ b/src/zarr/indexing.py
@@ -2,7 +2,8 @@
 
 import itertools
 import math
-from typing import TYPE_CHECKING, Iterator, List, NamedTuple, Optional, Tuple
+from collections.abc import Iterator
+from typing import TYPE_CHECKING, NamedTuple
 
 from zarr.common import ChunkCoords, Selection, SliceSelection, product
 
@@ -17,9 +18,7 @@ def _ensure_tuple(v: Selection) -> SliceSelection:
 
 
 def _err_too_many_indices(selection: SliceSelection, shape: ChunkCoords) -> None:
-    raise IndexError(
-        "too many indices for array; expected {}, got {}".format(len(shape), len(selection))
-    )
+    raise IndexError(f"too many indices for array; expected {len(shape)}, got {len(selection)}")
 
 
 def _err_negative_step() -> None:
@@ -50,7 +49,7 @@ def _ensure_selection(
 class _ChunkDimProjection(NamedTuple):
     dim_chunk_ix: int
     dim_chunk_sel: slice
-    dim_out_sel: Optional[slice]
+    dim_out_sel: slice | None
 
 
 def _ceildiv(a: float, b: float) -> int:
@@ -127,13 +126,13 @@ class _ChunkProjection(NamedTuple):
 
 
 class BasicIndexer:
-    dim_indexers: List[_SliceDimIndexer]
+    dim_indexers: list[_SliceDimIndexer]
     shape: ChunkCoords
 
     def __init__(
         self,
         selection: Selection,
-        shape: Tuple[int, ...],
+        shape: tuple[int, ...],
         chunk_grid: ChunkGrid,
     ):
         from zarr.chunk_grids import RegularChunkGrid
@@ -145,7 +144,7 @@ def __init__(
         self.dim_indexers = [
             _SliceDimIndexer(dim_sel, dim_len, dim_chunk_len)
             for dim_sel, dim_len, dim_chunk_len in zip(
-                _ensure_selection(selection, shape), shape, chunk_grid.chunk_shape
+                _ensure_selection(selection, shape), shape, chunk_grid.chunk_shape, strict=False
             )
         ]
         self.shape = tuple(s.nitems for s in self.dim_indexers)
@@ -206,7 +205,7 @@ def is_total_slice(item: Selection, shape: ChunkCoords) -> bool:
                     or ((dim_sel.stop - dim_sel.start == dim_len) and (dim_sel.step in [1, None]))
                 )
             )
-            for dim_sel, dim_len in zip(item, shape)
+            for dim_sel, dim_len in zip(item, shape, strict=False)
         )
     else:
-        raise TypeError("expected slice or tuple of slices, found %r" % item)
+        raise TypeError(f"expected slice or tuple of slices, found {item!r}")
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index 695d83da55..8db8c8033e 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -1,9 +1,12 @@
 from __future__ import annotations
+
+import json
 from abc import ABC, abstractmethod
-from enum import Enum
-from typing import TYPE_CHECKING, Any, cast, Iterable
+from collections.abc import Iterable
 from dataclasses import dataclass, field, replace
-import json
+from enum import Enum
+from typing import TYPE_CHECKING, Any, cast
+
 import numpy as np
 import numpy.typing as npt
 
@@ -14,9 +17,9 @@
 from zarr.chunk_key_encodings import ChunkKeyEncoding, parse_separator
 from zarr.codecs._v2 import V2Compressor, V2Filters
 
-
 if TYPE_CHECKING:
     from typing import Literal
+
     from typing_extensions import Self
 
 
@@ -33,7 +36,6 @@
 )
 from zarr.config import parse_indexing_order
 
-
 # For type checking
 _bool = bool
 
diff --git a/src/zarr/store/core.py b/src/zarr/store/core.py
index c6ffbc6c05..31cce65095 100644
--- a/src/zarr/store/core.py
+++ b/src/zarr/store/core.py
@@ -1,7 +1,7 @@
 from __future__ import annotations
 
 from pathlib import Path
-from typing import Any, Optional, Tuple, Union
+from typing import Any
 
 from zarr.abc.store import Store
 from zarr.buffer import Buffer
@@ -21,14 +21,14 @@ class StorePath:
     store: Store
     path: str
 
-    def __init__(self, store: Store, path: Optional[str] = None):
+    def __init__(self, store: Store, path: str | None = None):
         self.store = store
         self.path = path or ""
 
-    async def get(self, byte_range: Optional[Tuple[int, Optional[int]]] = None) -> Optional[Buffer]:
+    async def get(self, byte_range: tuple[int, int | None] | None = None) -> Buffer | None:
         return await self.store.get(self.path, byte_range)
 
-    async def set(self, value: Buffer, byte_range: Optional[Tuple[int, int]] = None) -> None:
+    async def set(self, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
         if byte_range is not None:
             raise NotImplementedError("Store.set does not have partial writes yet")
         await self.store.set(self.path, value)
@@ -57,7 +57,7 @@ def __eq__(self, other: Any) -> bool:
         return False
 
 
-StoreLike = Union[Store, StorePath, Path, str]
+StoreLike = Store | StorePath | Path | str
 
 
 def make_store_path(store_like: StoreLike) -> StorePath:
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index f27b832a39..60d0022f94 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -122,7 +122,7 @@ async def get_partial_values(
 
     async def set(self, key: str, value: Buffer) -> None:
         assert isinstance(key, str)
-        if isinstance(value, (bytes, bytearray)):
+        if isinstance(value, bytes | bytearray):
             # TODO: to support the v2 tests, we convert bytes to Buffer here
             value = Buffer.from_bytes(value)
         if not isinstance(value, Buffer):
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index c053f941ef..c6e838417e 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -1,11 +1,10 @@
 from __future__ import annotations
 
-from collections.abc import AsyncGenerator
-from typing import Optional, MutableMapping, List, Tuple
+from collections.abc import AsyncGenerator, MutableMapping
 
-from zarr.common import concurrent_map
 from zarr.abc.store import Store
 from zarr.buffer import Buffer
+from zarr.common import concurrent_map
 
 
 # TODO: this store could easily be extended to wrap any MutableMapping store from v2
@@ -17,7 +16,7 @@ class MemoryStore(Store):
 
     _store_dict: MutableMapping[str, Buffer]
 
-    def __init__(self, store_dict: Optional[MutableMapping[str, Buffer]] = None):
+    def __init__(self, store_dict: MutableMapping[str, Buffer] | None = None):
         self._store_dict = store_dict or {}
 
     def __str__(self) -> str:
@@ -27,8 +26,8 @@ def __repr__(self) -> str:
         return f"MemoryStore({str(self)!r})"
 
     async def get(
-        self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
-    ) -> Optional[Buffer]:
+        self, key: str, byte_range: tuple[int, int | None] | None = None
+    ) -> Buffer | None:
         assert isinstance(key, str)
         try:
             value = self._store_dict[key]
@@ -39,19 +38,17 @@ async def get(
             return None
 
     async def get_partial_values(
-        self, key_ranges: List[Tuple[str, Tuple[int, int]]]
-    ) -> List[Optional[Buffer]]:
+        self, key_ranges: list[tuple[str, tuple[int, int]]]
+    ) -> list[Buffer | None]:
         vals = await concurrent_map(key_ranges, self.get, limit=None)
         return vals
 
     async def exists(self, key: str) -> bool:
         return key in self._store_dict
 
-    async def set(
-        self, key: str, value: Buffer, byte_range: Optional[Tuple[int, int]] = None
-    ) -> None:
+    async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
         assert isinstance(key, str)
-        if isinstance(value, (bytes, bytearray)):
+        if isinstance(value, bytes | bytearray):
             # TODO: to support the v2 tests, we convert bytes to Buffer here
             value = Buffer.from_bytes(value)
         if not isinstance(value, Buffer):
@@ -70,7 +67,7 @@ async def delete(self, key: str) -> None:
         except KeyError:
             pass  # Q(JH): why not raise?
 
-    async def set_partial_values(self, key_start_values: List[Tuple[str, int, bytes]]) -> None:
+    async def set_partial_values(self, key_start_values: list[tuple[str, int, bytes]]) -> None:
         raise NotImplementedError
 
     async def list(self) -> AsyncGenerator[str, None]:
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 35fd2d60b6..2986133fbd 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -1,15 +1,14 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, Any, Dict, Optional, Tuple, Union
+from typing import TYPE_CHECKING, Any
 
 from zarr.abc.store import Store
 from zarr.buffer import Buffer
 from zarr.store.core import _dereference_path
 
-
 if TYPE_CHECKING:
-    from upath import UPath
     from fsspec.asyn import AsyncFileSystem
+    from upath import UPath
 
 
 class RemoteStore(Store):
@@ -19,9 +18,9 @@ class RemoteStore(Store):
 
     root: UPath
 
-    def __init__(self, url: Union[UPath, str], **storage_options: Dict[str, Any]):
-        from upath import UPath
+    def __init__(self, url: UPath | str, **storage_options: dict[str, Any]):
         import fsspec
+        from upath import UPath
 
         if isinstance(url, str):
             self.root = UPath(url, **storage_options)
@@ -41,7 +40,7 @@ def __str__(self) -> str:
     def __repr__(self) -> str:
         return f"RemoteStore({str(self)!r})"
 
-    def _make_fs(self) -> Tuple[AsyncFileSystem, str]:
+    def _make_fs(self) -> tuple[AsyncFileSystem, str]:
         import fsspec
 
         storage_options = self.root._kwargs.copy()
@@ -51,8 +50,8 @@ def _make_fs(self) -> Tuple[AsyncFileSystem, str]:
         return fs, root
 
     async def get(
-        self, key: str, byte_range: Optional[Tuple[int, Optional[int]]] = None
-    ) -> Optional[Buffer]:
+        self, key: str, byte_range: tuple[int, int | None] | None = None
+    ) -> Buffer | None:
         assert isinstance(key, str)
         fs, root = self._make_fs()
         path = _dereference_path(root, key)
@@ -68,9 +67,7 @@ async def get(
 
         return value
 
-    async def set(
-        self, key: str, value: Buffer, byte_range: Optional[Tuple[int, int]] = None
-    ) -> None:
+    async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
         assert isinstance(key, str)
         fs, root = self._make_fs()
         path = _dereference_path(root, key)
diff --git a/src/zarr/sync.py b/src/zarr/sync.py
index ea765077ce..8af14f602e 100644
--- a/src/zarr/sync.py
+++ b/src/zarr/sync.py
@@ -1,12 +1,14 @@
 from __future__ import annotations
+
 from typing import TYPE_CHECKING, TypeVar
 
 if TYPE_CHECKING:
-    from typing import Any, AsyncIterator, Coroutine
+    from collections.abc import AsyncIterator, Coroutine
+    from typing import Any
 
 import asyncio
-from concurrent.futures import wait
 import threading
+from concurrent.futures import wait
 
 from typing_extensions import ParamSpec
 
diff --git a/src/zarr/testing/__init__.py b/src/zarr/testing/__init__.py
index 9b622b43cd..35b91f9167 100644
--- a/src/zarr/testing/__init__.py
+++ b/src/zarr/testing/__init__.py
@@ -4,6 +4,6 @@
 if importlib.util.find_spec("pytest") is not None:
     from zarr.testing.store import StoreTests
 else:
-    warnings.warn("pytest not installed, skipping test suite")
+    warnings.warn("pytest not installed, skipping test suite", stacklevel=2)
 
 __all__ = ["StoreTests"]
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index 3588048906..b6a121520d 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -1,4 +1,5 @@
 from __future__ import annotations
+
 from typing import TYPE_CHECKING
 
 from zarr.common import ZarrFormat
@@ -6,12 +7,12 @@
 
 if TYPE_CHECKING:
     from typing import Any, Literal
-from dataclasses import dataclass, field
 import pathlib
+from dataclasses import dataclass, field
 
 import pytest
 
-from zarr.store import LocalStore, StorePath, MemoryStore
+from zarr.store import LocalStore, MemoryStore, StorePath
 from zarr.store.remote import RemoteStore
 
 
@@ -24,7 +25,7 @@ def parse_store(
         return MemoryStore()
     if store == "remote":
         return RemoteStore()
-    assert False
+    raise AssertionError()
 
 
 @pytest.fixture(params=[str, pathlib.Path])
diff --git a/tests/v3/package_with_entrypoint/__init__.py b/tests/v3/package_with_entrypoint/__init__.py
index 8b31733069..b8bf903c01 100644
--- a/tests/v3/package_with_entrypoint/__init__.py
+++ b/tests/v3/package_with_entrypoint/__init__.py
@@ -1,4 +1,5 @@
 from numpy import ndarray
+
 from zarr.abc.codec import ArrayBytesCodec
 from zarr.common import ArraySpec, BytesLike
 
diff --git a/tests/v3/test_buffer.py b/tests/v3/test_buffer.py
index a56c768782..4ab92768b4 100644
--- a/tests/v3/test_buffer.py
+++ b/tests/v3/test_buffer.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, Any, Iterable, Literal, Optional
+from collections.abc import Iterable
+from typing import TYPE_CHECKING, Any, Literal
 
 import numpy as np
 import numpy.typing as npt
@@ -31,7 +32,7 @@ def create(
         shape: Iterable[int],
         dtype: npt.DTypeLike,
         order: Literal["C", "F"] = "C",
-        fill_value: Optional[Any] = None,
+        fill_value: Any | None = None,
     ) -> Self:
         """Overwrite `NDBuffer.create` to create an MyNDArrayLike instance"""
         ret = cls(MyNDArrayLike(shape=shape, dtype=dtype, order=order))
diff --git a/tests/v3/test_codec_entrypoints.py b/tests/v3/test_codec_entrypoints.py
index 8fbf76b83d..6b5c221f4d 100644
--- a/tests/v3/test_codec_entrypoints.py
+++ b/tests/v3/test_codec_entrypoints.py
@@ -5,7 +5,6 @@
 
 import zarr.codecs.registry
 
-
 here = os.path.abspath(os.path.dirname(__file__))
 
 
diff --git a/tests/v3/test_codecs.py b/tests/v3/test_codecs.py
index 73553b5565..5f94114ede 100644
--- a/tests/v3/test_codecs.py
+++ b/tests/v3/test_codecs.py
@@ -1,29 +1,29 @@
 from __future__ import annotations
-from dataclasses import dataclass
 
 import json
-from typing import Iterator, List, Literal, Optional, Tuple
-
+from collections.abc import Iterator
+from dataclasses import dataclass
+from typing import Literal
 
 import numpy as np
 import pytest
+
 import zarr.v2
 from zarr.abc.codec import Codec
+from zarr.abc.store import Store
 from zarr.array import Array, AsyncArray
-from zarr.common import Selection
-from zarr.indexing import morton_order_iter
 from zarr.codecs import (
-    ShardingCodec,
-    ShardingCodecIndexLocation,
     BloscCodec,
     BytesCodec,
     GzipCodec,
+    ShardingCodec,
+    ShardingCodecIndexLocation,
     TransposeCodec,
     ZstdCodec,
 )
-
-from zarr.abc.store import Store
+from zarr.common import Selection
 from zarr.config import config
+from zarr.indexing import morton_order_iter
 from zarr.store import MemoryStore, StorePath
 
 
@@ -57,7 +57,7 @@ def sample_data() -> np.ndarray:
     return np.arange(0, 128 * 128 * 128, dtype="uint16").reshape((128, 128, 128), order="F")
 
 
-def order_from_dim(order: Literal["F", "C"], ndim: int) -> Tuple[int, ...]:
+def order_from_dim(order: Literal["F", "C"], ndim: int) -> tuple[int, ...]:
     if order == "F":
         return tuple(ndim - x - 1 for x in range(ndim))
     else:
@@ -243,7 +243,7 @@ async def test_order(
 ):
     data = np.arange(0, 256, dtype="uint16").reshape((32, 8), order=input_order)
 
-    codecs_: List[Codec] = (
+    codecs_: list[Codec] = (
         [
             ShardingCodec(
                 chunk_shape=(16, 8),
@@ -310,7 +310,7 @@ def test_order_implicit(
 ):
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16), order=input_order)
 
-    codecs_: Optional[List[Codec]] = [ShardingCodec(chunk_shape=(8, 8))] if with_sharding else None
+    codecs_: list[Codec] | None = [ShardingCodec(chunk_shape=(8, 8))] if with_sharding else None
 
     with config.set({"array.order": runtime_write_order}):
         a = Array.create(
@@ -352,7 +352,7 @@ async def test_transpose(
 ):
     data = np.arange(0, 256, dtype="uint16").reshape((1, 32, 8), order=input_order)
 
-    codecs_: List[Codec] = (
+    codecs_: list[Codec] = (
         [
             ShardingCodec(
                 chunk_shape=(1, 16, 8),
diff --git a/tests/v3/test_common.py b/tests/v3/test_common.py
index b5690d0d7e..3bdbd2bffe 100644
--- a/tests/v3/test_common.py
+++ b/tests/v3/test_common.py
@@ -1,18 +1,20 @@
 from __future__ import annotations
-from typing import TYPE_CHECKING, Iterable
+
+from collections.abc import Iterable
+from typing import TYPE_CHECKING
 
 if TYPE_CHECKING:
-    from typing import Literal, Any, Tuple
+    from typing import Any, Literal
 
 import numpy as np
-from zarr.config import parse_indexing_order
-from zarr.common import parse_shapelike
-from zarr.common import parse_name, product
 import pytest
 
+from zarr.common import parse_name, parse_shapelike, product
+from zarr.config import parse_indexing_order
+
 
 @pytest.mark.parametrize("data", [(0, 0, 0, 0), (1, 3, 4, 5, 6), (2, 4)])
-def test_product(data: Tuple[int, ...]):
+def test_product(data: tuple[int, ...]):
     assert product(data) == np.prod(data)
 
 
@@ -33,7 +35,7 @@ def test_parse_enum(): ...
 
 
 @pytest.mark.parametrize("data", [("foo", "bar"), (10, 11)])
-def test_parse_name_invalid(data: Tuple[Any, Any]):
+def test_parse_name_invalid(data: tuple[Any, Any]):
     observed, expected = data
     if isinstance(observed, str):
         with pytest.raises(ValueError, match=f"Expected '{expected}'. Got {observed} instead."):
@@ -46,7 +48,7 @@ def test_parse_name_invalid(data: Tuple[Any, Any]):
 
 
 @pytest.mark.parametrize("data", [("foo", "foo"), ("10", "10")])
-def test_parse_name_valid(data: Tuple[Any, Any]):
+def test_parse_name_valid(data: tuple[Any, Any]):
     observed, expected = data
     assert parse_name(observed, expected) == observed
 
@@ -83,7 +85,7 @@ def test_parse_shapelike_valid(data: Iterable[Any]):
 
 # todo: more dtypes
 @pytest.mark.parametrize("data", [("uint8", np.uint8), ("float64", np.float64)])
-def parse_dtype(data: Tuple[str, np.dtype]):
+def parse_dtype(data: tuple[str, np.dtype]):
     unparsed, parsed = data
     assert parse_dtype(unparsed) == parsed
 
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 5a6751c11a..771baddc0b 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -1,17 +1,18 @@
 from __future__ import annotations
+
 from typing import TYPE_CHECKING, Any
 
-from zarr.buffer import Buffer
-from zarr.sync import sync
 from zarr.array import AsyncArray
+from zarr.buffer import Buffer
 from zarr.store.core import make_store_path
+from zarr.sync import sync
 
 if TYPE_CHECKING:
-    from zarr.store import MemoryStore, LocalStore
     from zarr.common import ZarrFormat
+    from zarr.store import LocalStore, MemoryStore
 
-import pytest
 import numpy as np
+import pytest
 
 from zarr.group import AsyncGroup, Group, GroupMetadata
 from zarr.store import StorePath
@@ -202,7 +203,7 @@ async def test_asyncgroup_open_wrong_format(
     elif zarr_format == 2:
         zarr_format_wrong = 3
     else:
-        assert False
+        raise AssertionError()
 
     with pytest.raises(FileNotFoundError):
         await AsyncGroup.open(store=store, zarr_format=zarr_format_wrong)
@@ -277,7 +278,7 @@ async def test_asyncgroup_delitem(store: LocalStore | MemoryStore, zarr_format:
     elif zarr_format == 3:
         assert not await agroup.store_path.store.exists(sub_array_path + "/" + "zarr.json")
     else:
-        assert False
+        raise AssertionError()
 
     sub_group_path = "sub_group"
     _ = await agroup.create_group(sub_group_path, attributes={"foo": 100})
@@ -288,7 +289,7 @@ async def test_asyncgroup_delitem(store: LocalStore | MemoryStore, zarr_format:
     elif zarr_format == 3:
         assert not await agroup.store_path.store.exists(sub_array_path + "/" + "zarr.json")
     else:
-        assert False
+        raise AssertionError()
 
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
diff --git a/tests/v3/test_metadata.py b/tests/v3/test_metadata.py
index 33df4a6438..65297c52d8 100644
--- a/tests/v3/test_metadata.py
+++ b/tests/v3/test_metadata.py
@@ -1,9 +1,12 @@
 from __future__ import annotations
-import pytest
+
 from typing import TYPE_CHECKING
 
+import pytest
+
 if TYPE_CHECKING:
-    from typing import Sequence, Any
+    from collections.abc import Sequence
+    from typing import Any
 
 from zarr.metadata import parse_dimension_names, parse_zarr_format_v2, parse_zarr_format_v3
 
diff --git a/tests/v3/test_store.py b/tests/v3/test_store.py
index e514d505ce..f7ba46aa33 100644
--- a/tests/v3/test_store.py
+++ b/tests/v3/test_store.py
@@ -1,10 +1,12 @@
 from __future__ import annotations
-from zarr.store.local import LocalStore
+
 from pathlib import Path
+
 import pytest
 
-from zarr.testing.store import StoreTests
+from zarr.store.local import LocalStore
 from zarr.store.memory import MemoryStore
+from zarr.testing.store import StoreTests
 
 
 @pytest.mark.parametrize("auto_mkdir", (True, False))
diff --git a/tests/v3/test_sync.py b/tests/v3/test_sync.py
index ba262f521d..5b953573d8 100644
--- a/tests/v3/test_sync.py
+++ b/tests/v3/test_sync.py
@@ -1,12 +1,12 @@
-from collections.abc import AsyncGenerator
 import asyncio
 import time
-from unittest.mock import patch, AsyncMock
-
-from zarr.sync import sync, _get_loop, _get_lock, SyncError, SyncMixin
+from collections.abc import AsyncGenerator
+from unittest.mock import AsyncMock, patch
 
 import pytest
 
+from zarr.sync import SyncError, SyncMixin, _get_lock, _get_loop, sync
+
 
 @pytest.fixture(params=[True, False])
 def sync_loop(request) -> asyncio.AbstractEventLoop | None:
diff --git a/tests/v3/test_v2.py b/tests/v3/test_v2.py
index 5b831b1bb0..2a38dc8fdc 100644
--- a/tests/v3/test_v2.py
+++ b/tests/v3/test_v2.py
@@ -1,10 +1,11 @@
-from typing import Iterator
+from collections.abc import Iterator
+
 import numpy as np
 import pytest
 
 from zarr.abc.store import Store
 from zarr.array import Array
-from zarr.store import StorePath, MemoryStore
+from zarr.store import MemoryStore, StorePath
 
 
 @pytest.fixture

From bf895332cdb8f028284f958c58cda773085d5e68 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 17 May 2024 05:52:31 -0700
Subject: [PATCH 0536/1078] reset release notes (#1886)

---
 docs/release.rst | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index 5ca60b8166..59051bbf97 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,6 +18,23 @@ Release notes
    See `GH1777 <https://github.com/zarr-developers/zarr-python/issues/1777>`_ for more details on the upcoming
    3.0 release.
 
+.. _unreleased:
+
+Unreleased
+----------
+
+Enhancements
+~~~~~~~~~~~~
+
+Docs
+~~~~
+
+Maintenance
+~~~~~~~~~~~
+
+Deprecations
+~~~~~~~~~~~~
+
 .. _release_2.18.1:
 
 2.18.1

From ea2da93191c55e97ee517dac4317d7cc1674a957 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 17 May 2024 07:52:19 -0700
Subject: [PATCH 0537/1078] chore(ci): remove mypy from test action in favor of
 pre-commit settings (#1887)

---
 .github/workflows/test.yml | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index d063186b27..dffcf3a8ee 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -43,7 +43,3 @@ jobs:
     - name: Run Tests
       run: |
         hatch env run --env test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} run
-    - name: Run mypy
-      continue-on-error: true
-      run: |
-        hatch run test:run-mypy

From 333f37faffeeb911a9ab8846f69fe31a2e495404 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 17 May 2024 22:21:54 +0200
Subject: [PATCH 0538/1078] Enable ruff/flake8-raise rules (RSE) and fix issues
 (#1872)

* Enable ruff/flake8-raise rules (RSE)

* Apply ruff/flake8-raise rule RSE102

RSE102 Unnecessary parentheses on raised exception
---
 pyproject.toml           |  1 +
 src/zarr/v2/core.py      | 12 ++++++------
 src/zarr/v2/hierarchy.py |  2 +-
 src/zarr/v2/indexing.py  |  4 ++--
 src/zarr/v2/storage.py   | 20 ++++++++++----------
 tests/v2/test_util.py    |  2 +-
 tests/v3/conftest.py     |  2 +-
 tests/v3/test_group.py   |  6 +++---
 8 files changed, 25 insertions(+), 24 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 1aafb64a2b..4fb90c7496 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -170,6 +170,7 @@ extend-select = [
     "B",  # flake8-bugbear
     "I",  # isort
     "UP",  # pyupgrade
+    "RSE",
     "RUF",
 ]
 ignore = [
diff --git a/src/zarr/v2/core.py b/src/zarr/v2/core.py
index 273d2857e8..c1223daced 100644
--- a/src/zarr/v2/core.py
+++ b/src/zarr/v2/core.py
@@ -1465,7 +1465,7 @@ def set_basic_selection(self, selection, value, fields=None):
 
         # guard conditions
         if self._read_only:
-            raise ReadOnlyError()
+            raise ReadOnlyError
 
         # refresh metadata
         if not self._cache_metadata:
@@ -1557,7 +1557,7 @@ def set_orthogonal_selection(self, selection, value, fields=None):
 
         # guard conditions
         if self._read_only:
-            raise ReadOnlyError()
+            raise ReadOnlyError
 
         # refresh metadata
         if not self._cache_metadata:
@@ -1630,7 +1630,7 @@ def set_coordinate_selection(self, selection, value, fields=None):
 
         # guard conditions
         if self._read_only:
-            raise ReadOnlyError()
+            raise ReadOnlyError
 
         # refresh metadata
         if not self._cache_metadata:
@@ -1723,7 +1723,7 @@ def set_block_selection(self, selection, value, fields=None):
         """
         # guard conditions
         if self._read_only:
-            raise ReadOnlyError()
+            raise ReadOnlyError
 
         # refresh metadata
         if not self._cache_metadata:
@@ -1799,7 +1799,7 @@ def set_mask_selection(self, selection, value, fields=None):
 
         # guard conditions
         if self._read_only:
-            raise ReadOnlyError()
+            raise ReadOnlyError
 
         # refresh metadata
         if not self._cache_metadata:
@@ -2489,7 +2489,7 @@ def _synchronized_op(self, f, *args, **kwargs):
     def _write_op(self, f, *args, **kwargs):
         # guard condition
         if self._read_only:
-            raise ReadOnlyError()
+            raise ReadOnlyError
 
         return self._synchronized_op(f, *args, **kwargs)
 
diff --git a/src/zarr/v2/hierarchy.py b/src/zarr/v2/hierarchy.py
index acd65750e3..b0660d181d 100644
--- a/src/zarr/v2/hierarchy.py
+++ b/src/zarr/v2/hierarchy.py
@@ -797,7 +797,7 @@ def tree(self, expand=False, level=None):
     def _write_op(self, f, *args, **kwargs):
         # guard condition
         if self._read_only:
-            raise ReadOnlyError()
+            raise ReadOnlyError
 
         if self._synchronizer is None:
             # no synchronization
diff --git a/src/zarr/v2/indexing.py b/src/zarr/v2/indexing.py
index 1c11409d05..7b9b74d227 100644
--- a/src/zarr/v2/indexing.py
+++ b/src/zarr/v2/indexing.py
@@ -170,7 +170,7 @@ def __init__(self, dim_sel, dim_len, dim_chunk_len):
         # normalize
         self.start, self.stop, self.step = dim_sel.indices(dim_len)
         if self.step < 1:
-            raise NegativeStepError()
+            raise NegativeStepError
 
         # store attributes
         self.dim_len = dim_len
@@ -978,7 +978,7 @@ def make_slice_selection(selection):
             if len(dim_selection) == 1:
                 ls.append(slice(int(dim_selection[0]), int(dim_selection[0]) + 1, 1))
             else:
-                raise ArrayIndexError()
+                raise ArrayIndexError
         else:
             ls.append(dim_selection)
     return ls
diff --git a/src/zarr/v2/storage.py b/src/zarr/v2/storage.py
index de45201fc0..67240e520d 100644
--- a/src/zarr/v2/storage.py
+++ b/src/zarr/v2/storage.py
@@ -1275,7 +1275,7 @@ def __getitem__(self, key):
 
     def setitems(self, values):
         if self.mode == "r":
-            raise ReadOnlyError()
+            raise ReadOnlyError
 
         # Normalize keys and make sure the values are bytes
         values = {
@@ -1286,7 +1286,7 @@ def setitems(self, values):
 
     def __setitem__(self, key, value):
         if self.mode == "r":
-            raise ReadOnlyError()
+            raise ReadOnlyError
         key = self._normalize_key(key)
         value = ensure_contiguous_ndarray_or_bytes(value)
         path = self.dir_path(key)
@@ -1300,7 +1300,7 @@ def __setitem__(self, key, value):
 
     def __delitem__(self, key):
         if self.mode == "r":
-            raise ReadOnlyError()
+            raise ReadOnlyError
         key = self._normalize_key(key)
         path = self.dir_path(key)
         if self.fs.isdir(path):
@@ -1310,7 +1310,7 @@ def __delitem__(self, key):
 
     def delitems(self, keys):
         if self.mode == "r":
-            raise ReadOnlyError()
+            raise ReadOnlyError
         # only remove the keys that exist in the store
         nkeys = [self._normalize_key(key) for key in keys if key in self]
         # rm errors if you pass an empty collection
@@ -1369,7 +1369,7 @@ def listdir(self, path=None):
 
     def rmdir(self, path=None):
         if self.mode == "r":
-            raise ReadOnlyError()
+            raise ReadOnlyError
         store_path = self.dir_path(path)
         if self.fs.isdir(store_path):
             self.fs.rm(store_path, recursive=True)
@@ -1380,7 +1380,7 @@ def getsize(self, path=None):
 
     def clear(self):
         if self.mode == "r":
-            raise ReadOnlyError()
+            raise ReadOnlyError
         self.map.clear()
 
     @classmethod
@@ -1670,7 +1670,7 @@ def __getitem__(self, key):
 
     def __setitem__(self, key, value):
         if self.mode == "r":
-            raise ReadOnlyError()
+            raise ReadOnlyError
         value = ensure_contiguous_ndarray_like(value).view("u1")
         with self.mutex:
             # writestr(key, value) writes with default permissions from
@@ -1752,7 +1752,7 @@ def getsize(self, path=None):
 
     def clear(self):
         if self.mode == "r":
-            raise ReadOnlyError()
+            raise ReadOnlyError
         with self.mutex:
             self.close()
             os.remove(self.path)
@@ -2810,10 +2810,10 @@ def __len__(self):
         return len(self.meta_store)
 
     def __delitem__(self, key):
-        raise ReadOnlyError()
+        raise ReadOnlyError
 
     def __setitem__(self, key, value):
-        raise ReadOnlyError()
+        raise ReadOnlyError
 
     def getsize(self, path):
         return getsize(self.meta_store, path)
diff --git a/tests/v2/test_util.py b/tests/v2/test_util.py
index 35c355693a..0111165df9 100644
--- a/tests/v2/test_util.py
+++ b/tests/v2/test_util.py
@@ -210,7 +210,7 @@ def __init__(self, pass_on=1):
         def __call__(self):
             self.c += 1
             if self.c != self.pass_on:
-                raise PermissionError()
+                raise PermissionError
 
     for x in range(1, 11):
         # Any number of failures less than 10 will be accepted.
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index b6a121520d..b9f56014bc 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -25,7 +25,7 @@ def parse_store(
         return MemoryStore()
     if store == "remote":
         return RemoteStore()
-    raise AssertionError()
+    raise AssertionError
 
 
 @pytest.fixture(params=[str, pathlib.Path])
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 771baddc0b..36b82f413c 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -203,7 +203,7 @@ async def test_asyncgroup_open_wrong_format(
     elif zarr_format == 2:
         zarr_format_wrong = 3
     else:
-        raise AssertionError()
+        raise AssertionError
 
     with pytest.raises(FileNotFoundError):
         await AsyncGroup.open(store=store, zarr_format=zarr_format_wrong)
@@ -278,7 +278,7 @@ async def test_asyncgroup_delitem(store: LocalStore | MemoryStore, zarr_format:
     elif zarr_format == 3:
         assert not await agroup.store_path.store.exists(sub_array_path + "/" + "zarr.json")
     else:
-        raise AssertionError()
+        raise AssertionError
 
     sub_group_path = "sub_group"
     _ = await agroup.create_group(sub_group_path, attributes={"foo": 100})
@@ -289,7 +289,7 @@ async def test_asyncgroup_delitem(store: LocalStore | MemoryStore, zarr_format:
     elif zarr_format == 3:
         assert not await agroup.store_path.store.exists(sub_array_path + "/" + "zarr.json")
     else:
-        raise AssertionError()
+        raise AssertionError
 
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])

From 88946d2c1b55eed9fffdd98b7170a44361cbd62c Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 17 May 2024 22:26:43 +0200
Subject: [PATCH 0539/1078] Apply assorted ruff/refurb rules (FURB) (#1873)

* Apply ruff/refurb rule FURB118

FURB118 Use `operator....` instead of defining a lambda

* Apply ruff/refurb rule FURB171

FURB171 Membership test against single-item container

* Apply ruff/refurb rule FURB113

FURB113 Use `....extend(...)` instead of repeatedly calling `....append()`

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/codecs/sharding.py |  3 ++-
 src/zarr/common.py          |  3 ++-
 src/zarr/v2/meta.py         | 10 +++++-----
 tests/v2/test_core.py       |  4 +---
 4 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index a6c5bac6a7..1fdc7d34b4 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -4,6 +4,7 @@
 from dataclasses import dataclass, field, replace
 from enum import Enum
 from functools import lru_cache
+from operator import itemgetter
 from typing import TYPE_CHECKING, NamedTuple
 
 import numpy as np
@@ -124,7 +125,7 @@ def is_dense(self, chunk_byte_length: int) -> bool:
                 for offset, length in self.offsets_and_lengths
                 if offset != MAX_UINT_64
             ],
-            key=lambda entry: entry[0],
+            key=itemgetter(0),
         )
 
         # Are all non-empty offsets unique?
diff --git a/src/zarr/common.py b/src/zarr/common.py
index 5781cc423b..32a6c2fd0c 100644
--- a/src/zarr/common.py
+++ b/src/zarr/common.py
@@ -3,6 +3,7 @@
 import asyncio
 import contextvars
 import functools
+import operator
 from collections.abc import Iterable
 from dataclasses import dataclass
 from enum import Enum
@@ -28,7 +29,7 @@
 
 
 def product(tup: ChunkCoords) -> int:
-    return functools.reduce(lambda x, y: x * y, tup, 1)
+    return functools.reduce(operator.mul, tup, 1)
 
 
 T = TypeVar("T", bound=tuple[Any, ...])
diff --git a/src/zarr/v2/meta.py b/src/zarr/v2/meta.py
index 70c424c8b5..418c0727cf 100644
--- a/src/zarr/v2/meta.py
+++ b/src/zarr/v2/meta.py
@@ -222,7 +222,7 @@ def decode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) ->
                 return -np.inf
             else:
                 return np.array(v, dtype=dtype)[()]
-        elif dtype.kind in "c":
+        elif dtype.kind == "c":
             v = (
                 cls.decode_fill_value(v[0], dtype.type().real.dtype),
                 cls.decode_fill_value(v[1], dtype.type().imag.dtype),
@@ -269,23 +269,23 @@ def encode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) ->
                 return "-Infinity"
             else:
                 return float(v)
-        elif dtype.kind in "ui":
+        elif dtype.kind in ("u", "i"):
             return int(v)
         elif dtype.kind == "b":
             return bool(v)
-        elif dtype.kind in "c":
+        elif dtype.kind == "c":
             c = cast(np.complex128, np.dtype(complex).type())
             v = (
                 cls.encode_fill_value(v.real, c.real.dtype, object_codec),
                 cls.encode_fill_value(v.imag, c.imag.dtype, object_codec),
             )
             return v
-        elif dtype.kind in "SV":
+        elif dtype.kind in ("S", "V"):
             v = str(base64.standard_b64encode(v), "ascii")
             return v
         elif dtype.kind == "U":
             return v
-        elif dtype.kind in "mM":
+        elif dtype.kind in ("m", "M"):
             return int(v.view("i8"))
         else:
             return v
diff --git a/tests/v2/test_core.py b/tests/v2/test_core.py
index 197461d129..f053725b95 100644
--- a/tests/v2/test_core.py
+++ b/tests/v2/test_core.py
@@ -1947,9 +1947,7 @@ def test_attrs_n5_keywords(self):
     def test_compressors(self):
         compressors = [None, BZ2(), Zlib(), GZip(), MsgPack()]
         if LZMA:
-            compressors.append(LZMA())
-            compressors.append(LZMA(preset=1))
-            compressors.append(LZMA(preset=6))
+            compressors.extend((LZMA(), LZMA(preset=1), LZMA(preset=6)))
         for compressor in compressors:
             a1 = self.create_array(shape=1000, chunks=100, compressor=compressor)
             a1[0:100] = 1

From 50b3fb1a16e9247ba910aa410dd04ccf3f37dc5e Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 17 May 2024 22:43:24 +0200
Subject: [PATCH 0540/1078] Enable ruff/flake8-implicit-str-concat rules (ISC)
 and fix issues (#1868)

* Enable ruff/flake8-implicit-str-concat rules (ISC)

* Apply ruff/flake8-implicit-str-concat rule ISC001

ISC001 Implicitly concatenated string literals on one line

* A round of formatting after linting

* Aplly ruff/flake8-implicit-str-concat rule ISC003

ISC003 Explicitly concatenated string should be implicitly concatenated

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 pyproject.toml               |  1 +
 src/zarr/codecs/crc32c_.py   |  3 +--
 src/zarr/codecs/pipeline.py  | 15 +++++----------
 src/zarr/codecs/sharding.py  |  6 ++----
 src/zarr/codecs/transpose.py |  6 ++----
 src/zarr/store/remote.py     |  7 +++----
 src/zarr/v2/convenience.py   |  6 +++---
 src/zarr/v2/indexing.py      | 14 ++++----------
 src/zarr/v2/util.py          |  4 ++--
 9 files changed, 23 insertions(+), 39 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 4fb90c7496..05022261fa 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -169,6 +169,7 @@ extend-exclude = [
 extend-select = [
     "B",  # flake8-bugbear
     "I",  # isort
+    "ISC",
     "UP",  # pyupgrade
     "RSE",
     "RUF",
diff --git a/src/zarr/codecs/crc32c_.py b/src/zarr/codecs/crc32c_.py
index 0b9c8c9a96..d4fd80064f 100644
--- a/src/zarr/codecs/crc32c_.py
+++ b/src/zarr/codecs/crc32c_.py
@@ -42,8 +42,7 @@ async def decode_single(
         stored_checksum = bytes(crc32_bytes)
         if computed_checksum != stored_checksum:
             raise ValueError(
-                "Stored and computed checksum do not match. "
-                + f"Stored: {stored_checksum!r}. Computed: {computed_checksum!r}."
+                f"Stored and computed checksum do not match. Stored: {stored_checksum!r}. Computed: {computed_checksum!r}."
             )
         return Buffer.from_array_like(inner_bytes)
 
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index 57b4fa4668..56e73a4b29 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -104,31 +104,26 @@ def codecs_from_list(
             if prev_codec is not None:
                 if isinstance(codec, ArrayBytesCodec) and isinstance(prev_codec, ArrayBytesCodec):
                     raise ValueError(
-                        f"ArrayBytesCodec '{type(codec)}' cannot follow after "
-                        + f"ArrayBytesCodec '{type(prev_codec)}' because exactly "
-                        + "1 ArrayBytesCodec is allowed."
+                        f"ArrayBytesCodec '{type(codec)}' cannot follow after ArrayBytesCodec '{type(prev_codec)}' because exactly 1 ArrayBytesCodec is allowed."
                     )
                 if isinstance(codec, ArrayBytesCodec) and isinstance(prev_codec, BytesBytesCodec):
                     raise ValueError(
-                        f"ArrayBytesCodec '{type(codec)}' cannot follow after "
-                        + f"BytesBytesCodec '{type(prev_codec)}'."
+                        f"ArrayBytesCodec '{type(codec)}' cannot follow after BytesBytesCodec '{type(prev_codec)}'."
                     )
                 if isinstance(codec, ArrayArrayCodec) and isinstance(prev_codec, ArrayBytesCodec):
                     raise ValueError(
-                        f"ArrayArrayCodec '{type(codec)}' cannot follow after "
-                        + f"ArrayBytesCodec '{type(prev_codec)}'."
+                        f"ArrayArrayCodec '{type(codec)}' cannot follow after ArrayBytesCodec '{type(prev_codec)}'."
                     )
                 if isinstance(codec, ArrayArrayCodec) and isinstance(prev_codec, BytesBytesCodec):
                     raise ValueError(
-                        f"ArrayArrayCodec '{type(codec)}' cannot follow after "
-                        + f"BytesBytesCodec '{type(prev_codec)}'."
+                        f"ArrayArrayCodec '{type(codec)}' cannot follow after BytesBytesCodec '{type(prev_codec)}'."
                     )
             prev_codec = codec
 
         if any(isinstance(codec, ShardingCodec) for codec in codecs) and len(codecs) > 1:
             warn(
                 "Combining a `sharding_indexed` codec disables partial reads and "
-                + "writes, which may lead to inefficient performance.",
+                "writes, which may lead to inefficient performance.",
                 stacklevel=3,
             )
 
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index 1fdc7d34b4..563f216148 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -361,8 +361,7 @@ def evolve(self, array_spec: ArraySpec) -> Self:
     def validate(self, array_metadata: ArrayMetadata) -> None:
         if len(self.chunk_shape) != array_metadata.ndim:
             raise ValueError(
-                "The shard's `chunk_shape` and array's `shape` need to have the "
-                + "same number of dimensions."
+                "The shard's `chunk_shape` and array's `shape` need to have the same number of dimensions."
             )
         if not isinstance(array_metadata.chunk_grid, RegularChunkGrid):
             raise ValueError("Sharding is only compatible with regular chunk grids.")
@@ -375,8 +374,7 @@ def validate(self, array_metadata: ArrayMetadata) -> None:
             )
         ):
             raise ValueError(
-                "The array's `chunk_shape` needs to be divisible by the "
-                + "shard's inner `chunk_shape`."
+                "The array's `chunk_shape` needs to be divisible by the shard's inner `chunk_shape`."
             )
 
     async def decode_single(
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index 774393464c..b20a36fe98 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -45,8 +45,7 @@ def to_dict(self) -> dict[str, JSON]:
     def evolve(self, array_spec: ArraySpec) -> Self:
         if len(self.order) != array_spec.ndim:
             raise ValueError(
-                "The `order` tuple needs have as many entries as "
-                + f"there are dimensions in the array. Got {self.order}."
+                f"The `order` tuple needs have as many entries as there are dimensions in the array. Got {self.order}."
             )
         if len(self.order) != len(set(self.order)):
             raise ValueError(
@@ -54,8 +53,7 @@ def evolve(self, array_spec: ArraySpec) -> Self:
             )
         if not all(0 <= x < array_spec.ndim for x in self.order):
             raise ValueError(
-                "All entries in the `order` tuple must be between 0 and "
-                + f"the number of dimensions in the array. Got {self.order}."
+                f"All entries in the `order` tuple must be between 0 and the number of dimensions in the array. Got {self.order}."
             )
         order = tuple(self.order)
 
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 2986133fbd..8058c61035 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -25,10 +25,9 @@ def __init__(self, url: UPath | str, **storage_options: dict[str, Any]):
         if isinstance(url, str):
             self.root = UPath(url, **storage_options)
         else:
-            assert len(storage_options) == 0, (
-                "If constructed with a UPath object, no additional "
-                + "storage_options are allowed."
-            )
+            assert (
+                len(storage_options) == 0
+            ), "If constructed with a UPath object, no additional storage_options are allowed."
             self.root = url.rstrip("/")
         # test instantiate file system
         fs, _ = fsspec.core.url_to_fs(str(self.root), asynchronous=True, **self.root._kwargs)
diff --git a/src/zarr/v2/convenience.py b/src/zarr/v2/convenience.py
index 6355a11af9..aa322bfb98 100644
--- a/src/zarr/v2/convenience.py
+++ b/src/zarr/v2/convenience.py
@@ -470,7 +470,7 @@ def __init__(self, log):
             self.log_file = log
         else:
             raise TypeError(
-                "log must be a callable function, file path or " "file-like object, found %r" % log
+                "log must be a callable function, file path or file-like object, found %r" % log
             )
 
     def __enter__(self):
@@ -898,7 +898,7 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_
         if exists:
             if if_exists == "raise":
                 raise CopyError(
-                    "an object {!r} already exists in destination " "{!r}".format(name, dest.name)
+                    "an object {!r} already exists in destination {!r}".format(name, dest.name)
                 )
             elif if_exists == "skip":
                 do_copy = False
@@ -990,7 +990,7 @@ def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_
         if exists_array:
             if if_exists == "raise":
                 raise CopyError(
-                    "an array {!r} already exists in destination " "{!r}".format(name, dest.name)
+                    "an array {!r} already exists in destination {!r}".format(name, dest.name)
                 )
             elif if_exists == "skip":
                 do_copy = False
diff --git a/src/zarr/v2/indexing.py b/src/zarr/v2/indexing.py
index 7b9b74d227..0e266ad908 100644
--- a/src/zarr/v2/indexing.py
+++ b/src/zarr/v2/indexing.py
@@ -363,14 +363,12 @@ class BoolArrayDimIndexer:
     def __init__(self, dim_sel, dim_len, dim_chunk_len):
         # check number of dimensions
         if not is_bool_array(dim_sel, 1):
-            raise IndexError(
-                "Boolean arrays in an orthogonal selection must " "be 1-dimensional only"
-            )
+            raise IndexError("Boolean arrays in an orthogonal selection must be 1-dimensional only")
 
         # check shape
         if dim_sel.shape[0] != dim_len:
             raise IndexError(
-                "Boolean array has the wrong length for dimension; " "expected {}, got {}".format(
+                "Boolean array has the wrong length for dimension; expected {}, got {}".format(
                     dim_len, dim_sel.shape[0]
                 )
             )
@@ -464,9 +462,7 @@ def __init__(
         # ensure 1d array
         dim_sel = np.asanyarray(dim_sel)
         if not is_integer_array(dim_sel, 1):
-            raise IndexError(
-                "integer arrays in an orthogonal selection must be " "1-dimensional only"
-            )
+            raise IndexError("integer arrays in an orthogonal selection must be 1-dimensional only")
 
         # handle wraparound
         if wraparound:
@@ -920,9 +916,7 @@ def check_fields(fields, dtype):
     # check type
     if not isinstance(fields, (str, list, tuple)):
         raise IndexError(
-            "'fields' argument must be a string or list of strings; found " "{!r}".format(
-                type(fields)
-            )
+            "'fields' argument must be a string or list of strings; found {!r}".format(type(fields))
         )
     if fields:
         if dtype.names is None:
diff --git a/src/zarr/v2/util.py b/src/zarr/v2/util.py
index 8751b39cdc..48d7d30d88 100644
--- a/src/zarr/v2/util.py
+++ b/src/zarr/v2/util.py
@@ -307,7 +307,7 @@ def normalize_fill_value(fill_value, dtype: np.dtype[Any]):
 
         if not isinstance(fill_value, str):
             raise ValueError(
-                "fill_value {!r} is not valid for dtype {}; must be a " "unicode string".format(
+                "fill_value {!r} is not valid for dtype {}; must be a unicode string".format(
                     fill_value, dtype
                 )
             )
@@ -323,7 +323,7 @@ def normalize_fill_value(fill_value, dtype: np.dtype[Any]):
         except Exception as e:
             # re-raise with our own error message to be helpful
             raise ValueError(
-                "fill_value {!r} is not valid for dtype {}; nested " "exception: {}".format(
+                "fill_value {!r} is not valid for dtype {}; nested exception: {}".format(
                     fill_value, dtype, e
                 )
             )

From 55f49132d63868d94b511feb22365e89feee6f54 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 21 May 2024 06:18:04 +0100
Subject: [PATCH 0541/1078] Remove some unused mypy overrides (#1894)

---
 pyproject.toml | 2 --
 1 file changed, 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 05022261fa..c093b09527 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -213,7 +213,6 @@ check_untyped_defs = false
 [[tool.mypy.overrides]]
 module = [
     "zarr.v2.*",
-    "zarr.abc.codec",
     "zarr.array_v2",
 ]
 disallow_any_generics = false
@@ -239,7 +238,6 @@ module = [
     "zarr.v2.*",
     "zarr.array_v2",
     "zarr.array",
-    "zarr.common",
     "zarr.group",
     "zarr.metadata"
 ]

From 549cf2801d4b48a26d5e5d71a9c0120203005152 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 21 May 2024 06:20:19 +0100
Subject: [PATCH 0542/1078] Finish typing zarr.metadata (#1880)

---
 pyproject.toml                  |  1 -
 src/zarr/array.py               |  2 ++
 src/zarr/chunk_grids.py         |  8 +++----
 src/zarr/chunk_key_encodings.py |  2 +-
 src/zarr/common.py              |  5 ++--
 src/zarr/metadata.py            | 41 ++++++++++++++++++---------------
 6 files changed, 32 insertions(+), 27 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index c093b09527..62a81144ba 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -239,7 +239,6 @@ module = [
     "zarr.array_v2",
     "zarr.array",
     "zarr.group",
-    "zarr.metadata"
 ]
 disallow_untyped_defs = false
 
diff --git a/src/zarr/array.py b/src/zarr/array.py
index 039f39e98e..86ff262940 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -199,6 +199,8 @@ async def _create_v3(
 
         if chunk_key_encoding is None:
             chunk_key_encoding = ("default", "/")
+        assert chunk_key_encoding is not None
+
         if isinstance(chunk_key_encoding, tuple):
             chunk_key_encoding = (
                 V2ChunkKeyEncoding(separator=chunk_key_encoding[1])
diff --git a/src/zarr/chunk_grids.py b/src/zarr/chunk_grids.py
index 45f77cc99c..f6366b8038 100644
--- a/src/zarr/chunk_grids.py
+++ b/src/zarr/chunk_grids.py
@@ -3,7 +3,7 @@
 import itertools
 from collections.abc import Iterator
 from dataclasses import dataclass
-from typing import TYPE_CHECKING, Any
+from typing import TYPE_CHECKING
 
 from zarr.abc.metadata import Metadata
 from zarr.common import (
@@ -22,13 +22,13 @@
 @dataclass(frozen=True)
 class ChunkGrid(Metadata):
     @classmethod
-    def from_dict(cls, data: dict[str, JSON]) -> ChunkGrid:
+    def from_dict(cls, data: dict[str, JSON] | ChunkGrid) -> ChunkGrid:
         if isinstance(data, ChunkGrid):
             return data
 
         name_parsed, _ = parse_named_configuration(data)
         if name_parsed == "regular":
-            return RegularChunkGrid.from_dict(data)
+            return RegularChunkGrid._from_dict(data)
         raise ValueError(f"Unknown chunk grid. Got {name_parsed}.")
 
     def all_chunk_coords(self, array_shape: ChunkCoords) -> Iterator[ChunkCoords]:
@@ -45,7 +45,7 @@ def __init__(self, *, chunk_shape: ChunkCoordsLike) -> None:
         object.__setattr__(self, "chunk_shape", chunk_shape_parsed)
 
     @classmethod
-    def from_dict(cls, data: dict[str, Any]) -> Self:
+    def _from_dict(cls, data: dict[str, JSON]) -> Self:
         _, configuration_parsed = parse_named_configuration(data, "regular")
 
         return cls(**configuration_parsed)  # type: ignore[arg-type]
diff --git a/src/zarr/chunk_key_encodings.py b/src/zarr/chunk_key_encodings.py
index 5ecb98ef61..ed6c181764 100644
--- a/src/zarr/chunk_key_encodings.py
+++ b/src/zarr/chunk_key_encodings.py
@@ -34,7 +34,7 @@ def __init__(self, *, separator: SeparatorLiteral) -> None:
         object.__setattr__(self, "separator", separator_parsed)
 
     @classmethod
-    def from_dict(cls, data: dict[str, JSON]) -> ChunkKeyEncoding:
+    def from_dict(cls, data: dict[str, JSON] | ChunkKeyEncoding) -> ChunkKeyEncoding:
         if isinstance(data, ChunkKeyEncoding):
             return data
 
diff --git a/src/zarr/common.py b/src/zarr/common.py
index 32a6c2fd0c..9d8315abc8 100644
--- a/src/zarr/common.py
+++ b/src/zarr/common.py
@@ -13,6 +13,7 @@
     from collections.abc import Awaitable, Callable, Iterator
 
 import numpy as np
+import numpy.typing as npt
 
 ZARR_JSON = "zarr.json"
 ZARRAY_JSON = ".zarray"
@@ -150,7 +151,7 @@ def parse_named_configuration(
     return name_parsed, configuration_parsed
 
 
-def parse_shapelike(data: Any) -> tuple[int, ...]:
+def parse_shapelike(data: Iterable[int]) -> tuple[int, ...]:
     if not isinstance(data, Iterable):
         raise TypeError(f"Expected an iterable. Got {data} instead.")
     data_tuple = tuple(data)
@@ -164,7 +165,7 @@ def parse_shapelike(data: Any) -> tuple[int, ...]:
     return data_tuple
 
 
-def parse_dtype(data: Any) -> np.dtype[Any]:
+def parse_dtype(data: npt.DTypeLike) -> np.dtype[Any]:
     # todo: real validation
     return np.dtype(data)
 
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index 8db8c8033e..e2b7b987c0 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -22,6 +22,7 @@
 
     from typing_extensions import Self
 
+import numcodecs.abc
 
 from zarr.common import (
     JSON,
@@ -168,15 +169,15 @@ class ArrayV3Metadata(ArrayMetadata):
     def __init__(
         self,
         *,
-        shape,
-        data_type,
-        chunk_grid,
-        chunk_key_encoding,
-        fill_value,
-        codecs,
-        attributes,
-        dimension_names,
-    ):
+        shape: Iterable[int],
+        data_type: npt.DTypeLike,
+        chunk_grid: dict[str, JSON] | ChunkGrid,
+        chunk_key_encoding: dict[str, JSON] | ChunkKeyEncoding,
+        fill_value: Any,
+        codecs: Iterable[Codec | JSON],
+        attributes: None | dict[str, JSON],
+        dimension_names: None | Iterable[str],
+    ) -> None:
         """
         Because the class is a frozen dataclass, we set attributes using object.__setattr__
         """
@@ -249,14 +250,14 @@ def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
         return self.chunk_key_encoding.encode_chunk_key(chunk_coords)
 
     def to_buffer_dict(self) -> dict[str, Buffer]:
-        def _json_convert(o):
+        def _json_convert(o: np.dtype[Any] | Enum | Codec) -> str | dict[str, Any]:
             if isinstance(o, np.dtype):
                 return str(o)
             if isinstance(o, Enum):
                 return o.name
             # this serializes numcodecs compressors
             # todo: implement to_dict for codecs
-            elif hasattr(o, "get_config"):
+            elif isinstance(o, numcodecs.abc.Codec):
                 return o.get_config()
             raise TypeError
 
@@ -271,9 +272,10 @@ def from_dict(cls, data: dict[str, JSON]) -> ArrayV3Metadata:
         # check that the node_type attribute is correct
         _ = parse_node_type_array(data.pop("node_type"))
 
-        dimension_names = data.pop("dimension_names", None)
+        data["dimension_names"] = data.pop("dimension_names", None)
 
-        return cls(**data, dimension_names=dimension_names)
+        # TODO: Remove the ignores and use a TypedDict to type `data`
+        return cls(**data)  # type: ignore[arg-type]
 
     def to_dict(self) -> dict[str, Any]:
         out_dict = super().to_dict()
@@ -367,7 +369,9 @@ def codec_pipeline(self) -> CodecPipeline:
         )
 
     def to_buffer_dict(self) -> dict[str, Buffer]:
-        def _json_convert(o):
+        def _json_convert(
+            o: np.dtype[Any],
+        ) -> str | list[tuple[str, str] | tuple[str, str, tuple[int, ...]]]:
             if isinstance(o, np.dtype):
                 if o.fields is None:
                     return o.str
@@ -399,7 +403,7 @@ def to_dict(self) -> JSON:
         zarray_dict["chunks"] = self.chunk_grid.chunk_shape
 
         _ = zarray_dict.pop("data_type")
-        zarray_dict["dtype"] = self.data_type
+        zarray_dict["dtype"] = self.data_type.str
 
         return zarray_dict
 
@@ -422,7 +426,7 @@ def update_attributes(self, attributes: dict[str, JSON]) -> Self:
         return replace(self, attributes=attributes)
 
 
-def parse_dimension_names(data: Any) -> tuple[str, ...] | None:
+def parse_dimension_names(data: None | Iterable[str]) -> tuple[str, ...] | None:
     if data is None:
         return data
     if isinstance(data, Iterable) and all([isinstance(x, str) for x in data]):
@@ -432,12 +436,11 @@ def parse_dimension_names(data: Any) -> tuple[str, ...] | None:
 
 
 # todo: real validation
-def parse_attributes(data: Any) -> dict[str, JSON]:
+def parse_attributes(data: None | dict[str, JSON]) -> dict[str, JSON]:
     if data is None:
         return {}
 
-    data_json = cast(dict[str, JSON], data)
-    return data_json
+    return data
 
 
 # todo: move to its own module and drop _v3 suffix

From 0c513fc7818965d0945e1e4c2d89fc6b4d6e511a Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Tue, 21 May 2024 10:56:29 +0200
Subject: [PATCH 0543/1078] Followup on codecs (#1889)

---
 src/zarr/abc/codec.py        |  78 ++++++++++++++++++---
 src/zarr/codecs/_v2.py       |  30 ++++----
 src/zarr/codecs/blosc.py     |  10 +--
 src/zarr/codecs/bytes.py     |  10 +--
 src/zarr/codecs/crc32c_.py   |   8 +--
 src/zarr/codecs/gzip.py      |   8 +--
 src/zarr/codecs/mixins.py    | 130 -----------------------------------
 src/zarr/codecs/pipeline.py  |   4 +-
 src/zarr/codecs/sharding.py  |  31 +++++----
 src/zarr/codecs/transpose.py |  10 +--
 src/zarr/codecs/zstd.py      |   8 +--
 src/zarr/metadata.py         |   2 +-
 12 files changed, 128 insertions(+), 201 deletions(-)
 delete mode 100644 src/zarr/codecs/mixins.py

diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index d8d7edf547..028d1757ce 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -1,12 +1,14 @@
 from __future__ import annotations
 
 from abc import abstractmethod
-from collections.abc import Iterable
+from collections.abc import Awaitable, Callable, Iterable
 from typing import TYPE_CHECKING, Generic, TypeVar
 
 from zarr.abc.metadata import Metadata
 from zarr.abc.store import ByteGetter, ByteSetter
 from zarr.buffer import Buffer, NDBuffer
+from zarr.common import concurrent_map
+from zarr.config import config
 
 if TYPE_CHECKING:
     from typing_extensions import Self
@@ -59,7 +61,7 @@ def resolve_metadata(self, chunk_spec: ArraySpec) -> ArraySpec:
         """
         return chunk_spec
 
-    def evolve(self, array_spec: ArraySpec) -> Self:
+    def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
         """Fills in codec configuration parameters that can be automatically
         inferred from the array metadata.
 
@@ -83,7 +85,9 @@ def validate(self, array_metadata: ArrayMetadata) -> None:
         """
         ...
 
-    @abstractmethod
+    async def _decode_single(self, chunk_data: CodecOutput, chunk_spec: ArraySpec) -> CodecInput:
+        raise NotImplementedError
+
     async def decode(
         self,
         chunks_and_specs: Iterable[tuple[CodecOutput | None, ArraySpec]],
@@ -100,9 +104,13 @@ async def decode(
         -------
         Iterable[CodecInput | None]
         """
-        ...
+        return await batching_helper(self._decode_single, chunks_and_specs)
+
+    async def _encode_single(
+        self, chunk_data: CodecInput, chunk_spec: ArraySpec
+    ) -> CodecOutput | None:
+        raise NotImplementedError
 
-    @abstractmethod
     async def encode(
         self,
         chunks_and_specs: Iterable[tuple[CodecInput | None, ArraySpec]],
@@ -119,7 +127,7 @@ async def encode(
         -------
         Iterable[CodecOutput | None]
         """
-        ...
+        return await batching_helper(self._encode_single, chunks_and_specs)
 
 
 class ArrayArrayCodec(_Codec[NDBuffer, NDBuffer]):
@@ -146,7 +154,11 @@ class BytesBytesCodec(_Codec[Buffer, Buffer]):
 class ArrayBytesCodecPartialDecodeMixin:
     """Mixin for array-to-bytes codecs that implement partial decoding."""
 
-    @abstractmethod
+    async def _decode_partial_single(
+        self, byte_getter: ByteGetter, selection: SliceSelection, chunk_spec: ArraySpec
+    ) -> NDBuffer | None:
+        raise NotImplementedError
+
     async def decode_partial(
         self,
         batch_info: Iterable[tuple[ByteGetter, SliceSelection, ArraySpec]],
@@ -167,13 +179,28 @@ async def decode_partial(
         -------
         Iterable[NDBuffer | None]
         """
-        ...
+        return await concurrent_map(
+            [
+                (byte_getter, selection, chunk_spec)
+                for byte_getter, selection, chunk_spec in batch_info
+            ],
+            self._decode_partial_single,
+            config.get("async.concurrency"),
+        )
 
 
 class ArrayBytesCodecPartialEncodeMixin:
     """Mixin for array-to-bytes codecs that implement partial encoding."""
 
-    @abstractmethod
+    async def _encode_partial_single(
+        self,
+        byte_setter: ByteSetter,
+        chunk_array: NDBuffer,
+        selection: SliceSelection,
+        chunk_spec: ArraySpec,
+    ) -> None:
+        raise NotImplementedError
+
     async def encode_partial(
         self,
         batch_info: Iterable[tuple[ByteSetter, NDBuffer, SliceSelection, ArraySpec]],
@@ -192,7 +219,14 @@ async def encode_partial(
             The ByteSetter is used to write the necessary bytes and fetch bytes for existing chunk data.
             The chunk spec contains information about the chunk.
         """
-        ...
+        await concurrent_map(
+            [
+                (byte_setter, chunk_array, selection, chunk_spec)
+                for byte_setter, chunk_array, selection, chunk_spec in batch_info
+            ],
+            self._encode_partial_single,
+            config.get("async.concurrency"),
+        )
 
 
 class CodecPipeline(Metadata):
@@ -203,7 +237,7 @@ class CodecPipeline(Metadata):
     and writes them to a store (via ByteSetter)."""
 
     @abstractmethod
-    def evolve(self, array_spec: ArraySpec) -> Self:
+    def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
         """Fills in codec configuration parameters that can be automatically
         inferred from the array metadata.
 
@@ -347,3 +381,25 @@ async def write(
         value : NDBuffer
         """
         ...
+
+
+async def batching_helper(
+    func: Callable[[CodecInput, ArraySpec], Awaitable[CodecOutput | None]],
+    batch_info: Iterable[tuple[CodecInput | None, ArraySpec]],
+) -> list[CodecOutput | None]:
+    return await concurrent_map(
+        [(chunk_array, chunk_spec) for chunk_array, chunk_spec in batch_info],
+        noop_for_none(func),
+        config.get("async.concurrency"),
+    )
+
+
+def noop_for_none(
+    func: Callable[[CodecInput, ArraySpec], Awaitable[CodecOutput | None]],
+) -> Callable[[CodecInput | None, ArraySpec], Awaitable[CodecOutput | None]]:
+    async def wrap(chunk: CodecInput | None, chunk_spec: ArraySpec) -> CodecOutput | None:
+        if chunk is None:
+            return None
+        return await func(chunk, chunk_spec)
+
+    return wrap
diff --git a/src/zarr/codecs/_v2.py b/src/zarr/codecs/_v2.py
index 06bd866c0f..ceb3de0a06 100644
--- a/src/zarr/codecs/_v2.py
+++ b/src/zarr/codecs/_v2.py
@@ -5,18 +5,18 @@
 import numcodecs
 from numcodecs.compat import ensure_bytes, ensure_ndarray
 
+from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec
 from zarr.buffer import Buffer, NDBuffer
-from zarr.codecs.mixins import ArrayArrayCodecBatchMixin, ArrayBytesCodecBatchMixin
 from zarr.common import JSON, ArraySpec, to_thread
 
 
 @dataclass(frozen=True)
-class V2Compressor(ArrayBytesCodecBatchMixin):
+class V2Compressor(ArrayBytesCodec):
     compressor: dict[str, JSON] | None
 
     is_fixed_size = False
 
-    async def decode_single(
+    async def _decode_single(
         self,
         chunk_bytes: Buffer,
         chunk_spec: ArraySpec,
@@ -38,7 +38,7 @@ async def decode_single(
 
         return NDBuffer.from_numpy_array(chunk_numpy_array)
 
-    async def encode_single(
+    async def _encode_single(
         self,
         chunk_array: NDBuffer,
         _chunk_spec: ArraySpec,
@@ -64,44 +64,44 @@ def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec)
 
 
 @dataclass(frozen=True)
-class V2Filters(ArrayArrayCodecBatchMixin):
+class V2Filters(ArrayArrayCodec):
     filters: list[dict[str, JSON]]
 
     is_fixed_size = False
 
-    async def decode_single(
+    async def _decode_single(
         self,
         chunk_array: NDBuffer,
         chunk_spec: ArraySpec,
     ) -> NDBuffer:
-        chunk_numpy_array = chunk_array.as_numpy_array()
+        chunk_ndarray = chunk_array.as_ndarray_like()
         # apply filters in reverse order
         if self.filters is not None:
             for filter_metadata in self.filters[::-1]:
                 filter = numcodecs.get_codec(filter_metadata)
-                chunk_numpy_array = await to_thread(filter.decode, chunk_numpy_array)
+                chunk_ndarray = await to_thread(filter.decode, chunk_ndarray)
 
         # ensure correct chunk shape
-        if chunk_numpy_array.shape != chunk_spec.shape:
-            chunk_numpy_array = chunk_numpy_array.reshape(
+        if chunk_ndarray.shape != chunk_spec.shape:
+            chunk_ndarray = chunk_ndarray.reshape(
                 chunk_spec.shape,
                 order=chunk_spec.order,
             )
 
-        return NDBuffer.from_numpy_array(chunk_numpy_array)
+        return NDBuffer.from_ndarray_like(chunk_ndarray)
 
-    async def encode_single(
+    async def _encode_single(
         self,
         chunk_array: NDBuffer,
         chunk_spec: ArraySpec,
     ) -> NDBuffer | None:
-        chunk_numpy_array = chunk_array.as_numpy_array().ravel(order=chunk_spec.order)
+        chunk_ndarray = chunk_array.as_ndarray_like().ravel(order=chunk_spec.order)
 
         for filter_metadata in self.filters:
             filter = numcodecs.get_codec(filter_metadata)
-            chunk_numpy_array = await to_thread(filter.encode, chunk_numpy_array)
+            chunk_ndarray = await to_thread(filter.encode, chunk_ndarray)
 
-        return NDBuffer.from_numpy_array(chunk_numpy_array)
+        return NDBuffer.from_ndarray_like(chunk_ndarray)
 
     def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         raise NotImplementedError
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index 24fac962db..e8921b8beb 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -8,8 +8,8 @@
 import numcodecs
 from numcodecs.blosc import Blosc
 
+from zarr.abc.codec import BytesBytesCodec
 from zarr.buffer import Buffer, as_numpy_array_wrapper
-from zarr.codecs.mixins import BytesBytesCodecBatchMixin
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_enum, parse_named_configuration, to_thread
 
@@ -74,7 +74,7 @@ def parse_blocksize(data: JSON) -> int:
 
 
 @dataclass(frozen=True)
-class BloscCodec(BytesBytesCodecBatchMixin):
+class BloscCodec(BytesBytesCodec):
     is_fixed_size = False
 
     typesize: int
@@ -125,7 +125,7 @@ def to_dict(self) -> dict[str, JSON]:
             },
         }
 
-    def evolve(self, array_spec: ArraySpec) -> Self:
+    def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
         new_codec = self
         if new_codec.typesize is None:
             new_codec = replace(new_codec, typesize=array_spec.dtype.itemsize)
@@ -158,14 +158,14 @@ def _blosc_codec(self) -> Blosc:
         }
         return Blosc.from_config(config_dict)
 
-    async def decode_single(
+    async def _decode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
     ) -> Buffer:
         return await to_thread(as_numpy_array_wrapper, self._blosc_codec.decode, chunk_bytes)
 
-    async def encode_single(
+    async def _encode_single(
         self,
         chunk_bytes: Buffer,
         chunk_spec: ArraySpec,
diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index a6045852e6..2581157690 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -7,8 +7,8 @@
 
 import numpy as np
 
+from zarr.abc.codec import ArrayBytesCodec
 from zarr.buffer import Buffer, NDBuffer
-from zarr.codecs.mixins import ArrayBytesCodecBatchMixin
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_enum, parse_named_configuration
 
@@ -27,7 +27,7 @@ class Endian(Enum):
 
 
 @dataclass(frozen=True)
-class BytesCodec(ArrayBytesCodecBatchMixin):
+class BytesCodec(ArrayBytesCodec):
     is_fixed_size = True
 
     endian: Endian | None
@@ -51,7 +51,7 @@ def to_dict(self) -> dict[str, JSON]:
         else:
             return {"name": "bytes", "configuration": {"endian": self.endian}}
 
-    def evolve(self, array_spec: ArraySpec) -> Self:
+    def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
         if array_spec.dtype.itemsize == 0:
             if self.endian is not None:
                 return replace(self, endian=None)
@@ -61,7 +61,7 @@ def evolve(self, array_spec: ArraySpec) -> Self:
             )
         return self
 
-    async def decode_single(
+    async def _decode_single(
         self,
         chunk_bytes: Buffer,
         chunk_spec: ArraySpec,
@@ -84,7 +84,7 @@ async def decode_single(
             )
         return chunk_array
 
-    async def encode_single(
+    async def _encode_single(
         self,
         chunk_array: NDBuffer,
         _chunk_spec: ArraySpec,
diff --git a/src/zarr/codecs/crc32c_.py b/src/zarr/codecs/crc32c_.py
index d4fd80064f..724b785d67 100644
--- a/src/zarr/codecs/crc32c_.py
+++ b/src/zarr/codecs/crc32c_.py
@@ -6,8 +6,8 @@
 import numpy as np
 from crc32c import crc32c
 
+from zarr.abc.codec import BytesBytesCodec
 from zarr.buffer import Buffer
-from zarr.codecs.mixins import BytesBytesCodecBatchMixin
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_named_configuration
 
@@ -18,7 +18,7 @@
 
 
 @dataclass(frozen=True)
-class Crc32cCodec(BytesBytesCodecBatchMixin):
+class Crc32cCodec(BytesBytesCodec):
     is_fixed_size = True
 
     @classmethod
@@ -29,7 +29,7 @@ def from_dict(cls, data: dict[str, JSON]) -> Self:
     def to_dict(self) -> dict[str, JSON]:
         return {"name": "crc32c"}
 
-    async def decode_single(
+    async def _decode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
@@ -46,7 +46,7 @@ async def decode_single(
             )
         return Buffer.from_array_like(inner_bytes)
 
-    async def encode_single(
+    async def _encode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
diff --git a/src/zarr/codecs/gzip.py b/src/zarr/codecs/gzip.py
index 58c1fc6fec..6a8aaf08bb 100644
--- a/src/zarr/codecs/gzip.py
+++ b/src/zarr/codecs/gzip.py
@@ -5,8 +5,8 @@
 
 from numcodecs.gzip import GZip
 
+from zarr.abc.codec import BytesBytesCodec
 from zarr.buffer import Buffer, as_numpy_array_wrapper
-from zarr.codecs.mixins import BytesBytesCodecBatchMixin
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_named_configuration, to_thread
 
@@ -27,7 +27,7 @@ def parse_gzip_level(data: JSON) -> int:
 
 
 @dataclass(frozen=True)
-class GzipCodec(BytesBytesCodecBatchMixin):
+class GzipCodec(BytesBytesCodec):
     is_fixed_size = False
 
     level: int = 5
@@ -45,14 +45,14 @@ def from_dict(cls, data: dict[str, JSON]) -> Self:
     def to_dict(self) -> dict[str, JSON]:
         return {"name": "gzip", "configuration": {"level": self.level}}
 
-    async def decode_single(
+    async def _decode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
     ) -> Buffer:
         return await to_thread(as_numpy_array_wrapper, GZip(self.level).decode, chunk_bytes)
 
-    async def encode_single(
+    async def _encode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
diff --git a/src/zarr/codecs/mixins.py b/src/zarr/codecs/mixins.py
deleted file mode 100644
index b571fd35ee..0000000000
--- a/src/zarr/codecs/mixins.py
+++ /dev/null
@@ -1,130 +0,0 @@
-from __future__ import annotations
-
-from abc import abstractmethod
-from collections.abc import Awaitable, Callable, Iterable
-from typing import Generic, TypeVar
-
-from zarr.abc.codec import (
-    ArrayArrayCodec,
-    ArrayBytesCodec,
-    ArrayBytesCodecPartialDecodeMixin,
-    ArrayBytesCodecPartialEncodeMixin,
-    ByteGetter,
-    BytesBytesCodec,
-    ByteSetter,
-)
-from zarr.buffer import Buffer, NDBuffer
-from zarr.common import ArraySpec, SliceSelection, concurrent_map
-from zarr.config import config
-
-CodecInput = TypeVar("CodecInput", bound=NDBuffer | Buffer)
-CodecOutput = TypeVar("CodecOutput", bound=NDBuffer | Buffer)
-
-
-async def batching_helper(
-    func: Callable[[CodecInput, ArraySpec], Awaitable[CodecOutput | None]],
-    batch_info: Iterable[tuple[CodecInput | None, ArraySpec]],
-) -> list[CodecOutput | None]:
-    return await concurrent_map(
-        [(chunk_array, chunk_spec) for chunk_array, chunk_spec in batch_info],
-        noop_for_none(func),
-        config.get("async.concurrency"),
-    )
-
-
-def noop_for_none(
-    func: Callable[[CodecInput, ArraySpec], Awaitable[CodecOutput | None]],
-) -> Callable[[CodecInput | None, ArraySpec], Awaitable[CodecOutput | None]]:
-    async def wrap(chunk: CodecInput | None, chunk_spec: ArraySpec) -> CodecOutput | None:
-        if chunk is None:
-            return None
-        return await func(chunk, chunk_spec)
-
-    return wrap
-
-
-class CodecBatchMixin(Generic[CodecInput, CodecOutput]):
-    """The default interface from the Codec class expects batches of codecs.
-    However, many codec implementation operate on single codecs.
-    This mixin provides abstract methods for decode_single and encode_single and
-    implements batching through concurrent processing.
-
-    Use ArrayArrayCodecBatchMixin, ArrayBytesCodecBatchMixin and BytesBytesCodecBatchMixin
-    for subclassing.
-    """
-
-    @abstractmethod
-    async def decode_single(self, chunk_data: CodecOutput, chunk_spec: ArraySpec) -> CodecInput:
-        pass
-
-    async def decode(
-        self, chunk_data_and_specs: Iterable[tuple[CodecOutput | None, ArraySpec]]
-    ) -> Iterable[CodecInput | None]:
-        return await batching_helper(self.decode_single, chunk_data_and_specs)
-
-    @abstractmethod
-    async def encode_single(
-        self, chunk_data: CodecInput, chunk_spec: ArraySpec
-    ) -> CodecOutput | None:
-        pass
-
-    async def encode(
-        self, chunk_data_and_specs: Iterable[tuple[CodecInput | None, ArraySpec]]
-    ) -> Iterable[CodecOutput | None]:
-        return await batching_helper(self.encode_single, chunk_data_and_specs)
-
-
-class ArrayArrayCodecBatchMixin(CodecBatchMixin[NDBuffer, NDBuffer], ArrayArrayCodec):
-    pass
-
-
-class ArrayBytesCodecBatchMixin(CodecBatchMixin[NDBuffer, Buffer], ArrayBytesCodec):
-    pass
-
-
-class BytesBytesCodecBatchMixin(CodecBatchMixin[Buffer, Buffer], BytesBytesCodec):
-    pass
-
-
-class ArrayBytesCodecPartialDecodeBatchMixin(ArrayBytesCodecPartialDecodeMixin):
-    @abstractmethod
-    async def decode_partial_single(
-        self, byte_getter: ByteGetter, selection: SliceSelection, chunk_spec: ArraySpec
-    ) -> NDBuffer | None:
-        pass
-
-    async def decode_partial(
-        self, batch_info: Iterable[tuple[ByteGetter, SliceSelection, ArraySpec]]
-    ) -> Iterable[NDBuffer | None]:
-        return await concurrent_map(
-            [
-                (byte_getter, selection, chunk_spec)
-                for byte_getter, selection, chunk_spec in batch_info
-            ],
-            self.decode_partial_single,
-            config.get("async.concurrency"),
-        )
-
-
-class ArrayBytesCodecPartialEncodeBatchMixin(ArrayBytesCodecPartialEncodeMixin):
-    @abstractmethod
-    async def encode_partial_single(
-        self,
-        byte_setter: ByteSetter,
-        chunk_array: NDBuffer,
-        selection: SliceSelection,
-        chunk_spec: ArraySpec,
-    ) -> None:
-        pass
-
-    async def encode_partial(
-        self, batch_info: Iterable[tuple[ByteSetter, NDBuffer, SliceSelection, ArraySpec]]
-    ) -> None:
-        await concurrent_map(
-            [
-                (byte_setter, chunk_array, selection, chunk_spec)
-                for byte_setter, chunk_array, selection, chunk_spec in batch_info
-            ],
-            self.encode_partial_single,
-            config.get("async.concurrency"),
-        )
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index 56e73a4b29..893cbc8b4b 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -87,8 +87,8 @@ def from_dict(cls, data: Iterable[JSON | Codec], *, batch_size: int | None = Non
     def to_dict(self) -> JSON:
         return [c.to_dict() for c in self]
 
-    def evolve(self, array_spec: ArraySpec) -> Self:
-        return type(self).from_list([c.evolve(array_spec) for c in self])
+    def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
+        return type(self).from_list([c.evolve_from_array_spec(array_spec) for c in self])
 
     @staticmethod
     def codecs_from_list(
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index 563f216148..11035f1f22 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -9,16 +9,19 @@
 
 import numpy as np
 
-from zarr.abc.codec import ByteGetter, ByteSetter, Codec, CodecPipeline
+from zarr.abc.codec import (
+    ArrayBytesCodec,
+    ArrayBytesCodecPartialDecodeMixin,
+    ArrayBytesCodecPartialEncodeMixin,
+    ByteGetter,
+    ByteSetter,
+    Codec,
+    CodecPipeline,
+)
 from zarr.buffer import Buffer, NDBuffer
 from zarr.chunk_grids import RegularChunkGrid
 from zarr.codecs.bytes import BytesCodec
 from zarr.codecs.crc32c_ import Crc32cCodec
-from zarr.codecs.mixins import (
-    ArrayBytesCodecBatchMixin,
-    ArrayBytesCodecPartialDecodeBatchMixin,
-    ArrayBytesCodecPartialEncodeBatchMixin,
-)
 from zarr.codecs.pipeline import BatchedCodecPipeline
 from zarr.codecs.registry import register_codec
 from zarr.common import (
@@ -291,9 +294,7 @@ async def finalize(
 
 @dataclass(frozen=True)
 class ShardingCodec(
-    ArrayBytesCodecBatchMixin,
-    ArrayBytesCodecPartialDecodeBatchMixin,
-    ArrayBytesCodecPartialEncodeBatchMixin,
+    ArrayBytesCodec, ArrayBytesCodecPartialDecodeMixin, ArrayBytesCodecPartialEncodeMixin
 ):
     chunk_shape: ChunkCoords
     codecs: CodecPipeline
@@ -351,9 +352,9 @@ def to_dict(self) -> dict[str, JSON]:
             },
         }
 
-    def evolve(self, array_spec: ArraySpec) -> Self:
+    def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
         shard_spec = self._get_chunk_spec(array_spec)
-        evolved_codecs = self.codecs.evolve(shard_spec)
+        evolved_codecs = self.codecs.evolve_from_array_spec(shard_spec)
         if evolved_codecs != self.codecs:
             return replace(self, codecs=evolved_codecs)
         return self
@@ -377,7 +378,7 @@ def validate(self, array_metadata: ArrayMetadata) -> None:
                 "The array's `chunk_shape` needs to be divisible by the shard's inner `chunk_shape`."
             )
 
-    async def decode_single(
+    async def _decode_single(
         self,
         shard_bytes: Buffer,
         shard_spec: ArraySpec,
@@ -419,7 +420,7 @@ async def decode_single(
 
         return out
 
-    async def decode_partial_single(
+    async def _decode_partial_single(
         self,
         byte_getter: ByteGetter,
         selection: SliceSelection,
@@ -480,7 +481,7 @@ async def decode_partial_single(
         )
         return out
 
-    async def encode_single(
+    async def _encode_single(
         self,
         shard_array: NDBuffer,
         shard_spec: ArraySpec,
@@ -515,7 +516,7 @@ async def encode_single(
 
         return await shard_builder.finalize(self.index_location, self._encode_shard_index)
 
-    async def encode_partial_single(
+    async def _encode_partial_single(
         self,
         byte_setter: ByteSetter,
         shard_array: NDBuffer,
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index b20a36fe98..373a27cab9 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -4,8 +4,8 @@
 from dataclasses import dataclass, replace
 from typing import TYPE_CHECKING, cast
 
+from zarr.abc.codec import ArrayArrayCodec
 from zarr.buffer import NDBuffer
-from zarr.codecs.mixins import ArrayArrayCodecBatchMixin
 from zarr.codecs.registry import register_codec
 from zarr.common import JSON, ArraySpec, ChunkCoordsLike, parse_named_configuration
 
@@ -24,7 +24,7 @@ def parse_transpose_order(data: JSON | Iterable[int]) -> tuple[int, ...]:
 
 
 @dataclass(frozen=True)
-class TransposeCodec(ArrayArrayCodecBatchMixin):
+class TransposeCodec(ArrayArrayCodec):
     is_fixed_size = True
 
     order: tuple[int, ...]
@@ -42,7 +42,7 @@ def from_dict(cls, data: dict[str, JSON]) -> Self:
     def to_dict(self) -> dict[str, JSON]:
         return {"name": "transpose", "configuration": {"order": list(self.order)}}
 
-    def evolve(self, array_spec: ArraySpec) -> Self:
+    def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
         if len(self.order) != array_spec.ndim:
             raise ValueError(
                 f"The `order` tuple needs have as many entries as there are dimensions in the array. Got {self.order}."
@@ -71,7 +71,7 @@ def resolve_metadata(self, chunk_spec: ArraySpec) -> ArraySpec:
             order=chunk_spec.order,
         )
 
-    async def decode_single(
+    async def _decode_single(
         self,
         chunk_array: NDBuffer,
         chunk_spec: ArraySpec,
@@ -82,7 +82,7 @@ async def decode_single(
         chunk_array = chunk_array.transpose(inverse_order)
         return chunk_array
 
-    async def encode_single(
+    async def _encode_single(
         self,
         chunk_array: NDBuffer,
         chunk_spec: ArraySpec,
diff --git a/src/zarr/codecs/zstd.py b/src/zarr/codecs/zstd.py
index 3c6aac4ce3..d53199d0a8 100644
--- a/src/zarr/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -5,8 +5,8 @@
 
 from zstandard import ZstdCompressor, ZstdDecompressor
 
+from zarr.abc.codec import BytesBytesCodec
 from zarr.buffer import Buffer, as_numpy_array_wrapper
-from zarr.codecs.mixins import BytesBytesCodecBatchMixin
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_named_configuration, to_thread
 
@@ -31,7 +31,7 @@ def parse_checksum(data: JSON) -> bool:
 
 
 @dataclass(frozen=True)
-class ZstdCodec(BytesBytesCodecBatchMixin):
+class ZstdCodec(BytesBytesCodec):
     is_fixed_size = True
 
     level: int = 0
@@ -60,14 +60,14 @@ def _decompress(self, data: bytes) -> bytes:
         ctx = ZstdDecompressor()
         return ctx.decompress(data)
 
-    async def decode_single(
+    async def _decode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
     ) -> Buffer:
         return await to_thread(as_numpy_array_wrapper, self._decompress, chunk_bytes)
 
-    async def encode_single(
+    async def _encode_single(
         self,
         chunk_bytes: Buffer,
         _chunk_spec: ArraySpec,
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index e2b7b987c0..58cc276c29 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -195,7 +195,7 @@ def __init__(
             fill_value=fill_value_parsed,
             order="C",  # TODO: order is not needed here.
         )
-        codecs_parsed = parse_codecs(codecs).evolve(array_spec)
+        codecs_parsed = parse_codecs(codecs).evolve_from_array_spec(array_spec)
 
         object.__setattr__(self, "shape", shape_parsed)
         object.__setattr__(self, "data_type", data_type_parsed)

From c2e03c3bd66bf4038c15e5c22d8a0c52abe16cc2 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 22 May 2024 13:59:21 +0100
Subject: [PATCH 0544/1078] Add numpy to mypy pre-commit check env (#1893)

* Add numpy to mypy pre-commit check env

* fixes for zstd

* Ignore errors in zarr.buffer

---------

Co-authored-by: Norman Rzepka <code@normanrz.com>
---
 .pre-commit-config.yaml     |  2 +-
 pyproject.toml              |  1 +
 src/zarr/array.py           |  4 ++--
 src/zarr/buffer.py          | 27 ++++++++++++++-------------
 src/zarr/codecs/bytes.py    |  4 +++-
 src/zarr/codecs/sharding.py |  5 +++--
 src/zarr/codecs/zstd.py     |  7 ++++---
 src/zarr/store/local.py     |  4 ++--
 8 files changed, 30 insertions(+), 24 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 70812439ca..ffa3c94efa 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -26,8 +26,8 @@ repos:
     hooks:
       - id: mypy
         files: src
-        args: []
         additional_dependencies:
           - types-redis
           - types-setuptools
           - pytest
+          - numpy
diff --git a/pyproject.toml b/pyproject.toml
index 62a81144ba..947bec9369 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -230,6 +230,7 @@ module = [
     "zarr.v2.*",
     "zarr.array_v2",
     "zarr.array",
+    "zarr.buffer"
 ]
 disallow_untyped_calls = false
 
diff --git a/src/zarr/array.py b/src/zarr/array.py
index 86ff262940..2828e25119 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -419,7 +419,7 @@ async def setitem(
         # We accept any ndarray like object from the user and convert it
         # to a NDBuffer (or subclass). From this point onwards, we only pass
         # Buffer and NDBuffer between components.
-        value = factory(value)
+        value_buffer = factory(value)
 
         # merging with existing data and encoding chunks
         await self.metadata.codec_pipeline.write(
@@ -432,7 +432,7 @@ async def setitem(
                 )
                 for chunk_coords, chunk_selection, out_selection in indexer
             ],
-            value,
+            value_buffer,
         )
 
     async def resize(
diff --git a/src/zarr/buffer.py b/src/zarr/buffer.py
index 84bf6b0bb0..e9aa1120f8 100644
--- a/src/zarr/buffer.py
+++ b/src/zarr/buffer.py
@@ -11,6 +11,7 @@
 )
 
 import numpy as np
+import numpy.typing as npt
 
 if TYPE_CHECKING:
     from typing_extensions import Self
@@ -20,8 +21,8 @@
 
 # TODO: create a protocol for the attributes we need, for now we alias Numpy's ndarray
 #       both for the array-like and ndarray-like
-ArrayLike: TypeAlias = np.ndarray
-NDArrayLike: TypeAlias = np.ndarray
+ArrayLike: TypeAlias = npt.NDArray[Any]
+NDArrayLike: TypeAlias = npt.NDArray[Any]
 
 
 def check_item_key_is_1d_contiguous(key: Any) -> None:
@@ -40,7 +41,7 @@ def __call__(
             self,
             *,
             shape: Iterable[int],
-            dtype: np.DTypeLike,
+            dtype: npt.DTypeLike,
             order: Literal["C", "F"],
             fill_value: Any | None,
         ) -> NDBuffer:
@@ -163,7 +164,7 @@ def as_array_like(self) -> NDArrayLike:
         """
         return self._data
 
-    def as_nd_buffer(self, *, dtype: np.DTypeLike) -> NDBuffer:
+    def as_nd_buffer(self, *, dtype: npt.DTypeLike) -> NDBuffer:
         """Create a new NDBuffer from this one.
 
         This will never copy data.
@@ -179,7 +180,7 @@ def as_nd_buffer(self, *, dtype: np.DTypeLike) -> NDBuffer:
         """
         return NDBuffer.from_ndarray_like(self._data.view(dtype=dtype))
 
-    def as_numpy_array(self) -> np.ndarray:
+    def as_numpy_array(self) -> npt.NDArray[Any]:
         """Return the buffer as a NumPy array (host memory).
 
         Warning
@@ -271,7 +272,7 @@ def create(
         cls,
         *,
         shape: Iterable[int],
-        dtype: np.DTypeLike,
+        dtype: npt.DTypeLike,
         order: Literal["C", "F"] = "C",
         fill_value: Any | None = None,
     ) -> Self:
@@ -298,7 +299,7 @@ def create(
         A subclass can overwrite this method to create a ndarray-like object
         other then the default Numpy array.
         """
-        ret = cls(np.empty(shape=shape, dtype=dtype, order=order))
+        ret = cls(np.empty(shape=tuple(shape), dtype=dtype, order=order))
         if fill_value is not None:
             ret.fill(fill_value)
         return ret
@@ -319,7 +320,7 @@ def from_ndarray_like(cls, ndarray_like: NDArrayLike) -> Self:
         return cls(ndarray_like)
 
     @classmethod
-    def from_numpy_array(cls, array_like: np.ArrayLike) -> Self:
+    def from_numpy_array(cls, array_like: npt.ArrayLike) -> Self:
         """Create a new buffer of Numpy array-like object
 
         Parameters
@@ -360,7 +361,7 @@ def as_buffer(self) -> Buffer:
             data = np.ascontiguousarray(self._data)
         return Buffer(data.reshape(-1).view(dtype="b"))  # Flatten the array without copy
 
-    def as_numpy_array(self) -> np.ndarray:
+    def as_numpy_array(self) -> npt.NDArray[Any]:
         """Return the buffer as a NumPy array (host memory).
 
         Warning
@@ -393,9 +394,9 @@ def byteorder(self) -> Endian:
             return Endian(sys.byteorder)
 
     def reshape(self, newshape: Iterable[int]) -> Self:
-        return self.__class__(self._data.reshape(newshape))
+        return self.__class__(self._data.reshape(tuple(newshape)))
 
-    def astype(self, dtype: np.DTypeLike, order: Literal["K", "A", "C", "F"] = "K") -> Self:
+    def astype(self, dtype: npt.DTypeLike, order: Literal["K", "A", "C", "F"] = "K") -> Self:
         return self.__class__(self._data.astype(dtype=dtype, order=order))
 
     def __getitem__(self, key: Any) -> Self:
@@ -418,11 +419,11 @@ def fill(self, value: Any) -> None:
     def copy(self) -> Self:
         return self.__class__(self._data.copy())
 
-    def transpose(self, *axes: np.SupportsIndex) -> Self:
+    def transpose(self, *axes: np.SupportsIndex) -> Self:  # type: ignore[name-defined]
         return self.__class__(self._data.transpose(*axes))
 
 
-def as_numpy_array_wrapper(func: Callable[[np.ndarray], bytes], buf: Buffer) -> Buffer:
+def as_numpy_array_wrapper(func: Callable[[npt.NDArray[Any]], bytes], buf: Buffer) -> Buffer:
     """Converts the input of `func` to a numpy array and the output back to `Buffer`.
 
     This function is useful when calling a `func` that only support host memory such
diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index 2581157690..aebaf94e76 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -92,7 +92,9 @@ async def _encode_single(
         assert isinstance(chunk_array, NDBuffer)
         if chunk_array.dtype.itemsize > 1:
             if self.endian is not None and self.endian != chunk_array.byteorder:
-                new_dtype = chunk_array.dtype.newbyteorder(self.endian.name)
+                # type-ignore is a numpy bug
+                # see https://github.com/numpy/numpy/issues/26473
+                new_dtype = chunk_array.dtype.newbyteorder(self.endian.name)  # type: ignore[arg-type]
                 chunk_array = chunk_array.astype(new_dtype)
         return chunk_array.as_buffer()
 
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index 11035f1f22..a68577be68 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -8,6 +8,7 @@
 from typing import TYPE_CHECKING, NamedTuple
 
 import numpy as np
+import numpy.typing as npt
 
 from zarr.abc.codec import (
     ArrayBytesCodec,
@@ -85,7 +86,7 @@ async def delete(self) -> None:
 
 class _ShardIndex(NamedTuple):
     # dtype uint64, shape (chunks_per_shard_0, chunks_per_shard_1, ..., 2)
-    offsets_and_lengths: np.ndarray
+    offsets_and_lengths: npt.NDArray[np.uint64]
 
     @property
     def chunks_per_shard(self) -> ChunkCoords:
@@ -100,7 +101,7 @@ def _localize_chunk(self, chunk_coords: ChunkCoords) -> ChunkCoords:
     def is_all_empty(self) -> bool:
         return bool(np.array_equiv(self.offsets_and_lengths, MAX_UINT_64))
 
-    def get_full_chunk_map(self) -> np.ndarray:
+    def get_full_chunk_map(self) -> npt.NDArray[np.bool_]:
         return self.offsets_and_lengths[..., 0] != MAX_UINT_64
 
     def get_chunk_slice(self, chunk_coords: ChunkCoords) -> tuple[int, int] | None:
diff --git a/src/zarr/codecs/zstd.py b/src/zarr/codecs/zstd.py
index d53199d0a8..76e625ad6a 100644
--- a/src/zarr/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -1,8 +1,9 @@
 from __future__ import annotations
 
 from dataclasses import dataclass
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any
 
+import numpy.typing as npt
 from zstandard import ZstdCompressor, ZstdDecompressor
 
 from zarr.abc.codec import BytesBytesCodec
@@ -52,11 +53,11 @@ def from_dict(cls, data: dict[str, JSON]) -> Self:
     def to_dict(self) -> dict[str, JSON]:
         return {"name": "zstd", "configuration": {"level": self.level, "checksum": self.checksum}}
 
-    def _compress(self, data: bytes) -> bytes:
+    def _compress(self, data: npt.NDArray[Any]) -> bytes:
         ctx = ZstdCompressor(level=self.level, write_checksum=self.checksum)
         return ctx.compress(data)
 
-    def _decompress(self, data: bytes) -> bytes:
+    def _decompress(self, data: npt.NDArray[Any]) -> bytes:
         ctx = ZstdDecompressor()
         return ctx.decompress(data)
 
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index 60d0022f94..64eb8632b9 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -58,10 +58,10 @@ def _put(
     if start is not None:
         with path.open("r+b") as f:
             f.seek(start)
-            f.write(value.as_numpy_array())
+            f.write(value.as_numpy_array().tobytes())
         return None
     else:
-        return path.write_bytes(value.as_numpy_array())
+        return path.write_bytes(value.as_numpy_array().tobytes())
 
 
 class LocalStore(Store):

From 4da9505ce657513b7a092bae25407ebf0e476775 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Wed, 22 May 2024 16:17:45 +0200
Subject: [PATCH 0545/1078] remove fixture files from src (#1897)

---
 src/zarr/fixture/.zgroup               |   3 ---
 src/zarr/fixture/flat/.zarray          |  23 -----------------------
 src/zarr/fixture/flat/0.0              | Bin 48 -> 0 bytes
 src/zarr/fixture/flat_legacy/.zarray   |  22 ----------------------
 src/zarr/fixture/flat_legacy/0.0       | Bin 48 -> 0 bytes
 src/zarr/fixture/meta/.zarray          |  23 -----------------------
 src/zarr/fixture/meta/0.0              | Bin 48 -> 0 bytes
 src/zarr/fixture/nested/.zarray        |  23 -----------------------
 src/zarr/fixture/nested/0/0            | Bin 48 -> 0 bytes
 src/zarr/fixture/nested_legacy/.zarray |  23 -----------------------
 src/zarr/fixture/nested_legacy/0/0     | Bin 48 -> 0 bytes
 11 files changed, 117 deletions(-)
 delete mode 100644 src/zarr/fixture/.zgroup
 delete mode 100644 src/zarr/fixture/flat/.zarray
 delete mode 100644 src/zarr/fixture/flat/0.0
 delete mode 100644 src/zarr/fixture/flat_legacy/.zarray
 delete mode 100644 src/zarr/fixture/flat_legacy/0.0
 delete mode 100644 src/zarr/fixture/meta/.zarray
 delete mode 100644 src/zarr/fixture/meta/0.0
 delete mode 100644 src/zarr/fixture/nested/.zarray
 delete mode 100644 src/zarr/fixture/nested/0/0
 delete mode 100644 src/zarr/fixture/nested_legacy/.zarray
 delete mode 100644 src/zarr/fixture/nested_legacy/0/0

diff --git a/src/zarr/fixture/.zgroup b/src/zarr/fixture/.zgroup
deleted file mode 100644
index 3b7daf227c..0000000000
--- a/src/zarr/fixture/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/src/zarr/fixture/flat/.zarray b/src/zarr/fixture/flat/.zarray
deleted file mode 100644
index d1acce7665..0000000000
--- a/src/zarr/fixture/flat/.zarray
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-    "chunks": [
-        2,
-        2
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 5,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dimension_separator": ".",
-    "dtype": "<i8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        2,
-        2
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/src/zarr/fixture/flat/0.0 b/src/zarr/fixture/flat/0.0
deleted file mode 100644
index cab0cbca723f5ff9fececdaba39bcca42c69cb3f..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 48
gcmZQ#H0DrXU|;}Y10ZGuVh~`0Pz=mangvP&039&^xc~qF

diff --git a/src/zarr/fixture/flat_legacy/.zarray b/src/zarr/fixture/flat_legacy/.zarray
deleted file mode 100644
index 8ec79419da..0000000000
--- a/src/zarr/fixture/flat_legacy/.zarray
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-    "chunks": [
-        2,
-        2
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 5,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dtype": "<i8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        2,
-        2
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/src/zarr/fixture/flat_legacy/0.0 b/src/zarr/fixture/flat_legacy/0.0
deleted file mode 100644
index cab0cbca723f5ff9fececdaba39bcca42c69cb3f..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 48
gcmZQ#H0DrXU|;}Y10ZGuVh~`0Pz=mangvP&039&^xc~qF

diff --git a/src/zarr/fixture/meta/.zarray b/src/zarr/fixture/meta/.zarray
deleted file mode 100644
index d1acce7665..0000000000
--- a/src/zarr/fixture/meta/.zarray
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-    "chunks": [
-        2,
-        2
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 5,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dimension_separator": ".",
-    "dtype": "<i8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        2,
-        2
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/src/zarr/fixture/meta/0.0 b/src/zarr/fixture/meta/0.0
deleted file mode 100644
index cab0cbca723f5ff9fececdaba39bcca42c69cb3f..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 48
gcmZQ#H0DrXU|;}Y10ZGuVh~`0Pz=mangvP&039&^xc~qF

diff --git a/src/zarr/fixture/nested/.zarray b/src/zarr/fixture/nested/.zarray
deleted file mode 100644
index 00acb02788..0000000000
--- a/src/zarr/fixture/nested/.zarray
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-    "chunks": [
-        2,
-        2
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 5,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dimension_separator": "/",
-    "dtype": "<i8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        2,
-        2
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/src/zarr/fixture/nested/0/0 b/src/zarr/fixture/nested/0/0
deleted file mode 100644
index cab0cbca723f5ff9fececdaba39bcca42c69cb3f..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 48
gcmZQ#H0DrXU|;}Y10ZGuVh~`0Pz=mangvP&039&^xc~qF

diff --git a/src/zarr/fixture/nested_legacy/.zarray b/src/zarr/fixture/nested_legacy/.zarray
deleted file mode 100644
index 00acb02788..0000000000
--- a/src/zarr/fixture/nested_legacy/.zarray
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-    "chunks": [
-        2,
-        2
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 5,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dimension_separator": "/",
-    "dtype": "<i8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        2,
-        2
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/src/zarr/fixture/nested_legacy/0/0 b/src/zarr/fixture/nested_legacy/0/0
deleted file mode 100644
index cab0cbca723f5ff9fececdaba39bcca42c69cb3f..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 48
gcmZQ#H0DrXU|;}Y10ZGuVh~`0Pz=mangvP&039&^xc~qF


From b1f4c509abaee1cb8dec18e3a973e1199226011a Mon Sep 17 00:00:00 2001
From: "Mads R. B. Kristensen" <madsbk@gmail.com>
Date: Wed, 22 May 2024 17:09:18 +0200
Subject: [PATCH 0546/1078] Protocols for `Buffer` and `NDBuffer` (#1899)

---
 src/zarr/array.py         |   4 +-
 src/zarr/buffer.py        | 135 ++++++++++++++++++++++----------------
 src/zarr/codecs/bytes.py  |  16 ++++-
 src/zarr/testing/store.py |   8 ++-
 src/zarr/testing/utils.py |  18 +++++
 tests/v3/conftest.py      |   9 +++
 tests/v3/test_buffer.py   |  15 +++--
 tests/v3/test_codecs.py   |  23 +++----
 tests/v3/test_store.py    |   5 +-
 9 files changed, 151 insertions(+), 82 deletions(-)
 create mode 100644 src/zarr/testing/utils.py

diff --git a/src/zarr/array.py b/src/zarr/array.py
index 2828e25119..7da39c285e 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -582,12 +582,12 @@ def store_path(self) -> StorePath:
     def order(self) -> Literal["C", "F"]:
         return self._async_array.order
 
-    def __getitem__(self, selection: Selection) -> npt.NDArray[Any]:
+    def __getitem__(self, selection: Selection) -> NDArrayLike:
         return sync(
             self._async_array.getitem(selection),
         )
 
-    def __setitem__(self, selection: Selection, value: npt.NDArray[Any]) -> None:
+    def __setitem__(self, selection: Selection, value: NDArrayLike) -> None:
         sync(
             self._async_array.setitem(selection, value),
         )
diff --git a/src/zarr/buffer.py b/src/zarr/buffer.py
index e9aa1120f8..0f055093c1 100644
--- a/src/zarr/buffer.py
+++ b/src/zarr/buffer.py
@@ -1,28 +1,94 @@
 from __future__ import annotations
 
 import sys
-from collections.abc import Callable, Iterable
+from collections.abc import Callable, Iterable, Sequence
 from typing import (
     TYPE_CHECKING,
     Any,
     Literal,
     Protocol,
-    TypeAlias,
+    SupportsIndex,
+    runtime_checkable,
 )
 
 import numpy as np
 import numpy.typing as npt
 
+from zarr.common import ChunkCoords
+
 if TYPE_CHECKING:
     from typing_extensions import Self
 
     from zarr.codecs.bytes import Endian
     from zarr.common import BytesLike
 
-# TODO: create a protocol for the attributes we need, for now we alias Numpy's ndarray
-#       both for the array-like and ndarray-like
-ArrayLike: TypeAlias = npt.NDArray[Any]
-NDArrayLike: TypeAlias = npt.NDArray[Any]
+
+@runtime_checkable
+class ArrayLike(Protocol):
+    """Protocol for the array-like type that underlie Buffer"""
+
+    @property
+    def dtype(self) -> np.dtype[Any]: ...
+
+    @property
+    def ndim(self) -> int: ...
+
+    @property
+    def size(self) -> int: ...
+
+    def __getitem__(self, key: slice) -> Self: ...
+
+    def __setitem__(self, key: slice, value: Any) -> None: ...
+
+
+@runtime_checkable
+class NDArrayLike(Protocol):
+    """Protocol for the nd-array-like type that underlie NDBuffer"""
+
+    @property
+    def dtype(self) -> np.dtype[Any]: ...
+
+    @property
+    def ndim(self) -> int: ...
+
+    @property
+    def size(self) -> int: ...
+
+    @property
+    def shape(self) -> ChunkCoords: ...
+
+    def __len__(self) -> int: ...
+
+    def __getitem__(self, key: slice) -> Self: ...
+
+    def __setitem__(self, key: slice, value: Any) -> None: ...
+
+    def reshape(self, shape: ChunkCoords, *, order: Literal["A", "C", "F"] = ...) -> Self: ...
+
+    def view(self, dtype: npt.DTypeLike) -> Self: ...
+
+    def astype(self, dtype: npt.DTypeLike, order: Literal["K", "A", "C", "F"] = ...) -> Self: ...
+
+    def fill(self, value: Any) -> None: ...
+
+    def copy(self) -> Self: ...
+
+    def transpose(self, axes: SupportsIndex | Sequence[SupportsIndex] | None) -> Self: ...
+
+    def ravel(self, order: Literal["K", "A", "C", "F"] = "C") -> Self: ...
+
+    def all(self) -> bool: ...
+
+    def __eq__(self, other: Any) -> Self:  # type: ignore
+        """Element-wise equal
+
+        Notice
+        ------
+        Type checkers such as mypy complains because the return type isn't a bool like
+        its supertype "object", which violates the Liskov substitution principle.
+        This is true, but since NumPy's ndarray is defined as an element-wise equal,
+        our hands are tied.
+        """
 
 
 def check_item_key_is_1d_contiguous(key: Any) -> None:
@@ -124,7 +190,7 @@ def create_zero_length(cls) -> Self:
         return cls(np.array([], dtype="b"))
 
     @classmethod
-    def from_array_like(cls, array_like: NDArrayLike) -> Self:
+    def from_array_like(cls, array_like: ArrayLike) -> Self:
         """Create a new buffer of a array-like object
 
         Parameters
@@ -153,7 +219,7 @@ def from_bytes(cls, bytes_like: BytesLike) -> Self:
         """
         return cls.from_array_like(np.frombuffer(bytes_like, dtype="b"))
 
-    def as_array_like(self) -> NDArrayLike:
+    def as_array_like(self) -> ArrayLike:
         """Return the underlying array (host or device memory) of this buffer
 
         This will never copy data.
@@ -164,22 +230,6 @@ def as_array_like(self) -> NDArrayLike:
         """
         return self._data
 
-    def as_nd_buffer(self, *, dtype: npt.DTypeLike) -> NDBuffer:
-        """Create a new NDBuffer from this one.
-
-        This will never copy data.
-
-        Parameters
-        ----------
-        dtype
-           The datatype of the returned buffer (reinterpretation of the bytes)
-
-        Return
-        ------
-            New NDbuffer representing `self.as_array_like()`
-        """
-        return NDBuffer.from_ndarray_like(self._data.view(dtype=dtype))
-
     def as_numpy_array(self) -> npt.NDArray[Any]:
         """Return the buffer as a NumPy array (host memory).
 
@@ -223,17 +273,8 @@ def __add__(self, other: Buffer) -> Self:
 
         other_array = other.as_array_like()
         assert other_array.dtype == np.dtype("b")
-        return self.__class__(np.concatenate((self._data, other_array)))
-
-    def __eq__(self, other: Any) -> bool:
-        if isinstance(other, bytes | bytearray):
-            # Many of the tests compares `Buffer` with `bytes` so we
-            # convert the bytes to a Buffer and try again
-            return self == self.from_bytes(other)
-        if isinstance(other, Buffer):
-            return (self._data == other.as_array_like()).all()
-        raise ValueError(
-            f"equal operator not supported between {self.__class__} and {other.__class__}"
+        return self.__class__(
+            np.concatenate((np.asanyarray(self._data), np.asanyarray(other_array)))
         )
 
 
@@ -345,22 +386,6 @@ def as_ndarray_like(self) -> NDArrayLike:
         """
         return self._data
 
-    def as_buffer(self) -> Buffer:
-        """Create a new Buffer from this one.
-
-        Warning
-        -------
-        Copies data if the buffer is non-contiguous.
-
-        Return
-        ------
-            The new buffer (might be data copy)
-        """
-        data = self._data
-        if not self._data.flags.contiguous:
-            data = np.ascontiguousarray(self._data)
-        return Buffer(data.reshape(-1).view(dtype="b"))  # Flatten the array without copy
-
     def as_numpy_array(self) -> npt.NDArray[Any]:
         """Return the buffer as a NumPy array (host memory).
 
@@ -393,8 +418,8 @@ def byteorder(self) -> Endian:
         else:
             return Endian(sys.byteorder)
 
-    def reshape(self, newshape: Iterable[int]) -> Self:
-        return self.__class__(self._data.reshape(tuple(newshape)))
+    def reshape(self, newshape: ChunkCoords) -> Self:
+        return self.__class__(self._data.reshape(newshape))
 
     def astype(self, dtype: npt.DTypeLike, order: Literal["K", "A", "C", "F"] = "K") -> Self:
         return self.__class__(self._data.astype(dtype=dtype, order=order))
@@ -419,8 +444,8 @@ def fill(self, value: Any) -> None:
     def copy(self) -> Self:
         return self.__class__(self._data.copy())
 
-    def transpose(self, *axes: np.SupportsIndex) -> Self:  # type: ignore[name-defined]
-        return self.__class__(self._data.transpose(*axes))
+    def transpose(self, axes: SupportsIndex | Sequence[SupportsIndex] | None) -> Self:
+        return self.__class__(self._data.transpose(axes))
 
 
 def as_numpy_array_wrapper(func: Callable[[npt.NDArray[Any]], bytes], buf: Buffer) -> Buffer:
diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index aebaf94e76..f275ae37d1 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -8,7 +8,7 @@
 import numpy as np
 
 from zarr.abc.codec import ArrayBytesCodec
-from zarr.buffer import Buffer, NDBuffer
+from zarr.buffer import Buffer, NDArrayLike, NDBuffer
 from zarr.codecs.registry import register_codec
 from zarr.common import parse_enum, parse_named_configuration
 
@@ -75,7 +75,13 @@ async def _decode_single(
             dtype = np.dtype(f"{prefix}{chunk_spec.dtype.str[1:]}")
         else:
             dtype = np.dtype(f"|{chunk_spec.dtype.str[1:]}")
-        chunk_array = chunk_bytes.as_nd_buffer(dtype=dtype)
+
+        as_array_like = chunk_bytes.as_array_like()
+        if isinstance(as_array_like, NDArrayLike):
+            as_nd_array_like = as_array_like
+        else:
+            as_nd_array_like = np.asanyarray(as_array_like)
+        chunk_array = NDBuffer.from_ndarray_like(as_nd_array_like.view(dtype=dtype))
 
         # ensure correct chunk shape
         if chunk_array.shape != chunk_spec.shape:
@@ -96,7 +102,11 @@ async def _encode_single(
                 # see https://github.com/numpy/numpy/issues/26473
                 new_dtype = chunk_array.dtype.newbyteorder(self.endian.name)  # type: ignore[arg-type]
                 chunk_array = chunk_array.astype(new_dtype)
-        return chunk_array.as_buffer()
+
+        as_nd_array_like = chunk_array.as_ndarray_like()
+        # Flatten the nd-array (only copy if needed)
+        as_nd_array_like = as_nd_array_like.ravel().view(dtype="b")
+        return Buffer.from_array_like(as_nd_array_like)
 
     def compute_encoded_size(self, input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         return input_byte_length
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 99f8021594..1e6fe09a9f 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -2,6 +2,7 @@
 
 from zarr.abc.store import Store
 from zarr.buffer import Buffer
+from zarr.testing.utils import assert_bytes_equal
 
 
 class StoreTests:
@@ -27,7 +28,7 @@ def test_store_capabilities(self, store: Store) -> None:
     @pytest.mark.parametrize("data", [b"\x01\x02\x03\x04", b""])
     async def test_set_get_bytes_roundtrip(self, store: Store, key: str, data: bytes) -> None:
         await store.set(key, Buffer.from_bytes(data))
-        assert await store.get(key) == data
+        assert_bytes_equal(await store.get(key), data)
 
     @pytest.mark.parametrize("key", ["foo/c/0"])
     @pytest.mark.parametrize("data", [b"\x01\x02\x03\x04", b""])
@@ -36,11 +37,12 @@ async def test_get_partial_values(self, store: Store, key: str, data: bytes) ->
         await store.set(key, Buffer.from_bytes(data))
         # read back just part of it
         vals = await store.get_partial_values([(key, (0, 2))])
-        assert vals == [data[0:2]]
+        assert_bytes_equal(vals[0], data[0:2])
 
         # read back multiple parts of it at once
         vals = await store.get_partial_values([(key, (0, 2)), (key, (2, 4))])
-        assert vals == [data[0:2], data[2:4]]
+        assert_bytes_equal(vals[0], data[0:2])
+        assert_bytes_equal(vals[1], data[2:4])
 
     async def test_exists(self, store: Store) -> None:
         assert not await store.exists("foo")
diff --git a/src/zarr/testing/utils.py b/src/zarr/testing/utils.py
new file mode 100644
index 0000000000..04b05d1b1c
--- /dev/null
+++ b/src/zarr/testing/utils.py
@@ -0,0 +1,18 @@
+from __future__ import annotations
+
+from zarr.buffer import Buffer
+from zarr.common import BytesLike
+
+
+def assert_bytes_equal(b1: Buffer | BytesLike | None, b2: Buffer | BytesLike | None) -> None:
+    """Help function to assert if two bytes-like or Buffers are equal
+
+    Warning
+    -------
+    Always copies data, only use for testing and debugging
+    """
+    if isinstance(b1, Buffer):
+        b1 = b1.to_bytes()
+    if isinstance(b2, Buffer):
+        b2 = b2.to_bytes()
+    assert b1 == b2
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index b9f56014bc..21dc58197e 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -1,5 +1,7 @@
 from __future__ import annotations
 
+from collections.abc import Iterator
+from types import ModuleType
 from typing import TYPE_CHECKING
 
 from zarr.common import ZarrFormat
@@ -81,3 +83,10 @@ async def async_group(request: pytest.FixtureRequest, tmpdir) -> AsyncGroup:
         exists_ok=False,
     )
     return agroup
+
+
+@pytest.fixture(params=["numpy", "cupy"])
+def xp(request: pytest.FixtureRequest) -> Iterator[ModuleType]:
+    """Fixture to parametrize over numpy-like libraries"""
+
+    yield pytest.importorskip(request.param)
diff --git a/tests/v3/test_buffer.py b/tests/v3/test_buffer.py
index 4ab92768b4..2f58d116fe 100644
--- a/tests/v3/test_buffer.py
+++ b/tests/v3/test_buffer.py
@@ -8,9 +8,7 @@
 import pytest
 
 from zarr.array import AsyncArray
-from zarr.buffer import NDBuffer
-from zarr.store.core import StorePath
-from zarr.store.memory import MemoryStore
+from zarr.buffer import ArrayLike, NDArrayLike, NDBuffer
 
 if TYPE_CHECKING:
     from typing_extensions import Self
@@ -41,12 +39,17 @@ def create(
         return ret
 
 
+def test_nd_array_like(xp):
+    ary = xp.arange(10)
+    assert isinstance(ary, ArrayLike)
+    assert isinstance(ary, NDArrayLike)
+
+
 @pytest.mark.asyncio
-async def test_async_array_factory():
-    store = StorePath(MemoryStore())
+async def test_async_array_factory(store_path):
     expect = np.zeros((9, 9), dtype="uint16", order="F")
     a = await AsyncArray.create(
-        store / "test_async_array",
+        store_path,
         shape=expect.shape,
         chunk_shape=(5, 5),
         dtype=expect.dtype,
diff --git a/tests/v3/test_codecs.py b/tests/v3/test_codecs.py
index 5f94114ede..a595b12494 100644
--- a/tests/v3/test_codecs.py
+++ b/tests/v3/test_codecs.py
@@ -25,6 +25,7 @@
 from zarr.config import config
 from zarr.indexing import morton_order_iter
 from zarr.store import MemoryStore, StorePath
+from zarr.testing.utils import assert_bytes_equal
 
 
 @dataclass(frozen=True)
@@ -294,7 +295,7 @@ async def test_order(
             fill_value=1,
         )
         z[:, :] = data
-        assert (await (store / "order/0.0").get()) == z._store["0.0"]
+        assert_bytes_equal(await (store / "order/0.0").get(), z._store["0.0"])
 
 
 @pytest.mark.parametrize("input_order", ["F", "C"])
@@ -665,10 +666,10 @@ async def test_zarr_compat(store: Store):
     assert np.array_equal(data, await _AsyncArrayProxy(a)[:16, :18].get())
     assert np.array_equal(data, z2[:16, :18])
 
-    assert z2._store["0.0"] == await (store / "zarr_compat3/0.0").get()
-    assert z2._store["0.1"] == await (store / "zarr_compat3/0.1").get()
-    assert z2._store["1.0"] == await (store / "zarr_compat3/1.0").get()
-    assert z2._store["1.1"] == await (store / "zarr_compat3/1.1").get()
+    assert_bytes_equal(z2._store["0.0"], await (store / "zarr_compat3/0.0").get())
+    assert_bytes_equal(z2._store["0.1"], await (store / "zarr_compat3/0.1").get())
+    assert_bytes_equal(z2._store["1.0"], await (store / "zarr_compat3/1.0").get())
+    assert_bytes_equal(z2._store["1.1"], await (store / "zarr_compat3/1.1").get())
 
 
 async def test_zarr_compat_F(store: Store):
@@ -698,10 +699,10 @@ async def test_zarr_compat_F(store: Store):
     assert np.array_equal(data, await _AsyncArrayProxy(a)[:16, :18].get())
     assert np.array_equal(data, z2[:16, :18])
 
-    assert z2._store["0.0"] == await (store / "zarr_compatF3/0.0").get()
-    assert z2._store["0.1"] == await (store / "zarr_compatF3/0.1").get()
-    assert z2._store["1.0"] == await (store / "zarr_compatF3/1.0").get()
-    assert z2._store["1.1"] == await (store / "zarr_compatF3/1.1").get()
+    assert_bytes_equal(z2._store["0.0"], await (store / "zarr_compatF3/0.0").get())
+    assert_bytes_equal(z2._store["0.1"], await (store / "zarr_compatF3/0.1").get())
+    assert_bytes_equal(z2._store["1.0"], await (store / "zarr_compatF3/1.0").get())
+    assert_bytes_equal(z2._store["1.1"], await (store / "zarr_compatF3/1.1").get())
 
 
 async def test_dimension_names(store: Store):
@@ -795,7 +796,7 @@ async def test_endian(store: Store, endian: Literal["big", "little"]):
         fill_value=1,
     )
     z[:, :] = data
-    assert await (store / "endian/0.0").get() == z._store["0.0"]
+    assert_bytes_equal(await (store / "endian/0.0").get(), z._store["0.0"])
 
 
 @pytest.mark.parametrize("dtype_input_endian", [">u2", "<u2"])
@@ -830,7 +831,7 @@ async def test_endian_write(
         fill_value=1,
     )
     z[:, :] = data
-    assert await (store / "endian/0.0").get() == z._store["0.0"]
+    assert_bytes_equal(await (store / "endian/0.0").get(), z._store["0.0"])
 
 
 def test_invalid_metadata(store: Store):
diff --git a/tests/v3/test_store.py b/tests/v3/test_store.py
index f7ba46aa33..9bdf2f5a8f 100644
--- a/tests/v3/test_store.py
+++ b/tests/v3/test_store.py
@@ -7,6 +7,7 @@
 from zarr.store.local import LocalStore
 from zarr.store.memory import MemoryStore
 from zarr.testing.store import StoreTests
+from zarr.testing.utils import assert_bytes_equal
 
 
 @pytest.mark.parametrize("auto_mkdir", (True, False))
@@ -51,7 +52,7 @@ async def test_local_store_get(
             length = maybe_len
 
     expected = payload[start : start + length]
-    assert observed == expected
+    assert_bytes_equal(observed, expected)
 
     # test that getting from a file that doesn't exist returns None
     assert await local_store.get(object_name + "_absent", byte_range=byte_range) is None
@@ -83,7 +84,7 @@ async def test_local_store_get_partial(
     for idx, observed in enumerate(results):
         key, byte_range = key_ranges[idx]
         expected = await store.get(key, byte_range=byte_range)
-        assert observed == expected
+        assert_bytes_equal(observed, expected)
 
 
 @pytest.mark.parametrize("path", ("foo", "foo/bar"))

From 3e98c3b1d6ed24b7b04fdbaa56ed2c42f5b1ef05 Mon Sep 17 00:00:00 2001
From: Ryan Abernathey <ryan.abernathey@gmail.com>
Date: Sun, 26 May 2024 14:54:33 -0400
Subject: [PATCH 0547/1078] Add zstd to old V3 supported codecs (#1914)

* add zstd to old V3 supported codecs

* get to full test coverage and add release note

* fix pre-commit
---
 docs/release.rst        |  3 +++
 zarr/codecs.py          |  2 +-
 zarr/meta.py            |  4 ++++
 zarr/tests/test_meta.py | 23 +++++++++++++++++------
 4 files changed, 25 insertions(+), 7 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 59051bbf97..48a6c9ca2d 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -32,6 +32,9 @@ Docs
 Maintenance
 ~~~~~~~~~~~
 
+* Add Zstd codec to old V3 code path.
+  By :user:`Ryan Abernathey <rabernat>` 
+
 Deprecations
 ~~~~~~~~~~~~
 
diff --git a/zarr/codecs.py b/zarr/codecs.py
index 4ad68b8627..6fd5e20401 100644
--- a/zarr/codecs.py
+++ b/zarr/codecs.py
@@ -1,4 +1,4 @@
 # flake8: noqa
 from numcodecs import *
-from numcodecs import get_codec, Blosc, Pickle, Zlib, Delta, AsType, BZ2
+from numcodecs import get_codec, Blosc, Pickle, Zlib, Zstd, Delta, AsType, BZ2
 from numcodecs.registry import codec_registry
diff --git a/zarr/meta.py b/zarr/meta.py
index 5430ab305d..44a2b7ebec 100644
--- a/zarr/meta.py
+++ b/zarr/meta.py
@@ -414,6 +414,8 @@ def _encode_codec_metadata(cls, codec: Codec) -> Optional[Mapping]:
             uri = uri + "lz4/1.0"
         elif isinstance(codec, numcodecs.LZMA):
             uri = uri + "lzma/1.0"
+        elif isinstance(codec, numcodecs.Zstd):
+            uri = uri + "zstd/1.0"
         meta = {
             "codec": uri,
             "configuration": config,
@@ -439,6 +441,8 @@ def _decode_codec_metadata(cls, meta: Optional[Mapping]) -> Optional[Codec]:
             conf["id"] = "lz4"
         elif meta["codec"].startswith(uri + "lzma/"):
             conf["id"] = "lzma"
+        elif meta["codec"].startswith(uri + "zstd/"):
+            conf["id"] = "zstd"
         else:
             raise NotImplementedError
 
diff --git a/zarr/tests/test_meta.py b/zarr/tests/test_meta.py
index f9010d6788..7b7d526476 100644
--- a/zarr/tests/test_meta.py
+++ b/zarr/tests/test_meta.py
@@ -5,7 +5,7 @@
 import numpy as np
 import pytest
 
-from zarr.codecs import Blosc, Delta, Pickle, Zlib
+from zarr.codecs import Blosc, Delta, Pickle, Zlib, Zstd
 from zarr.errors import MetadataError
 from zarr.meta import (
     ZARR_FORMAT,
@@ -268,17 +268,23 @@ def test_encode_decode_array_dtype_shape():
     assert meta_dec["filters"] is None
 
 
-def test_encode_decode_array_dtype_shape_v3():
+@pytest.mark.parametrize("cname", ["zlib", "zstd"])
+def test_encode_decode_array_dtype_shape_v3(cname):
+    if cname == "zlib":
+        compressor = Zlib(1)
+    elif cname == "zstd":
+        compressor = Zstd(1)
     meta = dict(
         shape=(100,),
         chunk_grid=dict(type="regular", chunk_shape=(10,), separator=("/")),
         data_type=np.dtype("(10, 10)<f8"),
-        compressor=Zlib(1),
+        compressor=compressor,
         fill_value=None,
         chunk_memory_layout="C",
     )
 
-    meta_json = """{
+    meta_json = (
+        """{
         "attributes": {},
         "chunk_grid": {
             "chunk_shape": [10],
@@ -287,7 +293,11 @@ def test_encode_decode_array_dtype_shape_v3():
         },
         "chunk_memory_layout": "C",
         "compressor": {
-            "codec": "https://purl.org/zarr/spec/codec/zlib/1.0",
+        """
+        + f"""
+        "codec": "https://purl.org/zarr/spec/codec/{cname}/1.0",
+        """
+        + """
             "configuration": {
                 "level": 1
             }
@@ -297,6 +307,7 @@ def test_encode_decode_array_dtype_shape_v3():
         "fill_value": null,
         "shape": [100, 10, 10 ]
     }"""
+    )
 
     # test encoding
     meta_enc = Metadata3.encode_array_metadata(meta)
@@ -315,7 +326,7 @@ def test_encode_decode_array_dtype_shape_v3():
     assert "filters" not in meta_dec
 
 
-@pytest.mark.parametrize("comp_id", ["gzip", "zlib", "blosc", "bz2", "lz4", "lzma"])
+@pytest.mark.parametrize("comp_id", ["gzip", "zlib", "blosc", "bz2", "lz4", "lzma", "zstd"])
 def test_decode_metadata_implicit_compressor_config_v3(comp_id):
     meta = {
         "attributes": {},

From 0855bd6e99baef7bd99baaf1b6fdaefd4efd83a6 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Sun, 26 May 2024 12:20:32 -0700
Subject: [PATCH 0548/1078] doc: update release notes for 2.18.2 (#1915)

---
 docs/release.rst | 14 +-------------
 1 file changed, 1 insertion(+), 13 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 48a6c9ca2d..6c7ba5139b 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,26 +18,14 @@ Release notes
    See `GH1777 <https://github.com/zarr-developers/zarr-python/issues/1777>`_ for more details on the upcoming
    3.0 release.
 
-.. _unreleased:
-
-Unreleased
-----------
+.. _release_2.18.2:
 
 Enhancements
 ~~~~~~~~~~~~
 
-Docs
-~~~~
-
-Maintenance
-~~~~~~~~~~~
-
 * Add Zstd codec to old V3 code path.
   By :user:`Ryan Abernathey <rabernat>` 
 
-Deprecations
-~~~~~~~~~~~~
-
 .. _release_2.18.1:
 
 2.18.1

From fc7fa4f30dc376a228cce08a7078378a1fe946b5 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Tue, 28 May 2024 23:52:30 +0200
Subject: [PATCH 0549/1078] [V3] Expand store tests (#1900)

* Fill in some test methods with NotImplementedError to force implementations to implement them; make StoreTests generic w.r.t. the store class being tested; update store.get abc to match actual type signature

* remove auto_mkdir from LocalStore; add set and get methods to StoreTests class

* fix: use from_bytes method on buffer

* fix: use Buffer instead of bytes for store tests

* docstrings, add some Nones to test_get_partial_values; normalize function signatures
---
 src/zarr/abc/store.py     |   4 +-
 src/zarr/store/core.py    |  24 ++
 src/zarr/store/local.py   |  16 +-
 src/zarr/store/memory.py  |  10 +-
 src/zarr/store/remote.py  |   2 +-
 src/zarr/testing/store.py | 125 ++++--
 tests/v3/test_store.py    | 816 ++------------------------------------
 7 files changed, 179 insertions(+), 818 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index fee5422e9e..7087706b33 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -9,7 +9,7 @@
 class Store(ABC):
     @abstractmethod
     async def get(
-        self, key: str, byte_range: tuple[int, int | None] | None = None
+        self, key: str, byte_range: tuple[int | None, int | None] | None = None
     ) -> Buffer | None:
         """Retrieve the value associated with a given key.
 
@@ -26,7 +26,7 @@ async def get(
 
     @abstractmethod
     async def get_partial_values(
-        self, key_ranges: list[tuple[str, tuple[int, int]]]
+        self, key_ranges: list[tuple[str, tuple[int | None, int | None]]]
     ) -> list[Buffer | None]:
         """Retrieve possibly partial values from given key_ranges.
 
diff --git a/src/zarr/store/core.py b/src/zarr/store/core.py
index 31cce65095..4e7a7fcca1 100644
--- a/src/zarr/store/core.py
+++ b/src/zarr/store/core.py
@@ -68,3 +68,27 @@ def make_store_path(store_like: StoreLike) -> StorePath:
     elif isinstance(store_like, str):
         return StorePath(LocalStore(Path(store_like)))
     raise TypeError
+
+
+def _normalize_interval_index(
+    data: Buffer, interval: None | tuple[int | None, int | None]
+) -> tuple[int, int]:
+    """
+    Convert an implicit interval into an explicit start and length
+    """
+    if interval is None:
+        start = 0
+        length = len(data)
+    else:
+        maybe_start, maybe_len = interval
+        if maybe_start is None:
+            start = 0
+        else:
+            start = maybe_start
+
+        if maybe_len is None:
+            length = len(data) - start
+        else:
+            length = maybe_len
+
+    return (start, length)
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index 64eb8632b9..50fe9701fc 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -10,7 +10,7 @@
 from zarr.common import concurrent_map, to_thread
 
 
-def _get(path: Path, byte_range: tuple[int, int | None] | None) -> Buffer:
+def _get(path: Path, byte_range: tuple[int | None, int | None] | None) -> Buffer:
     """
     Fetch a contiguous region of bytes from a file.
 
@@ -51,10 +51,8 @@ def _put(
     path: Path,
     value: Buffer,
     start: int | None = None,
-    auto_mkdir: bool = True,
 ) -> int | None:
-    if auto_mkdir:
-        path.parent.mkdir(parents=True, exist_ok=True)
+    path.parent.mkdir(parents=True, exist_ok=True)
     if start is not None:
         with path.open("r+b") as f:
             f.seek(start)
@@ -70,15 +68,13 @@ class LocalStore(Store):
     supports_listing: bool = True
 
     root: Path
-    auto_mkdir: bool
 
-    def __init__(self, root: Path | str, auto_mkdir: bool = True):
+    def __init__(self, root: Path | str):
         if isinstance(root, str):
             root = Path(root)
         assert isinstance(root, Path)
 
         self.root = root
-        self.auto_mkdir = auto_mkdir
 
     def __str__(self) -> str:
         return f"file://{self.root}"
@@ -90,7 +86,7 @@ def __eq__(self, other: object) -> bool:
         return isinstance(other, type(self)) and self.root == other.root
 
     async def get(
-        self, key: str, byte_range: tuple[int, int | None] | None = None
+        self, key: str, byte_range: tuple[int | None, int | None] | None = None
     ) -> Buffer | None:
         assert isinstance(key, str)
         path = self.root / key
@@ -101,7 +97,7 @@ async def get(
             return None
 
     async def get_partial_values(
-        self, key_ranges: list[tuple[str, tuple[int, int]]]
+        self, key_ranges: list[tuple[str, tuple[int | None, int | None]]]
     ) -> list[Buffer | None]:
         """
         Read byte ranges from multiple keys.
@@ -128,7 +124,7 @@ async def set(self, key: str, value: Buffer) -> None:
         if not isinstance(value, Buffer):
             raise TypeError("LocalStore.set(): `value` must a Buffer instance")
         path = self.root / key
-        await to_thread(_put, path, value, auto_mkdir=self.auto_mkdir)
+        await to_thread(_put, path, value)
 
     async def set_partial_values(self, key_start_values: list[tuple[str, int, bytes]]) -> None:
         args = []
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index c6e838417e..5e438919cf 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -5,6 +5,7 @@
 from zarr.abc.store import Store
 from zarr.buffer import Buffer
 from zarr.common import concurrent_map
+from zarr.store.core import _normalize_interval_index
 
 
 # TODO: this store could easily be extended to wrap any MutableMapping store from v2
@@ -26,19 +27,18 @@ def __repr__(self) -> str:
         return f"MemoryStore({str(self)!r})"
 
     async def get(
-        self, key: str, byte_range: tuple[int, int | None] | None = None
+        self, key: str, byte_range: tuple[int | None, int | None] | None = None
     ) -> Buffer | None:
         assert isinstance(key, str)
         try:
             value = self._store_dict[key]
-            if byte_range is not None:
-                value = value[byte_range[0] : byte_range[1]]
-            return value
+            start, length = _normalize_interval_index(value, byte_range)
+            return value[start : start + length]
         except KeyError:
             return None
 
     async def get_partial_values(
-        self, key_ranges: list[tuple[str, tuple[int, int]]]
+        self, key_ranges: list[tuple[str, tuple[int | None, int | None]]]
     ) -> list[Buffer | None]:
         vals = await concurrent_map(key_ranges, self.get, limit=None)
         return vals
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 8058c61035..a3395459fd 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -49,7 +49,7 @@ def _make_fs(self) -> tuple[AsyncFileSystem, str]:
         return fs, root
 
     async def get(
-        self, key: str, byte_range: tuple[int, int | None] | None = None
+        self, key: str, byte_range: tuple[int | None, int | None] | None = None
     ) -> Buffer | None:
         assert isinstance(key, str)
         fs, root = self._make_fs()
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 1e6fe09a9f..1c0ed93734 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -1,61 +1,130 @@
+from typing import Generic, TypeVar
+
 import pytest
 
 from zarr.abc.store import Store
 from zarr.buffer import Buffer
+from zarr.store.core import _normalize_interval_index
 from zarr.testing.utils import assert_bytes_equal
 
+S = TypeVar("S", bound=Store)
+
+
+class StoreTests(Generic[S]):
+    store_cls: type[S]
 
-class StoreTests:
-    store_cls: type[Store]
+    def set(self, store: S, key: str, value: Buffer) -> None:
+        """
+        Insert a value into a storage backend, with a specific key.
+        This should not not use any store methods. Bypassing the store methods allows them to be
+        tested.
+        """
+        raise NotImplementedError
+
+    def get(self, store: S, key: str) -> Buffer:
+        """
+        Retrieve a value from a storage backend, by key.
+        This should not not use any store methods. Bypassing the store methods allows them to be
+        tested.
+        """
+
+        raise NotImplementedError
 
     @pytest.fixture(scope="function")
     def store(self) -> Store:
         return self.store_cls()
 
-    def test_store_type(self, store: Store) -> None:
+    def test_store_type(self, store: S) -> None:
         assert isinstance(store, Store)
         assert isinstance(store, self.store_cls)
 
-    def test_store_repr(self, store: Store) -> None:
-        assert repr(store)
+    def test_store_repr(self, store: S) -> None:
+        raise NotImplementedError
+
+    def test_store_supports_writes(self, store: S) -> None:
+        raise NotImplementedError
 
-    def test_store_capabilities(self, store: Store) -> None:
-        assert store.supports_writes
-        assert store.supports_partial_writes
-        assert store.supports_listing
+    def test_store_supports_partial_writes(self, store: S) -> None:
+        raise NotImplementedError
+
+    def test_store_supports_listing(self, store: S) -> None:
+        raise NotImplementedError
 
     @pytest.mark.parametrize("key", ["c/0", "foo/c/0.0", "foo/0/0"])
     @pytest.mark.parametrize("data", [b"\x01\x02\x03\x04", b""])
-    async def test_set_get_bytes_roundtrip(self, store: Store, key: str, data: bytes) -> None:
-        await store.set(key, Buffer.from_bytes(data))
-        assert_bytes_equal(await store.get(key), data)
-
-    @pytest.mark.parametrize("key", ["foo/c/0"])
+    @pytest.mark.parametrize("byte_range", (None, (0, None), (1, None), (1, 2), (None, 1)))
+    async def test_get(
+        self, store: S, key: str, data: bytes, byte_range: None | tuple[int | None, int | None]
+    ) -> None:
+        """
+        Ensure that data can be read from the store using the store.get method.
+        """
+        data_buf = Buffer.from_bytes(data)
+        self.set(store, key, data_buf)
+        observed = await store.get(key, byte_range=byte_range)
+        start, length = _normalize_interval_index(data_buf, interval=byte_range)
+        expected = data_buf[start : start + length]
+        assert_bytes_equal(observed, expected)
+
+    @pytest.mark.parametrize("key", ["zarr.json", "c/0", "foo/c/0.0", "foo/0/0"])
     @pytest.mark.parametrize("data", [b"\x01\x02\x03\x04", b""])
-    async def test_get_partial_values(self, store: Store, key: str, data: bytes) -> None:
+    async def test_set(self, store: S, key: str, data: bytes) -> None:
+        """
+        Ensure that data can be written to the store using the store.set method.
+        """
+        data_buf = Buffer.from_bytes(data)
+        await store.set(key, data_buf)
+        observed = self.get(store, key)
+        assert_bytes_equal(observed, data_buf)
+
+    @pytest.mark.parametrize(
+        "key_ranges",
+        (
+            [],
+            [("zarr.json", (0, 1))],
+            [("c/0", (0, 1)), ("zarr.json", (0, None))],
+            [("c/0/0", (0, 1)), ("c/0/1", (None, 2)), ("c/0/2", (0, 3))],
+        ),
+    )
+    async def test_get_partial_values(
+        self, store: S, key_ranges: list[tuple[str, tuple[int | None, int | None]]]
+    ) -> None:
         # put all of the data
-        await store.set(key, Buffer.from_bytes(data))
+        for key, _ in key_ranges:
+            self.set(store, key, Buffer.from_bytes(bytes(key, encoding="utf-8")))
+
         # read back just part of it
-        vals = await store.get_partial_values([(key, (0, 2))])
-        assert_bytes_equal(vals[0], data[0:2])
+        observed_maybe = await store.get_partial_values(key_ranges=key_ranges)
+
+        observed: list[Buffer] = []
+        expected: list[Buffer] = []
+
+        for obs in observed_maybe:
+            assert obs is not None
+            observed.append(obs)
+
+        for idx in range(len(observed)):
+            key, byte_range = key_ranges[idx]
+            result = await store.get(key, byte_range=byte_range)
+            assert result is not None
+            expected.append(result)
 
-        # read back multiple parts of it at once
-        vals = await store.get_partial_values([(key, (0, 2)), (key, (2, 4))])
-        assert_bytes_equal(vals[0], data[0:2])
-        assert_bytes_equal(vals[1], data[2:4])
+        assert all(
+            obs.to_bytes() == exp.to_bytes() for obs, exp in zip(observed, expected, strict=True)
+        )
 
-    async def test_exists(self, store: Store) -> None:
+    async def test_exists(self, store: S) -> None:
         assert not await store.exists("foo")
         await store.set("foo/zarr.json", Buffer.from_bytes(b"bar"))
         assert await store.exists("foo/zarr.json")
 
-    async def test_delete(self, store: Store) -> None:
+    async def test_delete(self, store: S) -> None:
         await store.set("foo/zarr.json", Buffer.from_bytes(b"bar"))
         assert await store.exists("foo/zarr.json")
         await store.delete("foo/zarr.json")
         assert not await store.exists("foo/zarr.json")
 
-    async def test_list(self, store: Store) -> None:
+    async def test_list(self, store: S) -> None:
         assert [k async for k in store.list()] == []
         await store.set("foo/zarr.json", Buffer.from_bytes(b"bar"))
         keys = [k async for k in store.list()]
@@ -69,11 +138,11 @@ async def test_list(self, store: Store) -> None:
                 f"foo/c/{i}", Buffer.from_bytes(i.to_bytes(length=3, byteorder="little"))
             )
 
-    async def test_list_prefix(self, store: Store) -> None:
+    async def test_list_prefix(self, store: S) -> None:
         # TODO: we currently don't use list_prefix anywhere
-        pass
+        raise NotImplementedError
 
-    async def test_list_dir(self, store: Store) -> None:
+    async def test_list_dir(self, store: S) -> None:
         assert [k async for k in store.list_dir("")] == []
         assert [k async for k in store.list_dir("foo")] == []
         await store.set("foo/zarr.json", Buffer.from_bytes(b"bar"))
diff --git a/tests/v3/test_store.py b/tests/v3/test_store.py
index 9bdf2f5a8f..75438f8612 100644
--- a/tests/v3/test_store.py
+++ b/tests/v3/test_store.py
@@ -1,800 +1,72 @@
 from __future__ import annotations
 
-from pathlib import Path
+from collections.abc import MutableMapping
 
 import pytest
 
+from zarr.buffer import Buffer
 from zarr.store.local import LocalStore
 from zarr.store.memory import MemoryStore
 from zarr.testing.store import StoreTests
-from zarr.testing.utils import assert_bytes_equal
 
 
-@pytest.mark.parametrize("auto_mkdir", (True, False))
-def test_local_store_init(tmpdir, auto_mkdir: bool) -> None:
-    tmpdir_str = str(tmpdir)
-    tmpdir_path = Path(tmpdir_str)
-    store = LocalStore(root=tmpdir_str, auto_mkdir=auto_mkdir)
-
-    assert store.root == tmpdir_path
-    assert store.auto_mkdir == auto_mkdir
-
-    # ensure that str and pathlib.Path get normalized to the same output
-    assert store == LocalStore(root=tmpdir_path, auto_mkdir=auto_mkdir)
-
-    store_str = f"file://{tmpdir_str}"
-    assert str(store) == store_str
-    assert repr(store) == f"LocalStore({store_str!r})"
-
-
-@pytest.mark.parametrize("byte_range", (None, (0, None), (1, None), (1, 2), (None, 1)))
-async def test_local_store_get(
-    local_store, byte_range: None | tuple[int | None, int | None]
-) -> None:
-    payload = b"\x01\x02\x03\x04"
-    object_name = "foo"
-    (local_store.root / object_name).write_bytes(payload)
-    observed = await local_store.get(object_name, byte_range=byte_range)
-
-    if byte_range is None:
-        start = 0
-        length = len(payload)
-    else:
-        maybe_start, maybe_len = byte_range
-        if maybe_start is None:
-            start = 0
-        else:
-            start = maybe_start
-
-        if maybe_len is None:
-            length = len(payload) - start
-        else:
-            length = maybe_len
-
-    expected = payload[start : start + length]
-    assert_bytes_equal(observed, expected)
-
-    # test that getting from a file that doesn't exist returns None
-    assert await local_store.get(object_name + "_absent", byte_range=byte_range) is None
-
-
-@pytest.mark.parametrize(
-    "key_ranges",
-    (
-        [],
-        [("key_0", (0, 1))],
-        [("dir/key_0", (0, 1)), ("key_1", (0, 2))],
-        [("key_0", (0, 1)), ("key_1", (0, 2)), ("key_1", (0, 2))],
-    ),
-)
-async def test_local_store_get_partial(
-    tmpdir, key_ranges: tuple[list[tuple[str, tuple[int, int]]]]
-) -> None:
-    store = LocalStore(str(tmpdir), auto_mkdir=True)
-    # use the utf-8 encoding of the key as the bytes
-    for key, _ in key_ranges:
-        payload = bytes(key, encoding="utf-8")
-        target_path: Path = store.root / key
-        # create the parent directories
-        target_path.parent.mkdir(parents=True, exist_ok=True)
-        # write bytes
-        target_path.write_bytes(payload)
-
-    results = await store.get_partial_values(key_ranges)
-    for idx, observed in enumerate(results):
-        key, byte_range = key_ranges[idx]
-        expected = await store.get(key, byte_range=byte_range)
-        assert_bytes_equal(observed, expected)
-
-
-@pytest.mark.parametrize("path", ("foo", "foo/bar"))
-@pytest.mark.parametrize("auto_mkdir", (True, False))
-async def test_local_store_set(tmpdir, path: str, auto_mkdir: bool) -> None:
-    store = LocalStore(str(tmpdir), auto_mkdir=auto_mkdir)
-    payload = b"\x01\x02\x03\x04"
-
-    if "/" in path and not auto_mkdir:
-        with pytest.raises(FileNotFoundError):
-            await store.set(path, payload)
-    else:
-        x = await store.set(path, payload)
-
-        # this method should not return anything
-        assert x is None
-
-        assert (store.root / path).read_bytes() == payload
-
-
-# import zarr
-# from zarr._storage.store import _get_hierarchy_metadata, v3_api_available, StorageTransformer
-# from zarr._storage.v3_storage_transformers import (
-#     DummyStorageTransfomer,
-#     ShardingStorageTransformer,
-#     v3_sharding_available,
-# )
-# from zarr.core import Array
-# from zarr.meta import _default_entry_point_metadata_v3
-# from zarr.storage import (
-#     atexit_rmglob,
-#     atexit_rmtree,
-#     data_root,
-#     default_compressor,
-#     getsize,
-#     init_array,
-#     meta_root,
-#     normalize_store_arg,
-# )
-# from zarr._storage.v3 import (
-#     ABSStoreV3,
-#     ConsolidatedMetadataStoreV3,
-#     DBMStoreV3,
-#     DirectoryStoreV3,
-#     FSStoreV3,
-#     KVStore,
-#     KVStoreV3,
-#     LMDBStoreV3,
-#     LRUStoreCacheV3,
-#     MemoryStoreV3,
-#     MongoDBStoreV3,
-#     RedisStoreV3,
-#     SQLiteStoreV3,
-#     StoreV3,
-#     ZipStoreV3,
-# )
-# from .util import CountingDictV3, have_fsspec, skip_test_env_var, mktemp
-
-# # pytest will fail to run if the following fixtures aren't imported here
-# from .test_storage import StoreTests as _StoreTests
-# from .test_storage import TestABSStore as _TestABSStore
-# from .test_storage import TestConsolidatedMetadataStore as _TestConsolidatedMetadataStore
-# from .test_storage import TestDBMStore as _TestDBMStore
-# from .test_storage import TestDBMStoreBerkeleyDB as _TestDBMStoreBerkeleyDB
-# from .test_storage import TestDBMStoreDumb as _TestDBMStoreDumb
-# from .test_storage import TestDBMStoreGnu as _TestDBMStoreGnu
-# from .test_storage import TestDBMStoreNDBM as _TestDBMStoreNDBM
-# from .test_storage import TestDirectoryStore as _TestDirectoryStore
-# from .test_storage import TestFSStore as _TestFSStore
-# from .test_storage import TestLMDBStore as _TestLMDBStore
-# from .test_storage import TestLRUStoreCache as _TestLRUStoreCache
-# from .test_storage import TestMemoryStore as _TestMemoryStore
-# from .test_storage import TestSQLiteStore as _TestSQLiteStore
-# from .test_storage import TestSQLiteStoreInMemory as _TestSQLiteStoreInMemory
-# from .test_storage import TestZipStore as _TestZipStore
-# from .test_storage import dimension_separator_fixture, s3, skip_if_nested_chunks
-
-
-# pytestmark = pytest.mark.skipif(not v3_api_available, reason="v3 api is not available")
-
-
-# @pytest.fixture(
-#     params=[
-#         (None, "/"),
-#         (".", "."),
-#         ("/", "/"),
-#     ]
-# )
-# def dimension_separator_fixture_v3(request):
-#     return request.param
-
-
-# class DummyStore:
-#     # contains all methods expected of Mutable Mapping
-
-#     def keys(self):
-#         """keys"""
-
-#     def values(self):
-#         """values"""
-
-#     def get(self, value, default=None):
-#         """get"""
-
-#     def __setitem__(self, key, value):
-#         """__setitem__"""
-
-#     def __getitem__(self, key):
-#         """__getitem__"""
-
-#     def __delitem__(self, key):
-#         """__delitem__"""
-
-#     def __contains__(self, key):
-#         """__contains__"""
-
-
-# class InvalidDummyStore:
-#     # does not contain expected methods of a MutableMapping
-
-#     def keys(self):
-#         """keys"""
-
-
-# def test_ensure_store_v3():
-#     class InvalidStore:
-#         pass
-
-#     with pytest.raises(ValueError):
-#         StoreV3._ensure_store(InvalidStore())
-
-#     # cannot initialize with a store from a different Zarr version
-#     with pytest.raises(ValueError):
-#         StoreV3._ensure_store(KVStore(dict()))
-
-#     assert StoreV3._ensure_store(None) is None
-
-#     # class with all methods of a MutableMapping will become a KVStoreV3
-#     assert isinstance(StoreV3._ensure_store(DummyStore), KVStoreV3)
-
-#     with pytest.raises(ValueError):
-#         # does not have the methods expected of a MutableMapping
-#         StoreV3._ensure_store(InvalidDummyStore)
-
-
-# def test_valid_key():
-#     store = KVStoreV3(dict)
-
-#     # only ascii keys are valid
-#     assert not store._valid_key(5)
-#     assert not store._valid_key(2.8)
-
-#     for key in store._valid_key_characters:
-#         assert store._valid_key(key)
-
-#     # other characters not in store._valid_key_characters are not allowed
-#     assert not store._valid_key("*")
-#     assert not store._valid_key("~")
-#     assert not store._valid_key("^")
-
-
-# def test_validate_key():
-#     store = KVStoreV3(dict)
-
-#     # zarr.json is a valid key
-#     store._validate_key("zarr.json")
-#     # but other keys not starting with meta/ or data/ are not
-#     with pytest.raises(ValueError):
-#         store._validate_key("zar.json")
-
-#     # valid ascii keys
-#     for valid in [
-#         meta_root + "arr1.array.json",
-#         data_root + "arr1.array.json",
-#         meta_root + "subfolder/item_1-0.group.json",
-#     ]:
-#         store._validate_key(valid)
-#         # but otherwise valid keys cannot end in /
-#         with pytest.raises(ValueError):
-#             assert store._validate_key(valid + "/")
-
-#     for invalid in [0, "*", "~", "^", "&"]:
-#         with pytest.raises(ValueError):
-#             store._validate_key(invalid)
-
-
-# class StoreV3Tests(_StoreTests):
-
-#     version = 3
-#     root = meta_root
-
-#     def test_getsize(self):
-#         # TODO: determine proper getsize() behavior for v3
-#         #       Currently returns the combined size of entries under
-#         #       meta/root/path and data/root/path.
-#         #       Any path not under meta/root/ or data/root/ (including zarr.json)
-#         #       returns size 0.
-
-#         store = self.create_store()
-#         if isinstance(store, dict) or hasattr(store, "getsize"):
-#             assert 0 == getsize(store, "zarr.json")
-#             store[meta_root + "foo/a"] = b"x"
-#             assert 1 == getsize(store)
-#             assert 1 == getsize(store, "foo")
-#             store[meta_root + "foo/b"] = b"x"
-#             assert 2 == getsize(store, "foo")
-#             assert 1 == getsize(store, "foo/b")
-#             store[meta_root + "bar/a"] = b"yy"
-#             assert 2 == getsize(store, "bar")
-#             store[data_root + "bar/a"] = b"zzz"
-#             assert 5 == getsize(store, "bar")
-#             store[data_root + "baz/a"] = b"zzz"
-#             assert 3 == getsize(store, "baz")
-#             assert 10 == getsize(store)
-#             store[data_root + "quux"] = array.array("B", b"zzzz")
-#             assert 14 == getsize(store)
-#             assert 4 == getsize(store, "quux")
-#             store[data_root + "spong"] = np.frombuffer(b"zzzzz", dtype="u1")
-#             assert 19 == getsize(store)
-#             assert 5 == getsize(store, "spong")
-#         store.close()
-
-#     def test_init_array(self, dimension_separator_fixture_v3):
-
-#         pass_dim_sep, want_dim_sep = dimension_separator_fixture_v3
-
-#         store = self.create_store()
-#         path = "arr1"
-#         transformer = DummyStorageTransfomer(
-#             "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
-#         )
-#         init_array(
-#             store,
-#             path=path,
-#             shape=1000,
-#             chunks=100,
-#             dimension_separator=pass_dim_sep,
-#             storage_transformers=[transformer],
-#         )
-
-#         # check metadata
-#         mkey = meta_root + path + ".array.json"
-#         assert mkey in store
-#         meta = store._metadata_class.decode_array_metadata(store[mkey])
-#         assert (1000,) == meta["shape"]
-#         assert (100,) == meta["chunk_grid"]["chunk_shape"]
-#         assert np.dtype(None) == meta["data_type"]
-#         assert default_compressor == meta["compressor"]
-#         assert meta["fill_value"] is None
-#         # Missing MUST be assumed to be "/"
-#         assert meta["chunk_grid"]["separator"] is want_dim_sep
-#         assert len(meta["storage_transformers"]) == 1
-#         assert isinstance(meta["storage_transformers"][0], DummyStorageTransfomer)
-#         assert meta["storage_transformers"][0].test_value == DummyStorageTransfomer.TEST_CONSTANT
-#         store.close()
-
-#     def test_list_prefix(self):
-
-#         store = self.create_store()
-#         path = "arr1"
-#         init_array(store, path=path, shape=1000, chunks=100)
-
-#         expected = [meta_root + "arr1.array.json", "zarr.json"]
-#         assert sorted(store.list_prefix("")) == expected
-
-#         expected = [meta_root + "arr1.array.json"]
-#         assert sorted(store.list_prefix(meta_root.rstrip("/"))) == expected
-
-#         # cannot start prefix with '/'
-#         with pytest.raises(ValueError):
-#             store.list_prefix(prefix="/" + meta_root.rstrip("/"))
-
-#     def test_equal(self):
-#         store = self.create_store()
-#         assert store == store
-
-#     def test_rename_nonexisting(self):
-#         store = self.create_store()
-#         if store.is_erasable():
-#             with pytest.raises(ValueError):
-#                 store.rename("a", "b")
-#         else:
-#             with pytest.raises(NotImplementedError):
-#                 store.rename("a", "b")
-
-#     def test_get_partial_values(self):
-#         store = self.create_store()
-#         store.supports_efficient_get_partial_values in [True, False]
-#         store[data_root + "foo"] = b"abcdefg"
-#         store[data_root + "baz"] = b"z"
-#         assert [b"a"] == store.get_partial_values([(data_root + "foo", (0, 1))])
-#         assert [
-#             b"d",
-#             b"b",
-#             b"z",
-#             b"abc",
-#             b"defg",
-#             b"defg",
-#             b"g",
-#             b"ef",
-#         ] == store.get_partial_values(
-#             [
-#                 (data_root + "foo", (3, 1)),
-#                 (data_root + "foo", (1, 1)),
-#                 (data_root + "baz", (0, 1)),
-#                 (data_root + "foo", (0, 3)),
-#                 (data_root + "foo", (3, 4)),
-#                 (data_root + "foo", (3, None)),
-#                 (data_root + "foo", (-1, None)),
-#                 (data_root + "foo", (-3, 2)),
-#             ]
-#         )
-
-#     def test_set_partial_values(self):
-#         store = self.create_store()
-#         store.supports_efficient_set_partial_values()
-#         store[data_root + "foo"] = b"abcdefg"
-#         store.set_partial_values([(data_root + "foo", 0, b"hey")])
-#         assert store[data_root + "foo"] == b"heydefg"
-
-#         store.set_partial_values([(data_root + "baz", 0, b"z")])
-#         assert store[data_root + "baz"] == b"z"
-#         store.set_partial_values(
-#             [
-#                 (data_root + "foo", 1, b"oo"),
-#                 (data_root + "baz", 1, b"zzz"),
-#                 (data_root + "baz", 4, b"aaaa"),
-#                 (data_root + "foo", 6, b"done"),
-#             ]
-#         )
-#         assert store[data_root + "foo"] == b"hoodefdone"
-#         assert store[data_root + "baz"] == b"zzzzaaaa"
-#         store.set_partial_values(
-#             [
-#                 (data_root + "foo", -2, b"NE"),
-#                 (data_root + "baz", -5, b"q"),
-#             ]
-#         )
-#         assert store[data_root + "foo"] == b"hoodefdoNE"
-#         assert store[data_root + "baz"] == b"zzzq"
-
-
-# class TestMappingStoreV3(StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         return KVStoreV3(dict())
-
-#     def test_set_invalid_content(self):
-#         # Generic mappings support non-buffer types
-#         pass
-
-
-# class TestMemoryStoreV3(_TestMemoryStore, StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         skip_if_nested_chunks(**kwargs)
-#         return MemoryStoreV3(**kwargs)
-
-
-# class TestDirectoryStoreV3(_TestDirectoryStore, StoreV3Tests):
-#     def create_store(self, normalize_keys=False, **kwargs):
-#         # For v3, don't have to skip if nested.
-#         # skip_if_nested_chunks(**kwargs)
-
-#         path = tempfile.mkdtemp()
-#         atexit.register(atexit_rmtree, path)
-#         store = DirectoryStoreV3(path, normalize_keys=normalize_keys, **kwargs)
-#         return store
-
-#     def test_rename_nonexisting(self):
-#         store = self.create_store()
-#         with pytest.raises(FileNotFoundError):
-#             store.rename(meta_root + "a", meta_root + "b")
-
-
-# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-# class TestFSStoreV3(_TestFSStore, StoreV3Tests):
-#     def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
-
-#         if path is None:
-#             path = tempfile.mkdtemp()
-#             atexit.register(atexit_rmtree, path)
-
-#         store = FSStoreV3(
-#             path, normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
-#         )
-#         return store
-
-#     def test_init_array(self):
-#         store = self.create_store()
-#         path = "arr1"
-#         init_array(store, path=path, shape=1000, chunks=100)
-
-#         # check metadata
-#         mkey = meta_root + path + ".array.json"
-#         assert mkey in store
-#         meta = store._metadata_class.decode_array_metadata(store[mkey])
-#         assert (1000,) == meta["shape"]
-#         assert (100,) == meta["chunk_grid"]["chunk_shape"]
-#         assert np.dtype(None) == meta["data_type"]
-#         assert meta["chunk_grid"]["separator"] == "/"
-
-
-# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-# class TestFSStoreV3WithKeySeparator(StoreV3Tests):
-#     def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
-
-#         # Since the user is passing key_separator, that will take priority.
-#         skip_if_nested_chunks(**kwargs)
-
-#         path = tempfile.mkdtemp()
-#         atexit.register(atexit_rmtree, path)
-#         return FSStoreV3(path, normalize_keys=normalize_keys, key_separator=key_separator)
-
-
-# # TODO: enable once N5StoreV3 has been implemented
-# # @pytest.mark.skipif(True, reason="N5StoreV3 not yet fully implemented")
-# # class TestN5StoreV3(_TestN5Store, TestDirectoryStoreV3, StoreV3Tests):
-
-
-# class TestZipStoreV3(_TestZipStore, StoreV3Tests):
-
-#     ZipStoreClass = ZipStoreV3
-
-#     def create_store(self, **kwargs):
-#         path = mktemp(suffix=".zip")
-#         atexit.register(os.remove, path)
-#         store = ZipStoreV3(path, mode="w", **kwargs)
-#         return store
-
-
-# class TestDBMStoreV3(_TestDBMStore, StoreV3Tests):
-#     def create_store(self, dimension_separator=None):
-#         path = mktemp(suffix=".anydbm")
-#         atexit.register(atexit_rmglob, path + "*")
-#         # create store using default dbm implementation
-#         store = DBMStoreV3(path, flag="n", dimension_separator=dimension_separator)
-#         return store
-
-
-# class TestDBMStoreV3Dumb(_TestDBMStoreDumb, StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         path = mktemp(suffix=".dumbdbm")
-#         atexit.register(atexit_rmglob, path + "*")
-
-#         import dbm.dumb as dumbdbm
-
-#         store = DBMStoreV3(path, flag="n", open=dumbdbm.open, **kwargs)
-#         return store
-
-
-# class TestDBMStoreV3Gnu(_TestDBMStoreGnu, StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         gdbm = pytest.importorskip("dbm.gnu")
-#         path = mktemp(suffix=".gdbm")  # pragma: no cover
-#         atexit.register(os.remove, path)  # pragma: no cover
-#         store = DBMStoreV3(
-#             path, flag="n", open=gdbm.open, write_lock=False, **kwargs
-#         )  # pragma: no cover
-#         return store  # pragma: no cover
-
-
-# class TestDBMStoreV3NDBM(_TestDBMStoreNDBM, StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         ndbm = pytest.importorskip("dbm.ndbm")
-#         path = mktemp(suffix=".ndbm")  # pragma: no cover
-#         atexit.register(atexit_rmglob, path + "*")  # pragma: no cover
-#         store = DBMStoreV3(path, flag="n", open=ndbm.open, **kwargs)  # pragma: no cover
-#         return store  # pragma: no cover
-
-
-# class TestDBMStoreV3BerkeleyDB(_TestDBMStoreBerkeleyDB, StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         bsddb3 = pytest.importorskip("bsddb3")
-#         path = mktemp(suffix=".dbm")
-#         atexit.register(os.remove, path)
-#         store = DBMStoreV3(path, flag="n", open=bsddb3.btopen, write_lock=False, **kwargs)
-#         return store
-
-
-# class TestLMDBStoreV3(_TestLMDBStore, StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         pytest.importorskip("lmdb")
-#         path = mktemp(suffix=".lmdb")
-#         atexit.register(atexit_rmtree, path)
-#         buffers = True
-#         store = LMDBStoreV3(path, buffers=buffers, **kwargs)
-#         return store
-
-
-# class TestSQLiteStoreV3(_TestSQLiteStore, StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         pytest.importorskip("sqlite3")
-#         path = mktemp(suffix=".db")
-#         atexit.register(atexit_rmtree, path)
-#         store = SQLiteStoreV3(path, **kwargs)
-#         return store
-
-
-# class TestSQLiteStoreV3InMemory(_TestSQLiteStoreInMemory, StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         pytest.importorskip("sqlite3")
-#         store = SQLiteStoreV3(":memory:", **kwargs)
-#         return store
-
-
-# @skip_test_env_var("ZARR_TEST_MONGO")
-# class TestMongoDBStoreV3(StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         pytest.importorskip("pymongo")
-#         store = MongoDBStoreV3(
-#             host="127.0.0.1", database="zarr_tests", collection="zarr_tests", **kwargs
-#         )
-#         # start with an empty store
-#         store.clear()
-#         return store
-
-
-# @skip_test_env_var("ZARR_TEST_REDIS")
-# class TestRedisStoreV3(StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         # TODO: this is the default host for Redis on Travis,
-#         # we probably want to generalize this though
-#         pytest.importorskip("redis")
-#         store = RedisStoreV3(host="localhost", port=6379, **kwargs)
-#         # start with an empty store
-#         store.clear()
-#         return store
-
-
-# @pytest.mark.skipif(not v3_sharding_available, reason="sharding is disabled")
-# class TestStorageTransformerV3(TestMappingStoreV3):
-#     def create_store(self, **kwargs):
-#         inner_store = super().create_store(**kwargs)
-#         dummy_transformer = DummyStorageTransfomer(
-#             "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
-#         )
-#         sharding_transformer = ShardingStorageTransformer(
-#             "indexed",
-#             chunks_per_shard=2,
-#         )
-#         path = "bla"
-#         init_array(
-#             inner_store,
-#             path=path,
-#             shape=1000,
-#             chunks=100,
-#             dimension_separator=".",
-#             storage_transformers=[dummy_transformer, sharding_transformer],
-#         )
-#         store = Array(store=inner_store, path=path).chunk_store
-#         store.erase_prefix("data/root/bla/")
-#         store.clear()
-#         return store
-
-#     def test_method_forwarding(self):
-#         store = self.create_store()
-#         inner_store = store.inner_store.inner_store
-#         assert store.list() == inner_store.list()
-#         assert store.list_dir(data_root) == inner_store.list_dir(data_root)
-
-#         assert store.is_readable()
-#         assert store.is_writeable()
-#         assert store.is_listable()
-#         inner_store._readable = False
-#         inner_store._writeable = False
-#         inner_store._listable = False
-#         assert not store.is_readable()
-#         assert not store.is_writeable()
-#         assert not store.is_listable()
-
-
-# class TestLRUStoreCacheV3(_TestLRUStoreCache, StoreV3Tests):
-
-#     CountingClass = CountingDictV3
-#     LRUStoreClass = LRUStoreCacheV3
-
-
-# @skip_test_env_var("ZARR_TEST_ABS")
-# class TestABSStoreV3(_TestABSStore, StoreV3Tests):
-
-#     ABSStoreClass = ABSStoreV3
-
-
-# def test_normalize_store_arg_v3(tmpdir):
-
-#     fn = tmpdir.join("store.zip")
-#     store = normalize_store_arg(str(fn), zarr_version=3, mode="w")
-#     assert isinstance(store, ZipStoreV3)
-#     assert "zarr.json" in store
-
-#     # can't pass storage_options to non-fsspec store
-#     with pytest.raises(ValueError):
-#         normalize_store_arg(str(fn), zarr_version=3, mode="w", storage_options={"some": "kwargs"})
-
-#     if have_fsspec:
-#         import fsspec
-
-#         path = tempfile.mkdtemp()
-#         store = normalize_store_arg("file://" + path, zarr_version=3, mode="w")
-#         assert isinstance(store, FSStoreV3)
-#         assert "zarr.json" in store
-
-#         store = normalize_store_arg(fsspec.get_mapper("file://" + path), zarr_version=3)
-#         assert isinstance(store, FSStoreV3)
-
-#         # regression for https://github.com/zarr-developers/zarr-python/issues/1382
-#         # contents of zarr.json are not important for this test
-#         out = {"version": 1, "refs": {"zarr.json": "{...}"}}
-#         store = normalize_store_arg(
-#             "reference://",
-#             storage_options={"fo": out, "remote_protocol": "memory"}, zarr_version=3
-#         )
-#         assert isinstance(store, FSStoreV3)
-
-#     fn = tmpdir.join("store.n5")
-#     with pytest.raises(NotImplementedError):
-#         normalize_store_arg(str(fn), zarr_version=3, mode="w")
-
-#     # error on zarr_version=3 with a v2 store
-#     with pytest.raises(ValueError):
-#         normalize_store_arg(KVStore(dict()), zarr_version=3, mode="w")
-
-#     # error on zarr_version=2 with a v3 store
-#     with pytest.raises(ValueError):
-#         normalize_store_arg(KVStoreV3(dict()), zarr_version=2, mode="w")
-
-
-# class TestConsolidatedMetadataStoreV3(_TestConsolidatedMetadataStore):
-
-#     version = 3
-#     ConsolidatedMetadataClass = ConsolidatedMetadataStoreV3
-
-#     @property
-#     def metadata_key(self):
-#         return meta_root + "consolidated/.zmetadata"
+@pytest.mark.parametrize("store_dict", (None, {}))
+class TestMemoryStore(StoreTests[MemoryStore]):
+    store_cls = MemoryStore
 
-#     def test_bad_store_version(self):
-#         with pytest.raises(ValueError):
-#             self.ConsolidatedMetadataClass(KVStore(dict()))
+    def set(self, store: MemoryStore, key: str, value: Buffer) -> None:
+        store._store_dict[key] = value
 
+    def get(self, store: MemoryStore, key: str) -> Buffer:
+        return store._store_dict[key]
 
-# def test_get_hierarchy_metadata():
-#     store = KVStoreV3({})
+    @pytest.fixture(scope="function")
+    def store(self, store_dict: MutableMapping[str, Buffer] | None):
+        return MemoryStore(store_dict=store_dict)
 
-#     # error raised if 'jarr.json' is not in the store
-#     with pytest.raises(ValueError):
-#         _get_hierarchy_metadata(store)
+    def test_store_repr(self, store: MemoryStore) -> None:
+        assert str(store) == f"memory://{id(store._store_dict)}"
 
-#     store["zarr.json"] = _default_entry_point_metadata_v3
-#     assert _get_hierarchy_metadata(store) == _default_entry_point_metadata_v3
+    def test_store_supports_writes(self, store: MemoryStore) -> None:
+        assert True
 
-#     # ValueError if only a subset of keys are present
-#     store["zarr.json"] = {"zarr_format": "https://purl.org/zarr/spec/protocol/core/3.0"}
-#     with pytest.raises(ValueError):
-#         _get_hierarchy_metadata(store)
+    def test_store_supports_listing(self, store: MemoryStore) -> None:
+        assert True
 
-#     # ValueError if any unexpected keys are present
-#     extra_metadata = copy.copy(_default_entry_point_metadata_v3)
-#     extra_metadata["extra_key"] = "value"
-#     store["zarr.json"] = extra_metadata
-#     with pytest.raises(ValueError):
-#         _get_hierarchy_metadata(store)
+    def test_store_supports_partial_writes(self, store: MemoryStore) -> None:
+        assert True
 
+    def test_list_prefix(self, store: MemoryStore) -> None:
+        assert True
 
-# def test_top_level_imports():
-#     for store_name in [
-#         "ABSStoreV3",
-#         "DBMStoreV3",
-#         "KVStoreV3",
-#         "DirectoryStoreV3",
-#         "LMDBStoreV3",
-#         "LRUStoreCacheV3",
-#         "MemoryStoreV3",
-#         "MongoDBStoreV3",
-#         "RedisStoreV3",
-#         "SQLiteStoreV3",
-#         "ZipStoreV3",
-#     ]:
-#         if v3_api_available:
-#             assert hasattr(zarr, store_name)  # pragma: no cover
-#         else:
-#             assert not hasattr(zarr, store_name)  # pragma: no cover
 
+class TestLocalStore(StoreTests[LocalStore]):
+    store_cls = LocalStore
 
-# def _get_public_and_dunder_methods(some_class):
-#     return set(
-#         name
-#         for name, _ in inspect.getmembers(some_class, predicate=inspect.isfunction)
-#         if not name.startswith("_") or name.startswith("__")
-#     )
+    def get(self, store: LocalStore, key: str) -> Buffer:
+        return Buffer.from_bytes((store.root / key).read_bytes())
 
+    def set(self, store: LocalStore, key: str, value: Buffer) -> None:
+        parent = (store.root / key).parent
+        if not parent.exists():
+            parent.mkdir(parents=True)
+        (store.root / key).write_bytes(value.to_bytes())
 
-# def test_storage_transformer_interface():
-#     store_v3_methods = _get_public_and_dunder_methods(StoreV3)
-#     store_v3_methods.discard("__init__")
-#     # Note, getitems() isn't mandatory when get_partial_values() is available
-#     store_v3_methods.discard("getitems")
-#     storage_transformer_methods = _get_public_and_dunder_methods(StorageTransformer)
-#     storage_transformer_methods.discard("__init__")
-#     storage_transformer_methods.discard("get_config")
-#     assert storage_transformer_methods == store_v3_methods
+    @pytest.fixture(scope="function")
+    def store(self, tmpdir) -> LocalStore:
+        return self.store_cls(str(tmpdir))
 
+    def test_store_repr(self, store: LocalStore) -> None:
+        assert str(store) == f"file://{store.root!s}"
 
-class TestMemoryStore(StoreTests):
-    store_cls = MemoryStore
+    def test_store_supports_writes(self, store: LocalStore) -> None:
+        assert True
 
+    def test_store_supports_partial_writes(self, store: LocalStore) -> None:
+        assert True
 
-class TestLocalStore(StoreTests):
-    store_cls = LocalStore
+    def test_store_supports_listing(self, store: LocalStore) -> None:
+        assert True
 
-    @pytest.fixture(scope="function")
-    @pytest.mark.parametrize("auto_mkdir", (True, False))
-    def store(self, tmpdir) -> LocalStore:
-        return self.store_cls(str(tmpdir))
+    def test_list_prefix(self, store: LocalStore) -> None:
+        assert True

From ef15e20192c294cc82b9194ca29190ac9806d6fa Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Wed, 29 May 2024 08:00:52 -0700
Subject: [PATCH 0550/1078] [v3] Feature: Store open mode (#1911)

* wip

* feature(store): set open mode on store initialization
---
 src/zarr/abc/store.py     | 27 ++++++++++++++++++++++++++-
 src/zarr/common.py        |  1 +
 src/zarr/store/core.py    | 10 ++++++++--
 src/zarr/store/local.py   |  8 ++++++--
 src/zarr/store/memory.py  |  9 +++++++--
 src/zarr/store/remote.py  | 10 +++++++++-
 src/zarr/testing/store.py | 37 ++++++++++++++++++++++++++++++++++---
 tests/v3/conftest.py      | 14 +++++++-------
 tests/v3/test_codecs.py   |  2 +-
 tests/v3/test_store.py    | 29 ++++++++++++++++-------------
 tests/v3/test_v2.py       |  2 +-
 11 files changed, 116 insertions(+), 33 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 7087706b33..e86fe5d07a 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -3,10 +3,31 @@
 from typing import Protocol, runtime_checkable
 
 from zarr.buffer import Buffer
-from zarr.common import BytesLike
+from zarr.common import BytesLike, OpenMode
 
 
 class Store(ABC):
+    _mode: OpenMode
+
+    def __init__(self, mode: OpenMode = "r"):
+        if mode not in ("r", "r+", "w", "w-", "a"):
+            raise ValueError("mode must be one of 'r', 'r+', 'w', 'w-', 'a'")
+        self._mode = mode
+
+    @property
+    def mode(self) -> OpenMode:
+        """Access mode of the store."""
+        return self._mode
+
+    @property
+    def writeable(self) -> bool:
+        """Is the store writeable?"""
+        return self.mode in ("a", "w", "w-")
+
+    def _check_writable(self) -> None:
+        if not self.writeable:
+            raise ValueError("store mode does not support writing")
+
     @abstractmethod
     async def get(
         self, key: str, byte_range: tuple[int | None, int | None] | None = None
@@ -147,6 +168,10 @@ def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         """
         ...
 
+    def close(self) -> None:  # noqa: B027
+        """Close the store."""
+        pass
+
 
 @runtime_checkable
 class ByteGetter(Protocol):
diff --git a/src/zarr/common.py b/src/zarr/common.py
index 9d8315abc8..9527efbbce 100644
--- a/src/zarr/common.py
+++ b/src/zarr/common.py
@@ -27,6 +27,7 @@
 Selection = slice | SliceSelection
 ZarrFormat = Literal[2, 3]
 JSON = None | str | int | float | Enum | dict[str, "JSON"] | list["JSON"] | tuple["JSON", ...]
+OpenMode = Literal["r", "r+", "a", "w", "w-"]
 
 
 def product(tup: ChunkCoords) -> int:
diff --git a/src/zarr/store/core.py b/src/zarr/store/core.py
index 4e7a7fcca1..abb08291df 100644
--- a/src/zarr/store/core.py
+++ b/src/zarr/store/core.py
@@ -5,6 +5,7 @@
 
 from zarr.abc.store import Store
 from zarr.buffer import Buffer
+from zarr.common import OpenMode
 from zarr.store.local import LocalStore
 
 
@@ -60,13 +61,18 @@ def __eq__(self, other: Any) -> bool:
 StoreLike = Store | StorePath | Path | str
 
 
-def make_store_path(store_like: StoreLike) -> StorePath:
+def make_store_path(store_like: StoreLike, *, mode: OpenMode | None = None) -> StorePath:
     if isinstance(store_like, StorePath):
+        if mode is not None:
+            assert mode == store_like.store.mode
         return store_like
     elif isinstance(store_like, Store):
+        if mode is not None:
+            assert mode == store_like.mode
         return StorePath(store_like)
     elif isinstance(store_like, str):
-        return StorePath(LocalStore(Path(store_like)))
+        assert mode is not None
+        return StorePath(LocalStore(Path(store_like), mode=mode))
     raise TypeError
 
 
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index 50fe9701fc..40abe12932 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -7,7 +7,7 @@
 
 from zarr.abc.store import Store
 from zarr.buffer import Buffer
-from zarr.common import concurrent_map, to_thread
+from zarr.common import OpenMode, concurrent_map, to_thread
 
 
 def _get(path: Path, byte_range: tuple[int | None, int | None] | None) -> Buffer:
@@ -69,7 +69,8 @@ class LocalStore(Store):
 
     root: Path
 
-    def __init__(self, root: Path | str):
+    def __init__(self, root: Path | str, *, mode: OpenMode = "r"):
+        super().__init__(mode=mode)
         if isinstance(root, str):
             root = Path(root)
         assert isinstance(root, Path)
@@ -117,6 +118,7 @@ async def get_partial_values(
         return await concurrent_map(args, to_thread, limit=None)  # TODO: fix limit
 
     async def set(self, key: str, value: Buffer) -> None:
+        self._check_writable()
         assert isinstance(key, str)
         if isinstance(value, bytes | bytearray):
             # TODO: to support the v2 tests, we convert bytes to Buffer here
@@ -127,6 +129,7 @@ async def set(self, key: str, value: Buffer) -> None:
         await to_thread(_put, path, value)
 
     async def set_partial_values(self, key_start_values: list[tuple[str, int, bytes]]) -> None:
+        self._check_writable()
         args = []
         for key, start, value in key_start_values:
             assert isinstance(key, str)
@@ -138,6 +141,7 @@ async def set_partial_values(self, key_start_values: list[tuple[str, int, bytes]
         await concurrent_map(args, to_thread, limit=None)  # TODO: fix limit
 
     async def delete(self, key: str) -> None:
+        self._check_writable()
         path = self.root / key
         if path.is_dir():  # TODO: support deleting directories? shutil.rmtree?
             shutil.rmtree(path)
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 5e438919cf..74bb5454fe 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -4,7 +4,7 @@
 
 from zarr.abc.store import Store
 from zarr.buffer import Buffer
-from zarr.common import concurrent_map
+from zarr.common import OpenMode, concurrent_map
 from zarr.store.core import _normalize_interval_index
 
 
@@ -17,7 +17,10 @@ class MemoryStore(Store):
 
     _store_dict: MutableMapping[str, Buffer]
 
-    def __init__(self, store_dict: MutableMapping[str, Buffer] | None = None):
+    def __init__(
+        self, store_dict: MutableMapping[str, Buffer] | None = None, *, mode: OpenMode = "r"
+    ):
+        super().__init__(mode=mode)
         self._store_dict = store_dict or {}
 
     def __str__(self) -> str:
@@ -47,6 +50,7 @@ async def exists(self, key: str) -> bool:
         return key in self._store_dict
 
     async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
+        self._check_writable()
         assert isinstance(key, str)
         if isinstance(value, bytes | bytearray):
             # TODO: to support the v2 tests, we convert bytes to Buffer here
@@ -62,6 +66,7 @@ async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None
             self._store_dict[key] = value
 
     async def delete(self, key: str) -> None:
+        self._check_writable()
         try:
             del self._store_dict[key]
         except KeyError:
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index a3395459fd..3b086f0a03 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -4,6 +4,7 @@
 
 from zarr.abc.store import Store
 from zarr.buffer import Buffer
+from zarr.common import OpenMode
 from zarr.store.core import _dereference_path
 
 if TYPE_CHECKING:
@@ -18,10 +19,14 @@ class RemoteStore(Store):
 
     root: UPath
 
-    def __init__(self, url: UPath | str, **storage_options: dict[str, Any]):
+    def __init__(
+        self, url: UPath | str, *, mode: OpenMode = "r", **storage_options: dict[str, Any]
+    ):
         import fsspec
         from upath import UPath
 
+        super().__init__(mode=mode)
+
         if isinstance(url, str):
             self.root = UPath(url, **storage_options)
         else:
@@ -29,6 +34,7 @@ def __init__(self, url: UPath | str, **storage_options: dict[str, Any]):
                 len(storage_options) == 0
             ), "If constructed with a UPath object, no additional storage_options are allowed."
             self.root = url.rstrip("/")
+
         # test instantiate file system
         fs, _ = fsspec.core.url_to_fs(str(self.root), asynchronous=True, **self.root._kwargs)
         assert fs.__class__.async_impl, "FileSystem needs to support async operations."
@@ -67,6 +73,7 @@ async def get(
         return value
 
     async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
+        self._check_writable()
         assert isinstance(key, str)
         fs, root = self._make_fs()
         path = _dereference_path(root, key)
@@ -80,6 +87,7 @@ async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None
             await fs._pipe_file(path, value)
 
     async def delete(self, key: str) -> None:
+        self._check_writable()
         fs, root = self._make_fs()
         path = _dereference_path(root, key)
         if await fs._exists(path):
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 1c0ed93734..b317f383f6 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -1,4 +1,4 @@
-from typing import Generic, TypeVar
+from typing import Any, Generic, TypeVar
 
 import pytest
 
@@ -31,13 +31,43 @@ def get(self, store: S, key: str) -> Buffer:
         raise NotImplementedError
 
     @pytest.fixture(scope="function")
-    def store(self) -> Store:
-        return self.store_cls()
+    def store_kwargs(self) -> dict[str, Any]:
+        return {"mode": "w"}
+
+    @pytest.fixture(scope="function")
+    def store(self, store_kwargs: dict[str, Any]) -> Store:
+        return self.store_cls(**store_kwargs)
 
     def test_store_type(self, store: S) -> None:
         assert isinstance(store, Store)
         assert isinstance(store, self.store_cls)
 
+    def test_store_mode(self, store: S, store_kwargs: dict[str, Any]) -> None:
+        assert store.mode == "w", store.mode
+        assert store.writeable
+
+        with pytest.raises(AttributeError):
+            store.mode = "w"  # type: ignore
+
+        # read-only
+        kwargs = {**store_kwargs, "mode": "r"}
+        read_store = self.store_cls(**kwargs)
+        assert read_store.mode == "r", read_store.mode
+        assert not read_store.writeable
+
+    async def test_not_writable_store_raises(self, store_kwargs: dict[str, Any]) -> None:
+        kwargs = {**store_kwargs, "mode": "r"}
+        store = self.store_cls(**kwargs)
+        assert not store.writeable
+
+        # set
+        with pytest.raises(ValueError):
+            await store.set("foo", Buffer.from_bytes(b"bar"))
+
+        # delete
+        with pytest.raises(ValueError):
+            await store.delete("foo")
+
     def test_store_repr(self, store: S) -> None:
         raise NotImplementedError
 
@@ -72,6 +102,7 @@ async def test_set(self, store: S, key: str, data: bytes) -> None:
         """
         Ensure that data can be written to the store using the store.set method.
         """
+        assert store.writeable
         data_buf = Buffer.from_bytes(data)
         await store.set(key, data_buf)
         observed = self.get(store, key)
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index 21dc58197e..6b58cce412 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -22,11 +22,11 @@ def parse_store(
     store: Literal["local", "memory", "remote"], path: str
 ) -> LocalStore | MemoryStore | RemoteStore:
     if store == "local":
-        return LocalStore(path)
+        return LocalStore(path, mode="w")
     if store == "memory":
-        return MemoryStore()
+        return MemoryStore(mode="w")
     if store == "remote":
-        return RemoteStore()
+        return RemoteStore(mode="w")
     raise AssertionError
 
 
@@ -38,24 +38,24 @@ def path_type(request):
 # todo: harmonize this with local_store fixture
 @pytest.fixture
 def store_path(tmpdir):
-    store = LocalStore(str(tmpdir))
+    store = LocalStore(str(tmpdir), mode="w")
     p = StorePath(store)
     return p
 
 
 @pytest.fixture(scope="function")
 def local_store(tmpdir):
-    return LocalStore(str(tmpdir))
+    return LocalStore(str(tmpdir), mode="w")
 
 
 @pytest.fixture(scope="function")
 def remote_store():
-    return RemoteStore()
+    return RemoteStore(mode="w")
 
 
 @pytest.fixture(scope="function")
 def memory_store():
-    return MemoryStore()
+    return MemoryStore(mode="w")
 
 
 @pytest.fixture(scope="function")
diff --git a/tests/v3/test_codecs.py b/tests/v3/test_codecs.py
index a595b12494..251570f767 100644
--- a/tests/v3/test_codecs.py
+++ b/tests/v3/test_codecs.py
@@ -50,7 +50,7 @@ async def set(self, value: np.ndarray):
 
 @pytest.fixture
 def store() -> Iterator[Store]:
-    yield StorePath(MemoryStore())
+    yield StorePath(MemoryStore(mode="w"))
 
 
 @pytest.fixture
diff --git a/tests/v3/test_store.py b/tests/v3/test_store.py
index 75438f8612..52882ea78c 100644
--- a/tests/v3/test_store.py
+++ b/tests/v3/test_store.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from collections.abc import MutableMapping
+from typing import Any
 
 import pytest
 
@@ -10,7 +10,6 @@
 from zarr.testing.store import StoreTests
 
 
-@pytest.mark.parametrize("store_dict", (None, {}))
 class TestMemoryStore(StoreTests[MemoryStore]):
     store_cls = MemoryStore
 
@@ -20,21 +19,25 @@ def set(self, store: MemoryStore, key: str, value: Buffer) -> None:
     def get(self, store: MemoryStore, key: str) -> Buffer:
         return store._store_dict[key]
 
+    @pytest.fixture(scope="function", params=[None, {}])
+    def store_kwargs(self, request) -> dict[str, Any]:
+        return {"store_dict": request.param, "mode": "w"}
+
     @pytest.fixture(scope="function")
-    def store(self, store_dict: MutableMapping[str, Buffer] | None):
-        return MemoryStore(store_dict=store_dict)
+    def store(self, store_kwargs: dict[str, Any]) -> MemoryStore:
+        return self.store_cls(**store_kwargs)
 
     def test_store_repr(self, store: MemoryStore) -> None:
         assert str(store) == f"memory://{id(store._store_dict)}"
 
     def test_store_supports_writes(self, store: MemoryStore) -> None:
-        assert True
+        assert store.supports_writes
 
     def test_store_supports_listing(self, store: MemoryStore) -> None:
-        assert True
+        assert store.supports_listing
 
     def test_store_supports_partial_writes(self, store: MemoryStore) -> None:
-        assert True
+        assert store.supports_partial_writes
 
     def test_list_prefix(self, store: MemoryStore) -> None:
         assert True
@@ -52,21 +55,21 @@ def set(self, store: LocalStore, key: str, value: Buffer) -> None:
             parent.mkdir(parents=True)
         (store.root / key).write_bytes(value.to_bytes())
 
-    @pytest.fixture(scope="function")
-    def store(self, tmpdir) -> LocalStore:
-        return self.store_cls(str(tmpdir))
+    @pytest.fixture
+    def store_kwargs(self, tmpdir) -> dict[str, str]:
+        return {"root": str(tmpdir), "mode": "w"}
 
     def test_store_repr(self, store: LocalStore) -> None:
         assert str(store) == f"file://{store.root!s}"
 
     def test_store_supports_writes(self, store: LocalStore) -> None:
-        assert True
+        assert store.supports_writes
 
     def test_store_supports_partial_writes(self, store: LocalStore) -> None:
-        assert True
+        assert store.supports_partial_writes
 
     def test_store_supports_listing(self, store: LocalStore) -> None:
-        assert True
+        assert store.supports_listing
 
     def test_list_prefix(self, store: LocalStore) -> None:
         assert True
diff --git a/tests/v3/test_v2.py b/tests/v3/test_v2.py
index 2a38dc8fdc..41555bbd26 100644
--- a/tests/v3/test_v2.py
+++ b/tests/v3/test_v2.py
@@ -10,7 +10,7 @@
 
 @pytest.fixture
 def store() -> Iterator[Store]:
-    yield StorePath(MemoryStore())
+    yield StorePath(MemoryStore(mode="w"))
 
 
 def test_simple(store: Store):

From 14e2ed38bd5ce4219d15eee9a093262a947baa8e Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Fri, 31 May 2024 14:00:03 -0700
Subject: [PATCH 0551/1078] chore: update pre-commit hooks (#1920)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- https://github.com/charliermarsh/ruff-pre-commit → https://github.com/astral-sh/ruff-pre-commit
- [github.com/astral-sh/ruff-pre-commit: v0.4.3 → v0.4.5](https://github.com/astral-sh/ruff-pre-commit/compare/v0.4.3...v0.4.5)
- [github.com/codespell-project/codespell: v2.2.6 → v2.3.0](https://github.com/codespell-project/codespell/compare/v2.2.6...v2.3.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index ffa3c94efa..58cbac3c45 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -6,14 +6,14 @@ default_stages: [commit, push]
 default_language_version:
   python: python3
 repos:
-  - repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: 'v0.4.3'
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: 'v0.4.5'
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
     - id: ruff-format
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.2.6
+    rev: v2.3.0
     hooks:
       - id: codespell
         args: ["-L", "ba,ihs,kake,nd,noe,nwo,te,fo,zar", "-S", "fixture"]

From 9ad01f1f8f80e9c96fb58df38435f1adad0d6def Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 31 May 2024 22:01:25 +0100
Subject: [PATCH 0552/1078] Disallow implicit re-exports (#1908)

* No implict reexports

* Clean up v2 mypy ignores
---
 pyproject.toml              | 19 +++++++------------
 src/zarr/array.py           |  4 ++--
 src/zarr/codecs/__init__.py | 31 +++++++++++++++++++++++--------
 src/zarr/codecs/pipeline.py |  3 +--
 src/zarr/codecs/sharding.py |  3 +--
 src/zarr/metadata.py        |  3 +++
 src/zarr/store/__init__.py  |  2 ++
 7 files changed, 39 insertions(+), 26 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 947bec9369..4bcbfd0a0a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -201,34 +201,30 @@ disallow_incomplete_defs = true
 disallow_untyped_calls = true
 
 disallow_untyped_defs = true
+no_implicit_reexport = true
+
 
 [[tool.mypy.overrides]]
 module = [
     "zarr.v2.*",
-    "zarr.group",
-    "tests.*",
 ]
-check_untyped_defs = false
+ignore_errors = true
 
 [[tool.mypy.overrides]]
 module = [
-    "zarr.v2.*",
-    "zarr.array_v2",
+    "zarr.group",
+    "tests.*",
 ]
-disallow_any_generics = false
+check_untyped_defs = false
 
 [[tool.mypy.overrides]]
 module = [
-    "zarr.v2.*",
-    "zarr.array_v2",
     "zarr.group"
 ]
 disallow_incomplete_defs = false
 
 [[tool.mypy.overrides]]
 module = [
-    "zarr.v2.*",
-    "zarr.array_v2",
     "zarr.array",
     "zarr.buffer"
 ]
@@ -236,13 +232,12 @@ disallow_untyped_calls = false
 
 [[tool.mypy.overrides]]
 module = [
-    "zarr.v2.*",
-    "zarr.array_v2",
     "zarr.array",
     "zarr.group",
 ]
 disallow_untyped_defs = false
 
+
 [tool.pytest.ini_options]
 minversion = "7"
 testpaths = ["tests"]
diff --git a/src/zarr/array.py b/src/zarr/array.py
index 7da39c285e..cb780bb8d7 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -34,9 +34,9 @@
     ZarrFormat,
     concurrent_map,
 )
-from zarr.config import config
+from zarr.config import config, parse_indexing_order
 from zarr.indexing import BasicIndexer
-from zarr.metadata import ArrayMetadata, ArrayV2Metadata, ArrayV3Metadata, parse_indexing_order
+from zarr.metadata import ArrayMetadata, ArrayV2Metadata, ArrayV3Metadata
 from zarr.store import StoreLike, StorePath, make_store_path
 from zarr.sync import sync
 
diff --git a/src/zarr/codecs/__init__.py b/src/zarr/codecs/__init__.py
index 0f0ff55df5..3ef3a87db7 100644
--- a/src/zarr/codecs/__init__.py
+++ b/src/zarr/codecs/__init__.py
@@ -1,10 +1,25 @@
 from __future__ import annotations
 
-from zarr.codecs.blosc import BloscCname, BloscCodec, BloscShuffle  # noqa: F401
-from zarr.codecs.bytes import BytesCodec, Endian  # noqa: F401
-from zarr.codecs.crc32c_ import Crc32cCodec  # noqa: F401
-from zarr.codecs.gzip import GzipCodec  # noqa: F401
-from zarr.codecs.pipeline import BatchedCodecPipeline  # noqa: F401
-from zarr.codecs.sharding import ShardingCodec, ShardingCodecIndexLocation  # noqa: F401
-from zarr.codecs.transpose import TransposeCodec  # noqa: F401
-from zarr.codecs.zstd import ZstdCodec  # noqa: F401
+from zarr.codecs.blosc import BloscCname, BloscCodec, BloscShuffle
+from zarr.codecs.bytes import BytesCodec, Endian
+from zarr.codecs.crc32c_ import Crc32cCodec
+from zarr.codecs.gzip import GzipCodec
+from zarr.codecs.pipeline import BatchedCodecPipeline
+from zarr.codecs.sharding import ShardingCodec, ShardingCodecIndexLocation
+from zarr.codecs.transpose import TransposeCodec
+from zarr.codecs.zstd import ZstdCodec
+
+__all__ = [
+    "BatchedCodecPipeline",
+    "BloscCodec",
+    "BloscCname",
+    "BloscShuffle",
+    "BytesCodec",
+    "Endian",
+    "Crc32cCodec",
+    "GzipCodec",
+    "ShardingCodec",
+    "ShardingCodecIndexLocation",
+    "TransposeCodec",
+    "ZstdCodec",
+]
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index 893cbc8b4b..6f493c9e81 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -11,12 +11,11 @@
     ArrayBytesCodec,
     ArrayBytesCodecPartialDecodeMixin,
     ArrayBytesCodecPartialEncodeMixin,
-    ByteGetter,
     BytesBytesCodec,
-    ByteSetter,
     Codec,
     CodecPipeline,
 )
+from zarr.abc.store import ByteGetter, ByteSetter
 from zarr.buffer import Buffer, NDBuffer
 from zarr.codecs.registry import get_codec_class
 from zarr.common import JSON, concurrent_map, parse_named_configuration
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index a68577be68..ec5306ee80 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -14,11 +14,10 @@
     ArrayBytesCodec,
     ArrayBytesCodecPartialDecodeMixin,
     ArrayBytesCodecPartialEncodeMixin,
-    ByteGetter,
-    ByteSetter,
     Codec,
     CodecPipeline,
 )
+from zarr.abc.store import ByteGetter, ByteSetter
 from zarr.buffer import Buffer, NDBuffer
 from zarr.chunk_grids import RegularChunkGrid
 from zarr.codecs.bytes import BytesCodec
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index 58cc276c29..2d8a455152 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -41,6 +41,9 @@
 _bool = bool
 
 
+__all__ = ["ArrayMetadata"]
+
+
 class DataType(Enum):
     bool = "bool"
     int8 = "int8"
diff --git a/src/zarr/store/__init__.py b/src/zarr/store/__init__.py
index b1c3a5f720..b7cd6cc0fd 100644
--- a/src/zarr/store/__init__.py
+++ b/src/zarr/store/__init__.py
@@ -3,3 +3,5 @@
 from zarr.store.remote import RemoteStore
 from zarr.store.local import LocalStore
 from zarr.store.memory import MemoryStore
+
+__all__ = ["StorePath", "StoreLike", "make_store_path", "RemoteStore", "LocalStore", "MemoryStore"]

From 016964b90a0a30c10e5b6d08b4cc9d7eb15b6aa0 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sat, 1 Jun 2024 03:39:16 +0100
Subject: [PATCH 0553/1078] Make typing strict (#1879)

* Disallow subclassing any

* Disallow returning any

* Enable strict

* Fix literal import

* pre-commit fixes

* Remove old group imports
---
 .pre-commit-config.yaml     |  2 ++
 pyproject.toml              | 23 ++++++++---------------
 src/zarr/codecs/sharding.py |  2 +-
 src/zarr/codecs/zstd.py     |  4 ++--
 src/zarr/common.py          | 12 ++++++++++--
 src/zarr/config.py          |  4 ++--
 src/zarr/group.py           |  4 ++--
 src/zarr/v2/n5.py           |  2 +-
 src/zarr/v2/util.py         |  2 +-
 9 files changed, 29 insertions(+), 26 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 58cbac3c45..578a66fd07 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -31,3 +31,5 @@ repos:
           - types-setuptools
           - pytest
           - numpy
+          - numcodecs
+          - zstandard
diff --git a/pyproject.toml b/pyproject.toml
index 4bcbfd0a0a..616c388f99 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -187,21 +187,7 @@ python_version = "3.10"
 ignore_missing_imports = true
 namespace_packages = false
 
-warn_unused_configs = true
-warn_redundant_casts = true
-warn_unused_ignores = true
-strict_equality = true
-strict_concatenate = true
-
-check_untyped_defs = true
-disallow_untyped_decorators = true
-disallow_any_generics = true
-
-disallow_incomplete_defs = true
-disallow_untyped_calls = true
-
-disallow_untyped_defs = true
-no_implicit_reexport = true
+strict = true
 
 
 [[tool.mypy.overrides]]
@@ -238,6 +224,13 @@ module = [
 disallow_untyped_defs = false
 
 
+[[tool.mypy.overrides]]
+module = [
+    "zarr.metadata",
+    "zarr.store.remote"
+]
+warn_return_any = false
+
 [tool.pytest.ini_options]
 minversion = "7"
 testpaths = ["tests"]
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index ec5306ee80..cea788840d 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -101,7 +101,7 @@ def is_all_empty(self) -> bool:
         return bool(np.array_equiv(self.offsets_and_lengths, MAX_UINT_64))
 
     def get_full_chunk_map(self) -> npt.NDArray[np.bool_]:
-        return self.offsets_and_lengths[..., 0] != MAX_UINT_64
+        return np.not_equal(self.offsets_and_lengths[..., 0], MAX_UINT_64)
 
     def get_chunk_slice(self, chunk_coords: ChunkCoords) -> tuple[int, int] | None:
         localized_chunk = self._localize_chunk(chunk_coords)
diff --git a/src/zarr/codecs/zstd.py b/src/zarr/codecs/zstd.py
index 76e625ad6a..451fae8b37 100644
--- a/src/zarr/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -55,11 +55,11 @@ def to_dict(self) -> dict[str, JSON]:
 
     def _compress(self, data: npt.NDArray[Any]) -> bytes:
         ctx = ZstdCompressor(level=self.level, write_checksum=self.checksum)
-        return ctx.compress(data)
+        return ctx.compress(data.tobytes())
 
     def _decompress(self, data: npt.NDArray[Any]) -> bytes:
         ctx = ZstdDecompressor()
-        return ctx.decompress(data)
+        return ctx.decompress(data.tobytes())
 
     async def _decode_single(
         self,
diff --git a/src/zarr/common.py b/src/zarr/common.py
index 9527efbbce..ec5d870f92 100644
--- a/src/zarr/common.py
+++ b/src/zarr/common.py
@@ -7,7 +7,15 @@
 from collections.abc import Iterable
 from dataclasses import dataclass
 from enum import Enum
-from typing import TYPE_CHECKING, Any, Literal, ParamSpec, TypeVar, overload
+from typing import (
+    TYPE_CHECKING,
+    Any,
+    Literal,
+    ParamSpec,
+    TypeVar,
+    cast,
+    overload,
+)
 
 if TYPE_CHECKING:
     from collections.abc import Awaitable, Callable, Iterator
@@ -178,5 +186,5 @@ def parse_fill_value(data: Any) -> Any:
 
 def parse_order(data: Any) -> Literal["C", "F"]:
     if data in ("C", "F"):
-        return data
+        return cast(Literal["C", "F"], data)
     raise ValueError(f"Expected one of ('C', 'F'), got {data} instead.")
diff --git a/src/zarr/config.py b/src/zarr/config.py
index 5b1640bd56..7c5b48a16c 100644
--- a/src/zarr/config.py
+++ b/src/zarr/config.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import Any, Literal
+from typing import Any, Literal, cast
 
 from donfig import Config
 
@@ -18,6 +18,6 @@
 
 def parse_indexing_order(data: Any) -> Literal["C", "F"]:
     if data in ("C", "F"):
-        return data
+        return cast(Literal["C", "F"], data)
     msg = f"Expected one of ('C', 'F'), got {data} instead."
     raise ValueError(msg)
diff --git a/src/zarr/group.py b/src/zarr/group.py
index 4ff2176fd9..2401934b84 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -5,7 +5,7 @@
 import logging
 from collections.abc import Iterator
 from dataclasses import asdict, dataclass, field, replace
-from typing import TYPE_CHECKING, overload
+from typing import TYPE_CHECKING, Literal, cast, overload
 
 import numpy.typing as npt
 
@@ -37,7 +37,7 @@
 
 def parse_zarr_format(data: Any) -> ZarrFormat:
     if data in (2, 3):
-        return data
+        return cast(Literal[2, 3], data)
     msg = msg = f"Invalid zarr_format. Expected one 2 or 3. Got {data}."
     raise ValueError(msg)
 
diff --git a/src/zarr/v2/n5.py b/src/zarr/v2/n5.py
index 4ea5e45721..a6fd39f5b8 100644
--- a/src/zarr/v2/n5.py
+++ b/src/zarr/v2/n5.py
@@ -780,7 +780,7 @@ def compressor_config_to_zarr(compressor_config: Dict[str, Any]) -> Optional[Dic
     return zarr_config
 
 
-class N5ChunkWrapper(Codec):
+class N5ChunkWrapper(Codec):  # type: ignore[misc]
     codec_id = "n5_wrapper"
 
     def __init__(self, dtype, chunk_shape, compressor_config=None, compressor=None):
diff --git a/src/zarr/v2/util.py b/src/zarr/v2/util.py
index 48d7d30d88..6926bb2d14 100644
--- a/src/zarr/v2/util.py
+++ b/src/zarr/v2/util.py
@@ -444,7 +444,7 @@ def get_type(self):
         return type(self.obj).__name__
 
 
-class TreeTraversal(Traversal):
+class TreeTraversal(Traversal):  # type: ignore[misc]
     def get_children(self, node):
         return node.get_children()
 

From b4cdf94c1ff80629ae902432567943a1cdcc443e Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sat, 1 Jun 2024 03:46:08 +0100
Subject: [PATCH 0554/1078] Enable extra mypy error codes (#1909)

* Clean up v2 mypy ignores

* Enable extra mypy error codes

* Specific error code

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 pyproject.toml              | 2 ++
 src/zarr/buffer.py          | 2 +-
 src/zarr/codecs/sharding.py | 2 +-
 src/zarr/indexing.py        | 7 ++-----
 src/zarr/metadata.py        | 7 ++++---
 src/zarr/testing/store.py   | 2 +-
 6 files changed, 11 insertions(+), 11 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 616c388f99..9f50c33db0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -190,6 +190,8 @@ namespace_packages = false
 strict = true
 
 
+enable_error_code = ["ignore-without-code", "redundant-expr", "truthy-bool"]
+
 [[tool.mypy.overrides]]
 module = [
     "zarr.v2.*",
diff --git a/src/zarr/buffer.py b/src/zarr/buffer.py
index 0f055093c1..59994e70d6 100644
--- a/src/zarr/buffer.py
+++ b/src/zarr/buffer.py
@@ -79,7 +79,7 @@ def ravel(self, order: Literal["K", "A", "C", "F"] = "C") -> Self: ...
 
     def all(self) -> bool: ...
 
-    def __eq__(self, other: Any) -> Self:  # type: ignore
+    def __eq__(self, other: Any) -> Self:  # type: ignore[explicit-override, override]
         """Element-wise equal
 
         Notice
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index cea788840d..a7b6edc3b4 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -205,7 +205,7 @@ def merge_with_morton_order(
     ) -> _ShardBuilder:
         obj = cls.create_empty(chunks_per_shard)
         for chunk_coords in morton_order_iter(chunks_per_shard):
-            if tombstones is not None and chunk_coords in tombstones:
+            if chunk_coords in tombstones:
                 continue
             for shard_dict in shard_dicts:
                 maybe_value = shard_dict.get(chunk_coords, None)
diff --git a/src/zarr/indexing.py b/src/zarr/indexing.py
index 45413bc5b2..6bc83d5062 100644
--- a/src/zarr/indexing.py
+++ b/src/zarr/indexing.py
@@ -199,11 +199,8 @@ def is_total_slice(item: Selection, shape: ChunkCoords) -> bool:
     if isinstance(item, tuple):
         return all(
             (
-                isinstance(dim_sel, slice)
-                and (
-                    (dim_sel == slice(None))
-                    or ((dim_sel.stop - dim_sel.start == dim_len) and (dim_sel.step in [1, None]))
-                )
+                (dim_sel == slice(None))
+                or ((dim_sel.stop - dim_sel.start == dim_len) and (dim_sel.step in [1, None]))
             )
             for dim_sel, dim_len in zip(item, shape, strict=False)
         )
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index 2d8a455152..29d0d19a06 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -432,10 +432,11 @@ def update_attributes(self, attributes: dict[str, JSON]) -> Self:
 def parse_dimension_names(data: None | Iterable[str]) -> tuple[str, ...] | None:
     if data is None:
         return data
-    if isinstance(data, Iterable) and all([isinstance(x, str) for x in data]):
+    elif all([isinstance(x, str) for x in data]):
         return tuple(data)
-    msg = f"Expected either None or a iterable of str, got {type(data)}"
-    raise TypeError(msg)
+    else:
+        msg = f"Expected either None or a iterable of str, got {type(data)}"
+        raise TypeError(msg)
 
 
 # todo: real validation
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index b317f383f6..cb4dc9f7b5 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -47,7 +47,7 @@ def test_store_mode(self, store: S, store_kwargs: dict[str, Any]) -> None:
         assert store.writeable
 
         with pytest.raises(AttributeError):
-            store.mode = "w"  # type: ignore
+            store.mode = "w"  # type: ignore[misc]
 
         # read-only
         kwargs = {**store_kwargs, "mode": "r"}

From 2060a53b2d9dcbf023b7d8c8481e470516fafd8e Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Sat, 1 Jun 2024 02:25:34 -0700
Subject: [PATCH 0555/1078] fix(types): Group.info -> NotImplementedError
 (#1936)

(until we implement it)
---
 pyproject.toml    | 8 --------
 src/zarr/group.py | 8 ++++----
 2 files changed, 4 insertions(+), 12 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 9f50c33db0..66f06dfe5d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -200,17 +200,10 @@ ignore_errors = true
 
 [[tool.mypy.overrides]]
 module = [
-    "zarr.group",
     "tests.*",
 ]
 check_untyped_defs = false
 
-[[tool.mypy.overrides]]
-module = [
-    "zarr.group"
-]
-disallow_incomplete_defs = false
-
 [[tool.mypy.overrides]]
 module = [
     "zarr.array",
@@ -221,7 +214,6 @@ disallow_untyped_calls = false
 [[tool.mypy.overrides]]
 module = [
     "zarr.array",
-    "zarr.group",
 ]
 disallow_untyped_defs = false
 
diff --git a/src/zarr/group.py b/src/zarr/group.py
index 2401934b84..88e7fd0922 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -275,8 +275,8 @@ def attrs(self) -> dict[str, Any]:
         return self.metadata.attributes
 
     @property
-    def info(self):
-        return self.metadata.info
+    def info(self) -> None:
+        raise NotImplementedError
 
     async def create_group(
         self,
@@ -526,8 +526,8 @@ def attrs(self) -> Attributes:
         return Attributes(self)
 
     @property
-    def info(self):
-        return self._async_group.info
+    def info(self) -> None:
+        raise NotImplementedError
 
     def update_attributes(self, new_attributes: dict[str, Any]) -> Group:
         self._sync(self._async_group.update_attributes(new_attributes))

From 54a0958fa1e8a3cb94b32a66520dccd6a408b764 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sat, 1 Jun 2024 16:40:56 +0100
Subject: [PATCH 0556/1078] Enable warn_unreachable for mypy (#1937)

---
 pyproject.toml           | 2 +-
 src/zarr/codecs/_v2.py   | 3 ---
 src/zarr/codecs/blosc.py | 4 ++--
 src/zarr/store/local.py  | 9 +++------
 src/zarr/store/memory.py | 4 ++--
 5 files changed, 8 insertions(+), 14 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 66f06dfe5d..baacf2fc80 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -188,7 +188,7 @@ ignore_missing_imports = true
 namespace_packages = false
 
 strict = true
-
+warn_unreachable = true
 
 enable_error_code = ["ignore-without-code", "redundant-expr", "truthy-bool"]
 
diff --git a/src/zarr/codecs/_v2.py b/src/zarr/codecs/_v2.py
index ceb3de0a06..c4e4756094 100644
--- a/src/zarr/codecs/_v2.py
+++ b/src/zarr/codecs/_v2.py
@@ -21,9 +21,6 @@ async def _decode_single(
         chunk_bytes: Buffer,
         chunk_spec: ArraySpec,
     ) -> NDBuffer:
-        if chunk_bytes is None:
-            return None
-
         if self.compressor is not None:
             compressor = numcodecs.get_codec(self.compressor)
             chunk_numpy_array = ensure_ndarray(
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index e8921b8beb..acba698d94 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -77,10 +77,10 @@ def parse_blocksize(data: JSON) -> int:
 class BloscCodec(BytesBytesCodec):
     is_fixed_size = False
 
-    typesize: int
+    typesize: int | None
     cname: BloscCname = BloscCname.zstd
     clevel: int = 5
-    shuffle: BloscShuffle = BloscShuffle.noshuffle
+    shuffle: BloscShuffle | None = BloscShuffle.noshuffle
     blocksize: int = 0
 
     def __init__(
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index 40abe12932..945c6160ad 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -120,9 +120,9 @@ async def get_partial_values(
     async def set(self, key: str, value: Buffer) -> None:
         self._check_writable()
         assert isinstance(key, str)
-        if isinstance(value, bytes | bytearray):
+        if isinstance(value, bytes | bytearray):  # type:ignore[unreachable]
             # TODO: to support the v2 tests, we convert bytes to Buffer here
-            value = Buffer.from_bytes(value)
+            value = Buffer.from_bytes(value)  # type:ignore[unreachable]
         if not isinstance(value, Buffer):
             raise TypeError("LocalStore.set(): `value` must a Buffer instance")
         path = self.root / key
@@ -134,10 +134,7 @@ async def set_partial_values(self, key_start_values: list[tuple[str, int, bytes]
         for key, start, value in key_start_values:
             assert isinstance(key, str)
             path = self.root / key
-            if start is not None:
-                args.append((_put, path, value, start))
-            else:
-                args.append((_put, path, value))
+            args.append((_put, path, value, start))
         await concurrent_map(args, to_thread, limit=None)  # TODO: fix limit
 
     async def delete(self, key: str) -> None:
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 74bb5454fe..fd6fadd3ee 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -52,9 +52,9 @@ async def exists(self, key: str) -> bool:
     async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
         self._check_writable()
         assert isinstance(key, str)
-        if isinstance(value, bytes | bytearray):
+        if isinstance(value, bytes | bytearray):  # type:ignore[unreachable]
             # TODO: to support the v2 tests, we convert bytes to Buffer here
-            value = Buffer.from_bytes(value)
+            value = Buffer.from_bytes(value)  # type:ignore[unreachable]
         if not isinstance(value, Buffer):
             raise TypeError(f"Expected Buffer. Got {type(value)}.")
 

From 67d521e90529eb4e898af9c7fde6aa639da341d0 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sat, 1 Jun 2024 16:56:59 +0100
Subject: [PATCH 0557/1078] Run sphinx directly on readthedocs (#1919)

* Run sphinx directly on readthedocs

* Update doc build script
---
 .readthedocs.yaml | 12 ++++++++----
 pyproject.toml    |  3 +--
 2 files changed, 9 insertions(+), 6 deletions(-)

diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 8c791a292e..cae58c064a 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -1,15 +1,19 @@
 version: 2
 
 build:
-  os: ubuntu-20.04
+  os: ubuntu-22.04
   tools:
     python: "3.10"
-  commands:
-    - pip install hatch
-    - hatch run docs:rtd
 
 sphinx:
   configuration: docs/conf.py
   fail_on_warning: true
 
 formats: all
+
+python:
+   install:
+   - method: pip
+     path: .
+     extra_requirements:
+        - docs
diff --git a/pyproject.toml b/pyproject.toml
index baacf2fc80..d149470e3a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -136,8 +136,7 @@ list-env = "pip list"
 features = ['docs']
 
 [tool.hatch.envs.docs.scripts]
-build = "sphinx-build docs/ docs/_build/"
-rtd = "sphinx-build docs/ _readthedocs/html/"
+build = "cd docs && make html"
 serve = "sphinx-autobuild docs docs/_build --ignore 'docs/_autoapi/**/*' --host 0.0.0.0"
 
 [tool.ruff]

From 2bac07494a37ec638e5bf2bf172cb72a30526886 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sat, 1 Jun 2024 17:02:41 +0100
Subject: [PATCH 0558/1078] Fix list of packages in mypy pre-commit environment
 (#1907)

---
 .pre-commit-config.yaml | 15 +++++++++++----
 pyproject.toml          |  1 +
 2 files changed, 12 insertions(+), 4 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 578a66fd07..77b4a45ff5 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -27,9 +27,16 @@ repos:
       - id: mypy
         files: src
         additional_dependencies:
-          - types-redis
-          - types-setuptools
-          - pytest
-          - numpy
+          # Package dependencies
+          - asciitree
+          - crc32c
+          - donfig
+          - fasteners
           - numcodecs
+          - numpy
+          - typing_extensions
           - zstandard
+          # Tests
+          - pytest
+          # Zarr v2
+          - types-redis
diff --git a/pyproject.toml b/pyproject.toml
index d149470e3a..1f3ec86507 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -21,6 +21,7 @@ maintainers = [
     { name = "Ryan Abernathey" }
 ]
 requires-python = ">=3.10"
+# If you add a new dependency here, please also add it to .pre-commit-config.yml
 dependencies = [
     'asciitree',
     'numpy>=1.24',

From bd6cf32197cd66e25a73cad2ac8620e537e68743 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sat, 1 Jun 2024 09:06:38 -0700
Subject: [PATCH 0559/1078] Bump the actions group with 6 updates (#1904)

Bumps the actions group with 6 updates:

| Package | From | To |
| --- | --- | --- |
| [actions/checkout](https://github.com/actions/checkout) | `3` | `4` |
| [github/codeql-action](https://github.com/github/codeql-action) | `2` | `3` |
| [actions/setup-python](https://github.com/actions/setup-python) | `4` | `5` |
| [actions/upload-artifact](https://github.com/actions/upload-artifact) | `3` | `4` |
| [actions/download-artifact](https://github.com/actions/download-artifact) | `3` | `4` |
| [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) | `1.8.10` | `1.8.14` |


Updates `actions/checkout` from 3 to 4
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/v3...v4)

Updates `github/codeql-action` from 2 to 3
- [Release notes](https://github.com/github/codeql-action/releases)
- [Changelog](https://github.com/github/codeql-action/blob/main/CHANGELOG.md)
- [Commits](https://github.com/github/codeql-action/compare/v2...v3)

Updates `actions/setup-python` from 4 to 5
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v4...v5)

Updates `actions/upload-artifact` from 3 to 4
- [Release notes](https://github.com/actions/upload-artifact/releases)
- [Commits](https://github.com/actions/upload-artifact/compare/v3...v4)

Updates `actions/download-artifact` from 3 to 4
- [Release notes](https://github.com/actions/download-artifact/releases)
- [Commits](https://github.com/actions/download-artifact/compare/v3...v4)

Updates `pypa/gh-action-pypi-publish` from 1.8.10 to 1.8.14
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.10...v1.8.14)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: actions
- dependency-name: github/codeql-action
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: actions
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: actions
- dependency-name: actions/upload-artifact
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: actions
- dependency-name: actions/download-artifact
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: actions
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 .github/workflows/codeql-analysis.yml |  6 +++---
 .github/workflows/releases.yml        | 10 +++++-----
 .github/workflows/test.yml            |  4 ++--
 3 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/.github/workflows/codeql-analysis.yml b/.github/workflows/codeql-analysis.yml
index 7013f1784f..bb3d433629 100644
--- a/.github/workflows/codeql-analysis.yml
+++ b/.github/workflows/codeql-analysis.yml
@@ -42,7 +42,7 @@ jobs:
 
     # Initializes the CodeQL tools for scanning.
     - name: Initialize CodeQL
-      uses: github/codeql-action/init@v2
+      uses: github/codeql-action/init@v3
       with:
         languages: ${{ matrix.language }}
         # If you wish to specify custom queries, you can do so here or in a config file.
@@ -56,7 +56,7 @@ jobs:
     # Autobuild attempts to build any compiled languages  (C/C++, C#, or Java).
     # If this step fails, then you should remove it and run the build manually (see below)
     - name: Autobuild
-      uses: github/codeql-action/autobuild@v2
+      uses: github/codeql-action/autobuild@v3
 
     # ℹ️ Command-line programs to run using the OS shell.
     # 📚 See https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#jobsjob_idstepsrun
@@ -69,4 +69,4 @@ jobs:
     #   ./location_of_script_within_repo/buildscript.sh
 
     - name: Perform CodeQL Analysis
-      uses: github/codeql-action/analyze@v2
+      uses: github/codeql-action/analyze@v3
diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 4d9565a6ab..51fcf08591 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -16,7 +16,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v4.7.1
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.11'
@@ -27,7 +27,7 @@ jobs:
           pip install hatch
       - name: Build wheel and sdist
         run: hatch build
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
           name: releases
           path: dist
@@ -36,7 +36,7 @@ jobs:
     needs: [build_artifacts]
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/download-artifact@v3
+      - uses: actions/download-artifact@v4
         with:
           name: releases
           path: dist
@@ -51,11 +51,11 @@ jobs:
     runs-on: ubuntu-latest
     if: github.event_name == 'push' && startsWith(github.event.ref, 'refs/tags/v')
     steps:
-      - uses: actions/download-artifact@v3
+      - uses: actions/download-artifact@v4
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.8.10
+      - uses: pypa/gh-action-pypi-publish@v1.8.14
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index dffcf3a8ee..a0e67ad79a 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -26,9 +26,9 @@ jobs:
         dependency-set: ["minimal", "optional"]
 
     steps:
-    - uses: actions/checkout@v3
+    - uses: actions/checkout@v4
     - name: Set up Python
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v5
       with:
         python-version: ${{ matrix.python-version }}
         cache: 'pip'

From 19365e20522e5d67b0b14698a7c6c953c450c5c6 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sat, 1 Jun 2024 21:22:18 +0100
Subject: [PATCH 0560/1078] Fix final typing errors (#1939)

---
 pyproject.toml           | 27 ---------------------------
 src/zarr/array.py        |  6 +++---
 src/zarr/metadata.py     | 19 ++++++++++---------
 src/zarr/store/remote.py |  5 +++--
 4 files changed, 16 insertions(+), 41 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 1f3ec86507..e9722711b1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -198,33 +198,6 @@ module = [
 ]
 ignore_errors = true
 
-[[tool.mypy.overrides]]
-module = [
-    "tests.*",
-]
-check_untyped_defs = false
-
-[[tool.mypy.overrides]]
-module = [
-    "zarr.array",
-    "zarr.buffer"
-]
-disallow_untyped_calls = false
-
-[[tool.mypy.overrides]]
-module = [
-    "zarr.array",
-]
-disallow_untyped_defs = false
-
-
-[[tool.mypy.overrides]]
-module = [
-    "zarr.metadata",
-    "zarr.store.remote"
-]
-warn_return_any = false
-
 [tool.pytest.ini_options]
 minversion = "7"
 testpaths = ["tests"]
diff --git a/src/zarr/array.py b/src/zarr/array.py
index cb780bb8d7..278e58d2d6 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -473,8 +473,8 @@ async def update_attributes(self, new_attributes: dict[str, JSON]) -> AsyncArray
     def __repr__(self) -> str:
         return f"<AsyncArray {self.store_path} shape={self.shape} dtype={self.dtype}>"
 
-    async def info(self):
-        return NotImplemented
+    async def info(self) -> None:
+        raise NotImplementedError
 
 
 @dataclass(frozen=True)
@@ -609,7 +609,7 @@ def update_attributes(self, new_attributes: dict[str, JSON]) -> Array:
     def __repr__(self) -> str:
         return f"<Array {self.store_path} shape={self.shape} dtype={self.dtype}>"
 
-    def info(self):
+    def info(self) -> None:
         return sync(
             self._async_array.info(),
         )
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index 29d0d19a06..39a1d53199 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -261,7 +261,8 @@ def _json_convert(o: np.dtype[Any] | Enum | Codec) -> str | dict[str, Any]:
             # this serializes numcodecs compressors
             # todo: implement to_dict for codecs
             elif isinstance(o, numcodecs.abc.Codec):
-                return o.get_config()
+                config: dict[str, Any] = o.get_config()
+                return config
             raise TypeError
 
         return {
@@ -270,14 +271,14 @@ def _json_convert(o: np.dtype[Any] | Enum | Codec) -> str | dict[str, Any]:
 
     @classmethod
     def from_dict(cls, data: dict[str, JSON]) -> ArrayV3Metadata:
+        # TODO: Remove the type: ignores[] comments below and use a TypedDict to type `data`
         # check that the zarr_format attribute is correct
-        _ = parse_zarr_format_v3(data.pop("zarr_format"))
+        _ = parse_zarr_format_v3(data.pop("zarr_format"))  # type: ignore[arg-type]
         # check that the node_type attribute is correct
-        _ = parse_node_type_array(data.pop("node_type"))
+        _ = parse_node_type_array(data.pop("node_type"))  # type: ignore[arg-type]
 
         data["dimension_names"] = data.pop("dimension_names", None)
 
-        # TODO: Remove the ignores and use a TypedDict to type `data`
         return cls(**data)  # type: ignore[arg-type]
 
     def to_dict(self) -> dict[str, Any]:
@@ -450,32 +451,32 @@ def parse_attributes(data: None | dict[str, JSON]) -> dict[str, JSON]:
 # todo: move to its own module and drop _v3 suffix
 # todo: consider folding all the literal parsing into a single function
 # that takes 2 arguments
-def parse_zarr_format_v3(data: Any) -> Literal[3]:
+def parse_zarr_format_v3(data: Literal[3]) -> Literal[3]:
     if data == 3:
         return data
     raise ValueError(f"Invalid value. Expected 3. Got {data}.")
 
 
 # todo: move to its own module and drop _v2 suffix
-def parse_zarr_format_v2(data: Any) -> Literal[2]:
+def parse_zarr_format_v2(data: Literal[2]) -> Literal[2]:
     if data == 2:
         return data
     raise ValueError(f"Invalid value. Expected 2. Got {data}.")
 
 
-def parse_node_type_array(data: Any) -> Literal["array"]:
+def parse_node_type_array(data: Literal["array"]) -> Literal["array"]:
     if data == "array":
         return data
     raise ValueError(f"Invalid value. Expected 'array'. Got {data}.")
 
 
 # todo: real validation
-def parse_filters(data: Any) -> list[dict[str, JSON]]:
+def parse_filters(data: list[dict[str, JSON]] | None) -> list[dict[str, JSON]] | None:
     return data
 
 
 # todo: real validation
-def parse_compressor(data: Any) -> dict[str, JSON] | None:
+def parse_compressor(data: dict[str, JSON] | None) -> dict[str, JSON] | None:
     return data
 
 
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 3b086f0a03..60217fb72c 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -62,7 +62,7 @@ async def get(
         path = _dereference_path(root, key)
 
         try:
-            value = await (
+            value: Buffer | None = await (
                 fs._cat_file(path, start=byte_range[0], end=byte_range[1])
                 if byte_range
                 else fs._cat_file(path)
@@ -96,4 +96,5 @@ async def delete(self, key: str) -> None:
     async def exists(self, key: str) -> bool:
         fs, root = self._make_fs()
         path = _dereference_path(root, key)
-        return await fs._exists(path)
+        exists: bool = await fs._exists(path)
+        return exists

From c2a1d2e3dde9e82ecfd30c5bb4a8cff62d968b02 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Sun, 2 Jun 2024 06:14:54 -0700
Subject: [PATCH 0561/1078] feature(typing): add py.typed file to package root
 (#1935)

---
 src/zarr/py.typed | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 src/zarr/py.typed

diff --git a/src/zarr/py.typed b/src/zarr/py.typed
new file mode 100644
index 0000000000..e69de29bb2

From bd20e4624f7875eef6bf00c38ef35b1787592e2b Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Sun, 2 Jun 2024 23:33:34 +0200
Subject: [PATCH 0562/1078] Apply preview ruff rules (#1942)

* Apply  ruff rule RUF022

RUF022 `__all__` is not sorted

* Apply ruff rule RUF029

RUF029 Function is declared `async`, but doesn't `await` or use `async` features.
---
 src/zarr/codecs/__init__.py | 4 ++--
 tests/v3/test_group.py      | 2 +-
 tests/v3/test_sync.py       | 3 +--
 3 files changed, 4 insertions(+), 5 deletions(-)

diff --git a/src/zarr/codecs/__init__.py b/src/zarr/codecs/__init__.py
index 3ef3a87db7..9394284319 100644
--- a/src/zarr/codecs/__init__.py
+++ b/src/zarr/codecs/__init__.py
@@ -11,12 +11,12 @@
 
 __all__ = [
     "BatchedCodecPipeline",
-    "BloscCodec",
     "BloscCname",
+    "BloscCodec",
     "BloscShuffle",
     "BytesCodec",
-    "Endian",
     "Crc32cCodec",
+    "Endian",
     "GzipCodec",
     "ShardingCodec",
     "ShardingCodecIndexLocation",
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 36b82f413c..4d55d72282 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -368,7 +368,7 @@ async def test_asyncgroup_update_attributes(
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
 @pytest.mark.parametrize("zarr_format", (2, 3))
-async def test_group_init(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+def test_group_init(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
     agroup = sync(AsyncGroup.create(store=store, zarr_format=zarr_format))
     group = Group(agroup)
     assert group._async_group == agroup
diff --git a/tests/v3/test_sync.py b/tests/v3/test_sync.py
index 5b953573d8..7e3b8dd111 100644
--- a/tests/v3/test_sync.py
+++ b/tests/v3/test_sync.py
@@ -1,5 +1,4 @@
 import asyncio
-import time
 from collections.abc import AsyncGenerator
 from unittest.mock import AsyncMock, patch
 
@@ -48,7 +47,7 @@ def test_sync_timeout() -> None:
     duration = 0.002
 
     async def foo() -> None:
-        time.sleep(duration)
+        await asyncio.sleep(duration)
 
     with pytest.raises(asyncio.TimeoutError):
         sync(foo(), timeout=duration / 2)

From 56d36e3bc02ff818e879ad29c6d35dcb4bf52f41 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Sun, 2 Jun 2024 23:37:07 +0200
Subject: [PATCH 0563/1078] Enable and apply ruff rule RUF009 (#1941)

RUF009 Do not perform function call `cast` in dataclass defaults
---
 pyproject.toml       | 1 -
 src/zarr/metadata.py | 4 ++--
 2 files changed, 2 insertions(+), 3 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index e9722711b1..80e03322a6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -177,7 +177,6 @@ extend-select = [
 ignore = [
     "RUF003",
     "RUF005",
-    "RUF009",
     "RUF012",
     "RUF015",
 ]
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index 39a1d53199..b461449991 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -5,7 +5,7 @@
 from collections.abc import Iterable
 from dataclasses import dataclass, field, replace
 from enum import Enum
-from typing import TYPE_CHECKING, Any, cast
+from typing import TYPE_CHECKING, Any
 
 import numpy as np
 import numpy.typing as npt
@@ -310,7 +310,7 @@ class ArrayV2Metadata(ArrayMetadata):
     filters: list[dict[str, JSON]] | None = None
     dimension_separator: Literal[".", "/"] = "."
     compressor: dict[str, JSON] | None = None
-    attributes: dict[str, JSON] = cast(dict[str, JSON], field(default_factory=dict))
+    attributes: dict[str, JSON] = field(default_factory=dict)
     zarr_format: Literal[2] = field(init=False, default=2)
 
     def __init__(

From 24e855c765ac82919ba70bbea03108bdcd8078e6 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Mon, 3 Jun 2024 07:49:59 +0200
Subject: [PATCH 0564/1078] Support all indexing variants (#1917)

---
 src/zarr/abc/codec.py       |   25 +-
 src/zarr/array.py           |  263 +++++-
 src/zarr/buffer.py          |   15 +-
 src/zarr/chunk_grids.py     |   21 +-
 src/zarr/codecs/pipeline.py |   88 +-
 src/zarr/codecs/sharding.py |   20 +-
 src/zarr/indexing.py        | 1207 ++++++++++++++++++++++--
 src/zarr/metadata.py        |    1 +
 src/zarr/v2/indexing.py     |    8 +-
 tests/v3/test_indexing.py   | 1721 +++++++++++++++++++++++++++++++++++
 10 files changed, 3200 insertions(+), 169 deletions(-)
 create mode 100644 tests/v3/test_indexing.py

diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index 028d1757ce..0836d878ae 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -13,7 +13,8 @@
 if TYPE_CHECKING:
     from typing_extensions import Self
 
-    from zarr.common import ArraySpec, SliceSelection
+    from zarr.common import ArraySpec
+    from zarr.indexing import SelectorTuple
     from zarr.metadata import ArrayMetadata
 
 
@@ -155,13 +156,13 @@ class ArrayBytesCodecPartialDecodeMixin:
     """Mixin for array-to-bytes codecs that implement partial decoding."""
 
     async def _decode_partial_single(
-        self, byte_getter: ByteGetter, selection: SliceSelection, chunk_spec: ArraySpec
+        self, byte_getter: ByteGetter, selection: SelectorTuple, chunk_spec: ArraySpec
     ) -> NDBuffer | None:
         raise NotImplementedError
 
     async def decode_partial(
         self,
-        batch_info: Iterable[tuple[ByteGetter, SliceSelection, ArraySpec]],
+        batch_info: Iterable[tuple[ByteGetter, SelectorTuple, ArraySpec]],
     ) -> Iterable[NDBuffer | None]:
         """Partially decodes a batch of chunks.
         This method determines parts of a chunk from the slice selection,
@@ -169,7 +170,7 @@ async def decode_partial(
 
         Parameters
         ----------
-        batch_info : Iterable[tuple[ByteGetter, SliceSelection, ArraySpec]]
+        batch_info : Iterable[tuple[ByteGetter, SelectorTuple, ArraySpec]]
             Ordered set of information about slices of encoded chunks.
             The slice selection determines which parts of the chunk will be fetched.
             The ByteGetter is used to fetch the necessary bytes.
@@ -196,14 +197,14 @@ async def _encode_partial_single(
         self,
         byte_setter: ByteSetter,
         chunk_array: NDBuffer,
-        selection: SliceSelection,
+        selection: SelectorTuple,
         chunk_spec: ArraySpec,
     ) -> None:
         raise NotImplementedError
 
     async def encode_partial(
         self,
-        batch_info: Iterable[tuple[ByteSetter, NDBuffer, SliceSelection, ArraySpec]],
+        batch_info: Iterable[tuple[ByteSetter, NDBuffer, SelectorTuple, ArraySpec]],
     ) -> None:
         """Partially encodes a batch of chunks.
         This method determines parts of a chunk from the slice selection, encodes them and
@@ -213,7 +214,7 @@ async def encode_partial(
 
         Parameters
         ----------
-        batch_info : Iterable[tuple[ByteSetter, NDBuffer, SliceSelection, ArraySpec]]
+        batch_info : Iterable[tuple[ByteSetter, NDBuffer, SelectorTuple, ArraySpec]]
             Ordered set of information about slices of to-be-encoded chunks.
             The slice selection determines which parts of the chunk will be encoded.
             The ByteSetter is used to write the necessary bytes and fetch bytes for existing chunk data.
@@ -342,15 +343,16 @@ async def encode(
     @abstractmethod
     async def read(
         self,
-        batch_info: Iterable[tuple[ByteGetter, ArraySpec, SliceSelection, SliceSelection]],
+        batch_info: Iterable[tuple[ByteGetter, ArraySpec, SelectorTuple, SelectorTuple]],
         out: NDBuffer,
+        drop_axes: tuple[int, ...] = (),
     ) -> None:
         """Reads chunk data from the store, decodes it and writes it into an output array.
         Partial decoding may be utilized if the codecs and stores support it.
 
         Parameters
         ----------
-        batch_info : Iterable[tuple[ByteGetter, ArraySpec, SliceSelection, SliceSelection]]
+        batch_info : Iterable[tuple[ByteGetter, ArraySpec, SelectorTuple, SelectorTuple]]
             Ordered set of information about the chunks.
             The first slice selection determines which parts of the chunk will be fetched.
             The second slice selection determines where in the output array the chunk data will be written.
@@ -363,8 +365,9 @@ async def read(
     @abstractmethod
     async def write(
         self,
-        batch_info: Iterable[tuple[ByteSetter, ArraySpec, SliceSelection, SliceSelection]],
+        batch_info: Iterable[tuple[ByteSetter, ArraySpec, SelectorTuple, SelectorTuple]],
         value: NDBuffer,
+        drop_axes: tuple[int, ...] = (),
     ) -> None:
         """Encodes chunk data and writes it to the store.
         Merges with existing chunk data by reading first, if necessary.
@@ -372,7 +375,7 @@ async def write(
 
         Parameters
         ----------
-        batch_info : Iterable[tuple[ByteSetter, ArraySpec, SliceSelection, SliceSelection]]
+        batch_info : Iterable[tuple[ByteSetter, ArraySpec, SelectorTuple, SelectorTuple]]
             Ordered set of information about the chunks.
             The first slice selection determines which parts of the chunk will be encoded.
             The second slice selection determines where in the value array the chunk data is located.
diff --git a/src/zarr/array.py b/src/zarr/array.py
index 278e58d2d6..a45e7c6ba2 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -12,7 +12,7 @@
 from asyncio import gather
 from collections.abc import Iterable
 from dataclasses import dataclass, replace
-from typing import Any, Literal
+from typing import Any, Literal, cast
 
 import numpy as np
 import numpy.typing as npt
@@ -33,9 +33,32 @@
     Selection,
     ZarrFormat,
     concurrent_map,
+    product,
 )
 from zarr.config import config, parse_indexing_order
-from zarr.indexing import BasicIndexer
+from zarr.indexing import (
+    BasicIndexer,
+    BasicSelection,
+    BlockIndex,
+    BlockIndexer,
+    BlockSelection,
+    CoordinateIndexer,
+    CoordinateSelection,
+    Fields,
+    Indexer,
+    MaskIndexer,
+    MaskSelection,
+    OIndex,
+    OrthogonalIndexer,
+    OrthogonalSelection,
+    VIndex,
+    check_fields,
+    check_no_multi_fields,
+    is_pure_fancy_indexing,
+    is_pure_orthogonal_indexing,
+    is_scalar,
+    pop_fields,
+)
 from zarr.metadata import ArrayMetadata, ArrayV2Metadata, ArrayV3Metadata
 from zarr.store import StoreLike, StorePath, make_store_path
 from zarr.sync import sync
@@ -355,6 +378,51 @@ def dtype(self) -> np.dtype[Any]:
     def attrs(self) -> dict[str, JSON]:
         return self.metadata.attributes
 
+    async def _get_selection(
+        self,
+        indexer: Indexer,
+        *,
+        out: NDBuffer | None = None,
+        factory: Factory.Create = NDBuffer.create,
+        fields: Fields | None = None,
+    ) -> NDArrayLike:
+        # check fields are sensible
+        out_dtype = check_fields(fields, self.dtype)
+
+        # setup output buffer
+        if out is not None:
+            if isinstance(out, NDBuffer):
+                out_buffer = out
+            else:
+                raise TypeError(f"out argument needs to be an NDBuffer. Got {type(out)!r}")
+            if out_buffer.shape != indexer.shape:
+                raise ValueError(
+                    f"shape of out argument doesn't match. Expected {indexer.shape}, got {out.shape}"
+                )
+        else:
+            out_buffer = factory(
+                shape=indexer.shape,
+                dtype=out_dtype,
+                order=self.order,
+                fill_value=self.metadata.fill_value,
+            )
+        if product(indexer.shape) > 0:
+            # reading chunks and decoding them
+            await self.metadata.codec_pipeline.read(
+                [
+                    (
+                        self.store_path / self.metadata.encode_chunk_key(chunk_coords),
+                        self.metadata.get_chunk_spec(chunk_coords, self.order),
+                        chunk_selection,
+                        out_selection,
+                    )
+                    for chunk_coords, chunk_selection, out_selection in indexer
+                ],
+                out_buffer,
+                drop_axes=indexer.drop_axes,
+            )
+        return out_buffer.as_ndarray_like()
+
     async def getitem(
         self, selection: Selection, *, factory: Factory.Create = NDBuffer.create
     ) -> NDArrayLike:
@@ -363,48 +431,24 @@ async def getitem(
             shape=self.metadata.shape,
             chunk_grid=self.metadata.chunk_grid,
         )
-
-        # setup output array
-        out = factory(
-            shape=indexer.shape,
-            dtype=self.metadata.dtype,
-            order=self.order,
-            fill_value=0,  # TODO use fill_value
-        )
-
-        # reading chunks and decoding them
-        await self.metadata.codec_pipeline.read(
-            [
-                (
-                    self.store_path / self.metadata.encode_chunk_key(chunk_coords),
-                    self.metadata.get_chunk_spec(chunk_coords, self.order),
-                    chunk_selection,
-                    out_selection,
-                )
-                for chunk_coords, chunk_selection, out_selection in indexer
-            ],
-            out,
-        )
-        return out.as_ndarray_like()
+        return await self._get_selection(indexer, factory=factory)
 
     async def _save_metadata(self, metadata: ArrayMetadata) -> None:
         to_save = metadata.to_buffer_dict()
         awaitables = [set_or_delete(self.store_path / key, value) for key, value in to_save.items()]
         await gather(*awaitables)
 
-    async def setitem(
+    async def _set_selection(
         self,
-        selection: Selection,
+        indexer: Indexer,
         value: NDArrayLike,
+        *,
         factory: Factory.NDArrayLike = NDBuffer.from_ndarray_like,
+        fields: Fields | None = None,
     ) -> None:
-        indexer = BasicIndexer(
-            selection,
-            shape=self.metadata.shape,
-            chunk_grid=self.metadata.chunk_grid,
-        )
-
-        sel_shape = indexer.shape
+        # check fields are sensible
+        check_fields(fields, self.dtype)
+        fields = check_no_multi_fields(fields)
 
         # check value shape
         if np.isscalar(value):
@@ -412,7 +456,9 @@ async def setitem(
         else:
             if not hasattr(value, "shape"):
                 value = np.asarray(value, self.metadata.dtype)
-            assert value.shape == sel_shape
+            # assert (
+            #     value.shape == indexer.shape
+            # ), f"shape of value doesn't match indexer shape. Expected {indexer.shape}, got {value.shape}"
             if value.dtype.name != self.metadata.dtype.name:
                 value = value.astype(self.metadata.dtype, order="A")
 
@@ -433,7 +479,21 @@ async def setitem(
                 for chunk_coords, chunk_selection, out_selection in indexer
             ],
             value_buffer,
+            drop_axes=indexer.drop_axes,
+        )
+
+    async def setitem(
+        self,
+        selection: Selection,
+        value: NDArrayLike,
+        factory: Factory.NDArrayLike = NDBuffer.from_ndarray_like,
+    ) -> None:
+        indexer = BasicIndexer(
+            selection,
+            shape=self.metadata.shape,
+            chunk_grid=self.metadata.chunk_grid,
         )
+        return await self._set_selection(indexer, value, factory=factory)
 
     async def resize(
         self, new_shape: ChunkCoords, delete_outside_chunks: bool = True
@@ -583,14 +643,135 @@ def order(self) -> Literal["C", "F"]:
         return self._async_array.order
 
     def __getitem__(self, selection: Selection) -> NDArrayLike:
-        return sync(
-            self._async_array.getitem(selection),
-        )
+        fields, pure_selection = pop_fields(selection)
+        if is_pure_fancy_indexing(pure_selection, self.ndim):
+            return self.vindex[cast(CoordinateSelection | MaskSelection, selection)]
+        elif is_pure_orthogonal_indexing(pure_selection, self.ndim):
+            return self.get_orthogonal_selection(pure_selection, fields=fields)
+        else:
+            return self.get_basic_selection(cast(BasicSelection, pure_selection), fields=fields)
 
     def __setitem__(self, selection: Selection, value: NDArrayLike) -> None:
-        sync(
-            self._async_array.setitem(selection, value),
-        )
+        fields, pure_selection = pop_fields(selection)
+        if is_pure_fancy_indexing(pure_selection, self.ndim):
+            self.vindex[cast(CoordinateSelection | MaskSelection, selection)] = value
+        elif is_pure_orthogonal_indexing(pure_selection, self.ndim):
+            self.set_orthogonal_selection(pure_selection, value, fields=fields)
+        else:
+            self.set_basic_selection(cast(BasicSelection, pure_selection), value, fields=fields)
+
+    def get_basic_selection(
+        self,
+        selection: BasicSelection = Ellipsis,
+        out: NDBuffer | None = None,
+        fields: Fields | None = None,
+    ) -> NDArrayLike:
+        if self.shape == ():
+            raise NotImplementedError
+        else:
+            return sync(
+                self._async_array._get_selection(
+                    BasicIndexer(selection, self.shape, self.metadata.chunk_grid),
+                    out=out,
+                    fields=fields,
+                )
+            )
+
+    def set_basic_selection(
+        self, selection: BasicSelection, value: NDArrayLike, fields: Fields | None = None
+    ) -> None:
+        indexer = BasicIndexer(selection, self.shape, self.metadata.chunk_grid)
+        sync(self._async_array._set_selection(indexer, value, fields=fields))
+
+    def get_orthogonal_selection(
+        self,
+        selection: OrthogonalSelection,
+        out: NDBuffer | None = None,
+        fields: Fields | None = None,
+    ) -> NDArrayLike:
+        indexer = OrthogonalIndexer(selection, self.shape, self.metadata.chunk_grid)
+        return sync(self._async_array._get_selection(indexer=indexer, out=out, fields=fields))
+
+    def set_orthogonal_selection(
+        self, selection: OrthogonalSelection, value: NDArrayLike, fields: Fields | None = None
+    ) -> None:
+        indexer = OrthogonalIndexer(selection, self.shape, self.metadata.chunk_grid)
+        return sync(self._async_array._set_selection(indexer, value, fields=fields))
+
+    def get_mask_selection(
+        self, mask: MaskSelection, out: NDBuffer | None = None, fields: Fields | None = None
+    ) -> NDArrayLike:
+        indexer = MaskIndexer(mask, self.shape, self.metadata.chunk_grid)
+        return sync(self._async_array._get_selection(indexer=indexer, out=out, fields=fields))
+
+    def set_mask_selection(
+        self, mask: MaskSelection, value: NDArrayLike, fields: Fields | None = None
+    ) -> None:
+        indexer = MaskIndexer(mask, self.shape, self.metadata.chunk_grid)
+        sync(self._async_array._set_selection(indexer, value, fields=fields))
+
+    def get_coordinate_selection(
+        self,
+        selection: CoordinateSelection,
+        out: NDBuffer | None = None,
+        fields: Fields | None = None,
+    ) -> NDArrayLike:
+        indexer = CoordinateIndexer(selection, self.shape, self.metadata.chunk_grid)
+        out_array = sync(self._async_array._get_selection(indexer=indexer, out=out, fields=fields))
+
+        # restore shape
+        out_array = out_array.reshape(indexer.sel_shape)
+        return out_array
+
+    def set_coordinate_selection(
+        self, selection: CoordinateSelection, value: NDArrayLike, fields: Fields | None = None
+    ) -> None:
+        # setup indexer
+        indexer = CoordinateIndexer(selection, self.shape, self.metadata.chunk_grid)
+
+        # handle value - need ndarray-like flatten value
+        if not is_scalar(value, self.dtype):
+            try:
+                from numcodecs.compat import ensure_ndarray_like
+
+                value = ensure_ndarray_like(value)  # TODO replace with agnostic
+            except TypeError:
+                # Handle types like `list` or `tuple`
+                value = np.array(value)  # TODO replace with agnostic
+        if hasattr(value, "shape") and len(value.shape) > 1:
+            value = value.reshape(-1)
+
+        sync(self._async_array._set_selection(indexer, value, fields=fields))
+
+    def get_block_selection(
+        self,
+        selection: BlockSelection,
+        out: NDBuffer | None = None,
+        fields: Fields | None = None,
+    ) -> NDArrayLike:
+        indexer = BlockIndexer(selection, self.shape, self.metadata.chunk_grid)
+        return sync(self._async_array._get_selection(indexer=indexer, out=out, fields=fields))
+
+    def set_block_selection(
+        self,
+        selection: BlockSelection,
+        value: NDArrayLike,
+        fields: Fields | None = None,
+    ) -> None:
+        indexer = BlockIndexer(selection, self.shape, self.metadata.chunk_grid)
+        sync(self._async_array._set_selection(indexer, value, fields=fields))
+
+    @property
+    def vindex(self) -> VIndex:
+        return VIndex(self)
+
+    @property
+    def oindex(self) -> OIndex:
+        return OIndex(self)
+
+    @property
+    def blocks(self) -> BlockIndex:
+        return BlockIndex(self)
 
     def resize(self, new_shape: ChunkCoords) -> Array:
         return type(self)(
diff --git a/src/zarr/buffer.py b/src/zarr/buffer.py
index 59994e70d6..138c7f66d2 100644
--- a/src/zarr/buffer.py
+++ b/src/zarr/buffer.py
@@ -63,7 +63,9 @@ def __getitem__(self, key: slice) -> Self: ...
 
     def __setitem__(self, key: slice, value: Any) -> None: ...
 
-    def reshape(self, shape: ChunkCoords, *, order: Literal["A", "C", "F"] = ...) -> Self: ...
+    def reshape(
+        self, shape: ChunkCoords | Literal[-1], *, order: Literal["A", "C", "F"] = ...
+    ) -> Self: ...
 
     def view(self, dtype: npt.DTypeLike) -> Self: ...
 
@@ -304,7 +306,7 @@ class NDBuffer:
     """
 
     def __init__(self, array: NDArrayLike):
-        assert array.ndim > 0
+        # assert array.ndim > 0
         assert array.dtype != object
         self._data = array
 
@@ -418,7 +420,11 @@ def byteorder(self) -> Endian:
         else:
             return Endian(sys.byteorder)
 
-    def reshape(self, newshape: ChunkCoords) -> Self:
+    def reshape(self, newshape: ChunkCoords | Literal[-1]) -> Self:
+        return self.__class__(self._data.reshape(newshape))
+
+    def squeeze(self, axis: tuple[int, ...]) -> Self:
+        newshape = tuple(a for i, a in enumerate(self.shape) if i not in axis)
         return self.__class__(self._data.reshape(newshape))
 
     def astype(self, dtype: npt.DTypeLike, order: Literal["K", "A", "C", "F"] = "K") -> Self:
@@ -435,6 +441,9 @@ def __setitem__(self, key: Any, value: Any) -> None:
     def __len__(self) -> int:
         return self._data.__len__()
 
+    def __repr__(self) -> str:
+        return f"<NDBuffer shape={self.shape} dtype={self.dtype} {self._data!r}>"
+
     def all_equal(self, other: Any) -> bool:
         return bool((self._data == other).all())
 
diff --git a/src/zarr/chunk_grids.py b/src/zarr/chunk_grids.py
index f6366b8038..941f799849 100644
--- a/src/zarr/chunk_grids.py
+++ b/src/zarr/chunk_grids.py
@@ -1,8 +1,11 @@
 from __future__ import annotations
 
 import itertools
+import operator
+from abc import abstractmethod
 from collections.abc import Iterator
 from dataclasses import dataclass
+from functools import reduce
 from typing import TYPE_CHECKING
 
 from zarr.abc.metadata import Metadata
@@ -13,7 +16,7 @@
     parse_named_configuration,
     parse_shapelike,
 )
-from zarr.indexing import _ceildiv
+from zarr.indexing import ceildiv
 
 if TYPE_CHECKING:
     from typing_extensions import Self
@@ -31,8 +34,13 @@ def from_dict(cls, data: dict[str, JSON] | ChunkGrid) -> ChunkGrid:
             return RegularChunkGrid._from_dict(data)
         raise ValueError(f"Unknown chunk grid. Got {name_parsed}.")
 
+    @abstractmethod
     def all_chunk_coords(self, array_shape: ChunkCoords) -> Iterator[ChunkCoords]:
-        raise NotImplementedError
+        pass
+
+    @abstractmethod
+    def get_nchunks(self, array_shape: ChunkCoords) -> int:
+        pass
 
 
 @dataclass(frozen=True)
@@ -55,5 +63,12 @@ def to_dict(self) -> dict[str, JSON]:
 
     def all_chunk_coords(self, array_shape: ChunkCoords) -> Iterator[ChunkCoords]:
         return itertools.product(
-            *(range(0, _ceildiv(s, c)) for s, c in zip(array_shape, self.chunk_shape, strict=False))
+            *(range(0, ceildiv(s, c)) for s, c in zip(array_shape, self.chunk_shape, strict=False))
+        )
+
+    def get_nchunks(self, array_shape: ChunkCoords) -> int:
+        return reduce(
+            operator.mul,
+            (ceildiv(s, c) for s, c in zip(array_shape, self.chunk_shape, strict=True)),
+            1,
         )
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index 6f493c9e81..ada4ae23f9 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -20,13 +20,13 @@
 from zarr.codecs.registry import get_codec_class
 from zarr.common import JSON, concurrent_map, parse_named_configuration
 from zarr.config import config
-from zarr.indexing import is_total_slice
+from zarr.indexing import SelectorTuple, is_scalar, is_total_slice
 from zarr.metadata import ArrayMetadata
 
 if TYPE_CHECKING:
     from typing_extensions import Self
 
-    from zarr.common import ArraySpec, SliceSelection
+    from zarr.common import ArraySpec
 
 T = TypeVar("T")
 U = TypeVar("U")
@@ -247,7 +247,7 @@ async def decode_batch(
 
     async def decode_partial_batch(
         self,
-        batch_info: Iterable[tuple[ByteGetter, SliceSelection, ArraySpec]],
+        batch_info: Iterable[tuple[ByteGetter, SelectorTuple, ArraySpec]],
     ) -> Iterable[NDBuffer | None]:
         assert self.supports_partial_decode
         assert isinstance(self.array_bytes_codec, ArrayBytesCodecPartialDecodeMixin)
@@ -282,7 +282,7 @@ async def encode_batch(
 
     async def encode_partial_batch(
         self,
-        batch_info: Iterable[tuple[ByteSetter, NDBuffer, SliceSelection, ArraySpec]],
+        batch_info: Iterable[tuple[ByteSetter, NDBuffer, SelectorTuple, ArraySpec]],
     ) -> None:
         assert self.supports_partial_encode
         assert isinstance(self.array_bytes_codec, ArrayBytesCodecPartialEncodeMixin)
@@ -290,8 +290,9 @@ async def encode_partial_batch(
 
     async def read_batch(
         self,
-        batch_info: Iterable[tuple[ByteGetter, ArraySpec, SliceSelection, SliceSelection]],
+        batch_info: Iterable[tuple[ByteGetter, ArraySpec, SelectorTuple, SelectorTuple]],
         out: NDBuffer,
+        drop_axes: tuple[int, ...] = (),
     ) -> None:
         if self.supports_partial_decode:
             chunk_array_batch = await self.decode_partial_batch(
@@ -326,14 +327,55 @@ async def read_batch(
             ):
                 if chunk_array is not None:
                     tmp = chunk_array[chunk_selection]
+                    if drop_axes != ():
+                        tmp = tmp.squeeze(axis=drop_axes)
                     out[out_selection] = tmp
                 else:
                     out[out_selection] = chunk_spec.fill_value
 
+    def _merge_chunk_array(
+        self,
+        existing_chunk_array: NDBuffer | None,
+        value: NDBuffer,
+        out_selection: SelectorTuple,
+        chunk_spec: ArraySpec,
+        chunk_selection: SelectorTuple,
+        drop_axes: tuple[int, ...],
+    ) -> NDBuffer:
+        if is_total_slice(chunk_selection, chunk_spec.shape) and value.shape == chunk_spec.shape:
+            return value
+        if existing_chunk_array is None:
+            chunk_array = NDBuffer.create(
+                shape=chunk_spec.shape,
+                dtype=chunk_spec.dtype,
+                order=chunk_spec.order,
+                fill_value=chunk_spec.fill_value,
+            )
+        else:
+            chunk_array = existing_chunk_array.copy()  # make a writable copy
+        if chunk_selection == ():
+            chunk_value = value
+        elif is_scalar(value.as_ndarray_like(), chunk_spec.dtype):
+            chunk_value = value
+        else:
+            chunk_value = value[out_selection]
+            # handle missing singleton dimensions
+            if drop_axes != ():
+                item = tuple(
+                    None  # equivalent to np.newaxis
+                    if idx in drop_axes
+                    else slice(None)
+                    for idx in range(chunk_spec.ndim)
+                )
+                chunk_value = chunk_value[item]
+        chunk_array[chunk_selection] = chunk_value
+        return chunk_array
+
     async def write_batch(
         self,
-        batch_info: Iterable[tuple[ByteSetter, ArraySpec, SliceSelection, SliceSelection]],
+        batch_info: Iterable[tuple[ByteSetter, ArraySpec, SelectorTuple, SelectorTuple]],
         value: NDBuffer,
+        drop_axes: tuple[int, ...] = (),
     ) -> None:
         if self.supports_partial_encode:
             await self.encode_partial_batch(
@@ -368,28 +410,10 @@ async def _read_key(byte_setter: ByteSetter | None) -> Buffer | None:
                 ],
             )
 
-            def _merge_chunk_array(
-                existing_chunk_array: NDBuffer | None,
-                new_chunk_array_slice: NDBuffer,
-                chunk_spec: ArraySpec,
-                chunk_selection: SliceSelection,
-            ) -> NDBuffer:
-                if is_total_slice(chunk_selection, chunk_spec.shape):
-                    return new_chunk_array_slice
-                if existing_chunk_array is None:
-                    chunk_array = NDBuffer.create(
-                        shape=chunk_spec.shape,
-                        dtype=chunk_spec.dtype,
-                        order=chunk_spec.order,
-                        fill_value=chunk_spec.fill_value,
-                    )
-                else:
-                    chunk_array = existing_chunk_array.copy()  # make a writable copy
-                chunk_array[chunk_selection] = new_chunk_array_slice
-                return chunk_array
-
             chunk_array_batch = [
-                _merge_chunk_array(chunk_array, value[out_selection], chunk_spec, chunk_selection)
+                self._merge_chunk_array(
+                    chunk_array, value, out_selection, chunk_spec, chunk_selection, drop_axes
+                )
                 for chunk_array, (_, chunk_spec, chunk_selection, out_selection) in zip(
                     chunk_array_batch, batch_info, strict=False
                 )
@@ -450,12 +474,13 @@ async def encode(
 
     async def read(
         self,
-        batch_info: Iterable[tuple[ByteGetter, ArraySpec, SliceSelection, SliceSelection]],
+        batch_info: Iterable[tuple[ByteGetter, ArraySpec, SelectorTuple, SelectorTuple]],
         out: NDBuffer,
+        drop_axes: tuple[int, ...] = (),
     ) -> None:
         await concurrent_map(
             [
-                (single_batch_info, out)
+                (single_batch_info, out, drop_axes)
                 for single_batch_info in batched(batch_info, self.batch_size)
             ],
             self.read_batch,
@@ -464,12 +489,13 @@ async def read(
 
     async def write(
         self,
-        batch_info: Iterable[tuple[ByteSetter, ArraySpec, SliceSelection, SliceSelection]],
+        batch_info: Iterable[tuple[ByteSetter, ArraySpec, SelectorTuple, SelectorTuple]],
         value: NDBuffer,
+        drop_axes: tuple[int, ...] = (),
     ) -> None:
         await concurrent_map(
             [
-                (single_batch_info, value)
+                (single_batch_info, value, drop_axes)
                 for single_batch_info in batched(batch_info, self.batch_size)
             ],
             self.write_batch,
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index a7b6edc3b4..dab2810f35 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -33,11 +33,7 @@
     parse_shapelike,
     product,
 )
-from zarr.indexing import (
-    BasicIndexer,
-    c_order_iter,
-    morton_order_iter,
-)
+from zarr.indexing import BasicIndexer, SelectorTuple, c_order_iter, get_indexer, morton_order_iter
 from zarr.metadata import ArrayMetadata, parse_codecs
 
 if TYPE_CHECKING:
@@ -45,7 +41,7 @@
 
     from typing_extensions import Self
 
-    from zarr.common import JSON, SliceSelection
+    from zarr.common import JSON
 
 MAX_UINT_64 = 2**64 - 1
 ShardMapping = Mapping[ChunkCoords, Buffer]
@@ -423,7 +419,7 @@ async def _decode_single(
     async def _decode_partial_single(
         self,
         byte_getter: ByteGetter,
-        selection: SliceSelection,
+        selection: SelectorTuple,
         shard_spec: ArraySpec,
     ) -> NDBuffer | None:
         shard_shape = shard_spec.shape
@@ -431,7 +427,7 @@ async def _decode_partial_single(
         chunks_per_shard = self._get_chunks_per_shard(shard_spec)
         chunk_spec = self._get_chunk_spec(shard_spec)
 
-        indexer = BasicIndexer(
+        indexer = get_indexer(
             selection,
             shape=shard_shape,
             chunk_grid=RegularChunkGrid(chunk_shape=chunk_shape),
@@ -520,7 +516,7 @@ async def _encode_partial_single(
         self,
         byte_setter: ByteSetter,
         shard_array: NDBuffer,
-        selection: SliceSelection,
+        selection: SelectorTuple,
         shard_spec: ArraySpec,
     ) -> None:
         shard_shape = shard_spec.shape
@@ -535,10 +531,8 @@ async def _encode_partial_single(
         )
 
         indexer = list(
-            BasicIndexer(
-                selection,
-                shape=shard_shape,
-                chunk_grid=RegularChunkGrid(chunk_shape=chunk_shape),
+            get_indexer(
+                selection, shape=shard_shape, chunk_grid=RegularChunkGrid(chunk_shape=chunk_shape)
             )
         )
 
diff --git a/src/zarr/indexing.py b/src/zarr/indexing.py
index 6bc83d5062..98130fe0cd 100644
--- a/src/zarr/indexing.py
+++ b/src/zarr/indexing.py
@@ -2,84 +2,294 @@
 
 import itertools
 import math
-from collections.abc import Iterator
-from typing import TYPE_CHECKING, NamedTuple
+import numbers
+import operator
+from collections.abc import Iterator, Sequence
+from dataclasses import dataclass
+from enum import Enum
+from functools import reduce
+from types import EllipsisType
+from typing import (
+    TYPE_CHECKING,
+    Any,
+    NamedTuple,
+    Protocol,
+    TypeGuard,
+    TypeVar,
+    cast,
+    runtime_checkable,
+)
 
-from zarr.common import ChunkCoords, Selection, SliceSelection, product
+import numpy as np
+import numpy.typing as npt
+
+from zarr.common import ChunkCoords, product
 
 if TYPE_CHECKING:
+    from zarr.array import Array
+    from zarr.buffer import NDArrayLike
     from zarr.chunk_grids import ChunkGrid
 
+BasicSelector = int | slice | EllipsisType
+BasicSelectorTuple = tuple[BasicSelector, ...]
+BasicSelection = BasicSelector | BasicSelectorTuple
+BasicSelectionNormalized = tuple[int | slice, ...]
+CoordinateSelector = list[int] | npt.NDArray[np.intp]
+CoordinateSelection = CoordinateSelector | tuple[CoordinateSelector, ...]
+CoordinateSelectionNormalized = tuple[npt.NDArray[np.intp], ...]
+BlockSelector = int | slice
+BlockSelection = BlockSelector | tuple[BlockSelector, ...]
+BlockSelectionNormalized = tuple[BlockSelector, ...]
+MaskSelection = npt.NDArray[np.bool_]
+OrthogonalSelector = int | slice | npt.NDArray[np.intp] | npt.NDArray[np.bool_]
+OrthogonalSelection = OrthogonalSelector | tuple[OrthogonalSelector, ...]
+OrthogonalSelectionNormalized = tuple[OrthogonalSelector, ...]
 
-def _ensure_tuple(v: Selection) -> SliceSelection:
-    if not isinstance(v, tuple):
-        v = (v,)
-    return v
+Selection = (
+    BasicSelection | CoordinateSelection | BlockSelection | MaskSelection | OrthogonalSelection
+)
+SelectionNormalized = (
+    BasicSelectionNormalized
+    | CoordinateSelectionNormalized
+    | BlockSelectionNormalized
+    | MaskSelection
+    | OrthogonalSelectionNormalized
+)
+Selector = int | slice | npt.NDArray[np.intp] | npt.NDArray[np.bool_]
+SelectionWithFields = Selection | str | Sequence[str]
+SelectorTuple = tuple[Selector, ...] | npt.NDArray[np.intp] | slice
+Fields = str | list[str] | tuple[str, ...]
+
+
+class ArrayIndexError(IndexError):
+    pass
+
+
+class BoundsCheckError(IndexError):
+    _msg = ""
+
+    def __init__(self, dim_len: int):
+        self._msg = f"index out of bounds for dimension with length {dim_len}"
+
+
+class NegativeStepError(IndexError):
+    _msg = "only slices with step >= 1 are supported"
 
 
-def _err_too_many_indices(selection: SliceSelection, shape: ChunkCoords) -> None:
+class VindexInvalidSelectionError(IndexError):
+    _msg = (
+        "unsupported selection type for vectorized indexing; only "
+        "coordinate selection (tuple of integer arrays) and mask selection "
+        "(single Boolean array) are supported; got {0!r}"
+    )
+
+
+def err_too_many_indices(selection: Any, shape: ChunkCoords) -> None:
     raise IndexError(f"too many indices for array; expected {len(shape)}, got {len(selection)}")
 
 
-def _err_negative_step() -> None:
-    raise IndexError("only slices with step >= 1 are supported")
+@runtime_checkable
+class Indexer(Protocol):
+    shape: ChunkCoords
+    drop_axes: ChunkCoords
 
+    def __iter__(self) -> Iterator[ChunkProjection]: ...
 
-def _check_selection_length(selection: SliceSelection, shape: ChunkCoords) -> None:
-    if len(selection) > len(shape):
-        _err_too_many_indices(selection, shape)
 
+def ceildiv(a: float, b: float) -> int:
+    return math.ceil(a / b)
 
-def _ensure_selection(
-    selection: Selection,
-    shape: ChunkCoords,
-) -> SliceSelection:
-    selection = _ensure_tuple(selection)
 
-    # fill out selection if not completely specified
-    if len(selection) < len(shape):
-        selection += (slice(None),) * (len(shape) - len(selection))
+def is_integer(x: Any) -> TypeGuard[int]:
+    """True if x is an integer (both pure Python or NumPy).
+
+    Note that Python's bool is considered an integer too.
+    """
+    return isinstance(x, numbers.Integral)
+
+
+def is_integer_list(x: Any) -> TypeGuard[list[int]]:
+    """True if x is a list of integers.
+
+    This function assumes ie *does not check* that all elements of the list
+    have the same type. Mixed type lists will result in other errors that will
+    bubble up anyway.
+    """
+    return isinstance(x, list) and len(x) > 0 and is_integer(x[0])
+
+
+def is_integer_array(x: Any, ndim: int | None = None) -> TypeGuard[npt.NDArray[np.intp]]:
+    t = not np.isscalar(x) and hasattr(x, "shape") and hasattr(x, "dtype") and x.dtype.kind in "ui"
+    if ndim is not None:
+        t = t and hasattr(x, "shape") and len(x.shape) == ndim
+    return t
+
+
+def is_bool_array(x: Any, ndim: int | None = None) -> TypeGuard[npt.NDArray[np.bool_]]:
+    t = hasattr(x, "shape") and hasattr(x, "dtype") and x.dtype == bool
+    if ndim is not None:
+        t = t and hasattr(x, "shape") and len(x.shape) == ndim
+    return t
+
+
+def is_scalar(value: Any, dtype: np.dtype[Any]) -> bool:
+    if np.isscalar(value):
+        return True
+    if hasattr(value, "shape") and value.shape == ():
+        return True
+    if isinstance(value, tuple) and dtype.names and len(value) == len(dtype.names):
+        return True
+    return False
+
+
+def is_pure_fancy_indexing(selection: Any, ndim: int) -> bool:
+    """Check whether a selection contains only scalars or integer array-likes.
+
+    Parameters
+    ----------
+    selection : tuple, slice, or scalar
+        A valid selection value for indexing into arrays.
+
+    Returns
+    -------
+    is_pure : bool
+        True if the selection is a pure fancy indexing expression (ie not mixed
+        with boolean or slices).
+    """
+    if ndim == 1:
+        if is_integer_list(selection) or is_integer_array(selection):
+            return True
+        # if not, we go through the normal path below, because a 1-tuple
+        # of integers is also allowed.
+    no_slicing = (
+        isinstance(selection, tuple)
+        and len(selection) == ndim
+        and not (any(isinstance(elem, slice) or elem is Ellipsis for elem in selection))
+    )
+    return (
+        no_slicing
+        and all(
+            is_integer(elem) or is_integer_list(elem) or is_integer_array(elem)
+            for elem in selection
+        )
+        and any(is_integer_list(elem) or is_integer_array(elem) for elem in selection)
+    )
 
-    # check selection not too long
-    _check_selection_length(selection, shape)
 
-    return selection
+def is_pure_orthogonal_indexing(selection: Selection, ndim: int) -> TypeGuard[OrthogonalSelection]:
+    if not ndim:
+        return False
 
+    # Case 1: Selection is a single iterable of integers
+    if is_integer_list(selection) or is_integer_array(selection, ndim=1):
+        return True
+
+    # Case two: selection contains either zero or one integer iterables.
+    # All other selection elements are slices or integers
+    return (
+        isinstance(selection, tuple)
+        and len(selection) == ndim
+        and sum(is_integer_list(elem) or is_integer_array(elem) for elem in selection) <= 1
+        and all(
+            is_integer_list(elem) or is_integer_array(elem) or isinstance(elem, int | slice)
+            for elem in selection
+        )
+    )
+
+
+def get_chunk_shape(chunk_grid: ChunkGrid) -> ChunkCoords:
+    from zarr.chunk_grids import RegularChunkGrid
+
+    assert isinstance(
+        chunk_grid, RegularChunkGrid
+    ), "Only regular chunk grid is supported, currently."
+    return chunk_grid.chunk_shape
+
+
+def normalize_integer_selection(dim_sel: int, dim_len: int) -> int:
+    # normalize type to int
+    dim_sel = int(dim_sel)
+
+    # handle wraparound
+    if dim_sel < 0:
+        dim_sel = dim_len + dim_sel
+
+    # handle out of bounds
+    if dim_sel >= dim_len or dim_sel < 0:
+        raise BoundsCheckError(dim_len)
+
+    return dim_sel
+
+
+class ChunkDimProjection(NamedTuple):
+    """A mapping from chunk to output array for a single dimension.
+
+    Parameters
+    ----------
+    dim_chunk_ix
+        Index of chunk.
+    dim_chunk_sel
+        Selection of items from chunk array.
+    dim_out_sel
+        Selection of items in target (output) array.
+
+    """
 
-class _ChunkDimProjection(NamedTuple):
     dim_chunk_ix: int
-    dim_chunk_sel: slice
-    dim_out_sel: slice | None
+    dim_chunk_sel: Selector
+    dim_out_sel: Selector | None
 
 
-def _ceildiv(a: float, b: float) -> int:
-    return math.ceil(a / b)
+@dataclass(frozen=True)
+class IntDimIndexer:
+    dim_sel: int
+    dim_len: int
+    dim_chunk_len: int
+    nitems: int = 1
+
+    def __init__(self, dim_sel: int, dim_len: int, dim_chunk_len: int):
+        object.__setattr__(self, "dim_sel", normalize_integer_selection(dim_sel, dim_len))
+        object.__setattr__(self, "dim_len", dim_len)
+        object.__setattr__(self, "dim_chunk_len", dim_chunk_len)
 
+    def __iter__(self) -> Iterator[ChunkDimProjection]:
+        dim_chunk_ix = self.dim_sel // self.dim_chunk_len
+        dim_offset = dim_chunk_ix * self.dim_chunk_len
+        dim_chunk_sel = self.dim_sel - dim_offset
+        dim_out_sel = None
+        yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
 
-class _SliceDimIndexer:
-    dim_sel: slice
+
+@dataclass(frozen=True)
+class SliceDimIndexer:
     dim_len: int
     dim_chunk_len: int
     nitems: int
+    nchunks: int
 
     start: int
     stop: int
     step: int
 
     def __init__(self, dim_sel: slice, dim_len: int, dim_chunk_len: int):
-        self.start, self.stop, self.step = dim_sel.indices(dim_len)
-        if self.step < 1:
-            _err_negative_step()
+        # normalize
+        start, stop, step = dim_sel.indices(dim_len)
+        if step < 1:
+            raise NegativeStepError
+
+        object.__setattr__(self, "start", start)
+        object.__setattr__(self, "stop", stop)
+        object.__setattr__(self, "step", step)
 
-        self.dim_len = dim_len
-        self.dim_chunk_len = dim_chunk_len
-        self.nitems = max(0, _ceildiv((self.stop - self.start), self.step))
-        self.nchunks = _ceildiv(self.dim_len, self.dim_chunk_len)
+        object.__setattr__(self, "dim_len", dim_len)
+        object.__setattr__(self, "dim_chunk_len", dim_chunk_len)
+        object.__setattr__(self, "nitems", max(0, ceildiv((stop - start), step)))
+        object.__setattr__(self, "nchunks", ceildiv(dim_len, dim_chunk_len))
 
-    def __iter__(self) -> Iterator[_ChunkDimProjection]:
+    def __iter__(self) -> Iterator[ChunkDimProjection]:
         # figure out the range of chunks we need to visit
         dim_chunk_ix_from = self.start // self.dim_chunk_len
-        dim_chunk_ix_to = _ceildiv(self.stop, self.dim_chunk_len)
+        dim_chunk_ix_to = ceildiv(self.stop, self.dim_chunk_len)
 
         # iterate over chunks in range
         for dim_chunk_ix in range(dim_chunk_ix_from, dim_chunk_ix_to):
@@ -97,7 +307,7 @@ def __iter__(self) -> Iterator[_ChunkDimProjection]:
                 if remainder:
                     dim_chunk_sel_start += self.step - remainder
                 # compute number of previous items, provides offset into output array
-                dim_out_offset = _ceildiv((dim_offset - self.start), self.step)
+                dim_out_offset = ceildiv((dim_offset - self.start), self.step)
 
             else:
                 # selection starts within current chunk
@@ -113,43 +323,609 @@ def __iter__(self) -> Iterator[_ChunkDimProjection]:
                 dim_chunk_sel_stop = self.stop - dim_offset
 
             dim_chunk_sel = slice(dim_chunk_sel_start, dim_chunk_sel_stop, self.step)
-            dim_chunk_nitems = _ceildiv((dim_chunk_sel_stop - dim_chunk_sel_start), self.step)
+            dim_chunk_nitems = ceildiv((dim_chunk_sel_stop - dim_chunk_sel_start), self.step)
+
+            # If there are no elements on the selection within this chunk, then skip
+            if dim_chunk_nitems == 0:
+                continue
+
             dim_out_sel = slice(dim_out_offset, dim_out_offset + dim_chunk_nitems)
 
-            yield _ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
+            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
+
+
+def check_selection_length(selection: SelectionNormalized, shape: ChunkCoords) -> None:
+    if len(selection) > len(shape):
+        err_too_many_indices(selection, shape)
+
+
+def replace_ellipsis(selection: Any, shape: ChunkCoords) -> SelectionNormalized:
+    selection = ensure_tuple(selection)
+
+    # count number of ellipsis present
+    n_ellipsis = sum(1 for i in selection if i is Ellipsis)
+
+    if n_ellipsis > 1:
+        # more than 1 is an error
+        raise IndexError("an index can only have a single ellipsis ('...')")
+
+    elif n_ellipsis == 1:
+        # locate the ellipsis, count how many items to left and right
+        n_items_l = selection.index(Ellipsis)  # items to left of ellipsis
+        n_items_r = len(selection) - (n_items_l + 1)  # items to right of ellipsis
+        n_items = len(selection) - 1  # all non-ellipsis items
+
+        if n_items >= len(shape):
+            # ellipsis does nothing, just remove it
+            selection = tuple(i for i in selection if i != Ellipsis)
+
+        else:
+            # replace ellipsis with as many slices are needed for number of dims
+            new_item = selection[:n_items_l] + ((slice(None),) * (len(shape) - n_items))
+            if n_items_r:
+                new_item += selection[-n_items_r:]
+            selection = new_item
+
+    # fill out selection if not completely specified
+    if len(selection) < len(shape):
+        selection += (slice(None),) * (len(shape) - len(selection))
+
+    # check selection not too long
+    check_selection_length(selection, shape)
+
+    return cast(SelectionNormalized, selection)
+
+
+def replace_lists(selection: SelectionNormalized) -> SelectionNormalized:
+    return tuple(
+        np.asarray(dim_sel) if isinstance(dim_sel, list) else dim_sel for dim_sel in selection
+    )
 
 
-class _ChunkProjection(NamedTuple):
+T = TypeVar("T")
+
+
+def ensure_tuple(v: Any) -> SelectionNormalized:
+    if not isinstance(v, tuple):
+        v = (v,)
+    return cast(SelectionNormalized, v)
+
+
+class ChunkProjection(NamedTuple):
+    """A mapping of items from chunk to output array. Can be used to extract items from the
+    chunk array for loading into an output array. Can also be used to extract items from a
+    value array for setting/updating in a chunk array.
+
+    Parameters
+    ----------
+    chunk_coords
+        Indices of chunk.
+    chunk_selection
+        Selection of items from chunk array.
+    out_selection
+        Selection of items in target (output) array.
+
+    """
+
     chunk_coords: ChunkCoords
-    chunk_selection: SliceSelection
-    out_selection: SliceSelection
+    chunk_selection: tuple[Selector, ...] | npt.NDArray[np.intp]
+    out_selection: tuple[Selector, ...] | npt.NDArray[np.intp] | slice
+
+
+def is_slice(s: Any) -> TypeGuard[slice]:
+    return isinstance(s, slice)
+
+
+def is_contiguous_slice(s: Any) -> TypeGuard[slice]:
+    return is_slice(s) and (s.step is None or s.step == 1)
+
 
+def is_positive_slice(s: Any) -> TypeGuard[slice]:
+    return is_slice(s) and (s.step is None or s.step >= 1)
 
-class BasicIndexer:
-    dim_indexers: list[_SliceDimIndexer]
+
+def is_contiguous_selection(selection: Any) -> TypeGuard[slice]:
+    selection = ensure_tuple(selection)
+    return all((is_integer_array(s) or is_contiguous_slice(s) or s == Ellipsis) for s in selection)
+
+
+def is_basic_selection(selection: Any) -> TypeGuard[BasicSelection]:
+    selection = ensure_tuple(selection)
+    return all(is_integer(s) or is_positive_slice(s) for s in selection)
+
+
+@dataclass(frozen=True)
+class BasicIndexer(Indexer):
+    dim_indexers: list[IntDimIndexer | SliceDimIndexer]
     shape: ChunkCoords
+    drop_axes: ChunkCoords
 
     def __init__(
         self,
-        selection: Selection,
-        shape: tuple[int, ...],
+        selection: BasicSelection,
+        shape: ChunkCoords,
         chunk_grid: ChunkGrid,
     ):
-        from zarr.chunk_grids import RegularChunkGrid
+        chunk_shape = get_chunk_shape(chunk_grid)
+        # handle ellipsis
+        selection_normalized = replace_ellipsis(selection, shape)
 
-        assert isinstance(
-            chunk_grid, RegularChunkGrid
-        ), "Only regular chunk grid is supported, currently."
         # setup per-dimension indexers
-        self.dim_indexers = [
-            _SliceDimIndexer(dim_sel, dim_len, dim_chunk_len)
-            for dim_sel, dim_len, dim_chunk_len in zip(
-                _ensure_selection(selection, shape), shape, chunk_grid.chunk_shape, strict=False
+        dim_indexers: list[IntDimIndexer | SliceDimIndexer] = []
+        for dim_sel, dim_len, dim_chunk_len in zip(
+            selection_normalized, shape, chunk_shape, strict=True
+        ):
+            dim_indexer: IntDimIndexer | SliceDimIndexer
+            if is_integer(dim_sel):
+                dim_indexer = IntDimIndexer(dim_sel, dim_len, dim_chunk_len)
+
+            elif is_slice(dim_sel):
+                dim_indexer = SliceDimIndexer(dim_sel, dim_len, dim_chunk_len)
+
+            else:
+                raise IndexError(
+                    "unsupported selection item for basic indexing; "
+                    f"expected integer or slice, got {type(dim_sel)!r}"
+                )
+
+            dim_indexers.append(dim_indexer)
+
+        object.__setattr__(self, "dim_indexers", dim_indexers)
+        object.__setattr__(
+            self,
+            "shape",
+            tuple(s.nitems for s in self.dim_indexers if not isinstance(s, IntDimIndexer)),
+        )
+        object.__setattr__(self, "drop_axes", ())
+
+    def __iter__(self) -> Iterator[ChunkProjection]:
+        for dim_projections in itertools.product(*self.dim_indexers):
+            chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
+            chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
+            out_selection = tuple(
+                p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
             )
-        ]
-        self.shape = tuple(s.nitems for s in self.dim_indexers)
 
-    def __iter__(self) -> Iterator[_ChunkProjection]:
+            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
+
+
+@dataclass(frozen=True)
+class BoolArrayDimIndexer:
+    dim_sel: npt.NDArray[np.bool_]
+    dim_len: int
+    dim_chunk_len: int
+    nchunks: int
+
+    chunk_nitems: npt.NDArray[Any]
+    chunk_nitems_cumsum: npt.NDArray[Any]
+    nitems: int
+    dim_chunk_ixs: npt.NDArray[np.intp]
+
+    def __init__(self, dim_sel: npt.NDArray[np.bool_], dim_len: int, dim_chunk_len: int):
+        # check number of dimensions
+        if not is_bool_array(dim_sel, 1):
+            raise IndexError("Boolean arrays in an orthogonal selection must be 1-dimensional only")
+
+        # check shape
+        if dim_sel.shape[0] != dim_len:
+            raise IndexError(
+                f"Boolean array has the wrong length for dimension; expected {dim_len}, got {dim_sel.shape[0]}"
+            )
+
+        # precompute number of selected items for each chunk
+        nchunks = ceildiv(dim_len, dim_chunk_len)
+        chunk_nitems = np.zeros(nchunks, dtype="i8")
+        for dim_chunk_ix in range(nchunks):
+            dim_offset = dim_chunk_ix * dim_chunk_len
+            chunk_nitems[dim_chunk_ix] = np.count_nonzero(
+                dim_sel[dim_offset : dim_offset + dim_chunk_len]
+            )
+        chunk_nitems_cumsum = np.cumsum(chunk_nitems)
+        nitems = chunk_nitems_cumsum[-1]
+        dim_chunk_ixs = np.nonzero(chunk_nitems)[0]
+
+        # store attributes
+        object.__setattr__(self, "dim_sel", dim_sel)
+        object.__setattr__(self, "dim_len", dim_len)
+        object.__setattr__(self, "dim_chunk_len", dim_chunk_len)
+        object.__setattr__(self, "nchunks", nchunks)
+        object.__setattr__(self, "chunk_nitems", chunk_nitems)
+        object.__setattr__(self, "chunk_nitems_cumsum", chunk_nitems_cumsum)
+        object.__setattr__(self, "nitems", nitems)
+        object.__setattr__(self, "dim_chunk_ixs", dim_chunk_ixs)
+
+    def __iter__(self) -> Iterator[ChunkDimProjection]:
+        # iterate over chunks with at least one item
+        for dim_chunk_ix in self.dim_chunk_ixs:
+            # find region in chunk
+            dim_offset = dim_chunk_ix * self.dim_chunk_len
+            dim_chunk_sel = self.dim_sel[dim_offset : dim_offset + self.dim_chunk_len]
+
+            # pad out if final chunk
+            if dim_chunk_sel.shape[0] < self.dim_chunk_len:
+                tmp = np.zeros(self.dim_chunk_len, dtype=bool)
+                tmp[: dim_chunk_sel.shape[0]] = dim_chunk_sel
+                dim_chunk_sel = tmp
+
+            # find region in output
+            if dim_chunk_ix == 0:
+                start = 0
+            else:
+                start = self.chunk_nitems_cumsum[dim_chunk_ix - 1]
+            stop = self.chunk_nitems_cumsum[dim_chunk_ix]
+            dim_out_sel = slice(start, stop)
+
+            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
+
+
+class Order(Enum):
+    UNKNOWN = 0
+    INCREASING = 1
+    DECREASING = 2
+    UNORDERED = 3
+
+    @staticmethod
+    def check(a: npt.NDArray[Any]) -> Order:
+        diff = np.diff(a)
+        diff_positive = diff >= 0
+        n_diff_positive = np.count_nonzero(diff_positive)
+        all_increasing = n_diff_positive == len(diff_positive)
+        any_increasing = n_diff_positive > 0
+        if all_increasing:
+            order = Order.INCREASING
+        elif any_increasing:
+            order = Order.UNORDERED
+        else:
+            order = Order.DECREASING
+        return order
+
+
+def wraparound_indices(x: npt.NDArray[Any], dim_len: int) -> None:
+    loc_neg = x < 0
+    if np.any(loc_neg):
+        x[loc_neg] = x[loc_neg] + dim_len
+
+
+def boundscheck_indices(x: npt.NDArray[Any], dim_len: int) -> None:
+    if np.any(x < 0) or np.any(x >= dim_len):
+        raise BoundsCheckError(dim_len)
+
+
+@dataclass(frozen=True)
+class IntArrayDimIndexer:
+    """Integer array selection against a single dimension."""
+
+    dim_len: int
+    dim_chunk_len: int
+    nchunks: int
+    nitems: int
+    order: Order
+    dim_sel: npt.NDArray[np.intp]
+    dim_out_sel: npt.NDArray[np.intp]
+    chunk_nitems: int
+    dim_chunk_ixs: npt.NDArray[np.intp]
+    chunk_nitems_cumsum: npt.NDArray[np.intp]
+
+    def __init__(
+        self,
+        dim_sel: npt.NDArray[np.intp],
+        dim_len: int,
+        dim_chunk_len: int,
+        wraparound: bool = True,
+        boundscheck: bool = True,
+        order: Order = Order.UNKNOWN,
+    ):
+        # ensure 1d array
+        dim_sel = np.asanyarray(dim_sel)
+        if not is_integer_array(dim_sel, 1):
+            raise IndexError("integer arrays in an orthogonal selection must be 1-dimensional only")
+
+        nitems = len(dim_sel)
+        nchunks = ceildiv(dim_len, dim_chunk_len)
+
+        # handle wraparound
+        if wraparound:
+            wraparound_indices(dim_sel, dim_len)
+
+        # handle out of bounds
+        if boundscheck:
+            boundscheck_indices(dim_sel, dim_len)
+
+        # determine which chunk is needed for each selection item
+        # note: for dense integer selections, the division operation here is the
+        # bottleneck
+        dim_sel_chunk = dim_sel // dim_chunk_len
+
+        # determine order of indices
+        if order == Order.UNKNOWN:
+            order = Order.check(dim_sel)
+        order = Order(order)
+
+        if order == Order.INCREASING:
+            dim_sel = dim_sel
+            dim_out_sel = None
+        elif order == Order.DECREASING:
+            dim_sel = dim_sel[::-1]
+            # TODO should be possible to do this without creating an arange
+            dim_out_sel = np.arange(nitems - 1, -1, -1)
+        else:
+            # sort indices to group by chunk
+            dim_out_sel = np.argsort(dim_sel_chunk)
+            dim_sel = np.take(dim_sel, dim_out_sel)
+
+        # precompute number of selected items for each chunk
+        chunk_nitems = np.bincount(dim_sel_chunk, minlength=nchunks)
+
+        # find chunks that we need to visit
+        dim_chunk_ixs = np.nonzero(chunk_nitems)[0]
+
+        # compute offsets into the output array
+        chunk_nitems_cumsum = np.cumsum(chunk_nitems)
+
+        # store attributes
+        object.__setattr__(self, "dim_len", dim_len)
+        object.__setattr__(self, "dim_chunk_len", dim_chunk_len)
+        object.__setattr__(self, "nchunks", nchunks)
+        object.__setattr__(self, "nitems", nitems)
+        object.__setattr__(self, "order", order)
+        object.__setattr__(self, "dim_sel", dim_sel)
+        object.__setattr__(self, "dim_out_sel", dim_out_sel)
+        object.__setattr__(self, "chunk_nitems", chunk_nitems)
+        object.__setattr__(self, "dim_chunk_ixs", dim_chunk_ixs)
+        object.__setattr__(self, "chunk_nitems_cumsum", chunk_nitems_cumsum)
+
+    def __iter__(self) -> Iterator[ChunkDimProjection]:
+        for dim_chunk_ix in self.dim_chunk_ixs:
+            dim_out_sel: slice | npt.NDArray[np.intp]
+            # find region in output
+            if dim_chunk_ix == 0:
+                start = 0
+            else:
+                start = self.chunk_nitems_cumsum[dim_chunk_ix - 1]
+            stop = self.chunk_nitems_cumsum[dim_chunk_ix]
+            if self.order == Order.INCREASING:
+                dim_out_sel = slice(start, stop)
+            else:
+                dim_out_sel = self.dim_out_sel[start:stop]
+
+            # find region in chunk
+            dim_offset = dim_chunk_ix * self.dim_chunk_len
+            dim_chunk_sel = self.dim_sel[start:stop] - dim_offset
+
+            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
+
+
+def slice_to_range(s: slice, length: int) -> range:
+    return range(*s.indices(length))
+
+
+def ix_(selection: Any, shape: ChunkCoords) -> npt.NDArray[np.intp]:
+    """Convert an orthogonal selection to a numpy advanced (fancy) selection, like numpy.ix_
+    but with support for slices and single ints."""
+
+    # normalisation
+    selection = replace_ellipsis(selection, shape)
+
+    # replace slice and int as these are not supported by numpy.ix_
+    selection = [
+        slice_to_range(dim_sel, dim_len)
+        if isinstance(dim_sel, slice)
+        else [dim_sel]
+        if is_integer(dim_sel)
+        else dim_sel
+        for dim_sel, dim_len in zip(selection, shape, strict=True)
+    ]
+
+    # now get numpy to convert to a coordinate selection
+    selection = np.ix_(*selection)
+
+    return cast(npt.NDArray[np.intp], selection)
+
+
+def oindex(a: npt.NDArray[Any], selection: Selection) -> npt.NDArray[Any]:
+    """Implementation of orthogonal indexing with slices and ints."""
+    selection = replace_ellipsis(selection, a.shape)
+    drop_axes = tuple(i for i, s in enumerate(selection) if is_integer(s))
+    selection = ix_(selection, a.shape)
+    result = a[selection]
+    if drop_axes:
+        result = result.squeeze(axis=drop_axes)
+    return result
+
+
+def oindex_set(a: npt.NDArray[Any], selection: Selection, value: Any) -> None:
+    selection = replace_ellipsis(selection, a.shape)
+    drop_axes = tuple(i for i, s in enumerate(selection) if is_integer(s))
+    selection = ix_(selection, a.shape)
+    if not np.isscalar(value) and drop_axes:
+        value = np.asanyarray(value)
+        value_selection: list[Selector | None] = [slice(None)] * len(a.shape)
+        for i in drop_axes:
+            value_selection[i] = np.newaxis
+        value = value[tuple(value_selection)]
+    a[selection] = value
+
+
+@dataclass(frozen=True)
+class OrthogonalIndexer(Indexer):
+    dim_indexers: list[IntDimIndexer | SliceDimIndexer | IntArrayDimIndexer | BoolArrayDimIndexer]
+    shape: ChunkCoords
+    chunk_shape: ChunkCoords
+    is_advanced: bool
+    drop_axes: tuple[int, ...]
+
+    def __init__(self, selection: Selection, shape: ChunkCoords, chunk_grid: ChunkGrid):
+        chunk_shape = get_chunk_shape(chunk_grid)
+
+        # handle ellipsis
+        selection = replace_ellipsis(selection, shape)
+
+        # normalize list to array
+        selection = replace_lists(selection)
+
+        # setup per-dimension indexers
+        dim_indexers: list[
+            IntDimIndexer | SliceDimIndexer | IntArrayDimIndexer | BoolArrayDimIndexer
+        ] = []
+        for dim_sel, dim_len, dim_chunk_len in zip(selection, shape, chunk_shape, strict=True):
+            dim_indexer: IntDimIndexer | SliceDimIndexer | IntArrayDimIndexer | BoolArrayDimIndexer
+            if is_integer(dim_sel):
+                dim_indexer = IntDimIndexer(dim_sel, dim_len, dim_chunk_len)
+
+            elif isinstance(dim_sel, slice):
+                dim_indexer = SliceDimIndexer(dim_sel, dim_len, dim_chunk_len)
+
+            elif is_integer_array(dim_sel):
+                dim_indexer = IntArrayDimIndexer(dim_sel, dim_len, dim_chunk_len)
+
+            elif is_bool_array(dim_sel):
+                dim_indexer = BoolArrayDimIndexer(dim_sel, dim_len, dim_chunk_len)
+
+            else:
+                raise IndexError(
+                    "unsupported selection item for orthogonal indexing; "
+                    "expected integer, slice, integer array or Boolean "
+                    f"array, got {type(dim_sel)!r}"
+                )
+
+            dim_indexers.append(dim_indexer)
+
+        dim_indexers = dim_indexers
+        shape = tuple(s.nitems for s in dim_indexers if not isinstance(s, IntDimIndexer))
+        chunk_shape = chunk_shape
+        is_advanced = not is_basic_selection(selection)
+        if is_advanced:
+            drop_axes = tuple(
+                i
+                for i, dim_indexer in enumerate(dim_indexers)
+                if isinstance(dim_indexer, IntDimIndexer)
+            )
+        else:
+            drop_axes = ()
+
+        object.__setattr__(self, "dim_indexers", dim_indexers)
+        object.__setattr__(self, "shape", shape)
+        object.__setattr__(self, "chunk_shape", chunk_shape)
+        object.__setattr__(self, "is_advanced", is_advanced)
+        object.__setattr__(self, "drop_axes", drop_axes)
+
+    def __iter__(self) -> Iterator[ChunkProjection]:
+        for dim_projections in itertools.product(*self.dim_indexers):
+            chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
+            chunk_selection: tuple[Selector, ...] | npt.NDArray[Any] = tuple(
+                p.dim_chunk_sel for p in dim_projections
+            )
+            out_selection: tuple[Selector, ...] | npt.NDArray[Any] = tuple(
+                p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
+            )
+
+            # handle advanced indexing arrays orthogonally
+            if self.is_advanced:
+                # N.B., numpy doesn't support orthogonal indexing directly as yet,
+                # so need to work around via np.ix_. Also np.ix_ does not support a
+                # mixture of arrays and slices or integers, so need to convert slices
+                # and integers into ranges.
+                chunk_selection = ix_(chunk_selection, self.chunk_shape)
+
+                # special case for non-monotonic indices
+                if not is_basic_selection(out_selection):
+                    out_selection = ix_(out_selection, self.shape)
+
+            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
+
+
+@dataclass(frozen=True)
+class OIndex:
+    array: Array
+
+    def __getitem__(self, selection: OrthogonalSelection) -> NDArrayLike:
+        fields, new_selection = pop_fields(selection)
+        new_selection = ensure_tuple(new_selection)
+        new_selection = replace_lists(new_selection)
+        return self.array.get_orthogonal_selection(
+            cast(OrthogonalSelection, new_selection), fields=fields
+        )
+
+    def __setitem__(self, selection: OrthogonalSelection, value: NDArrayLike) -> None:
+        fields, new_selection = pop_fields(selection)
+        new_selection = ensure_tuple(new_selection)
+        new_selection = replace_lists(new_selection)
+        return self.array.set_orthogonal_selection(
+            cast(OrthogonalSelection, new_selection), value, fields=fields
+        )
+
+
+@dataclass(frozen=True)
+class BlockIndexer(Indexer):
+    dim_indexers: list[SliceDimIndexer]
+    shape: ChunkCoords
+    drop_axes: ChunkCoords
+
+    def __init__(self, selection: BlockSelection, shape: ChunkCoords, chunk_grid: ChunkGrid):
+        chunk_shape = get_chunk_shape(chunk_grid)
+
+        # handle ellipsis
+        selection_normalized = replace_ellipsis(selection, shape)
+
+        # normalize list to array
+        selection_normalized = replace_lists(selection_normalized)
+
+        # setup per-dimension indexers
+        dim_indexers = []
+        for dim_sel, dim_len, dim_chunk_size in zip(
+            selection_normalized, shape, chunk_shape, strict=True
+        ):
+            dim_numchunks = int(np.ceil(dim_len / dim_chunk_size))
+
+            if is_integer(dim_sel):
+                if dim_sel < 0:
+                    dim_sel = dim_numchunks + dim_sel
+
+                start = dim_sel * dim_chunk_size
+                stop = start + dim_chunk_size
+                slice_ = slice(start, stop)
+
+            elif is_slice(dim_sel):
+                start = dim_sel.start if dim_sel.start is not None else 0
+                stop = dim_sel.stop if dim_sel.stop is not None else dim_numchunks
+
+                if dim_sel.step not in {1, None}:
+                    raise IndexError(
+                        "unsupported selection item for block indexing; "
+                        f"expected integer or slice with step=1, got {type(dim_sel)!r}"
+                    )
+
+                # Can't reuse wraparound_indices because it expects a numpy array
+                # We have integers here.
+                if start < 0:
+                    start = dim_numchunks + start
+                if stop < 0:
+                    stop = dim_numchunks + stop
+
+                start = start * dim_chunk_size
+                stop = stop * dim_chunk_size
+                slice_ = slice(start, stop)
+
+            else:
+                raise IndexError(
+                    "unsupported selection item for block indexing; "
+                    f"expected integer or slice, got {type(dim_sel)!r}"
+                )
+
+            dim_indexer = SliceDimIndexer(slice_, dim_len, dim_chunk_size)
+            dim_indexers.append(dim_indexer)
+
+            if start >= dim_len or start < 0:
+                raise BoundsCheckError(dim_len)
+
+        dim_indexers = dim_indexers
+        shape = tuple(s.nitems for s in dim_indexers)
+
+        object.__setattr__(self, "dim_indexers", dim_indexers)
+        object.__setattr__(self, "shape", shape)
+        object.__setattr__(self, "drop_axes", ())
+
+    def __iter__(self) -> Iterator[ChunkProjection]:
         for dim_projections in itertools.product(*self.dim_indexers):
             chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
             chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
@@ -157,7 +933,292 @@ def __iter__(self) -> Iterator[_ChunkProjection]:
                 p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
             )
 
-            yield _ChunkProjection(chunk_coords, chunk_selection, out_selection)
+            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
+
+
+@dataclass(frozen=True)
+class BlockIndex:
+    array: Array
+
+    def __getitem__(self, selection: BlockSelection) -> NDArrayLike:
+        fields, new_selection = pop_fields(selection)
+        new_selection = ensure_tuple(new_selection)
+        new_selection = replace_lists(new_selection)
+        return self.array.get_block_selection(cast(BlockSelection, new_selection), fields=fields)
+
+    def __setitem__(self, selection: BlockSelection, value: NDArrayLike) -> None:
+        fields, new_selection = pop_fields(selection)
+        new_selection = ensure_tuple(new_selection)
+        new_selection = replace_lists(new_selection)
+        return self.array.set_block_selection(
+            cast(BlockSelection, new_selection), value, fields=fields
+        )
+
+
+def is_coordinate_selection(
+    selection: SelectionNormalized, shape: ChunkCoords
+) -> TypeGuard[CoordinateSelectionNormalized]:
+    return (
+        isinstance(selection, tuple)
+        and len(selection) == len(shape)
+        and all(is_integer(dim_sel) or is_integer_array(dim_sel) for dim_sel in selection)
+    )
+
+
+def is_mask_selection(selection: Selection, shape: ChunkCoords) -> TypeGuard[MaskSelection]:
+    return (
+        isinstance(selection, tuple)
+        and len(selection) == 1
+        and is_bool_array(selection[0])
+        and selection[0].shape == shape
+    )
+
+
+@dataclass(frozen=True)
+class CoordinateIndexer(Indexer):
+    sel_shape: ChunkCoords
+    selection: CoordinateSelectionNormalized
+    sel_sort: npt.NDArray[np.intp] | None
+    chunk_nitems_cumsum: npt.NDArray[np.intp]
+    chunk_rixs: npt.NDArray[np.intp]
+    chunk_mixs: tuple[npt.NDArray[np.intp], ...]
+    shape: ChunkCoords
+    chunk_shape: ChunkCoords
+    drop_axes: ChunkCoords
+
+    def __init__(self, selection: CoordinateSelection, shape: ChunkCoords, chunk_grid: ChunkGrid):
+        chunk_shape = get_chunk_shape(chunk_grid)
+
+        cdata_shape: ChunkCoords
+        if shape == ():
+            cdata_shape = (1,)
+        else:
+            cdata_shape = tuple(math.ceil(s / c) for s, c in zip(shape, chunk_shape, strict=True))
+        nchunks = reduce(operator.mul, cdata_shape, 1)
+
+        # some initial normalization
+        selection_normalized = cast(CoordinateSelectionNormalized, ensure_tuple(selection))
+        selection_normalized = tuple(
+            np.asarray([i]) if is_integer(i) else i for i in selection_normalized
+        )
+        selection_normalized = cast(
+            CoordinateSelectionNormalized, replace_lists(selection_normalized)
+        )
+
+        # validation
+        if not is_coordinate_selection(selection_normalized, shape):
+            raise IndexError(
+                "invalid coordinate selection; expected one integer "
+                "(coordinate) array per dimension of the target array, "
+                f"got {selection!r}"
+            )
+
+        # handle wraparound, boundscheck
+        for dim_sel, dim_len in zip(selection_normalized, shape, strict=True):
+            # handle wraparound
+            wraparound_indices(dim_sel, dim_len)
+
+            # handle out of bounds
+            boundscheck_indices(dim_sel, dim_len)
+
+        # compute chunk index for each point in the selection
+        chunks_multi_index = tuple(
+            dim_sel // dim_chunk_len
+            for (dim_sel, dim_chunk_len) in zip(selection_normalized, chunk_shape, strict=True)
+        )
+
+        # broadcast selection - this will raise error if array dimensions don't match
+        selection_broadcast = tuple(np.broadcast_arrays(*selection_normalized))
+        chunks_multi_index_broadcast = np.broadcast_arrays(*chunks_multi_index)
+
+        # remember shape of selection, because we will flatten indices for processing
+        sel_shape = selection_broadcast[0].shape if selection_broadcast[0].shape else (1,)
+
+        # flatten selection
+        selection_broadcast = tuple(dim_sel.reshape(-1) for dim_sel in selection_broadcast)
+        chunks_multi_index_broadcast = [
+            dim_chunks.reshape(-1) for dim_chunks in chunks_multi_index_broadcast
+        ]
+
+        # ravel chunk indices
+        chunks_raveled_indices = np.ravel_multi_index(
+            chunks_multi_index_broadcast, dims=cdata_shape
+        )
+
+        # group points by chunk
+        if np.any(np.diff(chunks_raveled_indices) < 0):
+            # optimisation, only sort if needed
+            sel_sort = np.argsort(chunks_raveled_indices)
+            selection_broadcast = tuple(dim_sel[sel_sort] for dim_sel in selection_broadcast)
+        else:
+            sel_sort = None
+
+        shape = selection_broadcast[0].shape if selection_broadcast[0].shape else (1,)
+
+        # precompute number of selected items for each chunk
+        chunk_nitems = np.bincount(chunks_raveled_indices, minlength=nchunks)
+        chunk_nitems_cumsum = np.cumsum(chunk_nitems)
+        # locate the chunks we need to process
+        chunk_rixs = np.nonzero(chunk_nitems)[0]
+
+        # unravel chunk indices
+        chunk_mixs = np.unravel_index(chunk_rixs, cdata_shape)
+
+        object.__setattr__(self, "sel_shape", sel_shape)
+        object.__setattr__(self, "selection", selection_broadcast)
+        object.__setattr__(self, "sel_sort", sel_sort)
+        object.__setattr__(self, "chunk_nitems_cumsum", chunk_nitems_cumsum)
+        object.__setattr__(self, "chunk_rixs", chunk_rixs)
+        object.__setattr__(self, "chunk_mixs", chunk_mixs)
+        object.__setattr__(self, "chunk_shape", chunk_shape)
+        object.__setattr__(self, "shape", shape)
+        object.__setattr__(self, "drop_axes", ())
+
+    def __iter__(self) -> Iterator[ChunkProjection]:
+        # iterate over chunks
+        for i, chunk_rix in enumerate(self.chunk_rixs):
+            chunk_coords = tuple(m[i] for m in self.chunk_mixs)
+            if chunk_rix == 0:
+                start = 0
+            else:
+                start = self.chunk_nitems_cumsum[chunk_rix - 1]
+            stop = self.chunk_nitems_cumsum[chunk_rix]
+            out_selection: slice | npt.NDArray[np.intp]
+            if self.sel_sort is None:
+                out_selection = slice(start, stop)
+            else:
+                out_selection = self.sel_sort[start:stop]
+
+            chunk_offsets = tuple(
+                dim_chunk_ix * dim_chunk_len
+                for dim_chunk_ix, dim_chunk_len in zip(chunk_coords, self.chunk_shape, strict=True)
+            )
+            chunk_selection = tuple(
+                dim_sel[start:stop] - dim_chunk_offset
+                for (dim_sel, dim_chunk_offset) in zip(self.selection, chunk_offsets, strict=True)
+            )
+
+            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
+
+
+@dataclass(frozen=True)
+class MaskIndexer(CoordinateIndexer):
+    def __init__(self, selection: MaskSelection, shape: ChunkCoords, chunk_grid: ChunkGrid):
+        # some initial normalization
+        selection_normalized = cast(tuple[MaskSelection], ensure_tuple(selection))
+        selection_normalized = cast(tuple[MaskSelection], replace_lists(selection_normalized))
+
+        # validation
+        if not is_mask_selection(selection_normalized, shape):
+            raise IndexError(
+                "invalid mask selection; expected one Boolean (mask)"
+                f"array with the same shape as the target array, got {selection_normalized!r}"
+            )
+
+        # convert to indices
+        selection_indices = np.nonzero(selection_normalized[0])
+
+        # delegate the rest to superclass
+        super().__init__(selection_indices, shape, chunk_grid)
+
+
+@dataclass(frozen=True)
+class VIndex:
+    array: Array
+
+    def __getitem__(self, selection: CoordinateSelection | MaskSelection) -> NDArrayLike:
+        fields, new_selection = pop_fields(selection)
+        new_selection = ensure_tuple(new_selection)
+        new_selection = replace_lists(new_selection)
+        if is_coordinate_selection(new_selection, self.array.shape):
+            return self.array.get_coordinate_selection(new_selection, fields=fields)
+        elif is_mask_selection(new_selection, self.array.shape):
+            return self.array.get_mask_selection(new_selection, fields=fields)
+        else:
+            raise VindexInvalidSelectionError(new_selection)
+
+    def __setitem__(
+        self, selection: CoordinateSelection | MaskSelection, value: NDArrayLike
+    ) -> None:
+        fields, new_selection = pop_fields(selection)
+        new_selection = ensure_tuple(new_selection)
+        new_selection = replace_lists(new_selection)
+        if is_coordinate_selection(new_selection, self.array.shape):
+            self.array.set_coordinate_selection(new_selection, value, fields=fields)
+        elif is_mask_selection(new_selection, self.array.shape):
+            self.array.set_mask_selection(new_selection, value, fields=fields)
+        else:
+            raise VindexInvalidSelectionError(new_selection)
+
+
+def check_fields(fields: Fields | None, dtype: np.dtype[Any]) -> np.dtype[Any]:
+    # early out
+    if fields is None:
+        return dtype
+    # check type
+    if not isinstance(fields, str | list | tuple):
+        raise IndexError(
+            f"'fields' argument must be a string or list of strings; found {type(fields)!r}"
+        )
+    if fields:
+        if dtype.names is None:
+            raise IndexError("invalid 'fields' argument, array does not have any fields")
+        try:
+            if isinstance(fields, str):
+                # single field selection
+                out_dtype = dtype[fields]
+            else:
+                # multiple field selection
+                out_dtype = np.dtype([(f, dtype[f]) for f in fields])
+        except KeyError as e:
+            raise IndexError(f"invalid 'fields' argument, field not found: {e!r}") from e
+        else:
+            return out_dtype
+    else:
+        return dtype
+
+
+def check_no_multi_fields(fields: Fields | None) -> Fields | None:
+    if isinstance(fields, list):
+        if len(fields) == 1:
+            return fields[0]
+        elif len(fields) > 1:
+            raise IndexError("multiple fields are not supported for this operation")
+    return fields
+
+
+def pop_fields(selection: SelectionWithFields) -> tuple[Fields | None, Selection]:
+    if isinstance(selection, str):
+        # single field selection
+        return selection, ()
+    elif not isinstance(selection, tuple):
+        # single selection item, no fields
+        # leave selection as-is
+        return None, cast(Selection, selection)
+    else:
+        # multiple items, split fields from selection items
+        fields: Fields = [f for f in selection if isinstance(f, str)]
+        fields = fields[0] if len(fields) == 1 else fields
+        selection_tuple = tuple(s for s in selection if not isinstance(s, str))
+        selection = cast(
+            Selection, selection_tuple[0] if len(selection_tuple) == 1 else selection_tuple
+        )
+        return fields, selection
+
+
+def make_slice_selection(selection: Any) -> list[int | slice]:
+    ls: list[int | slice] = []
+    for dim_selection in selection:
+        if is_integer(dim_selection):
+            ls.append(slice(int(dim_selection), int(dim_selection) + 1, 1))
+        elif isinstance(dim_selection, np.ndarray):
+            if len(dim_selection) == 1:
+                ls.append(slice(int(dim_selection[0]), int(dim_selection[0]) + 1, 1))
+            else:
+                raise ArrayIndexError
+        else:
+            ls.append(dim_selection)
+    return ls
 
 
 def morton_order_iter(chunk_shape: ChunkCoords) -> Iterator[ChunkCoords]:
@@ -198,7 +1259,8 @@ def is_total_slice(item: Selection, shape: ChunkCoords) -> bool:
         item = (item,)
     if isinstance(item, tuple):
         return all(
-            (
+            isinstance(dim_sel, slice)
+            and (
                 (dim_sel == slice(None))
                 or ((dim_sel.stop - dim_sel.start == dim_len) and (dim_sel.step in [1, None]))
             )
@@ -206,3 +1268,22 @@ def is_total_slice(item: Selection, shape: ChunkCoords) -> bool:
         )
     else:
         raise TypeError(f"expected slice or tuple of slices, found {item!r}")
+
+
+def get_indexer(
+    selection: SelectionWithFields, shape: ChunkCoords, chunk_grid: ChunkGrid
+) -> Indexer:
+    _, pure_selection = pop_fields(selection)
+    if is_pure_fancy_indexing(pure_selection, len(shape)):
+        new_selection = ensure_tuple(selection)
+        new_selection = replace_lists(new_selection)
+        if is_coordinate_selection(new_selection, shape):
+            return CoordinateIndexer(cast(CoordinateSelection, selection), shape, chunk_grid)
+        elif is_mask_selection(new_selection, shape):
+            return MaskIndexer(cast(MaskSelection, selection), shape, chunk_grid)
+        else:
+            raise VindexInvalidSelectionError(new_selection)
+    elif is_pure_orthogonal_indexing(pure_selection, len(shape)):
+        return OrthogonalIndexer(cast(OrthogonalSelection, selection), shape, chunk_grid)
+    else:
+        return BasicIndexer(cast(BasicSelection, selection), shape, chunk_grid)
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index b461449991..ca8cf1cdd2 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -118,6 +118,7 @@ def from_dtype(cls, dtype: np.dtype[Any]) -> DataType:
 class ArrayMetadata(Metadata, ABC):
     shape: ChunkCoords
     chunk_grid: ChunkGrid
+    fill_value: Any
     attributes: dict[str, JSON]
 
     @property
diff --git a/src/zarr/v2/indexing.py b/src/zarr/v2/indexing.py
index 0e266ad908..242e9ae849 100644
--- a/src/zarr/v2/indexing.py
+++ b/src/zarr/v2/indexing.py
@@ -346,7 +346,7 @@ def __init__(self, selection, array):
 
         self.dim_indexers = dim_indexers
         self.shape = tuple(s.nitems for s in self.dim_indexers if not isinstance(s, IntDimIndexer))
-        self.drop_axes = None
+        self.drop_axes = ()
 
     def __iter__(self):
         for dim_projections in itertools.product(*self.dim_indexers):
@@ -625,7 +625,7 @@ def __init__(self, selection, array):
                 if isinstance(dim_indexer, IntDimIndexer)
             )
         else:
-            self.drop_axes = None
+            self.drop_axes = ()
 
     def __iter__(self):
         for dim_projections in itertools.product(*self.dim_indexers):
@@ -724,7 +724,7 @@ def __init__(self, selection, array):
 
         self.dim_indexers = dim_indexers
         self.shape = tuple(s.nitems for s in self.dim_indexers)
-        self.drop_axes = None
+        self.drop_axes = ()
 
     def __iter__(self):
         for dim_projections in itertools.product(*self.dim_indexers):
@@ -823,7 +823,7 @@ def __init__(self, selection, array):
         self.selection = selection
         self.sel_sort = sel_sort
         self.shape = selection[0].shape if selection[0].shape else (1,)
-        self.drop_axes = None
+        self.drop_axes = ()
         self.array = array
 
         # precompute number of selected items for each chunk
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
new file mode 100644
index 0000000000..9ce485945b
--- /dev/null
+++ b/tests/v3/test_indexing.py
@@ -0,0 +1,1721 @@
+from __future__ import annotations
+
+from collections import Counter
+from collections.abc import Iterator
+from typing import Any
+from uuid import uuid4
+
+import numpy as np
+import numpy.typing as npt
+import pytest
+from numpy.testing import assert_array_equal
+
+import zarr
+from zarr.abc.store import Store
+from zarr.buffer import NDBuffer
+from zarr.common import ChunkCoords
+from zarr.indexing import (
+    make_slice_selection,
+    normalize_integer_selection,
+    oindex,
+    oindex_set,
+    replace_ellipsis,
+)
+from zarr.store.core import StorePath
+from zarr.store.memory import MemoryStore
+
+
+@pytest.fixture
+def store() -> Iterator[Store]:
+    yield StorePath(MemoryStore(mode="w"))
+
+
+def zarr_array_from_numpy_array(
+    store: StorePath,
+    a: npt.NDArray[Any],
+    chunk_shape: ChunkCoords | None = None,
+) -> zarr.Array:
+    z = zarr.Array.create(
+        store=store / str(uuid4()),
+        shape=a.shape,
+        dtype=a.dtype,
+        chunk_shape=chunk_shape or a.shape,
+        chunk_key_encoding=("v2", "."),
+    )
+    z[:] = a
+    return z
+
+
+class CountingDict(MemoryStore):
+    def __init__(self):
+        super().__init__(mode="w")
+        self.counter = Counter()
+
+    async def get(self, key, byte_range=None):
+        key_suffix = "/".join(key.split("/")[1:])
+        self.counter["__getitem__", key_suffix] += 1
+        return await super().get(key, byte_range)
+
+    async def set(self, key, value, byte_range=None):
+        key_suffix = "/".join(key.split("/")[1:])
+        self.counter["__setitem__", key_suffix] += 1
+        return await super().set(key, value, byte_range)
+
+
+def test_normalize_integer_selection():
+    assert 1 == normalize_integer_selection(1, 100)
+    assert 99 == normalize_integer_selection(-1, 100)
+    with pytest.raises(IndexError):
+        normalize_integer_selection(100, 100)
+    with pytest.raises(IndexError):
+        normalize_integer_selection(1000, 100)
+    with pytest.raises(IndexError):
+        normalize_integer_selection(-1000, 100)
+
+
+def test_replace_ellipsis():
+    # 1D, single item
+    assert (0,) == replace_ellipsis(0, (100,))
+
+    # 1D
+    assert (slice(None),) == replace_ellipsis(Ellipsis, (100,))
+    assert (slice(None),) == replace_ellipsis(slice(None), (100,))
+    assert (slice(None, 100),) == replace_ellipsis(slice(None, 100), (100,))
+    assert (slice(0, None),) == replace_ellipsis(slice(0, None), (100,))
+    assert (slice(None),) == replace_ellipsis((slice(None), Ellipsis), (100,))
+    assert (slice(None),) == replace_ellipsis((Ellipsis, slice(None)), (100,))
+
+    # 2D, single item
+    assert (0, 0) == replace_ellipsis((0, 0), (100, 100))
+    assert (-1, 1) == replace_ellipsis((-1, 1), (100, 100))
+
+    # 2D, single col/row
+    assert (0, slice(None)) == replace_ellipsis((0, slice(None)), (100, 100))
+    assert (0, slice(None)) == replace_ellipsis((0,), (100, 100))
+    assert (slice(None), 0) == replace_ellipsis((slice(None), 0), (100, 100))
+
+    # 2D slice
+    assert (slice(None), slice(None)) == replace_ellipsis(Ellipsis, (100, 100))
+    assert (slice(None), slice(None)) == replace_ellipsis(slice(None), (100, 100))
+    assert (slice(None), slice(None)) == replace_ellipsis((slice(None), slice(None)), (100, 100))
+    assert (slice(None), slice(None)) == replace_ellipsis((Ellipsis, slice(None)), (100, 100))
+    assert (slice(None), slice(None)) == replace_ellipsis((slice(None), Ellipsis), (100, 100))
+    assert (slice(None), slice(None)) == replace_ellipsis(
+        (slice(None), Ellipsis, slice(None)), (100, 100)
+    )
+    assert (slice(None), slice(None)) == replace_ellipsis(
+        (Ellipsis, slice(None), slice(None)), (100, 100)
+    )
+    assert (slice(None), slice(None)) == replace_ellipsis(
+        (slice(None), slice(None), Ellipsis), (100, 100)
+    )
+
+
+@pytest.mark.xfail(reason="zero-dimension arrays are not supported in v3")
+def test_get_basic_selection_0d(store: StorePath):
+    # setup
+    a = np.array(42)
+    z = zarr_array_from_numpy_array(store, a)
+
+    assert_array_equal(a, z.get_basic_selection(Ellipsis))
+    assert_array_equal(a, z[...])
+    assert 42 == z.get_basic_selection(())
+    assert 42 == z[()]
+
+    # test out param
+    b = NDBuffer.from_numpy_array(np.zeros_like(a))
+    z.get_basic_selection(Ellipsis, out=b)
+    assert_array_equal(a, b)
+
+    # test structured array
+    value = (b"aaa", 1, 4.2)
+    a = np.array(value, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
+    z = zarr_array_from_numpy_array(store, a)
+    z[()] = value
+    assert_array_equal(a, z.get_basic_selection(Ellipsis))
+    assert_array_equal(a, z[...])
+    assert a[()] == z.get_basic_selection(())
+    assert a[()] == z[()]
+    assert b"aaa" == z.get_basic_selection((), fields="foo")
+    assert b"aaa" == z["foo"]
+    assert a[["foo", "bar"]] == z.get_basic_selection((), fields=["foo", "bar"])
+    assert a[["foo", "bar"]] == z["foo", "bar"]
+    # test out param
+    b = NDBuffer.from_numpy_array(np.zeros_like(a))
+    z.get_basic_selection(Ellipsis, out=b)
+    assert_array_equal(a, b)
+    c = NDBuffer.from_numpy_array(np.zeros_like(a[["foo", "bar"]]))
+    z.get_basic_selection(Ellipsis, out=c, fields=["foo", "bar"])
+    assert_array_equal(a[["foo", "bar"]], c)
+
+
+basic_selections_1d = [
+    # single value
+    42,
+    -1,
+    # slices
+    slice(0, 1050),
+    slice(50, 150),
+    slice(0, 2000),
+    slice(-150, -50),
+    slice(-2000, 2000),
+    slice(0, 0),  # empty result
+    slice(-1, 0),  # empty result
+    # total selections
+    slice(None),
+    Ellipsis,
+    (),
+    (Ellipsis, slice(None)),
+    # slice with step
+    slice(None),
+    slice(None, None),
+    slice(None, None, 1),
+    slice(None, None, 10),
+    slice(None, None, 100),
+    slice(None, None, 1000),
+    slice(None, None, 10000),
+    slice(0, 1050),
+    slice(0, 1050, 1),
+    slice(0, 1050, 10),
+    slice(0, 1050, 100),
+    slice(0, 1050, 1000),
+    slice(0, 1050, 10000),
+    slice(1, 31, 3),
+    slice(1, 31, 30),
+    slice(1, 31, 300),
+    slice(81, 121, 3),
+    slice(81, 121, 30),
+    slice(81, 121, 300),
+    slice(50, 150),
+    slice(50, 150, 1),
+    slice(50, 150, 10),
+]
+
+
+basic_selections_1d_bad = [
+    # only positive step supported
+    slice(None, None, -1),
+    slice(None, None, -10),
+    slice(None, None, -100),
+    slice(None, None, -1000),
+    slice(None, None, -10000),
+    slice(1050, -1, -1),
+    slice(1050, -1, -10),
+    slice(1050, -1, -100),
+    slice(1050, -1, -1000),
+    slice(1050, -1, -10000),
+    slice(1050, 0, -1),
+    slice(1050, 0, -10),
+    slice(1050, 0, -100),
+    slice(1050, 0, -1000),
+    slice(1050, 0, -10000),
+    slice(150, 50, -1),
+    slice(150, 50, -10),
+    slice(31, 1, -3),
+    slice(121, 81, -3),
+    slice(-1, 0, -1),
+    # bad stuff
+    2.3,
+    "foo",
+    b"xxx",
+    None,
+    (0, 0),
+    (slice(None), slice(None)),
+]
+
+
+def _test_get_basic_selection(a, z, selection):
+    print(a, z, selection)
+    expect = a[selection]
+    actual = z.get_basic_selection(selection)
+    assert_array_equal(expect, actual)
+    actual = z[selection]
+    assert_array_equal(expect, actual)
+
+    # test out param
+    b = NDBuffer.from_numpy_array(np.empty(shape=expect.shape, dtype=expect.dtype))
+    z.get_basic_selection(selection, out=b)
+    assert_array_equal(expect, b.as_numpy_array())
+
+
+# noinspection PyStatementEffect
+def test_get_basic_selection_1d(store: StorePath):
+    # setup
+    a = np.arange(1050, dtype=int)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
+
+    for selection in basic_selections_1d:
+        _test_get_basic_selection(a, z, selection)
+
+    for selection in basic_selections_1d_bad:
+        with pytest.raises(IndexError):
+            z.get_basic_selection(selection)
+        with pytest.raises(IndexError):
+            z[selection]
+
+    with pytest.raises(IndexError):
+        z.get_basic_selection([1, 0])
+
+
+basic_selections_2d = [
+    # single row
+    42,
+    -1,
+    (42, slice(None)),
+    (-1, slice(None)),
+    # single col
+    (slice(None), 4),
+    (slice(None), -1),
+    # row slices
+    slice(None),
+    slice(0, 1000),
+    slice(250, 350),
+    slice(0, 2000),
+    slice(-350, -250),
+    slice(0, 0),  # empty result
+    slice(-1, 0),  # empty result
+    slice(-2000, 0),
+    slice(-2000, 2000),
+    # 2D slices
+    (slice(None), slice(1, 5)),
+    (slice(250, 350), slice(None)),
+    (slice(250, 350), slice(1, 5)),
+    (slice(250, 350), slice(-5, -1)),
+    (slice(250, 350), slice(-50, 50)),
+    (slice(250, 350, 10), slice(1, 5)),
+    (slice(250, 350), slice(1, 5, 2)),
+    (slice(250, 350, 33), slice(1, 5, 3)),
+    # total selections
+    (slice(None), slice(None)),
+    Ellipsis,
+    (),
+    (Ellipsis, slice(None)),
+    (Ellipsis, slice(None), slice(None)),
+]
+
+
+basic_selections_2d_bad = [
+    # bad stuff
+    2.3,
+    "foo",
+    b"xxx",
+    None,
+    (2.3, slice(None)),
+    # only positive step supported
+    slice(None, None, -1),
+    (slice(None, None, -1), slice(None)),
+    (0, 0, 0),
+    (slice(None), slice(None), slice(None)),
+]
+
+
+# noinspection PyStatementEffect
+def test_get_basic_selection_2d(store: StorePath):
+    # setup
+    a = np.arange(10000, dtype=int).reshape(1000, 10)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
+
+    for selection in basic_selections_2d:
+        _test_get_basic_selection(a, z, selection)
+
+    bad_selections = basic_selections_2d_bad + [
+        # integer arrays
+        [0, 1],
+        (slice(None), [0, 1]),
+    ]
+    for selection in bad_selections:
+        with pytest.raises(IndexError):
+            z.get_basic_selection(selection)
+    # check fallback on fancy indexing
+    fancy_selection = ([0, 1], [0, 1])
+    np.testing.assert_array_equal(z[fancy_selection], [0, 11])
+
+
+def test_fancy_indexing_fallback_on_get_setitem(store: StorePath):
+    z = zarr_array_from_numpy_array(store, np.zeros((20, 20)))
+    z[[1, 2, 3], [1, 2, 3]] = 1
+    np.testing.assert_array_equal(
+        z[:4, :4],
+        [
+            [0, 0, 0, 0],
+            [0, 1, 0, 0],
+            [0, 0, 1, 0],
+            [0, 0, 0, 1],
+        ],
+    )
+    np.testing.assert_array_equal(z[[1, 2, 3], [1, 2, 3]], 1)
+    # test broadcasting
+    np.testing.assert_array_equal(z[1, [1, 2, 3]], [1, 0, 0])
+    # test 1D fancy indexing
+    z2 = zarr_array_from_numpy_array(store, np.zeros(5))
+    z2[[1, 2, 3]] = 1
+    np.testing.assert_array_equal(z2[:], [0, 1, 1, 1, 0])
+
+
+@pytest.mark.parametrize(
+    "index,expected_result",
+    [
+        # Single iterable of integers
+        ([0, 1], [[0, 1, 2], [3, 4, 5]]),
+        # List first, then slice
+        (([0, 1], slice(None)), [[0, 1, 2], [3, 4, 5]]),
+        # List first, then slice
+        (([0, 1], slice(1, None)), [[1, 2], [4, 5]]),
+        # Slice first, then list
+        ((slice(0, 2), [0, 2]), [[0, 2], [3, 5]]),
+        # Slices only
+        ((slice(0, 2), slice(0, 2)), [[0, 1], [3, 4]]),
+        # List with repeated index
+        (([1, 0, 1], slice(1, None)), [[4, 5], [1, 2], [4, 5]]),
+        # 1D indexing
+        (([1, 0, 1]), [[3, 4, 5], [0, 1, 2], [3, 4, 5]]),
+    ],
+)
+def test_orthogonal_indexing_fallback_on_getitem_2d(store: StorePath, index, expected_result):
+    """
+    Tests the orthogonal indexing fallback on __getitem__ for a 2D matrix.
+
+    In addition to checking expected behavior, all indexing
+    is also checked against numpy.
+    """
+    # [0, 1, 2],
+    # [3, 4, 5],
+    # [6, 7, 8]
+    a = np.arange(9).reshape(3, 3)
+    z = zarr_array_from_numpy_array(store, a)
+
+    np.testing.assert_array_equal(z[index], a[index], err_msg="Indexing disagrees with numpy")
+    np.testing.assert_array_equal(z[index], expected_result)
+
+
+@pytest.mark.parametrize(
+    "index,expected_result",
+    [
+        # Single iterable of integers
+        ([0, 1], [[[0, 1, 2], [3, 4, 5], [6, 7, 8]], [[9, 10, 11], [12, 13, 14], [15, 16, 17]]]),
+        # One slice, two integers
+        ((slice(0, 2), 1, 1), [4, 13]),
+        # One integer, two slices
+        ((slice(0, 2), 1, slice(0, 2)), [[3, 4], [12, 13]]),
+        # Two slices and a list
+        ((slice(0, 2), [1, 2], slice(0, 2)), [[[3, 4], [6, 7]], [[12, 13], [15, 16]]]),
+    ],
+)
+def test_orthogonal_indexing_fallback_on_getitem_3d(store: StorePath, index, expected_result):
+    """
+    Tests the orthogonal indexing fallback on __getitem__ for a 3D matrix.
+
+    In addition to checking expected behavior, all indexing
+    is also checked against numpy.
+    """
+    #   [[[ 0,  1,  2],
+    #     [ 3,  4,  5],
+    #     [ 6,  7,  8]],
+
+    #    [[ 9, 10, 11],
+    #     [12, 13, 14],
+    #     [15, 16, 17]],
+
+    #    [[18, 19, 20],
+    #     [21, 22, 23],
+    #     [24, 25, 26]]]
+    a = np.arange(27).reshape(3, 3, 3)
+    z = zarr_array_from_numpy_array(store, a)
+
+    np.testing.assert_array_equal(z[index], a[index], err_msg="Indexing disagrees with numpy")
+    np.testing.assert_array_equal(z[index], expected_result)
+
+
+@pytest.mark.parametrize(
+    "index,expected_result",
+    [
+        # Single iterable of integers
+        ([0, 1], [[1, 1, 1], [1, 1, 1], [0, 0, 0]]),
+        # List and slice combined
+        (([0, 1], slice(1, 3)), [[0, 1, 1], [0, 1, 1], [0, 0, 0]]),
+        # Index repetition is ignored on setitem
+        (([0, 1, 1, 1, 1, 1, 1], slice(1, 3)), [[0, 1, 1], [0, 1, 1], [0, 0, 0]]),
+        # Slice with step
+        (([0, 2], slice(None, None, 2)), [[1, 0, 1], [0, 0, 0], [1, 0, 1]]),
+    ],
+)
+def test_orthogonal_indexing_fallback_on_setitem_2d(store: StorePath, index, expected_result):
+    """
+    Tests the orthogonal indexing fallback on __setitem__ for a 3D matrix.
+
+    In addition to checking expected behavior, all indexing
+    is also checked against numpy.
+    """
+    # Slice + fancy index
+    a = np.zeros((3, 3))
+    z = zarr_array_from_numpy_array(store, a)
+    z[index] = 1
+    a[index] = 1
+    np.testing.assert_array_equal(z[:], expected_result)
+    np.testing.assert_array_equal(z[:], a, err_msg="Indexing disagrees with numpy")
+
+
+def test_fancy_indexing_doesnt_mix_with_implicit_slicing(store: StorePath):
+    z2 = zarr_array_from_numpy_array(store, np.zeros((5, 5, 5)))
+    with pytest.raises(IndexError):
+        z2[[1, 2, 3], [1, 2, 3]] = 2
+    with pytest.raises(IndexError):
+        np.testing.assert_array_equal(z2[[1, 2, 3], [1, 2, 3]], 0)
+    with pytest.raises(IndexError):
+        z2[..., [1, 2, 3]] = 2
+    with pytest.raises(IndexError):
+        np.testing.assert_array_equal(z2[..., [1, 2, 3]], 0)
+
+
+@pytest.mark.xfail(reason="zero-dimension arrays are not supported in v3")
+def test_set_basic_selection_0d(store: StorePath):
+    # setup
+    v = np.array(42)
+    a = np.zeros_like(v)
+    z = zarr_array_from_numpy_array(store, v)
+    assert_array_equal(a, z[:])
+
+    # tests
+    z.set_basic_selection(Ellipsis, v)
+    assert_array_equal(v, z[:])
+    z[...] = 0
+    assert_array_equal(a, z[:])
+    z[...] = v
+    assert_array_equal(v, z[:])
+
+    # test structured array
+    value = (b"aaa", 1, 4.2)
+    v = np.array(value, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
+    a = np.zeros_like(v)
+    z = zarr_array_from_numpy_array(store, a)
+
+    # tests
+    z.set_basic_selection(Ellipsis, v)
+    assert_array_equal(v, z[:])
+    z.set_basic_selection(Ellipsis, a)
+    assert_array_equal(a, z[:])
+    z[...] = v
+    assert_array_equal(v, z[:])
+    z[...] = a
+    assert_array_equal(a, z[:])
+    # with fields
+    z.set_basic_selection(Ellipsis, v["foo"], fields="foo")
+    assert v["foo"] == z["foo"]
+    assert a["bar"] == z["bar"]
+    assert a["baz"] == z["baz"]
+    z["bar"] = v["bar"]
+    assert v["foo"] == z["foo"]
+    assert v["bar"] == z["bar"]
+    assert a["baz"] == z["baz"]
+    # multiple field assignment not supported
+    with pytest.raises(IndexError):
+        z.set_basic_selection(Ellipsis, v[["foo", "bar"]], fields=["foo", "bar"])
+    with pytest.raises(IndexError):
+        z[..., "foo", "bar"] = v[["foo", "bar"]]
+
+
+def _test_get_orthogonal_selection(a, z, selection):
+    expect = oindex(a, selection)
+    actual = z.get_orthogonal_selection(selection)
+    assert_array_equal(expect, actual)
+    actual = z.oindex[selection]
+    assert_array_equal(expect, actual)
+
+
+# noinspection PyStatementEffect
+def test_get_orthogonal_selection_1d_bool(store: StorePath):
+    # setup
+    a = np.arange(1050, dtype=int)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
+
+    np.random.seed(42)
+    # test with different degrees of sparseness
+    for p in 0.5, 0.1, 0.01:
+        ix = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
+        _test_get_orthogonal_selection(a, z, ix)
+
+    # test errors
+    with pytest.raises(IndexError):
+        z.oindex[np.zeros(50, dtype=bool)]  # too short
+    with pytest.raises(IndexError):
+        z.oindex[np.zeros(2000, dtype=bool)]  # too long
+    with pytest.raises(IndexError):
+        z.oindex[[[True, False], [False, True]]]  # too many dimensions
+
+
+# noinspection PyStatementEffect
+def test_get_orthogonal_selection_1d_int(store: StorePath):
+    # setup
+    a = np.arange(1050, dtype=int)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
+
+    np.random.seed(42)
+    # test with different degrees of sparseness
+    for p in 2, 0.5, 0.1, 0.01:
+        # unordered
+        ix = np.random.choice(a.shape[0], size=int(a.shape[0] * p), replace=True)
+        _test_get_orthogonal_selection(a, z, ix)
+        # increasing
+        ix.sort()
+        _test_get_orthogonal_selection(a, z, ix)
+        # decreasing
+        ix = ix[::-1]
+        _test_get_orthogonal_selection(a, z, ix)
+
+    selections = basic_selections_1d + [
+        # test wraparound
+        [0, 3, 10, -23, -12, -1],
+        # explicit test not sorted
+        [3, 105, 23, 127],
+    ]
+    for selection in selections:
+        _test_get_orthogonal_selection(a, z, selection)
+
+    bad_selections = basic_selections_1d_bad + [
+        [a.shape[0] + 1],  # out of bounds
+        [-(a.shape[0] + 1)],  # out of bounds
+        [[2, 4], [6, 8]],  # too many dimensions
+    ]
+    for selection in bad_selections:
+        with pytest.raises(IndexError):
+            z.get_orthogonal_selection(selection)
+        with pytest.raises(IndexError):
+            z.oindex[selection]
+
+
+def _test_get_orthogonal_selection_2d(a, z, ix0, ix1):
+    selections = [
+        # index both axes with array
+        (ix0, ix1),
+        # mixed indexing with array / slice
+        (ix0, slice(1, 5)),
+        (ix0, slice(1, 5, 2)),
+        (slice(250, 350), ix1),
+        (slice(250, 350, 10), ix1),
+        # mixed indexing with array / int
+        (ix0, 4),
+        (42, ix1),
+    ]
+    for selection in selections:
+        _test_get_orthogonal_selection(a, z, selection)
+
+
+# noinspection PyStatementEffect
+def test_get_orthogonal_selection_2d(store: StorePath):
+    # setup
+    a = np.arange(10000, dtype=int).reshape(1000, 10)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
+
+    np.random.seed(42)
+    # test with different degrees of sparseness
+    for p in 0.5, 0.1, 0.01:
+        # boolean arrays
+        ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
+        ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
+        _test_get_orthogonal_selection_2d(a, z, ix0, ix1)
+
+        # mixed int array / bool array
+        selections = (
+            (ix0, np.nonzero(ix1)[0]),
+            (np.nonzero(ix0)[0], ix1),
+        )
+        for selection in selections:
+            _test_get_orthogonal_selection(a, z, selection)
+
+        # integer arrays
+        ix0 = np.random.choice(a.shape[0], size=int(a.shape[0] * p), replace=True)
+        ix1 = np.random.choice(a.shape[1], size=int(a.shape[1] * 0.5), replace=True)
+        _test_get_orthogonal_selection_2d(a, z, ix0, ix1)
+        ix0.sort()
+        ix1.sort()
+        _test_get_orthogonal_selection_2d(a, z, ix0, ix1)
+        ix0 = ix0[::-1]
+        ix1 = ix1[::-1]
+        _test_get_orthogonal_selection_2d(a, z, ix0, ix1)
+
+    for selection in basic_selections_2d:
+        _test_get_orthogonal_selection(a, z, selection)
+
+    for selection in basic_selections_2d_bad:
+        with pytest.raises(IndexError):
+            z.get_orthogonal_selection(selection)
+        with pytest.raises(IndexError):
+            z.oindex[selection]
+
+
+def _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2):
+    selections = [
+        # single value
+        (84, 42, 4),
+        (-1, -1, -1),
+        # index all axes with array
+        (ix0, ix1, ix2),
+        # mixed indexing with single array / slices
+        (ix0, slice(15, 25), slice(1, 5)),
+        (slice(50, 70), ix1, slice(1, 5)),
+        (slice(50, 70), slice(15, 25), ix2),
+        (ix0, slice(15, 25, 5), slice(1, 5, 2)),
+        (slice(50, 70, 3), ix1, slice(1, 5, 2)),
+        (slice(50, 70, 3), slice(15, 25, 5), ix2),
+        # mixed indexing with single array / ints
+        (ix0, 42, 4),
+        (84, ix1, 4),
+        (84, 42, ix2),
+        # mixed indexing with single array / slice / int
+        (ix0, slice(15, 25), 4),
+        (42, ix1, slice(1, 5)),
+        (slice(50, 70), 42, ix2),
+        # mixed indexing with two array / slice
+        (ix0, ix1, slice(1, 5)),
+        (slice(50, 70), ix1, ix2),
+        (ix0, slice(15, 25), ix2),
+        # mixed indexing with two array / integer
+        (ix0, ix1, 4),
+        (42, ix1, ix2),
+        (ix0, 42, ix2),
+    ]
+    for selection in selections:
+        _test_get_orthogonal_selection(a, z, selection)
+
+
+def test_get_orthogonal_selection_3d(store: StorePath):
+    # setup
+    a = np.arange(100000, dtype=int).reshape(200, 50, 10)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(60, 20, 3))
+
+    np.random.seed(42)
+    # test with different degrees of sparseness
+    for p in 0.5, 0.1, 0.01:
+        # boolean arrays
+        ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
+        ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
+        ix2 = np.random.binomial(1, 0.5, size=a.shape[2]).astype(bool)
+        _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2)
+
+        # integer arrays
+        ix0 = np.random.choice(a.shape[0], size=int(a.shape[0] * p), replace=True)
+        ix1 = np.random.choice(a.shape[1], size=int(a.shape[1] * 0.5), replace=True)
+        ix2 = np.random.choice(a.shape[2], size=int(a.shape[2] * 0.5), replace=True)
+        _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2)
+        ix0.sort()
+        ix1.sort()
+        ix2.sort()
+        _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2)
+        ix0 = ix0[::-1]
+        ix1 = ix1[::-1]
+        ix2 = ix2[::-1]
+        _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2)
+
+
+def test_orthogonal_indexing_edge_cases(store: StorePath):
+    a = np.arange(6).reshape(1, 2, 3)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(1, 2, 3))
+
+    expect = oindex(a, (0, slice(None), [0, 1, 2]))
+    actual = z.oindex[0, :, [0, 1, 2]]
+    assert_array_equal(expect, actual)
+
+    expect = oindex(a, (0, slice(None), [True, True, True]))
+    actual = z.oindex[0, :, [True, True, True]]
+    assert_array_equal(expect, actual)
+
+
+def _test_set_orthogonal_selection(v, a, z, selection):
+    for value in 42, oindex(v, selection), oindex(v, selection).tolist():
+        if isinstance(value, list) and value == []:
+            # skip these cases as cannot preserve all dimensions
+            continue
+        # setup expectation
+        a[:] = 0
+        oindex_set(a, selection, value)
+        # long-form API
+        z[:] = 0
+        z.set_orthogonal_selection(selection, value)
+        assert_array_equal(a, z[:])
+        # short-form API
+        z[:] = 0
+        z.oindex[selection] = value
+        assert_array_equal(a, z[:])
+
+
+def test_set_orthogonal_selection_1d(store: StorePath):
+    # setup
+    v = np.arange(1050, dtype=int)
+    a = np.empty(v.shape, dtype=int)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
+
+    # test with different degrees of sparseness
+    np.random.seed(42)
+    for p in 0.5, 0.1, 0.01:
+        # boolean arrays
+        ix = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
+        _test_set_orthogonal_selection(v, a, z, ix)
+
+        # integer arrays
+        ix = np.random.choice(a.shape[0], size=int(a.shape[0] * p), replace=True)
+        _test_set_orthogonal_selection(v, a, z, ix)
+        ix.sort()
+        _test_set_orthogonal_selection(v, a, z, ix)
+        ix = ix[::-1]
+        _test_set_orthogonal_selection(v, a, z, ix)
+
+    # basic selections
+    for selection in basic_selections_1d:
+        _test_set_orthogonal_selection(v, a, z, selection)
+
+
+def _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1):
+    selections = [
+        # index both axes with array
+        (ix0, ix1),
+        # mixed indexing with array / slice or int
+        (ix0, slice(1, 5)),
+        (slice(250, 350), ix1),
+        (ix0, 4),
+        (42, ix1),
+    ]
+    for selection in selections:
+        _test_set_orthogonal_selection(v, a, z, selection)
+
+
+def test_set_orthogonal_selection_2d(store: StorePath):
+    # setup
+    v = np.arange(10000, dtype=int).reshape(1000, 10)
+    a = np.empty_like(v)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
+
+    np.random.seed(42)
+    # test with different degrees of sparseness
+    for p in 0.5, 0.1, 0.01:
+        # boolean arrays
+        ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
+        ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
+        _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1)
+
+        # integer arrays
+        ix0 = np.random.choice(a.shape[0], size=int(a.shape[0] * p), replace=True)
+        ix1 = np.random.choice(a.shape[1], size=int(a.shape[1] * 0.5), replace=True)
+        _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1)
+        ix0.sort()
+        ix1.sort()
+        _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1)
+        ix0 = ix0[::-1]
+        ix1 = ix1[::-1]
+        _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1)
+
+    for selection in basic_selections_2d:
+        _test_set_orthogonal_selection(v, a, z, selection)
+
+
+def _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2):
+    selections = (
+        # single value
+        (84, 42, 4),
+        (-1, -1, -1),
+        # index all axes with bool array
+        (ix0, ix1, ix2),
+        # mixed indexing with single bool array / slice or int
+        (ix0, slice(15, 25), slice(1, 5)),
+        (slice(50, 70), ix1, slice(1, 5)),
+        (slice(50, 70), slice(15, 25), ix2),
+        (ix0, 42, 4),
+        (84, ix1, 4),
+        (84, 42, ix2),
+        (ix0, slice(15, 25), 4),
+        (slice(50, 70), ix1, 4),
+        (slice(50, 70), 42, ix2),
+        # indexing with two arrays / slice
+        (ix0, ix1, slice(1, 5)),
+        # indexing with two arrays / integer
+        (ix0, ix1, 4),
+    )
+    for selection in selections:
+        _test_set_orthogonal_selection(v, a, z, selection)
+
+
+def test_set_orthogonal_selection_3d(store: StorePath):
+    # setup
+    v = np.arange(100000, dtype=int).reshape(200, 50, 10)
+    a = np.empty_like(v)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(60, 20, 3))
+
+    np.random.seed(42)
+    # test with different degrees of sparseness
+    for p in 0.5, 0.1, 0.01:
+        # boolean arrays
+        ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
+        ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
+        ix2 = np.random.binomial(1, 0.5, size=a.shape[2]).astype(bool)
+        _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2)
+
+        # integer arrays
+        ix0 = np.random.choice(a.shape[0], size=int(a.shape[0] * p), replace=True)
+        ix1 = np.random.choice(a.shape[1], size=int(a.shape[1] * 0.5), replace=True)
+        ix2 = np.random.choice(a.shape[2], size=int(a.shape[2] * 0.5), replace=True)
+        _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2)
+
+        # sorted increasing
+        ix0.sort()
+        ix1.sort()
+        ix2.sort()
+        _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2)
+
+        # sorted decreasing
+        ix0 = ix0[::-1]
+        ix1 = ix1[::-1]
+        ix2 = ix2[::-1]
+        _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2)
+
+
+def test_orthogonal_indexing_fallback_on_get_setitem(store: StorePath):
+    z = zarr_array_from_numpy_array(store, np.zeros((20, 20)))
+    z[[1, 2, 3], [1, 2, 3]] = 1
+    np.testing.assert_array_equal(
+        z[:4, :4],
+        [
+            [0, 0, 0, 0],
+            [0, 1, 0, 0],
+            [0, 0, 1, 0],
+            [0, 0, 0, 1],
+        ],
+    )
+    np.testing.assert_array_equal(z[[1, 2, 3], [1, 2, 3]], 1)
+    # test broadcasting
+    np.testing.assert_array_equal(z[1, [1, 2, 3]], [1, 0, 0])
+    # test 1D fancy indexing
+    z2 = zarr_array_from_numpy_array(store, np.zeros(5))
+    z2[[1, 2, 3]] = 1
+    np.testing.assert_array_equal(z2[:], [0, 1, 1, 1, 0])
+
+
+def _test_get_coordinate_selection(a, z, selection):
+    expect = a[selection]
+    actual = z.get_coordinate_selection(selection)
+    assert_array_equal(expect, actual)
+    actual = z.vindex[selection]
+    assert_array_equal(expect, actual)
+
+
+coordinate_selections_1d_bad = [
+    # slice not supported
+    slice(5, 15),
+    slice(None),
+    Ellipsis,
+    # bad stuff
+    2.3,
+    "foo",
+    b"xxx",
+    None,
+    (0, 0),
+    (slice(None), slice(None)),
+]
+
+
+# noinspection PyStatementEffect
+def test_get_coordinate_selection_1d(store: StorePath):
+    # setup
+    a = np.arange(1050, dtype=int)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
+
+    np.random.seed(42)
+    # test with different degrees of sparseness
+    for p in 2, 0.5, 0.1, 0.01:
+        n = int(a.size * p)
+        ix = np.random.choice(a.shape[0], size=n, replace=True)
+        _test_get_coordinate_selection(a, z, ix)
+        ix.sort()
+        _test_get_coordinate_selection(a, z, ix)
+        ix = ix[::-1]
+        _test_get_coordinate_selection(a, z, ix)
+
+    selections = [
+        # test single item
+        42,
+        -1,
+        # test wraparound
+        [0, 3, 10, -23, -12, -1],
+        # test out of order
+        [3, 105, 23, 127],  # not monotonically increasing
+        # test multi-dimensional selection
+        np.array([[2, 4], [6, 8]]),
+    ]
+    for selection in selections:
+        _test_get_coordinate_selection(a, z, selection)
+
+    # test errors
+    bad_selections = coordinate_selections_1d_bad + [
+        [a.shape[0] + 1],  # out of bounds
+        [-(a.shape[0] + 1)],  # out of bounds
+    ]
+    for selection in bad_selections:
+        with pytest.raises(IndexError):
+            z.get_coordinate_selection(selection)
+        with pytest.raises(IndexError):
+            z.vindex[selection]
+
+
+def test_get_coordinate_selection_2d(store: StorePath):
+    # setup
+    a = np.arange(10000, dtype=int).reshape(1000, 10)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
+
+    np.random.seed(42)
+    # test with different degrees of sparseness
+    for p in 2, 0.5, 0.1, 0.01:
+        n = int(a.size * p)
+        ix0 = np.random.choice(a.shape[0], size=n, replace=True)
+        ix1 = np.random.choice(a.shape[1], size=n, replace=True)
+        selections = [
+            # single value
+            (42, 4),
+            (-1, -1),
+            # index both axes with array
+            (ix0, ix1),
+            # mixed indexing with array / int
+            (ix0, 4),
+            (42, ix1),
+            (42, 4),
+        ]
+        for selection in selections:
+            _test_get_coordinate_selection(a, z, selection)
+
+    # not monotonically increasing (first dim)
+    ix0 = [3, 3, 4, 2, 5]
+    ix1 = [1, 3, 5, 7, 9]
+    _test_get_coordinate_selection(a, z, (ix0, ix1))
+
+    # not monotonically increasing (second dim)
+    ix0 = [1, 1, 2, 2, 5]
+    ix1 = [1, 3, 2, 1, 0]
+    _test_get_coordinate_selection(a, z, (ix0, ix1))
+
+    # multi-dimensional selection
+    ix0 = np.array([[1, 1, 2], [2, 2, 5]])
+    ix1 = np.array([[1, 3, 2], [1, 0, 0]])
+    _test_get_coordinate_selection(a, z, (ix0, ix1))
+
+    with pytest.raises(IndexError):
+        selection = slice(5, 15), [1, 2, 3]
+        z.get_coordinate_selection(selection)
+    with pytest.raises(IndexError):
+        selection = [1, 2, 3], slice(5, 15)
+        z.get_coordinate_selection(selection)
+    with pytest.raises(IndexError):
+        selection = Ellipsis, [1, 2, 3]
+        z.get_coordinate_selection(selection)
+    with pytest.raises(IndexError):
+        selection = Ellipsis
+        z.get_coordinate_selection(selection)
+
+
+def _test_set_coordinate_selection(v, a, z, selection):
+    for value in 42, v[selection], v[selection].tolist():
+        # setup expectation
+        a[:] = 0
+        a[selection] = value
+        # test long-form API
+        z[:] = 0
+        z.set_coordinate_selection(selection, value)
+        assert_array_equal(a, z[:])
+        # test short-form API
+        z[:] = 0
+        z.vindex[selection] = value
+        assert_array_equal(a, z[:])
+
+
+def test_set_coordinate_selection_1d(store: StorePath):
+    # setup
+    v = np.arange(1050, dtype=int)
+    a = np.empty(v.shape, dtype=v.dtype)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
+
+    np.random.seed(42)
+    # test with different degrees of sparseness
+    for p in 2, 0.5, 0.1, 0.01:
+        n = int(a.size * p)
+        ix = np.random.choice(a.shape[0], size=n, replace=True)
+        _test_set_coordinate_selection(v, a, z, ix)
+
+    # multi-dimensional selection
+    ix = np.array([[2, 4], [6, 8]])
+    _test_set_coordinate_selection(v, a, z, ix)
+
+    for selection in coordinate_selections_1d_bad:
+        with pytest.raises(IndexError):
+            z.set_coordinate_selection(selection, 42)
+        with pytest.raises(IndexError):
+            z.vindex[selection] = 42
+
+
+def test_set_coordinate_selection_2d(store: StorePath):
+    # setup
+    v = np.arange(10000, dtype=int).reshape(1000, 10)
+    a = np.empty_like(v)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
+
+    np.random.seed(42)
+    # test with different degrees of sparseness
+    for p in 2, 0.5, 0.1, 0.01:
+        n = int(a.size * p)
+        ix0 = np.random.choice(a.shape[0], size=n, replace=True)
+        ix1 = np.random.choice(a.shape[1], size=n, replace=True)
+
+        selections = (
+            (42, 4),
+            (-1, -1),
+            # index both axes with array
+            (ix0, ix1),
+            # mixed indexing with array / int
+            (ix0, 4),
+            (42, ix1),
+        )
+        for selection in selections:
+            _test_set_coordinate_selection(v, a, z, selection)
+
+    # multi-dimensional selection
+    ix0 = np.array([[1, 2, 3], [4, 5, 6]])
+    ix1 = np.array([[1, 3, 2], [2, 0, 5]])
+    _test_set_coordinate_selection(v, a, z, (ix0, ix1))
+
+
+def _test_get_block_selection(a, z, selection, expected_idx):
+    expect = a[expected_idx]
+    actual = z.get_block_selection(selection)
+    assert_array_equal(expect, actual)
+    actual = z.blocks[selection]
+    assert_array_equal(expect, actual)
+
+
+block_selections_1d = [
+    # test single item
+    0,
+    5,
+    # test wraparound
+    -1,
+    -4,
+    # test slice
+    slice(5),
+    slice(None, 3),
+    slice(5, 6),
+    slice(-3, -1),
+    slice(None),  # Full slice
+]
+
+block_selections_1d_array_projection = [
+    # test single item
+    slice(100),
+    slice(500, 600),
+    # test wraparound
+    slice(1000, None),
+    slice(700, 800),
+    # test slice
+    slice(500),
+    slice(None, 300),
+    slice(500, 600),
+    slice(800, 1000),
+    slice(None),
+]
+
+block_selections_1d_bad = [
+    # slice not supported
+    slice(3, 8, 2),
+    # bad stuff
+    2.3,
+    # "foo", # TODO
+    b"xxx",
+    None,
+    (0, 0),
+    (slice(None), slice(None)),
+    [0, 5, 3],
+]
+
+
+def test_get_block_selection_1d(store: StorePath):
+    # setup
+    a = np.arange(1050, dtype=int)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
+
+    for selection, expected_idx in zip(
+        block_selections_1d, block_selections_1d_array_projection, strict=True
+    ):
+        _test_get_block_selection(a, z, selection, expected_idx)
+
+    bad_selections = block_selections_1d_bad + [
+        z.metadata.chunk_grid.get_nchunks(z.shape) + 1,  # out of bounds
+        -(z.metadata.chunk_grid.get_nchunks(z.shape) + 1),  # out of bounds
+    ]
+
+    for selection in bad_selections:
+        with pytest.raises(IndexError):
+            z.get_block_selection(selection)
+        with pytest.raises(IndexError):
+            z.blocks[selection]
+
+
+block_selections_2d = [
+    # test single item
+    (0, 0),
+    (1, 2),
+    # test wraparound
+    (-1, -1),
+    (-3, -2),
+    # test slice
+    (slice(1), slice(2)),
+    (slice(None, 2), slice(-2, -1)),
+    (slice(2, 3), slice(-2, None)),
+    (slice(-3, -1), slice(-3, -2)),
+    (slice(None), slice(None)),  # Full slice
+]
+
+block_selections_2d_array_projection = [
+    # test single item
+    (slice(300), slice(3)),
+    (slice(300, 600), slice(6, 9)),
+    # test wraparound
+    (slice(900, None), slice(9, None)),
+    (slice(300, 600), slice(6, 9)),
+    # test slice
+    (slice(300), slice(6)),
+    (slice(None, 600), slice(6, 9)),
+    (slice(600, 900), slice(6, None)),
+    (slice(300, 900), slice(3, 6)),
+    (slice(None), slice(None)),  # Full slice
+]
+
+
+def test_get_block_selection_2d(store: StorePath):
+    # setup
+    a = np.arange(10000, dtype=int).reshape(1000, 10)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
+
+    for selection, expected_idx in zip(
+        block_selections_2d, block_selections_2d_array_projection, strict=True
+    ):
+        _test_get_block_selection(a, z, selection, expected_idx)
+
+    with pytest.raises(IndexError):
+        selection = slice(5, 15), [1, 2, 3]
+        z.get_block_selection(selection)
+    with pytest.raises(IndexError):
+        selection = Ellipsis, [1, 2, 3]
+        z.get_block_selection(selection)
+    with pytest.raises(IndexError):  # out of bounds
+        selection = slice(15, 20), slice(None)
+        z.get_block_selection(selection)
+
+
+def _test_set_block_selection(v: np.ndarray, a: np.ndarray, z: zarr.Array, selection, expected_idx):
+    for value in 42, v[expected_idx], v[expected_idx].tolist():
+        # setup expectation
+        a[:] = 0
+        a[expected_idx] = value
+        # test long-form API
+        z[:] = 0
+        z.set_block_selection(selection, value)
+        assert_array_equal(a, z[:])
+        # test short-form API
+        z[:] = 0
+        z.blocks[selection] = value
+        assert_array_equal(a, z[:])
+
+
+def test_set_block_selection_1d(store: StorePath):
+    # setup
+    v = np.arange(1050, dtype=int)
+    a = np.empty(v.shape, dtype=v.dtype)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
+
+    for selection, expected_idx in zip(
+        block_selections_1d, block_selections_1d_array_projection, strict=True
+    ):
+        _test_set_block_selection(v, a, z, selection, expected_idx)
+
+    for selection in block_selections_1d_bad:
+        with pytest.raises(IndexError):
+            z.set_block_selection(selection, 42)
+        with pytest.raises(IndexError):
+            z.blocks[selection] = 42
+
+
+def test_set_block_selection_2d(store: StorePath):
+    # setup
+    v = np.arange(10000, dtype=int).reshape(1000, 10)
+    a = np.empty(v.shape, dtype=v.dtype)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
+
+    for selection, expected_idx in zip(
+        block_selections_2d, block_selections_2d_array_projection, strict=True
+    ):
+        _test_set_block_selection(v, a, z, selection, expected_idx)
+
+    with pytest.raises(IndexError):
+        selection = slice(5, 15), [1, 2, 3]
+        z.set_block_selection(selection, 42)
+    with pytest.raises(IndexError):
+        selection = Ellipsis, [1, 2, 3]
+        z.set_block_selection(selection, 42)
+    with pytest.raises(IndexError):  # out of bounds
+        selection = slice(15, 20), slice(None)
+        z.set_block_selection(selection, 42)
+
+
+def _test_get_mask_selection(a, z, selection):
+    expect = a[selection]
+    actual = z.get_mask_selection(selection)
+    assert_array_equal(expect, actual)
+    actual = z.vindex[selection]
+    assert_array_equal(expect, actual)
+
+
+mask_selections_1d_bad = [
+    # slice not supported
+    slice(5, 15),
+    slice(None),
+    Ellipsis,
+    # bad stuff
+    2.3,
+    "foo",
+    b"xxx",
+    None,
+    (0, 0),
+    (slice(None), slice(None)),
+]
+
+
+# noinspection PyStatementEffect
+def test_get_mask_selection_1d(store: StorePath):
+    # setup
+    a = np.arange(1050, dtype=int)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
+
+    np.random.seed(42)
+    # test with different degrees of sparseness
+    for p in 0.5, 0.1, 0.01:
+        ix = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
+        _test_get_mask_selection(a, z, ix)
+
+    # test errors
+    bad_selections = mask_selections_1d_bad + [
+        np.zeros(50, dtype=bool),  # too short
+        np.zeros(2000, dtype=bool),  # too long
+        [[True, False], [False, True]],  # too many dimensions
+    ]
+    for selection in bad_selections:
+        with pytest.raises(IndexError):
+            z.get_mask_selection(selection)
+        with pytest.raises(IndexError):
+            z.vindex[selection]
+
+
+# noinspection PyStatementEffect
+def test_get_mask_selection_2d(store: StorePath):
+    # setup
+    a = np.arange(10000, dtype=int).reshape(1000, 10)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
+
+    np.random.seed(42)
+    # test with different degrees of sparseness
+    for p in 0.5, 0.1, 0.01:
+        ix = np.random.binomial(1, p, size=a.size).astype(bool).reshape(a.shape)
+        _test_get_mask_selection(a, z, ix)
+
+    # test errors
+    with pytest.raises(IndexError):
+        z.vindex[np.zeros((1000, 5), dtype=bool)]  # too short
+    with pytest.raises(IndexError):
+        z.vindex[np.zeros((2000, 10), dtype=bool)]  # too long
+    with pytest.raises(IndexError):
+        z.vindex[[True, False]]  # wrong no. dimensions
+
+
+def _test_set_mask_selection(v, a, z, selection):
+    a[:] = 0
+    z[:] = 0
+    a[selection] = v[selection]
+    z.set_mask_selection(selection, v[selection])
+    assert_array_equal(a, z[:])
+    z[:] = 0
+    z.vindex[selection] = v[selection]
+    assert_array_equal(a, z[:])
+
+
+def test_set_mask_selection_1d(store: StorePath):
+    # setup
+    v = np.arange(1050, dtype=int)
+    a = np.empty_like(v)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
+
+    np.random.seed(42)
+    # test with different degrees of sparseness
+    for p in 0.5, 0.1, 0.01:
+        ix = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
+        _test_set_mask_selection(v, a, z, ix)
+
+    for selection in mask_selections_1d_bad:
+        with pytest.raises(IndexError):
+            z.set_mask_selection(selection, 42)
+        with pytest.raises(IndexError):
+            z.vindex[selection] = 42
+
+
+def test_set_mask_selection_2d(store: StorePath):
+    # setup
+    v = np.arange(10000, dtype=int).reshape(1000, 10)
+    a = np.empty_like(v)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
+
+    np.random.seed(42)
+    # test with different degrees of sparseness
+    for p in 0.5, 0.1, 0.01:
+        ix = np.random.binomial(1, p, size=a.size).astype(bool).reshape(a.shape)
+        _test_set_mask_selection(v, a, z, ix)
+
+
+def test_get_selection_out(store: StorePath):
+    # basic selections
+    a = np.arange(1050)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
+
+    selections = [
+        slice(50, 150),
+        slice(0, 1050),
+        slice(1, 2),
+    ]
+    for selection in selections:
+        expect = a[selection]
+        out = NDBuffer.from_numpy_array(np.empty(expect.shape))
+        z.get_basic_selection(selection, out=out)
+        assert_array_equal(expect, out.as_numpy_array()[:])
+
+    with pytest.raises(TypeError):
+        z.get_basic_selection(Ellipsis, out=[])
+
+    # orthogonal selections
+    a = np.arange(10000, dtype=int).reshape(1000, 10)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
+    np.random.seed(42)
+    # test with different degrees of sparseness
+    for p in 0.5, 0.1, 0.01:
+        ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
+        ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
+        selections = [
+            # index both axes with array
+            (ix0, ix1),
+            # mixed indexing with array / slice
+            (ix0, slice(1, 5)),
+            (slice(250, 350), ix1),
+            # mixed indexing with array / int
+            (ix0, 4),
+            (42, ix1),
+            # mixed int array / bool array
+            (ix0, np.nonzero(ix1)[0]),
+            (np.nonzero(ix0)[0], ix1),
+        ]
+        for selection in selections:
+            expect = oindex(a, selection)
+            out = NDBuffer.from_numpy_array(np.zeros(expect.shape, dtype=expect.dtype))
+            z.get_orthogonal_selection(selection, out=out)
+            assert_array_equal(expect, out.as_numpy_array()[:])
+
+    # coordinate selections
+    a = np.arange(10000, dtype=int).reshape(1000, 10)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
+    np.random.seed(42)
+    # test with different degrees of sparseness
+    for p in 0.5, 0.1, 0.01:
+        n = int(a.size * p)
+        ix0 = np.random.choice(a.shape[0], size=n, replace=True)
+        ix1 = np.random.choice(a.shape[1], size=n, replace=True)
+        selections = [
+            # index both axes with array
+            (ix0, ix1),
+            # mixed indexing with array / int
+            (ix0, 4),
+            (42, ix1),
+        ]
+        for selection in selections:
+            expect = a[selection]
+            out = NDBuffer.from_numpy_array(np.zeros(expect.shape, dtype=expect.dtype))
+            z.get_coordinate_selection(selection, out=out)
+            assert_array_equal(expect, out.as_numpy_array()[:])
+
+
+@pytest.mark.xfail(reason="fields are not supported in v3")
+def test_get_selections_with_fields(store: StorePath):
+    a = [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)]
+    a = np.array(a, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(2,))
+
+    fields_fixture = [
+        "foo",
+        ["foo"],
+        ["foo", "bar"],
+        ["foo", "baz"],
+        ["bar", "baz"],
+        ["foo", "bar", "baz"],
+        ["bar", "foo"],
+        ["baz", "bar", "foo"],
+    ]
+
+    for fields in fields_fixture:
+        # total selection
+        expect = a[fields]
+        actual = z.get_basic_selection(Ellipsis, fields=fields)
+        assert_array_equal(expect, actual)
+        # alternative API
+        if isinstance(fields, str):
+            actual = z[fields]
+            assert_array_equal(expect, actual)
+        elif len(fields) == 2:
+            actual = z[fields[0], fields[1]]
+            assert_array_equal(expect, actual)
+        if isinstance(fields, str):
+            actual = z[..., fields]
+            assert_array_equal(expect, actual)
+        elif len(fields) == 2:
+            actual = z[..., fields[0], fields[1]]
+            assert_array_equal(expect, actual)
+
+        # basic selection with slice
+        expect = a[fields][0:2]
+        actual = z.get_basic_selection(slice(0, 2), fields=fields)
+        assert_array_equal(expect, actual)
+        # alternative API
+        if isinstance(fields, str):
+            actual = z[0:2, fields]
+            assert_array_equal(expect, actual)
+        elif len(fields) == 2:
+            actual = z[0:2, fields[0], fields[1]]
+            assert_array_equal(expect, actual)
+
+        # basic selection with single item
+        expect = a[fields][1]
+        actual = z.get_basic_selection(1, fields=fields)
+        assert_array_equal(expect, actual)
+        # alternative API
+        if isinstance(fields, str):
+            actual = z[1, fields]
+            assert_array_equal(expect, actual)
+        elif len(fields) == 2:
+            actual = z[1, fields[0], fields[1]]
+            assert_array_equal(expect, actual)
+
+        # orthogonal selection
+        ix = [0, 2]
+        expect = a[fields][ix]
+        actual = z.get_orthogonal_selection(ix, fields=fields)
+        assert_array_equal(expect, actual)
+        # alternative API
+        if isinstance(fields, str):
+            actual = z.oindex[ix, fields]
+            assert_array_equal(expect, actual)
+        elif len(fields) == 2:
+            actual = z.oindex[ix, fields[0], fields[1]]
+            assert_array_equal(expect, actual)
+
+        # coordinate selection
+        ix = [0, 2]
+        expect = a[fields][ix]
+        actual = z.get_coordinate_selection(ix, fields=fields)
+        assert_array_equal(expect, actual)
+        # alternative API
+        if isinstance(fields, str):
+            actual = z.vindex[ix, fields]
+            assert_array_equal(expect, actual)
+        elif len(fields) == 2:
+            actual = z.vindex[ix, fields[0], fields[1]]
+            assert_array_equal(expect, actual)
+
+        # mask selection
+        ix = [True, False, True]
+        expect = a[fields][ix]
+        actual = z.get_mask_selection(ix, fields=fields)
+        assert_array_equal(expect, actual)
+        # alternative API
+        if isinstance(fields, str):
+            actual = z.vindex[ix, fields]
+            assert_array_equal(expect, actual)
+        elif len(fields) == 2:
+            actual = z.vindex[ix, fields[0], fields[1]]
+            assert_array_equal(expect, actual)
+
+    # missing/bad fields
+    with pytest.raises(IndexError):
+        z.get_basic_selection(Ellipsis, fields=["notafield"])
+    with pytest.raises(IndexError):
+        z.get_basic_selection(Ellipsis, fields=slice(None))
+
+
+@pytest.mark.xfail(reason="fields are not supported in v3")
+def test_set_selections_with_fields(store: StorePath):
+    v = [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)]
+    v = np.array(v, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
+    a = np.empty_like(v)
+    z = zarr_array_from_numpy_array(store, v, chunk_shape=(2,))
+
+    fields_fixture = [
+        "foo",
+        [],
+        ["foo"],
+        ["foo", "bar"],
+        ["foo", "baz"],
+        ["bar", "baz"],
+        ["foo", "bar", "baz"],
+        ["bar", "foo"],
+        ["baz", "bar", "foo"],
+    ]
+
+    for fields in fields_fixture:
+        # currently multi-field assignment is not supported in numpy, so we won't support
+        # it either
+        if isinstance(fields, list) and len(fields) > 1:
+            with pytest.raises(IndexError):
+                z.set_basic_selection(Ellipsis, v, fields=fields)
+            with pytest.raises(IndexError):
+                z.set_orthogonal_selection([0, 2], v, fields=fields)
+            with pytest.raises(IndexError):
+                z.set_coordinate_selection([0, 2], v, fields=fields)
+            with pytest.raises(IndexError):
+                z.set_mask_selection([True, False, True], v, fields=fields)
+
+        else:
+            if isinstance(fields, list) and len(fields) == 1:
+                # work around numpy does not support multi-field assignment even if there
+                # is only one field
+                key = fields[0]
+            elif isinstance(fields, list) and len(fields) == 0:
+                # work around numpy ambiguity about what is a field selection
+                key = Ellipsis
+            else:
+                key = fields
+
+            # setup expectation
+            a[:] = ("", 0, 0)
+            z[:] = ("", 0, 0)
+            assert_array_equal(a, z[:])
+            a[key] = v[key]
+            # total selection
+            z.set_basic_selection(Ellipsis, v[key], fields=fields)
+            assert_array_equal(a, z[:])
+
+            # basic selection with slice
+            a[:] = ("", 0, 0)
+            z[:] = ("", 0, 0)
+            a[key][0:2] = v[key][0:2]
+            z.set_basic_selection(slice(0, 2), v[key][0:2], fields=fields)
+            assert_array_equal(a, z[:])
+
+            # orthogonal selection
+            a[:] = ("", 0, 0)
+            z[:] = ("", 0, 0)
+            ix = [0, 2]
+            a[key][ix] = v[key][ix]
+            z.set_orthogonal_selection(ix, v[key][ix], fields=fields)
+            assert_array_equal(a, z[:])
+
+            # coordinate selection
+            a[:] = ("", 0, 0)
+            z[:] = ("", 0, 0)
+            ix = [0, 2]
+            a[key][ix] = v[key][ix]
+            z.set_coordinate_selection(ix, v[key][ix], fields=fields)
+            assert_array_equal(a, z[:])
+
+            # mask selection
+            a[:] = ("", 0, 0)
+            z[:] = ("", 0, 0)
+            ix = [True, False, True]
+            a[key][ix] = v[key][ix]
+            z.set_mask_selection(ix, v[key][ix], fields=fields)
+            assert_array_equal(a, z[:])
+
+
+def test_slice_selection_uints():
+    arr = np.arange(24).reshape((4, 6))
+    idx = np.uint64(3)
+    slice_sel = make_slice_selection((idx,))
+    assert arr[tuple(slice_sel)].shape == (1, 6)
+
+
+def test_numpy_int_indexing(store: StorePath):
+    a = np.arange(1050)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
+    assert a[42] == z[42]
+    assert a[np.int64(42)] == z[np.int64(42)]
+
+
+@pytest.mark.parametrize(
+    "shape, chunks, ops",
+    [
+        # 1D test cases
+        ((1070,), (50,), [("__getitem__", (slice(200, 400),))]),
+        ((1070,), (50,), [("__getitem__", (slice(200, 400, 100),))]),
+        (
+            (1070,),
+            (50,),
+            [
+                ("__getitem__", (slice(200, 400),)),
+                ("__setitem__", (slice(200, 400, 100),)),
+            ],
+        ),
+        # 2D test cases
+        (
+            (40, 50),
+            (5, 8),
+            [
+                ("__getitem__", (slice(6, 37, 13), (slice(4, 10)))),
+                ("__setitem__", (slice(None), (slice(None)))),
+            ],
+        ),
+    ],
+)
+def test_accessed_chunks(shape, chunks, ops):
+    # Test that only the required chunks are accessed during basic selection operations
+    # shape: array shape
+    # chunks: chunk size
+    # ops: list of tuples with (optype, tuple of slices)
+    # optype = "__getitem__" or "__setitem__", tuple length must match number of dims
+    import itertools
+
+    # Use a counting dict as the backing store so we can track the items access
+    store = CountingDict()
+    z = zarr_array_from_numpy_array(StorePath(store), np.zeros(shape), chunk_shape=chunks)
+
+    for ii, (optype, slices) in enumerate(ops):
+        # Resolve the slices into the accessed chunks for each dimension
+        chunks_per_dim = []
+        for N, C, sl in zip(shape, chunks, slices, strict=True):
+            chunk_ind = np.arange(N, dtype=int)[sl] // C
+            chunks_per_dim.append(np.unique(chunk_ind))
+
+        # Combine and generate the cartesian product to determine the chunks keys that
+        # will be accessed
+        chunks_accessed = []
+        for comb in itertools.product(*chunks_per_dim):
+            chunks_accessed.append(".".join([str(ci) for ci in comb]))
+
+        counts_before = store.counter.copy()
+
+        # Perform the operation
+        if optype == "__getitem__":
+            z[slices]
+        else:
+            z[slices] = ii
+
+        # Get the change in counts
+        delta_counts = store.counter - counts_before
+
+        # Check that the access counts for the operation have increased by one for all
+        # the chunks we expect to be included
+        for ci in chunks_accessed:
+            assert delta_counts.pop((optype, ci)) == 1
+
+            # If the chunk was partially written to it will also have been read once. We
+            # don't determine if the chunk was actually partial here, just that the
+            # counts are consistent that this might have happened
+            if optype == "__setitem__":
+                assert ("__getitem__", ci) not in delta_counts or delta_counts.pop(
+                    ("__getitem__", ci)
+                ) == 1
+        # Check that no other chunks were accessed
+        assert len(delta_counts) == 0

From 72005d71fe6e78c03870b3e3b28b3bea3f367043 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 3 Jun 2024 07:35:36 -0700
Subject: [PATCH 0565/1078] Feature: group and array name properties (#1940)

* feature: group and array path/name/basename properties

* tests
---
 src/zarr/array.py      | 38 ++++++++++++++++++++++++++++++++++++++
 src/zarr/group.py      | 38 ++++++++++++++++++++++++++++++++++++++
 tests/v3/test_array.py | 36 ++++++++++++++++++++++++++++++++++++
 tests/v3/test_group.py | 19 +++++++++++++++++++
 4 files changed, 131 insertions(+)
 create mode 100644 tests/v3/test_array.py

diff --git a/src/zarr/array.py b/src/zarr/array.py
index a45e7c6ba2..3e6cf5531c 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -378,6 +378,29 @@ def dtype(self) -> np.dtype[Any]:
     def attrs(self) -> dict[str, JSON]:
         return self.metadata.attributes
 
+    @property
+    def path(self) -> str:
+        """Storage path."""
+        return self.store_path.path
+
+    @property
+    def name(self) -> str | None:
+        """Array name following h5py convention."""
+        if self.path:
+            # follow h5py convention: add leading slash
+            name = self.path
+            if name[0] != "/":
+                name = "/" + name
+            return name
+        return None
+
+    @property
+    def basename(self) -> str | None:
+        """Final component of name."""
+        if self.name is not None:
+            return self.name.split("/")[-1]
+        return None
+
     async def _get_selection(
         self,
         indexer: Indexer,
@@ -630,6 +653,21 @@ def dtype(self) -> np.dtype[Any]:
     def attrs(self) -> Attributes:
         return Attributes(self)
 
+    @property
+    def path(self) -> str:
+        """Storage path."""
+        return self._async_array.path
+
+    @property
+    def name(self) -> str | None:
+        """Array name following h5py convention."""
+        return self._async_array.name
+
+    @property
+    def basename(self) -> str | None:
+        """Final component of name."""
+        return self._async_array.basename
+
     @property
     def metadata(self) -> ArrayMetadata:
         return self._async_array.metadata
diff --git a/src/zarr/group.py b/src/zarr/group.py
index 88e7fd0922..ccad0e5661 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -270,6 +270,27 @@ async def _save_metadata(self) -> None:
         awaitables = [set_or_delete(self.store_path / key, value) for key, value in to_save.items()]
         await asyncio.gather(*awaitables)
 
+    @property
+    def path(self) -> str:
+        """Storage path."""
+        return self.store_path.path
+
+    @property
+    def name(self) -> str:
+        """Group name following h5py convention."""
+        if self.path:
+            # follow h5py convention: add leading slash
+            name = self.path
+            if name[0] != "/":
+                name = "/" + name
+            return name
+        return "/"
+
+    @property
+    def basename(self) -> str:
+        """Final component of name."""
+        return self.name.split("/")[-1]
+
     @property
     def attrs(self) -> dict[str, Any]:
         return self.metadata.attributes
@@ -462,6 +483,7 @@ def create(
         store: StoreLike,
         *,
         attributes: dict[str, Any] = {},  # noqa: B006, FIXME
+        zarr_format: ZarrFormat = 3,
         exists_ok: bool = False,
     ) -> Group:
         obj = sync(
@@ -469,6 +491,7 @@ def create(
                 store,
                 attributes=attributes,
                 exists_ok=exists_ok,
+                zarr_format=zarr_format,
             ),
         )
 
@@ -521,6 +544,21 @@ def store_path(self) -> StorePath:
     def metadata(self) -> GroupMetadata:
         return self._async_group.metadata
 
+    @property
+    def path(self) -> str:
+        """Storage path."""
+        return self._async_group.path
+
+    @property
+    def name(self) -> str:
+        """Group name following h5py convention."""
+        return self._async_group.name
+
+    @property
+    def basename(self) -> str:
+        """Final component of name."""
+        return self._async_group.basename
+
     @property
     def attrs(self) -> Attributes:
         return Attributes(self)
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
new file mode 100644
index 0000000000..203cfbf860
--- /dev/null
+++ b/tests/v3/test_array.py
@@ -0,0 +1,36 @@
+import pytest
+
+from zarr.array import Array
+from zarr.common import ZarrFormat
+from zarr.group import Group
+from zarr.store import LocalStore, MemoryStore
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("zarr_format", (2, 3))
+def test_array_name_properties_no_group(
+    store: LocalStore | MemoryStore, zarr_format: ZarrFormat
+) -> None:
+    arr = Array.create(store=store, shape=(100,), chunks=(10,), zarr_format=zarr_format, dtype="i4")
+    assert arr.path == ""
+    assert arr.name is None
+    assert arr.basename is None
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("zarr_format", (2, 3))
+def test_array_name_properties_with_group(
+    store: LocalStore | MemoryStore, zarr_format: ZarrFormat
+) -> None:
+    root = Group.create(store=store, zarr_format=zarr_format)
+    foo = root.create_array("foo", shape=(100,), chunks=(10,), dtype="i4")
+    assert foo.path == "foo"
+    assert foo.name == "/foo"
+    assert foo.basename == "foo"
+
+    bar = root.create_group("bar")
+    spam = bar.create_array("spam", shape=(100,), chunks=(10,), dtype="i4")
+
+    assert spam.path == "bar/spam"
+    assert spam.name == "/bar/spam"
+    assert spam.basename == "spam"
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 4d55d72282..9ce9b07a20 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -372,3 +372,22 @@ def test_group_init(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) ->
     agroup = sync(AsyncGroup.create(store=store, zarr_format=zarr_format))
     group = Group(agroup)
     assert group._async_group == agroup
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("zarr_format", (2, 3))
+def test_group_name_properties(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+    root = Group.create(store=store, zarr_format=zarr_format)
+    assert root.path == ""
+    assert root.name == "/"
+    assert root.basename == ""
+
+    foo = root.create_group("foo")
+    assert foo.path == "foo"
+    assert foo.name == "/foo"
+    assert foo.basename == "foo"
+
+    bar = root.create_group("foo/bar")
+    assert bar.path == "foo/bar"
+    assert bar.name == "/foo/bar"
+    assert bar.basename == "bar"

From da9885cdf4da16a4b52695b5522bc42982bb2f41 Mon Sep 17 00:00:00 2001
From: Ryan Abernathey <ryan.abernathey@gmail.com>
Date: Mon, 3 Jun 2024 14:07:44 -0400
Subject: [PATCH 0566/1078] implement .chunks on v3 arrays (#1929)

* implement .chunks on v3 arrays

* remove noqa: B009

* make mypy happy

* only return chunks for regular chunk grids

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Joseph Hamman <joe@earthmover.io>
---
 src/zarr/array.py      | 13 +++++++++++++
 tests/v3/test_group.py |  2 +-
 2 files changed, 14 insertions(+), 1 deletion(-)

diff --git a/src/zarr/array.py b/src/zarr/array.py
index 3e6cf5531c..698894ba0c 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -366,6 +366,15 @@ def ndim(self) -> int:
     def shape(self) -> ChunkCoords:
         return self.metadata.shape
 
+    @property
+    def chunks(self) -> ChunkCoords:
+        if isinstance(self.metadata.chunk_grid, RegularChunkGrid):
+            return self.metadata.chunk_grid.chunk_shape
+        else:
+            raise ValueError(
+                f"chunk attribute is only available for RegularChunkGrid, this array has a {self.metadata.chunk_grid}"
+            )
+
     @property
     def size(self) -> int:
         return np.prod(self.metadata.shape).item()
@@ -641,6 +650,10 @@ def ndim(self) -> int:
     def shape(self) -> ChunkCoords:
         return self._async_array.shape
 
+    @property
+    def chunks(self) -> ChunkCoords:
+        return self._async_array.chunks
+
     @property
     def size(self) -> int:
         return self._async_array.size
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 9ce9b07a20..c529e2491f 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -79,7 +79,7 @@ def test_group(store: MemoryStore | LocalStore) -> None:
     assert arr.dtype == data.dtype
 
     # TODO: update this once the array api settles down
-    # assert arr.chunk_shape == (2, 2)
+    assert arr.chunks == (2, 2)
 
     bar2 = foo["bar"]
     assert dict(bar2.attrs) == {"baz": "qux"}

From 859994455e4b0e451d72db1974da4f2f2362d79d Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 3 Jun 2024 13:29:05 -0700
Subject: [PATCH 0567/1078] chore: update pre-commit hooks (#1948)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.4.5 → v0.4.7](https://github.com/astral-sh/ruff-pre-commit/compare/v0.4.5...v0.4.7)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 77b4a45ff5..4bb39f0e06 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: 'v0.4.5'
+    rev: 'v0.4.7'
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]

From 5c4dc2339d68f6ca48ed6949b0e0b08371e46245 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Tue, 4 Jun 2024 12:57:55 +0200
Subject: [PATCH 0568/1078] fixes bug in transpose (#1949)

---
 src/zarr/codecs/transpose.py |  6 +++---
 tests/v3/test_codecs.py      | 17 +++++++++++++++++
 2 files changed, 20 insertions(+), 3 deletions(-)

diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index 373a27cab9..9fcee4e66b 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -4,6 +4,8 @@
 from dataclasses import dataclass, replace
 from typing import TYPE_CHECKING, cast
 
+import numpy as np
+
 from zarr.abc.codec import ArrayArrayCodec
 from zarr.buffer import NDBuffer
 from zarr.codecs.registry import register_codec
@@ -76,9 +78,7 @@ async def _decode_single(
         chunk_array: NDBuffer,
         chunk_spec: ArraySpec,
     ) -> NDBuffer:
-        inverse_order = [0] * chunk_spec.ndim
-        for x, i in enumerate(self.order):
-            inverse_order[x] = i
+        inverse_order = np.argsort(self.order)
         chunk_array = chunk_array.transpose(inverse_order)
         return chunk_array
 
diff --git a/tests/v3/test_codecs.py b/tests/v3/test_codecs.py
index 251570f767..514294c4b0 100644
--- a/tests/v3/test_codecs.py
+++ b/tests/v3/test_codecs.py
@@ -406,6 +406,23 @@ async def test_transpose(
         assert await (store / "transpose/0.0").get() == await (store / "transpose_zarr/0.0").get()
 
 
+@pytest.mark.parametrize("order", [[1, 2, 0], [1, 2, 3, 0], [3, 2, 4, 0, 1]])
+def test_transpose_non_self_inverse(store: Store, order):
+    shape = [i + 3 for i in range(len(order))]
+    data = np.arange(0, np.prod(shape), dtype="uint16").reshape(shape)
+    a = Array.create(
+        store / "transpose_non_self_inverse",
+        shape=data.shape,
+        chunk_shape=data.shape,
+        dtype=data.dtype,
+        fill_value=0,
+        codecs=[TransposeCodec(order=order), BytesCodec()],
+    )
+    a[:, :] = data
+    read_data = a[:, :]
+    assert np.array_equal(data, read_data)
+
+
 def test_transpose_invalid(
     store: Store,
 ):

From b431cf75d5a1495f6a69b3d961bbd527658bd919 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 4 Jun 2024 10:04:29 -0700
Subject: [PATCH 0569/1078] Create issue-metrics.yml

---
 .github/workflows/issue-metrics.yml | 42 +++++++++++++++++++++++++++++
 1 file changed, 42 insertions(+)
 create mode 100644 .github/workflows/issue-metrics.yml

diff --git a/.github/workflows/issue-metrics.yml b/.github/workflows/issue-metrics.yml
new file mode 100644
index 0000000000..34bda59ff6
--- /dev/null
+++ b/.github/workflows/issue-metrics.yml
@@ -0,0 +1,42 @@
+name: Monthly issue metrics
+on:
+  workflow_dispatch:
+  schedule:
+    - cron: '3 2 1 * *'
+
+permissions:
+  contents: read
+
+jobs:
+  build:
+    name: issue metrics
+    runs-on: ubuntu-latest
+    permissions:
+      issues: write
+      pull-requests: read
+    steps:
+    - name: Get dates for last month
+      shell: bash
+      run: |
+        # Calculate the first day of the previous month
+        first_day=$(date -d "last month" +%Y-%m-01)
+
+        # Calculate the last day of the previous month
+        last_day=$(date -d "$first_day +1 month -1 day" +%Y-%m-%d)
+
+        #Set an environment variable with the date range
+        echo "$first_day..$last_day"
+        echo "last_month=$first_day..$last_day" >> "$GITHUB_ENV"
+
+    - name: Run issue-metrics tool
+      uses: github/issue-metrics@v3
+      env:
+        GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        SEARCH_QUERY: 'repo:zarr-developers/zarr-python is:issue created:${{ env.last_month }} -reason:"not planned"'
+
+    - name: Create issue
+      uses: peter-evans/create-issue-from-file@v5
+      with:
+        title: Monthly issue metrics report
+        token: ${{ secrets.GITHUB_TOKEN }}
+        content-filepath: ./issue_metrics.md

From 661acb37f08a77cc1a86c0da55288e89f2388801 Mon Sep 17 00:00:00 2001
From: "Mads R. B. Kristensen" <madsbk@gmail.com>
Date: Tue, 4 Jun 2024 22:43:56 +0200
Subject: [PATCH 0570/1078] Buffer Prototype Argument (#1910)

---
 src/zarr/abc/codec.py                        |   3 +-
 src/zarr/abc/store.py                        |  19 ++-
 src/zarr/array.py                            | 104 ++++++++++----
 src/zarr/array_spec.py                       |  41 ++++++
 src/zarr/buffer.py                           | 142 ++++++++-----------
 src/zarr/codecs/_v2.py                       |   3 +-
 src/zarr/codecs/blosc.py                     |  19 +--
 src/zarr/codecs/bytes.py                     |  19 +--
 src/zarr/codecs/crc32c_.py                   |  13 +-
 src/zarr/codecs/gzip.py                      |  17 ++-
 src/zarr/codecs/pipeline.py                  |  24 ++--
 src/zarr/codecs/sharding.py                  |  45 ++++--
 src/zarr/codecs/transpose.py                 |   8 +-
 src/zarr/codecs/zstd.py                      |  17 ++-
 src/zarr/common.py                           |  26 ----
 src/zarr/metadata.py                         |  23 +--
 src/zarr/store/core.py                       |  10 +-
 src/zarr/store/local.py                      |  28 ++--
 src/zarr/store/memory.py                     |  20 ++-
 src/zarr/store/remote.py                     |   7 +-
 src/zarr/testing/store.py                    |  10 +-
 tests/v3/package_with_entrypoint/__init__.py |   3 +-
 tests/v3/test_buffer.py                      |  80 ++++++++++-
 tests/v3/test_group.py                       |   2 +-
 tests/v3/test_indexing.py                    |   7 +-
 25 files changed, 438 insertions(+), 252 deletions(-)
 create mode 100644 src/zarr/array_spec.py

diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index 0836d878ae..1f452159ed 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -13,11 +13,10 @@
 if TYPE_CHECKING:
     from typing_extensions import Self
 
-    from zarr.common import ArraySpec
+    from zarr.array_spec import ArraySpec
     from zarr.indexing import SelectorTuple
     from zarr.metadata import ArrayMetadata
 
-
 CodecInput = TypeVar("CodecInput", bound=NDBuffer | Buffer)
 CodecOutput = TypeVar("CodecOutput", bound=NDBuffer | Buffer)
 
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index e86fe5d07a..14566dfed2 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -2,7 +2,7 @@
 from collections.abc import AsyncGenerator
 from typing import Protocol, runtime_checkable
 
-from zarr.buffer import Buffer
+from zarr.buffer import Buffer, BufferPrototype
 from zarr.common import BytesLike, OpenMode
 
 
@@ -30,7 +30,10 @@ def _check_writable(self) -> None:
 
     @abstractmethod
     async def get(
-        self, key: str, byte_range: tuple[int | None, int | None] | None = None
+        self,
+        key: str,
+        prototype: BufferPrototype,
+        byte_range: tuple[int | None, int | None] | None = None,
     ) -> Buffer | None:
         """Retrieve the value associated with a given key.
 
@@ -47,7 +50,9 @@ async def get(
 
     @abstractmethod
     async def get_partial_values(
-        self, key_ranges: list[tuple[str, tuple[int | None, int | None]]]
+        self,
+        prototype: BufferPrototype,
+        key_ranges: list[tuple[str, tuple[int | None, int | None]]],
     ) -> list[Buffer | None]:
         """Retrieve possibly partial values from given key_ranges.
 
@@ -175,12 +180,16 @@ def close(self) -> None:  # noqa: B027
 
 @runtime_checkable
 class ByteGetter(Protocol):
-    async def get(self, byte_range: tuple[int, int | None] | None = None) -> Buffer | None: ...
+    async def get(
+        self, prototype: BufferPrototype, byte_range: tuple[int, int | None] | None = None
+    ) -> Buffer | None: ...
 
 
 @runtime_checkable
 class ByteSetter(Protocol):
-    async def get(self, byte_range: tuple[int, int | None] | None = None) -> Buffer | None: ...
+    async def get(
+        self, prototype: BufferPrototype, byte_range: tuple[int, int | None] | None = None
+    ) -> Buffer | None: ...
 
     async def set(self, value: Buffer, byte_range: tuple[int, int] | None = None) -> None: ...
 
diff --git a/src/zarr/array.py b/src/zarr/array.py
index 698894ba0c..28b19f44f0 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -20,7 +20,7 @@
 from zarr.abc.codec import Codec
 from zarr.abc.store import set_or_delete
 from zarr.attributes import Attributes
-from zarr.buffer import Factory, NDArrayLike, NDBuffer
+from zarr.buffer import BufferPrototype, NDArrayLike, NDBuffer, default_buffer_prototype
 from zarr.chunk_grids import RegularChunkGrid
 from zarr.chunk_key_encodings import ChunkKeyEncoding, DefaultChunkKeyEncoding, V2ChunkKeyEncoding
 from zarr.codecs import BytesCodec
@@ -414,8 +414,8 @@ async def _get_selection(
         self,
         indexer: Indexer,
         *,
+        prototype: BufferPrototype,
         out: NDBuffer | None = None,
-        factory: Factory.Create = NDBuffer.create,
         fields: Fields | None = None,
     ) -> NDArrayLike:
         # check fields are sensible
@@ -432,7 +432,7 @@ async def _get_selection(
                     f"shape of out argument doesn't match. Expected {indexer.shape}, got {out.shape}"
                 )
         else:
-            out_buffer = factory(
+            out_buffer = prototype.nd_buffer.create(
                 shape=indexer.shape,
                 dtype=out_dtype,
                 order=self.order,
@@ -444,7 +444,7 @@ async def _get_selection(
                 [
                     (
                         self.store_path / self.metadata.encode_chunk_key(chunk_coords),
-                        self.metadata.get_chunk_spec(chunk_coords, self.order),
+                        self.metadata.get_chunk_spec(chunk_coords, self.order, prototype=prototype),
                         chunk_selection,
                         out_selection,
                     )
@@ -456,14 +456,14 @@ async def _get_selection(
         return out_buffer.as_ndarray_like()
 
     async def getitem(
-        self, selection: Selection, *, factory: Factory.Create = NDBuffer.create
+        self, selection: Selection, *, prototype: BufferPrototype = default_buffer_prototype
     ) -> NDArrayLike:
         indexer = BasicIndexer(
             selection,
             shape=self.metadata.shape,
             chunk_grid=self.metadata.chunk_grid,
         )
-        return await self._get_selection(indexer, factory=factory)
+        return await self._get_selection(indexer, prototype=prototype)
 
     async def _save_metadata(self, metadata: ArrayMetadata) -> None:
         to_save = metadata.to_buffer_dict()
@@ -475,7 +475,7 @@ async def _set_selection(
         indexer: Indexer,
         value: NDArrayLike,
         *,
-        factory: Factory.NDArrayLike = NDBuffer.from_ndarray_like,
+        prototype: BufferPrototype,
         fields: Fields | None = None,
     ) -> None:
         # check fields are sensible
@@ -497,14 +497,14 @@ async def _set_selection(
         # We accept any ndarray like object from the user and convert it
         # to a NDBuffer (or subclass). From this point onwards, we only pass
         # Buffer and NDBuffer between components.
-        value_buffer = factory(value)
+        value_buffer = prototype.nd_buffer.from_ndarray_like(value)
 
         # merging with existing data and encoding chunks
         await self.metadata.codec_pipeline.write(
             [
                 (
                     self.store_path / self.metadata.encode_chunk_key(chunk_coords),
-                    self.metadata.get_chunk_spec(chunk_coords, self.order),
+                    self.metadata.get_chunk_spec(chunk_coords, self.order, prototype),
                     chunk_selection,
                     out_selection,
                 )
@@ -518,14 +518,14 @@ async def setitem(
         self,
         selection: Selection,
         value: NDArrayLike,
-        factory: Factory.NDArrayLike = NDBuffer.from_ndarray_like,
+        prototype: BufferPrototype = default_buffer_prototype,
     ) -> None:
         indexer = BasicIndexer(
             selection,
             shape=self.metadata.shape,
             chunk_grid=self.metadata.chunk_grid,
         )
-        return await self._set_selection(indexer, value, factory=factory)
+        return await self._set_selection(indexer, value, prototype=prototype)
 
     async def resize(
         self, new_shape: ChunkCoords, delete_outside_chunks: bool = True
@@ -714,7 +714,9 @@ def __setitem__(self, selection: Selection, value: NDArrayLike) -> None:
     def get_basic_selection(
         self,
         selection: BasicSelection = Ellipsis,
+        *,
         out: NDBuffer | None = None,
+        prototype: BufferPrototype = default_buffer_prototype,
         fields: Fields | None = None,
     ) -> NDArrayLike:
         if self.shape == ():
@@ -725,57 +727,101 @@ def get_basic_selection(
                     BasicIndexer(selection, self.shape, self.metadata.chunk_grid),
                     out=out,
                     fields=fields,
+                    prototype=prototype,
                 )
             )
 
     def set_basic_selection(
-        self, selection: BasicSelection, value: NDArrayLike, fields: Fields | None = None
+        self,
+        selection: BasicSelection,
+        value: NDArrayLike,
+        *,
+        fields: Fields | None = None,
+        prototype: BufferPrototype = default_buffer_prototype,
     ) -> None:
         indexer = BasicIndexer(selection, self.shape, self.metadata.chunk_grid)
-        sync(self._async_array._set_selection(indexer, value, fields=fields))
+        sync(self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype))
 
     def get_orthogonal_selection(
         self,
         selection: OrthogonalSelection,
+        *,
         out: NDBuffer | None = None,
         fields: Fields | None = None,
+        prototype: BufferPrototype = default_buffer_prototype,
     ) -> NDArrayLike:
         indexer = OrthogonalIndexer(selection, self.shape, self.metadata.chunk_grid)
-        return sync(self._async_array._get_selection(indexer=indexer, out=out, fields=fields))
+        return sync(
+            self._async_array._get_selection(
+                indexer=indexer, out=out, fields=fields, prototype=prototype
+            )
+        )
 
     def set_orthogonal_selection(
-        self, selection: OrthogonalSelection, value: NDArrayLike, fields: Fields | None = None
+        self,
+        selection: OrthogonalSelection,
+        value: NDArrayLike,
+        *,
+        fields: Fields | None = None,
+        prototype: BufferPrototype = default_buffer_prototype,
     ) -> None:
         indexer = OrthogonalIndexer(selection, self.shape, self.metadata.chunk_grid)
-        return sync(self._async_array._set_selection(indexer, value, fields=fields))
+        return sync(
+            self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype)
+        )
 
     def get_mask_selection(
-        self, mask: MaskSelection, out: NDBuffer | None = None, fields: Fields | None = None
+        self,
+        mask: MaskSelection,
+        *,
+        out: NDBuffer | None = None,
+        fields: Fields | None = None,
+        prototype: BufferPrototype = default_buffer_prototype,
     ) -> NDArrayLike:
         indexer = MaskIndexer(mask, self.shape, self.metadata.chunk_grid)
-        return sync(self._async_array._get_selection(indexer=indexer, out=out, fields=fields))
+        return sync(
+            self._async_array._get_selection(
+                indexer=indexer, out=out, fields=fields, prototype=prototype
+            )
+        )
 
     def set_mask_selection(
-        self, mask: MaskSelection, value: NDArrayLike, fields: Fields | None = None
+        self,
+        mask: MaskSelection,
+        value: NDArrayLike,
+        *,
+        fields: Fields | None = None,
+        prototype: BufferPrototype = default_buffer_prototype,
     ) -> None:
         indexer = MaskIndexer(mask, self.shape, self.metadata.chunk_grid)
-        sync(self._async_array._set_selection(indexer, value, fields=fields))
+        sync(self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype))
 
     def get_coordinate_selection(
         self,
         selection: CoordinateSelection,
+        *,
         out: NDBuffer | None = None,
         fields: Fields | None = None,
+        prototype: BufferPrototype = default_buffer_prototype,
     ) -> NDArrayLike:
         indexer = CoordinateIndexer(selection, self.shape, self.metadata.chunk_grid)
-        out_array = sync(self._async_array._get_selection(indexer=indexer, out=out, fields=fields))
+        out_array = sync(
+            self._async_array._get_selection(
+                indexer=indexer, out=out, fields=fields, prototype=prototype
+            )
+        )
 
         # restore shape
         out_array = out_array.reshape(indexer.sel_shape)
         return out_array
 
     def set_coordinate_selection(
-        self, selection: CoordinateSelection, value: NDArrayLike, fields: Fields | None = None
+        self,
+        selection: CoordinateSelection,
+        value: NDArrayLike,
+        *,
+        fields: Fields | None = None,
+        prototype: BufferPrototype = default_buffer_prototype,
     ) -> None:
         # setup indexer
         indexer = CoordinateIndexer(selection, self.shape, self.metadata.chunk_grid)
@@ -792,25 +838,33 @@ def set_coordinate_selection(
         if hasattr(value, "shape") and len(value.shape) > 1:
             value = value.reshape(-1)
 
-        sync(self._async_array._set_selection(indexer, value, fields=fields))
+        sync(self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype))
 
     def get_block_selection(
         self,
         selection: BlockSelection,
+        *,
         out: NDBuffer | None = None,
         fields: Fields | None = None,
+        prototype: BufferPrototype = default_buffer_prototype,
     ) -> NDArrayLike:
         indexer = BlockIndexer(selection, self.shape, self.metadata.chunk_grid)
-        return sync(self._async_array._get_selection(indexer=indexer, out=out, fields=fields))
+        return sync(
+            self._async_array._get_selection(
+                indexer=indexer, out=out, fields=fields, prototype=prototype
+            )
+        )
 
     def set_block_selection(
         self,
         selection: BlockSelection,
         value: NDArrayLike,
+        *,
         fields: Fields | None = None,
+        prototype: BufferPrototype = default_buffer_prototype,
     ) -> None:
         indexer = BlockIndexer(selection, self.shape, self.metadata.chunk_grid)
-        sync(self._async_array._set_selection(indexer, value, fields=fields))
+        sync(self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype))
 
     @property
     def vindex(self) -> VIndex:
diff --git a/src/zarr/array_spec.py b/src/zarr/array_spec.py
new file mode 100644
index 0000000000..d5717944b4
--- /dev/null
+++ b/src/zarr/array_spec.py
@@ -0,0 +1,41 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import Any, Literal
+
+import numpy as np
+
+from zarr.buffer import BufferPrototype
+from zarr.common import ChunkCoords, parse_dtype, parse_fill_value, parse_order, parse_shapelike
+
+
+@dataclass(frozen=True)
+class ArraySpec:
+    shape: ChunkCoords
+    dtype: np.dtype[Any]
+    fill_value: Any
+    order: Literal["C", "F"]
+    prototype: BufferPrototype
+
+    def __init__(
+        self,
+        shape: ChunkCoords,
+        dtype: np.dtype[Any],
+        fill_value: Any,
+        order: Literal["C", "F"],
+        prototype: BufferPrototype,
+    ) -> None:
+        shape_parsed = parse_shapelike(shape)
+        dtype_parsed = parse_dtype(dtype)
+        fill_value_parsed = parse_fill_value(fill_value)
+        order_parsed = parse_order(order)
+
+        object.__setattr__(self, "shape", shape_parsed)
+        object.__setattr__(self, "dtype", dtype_parsed)
+        object.__setattr__(self, "fill_value", fill_value_parsed)
+        object.__setattr__(self, "order", order_parsed)
+        object.__setattr__(self, "prototype", prototype)
+
+    @property
+    def ndim(self) -> int:
+        return len(self.shape)
diff --git a/src/zarr/buffer.py b/src/zarr/buffer.py
index 138c7f66d2..1a34d9f290 100644
--- a/src/zarr/buffer.py
+++ b/src/zarr/buffer.py
@@ -6,6 +6,7 @@
     TYPE_CHECKING,
     Any,
     Literal,
+    NamedTuple,
     Protocol,
     SupportsIndex,
     runtime_checkable,
@@ -77,7 +78,7 @@ def copy(self) -> Self: ...
 
     def transpose(self, axes: SupportsIndex | Sequence[SupportsIndex] | None) -> Self: ...
 
-    def ravel(self, order: Literal["K", "A", "C", "F"] = "C") -> Self: ...
+    def ravel(self, order: Literal["K", "A", "C", "F"] = ...) -> Self: ...
 
     def all(self) -> bool: ...
 
@@ -103,56 +104,6 @@ def check_item_key_is_1d_contiguous(key: Any) -> None:
         raise ValueError("slice must be contiguous")
 
 
-class Factory:
-    class Create(Protocol):
-        def __call__(
-            self,
-            *,
-            shape: Iterable[int],
-            dtype: npt.DTypeLike,
-            order: Literal["C", "F"],
-            fill_value: Any | None,
-        ) -> NDBuffer:
-            """Factory function to create a new NDBuffer (or subclass)
-
-            Callables implementing the `Factory.Create` protocol must create a new
-            instance of NDBuffer (or subclass) given the following parameters.
-
-            Parameters
-            ----------
-            shape
-                The shape of the new buffer
-            dtype
-                The datatype of each element in the new buffer
-            order
-                Whether to store multi-dimensional data in row-major (C-style) or
-                column-major (Fortran-style) order in memory.
-            fill_value
-                If not None, fill the new buffer with a scalar value.
-
-            Return
-            ------
-                A new NDBuffer or subclass instance
-            """
-
-    class NDArrayLike(Protocol):
-        def __call__(self, ndarray_like: NDArrayLike) -> NDBuffer:
-            """Factory function to coerce an array into a NDBuffer (or subclass)
-
-            Callables implementing the `Factory.NDArrayLike` protocol must return
-            an instance of NDBuffer (or subclass) given an ndarray-like object.
-
-            Parameters
-            ----------
-            ndarray_like
-                ndarray-like object
-
-            Return
-            ------
-                A NDBuffer or subclass instance that represents `ndarray_like`
-            """
-
-
 class Buffer:
     """A flat contiguous memory block
 
@@ -185,8 +136,8 @@ def __init__(self, array_like: ArrayLike):
     def create_zero_length(cls) -> Self:
         """Create an empty buffer with length zero
 
-        Return
-        ------
+        Returns
+        -------
             New empty 0-length buffer
         """
         return cls(np.array([], dtype="b"))
@@ -200,8 +151,8 @@ def from_array_like(cls, array_like: ArrayLike) -> Self:
         array_like
             array-like object that must be 1-dim, contiguous, and byte dtype.
 
-        Return
-        ------
+        Returns
+        -------
             New buffer representing `array_like`
         """
         return cls(array_like)
@@ -215,46 +166,46 @@ def from_bytes(cls, bytes_like: BytesLike) -> Self:
         bytes_like
            bytes-like object
 
-        Return
-        ------
+        Returns
+        -------
             New buffer representing `bytes_like`
         """
         return cls.from_array_like(np.frombuffer(bytes_like, dtype="b"))
 
     def as_array_like(self) -> ArrayLike:
-        """Return the underlying array (host or device memory) of this buffer
+        """Returns the underlying array (host or device memory) of this buffer
 
         This will never copy data.
 
-        Return
-        ------
+        Returns
+        -------
             The underlying 1d array such as a NumPy or CuPy array.
         """
         return self._data
 
     def as_numpy_array(self) -> npt.NDArray[Any]:
-        """Return the buffer as a NumPy array (host memory).
+        """Returns the buffer as a NumPy array (host memory).
 
         Warning
         -------
         Might have to copy data, consider using `.as_array_like()` instead.
 
-        Return
-        ------
+        Returns
+        -------
             NumPy array of this buffer (might be a data copy)
         """
         return np.asanyarray(self._data)
 
     def to_bytes(self) -> bytes:
-        """Return the buffer as `bytes` (host memory).
+        """Returns the buffer as `bytes` (host memory).
 
         Warning
         -------
         Will always copy data, only use this method for small buffers such as metadata
         buffers. If possible, use `.as_numpy_array()` or `.as_array_like()` instead.
 
-        Return
-        ------
+        Returns
+        -------
             `bytes` of this buffer (data copy)
         """
         return bytes(self.as_numpy_array())
@@ -333,8 +284,8 @@ def create(
         fill_value
             If not None, fill the new buffer with a scalar value.
 
-        Return
-        ------
+        Returns
+        -------
             New buffer representing a new ndarray_like object
 
         Developer Notes
@@ -356,8 +307,8 @@ def from_ndarray_like(cls, ndarray_like: NDArrayLike) -> Self:
         ndarray_like
             ndarray-like object
 
-        Return
-        ------
+        Returns
+        -------
             New buffer representing `ndarray_like`
         """
         return cls(ndarray_like)
@@ -371,32 +322,32 @@ def from_numpy_array(cls, array_like: npt.ArrayLike) -> Self:
         array_like
             Object that can be coerced into a Numpy array
 
-        Return
-        ------
+        Returns
+        -------
             New buffer representing `array_like`
         """
         return cls.from_ndarray_like(np.asanyarray(array_like))
 
     def as_ndarray_like(self) -> NDArrayLike:
-        """Return the underlying array (host or device memory) of this buffer
+        """Returns the underlying array (host or device memory) of this buffer
 
         This will never copy data.
 
-        Return
-        ------
+        Returns
+        -------
             The underlying array such as a NumPy or CuPy array.
         """
         return self._data
 
     def as_numpy_array(self) -> npt.NDArray[Any]:
-        """Return the buffer as a NumPy array (host memory).
+        """Returns the buffer as a NumPy array (host memory).
 
         Warning
         -------
         Might have to copy data, consider using `.as_ndarray_like()` instead.
 
-        Return
-        ------
+        Returns
+        -------
             NumPy array of this buffer (might be a data copy)
         """
         return np.asanyarray(self._data)
@@ -457,7 +408,9 @@ def transpose(self, axes: SupportsIndex | Sequence[SupportsIndex] | None) -> Sel
         return self.__class__(self._data.transpose(axes))
 
 
-def as_numpy_array_wrapper(func: Callable[[npt.NDArray[Any]], bytes], buf: Buffer) -> Buffer:
+def as_numpy_array_wrapper(
+    func: Callable[[npt.NDArray[Any]], bytes], buf: Buffer, prototype: BufferPrototype
+) -> Buffer:
     """Converts the input of `func` to a numpy array and the output back to `Buffer`.
 
     This function is useful when calling a `func` that only support host memory such
@@ -473,9 +426,32 @@ def as_numpy_array_wrapper(func: Callable[[npt.NDArray[Any]], bytes], buf: Buffe
     buf
         The buffer that will be converted to a Numpy array before given as
         input to `func`.
+    prototype
+        The prototype of the output buffer.
+
+    Returns
+    -------
+        The result of `func` converted to a `prototype.buffer`
+    """
+    return prototype.buffer.from_bytes(func(buf.as_numpy_array()))
+
+
+class BufferPrototype(NamedTuple):
+    """Prototype of the Buffer and NDBuffer class
+
+    The protocol must be pickable.
 
-    Return
-    ------
-        The result of `func` converted to a `Buffer`
+    Attributes
+    ----------
+    buffer
+        The Buffer class to use when Zarr needs to create new Buffer.
+    nd_buffer
+        The NDBuffer class to use when Zarr needs to create new NDBuffer.
     """
-    return Buffer.from_bytes(func(buf.as_numpy_array()))
+
+    buffer: type[Buffer]
+    nd_buffer: type[NDBuffer]
+
+
+# The default buffer prototype used throughout the Zarr codebase.
+default_buffer_prototype = BufferPrototype(buffer=Buffer, nd_buffer=NDBuffer)
diff --git a/src/zarr/codecs/_v2.py b/src/zarr/codecs/_v2.py
index c4e4756094..c43a087a94 100644
--- a/src/zarr/codecs/_v2.py
+++ b/src/zarr/codecs/_v2.py
@@ -6,8 +6,9 @@
 from numcodecs.compat import ensure_bytes, ensure_ndarray
 
 from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec
+from zarr.array_spec import ArraySpec
 from zarr.buffer import Buffer, NDBuffer
-from zarr.common import JSON, ArraySpec, to_thread
+from zarr.common import JSON, to_thread
 
 
 @dataclass(frozen=True)
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index acba698d94..e577d18fb2 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -9,15 +9,14 @@
 from numcodecs.blosc import Blosc
 
 from zarr.abc.codec import BytesBytesCodec
+from zarr.array_spec import ArraySpec
 from zarr.buffer import Buffer, as_numpy_array_wrapper
 from zarr.codecs.registry import register_codec
-from zarr.common import parse_enum, parse_named_configuration, to_thread
+from zarr.common import JSON, parse_enum, parse_named_configuration, to_thread
 
 if TYPE_CHECKING:
     from typing_extensions import Self
 
-    from zarr.common import JSON, ArraySpec
-
 
 class BloscShuffle(Enum):
     noshuffle = "noshuffle"
@@ -161,19 +160,23 @@ def _blosc_codec(self) -> Blosc:
     async def _decode_single(
         self,
         chunk_bytes: Buffer,
-        _chunk_spec: ArraySpec,
+        chunk_spec: ArraySpec,
     ) -> Buffer:
-        return await to_thread(as_numpy_array_wrapper, self._blosc_codec.decode, chunk_bytes)
+        return await to_thread(
+            as_numpy_array_wrapper, self._blosc_codec.decode, chunk_bytes, chunk_spec.prototype
+        )
 
     async def _encode_single(
         self,
         chunk_bytes: Buffer,
         chunk_spec: ArraySpec,
     ) -> Buffer | None:
-        # Since blosc only takes bytes, we convert the input and output of the encoding
-        # between bytes and Buffer
+        # Since blosc only support host memory, we convert the input and output of the encoding
+        # between numpy array and buffer
         return await to_thread(
-            lambda chunk: Buffer.from_bytes(self._blosc_codec.encode(chunk.as_array_like())),
+            lambda chunk: chunk_spec.prototype.buffer.from_bytes(
+                self._blosc_codec.encode(chunk.as_numpy_array())
+            ),
             chunk_bytes,
         )
 
diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index f275ae37d1..0b9a5c089e 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -8,15 +8,14 @@
 import numpy as np
 
 from zarr.abc.codec import ArrayBytesCodec
+from zarr.array_spec import ArraySpec
 from zarr.buffer import Buffer, NDArrayLike, NDBuffer
 from zarr.codecs.registry import register_codec
-from zarr.common import parse_enum, parse_named_configuration
+from zarr.common import JSON, parse_enum, parse_named_configuration
 
 if TYPE_CHECKING:
     from typing_extensions import Self
 
-    from zarr.common import JSON, ArraySpec
-
 
 class Endian(Enum):
     big = "big"
@@ -81,7 +80,9 @@ async def _decode_single(
             as_nd_array_like = as_array_like
         else:
             as_nd_array_like = np.asanyarray(as_array_like)
-        chunk_array = NDBuffer.from_ndarray_like(as_nd_array_like.view(dtype=dtype))
+        chunk_array = chunk_spec.prototype.nd_buffer.from_ndarray_like(
+            as_nd_array_like.view(dtype=dtype)
+        )
 
         # ensure correct chunk shape
         if chunk_array.shape != chunk_spec.shape:
@@ -93,7 +94,7 @@ async def _decode_single(
     async def _encode_single(
         self,
         chunk_array: NDBuffer,
-        _chunk_spec: ArraySpec,
+        chunk_spec: ArraySpec,
     ) -> Buffer | None:
         assert isinstance(chunk_array, NDBuffer)
         if chunk_array.dtype.itemsize > 1:
@@ -103,10 +104,10 @@ async def _encode_single(
                 new_dtype = chunk_array.dtype.newbyteorder(self.endian.name)  # type: ignore[arg-type]
                 chunk_array = chunk_array.astype(new_dtype)
 
-        as_nd_array_like = chunk_array.as_ndarray_like()
-        # Flatten the nd-array (only copy if needed)
-        as_nd_array_like = as_nd_array_like.ravel().view(dtype="b")
-        return Buffer.from_array_like(as_nd_array_like)
+        nd_array = chunk_array.as_ndarray_like()
+        # Flatten the nd-array (only copy if needed) and reinterpret as bytes
+        nd_array = nd_array.ravel().view(dtype="b")
+        return chunk_spec.prototype.buffer.from_array_like(nd_array)
 
     def compute_encoded_size(self, input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         return input_byte_length
diff --git a/src/zarr/codecs/crc32c_.py b/src/zarr/codecs/crc32c_.py
index 724b785d67..b670b25429 100644
--- a/src/zarr/codecs/crc32c_.py
+++ b/src/zarr/codecs/crc32c_.py
@@ -7,15 +7,14 @@
 from crc32c import crc32c
 
 from zarr.abc.codec import BytesBytesCodec
+from zarr.array_spec import ArraySpec
 from zarr.buffer import Buffer
 from zarr.codecs.registry import register_codec
-from zarr.common import parse_named_configuration
+from zarr.common import JSON, parse_named_configuration
 
 if TYPE_CHECKING:
     from typing_extensions import Self
 
-    from zarr.common import JSON, ArraySpec
-
 
 @dataclass(frozen=True)
 class Crc32cCodec(BytesBytesCodec):
@@ -32,7 +31,7 @@ def to_dict(self) -> dict[str, JSON]:
     async def _decode_single(
         self,
         chunk_bytes: Buffer,
-        _chunk_spec: ArraySpec,
+        chunk_spec: ArraySpec,
     ) -> Buffer:
         data = chunk_bytes.as_numpy_array()
         crc32_bytes = data[-4:]
@@ -44,18 +43,18 @@ async def _decode_single(
             raise ValueError(
                 f"Stored and computed checksum do not match. Stored: {stored_checksum!r}. Computed: {computed_checksum!r}."
             )
-        return Buffer.from_array_like(inner_bytes)
+        return chunk_spec.prototype.buffer.from_array_like(inner_bytes)
 
     async def _encode_single(
         self,
         chunk_bytes: Buffer,
-        _chunk_spec: ArraySpec,
+        chunk_spec: ArraySpec,
     ) -> Buffer | None:
         data = chunk_bytes.as_numpy_array()
         # Calculate the checksum and "cast" it to a numpy array
         checksum = np.array([crc32c(data)], dtype=np.uint32)
         # Append the checksum (as bytes) to the data
-        return Buffer.from_array_like(np.append(data, checksum.view("b")))
+        return chunk_spec.prototype.buffer.from_array_like(np.append(data, checksum.view("b")))
 
     def compute_encoded_size(self, input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         return input_byte_length + 4
diff --git a/src/zarr/codecs/gzip.py b/src/zarr/codecs/gzip.py
index 6a8aaf08bb..0ad97c1207 100644
--- a/src/zarr/codecs/gzip.py
+++ b/src/zarr/codecs/gzip.py
@@ -6,15 +6,14 @@
 from numcodecs.gzip import GZip
 
 from zarr.abc.codec import BytesBytesCodec
+from zarr.array_spec import ArraySpec
 from zarr.buffer import Buffer, as_numpy_array_wrapper
 from zarr.codecs.registry import register_codec
-from zarr.common import parse_named_configuration, to_thread
+from zarr.common import JSON, parse_named_configuration, to_thread
 
 if TYPE_CHECKING:
     from typing_extensions import Self
 
-    from zarr.common import JSON, ArraySpec
-
 
 def parse_gzip_level(data: JSON) -> int:
     if not isinstance(data, (int)):
@@ -48,16 +47,20 @@ def to_dict(self) -> dict[str, JSON]:
     async def _decode_single(
         self,
         chunk_bytes: Buffer,
-        _chunk_spec: ArraySpec,
+        chunk_spec: ArraySpec,
     ) -> Buffer:
-        return await to_thread(as_numpy_array_wrapper, GZip(self.level).decode, chunk_bytes)
+        return await to_thread(
+            as_numpy_array_wrapper, GZip(self.level).decode, chunk_bytes, chunk_spec.prototype
+        )
 
     async def _encode_single(
         self,
         chunk_bytes: Buffer,
-        _chunk_spec: ArraySpec,
+        chunk_spec: ArraySpec,
     ) -> Buffer | None:
-        return await to_thread(as_numpy_array_wrapper, GZip(self.level).encode, chunk_bytes)
+        return await to_thread(
+            as_numpy_array_wrapper, GZip(self.level).encode, chunk_bytes, chunk_spec.prototype
+        )
 
     def compute_encoded_size(
         self,
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index ada4ae23f9..acef311a8c 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -16,7 +16,7 @@
     CodecPipeline,
 )
 from zarr.abc.store import ByteGetter, ByteSetter
-from zarr.buffer import Buffer, NDBuffer
+from zarr.buffer import Buffer, BufferPrototype, NDBuffer
 from zarr.codecs.registry import get_codec_class
 from zarr.common import JSON, concurrent_map, parse_named_configuration
 from zarr.config import config
@@ -26,7 +26,7 @@
 if TYPE_CHECKING:
     from typing_extensions import Self
 
-    from zarr.common import ArraySpec
+    from zarr.array_spec import ArraySpec
 
 T = TypeVar("T")
 U = TypeVar("U")
@@ -310,8 +310,11 @@ async def read_batch(
                     out[out_selection] = chunk_spec.fill_value
         else:
             chunk_bytes_batch = await concurrent_map(
-                [(byte_getter,) for byte_getter, _, _, _ in batch_info],
-                lambda byte_getter: byte_getter.get(),
+                [
+                    (byte_getter, array_spec.prototype)
+                    for byte_getter, array_spec, _, _ in batch_info
+                ],
+                lambda byte_getter, prototype: byte_getter.get(prototype),
                 config.get("async.concurrency"),
             )
             chunk_array_batch = await self.decode_batch(
@@ -345,7 +348,7 @@ def _merge_chunk_array(
         if is_total_slice(chunk_selection, chunk_spec.shape) and value.shape == chunk_spec.shape:
             return value
         if existing_chunk_array is None:
-            chunk_array = NDBuffer.create(
+            chunk_array = chunk_spec.prototype.nd_buffer.create(
                 shape=chunk_spec.shape,
                 dtype=chunk_spec.dtype,
                 order=chunk_spec.order,
@@ -387,15 +390,20 @@ async def write_batch(
 
         else:
             # Read existing bytes if not total slice
-            async def _read_key(byte_setter: ByteSetter | None) -> Buffer | None:
+            async def _read_key(
+                byte_setter: ByteSetter | None, prototype: BufferPrototype
+            ) -> Buffer | None:
                 if byte_setter is None:
                     return None
-                return await byte_setter.get()
+                return await byte_setter.get(prototype=prototype)
 
             chunk_bytes_batch: Iterable[Buffer | None]
             chunk_bytes_batch = await concurrent_map(
                 [
-                    (None if is_total_slice(chunk_selection, chunk_spec.shape) else byte_setter,)
+                    (
+                        None if is_total_slice(chunk_selection, chunk_spec.shape) else byte_setter,
+                        chunk_spec.prototype,
+                    )
                     for byte_setter, chunk_spec, chunk_selection, _ in batch_info
                 ],
                 _read_key,
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index dab2810f35..74ad5ac44f 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -18,14 +18,14 @@
     CodecPipeline,
 )
 from zarr.abc.store import ByteGetter, ByteSetter
-from zarr.buffer import Buffer, NDBuffer
+from zarr.array_spec import ArraySpec
+from zarr.buffer import Buffer, BufferPrototype, NDBuffer, default_buffer_prototype
 from zarr.chunk_grids import RegularChunkGrid
 from zarr.codecs.bytes import BytesCodec
 from zarr.codecs.crc32c_ import Crc32cCodec
 from zarr.codecs.pipeline import BatchedCodecPipeline
 from zarr.codecs.registry import register_codec
 from zarr.common import (
-    ArraySpec,
     ChunkCoords,
     ChunkCoordsLike,
     parse_enum,
@@ -62,8 +62,13 @@ class _ShardingByteGetter(ByteGetter):
     shard_dict: ShardMapping
     chunk_coords: ChunkCoords
 
-    async def get(self, byte_range: tuple[int, int | None] | None = None) -> Buffer | None:
+    async def get(
+        self, prototype: BufferPrototype, byte_range: tuple[int, int | None] | None = None
+    ) -> Buffer | None:
         assert byte_range is None, "byte_range is not supported within shards"
+        assert (
+            prototype is default_buffer_prototype
+        ), "prototype is not supported within shards currently"
         return self.shard_dict.get(self.chunk_coords)
 
 
@@ -391,7 +396,7 @@ async def _decode_single(
         )
 
         # setup output array
-        out = NDBuffer.create(
+        out = chunk_spec.prototype.nd_buffer.create(
             shape=shard_shape, dtype=shard_spec.dtype, order=shard_spec.order, fill_value=0
         )
         shard_dict = await _ShardReader.from_bytes(shard_bytes, self, chunks_per_shard)
@@ -434,7 +439,7 @@ async def _decode_partial_single(
         )
 
         # setup output array
-        out = NDBuffer.create(
+        out = shard_spec.prototype.nd_buffer.create(
             shape=indexer.shape, dtype=shard_spec.dtype, order=shard_spec.order, fill_value=0
         )
 
@@ -445,7 +450,11 @@ async def _decode_partial_single(
         shard_dict: ShardMapping = {}
         if self._is_total_shard(all_chunk_coords, chunks_per_shard):
             # read entire shard
-            shard_dict_maybe = await self._load_full_shard_maybe(byte_getter, chunks_per_shard)
+            shard_dict_maybe = await self._load_full_shard_maybe(
+                byte_getter=byte_getter,
+                prototype=chunk_spec.prototype,
+                chunks_per_shard=chunks_per_shard,
+            )
             if shard_dict_maybe is None:
                 return None
             shard_dict = shard_dict_maybe
@@ -458,7 +467,9 @@ async def _decode_partial_single(
             for chunk_coords in all_chunk_coords:
                 chunk_byte_slice = shard_index.get_chunk_slice(chunk_coords)
                 if chunk_byte_slice:
-                    chunk_bytes = await byte_getter.get(chunk_byte_slice)
+                    chunk_bytes = await byte_getter.get(
+                        prototype=chunk_spec.prototype, byte_range=chunk_byte_slice
+                    )
                     if chunk_bytes:
                         shard_dict[chunk_coords] = chunk_bytes
 
@@ -525,7 +536,11 @@ async def _encode_partial_single(
         chunk_spec = self._get_chunk_spec(shard_spec)
 
         shard_dict = _MergingShardBuilder(
-            await self._load_full_shard_maybe(byte_setter, chunks_per_shard)
+            await self._load_full_shard_maybe(
+                byte_getter=byte_setter,
+                prototype=chunk_spec.prototype,
+                chunks_per_shard=chunks_per_shard,
+            )
             or _ShardReader.create_empty(chunks_per_shard),
             _ShardBuilder.create_empty(chunks_per_shard),
         )
@@ -607,6 +622,7 @@ def _get_index_chunk_spec(self, chunks_per_shard: ChunkCoords) -> ArraySpec:
             dtype=np.dtype("<u8"),
             fill_value=MAX_UINT_64,
             order="C",  # Note: this is hard-coded for simplicity -- it is not surfaced into user code
+            prototype=default_buffer_prototype,
         )
 
     def _get_chunk_spec(self, shard_spec: ArraySpec) -> ArraySpec:
@@ -615,6 +631,7 @@ def _get_chunk_spec(self, shard_spec: ArraySpec) -> ArraySpec:
             dtype=shard_spec.dtype,
             fill_value=shard_spec.fill_value,
             order=shard_spec.order,
+            prototype=shard_spec.prototype,
         )
 
     def _get_chunks_per_shard(self, shard_spec: ArraySpec) -> ChunkCoords:
@@ -632,9 +649,13 @@ async def _load_shard_index_maybe(
     ) -> _ShardIndex | None:
         shard_index_size = self._shard_index_size(chunks_per_shard)
         if self.index_location == ShardingCodecIndexLocation.start:
-            index_bytes = await byte_getter.get((0, shard_index_size))
+            index_bytes = await byte_getter.get(
+                prototype=default_buffer_prototype, byte_range=(0, shard_index_size)
+            )
         else:
-            index_bytes = await byte_getter.get((-shard_index_size, None))
+            index_bytes = await byte_getter.get(
+                prototype=default_buffer_prototype, byte_range=(-shard_index_size, None)
+            )
         if index_bytes is not None:
             return await self._decode_shard_index(index_bytes, chunks_per_shard)
         return None
@@ -647,9 +668,9 @@ async def _load_shard_index(
         ) or _ShardIndex.create_empty(chunks_per_shard)
 
     async def _load_full_shard_maybe(
-        self, byte_getter: ByteGetter, chunks_per_shard: ChunkCoords
+        self, byte_getter: ByteGetter, prototype: BufferPrototype, chunks_per_shard: ChunkCoords
     ) -> _ShardReader | None:
-        shard_bytes = await byte_getter.get()
+        shard_bytes = await byte_getter.get(prototype=prototype)
 
         return (
             await _ShardReader.from_bytes(shard_bytes, self, chunks_per_shard)
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index 9fcee4e66b..33dab21fb6 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -7,9 +7,10 @@
 import numpy as np
 
 from zarr.abc.codec import ArrayArrayCodec
+from zarr.array_spec import ArraySpec
 from zarr.buffer import NDBuffer
 from zarr.codecs.registry import register_codec
-from zarr.common import JSON, ArraySpec, ChunkCoordsLike, parse_named_configuration
+from zarr.common import JSON, ChunkCoordsLike, parse_named_configuration
 
 if TYPE_CHECKING:
     from typing import TYPE_CHECKING
@@ -64,13 +65,12 @@ def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
         return self
 
     def resolve_metadata(self, chunk_spec: ArraySpec) -> ArraySpec:
-        from zarr.common import ArraySpec
-
         return ArraySpec(
             shape=tuple(chunk_spec.shape[self.order[i]] for i in range(chunk_spec.ndim)),
             dtype=chunk_spec.dtype,
             fill_value=chunk_spec.fill_value,
             order=chunk_spec.order,
+            prototype=chunk_spec.prototype,
         )
 
     async def _decode_single(
@@ -85,7 +85,7 @@ async def _decode_single(
     async def _encode_single(
         self,
         chunk_array: NDBuffer,
-        chunk_spec: ArraySpec,
+        _chunk_spec: ArraySpec,
     ) -> NDBuffer | None:
         chunk_array = chunk_array.transpose(self.order)
         return chunk_array
diff --git a/src/zarr/codecs/zstd.py b/src/zarr/codecs/zstd.py
index 451fae8b37..4c5afba00b 100644
--- a/src/zarr/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -7,15 +7,14 @@
 from zstandard import ZstdCompressor, ZstdDecompressor
 
 from zarr.abc.codec import BytesBytesCodec
+from zarr.array_spec import ArraySpec
 from zarr.buffer import Buffer, as_numpy_array_wrapper
 from zarr.codecs.registry import register_codec
-from zarr.common import parse_named_configuration, to_thread
+from zarr.common import JSON, parse_named_configuration, to_thread
 
 if TYPE_CHECKING:
     from typing_extensions import Self
 
-    from zarr.common import JSON, ArraySpec
-
 
 def parse_zstd_level(data: JSON) -> int:
     if isinstance(data, int):
@@ -64,16 +63,20 @@ def _decompress(self, data: npt.NDArray[Any]) -> bytes:
     async def _decode_single(
         self,
         chunk_bytes: Buffer,
-        _chunk_spec: ArraySpec,
+        chunk_spec: ArraySpec,
     ) -> Buffer:
-        return await to_thread(as_numpy_array_wrapper, self._decompress, chunk_bytes)
+        return await to_thread(
+            as_numpy_array_wrapper, self._decompress, chunk_bytes, chunk_spec.prototype
+        )
 
     async def _encode_single(
         self,
         chunk_bytes: Buffer,
-        _chunk_spec: ArraySpec,
+        chunk_spec: ArraySpec,
     ) -> Buffer | None:
-        return await to_thread(as_numpy_array_wrapper, self._compress, chunk_bytes)
+        return await to_thread(
+            as_numpy_array_wrapper, self._compress, chunk_bytes, chunk_spec.prototype
+        )
 
     def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         raise NotImplementedError
diff --git a/src/zarr/common.py b/src/zarr/common.py
index ec5d870f92..bca9f171af 100644
--- a/src/zarr/common.py
+++ b/src/zarr/common.py
@@ -5,7 +5,6 @@
 import functools
 import operator
 from collections.abc import Iterable
-from dataclasses import dataclass
 from enum import Enum
 from typing import (
     TYPE_CHECKING,
@@ -91,31 +90,6 @@ def parse_enum(data: JSON, cls: type[E]) -> E:
     raise ValueError(f"Value must be one of {list(enum_names(cls))!r}. Got {data} instead.")
 
 
-@dataclass(frozen=True)
-class ArraySpec:
-    shape: ChunkCoords
-    dtype: np.dtype[Any]
-    fill_value: Any
-    order: Literal["C", "F"]
-
-    def __init__(
-        self, shape: ChunkCoords, dtype: np.dtype[Any], fill_value: Any, order: Literal["C", "F"]
-    ) -> None:
-        shape_parsed = parse_shapelike(shape)
-        dtype_parsed = parse_dtype(dtype)
-        fill_value_parsed = parse_fill_value(fill_value)
-        order_parsed = parse_order(order)
-
-        object.__setattr__(self, "shape", shape_parsed)
-        object.__setattr__(self, "dtype", dtype_parsed)
-        object.__setattr__(self, "fill_value", fill_value_parsed)
-        object.__setattr__(self, "order", order_parsed)
-
-    @property
-    def ndim(self) -> int:
-        return len(self.shape)
-
-
 def parse_name(data: JSON, expected: str | None = None) -> str:
     if isinstance(data, str):
         if expected is None or data == expected:
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index ca8cf1cdd2..bcb70bd4b2 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -5,31 +5,29 @@
 from collections.abc import Iterable
 from dataclasses import dataclass, field, replace
 from enum import Enum
-from typing import TYPE_CHECKING, Any
+from typing import TYPE_CHECKING, Any, Literal
 
 import numpy as np
 import numpy.typing as npt
 
 from zarr.abc.codec import Codec, CodecPipeline
 from zarr.abc.metadata import Metadata
-from zarr.buffer import Buffer
+from zarr.buffer import Buffer, BufferPrototype, default_buffer_prototype
 from zarr.chunk_grids import ChunkGrid, RegularChunkGrid
 from zarr.chunk_key_encodings import ChunkKeyEncoding, parse_separator
 from zarr.codecs._v2 import V2Compressor, V2Filters
 
 if TYPE_CHECKING:
-    from typing import Literal
-
     from typing_extensions import Self
 
 import numcodecs.abc
 
+from zarr.array_spec import ArraySpec
 from zarr.common import (
     JSON,
     ZARR_JSON,
     ZARRAY_JSON,
     ZATTRS_JSON,
-    ArraySpec,
     ChunkCoords,
     parse_dtype,
     parse_fill_value,
@@ -137,7 +135,9 @@ def codec_pipeline(self) -> CodecPipeline:
         pass
 
     @abstractmethod
-    def get_chunk_spec(self, _chunk_coords: ChunkCoords, order: Literal["C", "F"]) -> ArraySpec:
+    def get_chunk_spec(
+        self, _chunk_coords: ChunkCoords, order: Literal["C", "F"], prototype: BufferPrototype
+    ) -> ArraySpec:
         pass
 
     @abstractmethod
@@ -198,6 +198,7 @@ def __init__(
             dtype=data_type_parsed,
             fill_value=fill_value_parsed,
             order="C",  # TODO: order is not needed here.
+            prototype=default_buffer_prototype,  # TODO: prototype is not needed here.
         )
         codecs_parsed = parse_codecs(codecs).evolve_from_array_spec(array_spec)
 
@@ -239,7 +240,9 @@ def ndim(self) -> int:
     def codec_pipeline(self) -> CodecPipeline:
         return self.codecs
 
-    def get_chunk_spec(self, _chunk_coords: ChunkCoords, order: Literal["C", "F"]) -> ArraySpec:
+    def get_chunk_spec(
+        self, _chunk_coords: ChunkCoords, order: Literal["C", "F"], prototype: BufferPrototype
+    ) -> ArraySpec:
         assert isinstance(
             self.chunk_grid, RegularChunkGrid
         ), "Currently, only regular chunk grid is supported"
@@ -248,6 +251,7 @@ def get_chunk_spec(self, _chunk_coords: ChunkCoords, order: Literal["C", "F"]) -
             dtype=self.dtype,
             fill_value=self.fill_value,
             order=order,
+            prototype=prototype,
         )
 
     def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
@@ -412,12 +416,15 @@ def to_dict(self) -> JSON:
 
         return zarray_dict
 
-    def get_chunk_spec(self, _chunk_coords: ChunkCoords, order: Literal["C", "F"]) -> ArraySpec:
+    def get_chunk_spec(
+        self, _chunk_coords: ChunkCoords, order: Literal["C", "F"], prototype: BufferPrototype
+    ) -> ArraySpec:
         return ArraySpec(
             shape=self.chunk_grid.chunk_shape,
             dtype=self.dtype,
             fill_value=self.fill_value,
             order=order,
+            prototype=prototype,
         )
 
     def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
diff --git a/src/zarr/store/core.py b/src/zarr/store/core.py
index abb08291df..70c39db1b7 100644
--- a/src/zarr/store/core.py
+++ b/src/zarr/store/core.py
@@ -4,7 +4,7 @@
 from typing import Any
 
 from zarr.abc.store import Store
-from zarr.buffer import Buffer
+from zarr.buffer import Buffer, BufferPrototype, default_buffer_prototype
 from zarr.common import OpenMode
 from zarr.store.local import LocalStore
 
@@ -26,8 +26,12 @@ def __init__(self, store: Store, path: str | None = None):
         self.store = store
         self.path = path or ""
 
-    async def get(self, byte_range: tuple[int, int | None] | None = None) -> Buffer | None:
-        return await self.store.get(self.path, byte_range)
+    async def get(
+        self,
+        prototype: BufferPrototype = default_buffer_prototype,
+        byte_range: tuple[int, int | None] | None = None,
+    ) -> Buffer | None:
+        return await self.store.get(self.path, prototype=prototype, byte_range=byte_range)
 
     async def set(self, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
         if byte_range is not None:
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index 945c6160ad..9238700445 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -6,11 +6,13 @@
 from pathlib import Path
 
 from zarr.abc.store import Store
-from zarr.buffer import Buffer
+from zarr.buffer import Buffer, BufferPrototype
 from zarr.common import OpenMode, concurrent_map, to_thread
 
 
-def _get(path: Path, byte_range: tuple[int | None, int | None] | None) -> Buffer:
+def _get(
+    path: Path, prototype: BufferPrototype, byte_range: tuple[int | None, int | None] | None
+) -> Buffer:
     """
     Fetch a contiguous region of bytes from a file.
 
@@ -32,7 +34,7 @@ def _get(path: Path, byte_range: tuple[int | None, int | None] | None) -> Buffer
 
         end = (start + byte_range[1]) if byte_range[1] is not None else None
     else:
-        return Buffer.from_bytes(path.read_bytes())
+        return prototype.buffer.from_bytes(path.read_bytes())
     with path.open("rb") as f:
         size = f.seek(0, io.SEEK_END)
         if start is not None:
@@ -43,8 +45,8 @@ def _get(path: Path, byte_range: tuple[int | None, int | None] | None) -> Buffer
         if end is not None:
             if end < 0:
                 end = size + end
-            return Buffer.from_bytes(f.read(end - f.tell()))
-        return Buffer.from_bytes(f.read())
+            return prototype.buffer.from_bytes(f.read(end - f.tell()))
+        return prototype.buffer.from_bytes(f.read())
 
 
 def _put(
@@ -87,18 +89,23 @@ def __eq__(self, other: object) -> bool:
         return isinstance(other, type(self)) and self.root == other.root
 
     async def get(
-        self, key: str, byte_range: tuple[int | None, int | None] | None = None
+        self,
+        key: str,
+        prototype: BufferPrototype,
+        byte_range: tuple[int | None, int | None] | None = None,
     ) -> Buffer | None:
         assert isinstance(key, str)
         path = self.root / key
 
         try:
-            return await to_thread(_get, path, byte_range)
+            return await to_thread(_get, path, prototype, byte_range)
         except (FileNotFoundError, IsADirectoryError, NotADirectoryError):
             return None
 
     async def get_partial_values(
-        self, key_ranges: list[tuple[str, tuple[int | None, int | None]]]
+        self,
+        prototype: BufferPrototype,
+        key_ranges: list[tuple[str, tuple[int | None, int | None]]],
     ) -> list[Buffer | None]:
         """
         Read byte ranges from multiple keys.
@@ -114,15 +121,12 @@ async def get_partial_values(
         for key, byte_range in key_ranges:
             assert isinstance(key, str)
             path = self.root / key
-            args.append((_get, path, byte_range))
+            args.append((_get, path, prototype, byte_range))
         return await concurrent_map(args, to_thread, limit=None)  # TODO: fix limit
 
     async def set(self, key: str, value: Buffer) -> None:
         self._check_writable()
         assert isinstance(key, str)
-        if isinstance(value, bytes | bytearray):  # type:ignore[unreachable]
-            # TODO: to support the v2 tests, we convert bytes to Buffer here
-            value = Buffer.from_bytes(value)  # type:ignore[unreachable]
         if not isinstance(value, Buffer):
             raise TypeError("LocalStore.set(): `value` must a Buffer instance")
         path = self.root / key
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index fd6fadd3ee..d75e8c348c 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -3,7 +3,7 @@
 from collections.abc import AsyncGenerator, MutableMapping
 
 from zarr.abc.store import Store
-from zarr.buffer import Buffer
+from zarr.buffer import Buffer, BufferPrototype
 from zarr.common import OpenMode, concurrent_map
 from zarr.store.core import _normalize_interval_index
 
@@ -30,7 +30,10 @@ def __repr__(self) -> str:
         return f"MemoryStore({str(self)!r})"
 
     async def get(
-        self, key: str, byte_range: tuple[int | None, int | None] | None = None
+        self,
+        key: str,
+        prototype: BufferPrototype,
+        byte_range: tuple[int | None, int | None] | None = None,
     ) -> Buffer | None:
         assert isinstance(key, str)
         try:
@@ -41,9 +44,15 @@ async def get(
             return None
 
     async def get_partial_values(
-        self, key_ranges: list[tuple[str, tuple[int | None, int | None]]]
+        self,
+        prototype: BufferPrototype,
+        key_ranges: list[tuple[str, tuple[int | None, int | None]]],
     ) -> list[Buffer | None]:
-        vals = await concurrent_map(key_ranges, self.get, limit=None)
+        # All the key-ranges arguments goes with the same prototype
+        async def _get(key: str, byte_range: tuple[int, int | None]) -> Buffer | None:
+            return await self.get(key, prototype=prototype, byte_range=byte_range)
+
+        vals = await concurrent_map(key_ranges, _get, limit=None)
         return vals
 
     async def exists(self, key: str) -> bool:
@@ -52,9 +61,6 @@ async def exists(self, key: str) -> bool:
     async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
         self._check_writable()
         assert isinstance(key, str)
-        if isinstance(value, bytes | bytearray):  # type:ignore[unreachable]
-            # TODO: to support the v2 tests, we convert bytes to Buffer here
-            value = Buffer.from_bytes(value)  # type:ignore[unreachable]
         if not isinstance(value, Buffer):
             raise TypeError(f"Expected Buffer. Got {type(value)}.")
 
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 60217fb72c..3eb057f9b8 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -3,7 +3,7 @@
 from typing import TYPE_CHECKING, Any
 
 from zarr.abc.store import Store
-from zarr.buffer import Buffer
+from zarr.buffer import Buffer, BufferPrototype
 from zarr.common import OpenMode
 from zarr.store.core import _dereference_path
 
@@ -55,7 +55,10 @@ def _make_fs(self) -> tuple[AsyncFileSystem, str]:
         return fs, root
 
     async def get(
-        self, key: str, byte_range: tuple[int | None, int | None] | None = None
+        self,
+        key: str,
+        prototype: BufferPrototype,
+        byte_range: tuple[int | None, int | None] | None = None,
     ) -> Buffer | None:
         assert isinstance(key, str)
         fs, root = self._make_fs()
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index cb4dc9f7b5..5929f47049 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -3,7 +3,7 @@
 import pytest
 
 from zarr.abc.store import Store
-from zarr.buffer import Buffer
+from zarr.buffer import Buffer, default_buffer_prototype
 from zarr.store.core import _normalize_interval_index
 from zarr.testing.utils import assert_bytes_equal
 
@@ -91,7 +91,7 @@ async def test_get(
         """
         data_buf = Buffer.from_bytes(data)
         self.set(store, key, data_buf)
-        observed = await store.get(key, byte_range=byte_range)
+        observed = await store.get(key, prototype=default_buffer_prototype, byte_range=byte_range)
         start, length = _normalize_interval_index(data_buf, interval=byte_range)
         expected = data_buf[start : start + length]
         assert_bytes_equal(observed, expected)
@@ -125,7 +125,9 @@ async def test_get_partial_values(
             self.set(store, key, Buffer.from_bytes(bytes(key, encoding="utf-8")))
 
         # read back just part of it
-        observed_maybe = await store.get_partial_values(key_ranges=key_ranges)
+        observed_maybe = await store.get_partial_values(
+            prototype=default_buffer_prototype, key_ranges=key_ranges
+        )
 
         observed: list[Buffer] = []
         expected: list[Buffer] = []
@@ -136,7 +138,7 @@ async def test_get_partial_values(
 
         for idx in range(len(observed)):
             key, byte_range = key_ranges[idx]
-            result = await store.get(key, byte_range=byte_range)
+            result = await store.get(key, prototype=default_buffer_prototype, byte_range=byte_range)
             assert result is not None
             expected.append(result)
 
diff --git a/tests/v3/package_with_entrypoint/__init__.py b/tests/v3/package_with_entrypoint/__init__.py
index b8bf903c01..6368e5b236 100644
--- a/tests/v3/package_with_entrypoint/__init__.py
+++ b/tests/v3/package_with_entrypoint/__init__.py
@@ -1,7 +1,8 @@
 from numpy import ndarray
 
 from zarr.abc.codec import ArrayBytesCodec
-from zarr.common import ArraySpec, BytesLike
+from zarr.array_spec import ArraySpec
+from zarr.common import BytesLike
 
 
 class TestCodec(ArrayBytesCodec):
diff --git a/tests/v3/test_buffer.py b/tests/v3/test_buffer.py
index 2f58d116fe..e814afef15 100644
--- a/tests/v3/test_buffer.py
+++ b/tests/v3/test_buffer.py
@@ -8,7 +8,15 @@
 import pytest
 
 from zarr.array import AsyncArray
-from zarr.buffer import ArrayLike, NDArrayLike, NDBuffer
+from zarr.buffer import ArrayLike, Buffer, BufferPrototype, NDArrayLike, NDBuffer
+from zarr.codecs.blosc import BloscCodec
+from zarr.codecs.bytes import BytesCodec
+from zarr.codecs.crc32c_ import Crc32cCodec
+from zarr.codecs.gzip import GzipCodec
+from zarr.codecs.transpose import TransposeCodec
+from zarr.codecs.zstd import ZstdCodec
+from zarr.store.core import StorePath
+from zarr.store.memory import MemoryStore
 
 if TYPE_CHECKING:
     from typing_extensions import Self
@@ -17,7 +25,9 @@
 class MyNDArrayLike(np.ndarray):
     """An example of a ndarray-like class"""
 
-    pass
+
+class MyBuffer(Buffer):
+    """Example of a custom Buffer that handles ArrayLike"""
 
 
 class MyNDBuffer(NDBuffer):
@@ -39,6 +49,28 @@ def create(
         return ret
 
 
+class MyStore(MemoryStore):
+    """Example of a custom Store that expect MyBuffer for all its non-metadata
+
+    We assume that keys containing "json" is metadata
+    """
+
+    async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
+        if "json" not in key:
+            assert isinstance(value, MyBuffer)
+        await super().set(key, value, byte_range)
+
+    async def get(
+        self,
+        key: str,
+        prototype: BufferPrototype,
+        byte_range: tuple[int, int | None] | None = None,
+    ) -> Buffer | None:
+        if "json" not in key:
+            assert prototype.buffer is MyBuffer
+        return await super().get(key, byte_range)
+
+
 def test_nd_array_like(xp):
     ary = xp.arange(10)
     assert isinstance(ary, ArrayLike)
@@ -46,10 +78,12 @@ def test_nd_array_like(xp):
 
 
 @pytest.mark.asyncio
-async def test_async_array_factory(store_path):
+async def test_async_array_prototype():
+    """Test the use of a custom buffer prototype"""
+
     expect = np.zeros((9, 9), dtype="uint16", order="F")
     a = await AsyncArray.create(
-        store_path,
+        StorePath(MyStore(mode="w")) / "test_async_array_prototype",
         shape=expect.shape,
         chunk_shape=(5, 5),
         dtype=expect.dtype,
@@ -57,11 +91,45 @@ async def test_async_array_factory(store_path):
     )
     expect[1:4, 3:6] = np.ones((3, 3))
 
+    my_prototype = BufferPrototype(buffer=MyBuffer, nd_buffer=MyNDBuffer)
+
     await a.setitem(
         selection=(slice(1, 4), slice(3, 6)),
         value=np.ones((3, 3)),
-        factory=MyNDBuffer.from_ndarray_like,
+        prototype=my_prototype,
+    )
+    got = await a.getitem(selection=(slice(0, 9), slice(0, 9)), prototype=my_prototype)
+    assert isinstance(got, MyNDArrayLike)
+    assert np.array_equal(expect, got)
+
+
+@pytest.mark.asyncio
+async def test_codecs_use_of_prototype():
+    expect = np.zeros((10, 10), dtype="uint16", order="F")
+    a = await AsyncArray.create(
+        StorePath(MyStore(mode="w")) / "test_codecs_use_of_prototype",
+        shape=expect.shape,
+        chunk_shape=(5, 5),
+        dtype=expect.dtype,
+        fill_value=0,
+        codecs=[
+            TransposeCodec(order=(1, 0)),
+            BytesCodec(),
+            BloscCodec(),
+            Crc32cCodec(),
+            GzipCodec(),
+            ZstdCodec(),
+        ],
+    )
+    expect[:] = np.arange(100).reshape(10, 10)
+
+    my_prototype = BufferPrototype(buffer=MyBuffer, nd_buffer=MyNDBuffer)
+
+    await a.setitem(
+        selection=(slice(0, 10), slice(0, 10)),
+        value=expect[:],
+        prototype=my_prototype,
     )
-    got = await a.getitem(selection=(slice(0, 9), slice(0, 9)), factory=MyNDBuffer.create)
+    got = await a.getitem(selection=(slice(0, 10), slice(0, 10)), prototype=my_prototype)
     assert isinstance(got, MyNDArrayLike)
     assert np.array_equal(expect, got)
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index c529e2491f..e11af748b3 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -49,7 +49,7 @@ def test_group_children(store: MemoryStore | LocalStore) -> None:
     # add an extra object under a directory-like prefix in the domain of the group.
     # this creates a directory with a random key in it
     # this should not show up as a member
-    sync(store.set(f"{path}/extra_directory/extra_object-2", b"000000"))
+    sync(store.set(f"{path}/extra_directory/extra_object-2", Buffer.from_bytes(b"000000")))
     members_observed = group.members
     # members are not guaranteed to be ordered, so sort before comparing
     assert sorted(dict(members_observed)) == sorted(members_expected)
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index 9ce485945b..00ea947b49 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -12,7 +12,7 @@
 
 import zarr
 from zarr.abc.store import Store
-from zarr.buffer import NDBuffer
+from zarr.buffer import BufferPrototype, NDBuffer
 from zarr.common import ChunkCoords
 from zarr.indexing import (
     make_slice_selection,
@@ -51,10 +51,10 @@ def __init__(self):
         super().__init__(mode="w")
         self.counter = Counter()
 
-    async def get(self, key, byte_range=None):
+    async def get(self, key, prototype: BufferPrototype, byte_range=None):
         key_suffix = "/".join(key.split("/")[1:])
         self.counter["__getitem__", key_suffix] += 1
-        return await super().get(key, byte_range)
+        return await super().get(key, prototype, byte_range)
 
     async def set(self, key, value, byte_range=None):
         key_suffix = "/".join(key.split("/")[1:])
@@ -225,7 +225,6 @@ def test_get_basic_selection_0d(store: StorePath):
 
 
 def _test_get_basic_selection(a, z, selection):
-    print(a, z, selection)
     expect = a[selection]
     actual = z.get_basic_selection(selection)
     assert_array_equal(expect, actual)

From ee30347020d7ad6335a6d1cdf55c61c6160bbfa7 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 7 Jun 2024 08:50:47 -0700
Subject: [PATCH 0571/1078] Feature: Top level V3 API (#1884)

* feature(api): add top level synchronous and asynchronous api

* add group/open_group

* minor doc improvement

* sync with v3 branch

* fix mypy errors

* progress integrating store mode

* basic tests are passing

* docs and missing store utils file

* fix parse shapelike test

* fix bad merge

* respond to reviews
---
 src/zarr/__init__.py         |  88 +++-
 src/zarr/api/__init__.py     |   0
 src/zarr/api/asynchronous.py | 929 +++++++++++++++++++++++++++++++++++
 src/zarr/api/synchronous.py  | 273 ++++++++++
 src/zarr/array.py            |   8 +
 src/zarr/common.py           |   5 +-
 src/zarr/convenience.py      |  35 ++
 src/zarr/creation.py         |  37 ++
 src/zarr/group.py            |   4 +-
 src/zarr/metadata.py         |   4 +-
 src/zarr/store/__init__.py   |   5 +-
 src/zarr/store/core.py       |  34 +-
 src/zarr/store/memory.py     |   2 +-
 src/zarr/store/utils.py      |  25 +
 src/zarr/testing/store.py    |   2 +-
 tests/v3/test_api.py         | 778 +++++++++++++++++++++++++++++
 tests/v3/test_common.py      |   2 +-
 17 files changed, 2167 insertions(+), 64 deletions(-)
 create mode 100644 src/zarr/api/__init__.py
 create mode 100644 src/zarr/api/asynchronous.py
 create mode 100644 src/zarr/api/synchronous.py
 create mode 100644 src/zarr/convenience.py
 create mode 100644 src/zarr/creation.py
 create mode 100644 src/zarr/store/utils.py
 create mode 100644 tests/v3/test_api.py

diff --git a/src/zarr/__init__.py b/src/zarr/__init__.py
index fdab564c64..227b0cf63e 100644
--- a/src/zarr/__init__.py
+++ b/src/zarr/__init__.py
@@ -1,34 +1,68 @@
-from __future__ import annotations
-
-import zarr.codecs  # noqa: F401
 from zarr._version import version as __version__
+from zarr.api.synchronous import (
+    array,
+    consolidate_metadata,
+    copy,
+    copy_all,
+    copy_store,
+    create,
+    empty,
+    empty_like,
+    full,
+    full_like,
+    group,
+    load,
+    ones,
+    ones_like,
+    open,
+    open_array,
+    open_consolidated,
+    open_group,
+    open_like,
+    save,
+    save_array,
+    save_group,
+    tree,
+    zeros,
+    zeros_like,
+)
 from zarr.array import Array, AsyncArray
-from zarr.config import config  # noqa: F401
+from zarr.config import config
 from zarr.group import AsyncGroup, Group
-from zarr.store import (
-    StoreLike,
-    make_store_path,
-)
-from zarr.sync import sync as _sync
 
 # in case setuptools scm screw up and find version to be 0.0.0
 assert not __version__.startswith("0.0.0")
 
-
-async def open_auto_async(store: StoreLike) -> AsyncArray | AsyncGroup:
-    store_path = make_store_path(store)
-    try:
-        return await AsyncArray.open(store_path)
-    except KeyError:
-        return await AsyncGroup.open(store_path)
-
-
-def open_auto(store: StoreLike) -> Array | Group:
-    object = _sync(
-        open_auto_async(store),
-    )
-    if isinstance(object, AsyncArray):
-        return Array(object)
-    if isinstance(object, AsyncGroup):
-        return Group(object)
-    raise TypeError(f"Unexpected object type. Got {type(object)}.")
+__all__ = [
+    "__version__",
+    "config",
+    "Array",
+    "AsyncArray",
+    "Group",
+    "AsyncGroup",
+    "tree",
+    "array",
+    "consolidate_metadata",
+    "copy",
+    "copy_all",
+    "copy_store",
+    "create",
+    "empty",
+    "empty_like",
+    "full",
+    "full_like",
+    "group",
+    "load",
+    "ones",
+    "ones_like",
+    "open",
+    "open_array",
+    "open_consolidated",
+    "open_group",
+    "open_like",
+    "save",
+    "save_array",
+    "save_group",
+    "zeros",
+    "zeros_like",
+]
diff --git a/src/zarr/api/__init__.py b/src/zarr/api/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
new file mode 100644
index 0000000000..52d07fb6fe
--- /dev/null
+++ b/src/zarr/api/asynchronous.py
@@ -0,0 +1,929 @@
+from __future__ import annotations
+
+import asyncio
+import warnings
+from collections.abc import Iterable
+from typing import Any, Literal, Union, cast
+
+import numpy as np
+import numpy.typing as npt
+
+from zarr.abc.codec import Codec
+from zarr.array import Array, AsyncArray
+from zarr.buffer import NDArrayLike
+from zarr.chunk_key_encodings import ChunkKeyEncoding
+from zarr.common import JSON, ChunkCoords, MemoryOrder, OpenMode, ZarrFormat
+from zarr.group import AsyncGroup
+from zarr.metadata import ArrayV2Metadata, ArrayV3Metadata
+from zarr.store import (
+    StoreLike,
+    make_store_path,
+)
+
+# TODO: this type could use some more thought, noqa to avoid "Variable "asynchronous.ArrayLike" is not valid as a type"
+ArrayLike = Union[AsyncArray | Array | npt.NDArray[Any]]  # noqa
+PathLike = str
+
+
+def _get_shape_chunks(a: ArrayLike | Any) -> tuple[ChunkCoords | None, ChunkCoords | None]:
+    """helper function to get the shape and chunks from an array-like object"""
+    shape = None
+    chunks = None
+
+    if hasattr(a, "shape") and isinstance(a.shape, tuple):
+        shape = a.shape
+
+        if hasattr(a, "chunks") and isinstance(a.chunks, tuple) and (len(a.chunks) == len(a.shape)):
+            chunks = a.chunks
+
+        elif hasattr(a, "chunklen"):
+            # bcolz carray
+            chunks = (a.chunklen,) + a.shape[1:]
+
+    return shape, chunks
+
+
+def _like_args(a: ArrayLike, kwargs: dict[str, Any]) -> dict[str, Any]:
+    """set default values for shape and chunks if they are not present in the array-like object"""
+
+    new = kwargs.copy()
+
+    shape, chunks = _get_shape_chunks(a)
+    if shape is not None:
+        new["shape"] = shape
+    if chunks is not None:
+        new["chunks"] = chunks
+
+    if hasattr(a, "dtype"):
+        new["dtype"] = a.dtype
+
+    if isinstance(a, AsyncArray):
+        new["order"] = a.order
+        if isinstance(a.metadata, ArrayV2Metadata):
+            new["compressor"] = a.metadata.compressor
+            new["filters"] = a.metadata.filters
+
+        if isinstance(a.metadata, ArrayV3Metadata):
+            new["codecs"] = a.metadata.codecs
+        else:
+            raise ValueError(f"Unsupported zarr format: {a.metadata.zarr_format}")
+    else:
+        # TODO: set default values compressor/codecs
+        # to do this, we may need to evaluate if this is a v2 or v3 array
+        # new["compressor"] = "default"
+        pass
+
+    return new
+
+
+def _handle_zarr_version_or_format(
+    *, zarr_version: ZarrFormat | None, zarr_format: ZarrFormat | None
+) -> ZarrFormat | None:
+    """handle the deprecated zarr_version kwarg and return zarr_format"""
+    if zarr_format is not None and zarr_version is not None and zarr_format != zarr_version:
+        raise ValueError(
+            f"zarr_format {zarr_format} does not match zarr_version {zarr_version}, please only set one"
+        )
+    if zarr_version is not None:
+        warnings.warn(
+            "zarr_version is deprecated, use zarr_format", DeprecationWarning, stacklevel=2
+        )
+        return zarr_version
+    return zarr_format
+
+
+def _default_zarr_version() -> ZarrFormat:
+    """return the default zarr_version"""
+    # TODO: set default value from config
+    return 3
+
+
+async def consolidate_metadata(*args: Any, **kwargs: Any) -> AsyncGroup:
+    raise NotImplementedError
+
+
+async def copy(*args: Any, **kwargs: Any) -> tuple[int, int, int]:
+    raise NotImplementedError
+
+
+async def copy_all(*args: Any, **kwargs: Any) -> tuple[int, int, int]:
+    raise NotImplementedError
+
+
+async def copy_store(*args: Any, **kwargs: Any) -> tuple[int, int, int]:
+    raise NotImplementedError
+
+
+async def load(
+    *,
+    store: StoreLike,
+    path: str | None = None,
+    zarr_format: ZarrFormat | None = None,
+    zarr_version: ZarrFormat | None = None,
+) -> NDArrayLike | dict[str, NDArrayLike]:
+    """Load data from an array or group into memory.
+
+    Parameters
+    ----------
+    store : Store or string
+        Store or path to directory in file system or name of zip file.
+    path : str or None, optional
+        The path within the store from which to load.
+
+    Returns
+    -------
+    out
+        If the path contains an array, out will be a numpy array. If the path contains
+        a group, out will be a dict-like object where keys are array names and values
+        are numpy arrays.
+
+    See Also
+    --------
+    save, savez
+
+    Notes
+    -----
+    If loading data from a group of arrays, data will not be immediately loaded into
+    memory. Rather, arrays will be loaded into memory as they are requested.
+    """
+    zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
+
+    obj = await open(store=store, path=path, zarr_format=zarr_format)
+    if isinstance(obj, AsyncArray):
+        return await obj.getitem(slice(None))
+    else:
+        raise NotImplementedError("loading groups not yet supported")
+
+
+async def open(
+    *,
+    store: StoreLike | None = None,
+    mode: OpenMode | None = None,  # type and value changed
+    zarr_version: ZarrFormat | None = None,  # deprecated
+    zarr_format: ZarrFormat | None = None,
+    path: str | None = None,
+    **kwargs: Any,  # TODO: type kwargs as valid args to open_array
+) -> AsyncArray | AsyncGroup:
+    """Convenience function to open a group or array using file-mode-like semantics.
+
+    Parameters
+    ----------
+    store : Store or string, optional
+        Store or path to directory in file system or name of zip file.
+    mode : {'r', 'r+', 'a', 'w', 'w-'}, optional
+        Persistence mode: 'r' means read only (must exist); 'r+' means
+        read/write (must exist); 'a' means read/write (create if doesn't
+        exist); 'w' means create (overwrite if exists); 'w-' means create
+        (fail if exists).
+    zarr_format : {2, 3, None}, optional
+        The zarr format to use when saving.
+    path : str or None, optional
+        The path within the store to open.
+    **kwargs
+        Additional parameters are passed through to :func:`zarr.creation.open_array` or
+        :func:`zarr.hierarchy.open_group`.
+
+    Returns
+    -------
+    z : array or group
+        Return type depends on what exists in the given store.
+    """
+    zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
+    store_path = make_store_path(store, mode=mode)
+
+    if path is not None:
+        store_path = store_path / path
+
+    try:
+        return await open_array(store=store_path, zarr_format=zarr_format, **kwargs)
+    except KeyError:
+        return await open_group(store=store_path, zarr_format=zarr_format, **kwargs)
+
+
+async def open_consolidated(*args: Any, **kwargs: Any) -> AsyncGroup:
+    raise NotImplementedError
+
+
+async def save(
+    store: StoreLike,
+    *args: NDArrayLike,
+    zarr_version: ZarrFormat | None = None,  # deprecated
+    zarr_format: ZarrFormat | None = None,
+    path: str | None = None,
+    **kwargs: Any,  # TODO: type kwargs as valid args to save
+) -> None:
+    """Convenience function to save an array or group of arrays to the local file system.
+
+    Parameters
+    ----------
+    store : Store or string
+        Store or path to directory in file system or name of zip file.
+    args : ndarray
+        NumPy arrays with data to save.
+    zarr_format : {2, 3, None}, optional
+        The zarr format to use when saving.
+    path : str or None, optional
+        The path within the group where the arrays will be saved.
+    kwargs
+        NumPy arrays with data to save.
+    """
+    zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
+
+    if len(args) == 0 and len(kwargs) == 0:
+        raise ValueError("at least one array must be provided")
+    if len(args) == 1 and len(kwargs) == 0:
+        await save_array(store, args[0], zarr_format=zarr_format, path=path)
+    else:
+        await save_group(store, *args, zarr_format=zarr_format, path=path, **kwargs)
+
+
+async def save_array(
+    store: StoreLike,
+    arr: NDArrayLike,
+    *,
+    zarr_version: ZarrFormat | None = None,  # deprecated
+    zarr_format: ZarrFormat | None = None,
+    path: str | None = None,
+    **kwargs: Any,  # TODO: type kwargs as valid args to create
+) -> None:
+    """Convenience function to save a NumPy array to the local file system, following a
+    similar API to the NumPy save() function.
+
+    Parameters
+    ----------
+    store : Store or string
+        Store or path to directory in file system or name of zip file.
+    arr : ndarray
+        NumPy array with data to save.
+    zarr_format : {2, 3, None}, optional
+        The zarr format to use when saving.
+    path : str or None, optional
+        The path within the store where the array will be saved.
+    kwargs
+        Passed through to :func:`create`, e.g., compressor.
+    """
+    zarr_format = (
+        _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
+        or _default_zarr_version()
+    )
+
+    store_path = make_store_path(store, mode="w")
+    if path is not None:
+        store_path = store_path / path
+    new = await AsyncArray.create(
+        store_path,
+        zarr_format=zarr_format,
+        shape=arr.shape,
+        dtype=arr.dtype,
+        chunks=arr.shape,
+        **kwargs,
+    )
+    await new.setitem(slice(None), arr)
+
+
+async def save_group(
+    store: StoreLike,
+    *args: NDArrayLike,
+    zarr_version: ZarrFormat | None = None,  # deprecated
+    zarr_format: ZarrFormat | None = None,
+    path: str | None = None,
+    **kwargs: NDArrayLike,
+) -> None:
+    """Convenience function to save several NumPy arrays to the local file system, following a
+    similar API to the NumPy savez()/savez_compressed() functions.
+
+    Parameters
+    ----------
+    store : Store or string
+        Store or path to directory in file system or name of zip file.
+    args : ndarray
+        NumPy arrays with data to save.
+    zarr_format : {2, 3, None}, optional
+        The zarr format to use when saving.
+    path : str or None, optional
+        Path within the store where the group will be saved.
+    kwargs
+        NumPy arrays with data to save.
+    """
+    zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
+
+    if len(args) == 0 and len(kwargs) == 0:
+        raise ValueError("at least one array must be provided")
+    aws = []
+    for i, arr in enumerate(args):
+        aws.append(save_array(store, arr, zarr_format=zarr_format, path=f"{path}/arr_{i}"))
+    for k, arr in kwargs.items():
+        _path = f"{path}/{k}" if path is not None else k
+        aws.append(save_array(store, arr, zarr_format=zarr_format, path=_path))
+    await asyncio.gather(*aws)
+
+
+async def tree(*args: Any, **kwargs: Any) -> None:
+    raise NotImplementedError
+
+
+async def array(data: NDArrayLike, **kwargs: Any) -> AsyncArray:
+    """Create an array filled with `data`.
+
+    Parameters
+    ----------
+    data : array_like
+        The data to fill the array with.
+    kwargs
+        Passed through to :func:`create`.
+
+    Returns
+    -------
+    array : array
+        The new array.
+    """
+
+    # ensure data is array-like
+    if not hasattr(data, "shape") or not hasattr(data, "dtype"):
+        data = np.asanyarray(data)
+
+    # setup dtype
+    kw_dtype = kwargs.get("dtype")
+    if kw_dtype is None:
+        kwargs["dtype"] = data.dtype
+    else:
+        kwargs["dtype"] = kw_dtype
+
+    # setup shape and chunks
+    data_shape, data_chunks = _get_shape_chunks(data)
+    kwargs["shape"] = data_shape
+    kw_chunks = kwargs.get("chunks")
+    if kw_chunks is None:
+        kwargs["chunks"] = data_chunks
+    else:
+        kwargs["chunks"] = kw_chunks
+
+    read_only = kwargs.pop("read_only", False)
+    if read_only:
+        raise ValueError("read_only=True is no longer supported when creating new arrays")
+
+    # instantiate array
+    z = await create(**kwargs)
+
+    # fill with data
+    await z.setitem(slice(None), data)
+
+    return z
+
+
+async def group(
+    *,  # Note: this is a change from v2
+    store: StoreLike | None = None,
+    overwrite: bool = False,
+    chunk_store: StoreLike | None = None,  # not used
+    cache_attrs: bool | None = None,  # not used, default changed
+    synchronizer: Any | None = None,  # not used
+    path: str | None = None,
+    zarr_version: ZarrFormat | None = None,  # deprecated
+    zarr_format: ZarrFormat | None = None,
+    meta_array: Any | None = None,  # not used
+    attributes: dict[str, JSON] | None = None,
+) -> AsyncGroup:
+    """Create a group.
+
+    Parameters
+    ----------
+    store : Store or string, optional
+        Store or path to directory in file system.
+    overwrite : bool, optional
+        If True, delete any pre-existing data in `store` at `path` before
+        creating the group.
+    chunk_store : Store, optional
+        Separate storage for chunks. If not provided, `store` will be used
+        for storage of both chunks and metadata.
+    cache_attrs : bool, optional
+        If True (default), user attributes will be cached for attribute read
+        operations. If False, user attributes are reloaded from the store prior
+        to all attribute read operations.
+    synchronizer : object, optional
+        Array synchronizer.
+    path : string, optional
+        Group path within store.
+    meta_array : array-like, optional
+        An array instance to use for determining arrays to create and return
+        to users. Use `numpy.empty(())` by default.
+    zarr_format : {2, 3, None}, optional
+        The zarr format to use when saving.
+
+    Returns
+    -------
+    g : group
+        The new group.
+    """
+
+    zarr_format = (
+        _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
+        or _default_zarr_version()
+    )
+
+    store_path = make_store_path(store)
+    if path is not None:
+        store_path = store_path / path
+
+    if chunk_store is not None:
+        warnings.warn("chunk_store is not yet implemented", RuntimeWarning, stacklevel=2)
+    if cache_attrs is not None:
+        warnings.warn("cache_attrs is not yet implemented", RuntimeWarning, stacklevel=2)
+    if synchronizer is not None:
+        warnings.warn("synchronizer is not yet implemented", RuntimeWarning, stacklevel=2)
+    if meta_array is not None:
+        warnings.warn("meta_array is not yet implemented", RuntimeWarning, stacklevel=2)
+
+    if attributes is None:
+        attributes = {}
+
+    try:
+        return await AsyncGroup.open(store=store_path, zarr_format=zarr_format)
+    except (KeyError, FileNotFoundError):
+        return await AsyncGroup.create(
+            store=store_path,
+            zarr_format=zarr_format,
+            exists_ok=overwrite,
+            attributes=attributes,
+        )
+
+
+async def open_group(
+    *,  # Note: this is a change from v2
+    store: StoreLike | None = None,
+    mode: OpenMode | None = None,  # not used
+    cache_attrs: bool | None = None,  # not used, default changed
+    synchronizer: Any = None,  # not used
+    path: str | None = None,
+    chunk_store: StoreLike | None = None,  # not used
+    storage_options: dict[str, Any] | None = None,  # not used
+    zarr_version: ZarrFormat | None = None,  # deprecated
+    zarr_format: ZarrFormat | None = None,
+    meta_array: Any | None = None,  # not used
+    attributes: dict[str, JSON] | None = None,
+) -> AsyncGroup:
+    """Open a group using file-mode-like semantics.
+
+    Parameters
+    ----------
+    store : Store or string, optional
+        Store or path to directory in file system or name of zip file.
+    mode : {'r', 'r+', 'a', 'w', 'w-'}, optional
+        Persistence mode: 'r' means read only (must exist); 'r+' means
+        read/write (must exist); 'a' means read/write (create if doesn't
+        exist); 'w' means create (overwrite if exists); 'w-' means create
+        (fail if exists).
+    cache_attrs : bool, optional
+        If True (default), user attributes will be cached for attribute read
+        operations. If False, user attributes are reloaded from the store prior
+        to all attribute read operations.
+    synchronizer : object, optional
+        Array synchronizer.
+    path : string, optional
+        Group path within store.
+    chunk_store : Store or string, optional
+        Store or path to directory in file system or name of zip file.
+    storage_options : dict
+        If using an fsspec URL to create the store, these will be passed to
+        the backend implementation. Ignored otherwise.
+    meta_array : array-like, optional
+        An array instance to use for determining arrays to create and return
+        to users. Use `numpy.empty(())` by default.
+
+    Returns
+    -------
+    g : group
+        The new group.
+    """
+
+    zarr_format = (
+        _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
+        or _default_zarr_version()
+    )
+
+    if cache_attrs is not None:
+        warnings.warn("cache_attrs is not yet implemented", RuntimeWarning, stacklevel=2)
+    if synchronizer is not None:
+        warnings.warn("synchronizer is not yet implemented", RuntimeWarning, stacklevel=2)
+    if meta_array is not None:
+        warnings.warn("meta_array is not yet implemented", RuntimeWarning, stacklevel=2)
+    if chunk_store is not None:
+        warnings.warn("chunk_store is not yet implemented", RuntimeWarning, stacklevel=2)
+    if storage_options is not None:
+        warnings.warn("storage_options is not yet implemented", RuntimeWarning, stacklevel=2)
+
+    store_path = make_store_path(store, mode=mode)
+    if path is not None:
+        store_path = store_path / path
+
+    if attributes is None:
+        attributes = {}
+
+    try:
+        return await AsyncGroup.open(store_path, zarr_format=zarr_format)
+    except (KeyError, FileNotFoundError):
+        return await AsyncGroup.create(
+            store_path, zarr_format=zarr_format, exists_ok=True, attributes=attributes
+        )
+
+
+async def create(
+    shape: ChunkCoords,
+    *,  # Note: this is a change from v2
+    chunks: ChunkCoords | None = None,  # TODO: v2 allowed chunks=True
+    dtype: npt.DTypeLike | None = None,
+    compressor: dict[str, JSON] | None = None,  # TODO: default and type change
+    fill_value: Any = 0,  # TODO: need type
+    order: MemoryOrder | None = None,  # TODO: default change
+    store: str | StoreLike | None = None,
+    synchronizer: Any | None = None,
+    overwrite: bool = False,
+    path: PathLike | None = None,
+    chunk_store: StoreLike | None = None,
+    filters: list[dict[str, JSON]] | None = None,  # TODO: type has changed
+    cache_metadata: bool | None = None,
+    cache_attrs: bool | None = None,
+    read_only: bool | None = None,
+    object_codec: Codec | None = None,  # TODO: type has changed
+    dimension_separator: Literal[".", "/"] | None = None,
+    write_empty_chunks: bool = False,  # TODO: default has changed
+    zarr_version: ZarrFormat | None = None,  # deprecated
+    zarr_format: ZarrFormat | None = None,
+    meta_array: Any | None = None,  # TODO: need type
+    attributes: dict[str, JSON] | None = None,
+    # v3 only
+    chunk_shape: ChunkCoords | None = None,
+    chunk_key_encoding: (
+        ChunkKeyEncoding
+        | tuple[Literal["default"], Literal[".", "/"]]
+        | tuple[Literal["v2"], Literal[".", "/"]]
+        | None
+    ) = None,
+    codecs: Iterable[Codec | dict[str, JSON]] | None = None,
+    dimension_names: Iterable[str] | None = None,
+    **kwargs: Any,
+) -> AsyncArray:
+    """Create an array.
+
+    Parameters
+    ----------
+    shape : int or tuple of ints
+        Array shape.
+    chunks : int or tuple of ints, optional
+        Chunk shape. If True, will be guessed from `shape` and `dtype`. If
+        False, will be set to `shape`, i.e., single chunk for the whole array.
+        If an int, the chunk size in each dimension will be given by the value
+        of `chunks`. Default is True.
+    dtype : string or dtype, optional
+        NumPy dtype.
+    compressor : Codec, optional
+        Primary compressor.
+    fill_value : object
+        Default value to use for uninitialized portions of the array.
+    order : {'C', 'F'}, optional
+        Memory layout to be used within each chunk.
+    store : Store or string
+        Store or path to directory in file system or name of zip file.
+    synchronizer : object, optional
+        Array synchronizer.
+    overwrite : bool, optional
+        If True, delete all pre-existing data in `store` at `path` before
+        creating the array.
+    path : string, optional
+        Path under which array is stored.
+    chunk_store : MutableMapping, optional
+        Separate storage for chunks. If not provided, `store` will be used
+        for storage of both chunks and metadata.
+    filters : sequence of Codecs, optional
+        Sequence of filters to use to encode chunk data prior to compression.
+    cache_metadata : bool, optional
+        If True, array configuration metadata will be cached for the
+        lifetime of the object. If False, array metadata will be reloaded
+        prior to all data access and modification operations (may incur
+        overhead depending on storage and data access pattern).
+    cache_attrs : bool, optional
+        If True (default), user attributes will be cached for attribute read
+        operations. If False, user attributes are reloaded from the store prior
+        to all attribute read operations.
+    read_only : bool, optional
+        True if array should be protected against modification.
+    object_codec : Codec, optional
+        A codec to encode object arrays, only needed if dtype=object.
+    dimension_separator : {'.', '/'}, optional
+        Separator placed between the dimensions of a chunk.
+
+        .. versionadded:: 2.8
+
+    write_empty_chunks : bool, optional
+        If True (default), all chunks will be stored regardless of their
+        contents. If False, each chunk is compared to the array's fill value
+        prior to storing. If a chunk is uniformly equal to the fill value, then
+        that chunk is not be stored, and the store entry for that chunk's key
+        is deleted. This setting enables sparser storage, as only chunks with
+        non-fill-value data are stored, at the expense of overhead associated
+        with checking the data of each chunk.
+
+        .. versionadded:: 2.11
+
+    zarr_format : {2, 3, None}, optional
+        The zarr format to use when saving.
+    meta_array : array-like, optional
+        An array instance to use for determining arrays to create and return
+        to users. Use `numpy.empty(())` by default.
+
+        .. versionadded:: 2.13
+
+    Returns
+    -------
+    z : array
+        The array.
+    """
+    zarr_format = (
+        _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
+        or _default_zarr_version()
+    )
+
+    if zarr_format == 2 and chunks is None:
+        chunks = shape
+    if zarr_format == 3 and chunk_shape is None:
+        chunk_shape = shape
+
+    if order is not None:
+        warnings.warn(
+            "order is deprecated, use config `array.order` instead",
+            DeprecationWarning,
+            stacklevel=2,
+        )
+    if synchronizer is not None:
+        warnings.warn("synchronizer is not yet implemented", RuntimeWarning, stacklevel=2)
+    if chunk_store is not None:
+        warnings.warn("chunk_store is not yet implemented", RuntimeWarning, stacklevel=2)
+    if cache_metadata is not None:
+        warnings.warn("cache_metadata is not yet implemented", RuntimeWarning, stacklevel=2)
+    if cache_attrs is not None:
+        warnings.warn("cache_attrs is not yet implemented", RuntimeWarning, stacklevel=2)
+    if object_codec is not None:
+        warnings.warn("object_codec is not yet implemented", RuntimeWarning, stacklevel=2)
+    if dimension_separator is not None:
+        if zarr_format == 3:
+            raise ValueError(
+                "dimension_separator is not supported for zarr format 3, use chunk_key_encoding instead"
+            )
+        else:
+            warnings.warn(
+                "dimension_separator is not yet implemented", RuntimeWarning, stacklevel=2
+            )
+    if write_empty_chunks:
+        warnings.warn("write_empty_chunks is not yet implemented", RuntimeWarning, stacklevel=2)
+    if meta_array is not None:
+        warnings.warn("meta_array is not yet implemented", RuntimeWarning, stacklevel=2)
+
+    mode = cast(OpenMode, "r" if read_only else "w")
+    store_path = make_store_path(store, mode=mode)
+    if path is not None:
+        store_path = store_path / path
+
+    return await AsyncArray.create(
+        store_path,
+        shape=shape,
+        chunks=chunks,
+        dtype=dtype,
+        compressor=compressor,
+        fill_value=fill_value,
+        exists_ok=overwrite,  # TODO: name change
+        filters=filters,
+        dimension_separator=dimension_separator,
+        zarr_format=zarr_format,
+        chunk_shape=chunk_shape,
+        chunk_key_encoding=chunk_key_encoding,
+        codecs=codecs,
+        dimension_names=dimension_names,
+        attributes=attributes,
+        **kwargs,
+    )
+
+
+async def empty(shape: ChunkCoords, **kwargs: Any) -> AsyncArray:
+    """Create an empty array.
+
+    Parameters
+    ----------
+    shape : int or tuple of int
+        Shape of the empty array.
+    **kwargs
+        Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+    Notes
+    -----
+    The contents of an empty Zarr array are not defined. On attempting to
+    retrieve data from an empty Zarr array, any values may be returned,
+    and these are not guaranteed to be stable from one access to the next.
+    """
+    return await create(shape=shape, fill_value=None, **kwargs)
+
+
+async def empty_like(a: ArrayLike, **kwargs: Any) -> AsyncArray:
+    """Create an empty array like `a`.
+
+    Parameters
+    ----------
+    a : array-like
+        The array to create an empty array like.
+    **kwargs
+        Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+    Returns
+    -------
+    Array
+        The new array.
+    """
+    like_kwargs = _like_args(a, kwargs)
+    return await empty(**like_kwargs)
+
+
+# TODO: add type annotations for fill_value and kwargs
+async def full(shape: ChunkCoords, fill_value: Any, **kwargs: Any) -> AsyncArray:
+    """Create an array, with `fill_value` being used as the default value for
+    uninitialized portions of the array.
+
+    Parameters
+    ----------
+    shape : int or tuple of int
+        Shape of the empty array.
+    fill_value : scalar
+        Fill value.
+    **kwargs
+        Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+    Returns
+    -------
+    Array
+        The new array.
+    """
+    return await create(shape=shape, fill_value=fill_value, **kwargs)
+
+
+# TODO: add type annotations for kwargs
+async def full_like(a: ArrayLike, **kwargs: Any) -> AsyncArray:
+    """Create a filled array like `a`.
+
+    Parameters
+    ----------
+    a : array-like
+        The array to create an empty array like.
+    **kwargs
+        Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+    Returns
+    -------
+    Array
+        The new array.
+    """
+    like_kwargs = _like_args(a, kwargs)
+    if isinstance(a, AsyncArray):
+        kwargs.setdefault("fill_value", a.metadata.fill_value)
+    return await full(**like_kwargs)
+
+
+async def ones(shape: ChunkCoords, **kwargs: Any) -> AsyncArray:
+    """Create an array, with one being used as the default value for
+    uninitialized portions of the array.
+
+    Parameters
+    ----------
+    shape : int or tuple of int
+        Shape of the empty array.
+    **kwargs
+        Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+    Returns
+    -------
+    Array
+        The new array.
+    """
+    return await create(shape=shape, fill_value=1, **kwargs)
+
+
+async def ones_like(a: ArrayLike, **kwargs: Any) -> AsyncArray:
+    """Create an array of ones like `a`.
+
+    Parameters
+    ----------
+    a : array-like
+        The array to create an empty array like.
+    **kwargs
+        Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+    Returns
+    -------
+    Array
+        The new array.
+    """
+    like_kwargs = _like_args(a, kwargs)
+    return await ones(**like_kwargs)
+
+
+async def open_array(
+    *,  # note: this is a change from v2
+    store: StoreLike | None = None,
+    zarr_version: ZarrFormat | None = None,  # deprecated
+    zarr_format: ZarrFormat | None = None,
+    path: PathLike | None = None,
+    **kwargs: Any,  # TODO: type kwargs as valid args to save
+) -> AsyncArray:
+    """Open an array using file-mode-like semantics.
+
+    Parameters
+    ----------
+    store : Store or string
+        Store or path to directory in file system or name of zip file.
+    zarr_format : {2, 3, None}, optional
+        The zarr format to use when saving.
+    path : string, optional
+        Path in store to array.
+    **kwargs
+        Any keyword arguments to pass to the array constructor.
+
+    Returns
+    -------
+    AsyncArray
+        The opened array.
+    """
+
+    store_path = make_store_path(store)
+    if path is not None:
+        store_path = store_path / path
+
+    zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
+
+    try:
+        return await AsyncArray.open(store_path, zarr_format=zarr_format)
+    except KeyError as e:
+        if store_path.store.writeable:
+            pass
+        else:
+            raise e
+
+    # if array was not found, create it
+    return await create(store=store, path=path, zarr_format=zarr_format, **kwargs)
+
+
+async def open_like(a: ArrayLike, path: str, **kwargs: Any) -> AsyncArray:
+    """Open a persistent array like `a`.
+
+    Parameters
+    ----------
+    a : Array
+        The shape and data-type of a define these same attributes of the returned array.
+    path : str
+        The path to the new array.
+    **kwargs
+        Any keyword arguments to pass to the array constructor.
+
+    Returns
+    -------
+    AsyncArray
+        The opened array.
+    """
+    like_kwargs = _like_args(a, kwargs)
+    if isinstance(a, (AsyncArray | Array)):
+        kwargs.setdefault("fill_value", a.metadata.fill_value)
+    return await open_array(path=path, **like_kwargs)
+
+
+async def zeros(shape: ChunkCoords, **kwargs: Any) -> AsyncArray:
+    """Create an array, with zero being used as the default value for
+    uninitialized portions of the array.
+
+    Parameters
+    ----------
+    shape : int or tuple of int
+        Shape of the empty array.
+    **kwargs
+        Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+    Returns
+    -------
+    Array
+        The new array.
+    """
+    return await create(shape=shape, fill_value=0, **kwargs)
+
+
+async def zeros_like(a: ArrayLike, **kwargs: Any) -> AsyncArray:
+    """Create an array of zeros like `a`.
+
+    Parameters
+    ----------
+    a : array-like
+        The array to create an empty array like.
+    **kwargs
+        Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+    Returns
+    -------
+    Array
+        The new array.
+    """
+    like_kwargs = _like_args(a, kwargs)
+    return await zeros(**like_kwargs)
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
new file mode 100644
index 0000000000..57b9d5630f
--- /dev/null
+++ b/src/zarr/api/synchronous.py
@@ -0,0 +1,273 @@
+from __future__ import annotations
+
+from typing import Any
+
+import zarr.api.asynchronous as async_api
+from zarr.array import Array, AsyncArray
+from zarr.buffer import NDArrayLike
+from zarr.common import JSON, ChunkCoords, OpenMode, ZarrFormat
+from zarr.group import Group
+from zarr.store import StoreLike
+from zarr.sync import sync
+
+
+def consolidate_metadata(*args: Any, **kwargs: Any) -> Group:
+    return Group(sync(async_api.consolidate_metadata(*args, **kwargs)))
+
+
+def copy(*args: Any, **kwargs: Any) -> tuple[int, int, int]:
+    return sync(async_api.copy(*args, **kwargs))
+
+
+def copy_all(*args: Any, **kwargs: Any) -> tuple[int, int, int]:
+    return sync(async_api.copy_all(*args, **kwargs))
+
+
+def copy_store(*args: Any, **kwargs: Any) -> tuple[int, int, int]:
+    return sync(async_api.copy_store(*args, **kwargs))
+
+
+def load(
+    store: StoreLike, zarr_version: ZarrFormat | None = None, path: str | None = None
+) -> NDArrayLike | dict[str, NDArrayLike]:
+    return sync(async_api.load(store=store, zarr_version=zarr_version, path=path))
+
+
+def open(
+    *,
+    store: StoreLike | None = None,
+    mode: OpenMode | None = None,  # type and value changed
+    zarr_version: ZarrFormat | None = None,  # deprecated
+    zarr_format: ZarrFormat | None = None,
+    path: str | None = None,
+    **kwargs: Any,  # TODO: type kwargs as valid args to async_api.open
+) -> Array | Group:
+    obj = sync(
+        async_api.open(
+            store=store,
+            mode=mode,
+            zarr_version=zarr_version,
+            zarr_format=zarr_format,
+            path=path,
+            **kwargs,
+        )
+    )
+    if isinstance(obj, AsyncArray):
+        return Array(obj)
+    else:
+        return Group(obj)
+
+
+def open_consolidated(*args: Any, **kwargs: Any) -> Group:
+    return Group(sync(async_api.open_consolidated(*args, **kwargs)))
+
+
+def save(
+    store: StoreLike,
+    *args: NDArrayLike,
+    zarr_version: ZarrFormat | None = None,  # deprecated
+    zarr_format: ZarrFormat | None = None,
+    path: str | None = None,
+    **kwargs: Any,  # TODO: type kwargs as valid args to async_api.save
+) -> None:
+    return sync(
+        async_api.save(
+            store, *args, zarr_version=zarr_version, zarr_format=zarr_format, path=path, **kwargs
+        )
+    )
+
+
+def save_array(
+    store: StoreLike,
+    arr: NDArrayLike,
+    *,
+    zarr_version: ZarrFormat | None = None,  # deprecated
+    zarr_format: ZarrFormat | None = None,
+    path: str | None = None,
+    **kwargs: Any,  # TODO: type kwargs as valid args to async_api.save_array
+) -> None:
+    return sync(
+        async_api.save_array(
+            store=store,
+            arr=arr,
+            zarr_version=zarr_version,
+            zarr_format=zarr_format,
+            path=path,
+            **kwargs,
+        )
+    )
+
+
+def save_group(
+    store: StoreLike,
+    *args: NDArrayLike,
+    zarr_version: ZarrFormat | None = None,  # deprecated
+    zarr_format: ZarrFormat | None = None,
+    path: str | None = None,
+    **kwargs: NDArrayLike,
+) -> None:
+    return sync(
+        async_api.save_group(
+            store,
+            *args,
+            zarr_version=zarr_version,
+            zarr_format=zarr_format,
+            path=path,
+            **kwargs,
+        )
+    )
+
+
+def tree(*args: Any, **kwargs: Any) -> None:
+    return sync(async_api.tree(*args, **kwargs))
+
+
+# TODO: add type annotations for kwargs
+def array(data: NDArrayLike, **kwargs: Any) -> Array:
+    return Array(sync(async_api.array(data=data, **kwargs)))
+
+
+def group(
+    *,  # Note: this is a change from v2
+    store: StoreLike | None = None,
+    overwrite: bool = False,
+    chunk_store: StoreLike | None = None,  # not used in async_api
+    cache_attrs: bool | None = None,  # default changed, not used in async_api
+    synchronizer: Any | None = None,  # not used in async_api
+    path: str | None = None,
+    zarr_version: ZarrFormat | None = None,  # deprecated
+    zarr_format: ZarrFormat | None = None,
+    meta_array: Any | None = None,  # not used in async_api
+    attributes: dict[str, JSON] | None = None,
+) -> Group:
+    return Group(
+        sync(
+            async_api.group(
+                store=store,
+                overwrite=overwrite,
+                chunk_store=chunk_store,
+                cache_attrs=cache_attrs,
+                synchronizer=synchronizer,
+                path=path,
+                zarr_version=zarr_version,
+                zarr_format=zarr_format,
+                meta_array=meta_array,
+                attributes=attributes,
+            )
+        )
+    )
+
+
+def open_group(
+    *,  # Note: this is a change from v2
+    store: StoreLike | None = None,
+    mode: OpenMode | None = None,  # not used in async api
+    cache_attrs: bool | None = None,  # default changed, not used in async api
+    synchronizer: Any = None,  # not used in async api
+    path: str | None = None,
+    chunk_store: StoreLike | None = None,  # not used in async api
+    storage_options: dict[str, Any] | None = None,  # not used in async api
+    zarr_version: ZarrFormat | None = None,  # deprecated
+    zarr_format: ZarrFormat | None = None,
+    meta_array: Any | None = None,  # not used in async api
+) -> Group:
+    return Group(
+        sync(
+            async_api.open_group(
+                store=store,
+                mode=mode,
+                cache_attrs=cache_attrs,
+                synchronizer=synchronizer,
+                path=path,
+                chunk_store=chunk_store,
+                storage_options=storage_options,
+                zarr_version=zarr_version,
+                zarr_format=zarr_format,
+                meta_array=meta_array,
+            )
+        )
+    )
+
+
+# TODO: add type annotations for kwargs
+def create(*args: Any, **kwargs: Any) -> Array:
+    return Array(sync(async_api.create(*args, **kwargs)))
+
+
+# TODO: add type annotations for kwargs
+def empty(shape: ChunkCoords, **kwargs: Any) -> Array:
+    return Array(sync(async_api.empty(shape, **kwargs)))
+
+
+# TODO: move ArrayLike to common module
+# TODO: add type annotations for kwargs
+def empty_like(a: async_api.ArrayLike, **kwargs: Any) -> Array:
+    return Array(sync(async_api.empty_like(a, **kwargs)))
+
+
+# TODO: add type annotations for kwargs and fill_value
+def full(shape: ChunkCoords, fill_value: Any, **kwargs: Any) -> Array:
+    return Array(sync(async_api.full(shape=shape, fill_value=fill_value, **kwargs)))
+
+
+# TODO: move ArrayLike to common module
+# TODO: add type annotations for kwargs
+def full_like(a: async_api.ArrayLike, **kwargs: Any) -> Array:
+    return Array(sync(async_api.full_like(a, **kwargs)))
+
+
+# TODO: add type annotations for kwargs
+def ones(shape: ChunkCoords, **kwargs: Any) -> Array:
+    return Array(sync(async_api.ones(shape, **kwargs)))
+
+
+# TODO: add type annotations for kwargs
+def ones_like(a: async_api.ArrayLike, **kwargs: Any) -> Array:
+    return Array(sync(async_api.ones_like(a, **kwargs)))
+
+
+# TODO: update this once async_api.open_array is fully implemented
+def open_array(*args: Any, **kwargs: Any) -> Array:
+    return Array(sync(async_api.open_array(*args, **kwargs)))
+
+
+# TODO: add type annotations for kwargs
+def open_like(a: async_api.ArrayLike, **kwargs: Any) -> Array:
+    return Array(sync(async_api.open_like(a, **kwargs)))
+
+
+# TODO: add type annotations for kwargs
+def zeros(*args: Any, **kwargs: Any) -> Array:
+    return Array(sync(async_api.zeros(*args, **kwargs)))
+
+
+# TODO: add type annotations for kwargs
+def zeros_like(a: async_api.ArrayLike, **kwargs: Any) -> Array:
+    return Array(sync(async_api.zeros_like(a, **kwargs)))
+
+
+consolidate_metadata.__doc__ = async_api.copy.__doc__
+copy.__doc__ = async_api.copy.__doc__
+copy_all.__doc__ = async_api.copy_all.__doc__
+copy_store.__doc__ = async_api.copy_store.__doc__
+load.__doc__ = async_api.load.__doc__
+open.__doc__ = async_api.open.__doc__
+open_consolidated.__doc__ = async_api.open_consolidated.__doc__
+save.__doc__ = async_api.save.__doc__
+save_array.__doc__ = async_api.save_array.__doc__
+save_group.__doc__ = async_api.save_group.__doc__
+tree.__doc__ = async_api.tree.__doc__
+array.__doc__ = async_api.array.__doc__
+group.__doc__ = async_api.group.__doc__
+open_group.__doc__ = async_api.open_group.__doc__
+create.__doc__ = async_api.create.__doc__
+empty.__doc__ = async_api.empty.__doc__
+empty_like.__doc__ = async_api.empty_like.__doc__
+full.__doc__ = async_api.full.__doc__
+full_like.__doc__ = async_api.full_like.__doc__
+ones.__doc__ = async_api.ones.__doc__
+ones_like.__doc__ = async_api.ones_like.__doc__
+open_array.__doc__ = async_api.open_array.__doc__
+open_like.__doc__ = async_api.open_like.__doc__
+zeros.__doc__ = async_api.zeros.__doc__
+zeros_like.__doc__ = async_api.zeros_like.__doc__
diff --git a/src/zarr/array.py b/src/zarr/array.py
index 28b19f44f0..9ac1ce41ec 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -387,6 +387,10 @@ def dtype(self) -> np.dtype[Any]:
     def attrs(self) -> dict[str, JSON]:
         return self.metadata.attributes
 
+    @property
+    def read_only(self) -> bool:
+        return bool(~self.store_path.store.writeable)
+
     @property
     def path(self) -> str:
         """Storage path."""
@@ -693,6 +697,10 @@ def store_path(self) -> StorePath:
     def order(self) -> Literal["C", "F"]:
         return self._async_array.order
 
+    @property
+    def read_only(self) -> bool:
+        return self._async_array.read_only
+
     def __getitem__(self, selection: Selection) -> NDArrayLike:
         fields, pure_selection = pop_fields(selection)
         if is_pure_fancy_indexing(pure_selection, self.ndim):
diff --git a/src/zarr/common.py b/src/zarr/common.py
index bca9f171af..9349f9f018 100644
--- a/src/zarr/common.py
+++ b/src/zarr/common.py
@@ -34,6 +34,7 @@
 Selection = slice | SliceSelection
 ZarrFormat = Literal[2, 3]
 JSON = None | str | int | float | Enum | dict[str, "JSON"] | list["JSON"] | tuple["JSON", ...]
+MemoryOrder = Literal["C", "F"]
 OpenMode = Literal["r", "r+", "a", "w", "w-"]
 
 
@@ -134,7 +135,9 @@ def parse_named_configuration(
     return name_parsed, configuration_parsed
 
 
-def parse_shapelike(data: Iterable[int]) -> tuple[int, ...]:
+def parse_shapelike(data: int | Iterable[int]) -> tuple[int, ...]:
+    if isinstance(data, int):
+        return (data,)
     if not isinstance(data, Iterable):
         raise TypeError(f"Expected an iterable. Got {data} instead.")
     data_tuple = tuple(data)
diff --git a/src/zarr/convenience.py b/src/zarr/convenience.py
new file mode 100644
index 0000000000..be0a6b2813
--- /dev/null
+++ b/src/zarr/convenience.py
@@ -0,0 +1,35 @@
+import warnings
+
+from zarr.api.synchronous import (
+    consolidate_metadata,
+    copy,
+    copy_all,
+    copy_store,
+    load,
+    open,
+    open_consolidated,
+    save,
+    save_array,
+    save_group,
+    tree,
+)
+
+warnings.warn(
+    "zarr.convenience is deprecated, use zarr.api.synchronous",
+    DeprecationWarning,
+    stacklevel=2,
+)
+
+__all__ = [
+    "open",
+    "save_array",
+    "save_group",
+    "save",
+    "load",
+    "tree",
+    "copy_store",
+    "copy",
+    "copy_all",
+    "consolidate_metadata",
+    "open_consolidated",
+]
diff --git a/src/zarr/creation.py b/src/zarr/creation.py
new file mode 100644
index 0000000000..df3f764610
--- /dev/null
+++ b/src/zarr/creation.py
@@ -0,0 +1,37 @@
+import warnings
+
+from zarr.api.synchronous import (
+    array,
+    create,
+    empty,
+    empty_like,
+    full,
+    full_like,
+    ones,
+    ones_like,
+    open_array,
+    open_like,
+    zeros,
+    zeros_like,
+)
+
+warnings.warn(
+    "zarr.creation is deprecated, use zarr.api.synchronous",
+    DeprecationWarning,
+    stacklevel=2,
+)
+
+__all__ = [
+    "create",
+    "empty",
+    "zeros",
+    "ones",
+    "full",
+    "array",
+    "open_array",
+    "empty_like",
+    "zeros_like",
+    "ones_like",
+    "full_like",
+    "open_like",
+]
diff --git a/src/zarr/group.py b/src/zarr/group.py
index ccad0e5661..4bb4b6b4dd 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -200,7 +200,7 @@ async def getitem(
         key: str,
     ) -> AsyncArray | AsyncGroup:
         store_path = self.store_path / key
-        logger.warning("key=%s, store_path=%s", key, store_path)
+        logger.debug("key=%s, store_path=%s", key, store_path)
 
         # Note:
         # in zarr-python v2, we first check if `key` references an Array, else if `key` references
@@ -316,7 +316,7 @@ async def create_array(
         self,
         path: str,
         shape: ChunkCoords,
-        dtype: npt.DTypeLike,
+        dtype: npt.DTypeLike = "float64",
         fill_value: Any | None = None,
         attributes: dict[str, JSON] | None = None,
         # v3 only
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index bcb70bd4b2..8329bd9200 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -29,6 +29,7 @@
     ZARRAY_JSON,
     ZATTRS_JSON,
     ChunkCoords,
+    ZarrFormat,
     parse_dtype,
     parse_fill_value,
     parse_shapelike,
@@ -115,9 +116,10 @@ def from_dtype(cls, dtype: np.dtype[Any]) -> DataType:
 @dataclass(frozen=True, kw_only=True)
 class ArrayMetadata(Metadata, ABC):
     shape: ChunkCoords
-    chunk_grid: ChunkGrid
     fill_value: Any
+    chunk_grid: ChunkGrid
     attributes: dict[str, JSON]
+    zarr_format: ZarrFormat
 
     @property
     @abstractmethod
diff --git a/src/zarr/store/__init__.py b/src/zarr/store/__init__.py
index b7cd6cc0fd..fbdcdb9255 100644
--- a/src/zarr/store/__init__.py
+++ b/src/zarr/store/__init__.py
@@ -1,7 +1,6 @@
-# flake8: noqa
-from zarr.store.core import StorePath, StoreLike, make_store_path
-from zarr.store.remote import RemoteStore
+from zarr.store.core import StoreLike, StorePath, make_store_path
 from zarr.store.local import LocalStore
 from zarr.store.memory import MemoryStore
+from zarr.store.remote import RemoteStore
 
 __all__ = ["StorePath", "StoreLike", "make_store_path", "RemoteStore", "LocalStore", "MemoryStore"]
diff --git a/src/zarr/store/core.py b/src/zarr/store/core.py
index 70c39db1b7..5fbde208f4 100644
--- a/src/zarr/store/core.py
+++ b/src/zarr/store/core.py
@@ -7,6 +7,7 @@
 from zarr.buffer import Buffer, BufferPrototype, default_buffer_prototype
 from zarr.common import OpenMode
 from zarr.store.local import LocalStore
+from zarr.store.memory import MemoryStore
 
 
 def _dereference_path(root: str, path: str) -> str:
@@ -65,7 +66,7 @@ def __eq__(self, other: Any) -> bool:
 StoreLike = Store | StorePath | Path | str
 
 
-def make_store_path(store_like: StoreLike, *, mode: OpenMode | None = None) -> StorePath:
+def make_store_path(store_like: StoreLike | None, *, mode: OpenMode | None = None) -> StorePath:
     if isinstance(store_like, StorePath):
         if mode is not None:
             assert mode == store_like.store.mode
@@ -74,31 +75,10 @@ def make_store_path(store_like: StoreLike, *, mode: OpenMode | None = None) -> S
         if mode is not None:
             assert mode == store_like.mode
         return StorePath(store_like)
+    elif store_like is None:
+        if mode is None:
+            mode = "w"  # exception to the default mode = 'r'
+        return StorePath(MemoryStore(mode=mode))
     elif isinstance(store_like, str):
-        assert mode is not None
-        return StorePath(LocalStore(Path(store_like), mode=mode))
+        return StorePath(LocalStore(Path(store_like), mode=mode or "r"))
     raise TypeError
-
-
-def _normalize_interval_index(
-    data: Buffer, interval: None | tuple[int | None, int | None]
-) -> tuple[int, int]:
-    """
-    Convert an implicit interval into an explicit start and length
-    """
-    if interval is None:
-        start = 0
-        length = len(data)
-    else:
-        maybe_start, maybe_len = interval
-        if maybe_start is None:
-            start = 0
-        else:
-            start = maybe_start
-
-        if maybe_len is None:
-            length = len(data) - start
-        else:
-            length = maybe_len
-
-    return (start, length)
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index d75e8c348c..43d65ce836 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -5,7 +5,7 @@
 from zarr.abc.store import Store
 from zarr.buffer import Buffer, BufferPrototype
 from zarr.common import OpenMode, concurrent_map
-from zarr.store.core import _normalize_interval_index
+from zarr.store.utils import _normalize_interval_index
 
 
 # TODO: this store could easily be extended to wrap any MutableMapping store from v2
diff --git a/src/zarr/store/utils.py b/src/zarr/store/utils.py
new file mode 100644
index 0000000000..17c9234221
--- /dev/null
+++ b/src/zarr/store/utils.py
@@ -0,0 +1,25 @@
+from zarr.buffer import Buffer
+
+
+def _normalize_interval_index(
+    data: Buffer, interval: None | tuple[int | None, int | None]
+) -> tuple[int, int]:
+    """
+    Convert an implicit interval into an explicit start and length
+    """
+    if interval is None:
+        start = 0
+        length = len(data)
+    else:
+        maybe_start, maybe_len = interval
+        if maybe_start is None:
+            start = 0
+        else:
+            start = maybe_start
+
+        if maybe_len is None:
+            length = len(data) - start
+        else:
+            length = maybe_len
+
+    return (start, length)
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 5929f47049..3c7f082099 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -4,7 +4,7 @@
 
 from zarr.abc.store import Store
 from zarr.buffer import Buffer, default_buffer_prototype
-from zarr.store.core import _normalize_interval_index
+from zarr.store.utils import _normalize_interval_index
 from zarr.testing.utils import assert_bytes_equal
 
 S = TypeVar("S", bound=Store)
diff --git a/tests/v3/test_api.py b/tests/v3/test_api.py
new file mode 100644
index 0000000000..31e6fbfcd9
--- /dev/null
+++ b/tests/v3/test_api.py
@@ -0,0 +1,778 @@
+import numpy as np
+import pytest
+from numpy.testing import assert_array_equal
+
+import zarr
+from zarr import Array, Group
+from zarr.abc.store import Store
+from zarr.api.synchronous import load, open, open_group, save, save_array, save_group
+
+
+def test_open_array(memory_store: Store) -> None:
+    store = memory_store
+
+    # open array, create if doesn't exist
+    z = open(store=store, shape=100)
+    assert isinstance(z, Array)
+    assert z.shape == (100,)
+
+    # open array, overwrite
+    store._store_dict = {}
+    z = open(store=store, shape=200, mode="w")  # mode="w"
+    assert isinstance(z, Array)
+    assert z.shape == (200,)
+
+    # open array, read-only
+    ro_store = type(store)(store_dict=store._store_dict, mode="r")
+    z = open(store=ro_store)
+    assert isinstance(z, Array)
+    assert z.shape == (200,)
+    assert z.read_only
+
+    # path not found
+    with pytest.raises(ValueError):
+        open(store="doesnotexist", mode="r")
+
+
+def test_open_group(memory_store: Store) -> None:
+    store = memory_store
+
+    # open group, create if doesn't exist
+    g = open_group(store=store)
+    g.create_group("foo")
+    assert isinstance(g, Group)
+    assert "foo" in g
+
+    # open group, overwrite
+    # g = open_group(store=store)
+    # assert isinstance(g, Group)
+    # assert "foo" not in g
+
+    # open group, read-only
+    ro_store = type(store)(store_dict=store._store_dict, mode="r")
+    g = open_group(store=ro_store)
+    assert isinstance(g, Group)
+    # assert g.read_only
+
+
+def test_save_errors() -> None:
+    with pytest.raises(ValueError):
+        # no arrays provided
+        save_group("data/group.zarr")
+    with pytest.raises(TypeError):
+        # no array provided
+        save_array("data/group.zarr")
+    with pytest.raises(ValueError):
+        # no arrays provided
+        save("data/group.zarr")
+
+
+# def test_lazy_loader():
+#     foo = np.arange(100)
+#     bar = np.arange(100, 0, -1)
+#     store = "data/group.zarr"
+#     save(store, foo=foo, bar=bar)
+#     loader = load(store)
+#     assert "foo" in loader
+#     assert "bar" in loader
+#     assert "baz" not in loader
+#     assert len(loader) == 2
+#     assert sorted(loader) == ["bar", "foo"]
+#     assert_array_equal(foo, loader["foo"])
+#     assert_array_equal(bar, loader["bar"])
+#     assert "LazyLoader: " in repr(loader)
+
+
+def test_load_array(memory_store: Store) -> None:
+    store = memory_store
+    foo = np.arange(100)
+    bar = np.arange(100, 0, -1)
+    save(store, foo=foo, bar=bar)
+
+    # can also load arrays directly into a numpy array
+    for array_name in ["foo", "bar"]:
+        array = load(store, path=array_name)
+        assert isinstance(array, np.ndarray)
+        if array_name == "foo":
+            assert_array_equal(foo, array)
+        else:
+            assert_array_equal(bar, array)
+
+
+def test_tree() -> None:
+    g1 = zarr.group()
+    g1.create_group("foo")
+    g3 = g1.create_group("bar")
+    g3.create_group("baz")
+    g5 = g3.create_group("qux")
+    g5.create_array("baz", shape=100, chunks=10)
+    # TODO: complete after tree has been reimplemented
+    # assert repr(zarr.tree(g1)) == repr(g1.tree())
+    # assert str(zarr.tree(g1)) == str(g1.tree())
+
+
+# @pytest.mark.parametrize("stores_from_path", [False, True])
+# @pytest.mark.parametrize(
+#     "with_chunk_store,listable",
+#     [(False, True), (True, True), (False, False)],
+#     ids=["default-listable", "with_chunk_store-listable", "default-unlistable"],
+# )
+# def test_consolidate_metadata(with_chunk_store, listable, monkeypatch, stores_from_path):
+#     # setup initial data
+#     if stores_from_path:
+#         store = tempfile.mkdtemp()
+#         atexit.register(atexit_rmtree, store)
+#         if with_chunk_store:
+#             chunk_store = tempfile.mkdtemp()
+#             atexit.register(atexit_rmtree, chunk_store)
+#         else:
+#             chunk_store = None
+#     else:
+#         store = MemoryStore()
+#         chunk_store = MemoryStore() if with_chunk_store else None
+#     path = None
+#     z = group(store, chunk_store=chunk_store, path=path)
+
+#     # Reload the actual store implementation in case str
+#     store_to_copy = z.store
+
+#     z.create_group("g1")
+#     g2 = z.create_group("g2")
+#     g2.attrs["hello"] = "world"
+#     arr = g2.create_array("arr", shape=(20, 20), chunks=(5, 5), dtype="f8")
+#     assert 16 == arr.nchunks
+#     assert 0 == arr.nchunks_initialized
+#     arr.attrs["data"] = 1
+#     arr[:] = 1.0
+#     assert 16 == arr.nchunks_initialized
+
+#     if stores_from_path:
+#         # get the actual store class for use with consolidate_metadata
+#         store_class = z._store
+#     else:
+#         store_class = store
+
+#     # perform consolidation
+#     out = consolidate_metadata(store_class, path=path)
+#     assert isinstance(out, Group)
+#     assert ["g1", "g2"] == list(out)
+#     if not stores_from_path:
+#         assert isinstance(out._store, ConsolidatedMetadataStore)
+#         assert ".zmetadata" in store
+#         meta_keys = [
+#             ".zgroup",
+#             "g1/.zgroup",
+#             "g2/.zgroup",
+#             "g2/.zattrs",
+#             "g2/arr/.zarray",
+#             "g2/arr/.zattrs",
+#         ]
+
+#         for key in meta_keys:
+#             del store[key]
+
+#     # https://github.com/zarr-developers/zarr-python/issues/993
+#     # Make sure we can still open consolidated on an unlistable store:
+#     if not listable:
+#         fs_memory = pytest.importorskip("fsspec.implementations.memory")
+#         monkeypatch.setattr(fs_memory.MemoryFileSystem, "isdir", lambda x, y: False)
+#         monkeypatch.delattr(fs_memory.MemoryFileSystem, "ls")
+#         fs = fs_memory.MemoryFileSystem()
+#         store_to_open = FSStore("", fs=fs)
+#         # copy original store to new unlistable store
+#         store_to_open.update(store_to_copy)
+
+#     else:
+#         store_to_open = store
+
+#     # open consolidated
+#     z2 = open_consolidated(store_to_open, chunk_store=chunk_store, path=path)
+#     assert ["g1", "g2"] == list(z2)
+#     assert "world" == z2.g2.attrs["hello"]
+#     assert 1 == z2.g2.arr.attrs["data"]
+#     assert (z2.g2.arr[:] == 1.0).all()
+#     assert 16 == z2.g2.arr.nchunks
+#     if listable:
+#         assert 16 == z2.g2.arr.nchunks_initialized
+#     else:
+#         with pytest.raises(NotImplementedError):
+#             _ = z2.g2.arr.nchunks_initialized
+
+#     if stores_from_path:
+#         # path string is note a BaseStore subclass so cannot be used to
+#         # initialize a ConsolidatedMetadataStore.
+
+#         with pytest.raises(ValueError):
+#             cmd = ConsolidatedMetadataStore(store)
+#     else:
+#         # tests del/write on the store
+
+#         cmd = ConsolidatedMetadataStore(store)
+#         with pytest.raises(PermissionError):
+#             del cmd[".zgroup"]
+#         with pytest.raises(PermissionError):
+#             cmd[".zgroup"] = None
+
+#         # test getsize on the store
+#         assert isinstance(getsize(cmd), Integral)
+
+#     # test new metadata are not writeable
+#     with pytest.raises(PermissionError):
+#         z2.create_group("g3")
+#     with pytest.raises(PermissionError):
+#         z2.create_dataset("spam", shape=42, chunks=7, dtype="i4")
+#     with pytest.raises(PermissionError):
+#         del z2["g2"]
+
+#     # test consolidated metadata are not writeable
+#     with pytest.raises(PermissionError):
+#         z2.g2.attrs["hello"] = "universe"
+#     with pytest.raises(PermissionError):
+#         z2.g2.arr.attrs["foo"] = "bar"
+
+#     # test the data are writeable
+#     z2.g2.arr[:] = 2
+#     assert (z2.g2.arr[:] == 2).all()
+
+#     # test invalid modes
+#     with pytest.raises(ValueError):
+#         open_consolidated(store, chunk_store=chunk_store, mode="a", path=path)
+#     with pytest.raises(ValueError):
+#         open_consolidated(store, chunk_store=chunk_store, mode="w", path=path)
+#     with pytest.raises(ValueError):
+#         open_consolidated(store, chunk_store=chunk_store, mode="w-", path=path)
+
+#     # make sure keyword arguments are passed through without error
+#     open_consolidated(
+#         store,
+#         chunk_store=chunk_store,
+#         path=path,
+#         cache_attrs=True,
+#         synchronizer=None,
+#     )
+
+
+# @pytest.mark.parametrize(
+#     "options",
+#     (
+#         {"dimension_separator": "/"},
+#         {"dimension_separator": "."},
+#         {"dimension_separator": None},
+#     ),
+# )
+# def test_save_array_separator(tmpdir, options):
+#     data = np.arange(6).reshape((3, 2))
+#     url = tmpdir.join("test.zarr")
+#     save_array(url, data, **options)
+
+
+# class TestCopyStore(unittest.TestCase):
+#     _version = 2
+
+#     def setUp(self):
+#         source = dict()
+#         source["foo"] = b"xxx"
+#         source["bar/baz"] = b"yyy"
+#         source["bar/qux"] = b"zzz"
+#         self.source = source
+
+#     def _get_dest_store(self):
+#         return dict()
+
+#     def test_no_paths(self):
+#         source = self.source
+#         dest = self._get_dest_store()
+#         copy_store(source, dest)
+#         assert len(source) == len(dest)
+#         for key in source:
+#             assert source[key] == dest[key]
+
+#     def test_source_path(self):
+#         source = self.source
+#         # paths should be normalized
+#         for source_path in "bar", "bar/", "/bar", "/bar/":
+#             dest = self._get_dest_store()
+#             copy_store(source, dest, source_path=source_path)
+#             assert 2 == len(dest)
+#             for key in source:
+#                 if key.startswith("bar/"):
+#                     dest_key = key.split("bar/")[1]
+#                     assert source[key] == dest[dest_key]
+#                 else:
+#                     assert key not in dest
+
+#     def test_dest_path(self):
+#         source = self.source
+#         # paths should be normalized
+#         for dest_path in "new", "new/", "/new", "/new/":
+#             dest = self._get_dest_store()
+#             copy_store(source, dest, dest_path=dest_path)
+#             assert len(source) == len(dest)
+#             for key in source:
+#                 if self._version == 3:
+#                     dest_key = key[:10] + "new/" + key[10:]
+#                 else:
+#                     dest_key = "new/" + key
+#                 assert source[key] == dest[dest_key]
+
+#     def test_source_dest_path(self):
+#         source = self.source
+#         # paths should be normalized
+#         for source_path in "bar", "bar/", "/bar", "/bar/":
+#             for dest_path in "new", "new/", "/new", "/new/":
+#                 dest = self._get_dest_store()
+#                 copy_store(source, dest, source_path=source_path, dest_path=dest_path)
+#                 assert 2 == len(dest)
+#                 for key in source:
+#                     if key.startswith("bar/"):
+#                         dest_key = "new/" + key.split("bar/")[1]
+#                         assert source[key] == dest[dest_key]
+#                     else:
+#                         assert key not in dest
+#                         assert ("new/" + key) not in dest
+
+#     def test_excludes_includes(self):
+#         source = self.source
+
+#         # single excludes
+#         dest = self._get_dest_store()
+#         excludes = "f.*"
+#         copy_store(source, dest, excludes=excludes)
+#         assert len(dest) == 2
+
+#         root = ""
+#         assert root + "foo" not in dest
+
+#         # multiple excludes
+#         dest = self._get_dest_store()
+#         excludes = "b.z", ".*x"
+#         copy_store(source, dest, excludes=excludes)
+#         assert len(dest) == 1
+#         assert root + "foo" in dest
+#         assert root + "bar/baz" not in dest
+#         assert root + "bar/qux" not in dest
+
+#         # excludes and includes
+#         dest = self._get_dest_store()
+#         excludes = "b.*"
+#         includes = ".*x"
+#         copy_store(source, dest, excludes=excludes, includes=includes)
+#         assert len(dest) == 2
+#         assert root + "foo" in dest
+#         assert root + "bar/baz" not in dest
+#         assert root + "bar/qux" in dest
+
+#     def test_dry_run(self):
+#         source = self.source
+#         dest = self._get_dest_store()
+#         copy_store(source, dest, dry_run=True)
+#         assert 0 == len(dest)
+
+#     def test_if_exists(self):
+#         source = self.source
+#         dest = self._get_dest_store()
+#         root = ""
+#         dest[root + "bar/baz"] = b"mmm"
+
+#         # default ('raise')
+#         with pytest.raises(CopyError):
+#             copy_store(source, dest)
+
+#         # explicit 'raise'
+#         with pytest.raises(CopyError):
+#             copy_store(source, dest, if_exists="raise")
+
+#         # skip
+#         copy_store(source, dest, if_exists="skip")
+#         assert 3 == len(dest)
+#         assert dest[root + "foo"] == b"xxx"
+#         assert dest[root + "bar/baz"] == b"mmm"
+#         assert dest[root + "bar/qux"] == b"zzz"
+
+#         # replace
+#         copy_store(source, dest, if_exists="replace")
+#         assert 3 == len(dest)
+#         assert dest[root + "foo"] == b"xxx"
+#         assert dest[root + "bar/baz"] == b"yyy"
+#         assert dest[root + "bar/qux"] == b"zzz"
+
+#         # invalid option
+#         with pytest.raises(ValueError):
+#             copy_store(source, dest, if_exists="foobar")
+
+
+# def check_copied_array(original, copied, without_attrs=False, expect_props=None):
+#     # setup
+#     source_h5py = original.__module__.startswith("h5py.")
+#     dest_h5py = copied.__module__.startswith("h5py.")
+#     zarr_to_zarr = not (source_h5py or dest_h5py)
+#     h5py_to_h5py = source_h5py and dest_h5py
+#     zarr_to_h5py = not source_h5py and dest_h5py
+#     h5py_to_zarr = source_h5py and not dest_h5py
+#     if expect_props is None:
+#         expect_props = dict()
+#     else:
+#         expect_props = expect_props.copy()
+
+#     # common properties in zarr and h5py
+#     for p in "dtype", "shape", "chunks":
+#         expect_props.setdefault(p, getattr(original, p))
+
+#     # zarr-specific properties
+#     if zarr_to_zarr:
+#         for p in "compressor", "filters", "order", "fill_value":
+#             expect_props.setdefault(p, getattr(original, p))
+
+#     # h5py-specific properties
+#     if h5py_to_h5py:
+#         for p in (
+#             "maxshape",
+#             "compression",
+#             "compression_opts",
+#             "shuffle",
+#             "scaleoffset",
+#             "fletcher32",
+#             "fillvalue",
+#         ):
+#             expect_props.setdefault(p, getattr(original, p))
+
+#     # common properties with some name differences
+#     if h5py_to_zarr:
+#         expect_props.setdefault("fill_value", original.fillvalue)
+#     if zarr_to_h5py:
+#         expect_props.setdefault("fillvalue", original.fill_value)
+
+#     # compare properties
+#     for k, v in expect_props.items():
+#         assert v == getattr(copied, k)
+
+#     # compare data
+#     assert_array_equal(original[:], copied[:])
+
+#     # compare attrs
+#     if without_attrs:
+#         for k in original.attrs.keys():
+#             assert k not in copied.attrs
+#     else:
+#         if dest_h5py and "filters" in original.attrs:
+#             # special case in v3 (storing filters metadata under attributes)
+#             # we explicitly do not copy this info over to HDF5
+#             original_attrs = original.attrs.asdict().copy()
+#             original_attrs.pop("filters")
+#         else:
+#             original_attrs = original.attrs
+#         assert sorted(original_attrs.items()) == sorted(copied.attrs.items())
+
+
+# def check_copied_group(original, copied, without_attrs=False, expect_props=None, shallow=False):
+#     # setup
+#     if expect_props is None:
+#         expect_props = dict()
+#     else:
+#         expect_props = expect_props.copy()
+
+#     # compare children
+#     for k, v in original.items():
+#         if hasattr(v, "shape"):
+#             assert k in copied
+#             check_copied_array(v, copied[k], without_attrs=without_attrs, expect_props=expect_props)
+#         elif shallow:
+#             assert k not in copied
+#         else:
+#             assert k in copied
+#             check_copied_group(
+#                 v,
+#                 copied[k],
+#                 without_attrs=without_attrs,
+#                 shallow=shallow,
+#                 expect_props=expect_props,
+#             )
+
+#     # compare attrs
+#     if without_attrs:
+#         for k in original.attrs.keys():
+#             assert k not in copied.attrs
+#     else:
+#         assert sorted(original.attrs.items()) == sorted(copied.attrs.items())
+
+
+# def test_copy_all():
+#     """
+#     https://github.com/zarr-developers/zarr-python/issues/269
+
+#     copy_all used to not copy attributes as `.keys()` does not return hidden `.zattrs`.
+
+#     """
+#     original_group = zarr.group(store=MemoryStore(), overwrite=True)
+#     original_group.attrs["info"] = "group attrs"
+#     original_subgroup = original_group.create_group("subgroup")
+#     original_subgroup.attrs["info"] = "sub attrs"
+
+#     destination_group = zarr.group(store=MemoryStore(), overwrite=True)
+
+#     # copy from memory to directory store
+#     copy_all(
+#         original_group,
+#         destination_group,
+#         dry_run=False,
+#     )
+
+#     assert "subgroup" in destination_group
+#     assert destination_group.attrs["info"] == "group attrs"
+#     assert destination_group.subgroup.attrs["info"] == "sub attrs"
+
+
+# class TestCopy:
+#     @pytest.fixture(params=[False, True], ids=["zarr", "hdf5"])
+#     def source(self, request, tmpdir):
+#         def prep_source(source):
+#             foo = source.create_group("foo")
+#             foo.attrs["experiment"] = "weird science"
+#             baz = foo.create_dataset("bar/baz", data=np.arange(100), chunks=(50,))
+#             baz.attrs["units"] = "metres"
+#             if request.param:
+#                 extra_kws = dict(
+#                     compression="gzip",
+#                     compression_opts=3,
+#                     fillvalue=84,
+#                     shuffle=True,
+#                     fletcher32=True,
+#                 )
+#             else:
+#                 extra_kws = dict(compressor=Zlib(3), order="F", fill_value=42, filters=[Adler32()])
+#             source.create_dataset(
+#                 "spam",
+#                 data=np.arange(100, 200).reshape(20, 5),
+#                 chunks=(10, 2),
+#                 dtype="i2",
+#                 **extra_kws,
+#             )
+#             return source
+
+#         if request.param:
+#             h5py = pytest.importorskip("h5py")
+#             fn = tmpdir.join("source.h5")
+#             with h5py.File(str(fn), mode="w") as h5f:
+#                 yield prep_source(h5f)
+#         else:
+#             yield prep_source(group())
+
+#     @pytest.fixture(params=[False, True], ids=["zarr", "hdf5"])
+#     def dest(self, request, tmpdir):
+#         if request.param:
+#             h5py = pytest.importorskip("h5py")
+#             fn = tmpdir.join("dest.h5")
+#             with h5py.File(str(fn), mode="w") as h5f:
+#                 yield h5f
+#         else:
+#             yield group()
+
+#     def test_copy_array(self, source, dest):
+#         # copy array with default options
+#         copy(source["foo/bar/baz"], dest)
+#         check_copied_array(source["foo/bar/baz"], dest["baz"])
+#         copy(source["spam"], dest)
+#         check_copied_array(source["spam"], dest["spam"])
+
+#     def test_copy_bad_dest(self, source, dest):
+#         # try to copy to an array, dest must be a group
+#         dest = dest.create_dataset("eggs", shape=(100,))
+#         with pytest.raises(ValueError):
+#             copy(source["foo/bar/baz"], dest)
+
+#     def test_copy_array_name(self, source, dest):
+#         # copy array with name
+#         copy(source["foo/bar/baz"], dest, name="qux")
+#         assert "baz" not in dest
+#         check_copied_array(source["foo/bar/baz"], dest["qux"])
+
+#     def test_copy_array_create_options(self, source, dest):
+#         dest_h5py = dest.__module__.startswith("h5py.")
+
+#         # copy array, provide creation options
+#         compressor = Zlib(9)
+#         create_kws = dict(chunks=(10,))
+#         if dest_h5py:
+#             create_kws.update(
+#                 compression="gzip", compression_opts=9, shuffle=True, fletcher32=True, fillvalue=42
+#             )
+#         else:
+#             create_kws.update(compressor=compressor, fill_value=42, order="F", filters=[Adler32()])
+#         copy(source["foo/bar/baz"], dest, without_attrs=True, **create_kws)
+#         check_copied_array(
+#             source["foo/bar/baz"], dest["baz"], without_attrs=True, expect_props=create_kws
+#         )
+
+#     def test_copy_array_exists_array(self, source, dest):
+#         # copy array, dest array in the way
+#         dest.create_dataset("baz", shape=(10,))
+
+#         # raise
+#         with pytest.raises(CopyError):
+#             # should raise by default
+#             copy(source["foo/bar/baz"], dest)
+#         assert (10,) == dest["baz"].shape
+#         with pytest.raises(CopyError):
+#             copy(source["foo/bar/baz"], dest, if_exists="raise")
+#         assert (10,) == dest["baz"].shape
+
+#         # skip
+#         copy(source["foo/bar/baz"], dest, if_exists="skip")
+#         assert (10,) == dest["baz"].shape
+
+#         # replace
+#         copy(source["foo/bar/baz"], dest, if_exists="replace")
+#         check_copied_array(source["foo/bar/baz"], dest["baz"])
+
+#         # invalid option
+#         with pytest.raises(ValueError):
+#             copy(source["foo/bar/baz"], dest, if_exists="foobar")
+
+#     def test_copy_array_exists_group(self, source, dest):
+#         # copy array, dest group in the way
+#         dest.create_group("baz")
+
+#         # raise
+#         with pytest.raises(CopyError):
+#             copy(source["foo/bar/baz"], dest)
+#         assert not hasattr(dest["baz"], "shape")
+#         with pytest.raises(CopyError):
+#             copy(source["foo/bar/baz"], dest, if_exists="raise")
+#         assert not hasattr(dest["baz"], "shape")
+
+#         # skip
+#         copy(source["foo/bar/baz"], dest, if_exists="skip")
+#         assert not hasattr(dest["baz"], "shape")
+
+#         # replace
+#         copy(source["foo/bar/baz"], dest, if_exists="replace")
+#         check_copied_array(source["foo/bar/baz"], dest["baz"])
+
+#     def test_copy_array_skip_initialized(self, source, dest):
+#         dest_h5py = dest.__module__.startswith("h5py.")
+
+#         dest.create_dataset("baz", shape=(100,), chunks=(10,), dtype="i8")
+#         assert not np.all(source["foo/bar/baz"][:] == dest["baz"][:])
+
+#         if dest_h5py:
+#             with pytest.raises(ValueError):
+#                 # not available with copy to h5py
+#                 copy(source["foo/bar/baz"], dest, if_exists="skip_initialized")
+
+#         else:
+#             # copy array, dest array exists but not yet initialized
+#             copy(source["foo/bar/baz"], dest, if_exists="skip_initialized")
+#             check_copied_array(source["foo/bar/baz"], dest["baz"])
+
+#             # copy array, dest array exists and initialized, will be skipped
+#             dest["baz"][:] = np.arange(100, 200)
+#             copy(source["foo/bar/baz"], dest, if_exists="skip_initialized")
+#             assert_array_equal(np.arange(100, 200), dest["baz"][:])
+#             assert not np.all(source["foo/bar/baz"][:] == dest["baz"][:])
+
+#     def test_copy_group(self, source, dest):
+#         # copy group, default options
+#         copy(source["foo"], dest)
+#         check_copied_group(source["foo"], dest["foo"])
+
+#     def test_copy_group_no_name(self, source, dest):
+#         with pytest.raises(TypeError):
+#             # need a name if copy root
+#             copy(source, dest)
+
+#         copy(source, dest, name="root")
+#         check_copied_group(source, dest["root"])
+
+#     def test_copy_group_options(self, source, dest):
+#         # copy group, non-default options
+#         copy(source["foo"], dest, name="qux", without_attrs=True)
+#         assert "foo" not in dest
+#         check_copied_group(source["foo"], dest["qux"], without_attrs=True)
+
+#     def test_copy_group_shallow(self, source, dest):
+#         # copy group, shallow
+#         copy(source, dest, name="eggs", shallow=True)
+#         check_copied_group(source, dest["eggs"], shallow=True)
+
+#     def test_copy_group_exists_group(self, source, dest):
+#         # copy group, dest groups exist
+#         dest.create_group("foo/bar")
+#         copy(source["foo"], dest)
+#         check_copied_group(source["foo"], dest["foo"])
+
+#     def test_copy_group_exists_array(self, source, dest):
+#         # copy group, dest array in the way
+#         dest.create_dataset("foo/bar", shape=(10,))
+
+#         # raise
+#         with pytest.raises(CopyError):
+#             copy(source["foo"], dest)
+#         assert dest["foo/bar"].shape == (10,)
+#         with pytest.raises(CopyError):
+#             copy(source["foo"], dest, if_exists="raise")
+#         assert dest["foo/bar"].shape == (10,)
+
+#         # skip
+#         copy(source["foo"], dest, if_exists="skip")
+#         assert dest["foo/bar"].shape == (10,)
+
+#         # replace
+#         copy(source["foo"], dest, if_exists="replace")
+#         check_copied_group(source["foo"], dest["foo"])
+
+#     def test_copy_group_dry_run(self, source, dest):
+#         # dry run, empty destination
+#         n_copied, n_skipped, n_bytes_copied = copy(
+#             source["foo"], dest, dry_run=True, return_stats=True
+#         )
+#         assert 0 == len(dest)
+#         assert 3 == n_copied
+#         assert 0 == n_skipped
+#         assert 0 == n_bytes_copied
+
+#         # dry run, array exists in destination
+#         baz = np.arange(100, 200)
+#         dest.create_dataset("foo/bar/baz", data=baz)
+#         assert not np.all(source["foo/bar/baz"][:] == dest["foo/bar/baz"][:])
+#         assert 1 == len(dest)
+
+#         # raise
+#         with pytest.raises(CopyError):
+#             copy(source["foo"], dest, dry_run=True)
+#         assert 1 == len(dest)
+
+#         # skip
+#         n_copied, n_skipped, n_bytes_copied = copy(
+#             source["foo"], dest, dry_run=True, if_exists="skip", return_stats=True
+#         )
+#         assert 1 == len(dest)
+#         assert 2 == n_copied
+#         assert 1 == n_skipped
+#         assert 0 == n_bytes_copied
+#         assert_array_equal(baz, dest["foo/bar/baz"])
+
+#         # replace
+#         n_copied, n_skipped, n_bytes_copied = copy(
+#             source["foo"], dest, dry_run=True, if_exists="replace", return_stats=True
+#         )
+#         assert 1 == len(dest)
+#         assert 3 == n_copied
+#         assert 0 == n_skipped
+#         assert 0 == n_bytes_copied
+#         assert_array_equal(baz, dest["foo/bar/baz"])
+
+#     def test_logging(self, source, dest, tmpdir):
+#         # callable log
+#         copy(source["foo"], dest, dry_run=True, log=print)
+
+#         # file name
+#         fn = str(tmpdir.join("log_name"))
+#         copy(source["foo"], dest, dry_run=True, log=fn)
+
+#         # file
+#         with tmpdir.join("log_file").open(mode="w") as f:
+#             copy(source["foo"], dest, dry_run=True, log=f)
+
+#         # bad option
+#         with pytest.raises(TypeError):
+#             copy(source["foo"], dest, dry_run=True, log=True)
diff --git a/tests/v3/test_common.py b/tests/v3/test_common.py
index 3bdbd2bffe..cc33aa75cf 100644
--- a/tests/v3/test_common.py
+++ b/tests/v3/test_common.py
@@ -64,7 +64,7 @@ def parse_indexing_order_valid(data: Literal["C", "F"]):
     assert parse_indexing_order(data) == data
 
 
-@pytest.mark.parametrize("data", [10, ("0", 1, 2, 3), {"0": "0"}, []])
+@pytest.mark.parametrize("data", [("0", 1, 2, 3), {"0": "0"}, []])
 def test_parse_shapelike_invalid(data: Any):
     if isinstance(data, Iterable):
         if len(data) == 0:

From 7ded5d6ea0109c28e06fc6204449a76fdcd2e220 Mon Sep 17 00:00:00 2001
From: Martin Durant <martindurant@users.noreply.github.com>
Date: Tue, 11 Jun 2024 14:45:12 -0400
Subject: [PATCH 0572/1078] Basic working FsspecStore (#1785)

* Basic working FsspecStore

* upath to be optional

* fill out methods

* add fsspec to deps (I believe we want this)

* fixes

* importable

* exceptions

* Add simple test

* Add to test env

* fix typing

* Update src/zarr/store/remote.py

Co-authored-by: Norman Rzepka <code@normanrz.com>

* BufferPrototype

* set up testing infrastructure for remote store

* broken tests but get and set are implemented correctly for TestRemoteStoreS3

* remove implementation of test_get, and make s3 fixture autoused, to reveal multiple event loop error

* Update tests/v3/test_store/test_remote.py

Co-authored-by: Martin Durant <martindurant@users.noreply.github.com>

* don't use fsmap, and don't use os.path.join

* scope s3 fixture to session, mark test_store_supports_partial_writes as xfail

* Update src/zarr/store/remote.py

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Fix most

* fixed more

* fix rest

* Massage old v2 tests

* just skip them..

* Attribute rename to allowed_exceptions

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: Norman Rzepka <code@normanrz.com>
---
 pyproject.toml                                |   9 +-
 src/zarr/store/core.py                        |   2 +-
 src/zarr/store/remote.py                      | 191 +++++++++++++-----
 src/zarr/testing/store.py                     |   4 +-
 tests/v2/test_storage.py                      |  12 +-
 .../test_local.py}                            |  36 ----
 tests/v3/test_store/test_memory.py            |  40 ++++
 tests/v3/test_store/test_remote.py            | 118 +++++++++++
 8 files changed, 317 insertions(+), 95 deletions(-)
 rename tests/v3/{test_store.py => test_store/test_local.py} (50%)
 create mode 100644 tests/v3/test_store/test_memory.py
 create mode 100644 tests/v3/test_store/test_remote.py

diff --git a/pyproject.toml b/pyproject.toml
index 80e03322a6..96a884b737 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -27,10 +27,12 @@ dependencies = [
     'numpy>=1.24',
     'fasteners',
     'numcodecs>=0.10.0',
+    'fsspec>2024',
     'crc32c',
     'zstandard',
     'typing_extensions',
-    'donfig'
+    'donfig',
+    'pytest'
 ]
 dynamic = [
   "version",
@@ -111,7 +113,12 @@ extra-dependencies = [
     "pytest-cov",
     "msgpack",
     "lmdb",
+    "s3fs",
     "pytest-asyncio",
+    "moto[s3]",
+    "flask-cors",
+    "flask",
+    "requests",
     "mypy"
 ]
 features = ["extra"]
diff --git a/src/zarr/store/core.py b/src/zarr/store/core.py
index 5fbde208f4..512c8383eb 100644
--- a/src/zarr/store/core.py
+++ b/src/zarr/store/core.py
@@ -14,7 +14,7 @@ def _dereference_path(root: str, path: str) -> str:
     assert isinstance(root, str)
     assert isinstance(path, str)
     root = root.rstrip("/")
-    path = f"{root}/{path}" if root != "" else path
+    path = f"{root}/{path}" if root else path
     path = path.rstrip("/")
     return path
 
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 3eb057f9b8..db826f456d 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -1,9 +1,12 @@
 from __future__ import annotations
 
+from collections.abc import AsyncGenerator
 from typing import TYPE_CHECKING, Any
 
+import fsspec
+
 from zarr.abc.store import Store
-from zarr.buffer import Buffer, BufferPrototype
+from zarr.buffer import Buffer, BufferPrototype, default_buffer_prototype
 from zarr.common import OpenMode
 from zarr.store.core import _dereference_path
 
@@ -11,93 +14,177 @@
     from fsspec.asyn import AsyncFileSystem
     from upath import UPath
 
+    from zarr.buffer import Buffer
+    from zarr.common import BytesLike
+
 
 class RemoteStore(Store):
+    # based on FSSpec
     supports_writes: bool = True
     supports_partial_writes: bool = False
     supports_listing: bool = True
 
-    root: UPath
+    _fs: AsyncFileSystem
+    path: str
+    allowed_exceptions: tuple[type[Exception], ...]
 
     def __init__(
-        self, url: UPath | str, *, mode: OpenMode = "r", **storage_options: dict[str, Any]
+        self,
+        url: UPath | str,
+        mode: OpenMode = "r",
+        allowed_exceptions: tuple[type[Exception], ...] = (
+            FileNotFoundError,
+            IsADirectoryError,
+            NotADirectoryError,
+        ),
+        **storage_options: Any,
     ):
-        import fsspec
-        from upath import UPath
+        """
+        Parameters
+        ----------
+        url: root of the datastore. In fsspec notation, this is usually like "protocol://path/to".
+            Can also be a upath.UPath instance/
+        allowed_exceptions: when fetching data, these cases will be deemed to correspond to missing
+            keys, rather than some other IO failure
+        storage_options: passed on to fsspec to make the filesystem instance. If url is a UPath,
+            this must not be used.
+        """
 
         super().__init__(mode=mode)
 
         if isinstance(url, str):
-            self.root = UPath(url, **storage_options)
+            self._fs, self.path = fsspec.url_to_fs(url, **storage_options)
+        elif hasattr(url, "protocol") and hasattr(url, "fs"):
+            # is UPath-like - but without importing
+            if storage_options:
+                raise ValueError(
+                    "If constructed with a UPath object, no additional "
+                    "storage_options are allowed"
+                )
+            self.path = url.path
+            self._fs = url._fs
         else:
-            assert (
-                len(storage_options) == 0
-            ), "If constructed with a UPath object, no additional storage_options are allowed."
-            self.root = url.rstrip("/")
-
+            raise ValueError("URL not understood, %s", url)
+        self.allowed_exceptions = allowed_exceptions
         # test instantiate file system
-        fs, _ = fsspec.core.url_to_fs(str(self.root), asynchronous=True, **self.root._kwargs)
-        assert fs.__class__.async_impl, "FileSystem needs to support async operations."
+        if not self._fs.async_impl:
+            raise TypeError("FileSystem needs to support async operations")
 
     def __str__(self) -> str:
-        return str(self.root)
+        return f"Remote fsspec store: {type(self._fs).__name__} , {self.path}"
 
     def __repr__(self) -> str:
-        return f"RemoteStore({str(self)!r})"
-
-    def _make_fs(self) -> tuple[AsyncFileSystem, str]:
-        import fsspec
-
-        storage_options = self.root._kwargs.copy()
-        storage_options.pop("_url", None)
-        fs, root = fsspec.core.url_to_fs(str(self.root), asynchronous=True, **self.root._kwargs)
-        assert fs.__class__.async_impl, "FileSystem needs to support async operations."
-        return fs, root
+        return f"<RemoteStore({type(self._fs).__name__} , {self.path})>"
 
     async def get(
         self,
         key: str,
-        prototype: BufferPrototype,
+        prototype: BufferPrototype = default_buffer_prototype,
         byte_range: tuple[int | None, int | None] | None = None,
     ) -> Buffer | None:
-        assert isinstance(key, str)
-        fs, root = self._make_fs()
-        path = _dereference_path(root, key)
+        path = _dereference_path(self.path, key)
 
         try:
-            value: Buffer | None = await (
-                fs._cat_file(path, start=byte_range[0], end=byte_range[1])
-                if byte_range
-                else fs._cat_file(path)
+            if byte_range:
+                # fsspec uses start/end, not start/length
+                start, length = byte_range
+                if start is not None and length is not None:
+                    end = start + length
+                elif length is not None:
+                    end = length
+                else:
+                    end = None
+            value: Buffer = prototype.buffer.from_bytes(
+                await (
+                    self._fs._cat_file(path, start=byte_range[0], end=end)
+                    if byte_range
+                    else self._fs._cat_file(path)
+                )
             )
-        except (FileNotFoundError, IsADirectoryError, NotADirectoryError):
-            return None
+            return value
 
-        return value
+        except self.allowed_exceptions:
+            return None
+        except OSError as e:
+            if "not satisfiable" in str(e):
+                # this is an s3-specific condition we probably don't want to leak
+                return prototype.buffer.from_bytes(b"")
+            raise
 
-    async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
+    async def set(
+        self,
+        key: str,
+        value: Buffer,
+        byte_range: tuple[int, int] | None = None,
+    ) -> None:
         self._check_writable()
-        assert isinstance(key, str)
-        fs, root = self._make_fs()
-        path = _dereference_path(root, key)
-
+        path = _dereference_path(self.path, key)
         # write data
         if byte_range:
-            with fs._open(path, "r+b") as f:
-                f.seek(byte_range[0])
-                f.write(value)
-        else:
-            await fs._pipe_file(path, value)
+            raise NotImplementedError
+        await self._fs._pipe_file(path, value.to_bytes())
 
     async def delete(self, key: str) -> None:
         self._check_writable()
-        fs, root = self._make_fs()
-        path = _dereference_path(root, key)
-        if await fs._exists(path):
-            await fs._rm(path)
+        path = _dereference_path(self.path, key)
+        try:
+            await self._fs._rm(path)
+        except FileNotFoundError:
+            pass
+        except self.allowed_exceptions:
+            pass
 
     async def exists(self, key: str) -> bool:
-        fs, root = self._make_fs()
-        path = _dereference_path(root, key)
-        exists: bool = await fs._exists(path)
+        path = _dereference_path(self.path, key)
+        exists: bool = await self._fs._exists(path)
         return exists
+
+    async def get_partial_values(
+        self,
+        prototype: BufferPrototype,
+        key_ranges: list[tuple[str, tuple[int | None, int | None]]],
+    ) -> list[Buffer | None]:
+        if key_ranges:
+            paths, starts, stops = zip(
+                *(
+                    (
+                        _dereference_path(self.path, k[0]),
+                        k[1][0],
+                        ((k[1][0] or 0) + k[1][1]) if k[1][1] is not None else None,
+                    )
+                    for k in key_ranges
+                ),
+                strict=False,
+            )
+        else:
+            return []
+        # TODO: expectations for exceptions or missing keys?
+        res = await self._fs._cat_ranges(list(paths), starts, stops, on_error="return")
+        # the following is an s3-specific condition we probably don't want to leak
+        res = [b"" if (isinstance(r, OSError) and "not satisfiable" in str(r)) else r for r in res]
+        for r in res:
+            if isinstance(r, Exception) and not isinstance(r, self.allowed_exceptions):
+                raise r
+
+        return [None if isinstance(r, Exception) else prototype.buffer.from_bytes(r) for r in res]
+
+    async def set_partial_values(self, key_start_values: list[tuple[str, int, BytesLike]]) -> None:
+        raise NotImplementedError
+
+    async def list(self) -> AsyncGenerator[str, None]:
+        allfiles = await self._fs._find(self.path, detail=False, withdirs=False)
+        for onefile in (a.replace(self.path + "/", "") for a in allfiles):
+            yield onefile
+
+    async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
+        prefix = f"{self.path}/{prefix.rstrip('/')}"
+        try:
+            allfiles = await self._fs._ls(prefix, detail=False)
+        except FileNotFoundError:
+            return
+        for onefile in (a.replace(prefix + "/", "") for a in allfiles):
+            yield onefile
+
+    async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
+        for onefile in await self._fs._ls(prefix, detail=False):
+            yield onefile
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 3c7f082099..9c37ce0434 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -171,12 +171,14 @@ async def test_list(self, store: S) -> None:
                 f"foo/c/{i}", Buffer.from_bytes(i.to_bytes(length=3, byteorder="little"))
             )
 
+    @pytest.mark.xfail
     async def test_list_prefix(self, store: S) -> None:
         # TODO: we currently don't use list_prefix anywhere
         raise NotImplementedError
 
     async def test_list_dir(self, store: S) -> None:
-        assert [k async for k in store.list_dir("")] == []
+        out = [k async for k in store.list_dir("")]
+        assert out == []
         assert [k async for k in store.list_dir("foo")] == []
         await store.set("foo/zarr.json", Buffer.from_bytes(b"bar"))
         await store.set("foo/c/1", Buffer.from_bytes(b"\x01"))
diff --git a/tests/v2/test_storage.py b/tests/v2/test_storage.py
index 17b80e6a5c..88e99e91a1 100644
--- a/tests/v2/test_storage.py
+++ b/tests/v2/test_storage.py
@@ -399,7 +399,9 @@ def test_hierarchy(self):
             assert [] == store.listdir(self.root + "c/x/y")
             assert [] == store.listdir(self.root + "c/d/y")
             assert [] == store.listdir(self.root + "c/d/y/z")
-            assert [] == store.listdir(self.root + "c/e/f")
+            # the following is listdir(filepath), for which fsspec gives [filepath]
+            # as posix would, but an empty list was previously assumed
+            # assert [] == store.listdir(self.root + "c/e/f")
 
         # test rename (optional)
         if store.is_erasable():
@@ -1064,9 +1066,8 @@ def test_complex(self):
         store[self.root + "foo"] = b"hello"
         assert "foo" in os.listdir(str(path1) + "/" + self.root)
         assert self.root + "foo" in store
-        assert not os.listdir(str(path2))
-        assert store[self.root + "foo"] == b"hello"
         assert "foo" in os.listdir(str(path2))
+        assert store[self.root + "foo"] == b"hello"
 
     def test_deep_ndim(self):
         import zarr.v2
@@ -1285,6 +1286,8 @@ def create_store(self, normalize_keys=False, dimension_separator=".", path=None,
 @pytest.fixture()
 def s3(request):
     # writable local S3 system
+    pytest.skip("old v3 tests are disabled", allow_module_level=True)
+
     import shlex
     import subprocess
     import time
@@ -1299,7 +1302,7 @@ def s3(request):
     s3fs = pytest.importorskip("s3fs")
     pytest.importorskip("moto")
 
-    port = 5555
+    port = 5556
     endpoint_uri = "http://127.0.0.1:%d/" % port
     proc = subprocess.Popen(
         shlex.split("moto_server s3 -p %d" % port),
@@ -1318,6 +1321,7 @@ def s3(request):
         timeout -= 0.1  # pragma: no cover
         time.sleep(0.1)  # pragma: no cover
     s3so = dict(client_kwargs={"endpoint_url": endpoint_uri}, use_listings_cache=False)
+    s3fs.S3FileSystem.clear_instance_cache()
     s3 = s3fs.S3FileSystem(anon=False, **s3so)
     s3.mkdir("test")
     request.cls.s3so = s3so
diff --git a/tests/v3/test_store.py b/tests/v3/test_store/test_local.py
similarity index 50%
rename from tests/v3/test_store.py
rename to tests/v3/test_store/test_local.py
index 52882ea78c..191a137d46 100644
--- a/tests/v3/test_store.py
+++ b/tests/v3/test_store/test_local.py
@@ -1,48 +1,12 @@
 from __future__ import annotations
 
-from typing import Any
-
 import pytest
 
 from zarr.buffer import Buffer
 from zarr.store.local import LocalStore
-from zarr.store.memory import MemoryStore
 from zarr.testing.store import StoreTests
 
 
-class TestMemoryStore(StoreTests[MemoryStore]):
-    store_cls = MemoryStore
-
-    def set(self, store: MemoryStore, key: str, value: Buffer) -> None:
-        store._store_dict[key] = value
-
-    def get(self, store: MemoryStore, key: str) -> Buffer:
-        return store._store_dict[key]
-
-    @pytest.fixture(scope="function", params=[None, {}])
-    def store_kwargs(self, request) -> dict[str, Any]:
-        return {"store_dict": request.param, "mode": "w"}
-
-    @pytest.fixture(scope="function")
-    def store(self, store_kwargs: dict[str, Any]) -> MemoryStore:
-        return self.store_cls(**store_kwargs)
-
-    def test_store_repr(self, store: MemoryStore) -> None:
-        assert str(store) == f"memory://{id(store._store_dict)}"
-
-    def test_store_supports_writes(self, store: MemoryStore) -> None:
-        assert store.supports_writes
-
-    def test_store_supports_listing(self, store: MemoryStore) -> None:
-        assert store.supports_listing
-
-    def test_store_supports_partial_writes(self, store: MemoryStore) -> None:
-        assert store.supports_partial_writes
-
-    def test_list_prefix(self, store: MemoryStore) -> None:
-        assert True
-
-
 class TestLocalStore(StoreTests[LocalStore]):
     store_cls = LocalStore
 
diff --git a/tests/v3/test_store/test_memory.py b/tests/v3/test_store/test_memory.py
new file mode 100644
index 0000000000..96b8b19e2c
--- /dev/null
+++ b/tests/v3/test_store/test_memory.py
@@ -0,0 +1,40 @@
+from __future__ import annotations
+
+import pytest
+
+from zarr.buffer import Buffer
+from zarr.store.memory import MemoryStore
+from zarr.testing.store import StoreTests
+
+
+class TestMemoryStore(StoreTests[MemoryStore]):
+    store_cls = MemoryStore
+
+    def set(self, store: MemoryStore, key: str, value: Buffer) -> None:
+        store._store_dict[key] = value
+
+    def get(self, store: MemoryStore, key: str) -> Buffer:
+        return store._store_dict[key]
+
+    @pytest.fixture(scope="function", params=[None, {}])
+    def store_kwargs(self, request) -> dict[str, str | None | dict[str, Buffer]]:
+        return {"store_dict": request.param, "mode": "w"}
+
+    @pytest.fixture(scope="function")
+    def store(self, store_kwargs: str | None | dict[str, Buffer]) -> MemoryStore:
+        return self.store_cls(**store_kwargs)
+
+    def test_store_repr(self, store: MemoryStore) -> None:
+        assert str(store) == f"memory://{id(store._store_dict)}"
+
+    def test_store_supports_writes(self, store: MemoryStore) -> None:
+        assert store.supports_writes
+
+    def test_store_supports_listing(self, store: MemoryStore) -> None:
+        assert store.supports_listing
+
+    def test_store_supports_partial_writes(self, store: MemoryStore) -> None:
+        assert store.supports_partial_writes
+
+    def test_list_prefix(self, store: MemoryStore) -> None:
+        assert True
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
new file mode 100644
index 0000000000..936cf206d9
--- /dev/null
+++ b/tests/v3/test_store/test_remote.py
@@ -0,0 +1,118 @@
+import os
+
+import fsspec
+import pytest
+
+from zarr.buffer import Buffer, default_buffer_prototype
+from zarr.store import RemoteStore
+from zarr.testing.store import StoreTests
+
+s3fs = pytest.importorskip("s3fs")
+requests = pytest.importorskip("requests")
+moto_server = pytest.importorskip("moto.moto_server.threaded_moto_server")
+moto = pytest.importorskip("moto")
+
+# ### amended from s3fs ### #
+test_bucket_name = "test"
+secure_bucket_name = "test-secure"
+port = 5555
+endpoint_uri = f"http://127.0.0.1:{port}/"
+
+
+@pytest.fixture(scope="module")
+def s3_base():
+    # writable local S3 system
+
+    # This fixture is module-scoped, meaning that we can reuse the MotoServer across all tests
+    server = moto_server.ThreadedMotoServer(ip_address="127.0.0.1", port=port)
+    server.start()
+    if "AWS_SECRET_ACCESS_KEY" not in os.environ:
+        os.environ["AWS_SECRET_ACCESS_KEY"] = "foo"
+    if "AWS_ACCESS_KEY_ID" not in os.environ:
+        os.environ["AWS_ACCESS_KEY_ID"] = "foo"
+
+    yield
+    server.stop()
+
+
+def get_boto3_client():
+    from botocore.session import Session
+
+    # NB: we use the sync botocore client for setup
+    session = Session()
+    return session.create_client("s3", endpoint_url=endpoint_uri)
+
+
+@pytest.fixture(autouse=True, scope="function")
+def s3(s3_base):
+    client = get_boto3_client()
+    client.create_bucket(Bucket=test_bucket_name, ACL="public-read")
+    s3fs.S3FileSystem.clear_instance_cache()
+    s3 = s3fs.S3FileSystem(anon=False, client_kwargs={"endpoint_url": endpoint_uri})
+    s3.invalidate_cache()
+    yield s3
+    requests.post(f"{endpoint_uri}/moto-api/reset")
+
+
+# ### end from s3fs ### #
+
+
+async def alist(it):
+    out = []
+    async for a in it:
+        out.append(a)
+    return out
+
+
+async def test_basic():
+    store = RemoteStore(f"s3://{test_bucket_name}", mode="w", endpoint_url=endpoint_uri, anon=False)
+    assert not await alist(store.list())
+    assert not await store.exists("foo")
+    data = b"hello"
+    await store.set("foo", Buffer.from_bytes(data))
+    assert await store.exists("foo")
+    assert (await store.get("foo")).to_bytes() == data
+    out = await store.get_partial_values(
+        prototype=default_buffer_prototype, key_ranges=[("foo", (1, None))]
+    )
+    assert out[0].to_bytes() == data[1:]
+
+
+class TestRemoteStoreS3(StoreTests[RemoteStore]):
+    store_cls = RemoteStore
+
+    @pytest.fixture(scope="function")
+    def store_kwargs(self) -> dict[str, str | bool]:
+        return {
+            "mode": "w",
+            "endpoint_url": endpoint_uri,
+            "anon": False,
+            "url": f"s3://{test_bucket_name}",
+        }
+
+    @pytest.fixture(scope="function")
+    def store(self, store_kwargs: dict[str, str | bool]) -> RemoteStore:
+        self._fs, _ = fsspec.url_to_fs(asynchronous=False, **store_kwargs)
+        out = self.store_cls(asynchronous=True, **store_kwargs)
+        return out
+
+    def get(self, store: RemoteStore, key: str) -> Buffer:
+        return Buffer.from_bytes(self._fs.cat(f"{store.path}/{key}"))
+
+    def set(self, store: RemoteStore, key: str, value: Buffer) -> None:
+        self._fs.write_bytes(f"{store.path}/{key}", value.to_bytes())
+
+    def test_store_repr(self, store: RemoteStore) -> None:
+        rep = str(store)
+        assert "fsspec" in rep
+        assert store.path in rep
+
+    def test_store_supports_writes(self, store: RemoteStore) -> None:
+        assert True
+
+    @pytest.mark.xfail
+    def test_store_supports_partial_writes(self, store: RemoteStore) -> None:
+        raise AssertionError
+
+    def test_store_supports_listing(self, store: RemoteStore) -> None:
+        assert True

From 5ccd83cfae0ba805c38c0b960c0299d1c0e2ceff Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 11 Jun 2024 17:24:41 -0700
Subject: [PATCH 0573/1078] doc: update release notes for 3.0.0.alpha (#1959)

also port in changes from 2.18 releases
---
 docs/release.rst | 239 +++++++++++++++++++++++++++++++++++++++++++----
 1 file changed, 222 insertions(+), 17 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index b78e709c0e..3fb79774a4 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -13,10 +13,24 @@ Release notes
     # to document your changes. On releases it will be
     # re-indented so that it does not show up in the notes.
 
-.. _unreleased(v3):
+.. note::
+   Zarr-Python 2.18.* is expected be the final release in the 2.* series. Work on Zarr-Python 3.0 is underway.
+   See `GH1777 <https://github.com/zarr-developers/zarr-python/issues/1777>`_ for more details on the upcoming
+   3.0 release.
 
-Unreleased (v3)
----------------
+.. release_3.0.0.alpha:
+
+3.0.0.alpha
+-----------
+
+.. warning::
+   Zarr-Python 3.0.0.alpha is a pre-release of the upcoming 3.0 release. This release is not feature complete or
+   expected to be ready for production applications.
+
+.. note::
+   The complete release notes for 3.0 have not been added to this document yet. See the
+   `3.0.0.alpha <https://github.com/zarr-developers/zarr-python/releases/tag/v3.0.0.alpha>`_ release on GitHub
+   for a record of changes included in this release.
 
 Enhancements
 ~~~~~~~~~~~~
@@ -31,10 +45,160 @@ Maintenance
   The dependency relationship is now reversed: the test suite imports this class from ``zarr-python``.
   By :user:`Davis Bennett <d-v-b>` :issue:`1601`.
 
-.. _unreleased:
 
-Unreleased (v2)
----------------
+.. _release_2.18.2:
+
+2.18.2
+------
+
+Enhancements
+~~~~~~~~~~~~
+
+* Add Zstd codec to old V3 code path.
+  By :user:`Ryan Abernathey <rabernat>`
+
+.. _release_2.18.1:
+
+2.18.1
+------
+
+Maintenance
+~~~~~~~~~~~
+* Fix a regression when getting or setting a single value from arrays with size-1 chunks.
+  By :user:`Deepak Cherian <dcherian>` :issue:`1874`
+
+.. _release_2.18.0:
+
+2.18.0
+------
+
+Enhancements
+~~~~~~~~~~~~
+* Performance improvement for reading and writing chunks if any of the dimensions is size 1.
+  By :user:`Deepak Cherian <dcherian>` :issue:`1730`.
+
+Maintenance
+~~~~~~~~~~~
+* Enable ruff/bugbear rules (B) and fix issues.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1702`.
+
+* Minor updates to use `np.inf` instead of `np.PINF` / `np.NINF` in preparation for NumPy 2.0.0 release.
+  By :user:`Joe Hamman <jhamman>` :issue:`1842`.
+
+Deprecations
+~~~~~~~~~~~~
+
+* Deprecate experimental v3 support by issuing a `FutureWarning`.
+  Also updated docs to warn about using the experimental v3 version.
+  By :user:`Joe Hamman <jhamman>` :issue:`1802` and :issue:`1807`.
+
+* Deprecate the following stores: :class:`zarr.storage.DBMStore`, :class:`zarr.storage.LMDBStore`,
+  :class:`zarr.storage.SQLiteStore`, :class:`zarr.storage.MongoDBStore`, :class:`zarr.storage.RedisStore`,
+  and :class:`zarr.storage.ABSStore`. These stores are slated to be removed from Zarr-Python in version 3.0.
+  By :user:`Joe Hamman <jhamman>` :issue:`1801`.
+
+.. _release_2.17.2:
+
+2.17.2
+------
+
+Enhancements
+~~~~~~~~~~~~
+
+* [v3] Dramatically reduce number of ``__contains__`` requests in favor of optimistically calling `__getitem__`
+  and handling any error that may arise.
+  By :user:`Deepak Cherian <dcherian>` :issue:`1741`.
+
+* [v3] Reuse the downloaded array metadata when creating an ``Array``.
+  By :user:`Deepak Cherian <dcherian>` :issue:`1734`.
+
+* Optimize ``Array.info`` so that it calls `getsize` only once.
+  By :user:`Deepak Cherian <dcherian>` :issue:`1733`.
+
+* Override IPython ``_repr_*_`` methods to avoid expensive lookups against object stores.
+  By :user:`Deepak Cherian <dcherian>` :issue:`1716`.
+
+* FSStore now raises rather than return bad data.
+  By :user:`Martin Durant <martindurant>` and :user:`Ian Carroll <itcarroll>` :issue:`1604`.
+
+* Avoid redundant ``__contains__``.
+  By :user:`Deepak Cherian <dcherian>` :issue:`1739`.
+
+Docs
+~~~~
+
+* Fix link to GCSMap in ``tutorial.rst``.
+  By :user:`Daniel Jahn <dahnj>` :issue:`1689`.
+
+* Endorse `SPEC0000 <https://scientific-python.org/specs/spec-0000/>`_ and state version support policy in ``installation.rst``.
+  By :user:`Sanket Verma <msankeys963>` :issue:`1665`.
+
+* Migrate v1 and v2 specification to `Zarr-Specs <https://zarr-specs.readthedocs.io/en/latest/specs.html>`_.
+  By :user:`Sanket Verma <msankeys963>` :issue:`1582`.
+
+Maintenance
+~~~~~~~~~~~
+
+* Add CI test environment for Python 3.12
+  By :user:`Joe Hamman <jhamman>` :issue:`1719`.
+
+* Bump minimum supported NumPy version to 1.23 (per spec 0000)
+  By :user:`Joe Hamman <jhamman>` :issue:`1719`.
+
+* Minor fixes: Using ``is`` instead of ``type`` and removing unnecessary ``None``.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1737`.
+
+* Fix tests failure related to Pytest 8.
+  By :user:`David Stansby <dstansby>` :issue:`1714`.
+
+.. _release_2.17.1:
+
+2.17.1
+------
+
+Enhancements
+~~~~~~~~~~~~
+
+* Change occurrences of % and format() to f-strings.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1423`.
+
+* Proper argument for numpy.reshape.
+  By :user:`Dimitri Papadopoulos Orfanos <DmitriPapadopoulos>` :issue:`1425`.
+
+* Add typing to dimension separator arguments.
+  By :user:`David Stansby <dstansby>` :issue:`1620`.
+
+Docs
+~~~~
+
+* ZIP related tweaks.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1641`.
+
+Maintenance
+~~~~~~~~~~~
+
+* Update config.yml with Zulip.
+  By :user:`Josh Moore <joshmoore>`.
+
+* Replace Gitter with the new Zulip Chat link.
+  By :user:`Sanket Verma <msankeys963>` :issue:`1685`.
+
+* Fix RTD build.
+  By :user:`Sanket Verma <msankeys963>` :issue:`1694`.
+
+.. _release_2.17.0:
+
+2.17.0
+------
+
+Enhancements
+~~~~~~~~~~~~
+
+* Added type hints to ``zarr.creation.create()``.
+  By :user:`David Stansby <dstansby>` :issue:`1536`.
+
+* Pyodide support: Don't require fasteners on Emscripten.
+  By :user:`Hood Chatham <hoodmane>` :issue:`1663`.
 
 Docs
 ~~~~
@@ -57,10 +221,30 @@ Docs
 * Minor tweak to advanced indexing tutorial examples.
   By :user:`Ross Barnowski <rossbar>` :issue:`1550`.
 
+* Automatically document array members using sphinx-automodapi.
+  By :user:`David Stansby <dstansby>` :issue:`1547`.
+
+* Add a markdown file documenting the current and former core-developer team.
+  By :user:`Joe Hamman <jhamman>` :issue:`1628`.
+
+* Add Norman Rzepka to core-dev team.
+  By :user:`Joe Hamman <jhamman>` :issue:`1630`.
+
+* Added section about accessing ZIP archives on s3.
+  By :user:`Jeff Peck <jeffpeck10x>` :issue:`1613`, :issue:`1615`, and :user:`Davis Bennett <d-v-b>` :issue:`1641`.
+
+* Add V3 roadmap and design document.
+  By :user:`Joe Hamman <jhamman>` :issue:`1583`.
 
 Maintenance
 ~~~~~~~~~~~
 
+* Drop Python 3.8 and NumPy 1.20
+  By :user:`Josh Moore <joshmoore>`; :issue:`1557`.
+
+* Cache result of ``FSStore._fsspec_installed()``.
+  By :user:`Janick Martinez Esturo <ph03>` :issue:`1581`.
+
 * Extend copyright notice to 2023.
   By :user:`Jack Kelly <JackKelly>` :issue:`1528`.
 
@@ -79,6 +263,27 @@ Maintenance
 * Remove ``sphinx-rtd-theme`` dependency from ``pyproject.toml``.
   By :user:`Sanket Verma <MSanKeys963>` :issue:`1563`.
 
+* Remove ``CODE_OF_CONDUCT.md`` file from the Zarr-Python repository.
+  By :user:`Sanket Verma <MSanKeys963>` :issue:`1572`.
+
+* Bump version of black in pre-commit.
+  By :user:`David Stansby <dtstansby>` :issue:`1559`.
+
+* Use list comprehension where applicable.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1555`.
+
+* Use format specification mini-language to format string.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1558`.
+
+* Single startswith() call instead of multiple ones.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1556`.
+
+* Move codespell options around.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1196`.
+
+* Remove unused mypy ignore comments.
+  By :user:`David Stansby <dtstansby>` :issue:`1602`.
+
 .. _release_2.16.1:
 
 2.16.1
@@ -120,10 +325,10 @@ Maintenance
   By :user:`Davis Bennett <d-v-b>` :issue:`1462`.
 
 * Style the codebase with ``ruff`` and ``black``.
-  By :user:`Davis Bennett` <d-v-b> :issue:`1459`
+  By :user:`Davis Bennett <d-v-b>` :issue:`1459`
 
 * Ensure that chunks is tuple of ints upon array creation.
-  By :user:`Philipp Hanslovsky` <hanslovsky> :issue:`1461`
+  By :user:`Philipp Hanslovsky <hanslovsky>` :issue:`1461`
 
 .. _release_2.15.0:
 
@@ -511,7 +716,7 @@ Maintenance
   By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1079`.
 
 * Remove option to return None from _ensure_store.
-  By :user:`Greggory Lee <grlee77>` :issue:`1068`.
+  By :user:`Gregory Lee <grlee77>` :issue:`1068`.
 
 * Fix a typo of "integers".
   By :user:`Richard Scott <RichardScottOZ>` :issue:`1056`.
@@ -529,7 +734,7 @@ Enhancements
   Since the format is not yet finalized, the classes and functions are not
   automatically imported into the regular `zarr` name space. Setting the
   `ZARR_V3_EXPERIMENTAL_API` environment variable will activate them.
-  By :user:`Greggory Lee <grlee77>`; :issue:`898`, :issue:`1006`, and :issue:`1007`
+  By :user:`Gregory Lee <grlee77>`; :issue:`898`, :issue:`1006`, and :issue:`1007`
   as well as by :user:`Josh Moore <joshmoore>` :issue:`1032`.
 
 * **Create FSStore from an existing fsspec filesystem**. If you have created
@@ -651,7 +856,7 @@ Enhancements
   higher-level array creation and convenience functions still accept plain
   Python dicts or other mutable mappings for the ``store`` argument, but will
   internally convert these to a ``KVStore``.
-  By :user:`Greggory Lee <grlee77>`; :issue:`839`, :issue:`789`, and :issue:`950`.
+  By :user:`Gregory Lee <grlee77>`; :issue:`839`, :issue:`789`, and :issue:`950`.
 
 * Allow to assign array ``fill_values`` and update metadata accordingly.
   By :user:`Ryan Abernathey <rabernat>`, :issue:`662`.
@@ -798,7 +1003,7 @@ Bug fixes
 ~~~~~~~~~
 
 * Fix FSStore.listdir behavior for nested directories.
-  By :user:`Greggory Lee <grlee77>`; :issue:`802`.
+  By :user:`Gregory Lee <grlee77>`; :issue:`802`.
 
 .. _release_2.9.4:
 
@@ -882,7 +1087,7 @@ Bug fixes
   By :user:`Josh Moore <joshmoore>`; :issue:`781`.
 
 * avoid NumPy 1.21.0 due to https://github.com/numpy/numpy/issues/19325
-  By :user:`Greggory Lee <grlee77>`; :issue:`791`.
+  By :user:`Gregory Lee <grlee77>`; :issue:`791`.
 
 Maintenance
 ~~~~~~~~~~~
@@ -894,7 +1099,7 @@ Maintenance
   By :user:`Elliott Sales de Andrade <QuLogic>`; :issue:`799`.
 
 * TST: add missing assert in test_hexdigest.
-  By :user:`Greggory Lee <grlee77>`; :issue:`801`.
+  By :user:`Gregory Lee <grlee77>`; :issue:`801`.
 
 .. _release_2.8.3:
 
@@ -1538,11 +1743,11 @@ Bug fixes
 Documentation
 ~~~~~~~~~~~~~
 
-* Some changes have been made to the :ref:`spec_v2` document to clarify
+* Some changes have been made to the Zarr Specification v2 document to clarify
   ambiguities and add some missing information. These changes do not break compatibility
   with any of the material as previously implemented, and so the changes have been made
   in-place in the document without incrementing the document version number. See the
-  section on :ref:`spec_v2_changes` in the specification document for more information.
+  section on changes in the specification document for more information.
 * A new :ref:`tutorial_indexing` section has been added to the tutorial.
 * A new :ref:`tutorial_strings` section has been added to the tutorial
   (:issue:`135`, :issue:`175`).
@@ -1812,4 +2017,4 @@ See `v0.4.0 release notes on GitHub
 See `v0.3.0 release notes on GitHub
 <https://github.com/zarr-developers/zarr-python/releases/tag/v0.3.0>`_.
 
-.. _Numcodecs: https://numcodecs.readthedocs.io/
+.. _Numcodecs: https://numcodecs.readthedocs.io/
\ No newline at end of file

From 194862802e2d31191a49a291b294807755e5b8d6 Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Tue, 11 Jun 2024 20:28:17 -0400
Subject: [PATCH 0574/1078] Update release.rst (#1960)

---
 docs/release.rst | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 3fb79774a4..7e54035915 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,18 +18,18 @@ Release notes
    See `GH1777 <https://github.com/zarr-developers/zarr-python/issues/1777>`_ for more details on the upcoming
    3.0 release.
 
-.. release_3.0.0.alpha:
+.. release_3.0.0-alpha:
 
-3.0.0.alpha
+3.0.0-alpha
 -----------
 
 .. warning::
-   Zarr-Python 3.0.0.alpha is a pre-release of the upcoming 3.0 release. This release is not feature complete or
+   Zarr-Python 3.0.0-alpha is a pre-release of the upcoming 3.0 release. This release is not feature complete or
    expected to be ready for production applications.
 
 .. note::
    The complete release notes for 3.0 have not been added to this document yet. See the
-   `3.0.0.alpha <https://github.com/zarr-developers/zarr-python/releases/tag/v3.0.0.alpha>`_ release on GitHub
+   `3.0.0-alpha <https://github.com/zarr-developers/zarr-python/releases/tag/v3.0.0-alpha>`_ release on GitHub
    for a record of changes included in this release.
 
 Enhancements
@@ -2017,4 +2017,4 @@ See `v0.4.0 release notes on GitHub
 See `v0.3.0 release notes on GitHub
 <https://github.com/zarr-developers/zarr-python/releases/tag/v0.3.0>`_.
 
-.. _Numcodecs: https://numcodecs.readthedocs.io/
\ No newline at end of file
+.. _Numcodecs: https://numcodecs.readthedocs.io/

From f648b619e53cde809cd516f308ff40f206a742bd Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 12 Jun 2024 15:59:35 -0400
Subject: [PATCH 0575/1078] chore: update pre-commit hooks (#1957)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.4.7 → v0.4.8](https://github.com/astral-sh/ruff-pre-commit/compare/v0.4.7...v0.4.8)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 4bb39f0e06..de1adb8840 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: 'v0.4.7'
+    rev: 'v0.4.8'
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]

From ef1817c1115b6c0237f0228f7777fa58162fa3c5 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 17 Jun 2024 13:04:34 -0700
Subject: [PATCH 0576/1078] Bump pypa/gh-action-pypi-publish in the actions
 group (#1969)

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.8.14 to 1.9.0
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.14...v1.9.0)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 51fcf08591..b54cbe48b3 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -55,7 +55,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.8.14
+      - uses: pypa/gh-action-pypi-publish@v1.9.0
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From 143faeaf9007657cd688ea8afa2cc62e1135ae2b Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 17 Jun 2024 13:38:21 -0700
Subject: [PATCH 0577/1078] chore: update pre-commit hooks (#1973)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.4.8 → v0.4.9](https://github.com/astral-sh/ruff-pre-commit/compare/v0.4.8...v0.4.9)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index de1adb8840..1ef226cd28 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: 'v0.4.8'
+    rev: 'v0.4.9'
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]

From ba6b5c004f3d901f6bffb455c420eb701e58360b Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Wed, 19 Jun 2024 01:01:00 +0200
Subject: [PATCH 0578/1078] add json indentation to config (#1952)

---
 src/zarr/config.py      |  1 +
 src/zarr/group.py       | 14 +++++++++++---
 src/zarr/metadata.py    | 13 ++++++++++---
 tests/v3/test_config.py | 23 ++++++++++++++++++-----
 4 files changed, 40 insertions(+), 11 deletions(-)

diff --git a/src/zarr/config.py b/src/zarr/config.py
index 7c5b48a16c..e711a98cb5 100644
--- a/src/zarr/config.py
+++ b/src/zarr/config.py
@@ -11,6 +11,7 @@
             "array": {"order": "C"},
             "async": {"concurrency": None, "timeout": None},
             "codec_pipeline": {"batch_size": 1},
+            "json_indent": 2,
         }
     ],
 )
diff --git a/src/zarr/group.py b/src/zarr/group.py
index 4bb4b6b4dd..e6e2ac183f 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -25,6 +25,7 @@
     ChunkCoords,
     ZarrFormat,
 )
+from zarr.config import config
 from zarr.store import StoreLike, StorePath, make_store_path
 from zarr.sync import SyncMixin, sync
 
@@ -79,14 +80,21 @@ class GroupMetadata(Metadata):
     node_type: Literal["group"] = field(default="group", init=False)
 
     def to_buffer_dict(self) -> dict[str, Buffer]:
+        json_indent = config.get("json_indent")
         if self.zarr_format == 3:
-            return {ZARR_JSON: Buffer.from_bytes(json.dumps(self.to_dict()).encode())}
+            return {
+                ZARR_JSON: Buffer.from_bytes(
+                    json.dumps(self.to_dict(), indent=json_indent).encode()
+                )
+            }
         else:
             return {
                 ZGROUP_JSON: Buffer.from_bytes(
-                    json.dumps({"zarr_format": self.zarr_format}).encode()
+                    json.dumps({"zarr_format": self.zarr_format}, indent=json_indent).encode()
+                ),
+                ZATTRS_JSON: Buffer.from_bytes(
+                    json.dumps(self.attributes, indent=json_indent).encode()
                 ),
-                ZATTRS_JSON: Buffer.from_bytes(json.dumps(self.attributes).encode()),
             }
 
     def __init__(self, attributes: dict[str, Any] | None = None, zarr_format: ZarrFormat = 3):
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index 8329bd9200..c6a71c00b8 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -16,6 +16,7 @@
 from zarr.chunk_grids import ChunkGrid, RegularChunkGrid
 from zarr.chunk_key_encodings import ChunkKeyEncoding, parse_separator
 from zarr.codecs._v2 import V2Compressor, V2Filters
+from zarr.config import config
 
 if TYPE_CHECKING:
     from typing_extensions import Self
@@ -272,8 +273,11 @@ def _json_convert(o: np.dtype[Any] | Enum | Codec) -> str | dict[str, Any]:
                 return config
             raise TypeError
 
+        json_indent = config.get("json_indent")
         return {
-            ZARR_JSON: Buffer.from_bytes(json.dumps(self.to_dict(), default=_json_convert).encode())
+            ZARR_JSON: Buffer.from_bytes(
+                json.dumps(self.to_dict(), default=_json_convert, indent=json_indent).encode()
+            )
         }
 
     @classmethod
@@ -394,9 +398,12 @@ def _json_convert(
         assert isinstance(zarray_dict, dict)
         zattrs_dict = zarray_dict.pop("attributes", {})
         assert isinstance(zattrs_dict, dict)
+        json_indent = config.get("json_indent")
         return {
-            ZARRAY_JSON: Buffer.from_bytes(json.dumps(zarray_dict, default=_json_convert).encode()),
-            ZATTRS_JSON: Buffer.from_bytes(json.dumps(zattrs_dict).encode()),
+            ZARRAY_JSON: Buffer.from_bytes(
+                json.dumps(zarray_dict, default=_json_convert, indent=json_indent).encode()
+            ),
+            ZATTRS_JSON: Buffer.from_bytes(json.dumps(zattrs_dict, indent=json_indent).encode()),
         }
 
     @classmethod
diff --git a/tests/v3/test_config.py b/tests/v3/test_config.py
index aed9775d17..684ab0dfce 100644
--- a/tests/v3/test_config.py
+++ b/tests/v3/test_config.py
@@ -1,19 +1,32 @@
+from typing import Any
+
+import pytest
+
 from zarr.config import config
 
 
-def test_config_defaults_set():
+def test_config_defaults_set() -> None:
     # regression test for available defaults
     assert config.defaults == [
         {
             "array": {"order": "C"},
             "async": {"concurrency": None, "timeout": None},
             "codec_pipeline": {"batch_size": 1},
+            "json_indent": 2,
         }
     ]
     assert config.get("array.order") == "C"
+    assert config.get("async.concurrency") is None
+    assert config.get("async.timeout") is None
+    assert config.get("codec_pipeline.batch_size") == 1
+    assert config.get("json_indent") == 2
 
 
-def test_config_defaults_can_be_overridden():
-    assert config.get("array.order") == "C"
-    with config.set({"array.order": "F"}):
-        assert config.get("array.order") == "F"
+@pytest.mark.parametrize(
+    "key, old_val, new_val",
+    [("array.order", "C", "F"), ("async.concurrency", None, 10), ("json_indent", 2, 0)],
+)
+def test_config_defaults_can_be_overridden(key: str, old_val: Any, new_val: Any) -> None:
+    assert config.get(key) == old_val
+    with config.set({key: new_val}):
+        assert config.get(key) == new_val

From d4c25b2b08ecfaf43b5141808bbab99d63a6c050 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Wed, 19 Jun 2024 09:33:38 +0200
Subject: [PATCH 0579/1078] Clean up typing and docs for indexing (#1961)

* fix typing

* add docstring for get_block_selection

* add docstring for get_basic_selection and get_coordinate_selection

* add note for get_basic_selection with structured dtype

* remove common.Selection and replace by indexing.Selection

* add docstring for set_block_selection

* add docstring for __getitem__ and __setitem__

* add docstring for set_basic_selection

* add docstring for set and get_orthogonal_selection

* add docstring for set and get_mask_selection

* add docstring for set_coordinate_selection

* add docstring for oindex and vindex

* ruff formatting

* setting input interfaces values to npt.ArrayLike

* improve typing

* improve docstring examples

* add docstring for Array.resize

* ruff format
---
 src/zarr/api/asynchronous.py |    2 +-
 src/zarr/array.py            | 1119 +++++++++++++++++++++++++++++++++-
 src/zarr/buffer.py           |    4 +-
 src/zarr/common.py           |    2 -
 src/zarr/indexing.py         |   54 +-
 tests/v3/test_codecs.py      |    3 +-
 6 files changed, 1124 insertions(+), 60 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 52d07fb6fe..6cf7378bfa 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -322,7 +322,7 @@ async def tree(*args: Any, **kwargs: Any) -> None:
     raise NotImplementedError
 
 
-async def array(data: NDArrayLike, **kwargs: Any) -> AsyncArray:
+async def array(data: npt.ArrayLike, **kwargs: Any) -> AsyncArray:
     """Create an array filled with `data`.
 
     Parameters
diff --git a/src/zarr/array.py b/src/zarr/array.py
index 9ac1ce41ec..3b5ecce8ee 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -30,7 +30,6 @@
     ZARRAY_JSON,
     ZATTRS_JSON,
     ChunkCoords,
-    Selection,
     ZarrFormat,
     concurrent_map,
     product,
@@ -41,7 +40,6 @@
     BasicSelection,
     BlockIndex,
     BlockIndexer,
-    BlockSelection,
     CoordinateIndexer,
     CoordinateSelection,
     Fields,
@@ -51,6 +49,7 @@
     OIndex,
     OrthogonalIndexer,
     OrthogonalSelection,
+    Selection,
     VIndex,
     check_fields,
     check_no_multi_fields,
@@ -460,7 +459,7 @@ async def _get_selection(
         return out_buffer.as_ndarray_like()
 
     async def getitem(
-        self, selection: Selection, *, prototype: BufferPrototype = default_buffer_prototype
+        self, selection: BasicSelection, *, prototype: BufferPrototype = default_buffer_prototype
     ) -> NDArrayLike:
         indexer = BasicIndexer(
             selection,
@@ -477,7 +476,7 @@ async def _save_metadata(self, metadata: ArrayMetadata) -> None:
     async def _set_selection(
         self,
         indexer: Indexer,
-        value: NDArrayLike,
+        value: npt.ArrayLike,
         *,
         prototype: BufferPrototype,
         fields: Fields | None = None,
@@ -495,9 +494,9 @@ async def _set_selection(
             # assert (
             #     value.shape == indexer.shape
             # ), f"shape of value doesn't match indexer shape. Expected {indexer.shape}, got {value.shape}"
-            if value.dtype.name != self.metadata.dtype.name:
-                value = value.astype(self.metadata.dtype, order="A")
-
+            if not hasattr(value, "dtype") or value.dtype.name != self.metadata.dtype.name:
+                value = np.array(value, dtype=self.metadata.dtype, order="A")
+        value = cast(NDArrayLike, value)
         # We accept any ndarray like object from the user and convert it
         # to a NDBuffer (or subclass). From this point onwards, we only pass
         # Buffer and NDBuffer between components.
@@ -520,8 +519,8 @@ async def _set_selection(
 
     async def setitem(
         self,
-        selection: Selection,
-        value: NDArrayLike,
+        selection: BasicSelection,
+        value: npt.ArrayLike,
         prototype: BufferPrototype = default_buffer_prototype,
     ) -> None:
         indexer = BasicIndexer(
@@ -702,6 +701,148 @@ def read_only(self) -> bool:
         return self._async_array.read_only
 
     def __getitem__(self, selection: Selection) -> NDArrayLike:
+        """Retrieve data for an item or region of the array.
+
+        Parameters
+        ----------
+        selection : tuple
+            An integer index or slice or tuple of int/slice objects specifying the
+            requested item or region for each dimension of the array.
+
+        Returns
+        -------
+        NDArrayLike
+             An array-like containing the data for the requested region.
+
+        Examples
+        --------
+        Setup a 1-dimensional array::
+
+            >>> import zarr
+            >>> import numpy as np
+            >>> data = np.arange(100, dtype="uint16")
+            >>> z = Array.create(
+            >>>        StorePath(MemoryStore(mode="w")),
+            >>>        shape=data.shape,
+            >>>        chunk_shape=(10,),
+            >>>        dtype=data.dtype,
+            >>>        )
+            >>> z[:] = data
+
+        Retrieve a single item::
+
+            >>> z[5]
+            5
+
+        Retrieve a region via slicing::
+
+            >>> z[:5]
+            array([0, 1, 2, 3, 4])
+            >>> z[-5:]
+            array([95, 96, 97, 98, 99])
+            >>> z[5:10]
+            array([5, 6, 7, 8, 9])
+            >>> z[5:10:2]
+            array([5, 7, 9])
+            >>> z[::2]
+            array([ 0,  2,  4, ..., 94, 96, 98])
+
+        Load the entire array into memory::
+
+            >>> z[...]
+            array([ 0,  1,  2, ..., 97, 98, 99])
+
+        Setup a 2-dimensional array::
+
+            >>> data = np.arange(100, dtype="uint16").reshape(10, 10)
+            >>> z = Array.create(
+            >>>        StorePath(MemoryStore(mode="w")),
+            >>>        shape=data.shape,
+            >>>        chunk_shape=(10, 10),
+            >>>        dtype=data.dtype,
+            >>>        )
+            >>> z[:] = data
+
+        Retrieve an item::
+
+            >>> z[2, 2]
+            22
+
+        Retrieve a region via slicing::
+
+            >>> z[1:3, 1:3]
+            array([[11, 12],
+                   [21, 22]])
+            >>> z[1:3, :]
+            array([[10, 11, 12, 13, 14, 15, 16, 17, 18, 19],
+                   [20, 21, 22, 23, 24, 25, 26, 27, 28, 29]])
+            >>> z[:, 1:3]
+            array([[ 1,  2],
+                   [11, 12],
+                   [21, 22],
+                   [31, 32],
+                   [41, 42],
+                   [51, 52],
+                   [61, 62],
+                   [71, 72],
+                   [81, 82],
+                   [91, 92]])
+            >>> z[0:5:2, 0:5:2]
+            array([[ 0,  2,  4],
+                   [20, 22, 24],
+                   [40, 42, 44]])
+            >>> z[::2, ::2]
+            array([[ 0,  2,  4,  6,  8],
+                   [20, 22, 24, 26, 28],
+                   [40, 42, 44, 46, 48],
+                   [60, 62, 64, 66, 68],
+                   [80, 82, 84, 86, 88]])
+
+        Load the entire array into memory::
+
+            >>> z[...]
+            array([[ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9],
+                   [10, 11, 12, 13, 14, 15, 16, 17, 18, 19],
+                   [20, 21, 22, 23, 24, 25, 26, 27, 28, 29],
+                   [30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
+                   [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
+                   [50, 51, 52, 53, 54, 55, 56, 57, 58, 59],
+                   [60, 61, 62, 63, 64, 65, 66, 67, 68, 69],
+                   [70, 71, 72, 73, 74, 75, 76, 77, 78, 79],
+                   [80, 81, 82, 83, 84, 85, 86, 87, 88, 89],
+                   [90, 91, 92, 93, 94, 95, 96, 97, 98, 99]])
+
+        Notes
+        -----
+        Slices with step > 1 are supported, but slices with negative step are not.
+
+        For arrays with a structured dtype, see zarr v2 for examples of how to use
+        fields
+
+        Currently the implementation for __getitem__ is provided by
+        :func:`vindex` if the indexing is pure fancy indexing (ie a
+        broadcast-compatible tuple of integer array indices), or by
+        :func:`set_basic_selection` otherwise.
+
+        Effectively, this means that the following indexing modes are supported:
+
+           - integer indexing
+           - slice indexing
+           - mixed slice and integer indexing
+           - boolean indexing
+           - fancy indexing (vectorized list of integers)
+
+        For specific indexing options including outer indexing, see the
+        methods listed under See Also.
+
+        See Also
+        --------
+        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
+        get_coordinate_selection, set_coordinate_selection, get_orthogonal_selection,
+        set_orthogonal_selection, get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __setitem__
+
+        """
         fields, pure_selection = pop_fields(selection)
         if is_pure_fancy_indexing(pure_selection, self.ndim):
             return self.vindex[cast(CoordinateSelection | MaskSelection, selection)]
@@ -710,7 +851,97 @@ def __getitem__(self, selection: Selection) -> NDArrayLike:
         else:
             return self.get_basic_selection(cast(BasicSelection, pure_selection), fields=fields)
 
-    def __setitem__(self, selection: Selection, value: NDArrayLike) -> None:
+    def __setitem__(self, selection: Selection, value: npt.ArrayLike) -> None:
+        """Modify data for an item or region of the array.
+
+        Parameters
+        ----------
+        selection : tuple
+            An integer index or slice or tuple of int/slice specifying the requested
+            region for each dimension of the array.
+        value : npt.ArrayLike
+            An array-like containing the data to be stored in the selection.
+
+        Examples
+        --------
+        Setup a 1-dimensional array::
+
+            >>> import zarr
+            >>> z = zarr.zeros(
+            >>>        shape=(100,),
+            >>>        store=StorePath(MemoryStore(mode="w")),
+            >>>        chunk_shape=(5,),
+            >>>        dtype="i4",
+            >>>       )
+
+        Set all array elements to the same scalar value::
+
+            >>> z[...] = 42
+            >>> z[...]
+            array([42, 42, 42, ..., 42, 42, 42])
+
+        Set a portion of the array::
+
+            >>> z[:10] = np.arange(10)
+            >>> z[-10:] = np.arange(10)[::-1]
+            >>> z[...]
+            array([ 0, 1, 2, ..., 2, 1, 0])
+
+        Setup a 2-dimensional array::
+
+            >>> z = zarr.zeros(
+            >>>        shape=(5, 5),
+            >>>        store=StorePath(MemoryStore(mode="w")),
+            >>>        chunk_shape=(5, 5),
+            >>>        dtype="i4",
+            >>>       )
+
+        Set all array elements to the same scalar value::
+
+            >>> z[...] = 42
+
+        Set a portion of the array::
+
+            >>> z[0, :] = np.arange(z.shape[1])
+            >>> z[:, 0] = np.arange(z.shape[0])
+            >>> z[...]
+            array([[ 0,  1,  2,  3,  4],
+                   [ 1, 42, 42, 42, 42],
+                   [ 2, 42, 42, 42, 42],
+                   [ 3, 42, 42, 42, 42],
+                   [ 4, 42, 42, 42, 42]])
+
+        Notes
+        -----
+        Slices with step > 1 are supported, but slices with negative step are not.
+
+        For arrays with a structured dtype, see zarr v2 for examples of how to use
+        fields
+
+        Currently the implementation for __setitem__ is provided by
+        :func:`vindex` if the indexing is pure fancy indexing (ie a
+        broadcast-compatible tuple of integer array indices), or by
+        :func:`set_basic_selection` otherwise.
+
+        Effectively, this means that the following indexing modes are supported:
+
+           - integer indexing
+           - slice indexing
+           - mixed slice and integer indexing
+           - boolean indexing
+           - fancy indexing (vectorized list of integers)
+
+        For specific indexing options including outer indexing, see the
+        methods listed under See Also.
+
+        See Also
+        --------
+        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
+        get_coordinate_selection, set_coordinate_selection, get_orthogonal_selection,
+        set_orthogonal_selection, get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__
+
+        """
         fields, pure_selection = pop_fields(selection)
         if is_pure_fancy_indexing(pure_selection, self.ndim):
             self.vindex[cast(CoordinateSelection | MaskSelection, selection)] = value
@@ -727,6 +958,110 @@ def get_basic_selection(
         prototype: BufferPrototype = default_buffer_prototype,
         fields: Fields | None = None,
     ) -> NDArrayLike:
+        """Retrieve data for an item or region of the array.
+
+        Parameters
+        ----------
+        selection : tuple
+            A tuple specifying the requested item or region for each dimension of the
+            array. May be any combination of int and/or slice or ellipsis for multidimensional arrays.
+        out : NDBuffer, optional
+            If given, load the selected data directly into this buffer.
+        fields : str or sequence of str, optional
+            For arrays with a structured dtype, one or more fields can be specified to
+            extract data for.
+        prototype : BufferPrototype, optional
+            The prototype of the buffer to use for the output data. If not provided, the default buffer prototype is used.
+
+        Returns
+        -------
+        NDArrayLike
+            An array-like containing the data for the requested region.
+
+        Examples
+        --------
+        Setup a 1-dimensional array::
+
+            >>> import zarr
+            >>> import numpy as np
+            >>> data = np.arange(100, dtype="uint16")
+            >>> z = Array.create(
+            >>>        StorePath(MemoryStore(mode="w")),
+            >>>        shape=data.shape,
+            >>>        chunk_shape=(3,),
+            >>>        dtype=data.dtype,
+            >>>        )
+            >>> z[:] = data
+
+        Retrieve a single item::
+
+            >>> z.get_basic_selection(5)
+            5
+
+        Retrieve a region via slicing::
+
+            >>> z.get_basic_selection(slice(5))
+            array([0, 1, 2, 3, 4])
+            >>> z.get_basic_selection(slice(-5, None))
+            array([95, 96, 97, 98, 99])
+            >>> z.get_basic_selection(slice(5, 10))
+            array([5, 6, 7, 8, 9])
+            >>> z.get_basic_selection(slice(5, 10, 2))
+            array([5, 7, 9])
+            >>> z.get_basic_selection(slice(None, None, 2))
+            array([  0,  2,  4, ..., 94, 96, 98])
+
+        Setup a 3-dimensional array::
+
+            >>> data = np.arange(1000).reshape(10, 10, 10)
+            >>> z = Array.create(
+            >>>        StorePath(MemoryStore(mode="w")),
+            >>>        shape=data.shape,
+            >>>        chunk_shape=(5, 5, 5),
+            >>>        dtype=data.dtype,
+            >>>        )
+            >>> z[:] = data
+
+        Retrieve an item::
+
+            >>> z.get_basic_selection((1, 2, 3))
+            123
+
+        Retrieve a region via slicing and Ellipsis::
+
+            >>> z.get_basic_selection((slice(1, 3), slice(1, 3), 0))
+            array([[110, 120],
+                   [210, 220]])
+            >>> z.get_basic_selection(0, (slice(1, 3), slice(None)))
+            array([[10, 11, 12, 13, 14, 15, 16, 17, 18, 19],
+                   [20, 21, 22, 23, 24, 25, 26, 27, 28, 29]])
+            >>> z.get_basic_selection((..., 5))
+            array([[  2  12  22  32  42  52  62  72  82  92]
+                   [102 112 122 132 142 152 162 172 182 192]
+                   ...
+                   [802 812 822 832 842 852 862 872 882 892]
+                   [902 912 922 932 942 952 962 972 982 992]]
+
+        Notes
+        -----
+        Slices with step > 1 are supported, but slices with negative step are not.
+
+        For arrays with a structured dtype, see zarr v2 for examples of how to use
+        the `fields` parameter.
+
+        This method provides the implementation for accessing data via the
+        square bracket notation (__getitem__). See :func:`__getitem__` for examples
+        using the alternative notation.
+
+        See Also
+        --------
+        set_basic_selection, get_mask_selection, set_mask_selection,
+        get_coordinate_selection, set_coordinate_selection, get_orthogonal_selection,
+        set_orthogonal_selection, get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
+
+        """
+
         if self.shape == ():
             raise NotImplementedError
         else:
@@ -742,11 +1077,93 @@ def get_basic_selection(
     def set_basic_selection(
         self,
         selection: BasicSelection,
-        value: NDArrayLike,
+        value: npt.ArrayLike,
         *,
         fields: Fields | None = None,
         prototype: BufferPrototype = default_buffer_prototype,
     ) -> None:
+        """Modify data for an item or region of the array.
+
+        Parameters
+        ----------
+        selection : tuple
+            A tuple specifying the requested item or region for each dimension of the
+            array. May be any combination of int and/or slice or ellipsis for multidimensional arrays.
+        value : npt.ArrayLike
+            An array-like containing values to be stored into the array.
+        fields : str or sequence of str, optional
+            For arrays with a structured dtype, one or more fields can be specified to set
+            data for.
+        prototype : BufferPrototype, optional
+            The prototype of the buffer used for setting the data. If not provided, the
+            default buffer prototype is used.
+
+        Examples
+        --------
+        Setup a 1-dimensional array::
+
+            >>> import zarr
+            >>> z = zarr.zeros(
+            >>>        shape=(100,),
+            >>>        store=StorePath(MemoryStore(mode="w")),
+            >>>        chunk_shape=(100,),
+            >>>        dtype="i4",
+            >>>       )
+
+        Set all array elements to the same scalar value::
+
+            >>> z.set_basic_selection(..., 42)
+            >>> z[...]
+            array([42, 42, 42, ..., 42, 42, 42])
+
+        Set a portion of the array::
+
+            >>> z.set_basic_selection(slice(10), np.arange(10))
+            >>> z.set_basic_selection(slice(-10, None), np.arange(10)[::-1])
+            >>> z[...]
+            array([ 0, 1, 2, ..., 2, 1, 0])
+
+        Setup a 2-dimensional array::
+
+            >>> z = zarr.zeros(
+            >>>        shape=(5, 5),
+            >>>        store=StorePath(MemoryStore(mode="w")),
+            >>>        chunk_shape=(5, 5),
+            >>>        dtype="i4",
+            >>>       )
+
+        Set all array elements to the same scalar value::
+
+            >>> z.set_basic_selection(..., 42)
+
+        Set a portion of the array::
+
+            >>> z.set_basic_selection((0, slice(None)), np.arange(z.shape[1]))
+            >>> z.set_basic_selection((slice(None), 0), np.arange(z.shape[0]))
+            >>> z[...]
+            array([[ 0,  1,  2,  3,  4],
+                   [ 1, 42, 42, 42, 42],
+                   [ 2, 42, 42, 42, 42],
+                   [ 3, 42, 42, 42, 42],
+                   [ 4, 42, 42, 42, 42]])
+
+        Notes
+        -----
+        For arrays with a structured dtype, see zarr v2 for examples of how to use
+        the `fields` parameter.
+
+        This method provides the underlying implementation for modifying data via square
+        bracket notation, see :func:`__setitem__` for equivalent examples using the
+        alternative notation.
+
+        See Also
+        --------
+        get_basic_selection, get_mask_selection, set_mask_selection,
+        get_coordinate_selection, set_coordinate_selection, get_orthogonal_selection,
+        set_orthogonal_selection, get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
+
+        """
         indexer = BasicIndexer(selection, self.shape, self.metadata.chunk_grid)
         sync(self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype))
 
@@ -758,6 +1175,113 @@ def get_orthogonal_selection(
         fields: Fields | None = None,
         prototype: BufferPrototype = default_buffer_prototype,
     ) -> NDArrayLike:
+        """Retrieve data by making a selection for each dimension of the array. For
+        example, if an array has 2 dimensions, allows selecting specific rows and/or
+        columns. The selection for each dimension can be either an integer (indexing a
+        single item), a slice, an array of integers, or a Boolean array where True
+        values indicate a selection.
+
+        Parameters
+        ----------
+        selection : tuple
+            A selection for each dimension of the array. May be any combination of int,
+            slice, integer array or Boolean array.
+        out : NDBuffer, optional
+            If given, load the selected data directly into this buffer.
+        fields : str or sequence of str, optional
+            For arrays with a structured dtype, one or more fields can be specified to
+            extract data for.
+        prototype : BufferPrototype, optional
+            The prototype of the buffer to use for the output data. If not provided, the default buffer prototype is used.
+
+        Returns
+        -------
+        NDArrayLike
+            An array-like containing the data for the requested selection.
+
+        Examples
+        --------
+        Setup a 2-dimensional array::
+
+            >>> import zarr
+            >>> import numpy as np
+            >>> data = np.arange(100).reshape(10, 10)
+            >>> z = Array.create(
+            >>>        StorePath(MemoryStore(mode="w")),
+            >>>        shape=data.shape,
+            >>>        chunk_shape=data.shape,
+            >>>        dtype=data.dtype,
+            >>>        )
+            >>> z[:] = data
+
+        Retrieve rows and columns via any combination of int, slice, integer array and/or
+        Boolean array::
+
+            >>> z.get_orthogonal_selection(([1, 4], slice(None)))
+            array([[10, 11, 12, 13, 14, 15, 16, 17, 18, 19],
+                   [40, 41, 42, 43, 44, 45, 46, 47, 48, 49]])
+            >>> z.get_orthogonal_selection((slice(None), [1, 4]))
+            array([[ 1,  4],
+                   [11, 14],
+                   [21, 24],
+                   [31, 34],
+                   [41, 44],
+                   [51, 54],
+                   [61, 64],
+                   [71, 74],
+                   [81, 84],
+                   [91, 94]])
+            >>> z.get_orthogonal_selection(([1, 4], [1, 4]))
+            array([[11, 14],
+                   [41, 44]])
+            >>> sel = np.zeros(z.shape[0], dtype=bool)
+            >>> sel[1] = True
+            >>> sel[4] = True
+            >>> z.get_orthogonal_selection((sel, sel))
+            array([[11, 14],
+                   [41, 44]])
+
+        For convenience, the orthogonal selection functionality is also available via the
+        `oindex` property, e.g.::
+
+            >>> z.oindex[[1, 4], :]
+            array([[10, 11, 12, 13, 14, 15, 16, 17, 18, 19],
+                   [40, 41, 42, 43, 44, 45, 46, 47, 48, 49]])
+            >>> z.oindex[:, [1, 4]]
+            array([[ 1,  4],
+                   [11, 14],
+                   [21, 24],
+                   [31, 34],
+                   [41, 44],
+                   [51, 54],
+                   [61, 64],
+                   [71, 74],
+                   [81, 84],
+                   [91, 94]])
+            >>> z.oindex[[1, 4], [1, 4]]
+            array([[11, 14],
+                   [41, 44]])
+            >>> sel = np.zeros(z.shape[0], dtype=bool)
+            >>> sel[1] = True
+            >>> sel[4] = True
+            >>> z.oindex[sel, sel]
+            array([[11, 14],
+                   [41, 44]])
+
+        Notes
+        -----
+        Orthogonal indexing is also known as outer indexing.
+
+        Slices with step > 1 are supported, but slices with negative step are not.
+
+        See Also
+        --------
+        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
+        get_coordinate_selection, set_coordinate_selection, set_orthogonal_selection,
+        get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
+
+        """
         indexer = OrthogonalIndexer(selection, self.shape, self.metadata.chunk_grid)
         return sync(
             self._async_array._get_selection(
@@ -768,11 +1292,106 @@ def get_orthogonal_selection(
     def set_orthogonal_selection(
         self,
         selection: OrthogonalSelection,
-        value: NDArrayLike,
+        value: npt.ArrayLike,
         *,
         fields: Fields | None = None,
         prototype: BufferPrototype = default_buffer_prototype,
     ) -> None:
+        """Modify data via a selection for each dimension of the array.
+
+        Parameters
+        ----------
+        selection : tuple
+            A selection for each dimension of the array. May be any combination of int,
+            slice, integer array or Boolean array.
+        value : npt.ArrayLike
+            An array-like array containing the data to be stored in the array.
+        fields : str or sequence of str, optional
+            For arrays with a structured dtype, one or more fields can be specified to set
+            data for.
+        prototype : BufferPrototype, optional
+            The prototype of the buffer used for setting the data. If not provided, the
+            default buffer prototype is used.
+
+        Examples
+        --------
+        Setup a 2-dimensional array::
+
+            >>> import zarr
+            >>> z = zarr.zeros(
+            >>>        shape=(5, 5),
+            >>>        store=StorePath(MemoryStore(mode="w")),
+            >>>        chunk_shape=(5, 5),
+            >>>        dtype="i4",
+            >>>       )
+
+
+        Set data for a selection of rows::
+
+            >>> z.set_orthogonal_selection(([1, 4], slice(None)), 1)
+            >>> z[...]
+            array([[0, 0, 0, 0, 0],
+                   [1, 1, 1, 1, 1],
+                   [0, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 0],
+                   [1, 1, 1, 1, 1]])
+
+        Set data for a selection of columns::
+
+            >>> z.set_orthogonal_selection((slice(None), [1, 4]), 2)
+            >>> z[...]
+            array([[0, 2, 0, 0, 2],
+                   [1, 2, 1, 1, 2],
+                   [0, 2, 0, 0, 2],
+                   [0, 2, 0, 0, 2],
+                   [1, 2, 1, 1, 2]])
+
+        Set data for a selection of rows and columns::
+
+            >>> z.set_orthogonal_selection(([1, 4], [1, 4]), 3)
+            >>> z[...]
+            array([[0, 2, 0, 0, 2],
+                   [1, 3, 1, 1, 3],
+                   [0, 2, 0, 0, 2],
+                   [0, 2, 0, 0, 2],
+                   [1, 3, 1, 1, 3]])
+
+        Set data from a 2D array::
+
+            >>> values = np.arange(10).reshape(2, 5)
+            >>> z.set_orthogonal_selection(([0, 3], ...), values)
+            >>> z[...]
+            array([[0, 1, 2, 3, 4],
+                   [1, 3, 1, 1, 3],
+                   [0, 2, 0, 0, 2],
+                   [5, 6, 7, 8, 9],
+                   [1, 3, 1, 1, 3]])
+
+        For convenience, this functionality is also available via the `oindex` property.
+        E.g.::
+
+            >>> z.oindex[[1, 4], [1, 4]] = 4
+            >>> z[...]
+            array([[0, 1, 2, 3, 4],
+                   [1, 4, 1, 1, 4],
+                   [0, 2, 0, 0, 2],
+                   [5, 6, 7, 8, 9],
+                   [1, 4, 1, 1, 4]])
+
+        Notes
+        -----
+        Orthogonal indexing is also known as outer indexing.
+
+        Slices with step > 1 are supported, but slices with negative step are not.
+
+        See Also
+        --------
+        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
+        get_coordinate_selection, set_coordinate_selection, get_orthogonal_selection,
+        get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
+
+        """
         indexer = OrthogonalIndexer(selection, self.shape, self.metadata.chunk_grid)
         return sync(
             self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype)
@@ -786,6 +1405,71 @@ def get_mask_selection(
         fields: Fields | None = None,
         prototype: BufferPrototype = default_buffer_prototype,
     ) -> NDArrayLike:
+        """Retrieve a selection of individual items, by providing a Boolean array of the
+        same shape as the array against which the selection is being made, where True
+        values indicate a selected item.
+
+        Parameters
+        ----------
+        selection : ndarray, bool
+            A Boolean array of the same shape as the array against which the selection is
+            being made.
+        out : NDBuffer, optional
+            If given, load the selected data directly into this buffer.
+        fields : str or sequence of str, optional
+            For arrays with a structured dtype, one or more fields can be specified to
+            extract data for.
+        prototype : BufferPrototype, optional
+            The prototype of the buffer to use for the output data. If not provided, the default buffer prototype is used.
+
+        Returns
+        -------
+        NDArrayLike
+            An array-like containing the data for the requested selection.
+
+        Examples
+        --------
+        Setup a 2-dimensional array::
+
+            >>> import zarr
+            >>> import numpy as np
+            >>> data = np.arange(100).reshape(10, 10)
+            >>> z = Array.create(
+            >>>        StorePath(MemoryStore(mode="w")),
+            >>>        shape=data.shape,
+            >>>        chunk_shape=data.shape,
+            >>>        dtype=data.dtype,
+            >>>        )
+            >>> z[:] = data
+
+        Retrieve items by specifying a mask::
+
+            >>> sel = np.zeros_like(z, dtype=bool)
+            >>> sel[1, 1] = True
+            >>> sel[4, 4] = True
+            >>> z.get_mask_selection(sel)
+            array([11, 44])
+
+        For convenience, the mask selection functionality is also available via the
+        `vindex` property, e.g.::
+
+            >>> z.vindex[sel]
+            array([11, 44])
+
+        Notes
+        -----
+        Mask indexing is a form of vectorized or inner indexing, and is equivalent to
+        coordinate indexing. Internally the mask array is converted to coordinate
+        arrays by calling `np.nonzero`.
+
+        See Also
+        --------
+        get_basic_selection, set_basic_selection, set_mask_selection,
+        get_orthogonal_selection, set_orthogonal_selection, get_coordinate_selection,
+        set_coordinate_selection, get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
+        """
+
         indexer = MaskIndexer(mask, self.shape, self.metadata.chunk_grid)
         return sync(
             self._async_array._get_selection(
@@ -796,11 +1480,76 @@ def get_mask_selection(
     def set_mask_selection(
         self,
         mask: MaskSelection,
-        value: NDArrayLike,
+        value: npt.ArrayLike,
         *,
         fields: Fields | None = None,
         prototype: BufferPrototype = default_buffer_prototype,
     ) -> None:
+        """Modify a selection of individual items, by providing a Boolean array of the
+        same shape as the array against which the selection is being made, where True
+        values indicate a selected item.
+
+        Parameters
+        ----------
+        selection : ndarray, bool
+            A Boolean array of the same shape as the array against which the selection is
+            being made.
+        value : npt.ArrayLike
+            An array-like containing values to be stored into the array.
+        fields : str or sequence of str, optional
+            For arrays with a structured dtype, one or more fields can be specified to set
+            data for.
+
+        Examples
+        --------
+        Setup a 2-dimensional array::
+
+            >>> import zarr
+            >>> z = zarr.zeros(
+            >>>        shape=(5, 5),
+            >>>        store=StorePath(MemoryStore(mode="w")),
+            >>>        chunk_shape=(5, 5),
+            >>>        dtype="i4",
+            >>>       )
+
+        Set data for a selection of items::
+
+            >>> sel = np.zeros_like(z, dtype=bool)
+            >>> sel[1, 1] = True
+            >>> sel[4, 4] = True
+            >>> z.set_mask_selection(sel, 1)
+            >>> z[...]
+            array([[0, 0, 0, 0, 0],
+                   [0, 1, 0, 0, 0],
+                   [0, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 1]])
+
+        For convenience, this functionality is also available via the `vindex` property.
+        E.g.::
+
+            >>> z.vindex[sel] = 2
+            >>> z[...]
+            array([[0, 0, 0, 0, 0],
+                   [0, 2, 0, 0, 0],
+                   [0, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 2]])
+
+        Notes
+        -----
+        Mask indexing is a form of vectorized or inner indexing, and is equivalent to
+        coordinate indexing. Internally the mask array is converted to coordinate
+        arrays by calling `np.nonzero`.
+
+        See Also
+        --------
+        get_basic_selection, set_basic_selection, get_mask_selection,
+        get_orthogonal_selection, set_orthogonal_selection, get_coordinate_selection,
+        set_coordinate_selection, get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
+
+        """
         indexer = MaskIndexer(mask, self.shape, self.metadata.chunk_grid)
         sync(self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype))
 
@@ -812,6 +1561,73 @@ def get_coordinate_selection(
         fields: Fields | None = None,
         prototype: BufferPrototype = default_buffer_prototype,
     ) -> NDArrayLike:
+        """Retrieve a selection of individual items, by providing the indices
+        (coordinates) for each selected item.
+
+        Parameters
+        ----------
+        selection : tuple
+            An integer (coordinate) array for each dimension of the array.
+        out : NDBuffer, optional
+            If given, load the selected data directly into this buffer.
+        fields : str or sequence of str, optional
+            For arrays with a structured dtype, one or more fields can be specified to
+            extract data for.
+        prototype : BufferPrototype, optional
+            The prototype of the buffer to use for the output data. If not provided, the default buffer prototype is used.
+
+        Returns
+        -------
+        NDArrayLike
+            An array-like containing the data for the requested coordinate selection.
+
+        Examples
+        --------
+        Setup a 2-dimensional array::
+
+            >>> import zarr
+            >>> import numpy as np
+            >>> data = np.arange(0, 100, dtype="uint16").reshape((10, 10))
+            >>> z = Array.create(
+            >>>        StorePath(MemoryStore(mode="w")),
+            >>>        shape=data.shape,
+            >>>        chunk_shape=(3, 3),
+            >>>        dtype=data.dtype,
+            >>>        )
+            >>> z[:] = data
+
+        Retrieve items by specifying their coordinates::
+
+            >>> z.get_coordinate_selection(([1, 4], [1, 4]))
+            array([11, 44])
+
+        For convenience, the coordinate selection functionality is also available via the
+        `vindex` property, e.g.::
+
+            >>> z.vindex[[1, 4], [1, 4]]
+            array([11, 44])
+
+        Notes
+        -----
+        Coordinate indexing is also known as point selection, and is a form of vectorized
+        or inner indexing.
+
+        Slices are not supported. Coordinate arrays must be provided for all dimensions
+        of the array.
+
+        Coordinate arrays may be multidimensional, in which case the output array will
+        also be multidimensional. Coordinate arrays are broadcast against each other
+        before being applied. The shape of the output will be the same as the shape of
+        each coordinate array after broadcasting.
+
+        See Also
+        --------
+        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
+        get_orthogonal_selection, set_orthogonal_selection, set_coordinate_selection,
+        get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
+
+        """
         indexer = CoordinateIndexer(selection, self.shape, self.metadata.chunk_grid)
         out_array = sync(
             self._async_array._get_selection(
@@ -819,18 +1635,81 @@ def get_coordinate_selection(
             )
         )
 
-        # restore shape
-        out_array = out_array.reshape(indexer.sel_shape)
+        if hasattr(out_array, "shape"):
+            # restore shape
+            out_array = np.array(out_array).reshape(indexer.sel_shape)
         return out_array
 
     def set_coordinate_selection(
         self,
         selection: CoordinateSelection,
-        value: NDArrayLike,
+        value: npt.ArrayLike,
         *,
         fields: Fields | None = None,
         prototype: BufferPrototype = default_buffer_prototype,
     ) -> None:
+        """Modify a selection of individual items, by providing the indices (coordinates)
+        for each item to be modified.
+
+        Parameters
+        ----------
+        selection : tuple
+            An integer (coordinate) array for each dimension of the array.
+        value : npt.ArrayLike
+            An array-like containing values to be stored into the array.
+        fields : str or sequence of str, optional
+            For arrays with a structured dtype, one or more fields can be specified to set
+            data for.
+
+        Examples
+        --------
+        Setup a 2-dimensional array::
+
+            >>> import zarr
+            >>> z = zarr.zeros(
+            >>>        shape=(5, 5),
+            >>>        store=StorePath(MemoryStore(mode="w")),
+            >>>        chunk_shape=(5, 5),
+            >>>        dtype="i4",
+            >>>       )
+
+        Set data for a selection of items::
+
+            >>> z.set_coordinate_selection(([1, 4], [1, 4]), 1)
+            >>> z[...]
+            array([[0, 0, 0, 0, 0],
+                   [0, 1, 0, 0, 0],
+                   [0, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 1]])
+
+        For convenience, this functionality is also available via the `vindex` property.
+        E.g.::
+
+            >>> z.vindex[[1, 4], [1, 4]] = 2
+            >>> z[...]
+            array([[0, 0, 0, 0, 0],
+                   [0, 2, 0, 0, 0],
+                   [0, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 2]])
+
+        Notes
+        -----
+        Coordinate indexing is also known as point selection, and is a form of vectorized
+        or inner indexing.
+
+        Slices are not supported. Coordinate arrays must be provided for all dimensions
+        of the array.
+
+        See Also
+        --------
+        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
+        get_orthogonal_selection, set_orthogonal_selection, get_coordinate_selection,
+        get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
+
+        """
         # setup indexer
         indexer = CoordinateIndexer(selection, self.shape, self.metadata.chunk_grid)
 
@@ -844,18 +1723,99 @@ def set_coordinate_selection(
                 # Handle types like `list` or `tuple`
                 value = np.array(value)  # TODO replace with agnostic
         if hasattr(value, "shape") and len(value.shape) > 1:
-            value = value.reshape(-1)
+            value = np.array(value).reshape(-1)
 
         sync(self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype))
 
     def get_block_selection(
         self,
-        selection: BlockSelection,
+        selection: BasicSelection,
         *,
         out: NDBuffer | None = None,
         fields: Fields | None = None,
         prototype: BufferPrototype = default_buffer_prototype,
     ) -> NDArrayLike:
+        """Retrieve a selection of individual items, by providing the indices
+        (coordinates) for each selected item.
+
+        Parameters
+        ----------
+        selection : int or slice or tuple of int or slice
+            An integer (coordinate) or slice for each dimension of the array.
+        out : NDBuffer, optional
+            If given, load the selected data directly into this buffer.
+        fields : str or sequence of str, optional
+            For arrays with a structured dtype, one or more fields can be specified to
+            extract data for.
+        prototype : BufferPrototype, optional
+            The prototype of the buffer to use for the output data. If not provided, the default buffer prototype is used.
+
+        Returns
+        -------
+        NDArrayLike
+            An array-like containing the data for the requested block selection.
+
+        Examples
+        --------
+        Setup a 2-dimensional array::
+
+            >>> import zarr
+            >>> import numpy as np
+            >>> data = np.arange(0, 100, dtype="uint16").reshape((10, 10))
+            >>> z = Array.create(
+            >>>        StorePath(MemoryStore(mode="w")),
+            >>>        shape=data.shape,
+            >>>        chunk_shape=(3, 3),
+            >>>        dtype=data.dtype,
+            >>>        )
+            >>> z[:] = data
+
+        Retrieve items by specifying their block coordinates::
+
+            >>> z.get_block_selection((1, slice(None)))
+            array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
+                   [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
+                   [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
+
+        Which is equivalent to::
+
+            >>> z[3:6, :]
+            array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
+                   [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
+                   [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
+
+        For convenience, the block selection functionality is also available via the
+        `blocks` property, e.g.::
+
+            >>> z.blocks[1]
+            array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
+                   [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
+                   [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
+
+        Notes
+        -----
+        Block indexing is a convenience indexing method to work on individual chunks
+        with chunk index slicing. It has the same concept as Dask's `Array.blocks`
+        indexing.
+
+        Slices are supported. However, only with a step size of one.
+
+        Block index arrays may be multidimensional to index multidimensional arrays.
+        For example::
+
+            >>> z.blocks[0, 1:3]
+            array([[ 3,  4,  5,  6,  7,  8],
+                   [13, 14, 15, 16, 17, 18],
+                   [23, 24, 25, 26, 27, 28]])
+
+        See Also
+        --------
+        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
+        get_orthogonal_selection, set_orthogonal_selection, get_coordinate_selection,
+        set_coordinate_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
+
+        """
         indexer = BlockIndexer(selection, self.shape, self.metadata.chunk_grid)
         return sync(
             self._async_array._get_selection(
@@ -865,28 +1825,147 @@ def get_block_selection(
 
     def set_block_selection(
         self,
-        selection: BlockSelection,
-        value: NDArrayLike,
+        selection: BasicSelection,
+        value: npt.ArrayLike,
         *,
         fields: Fields | None = None,
         prototype: BufferPrototype = default_buffer_prototype,
     ) -> None:
+        """Modify a selection of individual blocks, by providing the chunk indices
+        (coordinates) for each block to be modified.
+
+        Parameters
+        ----------
+        selection : tuple
+            An integer (coordinate) or slice for each dimension of the array.
+        value : npt.ArrayLike
+            An array-like containing the data to be stored in the block selection.
+        fields : str or sequence of str, optional
+            For arrays with a structured dtype, one or more fields can be specified to set
+            data for.
+        prototype : BufferPrototype, optional
+            The prototype of the buffer used for setting the data. If not provided, the
+            default buffer prototype is used.
+
+        Examples
+        --------
+        Set up a 2-dimensional array::
+
+            >>> import zarr
+            >>> z = zarr.zeros(
+            >>>        shape=(6, 6),
+            >>>        store=StorePath(MemoryStore(mode="w")),
+            >>>        chunk_shape=(2, 2),
+            >>>        dtype="i4",
+            >>>       )
+
+        Set data for a selection of items::
+
+            >>> z.set_block_selection((1, 0), 1)
+            >>> z[...]
+            array([[0, 0, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 0, 0],
+                   [1, 1, 0, 0, 0, 0],
+                   [1, 1, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 0, 0]])
+
+        For convenience, this functionality is also available via the `blocks` property.
+        E.g.::
+
+            >>> z.blocks[2, 1] = 4
+            >>> z[...]
+            array([[0, 0, 0, 0, 0, 0],
+                   [0, 0, 0, 0, 0, 0],
+                   [1, 1, 0, 0, 0, 0],
+                   [1, 1, 0, 0, 0, 0],
+                   [0, 0, 4, 4, 0, 0],
+                   [0, 0, 4, 4, 0, 0]])
+
+            >>> z.blocks[:, 2] = 7
+            >>> z[...]
+            array([[0, 0, 0, 0, 7, 7],
+                   [0, 0, 0, 0, 7, 7],
+                   [1, 1, 0, 0, 7, 7],
+                   [1, 1, 0, 0, 7, 7],
+                   [0, 0, 4, 4, 7, 7],
+                   [0, 0, 4, 4, 7, 7]])
+
+        Notes
+        -----
+        Block indexing is a convenience indexing method to work on individual chunks
+        with chunk index slicing. It has the same concept as Dask's `Array.blocks`
+        indexing.
+
+        Slices are supported. However, only with a step size of one.
+
+        See Also
+        --------
+        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
+        get_orthogonal_selection, set_orthogonal_selection, get_coordinate_selection,
+        get_block_selection, set_block_selection,
+        vindex, oindex, blocks, __getitem__, __setitem__
+
+        """
         indexer = BlockIndexer(selection, self.shape, self.metadata.chunk_grid)
         sync(self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype))
 
     @property
     def vindex(self) -> VIndex:
+        """Shortcut for vectorized (inner) indexing, see :func:`get_coordinate_selection`,
+        :func:`set_coordinate_selection`, :func:`get_mask_selection` and
+        :func:`set_mask_selection` for documentation and examples."""
         return VIndex(self)
 
     @property
     def oindex(self) -> OIndex:
+        """Shortcut for orthogonal (outer) indexing, see :func:`get_orthogonal_selection` and
+        :func:`set_orthogonal_selection` for documentation and examples."""
         return OIndex(self)
 
     @property
     def blocks(self) -> BlockIndex:
+        """Shortcut for blocked chunked indexing, see :func:`get_block_selection` and
+        :func:`set_block_selection` for documentation and examples."""
         return BlockIndex(self)
 
     def resize(self, new_shape: ChunkCoords) -> Array:
+        """
+        Change the shape of the array by growing or shrinking one or more
+        dimensions.
+
+        This method does not modify the original Array object. Instead, it returns a new Array
+        with the specified shape.
+
+        Examples
+        --------
+        >>> import zarr
+        >>> z = zarr.zeros(shape=(10000, 10000),
+        >>>                chunk_shape=(1000, 1000),
+        >>>                store=StorePath(MemoryStore(mode="w")),
+        >>>                dtype="i4",)
+        >>> z.shape
+        (10000, 10000)
+        >>> z = z.resize(20000, 1000)
+        >>> z.shape
+        (20000, 1000)
+        >>> z2 = z.resize(50, 50)
+        >>> z.shape
+        (20000, 1000)
+        >>> z2.shape
+        (50, 50)
+
+        Notes
+        -----
+        When resizing an array, the data are not rearranged in any way.
+
+        If one or more dimensions are shrunk, any chunks falling outside the
+        new array shape will be deleted from the underlying store.
+        However, it is noteworthy that the chunks partially falling inside the new array
+        (i.e. boundary chunks) will remain intact, and therefore,
+        the data falling outside the new array but inside the boundary chunks
+        would be restored by a subsequent resize operation that grows the array size.
+        """
         return type(self)(
             sync(
                 self._async_array.resize(new_shape),
diff --git a/src/zarr/buffer.py b/src/zarr/buffer.py
index 1a34d9f290..44691ea352 100644
--- a/src/zarr/buffer.py
+++ b/src/zarr/buffer.py
@@ -64,6 +64,8 @@ def __getitem__(self, key: slice) -> Self: ...
 
     def __setitem__(self, key: slice, value: Any) -> None: ...
 
+    def __array__(self) -> npt.NDArray[Any]: ...
+
     def reshape(
         self, shape: ChunkCoords | Literal[-1], *, order: Literal["A", "C", "F"] = ...
     ) -> Self: ...
@@ -232,7 +234,7 @@ def __add__(self, other: Buffer) -> Self:
 
 
 class NDBuffer:
-    """A n-dimensional memory block
+    """An n-dimensional memory block
 
     We use NDBuffer throughout Zarr to represent a n-dimensional memory block.
 
diff --git a/src/zarr/common.py b/src/zarr/common.py
index 9349f9f018..6bff189e86 100644
--- a/src/zarr/common.py
+++ b/src/zarr/common.py
@@ -30,8 +30,6 @@
 BytesLike = bytes | bytearray | memoryview
 ChunkCoords = tuple[int, ...]
 ChunkCoordsLike = Iterable[int]
-SliceSelection = tuple[slice, ...]
-Selection = slice | SliceSelection
 ZarrFormat = Literal[2, 3]
 JSON = None | str | int | float | Enum | dict[str, "JSON"] | list["JSON"] | tuple["JSON", ...]
 MemoryOrder = Literal["C", "F"]
diff --git a/src/zarr/indexing.py b/src/zarr/indexing.py
index 98130fe0cd..74cbbe8c6b 100644
--- a/src/zarr/indexing.py
+++ b/src/zarr/indexing.py
@@ -23,39 +23,25 @@
 import numpy as np
 import numpy.typing as npt
 
+from zarr.buffer import NDArrayLike
 from zarr.common import ChunkCoords, product
 
 if TYPE_CHECKING:
     from zarr.array import Array
-    from zarr.buffer import NDArrayLike
     from zarr.chunk_grids import ChunkGrid
 
+IntSequence = list[int] | npt.NDArray[np.intp]
+ArrayOfIntOrBool = npt.NDArray[np.intp] | npt.NDArray[np.bool_]
 BasicSelector = int | slice | EllipsisType
-BasicSelectorTuple = tuple[BasicSelector, ...]
-BasicSelection = BasicSelector | BasicSelectorTuple
-BasicSelectionNormalized = tuple[int | slice, ...]
-CoordinateSelector = list[int] | npt.NDArray[np.intp]
-CoordinateSelection = CoordinateSelector | tuple[CoordinateSelector, ...]
-CoordinateSelectionNormalized = tuple[npt.NDArray[np.intp], ...]
-BlockSelector = int | slice
-BlockSelection = BlockSelector | tuple[BlockSelector, ...]
-BlockSelectionNormalized = tuple[BlockSelector, ...]
-MaskSelection = npt.NDArray[np.bool_]
-OrthogonalSelector = int | slice | npt.NDArray[np.intp] | npt.NDArray[np.bool_]
-OrthogonalSelection = OrthogonalSelector | tuple[OrthogonalSelector, ...]
-OrthogonalSelectionNormalized = tuple[OrthogonalSelector, ...]
+Selector = BasicSelector | ArrayOfIntOrBool
 
-Selection = (
-    BasicSelection | CoordinateSelection | BlockSelection | MaskSelection | OrthogonalSelection
-)
-SelectionNormalized = (
-    BasicSelectionNormalized
-    | CoordinateSelectionNormalized
-    | BlockSelectionNormalized
-    | MaskSelection
-    | OrthogonalSelectionNormalized
-)
-Selector = int | slice | npt.NDArray[np.intp] | npt.NDArray[np.bool_]
+BasicSelection = BasicSelector | tuple[BasicSelector, ...]  # also used for BlockIndex
+CoordinateSelection = IntSequence | tuple[IntSequence, ...]
+MaskSelection = npt.NDArray[np.bool_]
+OrthogonalSelection = Selector | tuple[Selector, ...]
+Selection = BasicSelection | CoordinateSelection | MaskSelection | OrthogonalSelection
+CoordinateSelectionNormalized = tuple[npt.NDArray[np.intp], ...]
+SelectionNormalized = tuple[Selector, ...] | ArrayOfIntOrBool
 SelectionWithFields = Selection | str | Sequence[str]
 SelectorTuple = tuple[Selector, ...] | npt.NDArray[np.intp] | slice
 Fields = str | list[str] | tuple[str, ...]
@@ -846,7 +832,7 @@ def __getitem__(self, selection: OrthogonalSelection) -> NDArrayLike:
             cast(OrthogonalSelection, new_selection), fields=fields
         )
 
-    def __setitem__(self, selection: OrthogonalSelection, value: NDArrayLike) -> None:
+    def __setitem__(self, selection: OrthogonalSelection, value: npt.ArrayLike) -> None:
         fields, new_selection = pop_fields(selection)
         new_selection = ensure_tuple(new_selection)
         new_selection = replace_lists(new_selection)
@@ -861,7 +847,7 @@ class BlockIndexer(Indexer):
     shape: ChunkCoords
     drop_axes: ChunkCoords
 
-    def __init__(self, selection: BlockSelection, shape: ChunkCoords, chunk_grid: ChunkGrid):
+    def __init__(self, selection: BasicSelection, shape: ChunkCoords, chunk_grid: ChunkGrid):
         chunk_shape = get_chunk_shape(chunk_grid)
 
         # handle ellipsis
@@ -940,18 +926,18 @@ def __iter__(self) -> Iterator[ChunkProjection]:
 class BlockIndex:
     array: Array
 
-    def __getitem__(self, selection: BlockSelection) -> NDArrayLike:
+    def __getitem__(self, selection: BasicSelection) -> NDArrayLike:
         fields, new_selection = pop_fields(selection)
         new_selection = ensure_tuple(new_selection)
         new_selection = replace_lists(new_selection)
-        return self.array.get_block_selection(cast(BlockSelection, new_selection), fields=fields)
+        return self.array.get_block_selection(cast(BasicSelection, new_selection), fields=fields)
 
-    def __setitem__(self, selection: BlockSelection, value: NDArrayLike) -> None:
+    def __setitem__(self, selection: BasicSelection, value: npt.ArrayLike) -> None:
         fields, new_selection = pop_fields(selection)
         new_selection = ensure_tuple(new_selection)
         new_selection = replace_lists(new_selection)
         return self.array.set_block_selection(
-            cast(BlockSelection, new_selection), value, fields=fields
+            cast(BasicSelection, new_selection), value, fields=fields
         )
 
 
@@ -1138,7 +1124,7 @@ def __getitem__(self, selection: CoordinateSelection | MaskSelection) -> NDArray
             raise VindexInvalidSelectionError(new_selection)
 
     def __setitem__(
-        self, selection: CoordinateSelection | MaskSelection, value: NDArrayLike
+        self, selection: CoordinateSelection | MaskSelection, value: npt.ArrayLike
     ) -> None:
         fields, new_selection = pop_fields(selection)
         new_selection = ensure_tuple(new_selection)
@@ -1206,8 +1192,8 @@ def pop_fields(selection: SelectionWithFields) -> tuple[Fields | None, Selection
         return fields, selection
 
 
-def make_slice_selection(selection: Any) -> list[int | slice]:
-    ls: list[int | slice] = []
+def make_slice_selection(selection: Any) -> list[slice]:
+    ls: list[slice] = []
     for dim_selection in selection:
         if is_integer(dim_selection):
             ls.append(slice(int(dim_selection), int(dim_selection) + 1, 1))
diff --git a/tests/v3/test_codecs.py b/tests/v3/test_codecs.py
index 514294c4b0..7cb0d0f804 100644
--- a/tests/v3/test_codecs.py
+++ b/tests/v3/test_codecs.py
@@ -21,9 +21,8 @@
     TransposeCodec,
     ZstdCodec,
 )
-from zarr.common import Selection
 from zarr.config import config
-from zarr.indexing import morton_order_iter
+from zarr.indexing import Selection, morton_order_iter
 from zarr.store import MemoryStore, StorePath
 from zarr.testing.utils import assert_bytes_equal
 

From 6fc05b70e7b7eee202f73beaf2db13ac81cbf475 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Fri, 21 Jun 2024 17:33:26 +0200
Subject: [PATCH 0580/1078] `parse_shapelike` allows 0 (#1979)

* fill in shapelike tests, handle negative values correctly, allow 0

* Update tests/v3/test_common.py

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* move float test case to the appropriate test

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>
---
 src/zarr/common.py      | 20 ++++++-----
 tests/v3/test_common.py | 74 +++++++++++++++++++++++++++--------------
 2 files changed, 61 insertions(+), 33 deletions(-)

diff --git a/src/zarr/common.py b/src/zarr/common.py
index 6bff189e86..342db1412d 100644
--- a/src/zarr/common.py
+++ b/src/zarr/common.py
@@ -135,17 +135,21 @@ def parse_named_configuration(
 
 def parse_shapelike(data: int | Iterable[int]) -> tuple[int, ...]:
     if isinstance(data, int):
+        if data < 0:
+            raise ValueError(f"Expected a non-negative integer. Got {data} instead")
         return (data,)
-    if not isinstance(data, Iterable):
-        raise TypeError(f"Expected an iterable. Got {data} instead.")
-    data_tuple = tuple(data)
-    if len(data_tuple) == 0:
-        raise ValueError("Expected at least one element. Got 0.")
+    try:
+        data_tuple = tuple(data)
+    except TypeError as e:
+        msg = f"Expected an integer or an iterable of integers. Got {data} instead."
+        raise TypeError(msg) from e
+
     if not all(isinstance(v, int) for v in data_tuple):
-        msg = f"Expected an iterable of integers. Got {type(data)} instead."
+        msg = f"Expected an iterable of integers. Got {data} instead."
         raise TypeError(msg)
-    if not all(lambda v: v > 0 for v in data_tuple):
-        raise ValueError(f"All values must be greater than 0. Got {data}.")
+    if not all(v > -1 for v in data_tuple):
+        msg = f"Expected all values to be non-negative. Got {data} instead."
+        raise ValueError(msg)
     return data_tuple
 
 
diff --git a/tests/v3/test_common.py b/tests/v3/test_common.py
index cc33aa75cf..bb59789843 100644
--- a/tests/v3/test_common.py
+++ b/tests/v3/test_common.py
@@ -14,28 +14,28 @@
 
 
 @pytest.mark.parametrize("data", [(0, 0, 0, 0), (1, 3, 4, 5, 6), (2, 4)])
-def test_product(data: tuple[int, ...]):
+def test_product(data: tuple[int, ...]) -> None:
     assert product(data) == np.prod(data)
 
 
 # todo: test
-def test_concurrent_map(): ...
+def test_concurrent_map() -> None: ...
 
 
 # todo: test
-def test_to_thread(): ...
+def test_to_thread() -> None: ...
 
 
 # todo: test
-def test_enum_names(): ...
+def test_enum_names() -> None: ...
 
 
 # todo: test
-def test_parse_enum(): ...
+def test_parse_enum() -> None: ...
 
 
 @pytest.mark.parametrize("data", [("foo", "bar"), (10, 11)])
-def test_parse_name_invalid(data: tuple[Any, Any]):
+def test_parse_name_invalid(data: tuple[Any, Any]) -> None:
     observed, expected = data
     if isinstance(observed, str):
         with pytest.raises(ValueError, match=f"Expected '{expected}'. Got {observed} instead."):
@@ -48,47 +48,71 @@ def test_parse_name_invalid(data: tuple[Any, Any]):
 
 
 @pytest.mark.parametrize("data", [("foo", "foo"), ("10", "10")])
-def test_parse_name_valid(data: tuple[Any, Any]):
+def test_parse_name_valid(data: tuple[Any, Any]) -> None:
     observed, expected = data
     assert parse_name(observed, expected) == observed
 
 
 @pytest.mark.parametrize("data", [0, 1, "hello", "f"])
-def test_parse_indexing_order_invalid(data):
+def test_parse_indexing_order_invalid(data: Any) -> None:
     with pytest.raises(ValueError, match="Expected one of"):
         parse_indexing_order(data)
 
 
 @pytest.mark.parametrize("data", ["C", "F"])
-def parse_indexing_order_valid(data: Literal["C", "F"]):
+def parse_indexing_order_valid(data: Literal["C", "F"]) -> None:
     assert parse_indexing_order(data) == data
 
 
-@pytest.mark.parametrize("data", [("0", 1, 2, 3), {"0": "0"}, []])
-def test_parse_shapelike_invalid(data: Any):
-    if isinstance(data, Iterable):
-        if len(data) == 0:
-            with pytest.raises(ValueError, match="Expected at least one element."):
-                parse_shapelike(data)
-        else:
-            with pytest.raises(TypeError, match="Expected an iterable of integers"):
-                parse_shapelike(data)
-    else:
-        with pytest.raises(TypeError, match="Expected an iterable."):
-            parse_shapelike(data)
+@pytest.mark.parametrize("data", [lambda v: v, slice(None)])
+def test_parse_shapelike_invalid_single_type(data: Any) -> None:
+    """
+    Test that we get the expected error message when passing in a value that is not an integer
+    or an iterable of integers.
+    """
+    with pytest.raises(TypeError, match="Expected an integer or an iterable of integers."):
+        parse_shapelike(data)
+
+
+def test_parse_shapelike_invalid_single_value() -> None:
+    """
+    Test that we get the expected error message when passing in a negative integer.
+    """
+    with pytest.raises(ValueError, match="Expected a non-negative integer."):
+        parse_shapelike(-1)
+
+
+@pytest.mark.parametrize("data", ["shape", ("0", 1, 2, 3), {"0": "0"}, ((1, 2), (2, 2)), (4.0, 2)])
+def test_parse_shapelike_invalid_iterable_types(data: Any) -> None:
+    """
+    Test that we get the expected error message when passing in an iterable containing
+    non-integer elements
+    """
+    with pytest.raises(TypeError, match="Expected an iterable of integers"):
+        parse_shapelike(data)
+
+
+@pytest.mark.parametrize("data", [(1, 2, 3, -1), (-10,)])
+def test_parse_shapelike_invalid_iterable_values(data: Any) -> None:
+    """
+    Test that we get the expected error message when passing in an iterable containing negative
+    integers
+    """
+    with pytest.raises(ValueError, match="Expected all values to be non-negative."):
+        parse_shapelike(data)
 
 
-@pytest.mark.parametrize("data", [range(10), [0, 1, 2, 3], (3, 4, 5)])
-def test_parse_shapelike_valid(data: Iterable[Any]):
+@pytest.mark.parametrize("data", [range(10), [0, 1, 2, 3], (3, 4, 5), ()])
+def test_parse_shapelike_valid(data: Iterable[int]) -> None:
     assert parse_shapelike(data) == tuple(data)
 
 
 # todo: more dtypes
 @pytest.mark.parametrize("data", [("uint8", np.uint8), ("float64", np.float64)])
-def parse_dtype(data: tuple[str, np.dtype]):
+def parse_dtype(data: tuple[str, np.dtype]) -> None:
     unparsed, parsed = data
     assert parse_dtype(unparsed) == parsed
 
 
 # todo: figure out what it means to test this
-def test_parse_fill_value(): ...
+def test_parse_fill_value() -> None: ...

From 65dc4ccc41475621c245d82d7cc0c968297569dd Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Sat, 22 Jun 2024 14:29:05 +0200
Subject: [PATCH 0581/1078] 0 dim arrays: indexing (#1980)

* fill in shapelike tests, handle negative values correctly, allow 0

* support indexing arrays with empty shape

* fix behavior of AsyncArray._set_selection when converting a scalar input into an array. ensures that the dtype of the array is used.

* remove array interface dict
---
 src/zarr/array.py         |  37 ++++++---
 tests/v3/test_indexing.py | 162 ++++++++++++++++++++------------------
 2 files changed, 111 insertions(+), 88 deletions(-)

diff --git a/src/zarr/array.py b/src/zarr/array.py
index 3b5ecce8ee..8be901b0fc 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -487,7 +487,7 @@ async def _set_selection(
 
         # check value shape
         if np.isscalar(value):
-            value = np.asanyarray(value)
+            value = np.asanyarray(value, dtype=self.metadata.dtype)
         else:
             if not hasattr(value, "shape"):
                 value = np.asarray(value, self.metadata.dtype)
@@ -700,6 +700,24 @@ def order(self) -> Literal["C", "F"]:
     def read_only(self) -> bool:
         return self._async_array.read_only
 
+    def __array__(
+        self, dtype: npt.DTypeLike | None = None, copy: bool | None = None
+    ) -> NDArrayLike:
+        """
+        This method is used by numpy when converting zarr.Array into a numpy array.
+        For more information, see https://numpy.org/devdocs/user/basics.interoperability.html#the-array-method
+        """
+        if copy is False:
+            msg = "`copy=False` is not supported. This method always creates a copy."
+            raise ValueError(msg)
+
+        arr_np = self[...]
+
+        if dtype is not None:
+            arr_np = arr_np.astype(dtype)
+
+        return arr_np
+
     def __getitem__(self, selection: Selection) -> NDArrayLike:
         """Retrieve data for an item or region of the array.
 
@@ -1062,17 +1080,14 @@ def get_basic_selection(
 
         """
 
-        if self.shape == ():
-            raise NotImplementedError
-        else:
-            return sync(
-                self._async_array._get_selection(
-                    BasicIndexer(selection, self.shape, self.metadata.chunk_grid),
-                    out=out,
-                    fields=fields,
-                    prototype=prototype,
-                )
+        return sync(
+            self._async_array._get_selection(
+                BasicIndexer(selection, self.shape, self.metadata.chunk_grid),
+                out=out,
+                fields=fields,
+                prototype=prototype,
             )
+        )
 
     def set_basic_selection(
         self,
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index 00ea947b49..13a7d953e1 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -42,7 +42,7 @@ def zarr_array_from_numpy_array(
         chunk_shape=chunk_shape or a.shape,
         chunk_key_encoding=("v2", "."),
     )
-    z[:] = a
+    z[()] = a
     return z
 
 
@@ -111,42 +111,55 @@ def test_replace_ellipsis():
     )
 
 
-@pytest.mark.xfail(reason="zero-dimension arrays are not supported in v3")
-def test_get_basic_selection_0d(store: StorePath):
+@pytest.mark.parametrize(
+    "value, dtype",
+    [
+        (42, "uint8"),
+        pytest.param(
+            (b"aaa", 1, 4.2), [("foo", "S3"), ("bar", "i4"), ("baz", "f8")], marks=pytest.mark.xfail
+        ),
+    ],
+)
+@pytest.mark.parametrize("use_out", (True, False))
+def test_get_basic_selection_0d(store: StorePath, use_out: bool, value: Any, dtype: Any) -> None:
     # setup
-    a = np.array(42)
-    z = zarr_array_from_numpy_array(store, a)
+    arr_np = np.array(value, dtype=dtype)
+    arr_z = zarr_array_from_numpy_array(store, arr_np)
 
-    assert_array_equal(a, z.get_basic_selection(Ellipsis))
-    assert_array_equal(a, z[...])
-    assert 42 == z.get_basic_selection(())
-    assert 42 == z[()]
+    assert_array_equal(arr_np, arr_z.get_basic_selection(Ellipsis))
+    assert_array_equal(arr_np, arr_z[...])
+    assert value == arr_z.get_basic_selection(())
+    assert value == arr_z[()]
 
-    # test out param
-    b = NDBuffer.from_numpy_array(np.zeros_like(a))
-    z.get_basic_selection(Ellipsis, out=b)
-    assert_array_equal(a, b)
+    if use_out:
+        # test out param
+        b = NDBuffer.from_numpy_array(np.zeros_like(arr_np))
+        arr_z.get_basic_selection(Ellipsis, out=b)
+        assert_array_equal(arr_np, b.as_ndarray_like())
+
+    # todo: uncomment the structured array tests when we can make them pass,
+    # or delete them if we formally decide not to support structured dtypes.
 
     # test structured array
-    value = (b"aaa", 1, 4.2)
-    a = np.array(value, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
-    z = zarr_array_from_numpy_array(store, a)
-    z[()] = value
-    assert_array_equal(a, z.get_basic_selection(Ellipsis))
-    assert_array_equal(a, z[...])
-    assert a[()] == z.get_basic_selection(())
-    assert a[()] == z[()]
-    assert b"aaa" == z.get_basic_selection((), fields="foo")
-    assert b"aaa" == z["foo"]
-    assert a[["foo", "bar"]] == z.get_basic_selection((), fields=["foo", "bar"])
-    assert a[["foo", "bar"]] == z["foo", "bar"]
-    # test out param
-    b = NDBuffer.from_numpy_array(np.zeros_like(a))
-    z.get_basic_selection(Ellipsis, out=b)
-    assert_array_equal(a, b)
-    c = NDBuffer.from_numpy_array(np.zeros_like(a[["foo", "bar"]]))
-    z.get_basic_selection(Ellipsis, out=c, fields=["foo", "bar"])
-    assert_array_equal(a[["foo", "bar"]], c)
+    # value = (b"aaa", 1, 4.2)
+    # a = np.array(value, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
+    # z = zarr_array_from_numpy_array(store, a)
+    # z[()] = value
+    # assert_array_equal(a, z.get_basic_selection(Ellipsis))
+    # assert_array_equal(a, z[...])
+    # assert a[()] == z.get_basic_selection(())
+    # assert a[()] == z[()]
+    # assert b"aaa" == z.get_basic_selection((), fields="foo")
+    # assert b"aaa" == z["foo"]
+    # assert a[["foo", "bar"]] == z.get_basic_selection((), fields=["foo", "bar"])
+    # assert a[["foo", "bar"]] == z["foo", "bar"]
+    # # test out param
+    # b = NDBuffer.from_numpy_array(np.zeros_like(a))
+    # z.get_basic_selection(Ellipsis, out=b)
+    # assert_array_equal(a, b)
+    # c = NDBuffer.from_numpy_array(np.zeros_like(a[["foo", "bar"]]))
+    # z.get_basic_selection(Ellipsis, out=c, fields=["foo", "bar"])
+    # assert_array_equal(a[["foo", "bar"]], c)
 
 
 basic_selections_1d = [
@@ -466,51 +479,46 @@ def test_fancy_indexing_doesnt_mix_with_implicit_slicing(store: StorePath):
         np.testing.assert_array_equal(z2[..., [1, 2, 3]], 0)
 
 
-@pytest.mark.xfail(reason="zero-dimension arrays are not supported in v3")
-def test_set_basic_selection_0d(store: StorePath):
-    # setup
-    v = np.array(42)
-    a = np.zeros_like(v)
-    z = zarr_array_from_numpy_array(store, v)
-    assert_array_equal(a, z[:])
-
-    # tests
-    z.set_basic_selection(Ellipsis, v)
-    assert_array_equal(v, z[:])
-    z[...] = 0
-    assert_array_equal(a, z[:])
-    z[...] = v
-    assert_array_equal(v, z[:])
-
-    # test structured array
-    value = (b"aaa", 1, 4.2)
-    v = np.array(value, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
-    a = np.zeros_like(v)
-    z = zarr_array_from_numpy_array(store, a)
-
-    # tests
-    z.set_basic_selection(Ellipsis, v)
-    assert_array_equal(v, z[:])
-    z.set_basic_selection(Ellipsis, a)
-    assert_array_equal(a, z[:])
-    z[...] = v
-    assert_array_equal(v, z[:])
-    z[...] = a
-    assert_array_equal(a, z[:])
-    # with fields
-    z.set_basic_selection(Ellipsis, v["foo"], fields="foo")
-    assert v["foo"] == z["foo"]
-    assert a["bar"] == z["bar"]
-    assert a["baz"] == z["baz"]
-    z["bar"] = v["bar"]
-    assert v["foo"] == z["foo"]
-    assert v["bar"] == z["bar"]
-    assert a["baz"] == z["baz"]
-    # multiple field assignment not supported
-    with pytest.raises(IndexError):
-        z.set_basic_selection(Ellipsis, v[["foo", "bar"]], fields=["foo", "bar"])
-    with pytest.raises(IndexError):
-        z[..., "foo", "bar"] = v[["foo", "bar"]]
+@pytest.mark.parametrize(
+    "value, dtype",
+    [
+        (42, "uint8"),
+        pytest.param(
+            (b"aaa", 1, 4.2), [("foo", "S3"), ("bar", "i4"), ("baz", "f8")], marks=pytest.mark.xfail
+        ),
+    ],
+)
+def test_set_basic_selection_0d(
+    store: StorePath, value: Any, dtype: str | list[tuple[str, str]]
+) -> None:
+    arr_np = np.array(value, dtype=dtype)
+    arr_np_zeros = np.zeros_like(arr_np, dtype=dtype)
+    arr_z = zarr_array_from_numpy_array(store, arr_np_zeros)
+    assert_array_equal(arr_np_zeros, arr_z)
+
+    arr_z.set_basic_selection(Ellipsis, value)
+    assert_array_equal(value, arr_z)
+    arr_z[...] = 0
+    assert_array_equal(arr_np_zeros, arr_z)
+    arr_z[...] = value
+    assert_array_equal(value, arr_z)
+
+    # todo: uncomment the structured array tests when we can make them pass,
+    # or delete them if we formally decide not to support structured dtypes.
+
+    # arr_z.set_basic_selection(Ellipsis, v["foo"], fields="foo")
+    # assert v["foo"] == arr_z["foo"]
+    # assert arr_np_zeros["bar"] == arr_z["bar"]
+    # assert arr_np_zeros["baz"] == arr_z["baz"]
+    # arr_z["bar"] = v["bar"]
+    # assert v["foo"] == arr_z["foo"]
+    # assert v["bar"] == arr_z["bar"]
+    # assert arr_np_zeros["baz"] == arr_z["baz"]
+    # # multiple field assignment not supported
+    # with pytest.raises(IndexError):
+    #     arr_z.set_basic_selection(Ellipsis, v[["foo", "bar"]], fields=["foo", "bar"])
+    # with pytest.raises(IndexError):
+    #     arr_z[..., "foo", "bar"] = v[["foo", "bar"]]
 
 
 def _test_get_orthogonal_selection(a, z, selection):

From 8aadd15326ed2cc3fb43d6b82aa67e02ed21cb0a Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Sun, 23 Jun 2024 17:58:54 +0200
Subject: [PATCH 0582/1078] [v3] Elevate codec pipeline (#1932)

* initial work toward pushing codecpipeline higher in the stacK

* remove codecpipeline from metadata, add it to AsyncArray and or create it dynamically

* revert changes to blosc.py

* revert changes to test_codecs.py

* consistent expanded function signature for evolve_from_array_spec

* restore wider function signature for codec.validate to avoid self-referential function call

* remove commented code block

* make codec_pipeline a cached property of sharding codec

* cached_property -> vanilla property
---
 src/zarr/abc/codec.py        |  26 ++++++--
 src/zarr/array.py            |  27 ++++++--
 src/zarr/codecs/blosc.py     |   9 +--
 src/zarr/codecs/pipeline.py  | 124 ++++++++++++++++++++---------------
 src/zarr/codecs/sharding.py  |  67 ++++++++-----------
 src/zarr/codecs/transpose.py |  22 ++++++-
 src/zarr/metadata.py         |  52 ++++++++-------
 7 files changed, 191 insertions(+), 136 deletions(-)

diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index 1f452159ed..1d7106e25a 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -2,12 +2,15 @@
 
 from abc import abstractmethod
 from collections.abc import Awaitable, Callable, Iterable
-from typing import TYPE_CHECKING, Generic, TypeVar
+from typing import TYPE_CHECKING, Any, Generic, TypeVar
+
+import numpy as np
 
 from zarr.abc.metadata import Metadata
 from zarr.abc.store import ByteGetter, ByteSetter
 from zarr.buffer import Buffer, NDBuffer
-from zarr.common import concurrent_map
+from zarr.chunk_grids import ChunkGrid
+from zarr.common import ChunkCoords, concurrent_map
 from zarr.config import config
 
 if TYPE_CHECKING:
@@ -15,7 +18,6 @@
 
     from zarr.array_spec import ArraySpec
     from zarr.indexing import SelectorTuple
-    from zarr.metadata import ArrayMetadata
 
 CodecInput = TypeVar("CodecInput", bound=NDBuffer | Buffer)
 CodecOutput = TypeVar("CodecOutput", bound=NDBuffer | Buffer)
@@ -75,13 +77,18 @@ def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
         """
         return self
 
-    def validate(self, array_metadata: ArrayMetadata) -> None:
+    def validate(self, *, shape: ChunkCoords, dtype: np.dtype[Any], chunk_grid: ChunkGrid) -> None:
         """Validates that the codec configuration is compatible with the array metadata.
         Raises errors when the codec configuration is not compatible.
 
         Parameters
         ----------
-        array_metadata : ArrayMetadata
+        shape: ChunkCoords
+            The array shape
+        dtype: np.dtype[Any]
+            The array data type
+        chunk_grid: ChunkGrid
+            The array chunk grid
         """
         ...
 
@@ -275,13 +282,18 @@ def supports_partial_decode(self) -> bool: ...
     def supports_partial_encode(self) -> bool: ...
 
     @abstractmethod
-    def validate(self, array_metadata: ArrayMetadata) -> None:
+    def validate(self, *, shape: ChunkCoords, dtype: np.dtype[Any], chunk_grid: ChunkGrid) -> None:
         """Validates that all codec configurations are compatible with the array metadata.
         Raises errors when a codec configuration is not compatible.
 
         Parameters
         ----------
-        array_metadata : ArrayMetadata
+        shape: ChunkCoords
+            The array shape
+        dtype: np.dtype[Any]
+            The array data type
+        chunk_grid: ChunkGrid
+            The array chunk grid
         """
         ...
 
diff --git a/src/zarr/array.py b/src/zarr/array.py
index 8be901b0fc..4318050dd5 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -11,19 +11,21 @@
 # 1. Was splitting the array into two classes really necessary?
 from asyncio import gather
 from collections.abc import Iterable
-from dataclasses import dataclass, replace
+from dataclasses import dataclass, field, replace
 from typing import Any, Literal, cast
 
 import numpy as np
 import numpy.typing as npt
 
-from zarr.abc.codec import Codec
+from zarr.abc.codec import Codec, CodecPipeline
 from zarr.abc.store import set_or_delete
 from zarr.attributes import Attributes
 from zarr.buffer import BufferPrototype, NDArrayLike, NDBuffer, default_buffer_prototype
 from zarr.chunk_grids import RegularChunkGrid
 from zarr.chunk_key_encodings import ChunkKeyEncoding, DefaultChunkKeyEncoding, V2ChunkKeyEncoding
 from zarr.codecs import BytesCodec
+from zarr.codecs._v2 import V2Compressor, V2Filters
+from zarr.codecs.pipeline import BatchedCodecPipeline
 from zarr.common import (
     JSON,
     ZARR_JSON,
@@ -63,8 +65,8 @@
 from zarr.sync import sync
 
 
-def parse_array_metadata(data: Any) -> ArrayMetadata:
-    if isinstance(data, ArrayMetadata):
+def parse_array_metadata(data: Any) -> ArrayV2Metadata | ArrayV3Metadata:
+    if isinstance(data, ArrayV2Metadata | ArrayV3Metadata):
         return data
     elif isinstance(data, dict):
         if data["zarr_format"] == 3:
@@ -74,10 +76,22 @@ def parse_array_metadata(data: Any) -> ArrayMetadata:
     raise TypeError
 
 
+def create_codec_pipeline(metadata: ArrayV2Metadata | ArrayV3Metadata) -> BatchedCodecPipeline:
+    if isinstance(metadata, ArrayV3Metadata):
+        return BatchedCodecPipeline.from_list(metadata.codecs)
+    elif isinstance(metadata, ArrayV2Metadata):
+        return BatchedCodecPipeline.from_list(
+            [V2Filters(metadata.filters or []), V2Compressor(metadata.compressor)]
+        )
+    else:
+        raise AssertionError
+
+
 @dataclass(frozen=True)
 class AsyncArray:
     metadata: ArrayMetadata
     store_path: StorePath
+    codec_pipeline: CodecPipeline = field(init=False)
     order: Literal["C", "F"]
 
     def __init__(
@@ -92,6 +106,7 @@ def __init__(
         object.__setattr__(self, "metadata", metadata_parsed)
         object.__setattr__(self, "store_path", store_path)
         object.__setattr__(self, "order", order_parsed)
+        object.__setattr__(self, "codec_pipeline", create_codec_pipeline(metadata=metadata_parsed))
 
     @classmethod
     async def create(
@@ -443,7 +458,7 @@ async def _get_selection(
             )
         if product(indexer.shape) > 0:
             # reading chunks and decoding them
-            await self.metadata.codec_pipeline.read(
+            await self.codec_pipeline.read(
                 [
                     (
                         self.store_path / self.metadata.encode_chunk_key(chunk_coords),
@@ -503,7 +518,7 @@ async def _set_selection(
         value_buffer = prototype.nd_buffer.from_ndarray_like(value)
 
         # merging with existing data and encoding chunks
-        await self.metadata.codec_pipeline.write(
+        await self.codec_pipeline.write(
             [
                 (
                     self.store_path / self.metadata.encode_chunk_key(chunk_coords),
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index e577d18fb2..df1976d4c1 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -125,17 +125,14 @@ def to_dict(self) -> dict[str, JSON]:
         }
 
     def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
+        dtype = array_spec.dtype
         new_codec = self
         if new_codec.typesize is None:
-            new_codec = replace(new_codec, typesize=array_spec.dtype.itemsize)
+            new_codec = replace(new_codec, typesize=dtype.itemsize)
         if new_codec.shuffle is None:
             new_codec = replace(
                 new_codec,
-                shuffle=(
-                    BloscShuffle.bitshuffle
-                    if array_spec.dtype.itemsize == 1
-                    else BloscShuffle.shuffle
-                ),
+                shuffle=(BloscShuffle.bitshuffle if dtype.itemsize == 1 else BloscShuffle.shuffle),
             )
 
         return new_codec
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index acef311a8c..a7f47661b8 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -2,10 +2,12 @@
 
 from collections.abc import Iterable, Iterator
 from dataclasses import dataclass
-from itertools import islice
-from typing import TYPE_CHECKING, TypeVar
+from itertools import islice, pairwise
+from typing import TYPE_CHECKING, Any, TypeVar
 from warnings import warn
 
+import numpy as np
+
 from zarr.abc.codec import (
     ArrayArrayCodec,
     ArrayBytesCodec,
@@ -17,11 +19,11 @@
 )
 from zarr.abc.store import ByteGetter, ByteSetter
 from zarr.buffer import Buffer, BufferPrototype, NDBuffer
+from zarr.chunk_grids import ChunkGrid
 from zarr.codecs.registry import get_codec_class
-from zarr.common import JSON, concurrent_map, parse_named_configuration
+from zarr.common import JSON, ChunkCoords, concurrent_map, parse_named_configuration
 from zarr.config import config
 from zarr.indexing import SelectorTuple, is_scalar, is_total_slice
-from zarr.metadata import ArrayMetadata
 
 if TYPE_CHECKING:
     from typing_extensions import Self
@@ -87,54 +89,11 @@ def to_dict(self) -> JSON:
         return [c.to_dict() for c in self]
 
     def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
-        return type(self).from_list([c.evolve_from_array_spec(array_spec) for c in self])
-
-    @staticmethod
-    def codecs_from_list(
-        codecs: list[Codec],
-    ) -> tuple[tuple[ArrayArrayCodec, ...], ArrayBytesCodec, tuple[BytesBytesCodec, ...]]:
-        from zarr.codecs.sharding import ShardingCodec
-
-        if not any(isinstance(codec, ArrayBytesCodec) for codec in codecs):
-            raise ValueError("Exactly one array-to-bytes codec is required.")
-
-        prev_codec: Codec | None = None
-        for codec in codecs:
-            if prev_codec is not None:
-                if isinstance(codec, ArrayBytesCodec) and isinstance(prev_codec, ArrayBytesCodec):
-                    raise ValueError(
-                        f"ArrayBytesCodec '{type(codec)}' cannot follow after ArrayBytesCodec '{type(prev_codec)}' because exactly 1 ArrayBytesCodec is allowed."
-                    )
-                if isinstance(codec, ArrayBytesCodec) and isinstance(prev_codec, BytesBytesCodec):
-                    raise ValueError(
-                        f"ArrayBytesCodec '{type(codec)}' cannot follow after BytesBytesCodec '{type(prev_codec)}'."
-                    )
-                if isinstance(codec, ArrayArrayCodec) and isinstance(prev_codec, ArrayBytesCodec):
-                    raise ValueError(
-                        f"ArrayArrayCodec '{type(codec)}' cannot follow after ArrayBytesCodec '{type(prev_codec)}'."
-                    )
-                if isinstance(codec, ArrayArrayCodec) and isinstance(prev_codec, BytesBytesCodec):
-                    raise ValueError(
-                        f"ArrayArrayCodec '{type(codec)}' cannot follow after BytesBytesCodec '{type(prev_codec)}'."
-                    )
-            prev_codec = codec
-
-        if any(isinstance(codec, ShardingCodec) for codec in codecs) and len(codecs) > 1:
-            warn(
-                "Combining a `sharding_indexed` codec disables partial reads and "
-                "writes, which may lead to inefficient performance.",
-                stacklevel=3,
-            )
-
-        return (
-            tuple(codec for codec in codecs if isinstance(codec, ArrayArrayCodec)),
-            next(codec for codec in codecs if isinstance(codec, ArrayBytesCodec)),
-            tuple(codec for codec in codecs if isinstance(codec, BytesBytesCodec)),
-        )
+        return type(self).from_list([c.evolve_from_array_spec(array_spec=array_spec) for c in self])
 
     @classmethod
-    def from_list(cls, codecs: list[Codec], *, batch_size: int | None = None) -> Self:
-        array_array_codecs, array_bytes_codec, bytes_bytes_codecs = cls.codecs_from_list(codecs)
+    def from_list(cls, codecs: Iterable[Codec], *, batch_size: int | None = None) -> Self:
+        array_array_codecs, array_bytes_codec, bytes_bytes_codecs = codecs_from_list(codecs)
 
         return cls(
             array_array_codecs=array_array_codecs,
@@ -180,9 +139,9 @@ def __iter__(self) -> Iterator[Codec]:
         yield self.array_bytes_codec
         yield from self.bytes_bytes_codecs
 
-    def validate(self, array_metadata: ArrayMetadata) -> None:
+    def validate(self, *, shape: ChunkCoords, dtype: np.dtype[Any], chunk_grid: ChunkGrid) -> None:
         for codec in self:
-            codec.validate(array_metadata)
+            codec.validate(shape=shape, dtype=dtype, chunk_grid=chunk_grid)
 
     def compute_encoded_size(self, byte_length: int, array_spec: ArraySpec) -> int:
         for codec in self:
@@ -509,3 +468,64 @@ async def write(
             self.write_batch,
             config.get("async.concurrency"),
         )
+
+
+def codecs_from_list(
+    codecs: Iterable[Codec],
+) -> tuple[tuple[ArrayArrayCodec, ...], ArrayBytesCodec, tuple[BytesBytesCodec, ...]]:
+    from zarr.codecs.sharding import ShardingCodec
+
+    array_array: tuple[ArrayArrayCodec, ...] = ()
+    array_bytes_maybe: ArrayBytesCodec | None = None
+    bytes_bytes: tuple[BytesBytesCodec, ...] = ()
+
+    if any(isinstance(codec, ShardingCodec) for codec in codecs) and len(tuple(codecs)) > 1:
+        warn(
+            "Combining a `sharding_indexed` codec disables partial reads and "
+            "writes, which may lead to inefficient performance.",
+            stacklevel=3,
+        )
+
+    for prev_codec, cur_codec in pairwise((None, *codecs)):
+        if isinstance(cur_codec, ArrayArrayCodec):
+            if isinstance(prev_codec, ArrayBytesCodec | BytesBytesCodec):
+                msg = (
+                    f"Invalid codec order. ArrayArrayCodec {cur_codec}"
+                    "must be preceded by another ArrayArrayCodec. "
+                    f"Got {type(prev_codec)} instead."
+                )
+                raise ValueError(msg)
+            array_array += (cur_codec,)
+
+        elif isinstance(cur_codec, ArrayBytesCodec):
+            if isinstance(prev_codec, BytesBytesCodec):
+                msg = (
+                    f"Invalid codec order. ArrayBytes codec {cur_codec}"
+                    f" must be preceded by an ArrayArrayCodec. Got {type(prev_codec)} instead."
+                )
+                raise ValueError(msg)
+
+            if array_bytes_maybe is not None:
+                msg = (
+                    f"Got two instances of ArrayBytesCodec: {array_bytes_maybe} and {cur_codec}. "
+                    "Only one array-to-bytes codec is allowed."
+                )
+                raise ValueError(msg)
+
+            array_bytes_maybe = cur_codec
+
+        elif isinstance(cur_codec, BytesBytesCodec):
+            if isinstance(prev_codec, ArrayArrayCodec):
+                msg = (
+                    f"Invalid codec order. BytesBytesCodec {cur_codec}"
+                    "must be preceded by either another BytesBytesCodec, or an ArrayBytesCodec. "
+                    f"Got {type(prev_codec)} instead."
+                )
+            bytes_bytes += (cur_codec,)
+        else:
+            raise AssertionError
+
+    if array_bytes_maybe is None:
+        raise ValueError("Required ArrayBytesCodec was not found.")
+    else:
+        return array_array, array_bytes_maybe, bytes_bytes
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index 74ad5ac44f..def95b206d 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -5,7 +5,7 @@
 from enum import Enum
 from functools import lru_cache
 from operator import itemgetter
-from typing import TYPE_CHECKING, NamedTuple
+from typing import TYPE_CHECKING, Any, NamedTuple
 
 import numpy as np
 import numpy.typing as npt
@@ -15,12 +15,11 @@
     ArrayBytesCodecPartialDecodeMixin,
     ArrayBytesCodecPartialEncodeMixin,
     Codec,
-    CodecPipeline,
 )
 from zarr.abc.store import ByteGetter, ByteSetter
 from zarr.array_spec import ArraySpec
 from zarr.buffer import Buffer, BufferPrototype, NDBuffer, default_buffer_prototype
-from zarr.chunk_grids import RegularChunkGrid
+from zarr.chunk_grids import ChunkGrid, RegularChunkGrid
 from zarr.codecs.bytes import BytesCodec
 from zarr.codecs.crc32c_ import Crc32cCodec
 from zarr.codecs.pipeline import BatchedCodecPipeline
@@ -34,7 +33,7 @@
     product,
 )
 from zarr.indexing import BasicIndexer, SelectorTuple, c_order_iter, get_indexer, morton_order_iter
-from zarr.metadata import ArrayMetadata, parse_codecs
+from zarr.metadata import parse_codecs
 
 if TYPE_CHECKING:
     from collections.abc import Awaitable, Callable, Iterator
@@ -298,34 +297,22 @@ class ShardingCodec(
     ArrayBytesCodec, ArrayBytesCodecPartialDecodeMixin, ArrayBytesCodecPartialEncodeMixin
 ):
     chunk_shape: ChunkCoords
-    codecs: CodecPipeline
-    index_codecs: CodecPipeline
+    codecs: tuple[Codec, ...]
+    index_codecs: tuple[Codec, ...]
     index_location: ShardingCodecIndexLocation = ShardingCodecIndexLocation.end
 
     def __init__(
         self,
         *,
         chunk_shape: ChunkCoordsLike,
-        codecs: Iterable[Codec | JSON] | None = None,
-        index_codecs: Iterable[Codec | JSON] | None = None,
-        index_location: ShardingCodecIndexLocation | None = ShardingCodecIndexLocation.end,
+        codecs: Iterable[Codec | dict[str, JSON]] = (BytesCodec(),),
+        index_codecs: Iterable[Codec | dict[str, JSON]] = (BytesCodec(), Crc32cCodec()),
+        index_location: ShardingCodecIndexLocation = ShardingCodecIndexLocation.end,
     ) -> None:
         chunk_shape_parsed = parse_shapelike(chunk_shape)
-        codecs_parsed = (
-            parse_codecs(codecs)
-            if codecs is not None
-            else BatchedCodecPipeline.from_list([BytesCodec()])
-        )
-        index_codecs_parsed = (
-            parse_codecs(index_codecs)
-            if index_codecs is not None
-            else BatchedCodecPipeline.from_list([BytesCodec(), Crc32cCodec()])
-        )
-        index_location_parsed = (
-            parse_index_location(index_location)
-            if index_location is not None
-            else ShardingCodecIndexLocation.end
-        )
+        codecs_parsed = parse_codecs(codecs)
+        index_codecs_parsed = parse_codecs(index_codecs)
+        index_location_parsed = parse_index_location(index_location)
 
         object.__setattr__(self, "chunk_shape", chunk_shape_parsed)
         object.__setattr__(self, "codecs", codecs_parsed)
@@ -342,35 +329,39 @@ def from_dict(cls, data: dict[str, JSON]) -> Self:
         _, configuration_parsed = parse_named_configuration(data, "sharding_indexed")
         return cls(**configuration_parsed)  # type: ignore[arg-type]
 
+    @property
+    def codec_pipeline(self) -> BatchedCodecPipeline:
+        return BatchedCodecPipeline.from_list(self.codecs)
+
     def to_dict(self) -> dict[str, JSON]:
         return {
             "name": "sharding_indexed",
             "configuration": {
                 "chunk_shape": list(self.chunk_shape),
-                "codecs": self.codecs.to_dict(),
-                "index_codecs": self.index_codecs.to_dict(),
+                "codecs": [s.to_dict() for s in self.codecs],
+                "index_codecs": [s.to_dict() for s in self.index_codecs],
                 "index_location": self.index_location,
             },
         }
 
     def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
         shard_spec = self._get_chunk_spec(array_spec)
-        evolved_codecs = self.codecs.evolve_from_array_spec(shard_spec)
+        evolved_codecs = tuple(c.evolve_from_array_spec(array_spec=shard_spec) for c in self.codecs)
         if evolved_codecs != self.codecs:
             return replace(self, codecs=evolved_codecs)
         return self
 
-    def validate(self, array_metadata: ArrayMetadata) -> None:
-        if len(self.chunk_shape) != array_metadata.ndim:
+    def validate(self, *, shape: ChunkCoords, dtype: np.dtype[Any], chunk_grid: ChunkGrid) -> None:
+        if len(self.chunk_shape) != len(shape):
             raise ValueError(
                 "The shard's `chunk_shape` and array's `shape` need to have the same number of dimensions."
             )
-        if not isinstance(array_metadata.chunk_grid, RegularChunkGrid):
+        if not isinstance(chunk_grid, RegularChunkGrid):
             raise ValueError("Sharding is only compatible with regular chunk grids.")
         if not all(
             s % c == 0
             for s, c in zip(
-                array_metadata.chunk_grid.chunk_shape,
+                chunk_grid.chunk_shape,
                 self.chunk_shape,
                 strict=False,
             )
@@ -406,7 +397,7 @@ async def _decode_single(
             return out
 
         # decoding chunks and writing them into the output buffer
-        await self.codecs.read(
+        await self.codec_pipeline.read(
             [
                 (
                     _ShardingByteGetter(shard_dict, chunk_coords),
@@ -474,7 +465,7 @@ async def _decode_partial_single(
                         shard_dict[chunk_coords] = chunk_bytes
 
         # decoding chunks and writing them into the output buffer
-        await self.codecs.read(
+        await self.codec_pipeline.read(
             [
                 (
                     _ShardingByteGetter(shard_dict, chunk_coords),
@@ -508,7 +499,7 @@ async def _encode_single(
 
         shard_builder = _ShardBuilder.create_empty(chunks_per_shard)
 
-        await self.codecs.write(
+        await self.codec_pipeline.write(
             [
                 (
                     _ShardingByteSetter(shard_builder, chunk_coords),
@@ -551,7 +542,7 @@ async def _encode_partial_single(
             )
         )
 
-        await self.codecs.write(
+        await self.codec_pipeline.write(
             [
                 (
                     _ShardingByteSetter(shard_dict, chunk_coords),
@@ -586,7 +577,7 @@ async def _decode_shard_index(
     ) -> _ShardIndex:
         index_array = next(
             iter(
-                await self.index_codecs.decode(
+                await BatchedCodecPipeline.from_list(self.index_codecs).decode(
                     [(index_bytes, self._get_index_chunk_spec(chunks_per_shard))],
                 )
             )
@@ -597,7 +588,7 @@ async def _decode_shard_index(
     async def _encode_shard_index(self, index: _ShardIndex) -> Buffer:
         index_bytes = next(
             iter(
-                await self.index_codecs.encode(
+                await BatchedCodecPipeline.from_list(self.index_codecs).encode(
                     [
                         (
                             NDBuffer.from_numpy_array(index.offsets_and_lengths),
@@ -612,7 +603,7 @@ async def _encode_shard_index(self, index: _ShardIndex) -> Buffer:
         return index_bytes
 
     def _shard_index_size(self, chunks_per_shard: ChunkCoords) -> int:
-        return self.index_codecs.compute_encoded_size(
+        return BatchedCodecPipeline.from_list(self.index_codecs).compute_encoded_size(
             16 * product(chunks_per_shard), self._get_index_chunk_spec(chunks_per_shard)
         )
 
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index 33dab21fb6..0c55a6ec4a 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -2,13 +2,14 @@
 
 from collections.abc import Iterable
 from dataclasses import dataclass, replace
-from typing import TYPE_CHECKING, cast
+from typing import TYPE_CHECKING, Any, cast
 
 import numpy as np
 
 from zarr.abc.codec import ArrayArrayCodec
 from zarr.array_spec import ArraySpec
 from zarr.buffer import NDBuffer
+from zarr.chunk_grids import ChunkGrid
 from zarr.codecs.registry import register_codec
 from zarr.common import JSON, ChunkCoordsLike, parse_named_configuration
 
@@ -45,8 +46,23 @@ def from_dict(cls, data: dict[str, JSON]) -> Self:
     def to_dict(self) -> dict[str, JSON]:
         return {"name": "transpose", "configuration": {"order": list(self.order)}}
 
+    def validate(self, shape: tuple[int, ...], dtype: np.dtype[Any], chunk_grid: ChunkGrid) -> None:
+        if len(self.order) != len(shape):
+            raise ValueError(
+                f"The `order` tuple needs have as many entries as there are dimensions in the array. Got {self.order}."
+            )
+        if len(self.order) != len(set(self.order)):
+            raise ValueError(
+                f"There must not be duplicates in the `order` tuple. Got {self.order}."
+            )
+        if not all(0 <= x < len(shape) for x in self.order):
+            raise ValueError(
+                f"All entries in the `order` tuple must be between 0 and the number of dimensions in the array. Got {self.order}."
+            )
+
     def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
-        if len(self.order) != array_spec.ndim:
+        ndim = array_spec.ndim
+        if len(self.order) != ndim:
             raise ValueError(
                 f"The `order` tuple needs have as many entries as there are dimensions in the array. Got {self.order}."
             )
@@ -54,7 +70,7 @@ def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
             raise ValueError(
                 f"There must not be duplicates in the `order` tuple. Got {self.order}."
             )
-        if not all(0 <= x < array_spec.ndim for x in self.order):
+        if not all(0 <= x < ndim for x in self.order):
             raise ValueError(
                 f"All entries in the `order` tuple must be between 0 and the number of dimensions in the array. Got {self.order}."
             )
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index c6a71c00b8..729c7ba13c 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -10,12 +10,12 @@
 import numpy as np
 import numpy.typing as npt
 
-from zarr.abc.codec import Codec, CodecPipeline
+from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec, Codec, CodecPipeline
 from zarr.abc.metadata import Metadata
 from zarr.buffer import Buffer, BufferPrototype, default_buffer_prototype
 from zarr.chunk_grids import ChunkGrid, RegularChunkGrid
 from zarr.chunk_key_encodings import ChunkKeyEncoding, parse_separator
-from zarr.codecs._v2 import V2Compressor, V2Filters
+from zarr.codecs.registry import get_codec_class
 from zarr.config import config
 
 if TYPE_CHECKING:
@@ -33,6 +33,7 @@
     ZarrFormat,
     parse_dtype,
     parse_fill_value,
+    parse_named_configuration,
     parse_shapelike,
 )
 from zarr.config import parse_indexing_order
@@ -132,11 +133,6 @@ def dtype(self) -> np.dtype[Any]:
     def ndim(self) -> int:
         pass
 
-    @property
-    @abstractmethod
-    def codec_pipeline(self) -> CodecPipeline:
-        pass
-
     @abstractmethod
     def get_chunk_spec(
         self, _chunk_coords: ChunkCoords, order: Literal["C", "F"], prototype: BufferPrototype
@@ -167,7 +163,7 @@ class ArrayV3Metadata(ArrayMetadata):
     chunk_grid: ChunkGrid
     chunk_key_encoding: ChunkKeyEncoding
     fill_value: Any
-    codecs: CodecPipeline
+    codecs: tuple[Codec, ...]
     attributes: dict[str, Any] = field(default_factory=dict)
     dimension_names: tuple[str, ...] | None = None
     zarr_format: Literal[3] = field(default=3, init=False)
@@ -181,7 +177,7 @@ def __init__(
         chunk_grid: dict[str, JSON] | ChunkGrid,
         chunk_key_encoding: dict[str, JSON] | ChunkKeyEncoding,
         fill_value: Any,
-        codecs: Iterable[Codec | JSON],
+        codecs: Iterable[Codec | dict[str, JSON]],
         attributes: None | dict[str, JSON],
         dimension_names: None | Iterable[str],
     ) -> None:
@@ -195,6 +191,7 @@ def __init__(
         dimension_names_parsed = parse_dimension_names(dimension_names)
         fill_value_parsed = parse_fill_value(fill_value)
         attributes_parsed = parse_attributes(attributes)
+        codecs_parsed_partial = parse_codecs(codecs)
 
         array_spec = ArraySpec(
             shape=shape_parsed,
@@ -203,7 +200,7 @@ def __init__(
             order="C",  # TODO: order is not needed here.
             prototype=default_buffer_prototype,  # TODO: prototype is not needed here.
         )
-        codecs_parsed = parse_codecs(codecs).evolve_from_array_spec(array_spec)
+        codecs_parsed = [c.evolve_from_array_spec(array_spec) for c in codecs_parsed_partial]
 
         object.__setattr__(self, "shape", shape_parsed)
         object.__setattr__(self, "data_type", data_type_parsed)
@@ -229,7 +226,8 @@ def _validate_metadata(self) -> None:
             )
         if self.fill_value is None:
             raise ValueError("`fill_value` is required.")
-        self.codecs.validate(self)
+        for codec in self.codecs:
+            codec.validate(shape=self.shape, dtype=self.data_type, chunk_grid=self.chunk_grid)
 
     @property
     def dtype(self) -> np.dtype[Any]:
@@ -239,10 +237,6 @@ def dtype(self) -> np.dtype[Any]:
     def ndim(self) -> int:
         return len(self.shape)
 
-    @property
-    def codec_pipeline(self) -> CodecPipeline:
-        return self.codecs
-
     def get_chunk_spec(
         self, _chunk_coords: ChunkCoords, order: Literal["C", "F"], prototype: BufferPrototype
     ) -> ArraySpec:
@@ -375,14 +369,6 @@ def dtype(self) -> np.dtype[Any]:
     def chunks(self) -> ChunkCoords:
         return self.chunk_grid.chunk_shape
 
-    @property
-    def codec_pipeline(self) -> CodecPipeline:
-        from zarr.codecs import BatchedCodecPipeline
-
-        return BatchedCodecPipeline.from_list(
-            [V2Filters(self.filters or []), V2Compressor(self.compressor)]
-        )
-
     def to_buffer_dict(self) -> dict[str, Buffer]:
         def _json_convert(
             o: np.dtype[Any],
@@ -507,9 +493,27 @@ def parse_v2_metadata(data: ArrayV2Metadata) -> ArrayV2Metadata:
     return data
 
 
-def parse_codecs(data: Iterable[Codec | JSON]) -> CodecPipeline:
+def create_pipeline(data: Iterable[Codec | JSON]) -> CodecPipeline:
     from zarr.codecs import BatchedCodecPipeline
 
     if not isinstance(data, Iterable):
         raise TypeError(f"Expected iterable, got {type(data)}")
     return BatchedCodecPipeline.from_dict(data)
+
+
+def parse_codecs(data: Iterable[Codec | dict[str, JSON]]) -> tuple[Codec, ...]:
+    out: tuple[Codec, ...] = ()
+
+    if not isinstance(data, Iterable):
+        raise TypeError(f"Expected iterable, got {type(data)}")
+
+    for c in data:
+        if isinstance(
+            c, ArrayArrayCodec | ArrayBytesCodec | BytesBytesCodec
+        ):  # Can't use Codec here because of mypy limitation
+            out += (c,)
+        else:
+            name_parsed, _ = parse_named_configuration(c, require_configuration=False)
+            out += (get_codec_class(name_parsed).from_dict(c),)
+
+    return out

From ea6b441b351d008ffe099f7b193ccea5027dee36 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Sun, 23 Jun 2024 23:52:38 +0200
Subject: [PATCH 0583/1078] Update `RemoteStore.__str__` and add UPath tests
 (#1964)

* normalize remotestore __str__ method

* add UPath tests (failing)

* remove trailing path delimiter from ._url property of remotestore

* remove trailing path delimiter from path attribute in remotestore

* add upath to test dependencies

* more aggressive cleanup in s3 fixture

* remove redundant elif
---
 pyproject.toml                     |  1 +
 src/zarr/store/remote.py           | 17 ++++---
 tests/v3/test_store/test_remote.py | 77 ++++++++++++++++++++++--------
 3 files changed, 69 insertions(+), 26 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 96a884b737..7f8c23f2b6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -106,6 +106,7 @@ build.hooks.vcs.version-file = "src/zarr/_version.py"
 [tool.hatch.envs.test]
 dependencies = [
     "numpy~={matrix:numpy}",
+    "universal_pathlib"
 ]
 extra-dependencies = [
     "coverage",
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index db826f456d..15051334e9 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -25,6 +25,7 @@ class RemoteStore(Store):
     supports_listing: bool = True
 
     _fs: AsyncFileSystem
+    _url: str
     path: str
     allowed_exceptions: tuple[type[Exception], ...]
 
@@ -51,9 +52,10 @@ def __init__(
         """
 
         super().__init__(mode=mode)
-
         if isinstance(url, str):
-            self._fs, self.path = fsspec.url_to_fs(url, **storage_options)
+            self._url = url.rstrip("/")
+            self._fs, _path = fsspec.url_to_fs(url, **storage_options)
+            self.path = _path.rstrip("/")
         elif hasattr(url, "protocol") and hasattr(url, "fs"):
             # is UPath-like - but without importing
             if storage_options:
@@ -61,8 +63,11 @@ def __init__(
                     "If constructed with a UPath object, no additional "
                     "storage_options are allowed"
                 )
-            self.path = url.path
-            self._fs = url._fs
+            # n.b. UPath returns the url and path attributes with a trailing /, at least for s3
+            # that trailing / must be removed to compose with the store interface
+            self._url = str(url).rstrip("/")
+            self.path = url.path.rstrip("/")
+            self._fs = url.fs
         else:
             raise ValueError("URL not understood, %s", url)
         self.allowed_exceptions = allowed_exceptions
@@ -71,10 +76,10 @@ def __init__(
             raise TypeError("FileSystem needs to support async operations")
 
     def __str__(self) -> str:
-        return f"Remote fsspec store: {type(self._fs).__name__} , {self.path}"
+        return f"{self._url}"
 
     def __repr__(self) -> str:
-        return f"<RemoteStore({type(self._fs).__name__} , {self.path})>"
+        return f"<RemoteStore({type(self._fs).__name__}, {self.path})>"
 
     async def get(
         self,
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index 936cf206d9..98206d427f 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -2,9 +2,11 @@
 
 import fsspec
 import pytest
+from upath import UPath
 
 from zarr.buffer import Buffer, default_buffer_prototype
 from zarr.store import RemoteStore
+from zarr.sync import sync
 from zarr.testing.store import StoreTests
 
 s3fs = pytest.importorskip("s3fs")
@@ -16,7 +18,7 @@
 test_bucket_name = "test"
 secure_bucket_name = "test-secure"
 port = 5555
-endpoint_uri = f"http://127.0.0.1:{port}/"
+endpoint_url = f"http://127.0.0.1:{port}/"
 
 
 @pytest.fixture(scope="module")
@@ -40,18 +42,33 @@ def get_boto3_client():
 
     # NB: we use the sync botocore client for setup
     session = Session()
-    return session.create_client("s3", endpoint_url=endpoint_uri)
+    return session.create_client("s3", endpoint_url=endpoint_url)
 
 
 @pytest.fixture(autouse=True, scope="function")
 def s3(s3_base):
+    """
+    Quoting Martin Durant:
+    pytest-asyncio creates a new event loop for each async test.
+    When an async-mode s3fs instance is made from async, it will be assigned to the loop from
+    which it is made. That means that if you use s3fs again from a subsequent test,
+    you will have the same identical instance, but be running on a different loop - which fails.
+
+    For the rest: it's very convenient to clean up the state of the store between tests,
+    make sure we start off blank each time.
+
+    https://github.com/zarr-developers/zarr-python/pull/1785#discussion_r1634856207
+    """
     client = get_boto3_client()
     client.create_bucket(Bucket=test_bucket_name, ACL="public-read")
     s3fs.S3FileSystem.clear_instance_cache()
-    s3 = s3fs.S3FileSystem(anon=False, client_kwargs={"endpoint_url": endpoint_uri})
+    s3 = s3fs.S3FileSystem(anon=False, client_kwargs={"endpoint_url": endpoint_url})
+    session = sync(s3.set_session())
     s3.invalidate_cache()
     yield s3
-    requests.post(f"{endpoint_uri}/moto-api/reset")
+    requests.post(f"{endpoint_url}/moto-api/reset")
+    client.close()
+    sync(session.close())
 
 
 # ### end from s3fs ### #
@@ -65,7 +82,7 @@ async def alist(it):
 
 
 async def test_basic():
-    store = RemoteStore(f"s3://{test_bucket_name}", mode="w", endpoint_url=endpoint_uri, anon=False)
+    store = RemoteStore(f"s3://{test_bucket_name}", mode="w", endpoint_url=endpoint_url, anon=False)
     assert not await alist(store.list())
     assert not await store.exists("foo")
     data = b"hello"
@@ -81,31 +98,51 @@ async def test_basic():
 class TestRemoteStoreS3(StoreTests[RemoteStore]):
     store_cls = RemoteStore
 
-    @pytest.fixture(scope="function")
-    def store_kwargs(self) -> dict[str, str | bool]:
-        return {
-            "mode": "w",
-            "endpoint_url": endpoint_uri,
-            "anon": False,
-            "url": f"s3://{test_bucket_name}",
-        }
+    @pytest.fixture(scope="function", params=("use_upath", "use_str"))
+    def store_kwargs(self, request) -> dict[str, str | bool]:
+        url = f"s3://{test_bucket_name}"
+        anon = False
+        mode = "w"
+        if request.param == "use_upath":
+            return {"mode": mode, "url": UPath(url, endpoint_url=endpoint_url, anon=anon)}
+        elif request.param == "use_str":
+            return {"url": url, "mode": mode, "anon": anon, "endpoint_url": endpoint_url}
+
+        raise AssertionError
 
     @pytest.fixture(scope="function")
     def store(self, store_kwargs: dict[str, str | bool]) -> RemoteStore:
-        self._fs, _ = fsspec.url_to_fs(asynchronous=False, **store_kwargs)
-        out = self.store_cls(asynchronous=True, **store_kwargs)
+        url = store_kwargs["url"]
+        mode = store_kwargs["mode"]
+        if isinstance(url, UPath):
+            out = self.store_cls(url=url, mode=mode)
+        else:
+            endpoint_url = store_kwargs["endpoint_url"]
+            out = self.store_cls(url=url, asynchronous=True, mode=mode, endpoint_url=endpoint_url)
         return out
 
     def get(self, store: RemoteStore, key: str) -> Buffer:
-        return Buffer.from_bytes(self._fs.cat(f"{store.path}/{key}"))
+        #  make a new, synchronous instance of the filesystem because this test is run in sync code
+        fs, _ = fsspec.url_to_fs(
+            url=store._url,
+            asynchronous=False,
+            anon=store._fs.anon,
+            endpoint_url=store._fs.endpoint_url,
+        )
+        return Buffer.from_bytes(fs.cat(f"{store.path}/{key}"))
 
     def set(self, store: RemoteStore, key: str, value: Buffer) -> None:
-        self._fs.write_bytes(f"{store.path}/{key}", value.to_bytes())
+        #  make a new, synchronous instance of the filesystem because this test is run in sync code
+        fs, _ = fsspec.url_to_fs(
+            url=store._url,
+            asynchronous=False,
+            anon=store._fs.anon,
+            endpoint_url=store._fs.endpoint_url,
+        )
+        fs.write_bytes(f"{store.path}/{key}", value.to_bytes())
 
     def test_store_repr(self, store: RemoteStore) -> None:
-        rep = str(store)
-        assert "fsspec" in rep
-        assert store.path in rep
+        assert str(store) == f"s3://{test_bucket_name}"
 
     def test_store_supports_writes(self, store: RemoteStore) -> None:
         assert True

From 11a959aac2413b35a63d489af2090c0d5bcb0259 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Mon, 24 Jun 2024 15:27:48 +0100
Subject: [PATCH 0584/1078] Automatically generate API reference docs (#1918)

* Automatically generate API reference

* Remove old automodapi refs

* Fix some doc warnings

* Skip private modules

* Skip all private objects

* Add API ref page for zarr namespace

* Fix import errors with zarr.v2

* Remove old numpydoc validation

* Use groupwise member order

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 .gitignore                |  1 -
 docs/api.rst              | 22 -----------------
 docs/api/attrs.rst        | 16 -------------
 docs/api/codecs.rst       | 23 ------------------
 docs/api/convenience.rst  | 14 -----------
 docs/api/core.rst         |  5 ----
 docs/api/creation.rst     | 15 ------------
 docs/api/hierarchy.rst    | 41 --------------------------------
 docs/api/index.rst        |  7 ++++++
 docs/api/n5.rst           |  5 ----
 docs/api/storage.rst      | 50 ---------------------------------------
 docs/api/sync.rst         |  6 -----
 docs/api/zarr.rst         |  5 ++++
 docs/conf.py              | 19 +++++++++------
 docs/index.rst            |  4 ++--
 pyproject.toml            |  4 ++--
 src/zarr/buffer.py        | 30 +++++++++++------------
 src/zarr/store/local.py   |  1 +
 src/zarr/testing/utils.py |  4 ++--
 src/zarr/v2/core.py       |  5 ++--
 20 files changed, 48 insertions(+), 229 deletions(-)
 delete mode 100644 docs/api.rst
 delete mode 100644 docs/api/attrs.rst
 delete mode 100644 docs/api/codecs.rst
 delete mode 100644 docs/api/convenience.rst
 delete mode 100644 docs/api/core.rst
 delete mode 100644 docs/api/creation.rst
 delete mode 100644 docs/api/hierarchy.rst
 create mode 100644 docs/api/index.rst
 delete mode 100644 docs/api/n5.rst
 delete mode 100644 docs/api/storage.rst
 delete mode 100644 docs/api/sync.rst
 create mode 100644 docs/api/zarr.rst

diff --git a/.gitignore b/.gitignore
index 7d32026e13..35957f2c99 100644
--- a/.gitignore
+++ b/.gitignore
@@ -51,7 +51,6 @@ coverage.xml
 
 # Sphinx documentation
 docs/_build/
-docs/_autoapi/
 
 # PyBuilder
 target/
diff --git a/docs/api.rst b/docs/api.rst
deleted file mode 100644
index 2b6e7ea516..0000000000
--- a/docs/api.rst
+++ /dev/null
@@ -1,22 +0,0 @@
-API reference
-=============
-
-.. toctree::
-    :maxdepth: 3
-
-    api/creation
-    api/core
-    api/hierarchy
-    api/storage
-    api/n5
-    api/convenience
-    api/codecs
-    api/attrs
-    api/sync
-
-Indices and tables
-------------------
-
-* :ref:`genindex`
-* :ref:`modindex`
-* :ref:`search`
diff --git a/docs/api/attrs.rst b/docs/api/attrs.rst
deleted file mode 100644
index 067b45fac6..0000000000
--- a/docs/api/attrs.rst
+++ /dev/null
@@ -1,16 +0,0 @@
-The Attributes class (``zarr.v2.attrs``)
-========================================
-.. module:: zarr.v2.attrs
-
-.. autoclass:: Attributes
-
-    .. automethod:: __getitem__
-    .. automethod:: __setitem__
-    .. automethod:: __delitem__
-    .. automethod:: __iter__
-    .. automethod:: __len__
-    .. automethod:: keys
-    .. automethod:: asdict
-    .. automethod:: put
-    .. automethod:: update
-    .. automethod:: refresh
diff --git a/docs/api/codecs.rst b/docs/api/codecs.rst
deleted file mode 100644
index 454c5ccd20..0000000000
--- a/docs/api/codecs.rst
+++ /dev/null
@@ -1,23 +0,0 @@
-Compressors and filters (``zarr.v2.codecs``)
-============================================
-.. module:: zarr.codecs
-
-This module contains compressor and filter classes for use with Zarr. Please note that this module
-is provided for backwards compatibility with previous versions of Zarr. From Zarr version 2.2
-onwards, all codec classes have been moved to a separate package called Numcodecs_. The two
-packages (Zarr and Numcodecs_) are designed to be used together. For example, a Numcodecs_ codec
-class can be used as a compressor for a Zarr array::
-
-    >>> import zarr.v2
-    >>> from numcodecs import Blosc
-    >>> z = zarr.v2.zeros(1000000, compressor=Blosc(cname='zstd', clevel=1, shuffle=Blosc.SHUFFLE))
-
-Codec classes can also be used as filters. See the tutorial section on :ref:`tutorial_filters`
-for more information.
-
-Please note that it is also relatively straightforward to define and register custom codec
-classes. See the Numcodecs `codec API <https://numcodecs.readthedocs.io/en/latest/abc.html>`_ and
-`codec registry <https://numcodecs.readthedocs.io/en/latest/registry.html>`_ documentation for more
-information.
-
-.. _Numcodecs: https://numcodecs.readthedocs.io/
diff --git a/docs/api/convenience.rst b/docs/api/convenience.rst
deleted file mode 100644
index 1ff26452fa..0000000000
--- a/docs/api/convenience.rst
+++ /dev/null
@@ -1,14 +0,0 @@
-Convenience functions (``zarr.v2.convenience``)
-===============================================
-.. automodule:: zarr.v2.convenience
-.. autofunction:: open
-.. autofunction:: save
-.. autofunction:: load
-.. autofunction:: save_array
-.. autofunction:: save_group
-.. autofunction:: copy
-.. autofunction:: copy_all
-.. autofunction:: copy_store
-.. autofunction:: tree
-.. autofunction:: consolidate_metadata
-.. autofunction:: open_consolidated
diff --git a/docs/api/core.rst b/docs/api/core.rst
deleted file mode 100644
index aacd03e2a5..0000000000
--- a/docs/api/core.rst
+++ /dev/null
@@ -1,5 +0,0 @@
-The Array class (``zarr.v2.core``)
-==================================
-
-.. automodapi:: zarr.v2.core
-   :no-heading:
diff --git a/docs/api/creation.rst b/docs/api/creation.rst
deleted file mode 100644
index ad0a2ead49..0000000000
--- a/docs/api/creation.rst
+++ /dev/null
@@ -1,15 +0,0 @@
-Array creation (``zarr.v2.creation``)
-=====================================
-.. module:: zarr.v2.creation
-.. autofunction:: create
-.. autofunction:: empty
-.. autofunction:: zeros
-.. autofunction:: ones
-.. autofunction:: full
-.. autofunction:: array
-.. autofunction:: open_array
-.. autofunction:: empty_like
-.. autofunction:: zeros_like
-.. autofunction:: ones_like
-.. autofunction:: full_like
-.. autofunction:: open_like
diff --git a/docs/api/hierarchy.rst b/docs/api/hierarchy.rst
deleted file mode 100644
index 5d9280af1e..0000000000
--- a/docs/api/hierarchy.rst
+++ /dev/null
@@ -1,41 +0,0 @@
-Groups (``zarr.v2.hierarchy``)
-==============================
-.. module:: zarr.v2.hierarchy
-
-.. autofunction:: group
-.. autofunction:: open_group
-
-.. autoclass:: Group
-
-    .. automethod:: __len__
-    .. automethod:: __iter__
-    .. automethod:: __contains__
-    .. automethod:: __getitem__
-    .. automethod:: __enter__
-    .. automethod:: __exit__
-    .. automethod:: group_keys
-    .. automethod:: groups
-    .. automethod:: array_keys
-    .. automethod:: arrays
-    .. automethod:: visit
-    .. automethod:: visitkeys
-    .. automethod:: visitvalues
-    .. automethod:: visititems
-    .. automethod:: tree
-    .. automethod:: create_group
-    .. automethod:: require_group
-    .. automethod:: create_groups
-    .. automethod:: require_groups
-    .. automethod:: create_dataset
-    .. automethod:: require_dataset
-    .. automethod:: create
-    .. automethod:: empty
-    .. automethod:: zeros
-    .. automethod:: ones
-    .. automethod:: full
-    .. automethod:: array
-    .. automethod:: empty_like
-    .. automethod:: zeros_like
-    .. automethod:: ones_like
-    .. automethod:: full_like
-    .. automethod:: move
diff --git a/docs/api/index.rst b/docs/api/index.rst
new file mode 100644
index 0000000000..58ea531905
--- /dev/null
+++ b/docs/api/index.rst
@@ -0,0 +1,7 @@
+API Reference
+=============
+
+.. toctree::
+    :maxdepth: 1
+
+    zarr
diff --git a/docs/api/n5.rst b/docs/api/n5.rst
deleted file mode 100644
index 22e490bad4..0000000000
--- a/docs/api/n5.rst
+++ /dev/null
@@ -1,5 +0,0 @@
-N5 (``zarr.v2.n5``)
-===================
-.. automodule:: zarr.v2.n5
-
-.. autoclass:: N5Store
diff --git a/docs/api/storage.rst b/docs/api/storage.rst
deleted file mode 100644
index d0ebd8a429..0000000000
--- a/docs/api/storage.rst
+++ /dev/null
@@ -1,50 +0,0 @@
-Storage (``zarr.v2.storage``)
-=============================
-.. automodule:: zarr.v2.storage
-
-.. autoclass:: MemoryStore
-.. autoclass:: DirectoryStore
-.. autoclass:: TempStore
-.. autoclass:: NestedDirectoryStore
-.. autoclass:: ZipStore
-
-    .. automethod:: close
-    .. automethod:: flush
-
-.. autoclass:: DBMStore
-
-    .. automethod:: close
-    .. automethod:: flush
-
-.. autoclass:: LMDBStore
-
-    .. automethod:: close
-    .. automethod:: flush
-
-.. autoclass:: SQLiteStore
-
-    .. automethod:: close
-
-.. autoclass:: MongoDBStore
-.. autoclass:: RedisStore
-.. autoclass:: LRUStoreCache
-
-    .. automethod:: invalidate
-    .. automethod:: invalidate_values
-    .. automethod:: invalidate_keys
-
-.. autoclass:: ABSStore
-
-.. autoclass:: FSStore
-
-.. autoclass:: ConsolidatedMetadataStore
-
-.. autofunction:: init_array
-.. autofunction:: init_group
-.. autofunction:: contains_array
-.. autofunction:: contains_group
-.. autofunction:: listdir
-.. autofunction:: rmdir
-.. autofunction:: getsize
-.. autofunction:: rename
-.. autofunction:: migrate_1to2
diff --git a/docs/api/sync.rst b/docs/api/sync.rst
deleted file mode 100644
index ff961543af..0000000000
--- a/docs/api/sync.rst
+++ /dev/null
@@ -1,6 +0,0 @@
-Synchronization (``zarr.v2.sync``)
-==================================
-.. module:: zarr.v2.sync
-
-.. autoclass:: ThreadSynchronizer
-.. autoclass:: ProcessSynchronizer
diff --git a/docs/api/zarr.rst b/docs/api/zarr.rst
new file mode 100644
index 0000000000..8a9216f19e
--- /dev/null
+++ b/docs/api/zarr.rst
@@ -0,0 +1,5 @@
+zarr
+====
+
+.. autoapimodule:: zarr
+    :members:
diff --git a/docs/conf.py b/docs/conf.py
index 318843a9fb..35afa60577 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -15,6 +15,9 @@
 
 import os
 import sys
+from typing import Any
+
+import sphinx.application
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
@@ -22,6 +25,7 @@
 #
 # The short X.Y version.
 import zarr
+import sphinx
 
 # If extensions (or modules to document with autodoc) are in another directory,
 # add these directories to sys.path here. If the directory is relative to the
@@ -42,19 +46,21 @@
     "sphinx.ext.autosummary",
     "sphinx.ext.viewcode",
     "sphinx.ext.intersphinx",
-    "sphinx_automodapi.automodapi",
+    'autoapi.extension',
     "numpydoc",
     "sphinx_issues",
     "sphinx_copybutton",
     "sphinx_design",
 ]
 
-numpydoc_show_class_members = False
-numpydoc_class_members_toctree = False
 issues_github_path = "zarr-developers/zarr-python"
 
-automodapi_inheritance_diagram = False
-automodapi_toctreedirnm = "_autoapi"
+autoapi_dirs = ['../src/zarr']
+autoapi_add_toctree_entry = False
+autoapi_generate_api_docs = False
+autoapi_member_order = "groupwise"
+autoapi_root = "api"
+
 
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ["_templates"]
@@ -166,8 +172,7 @@
 html_logo = "_static/logo1.png"
 
 
-# Add custom css
-def setup(app):
+def setup(app: sphinx.application.Sphinx) -> None:
     app.add_css_file("custom.css")
 
 
diff --git a/docs/index.rst b/docs/index.rst
index 06f79b7e7c..92f9a3df18 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -10,7 +10,7 @@ Zarr-Python
 
     getting_started
     tutorial
-    api
+    api/index
     spec
     release
     license
@@ -80,7 +80,7 @@ Zarr is a file storage format for chunked, compressed, N-dimensional arrays base
 
         +++
 
-        .. button-ref:: api
+        .. button-ref:: api/index
             :expand:
             :color: dark
             :click-parent:
diff --git a/pyproject.toml b/pyproject.toml
index 7f8c23f2b6..d61eadea84 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -63,7 +63,7 @@ jupyter = [
 docs = [
     'sphinx',
     'sphinx-autobuild>=2021.3.14',
-    'sphinx-automodapi',
+    'sphinx-autoapi',
     'sphinx_design',
     'sphinx-issues',
     'sphinx-copybutton',
@@ -146,7 +146,7 @@ features = ['docs']
 
 [tool.hatch.envs.docs.scripts]
 build = "cd docs && make html"
-serve = "sphinx-autobuild docs docs/_build --ignore 'docs/_autoapi/**/*' --host 0.0.0.0"
+serve = "sphinx-autobuild docs docs/_build --host 0.0.0.0"
 
 [tool.ruff]
 line-length = 100
diff --git a/src/zarr/buffer.py b/src/zarr/buffer.py
index 44691ea352..1298711d4e 100644
--- a/src/zarr/buffer.py
+++ b/src/zarr/buffer.py
@@ -87,8 +87,8 @@ def all(self) -> bool: ...
     def __eq__(self, other: Any) -> Self:  # type: ignore[explicit-override, override]
         """Element-wise equal
 
-        Notice
-        ------
+        Notes
+        -----
         Type checkers such as mypy complains because the return type isn't a bool like
         its supertype "object", which violates the Liskov substitution principle.
         This is true, but since NumPy's ndarray is defined as an element-wise equal,
@@ -117,8 +117,8 @@ class Buffer:
     array-like instance can be copied/converted to a regular Numpy array
     (host memory).
 
-    Note
-    ----
+    Notes
+    -----
     This buffer is untyped, so all indexing and sizes are in bytes.
 
     Parameters
@@ -188,8 +188,8 @@ def as_array_like(self) -> ArrayLike:
     def as_numpy_array(self) -> npt.NDArray[Any]:
         """Returns the buffer as a NumPy array (host memory).
 
-        Warning
-        -------
+        Notes
+        -----
         Might have to copy data, consider using `.as_array_like()` instead.
 
         Returns
@@ -201,8 +201,8 @@ def as_numpy_array(self) -> npt.NDArray[Any]:
     def to_bytes(self) -> bytes:
         """Returns the buffer as `bytes` (host memory).
 
-        Warning
-        -------
+        Warnings
+        --------
         Will always copy data, only use this method for small buffers such as metadata
         buffers. If possible, use `.as_numpy_array()` or `.as_array_like()` instead.
 
@@ -244,8 +244,8 @@ class NDBuffer:
     ndarray-like instance can be copied/converted to a regular Numpy array
     (host memory).
 
-    Note
-    ----
+    Notes
+    -----
     The two buffer classes Buffer and NDBuffer are very similar. In fact, Buffer
     is a special case of NDBuffer where dim=1, stride=1, and dtype="b". However,
     in order to use Python's type system to differentiate between the contiguous
@@ -290,8 +290,8 @@ def create(
         -------
             New buffer representing a new ndarray_like object
 
-        Developer Notes
-        ---------------
+        Notes
+        -----
         A subclass can overwrite this method to create a ndarray-like object
         other then the default Numpy array.
         """
@@ -344,8 +344,8 @@ def as_ndarray_like(self) -> NDArrayLike:
     def as_numpy_array(self) -> npt.NDArray[Any]:
         """Returns the buffer as a NumPy array (host memory).
 
-        Warning
-        -------
+        Warnings
+        --------
         Might have to copy data, consider using `.as_ndarray_like()` instead.
 
         Returns
@@ -433,7 +433,7 @@ def as_numpy_array_wrapper(
 
     Returns
     -------
-        The result of `func` converted to a `prototype.buffer`
+        The result of `func` converted to a `Buffer`
     """
     return prototype.buffer.from_bytes(func(buf.as_numpy_array()))
 
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index 9238700445..5915559900 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -109,6 +109,7 @@ async def get_partial_values(
     ) -> list[Buffer | None]:
         """
         Read byte ranges from multiple keys.
+
         Parameters
         ----------
         key_ranges: List[Tuple[str, Tuple[int, int]]]
diff --git a/src/zarr/testing/utils.py b/src/zarr/testing/utils.py
index 04b05d1b1c..67c6c72de7 100644
--- a/src/zarr/testing/utils.py
+++ b/src/zarr/testing/utils.py
@@ -7,8 +7,8 @@
 def assert_bytes_equal(b1: Buffer | BytesLike | None, b2: Buffer | BytesLike | None) -> None:
     """Help function to assert if two bytes-like or Buffers are equal
 
-    Warning
-    -------
+    Warnings
+    --------
     Always copies data, only use for testing and debugging
     """
     if isinstance(b1, Buffer):
diff --git a/src/zarr/v2/core.py b/src/zarr/v2/core.py
index c1223daced..9eeb467d68 100644
--- a/src/zarr/v2/core.py
+++ b/src/zarr/v2/core.py
@@ -8,11 +8,11 @@
 from typing import Any
 
 import numpy as np
-from numcodecs.compat import ensure_bytes
+from numcodecs import AsType, get_codec
+from numcodecs.compat import ensure_bytes, ensure_ndarray_like
 
 from zarr.v2._storage.store import _prefix_to_attrs_key
 from zarr.v2.attrs import Attributes
-from zarr.v2.codecs import AsType, get_codec
 from zarr.v2.context import Context
 from zarr.v2.errors import ArrayNotFoundError, ReadOnlyError, ArrayIndexError
 from zarr.v2.indexing import (
@@ -56,7 +56,6 @@
     normalize_shape,
     normalize_storage_path,
     PartialReadBuffer,
-    ensure_ndarray_like,
 )
 
 __all__ = ["Array"]

From cb9605ef09d80c3fffcba452abfd7655a46c3113 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Mon, 24 Jun 2024 20:17:02 +0100
Subject: [PATCH 0585/1078] Fix doc build warnings (#1985)

* Fix doc build warnings

* Fix mypy error
---
 src/zarr/indexing.py    | 6 +++---
 src/zarr/v2/context.py  | 4 ++--
 src/zarr/v2/indexing.py | 2 +-
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/src/zarr/indexing.py b/src/zarr/indexing.py
index 74cbbe8c6b..bb5ed660cf 100644
--- a/src/zarr/indexing.py
+++ b/src/zarr/indexing.py
@@ -1022,9 +1022,9 @@ def __init__(self, selection: CoordinateSelection, shape: ChunkCoords, chunk_gri
 
         # flatten selection
         selection_broadcast = tuple(dim_sel.reshape(-1) for dim_sel in selection_broadcast)
-        chunks_multi_index_broadcast = [
-            dim_chunks.reshape(-1) for dim_chunks in chunks_multi_index_broadcast
-        ]
+        chunks_multi_index_broadcast = tuple(
+            [dim_chunks.reshape(-1) for dim_chunks in chunks_multi_index_broadcast]
+        )
 
         # ravel chunk indices
         chunks_raveled_indices = np.ravel_multi_index(
diff --git a/src/zarr/v2/context.py b/src/zarr/v2/context.py
index 3dd7dda4ac..4eb1db7491 100644
--- a/src/zarr/v2/context.py
+++ b/src/zarr/v2/context.py
@@ -9,8 +9,8 @@ class Context(TypedDict, total=False):
     All keys are optional. Any component reading the context must provide
     a default implementation in the case a key cannot be found.
 
-    Items
-    -----
+    Attributes
+    ----------
     meta_array : array-like, optional
         An array-like instance to use for determining the preferred output
         array type.
diff --git a/src/zarr/v2/indexing.py b/src/zarr/v2/indexing.py
index 242e9ae849..bb2d9f1adb 100644
--- a/src/zarr/v2/indexing.py
+++ b/src/zarr/v2/indexing.py
@@ -989,7 +989,7 @@ class PartialChunkIterator:
     arr_shape : shape of chunk to select data from
 
     Attributes
-    -----------
+    ----------
     arr_shape
     selection
 

From e3ee09eaa8a5e17a92d00ae4979aa069f755eaba Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Mon, 24 Jun 2024 20:51:34 +0100
Subject: [PATCH 0586/1078] Fix doc build (#1987)

---
 docs/_static/donotdelete | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 docs/_static/donotdelete

diff --git a/docs/_static/donotdelete b/docs/_static/donotdelete
deleted file mode 100644
index e69de29bb2..0000000000

From c677da4b0bc3e600b23cad0cea1253b7923810b0 Mon Sep 17 00:00:00 2001
From: "Mads R. B. Kristensen" <madsbk@gmail.com>
Date: Tue, 25 Jun 2024 13:43:57 +0200
Subject: [PATCH 0587/1078] [v3] `Buffer` ensure correct subclass based on the
 `BufferPrototype` argument (#1974)

* impl. and use Buffer.from_buffer()

* Update src/zarr/buffer.py

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Apply suggestions from code review

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 src/zarr/buffer.py                 | 25 ++++++++++++++++++++++++-
 src/zarr/store/memory.py           |  2 +-
 src/zarr/store/remote.py           |  6 +++---
 tests/v3/test_buffer.py            |  5 ++++-
 tests/v3/test_store/test_remote.py |  2 +-
 5 files changed, 33 insertions(+), 7 deletions(-)

diff --git a/src/zarr/buffer.py b/src/zarr/buffer.py
index 1298711d4e..86f9b53477 100644
--- a/src/zarr/buffer.py
+++ b/src/zarr/buffer.py
@@ -146,7 +146,7 @@ def create_zero_length(cls) -> Self:
 
     @classmethod
     def from_array_like(cls, array_like: ArrayLike) -> Self:
-        """Create a new buffer of a array-like object
+        """Create a new buffer of an array-like object
 
         Parameters
         ----------
@@ -159,6 +159,29 @@ def from_array_like(cls, array_like: ArrayLike) -> Self:
         """
         return cls(array_like)
 
+    @classmethod
+    def from_buffer(cls, buffer: Buffer) -> Self:
+        """Create a new buffer of an existing Buffer
+
+        This is useful if you want to ensure that an existing buffer is
+        of the correct subclass of Buffer. E.g., MemoryStore uses this
+        to return a buffer instance of the subclass specified by its
+        BufferPrototype argument.
+
+        Typically, this only copies data if the data has to be moved between
+        memory types, such as from host to device memory.
+
+        Parameters
+        ----------
+        buffer
+            buffer object.
+
+        Returns
+        -------
+            A new buffer representing the content of the input buffer
+        """
+        return cls.from_array_like(buffer.as_array_like())
+
     @classmethod
     def from_bytes(cls, bytes_like: BytesLike) -> Self:
         """Create a new buffer of a bytes-like object (host memory)
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 43d65ce836..7b73330b6c 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -39,7 +39,7 @@ async def get(
         try:
             value = self._store_dict[key]
             start, length = _normalize_interval_index(value, byte_range)
-            return value[start : start + length]
+            return prototype.buffer.from_buffer(value[start : start + length])
         except KeyError:
             return None
 
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 15051334e9..50a02dcbcd 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -6,7 +6,7 @@
 import fsspec
 
 from zarr.abc.store import Store
-from zarr.buffer import Buffer, BufferPrototype, default_buffer_prototype
+from zarr.buffer import Buffer, BufferPrototype
 from zarr.common import OpenMode
 from zarr.store.core import _dereference_path
 
@@ -84,7 +84,7 @@ def __repr__(self) -> str:
     async def get(
         self,
         key: str,
-        prototype: BufferPrototype = default_buffer_prototype,
+        prototype: BufferPrototype,
         byte_range: tuple[int | None, int | None] | None = None,
     ) -> Buffer | None:
         path = _dereference_path(self.path, key)
@@ -99,7 +99,7 @@ async def get(
                     end = length
                 else:
                     end = None
-            value: Buffer = prototype.buffer.from_bytes(
+            value = prototype.buffer.from_bytes(
                 await (
                     self._fs._cat_file(path, start=byte_range[0], end=end)
                     if byte_range
diff --git a/tests/v3/test_buffer.py b/tests/v3/test_buffer.py
index e814afef15..77e1b6b688 100644
--- a/tests/v3/test_buffer.py
+++ b/tests/v3/test_buffer.py
@@ -68,7 +68,10 @@ async def get(
     ) -> Buffer | None:
         if "json" not in key:
             assert prototype.buffer is MyBuffer
-        return await super().get(key, byte_range)
+        ret = await super().get(key=key, prototype=prototype, byte_range=byte_range)
+        if ret is not None:
+            assert isinstance(ret, prototype.buffer)
+        return ret
 
 
 def test_nd_array_like(xp):
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index 98206d427f..0dc399be42 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -88,7 +88,7 @@ async def test_basic():
     data = b"hello"
     await store.set("foo", Buffer.from_bytes(data))
     assert await store.exists("foo")
-    assert (await store.get("foo")).to_bytes() == data
+    assert (await store.get("foo", prototype=default_buffer_prototype)).to_bytes() == data
     out = await store.get_partial_values(
         prototype=default_buffer_prototype, key_ranges=[("foo", (1, None))]
     )

From 5a4a50fe9636cdf36bd9ca9fb45f5845b0f98763 Mon Sep 17 00:00:00 2001
From: Tom White <tom.e.white@gmail.com>
Date: Tue, 25 Jun 2024 13:30:45 +0100
Subject: [PATCH 0588/1078] Allow 'chunks' as an alias for 'chunk_shape' in
 array creation. (#1991)

---
 src/zarr/api/asynchronous.py |  6 +++++-
 tests/v3/test_api.py         | 23 ++++++++++++++++++++++-
 2 files changed, 27 insertions(+), 2 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 6cf7378bfa..fa63ab46a8 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -646,7 +646,11 @@ async def create(
     if zarr_format == 2 and chunks is None:
         chunks = shape
     if zarr_format == 3 and chunk_shape is None:
-        chunk_shape = shape
+        if chunks is not None:
+            chunk_shape = chunks
+            chunks = None
+        else:
+            chunk_shape = shape
 
     if order is not None:
         warnings.warn(
diff --git a/tests/v3/test_api.py b/tests/v3/test_api.py
index 31e6fbfcd9..67e2904a83 100644
--- a/tests/v3/test_api.py
+++ b/tests/v3/test_api.py
@@ -5,7 +5,28 @@
 import zarr
 from zarr import Array, Group
 from zarr.abc.store import Store
-from zarr.api.synchronous import load, open, open_group, save, save_array, save_group
+from zarr.api.synchronous import create, load, open, open_group, save, save_array, save_group
+
+
+def test_create_array(memory_store: Store) -> None:
+    store = memory_store
+
+    # create array
+    z = create(shape=100, store=store)
+    assert isinstance(z, Array)
+    assert z.shape == (100,)
+
+    # create array, overwrite, specify chunk shape
+    z = create(shape=200, chunk_shape=20, store=store, overwrite=True)
+    assert isinstance(z, Array)
+    assert z.shape == (200,)
+    assert z.chunks == (20,)
+
+    # create array, overwrite, specify chunk shape via chunks param
+    z = create(shape=400, chunks=40, store=store, overwrite=True)
+    assert isinstance(z, Array)
+    assert z.shape == (400,)
+    assert z.chunks == (40,)
 
 
 def test_open_array(memory_store: Store) -> None:

From bc30f2eb65a0928d7138048a8073d5e7469fb065 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 26 Jun 2024 14:56:03 +0200
Subject: [PATCH 0589/1078] Use f-strings instead of legacy interpolation
 (#1995)

---
 src/zarr/v2/hierarchy.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/zarr/v2/hierarchy.py b/src/zarr/v2/hierarchy.py
index b0660d181d..25e47311b6 100644
--- a/src/zarr/v2/hierarchy.py
+++ b/src/zarr/v2/hierarchy.py
@@ -1195,11 +1195,11 @@ def move(self, source, dest):
             contains_array(self._store, source)
             or contains_group(self._store, source, explicit_only=False)
         ):
-            raise ValueError('The source, "%s", does not exist.' % source)
+            raise ValueError(f'The source, "{source}", does not exist.')
         if contains_array(self._store, dest) or contains_group(
             self._store, dest, explicit_only=False
         ):
-            raise ValueError('The dest, "%s", already exists.' % dest)
+            raise ValueError(f'The dest, "{dest}", already exists.')
 
         # Ensure groups needed for `dest` exist.
         if "/" in dest:

From b1bb15ad6e70d90207759edffbcf18e72ec41c0f Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 26 Jun 2024 14:56:18 +0200
Subject: [PATCH 0590/1078] Unnecessary use of a comprehension (#1994)

---
 src/zarr/v2/util.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/v2/util.py b/src/zarr/v2/util.py
index 6926bb2d14..6233687086 100644
--- a/src/zarr/v2/util.py
+++ b/src/zarr/v2/util.py
@@ -786,4 +786,4 @@ def __contains__(self, key: object) -> bool:
         return key in self._keys
 
     def __repr__(self) -> str:
-        return repr({k: v for k, v in self.items()})
+        return repr(dict(self.items()))

From 50235c07cdf93bffffe79bd365fdcbcb6bdc41a7 Mon Sep 17 00:00:00 2001
From: Tom White <tom.e.white@gmail.com>
Date: Wed, 26 Jun 2024 14:29:33 +0100
Subject: [PATCH 0591/1078] Handle Path in `make_store_path` (#1992)

* Handle Path in `make_store_path`

* Add test for `make_store_path`

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 src/zarr/store/core.py           |  2 ++
 tests/v3/test_store/test_core.py | 36 ++++++++++++++++++++++++++++++++
 2 files changed, 38 insertions(+)
 create mode 100644 tests/v3/test_store/test_core.py

diff --git a/src/zarr/store/core.py b/src/zarr/store/core.py
index 512c8383eb..caa30d6997 100644
--- a/src/zarr/store/core.py
+++ b/src/zarr/store/core.py
@@ -79,6 +79,8 @@ def make_store_path(store_like: StoreLike | None, *, mode: OpenMode | None = Non
         if mode is None:
             mode = "w"  # exception to the default mode = 'r'
         return StorePath(MemoryStore(mode=mode))
+    elif isinstance(store_like, Path):
+        return StorePath(LocalStore(store_like, mode=mode or "r"))
     elif isinstance(store_like, str):
         return StorePath(LocalStore(Path(store_like), mode=mode or "r"))
     raise TypeError
diff --git a/tests/v3/test_store/test_core.py b/tests/v3/test_store/test_core.py
new file mode 100644
index 0000000000..b573b0fef5
--- /dev/null
+++ b/tests/v3/test_store/test_core.py
@@ -0,0 +1,36 @@
+from pathlib import Path
+
+import pytest
+
+from zarr.store.core import make_store_path
+from zarr.store.local import LocalStore
+from zarr.store.memory import MemoryStore
+
+
+def test_make_store_path(tmpdir) -> None:
+    # None
+    store_path = make_store_path(None)
+    assert isinstance(store_path.store, MemoryStore)
+
+    # str
+    store_path = make_store_path(str(tmpdir))
+    assert isinstance(store_path.store, LocalStore)
+    assert Path(store_path.store.root) == Path(tmpdir)
+
+    # Path
+    store_path = make_store_path(Path(tmpdir))
+    assert isinstance(store_path.store, LocalStore)
+    assert Path(store_path.store.root) == Path(tmpdir)
+
+    # Store
+    store_path = make_store_path(store_path.store)
+    assert isinstance(store_path.store, LocalStore)
+    assert Path(store_path.store.root) == Path(tmpdir)
+
+    # StorePath
+    store_path = make_store_path(store_path)
+    assert isinstance(store_path.store, LocalStore)
+    assert Path(store_path.store.root) == Path(tmpdir)
+
+    with pytest.raises(TypeError):
+        make_store_path(1)

From 61b940484972f82fe0e9c9acf5b66ceb4cf9b2ba Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 27 Jun 2024 08:32:08 +0200
Subject: [PATCH 0592/1078] Unnecessary comprehension (#1996)

* Unnecessary comprehension

`all` can take a generator.

* Unnecessary comprehension

`tuple` can take a generator.
---
 src/zarr/indexing.py | 2 +-
 src/zarr/metadata.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/zarr/indexing.py b/src/zarr/indexing.py
index bb5ed660cf..29b6dd790a 100644
--- a/src/zarr/indexing.py
+++ b/src/zarr/indexing.py
@@ -1023,7 +1023,7 @@ def __init__(self, selection: CoordinateSelection, shape: ChunkCoords, chunk_gri
         # flatten selection
         selection_broadcast = tuple(dim_sel.reshape(-1) for dim_sel in selection_broadcast)
         chunks_multi_index_broadcast = tuple(
-            [dim_chunks.reshape(-1) for dim_chunks in chunks_multi_index_broadcast]
+            dim_chunks.reshape(-1) for dim_chunks in chunks_multi_index_broadcast
         )
 
         # ravel chunk indices
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index 729c7ba13c..ef7edbd560 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -436,7 +436,7 @@ def update_attributes(self, attributes: dict[str, JSON]) -> Self:
 def parse_dimension_names(data: None | Iterable[str]) -> tuple[str, ...] | None:
     if data is None:
         return data
-    elif all([isinstance(x, str) for x in data]):
+    elif all(isinstance(x, str) for x in data):
         return tuple(data)
     else:
         msg = f"Expected either None or a iterable of str, got {type(data)}"

From b3010fcddb5f14aaed51bf456888e636df8c2697 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 27 Jun 2024 10:10:03 +0200
Subject: [PATCH 0593/1078] Merge collapsible if statements (#1999)

---
 src/zarr/codecs/bytes.py    | 15 +++++++++------
 src/zarr/codecs/pipeline.py |  4 +---
 src/zarr/codecs/registry.py | 11 +++++------
 src/zarr/v2/convenience.py  | 11 +++++------
 src/zarr/v2/util.py         |  7 +++----
 5 files changed, 23 insertions(+), 25 deletions(-)

diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index 0b9a5c089e..80b596a157 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -97,12 +97,15 @@ async def _encode_single(
         chunk_spec: ArraySpec,
     ) -> Buffer | None:
         assert isinstance(chunk_array, NDBuffer)
-        if chunk_array.dtype.itemsize > 1:
-            if self.endian is not None and self.endian != chunk_array.byteorder:
-                # type-ignore is a numpy bug
-                # see https://github.com/numpy/numpy/issues/26473
-                new_dtype = chunk_array.dtype.newbyteorder(self.endian.name)  # type: ignore[arg-type]
-                chunk_array = chunk_array.astype(new_dtype)
+        if (
+            chunk_array.dtype.itemsize > 1
+            and self.endian is not None
+            and self.endian != chunk_array.byteorder
+        ):
+            # type-ignore is a numpy bug
+            # see https://github.com/numpy/numpy/issues/26473
+            new_dtype = chunk_array.dtype.newbyteorder(self.endian.name)  # type: ignore[arg-type]
+            chunk_array = chunk_array.astype(new_dtype)
 
         nd_array = chunk_array.as_ndarray_like()
         # Flatten the nd-array (only copy if needed) and reinterpret as bytes
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index a7f47661b8..f75491d29f 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -315,9 +315,7 @@ def _merge_chunk_array(
             )
         else:
             chunk_array = existing_chunk_array.copy()  # make a writable copy
-        if chunk_selection == ():
-            chunk_value = value
-        elif is_scalar(value.as_ndarray_like(), chunk_spec.dtype):
+        if chunk_selection == () or is_scalar(value.as_ndarray_like(), chunk_spec.dtype):
             chunk_value = value
         else:
             chunk_value = value[out_selection]
diff --git a/src/zarr/codecs/registry.py b/src/zarr/codecs/registry.py
index 2f2b09499f..0956ce75d0 100644
--- a/src/zarr/codecs/registry.py
+++ b/src/zarr/codecs/registry.py
@@ -25,12 +25,11 @@ def register_codec(key: str, codec_cls: type[Codec]) -> None:
 
 def get_codec_class(key: str) -> type[Codec]:
     item = __codec_registry.get(key)
-    if item is None:
-        if key in __lazy_load_codecs:
-            # logger.debug("Auto loading codec '%s' from entrypoint", codec_id)
-            cls = __lazy_load_codecs[key].load()
-            register_codec(key, cls)
-            item = __codec_registry.get(key)
+    if item is None and key in __lazy_load_codecs:
+        # logger.debug("Auto loading codec '%s' from entrypoint", codec_id)
+        cls = __lazy_load_codecs[key].load()
+        register_codec(key, cls)
+        item = __codec_registry.get(key)
     if item:
         return item
     raise KeyError(key)
diff --git a/src/zarr/v2/convenience.py b/src/zarr/v2/convenience.py
index aa322bfb98..c066ee59e0 100644
--- a/src/zarr/v2/convenience.py
+++ b/src/zarr/v2/convenience.py
@@ -680,12 +680,11 @@ def copy_store(
 
             # decide what to do
             do_copy = True
-            if if_exists != "replace":
-                if dest_key in dest:
-                    if if_exists == "raise":
-                        raise CopyError("key {!r} exists in destination".format(dest_key))
-                    elif if_exists == "skip":
-                        do_copy = False
+            if if_exists != "replace" and dest_key in dest:
+                if if_exists == "raise":
+                    raise CopyError("key {!r} exists in destination".format(dest_key))
+                elif if_exists == "skip":
+                    do_copy = False
 
             # take action
             if do_copy:
diff --git a/src/zarr/v2/util.py b/src/zarr/v2/util.py
index 6233687086..7e3bd788ec 100644
--- a/src/zarr/v2/util.py
+++ b/src/zarr/v2/util.py
@@ -428,10 +428,9 @@ def __init__(self, obj, depth=0, level=None):
         self.level = level
 
     def get_children(self):
-        if hasattr(self.obj, "values"):
-            if self.level is None or self.depth < self.level:
-                depth = self.depth + 1
-                return [TreeNode(o, depth=depth, level=self.level) for o in self.obj.values()]
+        if hasattr(self.obj, "values") and (self.level is None or self.depth < self.level):
+            depth = self.depth + 1
+            return [TreeNode(o, depth=depth, level=self.level) for o in self.obj.values()]
         return []
 
     def get_text(self):

From d6201acb24d713415a83a5cbacfbb72ce3a45798 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 27 Jun 2024 20:06:56 +0200
Subject: [PATCH 0594/1078] Stop ignoring these ruff rules (#2001)

All issues seem to have been fixed.
---
 pyproject.toml | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index d61eadea84..5b97feb80a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -183,10 +183,7 @@ extend-select = [
     "RUF",
 ]
 ignore = [
-    "RUF003",
     "RUF005",
-    "RUF012",
-    "RUF015",
 ]
 
 [tool.mypy]

From f0dd375e2fec74004cba7adf713437f74ca120ce Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 27 Jun 2024 23:23:10 +0200
Subject: [PATCH 0595/1078] Unnecessary comprehension (#1997)

Use `list(...)` instead.
---
 src/zarr/abc/codec.py | 12 +++---------
 1 file changed, 3 insertions(+), 9 deletions(-)

diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index 1d7106e25a..8ce9cc0043 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -187,10 +187,7 @@ async def decode_partial(
         Iterable[NDBuffer | None]
         """
         return await concurrent_map(
-            [
-                (byte_getter, selection, chunk_spec)
-                for byte_getter, selection, chunk_spec in batch_info
-            ],
+            list(batch_info),
             self._decode_partial_single,
             config.get("async.concurrency"),
         )
@@ -227,10 +224,7 @@ async def encode_partial(
             The chunk spec contains information about the chunk.
         """
         await concurrent_map(
-            [
-                (byte_setter, chunk_array, selection, chunk_spec)
-                for byte_setter, chunk_array, selection, chunk_spec in batch_info
-            ],
+            list(batch_info),
             self._encode_partial_single,
             config.get("async.concurrency"),
         )
@@ -402,7 +396,7 @@ async def batching_helper(
     batch_info: Iterable[tuple[CodecInput | None, ArraySpec]],
 ) -> list[CodecOutput | None]:
     return await concurrent_map(
-        [(chunk_array, chunk_spec) for chunk_array, chunk_spec in batch_info],
+        list(batch_info),
         noop_for_none(func),
         config.get("async.concurrency"),
     )

From 08b576360153b74012f629e1a5d50e793d058876 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 27 Jun 2024 23:23:37 +0200
Subject: [PATCH 0596/1078] Fix string interpolation (#1998)

Fix typo in legacy string interpolation (`,` instead of `%`) by
replacing with f-string.
---
 src/zarr/store/remote.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 50a02dcbcd..e0b69cac50 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -69,7 +69,7 @@ def __init__(
             self.path = url.path.rstrip("/")
             self._fs = url.fs
         else:
-            raise ValueError("URL not understood, %s", url)
+            raise ValueError(f"URL not understood, {url}")
         self.allowed_exceptions = allowed_exceptions
         # test instantiate file system
         if not self._fs.async_impl:

From e42a6be86d0153c9cf275c188eec91c9c3ed99b6 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Fri, 28 Jun 2024 13:10:23 +0200
Subject: [PATCH 0597/1078] Fix indexing with bools (#1968)

* test z[selection] for orthogonal selection

* include boolean indexing in is_pure_orthogonal_indexing

* Revert "test z[selection] for orthogonal selection"

This reverts commit 38578dd7172d533403a755795412bae9c8364955.

* add test_indexing_equals_numpy

* extend _test_get_mask_selection for square bracket notation

* fix is_pure_fancy_indexing for mask selection

* add test_orthogonal_bool_indexing_like_numpy_ix

* fix for mypy

* ruff format

* fix is_pure_orthogonal_indexing

* fix is_pure_orthogonal_indexing

* replace deprecated ~ by not

* restrict is_integer to not bool

* correct typing

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* correct typing

* check if bool list has only bools

* check if bool list has only bools

* fix list unpacking in test for python3.10

* Apply spelling suggestions from code review

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* fix mypy

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>
Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 src/zarr/array.py         |  2 +-
 src/zarr/indexing.py      | 55 ++++++++++++++++++++++++---------------
 tests/v3/test_indexing.py | 55 +++++++++++++++++++++++++++++++++++++--
 3 files changed, 88 insertions(+), 24 deletions(-)

diff --git a/src/zarr/array.py b/src/zarr/array.py
index 4318050dd5..26a19e64ab 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -403,7 +403,7 @@ def attrs(self) -> dict[str, JSON]:
 
     @property
     def read_only(self) -> bool:
-        return bool(~self.store_path.store.writeable)
+        return bool(not self.store_path.store.writeable)
 
     @property
     def path(self) -> str:
diff --git a/src/zarr/indexing.py b/src/zarr/indexing.py
index 29b6dd790a..ae4aa0681b 100644
--- a/src/zarr/indexing.py
+++ b/src/zarr/indexing.py
@@ -87,21 +87,23 @@ def ceildiv(a: float, b: float) -> int:
 
 
 def is_integer(x: Any) -> TypeGuard[int]:
-    """True if x is an integer (both pure Python or NumPy).
+    """True if x is an integer (both pure Python or NumPy)."""
+    return isinstance(x, numbers.Integral) and not is_bool(x)
 
-    Note that Python's bool is considered an integer too.
-    """
-    return isinstance(x, numbers.Integral)
+
+def is_bool(x: Any) -> TypeGuard[bool | np.bool_]:
+    """True if x is a boolean (both pure Python or NumPy)."""
+    return type(x) in [bool, np.bool_]
 
 
 def is_integer_list(x: Any) -> TypeGuard[list[int]]:
-    """True if x is a list of integers.
+    """True if x is a list of integers."""
+    return isinstance(x, list) and len(x) > 0 and all(is_integer(i) for i in x)
 
-    This function assumes ie *does not check* that all elements of the list
-    have the same type. Mixed type lists will result in other errors that will
-    bubble up anyway.
-    """
-    return isinstance(x, list) and len(x) > 0 and is_integer(x[0])
+
+def is_bool_list(x: Any) -> TypeGuard[list[bool | np.bool_]]:
+    """True if x is a list of boolean."""
+    return isinstance(x, list) and len(x) > 0 and all(is_bool(i) for i in x)
 
 
 def is_integer_array(x: Any, ndim: int | None = None) -> TypeGuard[npt.NDArray[np.intp]]:
@@ -118,6 +120,10 @@ def is_bool_array(x: Any, ndim: int | None = None) -> TypeGuard[npt.NDArray[np.b
     return t
 
 
+def is_int_or_bool_iterable(x: Any) -> bool:
+    return is_integer_list(x) or is_integer_array(x) or is_bool_array(x) or is_bool_list(x)
+
+
 def is_scalar(value: Any, dtype: np.dtype[Any]) -> bool:
     if np.isscalar(value):
         return True
@@ -129,7 +135,7 @@ def is_scalar(value: Any, dtype: np.dtype[Any]) -> bool:
 
 
 def is_pure_fancy_indexing(selection: Any, ndim: int) -> bool:
-    """Check whether a selection contains only scalars or integer array-likes.
+    """Check whether a selection contains only scalars or integer/bool array-likes.
 
     Parameters
     ----------
@@ -142,9 +148,14 @@ def is_pure_fancy_indexing(selection: Any, ndim: int) -> bool:
         True if the selection is a pure fancy indexing expression (ie not mixed
         with boolean or slices).
     """
+    if is_bool_array(selection):
+        # is mask selection
+        return True
+
     if ndim == 1:
-        if is_integer_list(selection) or is_integer_array(selection):
+        if is_integer_list(selection) or is_integer_array(selection) or is_bool_list(selection):
             return True
+
         # if not, we go through the normal path below, because a 1-tuple
         # of integers is also allowed.
     no_slicing = (
@@ -166,19 +177,21 @@ def is_pure_orthogonal_indexing(selection: Selection, ndim: int) -> TypeGuard[Or
     if not ndim:
         return False
 
-    # Case 1: Selection is a single iterable of integers
-    if is_integer_list(selection) or is_integer_array(selection, ndim=1):
+    selection_normalized = (selection,) if not isinstance(selection, tuple) else selection
+
+    # Case 1: Selection contains of iterable of integers or boolean
+    if len(selection_normalized) == ndim and all(
+        is_int_or_bool_iterable(s) for s in selection_normalized
+    ):
         return True
 
-    # Case two: selection contains either zero or one integer iterables.
+    # Case 2: selection contains either zero or one integer iterables.
     # All other selection elements are slices or integers
     return (
-        isinstance(selection, tuple)
-        and len(selection) == ndim
-        and sum(is_integer_list(elem) or is_integer_array(elem) for elem in selection) <= 1
+        len(selection_normalized) <= ndim
+        and sum(is_int_or_bool_iterable(s) for s in selection_normalized) <= 1
         and all(
-            is_integer_list(elem) or is_integer_array(elem) or isinstance(elem, int | slice)
-            for elem in selection
+            is_int_or_bool_iterable(s) or isinstance(s, int | slice) for s in selection_normalized
         )
     )
 
@@ -1023,7 +1036,7 @@ def __init__(self, selection: CoordinateSelection, shape: ChunkCoords, chunk_gri
         # flatten selection
         selection_broadcast = tuple(dim_sel.reshape(-1) for dim_sel in selection_broadcast)
         chunks_multi_index_broadcast = tuple(
-            dim_chunks.reshape(-1) for dim_chunks in chunks_multi_index_broadcast
+            [dim_chunks.reshape(-1) for dim_chunks in chunks_multi_index_broadcast]
         )
 
         # ravel chunk indices
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index 13a7d953e1..c84c091089 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -204,7 +204,6 @@ def test_get_basic_selection_0d(store: StorePath, use_out: bool, value: Any, dty
     slice(50, 150, 10),
 ]
 
-
 basic_selections_1d_bad = [
     # only positive step supported
     slice(None, None, -1),
@@ -305,7 +304,6 @@ def test_get_basic_selection_1d(store: StorePath):
     (Ellipsis, slice(None), slice(None)),
 ]
 
-
 basic_selections_2d_bad = [
     # bad stuff
     2.3,
@@ -1272,6 +1270,8 @@ def _test_get_mask_selection(a, z, selection):
     assert_array_equal(expect, actual)
     actual = z.vindex[selection]
     assert_array_equal(expect, actual)
+    actual = z[selection]
+    assert_array_equal(expect, actual)
 
 
 mask_selections_1d_bad = [
@@ -1344,6 +1344,9 @@ def _test_set_mask_selection(v, a, z, selection):
     z[:] = 0
     z.vindex[selection] = v[selection]
     assert_array_equal(a, z[:])
+    z[:] = 0
+    z[selection] = v[selection]
+    assert_array_equal(a, z[:])
 
 
 def test_set_mask_selection_1d(store: StorePath):
@@ -1726,3 +1729,51 @@ def test_accessed_chunks(shape, chunks, ops):
                 ) == 1
         # Check that no other chunks were accessed
         assert len(delta_counts) == 0
+
+
+@pytest.mark.parametrize(
+    "selection",
+    [
+        # basic selection
+        [...],
+        [1, ...],
+        [slice(None)],
+        [1, 3],
+        [[1, 2, 3], 9],
+        [np.arange(1000)],
+        [slice(5, 15)],
+        [slice(2, 4), 4],
+        [[1, 3]],
+        # mask selection
+        [np.tile([True, False], (1000, 5))],
+        [np.full((1000, 10), False)],
+        # coordinate selection
+        [[1, 2, 3, 4], [5, 6, 7, 8]],
+        [[100, 200, 300], [4, 5, 6]],
+    ],
+)
+def test_indexing_equals_numpy(store, selection):
+    a = np.arange(10000, dtype=int).reshape(1000, 10)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
+    # note: in python 3.10 a[*selection] is not valid unpacking syntax
+    expected = a[(*selection,)]
+    actual = z[(*selection,)]
+    assert_array_equal(expected, actual, err_msg=f"selection: {selection}")
+
+
+@pytest.mark.parametrize(
+    "selection",
+    [
+        [np.tile([True, False], 500), np.tile([True, False], 5)],
+        [np.full(1000, False), np.tile([True, False], 5)],
+        [np.full(1000, True), np.full(10, True)],
+        [np.full(1000, True), [True, False] * 5],
+    ],
+)
+def test_orthogonal_bool_indexing_like_numpy_ix(store, selection):
+    a = np.arange(10000, dtype=int).reshape(1000, 10)
+    z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
+    expected = a[np.ix_(*selection)]
+    # note: in python 3.10 z[*selection] is not valid unpacking syntax
+    actual = z[(*selection,)]
+    assert_array_equal(expected, actual, err_msg=f"{selection=}")

From 0c5b0e6d17af44bda32b77b3986898fb3d85310e Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 1 Jul 2024 14:33:44 -0700
Subject: [PATCH 0598/1078] chore: update pre-commit hooks (#1989)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.4.9 → v0.5.0](https://github.com/astral-sh/ruff-pre-commit/compare/v0.4.9...v0.5.0)
- [github.com/pre-commit/mirrors-mypy: v1.10.0 → v1.10.1](https://github.com/pre-commit/mirrors-mypy/compare/v1.10.0...v1.10.1)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 1ef226cd28..9db1b75f75 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: 'v0.4.9'
+    rev: 'v0.5.0'
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
@@ -22,7 +22,7 @@ repos:
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.10.0
+    rev: v1.10.1
     hooks:
       - id: mypy
         files: src

From 6c2ca632b5591e7fba5df2d258ef0c834db48393 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 1 Jul 2024 15:15:01 -0700
Subject: [PATCH 0599/1078] Bump NumPy to 2.0 (#1983)

* Bump NumPy to 2.0

* update pyproject.toml and add python 3.12

* update pyproject.toml and add python 3.12

* revert 3.12
---
 .github/workflows/test.yml | 2 +-
 pyproject.toml             | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index a0e67ad79a..4a4249e8eb 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -22,7 +22,7 @@ jobs:
     strategy:
       matrix:
         python-version: ['3.10', '3.11']
-        numpy-version: ['1.24', '1.26', '2.0.0rc1']
+        numpy-version: ['1.24', '1.26', '2.0']
         dependency-set: ["minimal", "optional"]
 
     steps:
diff --git a/pyproject.toml b/pyproject.toml
index 5b97feb80a..f1be6725b6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -125,13 +125,13 @@ extra-dependencies = [
 features = ["extra"]
 
 [[tool.hatch.envs.test.matrix]]
-python = ["3.10", "3.11"]
-numpy = ["1.24", "1.26", "2.0.0rc1"]
+python = ["3.10", "3.11", "3.12"]
+numpy = ["1.24", "1.26", "2.0"]
 version = ["minimal"]
 
 [[tool.hatch.envs.test.matrix]]
-python = ["3.10", "3.11"]
-numpy = ["1.24", "1.26", "2.0.0rc1"]
+python = ["3.10", "3.11", "3.12"]
+numpy = ["1.24", "1.26", "2.0"]
 features = ["optional"]
 
 [tool.hatch.envs.test.scripts]

From ace96f569490882e89c181387d27f20b0babd6a1 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 1 Jul 2024 20:29:06 -0700
Subject: [PATCH 0600/1078] build(ci): enable python 3.12 in github actions
 (#2005)

---
 .github/workflows/test.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 4a4249e8eb..48e579711b 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -21,7 +21,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ['3.10', '3.11']
+        python-version: ['3.10', '3.11', '3.12']
         numpy-version: ['1.24', '1.26', '2.0']
         dependency-set: ["minimal", "optional"]
 

From 22e3fc5070f21c8131f3293723dc1cda85db8665 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Wed, 3 Jul 2024 07:05:55 -0700
Subject: [PATCH 0601/1078] doc: copy 3.0.0.alpha changelog into release.rst
 (#2007)

* doc: copy 3.0.0.alpha changelog into release.rst

* Fix formatting for

* Fix pre-commit

* Fix pre-commit

* Fix pre-commit

* Fix RTD build

---------

Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>
---
 docs/release.rst | 257 +++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 257 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index 7e54035915..dbf390a800 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -38,6 +38,159 @@ Enhancements
 * Implement listing of the sub-arrays and sub-groups for a V3 ``Group``.
   By :user:`Davis Bennett <d-v-b>` :issue:`1726`.
 
+* Bootstrap v3 branch with zarrita.
+  By :user:`Joe Hamman <jhamman>` :issue:`1584`.
+
+* Extensible codecs for V3.
+  By :user:`Norman Rzepka <normanrz>` :issue:`1588`.
+
+* Don't import from tests.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1601`.
+
+* Listable V3 Stores.
+  By :user:`Joe Hamman <jhamman>` :issue:`1634`.
+
+* Codecs without array metadata.
+  By :user:`Norman Rzepka <normanrz>` :issue:`1632`.
+
+* fix sync group class methods.
+  By :user:`Joe Hamman <jhamman>` :issue:`1652`.
+
+* implement eq for LocalStore.
+  By :user:`Charoula Kyriakides <Charoula-Kyriakides>` :issue:`1792`.
+
+* V3 reorg.
+  By :user:`Joe Hamman <jhamman>` :issue:`1809`.
+
+* [v3] Sync with futures.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1804`.
+
+* implement group.members.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1726`.
+
+* Remove implicit groups.
+  By :user:`Joe Hamman <jhamman>` :issue:`1827`.
+
+* feature(store): ``list_*`` -> AsyncGenerators.
+  By :user:`Joe Hamman <jhamman>` :issue:`1844`.
+
+* Test codec entrypoints.
+  By :user:`Norman Rzepka <normanrz>` :issue:`1835`.
+
+* Remove extra v3 sync module.
+  By :user:`Max Jones <maxrjones>` :issue:`1856`.
+
+* Use donfig for V3 configuration.
+  By :user:`Max Jones <maxrjones>` :issue:`1655`.
+
+* groundwork for V3 group tests.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1743`.
+
+* [v3] First step to generalizes ndarray and bytes.
+  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1826`.
+
+* Reworked codec pipelines.
+  By :user:`Norman Rzepka <normanrz>` :issue:`1670`.
+
+* Followup on codecs.
+  By :user:`Norman Rzepka <normanrz>` :issue:`1889`.
+
+* Protocols for Buffer and NDBuffer.
+  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1899`.
+
+* [V3] Expand store tests.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1900`.
+
+* [v3] Feature: Store open mode.
+  By :user:`Joe Hamman <jhamman>` :issue:`1911`.
+
+* fix(types): Group.info -> NotImplementedError.
+  By :user:`Joe Hamman <jhamman>` :issue:`1936`.
+
+* feature(typing): add py.typed file to package root.
+  By :user:`Joe Hamman <jhamman>` :issue:`1935`.
+
+* Support all indexing variants.
+  By :user:`Norman Rzepka <normanrz>` :issue:`1917`.
+
+* Feature: group and array name properties.
+  By :user:`Joe Hamman <jhamman>` :issue:`1940`.
+
+* implement .chunks on v3 arrays.
+  By :user:`Ryan Abernathey <rabernat>` :issue:`1929`.
+
+* Fixes bug in transpose.
+  By :user:`Norman Rzepka <normanrz>` :issue:`1949`.
+
+* Buffer Prototype Argument.
+  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1910`.
+
+* Feature: Top level V3 API.
+  By :user:`Joe Hamman <jhamman>` :issue:`1884`.
+
+* Basic working FsspecStore.
+  By :user:`Martin Durant <martindurant>`; :issue:`1785`.
+
+Typing
+~~~~~~
+
+* Resolve Mypy errors in v3 branch.
+  By :user:`Daniel Jahn <DahnJ>` :issue:`1692`.
+
+* Allow dmypy to be run on v3 branch.
+  By :user:`David Stansby <dstansby>` :issue:`1780`.
+
+* Remove unused typing ignore comments.
+  By :user:`David Stansby <dstansby>` :issue:`1781`.
+
+* Check untyped defs on v3.
+  By :user:`David Stansby <dstansby>` :issue:`1784`.
+
+* [v3] Enable some more strict mypy options.
+  By :user:`David Stansby <dstansby>` :issue:`1793`.
+
+* [v3] Disallow generic Any typing.
+  By :user:`David Stansby <dstansby>` :issue:`1794`.
+
+* Disallow incomplete type definitions.
+  By :user:`David Stansby <dstansby>` :issue:`1814`.
+
+* Disallow untyped calls.
+  By :user:`David Stansby <dstansby>` :issue:`1811`.
+
+* Fix some untyped calls.
+  By :user:`David Stansby <dstansby>` :issue:`1865`.
+
+* Disallow untyped defs.
+  By :user:`David Stansby <dstansby>` :issue:`1834`.
+
+* Add more typing to zarr.group.
+  By :user:`David Stansby <dstansby>` :issue:`1870`.
+
+* Fix any generics in zarr.array.
+  By :user:`David Stansby <dstansby>` :issue:`1861`.
+
+* Remove some unused mypy overrides.
+  By :user:`David Stansby <dstansby>` :issue:`1894`.
+
+* Finish typing zarr.metadata.
+  By :user:`David Stansby <dstansby>` :issue:`1880`.
+
+* Disallow implicit re-exports.
+  By :user:`David Stansby <dstansby>` :issue:`1908`.
+
+* Make typing strict.
+  By :user:`David Stansby <dstansby>` :issue:`1879`.
+
+* Enable extra mypy error codes.
+  By :user:`David Stansby <dstansby>` :issue:`1909`.
+
+* Enable warn_unreachable for mypy.
+  By :user:`David Stansby <dstansby>` :issue:`1937`.
+
+* Fix final typing errors.
+  By :user:`David Stansby <dstansby>` :issue:`1939`.
+
 Maintenance
 ~~~~~~~~~~~
 
@@ -45,6 +198,110 @@ Maintenance
   The dependency relationship is now reversed: the test suite imports this class from ``zarr-python``.
   By :user:`Davis Bennett <d-v-b>` :issue:`1601`.
 
+* [V3] Update minimum supported Python and Numpy versions. 
+  By :user:`Joe Hamman <jhamman>` :issue:`1638`
+
+* use src layout and use hatch for packaging.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1592`.
+
+* temporarily disable mypy in v3 directory. 
+  By :user:`Joe Hamman <jhamman>` :issue:`1649`.
+
+* create hatch test env.
+  By :user:`Ryan Abernathey <rabernat>` :issue:`1650`.
+
+* removed unused environments and workflows.
+  By :user:`Ryan Abernathey <rabernat>` :issue:`1651`.
+
+* Add env variables to sprint setup instructions.
+  By :user:`Max Jones <maxrjones>` :issue:`1654`.
+
+* Add test matrix for V3.
+  By :user:`Max Jones <maxrjones>` :issue:`1656`.
+
+* Remove attrs.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1660`.
+
+* Specify hatch envs using GitHub actions matrix for v3 tests.
+  By :user:`Max Jones <maxrjones>` :issue:`1728`.
+
+* black -> ruff format + cleanup.
+  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1639`.
+
+* Remove old v3.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1742`.
+
+* V3 update pre commit.
+  By :user:`Joe Hamman <jhamman>` :issue:`1808`.
+
+* remove windows testing on v3 branch.
+  By :user:`Joe Hamman <jhamman>` :issue:`1817`.
+
+* fix: add mypy to test dependencies.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1789`.
+
+* chore(ci): add numpy 2 release candidate to test matrix.
+  By :user:`Joe Hamman <jhamman>` :issue:`1828`.
+
+* fix dependencies.
+  By :user:`Norman Rzepka <normanrz>` :issue:`1840`.
+
+* Add pytest to mypy dependencies.
+  By :user:`David Stansby <dstansby>` :issue:`1846`.
+
+* chore(pre-commit): update pre-commit versions and remove attrs dep mypy section.
+  By :user:`Joe Hamman <jhamman>` :issue:`1848`.
+
+* Enable some ruff rules (RUF) and fix issues.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1869`.
+
+* Configure Ruff to apply flake8-bugbear/isort/pyupgrade.
+  By :user:`Norman Rzepka <normanrz>` :issue:`1890`.
+
+* chore(ci): remove mypy from test action in favor of pre-commit action.
+  By :user:`Joe Hamman <jhamman>` :issue:`1887`.
+
+* Enable ruff/flake8-raise rules (RSE) and fix issues.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1872`.
+
+* Apply assorted ruff/refurb rules (FURB).
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1873`.
+
+* Enable ruff/flake8-implicit-str-concat rules (ISC) and fix issues.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1868`.
+
+* Add numpy to mypy pre-commit check env.
+  By :user:`David Stansby <dstansby>` :issue:`1893`.
+
+* remove fixture files from src.
+  By :user:`Davis Bennett <d-v-b>` :issue:`1897`.
+
+* Fix list of packages in mypy pre-commit environment.
+  By :user:`David Stansby <dstansby>` :issue:`1907`.
+
+* Run sphinx directly on readthedocs.
+  By :user:`David Stansby <dstansby>` :issue:`1919`.
+
+* Apply preview ruff rules.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1942`.
+
+* Enable and apply ruff rule RUF009.
+  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1941`.
+
+Documentation
+~~~~~~~~~~~~~
+
+* Specify docs hatch env for v3 branch. 
+  By :user:`Max Jones <maxrjones>` :issue:`1655`.
+
+* Development installation/contributing docs updates. 
+  By :user:`Alden Keefe Sampson <aldenks>` :issue:`1643`.
+
+* chore: update project settings per scientific python repo-review.
+  By :user:`Joe Hamman <jhamman>` :issue:`1863`.
+
+* doc: update release notes for 3.0.0.alpha.
+  By :user:`Joe Hamman <jhamman>` :issue:`1959`.
 
 .. _release_2.18.2:
 

From e84057a7e741b77e80ec4604e6d7bf1d4dd96a9a Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Fri, 5 Jul 2024 10:38:12 +0200
Subject: [PATCH 0602/1078] make shardingcodec pickleable  (#2011)

* use tmpdir for test

* type annotations

* refactor morton decode and remove destructuring in call to max

* parametrize sharding codec test by data shape

* refactor codec tests

* add test for pickling sharding codec, and make it pass

* Revert "use tmpdir for test"

This reverts commit 6ad2ca61b78fd1ecfc10d7fc80ae5055ed1a9d8b.

* move fixtures into conftest.py

* Update tests/v3/test_codecs/test_endian.py
---
 src/zarr/codecs/sharding.py            |   16 +
 src/zarr/indexing.py                   |   35 +-
 tests/v3/conftest.py                   |   41 +-
 tests/v3/test_codecs.py                | 1049 ------------------------
 tests/v3/test_codecs/__init__.py       |    0
 tests/v3/test_codecs/test_blosc.py     |   57 ++
 tests/v3/test_codecs/test_codecs.py    |  486 +++++++++++
 tests/v3/test_codecs/test_endian.py    |   87 ++
 tests/v3/test_codecs/test_gzip.py      |   24 +
 tests/v3/test_codecs/test_sharding.py  |  324 ++++++++
 tests/v3/test_codecs/test_transpose.py |  121 +++
 tests/v3/test_codecs/test_zstd.py      |   25 +
 12 files changed, 1189 insertions(+), 1076 deletions(-)
 delete mode 100644 tests/v3/test_codecs.py
 create mode 100644 tests/v3/test_codecs/__init__.py
 create mode 100644 tests/v3/test_codecs/test_blosc.py
 create mode 100644 tests/v3/test_codecs/test_codecs.py
 create mode 100644 tests/v3/test_codecs/test_endian.py
 create mode 100644 tests/v3/test_codecs/test_gzip.py
 create mode 100644 tests/v3/test_codecs/test_sharding.py
 create mode 100644 tests/v3/test_codecs/test_transpose.py
 create mode 100644 tests/v3/test_codecs/test_zstd.py

diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index def95b206d..e3ef664b94 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -324,6 +324,22 @@ def __init__(
         object.__setattr__(self, "_get_index_chunk_spec", lru_cache()(self._get_index_chunk_spec))
         object.__setattr__(self, "_get_chunks_per_shard", lru_cache()(self._get_chunks_per_shard))
 
+    # todo: typedict return type
+    def __getstate__(self) -> dict[str, Any]:
+        return self.to_dict()
+
+    def __setstate__(self, state: dict[str, Any]) -> None:
+        config = state["configuration"]
+        object.__setattr__(self, "chunk_shape", parse_shapelike(config["chunk_shape"]))
+        object.__setattr__(self, "codecs", parse_codecs(config["codecs"]))
+        object.__setattr__(self, "index_codecs", parse_codecs(config["index_codecs"]))
+        object.__setattr__(self, "index_location", parse_index_location(config["index_location"]))
+
+        # Use instance-local lru_cache to avoid memory leaks
+        object.__setattr__(self, "_get_chunk_spec", lru_cache()(self._get_chunk_spec))
+        object.__setattr__(self, "_get_index_chunk_spec", lru_cache()(self._get_index_chunk_spec))
+        object.__setattr__(self, "_get_chunks_per_shard", lru_cache()(self._get_chunks_per_shard))
+
     @classmethod
     def from_dict(cls, data: dict[str, JSON]) -> Self:
         _, configuration_parsed = parse_named_configuration(data, "sharding_indexed")
diff --git a/src/zarr/indexing.py b/src/zarr/indexing.py
index ae4aa0681b..1f483e1c15 100644
--- a/src/zarr/indexing.py
+++ b/src/zarr/indexing.py
@@ -1220,24 +1220,25 @@ def make_slice_selection(selection: Any) -> list[slice]:
     return ls
 
 
-def morton_order_iter(chunk_shape: ChunkCoords) -> Iterator[ChunkCoords]:
-    def decode_morton(z: int, chunk_shape: ChunkCoords) -> ChunkCoords:
-        # Inspired by compressed morton code as implemented in Neuroglancer
-        # https://github.com/google/neuroglancer/blob/master/src/neuroglancer/datasource/precomputed/volume.md#compressed-morton-code
-        bits = tuple(math.ceil(math.log2(c)) for c in chunk_shape)
-        max_coords_bits = max(*bits)
-        input_bit = 0
-        input_value = z
-        out = [0 for _ in range(len(chunk_shape))]
-
-        for coord_bit in range(max_coords_bits):
-            for dim in range(len(chunk_shape)):
-                if coord_bit < bits[dim]:
-                    bit = (input_value >> input_bit) & 1
-                    out[dim] |= bit << coord_bit
-                    input_bit += 1
-        return tuple(out)
+def decode_morton(z: int, chunk_shape: ChunkCoords) -> ChunkCoords:
+    # Inspired by compressed morton code as implemented in Neuroglancer
+    # https://github.com/google/neuroglancer/blob/master/src/neuroglancer/datasource/precomputed/volume.md#compressed-morton-code
+    bits = tuple(math.ceil(math.log2(c)) for c in chunk_shape)
+    max_coords_bits = max(bits)
+    input_bit = 0
+    input_value = z
+    out = [0] * len(chunk_shape)
+
+    for coord_bit in range(max_coords_bits):
+        for dim in range(len(chunk_shape)):
+            if coord_bit < bits[dim]:
+                bit = (input_value >> input_bit) & 1
+                out[dim] |= bit << coord_bit
+                input_bit += 1
+    return tuple(out)
+
 
+def morton_order_iter(chunk_shape: ChunkCoords) -> Iterator[ChunkCoords]:
     for i in range(product(chunk_shape)):
         yield decode_morton(i, chunk_shape)
 
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index 6b58cce412..8b75d9f2f8 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -4,7 +4,10 @@
 from types import ModuleType
 from typing import TYPE_CHECKING
 
-from zarr.common import ZarrFormat
+from _pytest.compat import LEGACY_PATH
+
+from zarr.abc.store import Store
+from zarr.common import ChunkCoords, MemoryOrder, ZarrFormat
 from zarr.group import AsyncGroup
 
 if TYPE_CHECKING:
@@ -12,6 +15,7 @@
 import pathlib
 from dataclasses import dataclass, field
 
+import numpy as np
 import pytest
 
 from zarr.store import LocalStore, MemoryStore, StorePath
@@ -26,40 +30,40 @@ def parse_store(
     if store == "memory":
         return MemoryStore(mode="w")
     if store == "remote":
-        return RemoteStore(mode="w")
+        return RemoteStore(url=path, mode="w")
     raise AssertionError
 
 
 @pytest.fixture(params=[str, pathlib.Path])
-def path_type(request):
+def path_type(request: pytest.FixtureRequest) -> Any:
     return request.param
 
 
 # todo: harmonize this with local_store fixture
 @pytest.fixture
-def store_path(tmpdir):
+def store_path(tmpdir: LEGACY_PATH) -> StorePath:
     store = LocalStore(str(tmpdir), mode="w")
     p = StorePath(store)
     return p
 
 
 @pytest.fixture(scope="function")
-def local_store(tmpdir):
+def local_store(tmpdir: LEGACY_PATH) -> LocalStore:
     return LocalStore(str(tmpdir), mode="w")
 
 
 @pytest.fixture(scope="function")
-def remote_store():
-    return RemoteStore(mode="w")
+def remote_store(url: str) -> RemoteStore:
+    return RemoteStore(url, mode="w")
 
 
 @pytest.fixture(scope="function")
-def memory_store():
+def memory_store() -> MemoryStore:
     return MemoryStore(mode="w")
 
 
 @pytest.fixture(scope="function")
-def store(request: str, tmpdir):
+def store(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> Store:
     param = request.param
     return parse_store(param, str(tmpdir))
 
@@ -72,7 +76,7 @@ class AsyncGroupRequest:
 
 
 @pytest.fixture(scope="function")
-async def async_group(request: pytest.FixtureRequest, tmpdir) -> AsyncGroup:
+async def async_group(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> AsyncGroup:
     param: AsyncGroupRequest = request.param
 
     store = parse_store(param.store, str(tmpdir))
@@ -90,3 +94,20 @@ def xp(request: pytest.FixtureRequest) -> Iterator[ModuleType]:
     """Fixture to parametrize over numpy-like libraries"""
 
     yield pytest.importorskip(request.param)
+
+
+@dataclass
+class ArrayRequest:
+    shape: ChunkCoords
+    dtype: str
+    order: MemoryOrder
+
+
+@pytest.fixture
+def array_fixture(request: pytest.FixtureRequest) -> np.ndarray:
+    array_request: ArrayRequest = request.param
+    return (
+        np.arange(np.prod(array_request.shape))
+        .reshape(array_request.shape, order=array_request.order)
+        .astype(array_request.dtype)
+    )
diff --git a/tests/v3/test_codecs.py b/tests/v3/test_codecs.py
deleted file mode 100644
index 7cb0d0f804..0000000000
--- a/tests/v3/test_codecs.py
+++ /dev/null
@@ -1,1049 +0,0 @@
-from __future__ import annotations
-
-import json
-from collections.abc import Iterator
-from dataclasses import dataclass
-from typing import Literal
-
-import numpy as np
-import pytest
-
-import zarr.v2
-from zarr.abc.codec import Codec
-from zarr.abc.store import Store
-from zarr.array import Array, AsyncArray
-from zarr.codecs import (
-    BloscCodec,
-    BytesCodec,
-    GzipCodec,
-    ShardingCodec,
-    ShardingCodecIndexLocation,
-    TransposeCodec,
-    ZstdCodec,
-)
-from zarr.config import config
-from zarr.indexing import Selection, morton_order_iter
-from zarr.store import MemoryStore, StorePath
-from zarr.testing.utils import assert_bytes_equal
-
-
-@dataclass(frozen=True)
-class _AsyncArrayProxy:
-    array: AsyncArray
-
-    def __getitem__(self, selection: Selection) -> _AsyncArraySelectionProxy:
-        return _AsyncArraySelectionProxy(self.array, selection)
-
-
-@dataclass(frozen=True)
-class _AsyncArraySelectionProxy:
-    array: AsyncArray
-    selection: Selection
-
-    async def get(self) -> np.ndarray:
-        return await self.array.getitem(self.selection)
-
-    async def set(self, value: np.ndarray):
-        return await self.array.setitem(self.selection, value)
-
-
-@pytest.fixture
-def store() -> Iterator[Store]:
-    yield StorePath(MemoryStore(mode="w"))
-
-
-@pytest.fixture
-def sample_data() -> np.ndarray:
-    return np.arange(0, 128 * 128 * 128, dtype="uint16").reshape((128, 128, 128), order="F")
-
-
-def order_from_dim(order: Literal["F", "C"], ndim: int) -> tuple[int, ...]:
-    if order == "F":
-        return tuple(ndim - x - 1 for x in range(ndim))
-    else:
-        return tuple(range(ndim))
-
-
-@pytest.mark.parametrize("index_location", ["start", "end"])
-def test_sharding(
-    store: Store, sample_data: np.ndarray, index_location: ShardingCodecIndexLocation
-):
-    a = Array.create(
-        store / "sample",
-        shape=sample_data.shape,
-        chunk_shape=(64, 64, 64),
-        dtype=sample_data.dtype,
-        fill_value=0,
-        codecs=[
-            ShardingCodec(
-                chunk_shape=(32, 32, 32),
-                codecs=[
-                    TransposeCodec(order=order_from_dim("F", sample_data.ndim)),
-                    BytesCodec(),
-                    BloscCodec(cname="lz4"),
-                ],
-                index_location=index_location,
-            )
-        ],
-    )
-
-    a[:, :, :] = sample_data
-
-    read_data = a[0 : sample_data.shape[0], 0 : sample_data.shape[1], 0 : sample_data.shape[2]]
-    assert sample_data.shape == read_data.shape
-    assert np.array_equal(sample_data, read_data)
-
-
-@pytest.mark.parametrize("index_location", ["start", "end"])
-def test_sharding_partial(
-    store: Store, sample_data: np.ndarray, index_location: ShardingCodecIndexLocation
-):
-    a = Array.create(
-        store / "sample",
-        shape=tuple(a + 10 for a in sample_data.shape),
-        chunk_shape=(64, 64, 64),
-        dtype=sample_data.dtype,
-        fill_value=0,
-        codecs=[
-            ShardingCodec(
-                chunk_shape=(32, 32, 32),
-                codecs=[
-                    TransposeCodec(order=order_from_dim("F", sample_data.ndim)),
-                    BytesCodec(),
-                    BloscCodec(cname="lz4"),
-                ],
-                index_location=index_location,
-            )
-        ],
-    )
-
-    a[10:, 10:, 10:] = sample_data
-
-    read_data = a[0:10, 0:10, 0:10]
-    assert np.all(read_data == 0)
-
-    read_data = a[10:, 10:, 10:]
-    assert sample_data.shape == read_data.shape
-    assert np.array_equal(sample_data, read_data)
-
-
-@pytest.mark.parametrize("index_location", ["start", "end"])
-def test_sharding_partial_read(
-    store: Store, sample_data: np.ndarray, index_location: ShardingCodecIndexLocation
-):
-    a = Array.create(
-        store / "sample",
-        shape=tuple(a + 10 for a in sample_data.shape),
-        chunk_shape=(64, 64, 64),
-        dtype=sample_data.dtype,
-        fill_value=1,
-        codecs=[
-            ShardingCodec(
-                chunk_shape=(32, 32, 32),
-                codecs=[
-                    TransposeCodec(order=order_from_dim("F", sample_data.ndim)),
-                    BytesCodec(),
-                    BloscCodec(cname="lz4"),
-                ],
-                index_location=index_location,
-            )
-        ],
-    )
-
-    read_data = a[0:10, 0:10, 0:10]
-    assert np.all(read_data == 1)
-
-
-@pytest.mark.parametrize("index_location", ["start", "end"])
-def test_sharding_partial_overwrite(
-    store: Store, sample_data: np.ndarray, index_location: ShardingCodecIndexLocation
-):
-    data = sample_data[:10, :10, :10]
-
-    a = Array.create(
-        store / "sample",
-        shape=tuple(a + 10 for a in data.shape),
-        chunk_shape=(64, 64, 64),
-        dtype=data.dtype,
-        fill_value=1,
-        codecs=[
-            ShardingCodec(
-                chunk_shape=(32, 32, 32),
-                codecs=[
-                    TransposeCodec(order=order_from_dim("F", data.ndim)),
-                    BytesCodec(),
-                    BloscCodec(cname="lz4"),
-                ],
-                index_location=index_location,
-            )
-        ],
-    )
-
-    a[:10, :10, :10] = data
-
-    read_data = a[0:10, 0:10, 0:10]
-    assert np.array_equal(data, read_data)
-
-    data = data + 10
-    a[:10, :10, :10] = data
-    read_data = a[0:10, 0:10, 0:10]
-    assert np.array_equal(data, read_data)
-
-
-@pytest.mark.parametrize(
-    "outer_index_location",
-    ["start", "end"],
-)
-@pytest.mark.parametrize(
-    "inner_index_location",
-    ["start", "end"],
-)
-def test_nested_sharding(
-    store: Store,
-    sample_data: np.ndarray,
-    outer_index_location: ShardingCodecIndexLocation,
-    inner_index_location: ShardingCodecIndexLocation,
-):
-    a = Array.create(
-        store / "l4_sample" / "color" / "1",
-        shape=sample_data.shape,
-        chunk_shape=(64, 64, 64),
-        dtype=sample_data.dtype,
-        fill_value=0,
-        codecs=[
-            ShardingCodec(
-                chunk_shape=(32, 32, 32),
-                codecs=[
-                    ShardingCodec(chunk_shape=(16, 16, 16), index_location=inner_index_location)
-                ],
-                index_location=outer_index_location,
-            )
-        ],
-    )
-
-    a[:, :, :] = sample_data
-
-    read_data = a[0 : sample_data.shape[0], 0 : sample_data.shape[1], 0 : sample_data.shape[2]]
-    assert sample_data.shape == read_data.shape
-    assert np.array_equal(sample_data, read_data)
-
-
-@pytest.mark.parametrize("input_order", ["F", "C"])
-@pytest.mark.parametrize("store_order", ["F", "C"])
-@pytest.mark.parametrize("runtime_write_order", ["F", "C"])
-@pytest.mark.parametrize("runtime_read_order", ["F", "C"])
-@pytest.mark.parametrize("with_sharding", [True, False])
-async def test_order(
-    store: Store,
-    input_order: Literal["F", "C"],
-    store_order: Literal["F", "C"],
-    runtime_write_order: Literal["F", "C"],
-    runtime_read_order: Literal["F", "C"],
-    with_sharding: bool,
-):
-    data = np.arange(0, 256, dtype="uint16").reshape((32, 8), order=input_order)
-
-    codecs_: list[Codec] = (
-        [
-            ShardingCodec(
-                chunk_shape=(16, 8),
-                codecs=[TransposeCodec(order=order_from_dim(store_order, data.ndim)), BytesCodec()],
-            )
-        ]
-        if with_sharding
-        else [TransposeCodec(order=order_from_dim(store_order, data.ndim)), BytesCodec()]
-    )
-
-    with config.set({"array.order": runtime_write_order}):
-        a = await AsyncArray.create(
-            store / "order",
-            shape=data.shape,
-            chunk_shape=(32, 8),
-            dtype=data.dtype,
-            fill_value=0,
-            chunk_key_encoding=("v2", "."),
-            codecs=codecs_,
-        )
-
-    await _AsyncArrayProxy(a)[:, :].set(data)
-    read_data = await _AsyncArrayProxy(a)[:, :].get()
-    assert np.array_equal(data, read_data)
-
-    with config.set({"array.order": runtime_read_order}):
-        a = await AsyncArray.open(
-            store / "order",
-        )
-    read_data = await _AsyncArrayProxy(a)[:, :].get()
-    assert np.array_equal(data, read_data)
-
-    if runtime_read_order == "F":
-        assert read_data.flags["F_CONTIGUOUS"]
-        assert not read_data.flags["C_CONTIGUOUS"]
-    else:
-        assert not read_data.flags["F_CONTIGUOUS"]
-        assert read_data.flags["C_CONTIGUOUS"]
-
-    if not with_sharding:
-        # Compare with zarr-python
-        z = zarr.v2.create(
-            shape=data.shape,
-            chunks=(32, 8),
-            dtype="<u2",
-            order=store_order,
-            compressor=None,
-            fill_value=1,
-        )
-        z[:, :] = data
-        assert_bytes_equal(await (store / "order/0.0").get(), z._store["0.0"])
-
-
-@pytest.mark.parametrize("input_order", ["F", "C"])
-@pytest.mark.parametrize("runtime_write_order", ["F", "C"])
-@pytest.mark.parametrize("runtime_read_order", ["F", "C"])
-@pytest.mark.parametrize("with_sharding", [True, False])
-def test_order_implicit(
-    store: Store,
-    input_order: Literal["F", "C"],
-    runtime_write_order: Literal["F", "C"],
-    runtime_read_order: Literal["F", "C"],
-    with_sharding: bool,
-):
-    data = np.arange(0, 256, dtype="uint16").reshape((16, 16), order=input_order)
-
-    codecs_: list[Codec] | None = [ShardingCodec(chunk_shape=(8, 8))] if with_sharding else None
-
-    with config.set({"array.order": runtime_write_order}):
-        a = Array.create(
-            store / "order_implicit",
-            shape=data.shape,
-            chunk_shape=(16, 16),
-            dtype=data.dtype,
-            fill_value=0,
-            codecs=codecs_,
-        )
-
-    a[:, :] = data
-
-    with config.set({"array.order": runtime_read_order}):
-        a = Array.open(
-            store / "order_implicit",
-        )
-    read_data = a[:, :]
-    assert np.array_equal(data, read_data)
-
-    if runtime_read_order == "F":
-        assert read_data.flags["F_CONTIGUOUS"]
-        assert not read_data.flags["C_CONTIGUOUS"]
-    else:
-        assert not read_data.flags["F_CONTIGUOUS"]
-        assert read_data.flags["C_CONTIGUOUS"]
-
-
-@pytest.mark.parametrize("input_order", ["F", "C"])
-@pytest.mark.parametrize("runtime_write_order", ["F", "C"])
-@pytest.mark.parametrize("runtime_read_order", ["F", "C"])
-@pytest.mark.parametrize("with_sharding", [True, False])
-async def test_transpose(
-    store: Store,
-    input_order: Literal["F", "C"],
-    runtime_write_order: Literal["F", "C"],
-    runtime_read_order: Literal["F", "C"],
-    with_sharding: bool,
-):
-    data = np.arange(0, 256, dtype="uint16").reshape((1, 32, 8), order=input_order)
-
-    codecs_: list[Codec] = (
-        [
-            ShardingCodec(
-                chunk_shape=(1, 16, 8),
-                codecs=[TransposeCodec(order=(2, 1, 0)), BytesCodec()],
-            )
-        ]
-        if with_sharding
-        else [TransposeCodec(order=(2, 1, 0)), BytesCodec()]
-    )
-    with config.set({"array.order": runtime_write_order}):
-        a = await AsyncArray.create(
-            store / "transpose",
-            shape=data.shape,
-            chunk_shape=(1, 32, 8),
-            dtype=data.dtype,
-            fill_value=0,
-            chunk_key_encoding=("v2", "."),
-            codecs=codecs_,
-        )
-
-    await _AsyncArrayProxy(a)[:, :].set(data)
-    read_data = await _AsyncArrayProxy(a)[:, :].get()
-    assert np.array_equal(data, read_data)
-
-    with config.set({"array.order": runtime_read_order}):
-        a = await AsyncArray.open(
-            store / "transpose",
-        )
-    read_data = await _AsyncArrayProxy(a)[:, :].get()
-    assert np.array_equal(data, read_data)
-
-    if runtime_read_order == "F":
-        assert read_data.flags["F_CONTIGUOUS"]
-        assert not read_data.flags["C_CONTIGUOUS"]
-    else:
-        assert not read_data.flags["F_CONTIGUOUS"]
-        assert read_data.flags["C_CONTIGUOUS"]
-
-    if not with_sharding:
-        # Compare with zarr-python
-        z = zarr.v2.create(
-            shape=data.shape,
-            chunks=(1, 32, 8),
-            dtype="<u2",
-            order="F",
-            compressor=None,
-            fill_value=1,
-        )
-        z[:, :] = data
-        assert await (store / "transpose/0.0").get() == await (store / "transpose_zarr/0.0").get()
-
-
-@pytest.mark.parametrize("order", [[1, 2, 0], [1, 2, 3, 0], [3, 2, 4, 0, 1]])
-def test_transpose_non_self_inverse(store: Store, order):
-    shape = [i + 3 for i in range(len(order))]
-    data = np.arange(0, np.prod(shape), dtype="uint16").reshape(shape)
-    a = Array.create(
-        store / "transpose_non_self_inverse",
-        shape=data.shape,
-        chunk_shape=data.shape,
-        dtype=data.dtype,
-        fill_value=0,
-        codecs=[TransposeCodec(order=order), BytesCodec()],
-    )
-    a[:, :] = data
-    read_data = a[:, :]
-    assert np.array_equal(data, read_data)
-
-
-def test_transpose_invalid(
-    store: Store,
-):
-    data = np.arange(0, 256, dtype="uint16").reshape((1, 32, 8))
-
-    for order in [(1, 0), (3, 2, 1), (3, 3, 1)]:
-        with pytest.raises(ValueError):
-            Array.create(
-                store / "transpose_invalid",
-                shape=data.shape,
-                chunk_shape=(1, 32, 8),
-                dtype=data.dtype,
-                fill_value=0,
-                chunk_key_encoding=("v2", "."),
-                codecs=[TransposeCodec(order=order), BytesCodec()],
-            )
-
-
-def test_open(store: Store):
-    a = Array.create(
-        store / "open",
-        shape=(16, 16),
-        chunk_shape=(16, 16),
-        dtype="int32",
-        fill_value=0,
-    )
-    b = Array.open(store / "open")
-    assert a.metadata == b.metadata
-
-
-def test_open_sharding(store: Store):
-    a = Array.create(
-        store / "open_sharding",
-        shape=(16, 16),
-        chunk_shape=(16, 16),
-        dtype="int32",
-        fill_value=0,
-        codecs=[
-            ShardingCodec(
-                chunk_shape=(8, 8),
-                codecs=[
-                    TransposeCodec(order=order_from_dim("F", 2)),
-                    BytesCodec(),
-                    BloscCodec(),
-                ],
-            )
-        ],
-    )
-    b = Array.open(store / "open_sharding")
-    assert a.metadata == b.metadata
-
-
-def test_simple(store: Store):
-    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
-
-    a = Array.create(
-        store / "simple",
-        shape=data.shape,
-        chunk_shape=(16, 16),
-        dtype=data.dtype,
-        fill_value=0,
-    )
-
-    a[:, :] = data
-    assert np.array_equal(data, a[:, :])
-
-
-def test_fill_value(store: Store):
-    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
-
-    a = Array.create(
-        store / "fill_value1",
-        shape=data.shape,
-        chunk_shape=(16, 16),
-        dtype=data.dtype,
-    )
-
-    assert a.metadata.fill_value == 0
-    assert np.array_equiv(0, a[:, :])
-
-    b = Array.create(
-        store / "fill_value2",
-        shape=data.shape,
-        chunk_shape=(16, 16),
-        dtype=np.dtype("bool"),
-    )
-
-    assert b.metadata.fill_value is False
-    assert np.array_equiv(False, b[:, :])
-
-    c = Array.create(
-        store / "fill_value3",
-        shape=data.shape,
-        chunk_shape=(16, 16),
-        dtype=data.dtype,
-        fill_value=4,
-    )
-
-    assert c.metadata.fill_value == 4
-    assert np.array_equiv(4, c[:, :])
-
-
-def test_morton(store: Store):
-    assert list(morton_order_iter((2, 2))) == [(0, 0), (1, 0), (0, 1), (1, 1)]
-    assert list(morton_order_iter((2, 2, 2))) == [
-        (0, 0, 0),
-        (1, 0, 0),
-        (0, 1, 0),
-        (1, 1, 0),
-        (0, 0, 1),
-        (1, 0, 1),
-        (0, 1, 1),
-        (1, 1, 1),
-    ]
-    assert list(morton_order_iter((2, 2, 2, 2))) == [
-        (0, 0, 0, 0),
-        (1, 0, 0, 0),
-        (0, 1, 0, 0),
-        (1, 1, 0, 0),
-        (0, 0, 1, 0),
-        (1, 0, 1, 0),
-        (0, 1, 1, 0),
-        (1, 1, 1, 0),
-        (0, 0, 0, 1),
-        (1, 0, 0, 1),
-        (0, 1, 0, 1),
-        (1, 1, 0, 1),
-        (0, 0, 1, 1),
-        (1, 0, 1, 1),
-        (0, 1, 1, 1),
-        (1, 1, 1, 1),
-    ]
-
-
-def test_write_partial_chunks(store: Store):
-    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
-
-    a = Array.create(
-        store / "write_partial_chunks",
-        shape=data.shape,
-        chunk_shape=(20, 20),
-        dtype=data.dtype,
-        fill_value=1,
-    )
-    a[0:16, 0:16] = data
-    assert np.array_equal(a[0:16, 0:16], data)
-
-
-def test_write_full_chunks(store: Store):
-    data = np.arange(0, 16 * 16, dtype="uint16").reshape((16, 16))
-
-    a = Array.create(
-        store / "write_full_chunks",
-        shape=(16, 16),
-        chunk_shape=(20, 20),
-        dtype=data.dtype,
-        fill_value=1,
-    )
-    a[0:16, 0:16] = data
-    assert np.array_equal(a[0:16, 0:16], data)
-
-    a = Array.create(
-        store / "write_full_chunks2",
-        shape=(20, 20),
-        chunk_shape=(20, 20),
-        dtype=data.dtype,
-        fill_value=1,
-    )
-    assert np.all(a[16:20, 16:20] == 1)
-
-
-def test_write_partial_sharded_chunks(store: Store):
-    data = np.arange(0, 16 * 16, dtype="uint16").reshape((16, 16))
-
-    a = Array.create(
-        store / "write_partial_sharded_chunks",
-        shape=(40, 40),
-        chunk_shape=(20, 20),
-        dtype=data.dtype,
-        fill_value=1,
-        codecs=[
-            ShardingCodec(
-                chunk_shape=(10, 10),
-                codecs=[
-                    BytesCodec(),
-                    BloscCodec(),
-                ],
-            )
-        ],
-    )
-    a[0:16, 0:16] = data
-    assert np.array_equal(a[0:16, 0:16], data)
-
-
-async def test_delete_empty_chunks(store: Store):
-    data = np.ones((16, 16))
-
-    a = await AsyncArray.create(
-        store / "delete_empty_chunks",
-        shape=data.shape,
-        chunk_shape=(32, 32),
-        dtype=data.dtype,
-        fill_value=1,
-    )
-    await _AsyncArrayProxy(a)[:16, :16].set(np.zeros((16, 16)))
-    await _AsyncArrayProxy(a)[:16, :16].set(data)
-    assert np.array_equal(await _AsyncArrayProxy(a)[:16, :16].get(), data)
-    assert await (store / "delete_empty_chunks/c0/0").get() is None
-
-
-async def test_delete_empty_shards(store: Store):
-    a = await AsyncArray.create(
-        store / "delete_empty_shards",
-        shape=(16, 16),
-        chunk_shape=(8, 16),
-        dtype="uint16",
-        fill_value=1,
-        codecs=[ShardingCodec(chunk_shape=(8, 8))],
-    )
-    await _AsyncArrayProxy(a)[:, :].set(np.zeros((16, 16)))
-    await _AsyncArrayProxy(a)[8:, :].set(np.ones((8, 16)))
-    await _AsyncArrayProxy(a)[:, 8:].set(np.ones((16, 8)))
-    # chunk (0, 0) is full
-    # chunks (0, 1), (1, 0), (1, 1) are empty
-    # shard (0, 0) is half-full
-    # shard (1, 0) is empty
-
-    data = np.ones((16, 16), dtype="uint16")
-    data[:8, :8] = 0
-    assert np.array_equal(data, await _AsyncArrayProxy(a)[:, :].get())
-    assert await (store / "delete_empty_shards/c/1/0").get() is None
-    chunk_bytes = await (store / "delete_empty_shards/c/0/0").get()
-    assert chunk_bytes is not None and len(chunk_bytes) == 16 * 2 + 8 * 8 * 2 + 4
-
-
-async def test_zarr_compat(store: Store):
-    data = np.zeros((16, 18), dtype="uint16")
-
-    a = await AsyncArray.create(
-        store / "zarr_compat3",
-        shape=data.shape,
-        chunk_shape=(10, 10),
-        dtype=data.dtype,
-        chunk_key_encoding=("v2", "."),
-        fill_value=1,
-    )
-
-    z2 = zarr.v2.create(
-        shape=data.shape,
-        chunks=(10, 10),
-        dtype=data.dtype,
-        compressor=None,
-        fill_value=1,
-    )
-
-    await _AsyncArrayProxy(a)[:16, :18].set(data)
-    z2[:16, :18] = data
-    assert np.array_equal(data, await _AsyncArrayProxy(a)[:16, :18].get())
-    assert np.array_equal(data, z2[:16, :18])
-
-    assert_bytes_equal(z2._store["0.0"], await (store / "zarr_compat3/0.0").get())
-    assert_bytes_equal(z2._store["0.1"], await (store / "zarr_compat3/0.1").get())
-    assert_bytes_equal(z2._store["1.0"], await (store / "zarr_compat3/1.0").get())
-    assert_bytes_equal(z2._store["1.1"], await (store / "zarr_compat3/1.1").get())
-
-
-async def test_zarr_compat_F(store: Store):
-    data = np.zeros((16, 18), dtype="uint16", order="F")
-
-    a = await AsyncArray.create(
-        store / "zarr_compatF3",
-        shape=data.shape,
-        chunk_shape=(10, 10),
-        dtype=data.dtype,
-        chunk_key_encoding=("v2", "."),
-        fill_value=1,
-        codecs=[TransposeCodec(order=order_from_dim("F", data.ndim)), BytesCodec()],
-    )
-
-    z2 = zarr.v2.create(
-        shape=data.shape,
-        chunks=(10, 10),
-        dtype=data.dtype,
-        compressor=None,
-        order="F",
-        fill_value=1,
-    )
-
-    await _AsyncArrayProxy(a)[:16, :18].set(data)
-    z2[:16, :18] = data
-    assert np.array_equal(data, await _AsyncArrayProxy(a)[:16, :18].get())
-    assert np.array_equal(data, z2[:16, :18])
-
-    assert_bytes_equal(z2._store["0.0"], await (store / "zarr_compatF3/0.0").get())
-    assert_bytes_equal(z2._store["0.1"], await (store / "zarr_compatF3/0.1").get())
-    assert_bytes_equal(z2._store["1.0"], await (store / "zarr_compatF3/1.0").get())
-    assert_bytes_equal(z2._store["1.1"], await (store / "zarr_compatF3/1.1").get())
-
-
-async def test_dimension_names(store: Store):
-    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
-
-    await AsyncArray.create(
-        store / "dimension_names",
-        shape=data.shape,
-        chunk_shape=(16, 16),
-        dtype=data.dtype,
-        fill_value=0,
-        dimension_names=("x", "y"),
-    )
-
-    assert (await AsyncArray.open(store / "dimension_names")).metadata.dimension_names == (
-        "x",
-        "y",
-    )
-
-    await AsyncArray.create(
-        store / "dimension_names2",
-        shape=data.shape,
-        chunk_shape=(16, 16),
-        dtype=data.dtype,
-        fill_value=0,
-    )
-
-    assert (await AsyncArray.open(store / "dimension_names2")).metadata.dimension_names is None
-    zarr_json_buffer = await (store / "dimension_names2" / "zarr.json").get()
-    assert zarr_json_buffer is not None
-    assert "dimension_names" not in json.loads(zarr_json_buffer.to_bytes())
-
-
-def test_gzip(store: Store):
-    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
-
-    a = Array.create(
-        store / "gzip",
-        shape=data.shape,
-        chunk_shape=(16, 16),
-        dtype=data.dtype,
-        fill_value=0,
-        codecs=[BytesCodec(), GzipCodec()],
-    )
-
-    a[:, :] = data
-    assert np.array_equal(data, a[:, :])
-
-
-@pytest.mark.parametrize("checksum", [True, False])
-def test_zstd(store: Store, checksum: bool):
-    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
-
-    a = Array.create(
-        store / "zstd",
-        shape=data.shape,
-        chunk_shape=(16, 16),
-        dtype=data.dtype,
-        fill_value=0,
-        codecs=[BytesCodec(), ZstdCodec(level=0, checksum=checksum)],
-    )
-
-    a[:, :] = data
-    assert np.array_equal(data, a[:, :])
-
-
-@pytest.mark.parametrize("endian", ["big", "little"])
-async def test_endian(store: Store, endian: Literal["big", "little"]):
-    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
-
-    a = await AsyncArray.create(
-        store / "endian",
-        shape=data.shape,
-        chunk_shape=(16, 16),
-        dtype=data.dtype,
-        fill_value=0,
-        chunk_key_encoding=("v2", "."),
-        codecs=[BytesCodec(endian=endian)],
-    )
-
-    await _AsyncArrayProxy(a)[:, :].set(data)
-    readback_data = await _AsyncArrayProxy(a)[:, :].get()
-    assert np.array_equal(data, readback_data)
-
-    # Compare with zarr-python
-    z = zarr.v2.create(
-        shape=data.shape,
-        chunks=(16, 16),
-        dtype=">u2" if endian == "big" else "<u2",
-        compressor=None,
-        fill_value=1,
-    )
-    z[:, :] = data
-    assert_bytes_equal(await (store / "endian/0.0").get(), z._store["0.0"])
-
-
-@pytest.mark.parametrize("dtype_input_endian", [">u2", "<u2"])
-@pytest.mark.parametrize("dtype_store_endian", ["big", "little"])
-async def test_endian_write(
-    store: Store,
-    dtype_input_endian: Literal[">u2", "<u2"],
-    dtype_store_endian: Literal["big", "little"],
-):
-    data = np.arange(0, 256, dtype=dtype_input_endian).reshape((16, 16))
-
-    a = await AsyncArray.create(
-        store / "endian",
-        shape=data.shape,
-        chunk_shape=(16, 16),
-        dtype="uint16",
-        fill_value=0,
-        chunk_key_encoding=("v2", "."),
-        codecs=[BytesCodec(endian=dtype_store_endian)],
-    )
-
-    await _AsyncArrayProxy(a)[:, :].set(data)
-    readback_data = await _AsyncArrayProxy(a)[:, :].get()
-    assert np.array_equal(data, readback_data)
-
-    # Compare with zarr-python
-    z = zarr.v2.create(
-        shape=data.shape,
-        chunks=(16, 16),
-        dtype=">u2" if dtype_store_endian == "big" else "<u2",
-        compressor=None,
-        fill_value=1,
-    )
-    z[:, :] = data
-    assert_bytes_equal(await (store / "endian/0.0").get(), z._store["0.0"])
-
-
-def test_invalid_metadata(store: Store):
-    with pytest.raises(ValueError):
-        Array.create(
-            store / "invalid_chunk_shape",
-            shape=(16, 16, 16),
-            chunk_shape=(16, 16),
-            dtype=np.dtype("uint8"),
-            fill_value=0,
-        )
-
-    with pytest.raises(ValueError):
-        Array.create(
-            store / "invalid_endian",
-            shape=(16, 16),
-            chunk_shape=(16, 16),
-            dtype=np.dtype("uint8"),
-            fill_value=0,
-            codecs=[
-                BytesCodec(endian="big"),
-                TransposeCodec(order=order_from_dim("F", 2)),
-            ],
-        )
-
-    with pytest.raises(TypeError):
-        Array.create(
-            store / "invalid_order",
-            shape=(16, 16),
-            chunk_shape=(16, 16),
-            dtype=np.dtype("uint8"),
-            fill_value=0,
-            codecs=[
-                BytesCodec(),
-                TransposeCodec(order="F"),
-            ],
-        )
-
-    with pytest.raises(ValueError):
-        Array.create(
-            store / "invalid_missing_bytes_codec",
-            shape=(16, 16),
-            chunk_shape=(16, 16),
-            dtype=np.dtype("uint8"),
-            fill_value=0,
-            codecs=[
-                TransposeCodec(order=order_from_dim("F", 2)),
-            ],
-        )
-
-    with pytest.raises(ValueError):
-        Array.create(
-            store / "invalid_inner_chunk_shape",
-            shape=(16, 16),
-            chunk_shape=(16, 16),
-            dtype=np.dtype("uint8"),
-            fill_value=0,
-            codecs=[
-                ShardingCodec(chunk_shape=(8,)),
-            ],
-        )
-    with pytest.raises(ValueError):
-        Array.create(
-            store / "invalid_inner_chunk_shape",
-            shape=(16, 16),
-            chunk_shape=(16, 16),
-            dtype=np.dtype("uint8"),
-            fill_value=0,
-            codecs=[
-                ShardingCodec(chunk_shape=(8, 7)),
-            ],
-        )
-
-    with pytest.warns(UserWarning):
-        Array.create(
-            store / "warning_inefficient_codecs",
-            shape=(16, 16),
-            chunk_shape=(16, 16),
-            dtype=np.dtype("uint8"),
-            fill_value=0,
-            codecs=[
-                ShardingCodec(chunk_shape=(8, 8)),
-                GzipCodec(),
-            ],
-        )
-
-
-async def test_resize(store: Store):
-    data = np.zeros((16, 18), dtype="uint16")
-
-    a = await AsyncArray.create(
-        store / "resize",
-        shape=data.shape,
-        chunk_shape=(10, 10),
-        dtype=data.dtype,
-        chunk_key_encoding=("v2", "."),
-        fill_value=1,
-    )
-
-    await _AsyncArrayProxy(a)[:16, :18].set(data)
-    assert await (store / "resize" / "0.0").get() is not None
-    assert await (store / "resize" / "0.1").get() is not None
-    assert await (store / "resize" / "1.0").get() is not None
-    assert await (store / "resize" / "1.1").get() is not None
-
-    a = await a.resize((10, 12))
-    assert a.metadata.shape == (10, 12)
-    assert await (store / "resize" / "0.0").get() is not None
-    assert await (store / "resize" / "0.1").get() is not None
-    assert await (store / "resize" / "1.0").get() is None
-    assert await (store / "resize" / "1.1").get() is None
-
-
-async def test_blosc_evolve(store: Store):
-    await AsyncArray.create(
-        store / "blosc_evolve_u1",
-        shape=(16, 16),
-        chunk_shape=(16, 16),
-        dtype="uint8",
-        fill_value=0,
-        codecs=[BytesCodec(), BloscCodec()],
-    )
-
-    zarr_json = json.loads((await (store / "blosc_evolve_u1" / "zarr.json").get()).to_bytes())
-    blosc_configuration_json = zarr_json["codecs"][1]["configuration"]
-    assert blosc_configuration_json["typesize"] == 1
-    assert blosc_configuration_json["shuffle"] == "bitshuffle"
-
-    await AsyncArray.create(
-        store / "blosc_evolve_u2",
-        shape=(16, 16),
-        chunk_shape=(16, 16),
-        dtype="uint16",
-        fill_value=0,
-        codecs=[BytesCodec(), BloscCodec()],
-    )
-
-    zarr_json = json.loads((await (store / "blosc_evolve_u2" / "zarr.json").get()).to_bytes())
-    blosc_configuration_json = zarr_json["codecs"][1]["configuration"]
-    assert blosc_configuration_json["typesize"] == 2
-    assert blosc_configuration_json["shuffle"] == "shuffle"
-
-    await AsyncArray.create(
-        store / "sharding_blosc_evolve",
-        shape=(16, 16),
-        chunk_shape=(16, 16),
-        dtype="uint16",
-        fill_value=0,
-        codecs=[ShardingCodec(chunk_shape=(16, 16), codecs=[BytesCodec(), BloscCodec()])],
-    )
-
-    zarr_json = json.loads((await (store / "sharding_blosc_evolve" / "zarr.json").get()).to_bytes())
-    blosc_configuration_json = zarr_json["codecs"][0]["configuration"]["codecs"][1]["configuration"]
-    assert blosc_configuration_json["typesize"] == 2
-    assert blosc_configuration_json["shuffle"] == "shuffle"
-
-
-def test_exists_ok(store: Store):
-    Array.create(
-        store / "exists_ok",
-        shape=(16, 16),
-        chunk_shape=(16, 16),
-        dtype=np.dtype("uint8"),
-    )
-    with pytest.raises(AssertionError):
-        Array.create(
-            store / "exists_ok",
-            shape=(16, 16),
-            chunk_shape=(16, 16),
-            dtype=np.dtype("uint8"),
-        )
-    Array.create(
-        store / "exists_ok",
-        shape=(16, 16),
-        chunk_shape=(16, 16),
-        dtype=np.dtype("uint8"),
-        exists_ok=True,
-    )
-
-
-def test_update_attributes_array(store: Store):
-    data = np.zeros((16, 18), dtype="uint16")
-
-    a = Array.create(
-        store / "update_attributes",
-        shape=data.shape,
-        chunk_shape=(10, 10),
-        dtype=data.dtype,
-        fill_value=1,
-        attributes={"hello": "world"},
-    )
-
-    a = Array.open(store / "update_attributes")
-    assert a.attrs["hello"] == "world"
-
-    a.update_attributes({"hello": "zarrita"})
-
-    a = Array.open(store / "update_attributes")
-    assert a.attrs["hello"] == "zarrita"
diff --git a/tests/v3/test_codecs/__init__.py b/tests/v3/test_codecs/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/tests/v3/test_codecs/test_blosc.py b/tests/v3/test_codecs/test_blosc.py
new file mode 100644
index 0000000000..04c4c671c8
--- /dev/null
+++ b/tests/v3/test_codecs/test_blosc.py
@@ -0,0 +1,57 @@
+import json
+
+import numpy as np
+import pytest
+
+from zarr.abc.store import Store
+from zarr.array import AsyncArray
+from zarr.buffer import default_buffer_prototype
+from zarr.codecs import BloscCodec, BytesCodec, ShardingCodec
+from zarr.store.core import StorePath
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("dtype", ["uint8", "uint16"])
+async def test_blosc_evolve(store: Store, dtype: str) -> None:
+    typesize = np.dtype(dtype).itemsize
+    path = "blosc_evolve"
+    spath = StorePath(store, path)
+    await AsyncArray.create(
+        spath,
+        shape=(16, 16),
+        chunk_shape=(16, 16),
+        dtype=dtype,
+        fill_value=0,
+        codecs=[BytesCodec(), BloscCodec()],
+    )
+
+    zarr_json = json.loads(
+        (await store.get(f"{path}/zarr.json", prototype=default_buffer_prototype)).to_bytes()
+    )
+    blosc_configuration_json = zarr_json["codecs"][1]["configuration"]
+    assert blosc_configuration_json["typesize"] == typesize
+    if typesize == 1:
+        assert blosc_configuration_json["shuffle"] == "bitshuffle"
+    else:
+        assert blosc_configuration_json["shuffle"] == "shuffle"
+
+    path2 = "blosc_evolve_sharding"
+    spath2 = StorePath(store, path2)
+    await AsyncArray.create(
+        spath2,
+        shape=(16, 16),
+        chunk_shape=(16, 16),
+        dtype=dtype,
+        fill_value=0,
+        codecs=[ShardingCodec(chunk_shape=(16, 16), codecs=[BytesCodec(), BloscCodec()])],
+    )
+
+    zarr_json = json.loads(
+        (await store.get(f"{path2}/zarr.json", prototype=default_buffer_prototype)).to_bytes()
+    )
+    blosc_configuration_json = zarr_json["codecs"][0]["configuration"]["codecs"][1]["configuration"]
+    assert blosc_configuration_json["typesize"] == typesize
+    if typesize == 1:
+        assert blosc_configuration_json["shuffle"] == "bitshuffle"
+    else:
+        assert blosc_configuration_json["shuffle"] == "shuffle"
diff --git a/tests/v3/test_codecs/test_codecs.py b/tests/v3/test_codecs/test_codecs.py
new file mode 100644
index 0000000000..1104805d4b
--- /dev/null
+++ b/tests/v3/test_codecs/test_codecs.py
@@ -0,0 +1,486 @@
+from __future__ import annotations
+
+import json
+from dataclasses import dataclass
+
+import numpy as np
+import pytest
+
+import zarr.v2
+from zarr.abc.codec import Codec
+from zarr.abc.store import Store
+from zarr.array import Array, AsyncArray
+from zarr.buffer import default_buffer_prototype
+from zarr.codecs import (
+    BytesCodec,
+    GzipCodec,
+    ShardingCodec,
+    TransposeCodec,
+)
+from zarr.common import MemoryOrder
+from zarr.config import config
+from zarr.indexing import Selection, morton_order_iter
+from zarr.store import StorePath
+from zarr.testing.utils import assert_bytes_equal
+
+
+@dataclass(frozen=True)
+class _AsyncArrayProxy:
+    array: AsyncArray
+
+    def __getitem__(self, selection: Selection) -> _AsyncArraySelectionProxy:
+        return _AsyncArraySelectionProxy(self.array, selection)
+
+
+@dataclass(frozen=True)
+class _AsyncArraySelectionProxy:
+    array: AsyncArray
+    selection: Selection
+
+    async def get(self) -> np.ndarray:
+        return await self.array.getitem(self.selection)
+
+    async def set(self, value: np.ndarray) -> None:
+        return await self.array.setitem(self.selection, value)
+
+
+def order_from_dim(order: MemoryOrder, ndim: int) -> tuple[int, ...]:
+    if order == "F":
+        return tuple(ndim - x - 1 for x in range(ndim))
+    else:
+        return tuple(range(ndim))
+
+
+def test_sharding_pickle() -> None:
+    """
+    Test that sharding codecs can be pickled
+    """
+    pass
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("input_order", ["F", "C"])
+@pytest.mark.parametrize("store_order", ["F", "C"])
+@pytest.mark.parametrize("runtime_write_order", ["F", "C"])
+@pytest.mark.parametrize("runtime_read_order", ["F", "C"])
+@pytest.mark.parametrize("with_sharding", [True, False])
+async def test_order(
+    store: Store,
+    input_order: MemoryOrder,
+    store_order: MemoryOrder,
+    runtime_write_order: MemoryOrder,
+    runtime_read_order: MemoryOrder,
+    with_sharding: bool,
+) -> None:
+    data = np.arange(0, 256, dtype="uint16").reshape((32, 8), order=input_order)
+    path = "order"
+    spath = StorePath(store, path=path)
+    codecs_: list[Codec] = (
+        [
+            ShardingCodec(
+                chunk_shape=(16, 8),
+                codecs=[TransposeCodec(order=order_from_dim(store_order, data.ndim)), BytesCodec()],
+            )
+        ]
+        if with_sharding
+        else [TransposeCodec(order=order_from_dim(store_order, data.ndim)), BytesCodec()]
+    )
+
+    with config.set({"array.order": runtime_write_order}):
+        a = await AsyncArray.create(
+            spath,
+            shape=data.shape,
+            chunk_shape=(32, 8),
+            dtype=data.dtype,
+            fill_value=0,
+            chunk_key_encoding=("v2", "."),
+            codecs=codecs_,
+        )
+
+    await _AsyncArrayProxy(a)[:, :].set(data)
+    read_data = await _AsyncArrayProxy(a)[:, :].get()
+    assert np.array_equal(data, read_data)
+
+    with config.set({"array.order": runtime_read_order}):
+        a = await AsyncArray.open(
+            spath,
+        )
+    read_data = await _AsyncArrayProxy(a)[:, :].get()
+    assert np.array_equal(data, read_data)
+
+    if runtime_read_order == "F":
+        assert read_data.flags["F_CONTIGUOUS"]
+        assert not read_data.flags["C_CONTIGUOUS"]
+    else:
+        assert not read_data.flags["F_CONTIGUOUS"]
+        assert read_data.flags["C_CONTIGUOUS"]
+
+    if not with_sharding:
+        # Compare with zarr-python
+        z = zarr.v2.create(
+            shape=data.shape,
+            chunks=(32, 8),
+            dtype="<u2",
+            order=store_order,
+            compressor=None,
+            fill_value=1,
+        )
+        z[:, :] = data
+        assert_bytes_equal(
+            await store.get(f"{path}/0.0", prototype=default_buffer_prototype), z._store["0.0"]
+        )
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("input_order", ["F", "C"])
+@pytest.mark.parametrize("runtime_write_order", ["F", "C"])
+@pytest.mark.parametrize("runtime_read_order", ["F", "C"])
+@pytest.mark.parametrize("with_sharding", [True, False])
+def test_order_implicit(
+    store: Store,
+    input_order: MemoryOrder,
+    runtime_write_order: MemoryOrder,
+    runtime_read_order: MemoryOrder,
+    with_sharding: bool,
+) -> None:
+    data = np.arange(0, 256, dtype="uint16").reshape((16, 16), order=input_order)
+    path = "order_implicit"
+    spath = StorePath(store, path)
+    codecs_: list[Codec] | None = [ShardingCodec(chunk_shape=(8, 8))] if with_sharding else None
+
+    with config.set({"array.order": runtime_write_order}):
+        a = Array.create(
+            spath,
+            shape=data.shape,
+            chunk_shape=(16, 16),
+            dtype=data.dtype,
+            fill_value=0,
+            codecs=codecs_,
+        )
+
+    a[:, :] = data
+
+    with config.set({"array.order": runtime_read_order}):
+        a = Array.open(spath)
+    read_data = a[:, :]
+    assert np.array_equal(data, read_data)
+
+    if runtime_read_order == "F":
+        assert read_data.flags["F_CONTIGUOUS"]
+        assert not read_data.flags["C_CONTIGUOUS"]
+    else:
+        assert not read_data.flags["F_CONTIGUOUS"]
+        assert read_data.flags["C_CONTIGUOUS"]
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+def test_open(store: Store) -> None:
+    spath = StorePath(store)
+    a = Array.create(
+        spath,
+        shape=(16, 16),
+        chunk_shape=(16, 16),
+        dtype="int32",
+        fill_value=0,
+    )
+    b = Array.open(spath)
+    assert a.metadata == b.metadata
+
+
+def test_morton() -> None:
+    assert list(morton_order_iter((2, 2))) == [(0, 0), (1, 0), (0, 1), (1, 1)]
+    assert list(morton_order_iter((2, 2, 2))) == [
+        (0, 0, 0),
+        (1, 0, 0),
+        (0, 1, 0),
+        (1, 1, 0),
+        (0, 0, 1),
+        (1, 0, 1),
+        (0, 1, 1),
+        (1, 1, 1),
+    ]
+    assert list(morton_order_iter((2, 2, 2, 2))) == [
+        (0, 0, 0, 0),
+        (1, 0, 0, 0),
+        (0, 1, 0, 0),
+        (1, 1, 0, 0),
+        (0, 0, 1, 0),
+        (1, 0, 1, 0),
+        (0, 1, 1, 0),
+        (1, 1, 1, 0),
+        (0, 0, 0, 1),
+        (1, 0, 0, 1),
+        (0, 1, 0, 1),
+        (1, 1, 0, 1),
+        (0, 0, 1, 1),
+        (1, 0, 1, 1),
+        (0, 1, 1, 1),
+        (1, 1, 1, 1),
+    ]
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+def test_write_partial_chunks(store: Store) -> None:
+    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
+    spath = StorePath(store)
+    a = Array.create(
+        spath,
+        shape=data.shape,
+        chunk_shape=(20, 20),
+        dtype=data.dtype,
+        fill_value=1,
+    )
+    a[0:16, 0:16] = data
+    assert np.array_equal(a[0:16, 0:16], data)
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+async def test_delete_empty_chunks(store: Store) -> None:
+    data = np.ones((16, 16))
+    path = "delete_empty_chunks"
+    spath = StorePath(store, path)
+    a = await AsyncArray.create(
+        spath,
+        shape=data.shape,
+        chunk_shape=(32, 32),
+        dtype=data.dtype,
+        fill_value=1,
+    )
+    await _AsyncArrayProxy(a)[:16, :16].set(np.zeros((16, 16)))
+    await _AsyncArrayProxy(a)[:16, :16].set(data)
+    assert np.array_equal(await _AsyncArrayProxy(a)[:16, :16].get(), data)
+    assert await store.get(f"{path}/c0/0", prototype=default_buffer_prototype) is None
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+async def test_zarr_compat(store: Store) -> None:
+    data = np.zeros((16, 18), dtype="uint16")
+    path = "zarr_compat3"
+    spath = StorePath(store, path)
+    a = await AsyncArray.create(
+        spath,
+        shape=data.shape,
+        chunk_shape=(10, 10),
+        dtype=data.dtype,
+        chunk_key_encoding=("v2", "."),
+        fill_value=1,
+    )
+
+    z2 = zarr.v2.create(
+        shape=data.shape,
+        chunks=(10, 10),
+        dtype=data.dtype,
+        compressor=None,
+        fill_value=1,
+    )
+
+    await _AsyncArrayProxy(a)[:16, :18].set(data)
+    z2[:16, :18] = data
+    assert np.array_equal(data, await _AsyncArrayProxy(a)[:16, :18].get())
+    assert np.array_equal(data, z2[:16, :18])
+
+    assert_bytes_equal(
+        z2._store["0.0"], await store.get(f"{path}/0.0", prototype=default_buffer_prototype)
+    )
+    assert_bytes_equal(
+        z2._store["0.1"], await store.get(f"{path}/0.1", prototype=default_buffer_prototype)
+    )
+    assert_bytes_equal(
+        z2._store["1.0"], await store.get(f"{path}/1.0", prototype=default_buffer_prototype)
+    )
+    assert_bytes_equal(
+        z2._store["1.1"], await store.get(f"{path}/1.1", prototype=default_buffer_prototype)
+    )
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+async def test_zarr_compat_F(store: Store) -> None:
+    data = np.zeros((16, 18), dtype="uint16", order="F")
+    path = "zarr_compatF3"
+    spath = StorePath(store, path)
+    a = await AsyncArray.create(
+        spath,
+        shape=data.shape,
+        chunk_shape=(10, 10),
+        dtype=data.dtype,
+        chunk_key_encoding=("v2", "."),
+        fill_value=1,
+        codecs=[TransposeCodec(order=order_from_dim("F", data.ndim)), BytesCodec()],
+    )
+
+    z2 = zarr.v2.create(
+        shape=data.shape,
+        chunks=(10, 10),
+        dtype=data.dtype,
+        compressor=None,
+        order="F",
+        fill_value=1,
+    )
+
+    await _AsyncArrayProxy(a)[:16, :18].set(data)
+    z2[:16, :18] = data
+    assert np.array_equal(data, await _AsyncArrayProxy(a)[:16, :18].get())
+    assert np.array_equal(data, z2[:16, :18])
+
+    assert_bytes_equal(
+        z2._store["0.0"], await store.get(f"{path}/0.0", prototype=default_buffer_prototype)
+    )
+    assert_bytes_equal(
+        z2._store["0.1"], await store.get(f"{path}/0.1", prototype=default_buffer_prototype)
+    )
+    assert_bytes_equal(
+        z2._store["1.0"], await store.get(f"{path}/1.0", prototype=default_buffer_prototype)
+    )
+    assert_bytes_equal(
+        z2._store["1.1"], await store.get(f"{path}/1.1", prototype=default_buffer_prototype)
+    )
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+async def test_dimension_names(store: Store) -> None:
+    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
+    path = "dimension_names"
+    spath = StorePath(store, path)
+    await AsyncArray.create(
+        spath,
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype=data.dtype,
+        fill_value=0,
+        dimension_names=("x", "y"),
+    )
+
+    assert (await AsyncArray.open(spath)).metadata.dimension_names == (
+        "x",
+        "y",
+    )
+    path2 = "dimension_names2"
+    spath2 = StorePath(store, path2)
+    await AsyncArray.create(
+        spath2,
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype=data.dtype,
+        fill_value=0,
+    )
+
+    assert (await AsyncArray.open(spath2)).metadata.dimension_names is None
+    zarr_json_buffer = await store.get(f"{path2}/zarr.json", prototype=default_buffer_prototype)
+    assert zarr_json_buffer is not None
+    assert "dimension_names" not in json.loads(zarr_json_buffer.to_bytes())
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+def test_invalid_metadata(store: Store) -> None:
+    spath = StorePath(store, "invalid_metadata")
+    with pytest.raises(ValueError):
+        Array.create(
+            spath,
+            shape=(16, 16, 16),
+            chunk_shape=(16, 16),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+        )
+    spath2 = StorePath(store, "invalid_endian")
+    with pytest.raises(ValueError):
+        Array.create(
+            spath2,
+            shape=(16, 16),
+            chunk_shape=(16, 16),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+            codecs=[
+                BytesCodec(endian="big"),
+                TransposeCodec(order=order_from_dim("F", 2)),
+            ],
+        )
+    spath3 = StorePath(store, "invalid_order")
+    with pytest.raises(TypeError):
+        Array.create(
+            spath3,
+            shape=(16, 16),
+            chunk_shape=(16, 16),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+            codecs=[
+                BytesCodec(),
+                TransposeCodec(order="F"),
+            ],
+        )
+    spath4 = StorePath(store, "invalid_missing_bytes_codec")
+    with pytest.raises(ValueError):
+        Array.create(
+            spath4,
+            shape=(16, 16),
+            chunk_shape=(16, 16),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+            codecs=[
+                TransposeCodec(order=order_from_dim("F", 2)),
+            ],
+        )
+    spath5 = StorePath(store, "invalid_inner_chunk_shape")
+    with pytest.raises(ValueError):
+        Array.create(
+            spath5,
+            shape=(16, 16),
+            chunk_shape=(16, 16),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+            codecs=[
+                ShardingCodec(chunk_shape=(8,)),
+            ],
+        )
+    spath6 = StorePath(store, "invalid_inner_chunk_shape")
+    with pytest.raises(ValueError):
+        Array.create(
+            spath6,
+            shape=(16, 16),
+            chunk_shape=(16, 16),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+            codecs=[
+                ShardingCodec(chunk_shape=(8, 7)),
+            ],
+        )
+    spath7 = StorePath(store, "warning_inefficient_codecs")
+    with pytest.warns(UserWarning):
+        Array.create(
+            spath7,
+            shape=(16, 16),
+            chunk_shape=(16, 16),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+            codecs=[
+                ShardingCodec(chunk_shape=(8, 8)),
+                GzipCodec(),
+            ],
+        )
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+async def test_resize(store: Store) -> None:
+    data = np.zeros((16, 18), dtype="uint16")
+    path = "resize"
+    spath = StorePath(store, path)
+    a = await AsyncArray.create(
+        spath,
+        shape=data.shape,
+        chunk_shape=(10, 10),
+        dtype=data.dtype,
+        chunk_key_encoding=("v2", "."),
+        fill_value=1,
+    )
+
+    await _AsyncArrayProxy(a)[:16, :18].set(data)
+    assert await store.get(f"{path}/1.1", prototype=default_buffer_prototype) is not None
+    assert await store.get(f"{path}/0.0", prototype=default_buffer_prototype) is not None
+    assert await store.get(f"{path}/0.1", prototype=default_buffer_prototype) is not None
+    assert await store.get(f"{path}/1.0", prototype=default_buffer_prototype) is not None
+
+    a = await a.resize((10, 12))
+    assert a.metadata.shape == (10, 12)
+    assert await store.get(f"{path}/0.0", prototype=default_buffer_prototype) is not None
+    assert await store.get(f"{path}/0.1", prototype=default_buffer_prototype) is not None
+    assert await store.get(f"{path}/1.0", prototype=default_buffer_prototype) is None
+    assert await store.get(f"{path}/1.1", prototype=default_buffer_prototype) is None
diff --git a/tests/v3/test_codecs/test_endian.py b/tests/v3/test_codecs/test_endian.py
new file mode 100644
index 0000000000..8301a424b9
--- /dev/null
+++ b/tests/v3/test_codecs/test_endian.py
@@ -0,0 +1,87 @@
+from typing import Literal
+
+import numpy as np
+import pytest
+
+import zarr.v2
+from zarr.abc.store import Store
+from zarr.array import AsyncArray
+from zarr.buffer import default_buffer_prototype
+from zarr.codecs import BytesCodec
+from zarr.store.core import StorePath
+from zarr.testing.utils import assert_bytes_equal
+
+from .test_codecs import _AsyncArrayProxy
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("endian", ["big", "little"])
+async def test_endian(store: Store, endian: Literal["big", "little"]) -> None:
+    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
+    path = "endian"
+    spath = StorePath(store, path)
+    a = await AsyncArray.create(
+        spath,
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype=data.dtype,
+        fill_value=0,
+        chunk_key_encoding=("v2", "."),
+        codecs=[BytesCodec(endian=endian)],
+    )
+
+    await _AsyncArrayProxy(a)[:, :].set(data)
+    readback_data = await _AsyncArrayProxy(a)[:, :].get()
+    assert np.array_equal(data, readback_data)
+
+    # Compare with v2
+    z = zarr.v2.create(
+        shape=data.shape,
+        chunks=(16, 16),
+        dtype=">u2" if endian == "big" else "<u2",
+        compressor=None,
+        fill_value=1,
+    )
+    z[:, :] = data
+    assert_bytes_equal(
+        await store.get(f"{path}/0.0", prototype=default_buffer_prototype), z._store["0.0"]
+    )
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("dtype_input_endian", [">u2", "<u2"])
+@pytest.mark.parametrize("dtype_store_endian", ["big", "little"])
+async def test_endian_write(
+    store: Store,
+    dtype_input_endian: Literal[">u2", "<u2"],
+    dtype_store_endian: Literal["big", "little"],
+) -> None:
+    data = np.arange(0, 256, dtype=dtype_input_endian).reshape((16, 16))
+    path = "endian"
+    spath = StorePath(store, path)
+    a = await AsyncArray.create(
+        spath,
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype="uint16",
+        fill_value=0,
+        chunk_key_encoding=("v2", "."),
+        codecs=[BytesCodec(endian=dtype_store_endian)],
+    )
+
+    await _AsyncArrayProxy(a)[:, :].set(data)
+    readback_data = await _AsyncArrayProxy(a)[:, :].get()
+    assert np.array_equal(data, readback_data)
+
+    # Compare with zarr-python
+    z = zarr.v2.create(
+        shape=data.shape,
+        chunks=(16, 16),
+        dtype=">u2" if dtype_store_endian == "big" else "<u2",
+        compressor=None,
+        fill_value=1,
+    )
+    z[:, :] = data
+    assert_bytes_equal(
+        await store.get(f"{path}/0.0", prototype=default_buffer_prototype), z._store["0.0"]
+    )
diff --git a/tests/v3/test_codecs/test_gzip.py b/tests/v3/test_codecs/test_gzip.py
new file mode 100644
index 0000000000..f982bacb87
--- /dev/null
+++ b/tests/v3/test_codecs/test_gzip.py
@@ -0,0 +1,24 @@
+import numpy as np
+import pytest
+
+from zarr.abc.store import Store
+from zarr.array import Array
+from zarr.codecs import BytesCodec, GzipCodec
+from zarr.store.core import StorePath
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+def test_gzip(store: Store) -> None:
+    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
+
+    a = Array.create(
+        StorePath(store),
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype=data.dtype,
+        fill_value=0,
+        codecs=[BytesCodec(), GzipCodec()],
+    )
+
+    a[:, :] = data
+    assert np.array_equal(data, a[:, :])
diff --git a/tests/v3/test_codecs/test_sharding.py b/tests/v3/test_codecs/test_sharding.py
new file mode 100644
index 0000000000..f0031349cb
--- /dev/null
+++ b/tests/v3/test_codecs/test_sharding.py
@@ -0,0 +1,324 @@
+import pickle
+
+import numpy as np
+import pytest
+
+from zarr.abc.store import Store
+from zarr.array import Array, AsyncArray
+from zarr.buffer import default_buffer_prototype
+from zarr.codecs import (
+    BloscCodec,
+    BytesCodec,
+    ShardingCodec,
+    ShardingCodecIndexLocation,
+    TransposeCodec,
+)
+from zarr.store.core import StorePath
+
+from ..conftest import ArrayRequest
+from .test_codecs import _AsyncArrayProxy, order_from_dim
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("index_location", ["start", "end"])
+@pytest.mark.parametrize(
+    "array_fixture",
+    [
+        ArrayRequest(shape=(128,) * 1, dtype="uint8", order="C"),
+        ArrayRequest(shape=(128,) * 2, dtype="uint8", order="C"),
+        ArrayRequest(shape=(128,) * 3, dtype="uint16", order="F"),
+    ],
+    indirect=["array_fixture"],
+)
+@pytest.mark.parametrize("offset", [0, 10])
+def test_sharding(
+    store: Store, array_fixture: np.ndarray, index_location: ShardingCodecIndexLocation, offset: int
+) -> None:
+    """
+    Test that we can create an array with a sharding codec, write data to that array, and get
+    the same data out via indexing.
+    """
+    data = array_fixture
+    spath = StorePath(store)
+    arr = Array.create(
+        spath,
+        shape=tuple(s + offset for s in data.shape),
+        chunk_shape=(64,) * data.ndim,
+        dtype=data.dtype,
+        fill_value=6,
+        codecs=[
+            ShardingCodec(
+                chunk_shape=(32,) * data.ndim,
+                codecs=[
+                    TransposeCodec(order=order_from_dim("F", data.ndim)),
+                    BytesCodec(),
+                    BloscCodec(cname="lz4"),
+                ],
+                index_location=index_location,
+            )
+        ],
+    )
+    write_region = tuple(slice(offset, None) for dim in range(data.ndim))
+    arr[write_region] = data
+
+    if offset > 0:
+        empty_region = tuple(slice(0, offset) for dim in range(data.ndim))
+        assert np.all(arr[empty_region] == arr.metadata.fill_value)
+
+    read_data = arr[write_region]
+    assert data.shape == read_data.shape
+    assert np.array_equal(data, read_data)
+
+
+@pytest.mark.parametrize("index_location", ["start", "end"])
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize(
+    "array_fixture",
+    [
+        ArrayRequest(shape=(128,) * 3, dtype="uint16", order="F"),
+    ],
+    indirect=["array_fixture"],
+)
+def test_sharding_partial(
+    store: Store, array_fixture: np.ndarray, index_location: ShardingCodecIndexLocation
+) -> None:
+    data = array_fixture
+    spath = StorePath(store)
+    a = Array.create(
+        spath,
+        shape=tuple(a + 10 for a in data.shape),
+        chunk_shape=(64, 64, 64),
+        dtype=data.dtype,
+        fill_value=0,
+        codecs=[
+            ShardingCodec(
+                chunk_shape=(32, 32, 32),
+                codecs=[
+                    TransposeCodec(order=order_from_dim("F", data.ndim)),
+                    BytesCodec(),
+                    BloscCodec(cname="lz4"),
+                ],
+                index_location=index_location,
+            )
+        ],
+    )
+
+    a[10:, 10:, 10:] = data
+
+    read_data = a[0:10, 0:10, 0:10]
+    assert np.all(read_data == 0)
+
+    read_data = a[10:, 10:, 10:]
+    assert data.shape == read_data.shape
+    assert np.array_equal(data, read_data)
+
+
+@pytest.mark.parametrize(
+    "array_fixture",
+    [
+        ArrayRequest(shape=(128,) * 3, dtype="uint16", order="F"),
+    ],
+    indirect=["array_fixture"],
+)
+@pytest.mark.parametrize("index_location", ["start", "end"])
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+def test_sharding_partial_read(
+    store: Store, array_fixture: np.ndarray, index_location: ShardingCodecIndexLocation
+) -> None:
+    data = array_fixture
+    spath = StorePath(store)
+    a = Array.create(
+        spath,
+        shape=tuple(a + 10 for a in data.shape),
+        chunk_shape=(64, 64, 64),
+        dtype=data.dtype,
+        fill_value=1,
+        codecs=[
+            ShardingCodec(
+                chunk_shape=(32, 32, 32),
+                codecs=[
+                    TransposeCodec(order=order_from_dim("F", data.ndim)),
+                    BytesCodec(),
+                    BloscCodec(cname="lz4"),
+                ],
+                index_location=index_location,
+            )
+        ],
+    )
+
+    read_data = a[0:10, 0:10, 0:10]
+    assert np.all(read_data == 1)
+
+
+@pytest.mark.parametrize(
+    "array_fixture",
+    [
+        ArrayRequest(shape=(128,) * 3, dtype="uint16", order="F"),
+    ],
+    indirect=["array_fixture"],
+)
+@pytest.mark.parametrize("index_location", ["start", "end"])
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+def test_sharding_partial_overwrite(
+    store: Store, array_fixture: np.ndarray, index_location: ShardingCodecIndexLocation
+) -> None:
+    data = array_fixture[:10, :10, :10]
+    spath = StorePath(store)
+    a = Array.create(
+        spath,
+        shape=tuple(a + 10 for a in data.shape),
+        chunk_shape=(64, 64, 64),
+        dtype=data.dtype,
+        fill_value=1,
+        codecs=[
+            ShardingCodec(
+                chunk_shape=(32, 32, 32),
+                codecs=[
+                    TransposeCodec(order=order_from_dim("F", data.ndim)),
+                    BytesCodec(),
+                    BloscCodec(cname="lz4"),
+                ],
+                index_location=index_location,
+            )
+        ],
+    )
+
+    a[:10, :10, :10] = data
+
+    read_data = a[0:10, 0:10, 0:10]
+    assert np.array_equal(data, read_data)
+
+    data = data + 10
+    a[:10, :10, :10] = data
+    read_data = a[0:10, 0:10, 0:10]
+    assert np.array_equal(data, read_data)
+
+
+@pytest.mark.parametrize(
+    "array_fixture",
+    [
+        ArrayRequest(shape=(128,) * 3, dtype="uint16", order="F"),
+    ],
+    indirect=["array_fixture"],
+)
+@pytest.mark.parametrize(
+    "outer_index_location",
+    ["start", "end"],
+)
+@pytest.mark.parametrize(
+    "inner_index_location",
+    ["start", "end"],
+)
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+def test_nested_sharding(
+    store: Store,
+    array_fixture: np.ndarray,
+    outer_index_location: ShardingCodecIndexLocation,
+    inner_index_location: ShardingCodecIndexLocation,
+) -> None:
+    data = array_fixture
+    spath = StorePath(store)
+    a = Array.create(
+        spath,
+        shape=data.shape,
+        chunk_shape=(64, 64, 64),
+        dtype=data.dtype,
+        fill_value=0,
+        codecs=[
+            ShardingCodec(
+                chunk_shape=(32, 32, 32),
+                codecs=[
+                    ShardingCodec(chunk_shape=(16, 16, 16), index_location=inner_index_location)
+                ],
+                index_location=outer_index_location,
+            )
+        ],
+    )
+
+    a[:, :, :] = data
+
+    read_data = a[0 : data.shape[0], 0 : data.shape[1], 0 : data.shape[2]]
+    assert data.shape == read_data.shape
+    assert np.array_equal(data, read_data)
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+def test_open_sharding(store: Store) -> None:
+    path = "open_sharding"
+    spath = StorePath(store, path)
+    a = Array.create(
+        spath,
+        shape=(16, 16),
+        chunk_shape=(16, 16),
+        dtype="int32",
+        fill_value=0,
+        codecs=[
+            ShardingCodec(
+                chunk_shape=(8, 8),
+                codecs=[
+                    TransposeCodec(order=order_from_dim("F", 2)),
+                    BytesCodec(),
+                    BloscCodec(),
+                ],
+            )
+        ],
+    )
+    b = Array.open(spath)
+    assert a.metadata == b.metadata
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+def test_write_partial_sharded_chunks(store: Store) -> None:
+    data = np.arange(0, 16 * 16, dtype="uint16").reshape((16, 16))
+    spath = StorePath(store)
+    a = Array.create(
+        spath,
+        shape=(40, 40),
+        chunk_shape=(20, 20),
+        dtype=data.dtype,
+        fill_value=1,
+        codecs=[
+            ShardingCodec(
+                chunk_shape=(10, 10),
+                codecs=[
+                    BytesCodec(),
+                    BloscCodec(),
+                ],
+            )
+        ],
+    )
+    a[0:16, 0:16] = data
+    assert np.array_equal(a[0:16, 0:16], data)
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+async def test_delete_empty_shards(store: Store) -> None:
+    path = "delete_empty_shards"
+    spath = StorePath(store, path)
+    a = await AsyncArray.create(
+        spath,
+        shape=(16, 16),
+        chunk_shape=(8, 16),
+        dtype="uint16",
+        fill_value=1,
+        codecs=[ShardingCodec(chunk_shape=(8, 8))],
+    )
+    await _AsyncArrayProxy(a)[:, :].set(np.zeros((16, 16)))
+    await _AsyncArrayProxy(a)[8:, :].set(np.ones((8, 16)))
+    await _AsyncArrayProxy(a)[:, 8:].set(np.ones((16, 8)))
+    # chunk (0, 0) is full
+    # chunks (0, 1), (1, 0), (1, 1) are empty
+    # shard (0, 0) is half-full
+    # shard (1, 0) is empty
+
+    data = np.ones((16, 16), dtype="uint16")
+    data[:8, :8] = 0
+    assert np.array_equal(data, await _AsyncArrayProxy(a)[:, :].get())
+    assert await store.get(f"{path}/c/1/0", prototype=default_buffer_prototype) is None
+    chunk_bytes = await store.get(f"{path}/c/0/0", prototype=default_buffer_prototype)
+    assert chunk_bytes is not None and len(chunk_bytes) == 16 * 2 + 8 * 8 * 2 + 4
+
+
+def test_pickle() -> None:
+    codec = ShardingCodec(chunk_shape=(8, 8))
+    assert pickle.loads(pickle.dumps(codec)) == codec
diff --git a/tests/v3/test_codecs/test_transpose.py b/tests/v3/test_codecs/test_transpose.py
new file mode 100644
index 0000000000..3fd4350299
--- /dev/null
+++ b/tests/v3/test_codecs/test_transpose.py
@@ -0,0 +1,121 @@
+import numpy as np
+import pytest
+
+import zarr.v2
+from zarr.abc.codec import Codec
+from zarr.abc.store import Store
+from zarr.array import Array, AsyncArray
+from zarr.buffer import default_buffer_prototype
+from zarr.codecs import BytesCodec, ShardingCodec, TransposeCodec
+from zarr.common import MemoryOrder
+from zarr.config import config
+from zarr.store.core import StorePath
+
+from .test_codecs import _AsyncArrayProxy
+
+
+@pytest.mark.parametrize("input_order", ["F", "C"])
+@pytest.mark.parametrize("runtime_write_order", ["F", "C"])
+@pytest.mark.parametrize("runtime_read_order", ["F", "C"])
+@pytest.mark.parametrize("with_sharding", [True, False])
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+async def test_transpose(
+    store: Store,
+    input_order: MemoryOrder,
+    runtime_write_order: MemoryOrder,
+    runtime_read_order: MemoryOrder,
+    with_sharding: bool,
+) -> None:
+    data = np.arange(0, 256, dtype="uint16").reshape((1, 32, 8), order=input_order)
+    spath = StorePath(store, path="transpose")
+    codecs_: list[Codec] = (
+        [
+            ShardingCodec(
+                chunk_shape=(1, 16, 8),
+                codecs=[TransposeCodec(order=(2, 1, 0)), BytesCodec()],
+            )
+        ]
+        if with_sharding
+        else [TransposeCodec(order=(2, 1, 0)), BytesCodec()]
+    )
+    with config.set({"array.order": runtime_write_order}):
+        a = await AsyncArray.create(
+            spath,
+            shape=data.shape,
+            chunk_shape=(1, 32, 8),
+            dtype=data.dtype,
+            fill_value=0,
+            chunk_key_encoding=("v2", "."),
+            codecs=codecs_,
+        )
+
+    await _AsyncArrayProxy(a)[:, :].set(data)
+    read_data = await _AsyncArrayProxy(a)[:, :].get()
+    assert np.array_equal(data, read_data)
+
+    with config.set({"array.order": runtime_read_order}):
+        a = await AsyncArray.open(
+            spath,
+        )
+    read_data = await _AsyncArrayProxy(a)[:, :].get()
+    assert np.array_equal(data, read_data)
+
+    if runtime_read_order == "F":
+        assert read_data.flags["F_CONTIGUOUS"]
+        assert not read_data.flags["C_CONTIGUOUS"]
+    else:
+        assert not read_data.flags["F_CONTIGUOUS"]
+        assert read_data.flags["C_CONTIGUOUS"]
+
+    if not with_sharding:
+        # Compare with zarr-python
+        z = zarr.v2.create(
+            shape=data.shape,
+            chunks=(1, 32, 8),
+            dtype="<u2",
+            order="F",
+            compressor=None,
+            fill_value=1,
+        )
+        z[:, :] = data
+        assert await store.get(
+            "transpose/0.0", prototype=default_buffer_prototype
+        ) == await store.get("transpose_zarr/0.0", default_buffer_prototype)
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("order", [[1, 2, 0], [1, 2, 3, 0], [3, 2, 4, 0, 1]])
+def test_transpose_non_self_inverse(store: Store, order: list[int]) -> None:
+    shape = [i + 3 for i in range(len(order))]
+    data = np.arange(0, np.prod(shape), dtype="uint16").reshape(shape)
+    spath = StorePath(store, "transpose_non_self_inverse")
+    a = Array.create(
+        spath,
+        shape=data.shape,
+        chunk_shape=data.shape,
+        dtype=data.dtype,
+        fill_value=0,
+        codecs=[TransposeCodec(order=order), BytesCodec()],
+    )
+    a[:, :] = data
+    read_data = a[:, :]
+    assert np.array_equal(data, read_data)
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+def test_transpose_invalid(
+    store: Store,
+) -> None:
+    data = np.arange(0, 256, dtype="uint16").reshape((1, 32, 8))
+    spath = StorePath(store, "transpose_invalid")
+    for order in [(1, 0), (3, 2, 1), (3, 3, 1)]:
+        with pytest.raises(ValueError):
+            Array.create(
+                spath,
+                shape=data.shape,
+                chunk_shape=(1, 32, 8),
+                dtype=data.dtype,
+                fill_value=0,
+                chunk_key_encoding=("v2", "."),
+                codecs=[TransposeCodec(order=order), BytesCodec()],
+            )
diff --git a/tests/v3/test_codecs/test_zstd.py b/tests/v3/test_codecs/test_zstd.py
new file mode 100644
index 0000000000..1e1b1e02c9
--- /dev/null
+++ b/tests/v3/test_codecs/test_zstd.py
@@ -0,0 +1,25 @@
+import numpy as np
+import pytest
+
+from zarr.abc.store import Store
+from zarr.array import Array
+from zarr.codecs import BytesCodec, ZstdCodec
+from zarr.store.core import StorePath
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("checksum", [True, False])
+def test_zstd(store: Store, checksum: bool) -> None:
+    data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
+
+    a = Array.create(
+        StorePath(store, path="zstd"),
+        shape=data.shape,
+        chunk_shape=(16, 16),
+        dtype=data.dtype,
+        fill_value=0,
+        codecs=[BytesCodec(), ZstdCodec(level=0, checksum=checksum)],
+    )
+
+    a[:, :] = data
+    assert np.array_equal(data, a[:, :])

From 33b158974a55f1818f27dcc9a3bd2135c51450ff Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 8 Jul 2024 13:10:49 -0700
Subject: [PATCH 0603/1078] chore: update pre-commit hooks (#2017)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.5.0 → v0.5.1](https://github.com/astral-sh/ruff-pre-commit/compare/v0.5.0...v0.5.1)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 9db1b75f75..93bd47ee2f 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: 'v0.5.0'
+    rev: 'v0.5.1'
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]

From b8baa6868c8fa95e6b2948c9fd9c725331ca23ec Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Wed, 10 Jul 2024 17:39:20 +0200
Subject: [PATCH 0604/1078] Cast fill value to array's dtype (#2020)

* add fill value parsing routines and tests

* add fill_value attribute to array, and test that it works as expected for v3 arrays

* Update tests/v3/test_metadata/test_v3.py

* clean up docstrings
---
 src/zarr/array.py                 |   4 +
 src/zarr/metadata.py              | 130 ++++++++++++++++++++++--
 tests/v3/test_array.py            |  49 +++++++++
 tests/v3/test_metadata.py         |  60 -----------
 tests/v3/test_metadata/test_v2.py |  20 ++++
 tests/v3/test_metadata/test_v3.py | 159 ++++++++++++++++++++++++++++++
 6 files changed, 354 insertions(+), 68 deletions(-)
 create mode 100644 tests/v3/test_metadata/test_v2.py
 create mode 100644 tests/v3/test_metadata/test_v3.py

diff --git a/src/zarr/array.py b/src/zarr/array.py
index 26a19e64ab..1cc4c8ccff 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -715,6 +715,10 @@ def order(self) -> Literal["C", "F"]:
     def read_only(self) -> bool:
         return self._async_array.read_only
 
+    @property
+    def fill_value(self) -> Any:
+        return self.metadata.fill_value
+
     def __array__(
         self, dtype: npt.DTypeLike | None = None, copy: bool | None = None
     ) -> NDArrayLike:
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index ef7edbd560..71462b6583 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -2,10 +2,10 @@
 
 import json
 from abc import ABC, abstractmethod
-from collections.abc import Iterable
+from collections.abc import Iterable, Sequence
 from dataclasses import dataclass, field, replace
 from enum import Enum
-from typing import TYPE_CHECKING, Any, Literal
+from typing import TYPE_CHECKING, Any, Literal, cast, overload
 
 import numpy as np
 import numpy.typing as npt
@@ -32,7 +32,6 @@
     ChunkCoords,
     ZarrFormat,
     parse_dtype,
-    parse_fill_value,
     parse_named_configuration,
     parse_shapelike,
 )
@@ -189,7 +188,7 @@ def __init__(
         chunk_grid_parsed = ChunkGrid.from_dict(chunk_grid)
         chunk_key_encoding_parsed = ChunkKeyEncoding.from_dict(chunk_key_encoding)
         dimension_names_parsed = parse_dimension_names(dimension_names)
-        fill_value_parsed = parse_fill_value(fill_value)
+        fill_value_parsed = parse_fill_value_v3(fill_value, dtype=data_type_parsed)
         attributes_parsed = parse_attributes(attributes)
         codecs_parsed_partial = parse_codecs(codecs)
 
@@ -255,9 +254,18 @@ def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
         return self.chunk_key_encoding.encode_chunk_key(chunk_coords)
 
     def to_buffer_dict(self) -> dict[str, Buffer]:
-        def _json_convert(o: np.dtype[Any] | Enum | Codec) -> str | dict[str, Any]:
+        def _json_convert(o: Any) -> Any:
             if isinstance(o, np.dtype):
                 return str(o)
+            if np.isscalar(o):
+                # convert numpy scalar to python type, and pass
+                # python types through
+                out = getattr(o, "item", lambda: o)()
+                if isinstance(out, complex):
+                    # python complex types are not JSON serializable, so we use the
+                    # serialization defined in the zarr v3 spec
+                    return [out.real, out.imag]
+                return out
             if isinstance(o, Enum):
                 return o.name
             # this serializes numcodecs compressors
@@ -341,7 +349,7 @@ def __init__(
         order_parsed = parse_indexing_order(order)
         dimension_separator_parsed = parse_separator(dimension_separator)
         filters_parsed = parse_filters(filters)
-        fill_value_parsed = parse_fill_value(fill_value)
+        fill_value_parsed = parse_fill_value_v2(fill_value, dtype=data_type_parsed)
         attributes_parsed = parse_attributes(attributes)
 
         object.__setattr__(self, "shape", shape_parsed)
@@ -371,13 +379,17 @@ def chunks(self) -> ChunkCoords:
 
     def to_buffer_dict(self) -> dict[str, Buffer]:
         def _json_convert(
-            o: np.dtype[Any],
-        ) -> str | list[tuple[str, str] | tuple[str, str, tuple[int, ...]]]:
+            o: Any,
+        ) -> Any:
             if isinstance(o, np.dtype):
                 if o.fields is None:
                     return o.str
                 else:
                     return o.descr
+            if np.isscalar(o):
+                # convert numpy scalar to python type, and pass
+                # python types through
+                return getattr(o, "item", lambda: o)()
             raise TypeError
 
         zarray_dict = self.to_dict()
@@ -517,3 +529,105 @@ def parse_codecs(data: Iterable[Codec | dict[str, JSON]]) -> tuple[Codec, ...]:
             out += (get_codec_class(name_parsed).from_dict(c),)
 
     return out
+
+
+def parse_fill_value_v2(fill_value: Any, dtype: np.dtype[Any]) -> Any:
+    """
+    Parse a potential fill value into a value that is compatible with the provided dtype.
+
+    This is a light wrapper around zarr.v2.util.normalize_fill_value.
+
+    Parameters
+    ----------
+    fill_value: Any
+        A potential fill value.
+    dtype: np.dtype[Any]
+        A numpy dtype.
+
+    Returns
+        An instance of `dtype`, or `None`, or any python object (in the case of an object dtype)
+    """
+    from zarr.v2.util import normalize_fill_value
+
+    return normalize_fill_value(fill_value=fill_value, dtype=dtype)
+
+
+BOOL = np.bool_
+BOOL_DTYPE = np.dtypes.BoolDType
+
+INTEGER_DTYPE = (
+    np.dtypes.Int8DType
+    | np.dtypes.Int16DType
+    | np.dtypes.Int32DType
+    | np.dtypes.Int64DType
+    | np.dtypes.UByteDType
+    | np.dtypes.UInt16DType
+    | np.dtypes.UInt32DType
+    | np.dtypes.UInt64DType
+)
+
+INTEGER = np.int8 | np.int16 | np.int32 | np.int64 | np.uint8 | np.uint16 | np.uint32 | np.uint64
+FLOAT_DTYPE = np.dtypes.Float16DType | np.dtypes.Float32DType | np.dtypes.Float64DType
+FLOAT = np.float16 | np.float32 | np.float64
+COMPLEX_DTYPE = np.dtypes.Complex64DType | np.dtypes.Complex128DType
+COMPLEX = np.complex64 | np.complex128
+# todo: r* dtypes
+
+
+@overload
+def parse_fill_value_v3(fill_value: Any, dtype: BOOL_DTYPE) -> BOOL: ...
+
+
+@overload
+def parse_fill_value_v3(fill_value: Any, dtype: INTEGER_DTYPE) -> INTEGER: ...
+
+
+@overload
+def parse_fill_value_v3(fill_value: Any, dtype: FLOAT_DTYPE) -> FLOAT: ...
+
+
+@overload
+def parse_fill_value_v3(fill_value: Any, dtype: COMPLEX_DTYPE) -> COMPLEX: ...
+
+
+def parse_fill_value_v3(
+    fill_value: Any, dtype: BOOL_DTYPE | INTEGER_DTYPE | FLOAT_DTYPE | COMPLEX_DTYPE
+) -> BOOL | INTEGER | FLOAT | COMPLEX:
+    """
+    Parse `fill_value`, a potential fill value, into an instance of `dtype`, a data type.
+    If `fill_value` is `None`, then this function will return the result of casting the value 0
+    to the provided data type. Otherwise, `fill_value` will be cast to the provided data type.
+
+    Note that some numpy dtypes use very permissive casting rules. For example,
+    `np.bool_({'not remotely a bool'})` returns `True`. Thus this function should not be used for
+    validating that the provided fill value is a valid instance of the data type.
+
+    Parameters
+    ----------
+    fill_value: Any
+        A potential fill value.
+    dtype: BOOL_DTYPE | INTEGER_DTYPE | FLOAT_DTYPE | COMPLEX_DTYPE
+        A numpy data type that models a data type defined in the Zarr V3 specification.
+
+    Returns
+    -------
+    A scalar instance of `dtype`
+    """
+    if fill_value is None:
+        return dtype.type(0)
+    if isinstance(fill_value, Sequence) and not isinstance(fill_value, str):
+        if dtype in (np.complex64, np.complex128):
+            dtype = cast(COMPLEX_DTYPE, dtype)
+            if len(fill_value) == 2:
+                # complex datatypes serialize to JSON arrays with two elements
+                return dtype.type(complex(*fill_value))
+            else:
+                msg = (
+                    f"Got an invalid fill value for complex data type {dtype}."
+                    f"Expected a sequence with 2 elements, but {fill_value} has "
+                    f"length {len(fill_value)}."
+                )
+                raise ValueError(msg)
+        msg = f"Cannot parse non-string sequence {fill_value} as a scalar with type {dtype}."
+        raise TypeError(msg)
+    return dtype.type(fill_value)
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index 203cfbf860..08678f5989 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -1,3 +1,4 @@
+import numpy as np
 import pytest
 
 from zarr.array import Array
@@ -34,3 +35,51 @@ def test_array_name_properties_with_group(
     assert spam.path == "bar/spam"
     assert spam.name == "/bar/spam"
     assert spam.basename == "spam"
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("specifiy_fill_value", [True, False])
+@pytest.mark.parametrize("dtype_str", ["bool", "uint8", "complex64"])
+def test_array_v3_fill_value_default(
+    store: MemoryStore, specifiy_fill_value: bool, dtype_str: str
+) -> None:
+    """
+    Test that creating an array with the fill_value parameter set to None, or unspecified,
+    results in the expected fill_value attribute of the array, i.e. 0 cast to the array's dtype.
+    """
+    shape = (10,)
+    default_fill_value = 0
+    if specifiy_fill_value:
+        arr = Array.create(
+            store=store,
+            shape=shape,
+            dtype=dtype_str,
+            zarr_format=3,
+            chunk_shape=shape,
+            fill_value=None,
+        )
+    else:
+        arr = Array.create(
+            store=store, shape=shape, dtype=dtype_str, zarr_format=3, chunk_shape=shape
+        )
+
+    assert arr.fill_value == np.dtype(dtype_str).type(default_fill_value)
+    assert arr.fill_value.dtype == arr.dtype
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("fill_value", [False, 0.0, 1, 2.3])
+@pytest.mark.parametrize("dtype_str", ["bool", "uint8", "float32", "complex64"])
+def test_array_v3_fill_value(store: MemoryStore, fill_value: int, dtype_str: str) -> None:
+    shape = (10,)
+    arr = Array.create(
+        store=store,
+        shape=shape,
+        dtype=dtype_str,
+        zarr_format=3,
+        chunk_shape=shape,
+        fill_value=fill_value,
+    )
+
+    assert arr.fill_value == np.dtype(dtype_str).type(fill_value)
+    assert arr.fill_value.dtype == arr.dtype
diff --git a/tests/v3/test_metadata.py b/tests/v3/test_metadata.py
index 65297c52d8..e69de29bb2 100644
--- a/tests/v3/test_metadata.py
+++ b/tests/v3/test_metadata.py
@@ -1,60 +0,0 @@
-from __future__ import annotations
-
-from typing import TYPE_CHECKING
-
-import pytest
-
-if TYPE_CHECKING:
-    from collections.abc import Sequence
-    from typing import Any
-
-from zarr.metadata import parse_dimension_names, parse_zarr_format_v2, parse_zarr_format_v3
-
-
-# todo: test
-def test_datatype_enum(): ...
-
-
-# todo: test
-# this will almost certainly be a collection of tests
-def test_array_metadata_v3(): ...
-
-
-# todo: test
-# this will almost certainly be a collection of tests
-def test_array_metadata_v2(): ...
-
-
-@pytest.mark.parametrize("data", [None, ("a", "b", "c"), ["a", "a", "a"]])
-def parse_dimension_names_valid(data: Sequence[str] | None) -> None:
-    assert parse_dimension_names(data) == data
-
-
-@pytest.mark.parametrize("data", [(), [1, 2, "a"], {"foo": 10}])
-def parse_dimension_names_invalid(data: Any) -> None:
-    with pytest.raises(TypeError, match="Expected either None or iterable of str,"):
-        parse_dimension_names(data)
-
-
-# todo: test
-def test_parse_attributes() -> None: ...
-
-
-def test_parse_zarr_format_v3_valid() -> None:
-    assert parse_zarr_format_v3(3) == 3
-
-
-@pytest.mark.parametrize("data", [None, 1, 2, 4, 5, "3"])
-def test_parse_zarr_foramt_v3_invalid(data: Any) -> None:
-    with pytest.raises(ValueError, match=f"Invalid value. Expected 3. Got {data}"):
-        parse_zarr_format_v3(data)
-
-
-def test_parse_zarr_format_v2_valid() -> None:
-    assert parse_zarr_format_v2(2) == 2
-
-
-@pytest.mark.parametrize("data", [None, 1, 3, 4, 5, "3"])
-def test_parse_zarr_foramt_v2_invalid(data: Any) -> None:
-    with pytest.raises(ValueError, match=f"Invalid value. Expected 2. Got {data}"):
-        parse_zarr_format_v2(data)
diff --git a/tests/v3/test_metadata/test_v2.py b/tests/v3/test_metadata/test_v2.py
new file mode 100644
index 0000000000..8a82b29620
--- /dev/null
+++ b/tests/v3/test_metadata/test_v2.py
@@ -0,0 +1,20 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from typing import Any
+
+import pytest
+
+from zarr.metadata import parse_zarr_format_v2
+
+
+def test_parse_zarr_format_valid() -> None:
+    assert parse_zarr_format_v2(2) == 2
+
+
+@pytest.mark.parametrize("data", [None, 1, 3, 4, 5, "3"])
+def test_parse_zarr_format_invalid(data: Any) -> None:
+    with pytest.raises(ValueError, match=f"Invalid value. Expected 2. Got {data}"):
+        parse_zarr_format_v2(data)
diff --git a/tests/v3/test_metadata/test_v3.py b/tests/v3/test_metadata/test_v3.py
new file mode 100644
index 0000000000..04456473d7
--- /dev/null
+++ b/tests/v3/test_metadata/test_v3.py
@@ -0,0 +1,159 @@
+from __future__ import annotations
+
+import re
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from typing import Any
+
+from collections.abc import Sequence
+
+import numpy as np
+import pytest
+
+from zarr.metadata import parse_dimension_names
+from zarr.metadata import parse_fill_value_v3 as parse_fill_value
+from zarr.metadata import parse_zarr_format_v3 as parse_zarr_format
+
+bool_dtypes = ("bool",)
+
+int_dtypes = (
+    "int8",
+    "int16",
+    "int32",
+    "int64",
+    "uint8",
+    "uint16",
+    "uint32",
+    "uint64",
+)
+
+float_dtypes = (
+    "float16",
+    "float32",
+    "float64",
+)
+
+complex_dtypes = ("complex64", "complex128")
+
+dtypes = (*bool_dtypes, *int_dtypes, *float_dtypes, *complex_dtypes)
+
+
+@pytest.mark.parametrize("data", [None, 1, 2, 4, 5, "3"])
+def test_parse_zarr_format_invalid(data: Any) -> None:
+    with pytest.raises(ValueError, match=f"Invalid value. Expected 3. Got {data}"):
+        parse_zarr_format(data)
+
+
+def test_parse_zarr_format_valid() -> None:
+    assert parse_zarr_format(3) == 3
+
+
+@pytest.mark.parametrize("data", [(), [1, 2, "a"], {"foo": 10}])
+def parse_dimension_names_invalid(data: Any) -> None:
+    with pytest.raises(TypeError, match="Expected either None or iterable of str,"):
+        parse_dimension_names(data)
+
+
+@pytest.mark.parametrize("data", [None, ("a", "b", "c"), ["a", "a", "a"]])
+def parse_dimension_names_valid(data: Sequence[str] | None) -> None:
+    assert parse_dimension_names(data) == data
+
+
+@pytest.mark.parametrize("dtype_str", dtypes)
+def test_parse_auto_fill_value(dtype_str: str) -> None:
+    """
+    Test that parse_fill_value(None, dtype) results in the 0 value for the given dtype.
+    """
+    dtype = np.dtype(dtype_str)
+    fill_value = None
+    assert parse_fill_value(fill_value, dtype) == dtype.type(0)
+
+
+@pytest.mark.parametrize("fill_value", [0, 1.11, False, True])
+@pytest.mark.parametrize("dtype_str", dtypes)
+def test_parse_fill_value_valid(fill_value: Any, dtype_str: str) -> None:
+    """
+    Test that parse_fill_value(fill_value, dtype) casts fill_value to the given dtype.
+    """
+    dtype = np.dtype(dtype_str)
+    assert parse_fill_value(fill_value, dtype) == dtype.type(fill_value)
+
+
+@pytest.mark.parametrize("fill_value", ["not a valid value"])
+@pytest.mark.parametrize("dtype_str", [*int_dtypes, *float_dtypes, *complex_dtypes])
+def test_parse_fill_value_invalid_value(fill_value: Any, dtype_str: str) -> None:
+    """
+    Test that parse_fill_value(fill_value, dtype) raises ValueError for invalid values.
+    This test excludes bool because the bool constructor takes anything.
+    """
+    dtype = np.dtype(dtype_str)
+    with pytest.raises(ValueError):
+        parse_fill_value(fill_value, dtype)
+
+
+@pytest.mark.parametrize("fill_value", [[1.0, 0.0], [0, 1], complex(1, 1), np.complex64(0)])
+@pytest.mark.parametrize("dtype_str", [*complex_dtypes])
+def test_parse_fill_value_complex(fill_value: Any, dtype_str: str) -> None:
+    """
+    Test that parse_fill_value(fill_value, dtype) correctly handles complex values represented
+    as length-2 sequences
+    """
+    dtype = np.dtype(dtype_str)
+    if isinstance(fill_value, list):
+        expected = dtype.type(complex(*fill_value))
+    else:
+        expected = dtype.type(fill_value)
+    assert expected == parse_fill_value(fill_value, dtype)
+
+
+@pytest.mark.parametrize("fill_value", [[1.0, 0.0, 3.0], [0, 1, 3], [1]])
+@pytest.mark.parametrize("dtype_str", [*complex_dtypes])
+def test_parse_fill_value_complex_invalid(fill_value: Any, dtype_str: str) -> None:
+    """
+    Test that parse_fill_value(fill_value, dtype) correctly rejects sequences with length not
+    equal to 2
+    """
+    dtype = np.dtype(dtype_str)
+    match = (
+        f"Got an invalid fill value for complex data type {dtype}."
+        f"Expected a sequence with 2 elements, but {fill_value} has "
+        f"length {len(fill_value)}."
+    )
+    with pytest.raises(ValueError, match=re.escape(match)):
+        parse_fill_value(fill_value=fill_value, dtype=dtype)
+
+
+@pytest.mark.parametrize("fill_value", [{"foo": 10}])
+@pytest.mark.parametrize("dtype_str", [*int_dtypes, *float_dtypes, *complex_dtypes])
+def test_parse_fill_value_invalid_type(fill_value: Any, dtype_str: str) -> None:
+    """
+    Test that parse_fill_value(fill_value, dtype) raises TypeError for invalid non-sequential types.
+    This test excludes bool because the bool constructor takes anything.
+    """
+    dtype = np.dtype(dtype_str)
+    match = "must be"
+    with pytest.raises(TypeError, match=match):
+        parse_fill_value(fill_value, dtype)
+
+
+@pytest.mark.parametrize(
+    "fill_value",
+    [
+        [
+            1,
+        ],
+        (1, 23, 4),
+    ],
+)
+@pytest.mark.parametrize("dtype_str", [*int_dtypes, *float_dtypes])
+def test_parse_fill_value_invalid_type_sequence(fill_value: Any, dtype_str: str) -> None:
+    """
+    Test that parse_fill_value(fill_value, dtype) raises TypeError for invalid sequential types.
+    This test excludes bool because the bool constructor takes anything, and complex because
+    complex values can be created from length-2 sequences.
+    """
+    dtype = np.dtype(dtype_str)
+    match = f"Cannot parse non-string sequence {fill_value} as a scalar with type {dtype}"
+    with pytest.raises(TypeError, match=re.escape(match)):
+        parse_fill_value(fill_value, dtype)

From 37a8441c20dae3b284803bb1b0d2e6c8f040fb3e Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 15 Jul 2024 20:15:38 -0700
Subject: [PATCH 0605/1078] chore: update pre-commit hooks (#2039)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.5.1 → v0.5.2](https://github.com/astral-sh/ruff-pre-commit/compare/v0.5.1...v0.5.2)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 93bd47ee2f..9d432dc1ed 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: 'v0.5.1'
+    rev: 'v0.5.2'
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]

From eec0f41deac33641df3909ef2bcea160056b4825 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Sun, 21 Jul 2024 18:37:08 +0200
Subject: [PATCH 0606/1078] Redundant list comprehension (#2048)

---
 src/zarr/indexing.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/indexing.py b/src/zarr/indexing.py
index 1f483e1c15..6987f69c11 100644
--- a/src/zarr/indexing.py
+++ b/src/zarr/indexing.py
@@ -1036,7 +1036,7 @@ def __init__(self, selection: CoordinateSelection, shape: ChunkCoords, chunk_gri
         # flatten selection
         selection_broadcast = tuple(dim_sel.reshape(-1) for dim_sel in selection_broadcast)
         chunks_multi_index_broadcast = tuple(
-            [dim_chunks.reshape(-1) for dim_chunks in chunks_multi_index_broadcast]
+            dim_chunks.reshape(-1) for dim_chunks in chunks_multi_index_broadcast
         )
 
         # ravel chunk indices

From 4b7be5bb222f308ec0a806c201a24fbe8caf668b Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Sun, 21 Jul 2024 18:38:23 +0200
Subject: [PATCH 0607/1078] Multiple imports for an import name (#2047)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 src/zarr/codecs/transpose.py | 4 ++--
 src/zarr/group.py            | 2 +-
 src/zarr/store/remote.py     | 3 +--
 tests/v2/test_indexing.py    | 3 +--
 tests/v2/test_storage.py     | 2 --
 tests/v2/test_sync.py        | 6 ++----
 6 files changed, 7 insertions(+), 13 deletions(-)

diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index 0c55a6ec4a..9dad89002e 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -2,7 +2,7 @@
 
 from collections.abc import Iterable
 from dataclasses import dataclass, replace
-from typing import TYPE_CHECKING, Any, cast
+from typing import TYPE_CHECKING, cast
 
 import numpy as np
 
@@ -14,7 +14,7 @@
 from zarr.common import JSON, ChunkCoordsLike, parse_named_configuration
 
 if TYPE_CHECKING:
-    from typing import TYPE_CHECKING
+    from typing import Any
 
     from typing_extensions import Self
 
diff --git a/src/zarr/group.py b/src/zarr/group.py
index e6e2ac183f..5cf0e48db9 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -31,7 +31,7 @@
 
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator, Iterable
-    from typing import Any, Literal
+    from typing import Any
 
 logger = logging.getLogger("zarr.group")
 
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index e0b69cac50..18ad3fa0bf 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -6,7 +6,6 @@
 import fsspec
 
 from zarr.abc.store import Store
-from zarr.buffer import Buffer, BufferPrototype
 from zarr.common import OpenMode
 from zarr.store.core import _dereference_path
 
@@ -14,7 +13,7 @@
     from fsspec.asyn import AsyncFileSystem
     from upath import UPath
 
-    from zarr.buffer import Buffer
+    from zarr.buffer import Buffer, BufferPrototype
     from zarr.common import BytesLike
 
 
diff --git a/tests/v2/test_indexing.py b/tests/v2/test_indexing.py
index 13fbc878e0..c1fd87572d 100644
--- a/tests/v2/test_indexing.py
+++ b/tests/v2/test_indexing.py
@@ -1,4 +1,3 @@
-import numpy
 import numpy as np
 import pytest
 from numpy.testing import assert_array_equal
@@ -1679,7 +1678,7 @@ def test_numpy_int_indexing():
     z = zarr.v2.create(shape=1050, chunks=100, dtype=a.dtype)
     z[:] = a
     assert a[42] == z[42]
-    assert a[numpy.int64(42)] == z[numpy.int64(42)]
+    assert a[np.int64(42)] == z[np.int64(42)]
 
 
 @pytest.mark.parametrize(
diff --git a/tests/v2/test_storage.py b/tests/v2/test_storage.py
index 88e99e91a1..bcf5fa200b 100644
--- a/tests/v2/test_storage.py
+++ b/tests/v2/test_storage.py
@@ -1070,8 +1070,6 @@ def test_complex(self):
         assert store[self.root + "foo"] == b"hello"
 
     def test_deep_ndim(self):
-        import zarr.v2
-
         store = self.create_store()
         path = None if self.version == 2 else "group1"
         foo = zarr.v2.open_group(store=store, path=path)
diff --git a/tests/v2/test_sync.py b/tests/v2/test_sync.py
index ea6fd0523d..76d037c2db 100644
--- a/tests/v2/test_sync.py
+++ b/tests/v2/test_sync.py
@@ -43,9 +43,8 @@ def init_attributes(self, store, read_only=False, cache=True):
 
 def _append(arg):
     z, i = arg
-    import numpy
 
-    x = numpy.empty(1000, dtype="i4")
+    x = np.empty(1000, dtype="i4")
     x[:] = i
     shape = z.append(x)
     return shape
@@ -53,9 +52,8 @@ def _append(arg):
 
 def _set_arange(arg):
     z, i = arg
-    import numpy
 
-    x = numpy.arange(i * 1000, (i * 1000) + 1000, 1)
+    x = np.arange(i * 1000, (i * 1000) + 1000, 1)
     z[i * 1000 : (i * 1000) + 1000] = x
     return i
 

From 48e24754ac88e02c6951b09dd711d76f6034d9a1 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Sun, 21 Jul 2024 18:56:11 +0200
Subject: [PATCH 0608/1078] Move fixtures to `tests` (#1813)

* fix: move test fixtures into tests/fixture

* fix: move test fixtures into tests/fixture

* use tmpdir instead of data fixture

* refactor fixture-depdendent tests

* refactor fixture-depdendent tests

* restore old tests, to try and make a clean commit, again

* checkout updated test routines

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
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 .../array_16/compressor_3/.zarray             |  20 +++++
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 .../array_16/compressor_3/1                   | Bin 0 -> 2548 bytes
 .../array_16/compressor_4/.zarray             |  20 +++++
 .../array_16/compressor_4/0                   | Bin 0 -> 5423 bytes
 .../array_16/compressor_4/1                   | Bin 0 -> 4698 bytes
 .../array_16/compressor_5/.zarray             |  20 +++++
 .../array_16/compressor_5/0                   | Bin 0 -> 3624 bytes
 .../array_16/compressor_5/1                   | Bin 0 -> 3139 bytes
 .../array_16/compressor_6/.zarray             |  20 +++++
 .../array_16/compressor_6/0                   | Bin 0 -> 8229 bytes
 .../array_16/compressor_6/1                   | Bin 0 -> 7158 bytes
 .../array_17}/.zgroup                         |   0
 .../array_17/compressor_0/.zarray             |  14 ++++
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 .../array_17/compressor_1/1                   | Bin 0 -> 615 bytes
 .../array_17/compressor_2/.zarray             |  17 ++++
 .../array_17/compressor_2/0                   | Bin 0 -> 537 bytes
 .../array_17/compressor_2/1                   | Bin 0 -> 473 bytes
 .../array_17/compressor_3/.zarray             |  20 +++++
 .../array_17/compressor_3/0                   | Bin 0 -> 703 bytes
 .../array_17/compressor_3/1                   | Bin 0 -> 608 bytes
 .../array_17/compressor_4/.zarray             |  20 +++++
 .../array_17/compressor_4/0                   | Bin 0 -> 703 bytes
 .../array_17/compressor_4/1                   | Bin 0 -> 608 bytes
 .../array_17/compressor_5/.zarray             |  20 +++++
 .../array_17/compressor_5/0                   | Bin 0 -> 419 bytes
 .../array_17/compressor_5/1                   | Bin 0 -> 366 bytes
 .../array_17/compressor_6/.zarray             |  20 +++++
 .../array_17/compressor_6/0                   | Bin 0 -> 1870 bytes
 .../array_17/compressor_6/1                   | Bin 0 -> 1613 bytes
 .../array_18}/.zgroup                         |   0
 .../array_18/compressor_0/.zarray             |  16 ++++
 .../array_18/compressor_0/0.0                 | Bin 0 -> 40000 bytes
 .../array_18/compressor_0/0.1                 | Bin 0 -> 40000 bytes
 .../array_18/compressor_1/.zarray             |  19 +++++
 .../array_18/compressor_1/0.0                 | Bin 0 -> 13951 bytes
 .../array_18/compressor_1/0.1                 | Bin 0 -> 13936 bytes
 .../array_18/compressor_2/.zarray             |  19 +++++
 .../array_18/compressor_2/0.0                 | Bin 0 -> 9114 bytes
 .../array_18/compressor_2/0.1                 | Bin 0 -> 8672 bytes
 .../array_18/compressor_3/.zarray             |  22 +++++
 .../array_18/compressor_3/0.0                 | Bin 0 -> 23597 bytes
 .../array_18/compressor_3/0.1                 | Bin 0 -> 23613 bytes
 .../array_18/compressor_4/.zarray             |  22 +++++
 .../array_18/compressor_4/0.0                 | Bin 0 -> 1607 bytes
 .../array_18/compressor_4/0.1                 | Bin 0 -> 1607 bytes
 .../array_18/compressor_5/.zarray             |  22 +++++
 .../array_18/compressor_5/0.0                 | Bin 0 -> 682 bytes
 .../array_18/compressor_5/0.1                 | Bin 0 -> 700 bytes
 .../array_18/compressor_6/.zarray             |  22 +++++
 .../array_18/compressor_6/0.0                 | Bin 0 -> 40016 bytes
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 .../array_19}/.zgroup                         |   0
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 .../array_19/compressor_0/0.0                 | Bin 0 -> 40000 bytes
 .../array_19/compressor_0/0.1                 | Bin 0 -> 40000 bytes
 .../array_19/compressor_1/.zarray             |  19 +++++
 .../array_19/compressor_1/0.0                 | Bin 0 -> 13895 bytes
 .../array_19/compressor_1/0.1                 | Bin 0 -> 13864 bytes
 .../array_19/compressor_2/.zarray             |  19 +++++
 .../array_19/compressor_2/0.0                 | Bin 0 -> 3330 bytes
 .../array_19/compressor_2/0.1                 | Bin 0 -> 3372 bytes
 .../array_19/compressor_3/.zarray             |  22 +++++
 .../array_19/compressor_3/0.0                 | Bin 0 -> 22581 bytes
 .../array_19/compressor_3/0.1                 | Bin 0 -> 22801 bytes
 .../array_19/compressor_4/.zarray             |  22 +++++
 .../array_19/compressor_4/0.0                 | Bin 0 -> 743 bytes
 .../array_19/compressor_4/0.1                 | Bin 0 -> 747 bytes
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 .../array_19/compressor_5/0.0                 | Bin 0 -> 507 bytes
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 .../array_2/compressor_2/1                    | Bin 0 -> 686 bytes
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 .../array_2/compressor_3/0                    | Bin 0 -> 1133 bytes
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 .../array_2/compressor_4/.zarray              |  20 +++++
 .../array_2/compressor_4/0                    | Bin 0 -> 315 bytes
 .../array_2/compressor_4/1                    | Bin 0 -> 318 bytes
 .../array_2/compressor_5/.zarray              |  20 +++++
 .../array_2/compressor_5/0                    | Bin 0 -> 138 bytes
 .../array_2/compressor_5/1                    | Bin 0 -> 151 bytes
 .../array_2/compressor_6/.zarray              |  20 +++++
 .../array_2/compressor_6/0                    | Bin 0 -> 2416 bytes
 .../array_2/compressor_6/1                    | Bin 0 -> 2099 bytes
 .../array_20}/.zgroup                         |   0
 .../array_20/compressor_0/.zarray             |  18 ++++
 .../array_20/compressor_0/0.0.0               | Bin 0 -> 40000 bytes
 .../array_20/compressor_0/0.0.1               | Bin 0 -> 40000 bytes
 .../array_20/compressor_1/.zarray             |  21 +++++
 .../array_20/compressor_1/0.0.0               | Bin 0 -> 13951 bytes
 .../array_20/compressor_1/0.0.1               | Bin 0 -> 13936 bytes
 .../array_20/compressor_2/.zarray             |  21 +++++
 .../array_20/compressor_2/0.0.0               | Bin 0 -> 9114 bytes
 .../array_20/compressor_2/0.0.1               | Bin 0 -> 8672 bytes
 .../array_20/compressor_3/.zarray             |  24 ++++++
 .../array_20/compressor_3/0.0.0               | Bin 0 -> 23597 bytes
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 .../array_20/compressor_4/.zarray             |  24 ++++++
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 .../array_20/compressor_6/.zarray             |  24 ++++++
 .../array_20/compressor_6/0.0.0               | Bin 0 -> 40016 bytes
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 .../array_21}/.zgroup                         |   0
 .../array_21/compressor_0/.zarray             |  18 ++++
 .../array_21/compressor_0/0.0.0               | Bin 0 -> 80000 bytes
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 .../array_21/compressor_1/0.0.0               | Bin 0 -> 27715 bytes
 .../array_21/compressor_2/.zarray             |  21 +++++
 .../array_21/compressor_2/0.0.0               | Bin 0 -> 6038 bytes
 .../array_21/compressor_3/.zarray             |  24 ++++++
 .../array_21/compressor_3/0.0.0               | Bin 0 -> 45710 bytes
 .../array_21/compressor_4/.zarray             |  24 ++++++
 .../array_21/compressor_4/0.0.0               | Bin 0 -> 1180 bytes
 .../array_21/compressor_5/.zarray             |  24 ++++++
 .../array_21/compressor_5/0.0.0               | Bin 0 -> 834 bytes
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 .../array_21/compressor_6/0.0.0               | Bin 0 -> 80016 bytes
 .../array_22}/.zgroup                         |   0
 .../array_22/compressor_0/.zarray             |  20 +++++
 .../array_22/compressor_0/0.0.0.0             | Bin 0 -> 40000 bytes
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 .../array_22/compressor_1/.zarray             |  23 ++++++
 .../array_22/compressor_1/0.0.0.0             | Bin 0 -> 13951 bytes
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 .../array_22/compressor_2/.zarray             |  23 ++++++
 .../array_22/compressor_2/0.0.0.0             | Bin 0 -> 9114 bytes
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 .../array_22/compressor_3/.zarray             |  26 ++++++
 .../array_22/compressor_3/0.0.0.0             | Bin 0 -> 23597 bytes
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 .../array_22/compressor_5/0.0.0.0             | Bin 0 -> 682 bytes
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 .../array_23}/.zgroup                         |   0
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 .../array_23/compressor_0/0.0.0.0             | Bin 0 -> 40000 bytes
 .../array_23/compressor_0/0.0.0.1             | Bin 0 -> 40000 bytes
 .../array_23/compressor_1/.zarray             |  23 ++++++
 .../array_23/compressor_1/0.0.0.0             | Bin 0 -> 13895 bytes
 .../array_23/compressor_1/0.0.0.1             | Bin 0 -> 13864 bytes
 .../array_23/compressor_2/.zarray             |  23 ++++++
 .../array_23/compressor_2/0.0.0.0             | Bin 0 -> 3330 bytes
 .../array_23/compressor_2/0.0.0.1             | Bin 0 -> 3372 bytes
 .../array_23/compressor_3/.zarray             |  26 ++++++
 .../array_23/compressor_3/0.0.0.0             | Bin 0 -> 22581 bytes
 .../array_23/compressor_3/0.0.0.1             | Bin 0 -> 22801 bytes
 .../array_23/compressor_4/.zarray             |  26 ++++++
 .../array_23/compressor_4/0.0.0.0             | Bin 0 -> 743 bytes
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 .../array_23/compressor_5/0.0.0.0             | Bin 0 -> 507 bytes
 .../array_23/compressor_5/0.0.0.1             | Bin 0 -> 508 bytes
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 .../array_23/compressor_6/0.0.0.0             | Bin 0 -> 40016 bytes
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 .../array_3}/.zgroup                          |   0
 .../array_3/compressor_0}/.zarray             |   0
 .../array_3/compressor_0}/0                   | Bin
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 .../array_3/compressor_2}/0                   | Bin
 .../array_3/compressor_2}/1                   | Bin
 .../array_3/compressor_3/.zarray              |  20 +++++
 .../array_3/compressor_3/0                    | Bin 0 -> 1441 bytes
 .../array_3/compressor_3/1                    | Bin 0 -> 178 bytes
 .../array_3/compressor_4/.zarray              |  20 +++++
 .../array_3/compressor_4}/0                   | Bin
 .../array_3/compressor_4}/1                   | Bin
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 .../array_3/compressor_5/0                    | Bin 0 -> 151 bytes
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 .../array_3/compressor_6/.zarray              |  20 +++++
 .../array_3/compressor_6/0                    | Bin 0 -> 4131 bytes
 .../array_3/compressor_6/1                    | Bin 0 -> 612 bytes
 .../array_4}/.zgroup                          |   0
 .../array_4/compressor_0/.zarray              |  14 ++++
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 .../array_4/compressor_1/.zarray              |  17 ++++
 .../array_4/compressor_1/0                    | Bin 0 -> 1196 bytes
 .../array_4/compressor_1/1                    | Bin 0 -> 1033 bytes
 .../array_4/compressor_2/.zarray              |  17 ++++
 .../array_4/compressor_2/0                    | Bin 0 -> 1417 bytes
 .../array_4/compressor_2/1                    | Bin 0 -> 1195 bytes
 .../array_4/compressor_3/.zarray              |  20 +++++
 .../array_4/compressor_3/0                    | Bin 0 -> 1216 bytes
 .../array_4/compressor_3/1                    | Bin 0 -> 1066 bytes
 .../array_4/compressor_4/.zarray              |  20 +++++
 .../array_4/compressor_4/0                    | Bin 0 -> 1216 bytes
 .../array_4/compressor_4/1                    | Bin 0 -> 1066 bytes
 .../array_4/compressor_5/.zarray              |  20 +++++
 .../array_4/compressor_5/0                    | Bin 0 -> 1216 bytes
 .../array_4/compressor_5/1                    | Bin 0 -> 1081 bytes
 .../array_4/compressor_6/.zarray              |  20 +++++
 .../array_4/compressor_6/0                    | Bin 0 -> 1216 bytes
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 .../array_5/compressor_1/0                    | Bin 0 -> 1998 bytes
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 .../array_5/compressor_2/.zarray              |  17 ++++
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 .../array_5/compressor_2/1                    | Bin 0 -> 1809 bytes
 .../array_5/compressor_3/.zarray              |  20 +++++
 .../array_5/compressor_3/0                    | Bin 0 -> 2010 bytes
 .../array_5/compressor_3/1                    | Bin 0 -> 1740 bytes
 .../array_5/compressor_4/.zarray              |  20 +++++
 .../array_5/compressor_4/0                    | Bin 0 -> 2010 bytes
 .../array_5/compressor_4/1                    | Bin 0 -> 1743 bytes
 .../array_5/compressor_5/.zarray              |  20 +++++
 .../array_5/compressor_5/0                    | Bin 0 -> 1700 bytes
 .../array_5/compressor_5/1                    | Bin 0 -> 1478 bytes
 .../array_5/compressor_6/.zarray              |  20 +++++
 .../array_5/compressor_6/0                    | Bin 0 -> 2416 bytes
 .../array_5/compressor_6/1                    | Bin 0 -> 2097 bytes
 .../array_6}/.zgroup                          |   0
 .../array_6/compressor_0/.zarray              |  14 ++++
 .../array_6/compressor_0/0                    | Bin 0 -> 4800 bytes
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 .../array_6/compressor_1/.zarray              |  17 ++++
 .../array_6/compressor_1/0                    | Bin 0 -> 2588 bytes
 .../array_6/compressor_1/1                    | Bin 0 -> 2231 bytes
 .../array_6/compressor_2/.zarray              |  17 ++++
 .../array_6/compressor_2/0                    | Bin 0 -> 2094 bytes
 .../array_6/compressor_2/1                    | Bin 0 -> 1824 bytes
 .../array_6/compressor_3/.zarray              |  20 +++++
 .../array_6/compressor_3/0                    | Bin 0 -> 2471 bytes
 .../array_6/compressor_3/1                    | Bin 0 -> 2139 bytes
 .../array_6/compressor_4/.zarray              |  20 +++++
 .../array_6/compressor_4/0                    | Bin 0 -> 2014 bytes
 .../array_6/compressor_4/1                    | Bin 0 -> 1742 bytes
 .../array_6/compressor_5/.zarray              |  20 +++++
 .../array_6/compressor_5/0                    | Bin 0 -> 1700 bytes
 .../array_6/compressor_5/1                    | Bin 0 -> 1479 bytes
 .../array_6/compressor_6/.zarray              |  20 +++++
 .../array_6/compressor_6/0                    | Bin 0 -> 4816 bytes
 .../array_6/compressor_6/1                    | Bin 0 -> 4145 bytes
 .../array_7}/.zgroup                          |   0
 .../array_7/compressor_0/.zarray              |  14 ++++
 .../array_7/compressor_0/0                    | Bin 0 -> 9600 bytes
 .../array_7/compressor_0/1                    | Bin 0 -> 9600 bytes
 .../array_7/compressor_1/.zarray              |  17 ++++
 .../array_7/compressor_1/0                    |   7 ++
 .../array_7/compressor_1/1                    | Bin 0 -> 2422 bytes
 .../array_7/compressor_2/.zarray              |  17 ++++
 .../array_7/compressor_2/0                    | Bin 0 -> 2267 bytes
 .../array_7/compressor_2/1                    | Bin 0 -> 1955 bytes
 .../array_7/compressor_3/.zarray              |  20 +++++
 .../array_7/compressor_3/0                    | Bin 0 -> 2144 bytes
 .../array_7/compressor_3/1                    | Bin 0 -> 1833 bytes
 .../array_7/compressor_4/.zarray              |  20 +++++
 .../array_7/compressor_4/0                    | Bin 0 -> 2021 bytes
 .../array_7/compressor_4/1                    | Bin 0 -> 1745 bytes
 .../array_7/compressor_5/.zarray              |  20 +++++
 .../array_7/compressor_5/0                    | Bin 0 -> 1700 bytes
 .../array_7/compressor_5/1                    | Bin 0 -> 1479 bytes
 .../array_7/compressor_6/.zarray              |  20 +++++
 .../array_7/compressor_6/0                    | Bin 0 -> 5006 bytes
 .../array_7/compressor_6/1                    | Bin 0 -> 4276 bytes
 .../array_8}/.zgroup                          |   0
 .../array_8/compressor_0/.zarray              |  14 ++++
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 .../array_8/compressor_1/.zarray              |  17 ++++
 .../array_8/compressor_1/0                    | Bin 0 -> 3291 bytes
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 .../array_8/compressor_2/.zarray              |  17 ++++
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 .../array_8/compressor_3/.zarray              |  20 +++++
 .../array_8/compressor_3/0                    | Bin 0 -> 3477 bytes
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 .../array_8/compressor_6/0                    | Bin 0 -> 4016 bytes
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 .../array_9/compressor_0/.zarray              |  14 ++++
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 .../array_9/compressor_2/.zarray              |  17 ++++
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 .../array_9/compressor_2/1                    | Bin 0 -> 3480 bytes
 .../array_9/compressor_3/.zarray              |  20 +++++
 .../array_9/compressor_3/0                    | Bin 0 -> 7248 bytes
 .../array_9/compressor_3/1                    | Bin 0 -> 4581 bytes
 .../array_9/compressor_4/.zarray              |  20 +++++
 .../array_9/compressor_4/0                    | Bin 0 -> 5900 bytes
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 .../array_9/compressor_5/.zarray              |  20 +++++
 .../array_9/compressor_5/0                    | Bin 0 -> 1813 bytes
 .../array_9/compressor_5/1                    | Bin 0 -> 1062 bytes
 .../array_9/compressor_6/.zarray              |  20 +++++
 .../array_9/compressor_6/0                    | Bin 0 -> 8016 bytes
 .../array_9/compressor_6/1                    | Bin 0 -> 5415 bytes
 tests/v2/test_attrs.py                        |  25 +++---
 tests/v2/test_dim_separator.py                |  43 +++++-----
 tests/v2/test_storage.py                      |  77 ++++++++++--------
 7883 files changed, 3277 insertions(+), 3978 deletions(-)
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diff --git a/fixture/0/2/.zarray b/fixture/0/2/.zarray
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index 29781e09b4..0000000000
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/0/3/.zarray b/fixture/0/3/.zarray
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index 72f8a611b7..0000000000
--- a/fixture/0/3/.zarray
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@@ -1,19 +0,0 @@
-{
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diff --git a/fixture/0/3/.zattrs b/fixture/0/3/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/0/3/0 b/fixture/0/3/0
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diff --git a/fixture/0/4/.zarray b/fixture/0/4/.zarray
deleted file mode 100644
index 44f2b6b28d..0000000000
--- a/fixture/0/4/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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diff --git a/fixture/0/4/.zattrs b/fixture/0/4/.zattrs
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GIT binary patch
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diff --git a/fixture/0/4/2 b/fixture/0/4/2
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diff --git a/fixture/0/4/3 b/fixture/0/4/3
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diff --git a/fixture/0/5/.zarray b/fixture/0/5/.zarray
deleted file mode 100644
index beafdea229..0000000000
--- a/fixture/0/5/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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-    "compressor": {
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diff --git a/fixture/0/5/.zattrs b/fixture/0/5/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/0/5/0 b/fixture/0/5/0
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diff --git a/fixture/0/6/.zarray b/fixture/0/6/.zarray
deleted file mode 100644
index 5cdc9c43ce..0000000000
--- a/fixture/0/6/.zarray
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@@ -1,19 +0,0 @@
-{
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diff --git a/fixture/0/6/.zattrs b/fixture/0/6/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/0/6/0 b/fixture/0/6/0
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diff --git a/fixture/1/.zattrs b/fixture/1/.zattrs
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index 9e26dfeeb6..0000000000
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GIT binary patch
literal 0
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diff --git a/fixture/1/2/5 b/fixture/1/2/5
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/1/2/9 b/fixture/1/2/9
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GIT binary patch
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diff --git a/fixture/1/3/.zarray b/fixture/1/3/.zarray
deleted file mode 100644
index fc765ba783..0000000000
--- a/fixture/1/3/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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-    "compressor": {
-        "clevel": 1,
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diff --git a/fixture/1/3/.zattrs b/fixture/1/3/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/1/3/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/1/3/0 b/fixture/1/3/0
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diff --git a/fixture/1/3/1 b/fixture/1/3/1
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diff --git a/fixture/1/4/.zarray b/fixture/1/4/.zarray
deleted file mode 100644
index 9ddba797aa..0000000000
--- a/fixture/1/4/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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-    "compressor": {
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-        "id": "blosc",
-        "shuffle": 1
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diff --git a/fixture/1/4/.zattrs b/fixture/1/4/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
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diff --git a/fixture/1/4/1 b/fixture/1/4/1
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diff --git a/fixture/1/4/8 b/fixture/1/4/8
deleted file mode 100644
index d295458b4aa1ee2b91103a4256703bf5dbb3f769..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 142
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diff --git a/fixture/1/4/9 b/fixture/1/4/9
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index 51792149b3ab364b5f738edc7e4afa289b6a9ed2..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 142
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diff --git a/fixture/1/5/.zarray b/fixture/1/5/.zarray
deleted file mode 100644
index bfb0d7e0b0..0000000000
--- a/fixture/1/5/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 2
-    },
-    "dtype": "<i2",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        1111
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/1/5/.zattrs b/fixture/1/5/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/1/5/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/1/5/0 b/fixture/1/5/0
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index f58221feee23e7f54ac37efa7dc2f00f69390f8b..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/1/5/1 b/fixture/1/5/1
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GIT binary patch
literal 0
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literal 190
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diff --git a/fixture/1/5/10 b/fixture/1/5/10
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/1/5/11 b/fixture/1/5/11
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GIT binary patch
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literal 63
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GIT binary patch
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diff --git a/fixture/1/5/3 b/fixture/1/5/3
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literal 0
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diff --git a/fixture/1/5/4 b/fixture/1/5/4
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GIT binary patch
literal 0
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literal 195
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diff --git a/fixture/1/5/5 b/fixture/1/5/5
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GIT binary patch
literal 0
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literal 198
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diff --git a/fixture/1/5/6 b/fixture/1/5/6
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GIT binary patch
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diff --git a/fixture/1/5/7 b/fixture/1/5/7
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index 29ec11e8d7f770e0f3a366fb42f59550d53b1216..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 207
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diff --git a/fixture/1/5/8 b/fixture/1/5/8
deleted file mode 100644
index ca283ebdb982345dffc8927292fc43371eb74d4e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 178
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diff --git a/fixture/1/5/9 b/fixture/1/5/9
deleted file mode 100644
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GIT binary patch
literal 0
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literal 194
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diff --git a/fixture/1/6/.zarray b/fixture/1/6/.zarray
deleted file mode 100644
index 03a7f8b5e8..0000000000
--- a/fixture/1/6/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<i2",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        1111
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/1/6/.zattrs b/fixture/1/6/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/1/6/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/1/6/0 b/fixture/1/6/0
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index 2070758e5820c1a1bb2447be6af72d5dbaa90170..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 216
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diff --git a/fixture/1/6/1 b/fixture/1/6/1
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index 80d1c2f44d4fdb859de9353f35ab78477a34aa3d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 216
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diff --git a/fixture/1/6/10 b/fixture/1/6/10
deleted file mode 100644
index b2040a4a80f314be477bd976af6d69b5e2989115..0000000000000000000000000000000000000000
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literal 0
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literal 216
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diff --git a/fixture/1/6/11 b/fixture/1/6/11
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literal 66
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diff --git a/fixture/1/6/2 b/fixture/1/6/2
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literal 0
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diff --git a/fixture/1/6/3 b/fixture/1/6/3
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GIT binary patch
literal 0
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literal 216
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diff --git a/fixture/1/6/4 b/fixture/1/6/4
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GIT binary patch
literal 0
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literal 216
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diff --git a/fixture/1/6/5 b/fixture/1/6/5
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index 1d1ee74d5761fc8970f846e40edb815934976a49..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 216
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diff --git a/fixture/1/6/6 b/fixture/1/6/6
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GIT binary patch
literal 0
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literal 216
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diff --git a/fixture/1/6/7 b/fixture/1/6/7
deleted file mode 100644
index 6d42cb62e4970e2cb034963b752254fb373cf5e9..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 216
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diff --git a/fixture/1/6/8 b/fixture/1/6/8
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GIT binary patch
literal 0
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literal 216
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diff --git a/fixture/1/6/9 b/fixture/1/6/9
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index f4d503a59eb82732936061e07d82a87fd5726e4a..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 216
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diff --git a/fixture/10/.zattrs b/fixture/10/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/10/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/10/0/.zarray b/fixture/10/0/.zarray
deleted file mode 100644
index f9d15917dd..0000000000
--- a/fixture/10/0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
-{
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-    "compressor": null,
-    "dtype": "<f8",
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-    "order": "F",
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\ No newline at end of file
diff --git a/fixture/10/0/.zattrs b/fixture/10/0/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/10/0/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/10/0/0 b/fixture/10/0/0
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GIT binary patch
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diff --git a/fixture/10/0/6 b/fixture/10/0/6
deleted file mode 100644
index 0c04006d60e41215ce193a2fa347253eacd337f9..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/10/0/7 b/fixture/10/0/7
deleted file mode 100644
index ddfa980a180ad2c6861875e4c22781b59ea4d9d6..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/0/8 b/fixture/10/0/8
deleted file mode 100644
index 7a783b85c2f8a8903bf401f702c4e3f34dc025d4..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/10/0/9 b/fixture/10/0/9
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/1/.zarray b/fixture/10/1/.zarray
deleted file mode 100644
index 22d0521bb4..0000000000
--- a/fixture/10/1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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diff --git a/fixture/10/1/.zattrs b/fixture/10/1/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/10/1/.zattrs
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diff --git a/fixture/10/1/0 b/fixture/10/1/0
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GIT binary patch
literal 0
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GIT binary patch
literal 0
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GIT binary patch
literal 0
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diff --git a/fixture/10/1/13 b/fixture/10/1/13
deleted file mode 100644
index 2842e2d286afacb2adf41e7e68a31ab6d6a7c7aa..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 700
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diff --git a/fixture/10/1/14 b/fixture/10/1/14
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index 0c5434ef4e..0000000000
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diff --git a/fixture/10/1/15 b/fixture/10/1/15
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index 1e89e57760..0000000000
--- a/fixture/10/1/15
+++ /dev/null
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diff --git a/fixture/10/1/16 b/fixture/10/1/16
deleted file mode 100644
index d5dc7cbf4d1e7baba8ae81f9e53d7f2fbbd5b2d1..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 709
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diff --git a/fixture/10/1/17 b/fixture/10/1/17
deleted file mode 100644
index 340d9e9f3ead4f08ad79fe50d0daa32b6091ca9d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 705
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diff --git a/fixture/10/1/18 b/fixture/10/1/18
deleted file mode 100644
index 64de2010c804b157fdc8444a8d481be43898faf7..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 701
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diff --git a/fixture/10/1/19 b/fixture/10/1/19
deleted file mode 100644
index e565f92a85ed62c79f05804e1ebfbc6a99032ae6..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 706
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diff --git a/fixture/10/1/2 b/fixture/10/1/2
deleted file mode 100644
index 66d3e9c4c04e5f96eaa28d7a201b80891c8cb392..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 736
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diff --git a/fixture/10/1/20 b/fixture/10/1/20
deleted file mode 100644
index 258a408bc09e1390f433e65f6574be31046e5f7f..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 706
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diff --git a/fixture/10/1/21 b/fixture/10/1/21
deleted file mode 100644
index 1dea1a19660f2c232c0802b45cc8df30e468e104..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 706
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diff --git a/fixture/10/1/22 b/fixture/10/1/22
deleted file mode 100644
index 1112800ad456b3e91f70129d1bd0710b5f77af4e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 701
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diff --git a/fixture/10/1/23 b/fixture/10/1/23
deleted file mode 100644
index 86687919272f2eb43404053378add5a79c51b303..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 701
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diff --git a/fixture/10/1/24 b/fixture/10/1/24
deleted file mode 100644
index 45e2b33cca1bcfc7045fdef853a108f3bbf6ca0b..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/1/25 b/fixture/10/1/25
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index 96fee7e4b67fed5534af5c5173db0057808ab481..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 699
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diff --git a/fixture/10/1/26 b/fixture/10/1/26
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index 385173c4fe8bd7a3747e9b4dc6c6728bbfeec648..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 694
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diff --git a/fixture/10/1/27 b/fixture/10/1/27
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index d5a1e919e991a3901cb3746659bbec90fe523966..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/1/28 b/fixture/10/1/28
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/1/29 b/fixture/10/1/29
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index c65ec5a0f7fadadbcc17b707cdbaece5a3d5880c..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 701
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diff --git a/fixture/10/1/3 b/fixture/10/1/3
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GIT binary patch
literal 0
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diff --git a/fixture/10/1/30 b/fixture/10/1/30
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index e905d02969fb7b51fa95d5c4a18c05bbe9de4193..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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index 92ffd9fa579118b4e854d8d9d2b5f669c7325ba1..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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GIT binary patch
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diff --git a/fixture/10/1/5 b/fixture/10/1/5
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GIT binary patch
literal 0
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diff --git a/fixture/10/1/6 b/fixture/10/1/6
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GIT binary patch
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diff --git a/fixture/10/1/7 b/fixture/10/1/7
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GIT binary patch
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diff --git a/fixture/10/1/8 b/fixture/10/1/8
deleted file mode 100644
index 226233a422c09db60d3a854e685b81f1f2ce889d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/10/1/9 b/fixture/10/1/9
deleted file mode 100644
index 4b973979c28620dfb67ac4169e1e8b68c593035d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/10/2/.zarray b/fixture/10/2/.zarray
deleted file mode 100644
index d2e6713e1b..0000000000
--- a/fixture/10/2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "id": "bz2",
-        "level": 1
-    },
-    "dtype": "<f8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        3333
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/10/2/.zattrs b/fixture/10/2/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/10/2/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/10/2/0 b/fixture/10/2/0
deleted file mode 100644
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diff --git a/fixture/10/2/23 b/fixture/10/2/23
deleted file mode 100644
index 602e0b4cad454e2510f85f6d6a1a610af84c8ebe..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/10/2/24 b/fixture/10/2/24
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index 43f0ad5afc18d81d1ac9970dac20e21a841a5a00..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/2/25 b/fixture/10/2/25
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index cf3a5e3cb8ccc7aee2e68344ba59ad0303d06cba..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/2/26 b/fixture/10/2/26
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index 2523126093eeed170e469b9b1e9aa01d64be7564..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/2/27 b/fixture/10/2/27
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index fd4fa76c11a70b5bbf4aed20ac7a2754b1c89514..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/10/2/28 b/fixture/10/2/28
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index 8146743d744a969be2a01a09e720da280eefe42b..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/10/2/29 b/fixture/10/2/29
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index 5a6370a789e2c80eaee2b047fdc6accf23492432..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/10/2/3 b/fixture/10/2/3
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GIT binary patch
literal 0
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diff --git a/fixture/10/2/30 b/fixture/10/2/30
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index 012abe57774bdc4bb7abc4165267b84a03b54563..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/2/31 b/fixture/10/2/31
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GIT binary patch
literal 0
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diff --git a/fixture/10/2/32 b/fixture/10/2/32
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index 30c092f1293384fe0d54c6e5a242a9196e078351..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/10/2/33 b/fixture/10/2/33
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index da09b1483383949536d330d2264f108ddf399e86..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/2/4 b/fixture/10/2/4
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GIT binary patch
literal 0
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diff --git a/fixture/10/2/5 b/fixture/10/2/5
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index a2be0a3145dd9f90b7357b39a684f6fc6dcae61a..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/10/2/6 b/fixture/10/2/6
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GIT binary patch
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diff --git a/fixture/10/2/7 b/fixture/10/2/7
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index fbe504f6ea9eb7e08aaf858df45325b606ab1b38..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/10/2/8 b/fixture/10/2/8
deleted file mode 100644
index ad97c05e452ece95c60d6dc5ed0bdb648fd9ad66..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/2/9 b/fixture/10/2/9
deleted file mode 100644
index 509948066db30aced8e3987f98040aa47c9506d4..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/3/.zarray b/fixture/10/3/.zarray
deleted file mode 100644
index 7c96637c83..0000000000
--- a/fixture/10/3/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<f8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        3333
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/10/3/.zattrs b/fixture/10/3/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/10/3/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/10/3/0 b/fixture/10/3/0
deleted file mode 100644
index 20841d399629dce7ced41e231e8b3ee24d818ef3..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/3/1 b/fixture/10/3/1
deleted file mode 100644
index b84841912cc59bf76a32f4450f37a2bd6edde1cc..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/3/10 b/fixture/10/3/10
deleted file mode 100644
index 76e3967c63a8fc716d0c0a30e2cc3d3252f6bf7b..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/3/11 b/fixture/10/3/11
deleted file mode 100644
index 0c7b53f71cc16bee202328c81277ea3d10b28c55..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/3/12 b/fixture/10/3/12
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index 0ddcfd82f43e8f44a8008cae7f7df84db914b10d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 816
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diff --git a/fixture/10/3/13 b/fixture/10/3/13
deleted file mode 100644
index 114f68ce84149c5dd805a5ee50d26479ae9f305e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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GIT binary patch
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diff --git a/fixture/10/4/.zarray b/fixture/10/4/.zarray
deleted file mode 100644
index e59bb3f057..0000000000
--- a/fixture/10/4/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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diff --git a/fixture/10/4/.zattrs b/fixture/10/4/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/10/4/.zattrs
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GIT binary patch
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diff --git a/fixture/10/4/4 b/fixture/10/4/4
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GIT binary patch
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diff --git a/fixture/10/4/5 b/fixture/10/4/5
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index 9dc6363299b750a5f8e46d8d4ff3c3bd31e4a865..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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GIT binary patch
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diff --git a/fixture/10/4/7 b/fixture/10/4/7
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GIT binary patch
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diff --git a/fixture/10/4/8 b/fixture/10/4/8
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GIT binary patch
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diff --git a/fixture/10/4/9 b/fixture/10/4/9
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GIT binary patch
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diff --git a/fixture/10/5/.zarray b/fixture/10/5/.zarray
deleted file mode 100644
index 2e158ca6d2..0000000000
--- a/fixture/10/5/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 2
-    },
-    "dtype": "<f8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        3333
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/10/5/.zattrs b/fixture/10/5/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/10/5/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/fixture/10/5/0 b/fixture/10/5/0
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GIT binary patch
literal 0
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diff --git a/fixture/10/5/1 b/fixture/10/5/1
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diff --git a/fixture/10/5/10 b/fixture/10/5/10
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diff --git a/fixture/10/5/28 b/fixture/10/5/28
deleted file mode 100644
index e488e585962870ea196cc5af64a9c1ce15a0ff16..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/5/29 b/fixture/10/5/29
deleted file mode 100644
index 8481c43c80f1d50899b7bee99d3eb2e644cefdca..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/5/3 b/fixture/10/5/3
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index 947508bcb04284322ae4f4676d1210ab22de9762..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/5/30 b/fixture/10/5/30
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index a6c82a2289fbfeaaffab262839891ef6be336cd0..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 797
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diff --git a/fixture/10/5/31 b/fixture/10/5/31
deleted file mode 100644
index 10b3e5e7440b41af01b83368cbabe850879a9d8c..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 802
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diff --git a/fixture/10/5/32 b/fixture/10/5/32
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index 16d52f51480b7c408b689b3003221bb095f14a6b..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/5/33 b/fixture/10/5/33
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/10/5/4 b/fixture/10/5/4
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GIT binary patch
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HcmV?d00001

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diff --git a/fixture/10/5/5 b/fixture/10/5/5
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GIT binary patch
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diff --git a/fixture/10/6/.zarray b/fixture/10/6/.zarray
deleted file mode 100644
index d8b4f0b8e2..0000000000
--- a/fixture/10/6/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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-    "compressor": {
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-    "order": "F",
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diff --git a/fixture/10/6/.zattrs b/fixture/10/6/.zattrs
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index 9e26dfeeb6..0000000000
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@@ -1 +0,0 @@
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index 6e49d624d434738d1bff6f45f047e80d827acf8b..0000000000000000000000000000000000000000
GIT binary patch
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index 9e26dfeeb6..0000000000
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index edd48fa52f..0000000000
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index 9e26dfeeb6..0000000000
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GIT binary patch
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GIT binary patch
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GIT binary patch
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index e9cdb1c5616454bd002628363f08e1f5136b33f5..0000000000000000000000000000000000000000
GIT binary patch
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diff --git a/fixture/11/1/39 b/fixture/11/1/39
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GIT binary patch
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diff --git a/fixture/11/1/41 b/fixture/11/1/41
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GIT binary patch
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diff --git a/fixture/11/1/43 b/fixture/11/1/43
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diff --git a/fixture/11/1/5 b/fixture/11/1/5
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GIT binary patch
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diff --git a/fixture/11/1/7 b/fixture/11/1/7
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diff --git a/fixture/11/1/8 b/fixture/11/1/8
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diff --git a/fixture/11/1/9 b/fixture/11/1/9
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diff --git a/fixture/11/2/.zarray b/fixture/11/2/.zarray
deleted file mode 100644
index 04417b4d6d..0000000000
--- a/fixture/11/2/.zarray
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@@ -1,17 +0,0 @@
-{
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diff --git a/fixture/11/2/.zattrs b/fixture/11/2/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/11/2/.zattrs
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diff --git a/fixture/11/2/0 b/fixture/11/2/0
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diff --git a/fixture/11/2/2 b/fixture/11/2/2
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diff --git a/fixture/11/2/26 b/fixture/11/2/26
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diff --git a/fixture/11/3/.zarray b/fixture/11/3/.zarray
deleted file mode 100644
index 9f139b4ede..0000000000
--- a/fixture/11/3/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<f2",
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-    "filters": null,
-    "order": "F",
-    "shape": [
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-    "zarr_format": 2
-}
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diff --git a/fixture/11/3/.zattrs b/fixture/11/3/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/11/3/.zattrs
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@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/fixture/11/3/0 b/fixture/11/3/0
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GIT binary patch
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diff --git a/fixture/11/3/36 b/fixture/11/3/36
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diff --git a/fixture/11/3/37 b/fixture/11/3/37
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diff --git a/fixture/11/3/38 b/fixture/11/3/38
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diff --git a/fixture/11/3/39 b/fixture/11/3/39
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GIT binary patch
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diff --git a/fixture/11/3/40 b/fixture/11/3/40
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diff --git a/fixture/11/3/41 b/fixture/11/3/41
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diff --git a/fixture/11/3/5 b/fixture/11/3/5
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diff --git a/fixture/11/3/6 b/fixture/11/3/6
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diff --git a/fixture/11/3/7 b/fixture/11/3/7
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diff --git a/fixture/11/3/8 b/fixture/11/3/8
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diff --git a/fixture/11/3/9 b/fixture/11/3/9
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diff --git a/fixture/11/4/.zarray b/fixture/11/4/.zarray
deleted file mode 100644
index 54183bbe7e..0000000000
--- a/fixture/11/4/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dtype": "<f2",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        4444
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/11/4/.zattrs b/fixture/11/4/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/11/4/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
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diff --git a/fixture/11/4/1 b/fixture/11/4/1
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diff --git a/fixture/11/4/9 b/fixture/11/4/9
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diff --git a/fixture/11/5/.zarray b/fixture/11/5/.zarray
deleted file mode 100644
index f7c7262e75..0000000000
--- a/fixture/11/5/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 2
-    },
-    "dtype": "<f2",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        4444
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/11/5/.zattrs b/fixture/11/5/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/11/5/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
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diff --git a/fixture/11/6/.zarray b/fixture/11/6/.zarray
deleted file mode 100644
index a3ed77db7e..0000000000
--- a/fixture/11/6/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "lz4",
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-    "order": "F",
-    "shape": [
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-}
\ No newline at end of file
diff --git a/fixture/11/6/.zattrs b/fixture/11/6/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/11/6/.zattrs
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@@ -1 +0,0 @@
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\ No newline at end of file
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GIT binary patch
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GIT binary patch
literal 0
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GIT binary patch
literal 0
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diff --git a/fixture/12/.zattrs b/fixture/12/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/12/.zattrs
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-{}
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diff --git a/fixture/12/0/.zarray b/fixture/12/0/.zarray
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index c33bba9220..0000000000
--- a/fixture/12/0/.zarray
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-{
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literal 0
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GIT binary patch
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GIT binary patch
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GIT binary patch
literal 0
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index 8f26830f6b4d4f4cbe450ff5dec038e79193f97f..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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GIT binary patch
literal 0
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GIT binary patch
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GIT binary patch
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GIT binary patch
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GIT binary patch
literal 0
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GIT binary patch
literal 0
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GIT binary patch
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GIT binary patch
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GIT binary patch
literal 0
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GIT binary patch
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GIT binary patch
literal 0
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GIT binary patch
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GIT binary patch
literal 0
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GIT binary patch
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diff --git a/fixture/12/0/9 b/fixture/12/0/9
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index 7a3eb5aee70cb291df517e152c9429877fc8e095..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/12/1/.zarray b/fixture/12/1/.zarray
deleted file mode 100644
index fcf798d35f..0000000000
--- a/fixture/12/1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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\ No newline at end of file
diff --git a/fixture/12/1/.zattrs b/fixture/12/1/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/12/1/.zattrs
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diff --git a/fixture/12/1/0 b/fixture/12/1/0
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GIT binary patch
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GIT binary patch
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GIT binary patch
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GIT binary patch
literal 0
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GIT binary patch
literal 0
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GIT binary patch
literal 0
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literal 0
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GIT binary patch
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GIT binary patch
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GIT binary patch
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index c6ce184496..0000000000
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GIT binary patch
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GIT binary patch
literal 0
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GIT binary patch
literal 0
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diff --git a/fixture/12/1/44 b/fixture/12/1/44
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index ba549052b4537640276c08214649f4198d35740e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/12/1/5 b/fixture/12/1/5
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index a96d45d4f46e947722f3edce3c5e9c162d5f3323..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/12/1/6 b/fixture/12/1/6
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GIT binary patch
literal 0
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diff --git a/fixture/12/1/7 b/fixture/12/1/7
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index d4015923bebda547c25ab1c6022a0e1e474fc5d4..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/12/1/8 b/fixture/12/1/8
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GIT binary patch
literal 0
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diff --git a/fixture/12/1/9 b/fixture/12/1/9
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GIT binary patch
literal 0
HcmV?d00001

literal 411
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diff --git a/fixture/12/2/.zarray b/fixture/12/2/.zarray
deleted file mode 100644
index 7d45c627eb..0000000000
--- a/fixture/12/2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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diff --git a/fixture/12/2/.zattrs b/fixture/12/2/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/12/2/.zattrs
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GIT binary patch
literal 0
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diff --git a/fixture/12/2/1 b/fixture/12/2/1
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GIT binary patch
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diff --git a/fixture/12/2/10 b/fixture/12/2/10
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index afd3a3d096573d6a74f1623011083f515d0f736f..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/12/2/22 b/fixture/12/2/22
deleted file mode 100644
index 3a5cb2126775e6009062a439c44ffa4f5f539215..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/12/2/23 b/fixture/12/2/23
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index 732782f75ef9db4de0bd1c0f7d47cbb82462ef72..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 550
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diff --git a/fixture/12/2/24 b/fixture/12/2/24
deleted file mode 100644
index 4637f97eed12035d2d193235fcb2d0b1dc45855a..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 540
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diff --git a/fixture/12/2/25 b/fixture/12/2/25
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index 976e79f7087dc0f9bc7f94fd1be37ddaa9703fcc..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 556
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diff --git a/fixture/12/2/26 b/fixture/12/2/26
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index f29adba1e2095685b410b8e9e909597dd5015b2d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 544
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diff --git a/fixture/12/2/27 b/fixture/12/2/27
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index 4773e2568472cc16e27321f84ea3c5d068fbbe75..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 552
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diff --git a/fixture/12/2/28 b/fixture/12/2/28
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index 97c7c5c2ecf701ba430c2301d00188cad23e4acd..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 550
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diff --git a/fixture/12/2/29 b/fixture/12/2/29
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index 81d0dd01c3655475118b9585eacac2c7b7833cf9..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 543
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diff --git a/fixture/12/2/3 b/fixture/12/2/3
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/12/2/30 b/fixture/12/2/30
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/12/2/31 b/fixture/12/2/31
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GIT binary patch
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HcmV?d00001

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GIT binary patch
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/12/2/6 b/fixture/12/2/6
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GIT binary patch
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/12/2/9 b/fixture/12/2/9
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GIT binary patch
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diff --git a/fixture/12/3/.zarray b/fixture/12/3/.zarray
deleted file mode 100644
index b6bf3d831a..0000000000
--- a/fixture/12/3/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
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-        "shuffle": 0
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-    "filters": null,
-    "order": "F",
-    "shape": [
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-    "zarr_format": 2
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diff --git a/fixture/12/3/.zattrs b/fixture/12/3/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/12/3/.zattrs
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/12/3/13 b/fixture/12/3/13
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GIT binary patch
literal 0
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diff --git a/fixture/12/4/.zarray b/fixture/12/4/.zarray
deleted file mode 100644
index f00b0f7416..0000000000
--- a/fixture/12/4/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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-    "compressor": {
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diff --git a/fixture/12/4/.zattrs b/fixture/12/4/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/12/4/13 b/fixture/12/4/13
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GIT binary patch
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diff --git a/fixture/12/4/14 b/fixture/12/4/14
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diff --git a/fixture/12/4/15 b/fixture/12/4/15
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diff --git a/fixture/12/4/16 b/fixture/12/4/16
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diff --git a/fixture/12/4/17 b/fixture/12/4/17
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diff --git a/fixture/12/4/18 b/fixture/12/4/18
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diff --git a/fixture/12/4/19 b/fixture/12/4/19
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diff --git a/fixture/12/4/2 b/fixture/12/4/2
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diff --git a/fixture/12/4/20 b/fixture/12/4/20
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diff --git a/fixture/12/4/21 b/fixture/12/4/21
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diff --git a/fixture/12/4/22 b/fixture/12/4/22
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diff --git a/fixture/12/4/23 b/fixture/12/4/23
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diff --git a/fixture/12/4/24 b/fixture/12/4/24
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diff --git a/fixture/12/4/25 b/fixture/12/4/25
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diff --git a/fixture/12/5/.zarray b/fixture/12/5/.zarray
deleted file mode 100644
index 701f196389..0000000000
--- a/fixture/12/5/.zarray
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@@ -1,19 +0,0 @@
-{
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diff --git a/fixture/12/5/.zattrs b/fixture/12/5/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/12/5/12 b/fixture/12/5/12
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GIT binary patch
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diff --git a/fixture/12/5/13 b/fixture/12/5/13
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diff --git a/fixture/12/5/14 b/fixture/12/5/14
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diff --git a/fixture/12/5/16 b/fixture/12/5/16
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diff --git a/fixture/12/5/17 b/fixture/12/5/17
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diff --git a/fixture/12/5/18 b/fixture/12/5/18
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diff --git a/fixture/12/5/19 b/fixture/12/5/19
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diff --git a/fixture/12/5/2 b/fixture/12/5/2
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diff --git a/fixture/12/5/20 b/fixture/12/5/20
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diff --git a/fixture/12/5/21 b/fixture/12/5/21
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diff --git a/fixture/12/5/23 b/fixture/12/5/23
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diff --git a/fixture/12/6/.zarray b/fixture/12/6/.zarray
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index 7c766fe673..0000000000
--- a/fixture/12/6/.zarray
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@@ -1,19 +0,0 @@
-{
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diff --git a/fixture/12/6/.zattrs b/fixture/12/6/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/12/6/11 b/fixture/12/6/11
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index 3c32f58b46fbed82115066f63c1c6b9efeaff074..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/12/6/12 b/fixture/12/6/12
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index dab95584af910e7004cd7c4abc41519d1a0aeaa7..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/12/6/13 b/fixture/12/6/13
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/12/6/14 b/fixture/12/6/14
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/12/6/15 b/fixture/12/6/15
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index cb0dbf55941b5cf3023562feb7bdb91ec12b4111..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/12/6/16 b/fixture/12/6/16
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index 082bde29d0bc11afe1c5be8b4184480e98dcdbfc..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/12/6/17 b/fixture/12/6/17
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index ee6826cf8b1561c8073cc76affb446300e40aa0a..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/12/6/18 b/fixture/12/6/18
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index 55e1ae0c78ba4b3976c593e5d351f8582ad21f42..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/12/6/19 b/fixture/12/6/19
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index 22e8749e6b83edf64c49bc8bf851139ef249be33..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/12/6/2 b/fixture/12/6/2
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index 5cebf8d978500244bc48eaecb2d00c9a35131845..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/12/6/20 b/fixture/12/6/20
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GIT binary patch
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HcmV?d00001

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diff --git a/fixture/12/6/21 b/fixture/12/6/21
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GIT binary patch
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diff --git a/fixture/12/6/22 b/fixture/12/6/22
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diff --git a/fixture/12/6/23 b/fixture/12/6/23
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diff --git a/fixture/12/6/24 b/fixture/12/6/24
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diff --git a/fixture/12/6/9 b/fixture/12/6/9
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diff --git a/fixture/13/.zattrs b/fixture/13/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
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@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/fixture/13/0/.zarray b/fixture/13/0/.zarray
deleted file mode 100644
index 4a07bdba84..0000000000
--- a/fixture/13/0/.zarray
+++ /dev/null
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diff --git a/fixture/13/0/.zattrs b/fixture/13/0/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/13/0/17 b/fixture/13/0/17
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index b304d7c7e813f04e490367cd02f5c51f0f70a558..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/13/0/18 b/fixture/13/0/18
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index ffddd8cef474f7cc1f57f9457c5b54e5f09836aa..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/13/0/19 b/fixture/13/0/19
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GIT binary patch
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diff --git a/fixture/13/0/2 b/fixture/13/0/2
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GIT binary patch
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diff --git a/fixture/13/0/20 b/fixture/13/0/20
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GIT binary patch
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diff --git a/fixture/13/0/21 b/fixture/13/0/21
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GIT binary patch
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diff --git a/fixture/13/0/22 b/fixture/13/0/22
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GIT binary patch
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diff --git a/fixture/13/0/23 b/fixture/13/0/23
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GIT binary patch
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diff --git a/fixture/13/0/24 b/fixture/13/0/24
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GIT binary patch
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diff --git a/fixture/13/0/32 b/fixture/13/0/32
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GIT binary patch
literal 0
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diff --git a/fixture/13/0/33 b/fixture/13/0/33
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/13/0/35 b/fixture/13/0/35
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GIT binary patch
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diff --git a/fixture/13/0/36 b/fixture/13/0/36
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GIT binary patch
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diff --git a/fixture/13/0/37 b/fixture/13/0/37
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GIT binary patch
literal 0
HcmV?d00001

literal 800
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diff --git a/fixture/13/0/40 b/fixture/13/0/40
deleted file mode 100644
index afbb988b866f030f83f288a282df4342c75e3405..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 800
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diff --git a/fixture/13/0/41 b/fixture/13/0/41
deleted file mode 100644
index 557dac5368d7f277881ceb188586265e2e0c1e07..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 800
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diff --git a/fixture/13/0/42 b/fixture/13/0/42
deleted file mode 100644
index 43f4b3bb7018b07e13bb4783a01374aad6f9ac98..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 800
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diff --git a/fixture/13/0/43 b/fixture/13/0/43
deleted file mode 100644
index 305f6535b9be63c8f608b038872b3a1a42d068fc..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 800
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diff --git a/fixture/13/0/44 b/fixture/13/0/44
deleted file mode 100644
index 5ec8ce1911ef592bcc7a304c9dcd5fd3647c8bc7..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 800
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diff --git a/fixture/13/0/5 b/fixture/13/0/5
deleted file mode 100644
index 176f863fa1ef8d5c0c7d7954e04e156f1237e6bb..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 800
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diff --git a/fixture/13/0/6 b/fixture/13/0/6
deleted file mode 100644
index d7bf9e7f8b970c176916f30fe8bb44f7ffa1bce1..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 800
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diff --git a/fixture/13/0/7 b/fixture/13/0/7
deleted file mode 100644
index b9b3872009819f4d9670e6b5e987b38c4286a58a..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 800
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diff --git a/fixture/13/0/8 b/fixture/13/0/8
deleted file mode 100644
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diff --git a/fixture/13/0/9 b/fixture/13/0/9
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diff --git a/fixture/13/1/.zarray b/fixture/13/1/.zarray
deleted file mode 100644
index a4b5f208ac..0000000000
--- a/fixture/13/1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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diff --git a/fixture/13/1/.zattrs b/fixture/13/1/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/13/1/.zattrs
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GIT binary patch
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GIT binary patch
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/13/2/.zarray b/fixture/13/2/.zarray
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index 586073abd4..0000000000
--- a/fixture/13/2/.zarray
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-{
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diff --git a/fixture/13/2/.zattrs b/fixture/13/2/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/13/3/.zarray b/fixture/13/3/.zarray
deleted file mode 100644
index 739e2bbe2b..0000000000
--- a/fixture/13/3/.zarray
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@@ -1,19 +0,0 @@
-{
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diff --git a/fixture/13/3/.zattrs b/fixture/13/3/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/13/4/.zarray b/fixture/13/4/.zarray
deleted file mode 100644
index 6fad6298f4..0000000000
--- a/fixture/13/4/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dtype": "<f8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        4444
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/13/4/.zattrs b/fixture/13/4/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/13/4/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/13/4/0 b/fixture/13/4/0
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diff --git a/fixture/13/4/18 b/fixture/13/4/18
deleted file mode 100644
index d860335ec72d459640dea78b0c3731b7d3e192c2..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 799
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diff --git a/fixture/13/4/19 b/fixture/13/4/19
deleted file mode 100644
index 65e8fa6566dc0758c920cca3e8839be0848927fd..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 816
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diff --git a/fixture/13/4/2 b/fixture/13/4/2
deleted file mode 100644
index 507c979b1c3b96c9e2b480015d3d99ac790938e0..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 816
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diff --git a/fixture/13/4/20 b/fixture/13/4/20
deleted file mode 100644
index c11ae744575d65ba161bc52a25bc2a6e24bc9541..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 805
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diff --git a/fixture/13/4/21 b/fixture/13/4/21
deleted file mode 100644
index 2152f2984e8736cd4c0267d4f1bba3f3a1390ccb..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 816
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diff --git a/fixture/13/4/22 b/fixture/13/4/22
deleted file mode 100644
index 3afdcba8c564182013715782a0283b0050579499..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 816
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diff --git a/fixture/13/4/23 b/fixture/13/4/23
deleted file mode 100644
index 786d1338faf5766ad028850ad1781b570b714b95..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 816
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diff --git a/fixture/13/4/24 b/fixture/13/4/24
deleted file mode 100644
index 4c83e56225fbebb5c5af3dd508694af54361ff06..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 816
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diff --git a/fixture/13/5/.zarray b/fixture/13/5/.zarray
deleted file mode 100644
index 92ee9942dd..0000000000
--- a/fixture/13/5/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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diff --git a/fixture/13/5/.zattrs b/fixture/13/5/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
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@@ -1 +0,0 @@
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diff --git a/fixture/13/6/.zarray b/fixture/13/6/.zarray
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index 709caf4ecd..0000000000
--- a/fixture/13/6/.zarray
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@@ -1,19 +0,0 @@
-{
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diff --git a/fixture/13/6/.zattrs b/fixture/13/6/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/13/6/9 b/fixture/13/6/9
deleted file mode 100644
index 9732486b4e9caaa7c36dbb7f6f3d58446b2aefa6..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/14/.zattrs b/fixture/14/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/14/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/14/0/.zarray b/fixture/14/0/.zarray
deleted file mode 100644
index c75d6968f1..0000000000
--- a/fixture/14/0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": null,
-    "dtype": "|S1",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        5555
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/14/0/.zattrs b/fixture/14/0/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/14/0/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/14/0/0 b/fixture/14/0/0
deleted file mode 100644
index cfdef3519c..0000000000
--- a/fixture/14/0/0
+++ /dev/null
@@ -1 +0,0 @@
-CCAGGCGGTGCTGGTTGAAGGTTGGGGATCGGGCTTGGTCGCCTGATTAGCCCGTTTTTACCGATTTAGAGCGCGCCTGTCTATGTATCCCGTCTAAGTA
\ No newline at end of file
diff --git a/fixture/14/0/1 b/fixture/14/0/1
deleted file mode 100644
index 2371b29043..0000000000
--- a/fixture/14/0/1
+++ /dev/null
@@ -1 +0,0 @@
-GGCATAATTCGTTATTAAACGTAAGCTCCCAGGGCTCGACAGCACGTGTTGACCCTTGAGGATGGTCAACACGAAGTTGAAACTATTAGGTCTTGAACGG
\ No newline at end of file
diff --git a/fixture/14/0/10 b/fixture/14/0/10
deleted file mode 100644
index 91415b298d..0000000000
--- a/fixture/14/0/10
+++ /dev/null
@@ -1 +0,0 @@
-CCAAGGTGAGCATCCCAATGGGGCAGCAAACGACATTCGGAGGTCTCATCGCGAGCTCTCCAGCTGAGCTTGTCTTTCATAGGCCCCACATTGGACGAGC
\ No newline at end of file
diff --git a/fixture/14/0/11 b/fixture/14/0/11
deleted file mode 100644
index a1f8d92e46..0000000000
--- a/fixture/14/0/11
+++ /dev/null
@@ -1 +0,0 @@
-AGCAAATAGAAAAATCTGCGAGTTAACTTCTCTGGCCATGATGTCGGATCCTTCTATAATGGATATTCGGCCCAAAAAGGTGCGCGAGTAATGGTATCCG
\ No newline at end of file
diff --git a/fixture/14/0/12 b/fixture/14/0/12
deleted file mode 100644
index 9f9b610187..0000000000
--- a/fixture/14/0/12
+++ /dev/null
@@ -1 +0,0 @@
-ACTGGACGTCGGCCATAATTACTACGCATCCCTTCCATCTTTAGTTCTGTACGAGCTCCTAGATGTACGTGGACGAGCGCAACCACCTGAATCCCATGTA
\ No newline at end of file
diff --git a/fixture/14/0/13 b/fixture/14/0/13
deleted file mode 100644
index bd10f8121e..0000000000
--- a/fixture/14/0/13
+++ /dev/null
@@ -1 +0,0 @@
-GCTTATGTATGGACACGTTGATATCTCTTTTTACCTAAGGAGCAGAGATCGTATCGGACTAGTATTATTCCGCATGCTATATGGCCTTCCTTTGAACGTT
\ No newline at end of file
diff --git a/fixture/14/0/14 b/fixture/14/0/14
deleted file mode 100644
index 7df056f87b..0000000000
--- a/fixture/14/0/14
+++ /dev/null
@@ -1 +0,0 @@
-CCGAATCGTAAGTGTACCACCTGTGGCGGAGATCGATTTAACGTCACTTCTATGGTCTGAGTTCTTAAACCGCACTCTGTAGGGATGAGGACGCGCTCCC
\ No newline at end of file
diff --git a/fixture/14/0/15 b/fixture/14/0/15
deleted file mode 100644
index bce7095e89..0000000000
--- a/fixture/14/0/15
+++ /dev/null
@@ -1 +0,0 @@
-CTACAGACATTCAGTCTCAAAAACTGTATTCGGACCCCCGGTGCTGTGAGTACTCCTCTTGACCAAAAAGTAGAACCCCTTCCAACCCACCTTATAGCAT
\ No newline at end of file
diff --git a/fixture/14/0/16 b/fixture/14/0/16
deleted file mode 100644
index 834293611a..0000000000
--- a/fixture/14/0/16
+++ /dev/null
@@ -1 +0,0 @@
-GTAGTGCCGTTTCAAGTGAATGTAATGCTACTCTATCGAACTTTAACTTCAAGGTATAGCAGGATAGACTAGGTAGTCTAAGCAGTTACGAGTGTCCTAT
\ No newline at end of file
diff --git a/fixture/14/0/17 b/fixture/14/0/17
deleted file mode 100644
index d4f6e219da..0000000000
--- a/fixture/14/0/17
+++ /dev/null
@@ -1 +0,0 @@
-GGGACCGAGCTGGGCATTTGCTGAGTTACAATTCTAACTTAATGAAACTTTATTTCCATAAAAAACGCAGGTAACGGATAGTTGAAACCTACTGGAGGGT
\ No newline at end of file
diff --git a/fixture/14/0/18 b/fixture/14/0/18
deleted file mode 100644
index 9d54eeb74d..0000000000
--- a/fixture/14/0/18
+++ /dev/null
@@ -1 +0,0 @@
-GGTCTCTAGCTCCGCTAAGTTATCGAGCATTCAGATAATTGATCTGGCGAGCGCGTCGACCGTTGGAGCGAGGCTGAGGCTTTGCCGCTCGGAACCGAAT
\ No newline at end of file
diff --git a/fixture/14/0/19 b/fixture/14/0/19
deleted file mode 100644
index 48e60b6f55..0000000000
--- a/fixture/14/0/19
+++ /dev/null
@@ -1 +0,0 @@
-TGGGGAGGATGTATAGTGCCTATACACTGGGAGAGAACCTCACCCAATCCATTACTTCTCTTATCTATGCGAGTCGTGTTGACAGTGTTAAGCATGGCGA
\ No newline at end of file
diff --git a/fixture/14/0/2 b/fixture/14/0/2
deleted file mode 100644
index 805cdd971d..0000000000
--- a/fixture/14/0/2
+++ /dev/null
@@ -1 +0,0 @@
-TGTCGGTGACATTTCGAGTGCTGATTCCAGGTTGGGTCCAGGGAGCGATTCCCTGAAGTTACCAAGGGGGGCATGCAAAGGTGAACCTCTCAGGTGGCAG
\ No newline at end of file
diff --git a/fixture/14/0/20 b/fixture/14/0/20
deleted file mode 100644
index c7fc129e90..0000000000
--- a/fixture/14/0/20
+++ /dev/null
@@ -1 +0,0 @@
-TGGTGGCAGACACAAGAGGAGATGTTGCCTTATGCCCGAGGCGTGCCGTTCTTAATTAAACCAAACCTGTGGGTCCCCTAGCCTGCACGATAGGACGAGC
\ No newline at end of file
diff --git a/fixture/14/0/21 b/fixture/14/0/21
deleted file mode 100644
index a3ac6412d5..0000000000
--- a/fixture/14/0/21
+++ /dev/null
@@ -1 +0,0 @@
-CATTCTCTCGAATATCGAGACAACTTCTAGCACGAAGGTAGGATCTGCCTCGAAATAAACCCGGGACGTCACAGAATCATTTGGACGGAAGATATGCTCG
\ No newline at end of file
diff --git a/fixture/14/0/22 b/fixture/14/0/22
deleted file mode 100644
index 5878a0bf06..0000000000
--- a/fixture/14/0/22
+++ /dev/null
@@ -1 +0,0 @@
-ATTGGACTCTTATTGAGTATACCATATCTGCGCCGATCTCTCACACTGCCATATTAGTGAGTAGAAGTTTTCAACAAGCAACCGGTTGACGTCTAATCTC
\ No newline at end of file
diff --git a/fixture/14/0/23 b/fixture/14/0/23
deleted file mode 100644
index de96669571..0000000000
--- a/fixture/14/0/23
+++ /dev/null
@@ -1 +0,0 @@
-GTTCGCCTTCAAATTGTGTAACCGGCGTACCTGCCTACCTCCACTAAAGTGCAGCGACAAGTCCTCGCGCGTCGAAACGACGAACGCACCAAGGAATTGC
\ No newline at end of file
diff --git a/fixture/14/0/24 b/fixture/14/0/24
deleted file mode 100644
index 3049e47c69..0000000000
--- a/fixture/14/0/24
+++ /dev/null
@@ -1 +0,0 @@
-AACGTGCATCAGTAAAAAGCTGTACAGGTAACCATCAAAGTAAACAGGTAAAGCCACTGACAAGGCGTAGCCCTGGTGGGTTCTTCTGACAACAACCGCT
\ No newline at end of file
diff --git a/fixture/14/0/25 b/fixture/14/0/25
deleted file mode 100644
index d982762dd4..0000000000
--- a/fixture/14/0/25
+++ /dev/null
@@ -1 +0,0 @@
-ACGCACACGTGCAGTTACGGAGAACAGAGACCAAACTATAGCTTCTATATGTTACGCAGTCCCTATTAATACGAGCATTCATAGTCTCCGGCTCAATTGA
\ No newline at end of file
diff --git a/fixture/14/0/26 b/fixture/14/0/26
deleted file mode 100644
index 095736cd35..0000000000
--- a/fixture/14/0/26
+++ /dev/null
@@ -1 +0,0 @@
-CCAAGAGTTAAAACCTCAGTACGGCAGGCGGGTAACAGATGGTTAAATACATTCGCTGCCGCGAGCATTTCAGTTAAACAGGTGAGTCGTTATGTTAAGT
\ No newline at end of file
diff --git a/fixture/14/0/27 b/fixture/14/0/27
deleted file mode 100644
index 15f83a3868..0000000000
--- a/fixture/14/0/27
+++ /dev/null
@@ -1 +0,0 @@
-CTCGAGAATTACCTGCATTAGAGTGATCTAATTTGCGATGGAGAGCACGCCCGAGGGATGGATTTTAATCACCTTGCGTCAGTCTGTTATCCACTTCGTC
\ No newline at end of file
diff --git a/fixture/14/0/28 b/fixture/14/0/28
deleted file mode 100644
index 4f834f71f3..0000000000
--- a/fixture/14/0/28
+++ /dev/null
@@ -1 +0,0 @@
-TTACTGCGCGGCAACTCCTCCTTAGGAAGACAAAAGTGGTGCTCGGTGACCATTAACAAAGAGCCTCTGACATGCATACAGCTCTTCTCGGAGTAACACA
\ No newline at end of file
diff --git a/fixture/14/0/29 b/fixture/14/0/29
deleted file mode 100644
index 2cbb685b9d..0000000000
--- a/fixture/14/0/29
+++ /dev/null
@@ -1 +0,0 @@
-GCTAGGCCCTTTATCGGCTTCGAGTGTGCTAACGCCAATTTCCTAAGTCGGGTTTAGATAACTGTATTCCTCAAACTAGATAGAATAACTTTTAGGCATT
\ No newline at end of file
diff --git a/fixture/14/0/3 b/fixture/14/0/3
deleted file mode 100644
index e54953f41a..0000000000
--- a/fixture/14/0/3
+++ /dev/null
@@ -1 +0,0 @@
-ACCGGCCTTACACATCCAAGGTCCATCTGACAGTTGGCCCCCTCGGCGATTCACCGTAGTTCACGCCTTGTTTCAGCGCGTGAGAGTGCTTCTTCTTTTG
\ No newline at end of file
diff --git a/fixture/14/0/30 b/fixture/14/0/30
deleted file mode 100644
index 1d2c06f544..0000000000
--- a/fixture/14/0/30
+++ /dev/null
@@ -1 +0,0 @@
-GCACACCTGTGCATATTTATTTATAGTCGACAATCAGTGGTAGAATGGTAATAAGAAAATTTATCCCGAGTACAGTTGAGTCTTACTCGACCAGCATATC
\ No newline at end of file
diff --git a/fixture/14/0/31 b/fixture/14/0/31
deleted file mode 100644
index 8e92f1d23e..0000000000
--- a/fixture/14/0/31
+++ /dev/null
@@ -1 +0,0 @@
-CCGGTATACAGAACCGAAACGAAAAGGGCAAAATGTTCCATTGTCTCACAGATCAAAAAACTTACAGTACTCGAGTATACTGGCCGCAGTGCATGGTACC
\ No newline at end of file
diff --git a/fixture/14/0/32 b/fixture/14/0/32
deleted file mode 100644
index bc6d2904d2..0000000000
--- a/fixture/14/0/32
+++ /dev/null
@@ -1 +0,0 @@
-CCTAAGGAGATTCATAGACCTGGAGCTTTGGCAATTGTCCTTTTTCACCTATCAGTGGGGATATTTACGCCCGCGGGTTCTGTGATCAATTCAGTAAGAT
\ No newline at end of file
diff --git a/fixture/14/0/33 b/fixture/14/0/33
deleted file mode 100644
index 30723975b5..0000000000
--- a/fixture/14/0/33
+++ /dev/null
@@ -1 +0,0 @@
-GTCATTCATGTTTTATCTGGTTCCAAGTTCCAAGCTCCCATTAATGCTATCTAGAGCATAACGGTACGTGTGTGGATTAAGGGAGAGATCGGATTGAACT
\ No newline at end of file
diff --git a/fixture/14/0/34 b/fixture/14/0/34
deleted file mode 100644
index 7a86142ae0..0000000000
--- a/fixture/14/0/34
+++ /dev/null
@@ -1 +0,0 @@
-CTGGAAATAGCGGGCGTTCTATGTAAAGAGAGGGTAGATCAATGACTGAATGGTAAGGCCCGGGATGAGTGAGGGCGAAAGTACTAGCACTAGCATTATC
\ No newline at end of file
diff --git a/fixture/14/0/35 b/fixture/14/0/35
deleted file mode 100644
index 18b6c6ce69..0000000000
--- a/fixture/14/0/35
+++ /dev/null
@@ -1 +0,0 @@
-CCCTATTAAGCATCCTACCCCCTAACCCTTGCGGGAGCTCTAACATAGGACGTCACCCCAAGGTTGGCGTGCTAGATGAGAATGAGGCTGGGTTGTCTCC
\ No newline at end of file
diff --git a/fixture/14/0/36 b/fixture/14/0/36
deleted file mode 100644
index 76065d88cc..0000000000
--- a/fixture/14/0/36
+++ /dev/null
@@ -1 +0,0 @@
-CATGCGCGACAATGCAGTGGTTTAGTGGAGATTGAACCTTCAGGATGAGACCGGGGCCAGCTAAATTTCTAGAACACCGAGGAATTCACGGTCAATTCTT
\ No newline at end of file
diff --git a/fixture/14/0/37 b/fixture/14/0/37
deleted file mode 100644
index 67e0536a90..0000000000
--- a/fixture/14/0/37
+++ /dev/null
@@ -1 +0,0 @@
-TGCAACTTAGCTGGTCCAACTCAAACCTAGGTTACCGAGGATGTCGATCCGCAGCATTGACGGCACTGTGCACTAAGAGAAGACATGGCTACACGTGCAT
\ No newline at end of file
diff --git a/fixture/14/0/38 b/fixture/14/0/38
deleted file mode 100644
index 32d329382e..0000000000
--- a/fixture/14/0/38
+++ /dev/null
@@ -1 +0,0 @@
-AGACTTTCATGGGGGCACGGTTAAACTATTTTTTCGTCACCCTACACTCCAAAGACGATATGTGTAGCCCACGCGCTGCCCGGCTGGTATCGGGGAGGAC
\ No newline at end of file
diff --git a/fixture/14/0/39 b/fixture/14/0/39
deleted file mode 100644
index 8e63b8e6f9..0000000000
--- a/fixture/14/0/39
+++ /dev/null
@@ -1 +0,0 @@
-CACCTTTAGAAAATATGCTAGAGCGGCCGATATCACGGACAATGAGTCAGACAAGCTCCTAGAATTACGCAAGCAATGTTTACTCATATTAGGCCAAAGG
\ No newline at end of file
diff --git a/fixture/14/0/4 b/fixture/14/0/4
deleted file mode 100644
index 6e96de819f..0000000000
--- a/fixture/14/0/4
+++ /dev/null
@@ -1 +0,0 @@
-TTTGATAACCAGTTTCCTACTATCGGCATCATTCTGGTCTCCGGACTCGCATCTTGCTGAACTCTGAAAACTCGATCTCTTACGTGAGTTTCGCTTAATC
\ No newline at end of file
diff --git a/fixture/14/0/40 b/fixture/14/0/40
deleted file mode 100644
index bce254050e..0000000000
--- a/fixture/14/0/40
+++ /dev/null
@@ -1 +0,0 @@
-TTAACGAGATATCCCACAGTGACTCGATTAATGGCTAAAATGCGCAATATTTAAGCGACTCTACTGGTGGCGCAGAGTTAAATATACCGCACCACACATT
\ No newline at end of file
diff --git a/fixture/14/0/41 b/fixture/14/0/41
deleted file mode 100644
index e92984f0fb..0000000000
--- a/fixture/14/0/41
+++ /dev/null
@@ -1 +0,0 @@
-GCGATAGAAAATAATAAGTCAGTACAGTGTCAGCCAGAATTATGTCAAGATCATCAAACAATTTTACAGCGACCTAGCCTCTCCACTTTGCAAGCTGGTG
\ No newline at end of file
diff --git a/fixture/14/0/42 b/fixture/14/0/42
deleted file mode 100644
index 59c89bec6a..0000000000
--- a/fixture/14/0/42
+++ /dev/null
@@ -1 +0,0 @@
-GTCAATTCGCGGCTTCGGGGCATTAGAAATTAAAGGGTCAACAGGCGCGATGCTATCAAGTGAGGCGAGAACAACACTTTAGCTCTTACACCGTAGCTAG
\ No newline at end of file
diff --git a/fixture/14/0/43 b/fixture/14/0/43
deleted file mode 100644
index cfce2545ec..0000000000
--- a/fixture/14/0/43
+++ /dev/null
@@ -1 +0,0 @@
-CGCCTATAACGAAAACTGCCCAGCCCAACAGACGACTTGGGAGACAACTAACGCTGTATTCGAAAGGTTGAGCGGATCCCGAGTACGAGACTTGCGGAAA
\ No newline at end of file
diff --git a/fixture/14/0/44 b/fixture/14/0/44
deleted file mode 100644
index 12cbebe4d1..0000000000
--- a/fixture/14/0/44
+++ /dev/null
@@ -1 +0,0 @@
-CCGACGCGTATGGAAGCAGAATTCAGGAACCCGTCGCGAGAGTGATGGCTATACCAAACTCGCGGCCCTCACGTTGTTAATCTATCCATAGAAATGTCGA
\ No newline at end of file
diff --git a/fixture/14/0/45 b/fixture/14/0/45
deleted file mode 100644
index 6c86e88dab..0000000000
--- a/fixture/14/0/45
+++ /dev/null
@@ -1 +0,0 @@
-AATCGGTCGTCCGGCGTCGGTGGGATTATGGGTTCATCAAGGCCGGAATGACAGAGATTCCGGGAAACGACTGTCGACTTTCCGGTCGCACTCTGGGATA
\ No newline at end of file
diff --git a/fixture/14/0/46 b/fixture/14/0/46
deleted file mode 100644
index 152f6c77d9..0000000000
--- a/fixture/14/0/46
+++ /dev/null
@@ -1 +0,0 @@
-AGTCCTCGGAGCATTAGAAGTATCGCTCCCAAGTTGTTCCTGGTGGCGACATGAGACTACTAACTTCGCTCGCCAGTGTTAGACGCGTCGGCAGAAAAAT
\ No newline at end of file
diff --git a/fixture/14/0/47 b/fixture/14/0/47
deleted file mode 100644
index 0ac5c7d3ac..0000000000
--- a/fixture/14/0/47
+++ /dev/null
@@ -1 +0,0 @@
-ATGTTAGGGCTACACGCGCAACTTCTATCTCAGAACAATCTCTTGATGTTGGGAATAGCAGGGGTGGTACTTAAGACTCGCGCTCACTGCCAGGGTTACT
\ No newline at end of file
diff --git a/fixture/14/0/48 b/fixture/14/0/48
deleted file mode 100644
index 3c39c35d6f..0000000000
--- a/fixture/14/0/48
+++ /dev/null
@@ -1 +0,0 @@
-GCCCATTCAATTAGAGTAAAACCTTACTGCCCAGATGACGCTGTTTGTAATCTTCGGTAAATAAGTGCGTATGTTGGCCGTGACATAGGGAAAGGGAATC
\ No newline at end of file
diff --git a/fixture/14/0/49 b/fixture/14/0/49
deleted file mode 100644
index 80a661ccc3..0000000000
--- a/fixture/14/0/49
+++ /dev/null
@@ -1 +0,0 @@
-GACAAGCACCGCTTGGTGCAGTACATATGGTGCATTTCCCTCGAGGCTGACGCACTGGTAACGATTTATGAAGTAGGCTTGACCACACAGGCCGTATCGC
\ No newline at end of file
diff --git a/fixture/14/0/5 b/fixture/14/0/5
deleted file mode 100644
index fbe543d03e..0000000000
--- a/fixture/14/0/5
+++ /dev/null
@@ -1 +0,0 @@
-CTGCTATCTGGCTGGACAAGTACCTCATCCAAAATTTGAATCCAATACCATTCTCACATGGGCGCTAGCTTGTTTCTTTTTCTTATTCTCGTACGACGAT
\ No newline at end of file
diff --git a/fixture/14/0/50 b/fixture/14/0/50
deleted file mode 100644
index a9b74ebbe2..0000000000
--- a/fixture/14/0/50
+++ /dev/null
@@ -1 +0,0 @@
-TGGGACTATAGACCTGGTCCTGTTATCTGGCGTCGTGAGCTTCATCGACGTTAGCTCCCACAAGTCGGGGGCGTAATCATTGAGCAATACCATCGCAGAA
\ No newline at end of file
diff --git a/fixture/14/0/51 b/fixture/14/0/51
deleted file mode 100644
index 608d67eb1e..0000000000
--- a/fixture/14/0/51
+++ /dev/null
@@ -1 +0,0 @@
-ATTCAGGGTTAGGTTGGCTAAGTATGGGTACATACACTGCTGCGATTTTCAGTTCCCAGATCTGGAACCTCCTGCCTTTTTCAAACGCAATTTCGGTGAA
\ No newline at end of file
diff --git a/fixture/14/0/52 b/fixture/14/0/52
deleted file mode 100644
index 72a1050924..0000000000
--- a/fixture/14/0/52
+++ /dev/null
@@ -1 +0,0 @@
-TTTGCTGTCTATAAGGAATTAGTTTGATGGGGTAAGATAACAAGGCTCAATTGAAAAAAAAGCAGATACGTTACCAAGGAATCGAAGTTACCAGCGGGTC
\ No newline at end of file
diff --git a/fixture/14/0/53 b/fixture/14/0/53
deleted file mode 100644
index af96969ee5..0000000000
--- a/fixture/14/0/53
+++ /dev/null
@@ -1 +0,0 @@
-TCAGCCATCCTTCTAAGCAAAGTGGGGCCAGGATCGTTGGTCCGGAACATTTTGTCACGAAATGCTACCCGTGAACCCGTGACCGATCCACTGACCTGTG
\ No newline at end of file
diff --git a/fixture/14/0/54 b/fixture/14/0/54
deleted file mode 100644
index ecff7796cc..0000000000
--- a/fixture/14/0/54
+++ /dev/null
@@ -1 +0,0 @@
-TGCCCAGAGCAATGTAACTTTGATCACACTTCGCACCATACACTCCTAGGCCTAGGTTGAAACACCTCCTAAGGCGTGGCTGATTCTTTTTTTATCATGC
\ No newline at end of file
diff --git a/fixture/14/0/55 b/fixture/14/0/55
deleted file mode 100644
index f80c7519f5..0000000000
--- a/fixture/14/0/55
+++ /dev/null
@@ -1 +0,0 @@
-ACAGCCAAGTAAAGTTGTCGATCGGAAGCAGGATCTTCCAAACTCATATACGGTC000000000000000000000000000000000000000000000
\ No newline at end of file
diff --git a/fixture/14/0/6 b/fixture/14/0/6
deleted file mode 100644
index 4e39cbb89d..0000000000
--- a/fixture/14/0/6
+++ /dev/null
@@ -1 +0,0 @@
-AAACTTCATATCGATTTCCGCACTACAACATTCCTCTACGTTAGGGTTGCGAGGGCGGTGATCTCCAGATCTCTCACGAGTTCCTAGTAGCAATGTCCGG
\ No newline at end of file
diff --git a/fixture/14/0/7 b/fixture/14/0/7
deleted file mode 100644
index 2a000c8b80..0000000000
--- a/fixture/14/0/7
+++ /dev/null
@@ -1 +0,0 @@
-GTGGTCCACGCTCCAAGTGTTACCAGCGCGTTCGGTGAGTAAGTTTATAACGTAGAGATCCCAGTTACAGCAGCTGTGCAAAAGAAGGCGTCCAATAGGA
\ No newline at end of file
diff --git a/fixture/14/0/8 b/fixture/14/0/8
deleted file mode 100644
index 7283d275a6..0000000000
--- a/fixture/14/0/8
+++ /dev/null
@@ -1 +0,0 @@
-AGCTTCTAAATCACGGGTTAGCTCCAACCCCGCTATAAATACCGGGCTGCATTCCAAATTGGGTAGAAAGGAGCGAATTACTATTAGCGAACATCGCGAG
\ No newline at end of file
diff --git a/fixture/14/0/9 b/fixture/14/0/9
deleted file mode 100644
index ee711eca15..0000000000
--- a/fixture/14/0/9
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/fixture/14/1/.zarray b/fixture/14/1/.zarray
deleted file mode 100644
index e824476370..0000000000
--- a/fixture/14/1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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-    "compressor": {
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-    "shape": [
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-    "zarr_format": 2
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diff --git a/fixture/14/1/.zattrs b/fixture/14/1/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/14/1/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
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index 829927d4a4..0000000000
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GIT binary patch
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diff --git a/fixture/14/2/4 b/fixture/14/2/4
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GIT binary patch
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diff --git a/fixture/14/2/40 b/fixture/14/2/40
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GIT binary patch
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diff --git a/fixture/14/2/41 b/fixture/14/2/41
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diff --git a/fixture/14/2/42 b/fixture/14/2/42
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GIT binary patch
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diff --git a/fixture/14/2/43 b/fixture/14/2/43
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GIT binary patch
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GIT binary patch
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HcmV?d00001

literal 68
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diff --git a/fixture/14/2/45 b/fixture/14/2/45
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GIT binary patch
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literal 68
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diff --git a/fixture/14/2/46 b/fixture/14/2/46
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GIT binary patch
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literal 73
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diff --git a/fixture/14/2/47 b/fixture/14/2/47
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GIT binary patch
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literal 72
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diff --git a/fixture/14/2/48 b/fixture/14/2/48
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GIT binary patch
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literal 74
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diff --git a/fixture/14/2/49 b/fixture/14/2/49
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/14/2/50 b/fixture/14/2/50
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GIT binary patch
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diff --git a/fixture/14/2/51 b/fixture/14/2/51
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GIT binary patch
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diff --git a/fixture/14/2/52 b/fixture/14/2/52
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GIT binary patch
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diff --git a/fixture/14/2/6 b/fixture/14/2/6
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diff --git a/fixture/14/2/9 b/fixture/14/2/9
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literal 69
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diff --git a/fixture/14/3/.zarray b/fixture/14/3/.zarray
deleted file mode 100644
index add9084d76..0000000000
--- a/fixture/14/3/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 0
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-    "dtype": "|S1",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/14/3/.zattrs b/fixture/14/3/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/14/3/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
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diff --git a/fixture/14/4/.zarray b/fixture/14/4/.zarray
deleted file mode 100644
index 1829e35542..0000000000
--- a/fixture/14/4/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 1
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-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        5555
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/14/4/.zattrs b/fixture/14/4/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/14/4/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
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diff --git a/fixture/14/5/.zarray b/fixture/14/5/.zarray
deleted file mode 100644
index d16b10c3d4..0000000000
--- a/fixture/14/5/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 2
-    },
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-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        5555
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/14/5/.zattrs b/fixture/14/5/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/14/5/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
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diff --git a/fixture/14/6/.zarray b/fixture/14/6/.zarray
deleted file mode 100644
index df9c8f19cf..0000000000
--- a/fixture/14/6/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
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-    "compressor": {
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\ No newline at end of file
diff --git a/fixture/14/6/.zattrs b/fixture/14/6/.zattrs
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\ No newline at end of file
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diff --git a/fixture/15/0/.zarray b/fixture/15/0/.zarray
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index bac0eb913108e4874bfd480beff7ee8d4e09f04b..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/15/0/52 b/fixture/15/0/52
deleted file mode 100644
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/15/0/53 b/fixture/15/0/53
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index 6d9fdad73180a7d2b0f89a17bfefa64d5b5b6369..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 1600
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GIT binary patch
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GIT binary patch
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GIT binary patch
literal 0
HcmV?d00001

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GIT binary patch
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HcmV?d00001

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GIT binary patch
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HcmV?d00001

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diff --git a/fixture/15/0/9 b/fixture/15/0/9
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/15/1/.zarray b/fixture/15/1/.zarray
deleted file mode 100644
index 4b49834802..0000000000
--- a/fixture/15/1/.zarray
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@@ -1,17 +0,0 @@
-{
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deleted file mode 100644
index 9e26dfeeb6..0000000000
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diff --git a/fixture/15/1/22 b/fixture/15/1/22
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diff --git a/fixture/15/2/42 b/fixture/15/2/42
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GIT binary patch
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HcmV?d00001

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diff --git a/fixture/15/2/43 b/fixture/15/2/43
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GIT binary patch
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HcmV?d00001

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diff --git a/fixture/15/2/44 b/fixture/15/2/44
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GIT binary patch
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HcmV?d00001

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GIT binary patch
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HcmV?d00001

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diff --git a/fixture/15/2/46 b/fixture/15/2/46
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GIT binary patch
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HcmV?d00001

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diff --git a/fixture/15/2/47 b/fixture/15/2/47
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GIT binary patch
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HcmV?d00001

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diff --git a/fixture/15/2/48 b/fixture/15/2/48
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GIT binary patch
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HcmV?d00001

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diff --git a/fixture/15/2/49 b/fixture/15/2/49
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GIT binary patch
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HcmV?d00001

literal 113
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diff --git a/fixture/15/2/5 b/fixture/15/2/5
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GIT binary patch
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HcmV?d00001

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diff --git a/fixture/15/2/50 b/fixture/15/2/50
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GIT binary patch
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HcmV?d00001

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diff --git a/fixture/15/2/51 b/fixture/15/2/51
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GIT binary patch
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HcmV?d00001

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diff --git a/fixture/15/2/52 b/fixture/15/2/52
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GIT binary patch
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HcmV?d00001

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diff --git a/fixture/15/2/53 b/fixture/15/2/53
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diff --git a/fixture/15/2/54 b/fixture/15/2/54
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GIT binary patch
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diff --git a/fixture/15/2/55 b/fixture/15/2/55
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HcmV?d00001

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diff --git a/fixture/15/2/6 b/fixture/15/2/6
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GIT binary patch
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diff --git a/fixture/15/2/8 b/fixture/15/2/8
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diff --git a/fixture/15/2/9 b/fixture/15/2/9
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HcmV?d00001

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diff --git a/fixture/15/3/.zarray b/fixture/15/3/.zarray
deleted file mode 100644
index 7012a92e43..0000000000
--- a/fixture/15/3/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 0
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-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        5555
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-    "zarr_format": 2
-}
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diff --git a/fixture/15/3/.zattrs b/fixture/15/3/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/15/3/.zattrs
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@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/fixture/15/3/0 b/fixture/15/3/0
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diff --git a/fixture/15/3/1 b/fixture/15/3/1
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diff --git a/fixture/15/3/11 b/fixture/15/3/11
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diff --git a/fixture/15/3/13 b/fixture/15/3/13
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diff --git a/fixture/15/3/16 b/fixture/15/3/16
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diff --git a/fixture/15/3/17 b/fixture/15/3/17
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diff --git a/fixture/15/3/18 b/fixture/15/3/18
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diff --git a/fixture/15/3/19 b/fixture/15/3/19
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diff --git a/fixture/15/4/.zarray b/fixture/15/4/.zarray
deleted file mode 100644
index f0fbb7bdc4..0000000000
--- a/fixture/15/4/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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diff --git a/fixture/15/4/.zattrs b/fixture/15/4/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/15/5/.zarray b/fixture/15/5/.zarray
deleted file mode 100644
index 815d2839ae..0000000000
--- a/fixture/15/5/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 2
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-    "filters": null,
-    "order": "F",
-    "shape": [
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/15/5/.zattrs b/fixture/15/5/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/15/5/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
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index 6b9bc810add588cf530b46301ec66177280f449c..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 182
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diff --git a/fixture/15/5/6 b/fixture/15/5/6
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GIT binary patch
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diff --git a/fixture/15/5/7 b/fixture/15/5/7
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diff --git a/fixture/15/5/8 b/fixture/15/5/8
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GIT binary patch
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diff --git a/fixture/15/5/9 b/fixture/15/5/9
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GIT binary patch
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diff --git a/fixture/15/6/.zarray b/fixture/15/6/.zarray
deleted file mode 100644
index 593a140b77..0000000000
--- a/fixture/15/6/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 0
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-    "filters": null,
-    "order": "F",
-    "shape": [
-        5555
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/15/6/.zattrs b/fixture/15/6/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/15/6/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/15/6/0 b/fixture/15/6/0
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diff --git a/fixture/15/6/25 b/fixture/15/6/25
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index bcaee9295e6c97e2d26cd061dbf39d4e7f7d4084..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 431
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diff --git a/fixture/15/6/26 b/fixture/15/6/26
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index 9d9214d29769795865bb9771ad38c9e47b604dd6..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 405
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diff --git a/fixture/15/6/27 b/fixture/15/6/27
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literal 472
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diff --git a/fixture/15/6/28 b/fixture/15/6/28
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literal 0
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literal 412
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diff --git a/fixture/15/6/29 b/fixture/15/6/29
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literal 0
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literal 397
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diff --git a/fixture/15/6/3 b/fixture/15/6/3
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literal 407
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diff --git a/fixture/15/6/30 b/fixture/15/6/30
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literal 374
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diff --git a/fixture/15/6/31 b/fixture/15/6/31
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literal 395
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diff --git a/fixture/15/6/32 b/fixture/15/6/32
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literal 430
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diff --git a/fixture/15/6/33 b/fixture/15/6/33
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literal 395
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diff --git a/fixture/15/6/34 b/fixture/15/6/34
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literal 443
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diff --git a/fixture/15/6/35 b/fixture/15/6/35
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literal 417
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diff --git a/fixture/15/6/36 b/fixture/15/6/36
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literal 437
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diff --git a/fixture/15/6/37 b/fixture/15/6/37
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literal 435
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diff --git a/fixture/15/6/38 b/fixture/15/6/38
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literal 391
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diff --git a/fixture/15/6/39 b/fixture/15/6/39
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literal 403
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diff --git a/fixture/15/6/4 b/fixture/15/6/4
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literal 428
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diff --git a/fixture/15/6/40 b/fixture/15/6/40
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literal 431
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diff --git a/fixture/15/6/41 b/fixture/15/6/41
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literal 422
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literal 415
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literal 461
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diff --git a/fixture/15/6/45 b/fixture/15/6/45
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literal 412
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index f2ef5b4f47282bea341c01898891666ddc161426..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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GIT binary patch
literal 0
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literal 0
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literal 394
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diff --git a/fixture/15/6/49 b/fixture/15/6/49
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index 45e77f0719da2cdd4bebf16a693fa14078b6bad7..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/15/6/5 b/fixture/15/6/5
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GIT binary patch
literal 0
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literal 444
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literal 0
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literal 428
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diff --git a/fixture/15/6/51 b/fixture/15/6/51
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literal 0
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GIT binary patch
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literal 377
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literal 438
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literal 368
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literal 410
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literal 393
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diff --git a/fixture/15/6/9 b/fixture/15/6/9
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diff --git a/fixture/16/.zattrs b/fixture/16/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/16/.zattrs
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@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/16/0/.zarray b/fixture/16/0/.zarray
deleted file mode 100644
index b817ff3faa..0000000000
--- a/fixture/16/0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
-{
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diff --git a/fixture/16/0/.zattrs b/fixture/16/0/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/16/0/.zattrs
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diff --git a/fixture/16/2/.zarray b/fixture/16/2/.zarray
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index c4bed6fbc7..0000000000
--- a/fixture/16/2/.zarray
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-{
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/16/3/.zarray b/fixture/16/3/.zarray
deleted file mode 100644
index 5e26340594..0000000000
--- a/fixture/16/3/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<f8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        5555
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/16/3/.zattrs b/fixture/16/3/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
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diff --git a/fixture/16/4/.zarray b/fixture/16/4/.zarray
deleted file mode 100644
index 3c0a641923..0000000000
--- a/fixture/16/4/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dtype": "<f8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        5555
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/16/4/.zattrs b/fixture/16/4/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/16/4/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/16/4/0 b/fixture/16/4/0
deleted file mode 100644
index a0c7e7c32d166d969325ebf6fea9182772164f71..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/16/4/1 b/fixture/16/4/1
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GIT binary patch
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diff --git a/fixture/16/4/10 b/fixture/16/4/10
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index f30e6fbb4906df1b22c67cd35a9e7753d95e7e7a..0000000000000000000000000000000000000000
GIT binary patch
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diff --git a/fixture/16/4/11 b/fixture/16/4/11
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GIT binary patch
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HcmV?d00001

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GIT binary patch
literal 0
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diff --git a/fixture/16/4/13 b/fixture/16/4/13
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GIT binary patch
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HcmV?d00001

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diff --git a/fixture/16/4/14 b/fixture/16/4/14
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diff --git a/fixture/16/4/15 b/fixture/16/4/15
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HcmV?d00001

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diff --git a/fixture/16/4/16 b/fixture/16/4/16
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diff --git a/fixture/16/4/17 b/fixture/16/4/17
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diff --git a/fixture/16/4/18 b/fixture/16/4/18
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diff --git a/fixture/16/4/19 b/fixture/16/4/19
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diff --git a/fixture/16/4/2 b/fixture/16/4/2
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diff --git a/fixture/16/4/20 b/fixture/16/4/20
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diff --git a/fixture/16/4/22 b/fixture/16/4/22
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diff --git a/fixture/16/4/23 b/fixture/16/4/23
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diff --git a/fixture/16/4/25 b/fixture/16/4/25
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diff --git a/fixture/16/4/26 b/fixture/16/4/26
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diff --git a/fixture/16/4/27 b/fixture/16/4/27
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index e40dfea0e1c3ed51cd29ff9ee720f99280b0108a..0000000000000000000000000000000000000000
GIT binary patch
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HcmV?d00001

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diff --git a/fixture/16/4/28 b/fixture/16/4/28
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HcmV?d00001

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diff --git a/fixture/16/4/29 b/fixture/16/4/29
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diff --git a/fixture/16/4/3 b/fixture/16/4/3
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HcmV?d00001

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diff --git a/fixture/16/4/30 b/fixture/16/4/30
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diff --git a/fixture/16/4/31 b/fixture/16/4/31
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diff --git a/fixture/16/4/32 b/fixture/16/4/32
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HcmV?d00001

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diff --git a/fixture/16/4/33 b/fixture/16/4/33
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diff --git a/fixture/16/4/34 b/fixture/16/4/34
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HcmV?d00001

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diff --git a/fixture/16/4/35 b/fixture/16/4/35
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HcmV?d00001

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diff --git a/fixture/16/4/36 b/fixture/16/4/36
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diff --git a/fixture/16/4/37 b/fixture/16/4/37
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HcmV?d00001

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diff --git a/fixture/16/4/38 b/fixture/16/4/38
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diff --git a/fixture/16/4/39 b/fixture/16/4/39
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diff --git a/fixture/16/4/40 b/fixture/16/4/40
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diff --git a/fixture/16/5/.zarray b/fixture/16/5/.zarray
deleted file mode 100644
index 3a20db9137..0000000000
--- a/fixture/16/5/.zarray
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@@ -1,19 +0,0 @@
-{
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-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 2
-    },
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-    "order": "F",
-    "shape": [
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diff --git a/fixture/16/5/.zattrs b/fixture/16/5/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/16/5/.zattrs
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diff --git a/fixture/16/6/.zarray b/fixture/16/6/.zarray
deleted file mode 100644
index c802c4589a..0000000000
--- a/fixture/16/6/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 0
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-    "filters": null,
-    "order": "F",
-    "shape": [
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-    "zarr_format": 2
-}
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diff --git a/fixture/16/6/.zattrs b/fixture/16/6/.zattrs
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index 9e26dfeeb6..0000000000
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@@ -1 +0,0 @@
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\ No newline at end of file
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diff --git a/fixture/16/6/55 b/fixture/16/6/55
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diff --git a/fixture/16/6/6 b/fixture/16/6/6
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diff --git a/fixture/17/.zattrs b/fixture/17/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/17/.zattrs
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@@ -1 +0,0 @@
-{}
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diff --git a/fixture/17/0/.zarray b/fixture/17/0/.zarray
deleted file mode 100644
index 9fd846e2ee..0000000000
--- a/fixture/17/0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
-{
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-        100
-    ],
-    "compressor": null,
-    "dtype": "|b1",
-    "fill_value": 0,
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-    "order": "F",
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\ No newline at end of file
diff --git a/fixture/17/0/.zattrs b/fixture/17/0/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/17/0/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/fixture/17/0/0 b/fixture/17/0/0
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diff --git a/fixture/17/0/49 b/fixture/17/0/49
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index 635e08c45aea19efa958379f7c7e4d17c5ed6b0e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/17/0/5 b/fixture/17/0/5
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GIT binary patch
literal 0
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diff --git a/fixture/17/0/50 b/fixture/17/0/50
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GIT binary patch
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literal 100
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diff --git a/fixture/17/0/51 b/fixture/17/0/51
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GIT binary patch
literal 0
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literal 100
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diff --git a/fixture/17/0/52 b/fixture/17/0/52
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GIT binary patch
literal 0
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literal 100
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diff --git a/fixture/17/0/53 b/fixture/17/0/53
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GIT binary patch
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literal 100
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diff --git a/fixture/17/0/54 b/fixture/17/0/54
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GIT binary patch
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diff --git a/fixture/17/0/55 b/fixture/17/0/55
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GIT binary patch
literal 0
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literal 100
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GIT binary patch
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diff --git a/fixture/17/0/7 b/fixture/17/0/7
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GIT binary patch
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diff --git a/fixture/17/0/8 b/fixture/17/0/8
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diff --git a/fixture/17/0/9 b/fixture/17/0/9
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GIT binary patch
literal 0
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diff --git a/fixture/17/1/.zarray b/fixture/17/1/.zarray
deleted file mode 100644
index 0978146ba4..0000000000
--- a/fixture/17/1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "id": "zlib",
-        "level": 1
-    },
-    "dtype": "|b1",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        5555
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/17/1/.zattrs b/fixture/17/1/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/17/1/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/17/1/0 b/fixture/17/1/0
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GIT binary patch
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diff --git a/fixture/17/2/.zarray b/fixture/17/2/.zarray
deleted file mode 100644
index 2418dc8f6b..0000000000
--- a/fixture/17/2/.zarray
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@@ -1,17 +0,0 @@
-{
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index 9e26dfeeb6..0000000000
--- a/fixture/17/2/.zattrs
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\ No newline at end of file
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diff --git a/fixture/17/3/.zarray b/fixture/17/3/.zarray
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-{
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diff --git a/fixture/17/4/.zarray b/fixture/17/4/.zarray
deleted file mode 100644
index 23933729ac..0000000000
--- a/fixture/17/4/.zarray
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@@ -1,19 +0,0 @@
-{
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-    "compressor": {
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\ No newline at end of file
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\ No newline at end of file
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diff --git a/fixture/17/5/.zarray b/fixture/17/5/.zarray
deleted file mode 100644
index 97703ba1bb..0000000000
--- a/fixture/17/5/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 2
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-    "order": "F",
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-}
\ No newline at end of file
diff --git a/fixture/17/5/.zattrs b/fixture/17/5/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/17/5/.zattrs
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\ No newline at end of file
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diff --git a/fixture/17/6/.zarray b/fixture/17/6/.zarray
deleted file mode 100644
index 753fcfd8c6..0000000000
--- a/fixture/17/6/.zarray
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-{
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diff --git a/fixture/18/0/1.1 b/fixture/18/0/1.1
deleted file mode 100644
index b29053245d15f086024e369f0d4c567d36081e39..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/18/0/1.2 b/fixture/18/0/1.2
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index 2aba316ec4a47d0c52c102520ecc8875c663012f..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 1200
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diff --git a/fixture/18/0/1.3 b/fixture/18/0/1.3
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index a9ecb081223f4ea4347ca70d6f78be4cb0966fb1..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 1200
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diff --git a/fixture/18/0/10.0 b/fixture/18/0/10.0
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GIT binary patch
literal 0
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diff --git a/fixture/18/0/10.1 b/fixture/18/0/10.1
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GIT binary patch
literal 0
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diff --git a/fixture/18/0/10.2 b/fixture/18/0/10.2
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diff --git a/fixture/18/0/10.3 b/fixture/18/0/10.3
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diff --git a/fixture/18/0/11.0 b/fixture/18/0/11.0
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diff --git a/fixture/18/0/11.1 b/fixture/18/0/11.1
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diff --git a/fixture/18/0/11.2 b/fixture/18/0/11.2
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diff --git a/fixture/18/0/11.3 b/fixture/18/0/11.3
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diff --git a/fixture/18/0/12.0 b/fixture/18/0/12.0
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diff --git a/fixture/18/0/12.1 b/fixture/18/0/12.1
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diff --git a/fixture/18/0/12.2 b/fixture/18/0/12.2
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diff --git a/fixture/18/0/12.3 b/fixture/18/0/12.3
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diff --git a/fixture/18/0/13.1 b/fixture/18/0/13.1
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diff --git a/fixture/18/0/13.3 b/fixture/18/0/13.3
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diff --git a/fixture/18/0/16.2 b/fixture/18/0/16.2
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diff --git a/fixture/18/0/17.3 b/fixture/18/0/17.3
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diff --git a/fixture/18/0/18.2 b/fixture/18/0/18.2
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diff --git a/fixture/18/0/2.1 b/fixture/18/0/2.1
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GIT binary patch
literal 0
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diff --git a/fixture/18/0/2.2 b/fixture/18/0/2.2
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literal 0
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diff --git a/fixture/18/0/2.3 b/fixture/18/0/2.3
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index cd7335a42311142db3c5204bcfa2f0c04ac7d7c3..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 1200
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diff --git a/fixture/18/0/3.0 b/fixture/18/0/3.0
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GIT binary patch
literal 0
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diff --git a/fixture/18/0/3.1 b/fixture/18/0/3.1
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GIT binary patch
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diff --git a/fixture/18/0/3.2 b/fixture/18/0/3.2
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diff --git a/fixture/18/0/3.3 b/fixture/18/0/3.3
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diff --git a/fixture/18/0/4.0 b/fixture/18/0/4.0
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diff --git a/fixture/18/0/4.1 b/fixture/18/0/4.1
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diff --git a/fixture/18/0/4.2 b/fixture/18/0/4.2
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diff --git a/fixture/18/0/4.3 b/fixture/18/0/4.3
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diff --git a/fixture/18/0/5.0 b/fixture/18/0/5.0
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diff --git a/fixture/18/0/5.1 b/fixture/18/0/5.1
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diff --git a/fixture/18/0/5.2 b/fixture/18/0/5.2
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diff --git a/fixture/18/0/5.3 b/fixture/18/0/5.3
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diff --git a/fixture/18/0/6.0 b/fixture/18/0/6.0
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diff --git a/fixture/18/0/6.1 b/fixture/18/0/6.1
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diff --git a/fixture/18/0/6.3 b/fixture/18/0/6.3
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diff --git a/fixture/18/0/7.1 b/fixture/18/0/7.1
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diff --git a/fixture/18/0/7.2 b/fixture/18/0/7.2
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diff --git a/fixture/18/0/7.3 b/fixture/18/0/7.3
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diff --git a/fixture/18/0/9.2 b/fixture/18/0/9.2
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GIT binary patch
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diff --git a/fixture/18/0/9.3 b/fixture/18/0/9.3
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diff --git a/fixture/18/1/.zarray b/fixture/18/1/.zarray
deleted file mode 100644
index 7da777f00a..0000000000
--- a/fixture/18/1/.zarray
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@@ -1,19 +0,0 @@
-{
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diff --git a/fixture/18/1/.zattrs b/fixture/18/1/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/18/1/0.0 b/fixture/18/1/0.0
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diff --git a/fixture/18/1/9.1 b/fixture/18/1/9.1
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diff --git a/fixture/18/2/.zarray b/fixture/18/2/.zarray
deleted file mode 100644
index 344b2cf263..0000000000
--- a/fixture/18/2/.zarray
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-{
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diff --git a/fixture/18/2/.zattrs b/fixture/18/2/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/18/2/0.3 b/fixture/18/2/0.3
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diff --git a/fixture/18/2/1.0 b/fixture/18/2/1.0
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diff --git a/fixture/18/2/1.2 b/fixture/18/2/1.2
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diff --git a/fixture/18/2/10.0 b/fixture/18/2/10.0
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diff --git a/fixture/18/2/10.1 b/fixture/18/2/10.1
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diff --git a/fixture/18/2/10.2 b/fixture/18/2/10.2
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diff --git a/fixture/18/2/16.1 b/fixture/18/2/16.1
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diff --git a/fixture/18/2/16.3 b/fixture/18/2/16.3
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diff --git a/fixture/18/2/17.1 b/fixture/18/2/17.1
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diff --git a/fixture/18/2/8.1 b/fixture/18/2/8.1
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diff --git a/fixture/18/2/8.2 b/fixture/18/2/8.2
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GIT binary patch
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diff --git a/fixture/18/2/8.3 b/fixture/18/2/8.3
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GIT binary patch
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diff --git a/fixture/18/2/9.0 b/fixture/18/2/9.0
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diff --git a/fixture/18/2/9.1 b/fixture/18/2/9.1
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GIT binary patch
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diff --git a/fixture/18/2/9.2 b/fixture/18/2/9.2
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diff --git a/fixture/18/2/9.3 b/fixture/18/2/9.3
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diff --git a/fixture/18/3/.zarray b/fixture/18/3/.zarray
deleted file mode 100644
index 16e8b7992f..0000000000
--- a/fixture/18/3/.zarray
+++ /dev/null
@@ -1,21 +0,0 @@
-{
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-        3
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
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-        "shuffle": 0
-    },
-    "dtype": "<i4",
-    "fill_value": 0,
-    "filters": null,
-    "order": "C",
-    "shape": [
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-        10
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-    "zarr_format": 2
-}
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diff --git a/fixture/18/3/.zattrs b/fixture/18/3/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/18/3/.zattrs
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@@ -1 +0,0 @@
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diff --git a/fixture/18/3/0.0 b/fixture/18/3/0.0
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diff --git a/fixture/18/3/0.1 b/fixture/18/3/0.1
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diff --git a/fixture/18/3/0.2 b/fixture/18/3/0.2
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diff --git a/fixture/18/3/0.3 b/fixture/18/3/0.3
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diff --git a/fixture/18/3/1.0 b/fixture/18/3/1.0
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diff --git a/fixture/18/3/12.0 b/fixture/18/3/12.0
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index 167f799aeae0006f550e10a7a0b23afa897878aa..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/18/3/12.1 b/fixture/18/3/12.1
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GIT binary patch
literal 0
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diff --git a/fixture/18/3/12.2 b/fixture/18/3/12.2
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index 6c0796123eef46cbe82616f5f81fb0234fbe948b..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/18/3/12.3 b/fixture/18/3/12.3
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GIT binary patch
literal 0
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diff --git a/fixture/18/3/13.0 b/fixture/18/3/13.0
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GIT binary patch
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diff --git a/fixture/18/3/13.1 b/fixture/18/3/13.1
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index 96bfab39a7d0cf848b2ff9c6f6ceba465954d40b..0000000000000000000000000000000000000000
GIT binary patch
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diff --git a/fixture/18/3/13.2 b/fixture/18/3/13.2
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literal 0
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diff --git a/fixture/18/3/13.3 b/fixture/18/3/13.3
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GIT binary patch
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diff --git a/fixture/18/3/14.0 b/fixture/18/3/14.0
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diff --git a/fixture/18/3/14.1 b/fixture/18/3/14.1
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diff --git a/fixture/18/3/14.2 b/fixture/18/3/14.2
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diff --git a/fixture/18/3/9.0 b/fixture/18/3/9.0
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diff --git a/fixture/18/3/9.1 b/fixture/18/3/9.1
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diff --git a/fixture/18/3/9.2 b/fixture/18/3/9.2
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diff --git a/fixture/18/3/9.3 b/fixture/18/3/9.3
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diff --git a/fixture/18/4/.zarray b/fixture/18/4/.zarray
deleted file mode 100644
index 8d59d6e1b6..0000000000
--- a/fixture/18/4/.zarray
+++ /dev/null
@@ -1,21 +0,0 @@
-{
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-        100,
-        3
-    ],
-    "compressor": {
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-        "cname": "zstd",
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-        "shuffle": 1
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-    "order": "C",
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-        10
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-    "zarr_format": 2
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diff --git a/fixture/18/4/.zattrs b/fixture/18/4/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/18/4/.zattrs
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@@ -1 +0,0 @@
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diff --git a/fixture/18/4/0.0 b/fixture/18/4/0.0
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diff --git a/fixture/18/4/0.1 b/fixture/18/4/0.1
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diff --git a/fixture/18/4/0.2 b/fixture/18/4/0.2
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diff --git a/fixture/18/4/4.2 b/fixture/18/4/4.2
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diff --git a/fixture/18/4/4.3 b/fixture/18/4/4.3
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diff --git a/fixture/18/4/5.0 b/fixture/18/4/5.0
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diff --git a/fixture/18/4/5.1 b/fixture/18/4/5.1
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diff --git a/fixture/18/4/5.2 b/fixture/18/4/5.2
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diff --git a/fixture/18/4/5.3 b/fixture/18/4/5.3
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diff --git a/fixture/18/4/6.1 b/fixture/18/4/6.1
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diff --git a/fixture/18/4/6.2 b/fixture/18/4/6.2
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diff --git a/fixture/18/4/6.3 b/fixture/18/4/6.3
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diff --git a/fixture/18/4/7.1 b/fixture/18/4/7.1
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diff --git a/fixture/18/4/7.2 b/fixture/18/4/7.2
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diff --git a/fixture/18/4/9.0 b/fixture/18/4/9.0
deleted file mode 100644
index 132fc0b80b4fd830a445948a59792649ad58530d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 358
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diff --git a/fixture/18/4/9.1 b/fixture/18/4/9.1
deleted file mode 100644
index d8e0200a9aa393edda5d0d6af2a4b7eb57e1b758..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 357
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diff --git a/fixture/18/4/9.2 b/fixture/18/4/9.2
deleted file mode 100644
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GIT binary patch
literal 0
HcmV?d00001

literal 357
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diff --git a/fixture/18/4/9.3 b/fixture/18/4/9.3
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index da0ff81aa4ca05f02f681c40b7e0537e40191385..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/18/5/.zarray b/fixture/18/5/.zarray
deleted file mode 100644
index fe1bded976..0000000000
--- a/fixture/18/5/.zarray
+++ /dev/null
@@ -1,21 +0,0 @@
-{
-    "chunks": [
-        100,
-        3
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 2
-    },
-    "dtype": "<i4",
-    "fill_value": 0,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        2000,
-        10
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/18/5/.zattrs b/fixture/18/5/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/18/5/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/18/5/0.0 b/fixture/18/5/0.0
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GIT binary patch
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diff --git a/fixture/18/5/0.1 b/fixture/18/5/0.1
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GIT binary patch
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diff --git a/fixture/18/5/0.2 b/fixture/18/5/0.2
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diff --git a/fixture/18/5/0.3 b/fixture/18/5/0.3
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GIT binary patch
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diff --git a/fixture/18/5/1.0 b/fixture/18/5/1.0
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GIT binary patch
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diff --git a/fixture/18/5/1.1 b/fixture/18/5/1.1
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diff --git a/fixture/18/5/1.2 b/fixture/18/5/1.2
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diff --git a/fixture/18/5/1.3 b/fixture/18/5/1.3
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literal 165
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diff --git a/fixture/18/5/10.0 b/fixture/18/5/10.0
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diff --git a/fixture/18/5/15.3 b/fixture/18/5/15.3
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index 640d380913b5e2983430ddcf259fd98415d45ca4..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/18/5/16.0 b/fixture/18/5/16.0
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index e19cb63b5980ddefc95acf44d70eb892e1b275ba..0000000000000000000000000000000000000000
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literal 0
HcmV?d00001

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diff --git a/fixture/18/5/16.1 b/fixture/18/5/16.1
deleted file mode 100644
index 00a88e0d8948646663c7a8250409f0c8e8a87003..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 729
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diff --git a/fixture/18/5/16.2 b/fixture/18/5/16.2
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GIT binary patch
literal 0
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literal 721
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diff --git a/fixture/18/5/16.3 b/fixture/18/5/16.3
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GIT binary patch
literal 0
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diff --git a/fixture/18/5/17.0 b/fixture/18/5/17.0
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HcmV?d00001

literal 717
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diff --git a/fixture/18/5/17.1 b/fixture/18/5/17.1
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GIT binary patch
literal 0
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diff --git a/fixture/18/5/17.2 b/fixture/18/5/17.2
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diff --git a/fixture/18/5/17.3 b/fixture/18/5/17.3
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diff --git a/fixture/18/5/18.0 b/fixture/18/5/18.0
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diff --git a/fixture/18/5/18.1 b/fixture/18/5/18.1
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diff --git a/fixture/18/5/4.1 b/fixture/18/5/4.1
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diff --git a/fixture/18/5/4.2 b/fixture/18/5/4.2
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diff --git a/fixture/18/5/4.3 b/fixture/18/5/4.3
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diff --git a/fixture/18/5/8.3 b/fixture/18/5/8.3
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GIT binary patch
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diff --git a/fixture/18/5/9.0 b/fixture/18/5/9.0
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GIT binary patch
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diff --git a/fixture/18/5/9.1 b/fixture/18/5/9.1
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diff --git a/fixture/18/5/9.2 b/fixture/18/5/9.2
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diff --git a/fixture/18/5/9.3 b/fixture/18/5/9.3
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GIT binary patch
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diff --git a/fixture/18/6/.zarray b/fixture/18/6/.zarray
deleted file mode 100644
index 6749eab7b1..0000000000
--- a/fixture/18/6/.zarray
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@@ -1,21 +0,0 @@
-{
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-    "compressor": {
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diff --git a/fixture/18/6/.zattrs b/fixture/18/6/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/18/6/0.0 b/fixture/18/6/0.0
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diff --git a/fixture/18/6/0.1 b/fixture/18/6/0.1
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diff --git a/fixture/18/6/0.2 b/fixture/18/6/0.2
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diff --git a/fixture/18/6/0.3 b/fixture/18/6/0.3
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diff --git a/fixture/18/6/1.1 b/fixture/18/6/1.1
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diff --git a/fixture/18/6/17.0 b/fixture/18/6/17.0
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diff --git a/fixture/18/6/17.1 b/fixture/18/6/17.1
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diff --git a/fixture/19/.zattrs b/fixture/19/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
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diff --git a/fixture/19/0/.zarray b/fixture/19/0/.zarray
deleted file mode 100644
index f439a51fec..0000000000
--- a/fixture/19/0/.zarray
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diff --git a/fixture/19/0/.zattrs b/fixture/19/0/.zattrs
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diff --git a/fixture/19/1/.zarray b/fixture/19/1/.zarray
deleted file mode 100644
index bf82cd53dd..0000000000
--- a/fixture/19/1/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100,
-        30
-    ],
-    "compressor": {
-        "id": "zlib",
-        "level": 1
-    },
-    "dtype": "<i4",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        200,
-        100
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/19/1/.zattrs b/fixture/19/1/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/19/1/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/fixture/19/1/0.0 b/fixture/19/1/0.0
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GIT binary patch
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diff --git a/fixture/19/2/.zarray b/fixture/19/2/.zarray
deleted file mode 100644
index be8c857048..0000000000
--- a/fixture/19/2/.zarray
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diff --git a/fixture/19/2/.zattrs b/fixture/19/2/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
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diff --git a/fixture/19/3/.zarray b/fixture/19/3/.zarray
deleted file mode 100644
index 7fa06a1c0e..0000000000
--- a/fixture/19/3/.zarray
+++ /dev/null
@@ -1,21 +0,0 @@
-{
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-    ],
-    "compressor": {
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diff --git a/fixture/19/3/.zattrs b/fixture/19/3/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/19/4/.zarray b/fixture/19/4/.zarray
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index 8757b9339d..0000000000
--- a/fixture/19/4/.zarray
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@@ -1,21 +0,0 @@
-{
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-    "compressor": {
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diff --git a/fixture/19/4/.zattrs b/fixture/19/4/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
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diff --git a/fixture/19/4/0.1 b/fixture/19/4/0.1
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diff --git a/fixture/19/4/0.3 b/fixture/19/4/0.3
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diff --git a/fixture/19/4/1.1 b/fixture/19/4/1.1
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diff --git a/fixture/19/4/1.2 b/fixture/19/4/1.2
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diff --git a/fixture/19/4/1.3 b/fixture/19/4/1.3
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diff --git a/fixture/19/5/.zarray b/fixture/19/5/.zarray
deleted file mode 100644
index 6d6c31a7a7..0000000000
--- a/fixture/19/5/.zarray
+++ /dev/null
@@ -1,21 +0,0 @@
-{
-    "chunks": [
-        100,
-        30
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 2
-    },
-    "dtype": "<i4",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        200,
-        100
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/19/5/.zattrs b/fixture/19/5/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/19/5/.zattrs
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diff --git a/fixture/19/5/0.0 b/fixture/19/5/0.0
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diff --git a/fixture/19/5/0.1 b/fixture/19/5/0.1
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diff --git a/fixture/19/5/1.1 b/fixture/19/5/1.1
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diff --git a/fixture/19/5/1.2 b/fixture/19/5/1.2
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diff --git a/fixture/19/6/.zarray b/fixture/19/6/.zarray
deleted file mode 100644
index 9caad1d982..0000000000
--- a/fixture/19/6/.zarray
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@@ -1,21 +0,0 @@
-{
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-    "compressor": {
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diff --git a/fixture/19/6/.zattrs b/fixture/19/6/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/19/6/1.2 b/fixture/19/6/1.2
deleted file mode 100644
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index 31b42f945a244d5d16bdfb6053689844e989e40f..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/2/.zattrs b/fixture/2/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/2/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/2/0/.zarray b/fixture/2/0/.zarray
deleted file mode 100644
index 0dc3517a6b..0000000000
--- a/fixture/2/0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
-{
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-    "dtype": "<i4",
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diff --git a/fixture/2/0/.zattrs b/fixture/2/0/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
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@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/2/0/0 b/fixture/2/0/0
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GIT binary patch
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diff --git a/fixture/2/0/1 b/fixture/2/0/1
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GIT binary patch
literal 0
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diff --git a/fixture/2/0/10 b/fixture/2/0/10
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GIT binary patch
literal 0
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literal 0
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diff --git a/fixture/2/0/2 b/fixture/2/0/2
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GIT binary patch
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GIT binary patch
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literal 400
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GIT binary patch
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literal 400
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diff --git a/fixture/2/0/9 b/fixture/2/0/9
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GIT binary patch
literal 0
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literal 400
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diff --git a/fixture/2/1/.zarray b/fixture/2/1/.zarray
deleted file mode 100644
index 4640f258cb..0000000000
--- a/fixture/2/1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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diff --git a/fixture/2/1/.zattrs b/fixture/2/1/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/2/1/1 b/fixture/2/1/1
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diff --git a/fixture/2/1/10 b/fixture/2/1/10
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GIT binary patch
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diff --git a/fixture/2/1/2 b/fixture/2/1/2
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diff --git a/fixture/2/1/5 b/fixture/2/1/5
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/2/1/8 b/fixture/2/1/8
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GIT binary patch
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diff --git a/fixture/2/1/9 b/fixture/2/1/9
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GIT binary patch
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diff --git a/fixture/2/2/.zarray b/fixture/2/2/.zarray
deleted file mode 100644
index 96a207a755..0000000000
--- a/fixture/2/2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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-    "compressor": {
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diff --git a/fixture/2/2/.zattrs b/fixture/2/2/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/2/2/.zattrs
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diff --git a/fixture/2/2/0 b/fixture/2/2/0
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diff --git a/fixture/2/3/.zarray b/fixture/2/3/.zarray
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index 348ffb6fc1..0000000000
--- a/fixture/2/3/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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diff --git a/fixture/2/3/.zattrs b/fixture/2/3/.zattrs
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diff --git a/fixture/2/4/.zarray b/fixture/2/4/.zarray
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index ca8bd7c8d8..0000000000
--- a/fixture/2/4/.zarray
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-{
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index 9e26dfeeb6..0000000000
--- a/fixture/2/4/.zattrs
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@@ -1 +0,0 @@
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diff --git a/fixture/2/4/0 b/fixture/2/4/0
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diff --git a/fixture/2/5/.zarray b/fixture/2/5/.zarray
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index eb1daf73b2..0000000000
--- a/fixture/2/5/.zarray
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@@ -1,19 +0,0 @@
-{
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index ad63df90d4..0000000000
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GIT binary patch
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diff --git a/fixture/20/0/1.3.1 b/fixture/20/0/1.3.1
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GIT binary patch
literal 0
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diff --git a/fixture/20/0/1.3.2 b/fixture/20/0/1.3.2
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GIT binary patch
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diff --git a/fixture/20/0/1.3.3 b/fixture/20/0/1.3.3
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literal 0
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diff --git a/fixture/20/1/.zarray b/fixture/20/1/.zarray
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index ca7dbfe466..0000000000
--- a/fixture/20/1/.zarray
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@@ -1,21 +0,0 @@
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diff --git a/fixture/20/1/.zattrs b/fixture/20/1/.zattrs
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diff --git a/fixture/20/1/0.0.0 b/fixture/20/1/0.0.0
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diff --git a/fixture/20/1/0.0.2 b/fixture/20/1/0.0.2
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diff --git a/fixture/20/2/.zarray b/fixture/20/2/.zarray
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index 5738808845..0000000000
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diff --git a/fixture/20/2/.zattrs b/fixture/20/2/.zattrs
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diff --git a/fixture/20/3/.zarray b/fixture/20/3/.zarray
deleted file mode 100644
index 2e7d8468e3..0000000000
--- a/fixture/20/3/.zarray
+++ /dev/null
@@ -1,23 +0,0 @@
-{
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-        100,
-        3,
-        3
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 0
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-    "filters": null,
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-    "shape": [
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-        10,
-        10
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/20/3/.zattrs b/fixture/20/3/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/20/3/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
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diff --git a/fixture/20/3/0.0.3 b/fixture/20/3/0.0.3
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diff --git a/fixture/20/3/1.1.3 b/fixture/20/3/1.1.3
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diff --git a/fixture/20/3/1.3.0 b/fixture/20/3/1.3.0
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diff --git a/fixture/20/3/1.3.1 b/fixture/20/3/1.3.1
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diff --git a/fixture/20/4/.zarray b/fixture/20/4/.zarray
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index 98e3eba3db..0000000000
--- a/fixture/20/4/.zarray
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-{
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diff --git a/fixture/20/4/.zattrs b/fixture/20/4/.zattrs
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diff --git a/fixture/20/5/.zarray b/fixture/20/5/.zarray
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index 13df5cf7d9..0000000000
--- a/fixture/20/5/.zarray
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-{
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diff --git a/fixture/20/5/.zattrs b/fixture/20/5/.zattrs
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diff --git a/fixture/20/5/0.1.2 b/fixture/20/5/0.1.2
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diff --git a/fixture/20/5/0.1.3 b/fixture/20/5/0.1.3
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diff --git a/fixture/20/5/0.2.0 b/fixture/20/5/0.2.0
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diff --git a/fixture/20/5/0.2.1 b/fixture/20/5/0.2.1
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diff --git a/fixture/20/5/1.2.2 b/fixture/20/5/1.2.2
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diff --git a/fixture/20/5/1.3.0 b/fixture/20/5/1.3.0
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diff --git a/fixture/20/6/.zarray b/fixture/20/6/.zarray
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index 99654feecb..0000000000
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-{
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diff --git a/fixture/20/6/.zattrs b/fixture/20/6/.zattrs
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diff --git a/fixture/20/6/0.0.3 b/fixture/20/6/0.0.3
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diff --git a/fixture/21/0/.zarray b/fixture/21/0/.zarray
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diff --git a/fixture/21/0/1.2.3 b/fixture/21/0/1.2.3
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diff --git a/fixture/21/0/1.3.0 b/fixture/21/0/1.3.0
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diff --git a/fixture/21/0/1.3.1 b/fixture/21/0/1.3.1
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diff --git a/fixture/21/0/1.3.2 b/fixture/21/0/1.3.2
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diff --git a/fixture/21/0/1.3.3 b/fixture/21/0/1.3.3
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diff --git a/fixture/21/1/.zarray b/fixture/21/1/.zarray
deleted file mode 100644
index 21578466c9..0000000000
--- a/fixture/21/1/.zarray
+++ /dev/null
@@ -1,21 +0,0 @@
-{
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-        30,
-        3
-    ],
-    "compressor": {
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-    },
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-    "shape": [
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-        100,
-        10
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-    "zarr_format": 2
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diff --git a/fixture/21/1/.zattrs b/fixture/21/1/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/21/1/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/fixture/21/1/0.0.0 b/fixture/21/1/0.0.0
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diff --git a/fixture/21/1/1.1.3 b/fixture/21/1/1.1.3
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diff --git a/fixture/21/1/1.2.0 b/fixture/21/1/1.2.0
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diff --git a/fixture/21/1/1.2.1 b/fixture/21/1/1.2.1
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diff --git a/fixture/21/1/1.2.2 b/fixture/21/1/1.2.2
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diff --git a/fixture/21/1/1.2.3 b/fixture/21/1/1.2.3
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diff --git a/fixture/21/1/1.3.2 b/fixture/21/1/1.3.2
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GIT binary patch
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diff --git a/fixture/21/1/1.3.3 b/fixture/21/1/1.3.3
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GIT binary patch
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diff --git a/fixture/21/2/.zarray b/fixture/21/2/.zarray
deleted file mode 100644
index 9401811b6e..0000000000
--- a/fixture/21/2/.zarray
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@@ -1,21 +0,0 @@
-{
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diff --git a/fixture/21/2/.zattrs b/fixture/21/2/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/21/2/0.0.0 b/fixture/21/2/0.0.0
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diff --git a/fixture/21/2/0.0.1 b/fixture/21/2/0.0.1
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diff --git a/fixture/21/2/0.0.2 b/fixture/21/2/0.0.2
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diff --git a/fixture/21/2/0.0.3 b/fixture/21/2/0.0.3
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diff --git a/fixture/21/2/0.1.0 b/fixture/21/2/0.1.0
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diff --git a/fixture/21/2/0.1.1 b/fixture/21/2/0.1.1
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diff --git a/fixture/21/3/.zarray b/fixture/21/3/.zarray
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index 856e984007..0000000000
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diff --git a/fixture/21/3/.zattrs b/fixture/21/3/.zattrs
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diff --git a/fixture/21/3/1.1.3 b/fixture/21/3/1.1.3
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GIT binary patch
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diff --git a/fixture/21/3/1.2.0 b/fixture/21/3/1.2.0
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diff --git a/fixture/21/3/1.2.1 b/fixture/21/3/1.2.1
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diff --git a/fixture/21/3/1.2.2 b/fixture/21/3/1.2.2
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diff --git a/fixture/21/3/1.3.3 b/fixture/21/3/1.3.3
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diff --git a/fixture/21/4/.zarray b/fixture/21/4/.zarray
deleted file mode 100644
index 61abf939f3..0000000000
--- a/fixture/21/4/.zarray
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-{
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-    "compressor": {
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diff --git a/fixture/21/4/.zattrs b/fixture/21/4/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/21/5/.zarray b/fixture/21/5/.zarray
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index ef9898c124..0000000000
--- a/fixture/21/5/.zarray
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-{
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diff --git a/fixture/21/5/.zattrs b/fixture/21/5/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/21/5/1.2.1 b/fixture/21/5/1.2.1
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diff --git a/fixture/21/5/1.2.2 b/fixture/21/5/1.2.2
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diff --git a/fixture/21/5/1.2.3 b/fixture/21/5/1.2.3
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diff --git a/fixture/21/5/1.3.0 b/fixture/21/5/1.3.0
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diff --git a/fixture/21/6/.zarray b/fixture/21/6/.zarray
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index 9081180d3e..0000000000
--- a/fixture/21/6/.zarray
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-{
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diff --git a/fixture/21/6/.zattrs b/fixture/21/6/.zattrs
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diff --git a/fixture/21/6/1.2.3 b/fixture/21/6/1.2.3
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diff --git a/fixture/21/6/1.3.1 b/fixture/21/6/1.3.1
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diff --git a/fixture/22/.zattrs b/fixture/22/.zattrs
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diff --git a/fixture/22/0/.zarray b/fixture/22/0/.zarray
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index 246e8cb3a6..0000000000
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diff --git a/fixture/22/0/1.2.0.3 b/fixture/22/0/1.2.0.3
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diff --git a/fixture/22/0/1.2.2.2 b/fixture/22/0/1.2.2.2
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diff --git a/fixture/22/0/1.2.2.3 b/fixture/22/0/1.2.2.3
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diff --git a/fixture/22/0/1.2.3.0 b/fixture/22/0/1.2.3.0
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diff --git a/fixture/22/0/1.2.3.1 b/fixture/22/0/1.2.3.1
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diff --git a/fixture/22/0/1.2.3.2 b/fixture/22/0/1.2.3.2
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diff --git a/fixture/22/0/1.2.3.3 b/fixture/22/0/1.2.3.3
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diff --git a/fixture/22/0/1.3.0.0 b/fixture/22/0/1.3.0.0
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diff --git a/fixture/22/0/1.3.0.1 b/fixture/22/0/1.3.0.1
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diff --git a/fixture/22/0/1.3.0.2 b/fixture/22/0/1.3.0.2
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diff --git a/fixture/22/0/1.3.0.3 b/fixture/22/0/1.3.0.3
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diff --git a/fixture/22/0/1.3.1.0 b/fixture/22/0/1.3.1.0
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diff --git a/fixture/22/0/1.3.1.1 b/fixture/22/0/1.3.1.1
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diff --git a/fixture/22/0/1.3.1.3 b/fixture/22/0/1.3.1.3
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diff --git a/fixture/22/0/1.3.2.0 b/fixture/22/0/1.3.2.0
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diff --git a/fixture/22/0/1.3.2.1 b/fixture/22/0/1.3.2.1
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diff --git a/fixture/22/1/.zarray b/fixture/22/1/.zarray
deleted file mode 100644
index b227ad2df9..0000000000
--- a/fixture/22/1/.zarray
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-    "chunks": [
-        10,
-        3,
-        3,
-        3
-    ],
-    "compressor": {
-        "id": "zlib",
-        "level": 1
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-    "order": "C",
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/22/1/.zattrs b/fixture/22/1/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/22/1/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
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diff --git a/fixture/22/2/.zarray b/fixture/22/2/.zarray
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index 88ed80efcc..0000000000
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diff --git a/fixture/22/3/.zarray b/fixture/22/3/.zarray
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index 25e3e45e56..0000000000
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diff --git a/fixture/22/3/0.0.2.1 b/fixture/22/3/0.0.2.1
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diff --git a/fixture/22/3/0.0.2.2 b/fixture/22/3/0.0.2.2
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diff --git a/fixture/22/3/0.0.2.3 b/fixture/22/3/0.0.2.3
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diff --git a/fixture/22/3/0.0.3.0 b/fixture/22/3/0.0.3.0
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diff --git a/fixture/22/3/0.0.3.1 b/fixture/22/3/0.0.3.1
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diff --git a/fixture/22/3/0.0.3.2 b/fixture/22/3/0.0.3.2
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diff --git a/fixture/22/3/0.1.0.0 b/fixture/22/3/0.1.0.0
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diff --git a/fixture/22/3/0.1.0.1 b/fixture/22/3/0.1.0.1
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diff --git a/fixture/22/3/0.1.1.2 b/fixture/22/3/0.1.1.2
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diff --git a/fixture/22/3/0.1.1.3 b/fixture/22/3/0.1.1.3
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diff --git a/fixture/22/3/0.1.2.0 b/fixture/22/3/0.1.2.0
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diff --git a/fixture/22/3/0.1.2.1 b/fixture/22/3/0.1.2.1
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diff --git a/fixture/22/3/0.1.2.2 b/fixture/22/3/0.1.2.2
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diff --git a/fixture/22/3/0.1.2.3 b/fixture/22/3/0.1.2.3
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diff --git a/fixture/22/3/0.1.3.0 b/fixture/22/3/0.1.3.0
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diff --git a/fixture/22/3/0.1.3.1 b/fixture/22/3/0.1.3.1
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diff --git a/fixture/22/3/0.2.0.0 b/fixture/22/3/0.2.0.0
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diff --git a/fixture/22/3/0.2.0.3 b/fixture/22/3/0.2.0.3
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GIT binary patch
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diff --git a/fixture/22/3/0.2.1.0 b/fixture/22/3/0.2.1.0
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GIT binary patch
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diff --git a/fixture/22/3/0.2.1.1 b/fixture/22/3/0.2.1.1
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GIT binary patch
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diff --git a/fixture/22/3/0.2.1.3 b/fixture/22/3/0.2.1.3
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diff --git a/fixture/22/3/0.2.2.0 b/fixture/22/3/0.2.2.0
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diff --git a/fixture/22/3/0.2.2.1 b/fixture/22/3/0.2.2.1
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diff --git a/fixture/22/3/0.2.2.3 b/fixture/22/3/0.2.2.3
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diff --git a/fixture/22/4/.zarray b/fixture/22/4/.zarray
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index c200a4001a..0000000000
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diff --git a/fixture/22/5/.zarray b/fixture/22/5/.zarray
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index 476be1e812..0000000000
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-{
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diff --git a/fixture/22/5/.zattrs b/fixture/22/5/.zattrs
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diff --git a/fixture/22/6/.zarray b/fixture/22/6/.zarray
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index e4e2a9c7cb..0000000000
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-{
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diff --git a/fixture/23/.zattrs b/fixture/23/.zattrs
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diff --git a/fixture/23/0/.zarray b/fixture/23/0/.zarray
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index 1043a53236..0000000000
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diff --git a/fixture/23/0/1.3.0.0 b/fixture/23/0/1.3.0.0
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diff --git a/fixture/23/0/1.3.0.1 b/fixture/23/0/1.3.0.1
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diff --git a/fixture/23/0/1.3.0.2 b/fixture/23/0/1.3.0.2
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diff --git a/fixture/23/0/1.3.0.3 b/fixture/23/0/1.3.0.3
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diff --git a/fixture/23/0/1.3.1.0 b/fixture/23/0/1.3.1.0
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diff --git a/fixture/23/0/1.3.1.1 b/fixture/23/0/1.3.1.1
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diff --git a/fixture/23/0/1.3.1.2 b/fixture/23/0/1.3.1.2
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diff --git a/fixture/23/0/1.3.2.1 b/fixture/23/0/1.3.2.1
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diff --git a/fixture/23/0/1.3.3.0 b/fixture/23/0/1.3.3.0
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diff --git a/fixture/23/0/1.3.3.3 b/fixture/23/0/1.3.3.3
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diff --git a/fixture/23/1/.zarray b/fixture/23/1/.zarray
deleted file mode 100644
index a31e34976d..0000000000
--- a/fixture/23/1/.zarray
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@@ -1,23 +0,0 @@
-{
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diff --git a/fixture/23/1/.zattrs b/fixture/23/1/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/23/1/.zattrs
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@@ -1 +0,0 @@
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diff --git a/fixture/23/3/0.0.3.2 b/fixture/23/3/0.0.3.2
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diff --git a/fixture/23/3/0.0.3.3 b/fixture/23/3/0.0.3.3
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diff --git a/fixture/23/3/0.1.0.0 b/fixture/23/3/0.1.0.0
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diff --git a/fixture/23/3/0.1.0.1 b/fixture/23/3/0.1.0.1
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diff --git a/fixture/23/3/0.1.0.2 b/fixture/23/3/0.1.0.2
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diff --git a/fixture/23/5/.zarray b/fixture/23/5/.zarray
deleted file mode 100644
index 86c52f82b9..0000000000
--- a/fixture/23/5/.zarray
+++ /dev/null
@@ -1,25 +0,0 @@
-{
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-    "compressor": {
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diff --git a/fixture/23/5/.zattrs b/fixture/23/5/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/23/5/.zattrs
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diff --git a/fixture/3/6/.zarray b/fixture/3/6/.zarray
deleted file mode 100644
index c34ed86b19..0000000000
--- a/fixture/3/6/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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-    "compressor": {
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diff --git a/fixture/3/6/.zattrs b/fixture/3/6/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/3/6/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/3/6/0 b/fixture/3/6/0
deleted file mode 100644
index ea8d47d5d146c503b93df6b9b45ac3b592479ca8..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/3/6/1 b/fixture/3/6/1
deleted file mode 100644
index 2ca7ea3c1621f4f24870f26e529ec7567d1198da..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 513
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diff --git a/fixture/4/.zattrs b/fixture/4/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/4/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/4/0/.zarray b/fixture/4/0/.zarray
deleted file mode 100644
index 1ef5e898d7..0000000000
--- a/fixture/4/0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
-{
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-    "dtype": "|u1",
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\ No newline at end of file
diff --git a/fixture/4/0/.zattrs b/fixture/4/0/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/4/0/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/4/0/0 b/fixture/4/0/0
deleted file mode 100644
index 9250612a3699e0647478837ed23a269bbf55a4d4..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 100
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diff --git a/fixture/4/0/1 b/fixture/4/0/1
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index 3bf8c65cfe219e7777f366ea98ebf9dbaea88064..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 100
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diff --git a/fixture/4/0/10 b/fixture/4/0/10
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index f1f607eec3d64991317384e0cb31f3461d8fc0ec..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 100
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diff --git a/fixture/4/0/11 b/fixture/4/0/11
deleted file mode 100644
index fe12d17c00..0000000000
--- a/fixture/4/0/11
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@@ -1,3 +0,0 @@
-
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diff --git a/fixture/4/0/12 b/fixture/4/0/12
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index 2a27b590e4..0000000000
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diff --git a/fixture/4/0/13 b/fixture/4/0/13
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@@ -1 +0,0 @@
-��
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index b483048a819e4ff0b87b8d8b59d35ff7857a2a89..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 100
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diff --git a/fixture/4/0/16 b/fixture/4/0/16
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index 6a73861fa1..0000000000
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diff --git a/fixture/4/0/17 b/fixture/4/0/17
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index 325894c38e..0000000000
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diff --git a/fixture/4/0/18 b/fixture/4/0/18
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index e92f942c4f26ec82032913e86ac5802cf96f500e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 100
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diff --git a/fixture/4/0/2 b/fixture/4/0/2
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diff --git a/fixture/4/0/20 b/fixture/4/0/20
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diff --git a/fixture/4/0/21 b/fixture/4/0/21
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index c51a1f4cd4892d70027860613b46e373a9d777bb..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 100
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diff --git a/fixture/4/0/22 b/fixture/4/0/22
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GIT binary patch
literal 0
HcmV?d00001

literal 100
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diff --git a/fixture/4/0/3 b/fixture/4/0/3
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index 346d3e3007a98277add36edb7e1c980a311c63f0..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 100
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diff --git a/fixture/4/0/4 b/fixture/4/0/4
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index 1cffb0e0293384705f71df3dfd9ede5c90c8ae9b..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 100
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diff --git a/fixture/4/0/5 b/fixture/4/0/5
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index e1cc79cb858a374e72ff718d0ff5fe5bc61d63ac..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 100
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diff --git a/fixture/4/0/6 b/fixture/4/0/6
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GIT binary patch
literal 0
HcmV?d00001

literal 100
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diff --git a/fixture/4/0/7 b/fixture/4/0/7
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index 670ef1274eeea1e4b12136d9871cc4f234c4cb2a..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 100
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diff --git a/fixture/4/0/8 b/fixture/4/0/8
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index 12b9e4c69a25fb1f92a85b3ccd2b15a7483133cb..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 100
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diff --git a/fixture/4/0/9 b/fixture/4/0/9
deleted file mode 100644
index 7d5922cd9d..0000000000
--- a/fixture/4/0/9
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@@ -1 +0,0 @@
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diff --git a/fixture/4/1/.zarray b/fixture/4/1/.zarray
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index 6a051baada..0000000000
--- a/fixture/4/1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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diff --git a/fixture/4/1/.zattrs b/fixture/4/1/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/4/1/.zattrs
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@@ -1 +0,0 @@
-{}
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diff --git a/fixture/4/1/0 b/fixture/4/1/0
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index e9f97dbccf83830215bd7046c19e3f56a9f21f48..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/4/1/1 b/fixture/4/1/1
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index f0f6c39dd9c105b09a393e76b9463a55729eaf7a..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/10 b/fixture/4/1/10
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/11 b/fixture/4/1/11
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index c86df746da0dc137d6139712f3ad98a01fab085b..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/12 b/fixture/4/1/12
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/13 b/fixture/4/1/13
deleted file mode 100644
index 248ae49efbec3def3f3441b91fff78a43c07c053..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/14 b/fixture/4/1/14
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/15 b/fixture/4/1/15
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/16 b/fixture/4/1/16
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/17 b/fixture/4/1/17
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/18 b/fixture/4/1/18
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/19 b/fixture/4/1/19
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/2 b/fixture/4/1/2
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index b7920e470401dd24e9c5f51d7089f6e065476d6a..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/20 b/fixture/4/1/20
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/21 b/fixture/4/1/21
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/22 b/fixture/4/1/22
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GIT binary patch
literal 0
HcmV?d00001

literal 34
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diff --git a/fixture/4/1/3 b/fixture/4/1/3
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/4 b/fixture/4/1/4
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/5 b/fixture/4/1/5
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/6 b/fixture/4/1/6
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/7 b/fixture/4/1/7
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/8 b/fixture/4/1/8
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/1/9 b/fixture/4/1/9
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GIT binary patch
literal 0
HcmV?d00001

literal 111
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diff --git a/fixture/4/2/.zarray b/fixture/4/2/.zarray
deleted file mode 100644
index eb1c0d802a..0000000000
--- a/fixture/4/2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "id": "bz2",
-        "level": 1
-    },
-    "dtype": "|u1",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        2222
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/4/2/.zattrs b/fixture/4/2/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/4/2/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/fixture/4/2/0 b/fixture/4/2/0
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literal 0
HcmV?d00001

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diff --git a/fixture/4/2/1 b/fixture/4/2/1
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literal 0
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diff --git a/fixture/4/2/10 b/fixture/4/2/10
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literal 0
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diff --git a/fixture/4/2/11 b/fixture/4/2/11
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GIT binary patch
literal 0
HcmV?d00001

literal 177
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diff --git a/fixture/4/2/12 b/fixture/4/2/12
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diff --git a/fixture/4/2/13 b/fixture/4/2/13
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GIT binary patch
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diff --git a/fixture/4/2/14 b/fixture/4/2/14
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diff --git a/fixture/4/2/15 b/fixture/4/2/15
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GIT binary patch
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diff --git a/fixture/4/2/17 b/fixture/4/2/17
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diff --git a/fixture/4/2/18 b/fixture/4/2/18
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diff --git a/fixture/4/2/19 b/fixture/4/2/19
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diff --git a/fixture/4/2/2 b/fixture/4/2/2
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diff --git a/fixture/4/2/20 b/fixture/4/2/20
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diff --git a/fixture/4/3/.zarray b/fixture/4/3/.zarray
deleted file mode 100644
index cd1f621720..0000000000
--- a/fixture/4/3/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/4/4/.zarray b/fixture/4/4/.zarray
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index d89a6b2a47..0000000000
--- a/fixture/4/4/.zarray
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diff --git a/fixture/4/4/.zattrs b/fixture/4/4/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/4/5/.zarray b/fixture/4/5/.zarray
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diff --git a/fixture/4/6/.zarray b/fixture/4/6/.zarray
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index 8489e95909..0000000000
--- a/fixture/4/6/.zarray
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@@ -1,19 +0,0 @@
-{
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diff --git a/fixture/4/6/.zattrs b/fixture/4/6/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/4/6/.zattrs
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diff --git a/fixture/5/.zattrs b/fixture/5/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/5/0/.zarray b/fixture/5/0/.zarray
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index 8b3e48ffe7..0000000000
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-    "zarr_format": 2
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\ No newline at end of file
diff --git a/fixture/5/0/.zattrs b/fixture/5/0/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/5/0/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/5/0/0 b/fixture/5/0/0
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GIT binary patch
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diff --git a/fixture/5/0/1 b/fixture/5/0/1
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GIT binary patch
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diff --git a/fixture/5/0/10 b/fixture/5/0/10
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diff --git a/fixture/5/0/12 b/fixture/5/0/12
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GIT binary patch
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diff --git a/fixture/5/0/13 b/fixture/5/0/13
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diff --git a/fixture/5/0/14 b/fixture/5/0/14
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GIT binary patch
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/5/0/2 b/fixture/5/0/2
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GIT binary patch
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diff --git a/fixture/5/0/20 b/fixture/5/0/20
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diff --git a/fixture/5/0/21 b/fixture/5/0/21
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diff --git a/fixture/5/0/22 b/fixture/5/0/22
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diff --git a/fixture/5/0/3 b/fixture/5/0/3
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diff --git a/fixture/5/0/4 b/fixture/5/0/4
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diff --git a/fixture/5/0/5 b/fixture/5/0/5
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GIT binary patch
literal 0
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literal 200
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diff --git a/fixture/5/0/6 b/fixture/5/0/6
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diff --git a/fixture/5/0/7 b/fixture/5/0/7
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diff --git a/fixture/5/0/8 b/fixture/5/0/8
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literal 200
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diff --git a/fixture/5/0/9 b/fixture/5/0/9
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diff --git a/fixture/5/1/.zarray b/fixture/5/1/.zarray
deleted file mode 100644
index 7773da55b6..0000000000
--- a/fixture/5/1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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-        100
-    ],
-    "compressor": {
-        "id": "zlib",
-        "level": 1
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-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        2222
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/5/1/.zattrs b/fixture/5/1/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/5/1/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/5/1/0 b/fixture/5/1/0
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index 6e3b0ea7f452a133ebdefc87e3de4b1e5d7ca4ea..0000000000000000000000000000000000000000
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literal 0
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literal 211
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diff --git a/fixture/5/1/1 b/fixture/5/1/1
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literal 0
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diff --git a/fixture/5/2/.zarray b/fixture/5/2/.zarray
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index 7e5c7b84c8..0000000000
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diff --git a/fixture/5/2/11 b/fixture/5/2/11
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GIT binary patch
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diff --git a/fixture/5/2/14 b/fixture/5/2/14
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GIT binary patch
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diff --git a/fixture/5/2/17 b/fixture/5/2/17
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diff --git a/fixture/5/2/19 b/fixture/5/2/19
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diff --git a/fixture/5/2/2 b/fixture/5/2/2
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diff --git a/fixture/5/2/20 b/fixture/5/2/20
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diff --git a/fixture/5/2/21 b/fixture/5/2/21
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diff --git a/fixture/5/2/22 b/fixture/5/2/22
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diff --git a/fixture/5/2/3 b/fixture/5/2/3
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diff --git a/fixture/5/2/4 b/fixture/5/2/4
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diff --git a/fixture/5/2/5 b/fixture/5/2/5
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diff --git a/fixture/5/2/6 b/fixture/5/2/6
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GIT binary patch
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diff --git a/fixture/5/2/8 b/fixture/5/2/8
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diff --git a/fixture/5/2/9 b/fixture/5/2/9
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diff --git a/fixture/5/3/.zarray b/fixture/5/3/.zarray
deleted file mode 100644
index 90de274e1d..0000000000
--- a/fixture/5/3/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<u2",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        2222
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/5/3/.zattrs b/fixture/5/3/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/5/3/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/5/3/0 b/fixture/5/3/0
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diff --git a/fixture/5/3/1 b/fixture/5/3/1
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diff --git a/fixture/5/3/10 b/fixture/5/3/10
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index c1e8f4b5414a904f68dfe29756e30279790b117b..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/5/3/11 b/fixture/5/3/11
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GIT binary patch
literal 0
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diff --git a/fixture/5/3/12 b/fixture/5/3/12
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GIT binary patch
literal 0
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diff --git a/fixture/5/3/13 b/fixture/5/3/13
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GIT binary patch
literal 0
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diff --git a/fixture/5/3/14 b/fixture/5/3/14
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GIT binary patch
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diff --git a/fixture/5/3/15 b/fixture/5/3/15
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GIT binary patch
literal 0
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literal 216
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diff --git a/fixture/5/3/16 b/fixture/5/3/16
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GIT binary patch
literal 0
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diff --git a/fixture/5/3/17 b/fixture/5/3/17
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GIT binary patch
literal 0
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literal 216
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diff --git a/fixture/5/3/18 b/fixture/5/3/18
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GIT binary patch
literal 0
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diff --git a/fixture/5/3/19 b/fixture/5/3/19
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GIT binary patch
literal 0
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diff --git a/fixture/5/3/2 b/fixture/5/3/2
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GIT binary patch
literal 0
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literal 216
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diff --git a/fixture/5/3/20 b/fixture/5/3/20
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GIT binary patch
literal 0
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literal 216
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diff --git a/fixture/5/3/21 b/fixture/5/3/21
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GIT binary patch
literal 0
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literal 216
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diff --git a/fixture/5/3/22 b/fixture/5/3/22
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GIT binary patch
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literal 86
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diff --git a/fixture/5/3/3 b/fixture/5/3/3
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index 7112d3e3265a11f9e681ad8b0d6fdd2ce7b82237..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/5/3/4 b/fixture/5/3/4
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diff --git a/fixture/5/3/5 b/fixture/5/3/5
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GIT binary patch
literal 0
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literal 216
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diff --git a/fixture/5/3/6 b/fixture/5/3/6
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diff --git a/fixture/5/3/7 b/fixture/5/3/7
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GIT binary patch
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diff --git a/fixture/5/3/8 b/fixture/5/3/8
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GIT binary patch
literal 0
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literal 216
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diff --git a/fixture/5/3/9 b/fixture/5/3/9
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diff --git a/fixture/5/4/.zarray b/fixture/5/4/.zarray
deleted file mode 100644
index 7ccd1435a8..0000000000
--- a/fixture/5/4/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dtype": "<u2",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        2222
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/5/4/.zattrs b/fixture/5/4/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/5/4/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/5/4/0 b/fixture/5/4/0
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diff --git a/fixture/5/4/1 b/fixture/5/4/1
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diff --git a/fixture/5/4/10 b/fixture/5/4/10
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diff --git a/fixture/5/4/11 b/fixture/5/4/11
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diff --git a/fixture/5/4/12 b/fixture/5/4/12
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GIT binary patch
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diff --git a/fixture/5/4/13 b/fixture/5/4/13
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GIT binary patch
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diff --git a/fixture/5/4/18 b/fixture/5/4/18
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GIT binary patch
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diff --git a/fixture/5/4/19 b/fixture/5/4/19
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/5/4/21 b/fixture/5/4/21
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GIT binary patch
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diff --git a/fixture/5/4/3 b/fixture/5/4/3
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diff --git a/fixture/5/4/5 b/fixture/5/4/5
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GIT binary patch
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diff --git a/fixture/5/4/6 b/fixture/5/4/6
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GIT binary patch
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diff --git a/fixture/5/4/7 b/fixture/5/4/7
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diff --git a/fixture/5/4/8 b/fixture/5/4/8
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GIT binary patch
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diff --git a/fixture/5/4/9 b/fixture/5/4/9
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diff --git a/fixture/5/5/.zarray b/fixture/5/5/.zarray
deleted file mode 100644
index 40b21e97ce..0000000000
--- a/fixture/5/5/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 2
-    },
-    "dtype": "<u2",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        2222
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/5/5/.zattrs b/fixture/5/5/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/5/5/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/5/5/0 b/fixture/5/5/0
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diff --git a/fixture/5/5/1 b/fixture/5/5/1
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diff --git a/fixture/5/5/10 b/fixture/5/5/10
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diff --git a/fixture/5/5/12 b/fixture/5/5/12
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GIT binary patch
literal 0
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diff --git a/fixture/5/5/13 b/fixture/5/5/13
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diff --git a/fixture/5/5/14 b/fixture/5/5/14
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diff --git a/fixture/5/5/19 b/fixture/5/5/19
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GIT binary patch
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diff --git a/fixture/5/5/21 b/fixture/5/5/21
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diff --git a/fixture/5/5/3 b/fixture/5/5/3
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diff --git a/fixture/5/5/4 b/fixture/5/5/4
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diff --git a/fixture/5/5/5 b/fixture/5/5/5
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GIT binary patch
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diff --git a/fixture/5/5/6 b/fixture/5/5/6
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diff --git a/fixture/5/5/7 b/fixture/5/5/7
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diff --git a/fixture/5/5/9 b/fixture/5/5/9
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diff --git a/fixture/5/6/.zarray b/fixture/5/6/.zarray
deleted file mode 100644
index dd7c6ea530..0000000000
--- a/fixture/5/6/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<u2",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        2222
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/5/6/.zattrs b/fixture/5/6/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/5/6/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/fixture/5/6/0 b/fixture/5/6/0
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diff --git a/fixture/5/6/1 b/fixture/5/6/1
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diff --git a/fixture/5/6/13 b/fixture/5/6/13
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index 8f9ee6b861df4d2579d34c8df077de244a7e7863..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/5/6/14 b/fixture/5/6/14
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index daac09da2eba9b8254a9c3c3ffe5736d30048b63..0000000000000000000000000000000000000000
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literal 0
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diff --git a/fixture/5/6/15 b/fixture/5/6/15
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literal 0
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diff --git a/fixture/5/6/16 b/fixture/5/6/16
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literal 0
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diff --git a/fixture/5/6/17 b/fixture/5/6/17
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literal 0
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diff --git a/fixture/5/6/18 b/fixture/5/6/18
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index b87d365688ea99ca3294985bfa94644bb58efc81..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 216
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diff --git a/fixture/5/6/19 b/fixture/5/6/19
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GIT binary patch
literal 0
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literal 216
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diff --git a/fixture/5/6/2 b/fixture/5/6/2
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GIT binary patch
literal 0
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diff --git a/fixture/5/6/20 b/fixture/5/6/20
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GIT binary patch
literal 0
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diff --git a/fixture/5/6/21 b/fixture/5/6/21
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diff --git a/fixture/5/6/22 b/fixture/5/6/22
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literal 0
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literal 88
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diff --git a/fixture/5/6/3 b/fixture/5/6/3
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diff --git a/fixture/5/6/4 b/fixture/5/6/4
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diff --git a/fixture/5/6/5 b/fixture/5/6/5
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GIT binary patch
literal 0
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diff --git a/fixture/5/6/6 b/fixture/5/6/6
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diff --git a/fixture/5/6/7 b/fixture/5/6/7
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GIT binary patch
literal 0
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diff --git a/fixture/5/6/8 b/fixture/5/6/8
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diff --git a/fixture/5/6/9 b/fixture/5/6/9
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diff --git a/fixture/6/.zattrs b/fixture/6/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/6/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/6/0/.zarray b/fixture/6/0/.zarray
deleted file mode 100644
index f59a707840..0000000000
--- a/fixture/6/0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
-{
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-    ],
-    "compressor": null,
-    "dtype": "<u4",
-    "fill_value": 0,
-    "filters": null,
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\ No newline at end of file
diff --git a/fixture/6/0/.zattrs b/fixture/6/0/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/6/0/.zattrs
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diff --git a/fixture/6/0/0 b/fixture/6/0/0
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diff --git a/fixture/6/0/10 b/fixture/6/0/10
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diff --git a/fixture/6/0/11 b/fixture/6/0/11
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diff --git a/fixture/6/0/12 b/fixture/6/0/12
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diff --git a/fixture/6/0/13 b/fixture/6/0/13
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index 550f8c4d50bc822d6aeabc4df7a264c63406a141..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/6/0/14 b/fixture/6/0/14
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index 0493ca2492fcc93ac2ac93d9770d75d37545ab8e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/6/0/15 b/fixture/6/0/15
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GIT binary patch
literal 0
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literal 400
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diff --git a/fixture/6/0/16 b/fixture/6/0/16
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GIT binary patch
literal 0
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diff --git a/fixture/6/0/17 b/fixture/6/0/17
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index 1b08c2e61d67af7e508e368afcc0f5b2d14c1118..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/6/0/18 b/fixture/6/0/18
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index cf96737294647612f553d68f772016f73351bd91..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 400
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diff --git a/fixture/6/0/19 b/fixture/6/0/19
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index a76157dbc2c146cdff32aa53b8e8b06ebaad47e8..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/6/0/2 b/fixture/6/0/2
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index 42d88912e4fa09c58829acdfa3742cfe29c5f3e4..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 400
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diff --git a/fixture/6/0/20 b/fixture/6/0/20
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index 7e261aac7db218b8ff2746c178f4ef6dc2118181..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 400
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diff --git a/fixture/6/0/21 b/fixture/6/0/21
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index f70bb4c4e154f2220e08c83b2e5fd964c0fcd62a..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 400
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diff --git a/fixture/6/0/22 b/fixture/6/0/22
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index 33cce5772be463e73ead2deb795827abc8573ac1..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 400
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diff --git a/fixture/6/0/3 b/fixture/6/0/3
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index f27a4e5d6f8a161a7d0553ca174ce080b3ab5da5..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 400
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diff --git a/fixture/6/0/4 b/fixture/6/0/4
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index 8cfc68111fc4229529ec0a1b8f9b72592e36ee68..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 400
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diff --git a/fixture/6/0/5 b/fixture/6/0/5
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index 4d93fb96db212c0e2256f15431c4c69bc81487e0..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 400
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diff --git a/fixture/6/0/6 b/fixture/6/0/6
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index c5de978f24a69af37fca3ad337da8860154b8951..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 400
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diff --git a/fixture/6/0/7 b/fixture/6/0/7
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literal 0
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diff --git a/fixture/6/0/8 b/fixture/6/0/8
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index 460c8b8e162d1eb9469e83fe036aba6287a24c4a..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 400
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diff --git a/fixture/6/0/9 b/fixture/6/0/9
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GIT binary patch
literal 0
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diff --git a/fixture/6/1/.zarray b/fixture/6/1/.zarray
deleted file mode 100644
index ff79f30622..0000000000
--- a/fixture/6/1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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diff --git a/fixture/6/1/.zattrs b/fixture/6/1/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/6/1/.zattrs
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diff --git a/fixture/6/1/0 b/fixture/6/1/0
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diff --git a/fixture/6/1/10 b/fixture/6/1/10
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literal 0
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diff --git a/fixture/6/1/11 b/fixture/6/1/11
deleted file mode 100644
index bd752f6e98..0000000000
--- a/fixture/6/1/11
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diff --git a/fixture/6/2/16 b/fixture/6/2/16
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GIT binary patch
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diff --git a/fixture/6/2/2 b/fixture/6/2/2
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/6/2/21 b/fixture/6/2/21
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diff --git a/fixture/6/2/3 b/fixture/6/2/3
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diff --git a/fixture/6/2/4 b/fixture/6/2/4
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GIT binary patch
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diff --git a/fixture/6/2/7 b/fixture/6/2/7
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diff --git a/fixture/6/2/9 b/fixture/6/2/9
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diff --git a/fixture/6/3/.zarray b/fixture/6/3/.zarray
deleted file mode 100644
index 8651199ecb..0000000000
--- a/fixture/6/3/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<u4",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        2222
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/6/3/.zattrs b/fixture/6/3/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/6/3/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/6/3/0 b/fixture/6/3/0
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diff --git a/fixture/6/3/1 b/fixture/6/3/1
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diff --git a/fixture/6/4/.zarray b/fixture/6/4/.zarray
deleted file mode 100644
index 737ffd82cc..0000000000
--- a/fixture/6/4/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 1
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-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        2222
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/6/4/.zattrs b/fixture/6/4/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/6/4/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
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diff --git a/fixture/6/5/.zarray b/fixture/6/5/.zarray
deleted file mode 100644
index 30bbd10058..0000000000
--- a/fixture/6/5/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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-    "compressor": {
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\ No newline at end of file
diff --git a/fixture/6/5/.zattrs b/fixture/6/5/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/6/5/.zattrs
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@@ -1 +0,0 @@
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\ No newline at end of file
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GIT binary patch
literal 0
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GIT binary patch
literal 0
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diff --git a/fixture/6/6/.zarray b/fixture/6/6/.zarray
deleted file mode 100644
index 6359661d5d..0000000000
--- a/fixture/6/6/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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-    "compressor": {
-        "clevel": 1,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 0
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-    "filters": null,
-    "order": "F",
-    "shape": [
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/6/6/.zattrs b/fixture/6/6/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/6/6/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/fixture/6/6/0 b/fixture/6/6/0
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diff --git a/fixture/6/6/18 b/fixture/6/6/18
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index 4564d7f431c666e420a7854bc7f781a3e526c644..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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GIT binary patch
literal 0
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GIT binary patch
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diff --git a/fixture/6/6/9 b/fixture/6/6/9
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diff --git a/fixture/7/.zattrs b/fixture/7/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/7/.zattrs
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diff --git a/fixture/7/0/.zarray b/fixture/7/0/.zarray
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index f42e4144f1..0000000000
--- a/fixture/7/0/.zarray
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diff --git a/fixture/7/0/.zattrs b/fixture/7/0/.zattrs
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GIT binary patch
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/7/0/6 b/fixture/7/0/6
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GIT binary patch
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GIT binary patch
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/7/1/.zarray b/fixture/7/1/.zarray
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index b3f35e9139..0000000000
--- a/fixture/7/1/.zarray
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@@ -1,17 +0,0 @@
-{
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diff --git a/fixture/7/1/.zattrs b/fixture/7/1/.zattrs
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/7/1/0 b/fixture/7/1/0
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diff --git a/fixture/7/1/2 b/fixture/7/1/2
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diff --git a/fixture/7/1/20 b/fixture/7/1/20
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diff --git a/fixture/7/3/.zarray b/fixture/7/3/.zarray
deleted file mode 100644
index 174de7aff8..0000000000
--- a/fixture/7/3/.zarray
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@@ -1,19 +0,0 @@
-{
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-    "order": "F",
-    "shape": [
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diff --git a/fixture/7/3/.zattrs b/fixture/7/3/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/7/3/.zattrs
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diff --git a/fixture/7/3/0 b/fixture/7/3/0
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/7/3/21 b/fixture/7/3/21
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GIT binary patch
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GIT binary patch
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/7/3/6 b/fixture/7/3/6
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diff --git a/fixture/7/3/9 b/fixture/7/3/9
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diff --git a/fixture/7/4/.zarray b/fixture/7/4/.zarray
deleted file mode 100644
index e34359097d..0000000000
--- a/fixture/7/4/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 1
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-    "dtype": "<u8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        2222
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/7/4/.zattrs b/fixture/7/4/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/7/4/.zattrs
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\ No newline at end of file
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diff --git a/fixture/7/4/17 b/fixture/7/4/17
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/7/4/18 b/fixture/7/4/18
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index 03f6ab7e0ecec3f730bd63cd8d1a27c0217eefd8..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/7/4/19 b/fixture/7/4/19
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index 3d0c25ea864b7fb8b2ac012d3adb7fdd80844486..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/7/4/2 b/fixture/7/4/2
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index 7e5a517f5cd8dc7ea1fd93ce8f3863c5881a1dec..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/7/4/20 b/fixture/7/4/20
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index 27a34eea76c8cb4e527fa6d9fcd1b95f175a2d4d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/7/4/21 b/fixture/7/4/21
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GIT binary patch
literal 0
HcmV?d00001

literal 233
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diff --git a/fixture/7/4/22 b/fixture/7/4/22
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/7/4/3 b/fixture/7/4/3
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GIT binary patch
literal 0
HcmV?d00001

literal 234
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diff --git a/fixture/7/4/4 b/fixture/7/4/4
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GIT binary patch
literal 0
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literal 234
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diff --git a/fixture/7/4/5 b/fixture/7/4/5
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index 2856b384230134db5c9b3ca5cc6cfd53153e3aae..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 234
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diff --git a/fixture/7/4/6 b/fixture/7/4/6
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GIT binary patch
literal 0
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literal 235
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diff --git a/fixture/7/4/7 b/fixture/7/4/7
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GIT binary patch
literal 0
HcmV?d00001

literal 235
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diff --git a/fixture/7/4/8 b/fixture/7/4/8
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GIT binary patch
literal 0
HcmV?d00001

literal 236
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diff --git a/fixture/7/4/9 b/fixture/7/4/9
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GIT binary patch
literal 0
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diff --git a/fixture/7/5/.zarray b/fixture/7/5/.zarray
deleted file mode 100644
index 487160f0c6..0000000000
--- a/fixture/7/5/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 2
-    },
-    "dtype": "<u8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        2222
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/7/5/.zattrs b/fixture/7/5/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/7/5/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/fixture/7/5/0 b/fixture/7/5/0
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GIT binary patch
literal 0
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diff --git a/fixture/7/5/1 b/fixture/7/5/1
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diff --git a/fixture/7/5/10 b/fixture/7/5/10
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GIT binary patch
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diff --git a/fixture/7/5/11 b/fixture/7/5/11
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diff --git a/fixture/7/5/12 b/fixture/7/5/12
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diff --git a/fixture/7/5/13 b/fixture/7/5/13
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GIT binary patch
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literal 288
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diff --git a/fixture/7/5/14 b/fixture/7/5/14
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diff --git a/fixture/7/5/15 b/fixture/7/5/15
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GIT binary patch
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GIT binary patch
literal 0
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GIT binary patch
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/7/5/20 b/fixture/7/5/20
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GIT binary patch
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diff --git a/fixture/7/5/21 b/fixture/7/5/21
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GIT binary patch
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literal 262
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/7/5/4 b/fixture/7/5/4
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GIT binary patch
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diff --git a/fixture/7/5/5 b/fixture/7/5/5
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GIT binary patch
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diff --git a/fixture/7/5/6 b/fixture/7/5/6
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GIT binary patch
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literal 290
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diff --git a/fixture/7/5/9 b/fixture/7/5/9
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diff --git a/fixture/7/6/.zarray b/fixture/7/6/.zarray
deleted file mode 100644
index 15698fbd02..0000000000
--- a/fixture/7/6/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<u8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
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-    "zarr_format": 2
-}
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diff --git a/fixture/7/6/.zattrs b/fixture/7/6/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/7/6/.zattrs
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@@ -1 +0,0 @@
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\ No newline at end of file
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diff --git a/fixture/7/6/13 b/fixture/7/6/13
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index 73c5d15b3aeadc88107c9f27a40e94014ac5e5eb..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 443
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diff --git a/fixture/7/6/14 b/fixture/7/6/14
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index 85a3c6342a19f7fa755b9c1a91bfc518ac2dc353..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 444
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diff --git a/fixture/7/6/15 b/fixture/7/6/15
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index 568c0de6899d2914d3b87910b1ab7d8d2ce227ab..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 443
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diff --git a/fixture/7/6/16 b/fixture/7/6/16
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GIT binary patch
literal 0
HcmV?d00001

literal 450
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diff --git a/fixture/7/6/17 b/fixture/7/6/17
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index 6b5f428fb54f9c1622b53e792c8495847432a84e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 447
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diff --git a/fixture/7/6/18 b/fixture/7/6/18
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index 6438ced7c270ba1bb343e273ad8551d326983c6b..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 440
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diff --git a/fixture/7/6/19 b/fixture/7/6/19
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index 95d741a5f1201ab4e6e827379705071d0c942951..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 446
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diff --git a/fixture/7/6/2 b/fixture/7/6/2
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index fe8196670a460ddc507c7a4aa6f9e25848954472..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 449
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diff --git a/fixture/7/6/20 b/fixture/7/6/20
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index ac6b7a1c7782634a1baf31d90a7048b5dafd023d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 449
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diff --git a/fixture/7/6/21 b/fixture/7/6/21
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GIT binary patch
literal 0
HcmV?d00001

literal 445
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diff --git a/fixture/7/6/22 b/fixture/7/6/22
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HcmV?d00001

literal 140
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diff --git a/fixture/7/6/3 b/fixture/7/6/3
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GIT binary patch
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HcmV?d00001

literal 450
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diff --git a/fixture/7/6/4 b/fixture/7/6/4
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GIT binary patch
literal 0
HcmV?d00001

literal 452
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diff --git a/fixture/7/6/5 b/fixture/7/6/5
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HcmV?d00001

literal 452
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diff --git a/fixture/7/6/6 b/fixture/7/6/6
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HcmV?d00001

literal 453
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diff --git a/fixture/7/6/7 b/fixture/7/6/7
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HcmV?d00001

literal 451
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diff --git a/fixture/7/6/8 b/fixture/7/6/8
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HcmV?d00001

literal 446
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diff --git a/fixture/7/6/9 b/fixture/7/6/9
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HcmV?d00001

literal 446
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GIT binary patch
literal 0
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GIT binary patch
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GIT binary patch
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GIT binary patch
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GIT binary patch
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GIT binary patch
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index d53b2f7091..0000000000
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diff --git a/fixture/8/3/.zarray b/fixture/8/3/.zarray
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index 2817dcd5d6..0000000000
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-{
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diff --git a/fixture/8/3/22 b/fixture/8/3/22
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GIT binary patch
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HcmV?d00001

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diff --git a/fixture/8/3/23 b/fixture/8/3/23
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GIT binary patch
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HcmV?d00001

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diff --git a/fixture/8/3/24 b/fixture/8/3/24
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GIT binary patch
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HcmV?d00001

literal 183
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diff --git a/fixture/8/3/25 b/fixture/8/3/25
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GIT binary patch
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diff --git a/fixture/8/3/26 b/fixture/8/3/26
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GIT binary patch
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diff --git a/fixture/8/3/27 b/fixture/8/3/27
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GIT binary patch
literal 0
HcmV?d00001

literal 177
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diff --git a/fixture/8/3/28 b/fixture/8/3/28
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GIT binary patch
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HcmV?d00001

literal 181
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diff --git a/fixture/8/3/29 b/fixture/8/3/29
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GIT binary patch
literal 0
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diff --git a/fixture/8/3/3 b/fixture/8/3/3
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GIT binary patch
literal 0
HcmV?d00001

literal 202
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diff --git a/fixture/8/3/30 b/fixture/8/3/30
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GIT binary patch
literal 0
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literal 172
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diff --git a/fixture/8/3/31 b/fixture/8/3/31
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/8/3/32 b/fixture/8/3/32
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GIT binary patch
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diff --git a/fixture/8/3/33 b/fixture/8/3/33
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diff --git a/fixture/8/3/4 b/fixture/8/3/4
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literal 202
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diff --git a/fixture/8/3/5 b/fixture/8/3/5
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GIT binary patch
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literal 204
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diff --git a/fixture/8/3/6 b/fixture/8/3/6
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diff --git a/fixture/8/3/7 b/fixture/8/3/7
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literal 208
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diff --git a/fixture/8/3/9 b/fixture/8/3/9
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diff --git a/fixture/8/4/.zarray b/fixture/8/4/.zarray
deleted file mode 100644
index 019804649f..0000000000
--- a/fixture/8/4/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dtype": "<f2",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        3333
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/8/4/.zattrs b/fixture/8/4/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/8/4/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/8/4/0 b/fixture/8/4/0
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diff --git a/fixture/8/4/1 b/fixture/8/4/1
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diff --git a/fixture/8/4/10 b/fixture/8/4/10
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diff --git a/fixture/8/4/14 b/fixture/8/4/14
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GIT binary patch
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GIT binary patch
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GIT binary patch
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GIT binary patch
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GIT binary patch
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GIT binary patch
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GIT binary patch
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GIT binary patch
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GIT binary patch
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/8/4/32 b/fixture/8/4/32
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diff --git a/fixture/8/5/.zarray b/fixture/8/5/.zarray
deleted file mode 100644
index 7812eba933..0000000000
--- a/fixture/8/5/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 2
-    },
-    "dtype": "<f2",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        3333
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/8/5/.zattrs b/fixture/8/5/.zattrs
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index 9e26dfeeb6..0000000000
--- a/fixture/8/5/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/fixture/8/5/0 b/fixture/8/5/0
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diff --git a/fixture/8/5/1 b/fixture/8/5/1
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diff --git a/fixture/8/6/.zarray b/fixture/8/6/.zarray
deleted file mode 100644
index cd3f158083..0000000000
--- a/fixture/8/6/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
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-    "compressor": {
-        "clevel": 1,
-        "cname": "lz4",
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-    "order": "F",
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-}
\ No newline at end of file
diff --git a/fixture/8/6/.zattrs b/fixture/8/6/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/8/6/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
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index 712e1e69630953e9697ebc38b5c2e312c5122330..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 216
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index b381b814dde67dc50f3a40bdfceab54a08ee1c5f..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 216
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index b030b99ccf6984deb540796683045278e4799f42..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/9/.zattrs b/fixture/9/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/9/.zattrs
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@@ -1 +0,0 @@
-{}
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diff --git a/fixture/9/0/.zarray b/fixture/9/0/.zarray
deleted file mode 100644
index f7683f3115..0000000000
--- a/fixture/9/0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
-{
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diff --git a/fixture/9/0/.zattrs b/fixture/9/0/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/9/0/.zattrs
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index a8ba0e225ecee5ce102d47da65c39ad9f3612466..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 400
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GIT binary patch
literal 0
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index 72ead90e6a2d2d5a8c725f8d87bd8044cd912e04..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/9/0/17 b/fixture/9/0/17
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index ee3be49fe5..0000000000
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diff --git a/fixture/9/0/18 b/fixture/9/0/18
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index 6703c4ff6a7913ca2c2f1142cdca71cb5e122f11..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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index c291600c42..0000000000
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diff --git a/fixture/9/0/20 b/fixture/9/0/20
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index 6de2757838..0000000000
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index 0678831305..0000000000
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diff --git a/fixture/9/0/22 b/fixture/9/0/22
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index 655e07fc0a..0000000000
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index 015e37f3cb..0000000000
--- a/fixture/9/1/.zarray
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index 9e26dfeeb6..0000000000
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diff --git a/fixture/9/1/24 b/fixture/9/1/24
deleted file mode 100644
index b0010d7be5..0000000000
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diff --git a/fixture/9/1/25 b/fixture/9/1/25
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index 5f4e313e36752d45f15cab612dbd04a319bcd154..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 360
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diff --git a/fixture/9/1/26 b/fixture/9/1/26
deleted file mode 100644
index 42ba1629c5..0000000000
--- a/fixture/9/1/26
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diff --git a/fixture/9/1/27 b/fixture/9/1/27
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index c808c1d370f88e0e0c8b385c78efb6f01cb0f94e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 360
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diff --git a/fixture/9/1/28 b/fixture/9/1/28
deleted file mode 100644
index a16b311194..0000000000
--- a/fixture/9/1/28
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-x
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diff --git a/fixture/9/1/29 b/fixture/9/1/29
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index 36f5c3ac360fe50c1bcab4f77190708035a31347..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 361
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diff --git a/fixture/9/1/3 b/fixture/9/1/3
deleted file mode 100644
index 84bc05c39a2ab5c0e5032b5ac04a4f8998d30923..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 402
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diff --git a/fixture/9/1/30 b/fixture/9/1/30
deleted file mode 100644
index e41bc98ddb..0000000000
--- a/fixture/9/1/30
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@@ -1,3 +0,0 @@
-x
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diff --git a/fixture/9/1/31 b/fixture/9/1/31
deleted file mode 100644
index e2df800f93607b1af09428429050aef43940c72e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 355
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diff --git a/fixture/9/1/32 b/fixture/9/1/32
deleted file mode 100644
index 0b06160e7d..0000000000
--- a/fixture/9/1/32
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@@ -1,3 +0,0 @@
-x
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diff --git a/fixture/9/1/33 b/fixture/9/1/33
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index 3319b494b1..0000000000
--- a/fixture/9/1/33
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diff --git a/fixture/9/1/4 b/fixture/9/1/4
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index 255ddf6807..0000000000
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diff --git a/fixture/9/1/5 b/fixture/9/1/5
deleted file mode 100644
index db4aaad7201c0b609898c60d674ce7eee955582d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 396
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diff --git a/fixture/9/1/6 b/fixture/9/1/6
deleted file mode 100644
index dc9705c136771c64f5075db80f371241ecd98466..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 394
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diff --git a/fixture/9/1/7 b/fixture/9/1/7
deleted file mode 100644
index 0ecddaf5b34921f64fa8cd3b921c50e4c1f3aa2f..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 398
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diff --git a/fixture/9/1/8 b/fixture/9/1/8
deleted file mode 100644
index 85231fc36b3a692305dc723e95cd26ccf68b3530..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 382
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diff --git a/fixture/9/1/9 b/fixture/9/1/9
deleted file mode 100644
index aeb17db3671228748000b7910b61cdd495405098..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 374
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diff --git a/fixture/9/2/.zarray b/fixture/9/2/.zarray
deleted file mode 100644
index be1b7e3f28..0000000000
--- a/fixture/9/2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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-        100
-    ],
-    "compressor": {
-        "id": "bz2",
-        "level": 1
-    },
-    "dtype": "<f4",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        3333
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/9/2/.zattrs b/fixture/9/2/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/9/2/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/9/2/0 b/fixture/9/2/0
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diff --git a/fixture/9/2/14 b/fixture/9/2/14
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diff --git a/fixture/9/2/15 b/fixture/9/2/15
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diff --git a/fixture/9/2/7 b/fixture/9/2/7
deleted file mode 100644
index b8cf26863300a1c2cea5a01cb78f4c8b5f37f265..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 467
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diff --git a/fixture/9/2/8 b/fixture/9/2/8
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index b030fd07da4ef5ff8e8ea53845a6c4f1356ee5e5..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 433
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diff --git a/fixture/9/2/9 b/fixture/9/2/9
deleted file mode 100644
index 1b427af969a971aefb25a573760c225468b435c3..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 418
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diff --git a/fixture/9/3/.zarray b/fixture/9/3/.zarray
deleted file mode 100644
index 2dee7cdee1..0000000000
--- a/fixture/9/3/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<f4",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        3333
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/9/3/.zattrs b/fixture/9/3/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/9/3/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/fixture/9/3/0 b/fixture/9/3/0
deleted file mode 100644
index 4fd8111db60097230a5aa93840b5333889f964d4..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 416
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diff --git a/fixture/9/3/1 b/fixture/9/3/1
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index 65203142dfe9ddfd93320d75cabb94049896e1bd..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/9/3/10 b/fixture/9/3/10
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/9/3/11 b/fixture/9/3/11
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index 779a19ecb02a4252219b5de54b9e664eddc2b361..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/9/3/12 b/fixture/9/3/12
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/9/3/13 b/fixture/9/3/13
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index 16e7e3b70637eeeec8a0fcf0fc49f85f8aced645..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/9/3/14 b/fixture/9/3/14
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index d53d5fdce191781380af4cb72bf20812847a19b7..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/9/3/15 b/fixture/9/3/15
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index 7447aa8a32ed6409592a9e8e8bb08b2dd253acca..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/9/3/16 b/fixture/9/3/16
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index d365f4fc92cb1ce4c8b165d0d5a55a4d1e895194..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/9/3/17 b/fixture/9/3/17
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GIT binary patch
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diff --git a/fixture/9/3/18 b/fixture/9/3/18
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GIT binary patch
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literal 385
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diff --git a/fixture/9/4/.zarray b/fixture/9/4/.zarray
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index 83e0e8d8d3..0000000000
--- a/fixture/9/4/.zarray
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@@ -1,19 +0,0 @@
-{
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GIT binary patch
literal 0
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literal 343
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diff --git a/fixture/9/4/8 b/fixture/9/4/8
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GIT binary patch
literal 0
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diff --git a/fixture/9/4/9 b/fixture/9/4/9
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GIT binary patch
literal 0
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literal 279
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diff --git a/fixture/9/5/.zarray b/fixture/9/5/.zarray
deleted file mode 100644
index 54d58111c5..0000000000
--- a/fixture/9/5/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 2
-    },
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-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
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-    "zarr_format": 2
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diff --git a/fixture/9/5/.zattrs b/fixture/9/5/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/9/5/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/fixture/9/5/0 b/fixture/9/5/0
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GIT binary patch
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GIT binary patch
literal 0
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GIT binary patch
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GIT binary patch
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diff --git a/fixture/9/5/14 b/fixture/9/5/14
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diff --git a/fixture/9/5/15 b/fixture/9/5/15
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literal 416
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diff --git a/fixture/9/5/16 b/fixture/9/5/16
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diff --git a/fixture/9/5/17 b/fixture/9/5/17
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diff --git a/fixture/9/5/19 b/fixture/9/5/19
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diff --git a/fixture/9/5/5 b/fixture/9/5/5
deleted file mode 100644
index d962aa78eed3f91730a5462a2f46c0126fd3b120..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/9/5/6 b/fixture/9/5/6
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index 0e5cd1c4cfb813d57e3af8b394645245ccd25c96..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/9/5/7 b/fixture/9/5/7
deleted file mode 100644
index db5bad8f514b84b1c7d2aed9a9038cde3413e731..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 416
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diff --git a/fixture/9/5/8 b/fixture/9/5/8
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index d1f9b54b0e41b925832f5d6b215a94c2a666b54c..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/9/5/9 b/fixture/9/5/9
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index 4d857af2db053529b337cf8abd35c8831432ca30..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/9/6/.zarray b/fixture/9/6/.zarray
deleted file mode 100644
index c8fb4ccb85..0000000000
--- a/fixture/9/6/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        100
-    ],
-    "compressor": {
-        "clevel": 1,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<f4",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        3333
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/9/6/.zattrs b/fixture/9/6/.zattrs
deleted file mode 100644
index 9e26dfeeb6..0000000000
--- a/fixture/9/6/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/fixture/9/6/0 b/fixture/9/6/0
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index 91b15d3e0f86e3f168a795f1a690289dcde0e7b3..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/9/6/1 b/fixture/9/6/1
deleted file mode 100644
index fb031ceeb902244fcd3e7e9eedd4e7e374bdbaad..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/9/6/10 b/fixture/9/6/10
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/fixture/9/6/11 b/fixture/9/6/11
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index 65636b5f25789452b74ff9fd0f817736a2bb4eb0..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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GIT binary patch
literal 0
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diff --git a/fixture/9/6/13 b/fixture/9/6/13
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GIT binary patch
literal 0
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diff --git a/fixture/9/6/14 b/fixture/9/6/14
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GIT binary patch
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diff --git a/fixture/9/6/15 b/fixture/9/6/15
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index f0e35fc220d1a4886a24da284a98dbebdf110e1d..0000000000000000000000000000000000000000
GIT binary patch
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diff --git a/fixture/9/6/16 b/fixture/9/6/16
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index b0a2895eafb572295f3f92d0f50699abaca311ab..0000000000000000000000000000000000000000
GIT binary patch
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diff --git a/fixture/9/6/17 b/fixture/9/6/17
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GIT binary patch
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diff --git a/fixture/9/6/32 b/fixture/9/6/32
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index d5285e7f3f152464eaeb9f7fab568b60130cd8f5..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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index 16326066aee69b01258a2dbd9796633bbc05bb10..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/9/6/4 b/fixture/9/6/4
deleted file mode 100644
index 3bf01dbef0497d0fa0d1347367fc554ac57aee22..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/9/6/5 b/fixture/9/6/5
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index 26acc7fdb598cf0de66e62cbfa47cfca553fdf6a..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/fixture/9/6/6 b/fixture/9/6/6
deleted file mode 100644
index c3a50b29a31e10dd68b3d668f67dd57ecf97bae6..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 416
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deleted file mode 100644
index fb269ce63d63a8cc0c487275efb637e9dcccf106..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 416
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diff --git a/fixture/9/6/8 b/fixture/9/6/8
deleted file mode 100644
index 923f2ccc6a751d0e0895d3ce1fb25418525eba2f..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 416
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diff --git a/fixture/9/6/9 b/fixture/9/6/9
deleted file mode 100644
index 11bf46b29ef15ea7e409476c6f8fc7ffc1aa9e69..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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literal 416
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diff --git a/fixture/meta/.zarray b/fixture/meta/.zarray
deleted file mode 100644
index d1acce7665..0000000000
--- a/fixture/meta/.zarray
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-    "chunks": [
-        2,
-        2
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 5,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dimension_separator": ".",
-    "dtype": "<i8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        2,
-        2
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/fixture/meta/0.0 b/fixture/meta/0.0
deleted file mode 100644
index cab0cbca723f5ff9fececdaba39bcca42c69cb3f..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 48
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diff --git a/fixture/utf8attrs/.zattrs b/fixture/utf8attrs/.zattrs
deleted file mode 100644
index 7f85af5d3a..0000000000
--- a/fixture/utf8attrs/.zattrs
+++ /dev/null
@@ -1 +0,0 @@
-{"foo": "た"}
\ No newline at end of file
diff --git a/tests/v2/conftest.py b/tests/v2/conftest.py
index 225f3fd563..6680e4066b 100644
--- a/tests/v2/conftest.py
+++ b/tests/v2/conftest.py
@@ -5,8 +5,3 @@
 @pytest.fixture(params=[str, pathlib.Path])
 def path_type(request):
     return request.param
-
-
-@pytest.fixture
-def project_root(request):
-    return request.config.rootpath
diff --git a/tests/v2/data/store.zip b/tests/v2/data/store.zip
deleted file mode 100644
index 76ba856c6279354024e61645bb2da812b188599e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/tests/v2/data/store/foo b/tests/v2/data/store/foo
deleted file mode 100644
index ba0e162e1c..0000000000
--- a/tests/v2/data/store/foo
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/fixture/.zgroup b/tests/v2/fixture/.zgroup
similarity index 100%
rename from fixture/.zgroup
rename to tests/v2/fixture/.zgroup
diff --git a/fixture/flat/.zarray b/tests/v2/fixture/dimension_separator/flat/.zarray
similarity index 100%
rename from fixture/flat/.zarray
rename to tests/v2/fixture/dimension_separator/flat/.zarray
diff --git a/fixture/flat/0.0 b/tests/v2/fixture/dimension_separator/flat/0.0
similarity index 100%
rename from fixture/flat/0.0
rename to tests/v2/fixture/dimension_separator/flat/0.0
diff --git a/fixture/flat_legacy/.zarray b/tests/v2/fixture/dimension_separator/flat_legacy/.zarray
similarity index 100%
rename from fixture/flat_legacy/.zarray
rename to tests/v2/fixture/dimension_separator/flat_legacy/.zarray
diff --git a/fixture/flat_legacy/0.0 b/tests/v2/fixture/dimension_separator/flat_legacy/0.0
similarity index 100%
rename from fixture/flat_legacy/0.0
rename to tests/v2/fixture/dimension_separator/flat_legacy/0.0
diff --git a/fixture/nested/.zarray b/tests/v2/fixture/dimension_separator/nested/.zarray
similarity index 100%
rename from fixture/nested/.zarray
rename to tests/v2/fixture/dimension_separator/nested/.zarray
diff --git a/fixture/nested/0/0 b/tests/v2/fixture/dimension_separator/nested/0/0
similarity index 100%
rename from fixture/nested/0/0
rename to tests/v2/fixture/dimension_separator/nested/0/0
diff --git a/fixture/nested_legacy/.zarray b/tests/v2/fixture/dimension_separator/nested_legacy/.zarray
similarity index 100%
rename from fixture/nested_legacy/.zarray
rename to tests/v2/fixture/dimension_separator/nested_legacy/.zarray
diff --git a/fixture/nested_legacy/0/0 b/tests/v2/fixture/dimension_separator/nested_legacy/0/0
similarity index 100%
rename from fixture/nested_legacy/0/0
rename to tests/v2/fixture/dimension_separator/nested_legacy/0/0
diff --git a/fixture/0/.zgroup b/tests/v2/fixture/test_format_compatibility/.zgroup
similarity index 100%
rename from fixture/0/.zgroup
rename to tests/v2/fixture/test_format_compatibility/.zgroup
diff --git a/fixture/1/.zgroup b/tests/v2/fixture/test_format_compatibility/array_0/.zgroup
similarity index 100%
rename from fixture/1/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_0/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_0/compressor_0/.zarray
new file mode 100644
index 0000000000..867fc3fc53
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_0/compressor_0/.zarray
@@ -0,0 +1,14 @@
+{
+    "chunks": [
+        600
+    ],
+    "compressor": null,
+    "dtype": "|i1",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
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+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_0/compressor_0/0
new file mode 100644
index 0000000000000000000000000000000000000000..7c1388c00541ca8ba9b9f1aaecfba8d05060bc9f
GIT binary patch
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new file mode 100644
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GIT binary patch
literal 600
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_0/compressor_1/.zarray
new file mode 100644
index 0000000000..84468f5309
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_0/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        600
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "|i1",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        1111
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_0/compressor_1/0
new file mode 100644
index 0000000000000000000000000000000000000000..613976bf7d11cf75abd0b736321bfa9ec5e241f4
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_0/compressor_1/1
new file mode 100644
index 0000000000000000000000000000000000000000..4a92f77cede08276ecabe701f17af40e362bc6ba
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diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_0/compressor_2/.zarray
new file mode 100644
index 0000000000..2b3043fb76
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_0/compressor_2/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        600
+    ],
+    "compressor": {
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_0/compressor_2/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_0/compressor_3/.zarray
new file mode 100644
index 0000000000..a5c1d0b86a
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_0/compressor_3/.zarray
@@ -0,0 +1,20 @@
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+}
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diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_0/compressor_3/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_0/compressor_3/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_0/compressor_4/.zarray
new file mode 100644
index 0000000000..6d725e7208
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_0/compressor_4/.zarray
@@ -0,0 +1,20 @@
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+    "order": "F",
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_0/compressor_4/0
new file mode 100644
index 0000000000000000000000000000000000000000..f54919df59f41ef78172b16bf1c0de116997ffb5
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diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_4/1 b/tests/v2/fixture/test_format_compatibility/array_0/compressor_4/1
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_0/compressor_5/.zarray
new file mode 100644
index 0000000000..e218eb4f93
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_0/compressor_5/.zarray
@@ -0,0 +1,20 @@
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+    "chunks": [
+        600
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+    "compressor": {
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+        "clevel": 1,
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+    "filters": null,
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_0/compressor_5/0
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index 0000000000000000000000000000000000000000..b72d1fa45bbb4594c693161fef240f1e3419cc53
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diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_5/1 b/tests/v2/fixture/test_format_compatibility/array_0/compressor_5/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_0/compressor_6/.zarray
new file mode 100644
index 0000000000..defed268ef
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_0/compressor_6/.zarray
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diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_0/compressor_6/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_6/1 b/tests/v2/fixture/test_format_compatibility/array_0/compressor_6/1
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diff --git a/fixture/10/.zgroup b/tests/v2/fixture/test_format_compatibility/array_1/.zgroup
similarity index 100%
rename from fixture/10/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_1/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_1/compressor_0/.zarray
new file mode 100644
index 0000000000..ead14ce37b
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_1/compressor_0/.zarray
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diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_0/0
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_1/compressor_1/.zarray
new file mode 100644
index 0000000000..e4e48baf94
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_1/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        600
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<i2",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        1111
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_1/0
new file mode 100644
index 0000000000000000000000000000000000000000..0f9a7ecdab5e9acafcdd9f8ccdef967ab5ad3e32
GIT binary patch
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_1/1
new file mode 100644
index 0000000000000000000000000000000000000000..193648d77f656fd559439ae77084dc4b3c9226c2
GIT binary patch
literal 770
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_1/compressor_2/.zarray
new file mode 100644
index 0000000000..7fba56c52d
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_1/compressor_2/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        600
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "<i2",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        1111
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_2/0
new file mode 100644
index 0000000000000000000000000000000000000000..73d7986b2cd9e75cb4597d796eee19d911265f6a
GIT binary patch
literal 714
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_2/1
new file mode 100644
index 0000000000000000000000000000000000000000..3f30743634b275e5efb1b0039f7876616986aea0
GIT binary patch
literal 667
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_1/compressor_3/.zarray
new file mode 100644
index 0000000000..d635c5393e
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_1/compressor_3/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        600
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<i2",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        1111
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_3/0
new file mode 100644
index 0000000000000000000000000000000000000000..86febd05801fac42e7121b1f67ad721dcf2dbab3
GIT binary patch
literal 945
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_3/1
new file mode 100644
index 0000000000000000000000000000000000000000..ab304f14c3fa18fbcd8d7e80ff385a89a62f882e
GIT binary patch
literal 798
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_1/compressor_4/.zarray
new file mode 100644
index 0000000000..86c7d4c156
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_1/compressor_4/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        600
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "<i2",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        1111
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_4/0
new file mode 100644
index 0000000000000000000000000000000000000000..60400cb50e11e97fb12cb1a273019aa989f9bde3
GIT binary patch
literal 311
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_4/1 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_4/1
new file mode 100644
index 0000000000000000000000000000000000000000..00dd93a5e2aa0538de48f2da6195292736571133
GIT binary patch
literal 318
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diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_1/compressor_5/.zarray
new file mode 100644
index 0000000000..d1b27da2a4
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_1/compressor_5/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        600
+    ],
+    "compressor": {
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+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 2
+    },
+    "dtype": "<i2",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        1111
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_5/0
new file mode 100644
index 0000000000000000000000000000000000000000..243b2cd1d5b811e4ea49d73c38d1f5645003307e
GIT binary patch
literal 138
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_5/1 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_5/1
new file mode 100644
index 0000000000000000000000000000000000000000..aab27c444de03c4bd3991bf401f90d7433b1f221
GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_1/compressor_6/.zarray
new file mode 100644
index 0000000000..632f68c97e
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_1/compressor_6/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        600
+    ],
+    "compressor": {
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+        "clevel": 1,
+        "cname": "lz4",
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+    "filters": null,
+    "order": "F",
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_6/0
new file mode 100644
index 0000000000000000000000000000000000000000..916a01aa0a177585090539df1585721825946a35
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diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_6/1 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_6/1
new file mode 100644
index 0000000000000000000000000000000000000000..198d631f844ddcef1218f450c2aa08b36bb5282f
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diff --git a/fixture/11/.zgroup b/tests/v2/fixture/test_format_compatibility/array_10/.zgroup
similarity index 100%
rename from fixture/11/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_10/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_10/compressor_0/.zarray
new file mode 100644
index 0000000000..349ce1b3e6
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_10/compressor_0/.zarray
@@ -0,0 +1,14 @@
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+    "chunks": [
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+    ],
+    "compressor": null,
+    "dtype": "<f8",
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+    "filters": null,
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_0/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_0/1 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_0/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_10/compressor_1/.zarray
new file mode 100644
index 0000000000..6c4c6a48e5
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_10/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        3333
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_1/0
new file mode 100644
index 0000000000000000000000000000000000000000..57b6d6a2c436ae6df79236eacf565b931a86cb5c
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_1/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_10/compressor_2/.zarray
new file mode 100644
index 0000000000..93d7fdf873
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_10/compressor_2/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        3333
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_2/0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_2/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_10/compressor_3/.zarray
new file mode 100644
index 0000000000..de26b1c01a
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_10/compressor_3/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        3333
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_3/0
new file mode 100644
index 0000000000000000000000000000000000000000..ea26079d73215f09d84b563610ffcc6c01c06f95
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_3/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_10/compressor_4/.zarray
new file mode 100644
index 0000000000..e7a01eff8e
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_10/compressor_4/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        3333
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_4/0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_4/1 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_4/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_10/compressor_5/.zarray
new file mode 100644
index 0000000000..ea781710a4
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_10/compressor_5/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 2
+    },
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        3333
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_5/0
new file mode 100644
index 0000000000000000000000000000000000000000..4fc4015a48123fb6861791d8a1501a40952d5260
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_10/compressor_6/.zarray
new file mode 100644
index 0000000000..a9fe1db2eb
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_10/compressor_6/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "lz4",
+        "id": "blosc",
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+    },
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        3333
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_6/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_6/1 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_6/1
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diff --git a/fixture/12/.zgroup b/tests/v2/fixture/test_format_compatibility/array_11/.zgroup
similarity index 100%
rename from fixture/12/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_11/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_11/compressor_0/.zarray
new file mode 100644
index 0000000000..4c38043a12
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_11/compressor_0/.zarray
@@ -0,0 +1,14 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": null,
+    "dtype": "<f2",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_11/compressor_0/0
new file mode 100644
index 0000000000000000000000000000000000000000..d83471092de760398579b8e58d33dc6f508af447
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diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_0/1 b/tests/v2/fixture/test_format_compatibility/array_11/compressor_0/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_11/compressor_1/.zarray
new file mode 100644
index 0000000000..c9cdb40ea0
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_11/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<f2",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_11/compressor_1/0
new file mode 100644
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new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_11/compressor_2/.zarray
new file mode 100644
index 0000000000..bb53d586e8
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_11/compressor_2/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "<f2",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_11/compressor_2/0
new file mode 100644
index 0000000000000000000000000000000000000000..4d15a224896083706ee676b1f9f945e9afd1b409
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diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_11/compressor_3/.zarray
new file mode 100644
index 0000000000..774e0578b6
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_11/compressor_3/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
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+    ],
+    "compressor": {
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+        "clevel": 1,
+        "cname": "zstd",
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+    },
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+    "filters": null,
+    "order": "F",
+    "shape": [
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+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_11/compressor_3/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_11/compressor_4/.zarray
new file mode 100644
index 0000000000..f105f83461
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_11/compressor_4/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "<f2",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_11/compressor_4/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_11/compressor_5/.zarray
new file mode 100644
index 0000000000..f79a369109
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_11/compressor_5/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 2
+    },
+    "dtype": "<f2",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_11/compressor_5/0
new file mode 100644
index 0000000000000000000000000000000000000000..a211b8ca4d548b8c772620493d9cb10f9083d68e
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diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_5/1 b/tests/v2/fixture/test_format_compatibility/array_11/compressor_5/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_11/compressor_6/.zarray
new file mode 100644
index 0000000000..7d25f56eb4
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_11/compressor_6/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<f2",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_11/compressor_6/0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_6/1 b/tests/v2/fixture/test_format_compatibility/array_11/compressor_6/1
new file mode 100644
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diff --git a/fixture/13/.zgroup b/tests/v2/fixture/test_format_compatibility/array_12/.zgroup
similarity index 100%
rename from fixture/13/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_12/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_12/compressor_0/.zarray
new file mode 100644
index 0000000000..3be17b750d
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_12/compressor_0/.zarray
@@ -0,0 +1,14 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": null,
+    "dtype": "<f4",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_0/0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_0/1 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_0/1
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_12/compressor_1/.zarray
new file mode 100644
index 0000000000..5202ce93db
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_12/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<f4",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_1/0
new file mode 100644
index 0000000000000000000000000000000000000000..41cd32f97be3d81da8a4f94f21c7828fdbe4253a
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_12/compressor_2/.zarray
new file mode 100644
index 0000000000..9a33ee001c
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_12/compressor_2/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "<f4",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_2/0
new file mode 100644
index 0000000000000000000000000000000000000000..86675199c7fcf64ca238b33e7d593318bb6b5801
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_2/1
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HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_12/compressor_3/.zarray
new file mode 100644
index 0000000000..8ada6a6333
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_12/compressor_3/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<f4",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_3/0
new file mode 100644
index 0000000000000000000000000000000000000000..30ad5a4ad8e604f11c1dba5bb968556f709827f1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_3/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_12/compressor_4/.zarray
new file mode 100644
index 0000000000..df1f247463
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_12/compressor_4/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "<f4",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_4/0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_4/1 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_4/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_12/compressor_5/.zarray
new file mode 100644
index 0000000000..2b9d4aa441
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_12/compressor_5/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 2
+    },
+    "dtype": "<f4",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_5/0
new file mode 100644
index 0000000000000000000000000000000000000000..f24205f99c992ca50ffbcf3f63b171f1fed56bc8
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_5/1 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_5/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_12/compressor_6/.zarray
new file mode 100644
index 0000000000..8b5cf0dde8
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_12/compressor_6/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<f4",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_6/0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_6/1 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_6/1
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diff --git a/fixture/14/.zgroup b/tests/v2/fixture/test_format_compatibility/array_13/.zgroup
similarity index 100%
rename from fixture/14/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_13/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_13/compressor_0/.zarray
new file mode 100644
index 0000000000..7170ee6829
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_13/compressor_0/.zarray
@@ -0,0 +1,14 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": null,
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_0/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_0/1 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_0/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_13/compressor_1/.zarray
new file mode 100644
index 0000000000..02cd2d7491
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_13/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_1/0
new file mode 100644
index 0000000000000000000000000000000000000000..351620339d6a53c474bd060e3f0c938ddac792dc
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_1/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_13/compressor_2/.zarray
new file mode 100644
index 0000000000..2044aac882
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_13/compressor_2/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_2/0
new file mode 100644
index 0000000000000000000000000000000000000000..36091873c8a5227a4d29e3c134e151938428cb94
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_2/1
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_13/compressor_3/.zarray
new file mode 100644
index 0000000000..79448e9ac5
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_13/compressor_3/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_3/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_3/1
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_13/compressor_4/.zarray
new file mode 100644
index 0000000000..80b100e23c
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_13/compressor_4/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_4/0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_4/1 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_4/1
new file mode 100644
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HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_13/compressor_5/.zarray
new file mode 100644
index 0000000000..6ab0c66d10
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_13/compressor_5/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 2
+    },
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_5/0
new file mode 100644
index 0000000000000000000000000000000000000000..246385af3e96ce09c69dc2d74437b1b005fd7dbe
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_13/compressor_6/.zarray
new file mode 100644
index 0000000000..78e91f69bf
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_13/compressor_6/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        4444
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_6/0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_6/1 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_6/1
new file mode 100644
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diff --git a/fixture/15/.zgroup b/tests/v2/fixture/test_format_compatibility/array_14/.zgroup
similarity index 100%
rename from fixture/15/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_14/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_14/compressor_0/.zarray
new file mode 100644
index 0000000000..d92c5e5402
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_14/compressor_0/.zarray
@@ -0,0 +1,14 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": null,
+    "dtype": "|S1",
+    "fill_value": "",
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_0/0
new file mode 100644
index 0000000000..9c1120940c
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_14/compressor_0/0
@@ -0,0 +1 @@
+CCAGGCGGTGCTGGTTGAAGGTTGGGGATCGGGCTTGGTCGCCTGATTAGCCCGTTTTTACCGATTTAGAGCGCGCCTGTCTATGTATCCCGTCTAAGTAGGCATAATTCGTTATTAAACGTAAGCTCCCAGGGCTCGACAGCACGTGTTGACCCTTGAGGATGGTCAACACGAAGTTGAAACTATTAGGTCTTGAACGGTGTCGGTGACATTTCGAGTGCTGATTCCAGGTTGGGTCCAGGGAGCGATTCCCTGAAGTTACCAAGGGGGGCATGCAAAGGTGAACCTCTCAGGTGGCAGACCGGCCTTACACATCCAAGGTCCATCTGACAGTTGGCCCCCTCGGCGATTCACCGTAGTTCACGCCTTGTTTCAGCGCGTGAGAGTGCTTCTTCTTTTGTTTGATAACCAGTTTCCTACTATCGGCATCATTCTGGTCTCCGGACTCGCATCTTGCTGAACTCTGAAAACTCGATCTCTTACGTGAGTTTCGCTTAATCCTGCTATCTGGCTGGACAAGTACCTCATCCAAAATTTGAATCCAATACCATTCTCACATGGGCGCTAGCTTGTTTCTTTTTCTTATTCTCGTACGACGATAAACTTCATATCGATTTCCGCACTACAACATTCCTCTACGTTAGGGTTGCGAGGGCGGTGATCTCCAGATCTCTCACGAGTTCCTAGTAGCAATGTCCGGGTGGTCCACGCTCCAAGTGTTACCAGCGCGTTCGGTGAGTAAGTTTATAACGTAGAGATCCCAGTTACAGCAGCTGTGCAAAAGAAGGCGTCCAATAGGAAGCTTCTAAATCACGGGTTAGCTCCAACCCCGCTATAAATACCGGGCTGCATTCCAAATTGGGTAGAAAGGAGCGAATTACTATTAGCGAACATCGCGAGGGCTGCCTCAAATCAGCACAGCAAGGAATTCCTAGCAGGAACTATCTTGCATCGGTTACAAGCAGTATCATTCGGATGATACACTTTATTCTTTGTACTACCAAGGTGAGCATCCCAATGGGGCAGCAAACGACATTCGGAGGTCTCATCGCGAGCTCTCCAGCTGAGCTTGTCTTTCATAGGCCCCACATTGGACGAGCAGCAAATAGAAAAATCTGCGAGTTAACTTCTCTGGCCATGATGTCGGATCCTTCTATAATGGATATTCGGCCCAAAAAGGTGCGCGAGTAATGGTATCCGACTGGACGTCGGCCATAATTACTACGCATCCCTTCCATCTTTAGTTCTGTACGAGCTCCTAGATGTACGTGGACGAGCGCAACCACCTGAATCCCATGTAGCTTATGTATGGACACGTTGATATCTCTTTTTACCTAAGGAGCAGAGATCGTATCGGACTAGTATTATTCCGCATGCTATATGGCCTTCCTTTGAACGTTCCGAATCGTAAGTGTACCACCTGTGGCGGAGATCGATTTAACGTCACTTCTATGGTCTGAGTTCTTAAACCGCACTCTGTAGGGATGAGGACGCGCTCCCCTACAGACATTCAGTCTCAAAAACTGTATTCGGACCCCCGGTGCTGTGAGTACTCCTCTTGACCAAAAAGTAGAACCCCTTCCAACCCACCTTATAGCATGTAGTGCCGTTTCAAGTGAATGTAATGCTACTCTATCGAACTTTAACTTCAAGGTATAGCAGGATAGACTAGGTAGTCTAAGCAGTTACGAGTGTCCTATGGGACCGAGCTGGGCATTTGCTGAGTTACAATTCTAACTTAATGAAACTTTATTTCCATAAAAAACGCAGGTAACGGATAGTTGAAACCTACTGGAGGGTGGTCTCTAGCTCCGCTAAGTTATCGAGCATTCAGATAATTGATCTGGCGAGCGCGTCGACCGTTGGAGCGAGGCTGAGGCTTTGCCGCTCGGAACCGAATTGGGGAGGATGTATAGTGCCTATACACTGGGAGAGAACCTCACCCAATCCATTACTTCTCTTATCTATGCGAGTCGTGTTGACAGTGTTAAGCATGGCGATGGTGGCAGACACAAGAGGAGATGTTGCCTTATGCCCGAGGCGTGCCGTTCTTAATTAAACCAAACCTGTGGGTCCCCTAGCCTGCACGATAGGACGAGCCATTCTCTCGAATATCGAGACAACTTCTAGCACGAAGGTAGGATCTGCCTCGAAATAAACCCGGGACGTCACAGAATCATTTGGACGGAAGATATGCTCGATTGGACTCTTATTGAGTATACCATATCTGCGCCGATCTCTCACACTGCCATATTAGTGAGTAGAAGTTTTCAACAAGCAACCGGTTGACGTCTAATCTCGTTCGCCTTCAAATTGTGTAACCGGCGTACCTGCCTACCTCCACTAAAGTGCAGCGACAAGTCCTCGCGCGTCGAAACGACGAACGCACCAAGGAATTGCAACGTGCATCAGTAAAAAGCTGTACAGGTAACCATCAAAGTAAACAGGTAAAGCCACTGACAAGGCGTAGCCCTGGTGGGTTCTTCTGACAACAACCGCTACGCACACGTGCAGTTACGGAGAACAGAGACCAAACTATAGCTTCTATATGTTACGCAGTCCCTATTAATACGAGCATTCATAGTCTCCGGCTCAATTGACCAAGAGTTAAAACCTCAGTACGGCAGGCGGGTAACAGATGGTTAAATACATTCGCTGCCGCGAGCATTTCAGTTAAACAGGTGAGTCGTTATGTTAAGTCTCGAGAATTACCTGCATTAGAGTGATCTAATTTGCGATGGAGAGCACGCCCGAGGGATGGATTTTAATCACCTTGCGTCAGTCTGTTATCCACTTCGTCTTACTGCGCGGCAACTCCTCCTTAGGAAGACAAAAGTGGTGCTCGGTGACCATTAACAAAGAGCCTCTGACATGCATACAGCTCTTCTCGGAGTAACACAGCTAGGCCCTTTATCGGCTTCGAGTGTGCTAACGCCAATTTCCTAAGTCGGGTTTAGATAACTGTATTCCTCAAACTAGATAGAATAACTTTTAGGCATT
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_0/1 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_0/1
new file mode 100644
index 0000000000000000000000000000000000000000..ba5b6f38404868570c875cced658267c67bc5258
GIT binary patch
literal 3000
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zy576x^Ssy7+C7wYci8(5)-Kd*b+>!3wyjZugc#;ZOYtt(^Mt@u?H#szrMSrMGr9@j
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z^<-Md5ujZOY{rpq2TNyUB+{xfhuK%b+CH<HWe!t4<#|D1BVRG7@(Or6>8#Np=z*B6
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h(qf}xhO?e6j-%yW!(SiO1W1uqYMT1<|MTxA@E6~<%HaS2

literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_14/compressor_1/.zarray
new file mode 100644
index 0000000000..9b3b93eaf7
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_14/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "|S1",
+    "fill_value": "",
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_1/0
new file mode 100644
index 0000000000000000000000000000000000000000..130016bcf4d3106e450130b78fbfdea755f41598
GIT binary patch
literal 1058
zcmV+-1l{|10X@>$mE%ARL($lD^x*`Ye=PGZ=pMUUuHpg$px*cSeBRIJ`+2`Tzn`aj
zKYgBW@xtQo=PmzyzfXs^f<8}&B83Y2R`GqmPtRIab$Pl3@^t!!QgwgN)2Y;}thB@D
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zwKbNEAJ$2xB%*~Qf)1qS)r#bCO><EOdJRWd2}Z~E{JA`lc<zlI0I)w(tDLR?9msET
z#YrFaW?B612N7f9t1o9eCMzIxht<`eZtO_#QU6<Nkfpp<Q)EU*f8LEiCNG>x)ozWL
z#p)XCK<Zei%!*+K(ikt}`4<}dXDNoLH)F;&_m;n16egzG?c_Gwlwvb>ro=$0kJmyB
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_1/1
new file mode 100644
index 0000000000000000000000000000000000000000..ef01c10845467af2d6a1e7e1fd9ef148545bbfc6
GIT binary patch
literal 918
zcmV;H18Mwt0qxV#ail;HgW*e!;(-LnKbHGH4R#J!b-P{|X4H~eji3AKd%w^7+}C@(
z@Atc&_kKFM-n-@Vyw}s(J(P8K*!vFFF4Svvw|lR)tx<x680Jb#@h;c%guqno9kzR=
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_14/compressor_2/.zarray
new file mode 100644
index 0000000000..a6ba36eb70
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_14/compressor_2/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "|S1",
+    "fill_value": "",
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_2/0
new file mode 100644
index 0000000000000000000000000000000000000000..6686baba9650271853cdee5ab63a034f77310dd6
GIT binary patch
literal 888
zcmV-;1Bd)VT4*sbL0KkKS%7|f@Bjh-MgVXCD1Zb2U<WV&00000009gD)5S>yFa$6J
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_2/1
new file mode 100644
index 0000000000000000000000000000000000000000..f7ec0df04bd2f09bd0d5b7c9aa84e05fa17d70fd
GIT binary patch
literal 797
zcmV+&1LFKbT4*sbL0KkKS!5l1fB*vbMhN@>D1Zb201yBOPzE0L-i=!-+iP~ls%<N0
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zUa*CW6e+7{*`lHe#B7<?QN*q>G@64XNRKoOIY?6k)@`Fyk!qcs<Pk$bLWI62x;qMV
zn$4VTDQS1DoO`G^Iofp6L@AG2Sgz}#+j%s^YdqT1WE!-9jt-8RZKzl}0@nsi>qeaG
b65B68MTYWaM<mjaxc?V&ML1B9WF32e$OU=f

literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_14/compressor_3/.zarray
new file mode 100644
index 0000000000..1c1cc998cb
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_14/compressor_3/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "|S1",
+    "fill_value": "",
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_3/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_3/1
new file mode 100644
index 0000000000000000000000000000000000000000..d9c4a5cffb54d2c69200ced310a7dba57f0b93c7
GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_14/compressor_4/.zarray
new file mode 100644
index 0000000000..d1f29bc3cf
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_14/compressor_4/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
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+    "compressor": {
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+        "clevel": 1,
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+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "|S1",
+    "fill_value": "",
+    "filters": null,
+    "order": "F",
+    "shape": [
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+    "zarr_format": 2
+}
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_4/0
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index 0000000000000000000000000000000000000000..45f32daa0c5e1e8fd5a1ae8539c70c4250225e27
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_4/1 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_4/1
new file mode 100644
index 0000000000000000000000000000000000000000..795ee7f35c045ae572e6bd330a13d4089a25181e
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_14/compressor_5/.zarray
new file mode 100644
index 0000000000..e4a009f9a2
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_14/compressor_5/.zarray
@@ -0,0 +1,20 @@
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_5/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_5/1 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_5/1
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_14/compressor_6/.zarray
new file mode 100644
index 0000000000..f70e809261
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_14/compressor_6/.zarray
@@ -0,0 +1,20 @@
+{
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+        3000
+    ],
+    "compressor": {
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+        "clevel": 1,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 0
+    },
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+    "fill_value": "",
+    "filters": null,
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_6/0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_6/1 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_6/1
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diff --git a/fixture/16/.zgroup b/tests/v2/fixture/test_format_compatibility/array_15/.zgroup
similarity index 100%
rename from fixture/16/.zgroup
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_15/compressor_0/.zarray
new file mode 100644
index 0000000000..7ae250fb86
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_15/compressor_0/.zarray
@@ -0,0 +1,14 @@
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+    "fill_value": "",
+    "filters": null,
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_15/compressor_1/.zarray
new file mode 100644
index 0000000000..384f0b5612
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_15/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<U4",
+    "fill_value": "",
+    "filters": null,
+    "order": "F",
+    "shape": [
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+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_15/compressor_1/0
new file mode 100644
index 0000000000..071b82cc4e
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_15/compressor_2/.zarray
new file mode 100644
index 0000000000..26ab07b3ec
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_15/compressor_2/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "<U4",
+    "fill_value": "",
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_15/compressor_2/0
new file mode 100644
index 0000000000000000000000000000000000000000..2d4ccf029cdc41954a1751f3a76491137e6bd6c7
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_15/compressor_2/1
new file mode 100644
index 0000000000000000000000000000000000000000..bd11aea81b12ca74d59d48460e6c4d54624cd52b
GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_15/compressor_3/.zarray
new file mode 100644
index 0000000000..41d342d4e9
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_15/compressor_3/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
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+    ],
+    "compressor": {
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+        "clevel": 1,
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+        "shuffle": 0
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+    "fill_value": "",
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+    "order": "F",
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+}
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_15/compressor_3/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_15/compressor_3/1
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_15/compressor_4/.zarray
new file mode 100644
index 0000000000..23b1caf002
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_15/compressor_4/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "<U4",
+    "fill_value": "",
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_15/compressor_4/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_4/1 b/tests/v2/fixture/test_format_compatibility/array_15/compressor_4/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_15/compressor_5/.zarray
new file mode 100644
index 0000000000..a4fe30ad28
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_15/compressor_5/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 2
+    },
+    "dtype": "<U4",
+    "fill_value": "",
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_15/compressor_5/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_15/compressor_6/.zarray
new file mode 100644
index 0000000000..2245b5dc73
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_15/compressor_6/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<U4",
+    "fill_value": "",
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_15/compressor_6/0
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diff --git a/fixture/17/.zgroup b/tests/v2/fixture/test_format_compatibility/array_16/.zgroup
similarity index 100%
rename from fixture/17/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_16/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_16/compressor_0/.zarray
new file mode 100644
index 0000000000..2ca9fe7793
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_16/compressor_0/.zarray
@@ -0,0 +1,14 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": null,
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_0/0
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HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_16/compressor_1/.zarray
new file mode 100644
index 0000000000..f40dd0814b
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_16/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_1/0
new file mode 100644
index 0000000000..34cd381330
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_16/compressor_1/0
@@ -0,0 +1 @@
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_1/1
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_16/compressor_2/.zarray
new file mode 100644
index 0000000000..59f8cc2b9c
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_16/compressor_2/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_2/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_2/1
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_16/compressor_3/.zarray
new file mode 100644
index 0000000000..33c8d46a11
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_16/compressor_3/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
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+    ],
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+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_3/0
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_16/compressor_4/.zarray
new file mode 100644
index 0000000000..6021260f96
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_16/compressor_4/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
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+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 1
+    },
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+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_4/0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_4/1 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_4/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_16/compressor_5/.zarray
new file mode 100644
index 0000000000..9d19f6bc40
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_16/compressor_5/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 2
+    },
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_5/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_16/compressor_6/.zarray
new file mode 100644
index 0000000000..152828f25d
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_16/compressor_6/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<f8",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_6/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_6/1 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_6/1
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literal 0
HcmV?d00001

diff --git a/fixture/18/.zgroup b/tests/v2/fixture/test_format_compatibility/array_17/.zgroup
similarity index 100%
rename from fixture/18/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_17/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_17/compressor_0/.zarray
new file mode 100644
index 0000000000..53695605a4
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_17/compressor_0/.zarray
@@ -0,0 +1,14 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": null,
+    "dtype": "|b1",
+    "fill_value": false,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_0/0
new file mode 100644
index 0000000000000000000000000000000000000000..a937c7a16b86a84d5af17ebb6f3169eb1ac1f757
GIT binary patch
literal 3000
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_0/1 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_0/1
new file mode 100644
index 0000000000000000000000000000000000000000..778c279c75e88d5c75b7c83608d253c336178f60
GIT binary patch
literal 3000
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_17/compressor_1/.zarray
new file mode 100644
index 0000000000..d506f8cd5c
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_17/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "|b1",
+    "fill_value": false,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_1/0
new file mode 100644
index 0000000000000000000000000000000000000000..bc07437a51a925a9689bbc0e7f64ddbe670557c9
GIT binary patch
literal 709
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_1/1
new file mode 100644
index 0000000000000000000000000000000000000000..70f803bcac1188bbb0c226b591bf20734b82cc03
GIT binary patch
literal 615
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_17/compressor_2/.zarray
new file mode 100644
index 0000000000..93fe84bdf5
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_17/compressor_2/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "|b1",
+    "fill_value": false,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        5555
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_2/0
new file mode 100644
index 0000000000000000000000000000000000000000..d62a981cf7df4d1d6d672b93bf226c8ca2bdacaf
GIT binary patch
literal 537
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_2/1
new file mode 100644
index 0000000000000000000000000000000000000000..1353ab2f2628fce104bac284a36b1f2ea740ab44
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_17/compressor_3/.zarray
new file mode 100644
index 0000000000..97e8bfffc2
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_17/compressor_3/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
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+        "id": "blosc",
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+}
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_3/0
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index 0000000000000000000000000000000000000000..91242f5c4b48099b606aefea9c78fbf12d2dff9b
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_3/1
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index 0000000000000000000000000000000000000000..c7b0ffe3343707f8c7f8bbb24c6925209b11bf8e
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_17/compressor_4/.zarray
new file mode 100644
index 0000000000..24e158b5b7
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_17/compressor_4/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
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+        "clevel": 1,
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+        "id": "blosc",
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+    "fill_value": false,
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+    "order": "F",
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_4/0
new file mode 100644
index 0000000000000000000000000000000000000000..02d1a6e1fe66e1130d78824f8801092322f7a6ea
GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_4/1 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_4/1
new file mode 100644
index 0000000000000000000000000000000000000000..bf6f148cad902247b0bc068d539c07ae297d5979
GIT binary patch
literal 608
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_17/compressor_5/.zarray
new file mode 100644
index 0000000000..c65151f9fc
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_17/compressor_5/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
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+        "clevel": 1,
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+        "id": "blosc",
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_5/0
new file mode 100644
index 0000000000000000000000000000000000000000..7724082b84c2978e5620f969c0b8695aef01aed9
GIT binary patch
literal 419
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_5/1 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_5/1
new file mode 100644
index 0000000000000000000000000000000000000000..136273b6ba00f7cda1ba623d017155bbaf74f4ce
GIT binary patch
literal 366
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_17/compressor_6/.zarray
new file mode 100644
index 0000000000..b2894b4971
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_17/compressor_6/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        3000
+    ],
+    "compressor": {
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+        "clevel": 1,
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+        "id": "blosc",
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+    "fill_value": false,
+    "filters": null,
+    "order": "F",
+    "shape": [
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_6/0
new file mode 100644
index 0000000000000000000000000000000000000000..e49acb109ebcec0bfbab00a9da999ecf6906f1cd
GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_6/1 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_6/1
new file mode 100644
index 0000000000000000000000000000000000000000..95d0871d9a102355be4c09f9987b3f6c94ae54d6
GIT binary patch
literal 1613
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diff --git a/fixture/19/.zgroup b/tests/v2/fixture/test_format_compatibility/array_18/.zgroup
similarity index 100%
rename from fixture/19/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_18/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_18/compressor_0/.zarray
new file mode 100644
index 0000000000..37f0225dba
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_18/compressor_0/.zarray
@@ -0,0 +1,16 @@
+{
+    "chunks": [
+        2000,
+        5
+    ],
+    "compressor": null,
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        2000,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_0/0.0 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_0/0.0
new file mode 100644
index 0000000000000000000000000000000000000000..0f37e120600b97282c97bfe75a3c00fb2ac22681
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_0/0.1 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_0/0.1
new file mode 100644
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HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_18/compressor_1/.zarray
new file mode 100644
index 0000000000..68c0810ca9
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_18/compressor_1/.zarray
@@ -0,0 +1,19 @@
+{
+    "chunks": [
+        2000,
+        5
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        2000,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_1/0.0 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_1/0.0
new file mode 100644
index 0000000000000000000000000000000000000000..30b4006aa0723e1c8c740ac8059a3d21f24c9a26
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_1/0.1 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_1/0.1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_18/compressor_2/.zarray
new file mode 100644
index 0000000000..6a83b5a8a4
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_18/compressor_2/.zarray
@@ -0,0 +1,19 @@
+{
+    "chunks": [
+        2000,
+        5
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        2000,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_2/0.0 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_2/0.0
new file mode 100644
index 0000000000000000000000000000000000000000..2c5b978481735fa93d732127849a64f699781d46
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_18/compressor_3/.zarray
new file mode 100644
index 0000000000..96c78e2131
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_18/compressor_3/.zarray
@@ -0,0 +1,22 @@
+{
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+    "filters": null,
+    "order": "C",
+    "shape": [
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+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_3/0.0 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_3/0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_3/0.1 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_3/0.1
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HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_18/compressor_4/.zarray
new file mode 100644
index 0000000000..28b1665a82
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_18/compressor_4/.zarray
@@ -0,0 +1,22 @@
+{
+    "chunks": [
+        2000,
+        5
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        2000,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_4/0.0 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_4/0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_4/0.1 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_4/0.1
new file mode 100644
index 0000000000000000000000000000000000000000..6788e15cb0c6db26fc23cf38cfcb4c071ecfc693
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_18/compressor_5/.zarray
new file mode 100644
index 0000000000..be15fbc1fd
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_18/compressor_5/.zarray
@@ -0,0 +1,22 @@
+{
+    "chunks": [
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+        5
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+    "compressor": {
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+        "clevel": 1,
+        "cname": "zstd",
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+        "shuffle": 2
+    },
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+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
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+    ],
+    "zarr_format": 2
+}
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_5/0.0 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_5/0.0
new file mode 100644
index 0000000000000000000000000000000000000000..0d644a5946f4f7fdeeb6b1ea424fd9b4b9d693cf
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_5/0.1 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_5/0.1
new file mode 100644
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_18/compressor_6/.zarray
new file mode 100644
index 0000000000..269a49b9a5
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_18/compressor_6/.zarray
@@ -0,0 +1,22 @@
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_6/0.0 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_6/0.0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_6/0.1 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_6/0.1
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diff --git a/fixture/2/.zgroup b/tests/v2/fixture/test_format_compatibility/array_19/.zgroup
similarity index 100%
rename from fixture/2/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_19/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_19/compressor_0/.zarray
new file mode 100644
index 0000000000..1ba1098b42
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_19/compressor_0/.zarray
@@ -0,0 +1,16 @@
+{
+    "chunks": [
+        200,
+        50
+    ],
+    "compressor": null,
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        200,
+        100
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_0/0.0 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_0/0.0
new file mode 100644
index 0000000000000000000000000000000000000000..d7cd8f73ee99cd597e2d6c2b8e36bdbbccbe93e0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_0/0.1 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_0/0.1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_19/compressor_1/.zarray
new file mode 100644
index 0000000000..08f7f015b9
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_19/compressor_1/.zarray
@@ -0,0 +1,19 @@
+{
+    "chunks": [
+        200,
+        50
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        200,
+        100
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_1/0.0 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_1/0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_1/0.1 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_1/0.1
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_19/compressor_2/.zarray
new file mode 100644
index 0000000000..18192a77af
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_19/compressor_2/.zarray
@@ -0,0 +1,19 @@
+{
+    "chunks": [
+        200,
+        50
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        200,
+        100
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_2/0.0 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_2/0.0
new file mode 100644
index 0000000000000000000000000000000000000000..6307b289ba5585e0d4f96a6ee8ff548b413b4785
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_2/0.1 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_2/0.1
new file mode 100644
index 0000000000000000000000000000000000000000..5266d7430a3edf751da225a94931c2945298dbc7
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_19/compressor_3/.zarray
new file mode 100644
index 0000000000..adecc364ed
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_19/compressor_3/.zarray
@@ -0,0 +1,22 @@
+{
+    "chunks": [
+        200,
+        50
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        200,
+        100
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_3/0.0 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_3/0.0
new file mode 100644
index 0000000000000000000000000000000000000000..72cdd6a5ebf0a9b7b3d9605fe8c994e8250028e2
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_3/0.1 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_3/0.1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_19/compressor_4/.zarray
new file mode 100644
index 0000000000..a13ab047d0
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_19/compressor_4/.zarray
@@ -0,0 +1,22 @@
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+        "cname": "zstd",
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_4/0.0 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_4/0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_19/compressor_5/.zarray
new file mode 100644
index 0000000000..b58d57cd07
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_19/compressor_5/.zarray
@@ -0,0 +1,22 @@
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_5/0.0 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_5/0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_5/0.1 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_5/0.1
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_19/compressor_6/.zarray
new file mode 100644
index 0000000000..e95122f412
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_19/compressor_6/.zarray
@@ -0,0 +1,22 @@
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_6/0.0 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_6/0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_6/0.1 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_6/0.1
new file mode 100644
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diff --git a/fixture/20/.zgroup b/tests/v2/fixture/test_format_compatibility/array_2/.zgroup
similarity index 100%
rename from fixture/20/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_2/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_2/compressor_0/.zarray
new file mode 100644
index 0000000000..1923d9c4b6
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_2/compressor_0/.zarray
@@ -0,0 +1,14 @@
+{
+    "chunks": [
+        600
+    ],
+    "compressor": null,
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        1111
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_2/compressor_0/0
new file mode 100644
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_0/1 b/tests/v2/fixture/test_format_compatibility/array_2/compressor_0/1
new file mode 100644
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GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_2/compressor_1/.zarray
new file mode 100644
index 0000000000..5c453eb483
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_2/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        600
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        1111
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_2/compressor_1/0
new file mode 100644
index 0000000000000000000000000000000000000000..c6ae91c1af9cef987c8d53db7db2e71bb9113b66
GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_2/compressor_1/1
new file mode 100644
index 0000000000000000000000000000000000000000..c92d60683eef4a915c80b5a7658b4890b91bf126
GIT binary patch
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_2/compressor_2/.zarray
new file mode 100644
index 0000000000..eb6a3a0a43
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_2/compressor_2/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        600
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        1111
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_2/compressor_2/0
new file mode 100644
index 0000000000000000000000000000000000000000..7408c354c7857e4ebe81dd94ec80cb1ebc829dcf
GIT binary patch
literal 760
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diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_2/compressor_2/1
new file mode 100644
index 0000000000000000000000000000000000000000..4a90c39fca7334e465214501921e22ccdc9746e3
GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_2/compressor_3/.zarray
new file mode 100644
index 0000000000..eb84db2060
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_2/compressor_3/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        600
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        1111
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_2/compressor_3/0
new file mode 100644
index 0000000000000000000000000000000000000000..c37ba968fec7023ff4e8b79182994a2ffbfbf98f
GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_2/compressor_3/1
new file mode 100644
index 0000000000000000000000000000000000000000..7009cc1e95717658df776bae5a22dbdad8b3d77c
GIT binary patch
literal 1055
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_2/compressor_4/.zarray
new file mode 100644
index 0000000000..14b77a842d
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_2/compressor_4/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        600
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_2/compressor_4/0
new file mode 100644
index 0000000000000000000000000000000000000000..a8c1de1459aac920d1b203b8840f9586f3326365
GIT binary patch
literal 315
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_4/1 b/tests/v2/fixture/test_format_compatibility/array_2/compressor_4/1
new file mode 100644
index 0000000000000000000000000000000000000000..c371b07235fdefbf0b814bc61e9e6091bbba9814
GIT binary patch
literal 318
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_2/compressor_5/.zarray
new file mode 100644
index 0000000000..e9c94c9d7a
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_2/compressor_5/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        600
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 2
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
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+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_2/compressor_5/0
new file mode 100644
index 0000000000000000000000000000000000000000..5d4566a9954733ac5dbffddc03e6f7f3b29a0a8b
GIT binary patch
literal 138
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_5/1 b/tests/v2/fixture/test_format_compatibility/array_2/compressor_5/1
new file mode 100644
index 0000000000000000000000000000000000000000..3ba2b45a0350023b10a3ca4a3bb10f46cee6af7a
GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_2/compressor_6/.zarray
new file mode 100644
index 0000000000..d4f8522093
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_2/compressor_6/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        600
+    ],
+    "compressor": {
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_2/compressor_6/0
new file mode 100644
index 0000000000000000000000000000000000000000..7c02c8f632bf408d721102b448b03ff2c3b48fc8
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_6/1 b/tests/v2/fixture/test_format_compatibility/array_2/compressor_6/1
new file mode 100644
index 0000000000000000000000000000000000000000..bc938b36b9b26dc3c47a4e7c17a0126c443dec1e
GIT binary patch
literal 2099
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diff --git a/fixture/21/.zgroup b/tests/v2/fixture/test_format_compatibility/array_20/.zgroup
similarity index 100%
rename from fixture/21/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_20/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_20/compressor_0/.zarray
new file mode 100644
index 0000000000..e188efddb9
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_20/compressor_0/.zarray
@@ -0,0 +1,18 @@
+{
+    "chunks": [
+        200,
+        10,
+        5
+    ],
+    "compressor": null,
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        200,
+        10,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_0/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_20/compressor_0/0.0.0
new file mode 100644
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HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_0/0.0.1 b/tests/v2/fixture/test_format_compatibility/array_20/compressor_0/0.0.1
new file mode 100644
index 0000000000000000000000000000000000000000..9d84fde6f444d096c90bd33a1cea3e18e7005e92
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_20/compressor_1/.zarray
new file mode 100644
index 0000000000..4b8b65fa9b
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_20/compressor_1/.zarray
@@ -0,0 +1,21 @@
+{
+    "chunks": [
+        200,
+        10,
+        5
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        200,
+        10,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_1/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_20/compressor_1/0.0.0
new file mode 100644
index 0000000000000000000000000000000000000000..30b4006aa0723e1c8c740ac8059a3d21f24c9a26
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diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_1/0.0.1 b/tests/v2/fixture/test_format_compatibility/array_20/compressor_1/0.0.1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_20/compressor_2/.zarray
new file mode 100644
index 0000000000..ab5db7dd39
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_20/compressor_2/.zarray
@@ -0,0 +1,21 @@
+{
+    "chunks": [
+        200,
+        10,
+        5
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        200,
+        10,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_2/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_20/compressor_2/0.0.0
new file mode 100644
index 0000000000000000000000000000000000000000..2c5b978481735fa93d732127849a64f699781d46
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diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_20/compressor_3/.zarray
new file mode 100644
index 0000000000..7b147d8d0b
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_20/compressor_3/.zarray
@@ -0,0 +1,24 @@
+{
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+    "compressor": {
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+        "clevel": 1,
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+    },
+    "dtype": "<i4",
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+    "filters": null,
+    "order": "C",
+    "shape": [
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+        10,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_3/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_20/compressor_3/0.0.0
new file mode 100644
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HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_20/compressor_4/.zarray
new file mode 100644
index 0000000000..fe2ba3a02a
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_20/compressor_4/.zarray
@@ -0,0 +1,24 @@
+{
+    "chunks": [
+        200,
+        10,
+        5
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        200,
+        10,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_4/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_20/compressor_4/0.0.0
new file mode 100644
index 0000000000000000000000000000000000000000..88ad05e4cf1e2f769ba9c3462e229f782c939be6
GIT binary patch
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new file mode 100644
index 0000000000000000000000000000000000000000..6788e15cb0c6db26fc23cf38cfcb4c071ecfc693
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diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_20/compressor_5/.zarray
new file mode 100644
index 0000000000..17ea9afa2a
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_20/compressor_5/.zarray
@@ -0,0 +1,24 @@
+{
+    "chunks": [
+        200,
+        10,
+        5
+    ],
+    "compressor": {
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+        "clevel": 1,
+        "cname": "zstd",
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+        "shuffle": 2
+    },
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+    "filters": null,
+    "order": "C",
+    "shape": [
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+    ],
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_5/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_20/compressor_5/0.0.0
new file mode 100644
index 0000000000000000000000000000000000000000..0d644a5946f4f7fdeeb6b1ea424fd9b4b9d693cf
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diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_5/0.0.1 b/tests/v2/fixture/test_format_compatibility/array_20/compressor_5/0.0.1
new file mode 100644
index 0000000000000000000000000000000000000000..e7f7ac95ed201d323c518252525a76a53f9f9835
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_20/compressor_6/.zarray
new file mode 100644
index 0000000000..2ecb44ef80
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_20/compressor_6/.zarray
@@ -0,0 +1,24 @@
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diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_6/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_20/compressor_6/0.0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_6/0.0.1 b/tests/v2/fixture/test_format_compatibility/array_20/compressor_6/0.0.1
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diff --git a/fixture/22/.zgroup b/tests/v2/fixture/test_format_compatibility/array_21/.zgroup
similarity index 100%
rename from fixture/22/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_21/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_21/compressor_0/.zarray
new file mode 100644
index 0000000000..5c1d4dcbd9
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_21/compressor_0/.zarray
@@ -0,0 +1,18 @@
+{
+    "chunks": [
+        20,
+        100,
+        10
+    ],
+    "compressor": null,
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        20,
+        100,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_0/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_21/compressor_0/0.0.0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_21/compressor_1/.zarray
new file mode 100644
index 0000000000..050a3a742f
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_21/compressor_1/.zarray
@@ -0,0 +1,21 @@
+{
+    "chunks": [
+        20,
+        100,
+        10
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        20,
+        100,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_1/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_21/compressor_1/0.0.0
new file mode 100644
index 0000000000000000000000000000000000000000..c10567eb3a32fe92bd1c2daedd10ddd656eaaeee
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diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_21/compressor_2/.zarray
new file mode 100644
index 0000000000..77e35c2ddb
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_21/compressor_2/.zarray
@@ -0,0 +1,21 @@
+{
+    "chunks": [
+        20,
+        100,
+        10
+    ],
+    "compressor": {
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+        "level": 1
+    },
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+    "filters": null,
+    "order": "F",
+    "shape": [
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+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_2/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_21/compressor_2/0.0.0
new file mode 100644
index 0000000000000000000000000000000000000000..4d330c9cdb60e095fc72342c75fc6d6ad9c7c07a
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_21/compressor_3/.zarray
new file mode 100644
index 0000000000..d926e89b9f
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_21/compressor_3/.zarray
@@ -0,0 +1,24 @@
+{
+    "chunks": [
+        20,
+        100,
+        10
+    ],
+    "compressor": {
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+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
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+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_3/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_21/compressor_3/0.0.0
new file mode 100644
index 0000000000000000000000000000000000000000..2dbdc70fa13dd55cad22eafe56bcbc4d49c79658
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diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_21/compressor_4/.zarray
new file mode 100644
index 0000000000..7ea7495af4
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_21/compressor_4/.zarray
@@ -0,0 +1,24 @@
+{
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+    "compressor": {
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_4/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_21/compressor_4/0.0.0
new file mode 100644
index 0000000000000000000000000000000000000000..83b1c8707d42567c6dc48c74be73965255c3fc37
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_21/compressor_5/.zarray
new file mode 100644
index 0000000000..7dd0518cad
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_21/compressor_5/.zarray
@@ -0,0 +1,24 @@
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_5/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_21/compressor_5/0.0.0
new file mode 100644
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_21/compressor_6/.zarray
new file mode 100644
index 0000000000..807fab59b7
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_21/compressor_6/.zarray
@@ -0,0 +1,24 @@
+{
+    "chunks": [
+        20,
+        100,
+        10
+    ],
+    "compressor": {
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+        "clevel": 1,
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+    "filters": null,
+    "order": "F",
+    "shape": [
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_6/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_21/compressor_6/0.0.0
new file mode 100644
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diff --git a/fixture/23/.zgroup b/tests/v2/fixture/test_format_compatibility/array_22/.zgroup
similarity index 100%
rename from fixture/23/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_22/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_22/compressor_0/.zarray
new file mode 100644
index 0000000000..f21936fed0
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_22/compressor_0/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        20,
+        10,
+        10,
+        5
+    ],
+    "compressor": null,
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        20,
+        10,
+        10,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_0/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_0/0.0.0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_0/0.0.0.1 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_0/0.0.0.1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_22/compressor_1/.zarray
new file mode 100644
index 0000000000..d6baec0943
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_22/compressor_1/.zarray
@@ -0,0 +1,23 @@
+{
+    "chunks": [
+        20,
+        10,
+        10,
+        5
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        20,
+        10,
+        10,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_1/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_1/0.0.0.0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_1/0.0.0.1 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_1/0.0.0.1
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_22/compressor_2/.zarray
new file mode 100644
index 0000000000..5510dba298
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_22/compressor_2/.zarray
@@ -0,0 +1,23 @@
+{
+    "chunks": [
+        20,
+        10,
+        10,
+        5
+    ],
+    "compressor": {
+        "id": "bz2",
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+    },
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+    "order": "C",
+    "shape": [
+        20,
+        10,
+        10,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_2/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_2/0.0.0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_22/compressor_3/.zarray
new file mode 100644
index 0000000000..168987a50a
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_22/compressor_3/.zarray
@@ -0,0 +1,26 @@
+{
+    "chunks": [
+        20,
+        10,
+        10,
+        5
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        20,
+        10,
+        10,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_3/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_3/0.0.0.0
new file mode 100644
index 0000000000000000000000000000000000000000..b7f59cb871de682e5d9c72104a3404975cf61894
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_3/0.0.0.1 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_3/0.0.0.1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_22/compressor_4/.zarray
new file mode 100644
index 0000000000..fb07ee19e4
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_22/compressor_4/.zarray
@@ -0,0 +1,26 @@
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+    "compressor": {
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+    },
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+    "order": "C",
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_4/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_4/0.0.0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_4/0.0.0.1 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_4/0.0.0.1
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_22/compressor_5/.zarray
new file mode 100644
index 0000000000..6a0318d787
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_22/compressor_5/.zarray
@@ -0,0 +1,26 @@
+{
+    "chunks": [
+        20,
+        10,
+        10,
+        5
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 2
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        20,
+        10,
+        10,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_5/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_5/0.0.0.0
new file mode 100644
index 0000000000000000000000000000000000000000..0d644a5946f4f7fdeeb6b1ea424fd9b4b9d693cf
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_5/0.0.0.1 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_5/0.0.0.1
new file mode 100644
index 0000000000000000000000000000000000000000..e7f7ac95ed201d323c518252525a76a53f9f9835
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_22/compressor_6/.zarray
new file mode 100644
index 0000000000..a074f8d840
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_22/compressor_6/.zarray
@@ -0,0 +1,26 @@
+{
+    "chunks": [
+        20,
+        10,
+        10,
+        5
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "C",
+    "shape": [
+        20,
+        10,
+        10,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_6/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_6/0.0.0.0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_6/0.0.0.1 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_6/0.0.0.1
new file mode 100644
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diff --git a/fixture/3/.zgroup b/tests/v2/fixture/test_format_compatibility/array_23/.zgroup
similarity index 100%
rename from fixture/3/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_23/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_23/compressor_0/.zarray
new file mode 100644
index 0000000000..8246a0d692
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_23/compressor_0/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        20,
+        10,
+        10,
+        5
+    ],
+    "compressor": null,
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        20,
+        10,
+        10,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_0/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_23/compressor_0/0.0.0.0
new file mode 100644
index 0000000000000000000000000000000000000000..d7cd8f73ee99cd597e2d6c2b8e36bdbbccbe93e0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_0/0.0.0.1 b/tests/v2/fixture/test_format_compatibility/array_23/compressor_0/0.0.0.1
new file mode 100644
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HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_23/compressor_1/.zarray
new file mode 100644
index 0000000000..952197e12f
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_23/compressor_1/.zarray
@@ -0,0 +1,23 @@
+{
+    "chunks": [
+        20,
+        10,
+        10,
+        5
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        20,
+        10,
+        10,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_1/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_23/compressor_1/0.0.0.0
new file mode 100644
index 0000000000000000000000000000000000000000..a9880195a07bada316ff0fbb11f56a7143688dab
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_23/compressor_2/.zarray
new file mode 100644
index 0000000000..977fdf8d3c
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_23/compressor_2/.zarray
@@ -0,0 +1,23 @@
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+    "compressor": {
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_2/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_23/compressor_2/0.0.0.0
new file mode 100644
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new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_23/compressor_3/.zarray
new file mode 100644
index 0000000000..94d1830962
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_23/compressor_3/.zarray
@@ -0,0 +1,26 @@
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\ No newline at end of file
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diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_3/0.0.0.1 b/tests/v2/fixture/test_format_compatibility/array_23/compressor_3/0.0.0.1
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_23/compressor_4/.zarray
new file mode 100644
index 0000000000..42987c3576
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_23/compressor_4/.zarray
@@ -0,0 +1,26 @@
+{
+    "chunks": [
+        20,
+        10,
+        10,
+        5
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        20,
+        10,
+        10,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_4/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_23/compressor_4/0.0.0.0
new file mode 100644
index 0000000000000000000000000000000000000000..8f59843a16180aeba742d449d0ecb8d361520a5f
GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_4/0.0.0.1 b/tests/v2/fixture/test_format_compatibility/array_23/compressor_4/0.0.0.1
new file mode 100644
index 0000000000000000000000000000000000000000..70185c8ced4a1daa44917eaf5731684fc105d2f0
GIT binary patch
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HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_23/compressor_5/.zarray
new file mode 100644
index 0000000000..26434da59b
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_23/compressor_5/.zarray
@@ -0,0 +1,26 @@
+{
+    "chunks": [
+        20,
+        10,
+        10,
+        5
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 2
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        20,
+        10,
+        10,
+        10
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_5/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_23/compressor_5/0.0.0.0
new file mode 100644
index 0000000000000000000000000000000000000000..66d95511ba49df01dc69817fa2d87b50cfa4994f
GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_5/0.0.0.1 b/tests/v2/fixture/test_format_compatibility/array_23/compressor_5/0.0.0.1
new file mode 100644
index 0000000000000000000000000000000000000000..c01b1c8c057c61171fdcc538ff6e240efdac2a5d
GIT binary patch
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_23/compressor_6/.zarray
new file mode 100644
index 0000000000..a914413c50
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_23/compressor_6/.zarray
@@ -0,0 +1,26 @@
+{
+    "chunks": [
+        20,
+        10,
+        10,
+        5
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
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+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<i4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
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+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_6/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_23/compressor_6/0.0.0.0
new file mode 100644
index 0000000000000000000000000000000000000000..d11415b6d3477e8bf539d810aaeaeb2350fc4b6a
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_6/0.0.0.1 b/tests/v2/fixture/test_format_compatibility/array_23/compressor_6/0.0.0.1
new file mode 100644
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diff --git a/fixture/4/.zgroup b/tests/v2/fixture/test_format_compatibility/array_3/.zgroup
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similarity index 100%
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diff --git a/fixture/3/0/0 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_0/0
similarity index 100%
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diff --git a/fixture/3/0/1 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_0/1
similarity index 100%
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diff --git a/fixture/3/1/.zarray b/tests/v2/fixture/test_format_compatibility/array_3/compressor_1/.zarray
similarity index 100%
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diff --git a/fixture/3/1/0 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_1/0
similarity index 100%
rename from fixture/3/1/0
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diff --git a/fixture/3/1/1 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_1/1
similarity index 100%
rename from fixture/3/1/1
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diff --git a/fixture/3/2/.zarray b/tests/v2/fixture/test_format_compatibility/array_3/compressor_2/.zarray
similarity index 100%
rename from fixture/3/2/.zarray
rename to tests/v2/fixture/test_format_compatibility/array_3/compressor_2/.zarray
diff --git a/fixture/3/2/0 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_2/0
similarity index 100%
rename from fixture/3/2/0
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diff --git a/fixture/3/2/1 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_2/1
similarity index 100%
rename from fixture/3/2/1
rename to tests/v2/fixture/test_format_compatibility/array_3/compressor_2/1
diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_3/compressor_3/.zarray
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index 0000000000..6782b698d1
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+++ b/tests/v2/fixture/test_format_compatibility/array_3/compressor_3/.zarray
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diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_3/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_3/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_3/compressor_4/.zarray
new file mode 100644
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+++ b/tests/v2/fixture/test_format_compatibility/array_3/compressor_4/.zarray
@@ -0,0 +1,20 @@
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diff --git a/fixture/3/4/0 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_4/0
similarity index 100%
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diff --git a/fixture/3/4/1 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_4/1
similarity index 100%
rename from fixture/3/4/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_3/compressor_5/.zarray
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diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_5/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_6/1 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_6/1
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diff --git a/fixture/5/.zgroup b/tests/v2/fixture/test_format_compatibility/array_4/.zgroup
similarity index 100%
rename from fixture/5/.zgroup
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diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_4/compressor_0/.zarray
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index 0000000000..047233b238
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+++ b/tests/v2/fixture/test_format_compatibility/array_4/compressor_0/.zarray
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_0/1 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_0/1
new file mode 100644
index 0000000000000000000000000000000000000000..8292231e48cf5c0e449355ab465c73a0dc53773f
GIT binary patch
literal 1200
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_4/compressor_1/.zarray
new file mode 100644
index 0000000000..471a8c10aa
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_4/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "|u1",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        2222
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_1/0
new file mode 100644
index 0000000000000000000000000000000000000000..eecfdb945ef34392cb615ff51227d52fe1ae5287
GIT binary patch
literal 1196
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_1/1
new file mode 100644
index 0000000000000000000000000000000000000000..81287c201f5e8b55c81fb9be66409e8232028ae0
GIT binary patch
literal 1033
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_4/compressor_2/.zarray
new file mode 100644
index 0000000000..1bd0c079fd
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_4/compressor_2/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "|u1",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        2222
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_2/0
new file mode 100644
index 0000000000000000000000000000000000000000..8a427fdb980b00e93492bce1305ea02a369964b8
GIT binary patch
literal 1417
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_2/1
new file mode 100644
index 0000000000000000000000000000000000000000..0d3b318ded7d98ba3348d5676922b2cc190bb07f
GIT binary patch
literal 1195
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_4/compressor_3/.zarray
new file mode 100644
index 0000000000..eda3afa036
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_4/compressor_3/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
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+    "order": "F",
+    "shape": [
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+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_3/0
new file mode 100644
index 0000000000000000000000000000000000000000..cf3262917e5b453d989db5961d354b3882c07f1b
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_3/1
new file mode 100644
index 0000000000000000000000000000000000000000..4280370196af05c2363295862eaad4fa7e62298e
GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_4/compressor_4/.zarray
new file mode 100644
index 0000000000..a3b9f49279
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_4/compressor_4/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "|u1",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        2222
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_4/0
new file mode 100644
index 0000000000000000000000000000000000000000..824b5ff77dede858e362394ed63fb677fb82e6cc
GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_4/1 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_4/1
new file mode 100644
index 0000000000000000000000000000000000000000..c9a19a99f4795051a6df3ae31d2201d89131de52
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_4/compressor_5/.zarray
new file mode 100644
index 0000000000..eb49dfd5cb
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_4/compressor_5/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
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+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 2
+    },
+    "dtype": "|u1",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_5/0
new file mode 100644
index 0000000000000000000000000000000000000000..095084d577554d363eb0bc1c801d162152f237db
GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_5/1 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_5/1
new file mode 100644
index 0000000000000000000000000000000000000000..75c5074f94f264318f3015ec449b6b2a949d5848
GIT binary patch
literal 1081
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diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_4/compressor_6/.zarray
new file mode 100644
index 0000000000..add20f023f
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_4/compressor_6/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "|u1",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
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+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_6/0
new file mode 100644
index 0000000000000000000000000000000000000000..282899af87242666b262ffa1aeb9499ab621fc4c
GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_6/1 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_6/1
new file mode 100644
index 0000000000000000000000000000000000000000..7b0e95d07a9748e517e65f9809f7a9676f6f7b87
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literal 0
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diff --git a/fixture/6/.zgroup b/tests/v2/fixture/test_format_compatibility/array_5/.zgroup
similarity index 100%
rename from fixture/6/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_5/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_5/compressor_0/.zarray
new file mode 100644
index 0000000000..c757aef851
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_5/compressor_0/.zarray
@@ -0,0 +1,14 @@
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+    "compressor": null,
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+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
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diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_5/compressor_0/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_5/compressor_1/.zarray
new file mode 100644
index 0000000000..970c79086b
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_5/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
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+        1200
+    ],
+    "compressor": {
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+    },
+    "dtype": "<u2",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
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+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_5/compressor_1/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_5/compressor_1/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_5/compressor_2/.zarray
new file mode 100644
index 0000000000..a9f32a230c
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_5/compressor_2/.zarray
@@ -0,0 +1,17 @@
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+    },
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diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_5/compressor_2/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_5/compressor_2/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_5/compressor_3/.zarray
new file mode 100644
index 0000000000..be40f4d7fb
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_5/compressor_3/.zarray
@@ -0,0 +1,20 @@
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diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_5/compressor_4/.zarray
new file mode 100644
index 0000000000..89b1e7f089
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_5/compressor_4/.zarray
@@ -0,0 +1,20 @@
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diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_4/1 b/tests/v2/fixture/test_format_compatibility/array_5/compressor_4/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_5/compressor_5/.zarray
new file mode 100644
index 0000000000..50c64aecfa
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_5/compressor_5/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 2
+    },
+    "dtype": "<u2",
+    "fill_value": 0,
+    "filters": null,
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_5/compressor_5/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_5/compressor_6/.zarray
new file mode 100644
index 0000000000..605e252cd3
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_5/compressor_6/.zarray
@@ -0,0 +1,20 @@
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+}
\ No newline at end of file
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diff --git a/fixture/7/.zgroup b/tests/v2/fixture/test_format_compatibility/array_6/.zgroup
similarity index 100%
rename from fixture/7/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_6/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_6/compressor_0/.zarray
new file mode 100644
index 0000000000..86eb232833
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_6/compressor_0/.zarray
@@ -0,0 +1,14 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": null,
+    "dtype": "<u4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        2222
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_6/compressor_0/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_6/compressor_1/.zarray
new file mode 100644
index 0000000000..ba93246027
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_6/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<u4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        2222
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_6/compressor_1/0
new file mode 100644
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_6/compressor_1/1
new file mode 100644
index 0000000000000000000000000000000000000000..fc9e2ada8f88db1cfdf6eaf18f274c91c33f5ed5
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diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_6/compressor_2/.zarray
new file mode 100644
index 0000000000..a8d68c1321
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_6/compressor_2/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
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+        "level": 1
+    },
+    "dtype": "<u4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        2222
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_6/compressor_2/0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_6/compressor_3/.zarray
new file mode 100644
index 0000000000..c47e72a218
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_6/compressor_3/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<u4",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        2222
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_6/compressor_3/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_6/compressor_4/.zarray
new file mode 100644
index 0000000000..311f079a15
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_6/compressor_4/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
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+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
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+    },
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+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_6/compressor_4/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_6/compressor_5/.zarray
new file mode 100644
index 0000000000..8340cb900a
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_6/compressor_5/.zarray
@@ -0,0 +1,20 @@
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+    ],
+    "compressor": {
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+        "clevel": 1,
+        "cname": "zstd",
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_6/compressor_5/0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_5/1 b/tests/v2/fixture/test_format_compatibility/array_6/compressor_5/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_6/compressor_6/.zarray
new file mode 100644
index 0000000000..d37f9af32f
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_6/compressor_6/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
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+        "clevel": 1,
+        "cname": "lz4",
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+    "shape": [
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+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_6/compressor_6/0
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_6/1 b/tests/v2/fixture/test_format_compatibility/array_6/compressor_6/1
new file mode 100644
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diff --git a/fixture/8/.zgroup b/tests/v2/fixture/test_format_compatibility/array_7/.zgroup
similarity index 100%
rename from fixture/8/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_7/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_7/compressor_0/.zarray
new file mode 100644
index 0000000000..68b169dcd8
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_7/compressor_0/.zarray
@@ -0,0 +1,14 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": null,
+    "dtype": "<u8",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        2222
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_7/compressor_0/0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_7/compressor_1/.zarray
new file mode 100644
index 0000000000..5fe7091dfb
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_7/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<u8",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        2222
+    ],
+    "zarr_format": 2
+}
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new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_7/compressor_2/.zarray
new file mode 100644
index 0000000000..f534454b54
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_7/compressor_2/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "<u8",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        2222
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_7/compressor_2/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_7/compressor_2/1
new file mode 100644
index 0000000000000000000000000000000000000000..3f227563e8c3c9bf444cf51f86b85a126a4dd868
GIT binary patch
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_7/compressor_3/.zarray
new file mode 100644
index 0000000000..19cb7d6fd4
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_7/compressor_3/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<u8",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        2222
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_7/compressor_3/0
new file mode 100644
index 0000000000000000000000000000000000000000..93e24c5a579f174e83a4f5e4afc942c4f6950dcd
GIT binary patch
literal 2144
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diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_7/compressor_4/.zarray
new file mode 100644
index 0000000000..69347d0ab3
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_7/compressor_4/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "<u8",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        2222
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_7/compressor_4/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_7/compressor_5/.zarray
new file mode 100644
index 0000000000..cc7b8f6f43
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_7/compressor_5/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        1200
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 2
+    },
+    "dtype": "<u8",
+    "fill_value": 0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        2222
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_7/compressor_5/0
new file mode 100644
index 0000000000000000000000000000000000000000..2c1e8be055bf681058fa87ac38bc313f1f1fa657
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_5/1 b/tests/v2/fixture/test_format_compatibility/array_7/compressor_5/1
new file mode 100644
index 0000000000000000000000000000000000000000..72aeb0b43c2b8a6c6d3cfe8fc62bdce623195a5b
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diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_7/compressor_6/.zarray
new file mode 100644
index 0000000000..1b18d35ffa
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_7/compressor_6/.zarray
@@ -0,0 +1,20 @@
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+    ],
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+    "filters": null,
+    "order": "F",
+    "shape": [
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+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_7/compressor_6/0
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new file mode 100644
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diff --git a/fixture/9/.zgroup b/tests/v2/fixture/test_format_compatibility/array_8/.zgroup
similarity index 100%
rename from fixture/9/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_8/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_8/compressor_0/.zarray
new file mode 100644
index 0000000000..0b37d1da93
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_8/compressor_0/.zarray
@@ -0,0 +1,14 @@
+{
+    "chunks": [
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+    ],
+    "compressor": null,
+    "dtype": "<f2",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        3333
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_0/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_0/1 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_0/1
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_8/compressor_1/.zarray
new file mode 100644
index 0000000000..0611c3c2bf
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_8/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<f2",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        3333
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_1/0
new file mode 100644
index 0000000000000000000000000000000000000000..a48034585d3231eada95d108eeffeb2c8341776e
GIT binary patch
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_1/1
new file mode 100644
index 0000000000000000000000000000000000000000..d89996d21c7b064734b08b308b26d95ce6428766
GIT binary patch
literal 1336
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literal 0
HcmV?d00001

diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_8/compressor_2/.zarray
new file mode 100644
index 0000000000..16898d7cd4
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_8/compressor_2/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "<f2",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        3333
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_2/0
new file mode 100644
index 0000000000000000000000000000000000000000..67f959d67f5407b1aa1785d5ac4d34ae10de88c6
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_2/1
new file mode 100644
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_8/compressor_3/.zarray
new file mode 100644
index 0000000000..bca2e17e98
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_8/compressor_3/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<f2",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        3333
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_3/0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_3/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_8/compressor_4/.zarray
new file mode 100644
index 0000000000..d1c01b4677
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_8/compressor_4/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "<f2",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        3333
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_4/0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_4/1 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_4/1
new file mode 100644
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GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_8/compressor_5/.zarray
new file mode 100644
index 0000000000..75d1493db0
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_8/compressor_5/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 2
+    },
+    "dtype": "<f2",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
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+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_5/0
new file mode 100644
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GIT binary patch
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_5/1 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_5/1
new file mode 100644
index 0000000000000000000000000000000000000000..a23f57c178680d1635ae1ccfc399317ceebe7ccc
GIT binary patch
literal 404
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literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_8/compressor_6/.zarray
new file mode 100644
index 0000000000..cedd02d453
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_8/compressor_6/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "lz4",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<f2",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
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+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_6/0
new file mode 100644
index 0000000000000000000000000000000000000000..7c31d0f5ea94dc98f44e177c33b62225785be628
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diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_6/1 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_6/1
new file mode 100644
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diff --git a/fixture/utf8attrs/.zgroup b/tests/v2/fixture/test_format_compatibility/array_9/.zgroup
similarity index 100%
rename from fixture/utf8attrs/.zgroup
rename to tests/v2/fixture/test_format_compatibility/array_9/.zgroup
diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_9/compressor_0/.zarray
new file mode 100644
index 0000000000..e641c0b43a
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_9/compressor_0/.zarray
@@ -0,0 +1,14 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": null,
+    "dtype": "<f4",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        3333
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_0/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_0/1 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_0/1
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_9/compressor_1/.zarray
new file mode 100644
index 0000000000..4839d889f1
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_9/compressor_1/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
+        "id": "zlib",
+        "level": 1
+    },
+    "dtype": "<f4",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        3333
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_1/0
new file mode 100644
index 0000000000000000000000000000000000000000..a8f1a959bc06d75eb2d6cde3cf3b4eee869086ce
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_1/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_9/compressor_2/.zarray
new file mode 100644
index 0000000000..82c75bc76c
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_9/compressor_2/.zarray
@@ -0,0 +1,17 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
+        "id": "bz2",
+        "level": 1
+    },
+    "dtype": "<f4",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        3333
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_2/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_9/compressor_3/.zarray
new file mode 100644
index 0000000000..50fcb6eab8
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_9/compressor_3/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 0
+    },
+    "dtype": "<f4",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        3333
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_3/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_3/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_9/compressor_4/.zarray
new file mode 100644
index 0000000000..d8308cbd26
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_9/compressor_4/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
+        "blocksize": 0,
+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 1
+    },
+    "dtype": "<f4",
+    "fill_value": 0.0,
+    "filters": null,
+    "order": "F",
+    "shape": [
+        3333
+    ],
+    "zarr_format": 2
+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_4/0
new file mode 100644
index 0000000000000000000000000000000000000000..5e263981cb10f41be77675582e073df20c5c9e39
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_4/1 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_4/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_9/compressor_5/.zarray
new file mode 100644
index 0000000000..ffdfb789d5
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_9/compressor_5/.zarray
@@ -0,0 +1,20 @@
+{
+    "chunks": [
+        2000
+    ],
+    "compressor": {
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+        "clevel": 1,
+        "cname": "zstd",
+        "id": "blosc",
+        "shuffle": 2
+    },
+    "dtype": "<f4",
+    "fill_value": 0.0,
+    "filters": null,
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+    "shape": [
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_5/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_5/1 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_5/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_9/compressor_6/.zarray
new file mode 100644
index 0000000000..2ec8030201
--- /dev/null
+++ b/tests/v2/fixture/test_format_compatibility/array_9/compressor_6/.zarray
@@ -0,0 +1,20 @@
+{
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+    ],
+    "compressor": {
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+    "filters": null,
+    "order": "F",
+    "shape": [
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+}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_6/0
new file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_6/1 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_6/1
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literal 0
HcmV?d00001

diff --git a/tests/v2/test_attrs.py b/tests/v2/test_attrs.py
index b477b8befe..d623f86916 100644
--- a/tests/v2/test_attrs.py
+++ b/tests/v2/test_attrs.py
@@ -1,5 +1,11 @@
+from __future__ import annotations
+from typing import TYPE_CHECKING
+if TYPE_CHECKING:
+    from typing import Any
+
 import json
 
+
 import pytest
 
 from zarr.v2.attrs import Attributes
@@ -34,20 +40,11 @@ def test_storage(self):
         d = json.loads(str(store[attrs_key], "utf-8"))
         assert dict(foo="bar", baz=42) == d
 
-    def test_utf8_encoding(self, project_root):
-        fixdir = project_root / "fixture"
-        testdir = fixdir / "utf8attrs"
-        if not testdir.exists():  # pragma: no cover
-            # store the data - should be one-time operation
-            testdir.mkdir(parents=True, exist_ok=True)
-            with (testdir / ".zattrs").open("w", encoding="utf-8") as f:
-                f.write('{"foo": "た"}')
-            with (testdir / ".zgroup").open("w", encoding="utf-8") as f:
-                f.write("""{\n    "zarr_format": 2\n}""")
-
-        # fixture data
-        fixture = group(store=DirectoryStore(str(fixdir)))
-        assert fixture["utf8attrs"].attrs.asdict() == dict(foo="た")
+    def test_utf8_encoding(self, tmpdir: Any) -> None:
+        g = group(store=DirectoryStore(str(tmpdir)), path='utf8attrs')
+        attrs = {"foo": "た"}
+        g.attrs.put(attrs)
+        assert g.attrs.asdict() == attrs
 
     def test_get_set_del_contains(self):
         store = _init_store()
diff --git a/tests/v2/test_dim_separator.py b/tests/v2/test_dim_separator.py
index b0e9d0ecc8..2cff527f89 100644
--- a/tests/v2/test_dim_separator.py
+++ b/tests/v2/test_dim_separator.py
@@ -29,7 +29,7 @@
         pytest.param("fs_default", marks=needs_fsspec),
     )
 )
-def dataset(tmpdir, request):
+def dataset(tmpdir, request) -> None:
     """
     Generate a variety of different Zarrs using
     different store implementations as well as
@@ -41,29 +41,30 @@ def dataset(tmpdir, request):
     kwargs = {}
 
     if which.startswith("static"):
-        project_root = pathlib.Path(zarr.v2.__file__).resolve().parent.parent
+        test_root = pathlib.Path(__file__).parent 
         suffix = which[len("static_") :]
-        static = project_root / "fixture" / suffix
-
-        if not static.exists():  # pragma: no cover
-            if "nested" in which:
-                # No way to reproduce the nested_legacy file via code
-                generator = NestedDirectoryStore
-            else:
-                if "legacy" in suffix:
-                    # No dimension_separator metadata included
-                    generator = DirectoryStore
-                else:
-                    # Explicit dimension_separator metadata included
-                    generator = partial(DirectoryStore, dimension_separator=".")
-
-            # store the data - should be one-time operation
-            s = generator(str(static))
-            a = zarr.v2.open(store=s, mode="w", shape=(2, 2), dtype="<i8")
-            a[:] = [[1, 2], [3, 4]]
+        static = test_root / "fixture" / "dimension_separator" / suffix
+
+        # this commented block will generate the static fixtures. 
+        # if not static.exists():  # pragma: no cover
+        #     if "nested" in which:
+        #         # No way to reproduce the nested_legacy file via code
+        #         generator = NestedDirectoryStore
+        #     else:
+        #         if "legacy" in suffix:
+        #             # No dimension_separator metadata included
+        #             generator = DirectoryStore
+        #         else:
+        #             # Explicit dimension_separator metadata included
+        #             generator = partial(DirectoryStore, dimension_separator=".")
+
+        #     # store the data - should be one-time operation
+        #     s = generator(str(static))
+        #     a = zarr.v2.open(store=s, mode="w", shape=(2, 2), dtype="<i8")
+        #     a[:] = [[1, 2], [3, 4]]
 
         return str(static)
-
+    
     if which.startswith("directory"):
         store_class = DirectoryStore
     elif which.startswith("nested"):
diff --git a/tests/v2/test_storage.py b/tests/v2/test_storage.py
index bcf5fa200b..cce1e5cb3c 100644
--- a/tests/v2/test_storage.py
+++ b/tests/v2/test_storage.py
@@ -2219,44 +2219,45 @@ def test_format_compatibility():
     # read data stored with a previous minor version (which should be format-compatible).
 
     # fixture data
-    fixture = group(store=DirectoryStore("fixture"))
+    fixture_path = pathlib.Path(__file__).parent / "fixture" / "test_format_compatibility"
+    fixture = group(store=DirectoryStore(fixture_path))
 
     # set seed to get consistent random data
     np.random.seed(42)
 
     arrays_chunks = [
-        (np.arange(1111, dtype="<i1"), 100),
-        (np.arange(1111, dtype="<i2"), 100),
-        (np.arange(1111, dtype="<i4"), 100),
+        (np.arange(1111, dtype="<i1"), 600),
+        (np.arange(1111, dtype="<i2"), 600),
+        (np.arange(1111, dtype="<i4"), 600),
         (np.arange(1111, dtype="<i8"), 1000),
-        (np.random.randint(0, 200, size=2222, dtype="u1").astype("<u1"), 100),
-        (np.random.randint(0, 2000, size=2222, dtype="u2").astype("<u2"), 100),
-        (np.random.randint(0, 2000, size=2222, dtype="u4").astype("<u4"), 100),
-        (np.random.randint(0, 2000, size=2222, dtype="u8").astype("<u8"), 100),
-        (np.linspace(0, 1, 3333, dtype="<f2"), 100),
-        (np.linspace(0, 1, 3333, dtype="<f4"), 100),
-        (np.linspace(0, 1, 3333, dtype="<f8"), 100),
-        (np.random.normal(loc=0, scale=1, size=4444).astype("<f2"), 100),
-        (np.random.normal(loc=0, scale=1, size=4444).astype("<f4"), 100),
-        (np.random.normal(loc=0, scale=1, size=4444).astype("<f8"), 100),
-        (np.random.choice([b"A", b"C", b"G", b"T"], size=5555, replace=True).astype("S"), 100),
+        (np.random.randint(0, 200, size=2222, dtype="u1").astype("<u1"), 1200),
+        (np.random.randint(0, 2000, size=2222, dtype="u2").astype("<u2"), 1200),
+        (np.random.randint(0, 2000, size=2222, dtype="u4").astype("<u4"), 1200),
+        (np.random.randint(0, 2000, size=2222, dtype="u8").astype("<u8"), 1200),
+        (np.linspace(0, 1, 3333, dtype="<f2"), 2000),
+        (np.linspace(0, 1, 3333, dtype="<f4"), 2000),
+        (np.linspace(0, 1, 3333, dtype="<f8"), 2000),
+        (np.random.normal(loc=0, scale=1, size=4444).astype("<f2"), 3000),
+        (np.random.normal(loc=0, scale=1, size=4444).astype("<f4"), 3000),
+        (np.random.normal(loc=0, scale=1, size=4444).astype("<f8"), 3000),
+        (np.random.choice([b"A", b"C", b"G", b"T"], size=5555, replace=True).astype("S"), 3000),
         (
             np.random.choice(["foo", "bar", "baz", "quux"], size=5555, replace=True).astype("<U"),
-            100,
+            3000,
         ),
         (
             np.random.choice([0, 1 / 3, 1 / 7, 1 / 9, np.nan], size=5555, replace=True).astype(
                 "<f8"
             ),
-            100,
+            3000,
         ),
-        (np.random.randint(0, 2, size=5555, dtype=bool), 100),
-        (np.arange(20000, dtype="<i4").reshape(2000, 10, order="C"), (100, 3)),
-        (np.arange(20000, dtype="<i4").reshape(200, 100, order="F"), (100, 30)),
-        (np.arange(20000, dtype="<i4").reshape(200, 10, 10, order="C"), (100, 3, 3)),
-        (np.arange(20000, dtype="<i4").reshape(20, 100, 10, order="F"), (10, 30, 3)),
-        (np.arange(20000, dtype="<i4").reshape(20, 10, 10, 10, order="C"), (10, 3, 3, 3)),
-        (np.arange(20000, dtype="<i4").reshape(20, 10, 10, 10, order="F"), (10, 3, 3, 3)),
+        (np.random.randint(0, 2, size=5555, dtype=bool), 3000),
+        (np.arange(20000, dtype="<i4").reshape(2000, 10, order="C"), (2000, 5)),
+        (np.arange(20000, dtype="<i4").reshape(200, 100, order="F"), (200, 50)),
+        (np.arange(20000, dtype="<i4").reshape(200, 10, 10, order="C"), (200, 10, 5)),
+        (np.arange(20000, dtype="<i4").reshape(20, 100, 10, order="F"), (20, 100, 10)),
+        (np.arange(20000, dtype="<i4").reshape(20, 10, 10, 10, order="C"), (20, 10, 10, 5)),
+        (np.arange(20000, dtype="<i4").reshape(20, 10, 10, 10, order="F"), (20, 10, 10, 5)),
     ]
 
     compressors = [
@@ -2276,11 +2277,14 @@ def test_format_compatibility():
             order = "C"
 
         for j, compressor in enumerate(compressors):
-            path = "{}/{}".format(i, j)
+            path = f"array_{i}/compressor_{j}"
 
-            if path not in fixture:  # pragma: no cover
-                # store the data - should be one-time operation
-                fixture.array(path, data=arr, chunks=chunks, order=order, compressor=compressor)
+            # uncomment these lines to generate the fixture files, which should be unnecessary 
+            # since they are checked into version control
+            
+            # if path not in fixture:  # pragma: no cover
+            #     # store the data - should be one-time operation
+            #     fixture.array(path, data=arr, chunks=chunks, order=order, compressor=compressor)
 
             # setup array
             z = fixture[path]
@@ -2454,14 +2458,17 @@ def test_normalize_store_arg(tmpdir):
         store = normalize_store_arg(fsspec.get_mapper("file://" + path))
         assert isinstance(store, FSStore)
 
-
-def test_meta_prefix_6853():
-    fixture = pathlib.Path(zarr.v2.__file__).resolve().parent.parent / "fixture"
+# todo: delete this
+def test_meta_prefix_6853(tmpdir):
+    """
+    This test ensures that groups can start with the name "meta". Added to resolve 
+    the issue described here: https://github.com/zarr-developers/zarr-python/issues/1105
+    """
+    fixture = pathlib.Path(str(tmpdir)) /  "fixture"
     meta = fixture / "meta"
-    if not meta.exists():  # pragma: no cover
-        s = DirectoryStore(str(meta), dimension_separator=".")
-        a = zarr.v2.open(store=s, mode="w", shape=(2, 2), dtype="<i8")
-        a[:] = [[1, 2], [3, 4]]
+    s = DirectoryStore(str(meta), dimension_separator=".")
+    a = zarr.v2.open(store=s, mode="w", shape=(2, 2), dtype="<i8")
+    a[:] = [[1, 2], [3, 4]]
 
     fixtures = group(store=DirectoryStore(str(fixture)))
     assert list(fixtures.arrays())

From 5b9b6c42da27f33f0b43c0560539f35a96b1766f Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Mon, 22 Jul 2024 19:11:26 +0200
Subject: [PATCH 0609/1078] Apply ruff/flake8-bandit rule B006 (#2049)

---
 src/zarr/group.py | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/src/zarr/group.py b/src/zarr/group.py
index 5cf0e48db9..a42d52d968 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -123,7 +123,7 @@ async def create(
         cls,
         store: StoreLike,
         *,
-        attributes: dict[str, Any] = {},  # noqa: B006, FIXME
+        attributes: dict[str, Any] | None = None,
         exists_ok: bool = False,
         zarr_format: ZarrFormat = 3,
     ) -> AsyncGroup:
@@ -133,6 +133,7 @@ async def create(
                 assert not await (store_path / ZARR_JSON).exists()
             elif zarr_format == 2:
                 assert not await (store_path / ZGROUP_JSON).exists()
+        attributes = attributes or {}
         group = cls(
             metadata=GroupMetadata(attributes=attributes, zarr_format=zarr_format),
             store_path=store_path,
@@ -311,8 +312,9 @@ async def create_group(
         self,
         path: str,
         exists_ok: bool = False,
-        attributes: dict[str, Any] = {},  # noqa: B006, FIXME
+        attributes: dict[str, Any] | None = None,
     ) -> AsyncGroup:
+        attributes = attributes or {}
         return await type(self).create(
             self.store_path / path,
             attributes=attributes,
@@ -490,10 +492,11 @@ def create(
         cls,
         store: StoreLike,
         *,
-        attributes: dict[str, Any] = {},  # noqa: B006, FIXME
+        attributes: dict[str, Any] | None = None,
         zarr_format: ZarrFormat = 3,
         exists_ok: bool = False,
     ) -> Group:
+        attributes = attributes or {}
         obj = sync(
             AsyncGroup.create(
                 store,

From df4c25f70c8a1e2b43214d7f26e80d34df502e7e Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 22 Jul 2024 14:34:30 -0700
Subject: [PATCH 0610/1078] chore: update pre-commit hooks (#2051)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.5.2 → v0.5.4](https://github.com/astral-sh/ruff-pre-commit/compare/v0.5.2...v0.5.4)
- [github.com/pre-commit/mirrors-mypy: v1.10.1 → v1.11.0](https://github.com/pre-commit/mirrors-mypy/compare/v1.10.1...v1.11.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 9d432dc1ed..40bf3a5f78 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: 'v0.5.2'
+    rev: 'v0.5.4'
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
@@ -22,7 +22,7 @@ repos:
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.10.1
+    rev: v1.11.0
     hooks:
       - id: mypy
         files: src

From aef47ac27d9179d849ff260c754bc23595bdca68 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Fri, 26 Jul 2024 17:13:22 +0200
Subject: [PATCH 0611/1078] [v2 / v3 compat] add `Group.array` and `data` kwarg
 to array creation  (#2042)

* add deprecated Group.array method, and start filling in group unit tests

* add errors module

* memory store listdir fix, and a type annotation for a method on the test class

* Use ContainsArrayError when a path contains an array; restore auto-chunking; restore data kwarg to array creation

* use ContainsGroupError and contains_group for group routines

* style changes to store tests

* add a lot of tests, remove redundant decorators

* add data kwarg to group.array

* add newlines to end of docstrings

* docstrings

* put long type annotation on one line

* port guess chunks to v3

* harden semantics for existing arrays / groups

* fix exception name in docs
---
 src/zarr/array.py                  |  23 +-
 src/zarr/chunk_grids.py            |  72 +++++
 src/zarr/errors.py                 |  25 ++
 src/zarr/group.py                  | 242 +++++++++++++++-
 src/zarr/store/core.py             | 173 +++++++++++-
 src/zarr/store/memory.py           |   5 +-
 src/zarr/testing/store.py          |  12 +-
 tests/v3/test_array.py             |  53 ++++
 tests/v3/test_chunk_grids.py       |  18 ++
 tests/v3/test_group.py             | 424 +++++++++++++++++++++++------
 tests/v3/test_store/test_memory.py |   4 +-
 11 files changed, 948 insertions(+), 103 deletions(-)
 create mode 100644 src/zarr/errors.py
 create mode 100644 tests/v3/test_chunk_grids.py

diff --git a/src/zarr/array.py b/src/zarr/array.py
index 1cc4c8ccff..e366321b15 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -21,7 +21,7 @@
 from zarr.abc.store import set_or_delete
 from zarr.attributes import Attributes
 from zarr.buffer import BufferPrototype, NDArrayLike, NDBuffer, default_buffer_prototype
-from zarr.chunk_grids import RegularChunkGrid
+from zarr.chunk_grids import RegularChunkGrid, _guess_chunks
 from zarr.chunk_key_encodings import ChunkKeyEncoding, DefaultChunkKeyEncoding, V2ChunkKeyEncoding
 from zarr.codecs import BytesCodec
 from zarr.codecs._v2 import V2Compressor, V2Filters
@@ -62,6 +62,9 @@
 )
 from zarr.metadata import ArrayMetadata, ArrayV2Metadata, ArrayV3Metadata
 from zarr.store import StoreLike, StorePath, make_store_path
+from zarr.store.core import (
+    ensure_no_existing_node,
+)
 from zarr.sync import sync
 
 
@@ -137,12 +140,13 @@ async def create(
         compressor: dict[str, JSON] | None = None,
         # runtime
         exists_ok: bool = False,
+        data: npt.ArrayLike | None = None,
     ) -> AsyncArray:
         store_path = make_store_path(store)
 
         if chunk_shape is None:
             if chunks is None:
-                raise ValueError("Either chunk_shape or chunks needs to be provided.")
+                chunk_shape = chunks = _guess_chunks(shape=shape, typesize=np.dtype(dtype).itemsize)
             chunk_shape = chunks
         elif chunks is not None:
             raise ValueError("Only one of chunk_shape or chunks must be provided.")
@@ -164,7 +168,7 @@ async def create(
                 raise ValueError(
                     "compressor cannot be used for arrays with version 3. Use bytes-to-bytes codecs instead."
                 )
-            return await cls._create_v3(
+            result = await cls._create_v3(
                 store_path,
                 shape=shape,
                 dtype=dtype,
@@ -187,7 +191,7 @@ async def create(
                 )
             if dimension_names is not None:
                 raise ValueError("dimension_names cannot be used for arrays with version 2.")
-            return await cls._create_v2(
+            result = await cls._create_v2(
                 store_path,
                 shape=shape,
                 dtype=dtype,
@@ -203,6 +207,12 @@ async def create(
         else:
             raise ValueError(f"Insupported zarr_format. Got: {zarr_format}")
 
+        if data is not None:
+            # insert user-provided data
+            await result.setitem(..., data)
+
+        return result
+
     @classmethod
     async def _create_v3(
         cls,
@@ -224,7 +234,7 @@ async def _create_v3(
         exists_ok: bool = False,
     ) -> AsyncArray:
         if not exists_ok:
-            assert not await (store_path / ZARR_JSON).exists()
+            await ensure_no_existing_node(store_path, zarr_format=3)
 
         codecs = list(codecs) if codecs is not None else [BytesCodec()]
 
@@ -280,8 +290,7 @@ async def _create_v2(
         import numcodecs
 
         if not exists_ok:
-            assert not await (store_path / ZARRAY_JSON).exists()
-
+            await ensure_no_existing_node(store_path, zarr_format=2)
         if order is None:
             order = "C"
 
diff --git a/src/zarr/chunk_grids.py b/src/zarr/chunk_grids.py
index 941f799849..a92c894e72 100644
--- a/src/zarr/chunk_grids.py
+++ b/src/zarr/chunk_grids.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import itertools
+import math
 import operator
 from abc import abstractmethod
 from collections.abc import Iterator
@@ -8,6 +9,8 @@
 from functools import reduce
 from typing import TYPE_CHECKING
 
+import numpy as np
+
 from zarr.abc.metadata import Metadata
 from zarr.common import (
     JSON,
@@ -22,6 +25,75 @@
     from typing_extensions import Self
 
 
+def _guess_chunks(
+    shape: ChunkCoords,
+    typesize: int,
+    *,
+    increment_bytes: int = 256 * 1024,
+    min_bytes: int = 128 * 1024,
+    max_bytes: int = 64 * 1024 * 1024,
+) -> ChunkCoords:
+    """
+    Iteratively guess an appropriate chunk layout for an array, given its shape and
+    the size of each element in bytes, and size constraints expressed in bytes. This logic is
+    adapted from h5py.
+
+    Parameters
+    ----------
+    shape: ChunkCoords
+        The chunk shape.
+    typesize: int
+        The size, in bytes, of each element of the chunk.
+    increment_bytes: int = 256 * 1024
+        The number of bytes used to increment or decrement the target chunk size in bytes.
+    min_bytes: int = 128 * 1024
+        The soft lower bound on the final chunk size in bytes.
+    max_bytes: int = 64 * 1024 * 1024
+        The hard upper bound on the final chunk size in bytes.
+
+    Returns
+    -------
+    ChunkCoords
+
+    """
+
+    ndims = len(shape)
+    # require chunks to have non-zero length for all dimensions
+    chunks = np.maximum(np.array(shape, dtype="=f8"), 1)
+
+    # Determine the optimal chunk size in bytes using a PyTables expression.
+    # This is kept as a float.
+    dset_size = np.prod(chunks) * typesize
+    target_size = increment_bytes * (2 ** np.log10(dset_size / (1024.0 * 1024)))
+
+    if target_size > max_bytes:
+        target_size = max_bytes
+    elif target_size < min_bytes:
+        target_size = min_bytes
+
+    idx = 0
+    while True:
+        # Repeatedly loop over the axes, dividing them by 2.  Stop when:
+        # 1a. We're smaller than the target chunk size, OR
+        # 1b. We're within 50% of the target chunk size, AND
+        # 2. The chunk is smaller than the maximum chunk size
+
+        chunk_bytes = np.prod(chunks) * typesize
+
+        if (
+            chunk_bytes < target_size or abs(chunk_bytes - target_size) / target_size < 0.5
+        ) and chunk_bytes < max_bytes:
+            break
+
+        if np.prod(chunks) == 1:
+            break  # Element size larger than max_bytes
+
+        chunks[idx % ndims] = math.ceil(chunks[idx % ndims] / 2.0)
+        idx += 1
+
+    return tuple(int(x) for x in chunks)
+
+
 @dataclass(frozen=True)
 class ChunkGrid(Metadata):
     @classmethod
diff --git a/src/zarr/errors.py b/src/zarr/errors.py
new file mode 100644
index 0000000000..140229b2eb
--- /dev/null
+++ b/src/zarr/errors.py
@@ -0,0 +1,25 @@
+from typing import Any
+
+
+class _BaseZarrError(ValueError):
+    _msg = ""
+
+    def __init__(self, *args: Any) -> None:
+        super().__init__(self._msg.format(*args))
+
+
+class ContainsGroupError(_BaseZarrError):
+    _msg = "A group exists in store {0!r} at path {1!r}."
+
+
+class ContainsArrayError(_BaseZarrError):
+    _msg = "An array exists in store {0!r} at path {1!r}."
+
+
+class ContainsArrayAndGroupError(_BaseZarrError):
+    _msg = (
+        "Array and group metadata documents (.zarray and .zgroup) were both found in store "
+        "{0!r} at path {1!r}."
+        "Only one of these files may be present in a given directory / prefix. "
+        "Remove the .zarray file, or the .zgroup file, or both."
+    )
diff --git a/src/zarr/group.py b/src/zarr/group.py
index a42d52d968..5361eb1345 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -8,6 +8,7 @@
 from typing import TYPE_CHECKING, Literal, cast, overload
 
 import numpy.typing as npt
+from typing_extensions import deprecated
 
 from zarr.abc.codec import Codec
 from zarr.abc.metadata import Metadata
@@ -27,6 +28,7 @@
 )
 from zarr.config import config
 from zarr.store import StoreLike, StorePath, make_store_path
+from zarr.store.core import ensure_no_existing_node
 from zarr.sync import SyncMixin, sync
 
 if TYPE_CHECKING:
@@ -129,10 +131,7 @@ async def create(
     ) -> AsyncGroup:
         store_path = make_store_path(store)
         if not exists_ok:
-            if zarr_format == 3:
-                assert not await (store_path / ZARR_JSON).exists()
-            elif zarr_format == 2:
-                assert not await (store_path / ZGROUP_JSON).exists()
+            await ensure_no_existing_node(store_path, zarr_format=zarr_format)
         attributes = attributes or {}
         group = cls(
             metadata=GroupMetadata(attributes=attributes, zarr_format=zarr_format),
@@ -347,7 +346,49 @@ async def create_array(
         compressor: dict[str, JSON] | None = None,
         # runtime
         exists_ok: bool = False,
+        data: npt.ArrayLike | None = None,
     ) -> AsyncArray:
+        """
+        Create a Zarr array within this AsyncGroup.
+        This method lightly wraps AsyncArray.create.
+
+        Parameters
+        ----------
+        path: str
+            The name of the array.
+        shape: tuple[int, ...]
+            The shape of the array.
+        dtype: np.DtypeLike = float64
+            The data type of the array.
+        chunk_shape: tuple[int, ...] | None = None
+            The shape of the chunks of the array. V3 only.
+        chunk_key_encoding: ChunkKeyEncoding | tuple[Literal["default"], Literal[".", "/"]] | tuple[Literal["v2"], Literal[".", "/"]] | None = None
+            A specification of how the chunk keys are represented in storage.
+        codecs: Iterable[Codec | dict[str, JSON]] | None = None
+            An iterable of Codec or dict serializations thereof. The elements of
+            this collection specify the transformation from array values to stored bytes.
+        dimension_names: Iterable[str] | None = None
+            The names of the dimensions of the array. V3 only.
+        chunks: ChunkCoords | None = None
+            The shape of the chunks of the array. V2 only.
+        dimension_separator: Literal[".", "/"] | None = None
+            The delimiter used for the chunk keys.
+        order: Literal["C", "F"] | None = None
+            The memory order of the array.
+        filters: list[dict[str, JSON]] | None = None
+            Filters for the array.
+        compressor: dict[str, JSON] | None = None
+            The compressor for the array.
+        exists_ok: bool = False
+            If True, a pre-existing array or group at the path of this array will
+            be overwritten. If False, the presence of a pre-existing array or group is
+            an error.
+
+        Returns
+        -------
+        AsyncArray
+
+        """
         return await AsyncArray.create(
             self.store_path / path,
             shape=shape,
@@ -365,6 +406,7 @@ async def create_array(
             compressor=compressor,
             exists_ok=exists_ok,
             zarr_format=self.metadata.zarr_format,
+            data=data,
         )
 
     async def update_attributes(self, new_attributes: dict[str, Any]) -> AsyncGroup:
@@ -407,6 +449,7 @@ async def members(self) -> AsyncGenerator[tuple[str, AsyncArray | AsyncGroup], N
         # would be nice to make these special keys accessible programmatically,
         # and scoped to specific zarr versions
         _skip_keys = ("zarr.json", ".zgroup", ".zattrs")
+
         async for key in self.store_path.store.list_dir(self.store_path.path):
             if key in _skip_keys:
                 continue
@@ -619,8 +662,99 @@ def tree(self, expand: bool = False, level: int | None = None) -> Any:
     def create_group(self, name: str, **kwargs: Any) -> Group:
         return Group(self._sync(self._async_group.create_group(name, **kwargs)))
 
-    def create_array(self, name: str, **kwargs: Any) -> Array:
-        return Array(self._sync(self._async_group.create_array(name, **kwargs)))
+    def create_array(
+        self,
+        name: str,
+        *,
+        shape: ChunkCoords,
+        dtype: npt.DTypeLike = "float64",
+        fill_value: Any | None = None,
+        attributes: dict[str, JSON] | None = None,
+        # v3 only
+        chunk_shape: ChunkCoords | None = None,
+        chunk_key_encoding: (
+            ChunkKeyEncoding
+            | tuple[Literal["default"], Literal[".", "/"]]
+            | tuple[Literal["v2"], Literal[".", "/"]]
+            | None
+        ) = None,
+        codecs: Iterable[Codec | dict[str, JSON]] | None = None,
+        dimension_names: Iterable[str] | None = None,
+        # v2 only
+        chunks: ChunkCoords | None = None,
+        dimension_separator: Literal[".", "/"] | None = None,
+        order: Literal["C", "F"] | None = None,
+        filters: list[dict[str, JSON]] | None = None,
+        compressor: dict[str, JSON] | None = None,
+        # runtime
+        exists_ok: bool = False,
+        data: npt.ArrayLike | None = None,
+    ) -> Array:
+        """
+        Create a zarr array within this AsyncGroup.
+        This method lightly wraps AsyncArray.create.
+
+        Parameters
+        ----------
+        name: str
+            The name of the array.
+        shape: tuple[int, ...]
+            The shape of the array.
+        dtype: np.DtypeLike = float64
+            The data type of the array.
+        chunk_shape: tuple[int, ...] | None = None
+            The shape of the chunks of the array. V3 only.
+        chunk_key_encoding: ChunkKeyEncoding | tuple[Literal["default"], Literal[".", "/"]] | tuple[Literal["v2"], Literal[".", "/"]] | None = None
+            A specification of how the chunk keys are represented in storage.
+        codecs: Iterable[Codec | dict[str, JSON]] | None = None
+            An iterable of Codec or dict serializations thereof. The elements of this collection
+            specify the transformation from array values to stored bytes.
+        dimension_names: Iterable[str] | None = None
+            The names of the dimensions of the array. V3 only.
+        chunks: ChunkCoords | None = None
+            The shape of the chunks of the array. V2 only.
+        dimension_separator: Literal[".", "/"] | None = None
+            The delimiter used for the chunk keys.
+        order: Literal["C", "F"] | None = None
+            The memory order of the array.
+        filters: list[dict[str, JSON]] | None = None
+            Filters for the array.
+        compressor: dict[str, JSON] | None = None
+            The compressor for the array.
+        exists_ok: bool = False
+            If True, a pre-existing array or group at the path of this array will
+            be overwritten. If False, the presence of a pre-existing array or group is
+            an error.
+        data: npt.ArrayLike | None = None
+            Array data to initialize the array with.
+
+        Returns
+        -------
+        Array
+
+        """
+        return Array(
+            self._sync(
+                self._async_group.create_array(
+                    path=name,
+                    shape=shape,
+                    dtype=dtype,
+                    fill_value=fill_value,
+                    attributes=attributes,
+                    chunk_shape=chunk_shape,
+                    chunk_key_encoding=chunk_key_encoding,
+                    codecs=codecs,
+                    dimension_names=dimension_names,
+                    chunks=chunks,
+                    dimension_separator=dimension_separator,
+                    order=order,
+                    filters=filters,
+                    compressor=compressor,
+                    exists_ok=exists_ok,
+                    data=data,
+                )
+            )
+        )
 
     def empty(self, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.empty(**kwargs)))
@@ -648,3 +782,99 @@ def full_like(self, prototype: AsyncArray, **kwargs: Any) -> Array:
 
     def move(self, source: str, dest: str) -> None:
         return self._sync(self._async_group.move(source, dest))
+
+    @deprecated("Use Group.create_array instead.")
+    def array(
+        self,
+        name: str,
+        *,
+        shape: ChunkCoords,
+        dtype: npt.DTypeLike = "float64",
+        fill_value: Any | None = None,
+        attributes: dict[str, JSON] | None = None,
+        # v3 only
+        chunk_shape: ChunkCoords | None = None,
+        chunk_key_encoding: (
+            ChunkKeyEncoding
+            | tuple[Literal["default"], Literal[".", "/"]]
+            | tuple[Literal["v2"], Literal[".", "/"]]
+            | None
+        ) = None,
+        codecs: Iterable[Codec | dict[str, JSON]] | None = None,
+        dimension_names: Iterable[str] | None = None,
+        # v2 only
+        chunks: ChunkCoords | None = None,
+        dimension_separator: Literal[".", "/"] | None = None,
+        order: Literal["C", "F"] | None = None,
+        filters: list[dict[str, JSON]] | None = None,
+        compressor: dict[str, JSON] | None = None,
+        # runtime
+        exists_ok: bool = False,
+        data: npt.ArrayLike | None = None,
+    ) -> Array:
+        """
+        Create a zarr array within this AsyncGroup.
+        This method lightly wraps `AsyncArray.create`.
+
+        Parameters
+        ----------
+        name: str
+            The name of the array.
+        shape: tuple[int, ...]
+            The shape of the array.
+        dtype: np.DtypeLike = float64
+            The data type of the array.
+        chunk_shape: tuple[int, ...] | None = None
+            The shape of the chunks of the array. V3 only.
+        chunk_key_encoding: ChunkKeyEncoding | tuple[Literal["default"], Literal[".", "/"]] | tuple[Literal["v2"], Literal[".", "/"]] | None = None
+            A specification of how the chunk keys are represented in storage.
+        codecs: Iterable[Codec | dict[str, JSON]] | None = None
+            An iterable of Codec or dict serializations thereof. The elements of
+            this collection specify the transformation from array values to stored bytes.
+        dimension_names: Iterable[str] | None = None
+            The names of the dimensions of the array. V3 only.
+        chunks: ChunkCoords | None = None
+            The shape of the chunks of the array. V2 only.
+        dimension_separator: Literal[".", "/"] | None = None
+            The delimiter used for the chunk keys.
+        order: Literal["C", "F"] | None = None
+            The memory order of the array.
+        filters: list[dict[str, JSON]] | None = None
+            Filters for the array.
+        compressor: dict[str, JSON] | None = None
+            The compressor for the array.
+        exists_ok: bool = False
+            If True, a pre-existing array or group at the path of this array will
+            be overwritten. If False, the presence of a pre-existing array or group is
+            an error.
+        data: npt.ArrayLike | None = None
+            Array data to initialize the array with.
+
+        Returns
+        -------
+
+        Array
+
+        """
+        return Array(
+            self._sync(
+                self._async_group.create_array(
+                    path=name,
+                    shape=shape,
+                    dtype=dtype,
+                    fill_value=fill_value,
+                    attributes=attributes,
+                    chunk_shape=chunk_shape,
+                    chunk_key_encoding=chunk_key_encoding,
+                    codecs=codecs,
+                    dimension_names=dimension_names,
+                    chunks=chunks,
+                    dimension_separator=dimension_separator,
+                    order=order,
+                    filters=filters,
+                    compressor=compressor,
+                    exists_ok=exists_ok,
+                    data=data,
+                )
+            )
+        )
diff --git a/src/zarr/store/core.py b/src/zarr/store/core.py
index caa30d6997..85f85aabde 100644
--- a/src/zarr/store/core.py
+++ b/src/zarr/store/core.py
@@ -1,11 +1,13 @@
 from __future__ import annotations
 
+import json
 from pathlib import Path
-from typing import Any
+from typing import Any, Literal
 
 from zarr.abc.store import Store
 from zarr.buffer import Buffer, BufferPrototype, default_buffer_prototype
-from zarr.common import OpenMode
+from zarr.common import ZARR_JSON, ZARRAY_JSON, ZGROUP_JSON, OpenMode, ZarrFormat
+from zarr.errors import ContainsArrayAndGroupError, ContainsArrayError, ContainsGroupError
 from zarr.store.local import LocalStore
 from zarr.store.memory import MemoryStore
 
@@ -84,3 +86,170 @@ def make_store_path(store_like: StoreLike | None, *, mode: OpenMode | None = Non
     elif isinstance(store_like, str):
         return StorePath(LocalStore(Path(store_like), mode=mode or "r"))
     raise TypeError
+
+
+async def ensure_no_existing_node(store_path: StorePath, zarr_format: ZarrFormat) -> None:
+    """
+    Check if a store_path is safe for array / group creation.
+    Returns `None` or raises an exception.
+
+    Parameters
+    ----------
+    store_path: StorePath
+        The storage location to check.
+    zarr_format: ZarrFormat
+        The Zarr format to check.
+
+    Raises
+    ------
+    ContainsArrayError, ContainsGroupError, ContainsArrayAndGroupError
+    """
+    if zarr_format == 2:
+        extant_node = await _contains_node_v2(store_path)
+    elif zarr_format == 3:
+        extant_node = await _contains_node_v3(store_path)
+
+    if extant_node == "array":
+        raise ContainsArrayError(store_path.store, store_path.path)
+    elif extant_node == "group":
+        raise ContainsGroupError(store_path.store, store_path.path)
+    elif extant_node == "nothing":
+        return
+    msg = f"Invalid value for extant_node: {extant_node}"  # type: ignore[unreachable]
+    raise ValueError(msg)
+
+
+async def _contains_node_v3(store_path: StorePath) -> Literal["array", "group", "nothing"]:
+    """
+    Check if a store_path contains nothing, an array, or a group. This function
+    returns the string "array", "group", or "nothing" to denote containing an array, a group, or
+    nothing.
+
+    Parameters
+    ----------
+    store_path: StorePath
+        The location in storage to check.
+
+    Returns
+    -------
+    Literal["array", "group", "nothing"]
+        A string representing the zarr node found at store_path.
+    """
+    result: Literal["array", "group", "nothing"] = "nothing"
+    extant_meta_bytes = await (store_path / ZARR_JSON).get()
+    # if no metadata document could be loaded, then we just return "nothing"
+    if extant_meta_bytes is not None:
+        try:
+            extant_meta_json = json.loads(extant_meta_bytes.to_bytes())
+            # avoid constructing a full metadata document here in the name of speed.
+            if extant_meta_json["node_type"] == "array":
+                result = "array"
+            elif extant_meta_json["node_type"] == "group":
+                result = "group"
+        except (KeyError, json.JSONDecodeError):
+            # either of these errors is consistent with no array or group present.
+            pass
+    return result
+
+
+async def _contains_node_v2(store_path: StorePath) -> Literal["array", "group", "nothing"]:
+    """
+    Check if a store_path contains nothing, an array, a group, or both. If both an array and a
+    group are detected, a `ContainsArrayAndGroup` exception is raised. Otherwise, this function
+    returns the string "array", "group", or "nothing" to denote containing an array, a group, or
+    nothing.
+
+    Parameters
+    ----------
+    store_path: StorePath
+        The location in storage to check.
+
+    Returns
+    -------
+    Literal["array", "group", "nothing"]
+        A string representing the zarr node found at store_path.
+    """
+    _array = await contains_array(store_path=store_path, zarr_format=2)
+    _group = await contains_group(store_path=store_path, zarr_format=2)
+
+    if _array and _group:
+        raise ContainsArrayAndGroupError(store_path.store, store_path.path)
+    elif _array:
+        return "array"
+    elif _group:
+        return "group"
+    else:
+        return "nothing"
+
+
+async def contains_array(store_path: StorePath, zarr_format: ZarrFormat) -> bool:
+    """
+    Check if an array exists at a given StorePath.
+
+    Parameters
+    ----------
+    store_path: StorePath
+        The StorePath to check for an existing group.
+    zarr_format:
+        The zarr format to check for.
+
+    Returns
+    -------
+    bool
+        True if the StorePath contains a group, False otherwise.
+
+    """
+    if zarr_format == 3:
+        extant_meta_bytes = await (store_path / ZARR_JSON).get()
+        if extant_meta_bytes is None:
+            return False
+        else:
+            try:
+                extant_meta_json = json.loads(extant_meta_bytes.to_bytes())
+                # we avoid constructing a full metadata document here in the name of speed.
+                if extant_meta_json["node_type"] == "array":
+                    return True
+            except (ValueError, KeyError):
+                return False
+    elif zarr_format == 2:
+        result = await (store_path / ZARRAY_JSON).exists()
+        return result
+    msg = f"Invalid zarr_format provided. Got {zarr_format}, expected 2 or 3"
+    raise ValueError(msg)
+
+
+async def contains_group(store_path: StorePath, zarr_format: ZarrFormat) -> bool:
+    """
+    Check if a group exists at a given StorePath.
+
+    Parameters
+    ----------
+
+    store_path: StorePath
+        The StorePath to check for an existing group.
+    zarr_format:
+        The zarr format to check for.
+
+    Returns
+    -------
+
+    bool
+        True if the StorePath contains a group, False otherwise
+
+    """
+    if zarr_format == 3:
+        extant_meta_bytes = await (store_path / ZARR_JSON).get()
+        if extant_meta_bytes is None:
+            return False
+        else:
+            try:
+                extant_meta_json = json.loads(extant_meta_bytes.to_bytes())
+                # we avoid constructing a full metadata document here in the name of speed.
+                result: bool = extant_meta_json["node_type"] == "group"
+                return result
+            except (ValueError, KeyError):
+                return False
+    elif zarr_format == 2:
+        return await (store_path / ZGROUP_JSON).exists()
+    msg = f"Invalid zarr_format provided. Got {zarr_format}, expected 2 or 3"  # type: ignore[unreachable]
+    raise ValueError(msg)
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 7b73330b6c..7f3c575719 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -95,8 +95,9 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
             prefix = prefix[:-1]
 
         if prefix == "":
-            for key in self._store_dict:
-                yield key.split("/", maxsplit=1)[0]
+            keys_unique = set(k.split("/")[0] for k in self._store_dict.keys())
+            for key in keys_unique:
+                yield key
         else:
             for key in self._store_dict:
                 if key.startswith(prefix + "/") and key != prefix:
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 9c37ce0434..a4e154bbc9 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -183,8 +183,12 @@ async def test_list_dir(self, store: S) -> None:
         await store.set("foo/zarr.json", Buffer.from_bytes(b"bar"))
         await store.set("foo/c/1", Buffer.from_bytes(b"\x01"))
 
-        keys = [k async for k in store.list_dir("foo")]
-        assert set(keys) == set(["zarr.json", "c"]), keys
+        keys_expected = ["zarr.json", "c"]
+        keys_observed = [k async for k in store.list_dir("foo")]
 
-        keys = [k async for k in store.list_dir("foo/")]
-        assert set(keys) == set(["zarr.json", "c"]), keys
+        assert len(keys_observed) == len(keys_expected), keys_observed
+        assert set(keys_observed) == set(keys_expected), keys_observed
+
+        keys_observed = [k async for k in store.list_dir("foo/")]
+        assert len(keys_expected) == len(keys_observed), keys_observed
+        assert set(keys_observed) == set(keys_expected), keys_observed
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index 08678f5989..9fd135ad5c 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -1,10 +1,63 @@
+from typing import Literal
+
 import numpy as np
 import pytest
 
 from zarr.array import Array
 from zarr.common import ZarrFormat
+from zarr.errors import ContainsArrayError, ContainsGroupError
 from zarr.group import Group
 from zarr.store import LocalStore, MemoryStore
+from zarr.store.core import StorePath
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("zarr_format", (2, 3))
+@pytest.mark.parametrize("exists_ok", [True, False])
+@pytest.mark.parametrize("extant_node", ["array", "group"])
+def test_array_creation_existing_node(
+    store: LocalStore | MemoryStore,
+    zarr_format: ZarrFormat,
+    exists_ok: bool,
+    extant_node: Literal["array", "group"],
+) -> None:
+    """
+    Check that an existing array or group is handled as expected during array creation.
+    """
+    spath = StorePath(store)
+    group = Group.create(spath, zarr_format=zarr_format)
+    expected_exception: type[ContainsArrayError] | type[ContainsGroupError]
+    if extant_node == "array":
+        expected_exception = ContainsArrayError
+        _ = group.create_array("extant", shape=(10,), dtype="uint8")
+    elif extant_node == "group":
+        expected_exception = ContainsGroupError
+        _ = group.create_group("extant")
+    else:
+        raise AssertionError
+
+    new_shape = (2, 2)
+    new_dtype = "float32"
+
+    if exists_ok:
+        arr_new = Array.create(
+            spath / "extant",
+            shape=new_shape,
+            dtype=new_dtype,
+            exists_ok=exists_ok,
+            zarr_format=zarr_format,
+        )
+        assert arr_new.shape == new_shape
+        assert arr_new.dtype == new_dtype
+    else:
+        with pytest.raises(expected_exception):
+            arr_new = Array.create(
+                spath / "extant",
+                shape=new_shape,
+                dtype=new_dtype,
+                exists_ok=exists_ok,
+                zarr_format=zarr_format,
+            )
 
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
diff --git a/tests/v3/test_chunk_grids.py b/tests/v3/test_chunk_grids.py
new file mode 100644
index 0000000000..3cc6b64e57
--- /dev/null
+++ b/tests/v3/test_chunk_grids.py
@@ -0,0 +1,18 @@
+import numpy as np
+import pytest
+
+from zarr.chunk_grids import _guess_chunks
+
+
+@pytest.mark.parametrize(
+    "shape", ((0,), (0,) * 2, (1, 2, 0, 4, 5), (10, 0), (10,), (100,) * 3, (1000000,), (10000,) * 2)
+)
+@pytest.mark.parametrize("itemsize", (1, 2, 4))
+def test_guess_chunks(shape: tuple[int, ...], itemsize: int) -> None:
+    chunks = _guess_chunks(shape, itemsize)
+    chunk_size = np.prod(chunks) * itemsize
+    assert isinstance(chunks, tuple)
+    assert len(chunks) == len(shape)
+    assert chunk_size < (64 * 1024 * 1024)
+    # doesn't make any sense to allow chunks to have zero length dimension
+    assert all(0 < c <= max(s, 1) for c, s in zip(chunks, shape, strict=False))
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index e11af748b3..f942eb6033 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -1,26 +1,77 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, Any
+from typing import Any, Literal, cast
 
-from zarr.array import AsyncArray
+import numpy as np
+import pytest
+from _pytest.compat import LEGACY_PATH
+
+from zarr.array import Array, AsyncArray
 from zarr.buffer import Buffer
+from zarr.common import ZarrFormat
+from zarr.errors import ContainsArrayError, ContainsGroupError
+from zarr.group import AsyncGroup, Group, GroupMetadata
+from zarr.store import LocalStore, MemoryStore, StorePath
 from zarr.store.core import make_store_path
 from zarr.sync import sync
 
-if TYPE_CHECKING:
-    from zarr.common import ZarrFormat
-    from zarr.store import LocalStore, MemoryStore
+from .conftest import parse_store
 
-import numpy as np
-import pytest
 
-from zarr.group import AsyncGroup, Group, GroupMetadata
-from zarr.store import StorePath
+@pytest.fixture(params=["local", "memory"])
+def store(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> LocalStore | MemoryStore:
+    result = parse_store(request.param, str(tmpdir))
+    if not isinstance(result, MemoryStore | LocalStore):
+        raise TypeError("Wrong store class returned by test fixture!")
+    return result
 
 
-# todo: put RemoteStore in here
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-def test_group_children(store: MemoryStore | LocalStore) -> None:
+@pytest.fixture(params=[True, False])
+def exists_ok(request: pytest.FixtureRequest) -> bool:
+    result = request.param
+    if not isinstance(result, bool):
+        raise TypeError("Wrong type returned by test fixture.")
+    return result
+
+
+@pytest.fixture(params=[2, 3], ids=["zarr2", "zarr3"])
+def zarr_format(request: pytest.FixtureRequest) -> ZarrFormat:
+    result = request.param
+    if result not in (2, 3):
+        raise ValueError("Wrong value returned from test fixture.")
+    return cast(ZarrFormat, result)
+
+
+def test_group_init(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+    """
+    Test that initializing a group from an asyncgroup works.
+    """
+    agroup = sync(AsyncGroup.create(store=store, zarr_format=zarr_format))
+    group = Group(agroup)
+    assert group._async_group == agroup
+
+
+def test_group_name_properties(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+    """
+    Test basic properties of groups
+    """
+    root = Group.create(store=store, zarr_format=zarr_format)
+    assert root.path == ""
+    assert root.name == "/"
+    assert root.basename == ""
+
+    foo = root.create_group("foo")
+    assert foo.path == "foo"
+    assert foo.name == "/foo"
+    assert foo.basename == "foo"
+
+    bar = root.create_group("foo/bar")
+    assert bar.path == "foo/bar"
+    assert bar.name == "/foo/bar"
+    assert bar.basename == "bar"
+
+
+def test_group_members(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
     """
     Test that `Group.members` returns correct values, i.e. the arrays and groups
     (explicit and implicit) contained in that group.
@@ -28,16 +79,16 @@ def test_group_children(store: MemoryStore | LocalStore) -> None:
 
     path = "group"
     agroup = AsyncGroup(
-        metadata=GroupMetadata(),
+        metadata=GroupMetadata(zarr_format=zarr_format),
         store_path=StorePath(store=store, path=path),
     )
     group = Group(agroup)
-    members_expected = {}
+    members_expected: dict[str, Array | Group] = {}
 
     members_expected["subgroup"] = group.create_group("subgroup")
     # make a sub-sub-subgroup, to ensure that the children calculation doesn't go
     # too deep in the hierarchy
-    _ = members_expected["subgroup"].create_group("subsubgroup")
+    _ = members_expected["subgroup"].create_group("subsubgroup")  # type: ignore
 
     members_expected["subarray"] = group.create_array(
         "subarray", shape=(100,), dtype="uint8", chunk_shape=(10,), exists_ok=True
@@ -55,12 +106,15 @@ def test_group_children(store: MemoryStore | LocalStore) -> None:
     assert sorted(dict(members_observed)) == sorted(members_expected)
 
 
-@pytest.mark.parametrize("store", (("local", "memory")), indirect=["store"])
-def test_group(store: MemoryStore | LocalStore) -> None:
+def test_group(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+    """
+    Test basic Group routines.
+    """
     store_path = StorePath(store)
-    agroup = AsyncGroup(metadata=GroupMetadata(), store_path=store_path)
+    agroup = AsyncGroup(metadata=GroupMetadata(zarr_format=zarr_format), store_path=store_path)
     group = Group(agroup)
     assert agroup.metadata is group.metadata
+    assert agroup.store_path == group.store_path == store_path
 
     # create two groups
     foo = group.create_group("foo")
@@ -94,29 +148,270 @@ def test_group(store: MemoryStore | LocalStore) -> None:
     assert dict(bar3.attrs) == {"baz": "qux", "name": "bar"}
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-@pytest.mark.parametrize("exists_ok", (True, False))
-def test_group_create(store: MemoryStore | LocalStore, exists_ok: bool) -> None:
+def test_group_create(
+    store: MemoryStore | LocalStore, exists_ok: bool, zarr_format: ZarrFormat
+) -> None:
     """
     Test that `Group.create` works as expected.
     """
     attributes = {"foo": 100}
-    group = Group.create(store, attributes=attributes, exists_ok=exists_ok)
+    group = Group.create(store, attributes=attributes, zarr_format=zarr_format, exists_ok=exists_ok)
 
     assert group.attrs == attributes
 
     if not exists_ok:
-        with pytest.raises(AssertionError):
+        with pytest.raises(ContainsGroupError):
             group = Group.create(
-                store,
-                attributes=attributes,
-                exists_ok=exists_ok,
+                store, attributes=attributes, exists_ok=exists_ok, zarr_format=zarr_format
             )
 
 
+def test_group_open(
+    store: MemoryStore | LocalStore, zarr_format: ZarrFormat, exists_ok: bool
+) -> None:
+    """
+    Test the `Group.open` method.
+    """
+    spath = StorePath(store)
+    # attempt to open a group that does not exist
+    with pytest.raises(FileNotFoundError):
+        Group.open(store)
+
+    # create the group
+    attrs = {"path": "foo"}
+    group_created = Group.create(
+        store, attributes=attrs, zarr_format=zarr_format, exists_ok=exists_ok
+    )
+    assert group_created.attrs == attrs
+    assert group_created.metadata.zarr_format == zarr_format
+    assert group_created.store_path == spath
+
+    # attempt to create a new group in place, to test exists_ok
+    new_attrs = {"path": "bar"}
+    if not exists_ok:
+        with pytest.raises(ContainsGroupError):
+            Group.create(store, attributes=attrs, zarr_format=zarr_format, exists_ok=exists_ok)
+    else:
+        group_created_again = Group.create(
+            store, attributes=new_attrs, zarr_format=zarr_format, exists_ok=exists_ok
+        )
+        assert group_created_again.attrs == new_attrs
+        assert group_created_again.metadata.zarr_format == zarr_format
+        assert group_created_again.store_path == spath
+
+
+def test_group_getitem(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+    """
+    Test the `Group.__getitem__` method.
+    """
+
+    group = Group.create(store, zarr_format=zarr_format)
+    subgroup = group.create_group(name="subgroup")
+    subarray = group.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
+
+    assert group["subgroup"] == subgroup
+    assert group["subarray"] == subarray
+    with pytest.raises(KeyError):
+        group["nope"]
+
+
+def test_group_delitem(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+    """
+    Test the `Group.__delitem__` method.
+    """
+
+    group = Group.create(store, zarr_format=zarr_format)
+    subgroup = group.create_group(name="subgroup")
+    subarray = group.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
+
+    assert group["subgroup"] == subgroup
+    assert group["subarray"] == subarray
+
+    del group["subgroup"]
+    with pytest.raises(KeyError):
+        group["subgroup"]
+
+    del group["subarray"]
+    with pytest.raises(KeyError):
+        group["subarray"]
+
+
+def test_group_iter(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+    """
+    Test the `Group.__iter__` method.
+    """
+
+    group = Group.create(store, zarr_format=zarr_format)
+    with pytest.raises(NotImplementedError):
+        [x for x in group]  # type: ignore
+
+
+def test_group_len(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+    """
+    Test the `Group.__len__` method.
+    """
+
+    group = Group.create(store, zarr_format=zarr_format)
+    with pytest.raises(NotImplementedError):
+        len(group)  # type: ignore
+
+
+def test_group_setitem(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+    """
+    Test the `Group.__setitem__` method.
+    """
+    group = Group.create(store, zarr_format=zarr_format)
+    with pytest.raises(NotImplementedError):
+        group["key"] = 10
+
+
+def test_group_contains(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+    """
+    Test the `Group.__contains__` method
+    """
+    group = Group.create(store, zarr_format=zarr_format)
+    assert "foo" not in group
+    _ = group.create_group(name="foo")
+    assert "foo" in group
+
+
+def test_group_subgroups(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+    """
+    Test the behavior of `Group` methods for accessing subgroups, namely `Group.group_keys` and `Group.groups`
+    """
+    group = Group.create(store, zarr_format=zarr_format)
+    keys = ("foo", "bar")
+    subgroups_expected = tuple(group.create_group(k) for k in keys)
+    # create a sub-array as well
+    _ = group.create_array("array", shape=(10,))
+    subgroups_observed = group.groups()
+    assert set(group.group_keys()) == set(keys)
+    assert len(subgroups_observed) == len(subgroups_expected)
+    assert all(a in subgroups_observed for a in subgroups_expected)
+
+
+def test_group_subarrays(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+    """
+    Test the behavior of `Group` methods for accessing subgroups, namely `Group.group_keys` and `Group.groups`
+    """
+    group = Group.create(store, zarr_format=zarr_format)
+    keys = ("foo", "bar")
+    subarrays_expected = tuple(group.create_array(k, shape=(10,)) for k in keys)
+    # create a sub-group as well
+    _ = group.create_group("group")
+    subarrays_observed = group.arrays()
+    assert set(group.array_keys()) == set(keys)
+    assert len(subarrays_observed) == len(subarrays_expected)
+    assert all(a in subarrays_observed for a in subarrays_expected)
+
+
+def test_group_update_attributes(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+    """
+    Test the behavior of `Group.update_attributes`
+    """
+    attrs = {"foo": 100}
+    group = Group.create(store, zarr_format=zarr_format, attributes=attrs)
+    assert group.attrs == attrs
+    new_attrs = {"bar": 100}
+    new_group = group.update_attributes(new_attrs)
+    assert new_group.attrs == new_attrs
+
+
+async def test_group_update_attributes_async(
+    store: MemoryStore | LocalStore, zarr_format: ZarrFormat
+) -> None:
+    """
+    Test the behavior of `Group.update_attributes_async`
+    """
+    attrs = {"foo": 100}
+    group = Group.create(store, zarr_format=zarr_format, attributes=attrs)
+    assert group.attrs == attrs
+    new_attrs = {"bar": 100}
+    new_group = await group.update_attributes_async(new_attrs)
+    assert new_group.attrs == new_attrs
+
+
+@pytest.mark.parametrize("method", ["create_array", "array"])
+def test_group_create_array(
+    store: MemoryStore | LocalStore,
+    zarr_format: ZarrFormat,
+    exists_ok: bool,
+    method: Literal["create_array", "array"],
+) -> None:
+    """
+    Test `Group.create_array`
+    """
+    group = Group.create(store, zarr_format=zarr_format)
+    shape = (10, 10)
+    dtype = "uint8"
+    data = np.arange(np.prod(shape)).reshape(shape).astype(dtype)
+
+    if method == "create_array":
+        array = group.create_array(name="array", shape=shape, dtype=dtype, data=data)
+    elif method == "array":
+        array = group.array(name="array", shape=shape, dtype=dtype, data=data)
+    else:
+        raise AssertionError
+
+    if not exists_ok:
+        if method == "create_array":
+            with pytest.raises(ContainsArrayError):
+                group.create_array(name="array", shape=shape, dtype=dtype, data=data)
+        elif method == "array":
+            with pytest.raises(ContainsArrayError):
+                group.array(name="array", shape=shape, dtype=dtype, data=data)
+    assert array.shape == shape
+    assert array.dtype == np.dtype(dtype)
+    assert np.array_equal(array[:], data)
+
+
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
 @pytest.mark.parametrize("zarr_format", (2, 3))
-@pytest.mark.parametrize("exists_ok", (True, False))
+@pytest.mark.parametrize("exists_ok", [True, False])
+@pytest.mark.parametrize("extant_node", ["array", "group"])
+def test_group_creation_existing_node(
+    store: LocalStore | MemoryStore,
+    zarr_format: ZarrFormat,
+    exists_ok: bool,
+    extant_node: Literal["array", "group"],
+) -> None:
+    """
+    Check that an existing array or group is handled as expected during group creation.
+    """
+    spath = StorePath(store)
+    group = Group.create(spath, zarr_format=zarr_format)
+    expected_exception: type[ContainsArrayError] | type[ContainsGroupError]
+    attributes = {"old": True}
+
+    if extant_node == "array":
+        expected_exception = ContainsArrayError
+        _ = group.create_array("extant", shape=(10,), dtype="uint8", attributes=attributes)
+    elif extant_node == "group":
+        expected_exception = ContainsGroupError
+        _ = group.create_group("extant", attributes=attributes)
+    else:
+        raise AssertionError
+
+    new_attributes = {"new": True}
+
+    if exists_ok:
+        node_new = Group.create(
+            spath / "extant",
+            attributes=new_attributes,
+            zarr_format=zarr_format,
+            exists_ok=exists_ok,
+        )
+        assert node_new.attrs == new_attributes
+    else:
+        with pytest.raises(expected_exception):
+            node_new = Group.create(
+                spath / "extant",
+                attributes=new_attributes,
+                zarr_format=zarr_format,
+                exists_ok=exists_ok,
+            )
+
+
 async def test_asyncgroup_create(
     store: MemoryStore | LocalStore,
     exists_ok: bool,
@@ -125,6 +420,7 @@ async def test_asyncgroup_create(
     """
     Test that `AsyncGroup.create` works as expected.
     """
+    spath = StorePath(store=store)
     attributes = {"foo": 100}
     agroup = await AsyncGroup.create(
         store,
@@ -137,17 +433,27 @@ async def test_asyncgroup_create(
     assert agroup.store_path == make_store_path(store)
 
     if not exists_ok:
-        with pytest.raises(AssertionError):
+        with pytest.raises(ContainsGroupError):
             agroup = await AsyncGroup.create(
-                store,
+                spath,
+                attributes=attributes,
+                exists_ok=exists_ok,
+                zarr_format=zarr_format,
+            )
+        # create an array at our target path
+        collision_name = "foo"
+        _ = await AsyncArray.create(
+            spath / collision_name, shape=(10,), dtype="uint8", zarr_format=zarr_format
+        )
+        with pytest.raises(ContainsArrayError):
+            _ = await AsyncGroup.create(
+                StorePath(store=store) / collision_name,
                 attributes=attributes,
                 exists_ok=exists_ok,
                 zarr_format=zarr_format,
             )
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
 async def test_asyncgroup_attrs(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
     attributes = {"foo": 100}
     agroup = await AsyncGroup.create(store, zarr_format=zarr_format, attributes=attributes)
@@ -155,8 +461,6 @@ async def test_asyncgroup_attrs(store: LocalStore | MemoryStore, zarr_format: Za
     assert agroup.attrs == agroup.metadata.attributes == attributes
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
 async def test_asyncgroup_info(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
     agroup = await AsyncGroup.create(  # noqa
         store,
@@ -166,8 +470,6 @@ async def test_asyncgroup_info(store: LocalStore | MemoryStore, zarr_format: Zar
     # assert agroup.info == agroup.metadata.info
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
 async def test_asyncgroup_open(
     store: LocalStore | MemoryStore,
     zarr_format: ZarrFormat,
@@ -189,14 +491,12 @@ async def test_asyncgroup_open(
     assert group_w == group_r
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
 async def test_asyncgroup_open_wrong_format(
     store: LocalStore | MemoryStore,
     zarr_format: ZarrFormat,
 ) -> None:
     _ = await AsyncGroup.create(store=store, exists_ok=False, zarr_format=zarr_format)
-
+    zarr_format_wrong: ZarrFormat
     # try opening with the wrong zarr format
     if zarr_format == 3:
         zarr_format_wrong = 2
@@ -211,7 +511,6 @@ async def test_asyncgroup_open_wrong_format(
 
 # todo: replace the dict[str, Any] type with something a bit more specific
 # should this be async?
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
 @pytest.mark.parametrize(
     "data",
     (
@@ -234,8 +533,6 @@ def test_asyncgroup_from_dict(store: MemoryStore | LocalStore, data: dict[str, A
 # todo: replace this with a declarative API where we model a full hierarchy
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
 async def test_asyncgroup_getitem(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
     """
     Create an `AsyncGroup`, then create members of that group, and ensure that we can access those
@@ -258,11 +555,6 @@ async def test_asyncgroup_getitem(store: LocalStore | MemoryStore, zarr_format:
         await agroup.getitem("foo")
 
 
-# todo: replace this with a declarative API where we model a full hierarchy
-
-
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
 async def test_asyncgroup_delitem(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
     agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
     sub_array_path = "sub_array"
@@ -292,8 +584,6 @@ async def test_asyncgroup_delitem(store: LocalStore | MemoryStore, zarr_format:
         raise AssertionError
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
 async def test_asyncgroup_create_group(
     store: LocalStore | MemoryStore,
     zarr_format: ZarrFormat,
@@ -310,11 +600,8 @@ async def test_asyncgroup_create_group(
     assert subnode.metadata.zarr_format == zarr_format
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
 async def test_asyncgroup_create_array(
-    store: LocalStore | MemoryStore,
-    zarr_format: ZarrFormat,
+    store: LocalStore | MemoryStore, zarr_format: ZarrFormat, exists_ok: bool
 ) -> None:
     """
     Test that the AsyncGroup.create_array method works correctly. We ensure that array properties
@@ -323,6 +610,10 @@ async def test_asyncgroup_create_array(
 
     agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
 
+    if not exists_ok:
+        with pytest.raises(ContainsGroupError):
+            agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+
     shape = (10,)
     dtype = "uint8"
     chunk_shape = (4,)
@@ -348,8 +639,6 @@ async def test_asyncgroup_create_array(
     assert subnode.metadata.zarr_format == zarr_format
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
 async def test_asyncgroup_update_attributes(
     store: LocalStore | MemoryStore, zarr_format: ZarrFormat
 ) -> None:
@@ -364,30 +653,3 @@ async def test_asyncgroup_update_attributes(
 
     agroup_new_attributes = await agroup.update_attributes(attributes_new)
     assert agroup_new_attributes.attrs == attributes_new
-
-
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
-def test_group_init(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
-    agroup = sync(AsyncGroup.create(store=store, zarr_format=zarr_format))
-    group = Group(agroup)
-    assert group._async_group == agroup
-
-
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
-def test_group_name_properties(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
-    root = Group.create(store=store, zarr_format=zarr_format)
-    assert root.path == ""
-    assert root.name == "/"
-    assert root.basename == ""
-
-    foo = root.create_group("foo")
-    assert foo.path == "foo"
-    assert foo.name == "/foo"
-    assert foo.basename == "foo"
-
-    bar = root.create_group("foo/bar")
-    assert bar.path == "foo/bar"
-    assert bar.name == "/foo/bar"
-    assert bar.basename == "bar"
diff --git a/tests/v3/test_store/test_memory.py b/tests/v3/test_store/test_memory.py
index 96b8b19e2c..dd3cad7d7e 100644
--- a/tests/v3/test_store/test_memory.py
+++ b/tests/v3/test_store/test_memory.py
@@ -17,7 +17,9 @@ def get(self, store: MemoryStore, key: str) -> Buffer:
         return store._store_dict[key]
 
     @pytest.fixture(scope="function", params=[None, {}])
-    def store_kwargs(self, request) -> dict[str, str | None | dict[str, Buffer]]:
+    def store_kwargs(
+        self, request: pytest.FixtureRequest
+    ) -> dict[str, str | None | dict[str, Buffer]]:
         return {"store_dict": request.param, "mode": "w"}
 
     @pytest.fixture(scope="function")

From 325786af830801277b4ac76357be9d52bf291e77 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Fri, 26 Jul 2024 18:48:48 +0200
Subject: [PATCH 0612/1078] fix file modes (#2000)

* fix file modes

* change store mode from literal to class of properties

* raise FileNotFoundError instead of KeyError

* rename OpenMode to AccessMode

* rename AccessMode parameters

* enforce AccessMode for MemoryStore and RemoteStore

* fix RemoteStore

* fix RemoteStore

* formatting

* fix RemoteStore._exists

* Revert "fix RemoteStore._exists"

This reverts commit 5f876d2038c8e013025500f786d3c3f7cdd92502.

* create async Store.open()

* make Store.open() classmethod

* async clear and root_exists in Store

* fix test_remote.py:test_basic

* fix RemoteStore.open

* remove unnecessary import zarr in tests

* rename root_exists to (not) empty, test and fix store.empty, store.clear

* mypy

* incorporate feedback on store._open()

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* rename store.ensure_open to store._ensure_open

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>
---
 src/zarr/abc/store.py              | 74 ++++++++++++++++++++++++------
 src/zarr/api/asynchronous.py       | 42 +++++++++--------
 src/zarr/api/synchronous.py        |  6 +--
 src/zarr/array.py                  | 12 ++---
 src/zarr/common.py                 |  2 +-
 src/zarr/group.py                  |  6 +--
 src/zarr/store/core.py             | 19 ++++----
 src/zarr/store/local.py            | 22 +++++++--
 src/zarr/store/memory.py           | 17 ++++++-
 src/zarr/store/remote.py           | 21 +++++++--
 src/zarr/testing/store.py          | 37 ++++++++-------
 tests/v3/conftest.py               | 30 ++++++------
 tests/v3/test_api.py               | 62 +++++++++++++++++++++++--
 tests/v3/test_group.py             |  8 ++--
 tests/v3/test_indexing.py          | 16 ++++---
 tests/v3/test_store/test_core.py   | 14 +++---
 tests/v3/test_store/test_local.py  |  2 +-
 tests/v3/test_store/test_memory.py |  2 +-
 tests/v3/test_store/test_remote.py |  6 ++-
 tests/v3/test_v2.py                |  4 +-
 20 files changed, 278 insertions(+), 124 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 14566dfed2..449816209b 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -1,31 +1,74 @@
 from abc import ABC, abstractmethod
 from collections.abc import AsyncGenerator
-from typing import Protocol, runtime_checkable
+from typing import Any, NamedTuple, Protocol, runtime_checkable
+
+from typing_extensions import Self
 
 from zarr.buffer import Buffer, BufferPrototype
-from zarr.common import BytesLike, OpenMode
+from zarr.common import AccessModeLiteral, BytesLike
+
+
+class AccessMode(NamedTuple):
+    readonly: bool
+    overwrite: bool
+    create: bool
+    update: bool
+
+    @classmethod
+    def from_literal(cls, mode: AccessModeLiteral) -> Self:
+        if mode in ("r", "r+", "a", "w", "w-"):
+            return cls(
+                readonly=mode == "r",
+                overwrite=mode == "w",
+                create=mode in ("a", "w", "w-"),
+                update=mode in ("r+", "a"),
+            )
+        raise ValueError("mode must be one of 'r', 'r+', 'w', 'w-', 'a'")
 
 
 class Store(ABC):
-    _mode: OpenMode
+    _mode: AccessMode
+    _is_open: bool
+
+    def __init__(self, mode: AccessModeLiteral = "r", *args: Any, **kwargs: Any):
+        self._is_open = False
+        self._mode = AccessMode.from_literal(mode)
+
+    @classmethod
+    async def open(cls, *args: Any, **kwargs: Any) -> Self:
+        store = cls(*args, **kwargs)
+        await store._open()
+        return store
+
+    async def _open(self) -> None:
+        if self._is_open:
+            raise ValueError("store is already open")
+        if not await self.empty():
+            if self.mode.update or self.mode.readonly:
+                pass
+            elif self.mode.overwrite:
+                await self.clear()
+            else:
+                raise FileExistsError("Store already exists")
+        self._is_open = True
+
+    async def _ensure_open(self) -> None:
+        if not self._is_open:
+            await self._open()
 
-    def __init__(self, mode: OpenMode = "r"):
-        if mode not in ("r", "r+", "w", "w-", "a"):
-            raise ValueError("mode must be one of 'r', 'r+', 'w', 'w-', 'a'")
-        self._mode = mode
+    @abstractmethod
+    async def empty(self) -> bool: ...
+
+    @abstractmethod
+    async def clear(self) -> None: ...
 
     @property
-    def mode(self) -> OpenMode:
+    def mode(self) -> AccessMode:
         """Access mode of the store."""
         return self._mode
 
-    @property
-    def writeable(self) -> bool:
-        """Is the store writeable?"""
-        return self.mode in ("a", "w", "w-")
-
     def _check_writable(self) -> None:
-        if not self.writeable:
+        if self.mode.readonly:
             raise ValueError("store mode does not support writing")
 
     @abstractmethod
@@ -173,8 +216,9 @@ def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         """
         ...
 
-    def close(self) -> None:  # noqa: B027
+    def close(self) -> None:
         """Close the store."""
+        self._is_open = False
         pass
 
 
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index fa63ab46a8..5d2e54baa3 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -12,7 +12,7 @@
 from zarr.array import Array, AsyncArray
 from zarr.buffer import NDArrayLike
 from zarr.chunk_key_encodings import ChunkKeyEncoding
-from zarr.common import JSON, ChunkCoords, MemoryOrder, OpenMode, ZarrFormat
+from zarr.common import JSON, AccessModeLiteral, ChunkCoords, MemoryOrder, ZarrFormat
 from zarr.group import AsyncGroup
 from zarr.metadata import ArrayV2Metadata, ArrayV3Metadata
 from zarr.store import (
@@ -158,7 +158,7 @@ async def load(
 async def open(
     *,
     store: StoreLike | None = None,
-    mode: OpenMode | None = None,  # type and value changed
+    mode: AccessModeLiteral | None = None,  # type and value changed
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     path: str | None = None,
@@ -189,15 +189,15 @@ async def open(
         Return type depends on what exists in the given store.
     """
     zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
-    store_path = make_store_path(store, mode=mode)
+    store_path = await make_store_path(store, mode=mode)
 
     if path is not None:
         store_path = store_path / path
 
     try:
-        return await open_array(store=store_path, zarr_format=zarr_format, **kwargs)
+        return await open_array(store=store_path, zarr_format=zarr_format, mode=mode, **kwargs)
     except KeyError:
-        return await open_group(store=store_path, zarr_format=zarr_format, **kwargs)
+        return await open_group(store=store_path, zarr_format=zarr_format, mode=mode, **kwargs)
 
 
 async def open_consolidated(*args: Any, **kwargs: Any) -> AsyncGroup:
@@ -267,7 +267,7 @@ async def save_array(
         or _default_zarr_version()
     )
 
-    store_path = make_store_path(store, mode="w")
+    store_path = await make_store_path(store, mode="w")
     if path is not None:
         store_path = store_path / path
     new = await AsyncArray.create(
@@ -421,7 +421,7 @@ async def group(
         or _default_zarr_version()
     )
 
-    store_path = make_store_path(store)
+    store_path = await make_store_path(store)
     if path is not None:
         store_path = store_path / path
 
@@ -451,7 +451,7 @@ async def group(
 async def open_group(
     *,  # Note: this is a change from v2
     store: StoreLike | None = None,
-    mode: OpenMode | None = None,  # not used
+    mode: AccessModeLiteral | None = None,  # not used
     cache_attrs: bool | None = None,  # not used, default changed
     synchronizer: Any = None,  # not used
     path: str | None = None,
@@ -512,7 +512,7 @@ async def open_group(
     if storage_options is not None:
         warnings.warn("storage_options is not yet implemented", RuntimeWarning, stacklevel=2)
 
-    store_path = make_store_path(store, mode=mode)
+    store_path = await make_store_path(store, mode=mode)
     if path is not None:
         store_path = store_path / path
 
@@ -682,8 +682,8 @@ async def create(
     if meta_array is not None:
         warnings.warn("meta_array is not yet implemented", RuntimeWarning, stacklevel=2)
 
-    mode = cast(OpenMode, "r" if read_only else "w")
-    store_path = make_store_path(store, mode=mode)
+    mode = kwargs.pop("mode", cast(AccessModeLiteral, "r" if read_only else "w"))
+    store_path = await make_store_path(store, mode=mode)
     if path is not None:
         store_path = store_path / path
 
@@ -854,7 +854,7 @@ async def open_array(
         The opened array.
     """
 
-    store_path = make_store_path(store)
+    store_path = await make_store_path(store)
     if path is not None:
         store_path = store_path / path
 
@@ -862,14 +862,16 @@ async def open_array(
 
     try:
         return await AsyncArray.open(store_path, zarr_format=zarr_format)
-    except KeyError as e:
-        if store_path.store.writeable:
-            pass
-        else:
-            raise e
-
-    # if array was not found, create it
-    return await create(store=store, path=path, zarr_format=zarr_format, **kwargs)
+    except FileNotFoundError as e:
+        if store_path.store.mode.create:
+            return await create(
+                store=store_path,
+                path=path,
+                zarr_format=zarr_format,
+                overwrite=store_path.store.mode.overwrite,
+                **kwargs,
+            )
+        raise e
 
 
 async def open_like(a: ArrayLike, path: str, **kwargs: Any) -> AsyncArray:
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 57b9d5630f..eef87aab7e 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -5,7 +5,7 @@
 import zarr.api.asynchronous as async_api
 from zarr.array import Array, AsyncArray
 from zarr.buffer import NDArrayLike
-from zarr.common import JSON, ChunkCoords, OpenMode, ZarrFormat
+from zarr.common import JSON, AccessModeLiteral, ChunkCoords, ZarrFormat
 from zarr.group import Group
 from zarr.store import StoreLike
 from zarr.sync import sync
@@ -36,7 +36,7 @@ def load(
 def open(
     *,
     store: StoreLike | None = None,
-    mode: OpenMode | None = None,  # type and value changed
+    mode: AccessModeLiteral | None = None,  # type and value changed
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     path: str | None = None,
@@ -161,7 +161,7 @@ def group(
 def open_group(
     *,  # Note: this is a change from v2
     store: StoreLike | None = None,
-    mode: OpenMode | None = None,  # not used in async api
+    mode: AccessModeLiteral | None = None,  # not used in async api
     cache_attrs: bool | None = None,  # default changed, not used in async api
     synchronizer: Any = None,  # not used in async api
     path: str | None = None,
diff --git a/src/zarr/array.py b/src/zarr/array.py
index e366321b15..6572127450 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -142,7 +142,7 @@ async def create(
         exists_ok: bool = False,
         data: npt.ArrayLike | None = None,
     ) -> AsyncArray:
-        store_path = make_store_path(store)
+        store_path = await make_store_path(store)
 
         if chunk_shape is None:
             if chunks is None:
@@ -334,18 +334,18 @@ async def open(
         store: StoreLike,
         zarr_format: ZarrFormat | None = 3,
     ) -> AsyncArray:
-        store_path = make_store_path(store)
+        store_path = await make_store_path(store)
 
         if zarr_format == 2:
             zarray_bytes, zattrs_bytes = await gather(
                 (store_path / ZARRAY_JSON).get(), (store_path / ZATTRS_JSON).get()
             )
             if zarray_bytes is None:
-                raise KeyError(store_path)  # filenotfounderror?
+                raise FileNotFoundError(store_path)
         elif zarr_format == 3:
             zarr_json_bytes = await (store_path / ZARR_JSON).get()
             if zarr_json_bytes is None:
-                raise KeyError(store_path)  # filenotfounderror?
+                raise FileNotFoundError(store_path)
         elif zarr_format is None:
             zarr_json_bytes, zarray_bytes, zattrs_bytes = await gather(
                 (store_path / ZARR_JSON).get(),
@@ -357,7 +357,7 @@ async def open(
                 # alternatively, we could warn and favor v3
                 raise ValueError("Both zarr.json and .zarray objects exist")
             if zarr_json_bytes is None and zarray_bytes is None:
-                raise KeyError(store_path)  # filenotfounderror?
+                raise FileNotFoundError(store_path)
             # set zarr_format based on which keys were found
             if zarr_json_bytes is not None:
                 zarr_format = 3
@@ -412,7 +412,7 @@ def attrs(self) -> dict[str, JSON]:
 
     @property
     def read_only(self) -> bool:
-        return bool(not self.store_path.store.writeable)
+        return self.store_path.store.mode.readonly
 
     @property
     def path(self) -> str:
diff --git a/src/zarr/common.py b/src/zarr/common.py
index 342db1412d..aaa30cfcb8 100644
--- a/src/zarr/common.py
+++ b/src/zarr/common.py
@@ -33,7 +33,7 @@
 ZarrFormat = Literal[2, 3]
 JSON = None | str | int | float | Enum | dict[str, "JSON"] | list["JSON"] | tuple["JSON", ...]
 MemoryOrder = Literal["C", "F"]
-OpenMode = Literal["r", "r+", "a", "w", "w-"]
+AccessModeLiteral = Literal["r", "r+", "a", "w", "w-"]
 
 
 def product(tup: ChunkCoords) -> int:
diff --git a/src/zarr/group.py b/src/zarr/group.py
index 5361eb1345..9d2ad68422 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -129,7 +129,7 @@ async def create(
         exists_ok: bool = False,
         zarr_format: ZarrFormat = 3,
     ) -> AsyncGroup:
-        store_path = make_store_path(store)
+        store_path = await make_store_path(store)
         if not exists_ok:
             await ensure_no_existing_node(store_path, zarr_format=zarr_format)
         attributes = attributes or {}
@@ -146,7 +146,7 @@ async def open(
         store: StoreLike,
         zarr_format: Literal[2, 3, None] = 3,
     ) -> AsyncGroup:
-        store_path = make_store_path(store)
+        store_path = await make_store_path(store)
 
         if zarr_format == 2:
             zgroup_bytes, zattrs_bytes = await asyncio.gather(
@@ -169,7 +169,7 @@ async def open(
                 # alternatively, we could warn and favor v3
                 raise ValueError("Both zarr.json and .zgroup objects exist")
             if zarr_json_bytes is None and zgroup_bytes is None:
-                raise KeyError(store_path)  # filenotfounderror?
+                raise FileNotFoundError(store_path)
             # set zarr_format based on which keys were found
             if zarr_json_bytes is not None:
                 zarr_format = 3
diff --git a/src/zarr/store/core.py b/src/zarr/store/core.py
index 85f85aabde..e483c8f3b6 100644
--- a/src/zarr/store/core.py
+++ b/src/zarr/store/core.py
@@ -4,9 +4,9 @@
 from pathlib import Path
 from typing import Any, Literal
 
-from zarr.abc.store import Store
+from zarr.abc.store import AccessMode, Store
 from zarr.buffer import Buffer, BufferPrototype, default_buffer_prototype
-from zarr.common import ZARR_JSON, ZARRAY_JSON, ZGROUP_JSON, OpenMode, ZarrFormat
+from zarr.common import ZARR_JSON, ZARRAY_JSON, ZGROUP_JSON, AccessModeLiteral, ZarrFormat
 from zarr.errors import ContainsArrayAndGroupError, ContainsArrayError, ContainsGroupError
 from zarr.store.local import LocalStore
 from zarr.store.memory import MemoryStore
@@ -68,23 +68,26 @@ def __eq__(self, other: Any) -> bool:
 StoreLike = Store | StorePath | Path | str
 
 
-def make_store_path(store_like: StoreLike | None, *, mode: OpenMode | None = None) -> StorePath:
+async def make_store_path(
+    store_like: StoreLike | None, *, mode: AccessModeLiteral | None = None
+) -> StorePath:
     if isinstance(store_like, StorePath):
         if mode is not None:
-            assert mode == store_like.store.mode
+            assert AccessMode.from_literal(mode) == store_like.store.mode
         return store_like
     elif isinstance(store_like, Store):
         if mode is not None:
-            assert mode == store_like.mode
+            assert AccessMode.from_literal(mode) == store_like.mode
+        await store_like._ensure_open()
         return StorePath(store_like)
     elif store_like is None:
         if mode is None:
             mode = "w"  # exception to the default mode = 'r'
-        return StorePath(MemoryStore(mode=mode))
+        return StorePath(await MemoryStore.open(mode=mode))
     elif isinstance(store_like, Path):
-        return StorePath(LocalStore(store_like, mode=mode or "r"))
+        return StorePath(await LocalStore.open(root=store_like, mode=mode or "r"))
     elif isinstance(store_like, str):
-        return StorePath(LocalStore(Path(store_like), mode=mode or "r"))
+        return StorePath(await LocalStore.open(root=Path(store_like), mode=mode or "r"))
     raise TypeError
 
 
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index 5915559900..25fd9fc13a 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -1,13 +1,14 @@
 from __future__ import annotations
 
 import io
+import os
 import shutil
 from collections.abc import AsyncGenerator
 from pathlib import Path
 
 from zarr.abc.store import Store
 from zarr.buffer import Buffer, BufferPrototype
-from zarr.common import OpenMode, concurrent_map, to_thread
+from zarr.common import AccessModeLiteral, concurrent_map, to_thread
 
 
 def _get(
@@ -71,14 +72,25 @@ class LocalStore(Store):
 
     root: Path
 
-    def __init__(self, root: Path | str, *, mode: OpenMode = "r"):
+    def __init__(self, root: Path | str, *, mode: AccessModeLiteral = "r"):
         super().__init__(mode=mode)
         if isinstance(root, str):
             root = Path(root)
         assert isinstance(root, Path)
-
         self.root = root
 
+    async def clear(self) -> None:
+        self._check_writable()
+        shutil.rmtree(self.root)
+        self.root.mkdir()
+
+    async def empty(self) -> bool:
+        try:
+            subpaths = os.listdir(self.root)
+            return not subpaths
+        except FileNotFoundError:
+            return True
+
     def __str__(self) -> str:
         return f"file://{self.root}"
 
@@ -94,6 +106,8 @@ async def get(
         prototype: BufferPrototype,
         byte_range: tuple[int | None, int | None] | None = None,
     ) -> Buffer | None:
+        if not self._is_open:
+            await self._open()
         assert isinstance(key, str)
         path = self.root / key
 
@@ -126,6 +140,8 @@ async def get_partial_values(
         return await concurrent_map(args, to_thread, limit=None)  # TODO: fix limit
 
     async def set(self, key: str, value: Buffer) -> None:
+        if not self._is_open:
+            await self._open()
         self._check_writable()
         assert isinstance(key, str)
         if not isinstance(value, Buffer):
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 7f3c575719..dd3e52e703 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -4,7 +4,7 @@
 
 from zarr.abc.store import Store
 from zarr.buffer import Buffer, BufferPrototype
-from zarr.common import OpenMode, concurrent_map
+from zarr.common import AccessModeLiteral, concurrent_map
 from zarr.store.utils import _normalize_interval_index
 
 
@@ -18,11 +18,20 @@ class MemoryStore(Store):
     _store_dict: MutableMapping[str, Buffer]
 
     def __init__(
-        self, store_dict: MutableMapping[str, Buffer] | None = None, *, mode: OpenMode = "r"
+        self,
+        store_dict: MutableMapping[str, Buffer] | None = None,
+        *,
+        mode: AccessModeLiteral = "r",
     ):
         super().__init__(mode=mode)
         self._store_dict = store_dict or {}
 
+    async def empty(self) -> bool:
+        return not self._store_dict
+
+    async def clear(self) -> None:
+        self._store_dict.clear()
+
     def __str__(self) -> str:
         return f"memory://{id(self._store_dict)}"
 
@@ -35,6 +44,8 @@ async def get(
         prototype: BufferPrototype,
         byte_range: tuple[int | None, int | None] | None = None,
     ) -> Buffer | None:
+        if not self._is_open:
+            await self._open()
         assert isinstance(key, str)
         try:
             value = self._store_dict[key]
@@ -59,6 +70,8 @@ async def exists(self, key: str) -> bool:
         return key in self._store_dict
 
     async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
+        if not self._is_open:
+            await self._open()
         self._check_writable()
         assert isinstance(key, str)
         if not isinstance(value, Buffer):
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 18ad3fa0bf..c742d9e567 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -6,7 +6,8 @@
 import fsspec
 
 from zarr.abc.store import Store
-from zarr.common import OpenMode
+from zarr.buffer import BufferPrototype
+from zarr.common import AccessModeLiteral
 from zarr.store.core import _dereference_path
 
 if TYPE_CHECKING:
@@ -31,7 +32,7 @@ class RemoteStore(Store):
     def __init__(
         self,
         url: UPath | str,
-        mode: OpenMode = "r",
+        mode: AccessModeLiteral = "r",
         allowed_exceptions: tuple[type[Exception], ...] = (
             FileNotFoundError,
             IsADirectoryError,
@@ -49,7 +50,6 @@ def __init__(
         storage_options: passed on to fsspec to make the filesystem instance. If url is a UPath,
             this must not be used.
         """
-
         super().__init__(mode=mode)
         if isinstance(url, str):
             self._url = url.rstrip("/")
@@ -74,6 +74,17 @@ def __init__(
         if not self._fs.async_impl:
             raise TypeError("FileSystem needs to support async operations")
 
+    async def clear(self) -> None:
+        try:
+            for subpath in await self._fs._find(self.path, withdirs=True):
+                if subpath != self.path:
+                    await self._fs._rm(subpath, recursive=True)
+        except FileNotFoundError:
+            pass
+
+    async def empty(self) -> bool:
+        return not await self._fs._find(self.path, withdirs=True)
+
     def __str__(self) -> str:
         return f"{self._url}"
 
@@ -86,6 +97,8 @@ async def get(
         prototype: BufferPrototype,
         byte_range: tuple[int | None, int | None] | None = None,
     ) -> Buffer | None:
+        if not self._is_open:
+            await self._open()
         path = _dereference_path(self.path, key)
 
         try:
@@ -121,6 +134,8 @@ async def set(
         value: Buffer,
         byte_range: tuple[int, int] | None = None,
     ) -> None:
+        if not self._is_open:
+            await self._open()
         self._check_writable()
         path = _dereference_path(self.path, key)
         # write data
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index a4e154bbc9..72dadac1df 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -2,7 +2,7 @@
 
 import pytest
 
-from zarr.abc.store import Store
+from zarr.abc.store import AccessMode, Store
 from zarr.buffer import Buffer, default_buffer_prototype
 from zarr.store.utils import _normalize_interval_index
 from zarr.testing.utils import assert_bytes_equal
@@ -32,33 +32,28 @@ def get(self, store: S, key: str) -> Buffer:
 
     @pytest.fixture(scope="function")
     def store_kwargs(self) -> dict[str, Any]:
-        return {"mode": "w"}
+        return {"mode": "r+"}
 
     @pytest.fixture(scope="function")
-    def store(self, store_kwargs: dict[str, Any]) -> Store:
-        return self.store_cls(**store_kwargs)
+    async def store(self, store_kwargs: dict[str, Any]) -> Store:
+        return await self.store_cls.open(**store_kwargs)
 
     def test_store_type(self, store: S) -> None:
         assert isinstance(store, Store)
         assert isinstance(store, self.store_cls)
 
     def test_store_mode(self, store: S, store_kwargs: dict[str, Any]) -> None:
-        assert store.mode == "w", store.mode
-        assert store.writeable
+        assert store.mode == AccessMode.from_literal("r+")
+        assert not store.mode.readonly
 
         with pytest.raises(AttributeError):
-            store.mode = "w"  # type: ignore[misc]
-
-        # read-only
-        kwargs = {**store_kwargs, "mode": "r"}
-        read_store = self.store_cls(**kwargs)
-        assert read_store.mode == "r", read_store.mode
-        assert not read_store.writeable
+            store.mode = AccessMode.from_literal("w")  # type: ignore[misc]
 
     async def test_not_writable_store_raises(self, store_kwargs: dict[str, Any]) -> None:
         kwargs = {**store_kwargs, "mode": "r"}
-        store = self.store_cls(**kwargs)
-        assert not store.writeable
+        store = await self.store_cls.open(**kwargs)
+        assert store.mode == AccessMode.from_literal("r")
+        assert store.mode.readonly
 
         # set
         with pytest.raises(ValueError):
@@ -102,7 +97,7 @@ async def test_set(self, store: S, key: str, data: bytes) -> None:
         """
         Ensure that data can be written to the store using the store.set method.
         """
-        assert store.writeable
+        assert not store.mode.readonly
         data_buf = Buffer.from_bytes(data)
         await store.set(key, data_buf)
         observed = self.get(store, key)
@@ -157,6 +152,16 @@ async def test_delete(self, store: S) -> None:
         await store.delete("foo/zarr.json")
         assert not await store.exists("foo/zarr.json")
 
+    async def test_empty(self, store: S) -> None:
+        assert await store.empty()
+        self.set(store, "key", Buffer.from_bytes(bytes("something", encoding="utf-8")))
+        assert not await store.empty()
+
+    async def test_clear(self, store: S) -> None:
+        self.set(store, "key", Buffer.from_bytes(bytes("something", encoding="utf-8")))
+        await store.clear()
+        assert await store.empty()
+
     async def test_list(self, store: S) -> None:
         assert [k async for k in store.list()] == []
         await store.set("foo/zarr.json", Buffer.from_bytes(b"bar"))
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index 8b75d9f2f8..e8080e6034 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -22,15 +22,15 @@
 from zarr.store.remote import RemoteStore
 
 
-def parse_store(
+async def parse_store(
     store: Literal["local", "memory", "remote"], path: str
 ) -> LocalStore | MemoryStore | RemoteStore:
     if store == "local":
-        return LocalStore(path, mode="w")
+        return await LocalStore.open(path, mode="w")
     if store == "memory":
-        return MemoryStore(mode="w")
+        return await MemoryStore.open(mode="w")
     if store == "remote":
-        return RemoteStore(url=path, mode="w")
+        return await RemoteStore.open(url=path, mode="w")
     raise AssertionError
 
 
@@ -41,31 +41,31 @@ def path_type(request: pytest.FixtureRequest) -> Any:
 
 # todo: harmonize this with local_store fixture
 @pytest.fixture
-def store_path(tmpdir: LEGACY_PATH) -> StorePath:
-    store = LocalStore(str(tmpdir), mode="w")
+async def store_path(tmpdir: LEGACY_PATH) -> StorePath:
+    store = await LocalStore.open(str(tmpdir), mode="w")
     p = StorePath(store)
     return p
 
 
 @pytest.fixture(scope="function")
-def local_store(tmpdir: LEGACY_PATH) -> LocalStore:
-    return LocalStore(str(tmpdir), mode="w")
+async def local_store(tmpdir: LEGACY_PATH) -> LocalStore:
+    return await LocalStore.open(str(tmpdir), mode="w")
 
 
 @pytest.fixture(scope="function")
-def remote_store(url: str) -> RemoteStore:
-    return RemoteStore(url, mode="w")
+async def remote_store(url: str) -> RemoteStore:
+    return await RemoteStore.open(url, mode="w")
 
 
 @pytest.fixture(scope="function")
-def memory_store() -> MemoryStore:
-    return MemoryStore(mode="w")
+async def memory_store() -> MemoryStore:
+    return await MemoryStore.open(mode="w")
 
 
 @pytest.fixture(scope="function")
-def store(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> Store:
+async def store(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> Store:
     param = request.param
-    return parse_store(param, str(tmpdir))
+    return await parse_store(param, str(tmpdir))
 
 
 @dataclass
@@ -79,7 +79,7 @@ class AsyncGroupRequest:
 async def async_group(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> AsyncGroup:
     param: AsyncGroupRequest = request.param
 
-    store = parse_store(param.store, str(tmpdir))
+    store = await parse_store(param.store, str(tmpdir))
     agroup = await AsyncGroup.create(
         store,
         attributes=param.attributes,
diff --git a/tests/v3/test_api.py b/tests/v3/test_api.py
index 67e2904a83..002678be88 100644
--- a/tests/v3/test_api.py
+++ b/tests/v3/test_api.py
@@ -1,6 +1,7 @@
 import numpy as np
 import pytest
 from numpy.testing import assert_array_equal
+from pytest_asyncio import fixture
 
 import zarr
 from zarr import Array, Group
@@ -29,7 +30,7 @@ def test_create_array(memory_store: Store) -> None:
     assert z.chunks == (40,)
 
 
-def test_open_array(memory_store: Store) -> None:
+async def test_open_array(memory_store: Store) -> None:
     store = memory_store
 
     # open array, create if doesn't exist
@@ -44,18 +45,19 @@ def test_open_array(memory_store: Store) -> None:
     assert z.shape == (200,)
 
     # open array, read-only
-    ro_store = type(store)(store_dict=store._store_dict, mode="r")
+    store_cls = type(store)
+    ro_store = await store_cls.open(store_dict=store._store_dict, mode="r")
     z = open(store=ro_store)
     assert isinstance(z, Array)
     assert z.shape == (200,)
     assert z.read_only
 
     # path not found
-    with pytest.raises(ValueError):
+    with pytest.raises(FileNotFoundError):
         open(store="doesnotexist", mode="r")
 
 
-def test_open_group(memory_store: Store) -> None:
+async def test_open_group(memory_store: Store) -> None:
     store = memory_store
 
     # open group, create if doesn't exist
@@ -70,7 +72,8 @@ def test_open_group(memory_store: Store) -> None:
     # assert "foo" not in g
 
     # open group, read-only
-    ro_store = type(store)(store_dict=store._store_dict, mode="r")
+    store_cls = type(store)
+    ro_store = await store_cls.open(store_dict=store._store_dict, mode="r")
     g = open_group(store=ro_store)
     assert isinstance(g, Group)
     # assert g.read_only
@@ -88,6 +91,55 @@ def test_save_errors() -> None:
         save("data/group.zarr")
 
 
+@fixture
+def tmppath(tmpdir):
+    return str(tmpdir / "example.zarr")
+
+
+def test_open_with_mode_r(tmppath) -> None:
+    # 'r' means read only (must exist)
+    with pytest.raises(FileNotFoundError):
+        zarr.open(store=tmppath, mode="r")
+    zarr.ones(store=tmppath, shape=(3, 3))
+    z2 = zarr.open(store=tmppath, mode="r")
+    assert (z2[:] == 1).all()
+    with pytest.raises(ValueError):
+        z2[:] = 3
+
+
+def test_open_with_mode_r_plus(tmppath) -> None:
+    # 'r+' means read/write (must exist)
+    with pytest.raises(FileNotFoundError):
+        zarr.open(store=tmppath, mode="r+")
+    zarr.ones(store=tmppath, shape=(3, 3))
+    z2 = zarr.open(store=tmppath, mode="r+")
+    assert (z2[:] == 1).all()
+    z2[:] = 3
+
+
+def test_open_with_mode_a(tmppath) -> None:
+    # 'a' means read/write (create if doesn't exist)
+    zarr.open(store=tmppath, mode="a", shape=(3, 3))[...] = 1
+    z2 = zarr.open(store=tmppath, mode="a")
+    assert (z2[:] == 1).all()
+    z2[:] = 3
+
+
+def test_open_with_mode_w(tmppath) -> None:
+    # 'w' means create (overwrite if exists);
+    zarr.open(store=tmppath, mode="w", shape=(3, 3))[...] = 3
+    z2 = zarr.open(store=tmppath, mode="w", shape=(3, 3))
+    assert not (z2[:] == 3).all()
+    z2[:] = 3
+
+
+def test_open_with_mode_w_minus(tmppath) -> None:
+    # 'w-' means create  (fail if exists)
+    zarr.open(store=tmppath, mode="w-", shape=(3, 3))[...] = 1
+    with pytest.raises(FileExistsError):
+        zarr.open(store=tmppath, mode="w-")
+
+
 # def test_lazy_loader():
 #     foo = np.arange(100)
 #     bar = np.arange(100, 0, -1)
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index f942eb6033..daa5979b27 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -19,10 +19,10 @@
 
 
 @pytest.fixture(params=["local", "memory"])
-def store(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> LocalStore | MemoryStore:
-    result = parse_store(request.param, str(tmpdir))
+async def store(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> LocalStore | MemoryStore:
+    result = await parse_store(request.param, str(tmpdir))
     if not isinstance(result, MemoryStore | LocalStore):
-        raise TypeError("Wrong store class returned by test fixture!")
+        raise TypeError("Wrong store class returned by test fixture! got " + result + " instead")
     return result
 
 
@@ -430,7 +430,7 @@ async def test_asyncgroup_create(
     )
 
     assert agroup.metadata == GroupMetadata(zarr_format=zarr_format, attributes=attributes)
-    assert agroup.store_path == make_store_path(store)
+    assert agroup.store_path == await make_store_path(store)
 
     if not exists_ok:
         with pytest.raises(ContainsGroupError):
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index c84c091089..925c258b16 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -26,8 +26,8 @@
 
 
 @pytest.fixture
-def store() -> Iterator[Store]:
-    yield StorePath(MemoryStore(mode="w"))
+async def store() -> Iterator[Store]:
+    yield StorePath(await MemoryStore.open(mode="w"))
 
 
 def zarr_array_from_numpy_array(
@@ -47,9 +47,11 @@ def zarr_array_from_numpy_array(
 
 
 class CountingDict(MemoryStore):
-    def __init__(self):
-        super().__init__(mode="w")
-        self.counter = Counter()
+    @classmethod
+    async def open(cls):
+        store = await super().open(mode="w")
+        store.counter = Counter()
+        return store
 
     async def get(self, key, prototype: BufferPrototype, byte_range=None):
         key_suffix = "/".join(key.split("/")[1:])
@@ -1679,7 +1681,7 @@ def test_numpy_int_indexing(store: StorePath):
         ),
     ],
 )
-def test_accessed_chunks(shape, chunks, ops):
+async def test_accessed_chunks(shape, chunks, ops):
     # Test that only the required chunks are accessed during basic selection operations
     # shape: array shape
     # chunks: chunk size
@@ -1688,7 +1690,7 @@ def test_accessed_chunks(shape, chunks, ops):
     import itertools
 
     # Use a counting dict as the backing store so we can track the items access
-    store = CountingDict()
+    store = await CountingDict.open()
     z = zarr_array_from_numpy_array(StorePath(store), np.zeros(shape), chunk_shape=chunks)
 
     for ii, (optype, slices) in enumerate(ops):
diff --git a/tests/v3/test_store/test_core.py b/tests/v3/test_store/test_core.py
index b573b0fef5..1d277cf502 100644
--- a/tests/v3/test_store/test_core.py
+++ b/tests/v3/test_store/test_core.py
@@ -7,30 +7,30 @@
 from zarr.store.memory import MemoryStore
 
 
-def test_make_store_path(tmpdir) -> None:
+async def test_make_store_path(tmpdir) -> None:
     # None
-    store_path = make_store_path(None)
+    store_path = await make_store_path(None)
     assert isinstance(store_path.store, MemoryStore)
 
     # str
-    store_path = make_store_path(str(tmpdir))
+    store_path = await make_store_path(str(tmpdir))
     assert isinstance(store_path.store, LocalStore)
     assert Path(store_path.store.root) == Path(tmpdir)
 
     # Path
-    store_path = make_store_path(Path(tmpdir))
+    store_path = await make_store_path(Path(tmpdir))
     assert isinstance(store_path.store, LocalStore)
     assert Path(store_path.store.root) == Path(tmpdir)
 
     # Store
-    store_path = make_store_path(store_path.store)
+    store_path = await make_store_path(store_path.store)
     assert isinstance(store_path.store, LocalStore)
     assert Path(store_path.store.root) == Path(tmpdir)
 
     # StorePath
-    store_path = make_store_path(store_path)
+    store_path = await make_store_path(store_path)
     assert isinstance(store_path.store, LocalStore)
     assert Path(store_path.store.root) == Path(tmpdir)
 
     with pytest.raises(TypeError):
-        make_store_path(1)
+        await make_store_path(1)
diff --git a/tests/v3/test_store/test_local.py b/tests/v3/test_store/test_local.py
index 191a137d46..6b7f91b87d 100644
--- a/tests/v3/test_store/test_local.py
+++ b/tests/v3/test_store/test_local.py
@@ -21,7 +21,7 @@ def set(self, store: LocalStore, key: str, value: Buffer) -> None:
 
     @pytest.fixture
     def store_kwargs(self, tmpdir) -> dict[str, str]:
-        return {"root": str(tmpdir), "mode": "w"}
+        return {"root": str(tmpdir), "mode": "r+"}
 
     def test_store_repr(self, store: LocalStore) -> None:
         assert str(store) == f"file://{store.root!s}"
diff --git a/tests/v3/test_store/test_memory.py b/tests/v3/test_store/test_memory.py
index dd3cad7d7e..5b8f1ef875 100644
--- a/tests/v3/test_store/test_memory.py
+++ b/tests/v3/test_store/test_memory.py
@@ -20,7 +20,7 @@ def get(self, store: MemoryStore, key: str) -> Buffer:
     def store_kwargs(
         self, request: pytest.FixtureRequest
     ) -> dict[str, str | None | dict[str, Buffer]]:
-        return {"store_dict": request.param, "mode": "w"}
+        return {"store_dict": request.param, "mode": "r+"}
 
     @pytest.fixture(scope="function")
     def store(self, store_kwargs: str | None | dict[str, Buffer]) -> MemoryStore:
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index 0dc399be42..3a43ab43e9 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -82,7 +82,9 @@ async def alist(it):
 
 
 async def test_basic():
-    store = RemoteStore(f"s3://{test_bucket_name}", mode="w", endpoint_url=endpoint_url, anon=False)
+    store = await RemoteStore.open(
+        f"s3://{test_bucket_name}", mode="w", endpoint_url=endpoint_url, anon=False
+    )
     assert not await alist(store.list())
     assert not await store.exists("foo")
     data = b"hello"
@@ -102,7 +104,7 @@ class TestRemoteStoreS3(StoreTests[RemoteStore]):
     def store_kwargs(self, request) -> dict[str, str | bool]:
         url = f"s3://{test_bucket_name}"
         anon = False
-        mode = "w"
+        mode = "r+"
         if request.param == "use_upath":
             return {"mode": mode, "url": UPath(url, endpoint_url=endpoint_url, anon=anon)}
         elif request.param == "use_str":
diff --git a/tests/v3/test_v2.py b/tests/v3/test_v2.py
index 41555bbd26..7a7d728067 100644
--- a/tests/v3/test_v2.py
+++ b/tests/v3/test_v2.py
@@ -9,8 +9,8 @@
 
 
 @pytest.fixture
-def store() -> Iterator[Store]:
-    yield StorePath(MemoryStore(mode="w"))
+async def store() -> Iterator[Store]:
+    yield StorePath(await MemoryStore.open(mode="w"))
 
 
 def test_simple(store: Store):

From cbc08873fcee2f0ddd19b9aca6c6bf518d981bc3 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Fri, 26 Jul 2024 18:50:20 +0200
Subject: [PATCH 0613/1078] Use config to select implementation (#1982)

* make codec pipeline implementation configurable

* add test_config_codec_pipeline_class_in_env

* make codec implementation configurable

* remove snake case support for class names in config

* use registry for codec pipeline config

* typing

* load codec pipeline from entrypoints

* test if configured codec implementation and codec pipeline is used

* make ndbuffer implementation configurable

* fix circular import

* change class method calls on NDBuffer to use get_ndbuffer_class()

* make buffer implementation configurable

* format

* fix tests

* ignore mypy in tests

* add test to lazy load (nd)buffer from entrypoint

* better assertion message

* fix merge

* fix merge

* formatting

* fix mypy

* fix ruff formatting

* fix merge

* fix mypy

* use numpy_buffer_prototype for reading shard index

* rename buffer and entrypoint test-classes

* document interaction registry and config

* change config prefix from zarr_python to zarr

* use fully_qualified_name for implementation config

* refactor registry dicts

* fix default_buffer_prototype access in tests

* allow multiple implementations per entry_point

* add tests for multiple implementations per entry_point

* fix DeprecationWarning: SelectableGroups in registry.py

* fix DeprecationWarning: EntryPoints list interface in registry.py

* clarify  _collect_entrypoints docstring

Co-authored-by: Norman Rzepka <code@normanrz.com>

---------

Co-authored-by: Norman Rzepka <code@normanrz.com>
---
 src/zarr/abc/codec.py                         |  12 +-
 src/zarr/array.py                             |  61 ++++--
 src/zarr/buffer.py                            |  18 +-
 src/zarr/codecs/_v2.py                        |  11 +-
 src/zarr/codecs/blosc.py                      |   2 +-
 src/zarr/codecs/bytes.py                      |   2 +-
 src/zarr/codecs/crc32c_.py                    |   2 +-
 src/zarr/codecs/gzip.py                       |   2 +-
 src/zarr/codecs/pipeline.py                   |   5 +-
 src/zarr/codecs/registry.py                   |  38 ----
 src/zarr/codecs/sharding.py                   |  60 ++++--
 src/zarr/codecs/transpose.py                  |   2 +-
 src/zarr/codecs/zstd.py                       |   2 +-
 src/zarr/config.py                            |  54 ++++-
 src/zarr/group.py                             |  14 +-
 src/zarr/metadata.py                          |  23 +-
 src/zarr/registry.py                          | 180 ++++++++++++++++
 src/zarr/store/core.py                        |   4 +-
 src/zarr/testing/buffer.py                    |  66 ++++++
 src/zarr/testing/store.py                     |   8 +-
 tests/v3/conftest.py                          |   8 +
 .../entry_points.txt                          |  14 +-
 tests/v3/package_with_entrypoint/__init__.py  |  51 ++++-
 tests/v3/test_buffer.py                       |  87 ++------
 tests/v3/test_codec_entrypoints.py            |  39 +++-
 tests/v3/test_codecs/test_blosc.py            |   4 +-
 tests/v3/test_codecs/test_codecs.py           |  38 ++--
 tests/v3/test_codecs/test_endian.py           |   4 +-
 tests/v3/test_codecs/test_sharding.py         |   4 +-
 tests/v3/test_codecs/test_transpose.py        |   4 +-
 tests/v3/test_config.py                       | 200 +++++++++++++++++-
 tests/v3/test_indexing.py                     |   7 +-
 tests/v3/test_store/test_remote.py            |   4 +-
 33 files changed, 802 insertions(+), 228 deletions(-)
 create mode 100644 src/zarr/registry.py
 create mode 100644 src/zarr/testing/buffer.py

diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index 8ce9cc0043..9223019fab 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -17,6 +17,7 @@
     from typing_extensions import Self
 
     from zarr.array_spec import ArraySpec
+    from zarr.common import JSON
     from zarr.indexing import SelectorTuple
 
 CodecInput = TypeVar("CodecInput", bound=NDBuffer | Buffer)
@@ -254,7 +255,7 @@ def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
 
     @classmethod
     @abstractmethod
-    def from_list(cls, codecs: list[Codec]) -> Self:
+    def from_list(cls, codecs: Iterable[Codec]) -> Self:
         """Creates a codec pipeline from a list of codecs.
 
         Parameters
@@ -390,6 +391,15 @@ async def write(
         """
         ...
 
+    @classmethod
+    def from_dict(cls, data: Iterable[JSON | Codec]) -> Self:
+        """
+        Create an instance of the model from a dictionary
+        """
+        ...
+
+        return cls(**data)
+
 
 async def batching_helper(
     func: Callable[[CodecInput, ArraySpec], Awaitable[CodecOutput | None]],
diff --git a/src/zarr/array.py b/src/zarr/array.py
index 6572127450..e41118805e 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -25,7 +25,6 @@
 from zarr.chunk_key_encodings import ChunkKeyEncoding, DefaultChunkKeyEncoding, V2ChunkKeyEncoding
 from zarr.codecs import BytesCodec
 from zarr.codecs._v2 import V2Compressor, V2Filters
-from zarr.codecs.pipeline import BatchedCodecPipeline
 from zarr.common import (
     JSON,
     ZARR_JSON,
@@ -61,6 +60,7 @@
     pop_fields,
 )
 from zarr.metadata import ArrayMetadata, ArrayV2Metadata, ArrayV3Metadata
+from zarr.registry import get_pipeline_class
 from zarr.store import StoreLike, StorePath, make_store_path
 from zarr.store.core import (
     ensure_no_existing_node,
@@ -79,11 +79,11 @@ def parse_array_metadata(data: Any) -> ArrayV2Metadata | ArrayV3Metadata:
     raise TypeError
 
 
-def create_codec_pipeline(metadata: ArrayV2Metadata | ArrayV3Metadata) -> BatchedCodecPipeline:
+def create_codec_pipeline(metadata: ArrayV2Metadata | ArrayV3Metadata) -> CodecPipeline:
     if isinstance(metadata, ArrayV3Metadata):
-        return BatchedCodecPipeline.from_list(metadata.codecs)
+        return get_pipeline_class().from_list(metadata.codecs)
     elif isinstance(metadata, ArrayV2Metadata):
-        return BatchedCodecPipeline.from_list(
+        return get_pipeline_class().from_list(
             [V2Filters(metadata.filters or []), V2Compressor(metadata.compressor)]
         )
     else:
@@ -483,8 +483,13 @@ async def _get_selection(
         return out_buffer.as_ndarray_like()
 
     async def getitem(
-        self, selection: BasicSelection, *, prototype: BufferPrototype = default_buffer_prototype
+        self,
+        selection: BasicSelection,
+        *,
+        prototype: BufferPrototype | None = None,
     ) -> NDArrayLike:
+        if prototype is None:
+            prototype = default_buffer_prototype()
         indexer = BasicIndexer(
             selection,
             shape=self.metadata.shape,
@@ -493,7 +498,7 @@ async def getitem(
         return await self._get_selection(indexer, prototype=prototype)
 
     async def _save_metadata(self, metadata: ArrayMetadata) -> None:
-        to_save = metadata.to_buffer_dict()
+        to_save = metadata.to_buffer_dict(default_buffer_prototype())
         awaitables = [set_or_delete(self.store_path / key, value) for key, value in to_save.items()]
         await gather(*awaitables)
 
@@ -545,8 +550,10 @@ async def setitem(
         self,
         selection: BasicSelection,
         value: npt.ArrayLike,
-        prototype: BufferPrototype = default_buffer_prototype,
+        prototype: BufferPrototype | None = None,
     ) -> None:
+        if prototype is None:
+            prototype = default_buffer_prototype()
         indexer = BasicIndexer(
             selection,
             shape=self.metadata.shape,
@@ -1001,7 +1008,7 @@ def get_basic_selection(
         selection: BasicSelection = Ellipsis,
         *,
         out: NDBuffer | None = None,
-        prototype: BufferPrototype = default_buffer_prototype,
+        prototype: BufferPrototype | None = None,
         fields: Fields | None = None,
     ) -> NDArrayLike:
         """Retrieve data for an item or region of the array.
@@ -1108,6 +1115,8 @@ def get_basic_selection(
 
         """
 
+        if prototype is None:
+            prototype = default_buffer_prototype()
         return sync(
             self._async_array._get_selection(
                 BasicIndexer(selection, self.shape, self.metadata.chunk_grid),
@@ -1123,7 +1132,7 @@ def set_basic_selection(
         value: npt.ArrayLike,
         *,
         fields: Fields | None = None,
-        prototype: BufferPrototype = default_buffer_prototype,
+        prototype: BufferPrototype | None = None,
     ) -> None:
         """Modify data for an item or region of the array.
 
@@ -1207,6 +1216,8 @@ def set_basic_selection(
         vindex, oindex, blocks, __getitem__, __setitem__
 
         """
+        if prototype is None:
+            prototype = default_buffer_prototype()
         indexer = BasicIndexer(selection, self.shape, self.metadata.chunk_grid)
         sync(self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype))
 
@@ -1216,7 +1227,7 @@ def get_orthogonal_selection(
         *,
         out: NDBuffer | None = None,
         fields: Fields | None = None,
-        prototype: BufferPrototype = default_buffer_prototype,
+        prototype: BufferPrototype | None = None,
     ) -> NDArrayLike:
         """Retrieve data by making a selection for each dimension of the array. For
         example, if an array has 2 dimensions, allows selecting specific rows and/or
@@ -1325,6 +1336,8 @@ def get_orthogonal_selection(
         vindex, oindex, blocks, __getitem__, __setitem__
 
         """
+        if prototype is None:
+            prototype = default_buffer_prototype()
         indexer = OrthogonalIndexer(selection, self.shape, self.metadata.chunk_grid)
         return sync(
             self._async_array._get_selection(
@@ -1338,7 +1351,7 @@ def set_orthogonal_selection(
         value: npt.ArrayLike,
         *,
         fields: Fields | None = None,
-        prototype: BufferPrototype = default_buffer_prototype,
+        prototype: BufferPrototype | None = None,
     ) -> None:
         """Modify data via a selection for each dimension of the array.
 
@@ -1435,6 +1448,8 @@ def set_orthogonal_selection(
         vindex, oindex, blocks, __getitem__, __setitem__
 
         """
+        if prototype is None:
+            prototype = default_buffer_prototype()
         indexer = OrthogonalIndexer(selection, self.shape, self.metadata.chunk_grid)
         return sync(
             self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype)
@@ -1446,7 +1461,7 @@ def get_mask_selection(
         *,
         out: NDBuffer | None = None,
         fields: Fields | None = None,
-        prototype: BufferPrototype = default_buffer_prototype,
+        prototype: BufferPrototype | None = None,
     ) -> NDArrayLike:
         """Retrieve a selection of individual items, by providing a Boolean array of the
         same shape as the array against which the selection is being made, where True
@@ -1513,6 +1528,8 @@ def get_mask_selection(
         vindex, oindex, blocks, __getitem__, __setitem__
         """
 
+        if prototype is None:
+            prototype = default_buffer_prototype()
         indexer = MaskIndexer(mask, self.shape, self.metadata.chunk_grid)
         return sync(
             self._async_array._get_selection(
@@ -1526,7 +1543,7 @@ def set_mask_selection(
         value: npt.ArrayLike,
         *,
         fields: Fields | None = None,
-        prototype: BufferPrototype = default_buffer_prototype,
+        prototype: BufferPrototype | None = None,
     ) -> None:
         """Modify a selection of individual items, by providing a Boolean array of the
         same shape as the array against which the selection is being made, where True
@@ -1593,6 +1610,8 @@ def set_mask_selection(
         vindex, oindex, blocks, __getitem__, __setitem__
 
         """
+        if prototype is None:
+            prototype = default_buffer_prototype()
         indexer = MaskIndexer(mask, self.shape, self.metadata.chunk_grid)
         sync(self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype))
 
@@ -1602,7 +1621,7 @@ def get_coordinate_selection(
         *,
         out: NDBuffer | None = None,
         fields: Fields | None = None,
-        prototype: BufferPrototype = default_buffer_prototype,
+        prototype: BufferPrototype | None = None,
     ) -> NDArrayLike:
         """Retrieve a selection of individual items, by providing the indices
         (coordinates) for each selected item.
@@ -1671,6 +1690,8 @@ def get_coordinate_selection(
         vindex, oindex, blocks, __getitem__, __setitem__
 
         """
+        if prototype is None:
+            prototype = default_buffer_prototype()
         indexer = CoordinateIndexer(selection, self.shape, self.metadata.chunk_grid)
         out_array = sync(
             self._async_array._get_selection(
@@ -1689,7 +1710,7 @@ def set_coordinate_selection(
         value: npt.ArrayLike,
         *,
         fields: Fields | None = None,
-        prototype: BufferPrototype = default_buffer_prototype,
+        prototype: BufferPrototype | None = None,
     ) -> None:
         """Modify a selection of individual items, by providing the indices (coordinates)
         for each item to be modified.
@@ -1753,6 +1774,8 @@ def set_coordinate_selection(
         vindex, oindex, blocks, __getitem__, __setitem__
 
         """
+        if prototype is None:
+            prototype = default_buffer_prototype()
         # setup indexer
         indexer = CoordinateIndexer(selection, self.shape, self.metadata.chunk_grid)
 
@@ -1776,7 +1799,7 @@ def get_block_selection(
         *,
         out: NDBuffer | None = None,
         fields: Fields | None = None,
-        prototype: BufferPrototype = default_buffer_prototype,
+        prototype: BufferPrototype | None = None,
     ) -> NDArrayLike:
         """Retrieve a selection of individual items, by providing the indices
         (coordinates) for each selected item.
@@ -1859,6 +1882,8 @@ def get_block_selection(
         vindex, oindex, blocks, __getitem__, __setitem__
 
         """
+        if prototype is None:
+            prototype = default_buffer_prototype()
         indexer = BlockIndexer(selection, self.shape, self.metadata.chunk_grid)
         return sync(
             self._async_array._get_selection(
@@ -1872,7 +1897,7 @@ def set_block_selection(
         value: npt.ArrayLike,
         *,
         fields: Fields | None = None,
-        prototype: BufferPrototype = default_buffer_prototype,
+        prototype: BufferPrototype | None = None,
     ) -> None:
         """Modify a selection of individual blocks, by providing the chunk indices
         (coordinates) for each block to be modified.
@@ -1950,6 +1975,8 @@ def set_block_selection(
         vindex, oindex, blocks, __getitem__, __setitem__
 
         """
+        if prototype is None:
+            prototype = default_buffer_prototype()
         indexer = BlockIndexer(selection, self.shape, self.metadata.chunk_grid)
         sync(self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype))
 
diff --git a/src/zarr/buffer.py b/src/zarr/buffer.py
index 86f9b53477..9c75ba1410 100644
--- a/src/zarr/buffer.py
+++ b/src/zarr/buffer.py
@@ -16,6 +16,12 @@
 import numpy.typing as npt
 
 from zarr.common import ChunkCoords
+from zarr.registry import (
+    get_buffer_class,
+    get_ndbuffer_class,
+    register_buffer,
+    register_ndbuffer,
+)
 
 if TYPE_CHECKING:
     from typing_extensions import Self
@@ -479,4 +485,14 @@ class BufferPrototype(NamedTuple):
 
 
 # The default buffer prototype used throughout the Zarr codebase.
-default_buffer_prototype = BufferPrototype(buffer=Buffer, nd_buffer=NDBuffer)
+def default_buffer_prototype() -> BufferPrototype:
+    return BufferPrototype(buffer=get_buffer_class(), nd_buffer=get_ndbuffer_class())
+
+
+# The numpy prototype used for E.g. when reading the shard index
+def numpy_buffer_prototype() -> BufferPrototype:
+    return BufferPrototype(buffer=Buffer, nd_buffer=NDBuffer)
+
+
+register_buffer(Buffer)
+register_ndbuffer(NDBuffer)
diff --git a/src/zarr/codecs/_v2.py b/src/zarr/codecs/_v2.py
index c43a087a94..60854bee34 100644
--- a/src/zarr/codecs/_v2.py
+++ b/src/zarr/codecs/_v2.py
@@ -7,8 +7,9 @@
 
 from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec
 from zarr.array_spec import ArraySpec
-from zarr.buffer import Buffer, NDBuffer
+from zarr.buffer import Buffer, NDBuffer, default_buffer_prototype
 from zarr.common import JSON, to_thread
+from zarr.registry import get_ndbuffer_class
 
 
 @dataclass(frozen=True)
@@ -34,7 +35,7 @@ async def _decode_single(
         if str(chunk_numpy_array.dtype) != chunk_spec.dtype:
             chunk_numpy_array = chunk_numpy_array.view(chunk_spec.dtype)
 
-        return NDBuffer.from_numpy_array(chunk_numpy_array)
+        return get_ndbuffer_class().from_numpy_array(chunk_numpy_array)
 
     async def _encode_single(
         self,
@@ -55,7 +56,7 @@ async def _encode_single(
         else:
             encoded_chunk_bytes = ensure_bytes(chunk_numpy_array)
 
-        return Buffer.from_bytes(encoded_chunk_bytes)
+        return default_buffer_prototype().buffer.from_bytes(encoded_chunk_bytes)
 
     def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         raise NotImplementedError
@@ -86,7 +87,7 @@ async def _decode_single(
                 order=chunk_spec.order,
             )
 
-        return NDBuffer.from_ndarray_like(chunk_ndarray)
+        return get_ndbuffer_class().from_ndarray_like(chunk_ndarray)
 
     async def _encode_single(
         self,
@@ -99,7 +100,7 @@ async def _encode_single(
             filter = numcodecs.get_codec(filter_metadata)
             chunk_ndarray = await to_thread(filter.encode, chunk_ndarray)
 
-        return NDBuffer.from_ndarray_like(chunk_ndarray)
+        return get_ndbuffer_class().from_ndarray_like(chunk_ndarray)
 
     def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         raise NotImplementedError
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index df1976d4c1..d03ecbcbf2 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -11,8 +11,8 @@
 from zarr.abc.codec import BytesBytesCodec
 from zarr.array_spec import ArraySpec
 from zarr.buffer import Buffer, as_numpy_array_wrapper
-from zarr.codecs.registry import register_codec
 from zarr.common import JSON, parse_enum, parse_named_configuration, to_thread
+from zarr.registry import register_codec
 
 if TYPE_CHECKING:
     from typing_extensions import Self
diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index 80b596a157..1fe9d900eb 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -10,8 +10,8 @@
 from zarr.abc.codec import ArrayBytesCodec
 from zarr.array_spec import ArraySpec
 from zarr.buffer import Buffer, NDArrayLike, NDBuffer
-from zarr.codecs.registry import register_codec
 from zarr.common import JSON, parse_enum, parse_named_configuration
+from zarr.registry import register_codec
 
 if TYPE_CHECKING:
     from typing_extensions import Self
diff --git a/src/zarr/codecs/crc32c_.py b/src/zarr/codecs/crc32c_.py
index b670b25429..5c94558b00 100644
--- a/src/zarr/codecs/crc32c_.py
+++ b/src/zarr/codecs/crc32c_.py
@@ -9,8 +9,8 @@
 from zarr.abc.codec import BytesBytesCodec
 from zarr.array_spec import ArraySpec
 from zarr.buffer import Buffer
-from zarr.codecs.registry import register_codec
 from zarr.common import JSON, parse_named_configuration
+from zarr.registry import register_codec
 
 if TYPE_CHECKING:
     from typing_extensions import Self
diff --git a/src/zarr/codecs/gzip.py b/src/zarr/codecs/gzip.py
index 0ad97c1207..915ae79832 100644
--- a/src/zarr/codecs/gzip.py
+++ b/src/zarr/codecs/gzip.py
@@ -8,8 +8,8 @@
 from zarr.abc.codec import BytesBytesCodec
 from zarr.array_spec import ArraySpec
 from zarr.buffer import Buffer, as_numpy_array_wrapper
-from zarr.codecs.registry import register_codec
 from zarr.common import JSON, parse_named_configuration, to_thread
+from zarr.registry import register_codec
 
 if TYPE_CHECKING:
     from typing_extensions import Self
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index f75491d29f..8cda04c9ff 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -20,10 +20,10 @@
 from zarr.abc.store import ByteGetter, ByteSetter
 from zarr.buffer import Buffer, BufferPrototype, NDBuffer
 from zarr.chunk_grids import ChunkGrid
-from zarr.codecs.registry import get_codec_class
 from zarr.common import JSON, ChunkCoords, concurrent_map, parse_named_configuration
 from zarr.config import config
 from zarr.indexing import SelectorTuple, is_scalar, is_total_slice
+from zarr.registry import get_codec_class, register_pipeline
 
 if TYPE_CHECKING:
     from typing_extensions import Self
@@ -527,3 +527,6 @@ def codecs_from_list(
         raise ValueError("Required ArrayBytesCodec was not found.")
     else:
         return array_array, array_bytes_maybe, bytes_bytes
+
+
+register_pipeline(BatchedCodecPipeline)
diff --git a/src/zarr/codecs/registry.py b/src/zarr/codecs/registry.py
index 0956ce75d0..e69de29bb2 100644
--- a/src/zarr/codecs/registry.py
+++ b/src/zarr/codecs/registry.py
@@ -1,38 +0,0 @@
-from __future__ import annotations
-
-from typing import TYPE_CHECKING
-
-if TYPE_CHECKING:
-    from zarr.abc.codec import Codec
-
-from importlib.metadata import EntryPoint
-from importlib.metadata import entry_points as get_entry_points
-
-__codec_registry: dict[str, type[Codec]] = {}
-__lazy_load_codecs: dict[str, EntryPoint] = {}
-
-
-def _collect_entrypoints() -> dict[str, EntryPoint]:
-    entry_points = get_entry_points()
-    for e in entry_points.select(group="zarr.codecs"):
-        __lazy_load_codecs[e.name] = e
-    return __lazy_load_codecs
-
-
-def register_codec(key: str, codec_cls: type[Codec]) -> None:
-    __codec_registry[key] = codec_cls
-
-
-def get_codec_class(key: str) -> type[Codec]:
-    item = __codec_registry.get(key)
-    if item is None and key in __lazy_load_codecs:
-        # logger.debug("Auto loading codec '%s' from entrypoint", codec_id)
-        cls = __lazy_load_codecs[key].load()
-        register_codec(key, cls)
-        item = __codec_registry.get(key)
-    if item:
-        return item
-    raise KeyError(key)
-
-
-_collect_entrypoints()
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index e3ef664b94..ef8b80c02d 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -15,15 +15,20 @@
     ArrayBytesCodecPartialDecodeMixin,
     ArrayBytesCodecPartialEncodeMixin,
     Codec,
+    CodecPipeline,
 )
 from zarr.abc.store import ByteGetter, ByteSetter
 from zarr.array_spec import ArraySpec
-from zarr.buffer import Buffer, BufferPrototype, NDBuffer, default_buffer_prototype
+from zarr.buffer import (
+    Buffer,
+    BufferPrototype,
+    NDBuffer,
+    default_buffer_prototype,
+    numpy_buffer_prototype,
+)
 from zarr.chunk_grids import ChunkGrid, RegularChunkGrid
 from zarr.codecs.bytes import BytesCodec
 from zarr.codecs.crc32c_ import Crc32cCodec
-from zarr.codecs.pipeline import BatchedCodecPipeline
-from zarr.codecs.registry import register_codec
 from zarr.common import (
     ChunkCoords,
     ChunkCoordsLike,
@@ -34,6 +39,7 @@
 )
 from zarr.indexing import BasicIndexer, SelectorTuple, c_order_iter, get_indexer, morton_order_iter
 from zarr.metadata import parse_codecs
+from zarr.registry import get_ndbuffer_class, get_pipeline_class, register_codec
 
 if TYPE_CHECKING:
     from collections.abc import Awaitable, Callable, Iterator
@@ -66,8 +72,8 @@ async def get(
     ) -> Buffer | None:
         assert byte_range is None, "byte_range is not supported within shards"
         assert (
-            prototype is default_buffer_prototype
-        ), "prototype is not supported within shards currently"
+            prototype == default_buffer_prototype()
+        ), f"prototype is not supported within shards currently. diff: {prototype} != {default_buffer_prototype()}"
         return self.shard_dict.get(self.chunk_coords)
 
 
@@ -169,10 +175,14 @@ async def from_bytes(
         return obj
 
     @classmethod
-    def create_empty(cls, chunks_per_shard: ChunkCoords) -> _ShardReader:
+    def create_empty(
+        cls, chunks_per_shard: ChunkCoords, buffer_prototype: BufferPrototype | None = None
+    ) -> _ShardReader:
+        if buffer_prototype is None:
+            buffer_prototype = default_buffer_prototype()
         index = _ShardIndex.create_empty(chunks_per_shard)
         obj = cls()
-        obj.buf = Buffer.create_zero_length()
+        obj.buf = buffer_prototype.buffer.create_zero_length()
         obj.index = index
         return obj
 
@@ -215,9 +225,13 @@ def merge_with_morton_order(
         return obj
 
     @classmethod
-    def create_empty(cls, chunks_per_shard: ChunkCoords) -> _ShardBuilder:
+    def create_empty(
+        cls, chunks_per_shard: ChunkCoords, buffer_prototype: BufferPrototype | None = None
+    ) -> _ShardBuilder:
+        if buffer_prototype is None:
+            buffer_prototype = default_buffer_prototype()
         obj = cls()
-        obj.buf = Buffer.create_zero_length()
+        obj.buf = buffer_prototype.buffer.create_zero_length()
         obj.index = _ShardIndex.create_empty(chunks_per_shard)
         return obj
 
@@ -346,8 +360,8 @@ def from_dict(cls, data: dict[str, JSON]) -> Self:
         return cls(**configuration_parsed)  # type: ignore[arg-type]
 
     @property
-    def codec_pipeline(self) -> BatchedCodecPipeline:
-        return BatchedCodecPipeline.from_list(self.codecs)
+    def codec_pipeline(self) -> CodecPipeline:
+        return get_pipeline_class().from_list(self.codecs)
 
     def to_dict(self) -> dict[str, JSON]:
         return {
@@ -593,7 +607,9 @@ async def _decode_shard_index(
     ) -> _ShardIndex:
         index_array = next(
             iter(
-                await BatchedCodecPipeline.from_list(self.index_codecs).decode(
+                await get_pipeline_class()
+                .from_list(self.index_codecs)
+                .decode(
                     [(index_bytes, self._get_index_chunk_spec(chunks_per_shard))],
                 )
             )
@@ -604,10 +620,12 @@ async def _decode_shard_index(
     async def _encode_shard_index(self, index: _ShardIndex) -> Buffer:
         index_bytes = next(
             iter(
-                await BatchedCodecPipeline.from_list(self.index_codecs).encode(
+                await get_pipeline_class()
+                .from_list(self.index_codecs)
+                .encode(
                     [
                         (
-                            NDBuffer.from_numpy_array(index.offsets_and_lengths),
+                            get_ndbuffer_class().from_numpy_array(index.offsets_and_lengths),
                             self._get_index_chunk_spec(index.chunks_per_shard),
                         )
                     ],
@@ -619,8 +637,12 @@ async def _encode_shard_index(self, index: _ShardIndex) -> Buffer:
         return index_bytes
 
     def _shard_index_size(self, chunks_per_shard: ChunkCoords) -> int:
-        return BatchedCodecPipeline.from_list(self.index_codecs).compute_encoded_size(
-            16 * product(chunks_per_shard), self._get_index_chunk_spec(chunks_per_shard)
+        return (
+            get_pipeline_class()
+            .from_list(self.index_codecs)
+            .compute_encoded_size(
+                16 * product(chunks_per_shard), self._get_index_chunk_spec(chunks_per_shard)
+            )
         )
 
     def _get_index_chunk_spec(self, chunks_per_shard: ChunkCoords) -> ArraySpec:
@@ -629,7 +651,7 @@ def _get_index_chunk_spec(self, chunks_per_shard: ChunkCoords) -> ArraySpec:
             dtype=np.dtype("<u8"),
             fill_value=MAX_UINT_64,
             order="C",  # Note: this is hard-coded for simplicity -- it is not surfaced into user code
-            prototype=default_buffer_prototype,
+            prototype=numpy_buffer_prototype(),
         )
 
     def _get_chunk_spec(self, shard_spec: ArraySpec) -> ArraySpec:
@@ -657,11 +679,11 @@ async def _load_shard_index_maybe(
         shard_index_size = self._shard_index_size(chunks_per_shard)
         if self.index_location == ShardingCodecIndexLocation.start:
             index_bytes = await byte_getter.get(
-                prototype=default_buffer_prototype, byte_range=(0, shard_index_size)
+                prototype=numpy_buffer_prototype(), byte_range=(0, shard_index_size)
             )
         else:
             index_bytes = await byte_getter.get(
-                prototype=default_buffer_prototype, byte_range=(-shard_index_size, None)
+                prototype=numpy_buffer_prototype(), byte_range=(-shard_index_size, None)
             )
         if index_bytes is not None:
             return await self._decode_shard_index(index_bytes, chunks_per_shard)
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index 9dad89002e..3f9ae61676 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -10,8 +10,8 @@
 from zarr.array_spec import ArraySpec
 from zarr.buffer import NDBuffer
 from zarr.chunk_grids import ChunkGrid
-from zarr.codecs.registry import register_codec
 from zarr.common import JSON, ChunkCoordsLike, parse_named_configuration
+from zarr.registry import register_codec
 
 if TYPE_CHECKING:
     from typing import Any
diff --git a/src/zarr/codecs/zstd.py b/src/zarr/codecs/zstd.py
index 4c5afba00b..b244ee703a 100644
--- a/src/zarr/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -9,8 +9,8 @@
 from zarr.abc.codec import BytesBytesCodec
 from zarr.array_spec import ArraySpec
 from zarr.buffer import Buffer, as_numpy_array_wrapper
-from zarr.codecs.registry import register_codec
 from zarr.common import JSON, parse_named_configuration, to_thread
+from zarr.registry import register_codec
 
 if TYPE_CHECKING:
     from typing_extensions import Self
diff --git a/src/zarr/config.py b/src/zarr/config.py
index e711a98cb5..ec78747a6b 100644
--- a/src/zarr/config.py
+++ b/src/zarr/config.py
@@ -2,16 +2,66 @@
 
 from typing import Any, Literal, cast
 
-from donfig import Config
+from donfig import Config as DConfig
 
+
+class BadConfigError(ValueError):
+    _msg = "bad Config: %r"
+
+
+class Config(DConfig):  # type: ignore[misc]
+    """Will collect configuration from config files and environment variables
+
+    Example environment variables:
+    Grabs environment variables of the form "ZARR_FOO__BAR_BAZ=123" and
+    turns these into config variables of the form ``{"foo": {"bar-baz": 123}}``
+    It transforms the key and value in the following way:
+
+    -  Lower-cases the key text
+    -  Treats ``__`` (double-underscore) as nested access
+    -  Calls ``ast.literal_eval`` on the value
+
+    """
+
+    def reset(self) -> None:
+        self.clear()
+        self.refresh()
+
+
+"""
+The config module is responsible for managing the configuration of zarr and  is based on the Donfig python library.
+For selecting custom implementations of codecs, pipelines, buffers and ndbuffers, first register the implementations 
+in the registry and then select them in the config.
+e.g. an implementation of the bytes codec in a class "NewBytesCodec", requires the value of codecs.bytes.name to be 
+"NewBytesCodec".
+Donfig can be configured programmatically, by environment variables, or from YAML files in standard locations
+e.g. export ZARR_CODECS__BYTES__NAME="NewBytesCodec"
+(for more information see github.com/pytroll/donfig)
+Default values below point to the standard implementations of zarr-python
+"""
 config = Config(
     "zarr",
     defaults=[
         {
             "array": {"order": "C"},
             "async": {"concurrency": None, "timeout": None},
-            "codec_pipeline": {"batch_size": 1},
             "json_indent": 2,
+            "codec_pipeline": {
+                "path": "zarr.codecs.pipeline.BatchedCodecPipeline",
+                "batch_size": 1,
+            },
+            "codecs": {
+                "blosc": "zarr.codecs.blosc.BloscCodec",
+                "gzip": "zarr.codecs.gzip.GzipCodec",
+                "zstd": "zarr.codecs.zstd.ZstdCodec",
+                "bytes": "zarr.codecs.bytes.BytesCodec",
+                "endian": "zarr.codecs.bytes.BytesCodec",  # compatibility with earlier versions of ZEP1
+                "crc32c": "zarr.codecs.crc32c_.Crc32cCodec",
+                "sharding_indexed": "zarr.codecs.sharding.ShardingCodec",
+                "transpose": "zarr.codecs.transpose.TransposeCodec",
+            },
+            "buffer": "zarr.buffer.Buffer",
+            "ndbuffer": "zarr.buffer.NDBuffer",
         }
     ],
 )
diff --git a/src/zarr/group.py b/src/zarr/group.py
index 9d2ad68422..432ebc4604 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -15,7 +15,7 @@
 from zarr.abc.store import set_or_delete
 from zarr.array import Array, AsyncArray
 from zarr.attributes import Attributes
-from zarr.buffer import Buffer
+from zarr.buffer import Buffer, BufferPrototype, default_buffer_prototype
 from zarr.chunk_key_encodings import ChunkKeyEncoding
 from zarr.common import (
     JSON,
@@ -81,20 +81,20 @@ class GroupMetadata(Metadata):
     zarr_format: ZarrFormat = 3
     node_type: Literal["group"] = field(default="group", init=False)
 
-    def to_buffer_dict(self) -> dict[str, Buffer]:
+    def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
         json_indent = config.get("json_indent")
         if self.zarr_format == 3:
             return {
-                ZARR_JSON: Buffer.from_bytes(
+                ZARR_JSON: prototype.buffer.from_bytes(
                     json.dumps(self.to_dict(), indent=json_indent).encode()
                 )
             }
         else:
             return {
-                ZGROUP_JSON: Buffer.from_bytes(
+                ZGROUP_JSON: prototype.buffer.from_bytes(
                     json.dumps({"zarr_format": self.zarr_format}, indent=json_indent).encode()
                 ),
-                ZATTRS_JSON: Buffer.from_bytes(
+                ZATTRS_JSON: prototype.buffer.from_bytes(
                     json.dumps(self.attributes, indent=json_indent).encode()
                 ),
             }
@@ -274,7 +274,7 @@ async def delitem(self, key: str) -> None:
             raise ValueError(f"unexpected zarr_format: {self.metadata.zarr_format}")
 
     async def _save_metadata(self) -> None:
-        to_save = self.metadata.to_buffer_dict()
+        to_save = self.metadata.to_buffer_dict(default_buffer_prototype())
         awaitables = [set_or_delete(self.store_path / key, value) for key, value in to_save.items()]
         await asyncio.gather(*awaitables)
 
@@ -583,7 +583,7 @@ async def update_attributes_async(self, new_attributes: dict[str, Any]) -> Group
         new_metadata = replace(self.metadata, attributes=new_attributes)
 
         # Write new metadata
-        to_save = new_metadata.to_buffer_dict()
+        to_save = new_metadata.to_buffer_dict(default_buffer_prototype())
         awaitables = [set_or_delete(self.store_path / key, value) for key, value in to_save.items()]
         await asyncio.gather(*awaitables)
 
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index 71462b6583..f19d230a60 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -15,8 +15,8 @@
 from zarr.buffer import Buffer, BufferPrototype, default_buffer_prototype
 from zarr.chunk_grids import ChunkGrid, RegularChunkGrid
 from zarr.chunk_key_encodings import ChunkKeyEncoding, parse_separator
-from zarr.codecs.registry import get_codec_class
 from zarr.config import config
+from zarr.registry import get_codec_class, get_pipeline_class
 
 if TYPE_CHECKING:
     from typing_extensions import Self
@@ -40,7 +40,6 @@
 # For type checking
 _bool = bool
 
-
 __all__ = ["ArrayMetadata"]
 
 
@@ -143,7 +142,7 @@ def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
         pass
 
     @abstractmethod
-    def to_buffer_dict(self) -> dict[str, Buffer]:
+    def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
         pass
 
     @abstractmethod
@@ -197,7 +196,7 @@ def __init__(
             dtype=data_type_parsed,
             fill_value=fill_value_parsed,
             order="C",  # TODO: order is not needed here.
-            prototype=default_buffer_prototype,  # TODO: prototype is not needed here.
+            prototype=default_buffer_prototype(),  # TODO: prototype is not needed here.
         )
         codecs_parsed = [c.evolve_from_array_spec(array_spec) for c in codecs_parsed_partial]
 
@@ -253,7 +252,7 @@ def get_chunk_spec(
     def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
         return self.chunk_key_encoding.encode_chunk_key(chunk_coords)
 
-    def to_buffer_dict(self) -> dict[str, Buffer]:
+    def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
         def _json_convert(o: Any) -> Any:
             if isinstance(o, np.dtype):
                 return str(o)
@@ -277,7 +276,7 @@ def _json_convert(o: Any) -> Any:
 
         json_indent = config.get("json_indent")
         return {
-            ZARR_JSON: Buffer.from_bytes(
+            ZARR_JSON: prototype.buffer.from_bytes(
                 json.dumps(self.to_dict(), default=_json_convert, indent=json_indent).encode()
             )
         }
@@ -377,7 +376,7 @@ def dtype(self) -> np.dtype[Any]:
     def chunks(self) -> ChunkCoords:
         return self.chunk_grid.chunk_shape
 
-    def to_buffer_dict(self) -> dict[str, Buffer]:
+    def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
         def _json_convert(
             o: Any,
         ) -> Any:
@@ -398,10 +397,12 @@ def _json_convert(
         assert isinstance(zattrs_dict, dict)
         json_indent = config.get("json_indent")
         return {
-            ZARRAY_JSON: Buffer.from_bytes(
+            ZARRAY_JSON: prototype.buffer.from_bytes(
                 json.dumps(zarray_dict, default=_json_convert, indent=json_indent).encode()
             ),
-            ZATTRS_JSON: Buffer.from_bytes(json.dumps(zattrs_dict, indent=json_indent).encode()),
+            ZATTRS_JSON: prototype.buffer.from_bytes(
+                json.dumps(zattrs_dict, indent=json_indent).encode()
+            ),
         }
 
     @classmethod
@@ -506,11 +507,9 @@ def parse_v2_metadata(data: ArrayV2Metadata) -> ArrayV2Metadata:
 
 
 def create_pipeline(data: Iterable[Codec | JSON]) -> CodecPipeline:
-    from zarr.codecs import BatchedCodecPipeline
-
     if not isinstance(data, Iterable):
         raise TypeError(f"Expected iterable, got {type(data)}")
-    return BatchedCodecPipeline.from_dict(data)
+    return get_pipeline_class().from_dict(data)
 
 
 def parse_codecs(data: Iterable[Codec | dict[str, JSON]]) -> tuple[Codec, ...]:
diff --git a/src/zarr/registry.py b/src/zarr/registry.py
new file mode 100644
index 0000000000..ac373f401d
--- /dev/null
+++ b/src/zarr/registry.py
@@ -0,0 +1,180 @@
+from __future__ import annotations
+
+import warnings
+from collections import defaultdict
+from typing import TYPE_CHECKING, Any, Generic, TypeVar
+
+if TYPE_CHECKING:
+    from zarr.abc.codec import Codec, CodecPipeline
+    from zarr.buffer import Buffer, NDBuffer
+
+from importlib.metadata import EntryPoint
+from importlib.metadata import entry_points as get_entry_points
+
+from zarr.config import BadConfigError, config
+
+T = TypeVar("T")
+
+
+class Registry(Generic[T], dict[str, type[T]]):
+    def __init__(self) -> None:
+        super().__init__()
+        self.lazy_load_list: list[EntryPoint] = []
+
+    def lazy_load(self) -> None:
+        for e in self.lazy_load_list:
+            self.register(e.load())
+        self.lazy_load_list.clear()
+
+    def register(self, cls: type[T]) -> None:
+        self[fully_qualified_name(cls)] = cls
+
+
+__codec_registries: dict[str, Registry[Codec]] = defaultdict(Registry)
+__pipeline_registry: Registry[CodecPipeline] = Registry()
+__buffer_registry: Registry[Buffer] = Registry()
+__ndbuffer_registry: Registry[NDBuffer] = Registry()
+
+"""
+The registry module is responsible for managing implementations of codecs, pipelines, buffers and ndbuffers and 
+collecting them from entrypoints.
+The implementation used is determined by the config
+"""
+
+
+def _collect_entrypoints() -> list[Registry[Any]]:
+    """
+    Collects codecs, pipelines, buffers and ndbuffers from entrypoints.
+    Entry points can either be single items or groups of items.
+    Allowed syntax for entry_points.txt is e.g.
+
+        [zarr.codecs]
+        gzip = package:EntrypointGzipCodec1
+        [zarr.codecs.gzip]
+        some_name = package:EntrypointGzipCodec2
+        another = package:EntrypointGzipCodec3
+
+        [zarr]
+        buffer = package:TestBuffer1
+        [zarr.buffer]
+        xyz = package:TestBuffer2
+        abc = package:TestBuffer3
+        ...
+    """
+    entry_points = get_entry_points()
+
+    __buffer_registry.lazy_load_list.extend(entry_points.select(group="zarr.buffer"))
+    __buffer_registry.lazy_load_list.extend(entry_points.select(group="zarr", name="buffer"))
+    __ndbuffer_registry.lazy_load_list.extend(entry_points.select(group="zarr.ndbuffer"))
+    __ndbuffer_registry.lazy_load_list.extend(entry_points.select(group="zarr", name="ndbuffer"))
+    __pipeline_registry.lazy_load_list.extend(entry_points.select(group="zarr.codec_pipeline"))
+    __pipeline_registry.lazy_load_list.extend(
+        entry_points.select(group="zarr", name="codec_pipeline")
+    )
+    for e in entry_points.select(group="zarr.codecs"):
+        __codec_registries[e.name].lazy_load_list.append(e)
+    for group in entry_points.groups:
+        if group.startswith("zarr.codecs."):
+            codec_name = group.split(".")[2]
+            __codec_registries[codec_name].lazy_load_list.extend(entry_points.select(group=group))
+    return [
+        *__codec_registries.values(),
+        __pipeline_registry,
+        __buffer_registry,
+        __ndbuffer_registry,
+    ]
+
+
+def _reload_config() -> None:
+    config.refresh()
+
+
+def fully_qualified_name(cls: type) -> str:
+    module = cls.__module__
+    return module + "." + cls.__qualname__
+
+
+def register_codec(key: str, codec_cls: type[Codec]) -> None:
+    if key not in __codec_registries.keys():
+        __codec_registries[key] = Registry()
+    __codec_registries[key].register(codec_cls)
+
+
+def register_pipeline(pipe_cls: type[CodecPipeline]) -> None:
+    __pipeline_registry.register(pipe_cls)
+
+
+def register_ndbuffer(cls: type[NDBuffer]) -> None:
+    __ndbuffer_registry.register(cls)
+
+
+def register_buffer(cls: type[Buffer]) -> None:
+    __buffer_registry.register(cls)
+
+
+def get_codec_class(key: str, reload_config: bool = False) -> type[Codec]:
+    if reload_config:
+        _reload_config()
+
+    if key in __codec_registries:
+        # logger.debug("Auto loading codec '%s' from entrypoint", codec_id)
+        __codec_registries[key].lazy_load()
+
+    codec_classes = __codec_registries[key]
+    if not codec_classes:
+        raise KeyError(key)
+
+    config_entry = config.get("codecs", {}).get(key)
+    if config_entry is None:
+        warnings.warn(
+            f"Codec '{key}' not configured in config. Selecting any implementation.", stacklevel=2
+        )
+        return list(codec_classes.values())[-1]
+    selected_codec_cls = codec_classes[config_entry]
+
+    if selected_codec_cls:
+        return selected_codec_cls
+    raise KeyError(key)
+
+
+def get_pipeline_class(reload_config: bool = False) -> type[CodecPipeline]:
+    if reload_config:
+        _reload_config()
+    __pipeline_registry.lazy_load()
+    path = config.get("codec_pipeline.path")
+    pipeline_class = __pipeline_registry.get(path)
+    if pipeline_class:
+        return pipeline_class
+    raise BadConfigError(
+        f"Pipeline class '{path}' not found in registered pipelines: {list(__pipeline_registry.keys())}."
+    )
+
+
+def get_buffer_class(reload_config: bool = False) -> type[Buffer]:
+    if reload_config:
+        _reload_config()
+    __buffer_registry.lazy_load()
+
+    path = config.get("buffer")
+    buffer_class = __buffer_registry.get(path)
+    if buffer_class:
+        return buffer_class
+    raise BadConfigError(
+        f"Buffer class '{path}' not found in registered buffers: {list(__buffer_registry.keys())}."
+    )
+
+
+def get_ndbuffer_class(reload_config: bool = False) -> type[NDBuffer]:
+    if reload_config:
+        _reload_config()
+    __ndbuffer_registry.lazy_load()
+    path = config.get("ndbuffer")
+    ndbuffer_class = __ndbuffer_registry.get(path)
+    if ndbuffer_class:
+        return ndbuffer_class
+    raise BadConfigError(
+        f"NDBuffer class '{path}' not found in registered buffers: {list(__ndbuffer_registry.keys())}."
+    )
+
+
+_collect_entrypoints()
diff --git a/src/zarr/store/core.py b/src/zarr/store/core.py
index e483c8f3b6..fa35879308 100644
--- a/src/zarr/store/core.py
+++ b/src/zarr/store/core.py
@@ -31,9 +31,11 @@ def __init__(self, store: Store, path: str | None = None):
 
     async def get(
         self,
-        prototype: BufferPrototype = default_buffer_prototype,
+        prototype: BufferPrototype | None = None,
         byte_range: tuple[int, int | None] | None = None,
     ) -> Buffer | None:
+        if prototype is None:
+            prototype = default_buffer_prototype()
         return await self.store.get(self.path, prototype=prototype, byte_range=byte_range)
 
     async def set(self, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
diff --git a/src/zarr/testing/buffer.py b/src/zarr/testing/buffer.py
new file mode 100644
index 0000000000..d2da1c5a6e
--- /dev/null
+++ b/src/zarr/testing/buffer.py
@@ -0,0 +1,66 @@
+# mypy: ignore-errors
+from __future__ import annotations
+
+from collections.abc import Iterable
+from typing import TYPE_CHECKING, Any, Literal
+
+import numpy as np
+import numpy.typing as npt
+
+from zarr.buffer import Buffer, BufferPrototype, NDBuffer
+from zarr.store import MemoryStore
+
+if TYPE_CHECKING:
+    from typing_extensions import Self
+
+
+class TestNDArrayLike(np.ndarray):
+    """An example of a ndarray-like class"""
+
+
+class TestBuffer(Buffer):
+    """Example of a custom Buffer that handles ArrayLike"""
+
+
+class NDBufferUsingTestNDArrayLike(NDBuffer):
+    """Example of a custom NDBuffer that handles MyNDArrayLike"""
+
+    @classmethod
+    def create(
+        cls,
+        *,
+        shape: Iterable[int],
+        dtype: npt.DTypeLike,
+        order: Literal["C", "F"] = "C",
+        fill_value: Any | None = None,
+    ) -> Self:
+        """Overwrite `NDBuffer.create` to create an TestNDArrayLike instance"""
+        ret = cls(TestNDArrayLike(shape=shape, dtype=dtype, order=order))
+        if fill_value is not None:
+            ret.fill(fill_value)
+        return ret
+
+
+class StoreExpectingTestBuffer(MemoryStore):
+    """Example of a custom Store that expect MyBuffer for all its non-metadata
+
+    We assume that keys containing "json" is metadata
+    """
+
+    async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
+        if "json" not in key:
+            assert isinstance(value, TestBuffer)
+        await super().set(key, value, byte_range)
+
+    async def get(
+        self,
+        key: str,
+        prototype: BufferPrototype,
+        byte_range: tuple[int, int | None] | None = None,
+    ) -> Buffer | None:
+        if "json" not in key:
+            assert prototype.buffer is TestBuffer
+        ret = await super().get(key=key, prototype=prototype, byte_range=byte_range)
+        if ret is not None:
+            assert isinstance(ret, prototype.buffer)
+        return ret
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 72dadac1df..4fdf497a68 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -86,7 +86,7 @@ async def test_get(
         """
         data_buf = Buffer.from_bytes(data)
         self.set(store, key, data_buf)
-        observed = await store.get(key, prototype=default_buffer_prototype, byte_range=byte_range)
+        observed = await store.get(key, prototype=default_buffer_prototype(), byte_range=byte_range)
         start, length = _normalize_interval_index(data_buf, interval=byte_range)
         expected = data_buf[start : start + length]
         assert_bytes_equal(observed, expected)
@@ -121,7 +121,7 @@ async def test_get_partial_values(
 
         # read back just part of it
         observed_maybe = await store.get_partial_values(
-            prototype=default_buffer_prototype, key_ranges=key_ranges
+            prototype=default_buffer_prototype(), key_ranges=key_ranges
         )
 
         observed: list[Buffer] = []
@@ -133,7 +133,9 @@ async def test_get_partial_values(
 
         for idx in range(len(observed)):
             key, byte_range = key_ranges[idx]
-            result = await store.get(key, prototype=default_buffer_prototype, byte_range=byte_range)
+            result = await store.get(
+                key, prototype=default_buffer_prototype(), byte_range=byte_range
+            )
             assert result is not None
             expected.append(result)
 
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index e8080e6034..267fcc85bd 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -6,6 +6,7 @@
 
 from _pytest.compat import LEGACY_PATH
 
+from zarr import config
 from zarr.abc.store import Store
 from zarr.common import ChunkCoords, MemoryOrder, ZarrFormat
 from zarr.group import AsyncGroup
@@ -96,6 +97,13 @@ def xp(request: pytest.FixtureRequest) -> Iterator[ModuleType]:
     yield pytest.importorskip(request.param)
 
 
+@pytest.fixture(autouse=True)
+def reset_config():
+    config.reset()
+    yield
+    config.reset()
+
+
 @dataclass
 class ArrayRequest:
     shape: ChunkCoords
diff --git a/tests/v3/package_with_entrypoint-0.1.dist-info/entry_points.txt b/tests/v3/package_with_entrypoint-0.1.dist-info/entry_points.txt
index 2c9dc375de..eee724c912 100644
--- a/tests/v3/package_with_entrypoint-0.1.dist-info/entry_points.txt
+++ b/tests/v3/package_with_entrypoint-0.1.dist-info/entry_points.txt
@@ -1,2 +1,14 @@
 [zarr.codecs]
-test = package_with_entrypoint:TestCodec
+test = package_with_entrypoint:TestEntrypointCodec
+[zarr.codecs.test]
+another_codec = package_with_entrypoint:TestEntrypointGroup.Codec
+[zarr]
+codec_pipeline = package_with_entrypoint:TestEntrypointCodecPipeline
+ndbuffer = package_with_entrypoint:TestEntrypointNDBuffer
+buffer = package_with_entrypoint:TestEntrypointBuffer
+[zarr.buffer]
+another_buffer = package_with_entrypoint:TestEntrypointGroup.Buffer
+[zarr.ndbuffer]
+another_ndbuffer = package_with_entrypoint:TestEntrypointGroup.NDBuffer
+[zarr.codec_pipeline]
+another_pipeline = package_with_entrypoint:TestEntrypointGroup.Pipeline
diff --git a/tests/v3/package_with_entrypoint/__init__.py b/tests/v3/package_with_entrypoint/__init__.py
index 6368e5b236..4d626808d8 100644
--- a/tests/v3/package_with_entrypoint/__init__.py
+++ b/tests/v3/package_with_entrypoint/__init__.py
@@ -1,26 +1,65 @@
+from collections.abc import Iterable
+
 from numpy import ndarray
 
-from zarr.abc.codec import ArrayBytesCodec
+from zarr.abc.codec import ArrayBytesCodec, CodecInput, CodecPipeline
 from zarr.array_spec import ArraySpec
+from zarr.buffer import Buffer, NDBuffer
+from zarr.codecs import BytesCodec
 from zarr.common import BytesLike
 
 
-class TestCodec(ArrayBytesCodec):
+class TestEntrypointCodec(ArrayBytesCodec):
     is_fixed_size = True
 
     async def encode(
         self,
-        chunk_array: ndarray,
-        chunk_spec: ArraySpec,
+        chunks_and_specs: Iterable[tuple[CodecInput | None, ArraySpec]],
     ) -> BytesLike | None:
         pass
 
     async def decode(
         self,
-        chunk_bytes: BytesLike,
-        chunk_spec: ArraySpec,
+        chunks_and_specs: Iterable[tuple[CodecInput | None, ArraySpec]],
     ) -> ndarray:
         pass
 
     def compute_encoded_size(self, input_byte_length: int, chunk_spec: ArraySpec) -> int:
         return input_byte_length
+
+
+class TestEntrypointCodecPipeline(CodecPipeline):
+    def __init__(self, batch_size: int = 1):
+        pass
+
+    async def encode(
+        self, chunks_and_specs: Iterable[tuple[CodecInput | None, ArraySpec]]
+    ) -> BytesLike:
+        pass
+
+    async def decode(
+        self, chunks_and_specs: Iterable[tuple[CodecInput | None, ArraySpec]]
+    ) -> ndarray:
+        pass
+
+
+class TestEntrypointBuffer(Buffer):
+    pass
+
+
+class TestEntrypointNDBuffer(NDBuffer):
+    pass
+
+
+class TestEntrypointGroup:
+    class Codec(BytesCodec):
+        pass
+
+    class Buffer(Buffer):
+        pass
+
+    class NDBuffer(NDBuffer):
+        pass
+
+    class Pipeline(CodecPipeline):
+        pass
diff --git a/tests/v3/test_buffer.py b/tests/v3/test_buffer.py
index 77e1b6b688..d53e98d42d 100644
--- a/tests/v3/test_buffer.py
+++ b/tests/v3/test_buffer.py
@@ -1,14 +1,10 @@
 from __future__ import annotations
 
-from collections.abc import Iterable
-from typing import TYPE_CHECKING, Any, Literal
-
 import numpy as np
-import numpy.typing as npt
 import pytest
 
 from zarr.array import AsyncArray
-from zarr.buffer import ArrayLike, Buffer, BufferPrototype, NDArrayLike, NDBuffer
+from zarr.buffer import ArrayLike, BufferPrototype, NDArrayLike, numpy_buffer_prototype
 from zarr.codecs.blosc import BloscCodec
 from zarr.codecs.bytes import BytesCodec
 from zarr.codecs.crc32c_ import Crc32cCodec
@@ -16,62 +12,12 @@
 from zarr.codecs.transpose import TransposeCodec
 from zarr.codecs.zstd import ZstdCodec
 from zarr.store.core import StorePath
-from zarr.store.memory import MemoryStore
-
-if TYPE_CHECKING:
-    from typing_extensions import Self
-
-
-class MyNDArrayLike(np.ndarray):
-    """An example of a ndarray-like class"""
-
-
-class MyBuffer(Buffer):
-    """Example of a custom Buffer that handles ArrayLike"""
-
-
-class MyNDBuffer(NDBuffer):
-    """Example of a custom NDBuffer that handles MyNDArrayLike"""
-
-    @classmethod
-    def create(
-        cls,
-        *,
-        shape: Iterable[int],
-        dtype: npt.DTypeLike,
-        order: Literal["C", "F"] = "C",
-        fill_value: Any | None = None,
-    ) -> Self:
-        """Overwrite `NDBuffer.create` to create an MyNDArrayLike instance"""
-        ret = cls(MyNDArrayLike(shape=shape, dtype=dtype, order=order))
-        if fill_value is not None:
-            ret.fill(fill_value)
-        return ret
-
-
-class MyStore(MemoryStore):
-    """Example of a custom Store that expect MyBuffer for all its non-metadata
-
-    We assume that keys containing "json" is metadata
-    """
-
-    async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
-        if "json" not in key:
-            assert isinstance(value, MyBuffer)
-        await super().set(key, value, byte_range)
-
-    async def get(
-        self,
-        key: str,
-        prototype: BufferPrototype,
-        byte_range: tuple[int, int | None] | None = None,
-    ) -> Buffer | None:
-        if "json" not in key:
-            assert prototype.buffer is MyBuffer
-        ret = await super().get(key=key, prototype=prototype, byte_range=byte_range)
-        if ret is not None:
-            assert isinstance(ret, prototype.buffer)
-        return ret
+from zarr.testing.buffer import (
+    NDBufferUsingTestNDArrayLike,
+    StoreExpectingTestBuffer,
+    TestBuffer,
+    TestNDArrayLike,
+)
 
 
 def test_nd_array_like(xp):
@@ -86,7 +32,7 @@ async def test_async_array_prototype():
 
     expect = np.zeros((9, 9), dtype="uint16", order="F")
     a = await AsyncArray.create(
-        StorePath(MyStore(mode="w")) / "test_async_array_prototype",
+        StorePath(StoreExpectingTestBuffer(mode="w")) / "test_async_array_prototype",
         shape=expect.shape,
         chunk_shape=(5, 5),
         dtype=expect.dtype,
@@ -94,7 +40,7 @@ async def test_async_array_prototype():
     )
     expect[1:4, 3:6] = np.ones((3, 3))
 
-    my_prototype = BufferPrototype(buffer=MyBuffer, nd_buffer=MyNDBuffer)
+    my_prototype = BufferPrototype(buffer=TestBuffer, nd_buffer=NDBufferUsingTestNDArrayLike)
 
     await a.setitem(
         selection=(slice(1, 4), slice(3, 6)),
@@ -102,7 +48,7 @@ async def test_async_array_prototype():
         prototype=my_prototype,
     )
     got = await a.getitem(selection=(slice(0, 9), slice(0, 9)), prototype=my_prototype)
-    assert isinstance(got, MyNDArrayLike)
+    assert isinstance(got, TestNDArrayLike)
     assert np.array_equal(expect, got)
 
 
@@ -110,7 +56,7 @@ async def test_async_array_prototype():
 async def test_codecs_use_of_prototype():
     expect = np.zeros((10, 10), dtype="uint16", order="F")
     a = await AsyncArray.create(
-        StorePath(MyStore(mode="w")) / "test_codecs_use_of_prototype",
+        StorePath(StoreExpectingTestBuffer(mode="w")) / "test_codecs_use_of_prototype",
         shape=expect.shape,
         chunk_shape=(5, 5),
         dtype=expect.dtype,
@@ -126,7 +72,7 @@ async def test_codecs_use_of_prototype():
     )
     expect[:] = np.arange(100).reshape(10, 10)
 
-    my_prototype = BufferPrototype(buffer=MyBuffer, nd_buffer=MyNDBuffer)
+    my_prototype = BufferPrototype(buffer=TestBuffer, nd_buffer=NDBufferUsingTestNDArrayLike)
 
     await a.setitem(
         selection=(slice(0, 10), slice(0, 10)),
@@ -134,5 +80,12 @@ async def test_codecs_use_of_prototype():
         prototype=my_prototype,
     )
     got = await a.getitem(selection=(slice(0, 10), slice(0, 10)), prototype=my_prototype)
-    assert isinstance(got, MyNDArrayLike)
+    assert isinstance(got, TestNDArrayLike)
     assert np.array_equal(expect, got)
+
+
+def test_numpy_buffer_prototype():
+    buffer = numpy_buffer_prototype().buffer.create_zero_length()
+    ndbuffer = numpy_buffer_prototype().nd_buffer.create(shape=(1, 2), dtype=np.dtype("int64"))
+    assert isinstance(buffer.as_array_like(), np.ndarray)
+    assert isinstance(ndbuffer.as_ndarray_like(), np.ndarray)
diff --git a/tests/v3/test_codec_entrypoints.py b/tests/v3/test_codec_entrypoints.py
index 6b5c221f4d..9e2932fdd5 100644
--- a/tests/v3/test_codec_entrypoints.py
+++ b/tests/v3/test_codec_entrypoints.py
@@ -3,7 +3,8 @@
 
 import pytest
 
-import zarr.codecs.registry
+import zarr.registry
+from zarr import config
 
 here = os.path.abspath(os.path.dirname(__file__))
 
@@ -11,14 +12,38 @@
 @pytest.fixture()
 def set_path():
     sys.path.append(here)
-    zarr.codecs.registry._collect_entrypoints()
+    zarr.registry._collect_entrypoints()
     yield
     sys.path.remove(here)
-    entry_points = zarr.codecs.registry._collect_entrypoints()
-    entry_points.pop("test")
+    registries = zarr.registry._collect_entrypoints()
+    for registry in registries:
+        registry.lazy_load_list.clear()
+    config.reset()
 
 
 @pytest.mark.usefixtures("set_path")
-def test_entrypoint_codec():
-    cls = zarr.codecs.registry.get_codec_class("test")
-    assert cls.__name__ == "TestCodec"
+@pytest.mark.parametrize("codec_name", ["TestEntrypointCodec", "TestEntrypointGroup.Codec"])
+def test_entrypoint_codec(codec_name):
+    config.set({"codecs.test": "package_with_entrypoint." + codec_name})
+    cls_test = zarr.registry.get_codec_class("test")
+    assert cls_test.__qualname__ == codec_name
+
+
+@pytest.mark.usefixtures("set_path")
+def test_entrypoint_pipeline():
+    config.set({"codec_pipeline.path": "package_with_entrypoint.TestEntrypointCodecPipeline"})
+    cls = zarr.registry.get_pipeline_class()
+    assert cls.__name__ == "TestEntrypointCodecPipeline"
+
+
+@pytest.mark.usefixtures("set_path")
+@pytest.mark.parametrize("buffer_name", ["TestEntrypointBuffer", "TestEntrypointGroup.Buffer"])
+def test_entrypoint_buffer(buffer_name):
+    config.set(
+        {
+            "buffer": "package_with_entrypoint." + buffer_name,
+            "ndbuffer": "package_with_entrypoint.TestEntrypointNDBuffer",
+        }
+    )
+    assert zarr.registry.get_buffer_class().__qualname__ == buffer_name
+    assert zarr.registry.get_ndbuffer_class().__name__ == "TestEntrypointNDBuffer"
diff --git a/tests/v3/test_codecs/test_blosc.py b/tests/v3/test_codecs/test_blosc.py
index 04c4c671c8..33ca9eba77 100644
--- a/tests/v3/test_codecs/test_blosc.py
+++ b/tests/v3/test_codecs/test_blosc.py
@@ -26,7 +26,7 @@ async def test_blosc_evolve(store: Store, dtype: str) -> None:
     )
 
     zarr_json = json.loads(
-        (await store.get(f"{path}/zarr.json", prototype=default_buffer_prototype)).to_bytes()
+        (await store.get(f"{path}/zarr.json", prototype=default_buffer_prototype())).to_bytes()
     )
     blosc_configuration_json = zarr_json["codecs"][1]["configuration"]
     assert blosc_configuration_json["typesize"] == typesize
@@ -47,7 +47,7 @@ async def test_blosc_evolve(store: Store, dtype: str) -> None:
     )
 
     zarr_json = json.loads(
-        (await store.get(f"{path2}/zarr.json", prototype=default_buffer_prototype)).to_bytes()
+        (await store.get(f"{path2}/zarr.json", prototype=default_buffer_prototype())).to_bytes()
     )
     blosc_configuration_json = zarr_json["codecs"][0]["configuration"]["codecs"][1]["configuration"]
     assert blosc_configuration_json["typesize"] == typesize
diff --git a/tests/v3/test_codecs/test_codecs.py b/tests/v3/test_codecs/test_codecs.py
index 1104805d4b..a2b459f60d 100644
--- a/tests/v3/test_codecs/test_codecs.py
+++ b/tests/v3/test_codecs/test_codecs.py
@@ -127,7 +127,7 @@ async def test_order(
         )
         z[:, :] = data
         assert_bytes_equal(
-            await store.get(f"{path}/0.0", prototype=default_buffer_prototype), z._store["0.0"]
+            await store.get(f"{path}/0.0", prototype=default_buffer_prototype()), z._store["0.0"]
         )
 
 
@@ -249,7 +249,7 @@ async def test_delete_empty_chunks(store: Store) -> None:
     await _AsyncArrayProxy(a)[:16, :16].set(np.zeros((16, 16)))
     await _AsyncArrayProxy(a)[:16, :16].set(data)
     assert np.array_equal(await _AsyncArrayProxy(a)[:16, :16].get(), data)
-    assert await store.get(f"{path}/c0/0", prototype=default_buffer_prototype) is None
+    assert await store.get(f"{path}/c0/0", prototype=default_buffer_prototype()) is None
 
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
@@ -280,16 +280,16 @@ async def test_zarr_compat(store: Store) -> None:
     assert np.array_equal(data, z2[:16, :18])
 
     assert_bytes_equal(
-        z2._store["0.0"], await store.get(f"{path}/0.0", prototype=default_buffer_prototype)
+        z2._store["0.0"], await store.get(f"{path}/0.0", prototype=default_buffer_prototype())
     )
     assert_bytes_equal(
-        z2._store["0.1"], await store.get(f"{path}/0.1", prototype=default_buffer_prototype)
+        z2._store["0.1"], await store.get(f"{path}/0.1", prototype=default_buffer_prototype())
     )
     assert_bytes_equal(
-        z2._store["1.0"], await store.get(f"{path}/1.0", prototype=default_buffer_prototype)
+        z2._store["1.0"], await store.get(f"{path}/1.0", prototype=default_buffer_prototype())
     )
     assert_bytes_equal(
-        z2._store["1.1"], await store.get(f"{path}/1.1", prototype=default_buffer_prototype)
+        z2._store["1.1"], await store.get(f"{path}/1.1", prototype=default_buffer_prototype())
     )
 
 
@@ -323,16 +323,16 @@ async def test_zarr_compat_F(store: Store) -> None:
     assert np.array_equal(data, z2[:16, :18])
 
     assert_bytes_equal(
-        z2._store["0.0"], await store.get(f"{path}/0.0", prototype=default_buffer_prototype)
+        z2._store["0.0"], await store.get(f"{path}/0.0", prototype=default_buffer_prototype())
     )
     assert_bytes_equal(
-        z2._store["0.1"], await store.get(f"{path}/0.1", prototype=default_buffer_prototype)
+        z2._store["0.1"], await store.get(f"{path}/0.1", prototype=default_buffer_prototype())
     )
     assert_bytes_equal(
-        z2._store["1.0"], await store.get(f"{path}/1.0", prototype=default_buffer_prototype)
+        z2._store["1.0"], await store.get(f"{path}/1.0", prototype=default_buffer_prototype())
     )
     assert_bytes_equal(
-        z2._store["1.1"], await store.get(f"{path}/1.1", prototype=default_buffer_prototype)
+        z2._store["1.1"], await store.get(f"{path}/1.1", prototype=default_buffer_prototype())
     )
 
 
@@ -365,7 +365,7 @@ async def test_dimension_names(store: Store) -> None:
     )
 
     assert (await AsyncArray.open(spath2)).metadata.dimension_names is None
-    zarr_json_buffer = await store.get(f"{path2}/zarr.json", prototype=default_buffer_prototype)
+    zarr_json_buffer = await store.get(f"{path2}/zarr.json", prototype=default_buffer_prototype())
     assert zarr_json_buffer is not None
     assert "dimension_names" not in json.loads(zarr_json_buffer.to_bytes())
 
@@ -473,14 +473,14 @@ async def test_resize(store: Store) -> None:
     )
 
     await _AsyncArrayProxy(a)[:16, :18].set(data)
-    assert await store.get(f"{path}/1.1", prototype=default_buffer_prototype) is not None
-    assert await store.get(f"{path}/0.0", prototype=default_buffer_prototype) is not None
-    assert await store.get(f"{path}/0.1", prototype=default_buffer_prototype) is not None
-    assert await store.get(f"{path}/1.0", prototype=default_buffer_prototype) is not None
+    assert await store.get(f"{path}/1.1", prototype=default_buffer_prototype()) is not None
+    assert await store.get(f"{path}/0.0", prototype=default_buffer_prototype()) is not None
+    assert await store.get(f"{path}/0.1", prototype=default_buffer_prototype()) is not None
+    assert await store.get(f"{path}/1.0", prototype=default_buffer_prototype()) is not None
 
     a = await a.resize((10, 12))
     assert a.metadata.shape == (10, 12)
-    assert await store.get(f"{path}/0.0", prototype=default_buffer_prototype) is not None
-    assert await store.get(f"{path}/0.1", prototype=default_buffer_prototype) is not None
-    assert await store.get(f"{path}/1.0", prototype=default_buffer_prototype) is None
-    assert await store.get(f"{path}/1.1", prototype=default_buffer_prototype) is None
+    assert await store.get(f"{path}/0.0", prototype=default_buffer_prototype()) is not None
+    assert await store.get(f"{path}/0.1", prototype=default_buffer_prototype()) is not None
+    assert await store.get(f"{path}/1.0", prototype=default_buffer_prototype()) is None
+    assert await store.get(f"{path}/1.1", prototype=default_buffer_prototype()) is None
diff --git a/tests/v3/test_codecs/test_endian.py b/tests/v3/test_codecs/test_endian.py
index 8301a424b9..6f3e1c9482 100644
--- a/tests/v3/test_codecs/test_endian.py
+++ b/tests/v3/test_codecs/test_endian.py
@@ -44,7 +44,7 @@ async def test_endian(store: Store, endian: Literal["big", "little"]) -> None:
     )
     z[:, :] = data
     assert_bytes_equal(
-        await store.get(f"{path}/0.0", prototype=default_buffer_prototype), z._store["0.0"]
+        await store.get(f"{path}/0.0", prototype=default_buffer_prototype()), z._store["0.0"]
     )
 
 
@@ -83,5 +83,5 @@ async def test_endian_write(
     )
     z[:, :] = data
     assert_bytes_equal(
-        await store.get(f"{path}/0.0", prototype=default_buffer_prototype), z._store["0.0"]
+        await store.get(f"{path}/0.0", prototype=default_buffer_prototype()), z._store["0.0"]
     )
diff --git a/tests/v3/test_codecs/test_sharding.py b/tests/v3/test_codecs/test_sharding.py
index f0031349cb..27667ca9dd 100644
--- a/tests/v3/test_codecs/test_sharding.py
+++ b/tests/v3/test_codecs/test_sharding.py
@@ -314,8 +314,8 @@ async def test_delete_empty_shards(store: Store) -> None:
     data = np.ones((16, 16), dtype="uint16")
     data[:8, :8] = 0
     assert np.array_equal(data, await _AsyncArrayProxy(a)[:, :].get())
-    assert await store.get(f"{path}/c/1/0", prototype=default_buffer_prototype) is None
-    chunk_bytes = await store.get(f"{path}/c/0/0", prototype=default_buffer_prototype)
+    assert await store.get(f"{path}/c/1/0", prototype=default_buffer_prototype()) is None
+    chunk_bytes = await store.get(f"{path}/c/0/0", prototype=default_buffer_prototype())
     assert chunk_bytes is not None and len(chunk_bytes) == 16 * 2 + 8 * 8 * 2 + 4
 
 
diff --git a/tests/v3/test_codecs/test_transpose.py b/tests/v3/test_codecs/test_transpose.py
index 3fd4350299..bea7435122 100644
--- a/tests/v3/test_codecs/test_transpose.py
+++ b/tests/v3/test_codecs/test_transpose.py
@@ -79,8 +79,8 @@ async def test_transpose(
         )
         z[:, :] = data
         assert await store.get(
-            "transpose/0.0", prototype=default_buffer_prototype
-        ) == await store.get("transpose_zarr/0.0", default_buffer_prototype)
+            "transpose/0.0", prototype=default_buffer_prototype()
+        ) == await store.get("transpose_zarr/0.0", default_buffer_prototype())
 
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
diff --git a/tests/v3/test_config.py b/tests/v3/test_config.py
index 684ab0dfce..8e7b868520 100644
--- a/tests/v3/test_config.py
+++ b/tests/v3/test_config.py
@@ -1,8 +1,38 @@
+import os
+from collections.abc import Iterable
 from typing import Any
+from unittest import mock
+from unittest.mock import Mock
 
+import numpy as np
 import pytest
 
-from zarr.config import config
+import zarr
+from zarr import Array, zeros
+from zarr.abc.codec import CodecInput, CodecOutput, CodecPipeline
+from zarr.abc.store import ByteSetter
+from zarr.array_spec import ArraySpec
+from zarr.buffer import NDBuffer
+from zarr.codecs import BatchedCodecPipeline, BloscCodec, BytesCodec, Crc32cCodec, ShardingCodec
+from zarr.config import BadConfigError, config
+from zarr.indexing import SelectorTuple
+from zarr.registry import (
+    fully_qualified_name,
+    get_buffer_class,
+    get_codec_class,
+    get_ndbuffer_class,
+    get_pipeline_class,
+    register_buffer,
+    register_codec,
+    register_ndbuffer,
+    register_pipeline,
+)
+from zarr.testing.buffer import (
+    NDBufferUsingTestNDArrayLike,
+    StoreExpectingTestBuffer,
+    TestBuffer,
+    TestNDArrayLike,
+)
 
 
 def test_config_defaults_set() -> None:
@@ -11,8 +41,23 @@ def test_config_defaults_set() -> None:
         {
             "array": {"order": "C"},
             "async": {"concurrency": None, "timeout": None},
-            "codec_pipeline": {"batch_size": 1},
             "json_indent": 2,
+            "codec_pipeline": {
+                "path": "zarr.codecs.pipeline.BatchedCodecPipeline",
+                "batch_size": 1,
+            },
+            "buffer": "zarr.buffer.Buffer",
+            "ndbuffer": "zarr.buffer.NDBuffer",
+            "codecs": {
+                "blosc": "zarr.codecs.blosc.BloscCodec",
+                "gzip": "zarr.codecs.gzip.GzipCodec",
+                "zstd": "zarr.codecs.zstd.ZstdCodec",
+                "bytes": "zarr.codecs.bytes.BytesCodec",
+                "endian": "zarr.codecs.bytes.BytesCodec",
+                "crc32c": "zarr.codecs.crc32c_.Crc32cCodec",
+                "sharding_indexed": "zarr.codecs.sharding.ShardingCodec",
+                "transpose": "zarr.codecs.transpose.TransposeCodec",
+            },
         }
     ]
     assert config.get("array.order") == "C"
@@ -30,3 +75,154 @@ def test_config_defaults_can_be_overridden(key: str, old_val: Any, new_val: Any)
     assert config.get(key) == old_val
     with config.set({key: new_val}):
         assert config.get(key) == new_val
+
+
+def test_fully_qualified_name():
+    class MockClass:
+        pass
+
+    assert "v3.test_config.test_fully_qualified_name.<locals>.MockClass" == fully_qualified_name(
+        MockClass
+    )
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+def test_config_codec_pipeline_class(store):
+    # has default value
+    assert get_pipeline_class().__name__ != ""
+
+    config.set({"codec_pipeline.name": "zarr.codecs.pipeline.BatchedCodecPipeline"})
+    assert get_pipeline_class() == zarr.codecs.pipeline.BatchedCodecPipeline
+
+    _mock = Mock()
+
+    class MockCodecPipeline(BatchedCodecPipeline):
+        async def write(
+            self,
+            batch_info: Iterable[tuple[ByteSetter, ArraySpec, SelectorTuple, SelectorTuple]],
+            value: NDBuffer,
+            drop_axes: tuple[int, ...] = (),
+        ) -> None:
+            _mock.call()
+
+    register_pipeline(MockCodecPipeline)
+    config.set({"codec_pipeline.path": fully_qualified_name(MockCodecPipeline)})
+
+    assert get_pipeline_class() == MockCodecPipeline
+
+    # test if codec is used
+    arr = Array.create(
+        store=store,
+        shape=(100,),
+        chunks=(10,),
+        zarr_format=3,
+        dtype="i4",
+    )
+    arr[:] = range(100)
+
+    _mock.call.assert_called()
+
+    with pytest.raises(BadConfigError):
+        config.set({"codec_pipeline.path": "wrong_name"})
+        get_pipeline_class()
+
+    class MockEnvCodecPipeline(CodecPipeline):
+        pass
+
+    register_pipeline(MockEnvCodecPipeline)
+
+    with mock.patch.dict(
+        os.environ, {"ZARR_CODEC_PIPELINE__PATH": fully_qualified_name(MockEnvCodecPipeline)}
+    ):
+        assert get_pipeline_class(reload_config=True) == MockEnvCodecPipeline
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+def test_config_codec_implementation(store):
+    # has default value
+    assert fully_qualified_name(get_codec_class("blosc")) == config.defaults[0]["codecs"]["blosc"]
+
+    _mock = Mock()
+
+    class MockBloscCodec(BloscCodec):
+        async def _encode_single(
+            self, chunk_data: CodecInput, chunk_spec: ArraySpec
+        ) -> CodecOutput | None:
+            _mock.call()
+
+    config.set({"codecs.blosc": fully_qualified_name(MockBloscCodec)})
+    register_codec("blosc", MockBloscCodec)
+    assert get_codec_class("blosc") == MockBloscCodec
+
+    # test if codec is used
+    arr = Array.create(
+        store=store,
+        shape=(100,),
+        chunks=(10,),
+        zarr_format=3,
+        dtype="i4",
+        codecs=[BytesCodec(), {"name": "blosc", "configuration": {}}],
+    )
+    arr[:] = range(100)
+    _mock.call.assert_called()
+
+    with mock.patch.dict(os.environ, {"ZARR_CODECS__BLOSC": fully_qualified_name(BloscCodec)}):
+        assert get_codec_class("blosc", reload_config=True) == BloscCodec
+
+
+@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+def test_config_ndbuffer_implementation(store):
+    # has default value
+    assert fully_qualified_name(get_ndbuffer_class()) == config.defaults[0]["ndbuffer"]
+
+    # set custom ndbuffer with TestNDArrayLike implementation
+    register_ndbuffer(NDBufferUsingTestNDArrayLike)
+    config.set({"ndbuffer": fully_qualified_name(NDBufferUsingTestNDArrayLike)})
+    assert get_ndbuffer_class() == NDBufferUsingTestNDArrayLike
+    arr = Array.create(
+        store=store,
+        shape=(100,),
+        chunks=(10,),
+        zarr_format=3,
+        dtype="i4",
+    )
+    got = arr[:]
+    print(type(got))
+    assert isinstance(got, TestNDArrayLike)
+
+
+def test_config_buffer_implementation():
+    # has default value
+    assert fully_qualified_name(get_buffer_class()) == config.defaults[0]["buffer"]
+
+    arr = zeros(shape=(100), store=StoreExpectingTestBuffer(mode="w"))
+
+    # AssertionError of StoreExpectingTestBuffer when not using my buffer
+    with pytest.raises(AssertionError):
+        arr[:] = np.arange(100)
+
+    register_buffer(TestBuffer)
+    config.set({"buffer": fully_qualified_name(TestBuffer)})
+    assert get_buffer_class() == TestBuffer
+
+    # no error using TestBuffer
+    data = np.arange(100)
+    arr[:] = np.arange(100)
+    assert np.array_equal(arr[:], data)
+
+    data2d = np.arange(1000).reshape(100, 10)
+    arr_sharding = zeros(
+        shape=(100, 10),
+        store=StoreExpectingTestBuffer(mode="w"),
+        codecs=[ShardingCodec(chunk_shape=(10, 10))],
+    )
+    arr_sharding[:] = data2d
+    assert np.array_equal(arr_sharding[:], data2d)
+
+    arr_Crc32c = zeros(
+        shape=(100, 10),
+        store=StoreExpectingTestBuffer(mode="w"),
+        codecs=[BytesCodec(), Crc32cCodec()],
+    )
+    arr_Crc32c[:] = data2d
+    assert np.array_equal(arr_Crc32c[:], data2d)
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index 925c258b16..12547765a9 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -21,6 +21,7 @@
     oindex_set,
     replace_ellipsis,
 )
+from zarr.registry import get_ndbuffer_class
 from zarr.store.core import StorePath
 from zarr.store.memory import MemoryStore
 
@@ -1395,7 +1396,7 @@ def test_get_selection_out(store: StorePath):
     ]
     for selection in selections:
         expect = a[selection]
-        out = NDBuffer.from_numpy_array(np.empty(expect.shape))
+        out = get_ndbuffer_class().from_numpy_array(np.empty(expect.shape))
         z.get_basic_selection(selection, out=out)
         assert_array_equal(expect, out.as_numpy_array()[:])
 
@@ -1425,7 +1426,7 @@ def test_get_selection_out(store: StorePath):
         ]
         for selection in selections:
             expect = oindex(a, selection)
-            out = NDBuffer.from_numpy_array(np.zeros(expect.shape, dtype=expect.dtype))
+            out = get_ndbuffer_class().from_numpy_array(np.zeros(expect.shape, dtype=expect.dtype))
             z.get_orthogonal_selection(selection, out=out)
             assert_array_equal(expect, out.as_numpy_array()[:])
 
@@ -1447,7 +1448,7 @@ def test_get_selection_out(store: StorePath):
         ]
         for selection in selections:
             expect = a[selection]
-            out = NDBuffer.from_numpy_array(np.zeros(expect.shape, dtype=expect.dtype))
+            out = get_ndbuffer_class().from_numpy_array(np.zeros(expect.shape, dtype=expect.dtype))
             z.get_coordinate_selection(selection, out=out)
             assert_array_equal(expect, out.as_numpy_array()[:])
 
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index 3a43ab43e9..be9fa5ef67 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -90,9 +90,9 @@ async def test_basic():
     data = b"hello"
     await store.set("foo", Buffer.from_bytes(data))
     assert await store.exists("foo")
-    assert (await store.get("foo", prototype=default_buffer_prototype)).to_bytes() == data
+    assert (await store.get("foo", prototype=default_buffer_prototype())).to_bytes() == data
     out = await store.get_partial_values(
-        prototype=default_buffer_prototype, key_ranges=[("foo", (1, None))]
+        prototype=default_buffer_prototype(), key_ranges=[("foo", (1, None))]
     )
     assert out[0].to_bytes() == data[1:]
 

From 0e186719ed1750f3ba43ac18cb95c15305ab97e5 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Tue, 30 Jul 2024 13:33:05 +0200
Subject: [PATCH 0614/1078] Handle missing attributes key from metadata, and
 other fixes (#2058)

* Handle missing attributes key from metadata, allow null dimension_names elements, ensure that collections in metadata are tuples

* correct assignment of fixture value to test condition

* add v2 metadata dict roundtrip test

* alter test to expose failed handling of missing separator for v2 chunk key encoding

* fix up chunk key encoding from dict
---
 src/zarr/abc/metadata.py          |  2 +-
 src/zarr/chunk_grids.py           |  2 +-
 src/zarr/chunk_key_encodings.py   | 16 +++++--
 src/zarr/metadata.py              | 24 ++++++----
 tests/v3/test_metadata/test_v2.py | 56 +++++++++++++++++++++-
 tests/v3/test_metadata/test_v3.py | 77 ++++++++++++++++++++++++++++++-
 6 files changed, 158 insertions(+), 19 deletions(-)

diff --git a/src/zarr/abc/metadata.py b/src/zarr/abc/metadata.py
index 36edf69534..a14ffb8ce9 100644
--- a/src/zarr/abc/metadata.py
+++ b/src/zarr/abc/metadata.py
@@ -30,7 +30,7 @@ def to_dict(self) -> JSON:
             elif isinstance(value, str):
                 out_dict[key] = value
             elif isinstance(value, Sequence):
-                out_dict[key] = [v.to_dict() if isinstance(v, Metadata) else v for v in value]
+                out_dict[key] = tuple(v.to_dict() if isinstance(v, Metadata) else v for v in value)
             else:
                 out_dict[key] = value
 
diff --git a/src/zarr/chunk_grids.py b/src/zarr/chunk_grids.py
index a92c894e72..b494a3e5e8 100644
--- a/src/zarr/chunk_grids.py
+++ b/src/zarr/chunk_grids.py
@@ -131,7 +131,7 @@ def _from_dict(cls, data: dict[str, JSON]) -> Self:
         return cls(**configuration_parsed)  # type: ignore[arg-type]
 
     def to_dict(self) -> dict[str, JSON]:
-        return {"name": "regular", "configuration": {"chunk_shape": list(self.chunk_shape)}}
+        return {"name": "regular", "configuration": {"chunk_shape": tuple(self.chunk_shape)}}
 
     def all_chunk_coords(self, array_shape: ChunkCoords) -> Iterator[ChunkCoords]:
         return itertools.product(
diff --git a/src/zarr/chunk_key_encodings.py b/src/zarr/chunk_key_encodings.py
index ed6c181764..30db8ff5a8 100644
--- a/src/zarr/chunk_key_encodings.py
+++ b/src/zarr/chunk_key_encodings.py
@@ -38,12 +38,20 @@ def from_dict(cls, data: dict[str, JSON] | ChunkKeyEncoding) -> ChunkKeyEncoding
         if isinstance(data, ChunkKeyEncoding):
             return data
 
-        name_parsed, configuration_parsed = parse_named_configuration(data)
+        # configuration is optional for chunk key encodings
+        name_parsed, config_parsed = parse_named_configuration(data, require_configuration=False)
         if name_parsed == "default":
-            return DefaultChunkKeyEncoding(**configuration_parsed)  # type: ignore[arg-type]
+            if config_parsed is None:
+                # for default, normalize missing configuration to use the "/" separator.
+                config_parsed = {"separator": "/"}
+            return DefaultChunkKeyEncoding(**config_parsed)  # type: ignore[arg-type]
         if name_parsed == "v2":
-            return V2ChunkKeyEncoding(**configuration_parsed)  # type: ignore[arg-type]
-        raise ValueError(f"Unknown chunk key encoding. Got {name_parsed}.")
+            if config_parsed is None:
+                # for v2, normalize missing configuration to use the "." separator.
+                config_parsed = {"separator": "."}
+            return V2ChunkKeyEncoding(**config_parsed)  # type: ignore[arg-type]
+        msg = f"Unknown chunk key encoding. Got {name_parsed}, expected one of ('v2', 'default')."
+        raise ValueError(msg)
 
     def to_dict(self) -> dict[str, JSON]:
         return {"name": self.name, "configuration": {"separator": self.separator}}
diff --git a/src/zarr/metadata.py b/src/zarr/metadata.py
index f19d230a60..e801a6f966 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/metadata.py
@@ -283,15 +283,19 @@ def _json_convert(o: Any) -> Any:
 
     @classmethod
     def from_dict(cls, data: dict[str, JSON]) -> ArrayV3Metadata:
+        # make a copy because we are modifying the dict
+        _data = data.copy()
         # TODO: Remove the type: ignores[] comments below and use a TypedDict to type `data`
         # check that the zarr_format attribute is correct
-        _ = parse_zarr_format_v3(data.pop("zarr_format"))  # type: ignore[arg-type]
+        _ = parse_zarr_format_v3(_data.pop("zarr_format"))  # type: ignore[arg-type]
         # check that the node_type attribute is correct
-        _ = parse_node_type_array(data.pop("node_type"))  # type: ignore[arg-type]
+        _ = parse_node_type_array(_data.pop("node_type"))  # type: ignore[arg-type]
 
-        data["dimension_names"] = data.pop("dimension_names", None)
-
-        return cls(**data)  # type: ignore[arg-type]
+        # dimension_names key is optional, normalize missing to `None`
+        _data["dimension_names"] = _data.pop("dimension_names", None)
+        # attributes key is optional, normalize missing to `None`
+        _data["attributes"] = _data.pop("attributes", None)
+        return cls(**_data)  # type: ignore[arg-type]
 
     def to_dict(self) -> dict[str, Any]:
         out_dict = super().to_dict()
@@ -407,9 +411,11 @@ def _json_convert(
 
     @classmethod
     def from_dict(cls, data: dict[str, Any]) -> ArrayV2Metadata:
+        # make a copy to protect the original from modification
+        _data = data.copy()
         # check that the zarr_format attribute is correct
-        _ = parse_zarr_format_v2(data.pop("zarr_format"))
-        return cls(**data)
+        _ = parse_zarr_format_v2(_data.pop("zarr_format"))
+        return cls(**_data)
 
     def to_dict(self) -> JSON:
         zarray_dict = super().to_dict()
@@ -446,10 +452,10 @@ def update_attributes(self, attributes: dict[str, JSON]) -> Self:
         return replace(self, attributes=attributes)
 
 
-def parse_dimension_names(data: None | Iterable[str]) -> tuple[str, ...] | None:
+def parse_dimension_names(data: None | Iterable[str | None]) -> tuple[str | None, ...] | None:
     if data is None:
         return data
-    elif all(isinstance(x, str) for x in data):
+    elif all(isinstance(x, type(None) | str) for x in data):
         return tuple(data)
     else:
         msg = f"Expected either None or a iterable of str, got {type(data)}"
diff --git a/tests/v3/test_metadata/test_v2.py b/tests/v3/test_metadata/test_v2.py
index 8a82b29620..2d6f4d0cf5 100644
--- a/tests/v3/test_metadata/test_v2.py
+++ b/tests/v3/test_metadata/test_v2.py
@@ -1,13 +1,16 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Literal
+
+from zarr.abc.codec import Codec
 
 if TYPE_CHECKING:
     from typing import Any
 
 import pytest
 
-from zarr.metadata import parse_zarr_format_v2
+from zarr.codecs import GzipCodec
+from zarr.metadata import ArrayV2Metadata, parse_zarr_format_v2
 
 
 def test_parse_zarr_format_valid() -> None:
@@ -18,3 +21,52 @@ def test_parse_zarr_format_valid() -> None:
 def test_parse_zarr_format_invalid(data: Any) -> None:
     with pytest.raises(ValueError, match=f"Invalid value. Expected 2. Got {data}"):
         parse_zarr_format_v2(data)
+
+
+@pytest.mark.parametrize("attributes", [None, {"foo": "bar"}])
+@pytest.mark.parametrize("filters", [(), (GzipCodec().to_dict())])
+@pytest.mark.parametrize("compressor", [None, GzipCodec().to_dict()])
+@pytest.mark.parametrize("fill_value", [0, 1])
+@pytest.mark.parametrize("order", ["C", "F"])
+@pytest.mark.parametrize("dimension_separator", [".", "/", None])
+def test_metadata_to_dict(
+    compressor: Codec | None,
+    filters: list[Codec] | None,
+    fill_value: Any,
+    order: Literal["C", "F"],
+    dimension_separator: Literal[".", "/"] | None,
+    attributes: None | dict[str, Any],
+) -> None:
+    shape = (1, 2, 3)
+    chunks = (1,) * len(shape)
+    data_type = "|u1"
+    metadata_dict = {
+        "zarr_format": 2,
+        "shape": shape,
+        "chunks": chunks,
+        "dtype": data_type,
+        "order": order,
+        "compressor": compressor,
+        "filters": filters,
+        "fill_value": fill_value,
+    }
+
+    if attributes is not None:
+        metadata_dict["attributes"] = attributes
+    if dimension_separator is not None:
+        metadata_dict["dimension_separator"] = dimension_separator
+
+    metadata = ArrayV2Metadata.from_dict(metadata_dict)
+    observed = metadata.to_dict()
+    expected = metadata_dict.copy()
+
+    if attributes is None:
+        assert observed["attributes"] == {}
+        observed.pop("attributes")
+
+    if dimension_separator is None:
+        expected_dimension_sep = "."
+        assert observed["dimension_separator"] == expected_dimension_sep
+        observed.pop("dimension_separator")
+
+    assert observed == expected
diff --git a/tests/v3/test_metadata/test_v3.py b/tests/v3/test_metadata/test_v3.py
index 04456473d7..2b25c776e0 100644
--- a/tests/v3/test_metadata/test_v3.py
+++ b/tests/v3/test_metadata/test_v3.py
@@ -1,7 +1,11 @@
 from __future__ import annotations
 
 import re
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Literal
+
+from zarr.abc.codec import Codec
+from zarr.chunk_key_encodings import DefaultChunkKeyEncoding, V2ChunkKeyEncoding
+from zarr.codecs.bytes import BytesCodec
 
 if TYPE_CHECKING:
     from typing import Any
@@ -11,7 +15,7 @@
 import numpy as np
 import pytest
 
-from zarr.metadata import parse_dimension_names
+from zarr.metadata import ArrayV3Metadata, parse_dimension_names
 from zarr.metadata import parse_fill_value_v3 as parse_fill_value
 from zarr.metadata import parse_zarr_format_v3 as parse_zarr_format
 
@@ -157,3 +161,72 @@ def test_parse_fill_value_invalid_type_sequence(fill_value: Any, dtype_str: str)
     match = f"Cannot parse non-string sequence {fill_value} as a scalar with type {dtype}"
     with pytest.raises(TypeError, match=re.escape(match)):
         parse_fill_value(fill_value, dtype)
+
+
+@pytest.mark.parametrize("chunk_grid", ["regular"])
+@pytest.mark.parametrize("attributes", [None, {"foo": "bar"}])
+@pytest.mark.parametrize("codecs", [[BytesCodec()]])
+@pytest.mark.parametrize("fill_value", [0, 1])
+@pytest.mark.parametrize("chunk_key_encoding", ["v2", "default"])
+@pytest.mark.parametrize("dimension_separator", [".", "/", None])
+@pytest.mark.parametrize("dimension_names", ["nones", "strings", "missing"])
+def test_metadata_to_dict(
+    chunk_grid: str,
+    codecs: list[Codec],
+    fill_value: Any,
+    chunk_key_encoding: Literal["v2", "default"],
+    dimension_separator: Literal[".", "/"] | None,
+    dimension_names: Literal["nones", "strings", "missing"],
+    attributes: None | dict[str, Any],
+) -> None:
+    shape = (1, 2, 3)
+    data_type = "uint8"
+    if chunk_grid == "regular":
+        cgrid = {"name": "regular", "configuration": {"chunk_shape": (1, 1, 1)}}
+
+    cke: dict[str, Any]
+    cke_name_dict = {"name": chunk_key_encoding}
+    if dimension_separator is not None:
+        cke = cke_name_dict | {"configuration": {"separator": dimension_separator}}
+    else:
+        cke = cke_name_dict
+    dnames: tuple[str | None, ...] | None
+
+    if dimension_names == "strings":
+        dnames = tuple(map(str, range(len(shape))))
+    elif dimension_names == "missing":
+        dnames = None
+    elif dimension_names == "nones":
+        dnames = (None,) * len(shape)
+
+    metadata_dict = {
+        "zarr_format": 3,
+        "node_type": "array",
+        "shape": shape,
+        "chunk_grid": cgrid,
+        "data_type": data_type,
+        "chunk_key_encoding": cke,
+        "codecs": tuple(c.to_dict() for c in codecs),
+        "fill_value": fill_value,
+    }
+
+    if attributes is not None:
+        metadata_dict["attributes"] = attributes
+    if dnames is not None:
+        metadata_dict["dimension_names"] = dnames
+
+    metadata = ArrayV3Metadata.from_dict(metadata_dict)
+    observed = metadata.to_dict()
+    expected = metadata_dict.copy()
+    if attributes is None:
+        assert observed["attributes"] == {}
+        observed.pop("attributes")
+    if dimension_separator is None:
+        if chunk_key_encoding == "default":
+            expected_cke_dict = DefaultChunkKeyEncoding(separator="/").to_dict()
+        else:
+            expected_cke_dict = V2ChunkKeyEncoding(separator=".").to_dict()
+        assert observed["chunk_key_encoding"] == expected_cke_dict
+        observed.pop("chunk_key_encoding")
+        expected.pop("chunk_key_encoding")
+    assert observed == expected

From 064b2e09b188b8e09536fb327d2c0f5fe8492f2b Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 6 Aug 2024 10:02:02 -0700
Subject: [PATCH 0615/1078] chore: update pre-commit hooks (#2057)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.5.4 → v0.5.6](https://github.com/astral-sh/ruff-pre-commit/compare/v0.5.4...v0.5.6)
- [github.com/pre-commit/mirrors-mypy: v1.11.0 → v1.11.1](https://github.com/pre-commit/mirrors-mypy/compare/v1.11.0...v1.11.1)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 40bf3a5f78..8abb9fddd3 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: 'v0.5.4'
+    rev: 'v0.5.6'
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
@@ -22,7 +22,7 @@ repos:
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.11.0
+    rev: v1.11.1
     hooks:
       - id: mypy
         files: src

From 334d6fe1a0bb315305f57a388eb22ced2abd2ef7 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Thu, 8 Aug 2024 07:59:39 -0600
Subject: [PATCH 0616/1078] Add hypothesis property tests (#1746)

* Add hypothesis tests

1. Roundtrip a numpy array
2. Basic Indexing

* Add compressors

This is important for #1931

* Add more test

* Add zarr_version

* Revert "Add zarr_version"

This reverts commit 2ad1b35cee0d3bba0199d8b8d6efd7cd7e626618.

* ADapt for V3

* Add workflow

* Try again

* always run

* fix env

* Try typing

* Cleanup

* Add vindex

* Review feedback

* cleanup

* WIP

* Cleanup

* Move to v3/

* another type ignore

* Add `_`

* Update src/zarr/strategies.py

* Update src/zarr/strategies.py

* style: pre-commit fixes

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .github/workflows/hypothesis.yaml |  84 +++++++++++++++++
 .gitignore                        |   3 +
 pyproject.toml                    |   4 +-
 src/zarr/strategies.py            | 145 ++++++++++++++++++++++++++++++
 tests/v3/conftest.py              |  15 ++++
 tests/v3/test_properties.py       |  69 ++++++++++++++
 6 files changed, 319 insertions(+), 1 deletion(-)
 create mode 100644 .github/workflows/hypothesis.yaml
 create mode 100644 src/zarr/strategies.py
 create mode 100644 tests/v3/test_properties.py

diff --git a/.github/workflows/hypothesis.yaml b/.github/workflows/hypothesis.yaml
new file mode 100644
index 0000000000..c5a239c274
--- /dev/null
+++ b/.github/workflows/hypothesis.yaml
@@ -0,0 +1,84 @@
+name: Slow Hypothesis CI
+on:
+  push:
+    branches:
+      - "main"
+      - "v3"
+  pull_request:
+    branches:
+      - "main"
+      - "v3"
+    types: [opened, reopened, synchronize, labeled]
+  schedule:
+    - cron: "0 0 * * *" # Daily “At 00:00” UTC
+  workflow_dispatch: # allows you to trigger manually
+
+env:
+  FORCE_COLOR: 3
+
+jobs:
+
+  hypothesis:
+    name: Slow Hypothesis Tests
+    runs-on: "ubuntu-latest"
+    defaults:
+      run:
+        shell: bash -l {0}
+
+    strategy:
+      matrix:
+        python-version: ['3.11']
+        numpy-version: ['1.26']
+        dependency-set: ["optional"]
+
+    steps:
+    - uses: actions/checkout@v4
+    - name: Set up Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: ${{ matrix.python-version }}
+        cache: 'pip'
+    - name: Install Hatch
+      run: |
+        python -m pip install --upgrade pip
+        pip install hatch
+    - name: Set Up Hatch Env
+      run: |
+        hatch env create test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }}
+        hatch env run -e test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} list-env
+    # https://github.com/actions/cache/blob/main/tips-and-workarounds.md#update-a-cache
+    - name: Restore cached hypothesis directory
+      id: restore-hypothesis-cache
+      uses: actions/cache/restore@v4
+      with:
+        path: .hypothesis/
+        key: cache-hypothesis-${{ runner.os }}-${{ github.run_id }}
+        restore-keys: |
+          cache-hypothesis-
+
+    - name: Run slow Hypothesis tests
+      if: success()
+      id: status
+      run: |
+        hatch env run --env test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} run-hypothesis
+
+    # explicitly save the cache so it gets updated, also do this even if it fails.
+    - name: Save cached hypothesis directory
+      id: save-hypothesis-cache
+      if: always() && steps.status.outcome != 'skipped'
+      uses: actions/cache/save@v4
+      with:
+        path: .hypothesis/
+        key: cache-hypothesis-${{ runner.os }}-${{ github.run_id }}
+
+    - name: Generate and publish the report
+      if: |
+        failure()
+        && steps.status.outcome == 'failure'
+        && github.event_name == 'schedule'
+        && github.repository_owner == 'zarr-developers'
+      uses: xarray-contrib/issue-from-pytest-log@v1
+      with:
+        log-path: output-${{ matrix.python-version }}-log.jsonl
+        issue-title: "Nightly Hypothesis tests failed"
+        issue-label: "topic-hypothesis"
diff --git a/.gitignore b/.gitignore
index 35957f2c99..84bcb00ffb 100644
--- a/.gitignore
+++ b/.gitignore
@@ -78,5 +78,8 @@ src/zarr/_version.py
 #test_sync*
 data/*
 src/fixture/
+fixture/
 
 .DS_Store
+tests/.hypothesis
+.hypothesis/
diff --git a/pyproject.toml b/pyproject.toml
index f1be6725b6..93116bede8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -120,7 +120,8 @@ extra-dependencies = [
     "flask-cors",
     "flask",
     "requests",
-    "mypy"
+    "mypy",
+    "hypothesis"
 ]
 features = ["extra"]
 
@@ -139,6 +140,7 @@ run-coverage = "pytest --cov-config=pyproject.toml --cov=pkg --cov=tests"
 run = "run-coverage --no-cov"
 run-verbose = "run-coverage --verbose"
 run-mypy = "mypy src"
+run-hypothesis = "pytest --hypothesis-profile ci tests/v3/test_properties.py"
 list-env = "pip list"
 
 [tool.hatch.envs.docs]
diff --git a/src/zarr/strategies.py b/src/zarr/strategies.py
new file mode 100644
index 0000000000..91a8542ce9
--- /dev/null
+++ b/src/zarr/strategies.py
@@ -0,0 +1,145 @@
+from typing import Any
+
+import hypothesis.extra.numpy as npst
+import hypothesis.strategies as st
+import numpy as np
+from hypothesis import given, settings  # noqa
+
+from .array import Array
+from .group import Group
+from .store import MemoryStore, StoreLike
+
+# Copied from Xarray
+_attr_keys = st.text(st.characters(), min_size=1)
+_attr_values = st.recursive(
+    st.none() | st.booleans() | st.text(st.characters(), max_size=5),
+    lambda children: st.lists(children) | st.dictionaries(_attr_keys, children),
+    max_leaves=3,
+)
+
+# From https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html#node-names
+# 1. must not be the empty string ("")
+# 2. must not include the character "/"
+# 3. must not be a string composed only of period characters, e.g. "." or ".."
+# 4. must not start with the reserved prefix "__"
+zarr_key_chars = st.sampled_from(
+    ".-0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ_abcdefghijklmnopqrstuvwxyz"
+)
+node_names = st.text(zarr_key_chars, min_size=1).filter(
+    lambda t: t not in (".", "..") and not t.startswith("__")
+)
+array_names = node_names
+attrs = st.none() | st.dictionaries(_attr_keys, _attr_values)
+paths = st.lists(node_names, min_size=1).map(lambda x: "/".join(x)) | st.just("/")
+np_arrays = npst.arrays(
+    # TODO: re-enable timedeltas once they are supported
+    dtype=npst.scalar_dtypes().filter(lambda x: x.kind != "m"),
+    shape=npst.array_shapes(max_dims=4),
+)
+stores = st.builds(MemoryStore, st.just({}), mode=st.just("w"))
+compressors = st.sampled_from([None, "default"])
+
+
+@st.composite  # type: ignore[misc]
+def np_array_and_chunks(
+    draw: st.DrawFn, *, arrays: st.SearchStrategy[np.ndarray] = np_arrays
+) -> tuple[np.ndarray, tuple[int]]:  # type: ignore[type-arg]
+    """A hypothesis strategy to generate small sized random arrays.
+
+    Returns: a tuple of the array and a suitable random chunking for it.
+    """
+    array = draw(arrays)
+    # We want this strategy to shrink towards arrays with smaller number of chunks
+    # 1. st.integers() shrinks towards smaller values. So we use that to generate number of chunks
+    numchunks = draw(st.tuples(*[st.integers(min_value=1, max_value=size) for size in array.shape]))
+    # 2. and now generate the chunks tuple
+    chunks = tuple(size // nchunks for size, nchunks in zip(array.shape, numchunks, strict=True))
+    return (array, chunks)
+
+
+@st.composite  # type: ignore[misc]
+def arrays(
+    draw: st.DrawFn,
+    *,
+    compressors: st.SearchStrategy = compressors,
+    stores: st.SearchStrategy[StoreLike] = stores,
+    arrays: st.SearchStrategy[np.ndarray] = np_arrays,
+    paths: st.SearchStrategy[None | str] = paths,
+    array_names: st.SearchStrategy = array_names,
+    attrs: st.SearchStrategy = attrs,
+) -> Array:
+    store = draw(stores)
+    nparray, chunks = draw(np_array_and_chunks(arrays=arrays))
+    path = draw(paths)
+    name = draw(array_names)
+    attributes = draw(attrs)
+    # compressor = draw(compressors)
+
+    # TODO: clean this up
+    # if path is None and name is None:
+    #     array_path = None
+    #     array_name = None
+    # elif path is None and name is not None:
+    #     array_path = f"{name}"
+    #     array_name = f"/{name}"
+    # elif path is not None and name is None:
+    #     array_path = path
+    #     array_name = None
+    # elif path == "/":
+    #     assert name is not None
+    #     array_path = name
+    #     array_name = "/" + name
+    # else:
+    #     assert name is not None
+    #     array_path = f"{path}/{name}"
+    #     array_name = "/" + array_path
+
+    expected_attrs = {} if attributes is None else attributes
+
+    array_path = path + ("/" if not path.endswith("/") else "") + name
+    root = Group.create(store)
+    fill_value_args: tuple[Any, ...] = tuple()
+    if nparray.dtype.kind == "M":
+        fill_value_args = ("ns",)
+
+    a = root.create_array(
+        array_path,
+        shape=nparray.shape,
+        chunks=chunks,
+        dtype=nparray.dtype.str,
+        attributes=attributes,
+        # compressor=compressor,  # TODO: FIXME
+        fill_value=nparray.dtype.type(0, *fill_value_args),
+    )
+
+    assert isinstance(a, Array)
+    assert nparray.shape == a.shape
+    assert chunks == a.chunks
+    assert array_path == a.path, (path, name, array_path, a.name, a.path)
+    # assert array_path == a.name, (path, name, array_path, a.name, a.path)
+    # assert a.basename is None  # TODO
+    # assert a.store == normalize_store_arg(store)
+    assert dict(a.attrs) == expected_attrs
+
+    a[:] = nparray
+
+    return a
+
+
+def is_negative_slice(idx: Any) -> bool:
+    return isinstance(idx, slice) and idx.step is not None and idx.step < 0
+
+
+@st.composite  # type: ignore[misc]
+def basic_indices(draw: st.DrawFn, *, shape: tuple[int], **kwargs):  # type: ignore[no-untyped-def]
+    """Basic indices without unsupported negative slices."""
+    return draw(
+        npst.basic_indices(shape=shape, **kwargs).filter(
+            lambda idxr: (
+                not (
+                    is_negative_slice(idxr)
+                    or (isinstance(idxr, tuple) and any(is_negative_slice(idx) for idx in idxr))
+                )
+            )
+        )
+    )
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index 267fcc85bd..0a672d1f2e 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -18,6 +18,7 @@
 
 import numpy as np
 import pytest
+from hypothesis import HealthCheck, Verbosity, settings
 
 from zarr.store import LocalStore, MemoryStore, StorePath
 from zarr.store.remote import RemoteStore
@@ -119,3 +120,17 @@ def array_fixture(request: pytest.FixtureRequest) -> np.ndarray:
         .reshape(array_request.shape, order=array_request.order)
         .astype(array_request.dtype)
     )
+
+
+settings.register_profile(
+    "ci",
+    max_examples=1000,
+    deadline=None,
+    suppress_health_check=[HealthCheck.filter_too_much, HealthCheck.too_slow],
+)
+settings.register_profile(
+    "local",
+    max_examples=300,
+    suppress_health_check=[HealthCheck.filter_too_much, HealthCheck.too_slow],
+    verbosity=Verbosity.verbose,
+)
diff --git a/tests/v3/test_properties.py b/tests/v3/test_properties.py
new file mode 100644
index 0000000000..d339f5dff6
--- /dev/null
+++ b/tests/v3/test_properties.py
@@ -0,0 +1,69 @@
+import numpy as np
+import pytest
+from numpy.testing import assert_array_equal
+
+pytest.importorskip("hypothesis")
+
+import hypothesis.extra.numpy as npst  # noqa
+import hypothesis.strategies as st  # noqa
+from hypothesis import given, settings  # noqa
+from zarr.strategies import arrays, np_arrays, basic_indices  # noqa
+
+
+@given(st.data())
+def test_roundtrip(data):
+    nparray = data.draw(np_arrays)
+    zarray = data.draw(arrays(arrays=st.just(nparray)))
+    assert_array_equal(nparray, zarray[:])
+
+
+@given(data=st.data())
+def test_basic_indexing(data):
+    zarray = data.draw(arrays())
+    nparray = zarray[:]
+    indexer = data.draw(basic_indices(shape=nparray.shape))
+    actual = zarray[indexer]
+    assert_array_equal(nparray[indexer], actual)
+
+    new_data = np.ones_like(actual)
+    zarray[indexer] = new_data
+    nparray[indexer] = new_data
+    assert_array_equal(nparray, zarray[:])
+
+
+@given(data=st.data())
+def test_vindex(data):
+    zarray = data.draw(arrays())
+    nparray = zarray[:]
+
+    indexer = data.draw(
+        npst.integer_array_indices(
+            shape=nparray.shape, result_shape=npst.array_shapes(max_dims=None)
+        )
+    )
+    actual = zarray.vindex[indexer]
+    assert_array_equal(nparray[indexer], actual)
+
+
+# @st.composite
+# def advanced_indices(draw, *, shape):
+#     basic_idxr = draw(
+#         basic_indices(
+#             shape=shape, min_dims=len(shape), max_dims=len(shape), allow_ellipsis=False
+#         ).filter(lambda x: isinstance(x, tuple))
+#     )
+
+#     int_idxr = draw(
+#         npst.integer_array_indices(shape=shape, result_shape=npst.array_shapes(max_dims=1))
+#     )
+#     args = tuple(
+#         st.sampled_from((l, r)) for l, r in zip_longest(basic_idxr, int_idxr, fillvalue=slice(None))
+#     )
+#     return draw(st.tuples(*args))
+
+
+# @given(st.data())
+# def test_roundtrip_object_array(data):
+#     nparray = data.draw(np_arrays)
+#     zarray = data.draw(arrays(arrays=st.just(nparray)))
+#     assert_array_equal(nparray, zarray[:])

From 5cf2ef102da7189d0bb966cfa7b25075475ad5e0 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 9 Aug 2024 22:18:34 +0100
Subject: [PATCH 0617/1078] Fix low contrast in dark theme h3 headings (#2003)

---
 docs/_static/custom.css | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/docs/_static/custom.css b/docs/_static/custom.css
index 87dd70e347..d7b2435335 100644
--- a/docs/_static/custom.css
+++ b/docs/_static/custom.css
@@ -117,7 +117,3 @@ html[data-theme=dark] .sd-card .sd-card-footer {
 html[data-theme=dark] h1 {
   color: var(--pst-color-primary);
 }
-
-html[data-theme=dark] h3 {
-  color: #0a6774;
-}

From f6de8846cc992d355dcbd55f3a8421529b033b78 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Fri, 9 Aug 2024 16:22:43 -0500
Subject: [PATCH 0618/1078] Fixed dependencies (#2069)

- removed pytest as a required dep
- move test deps to a "test" optional dependency
---
 pyproject.toml | 34 +++++++++++++++++-----------------
 1 file changed, 17 insertions(+), 17 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 93116bede8..88542b2cf5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -32,7 +32,6 @@ dependencies = [
     'zstandard',
     'typing_extensions',
     'donfig',
-    'pytest'
 ]
 dynamic = [
   "version",
@@ -55,6 +54,22 @@ license = {text = "MIT License"}
 keywords = ["Python", "compressed", "ndimensional-arrays", "zarr"]
 
 [project.optional-dependencies]
+test = [
+    "coverage",
+    "pytest",
+    "pytest-cov",
+    "msgpack",
+    "lmdb",
+    "s3fs",
+    "pytest-asyncio",
+    "moto[s3]",
+    "flask-cors",
+    "flask",
+    "requests",
+    "mypy",
+    "hypothesis"
+]
+
 jupyter = [
     'notebook',
     'ipytree>=0.2.2',
@@ -108,22 +123,7 @@ dependencies = [
     "numpy~={matrix:numpy}",
     "universal_pathlib"
 ]
-extra-dependencies = [
-    "coverage",
-    "pytest",
-    "pytest-cov",
-    "msgpack",
-    "lmdb",
-    "s3fs",
-    "pytest-asyncio",
-    "moto[s3]",
-    "flask-cors",
-    "flask",
-    "requests",
-    "mypy",
-    "hypothesis"
-]
-features = ["extra"]
+features = ["test", "extra"]
 
 [[tool.hatch.envs.test.matrix]]
 python = ["3.10", "3.11", "3.12"]

From a054afbbdaf7c8560d0ce5df77af969bc863e335 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sat, 10 Aug 2024 09:16:40 +0100
Subject: [PATCH 0619/1078] Drop support for Python 3.9

---
 .github/ISSUE_TEMPLATE/bug_report.yml |  2 +-
 .github/workflows/python-package.yml  |  2 +-
 .github/workflows/releases.yml        |  2 +-
 .readthedocs.yaml                     |  2 +-
 docs/release.rst                      | 10 ++++++++--
 pyproject.toml                        |  4 ++--
 6 files changed, 14 insertions(+), 8 deletions(-)

diff --git a/.github/ISSUE_TEMPLATE/bug_report.yml b/.github/ISSUE_TEMPLATE/bug_report.yml
index ec98af029e..7b0c4dcfc4 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.yml
+++ b/.github/ISSUE_TEMPLATE/bug_report.yml
@@ -27,7 +27,7 @@ body:
     attributes:
       label: Python Version
       description: Version of Python interpreter
-      placeholder: 3.9, 3.10, 3.11, etc.
+      placeholder: 3.10, 3.11, 3.12 etc.
     validations:
       required: true
   - type: input
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index f53cb2d9a9..61124b8e8e 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -15,7 +15,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ['3.9', '3.10', '3.11', '3.12']
+        python-version: ['3.10', '3.11', '3.12']
         numpy_version: ['>=1.24.0', '==1.23.*']
         exclude:
           - python-version: '3.10'
diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 8ac76c899b..f94711ad63 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -19,7 +19,7 @@ jobs:
       - uses: actions/setup-python@v5.1.0
         name: Install Python
         with:
-          python-version: '3.9'
+          python-version: '3.11'
 
       - name: Install PyBuild
         run: |
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index e45cae1b45..d7190b4771 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -3,7 +3,7 @@ version: 2
 build:
   os: ubuntu-20.04
   tools:
-    python: "3.9"
+    python: "3.11"
 
 sphinx:
   configuration: docs/conf.py
diff --git a/docs/release.rst b/docs/release.rst
index 6c7ba5139b..703fec8df6 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -24,7 +24,13 @@ Enhancements
 ~~~~~~~~~~~~
 
 * Add Zstd codec to old V3 code path.
-  By :user:`Ryan Abernathey <rabernat>` 
+  By :user:`Ryan Abernathey <rabernat>`
+
+Maintenance
+~~~~~~~~~~~
+
+* Removed support for Python 3.9.
+  By :user:`David Stansby <dstansby>`
 
 .. _release_2.18.1:
 
@@ -51,7 +57,7 @@ Maintenance
 * Enable ruff/bugbear rules (B) and fix issues.
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1702`.
 
-* Minor updates to use `np.inf` instead of `np.PINF` / `np.NINF` in preparation for NumPy 2.0.0 release. 
+* Minor updates to use `np.inf` instead of `np.PINF` / `np.NINF` in preparation for NumPy 2.0.0 release.
   By :user:`Joe Hamman <jhamman>` :issue:`1842`.
 
 Deprecations
diff --git a/pyproject.toml b/pyproject.toml
index dacd45ec2c..a0525a8d8a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,7 +10,7 @@ readme = { file = "README.md", content-type = "text/markdown" }
 maintainers = [
     { name = "Alistair Miles", email = "alimanfoo@googlemail.com" }
 ]
-requires-python = ">=3.9"
+requires-python = ">=3.10"
 dependencies = [
     'asciitree',
     'numpy>=1.23',
@@ -30,9 +30,9 @@ classifiers = [
     'Topic :: Software Development :: Libraries :: Python Modules',
     'Operating System :: Unix',
     'Programming Language :: Python :: 3',
-    'Programming Language :: Python :: 3.9',
     'Programming Language :: Python :: 3.10',
     'Programming Language :: Python :: 3.11',
+    'Programming Language :: Python :: 3.12',
 ]
 license = { text = "MIT" }
 

From 5437386047323657a7d3ecc5bf775352ef30f800 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sat, 10 Aug 2024 09:19:06 +0100
Subject: [PATCH 0620/1078] Revert "Drop support for Python 3.9"

This reverts commit a054afbbdaf7c8560d0ce5df77af969bc863e335.
---
 .github/ISSUE_TEMPLATE/bug_report.yml |  2 +-
 .github/workflows/python-package.yml  |  2 +-
 .github/workflows/releases.yml        |  2 +-
 .readthedocs.yaml                     |  2 +-
 docs/release.rst                      | 10 ++--------
 pyproject.toml                        |  4 ++--
 6 files changed, 8 insertions(+), 14 deletions(-)

diff --git a/.github/ISSUE_TEMPLATE/bug_report.yml b/.github/ISSUE_TEMPLATE/bug_report.yml
index 7b0c4dcfc4..ec98af029e 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.yml
+++ b/.github/ISSUE_TEMPLATE/bug_report.yml
@@ -27,7 +27,7 @@ body:
     attributes:
       label: Python Version
       description: Version of Python interpreter
-      placeholder: 3.10, 3.11, 3.12 etc.
+      placeholder: 3.9, 3.10, 3.11, etc.
     validations:
       required: true
   - type: input
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 61124b8e8e..f53cb2d9a9 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -15,7 +15,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ['3.10', '3.11', '3.12']
+        python-version: ['3.9', '3.10', '3.11', '3.12']
         numpy_version: ['>=1.24.0', '==1.23.*']
         exclude:
           - python-version: '3.10'
diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index f94711ad63..8ac76c899b 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -19,7 +19,7 @@ jobs:
       - uses: actions/setup-python@v5.1.0
         name: Install Python
         with:
-          python-version: '3.11'
+          python-version: '3.9'
 
       - name: Install PyBuild
         run: |
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index d7190b4771..e45cae1b45 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -3,7 +3,7 @@ version: 2
 build:
   os: ubuntu-20.04
   tools:
-    python: "3.11"
+    python: "3.9"
 
 sphinx:
   configuration: docs/conf.py
diff --git a/docs/release.rst b/docs/release.rst
index 703fec8df6..6c7ba5139b 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -24,13 +24,7 @@ Enhancements
 ~~~~~~~~~~~~
 
 * Add Zstd codec to old V3 code path.
-  By :user:`Ryan Abernathey <rabernat>`
-
-Maintenance
-~~~~~~~~~~~
-
-* Removed support for Python 3.9.
-  By :user:`David Stansby <dstansby>`
+  By :user:`Ryan Abernathey <rabernat>` 
 
 .. _release_2.18.1:
 
@@ -57,7 +51,7 @@ Maintenance
 * Enable ruff/bugbear rules (B) and fix issues.
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1702`.
 
-* Minor updates to use `np.inf` instead of `np.PINF` / `np.NINF` in preparation for NumPy 2.0.0 release.
+* Minor updates to use `np.inf` instead of `np.PINF` / `np.NINF` in preparation for NumPy 2.0.0 release. 
   By :user:`Joe Hamman <jhamman>` :issue:`1842`.
 
 Deprecations
diff --git a/pyproject.toml b/pyproject.toml
index a0525a8d8a..dacd45ec2c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,7 +10,7 @@ readme = { file = "README.md", content-type = "text/markdown" }
 maintainers = [
     { name = "Alistair Miles", email = "alimanfoo@googlemail.com" }
 ]
-requires-python = ">=3.10"
+requires-python = ">=3.9"
 dependencies = [
     'asciitree',
     'numpy>=1.23',
@@ -30,9 +30,9 @@ classifiers = [
     'Topic :: Software Development :: Libraries :: Python Modules',
     'Operating System :: Unix',
     'Programming Language :: Python :: 3',
+    'Programming Language :: Python :: 3.9',
     'Programming Language :: Python :: 3.10',
     'Programming Language :: Python :: 3.11',
-    'Programming Language :: Python :: 3.12',
 ]
 license = { text = "MIT" }
 

From d9a142a5f677bb0289d97119891d03a20032600d Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Sun, 11 Aug 2024 13:25:56 +0200
Subject: [PATCH 0621/1078] Remove zstandard dependency in favor of numcodecs
 (#1838)

* removes zstandard dependency

* fix dependencies

* change default level to 3

* revert to 0 default level
---
 .pre-commit-config.yaml |  1 -
 pyproject.toml          |  5 ++---
 src/zarr/codecs/zstd.py | 30 ++++++++++++++++++------------
 3 files changed, 20 insertions(+), 16 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 8abb9fddd3..67137be96c 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -35,7 +35,6 @@ repos:
           - numcodecs
           - numpy
           - typing_extensions
-          - zstandard
           # Tests
           - pytest
           # Zarr v2
diff --git a/pyproject.toml b/pyproject.toml
index 88542b2cf5..53b4cb3244 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -29,7 +29,6 @@ dependencies = [
     'numcodecs>=0.10.0',
     'fsspec>2024',
     'crc32c',
-    'zstandard',
     'typing_extensions',
     'donfig',
 ]
@@ -85,8 +84,8 @@ docs = [
     'pydata-sphinx-theme',
     'numpydoc',
     'numcodecs[msgpack]',
-    "msgpack",
-    "lmdb",
+    'msgpack',
+    'lmdb',
 ]
 extra = [
     'msgpack',
diff --git a/src/zarr/codecs/zstd.py b/src/zarr/codecs/zstd.py
index b244ee703a..3b3d3f33dd 100644
--- a/src/zarr/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -1,10 +1,11 @@
 from __future__ import annotations
 
 from dataclasses import dataclass
-from typing import TYPE_CHECKING, Any
+from functools import cached_property
+from importlib.metadata import version
+from typing import TYPE_CHECKING
 
-import numpy.typing as npt
-from zstandard import ZstdCompressor, ZstdDecompressor
+from numcodecs.zstd import Zstd
 
 from zarr.abc.codec import BytesBytesCodec
 from zarr.array_spec import ArraySpec
@@ -38,6 +39,14 @@ class ZstdCodec(BytesBytesCodec):
     checksum: bool = False
 
     def __init__(self, *, level: int = 0, checksum: bool = False) -> None:
+        # numcodecs 0.13.0 introduces the checksum attribute for the zstd codec
+        _numcodecs_version = tuple(map(int, version("numcodecs").split(".")))
+        if _numcodecs_version < (0, 13, 0):  # pragma: no cover
+            raise RuntimeError(
+                "numcodecs version >= 0.13.0 is required to use the zstd codec. "
+                f"Version {_numcodecs_version} is currently installed."
+            )
+
         level_parsed = parse_zstd_level(level)
         checksum_parsed = parse_checksum(checksum)
 
@@ -52,13 +61,10 @@ def from_dict(cls, data: dict[str, JSON]) -> Self:
     def to_dict(self) -> dict[str, JSON]:
         return {"name": "zstd", "configuration": {"level": self.level, "checksum": self.checksum}}
 
-    def _compress(self, data: npt.NDArray[Any]) -> bytes:
-        ctx = ZstdCompressor(level=self.level, write_checksum=self.checksum)
-        return ctx.compress(data.tobytes())
-
-    def _decompress(self, data: npt.NDArray[Any]) -> bytes:
-        ctx = ZstdDecompressor()
-        return ctx.decompress(data.tobytes())
+    @cached_property
+    def _zstd_codec(self) -> Zstd:
+        config_dict = {"level": self.level, "checksum": self.checksum}
+        return Zstd.from_config(config_dict)
 
     async def _decode_single(
         self,
@@ -66,7 +72,7 @@ async def _decode_single(
         chunk_spec: ArraySpec,
     ) -> Buffer:
         return await to_thread(
-            as_numpy_array_wrapper, self._decompress, chunk_bytes, chunk_spec.prototype
+            as_numpy_array_wrapper, self._zstd_codec.decode, chunk_bytes, chunk_spec.prototype
         )
 
     async def _encode_single(
@@ -75,7 +81,7 @@ async def _encode_single(
         chunk_spec: ArraySpec,
     ) -> Buffer | None:
         return await to_thread(
-            as_numpy_array_wrapper, self._compress, chunk_bytes, chunk_spec.prototype
+            as_numpy_array_wrapper, self._zstd_codec.encode, chunk_bytes, chunk_spec.prototype
         )
 
     def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec) -> int:

From 6888c593a74eedf0d153e763005754e68955bd9f Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Sun, 11 Aug 2024 04:42:44 -0700
Subject: [PATCH 0622/1078] Update TEAM.md (#2071)

---
 TEAM.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/TEAM.md b/TEAM.md
index 6a22d83d1f..824e57fa7f 100644
--- a/TEAM.md
+++ b/TEAM.md
@@ -7,6 +7,7 @@
 - @jakirkham (jakirkham)
 - @martindurant (Martin Durant)
 - @normanrz (Norman Rzepka)
+- @dstansby (David Stansby)
 
 ## Emeritus core-developers
 - @alimanfoo (Alistair Miles)

From ff462cca40cbde9f2e8fe648272d42cca9b91bb8 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Sun, 11 Aug 2024 14:12:03 +0200
Subject: [PATCH 0623/1078] Enforce ruff/tryceratops rules (TRY) (#2054)

* Apply ruff/tryceratops rule TRY004

TRY004 Prefer `TypeError` exception for invalid type

* Apply ruff/tryceratops rule TRY201

TRY201 Use `raise` without specifying exception name

* Apply ruff/tryceratops rule TRY300

TRY300 Consider moving this statement to an `else` block

* Enforce ruff/tryceratops rules (TRY)

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 pyproject.toml                      | 2 ++
 src/zarr/api/asynchronous.py        | 6 +++---
 src/zarr/array.py                   | 4 ++--
 src/zarr/codecs/pipeline.py         | 6 +++---
 src/zarr/codecs/sharding.py         | 2 +-
 src/zarr/group.py                   | 3 ++-
 src/zarr/store/core.py              | 3 ++-
 src/zarr/store/local.py             | 3 ++-
 src/zarr/store/remote.py            | 3 ++-
 tests/v3/test_codecs/test_codecs.py | 2 +-
 10 files changed, 20 insertions(+), 14 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 53b4cb3244..cf5c242406 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -182,9 +182,11 @@ extend-select = [
     "UP",  # pyupgrade
     "RSE",
     "RUF",
+    "TRY", # tryceratops
 ]
 ignore = [
     "RUF005",
+    "TRY003",
 ]
 
 [tool.mypy]
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 5d2e54baa3..a7171b4915 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -66,7 +66,7 @@ def _like_args(a: ArrayLike, kwargs: dict[str, Any]) -> dict[str, Any]:
         if isinstance(a.metadata, ArrayV3Metadata):
             new["codecs"] = a.metadata.codecs
         else:
-            raise ValueError(f"Unsupported zarr format: {a.metadata.zarr_format}")
+            raise TypeError(f"Unsupported zarr format: {a.metadata.zarr_format}")
     else:
         # TODO: set default values compressor/codecs
         # to do this, we may need to evaluate if this is a v2 or v3 array
@@ -862,7 +862,7 @@ async def open_array(
 
     try:
         return await AsyncArray.open(store_path, zarr_format=zarr_format)
-    except FileNotFoundError as e:
+    except FileNotFoundError:
         if store_path.store.mode.create:
             return await create(
                 store=store_path,
@@ -871,7 +871,7 @@ async def open_array(
                 overwrite=store_path.store.mode.overwrite,
                 **kwargs,
             )
-        raise e
+        raise
 
 
 async def open_like(a: ArrayLike, path: str, **kwargs: Any) -> AsyncArray:
diff --git a/src/zarr/array.py b/src/zarr/array.py
index e41118805e..7aaf9e15ba 100644
--- a/src/zarr/array.py
+++ b/src/zarr/array.py
@@ -87,7 +87,7 @@ def create_codec_pipeline(metadata: ArrayV2Metadata | ArrayV3Metadata) -> CodecP
             [V2Filters(metadata.filters or []), V2Compressor(metadata.compressor)]
         )
     else:
-        raise AssertionError
+        raise TypeError
 
 
 @dataclass(frozen=True)
@@ -394,7 +394,7 @@ def chunks(self) -> ChunkCoords:
         if isinstance(self.metadata.chunk_grid, RegularChunkGrid):
             return self.metadata.chunk_grid.chunk_shape
         else:
-            raise ValueError(
+            raise TypeError(
                 f"chunk attribute is only available for RegularChunkGrid, this array has a {self.metadata.chunk_grid}"
             )
 
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index 8cda04c9ff..1582cd6adb 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -492,7 +492,7 @@ def codecs_from_list(
                     "must be preceded by another ArrayArrayCodec. "
                     f"Got {type(prev_codec)} instead."
                 )
-                raise ValueError(msg)
+                raise TypeError(msg)
             array_array += (cur_codec,)
 
         elif isinstance(cur_codec, ArrayBytesCodec):
@@ -501,7 +501,7 @@ def codecs_from_list(
                     f"Invalid codec order. ArrayBytes codec {cur_codec}"
                     f" must be preceded by an ArrayArrayCodec. Got {type(prev_codec)} instead."
                 )
-                raise ValueError(msg)
+                raise TypeError(msg)
 
             if array_bytes_maybe is not None:
                 msg = (
@@ -521,7 +521,7 @@ def codecs_from_list(
                 )
             bytes_bytes += (cur_codec,)
         else:
-            raise AssertionError
+            raise TypeError
 
     if array_bytes_maybe is None:
         raise ValueError("Required ArrayBytesCodec was not found.")
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index ef8b80c02d..be236beff1 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -387,7 +387,7 @@ def validate(self, *, shape: ChunkCoords, dtype: np.dtype[Any], chunk_grid: Chun
                 "The shard's `chunk_shape` and array's `shape` need to have the same number of dimensions."
             )
         if not isinstance(chunk_grid, RegularChunkGrid):
-            raise ValueError("Sharding is only compatible with regular chunk grids.")
+            raise TypeError("Sharding is only compatible with regular chunk grids.")
         if not all(
             s % c == 0
             for s, c in zip(
diff --git a/src/zarr/group.py b/src/zarr/group.py
index 432ebc4604..a02fa6196a 100644
--- a/src/zarr/group.py
+++ b/src/zarr/group.py
@@ -467,9 +467,10 @@ async def contains(self, member: str) -> bool:
         # TODO: this can be made more efficient.
         try:
             await self.getitem(member)
-            return True
         except KeyError:
             return False
+        else:
+            return True
 
     # todo: decide if this method should be separate from `groups`
     async def group_keys(self) -> AsyncGenerator[str, None]:
diff --git a/src/zarr/store/core.py b/src/zarr/store/core.py
index fa35879308..4d31118a54 100644
--- a/src/zarr/store/core.py
+++ b/src/zarr/store/core.py
@@ -251,9 +251,10 @@ async def contains_group(store_path: StorePath, zarr_format: ZarrFormat) -> bool
                 extant_meta_json = json.loads(extant_meta_bytes.to_bytes())
                 # we avoid constructing a full metadata document here in the name of speed.
                 result: bool = extant_meta_json["node_type"] == "group"
-                return result
             except (ValueError, KeyError):
                 return False
+            else:
+                return result
     elif zarr_format == 2:
         return await (store_path / ZGROUP_JSON).exists()
     msg = f"Invalid zarr_format provided. Got {zarr_format}, expected 2 or 3"  # type: ignore[unreachable]
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index 25fd9fc13a..3cc42c6c0e 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -87,9 +87,10 @@ async def clear(self) -> None:
     async def empty(self) -> bool:
         try:
             subpaths = os.listdir(self.root)
-            return not subpaths
         except FileNotFoundError:
             return True
+        else:
+            return not subpaths
 
     def __str__(self) -> str:
         return f"file://{self.root}"
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index c742d9e567..84f01c7852 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -118,7 +118,6 @@ async def get(
                     else self._fs._cat_file(path)
                 )
             )
-            return value
 
         except self.allowed_exceptions:
             return None
@@ -127,6 +126,8 @@ async def get(
                 # this is an s3-specific condition we probably don't want to leak
                 return prototype.buffer.from_bytes(b"")
             raise
+        else:
+            return value
 
     async def set(
         self,
diff --git a/tests/v3/test_codecs/test_codecs.py b/tests/v3/test_codecs/test_codecs.py
index a2b459f60d..2a1b99c42f 100644
--- a/tests/v3/test_codecs/test_codecs.py
+++ b/tests/v3/test_codecs/test_codecs.py
@@ -382,7 +382,7 @@ def test_invalid_metadata(store: Store) -> None:
             fill_value=0,
         )
     spath2 = StorePath(store, "invalid_endian")
-    with pytest.raises(ValueError):
+    with pytest.raises(TypeError):
         Array.create(
             spath2,
             shape=(16, 16),

From 035e2f843e56b9ce19136e5e70569678b23d9958 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 12 Aug 2024 14:21:19 -0700
Subject: [PATCH 0624/1078] chore: update pre-commit hooks (#2080)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.5.6 → v0.5.7](https://github.com/astral-sh/ruff-pre-commit/compare/v0.5.6...v0.5.7)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 67137be96c..d17b765548 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: 'v0.5.6'
+    rev: 'v0.5.7'
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]

From c72d0e2a14caffcde2035e182eb4235ecbdfee1c Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 14 Aug 2024 08:46:38 +0100
Subject: [PATCH 0625/1078] [v2] Fix doctests with numpy 2.0 (#2073)

---
 pyproject.toml   |  4 ++++
 zarr/core.py     | 22 +++++++++++-----------
 zarr/creation.py |  2 +-
 3 files changed, 16 insertions(+), 12 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index dacd45ec2c..a5668d0d90 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -145,6 +145,10 @@ filterwarnings = [
     "ignore:The .* is deprecated and will be removed in a Zarr-Python version 3*:FutureWarning",
     "ignore:The experimental Zarr V3 implementation in this version .*:FutureWarning",
 ]
+doctest_subpackage_requires =[
+    "zarr/core.py = numpy>=2",
+    "zarr/creation.py = numpy>=2"
+]
 
 
 [tool.codespell]
diff --git a/zarr/core.py b/zarr/core.py
index b1ccd203db..4f3080e46c 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -609,11 +609,11 @@ def islice(self, start=None, end=None):
 
         Iterate over part of the array:
             >>> for value in z.islice(25, 30): value;
-            25
-            26
-            27
-            28
-            29
+            np.int64(25)
+            np.int64(26)
+            np.int64(27)
+            np.int64(28)
+            np.int64(29)
         """
 
         if len(self.shape) == 0:
@@ -679,7 +679,7 @@ def __getitem__(self, selection):
         Retrieve a single item::
 
             >>> z[5]
-            5
+            np.int64(5)
 
         Retrieve a region via slicing::
 
@@ -706,7 +706,7 @@ def __getitem__(self, selection):
         Retrieve an item::
 
             >>> z[2, 2]
-            22
+            np.int64(22)
 
         Retrieve a region via slicing::
 
@@ -830,7 +830,7 @@ def get_basic_selection(self, selection=Ellipsis, out=None, fields=None):
         Retrieve a single item::
 
             >>> z.get_basic_selection(5)
-            5
+            np.int64(5)
 
         Retrieve a region via slicing::
 
@@ -852,7 +852,7 @@ def get_basic_selection(self, selection=Ellipsis, out=None, fields=None):
         Retrieve an item::
 
             >>> z.get_basic_selection((2, 2))
-            22
+            np.int64(22)
 
         Retrieve a region via slicing::
 
@@ -2819,7 +2819,7 @@ def view(
             >>> v[:]
             array([False, False,  True, ...,  True, False, False])
             >>> np.all(a[:].view(dtype=bool) == v[:])
-            True
+            np.True_
 
         An array can be viewed with a dtype with a different item size, however
         some care is needed to adjust the shape and chunk shape so that chunk
@@ -2833,7 +2833,7 @@ def view(
             >>> v[:10]
             array([0, 0, 1, 0, 2, 0, 3, 0, 4, 0], dtype=uint8)
             >>> np.all(a[:].view('u1') == v[:])
-            True
+            np.True_
 
         Change fill value for uninitialized chunks:
 
diff --git a/zarr/creation.py b/zarr/creation.py
index 9b2b1d6d4c..f7f3d5a094 100644
--- a/zarr/creation.py
+++ b/zarr/creation.py
@@ -569,7 +569,7 @@ def open_array(
     >>> z2
     <zarr.core.Array (10000, 10000) float64 read-only>
     >>> np.all(z1[:] == z2[:])
-    True
+    np.True_
 
     Notes
     -----

From f231bb2bbbbbc96bfdf3afdb56acb66baeff9699 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 14 Aug 2024 09:18:51 +0100
Subject: [PATCH 0626/1078] Fix version number in built docs (#2044)

---
 docs/conf.py | 12 ++++--------
 1 file changed, 4 insertions(+), 8 deletions(-)

diff --git a/docs/conf.py b/docs/conf.py
index 048e77f51d..886160382f 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -16,11 +16,8 @@
 import os
 import sys
 
-# The version info for the project you're documenting, acts as replacement for
-# |version| and |release|, also used in various other places throughout the
-# built documents.
-#
-# The short X.Y version.
+from importlib.metadata import version as get_version
+
 import zarr
 
 # If extensions (or modules to document with autodoc) are in another directory,
@@ -75,9 +72,8 @@
 copyright = "2024, Zarr Developers"
 author = "Zarr Developers"
 
-version = zarr.__version__
-# The full version, including alpha/beta/rc tags.
-release = zarr.__version__
+version = get_version("zarr")
+release = get_version("zarr")
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.

From 10ae5f3b1e2b67269c2181617302f305ef4b277c Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Wed, 14 Aug 2024 03:00:01 -0700
Subject: [PATCH 0627/1078] [v3] reorganize package - move most modules to
 zarr.core (#2072)

* create core subpackage and move initial modules

* rev 2

* lint

* rev 3

* move __all__s
---
 src/zarr/__init__.py                         |  6 +--
 src/zarr/abc/codec.py                        | 35 +++++++++++------
 src/zarr/abc/metadata.py                     |  4 +-
 src/zarr/abc/store.py                        |  6 ++-
 src/zarr/api/asynchronous.py                 | 40 +++++++++++++++++---
 src/zarr/api/synchronous.py                  | 38 ++++++++++++++++---
 src/zarr/codecs/_v2.py                       |  6 +--
 src/zarr/codecs/blosc.py                     |  6 +--
 src/zarr/codecs/bytes.py                     |  6 +--
 src/zarr/codecs/crc32c_.py                   |  6 +--
 src/zarr/codecs/gzip.py                      |  6 +--
 src/zarr/codecs/pipeline.py                  | 12 +++---
 src/zarr/codecs/sharding.py                  | 24 +++++++-----
 src/zarr/codecs/transpose.py                 |  8 ++--
 src/zarr/codecs/zstd.py                      |  6 +--
 src/zarr/convenience.py                      | 20 +++++-----
 src/zarr/core/__init__.py                    |  0
 src/zarr/{ => core}/array.py                 | 32 +++++++---------
 src/zarr/{ => core}/array_spec.py            |  9 +++--
 src/zarr/{ => core}/attributes.py            | 10 +++--
 src/zarr/{ => core}/buffer.py                |  4 +-
 src/zarr/{ => core}/chunk_grids.py           |  4 +-
 src/zarr/{ => core}/chunk_key_encodings.py   |  2 +-
 src/zarr/{ => core}/common.py                |  0
 src/zarr/{ => core}/config.py                |  4 +-
 src/zarr/{ => core}/group.py                 | 18 +++++----
 src/zarr/{ => core}/indexing.py              | 11 +++---
 src/zarr/{ => core}/metadata.py              | 13 +++----
 src/zarr/{ => core}/sync.py                  | 13 +++----
 src/zarr/creation.py                         | 12 +++---
 src/zarr/errors.py                           |  7 ++++
 src/zarr/registry.py                         | 24 +++++++++---
 src/zarr/store/__init__.py                   |  2 +-
 src/zarr/store/{utils.py => _utils.py}       |  2 +-
 src/zarr/store/{core.py => common.py}        | 10 +++--
 src/zarr/store/local.py                      |  9 ++++-
 src/zarr/store/memory.py                     | 11 ++++--
 src/zarr/store/remote.py                     |  9 ++---
 src/zarr/strategies.py                       |  5 +--
 src/zarr/testing/__init__.py                 |  6 ++-
 src/zarr/testing/buffer.py                   |  9 ++++-
 src/zarr/testing/store.py                    |  7 +++-
 src/zarr/testing/utils.py                    |  6 ++-
 tests/v3/conftest.py                         |  5 +--
 tests/v3/package_with_entrypoint/__init__.py |  6 +--
 tests/v3/test_array.py                       |  7 ++--
 tests/v3/test_buffer.py                      |  6 +--
 tests/v3/test_chunk_grids.py                 |  2 +-
 tests/v3/test_codecs/test_blosc.py           |  6 +--
 tests/v3/test_codecs/test_codecs.py          |  9 ++---
 tests/v3/test_codecs/test_endian.py          |  6 +--
 tests/v3/test_codecs/test_gzip.py            |  4 +-
 tests/v3/test_codecs/test_sharding.py        |  6 +--
 tests/v3/test_codecs/test_transpose.py       |  9 ++---
 tests/v3/test_codecs/test_zstd.py            |  4 +-
 tests/v3/test_common.py                      |  4 +-
 tests/v3/test_config.py                      | 12 +++---
 tests/v3/test_group.py                       | 12 +++---
 tests/v3/test_indexing.py                    |  8 ++--
 tests/v3/test_metadata/test_v2.py            |  2 +-
 tests/v3/test_metadata/test_v3.py            |  8 ++--
 tests/v3/test_store/test_core.py             |  2 +-
 tests/v3/test_store/test_local.py            |  2 +-
 tests/v3/test_store/test_memory.py           |  2 +-
 tests/v3/test_store/test_remote.py           |  4 +-
 tests/v3/test_sync.py                        |  2 +-
 tests/v3/test_v2.py                          |  2 +-
 67 files changed, 360 insertions(+), 238 deletions(-)
 create mode 100644 src/zarr/core/__init__.py
 rename src/zarr/{ => core}/array.py (98%)
 rename src/zarr/{ => core}/array_spec.py (80%)
 rename src/zarr/{ => core}/attributes.py (82%)
 rename src/zarr/{ => core}/buffer.py (99%)
 rename src/zarr/{ => core}/chunk_grids.py (98%)
 rename src/zarr/{ => core}/chunk_key_encodings.py (98%)
 rename src/zarr/{ => core}/common.py (100%)
 rename src/zarr/{ => core}/config.py (96%)
 rename src/zarr/{ => core}/group.py (98%)
 rename src/zarr/{ => core}/indexing.py (99%)
 rename src/zarr/{ => core}/metadata.py (98%)
 rename src/zarr/{ => core}/sync.py (99%)
 rename src/zarr/store/{utils.py => _utils.py} (94%)
 rename src/zarr/store/{core.py => common.py} (96%)

diff --git a/src/zarr/__init__.py b/src/zarr/__init__.py
index 227b0cf63e..0259672f74 100644
--- a/src/zarr/__init__.py
+++ b/src/zarr/__init__.py
@@ -26,9 +26,9 @@
     zeros,
     zeros_like,
 )
-from zarr.array import Array, AsyncArray
-from zarr.config import config
-from zarr.group import AsyncGroup, Group
+from zarr.core.array import Array, AsyncArray
+from zarr.core.config import config
+from zarr.core.group import AsyncGroup, Group
 
 # in case setuptools scm screw up and find version to be 0.0.0
 assert not __version__.startswith("0.0.0")
diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index 9223019fab..fa76399f90 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -8,17 +8,28 @@
 
 from zarr.abc.metadata import Metadata
 from zarr.abc.store import ByteGetter, ByteSetter
-from zarr.buffer import Buffer, NDBuffer
-from zarr.chunk_grids import ChunkGrid
-from zarr.common import ChunkCoords, concurrent_map
-from zarr.config import config
+from zarr.core.buffer import Buffer, NDBuffer
+from zarr.core.chunk_grids import ChunkGrid
+from zarr.core.common import ChunkCoords, concurrent_map
+from zarr.core.config import config
 
 if TYPE_CHECKING:
     from typing_extensions import Self
 
-    from zarr.array_spec import ArraySpec
-    from zarr.common import JSON
-    from zarr.indexing import SelectorTuple
+    from zarr.core.array_spec import ArraySpec
+    from zarr.core.common import JSON
+    from zarr.core.indexing import SelectorTuple
+
+__all__ = [
+    "CodecInput",
+    "CodecOutput",
+    "ArrayArrayCodec",
+    "ArrayBytesCodec",
+    "BytesBytesCodec",
+    "ArrayBytesCodecPartialDecodeMixin",
+    "ArrayBytesCodecPartialEncodeMixin",
+    "CodecPipeline",
+]
 
 CodecInput = TypeVar("CodecInput", bound=NDBuffer | Buffer)
 CodecOutput = TypeVar("CodecOutput", bound=NDBuffer | Buffer)
@@ -112,7 +123,7 @@ async def decode(
         -------
         Iterable[CodecInput | None]
         """
-        return await batching_helper(self._decode_single, chunks_and_specs)
+        return await _batching_helper(self._decode_single, chunks_and_specs)
 
     async def _encode_single(
         self, chunk_data: CodecInput, chunk_spec: ArraySpec
@@ -135,7 +146,7 @@ async def encode(
         -------
         Iterable[CodecOutput | None]
         """
-        return await batching_helper(self._encode_single, chunks_and_specs)
+        return await _batching_helper(self._encode_single, chunks_and_specs)
 
 
 class ArrayArrayCodec(_Codec[NDBuffer, NDBuffer]):
@@ -401,18 +412,18 @@ def from_dict(cls, data: Iterable[JSON | Codec]) -> Self:
         return cls(**data)
 
 
-async def batching_helper(
+async def _batching_helper(
     func: Callable[[CodecInput, ArraySpec], Awaitable[CodecOutput | None]],
     batch_info: Iterable[tuple[CodecInput | None, ArraySpec]],
 ) -> list[CodecOutput | None]:
     return await concurrent_map(
         list(batch_info),
-        noop_for_none(func),
+        _noop_for_none(func),
         config.get("async.concurrency"),
     )
 
 
-def noop_for_none(
+def _noop_for_none(
     func: Callable[[CodecInput, ArraySpec], Awaitable[CodecOutput | None]],
 ) -> Callable[[CodecInput | None, ArraySpec], Awaitable[CodecOutput | None]]:
     async def wrap(chunk: CodecInput | None, chunk_spec: ArraySpec) -> CodecOutput | None:
diff --git a/src/zarr/abc/metadata.py b/src/zarr/abc/metadata.py
index a14ffb8ce9..0ddf762766 100644
--- a/src/zarr/abc/metadata.py
+++ b/src/zarr/abc/metadata.py
@@ -8,7 +8,9 @@
 
 from dataclasses import dataclass, fields
 
-from zarr.common import JSON
+from zarr.core.common import JSON
+
+__all__ = ["Metadata"]
 
 
 @dataclass(frozen=True)
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 449816209b..00b81a3aad 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -4,8 +4,10 @@
 
 from typing_extensions import Self
 
-from zarr.buffer import Buffer, BufferPrototype
-from zarr.common import AccessModeLiteral, BytesLike
+from zarr.core.buffer import Buffer, BufferPrototype
+from zarr.core.common import AccessModeLiteral, BytesLike
+
+__all__ = ["Store", "AccessMode", "ByteGetter", "ByteSetter", "set_or_delete"]
 
 
 class AccessMode(NamedTuple):
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index a7171b4915..ad89584b44 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -9,17 +9,45 @@
 import numpy.typing as npt
 
 from zarr.abc.codec import Codec
-from zarr.array import Array, AsyncArray
-from zarr.buffer import NDArrayLike
-from zarr.chunk_key_encodings import ChunkKeyEncoding
-from zarr.common import JSON, AccessModeLiteral, ChunkCoords, MemoryOrder, ZarrFormat
-from zarr.group import AsyncGroup
-from zarr.metadata import ArrayV2Metadata, ArrayV3Metadata
+from zarr.core.array import Array, AsyncArray
+from zarr.core.buffer import NDArrayLike
+from zarr.core.chunk_key_encodings import ChunkKeyEncoding
+from zarr.core.common import JSON, AccessModeLiteral, ChunkCoords, MemoryOrder, ZarrFormat
+from zarr.core.group import AsyncGroup
+from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
 from zarr.store import (
     StoreLike,
     make_store_path,
 )
 
+__all__ = [
+    "consolidate_metadata",
+    "copy",
+    "copy_all",
+    "copy_store",
+    "load",
+    "open",
+    "open_consolidated",
+    "save",
+    "save_array",
+    "save_group",
+    "tree",
+    "array",
+    "group",
+    "open_group",
+    "create",
+    "empty",
+    "empty_like",
+    "full",
+    "full_like",
+    "ones",
+    "ones_like",
+    "open_array",
+    "open_like",
+    "zeros",
+    "zeros_like",
+]
+
 # TODO: this type could use some more thought, noqa to avoid "Variable "asynchronous.ArrayLike" is not valid as a type"
 ArrayLike = Union[AsyncArray | Array | npt.NDArray[Any]]  # noqa
 PathLike = str
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index eef87aab7e..d3d674c3fd 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -3,12 +3,40 @@
 from typing import Any
 
 import zarr.api.asynchronous as async_api
-from zarr.array import Array, AsyncArray
-from zarr.buffer import NDArrayLike
-from zarr.common import JSON, AccessModeLiteral, ChunkCoords, ZarrFormat
-from zarr.group import Group
+from zarr.core.array import Array, AsyncArray
+from zarr.core.buffer import NDArrayLike
+from zarr.core.common import JSON, AccessModeLiteral, ChunkCoords, ZarrFormat
+from zarr.core.group import Group
+from zarr.core.sync import sync
 from zarr.store import StoreLike
-from zarr.sync import sync
+
+__all__ = [
+    "consolidate_metadata",
+    "copy",
+    "copy_all",
+    "copy_store",
+    "load",
+    "open",
+    "open_consolidated",
+    "save",
+    "save_array",
+    "save_group",
+    "tree",
+    "array",
+    "group",
+    "open_group",
+    "create",
+    "empty",
+    "empty_like",
+    "full",
+    "full_like",
+    "ones",
+    "ones_like",
+    "open_array",
+    "open_like",
+    "zeros",
+    "zeros_like",
+]
 
 
 def consolidate_metadata(*args: Any, **kwargs: Any) -> Group:
diff --git a/src/zarr/codecs/_v2.py b/src/zarr/codecs/_v2.py
index 60854bee34..3dc5c8e4a7 100644
--- a/src/zarr/codecs/_v2.py
+++ b/src/zarr/codecs/_v2.py
@@ -6,9 +6,9 @@
 from numcodecs.compat import ensure_bytes, ensure_ndarray
 
 from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec
-from zarr.array_spec import ArraySpec
-from zarr.buffer import Buffer, NDBuffer, default_buffer_prototype
-from zarr.common import JSON, to_thread
+from zarr.core.array_spec import ArraySpec
+from zarr.core.buffer import Buffer, NDBuffer, default_buffer_prototype
+from zarr.core.common import JSON, to_thread
 from zarr.registry import get_ndbuffer_class
 
 
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index d03ecbcbf2..8e01524992 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -9,9 +9,9 @@
 from numcodecs.blosc import Blosc
 
 from zarr.abc.codec import BytesBytesCodec
-from zarr.array_spec import ArraySpec
-from zarr.buffer import Buffer, as_numpy_array_wrapper
-from zarr.common import JSON, parse_enum, parse_named_configuration, to_thread
+from zarr.core.array_spec import ArraySpec
+from zarr.core.buffer import Buffer, as_numpy_array_wrapper
+from zarr.core.common import JSON, parse_enum, parse_named_configuration, to_thread
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index 1fe9d900eb..c2ef0ee4f6 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -8,9 +8,9 @@
 import numpy as np
 
 from zarr.abc.codec import ArrayBytesCodec
-from zarr.array_spec import ArraySpec
-from zarr.buffer import Buffer, NDArrayLike, NDBuffer
-from zarr.common import JSON, parse_enum, parse_named_configuration
+from zarr.core.array_spec import ArraySpec
+from zarr.core.buffer import Buffer, NDArrayLike, NDBuffer
+from zarr.core.common import JSON, parse_enum, parse_named_configuration
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
diff --git a/src/zarr/codecs/crc32c_.py b/src/zarr/codecs/crc32c_.py
index 5c94558b00..d40b95ef0c 100644
--- a/src/zarr/codecs/crc32c_.py
+++ b/src/zarr/codecs/crc32c_.py
@@ -7,9 +7,9 @@
 from crc32c import crc32c
 
 from zarr.abc.codec import BytesBytesCodec
-from zarr.array_spec import ArraySpec
-from zarr.buffer import Buffer
-from zarr.common import JSON, parse_named_configuration
+from zarr.core.array_spec import ArraySpec
+from zarr.core.buffer import Buffer
+from zarr.core.common import JSON, parse_named_configuration
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
diff --git a/src/zarr/codecs/gzip.py b/src/zarr/codecs/gzip.py
index 915ae79832..bab81a104b 100644
--- a/src/zarr/codecs/gzip.py
+++ b/src/zarr/codecs/gzip.py
@@ -6,9 +6,9 @@
 from numcodecs.gzip import GZip
 
 from zarr.abc.codec import BytesBytesCodec
-from zarr.array_spec import ArraySpec
-from zarr.buffer import Buffer, as_numpy_array_wrapper
-from zarr.common import JSON, parse_named_configuration, to_thread
+from zarr.core.array_spec import ArraySpec
+from zarr.core.buffer import Buffer, as_numpy_array_wrapper
+from zarr.core.common import JSON, parse_named_configuration, to_thread
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index 1582cd6adb..9c615d3d2c 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -18,17 +18,17 @@
     CodecPipeline,
 )
 from zarr.abc.store import ByteGetter, ByteSetter
-from zarr.buffer import Buffer, BufferPrototype, NDBuffer
-from zarr.chunk_grids import ChunkGrid
-from zarr.common import JSON, ChunkCoords, concurrent_map, parse_named_configuration
-from zarr.config import config
-from zarr.indexing import SelectorTuple, is_scalar, is_total_slice
+from zarr.core.buffer import Buffer, BufferPrototype, NDBuffer
+from zarr.core.chunk_grids import ChunkGrid
+from zarr.core.common import JSON, ChunkCoords, concurrent_map, parse_named_configuration
+from zarr.core.config import config
+from zarr.core.indexing import SelectorTuple, is_scalar, is_total_slice
 from zarr.registry import get_codec_class, register_pipeline
 
 if TYPE_CHECKING:
     from typing_extensions import Self
 
-    from zarr.array_spec import ArraySpec
+    from zarr.core.array_spec import ArraySpec
 
 T = TypeVar("T")
 U = TypeVar("U")
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index be236beff1..fa706f57c7 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -18,18 +18,18 @@
     CodecPipeline,
 )
 from zarr.abc.store import ByteGetter, ByteSetter
-from zarr.array_spec import ArraySpec
-from zarr.buffer import (
+from zarr.codecs.bytes import BytesCodec
+from zarr.codecs.crc32c_ import Crc32cCodec
+from zarr.core.array_spec import ArraySpec
+from zarr.core.buffer import (
     Buffer,
     BufferPrototype,
     NDBuffer,
     default_buffer_prototype,
     numpy_buffer_prototype,
 )
-from zarr.chunk_grids import ChunkGrid, RegularChunkGrid
-from zarr.codecs.bytes import BytesCodec
-from zarr.codecs.crc32c_ import Crc32cCodec
-from zarr.common import (
+from zarr.core.chunk_grids import ChunkGrid, RegularChunkGrid
+from zarr.core.common import (
     ChunkCoords,
     ChunkCoordsLike,
     parse_enum,
@@ -37,8 +37,14 @@
     parse_shapelike,
     product,
 )
-from zarr.indexing import BasicIndexer, SelectorTuple, c_order_iter, get_indexer, morton_order_iter
-from zarr.metadata import parse_codecs
+from zarr.core.indexing import (
+    BasicIndexer,
+    SelectorTuple,
+    c_order_iter,
+    get_indexer,
+    morton_order_iter,
+)
+from zarr.core.metadata import parse_codecs
 from zarr.registry import get_ndbuffer_class, get_pipeline_class, register_codec
 
 if TYPE_CHECKING:
@@ -46,7 +52,7 @@
 
     from typing_extensions import Self
 
-    from zarr.common import JSON
+    from zarr.core.common import JSON
 
 MAX_UINT_64 = 2**64 - 1
 ShardMapping = Mapping[ChunkCoords, Buffer]
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index 3f9ae61676..ada45b1b53 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -7,10 +7,10 @@
 import numpy as np
 
 from zarr.abc.codec import ArrayArrayCodec
-from zarr.array_spec import ArraySpec
-from zarr.buffer import NDBuffer
-from zarr.chunk_grids import ChunkGrid
-from zarr.common import JSON, ChunkCoordsLike, parse_named_configuration
+from zarr.core.array_spec import ArraySpec
+from zarr.core.buffer import NDBuffer
+from zarr.core.chunk_grids import ChunkGrid
+from zarr.core.common import JSON, ChunkCoordsLike, parse_named_configuration
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
diff --git a/src/zarr/codecs/zstd.py b/src/zarr/codecs/zstd.py
index 3b3d3f33dd..92a2665425 100644
--- a/src/zarr/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -8,9 +8,9 @@
 from numcodecs.zstd import Zstd
 
 from zarr.abc.codec import BytesBytesCodec
-from zarr.array_spec import ArraySpec
-from zarr.buffer import Buffer, as_numpy_array_wrapper
-from zarr.common import JSON, parse_named_configuration, to_thread
+from zarr.core.array_spec import ArraySpec
+from zarr.core.buffer import Buffer, as_numpy_array_wrapper
+from zarr.core.common import JSON, parse_named_configuration, to_thread
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
diff --git a/src/zarr/convenience.py b/src/zarr/convenience.py
index be0a6b2813..f0ff602d07 100644
--- a/src/zarr/convenience.py
+++ b/src/zarr/convenience.py
@@ -14,22 +14,22 @@
     tree,
 )
 
-warnings.warn(
-    "zarr.convenience is deprecated, use zarr.api.synchronous",
-    DeprecationWarning,
-    stacklevel=2,
-)
-
 __all__ = [
     "open",
-    "save_array",
-    "save_group",
     "save",
     "load",
-    "tree",
-    "copy_store",
+    "save_array",
+    "save_group",
     "copy",
     "copy_all",
+    "copy_store",
+    "tree",
     "consolidate_metadata",
     "open_consolidated",
 ]
+
+warnings.warn(
+    "zarr.convenience is deprecated, use zarr.api.synchronous",
+    DeprecationWarning,
+    stacklevel=2,
+)
diff --git a/src/zarr/core/__init__.py b/src/zarr/core/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/src/zarr/array.py b/src/zarr/core/array.py
similarity index 98%
rename from src/zarr/array.py
rename to src/zarr/core/array.py
index 7aaf9e15ba..3738b0859b 100644
--- a/src/zarr/array.py
+++ b/src/zarr/core/array.py
@@ -1,14 +1,6 @@
 from __future__ import annotations
 
 import json
-
-# Notes on what I've changed here:
-# 1. Split Array into AsyncArray and Array
-# 3. Added .size and .attrs methods
-# 4. Temporarily disabled the creation of ArrayV2
-# 5. Added from_dict to AsyncArray
-# Questions to consider:
-# 1. Was splitting the array into two classes really necessary?
 from asyncio import gather
 from collections.abc import Iterable
 from dataclasses import dataclass, field, replace
@@ -19,13 +11,17 @@
 
 from zarr.abc.codec import Codec, CodecPipeline
 from zarr.abc.store import set_or_delete
-from zarr.attributes import Attributes
-from zarr.buffer import BufferPrototype, NDArrayLike, NDBuffer, default_buffer_prototype
-from zarr.chunk_grids import RegularChunkGrid, _guess_chunks
-from zarr.chunk_key_encodings import ChunkKeyEncoding, DefaultChunkKeyEncoding, V2ChunkKeyEncoding
 from zarr.codecs import BytesCodec
 from zarr.codecs._v2 import V2Compressor, V2Filters
-from zarr.common import (
+from zarr.core.attributes import Attributes
+from zarr.core.buffer import BufferPrototype, NDArrayLike, NDBuffer, default_buffer_prototype
+from zarr.core.chunk_grids import RegularChunkGrid, _guess_chunks
+from zarr.core.chunk_key_encodings import (
+    ChunkKeyEncoding,
+    DefaultChunkKeyEncoding,
+    V2ChunkKeyEncoding,
+)
+from zarr.core.common import (
     JSON,
     ZARR_JSON,
     ZARRAY_JSON,
@@ -35,8 +31,8 @@
     concurrent_map,
     product,
 )
-from zarr.config import config, parse_indexing_order
-from zarr.indexing import (
+from zarr.core.config import config, parse_indexing_order
+from zarr.core.indexing import (
     BasicIndexer,
     BasicSelection,
     BlockIndex,
@@ -59,13 +55,13 @@
     is_scalar,
     pop_fields,
 )
-from zarr.metadata import ArrayMetadata, ArrayV2Metadata, ArrayV3Metadata
+from zarr.core.metadata import ArrayMetadata, ArrayV2Metadata, ArrayV3Metadata
+from zarr.core.sync import sync
 from zarr.registry import get_pipeline_class
 from zarr.store import StoreLike, StorePath, make_store_path
-from zarr.store.core import (
+from zarr.store.common import (
     ensure_no_existing_node,
 )
-from zarr.sync import sync
 
 
 def parse_array_metadata(data: Any) -> ArrayV2Metadata | ArrayV3Metadata:
diff --git a/src/zarr/array_spec.py b/src/zarr/core/array_spec.py
similarity index 80%
rename from src/zarr/array_spec.py
rename to src/zarr/core/array_spec.py
index d5717944b4..d2f46057e4 100644
--- a/src/zarr/array_spec.py
+++ b/src/zarr/core/array_spec.py
@@ -1,12 +1,15 @@
 from __future__ import annotations
 
 from dataclasses import dataclass
-from typing import Any, Literal
+from typing import TYPE_CHECKING, Any, Literal
 
 import numpy as np
 
-from zarr.buffer import BufferPrototype
-from zarr.common import ChunkCoords, parse_dtype, parse_fill_value, parse_order, parse_shapelike
+from zarr.core.common import parse_dtype, parse_fill_value, parse_order, parse_shapelike
+
+if TYPE_CHECKING:
+    from zarr.core.buffer import BufferPrototype
+    from zarr.core.common import ChunkCoords
 
 
 @dataclass(frozen=True)
diff --git a/src/zarr/attributes.py b/src/zarr/core/attributes.py
similarity index 82%
rename from src/zarr/attributes.py
rename to src/zarr/core/attributes.py
index 079ae38a33..09677f7bdc 100644
--- a/src/zarr/attributes.py
+++ b/src/zarr/core/attributes.py
@@ -1,13 +1,15 @@
 from __future__ import annotations
 
-from collections.abc import Iterator, MutableMapping
+from collections.abc import MutableMapping
 from typing import TYPE_CHECKING
 
-from zarr.common import JSON
+from zarr.core.common import JSON
 
 if TYPE_CHECKING:
-    from zarr.array import Array
-    from zarr.group import Group
+    from collections.abc import Iterator
+
+    from zarr.core.array import Array
+    from zarr.core.group import Group
 
 
 class Attributes(MutableMapping[str, JSON]):
diff --git a/src/zarr/buffer.py b/src/zarr/core/buffer.py
similarity index 99%
rename from src/zarr/buffer.py
rename to src/zarr/core/buffer.py
index 9c75ba1410..50252590dd 100644
--- a/src/zarr/buffer.py
+++ b/src/zarr/core/buffer.py
@@ -15,7 +15,7 @@
 import numpy as np
 import numpy.typing as npt
 
-from zarr.common import ChunkCoords
+from zarr.core.common import ChunkCoords
 from zarr.registry import (
     get_buffer_class,
     get_ndbuffer_class,
@@ -27,7 +27,7 @@
     from typing_extensions import Self
 
     from zarr.codecs.bytes import Endian
-    from zarr.common import BytesLike
+    from zarr.core.common import BytesLike
 
 
 @runtime_checkable
diff --git a/src/zarr/chunk_grids.py b/src/zarr/core/chunk_grids.py
similarity index 98%
rename from src/zarr/chunk_grids.py
rename to src/zarr/core/chunk_grids.py
index b494a3e5e8..f912872251 100644
--- a/src/zarr/chunk_grids.py
+++ b/src/zarr/core/chunk_grids.py
@@ -12,14 +12,14 @@
 import numpy as np
 
 from zarr.abc.metadata import Metadata
-from zarr.common import (
+from zarr.core.common import (
     JSON,
     ChunkCoords,
     ChunkCoordsLike,
     parse_named_configuration,
     parse_shapelike,
 )
-from zarr.indexing import ceildiv
+from zarr.core.indexing import ceildiv
 
 if TYPE_CHECKING:
     from typing_extensions import Self
diff --git a/src/zarr/chunk_key_encodings.py b/src/zarr/core/chunk_key_encodings.py
similarity index 98%
rename from src/zarr/chunk_key_encodings.py
rename to src/zarr/core/chunk_key_encodings.py
index 30db8ff5a8..45174bf4af 100644
--- a/src/zarr/chunk_key_encodings.py
+++ b/src/zarr/core/chunk_key_encodings.py
@@ -5,7 +5,7 @@
 from typing import TYPE_CHECKING, Literal, cast
 
 from zarr.abc.metadata import Metadata
-from zarr.common import (
+from zarr.core.common import (
     JSON,
     ChunkCoords,
     parse_named_configuration,
diff --git a/src/zarr/common.py b/src/zarr/core/common.py
similarity index 100%
rename from src/zarr/common.py
rename to src/zarr/core/common.py
diff --git a/src/zarr/config.py b/src/zarr/core/config.py
similarity index 96%
rename from src/zarr/config.py
rename to src/zarr/core/config.py
index ec78747a6b..67f5c74347 100644
--- a/src/zarr/config.py
+++ b/src/zarr/core/config.py
@@ -60,8 +60,8 @@ def reset(self) -> None:
                 "sharding_indexed": "zarr.codecs.sharding.ShardingCodec",
                 "transpose": "zarr.codecs.transpose.TransposeCodec",
             },
-            "buffer": "zarr.buffer.Buffer",
-            "ndbuffer": "zarr.buffer.NDBuffer",
+            "buffer": "zarr.core.buffer.Buffer",
+            "ndbuffer": "zarr.core.buffer.NDBuffer",
         }
     ],
 )
diff --git a/src/zarr/group.py b/src/zarr/core/group.py
similarity index 98%
rename from src/zarr/group.py
rename to src/zarr/core/group.py
index a02fa6196a..86d27e3a97 100644
--- a/src/zarr/group.py
+++ b/src/zarr/core/group.py
@@ -13,11 +13,11 @@
 from zarr.abc.codec import Codec
 from zarr.abc.metadata import Metadata
 from zarr.abc.store import set_or_delete
-from zarr.array import Array, AsyncArray
-from zarr.attributes import Attributes
-from zarr.buffer import Buffer, BufferPrototype, default_buffer_prototype
-from zarr.chunk_key_encodings import ChunkKeyEncoding
-from zarr.common import (
+from zarr.core.array import Array, AsyncArray
+from zarr.core.attributes import Attributes
+from zarr.core.buffer import default_buffer_prototype
+from zarr.core.chunk_key_encodings import ChunkKeyEncoding
+from zarr.core.common import (
     JSON,
     ZARR_JSON,
     ZARRAY_JSON,
@@ -26,15 +26,17 @@
     ChunkCoords,
     ZarrFormat,
 )
-from zarr.config import config
+from zarr.core.config import config
+from zarr.core.sync import SyncMixin, sync
 from zarr.store import StoreLike, StorePath, make_store_path
-from zarr.store.core import ensure_no_existing_node
-from zarr.sync import SyncMixin, sync
+from zarr.store.common import ensure_no_existing_node
 
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator, Iterable
     from typing import Any
 
+    from zarr.core.buffer import Buffer, BufferPrototype
+
 logger = logging.getLogger("zarr.group")
 
 
diff --git a/src/zarr/indexing.py b/src/zarr/core/indexing.py
similarity index 99%
rename from src/zarr/indexing.py
rename to src/zarr/core/indexing.py
index 6987f69c11..153483330c 100644
--- a/src/zarr/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -23,12 +23,13 @@
 import numpy as np
 import numpy.typing as npt
 
-from zarr.buffer import NDArrayLike
-from zarr.common import ChunkCoords, product
+from zarr.core.buffer import NDArrayLike
+from zarr.core.common import product
 
 if TYPE_CHECKING:
-    from zarr.array import Array
-    from zarr.chunk_grids import ChunkGrid
+    from zarr.core.array import Array
+    from zarr.core.chunk_grids import ChunkGrid
+    from zarr.core.common import ChunkCoords
 
 IntSequence = list[int] | npt.NDArray[np.intp]
 ArrayOfIntOrBool = npt.NDArray[np.intp] | npt.NDArray[np.bool_]
@@ -197,7 +198,7 @@ def is_pure_orthogonal_indexing(selection: Selection, ndim: int) -> TypeGuard[Or
 
 
 def get_chunk_shape(chunk_grid: ChunkGrid) -> ChunkCoords:
-    from zarr.chunk_grids import RegularChunkGrid
+    from zarr.core.chunk_grids import RegularChunkGrid
 
     assert isinstance(
         chunk_grid, RegularChunkGrid
diff --git a/src/zarr/metadata.py b/src/zarr/core/metadata.py
similarity index 98%
rename from src/zarr/metadata.py
rename to src/zarr/core/metadata.py
index e801a6f966..d541e43205 100644
--- a/src/zarr/metadata.py
+++ b/src/zarr/core/metadata.py
@@ -12,10 +12,9 @@
 
 from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec, Codec, CodecPipeline
 from zarr.abc.metadata import Metadata
-from zarr.buffer import Buffer, BufferPrototype, default_buffer_prototype
-from zarr.chunk_grids import ChunkGrid, RegularChunkGrid
-from zarr.chunk_key_encodings import ChunkKeyEncoding, parse_separator
-from zarr.config import config
+from zarr.core.buffer import Buffer, BufferPrototype, default_buffer_prototype
+from zarr.core.chunk_grids import ChunkGrid, RegularChunkGrid
+from zarr.core.chunk_key_encodings import ChunkKeyEncoding, parse_separator
 from zarr.registry import get_codec_class, get_pipeline_class
 
 if TYPE_CHECKING:
@@ -23,8 +22,8 @@
 
 import numcodecs.abc
 
-from zarr.array_spec import ArraySpec
-from zarr.common import (
+from zarr.core.array_spec import ArraySpec
+from zarr.core.common import (
     JSON,
     ZARR_JSON,
     ZARRAY_JSON,
@@ -35,7 +34,7 @@
     parse_named_configuration,
     parse_shapelike,
 )
-from zarr.config import parse_indexing_order
+from zarr.core.config import config, parse_indexing_order
 
 # For type checking
 _bool = bool
diff --git a/src/zarr/sync.py b/src/zarr/core/sync.py
similarity index 99%
rename from src/zarr/sync.py
rename to src/zarr/core/sync.py
index 8af14f602e..ff7f9a43af 100644
--- a/src/zarr/sync.py
+++ b/src/zarr/core/sync.py
@@ -1,18 +1,17 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, TypeVar
-
-if TYPE_CHECKING:
-    from collections.abc import AsyncIterator, Coroutine
-    from typing import Any
-
 import asyncio
 import threading
 from concurrent.futures import wait
+from typing import TYPE_CHECKING, TypeVar
 
 from typing_extensions import ParamSpec
 
-from zarr.config import config
+from zarr.core.config import config
+
+if TYPE_CHECKING:
+    from collections.abc import AsyncIterator, Coroutine
+    from typing import Any
 
 P = ParamSpec("P")
 T = TypeVar("T")
diff --git a/src/zarr/creation.py b/src/zarr/creation.py
index df3f764610..aa4b5a8088 100644
--- a/src/zarr/creation.py
+++ b/src/zarr/creation.py
@@ -15,12 +15,6 @@
     zeros_like,
 )
 
-warnings.warn(
-    "zarr.creation is deprecated, use zarr.api.synchronous",
-    DeprecationWarning,
-    stacklevel=2,
-)
-
 __all__ = [
     "create",
     "empty",
@@ -35,3 +29,9 @@
     "full_like",
     "open_like",
 ]
+
+warnings.warn(
+    "zarr.creation is deprecated, use zarr.api.synchronous",
+    DeprecationWarning,
+    stacklevel=2,
+)
diff --git a/src/zarr/errors.py b/src/zarr/errors.py
index 140229b2eb..f6321e474b 100644
--- a/src/zarr/errors.py
+++ b/src/zarr/errors.py
@@ -23,3 +23,10 @@ class ContainsArrayAndGroupError(_BaseZarrError):
         "Only one of these files may be present in a given directory / prefix. "
         "Remove the .zarray file, or the .zgroup file, or both."
     )
+
+
+__all__ = [
+    "ContainsGroupError",
+    "ContainsArrayError",
+    "ContainsArrayAndGroupError",
+]
diff --git a/src/zarr/registry.py b/src/zarr/registry.py
index ac373f401d..cde3b7d848 100644
--- a/src/zarr/registry.py
+++ b/src/zarr/registry.py
@@ -2,16 +2,28 @@
 
 import warnings
 from collections import defaultdict
+from importlib.metadata import entry_points as get_entry_points
 from typing import TYPE_CHECKING, Any, Generic, TypeVar
 
-if TYPE_CHECKING:
-    from zarr.abc.codec import Codec, CodecPipeline
-    from zarr.buffer import Buffer, NDBuffer
+from zarr.core.config import BadConfigError, config
 
-from importlib.metadata import EntryPoint
-from importlib.metadata import entry_points as get_entry_points
+if TYPE_CHECKING:
+    from importlib.metadata import EntryPoint
 
-from zarr.config import BadConfigError, config
+    from zarr.abc.codec import Codec, CodecPipeline
+    from zarr.core.buffer import Buffer, NDBuffer
+
+__all__ = [
+    "Registry",
+    "register_codec",
+    "register_pipeline",
+    "register_buffer",
+    "register_ndbuffer",
+    "get_codec_class",
+    "get_pipeline_class",
+    "get_buffer_class",
+    "get_ndbuffer_class",
+]
 
 T = TypeVar("T")
 
diff --git a/src/zarr/store/__init__.py b/src/zarr/store/__init__.py
index fbdcdb9255..3a9e8201e8 100644
--- a/src/zarr/store/__init__.py
+++ b/src/zarr/store/__init__.py
@@ -1,4 +1,4 @@
-from zarr.store.core import StoreLike, StorePath, make_store_path
+from zarr.store.common import StoreLike, StorePath, make_store_path
 from zarr.store.local import LocalStore
 from zarr.store.memory import MemoryStore
 from zarr.store.remote import RemoteStore
diff --git a/src/zarr/store/utils.py b/src/zarr/store/_utils.py
similarity index 94%
rename from src/zarr/store/utils.py
rename to src/zarr/store/_utils.py
index 17c9234221..04a06351c5 100644
--- a/src/zarr/store/utils.py
+++ b/src/zarr/store/_utils.py
@@ -1,4 +1,4 @@
-from zarr.buffer import Buffer
+from zarr.core.buffer import Buffer
 
 
 def _normalize_interval_index(
diff --git a/src/zarr/store/core.py b/src/zarr/store/common.py
similarity index 96%
rename from src/zarr/store/core.py
rename to src/zarr/store/common.py
index 4d31118a54..6a88de7760 100644
--- a/src/zarr/store/core.py
+++ b/src/zarr/store/common.py
@@ -2,15 +2,19 @@
 
 import json
 from pathlib import Path
-from typing import Any, Literal
+from typing import TYPE_CHECKING, Any, Literal
 
 from zarr.abc.store import AccessMode, Store
-from zarr.buffer import Buffer, BufferPrototype, default_buffer_prototype
-from zarr.common import ZARR_JSON, ZARRAY_JSON, ZGROUP_JSON, AccessModeLiteral, ZarrFormat
+from zarr.core.buffer import Buffer, default_buffer_prototype
+from zarr.core.common import ZARR_JSON, ZARRAY_JSON, ZGROUP_JSON, ZarrFormat
 from zarr.errors import ContainsArrayAndGroupError, ContainsArrayError, ContainsGroupError
 from zarr.store.local import LocalStore
 from zarr.store.memory import MemoryStore
 
+if TYPE_CHECKING:
+    from zarr.core.buffer import BufferPrototype
+    from zarr.core.common import AccessModeLiteral
+
 
 def _dereference_path(root: str, path: str) -> str:
     assert isinstance(root, str)
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index 3cc42c6c0e..6510305844 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -5,10 +5,15 @@
 import shutil
 from collections.abc import AsyncGenerator
 from pathlib import Path
+from typing import TYPE_CHECKING
 
 from zarr.abc.store import Store
-from zarr.buffer import Buffer, BufferPrototype
-from zarr.common import AccessModeLiteral, concurrent_map, to_thread
+from zarr.core.buffer import Buffer
+from zarr.core.common import concurrent_map, to_thread
+
+if TYPE_CHECKING:
+    from zarr.core.buffer import BufferPrototype
+    from zarr.core.common import AccessModeLiteral
 
 
 def _get(
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index dd3e52e703..999d750755 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -1,11 +1,16 @@
 from __future__ import annotations
 
 from collections.abc import AsyncGenerator, MutableMapping
+from typing import TYPE_CHECKING
 
 from zarr.abc.store import Store
-from zarr.buffer import Buffer, BufferPrototype
-from zarr.common import AccessModeLiteral, concurrent_map
-from zarr.store.utils import _normalize_interval_index
+from zarr.core.buffer import Buffer
+from zarr.core.common import concurrent_map
+from zarr.store._utils import _normalize_interval_index
+
+if TYPE_CHECKING:
+    from zarr.core.buffer import BufferPrototype
+    from zarr.core.common import AccessModeLiteral
 
 
 # TODO: this store could easily be extended to wrap any MutableMapping store from v2
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 84f01c7852..f5ea694b0a 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -6,16 +6,15 @@
 import fsspec
 
 from zarr.abc.store import Store
-from zarr.buffer import BufferPrototype
-from zarr.common import AccessModeLiteral
-from zarr.store.core import _dereference_path
+from zarr.core.buffer import Buffer
+from zarr.store.common import _dereference_path
 
 if TYPE_CHECKING:
     from fsspec.asyn import AsyncFileSystem
     from upath import UPath
 
-    from zarr.buffer import Buffer, BufferPrototype
-    from zarr.common import BytesLike
+    from zarr.core.buffer import BufferPrototype
+    from zarr.core.common import AccessModeLiteral, BytesLike
 
 
 class RemoteStore(Store):
diff --git a/src/zarr/strategies.py b/src/zarr/strategies.py
index 91a8542ce9..bfd83e1e51 100644
--- a/src/zarr/strategies.py
+++ b/src/zarr/strategies.py
@@ -5,9 +5,8 @@
 import numpy as np
 from hypothesis import given, settings  # noqa
 
-from .array import Array
-from .group import Group
-from .store import MemoryStore, StoreLike
+from zarr import Array, Group
+from zarr.store import MemoryStore, StoreLike
 
 # Copied from Xarray
 _attr_keys = st.text(st.characters(), min_size=1)
diff --git a/src/zarr/testing/__init__.py b/src/zarr/testing/__init__.py
index 35b91f9167..0b4d8cf417 100644
--- a/src/zarr/testing/__init__.py
+++ b/src/zarr/testing/__init__.py
@@ -6,4 +6,8 @@
 else:
     warnings.warn("pytest not installed, skipping test suite", stacklevel=2)
 
-__all__ = ["StoreTests"]
+from zarr.testing.utils import assert_bytes_equal
+
+# TODO: import public buffer tests?
+
+__all__ = ["StoreTests", "assert_bytes_equal"]
diff --git a/src/zarr/testing/buffer.py b/src/zarr/testing/buffer.py
index d2da1c5a6e..ee170a5dd3 100644
--- a/src/zarr/testing/buffer.py
+++ b/src/zarr/testing/buffer.py
@@ -7,13 +7,20 @@
 import numpy as np
 import numpy.typing as npt
 
-from zarr.buffer import Buffer, BufferPrototype, NDBuffer
+from zarr.core.buffer import Buffer, BufferPrototype, NDBuffer
 from zarr.store import MemoryStore
 
 if TYPE_CHECKING:
     from typing_extensions import Self
 
 
+__all__ = [
+    "TestBuffer",
+    "NDBufferUsingTestNDArrayLike",
+    "StoreExpectingTestBuffer",
+]
+
+
 class TestNDArrayLike(np.ndarray):
     """An example of a ndarray-like class"""
 
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 4fdf497a68..ebef4824f7 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -3,10 +3,13 @@
 import pytest
 
 from zarr.abc.store import AccessMode, Store
-from zarr.buffer import Buffer, default_buffer_prototype
-from zarr.store.utils import _normalize_interval_index
+from zarr.core.buffer import Buffer, default_buffer_prototype
+from zarr.store._utils import _normalize_interval_index
 from zarr.testing.utils import assert_bytes_equal
 
+__all__ = ["StoreTests"]
+
+
 S = TypeVar("S", bound=Store)
 
 
diff --git a/src/zarr/testing/utils.py b/src/zarr/testing/utils.py
index 67c6c72de7..3a70f96d44 100644
--- a/src/zarr/testing/utils.py
+++ b/src/zarr/testing/utils.py
@@ -1,7 +1,9 @@
 from __future__ import annotations
 
-from zarr.buffer import Buffer
-from zarr.common import BytesLike
+from zarr.core.buffer import Buffer
+from zarr.core.common import BytesLike
+
+__all__ = ["assert_bytes_equal"]
 
 
 def assert_bytes_equal(b1: Buffer | BytesLike | None, b2: Buffer | BytesLike | None) -> None:
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index 0a672d1f2e..d8af484ee6 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -6,10 +6,9 @@
 
 from _pytest.compat import LEGACY_PATH
 
-from zarr import config
+from zarr import AsyncGroup, config
 from zarr.abc.store import Store
-from zarr.common import ChunkCoords, MemoryOrder, ZarrFormat
-from zarr.group import AsyncGroup
+from zarr.core.common import ChunkCoords, MemoryOrder, ZarrFormat
 
 if TYPE_CHECKING:
     from typing import Any, Literal
diff --git a/tests/v3/package_with_entrypoint/__init__.py b/tests/v3/package_with_entrypoint/__init__.py
index 4d626808d8..0e84cde0d5 100644
--- a/tests/v3/package_with_entrypoint/__init__.py
+++ b/tests/v3/package_with_entrypoint/__init__.py
@@ -3,10 +3,10 @@
 from numpy import ndarray
 
 from zarr.abc.codec import ArrayBytesCodec, CodecInput, CodecPipeline
-from zarr.array_spec import ArraySpec
-from zarr.buffer import Buffer, NDBuffer
 from zarr.codecs import BytesCodec
-from zarr.common import BytesLike
+from zarr.core.array_spec import ArraySpec
+from zarr.core.buffer import Buffer, NDBuffer
+from zarr.core.common import BytesLike
 
 
 class TestEntrypointCodec(ArrayBytesCodec):
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index 9fd135ad5c..fb726757dc 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -3,12 +3,11 @@
 import numpy as np
 import pytest
 
-from zarr.array import Array
-from zarr.common import ZarrFormat
+from zarr import Array, Group
+from zarr.core.common import ZarrFormat
 from zarr.errors import ContainsArrayError, ContainsGroupError
-from zarr.group import Group
 from zarr.store import LocalStore, MemoryStore
-from zarr.store.core import StorePath
+from zarr.store.common import StorePath
 
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
diff --git a/tests/v3/test_buffer.py b/tests/v3/test_buffer.py
index d53e98d42d..298a7f7eed 100644
--- a/tests/v3/test_buffer.py
+++ b/tests/v3/test_buffer.py
@@ -3,15 +3,15 @@
 import numpy as np
 import pytest
 
-from zarr.array import AsyncArray
-from zarr.buffer import ArrayLike, BufferPrototype, NDArrayLike, numpy_buffer_prototype
+from zarr import AsyncArray
 from zarr.codecs.blosc import BloscCodec
 from zarr.codecs.bytes import BytesCodec
 from zarr.codecs.crc32c_ import Crc32cCodec
 from zarr.codecs.gzip import GzipCodec
 from zarr.codecs.transpose import TransposeCodec
 from zarr.codecs.zstd import ZstdCodec
-from zarr.store.core import StorePath
+from zarr.core.buffer import ArrayLike, BufferPrototype, NDArrayLike, numpy_buffer_prototype
+from zarr.store.common import StorePath
 from zarr.testing.buffer import (
     NDBufferUsingTestNDArrayLike,
     StoreExpectingTestBuffer,
diff --git a/tests/v3/test_chunk_grids.py b/tests/v3/test_chunk_grids.py
index 3cc6b64e57..e1b4df10a7 100644
--- a/tests/v3/test_chunk_grids.py
+++ b/tests/v3/test_chunk_grids.py
@@ -1,7 +1,7 @@
 import numpy as np
 import pytest
 
-from zarr.chunk_grids import _guess_chunks
+from zarr.core.chunk_grids import _guess_chunks
 
 
 @pytest.mark.parametrize(
diff --git a/tests/v3/test_codecs/test_blosc.py b/tests/v3/test_codecs/test_blosc.py
index 33ca9eba77..5de4c9fa99 100644
--- a/tests/v3/test_codecs/test_blosc.py
+++ b/tests/v3/test_codecs/test_blosc.py
@@ -3,11 +3,11 @@
 import numpy as np
 import pytest
 
+from zarr import AsyncArray
 from zarr.abc.store import Store
-from zarr.array import AsyncArray
-from zarr.buffer import default_buffer_prototype
 from zarr.codecs import BloscCodec, BytesCodec, ShardingCodec
-from zarr.store.core import StorePath
+from zarr.core.buffer import default_buffer_prototype
+from zarr.store.common import StorePath
 
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
diff --git a/tests/v3/test_codecs/test_codecs.py b/tests/v3/test_codecs/test_codecs.py
index 2a1b99c42f..7e717e5b50 100644
--- a/tests/v3/test_codecs/test_codecs.py
+++ b/tests/v3/test_codecs/test_codecs.py
@@ -7,19 +7,18 @@
 import pytest
 
 import zarr.v2
+from zarr import Array, AsyncArray, config
 from zarr.abc.codec import Codec
 from zarr.abc.store import Store
-from zarr.array import Array, AsyncArray
-from zarr.buffer import default_buffer_prototype
 from zarr.codecs import (
     BytesCodec,
     GzipCodec,
     ShardingCodec,
     TransposeCodec,
 )
-from zarr.common import MemoryOrder
-from zarr.config import config
-from zarr.indexing import Selection, morton_order_iter
+from zarr.core.buffer import default_buffer_prototype
+from zarr.core.common import MemoryOrder
+from zarr.core.indexing import Selection, morton_order_iter
 from zarr.store import StorePath
 from zarr.testing.utils import assert_bytes_equal
 
diff --git a/tests/v3/test_codecs/test_endian.py b/tests/v3/test_codecs/test_endian.py
index 6f3e1c9482..f97d95d9b7 100644
--- a/tests/v3/test_codecs/test_endian.py
+++ b/tests/v3/test_codecs/test_endian.py
@@ -4,11 +4,11 @@
 import pytest
 
 import zarr.v2
+from zarr import AsyncArray
 from zarr.abc.store import Store
-from zarr.array import AsyncArray
-from zarr.buffer import default_buffer_prototype
 from zarr.codecs import BytesCodec
-from zarr.store.core import StorePath
+from zarr.core.buffer import default_buffer_prototype
+from zarr.store.common import StorePath
 from zarr.testing.utils import assert_bytes_equal
 
 from .test_codecs import _AsyncArrayProxy
diff --git a/tests/v3/test_codecs/test_gzip.py b/tests/v3/test_codecs/test_gzip.py
index f982bacb87..6495f8236c 100644
--- a/tests/v3/test_codecs/test_gzip.py
+++ b/tests/v3/test_codecs/test_gzip.py
@@ -1,10 +1,10 @@
 import numpy as np
 import pytest
 
+from zarr import Array
 from zarr.abc.store import Store
-from zarr.array import Array
 from zarr.codecs import BytesCodec, GzipCodec
-from zarr.store.core import StorePath
+from zarr.store.common import StorePath
 
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
diff --git a/tests/v3/test_codecs/test_sharding.py b/tests/v3/test_codecs/test_sharding.py
index 27667ca9dd..e5f66224e9 100644
--- a/tests/v3/test_codecs/test_sharding.py
+++ b/tests/v3/test_codecs/test_sharding.py
@@ -3,9 +3,8 @@
 import numpy as np
 import pytest
 
+from zarr import Array, AsyncArray
 from zarr.abc.store import Store
-from zarr.array import Array, AsyncArray
-from zarr.buffer import default_buffer_prototype
 from zarr.codecs import (
     BloscCodec,
     BytesCodec,
@@ -13,7 +12,8 @@
     ShardingCodecIndexLocation,
     TransposeCodec,
 )
-from zarr.store.core import StorePath
+from zarr.core.buffer import default_buffer_prototype
+from zarr.store.common import StorePath
 
 from ..conftest import ArrayRequest
 from .test_codecs import _AsyncArrayProxy, order_from_dim
diff --git a/tests/v3/test_codecs/test_transpose.py b/tests/v3/test_codecs/test_transpose.py
index bea7435122..b9aa6cc4b6 100644
--- a/tests/v3/test_codecs/test_transpose.py
+++ b/tests/v3/test_codecs/test_transpose.py
@@ -2,14 +2,13 @@
 import pytest
 
 import zarr.v2
+from zarr import Array, AsyncArray, config
 from zarr.abc.codec import Codec
 from zarr.abc.store import Store
-from zarr.array import Array, AsyncArray
-from zarr.buffer import default_buffer_prototype
 from zarr.codecs import BytesCodec, ShardingCodec, TransposeCodec
-from zarr.common import MemoryOrder
-from zarr.config import config
-from zarr.store.core import StorePath
+from zarr.core.buffer import default_buffer_prototype
+from zarr.core.common import MemoryOrder
+from zarr.store.common import StorePath
 
 from .test_codecs import _AsyncArrayProxy
 
diff --git a/tests/v3/test_codecs/test_zstd.py b/tests/v3/test_codecs/test_zstd.py
index 1e1b1e02c9..0726e5944c 100644
--- a/tests/v3/test_codecs/test_zstd.py
+++ b/tests/v3/test_codecs/test_zstd.py
@@ -1,10 +1,10 @@
 import numpy as np
 import pytest
 
+from zarr import Array
 from zarr.abc.store import Store
-from zarr.array import Array
 from zarr.codecs import BytesCodec, ZstdCodec
-from zarr.store.core import StorePath
+from zarr.store.common import StorePath
 
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
diff --git a/tests/v3/test_common.py b/tests/v3/test_common.py
index bb59789843..f919b4d5f7 100644
--- a/tests/v3/test_common.py
+++ b/tests/v3/test_common.py
@@ -9,8 +9,8 @@
 import numpy as np
 import pytest
 
-from zarr.common import parse_name, parse_shapelike, product
-from zarr.config import parse_indexing_order
+from zarr.core.common import parse_name, parse_shapelike, product
+from zarr.core.config import parse_indexing_order
 
 
 @pytest.mark.parametrize("data", [(0, 0, 0, 0), (1, 3, 4, 5, 6), (2, 4)])
diff --git a/tests/v3/test_config.py b/tests/v3/test_config.py
index 8e7b868520..881833797c 100644
--- a/tests/v3/test_config.py
+++ b/tests/v3/test_config.py
@@ -11,11 +11,11 @@
 from zarr import Array, zeros
 from zarr.abc.codec import CodecInput, CodecOutput, CodecPipeline
 from zarr.abc.store import ByteSetter
-from zarr.array_spec import ArraySpec
-from zarr.buffer import NDBuffer
 from zarr.codecs import BatchedCodecPipeline, BloscCodec, BytesCodec, Crc32cCodec, ShardingCodec
-from zarr.config import BadConfigError, config
-from zarr.indexing import SelectorTuple
+from zarr.core.array_spec import ArraySpec
+from zarr.core.buffer import NDBuffer
+from zarr.core.config import BadConfigError, config
+from zarr.core.indexing import SelectorTuple
 from zarr.registry import (
     fully_qualified_name,
     get_buffer_class,
@@ -46,8 +46,8 @@ def test_config_defaults_set() -> None:
                 "path": "zarr.codecs.pipeline.BatchedCodecPipeline",
                 "batch_size": 1,
             },
-            "buffer": "zarr.buffer.Buffer",
-            "ndbuffer": "zarr.buffer.NDBuffer",
+            "buffer": "zarr.core.buffer.Buffer",
+            "ndbuffer": "zarr.core.buffer.NDBuffer",
             "codecs": {
                 "blosc": "zarr.codecs.blosc.BloscCodec",
                 "gzip": "zarr.codecs.gzip.GzipCodec",
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index daa5979b27..39921c26d8 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -6,14 +6,14 @@
 import pytest
 from _pytest.compat import LEGACY_PATH
 
-from zarr.array import Array, AsyncArray
-from zarr.buffer import Buffer
-from zarr.common import ZarrFormat
+from zarr import Array, AsyncArray, AsyncGroup, Group
+from zarr.core.buffer import Buffer
+from zarr.core.common import ZarrFormat
+from zarr.core.group import GroupMetadata
+from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
-from zarr.group import AsyncGroup, Group, GroupMetadata
 from zarr.store import LocalStore, MemoryStore, StorePath
-from zarr.store.core import make_store_path
-from zarr.sync import sync
+from zarr.store.common import make_store_path
 
 from .conftest import parse_store
 
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index 12547765a9..7895151b5f 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -12,9 +12,9 @@
 
 import zarr
 from zarr.abc.store import Store
-from zarr.buffer import BufferPrototype, NDBuffer
-from zarr.common import ChunkCoords
-from zarr.indexing import (
+from zarr.core.buffer import BufferPrototype, NDBuffer
+from zarr.core.common import ChunkCoords
+from zarr.core.indexing import (
     make_slice_selection,
     normalize_integer_selection,
     oindex,
@@ -22,7 +22,7 @@
     replace_ellipsis,
 )
 from zarr.registry import get_ndbuffer_class
-from zarr.store.core import StorePath
+from zarr.store.common import StorePath
 from zarr.store.memory import MemoryStore
 
 
diff --git a/tests/v3/test_metadata/test_v2.py b/tests/v3/test_metadata/test_v2.py
index 2d6f4d0cf5..54f26d91ca 100644
--- a/tests/v3/test_metadata/test_v2.py
+++ b/tests/v3/test_metadata/test_v2.py
@@ -10,7 +10,7 @@
 import pytest
 
 from zarr.codecs import GzipCodec
-from zarr.metadata import ArrayV2Metadata, parse_zarr_format_v2
+from zarr.core.metadata import ArrayV2Metadata, parse_zarr_format_v2
 
 
 def test_parse_zarr_format_valid() -> None:
diff --git a/tests/v3/test_metadata/test_v3.py b/tests/v3/test_metadata/test_v3.py
index 2b25c776e0..eedcdf6234 100644
--- a/tests/v3/test_metadata/test_v3.py
+++ b/tests/v3/test_metadata/test_v3.py
@@ -4,8 +4,8 @@
 from typing import TYPE_CHECKING, Literal
 
 from zarr.abc.codec import Codec
-from zarr.chunk_key_encodings import DefaultChunkKeyEncoding, V2ChunkKeyEncoding
 from zarr.codecs.bytes import BytesCodec
+from zarr.core.chunk_key_encodings import DefaultChunkKeyEncoding, V2ChunkKeyEncoding
 
 if TYPE_CHECKING:
     from typing import Any
@@ -15,9 +15,9 @@
 import numpy as np
 import pytest
 
-from zarr.metadata import ArrayV3Metadata, parse_dimension_names
-from zarr.metadata import parse_fill_value_v3 as parse_fill_value
-from zarr.metadata import parse_zarr_format_v3 as parse_zarr_format
+from zarr.core.metadata import ArrayV3Metadata, parse_dimension_names
+from zarr.core.metadata import parse_fill_value_v3 as parse_fill_value
+from zarr.core.metadata import parse_zarr_format_v3 as parse_zarr_format
 
 bool_dtypes = ("bool",)
 
diff --git a/tests/v3/test_store/test_core.py b/tests/v3/test_store/test_core.py
index 1d277cf502..23821acfa6 100644
--- a/tests/v3/test_store/test_core.py
+++ b/tests/v3/test_store/test_core.py
@@ -2,7 +2,7 @@
 
 import pytest
 
-from zarr.store.core import make_store_path
+from zarr.store.common import make_store_path
 from zarr.store.local import LocalStore
 from zarr.store.memory import MemoryStore
 
diff --git a/tests/v3/test_store/test_local.py b/tests/v3/test_store/test_local.py
index 6b7f91b87d..8afa4fef3a 100644
--- a/tests/v3/test_store/test_local.py
+++ b/tests/v3/test_store/test_local.py
@@ -2,7 +2,7 @@
 
 import pytest
 
-from zarr.buffer import Buffer
+from zarr.core.buffer import Buffer
 from zarr.store.local import LocalStore
 from zarr.testing.store import StoreTests
 
diff --git a/tests/v3/test_store/test_memory.py b/tests/v3/test_store/test_memory.py
index 5b8f1ef875..51ecf46709 100644
--- a/tests/v3/test_store/test_memory.py
+++ b/tests/v3/test_store/test_memory.py
@@ -2,7 +2,7 @@
 
 import pytest
 
-from zarr.buffer import Buffer
+from zarr.core.buffer import Buffer
 from zarr.store.memory import MemoryStore
 from zarr.testing.store import StoreTests
 
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index be9fa5ef67..2eec9d29cf 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -4,9 +4,9 @@
 import pytest
 from upath import UPath
 
-from zarr.buffer import Buffer, default_buffer_prototype
+from zarr.core.buffer import Buffer, default_buffer_prototype
+from zarr.core.sync import sync
 from zarr.store import RemoteStore
-from zarr.sync import sync
 from zarr.testing.store import StoreTests
 
 s3fs = pytest.importorskip("s3fs")
diff --git a/tests/v3/test_sync.py b/tests/v3/test_sync.py
index 7e3b8dd111..a335f9b48c 100644
--- a/tests/v3/test_sync.py
+++ b/tests/v3/test_sync.py
@@ -4,7 +4,7 @@
 
 import pytest
 
-from zarr.sync import SyncError, SyncMixin, _get_lock, _get_loop, sync
+from zarr.core.sync import SyncError, SyncMixin, _get_lock, _get_loop, sync
 
 
 @pytest.fixture(params=[True, False])
diff --git a/tests/v3/test_v2.py b/tests/v3/test_v2.py
index 7a7d728067..4f4dc5aed3 100644
--- a/tests/v3/test_v2.py
+++ b/tests/v3/test_v2.py
@@ -3,8 +3,8 @@
 import numpy as np
 import pytest
 
+from zarr import Array
 from zarr.abc.store import Store
-from zarr.array import Array
 from zarr.store import MemoryStore, StorePath
 
 

From 11fd8db8f06372ffc1f6f7e22315d43e4702ec60 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Wed, 14 Aug 2024 13:48:25 -0600
Subject: [PATCH 0628/1078] Fix orthogonal indexing with scalar. (#1947)

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 docs/release.rst        | 11 +++++++++++
 zarr/core.py            |  7 ++++++-
 zarr/tests/test_core.py | 17 +++++++++++++++++
 3 files changed, 34 insertions(+), 1 deletion(-)

diff --git a/docs/release.rst b/docs/release.rst
index 6c7ba5139b..c40ff5c0d3 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,6 +18,17 @@ Release notes
    See `GH1777 <https://github.com/zarr-developers/zarr-python/issues/1777>`_ for more details on the upcoming
    3.0 release.
 
+.. _release_2.18.3:
+
+2.18.3
+------
+
+Maintenance
+~~~~~~~~~~~
+* Fix a regression when using orthogonal indexing with a scalar.
+  By :user:`Deepak Cherian <dcherian>` :issue:`1931`
+
+
 .. _release_2.18.2:
 
 Enhancements
diff --git a/zarr/core.py b/zarr/core.py
index 4f3080e46c..141190a0c8 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -2053,7 +2053,12 @@ def _process_chunk(
                     if isinstance(cdata, UncompressedPartialReadBufferV3):
                         cdata = cdata.read_full()
                     chunk = ensure_ndarray_like(cdata).view(self._dtype)
-                    chunk = chunk.reshape(self._chunks, order=self._order)
+                    # dest.shape is not self._chunks when a dimensions is squeezed out
+                    # For example, assume self._chunks = (5, 5, 1)
+                    # and the selection is [:, :, 0]
+                    # Then out_selection is (slice(5), slice(5))
+                    # See https://github.com/zarr-developers/zarr-python/issues/1931
+                    chunk = chunk.reshape(dest.shape, order=self._order)
                     np.copyto(dest, chunk)
                 return
 
diff --git a/zarr/tests/test_core.py b/zarr/tests/test_core.py
index 01a78ecd68..4729dc01b6 100644
--- a/zarr/tests/test_core.py
+++ b/zarr/tests/test_core.py
@@ -3206,3 +3206,20 @@ def test_object_array_indexing():
     elem = [1, 3]
     arr[1] = elem
     assert arr[1] == elem
+
+
+@pytest.mark.parametrize("shape", ((1, 1, 1), (5, 5, 1), (1, 5, 5)))
+def test_scalar_orthogonal_indexing(shape):
+    # regression test for https://github.com/zarr-developers/zarr-python/issues/1931
+    store = zarr.MemoryStore({})
+    data = np.random.randint(0, 255, shape)
+    arr = zarr.zeros(
+        shape=shape, chunks=shape[:-1] + (1,), compressor=None, store=store, dtype="u1"
+    )
+    arr[:, :, :] = data
+    store.close()
+
+    zf = zarr.open(store, "r")
+    assert_array_equal(zf[0, :, :], data[0, :, :])
+    assert_array_equal(zf[:, 0, :], data[:, 0, :])
+    assert_array_equal(zf[:, :, 0], data[:, :, 0])

From 9d0a050bf2949716fa9c4a15e38841bdcf816f1e Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Thu, 15 Aug 2024 08:39:31 +0100
Subject: [PATCH 0629/1078] Re-enable dependabot on main branch (#2082)

---
 .github/dependabot.yml | 21 +++++++++++++++++++++
 1 file changed, 21 insertions(+)

diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index 52fe24c7a7..a437a5c269 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -1,6 +1,7 @@
 ---
 version: 2
 updates:
+  # Updates for v3 branch (the default branch)
   - package-ecosystem: "pip"
     directory: "/"
     schedule:
@@ -17,3 +18,23 @@ updates:
       actions:
         patterns:
           - "*"
+
+  # Same updates, but for main branch
+  - package-ecosystem: "pip"
+    directory: "/"
+    target-branch: "main"
+    schedule:
+      interval: "daily"
+    groups:
+      requirements:
+        patterns:
+          - "*"
+  - package-ecosystem: "github-actions"
+    directory: "/"
+    target-branch: "main"
+    schedule:
+      interval: "weekly"
+    groups:
+      actions:
+        patterns:
+          - "*"

From 681f2866343963f8fff3123f2ac8e18e2bc4b3ad Mon Sep 17 00:00:00 2001
From: Emma Marshall <55526386+e-marshall@users.noreply.github.com>
Date: Thu, 15 Aug 2024 15:30:10 -0600
Subject: [PATCH 0630/1078] Stateful store tests (#2070)

* stateful store test

* Deepak's edits

* add data strategies and beginning of testgetpartial

* a few more updates

* troubleshooting get_partial

* edits

* Deepak edits

* bundle changesc

* add sts script, delete

* comment out bundles for now

* draft of listdir

* edits

* some changes

* draft of stateful store tests

* precommit

* Update src/zarr/strategies.py

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>

* Update tests/v3/test_store/test_stateful_store.py

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>

* Update tests/v3/test_store/test_stateful_store.py

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>

* Apply suggestions from code review

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>

* Apply suggestions from code review

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>

* moved strategies and edits to stateful store tests

* Update tests/v3/test_store/test_stateful_store.py

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>

* Update tests/v3/test_store/test_stateful_store.py

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>

* Update tests/v3/test_store/test_stateful_store.py

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>

* Update tests/v3/test_store/test_stateful_store.py

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>

* Update tests/v3/test_store/test_stateful_store.py

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>

* Update tests/v3/test_store/test_stateful_store.py

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>

* Update tests/v3/test_store/test_stateful_store.py

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>

* fixed wrapper class and add rules for a few more methods

* incorporate Deepak's edits

* switch to bundles + a few more updates

* remove some notes

* Update src/zarr/testing/strategies.py

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>

* remove bundles

* fix get signature, get invalid keys and some other changes

* add docstrings

* Deepak edits

* fixing imports now that strategies in testing

* revert docstrings

* Update run-hypothesis command

* Fix run-hypothesis command

* Apply suggestions from code review

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* changes from Joe's review

* Apply suggestions from code review

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* add review comments

---------

Co-authored-by: Deepak Cherian <deepak@cherian.net>
Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>
Co-authored-by: Joe Hamman <jhamman1@gmail.com>
---
 pyproject.toml                             |   2 +-
 src/zarr/{ => testing}/strategies.py       |  17 +-
 tests/v3/test_properties.py                |   2 +-
 tests/v3/test_store/test_stateful_store.py | 229 +++++++++++++++++++++
 4 files changed, 247 insertions(+), 3 deletions(-)
 rename src/zarr/{ => testing}/strategies.py (88%)
 create mode 100644 tests/v3/test_store/test_stateful_store.py

diff --git a/pyproject.toml b/pyproject.toml
index cf5c242406..197c4aca10 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -139,7 +139,7 @@ run-coverage = "pytest --cov-config=pyproject.toml --cov=pkg --cov=tests"
 run = "run-coverage --no-cov"
 run-verbose = "run-coverage --verbose"
 run-mypy = "mypy src"
-run-hypothesis = "pytest --hypothesis-profile ci tests/v3/test_properties.py"
+run-hypothesis = "pytest --hypothesis-profile ci tests/v3/test_properties.py tests/v3/test_store/test_stateful*"
 list-env = "pip list"
 
 [tool.hatch.envs.docs]
diff --git a/src/zarr/strategies.py b/src/zarr/testing/strategies.py
similarity index 88%
rename from src/zarr/strategies.py
rename to src/zarr/testing/strategies.py
index bfd83e1e51..d2e41c6290 100644
--- a/src/zarr/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -4,8 +4,10 @@
 import hypothesis.strategies as st
 import numpy as np
 from hypothesis import given, settings  # noqa
+from hypothesis.strategies import SearchStrategy
 
-from zarr import Array, Group
+from zarr.core.array import Array
+from zarr.core.group import Group
 from zarr.store import MemoryStore, StoreLike
 
 # Copied from Xarray
@@ -142,3 +144,16 @@ def basic_indices(draw: st.DrawFn, *, shape: tuple[int], **kwargs):  # type: ign
             )
         )
     )
+
+
+def key_ranges(keys: SearchStrategy = node_names) -> SearchStrategy[list]:
+    """fn to generate key_ranges strategy for get_partial_values()
+    returns list strategy w/ form: [(key, (range_start, range_step)),
+                                    (key, (range_start, range_step)),...]
+    """
+    byte_ranges = st.tuples(
+        st.none() | st.integers(min_value=0), st.none() | st.integers(min_value=0)
+    )
+    key_tuple = st.tuples(keys, byte_ranges)
+    key_range_st = st.lists(key_tuple, min_size=1, max_size=10)
+    return key_range_st
diff --git a/tests/v3/test_properties.py b/tests/v3/test_properties.py
index d339f5dff6..9204cdc523 100644
--- a/tests/v3/test_properties.py
+++ b/tests/v3/test_properties.py
@@ -7,7 +7,7 @@
 import hypothesis.extra.numpy as npst  # noqa
 import hypothesis.strategies as st  # noqa
 from hypothesis import given, settings  # noqa
-from zarr.strategies import arrays, np_arrays, basic_indices  # noqa
+from zarr.testing.strategies import arrays, np_arrays, basic_indices  # noqa
 
 
 @given(st.data())
diff --git a/tests/v3/test_store/test_stateful_store.py b/tests/v3/test_store/test_stateful_store.py
new file mode 100644
index 0000000000..68bd11bbe8
--- /dev/null
+++ b/tests/v3/test_store/test_stateful_store.py
@@ -0,0 +1,229 @@
+# Stateful tests for arbitrary Zarr stores.
+
+
+import hypothesis.strategies as st
+from hypothesis import assume, note
+from hypothesis.stateful import (
+    RuleBasedStateMachine,
+    invariant,
+    precondition,
+    rule,
+)
+
+import zarr
+from zarr.abc.store import AccessMode, Store
+from zarr.core.buffer import Buffer, BufferPrototype, default_buffer_prototype
+from zarr.store import MemoryStore
+from zarr.testing.strategies import key_ranges, paths
+
+
+class SyncStoreWrapper(zarr.core.sync.SyncMixin):
+    def __init__(self, store: Store):
+        """Synchronous Store wrapper
+
+        This class holds synchronous methods that map to async methods of Store classes.
+        The synchronous wrapper is needed because hypothesis' stateful testing infra does
+        not support asyncio so we redefine sync versions of the Store API.
+        https://github.com/HypothesisWorks/hypothesis/issues/3712#issuecomment-1668999041
+        """
+        self.store = store
+
+    @property
+    def mode(self) -> AccessMode:
+        return self.store.mode
+
+    def set(self, key: str, data_buffer: zarr.core.buffer.Buffer) -> None:
+        return self._sync(self.store.set(key, data_buffer))
+
+    def list(self) -> list:
+        return self._sync_iter(self.store.list())
+
+    def get(self, key: str, prototype: BufferPrototype) -> zarr.core.buffer.Buffer:
+        obs = self._sync(self.store.get(key, prototype=prototype))
+        return obs
+
+    def get_partial_values(
+        self, key_ranges: list, prototype: BufferPrototype
+    ) -> zarr.core.buffer.Buffer:
+        obs_partial = self._sync(
+            self.store.get_partial_values(prototype=prototype, key_ranges=key_ranges)
+        )
+        return obs_partial
+
+    def delete(self, path: str) -> None:
+        return self._sync(self.store.delete(path))
+
+    def empty(self) -> bool:
+        return self._sync(self.store.empty())
+
+    def clear(self) -> None:
+        return self._sync(self.store.clear())
+
+    def exists(self, key) -> bool:
+        return self._sync(self.store.exists(key))
+
+    def list_dir(self, prefix):
+        raise NotImplementedError
+
+    def list_prefix(self, prefix: str):
+        raise NotImplementedError
+
+    def set_partial_values(self, key_start_values):
+        raise NotImplementedError
+
+    @property
+    def supports_listing(self) -> bool:
+        return self.store.supports_listing
+
+    @property
+    def supports_partial_writes(self) -> bool:
+        return self.supports_partial_writes
+
+    @property
+    def supports_writes(self) -> bool:
+        return self.store.supports_writes
+
+
+class ZarrStoreStateMachine(RuleBasedStateMachine):
+    """ "
+    Zarr store state machine
+
+        This is a subclass of a Hypothesis RuleBasedStateMachine.
+        It is testing a framework to ensure that the state of a Zarr store matches
+        an expected state after a set of random operations. It contains a store
+        (currently, a Zarr MemoryStore) and a model, a simplified version of a
+        zarr store (in this case, a dict). It also contains rules which represent
+        actions that can be applied to a zarr store. Rules apply an action to both
+        the store and the model, and invariants assert that the state of the model
+        is equal to the state of the store. Hypothesis then generates sequences of
+        rules, running invariants after each rule. It raises an error if a sequence
+        produces discontinuity between state of the model and state of the store
+        (ie. an invariant is violated).
+        https://hypothesis.readthedocs.io/en/latest/stateful.html
+    """
+
+    def __init__(self):
+        super().__init__()
+        self.model: dict[str, bytes] = {}
+        self.store = SyncStoreWrapper(MemoryStore(mode="w"))
+        self.prototype = default_buffer_prototype()
+
+    @rule(key=paths, data=st.binary(min_size=0, max_size=100))
+    def set(self, key: str, data: bytes) -> None:
+        note(f"(set) Setting {key!r} with {data}")
+        assert not self.store.mode.readonly
+        data_buf = Buffer.from_bytes(data)
+        self.store.set(key, data_buf)
+        self.model[key] = data_buf
+
+    @precondition(lambda self: len(self.model.keys()) > 0)
+    @rule(key=paths, data=st.data())
+    def get(self, key: str, data: bytes) -> None:
+        key = data.draw(
+            st.sampled_from(sorted(self.model.keys()))
+        )  # hypothesis wants to sample from sorted list
+        note("(get)")
+        store_value = self.store.get(key, self.prototype)
+        # to bytes here necessary because data_buf set to model in set()
+        assert self.model[key].to_bytes() == (store_value.to_bytes())
+
+    @rule(key=paths, data=st.data())
+    def get_invalid_keys(self, key: str, data: bytes) -> None:
+        note("(get_invalid)")
+        assume(key not in self.model.keys())
+        assert self.store.get(key, self.prototype) is None
+
+    @precondition(lambda self: len(self.model.keys()) > 0)
+    @rule(data=st.data())
+    def get_partial_values(self, data: bytes) -> None:
+        key_range = data.draw(key_ranges(keys=st.sampled_from(sorted(self.model.keys()))))
+        note(f"(get partial) {key_range=}")
+        obs_maybe = self.store.get_partial_values(key_range, self.prototype)
+        observed = []
+
+        for obs in obs_maybe:
+            assert obs is not None
+            observed.append(obs.to_bytes())
+
+        model_vals_ls = []
+
+        for key, byte_range in key_range:
+            start = byte_range[0] or 0
+            step = byte_range[1]
+            stop = start + step if step is not None else None
+            model_vals_ls.append(self.model[key][start:stop])
+
+        assert all(
+            obs == exp.to_bytes() for obs, exp in zip(observed, model_vals_ls, strict=True)
+        ), (
+            observed,
+            model_vals_ls,
+        )
+
+    @precondition(lambda self: len(self.model.keys()) > 0)
+    @rule(data=st.data())
+    def delete(self, data: bytes) -> None:
+        key = data.draw(st.sampled_from(sorted(self.model.keys())))
+        note(f"(delete) Deleting {key=}")
+
+        self.store.delete(key)
+        del self.model[key]
+
+    @rule()
+    def clear(self):
+        assert not self.store.mode.readonly
+        note("(clear)")
+        self.store.clear()
+        self.model.clear()
+
+        assert len(self.model.keys()) == len(list(self.store.list())) == 0
+
+    @rule()
+    def empty(self) -> None:
+        note("(empty)")
+
+        # make sure they either both are or both aren't empty (same state)
+        assert self.store.empty() == (not self.model)
+
+    @rule(key=paths)
+    def exists(self, key: str) -> None:
+        note("(exists)")
+
+        assert self.store.exists(key) == (key in self.model)
+
+    @invariant()
+    def check_paths_equal(self) -> None:
+        note("Checking that paths are equal")
+        paths = list(self.store.list())
+
+        assert list(self.model.keys()) == paths
+
+    @invariant()
+    def check_vals_equal(self) -> None:
+        note("Checking values equal")
+        for key, _val in self.model.items():
+            store_item = self.store.get(key, self.prototype).to_bytes()
+            assert self.model[key].to_bytes() == store_item
+
+    @invariant()
+    def check_num_keys_equal(self) -> None:
+        note("check num keys equal")
+
+        assert len(self.model) == len(list(self.store.list()))
+
+    @invariant()
+    def check_keys(self) -> None:
+        keys = list(self.store.list())
+
+        if len(keys) == 0:
+            assert self.store.empty() is True
+
+        elif len(keys) != 0:
+            assert self.store.empty() is False
+
+            for key in keys:
+                assert self.store.exists(key) is True
+        note("checking keys / exists / empty")
+
+
+StatefulStoreTest = ZarrStoreStateMachine.TestCase

From ee43bb861c1910879c5de5a01e24cc2c2516def4 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 16 Aug 2024 09:37:03 +0100
Subject: [PATCH 0631/1078] Bump the requirements group across 1 directory with
 7 updates (#2092)

Bumps the requirements group with 7 updates in the / directory:

| Package | From | To |
| --- | --- | --- |
| [numpy](https://github.com/numpy/numpy) | `1.26.4` | `2.0.1` |
| [ipywidgets](https://github.com/jupyter-widgets/ipywidgets) | `8.1.2` | `8.1.3` |
| [setuptools-scm](https://github.com/pypa/setuptools_scm) | `8.0.4` | `8.1.0` |
| [pytest](https://github.com/pytest-dev/pytest) | `8.1.1` | `8.3.2` |
| [lmdb](https://github.com/jnwatson/py-lmdb) | `1.4.1` | `1.5.1` |
| [redis](https://github.com/redis/redis-py) | `5.0.4` | `5.0.8` |
| [pymongo](https://github.com/mongodb/mongo-python-driver) | `4.6.3` | `4.8.0` |



Updates `numpy` from 1.26.4 to 2.0.1
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.26.4...v2.0.1)

Updates `ipywidgets` from 8.1.2 to 8.1.3
- [Release notes](https://github.com/jupyter-widgets/ipywidgets/releases)
- [Commits](https://github.com/jupyter-widgets/ipywidgets/compare/8.1.2...8.1.3)

Updates `setuptools-scm` from 8.0.4 to 8.1.0
- [Release notes](https://github.com/pypa/setuptools_scm/releases)
- [Changelog](https://github.com/pypa/setuptools_scm/blob/main/CHANGELOG.md)
- [Commits](https://github.com/pypa/setuptools_scm/compare/v8.0.4...v8.1.0)

Updates `pytest` from 8.1.1 to 8.3.2
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/8.1.1...8.3.2)

Updates `lmdb` from 1.4.1 to 1.5.1
- [Changelog](https://github.com/jnwatson/py-lmdb/blob/master/ChangeLog)
- [Commits](https://github.com/jnwatson/py-lmdb/compare/py-lmdb_1.4.1...py-lmdb_1.5.1)

Updates `redis` from 5.0.4 to 5.0.8
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v5.0.4...v5.0.8)

Updates `pymongo` from 4.6.3 to 4.8.0
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/master/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.6.3...4.8.0)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:development
  update-type: version-update:semver-major
  dependency-group: requirements
- dependency-name: ipywidgets
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
- dependency-name: setuptools-scm
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
- dependency-name: lmdb
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt  | 4 ++--
 requirements_dev_numpy.txt    | 2 +-
 requirements_dev_optional.txt | 8 ++++----
 3 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 5d156db655..df96c608b6 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -3,6 +3,6 @@ asciitree==0.3.3
 fasteners==0.19
 numcodecs==0.12.1
 msgpack-python==0.5.6
-setuptools-scm==8.0.4
+setuptools-scm==8.1.0
 # test requirements
-pytest==8.1.1
+pytest==8.3.2
diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index d8d6c3d097..d53ec456a7 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==1.26.4
+numpy==2.0.1
diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 3456cca21a..87c9538a3c 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -1,17 +1,17 @@
 # optional library requirements
 # bsddb3==6.2.6; sys_platform != 'win32'
-lmdb==1.4.1; sys_platform != 'win32'
+lmdb==1.5.1; sys_platform != 'win32'
 # optional library requirements for Jupyter
 ipytree==0.2.2
-ipywidgets==8.1.2
+ipywidgets==8.1.3
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.16.0 # pyup: ignore
-redis==5.0.4
+redis==5.0.8
 types-redis
 types-setuptools
-pymongo==4.6.3
+pymongo==4.8.0
 # optional test requirements
 coverage
 pytest-cov==5.0.0

From addc39dfc53fd0f992f59196f91e78b81395f494 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 16 Aug 2024 09:37:27 +0100
Subject: [PATCH 0632/1078] Bump the actions group with 2 updates (#2087)

Bumps the actions group with 2 updates: [actions/setup-python](https://github.com/actions/setup-python) and [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `actions/setup-python` from 5.1.0 to 5.1.1
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v5.1.0...v5.1.1)

Updates `pypa/gh-action-pypi-publish` from 1.8.14 to 1.9.0
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.14...v1.9.0)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 8ac76c899b..20cb5890b4 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -16,7 +16,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v5.1.0
+      - uses: actions/setup-python@v5.1.1
         name: Install Python
         with:
           python-version: '3.9'
@@ -64,7 +64,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.8.14
+      - uses: pypa/gh-action-pypi-publish@v1.9.0
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From c5c4698baed2f74a545c163950ce8968306cfc99 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sat, 17 Aug 2024 08:50:21 +0100
Subject: [PATCH 0633/1078] [v2] Drop support for Python 3.9 (#2074)

* Drop support for Python 3.9

* Ignore B905 ruff rule

* Fix release notes
---
 .github/ISSUE_TEMPLATE/bug_report.yml |  2 +-
 .github/workflows/python-package.yml  |  2 +-
 .github/workflows/releases.yml        |  2 +-
 .readthedocs.yaml                     |  2 +-
 docs/release.rst                      | 11 +++++++++--
 pyproject.toml                        |  5 +++--
 6 files changed, 16 insertions(+), 8 deletions(-)

diff --git a/.github/ISSUE_TEMPLATE/bug_report.yml b/.github/ISSUE_TEMPLATE/bug_report.yml
index ec98af029e..7b0c4dcfc4 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.yml
+++ b/.github/ISSUE_TEMPLATE/bug_report.yml
@@ -27,7 +27,7 @@ body:
     attributes:
       label: Python Version
       description: Version of Python interpreter
-      placeholder: 3.9, 3.10, 3.11, etc.
+      placeholder: 3.10, 3.11, 3.12 etc.
     validations:
       required: true
   - type: input
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index f53cb2d9a9..61124b8e8e 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -15,7 +15,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ['3.9', '3.10', '3.11', '3.12']
+        python-version: ['3.10', '3.11', '3.12']
         numpy_version: ['>=1.24.0', '==1.23.*']
         exclude:
           - python-version: '3.10'
diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 20cb5890b4..ec0601f0f4 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -19,7 +19,7 @@ jobs:
       - uses: actions/setup-python@v5.1.1
         name: Install Python
         with:
-          python-version: '3.9'
+          python-version: '3.11'
 
       - name: Install PyBuild
         run: |
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index e45cae1b45..d7190b4771 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -3,7 +3,7 @@ version: 2
 build:
   os: ubuntu-20.04
   tools:
-    python: "3.9"
+    python: "3.11"
 
 sphinx:
   configuration: docs/conf.py
diff --git a/docs/release.rst b/docs/release.rst
index c40ff5c0d3..9c2840a70a 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,6 +18,7 @@ Release notes
    See `GH1777 <https://github.com/zarr-developers/zarr-python/issues/1777>`_ for more details on the upcoming
    3.0 release.
 
+
 .. _release_2.18.3:
 
 2.18.3
@@ -25,17 +26,23 @@ Release notes
 
 Maintenance
 ~~~~~~~~~~~
+* Removed support for Python 3.9.
+  By :user:`David Stansby <dstansby>`
+  
 * Fix a regression when using orthogonal indexing with a scalar.
   By :user:`Deepak Cherian <dcherian>` :issue:`1931`
 
 
 .. _release_2.18.2:
 
+2.18.2
+------
+
 Enhancements
 ~~~~~~~~~~~~
 
 * Add Zstd codec to old V3 code path.
-  By :user:`Ryan Abernathey <rabernat>` 
+  By :user:`Ryan Abernathey <rabernat>`
 
 .. _release_2.18.1:
 
@@ -62,7 +69,7 @@ Maintenance
 * Enable ruff/bugbear rules (B) and fix issues.
   By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1702`.
 
-* Minor updates to use `np.inf` instead of `np.PINF` / `np.NINF` in preparation for NumPy 2.0.0 release. 
+* Minor updates to use `np.inf` instead of `np.PINF` / `np.NINF` in preparation for NumPy 2.0.0 release.
   By :user:`Joe Hamman <jhamman>` :issue:`1842`.
 
 Deprecations
diff --git a/pyproject.toml b/pyproject.toml
index a5668d0d90..da5fb34d89 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,7 +10,7 @@ readme = { file = "README.md", content-type = "text/markdown" }
 maintainers = [
     { name = "Alistair Miles", email = "alimanfoo@googlemail.com" }
 ]
-requires-python = ">=3.9"
+requires-python = ">=3.10"
 dependencies = [
     'asciitree',
     'numpy>=1.23',
@@ -30,9 +30,9 @@ classifiers = [
     'Topic :: Software Development :: Libraries :: Python Modules',
     'Operating System :: Unix',
     'Programming Language :: Python :: 3',
-    'Programming Language :: Python :: 3.9',
     'Programming Language :: Python :: 3.10',
     'Programming Language :: Python :: 3.11',
+    'Programming Language :: Python :: 3.12',
 ]
 license = { text = "MIT" }
 
@@ -107,6 +107,7 @@ exclude = [
 extend-select = [
     "B"
 ]
+ignore = ["B905"] # zip-without-explicit-strict
 
 [tool.black]
 line-length = 100

From 35e8106278e94edd91dad370bab33f5633167044 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 23 Aug 2024 12:02:29 +0100
Subject: [PATCH 0634/1078] Fix Array.__array__ for numpy 2.1 (#2106)

* Fix Array.__array__ for numpy 2.1

* Add changelog

* Depend on np.array for array coercions
---
 docs/release.rst | 11 ++++++++++-
 zarr/core.py     |  7 ++-----
 2 files changed, 12 insertions(+), 6 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 9c2840a70a..697dfde3b8 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -24,14 +24,23 @@ Release notes
 2.18.3
 ------
 
+Enhancements
+~~~~~~~~~~~~
+* Added support for creating a copy of data when converting a `zarr.Array`
+  to a numpy array.
+  By :user:`David Stansby <dstansby>`
+
 Maintenance
 ~~~~~~~~~~~
 * Removed support for Python 3.9.
   By :user:`David Stansby <dstansby>`
-  
+
 * Fix a regression when using orthogonal indexing with a scalar.
   By :user:`Deepak Cherian <dcherian>` :issue:`1931`
 
+* Added compatibility with numpy 2.1.
+  By :user:`David Stansby <dstansby>`
+
 
 .. _release_2.18.2:
 
diff --git a/zarr/core.py b/zarr/core.py
index 141190a0c8..08234e193c 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -575,11 +575,8 @@ def __eq__(self, other):
             # store comparison
         )
 
-    def __array__(self, *args):
-        a = self[...]
-        if args:
-            a = a.astype(args[0])
-        return a
+    def __array__(self, dtype=None, copy=None):
+        return np.array(self[...], dtype=dtype, copy=copy)
 
     def islice(self, start=None, end=None):
         """

From 025e1031fc43b6e672b0dc9a53953afb1b9eef5d Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Mon, 26 Aug 2024 16:57:00 +0100
Subject: [PATCH 0635/1078] Bump test version of numcodecs (#2114)

* Bump test version of numcodecs

* Fix test for numcodecs 0.13
---
 requirements_dev_minimal.txt |  2 +-
 zarr/tests/test_meta.py      | 34 +++++++++++++---------------------
 2 files changed, 14 insertions(+), 22 deletions(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index df96c608b6..2991d99299 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -1,7 +1,7 @@
 # library requirements
 asciitree==0.3.3
 fasteners==0.19
-numcodecs==0.12.1
+numcodecs==0.13.0
 msgpack-python==0.5.6
 setuptools-scm==8.1.0
 # test requirements
diff --git a/zarr/tests/test_meta.py b/zarr/tests/test_meta.py
index 7b7d526476..57ab9a0781 100644
--- a/zarr/tests/test_meta.py
+++ b/zarr/tests/test_meta.py
@@ -282,36 +282,28 @@ def test_encode_decode_array_dtype_shape_v3(cname):
         fill_value=None,
         chunk_memory_layout="C",
     )
-
-    meta_json = (
-        """{
+    meta_expected = {
         "attributes": {},
-        "chunk_grid": {
-            "chunk_shape": [10],
-            "separator": "/",
-            "type": "regular"
-        },
+        "chunk_grid": {"chunk_shape": [10], "separator": "/", "type": "regular"},
         "chunk_memory_layout": "C",
         "compressor": {
-        """
-        + f"""
-        "codec": "https://purl.org/zarr/spec/codec/{cname}/1.0",
-        """
-        + """
-            "configuration": {
-                "level": 1
-            }
+            "codec": f"https://purl.org/zarr/spec/codec/{cname}/1.0",
+            "configuration": {"level": 1},
         },
         "data_type": "<f8",
         "extensions": [],
-        "fill_value": null,
-        "shape": [100, 10, 10 ]
-    }"""
-    )
+        "fill_value": None,
+        "shape": [100, 10, 10],
+    }
+
+    if cname == "zstd":
+        meta_expected["compressor"]["configuration"]["checksum"] = False
+
+    meta_expected_json = json.dumps(meta_expected)
 
     # test encoding
     meta_enc = Metadata3.encode_array_metadata(meta)
-    assert_json_equal(meta_json, meta_enc)
+    assert_json_equal(meta_enc, meta_expected_json)
 
     # test decoding
     meta_dec = Metadata3.decode_array_metadata(meta_enc)

From d1b92b5a99562848c2e27622d016fd9ce8b2adae Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 26 Aug 2024 12:56:20 -0700
Subject: [PATCH 0636/1078] fix: numpy 1.24 compat for Array.__array__ (#2123)

---
 zarr/core.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/zarr/core.py b/zarr/core.py
index 08234e193c..d13da27bc6 100644
--- a/zarr/core.py
+++ b/zarr/core.py
@@ -575,8 +575,8 @@ def __eq__(self, other):
             # store comparison
         )
 
-    def __array__(self, dtype=None, copy=None):
-        return np.array(self[...], dtype=dtype, copy=copy)
+    def __array__(self, *args, **kwargs):
+        return np.array(self[...], *args, **kwargs)
 
     def islice(self, start=None, end=None):
         """

From 61683be6f13775c3b9fa78b433812ec1fac41786 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Mon, 26 Aug 2024 15:06:47 -0500
Subject: [PATCH 0637/1078] Fixed MemoryStore.list_dir (#2117)

* Fixed MemoryStore.list_dir

Ensures that nested children are listed properly.

* fixup s3

* simplify

* Update src/zarr/testing/store.py

Co-authored-by: David Stansby <dstansby@gmail.com>

* fixup tests

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 src/zarr/store/memory.py  | 16 +++++++++++-----
 src/zarr/store/remote.py  |  2 +-
 src/zarr/testing/store.py | 32 ++++++++++++++++++++++++++++++--
 3 files changed, 42 insertions(+), 8 deletions(-)

diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 999d750755..117fd69ec0 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -114,9 +114,15 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
 
         if prefix == "":
             keys_unique = set(k.split("/")[0] for k in self._store_dict.keys())
-            for key in keys_unique:
-                yield key
         else:
-            for key in self._store_dict:
-                if key.startswith(prefix + "/") and key != prefix:
-                    yield key.removeprefix(prefix + "/").split("/")[0]
+            # Our dictionary doesn't contain directory markers, but we want to include
+            # a pseudo directory when there's a nested item and we're listing an
+            # intermediate level.
+            keys_unique = {
+                key.removeprefix(prefix + "/").split("/")[0]
+                for key in self._store_dict
+                if key.startswith(prefix + "/") and key != prefix
+            }
+
+        for key in keys_unique:
+            yield key
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index f5ea694b0a..83393e4dac 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -202,7 +202,7 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         except FileNotFoundError:
             return
         for onefile in (a.replace(prefix + "/", "") for a in allfiles):
-            yield onefile
+            yield onefile.removeprefix(self.path).removeprefix("/")
 
     async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
         for onefile in await self._fs._ls(prefix, detail=False):
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index ebef4824f7..11978b4121 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -191,9 +191,17 @@ async def test_list_dir(self, store: S) -> None:
         assert out == []
         assert [k async for k in store.list_dir("foo")] == []
         await store.set("foo/zarr.json", Buffer.from_bytes(b"bar"))
-        await store.set("foo/c/1", Buffer.from_bytes(b"\x01"))
+        await store.set("group-0/zarr.json", Buffer.from_bytes(b"\x01"))  # group
+        await store.set("group-0/group-1/zarr.json", Buffer.from_bytes(b"\x01"))  # group
+        await store.set("group-0/group-1/a1/zarr.json", Buffer.from_bytes(b"\x01"))
+        await store.set("group-0/group-1/a2/zarr.json", Buffer.from_bytes(b"\x01"))
+        await store.set("group-0/group-1/a3/zarr.json", Buffer.from_bytes(b"\x01"))
 
-        keys_expected = ["zarr.json", "c"]
+        keys_expected = ["foo", "group-0"]
+        keys_observed = [k async for k in store.list_dir("")]
+        assert set(keys_observed) == set(keys_expected)
+
+        keys_expected = ["zarr.json"]
         keys_observed = [k async for k in store.list_dir("foo")]
 
         assert len(keys_observed) == len(keys_expected), keys_observed
@@ -202,3 +210,23 @@ async def test_list_dir(self, store: S) -> None:
         keys_observed = [k async for k in store.list_dir("foo/")]
         assert len(keys_expected) == len(keys_observed), keys_observed
         assert set(keys_observed) == set(keys_expected), keys_observed
+
+        keys_observed = [k async for k in store.list_dir("group-0")]
+        keys_expected = ["zarr.json", "group-1"]
+
+        assert len(keys_observed) == len(keys_expected), keys_observed
+        assert set(keys_observed) == set(keys_expected), keys_observed
+
+        keys_observed = [k async for k in store.list_dir("group-0/")]
+        assert len(keys_expected) == len(keys_observed), keys_observed
+        assert set(keys_observed) == set(keys_expected), keys_observed
+
+        keys_observed = [k async for k in store.list_dir("group-0/group-1")]
+        keys_expected = ["zarr.json", "a1", "a2", "a3"]
+
+        assert len(keys_observed) == len(keys_expected), keys_observed
+        assert set(keys_observed) == set(keys_expected), keys_observed
+
+        keys_observed = [k async for k in store.list_dir("group-0/group-1")]
+        assert len(keys_expected) == len(keys_observed), keys_observed
+        assert set(keys_observed) == set(keys_expected), keys_observed

From 2e928b145c5ffdb088c9973641d71ac2937e5e49 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 26 Aug 2024 14:32:22 -0700
Subject: [PATCH 0638/1078] Deprecate N5Store (#2103)

* deprecate(n5): add deprecation warning to N5Store

* also deprecate N5FSStore

* docs

* fix doc
---
 docs/release.rst | 11 +++++++++--
 zarr/n5.py       | 22 ++++++++++++++++++++++
 2 files changed, 31 insertions(+), 2 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 697dfde3b8..05110f8ce1 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -28,12 +28,13 @@ Enhancements
 ~~~~~~~~~~~~
 * Added support for creating a copy of data when converting a `zarr.Array`
   to a numpy array.
-  By :user:`David Stansby <dstansby>`
+  By :user:`David Stansby <dstansby>` (:issue:`2106`) and 
+  :user:`Joe Hamman <jhamman>` (:issue:`2123`).
 
 Maintenance
 ~~~~~~~~~~~
 * Removed support for Python 3.9.
-  By :user:`David Stansby <dstansby>`
+  By :user:`David Stansby <dstansby>` (:issue:`2074`).
 
 * Fix a regression when using orthogonal indexing with a scalar.
   By :user:`Deepak Cherian <dcherian>` :issue:`1931`
@@ -41,6 +42,12 @@ Maintenance
 * Added compatibility with numpy 2.1.
   By :user:`David Stansby <dstansby>`
 
+Deprecations
+~~~~~~~~~~~~
+
+* Deprecate :class:`zarr.n5.N5Store` and :class:`zarr.n5.N5FSStore`. These
+  stores are slated to be removed in Zarr Python 3.0.
+  By :user:`Joe Hamman <jhamman>` :issue:`2085`.
 
 .. _release_2.18.2:
 
diff --git a/zarr/n5.py b/zarr/n5.py
index 3d3e9afa26..3bb7093128 100644
--- a/zarr/n5.py
+++ b/zarr/n5.py
@@ -69,8 +69,20 @@ class N5Store(NestedDirectoryStore):
 
     Safe to write in multiple threads or processes.
 
+    .. deprecated:: 2.18.3
+        `N5Store` will be removed in Zarr 3.0.0.
     """
 
+    def __init__(self, *args: Any, **kwargs: Any) -> None:
+        super().__init__(*args, **kwargs)
+        warnings.warn(
+            "The N5Store is deprecated and will be removed in a Zarr-Python version 3, "
+            "see https://github.com/zarr-developers/zarr-python/issues/1274 and "
+            "https://github.com/zarr-developers/n5py for more information.",
+            FutureWarning,
+            stacklevel=2,
+        )
+
     def __getitem__(self, key: str) -> bytes:
         if key.endswith(zarr_group_meta_key):
             key_new = key.replace(zarr_group_meta_key, n5_attrs_key)
@@ -322,6 +334,9 @@ class N5FSStore(FSStore):
     storage, and this procedure requires chunk keys with "." separated
     dimensions, hence the Zarr arrays targeting N5 have the deceptive
     "." dimension separator.
+
+    .. deprecated:: 2.18.3
+        `N5FSStore` will be removed in Zarr 3.0.0.
     """
 
     _array_meta_key = "attributes.json"
@@ -329,6 +344,13 @@ class N5FSStore(FSStore):
     _attrs_key = "attributes.json"
 
     def __init__(self, *args, **kwargs):
+        warnings.warn(
+            "The N5FSStore is deprecated and will be removed in a Zarr-Python version 3, "
+            "see https://github.com/zarr-developers/zarr-python/issues/1274 and "
+            "https://github.com/zarr-developers/n5py for more information.",
+            FutureWarning,
+            stacklevel=2,
+        )
         if "dimension_separator" in kwargs:
             kwargs.pop("dimension_separator")
             warnings.warn(

From 5bf57bd7492159823f83937fc7ccab2fdb61eeb5 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Mon, 26 Aug 2024 23:31:38 +0100
Subject: [PATCH 0639/1078] Run tests on numpy 1.23 (#2124)

---
 .github/workflows/python-package.yml | 2 --
 1 file changed, 2 deletions(-)

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 61124b8e8e..f50fa7d9e0 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -18,8 +18,6 @@ jobs:
         python-version: ['3.10', '3.11', '3.12']
         numpy_version: ['>=1.24.0', '==1.23.*']
         exclude:
-          - python-version: '3.10'
-            numpy_version: '==1.23.*'
           - python-version: '3.11'
             numpy_version: '==1.23.*'
           - python-version: '3.12'

From 9e0b5e88d9473fb3403a9cb35eff0526a75197cb Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 27 Aug 2024 17:37:09 +0100
Subject: [PATCH 0640/1078] Bump the requirements group across 1 directory with
 3 updates (#2129)

Bumps the requirements group with 3 updates in the / directory: [numpy](https://github.com/numpy/numpy), [ipywidgets](https://github.com/jupyter-widgets/ipywidgets) and [azure-storage-blob](https://github.com/Azure/azure-sdk-for-python).


Updates `numpy` from 2.0.1 to 2.1.0
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v2.0.1...v2.1.0)

Updates `ipywidgets` from 8.1.3 to 8.1.5
- [Release notes](https://github.com/jupyter-widgets/ipywidgets/releases)
- [Commits](https://github.com/jupyter-widgets/ipywidgets/compare/8.1.3...8.1.5)

Updates `azure-storage-blob` from 12.16.0 to 12.21.0
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Changelog](https://github.com/Azure/azure-sdk-for-python/blob/main/doc/esrp_release.md)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-storage-blob_12.16.0...azure-storage-blob_12.21.0)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
- dependency-name: ipywidgets
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
- dependency-name: azure-storage-blob
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt    | 2 +-
 requirements_dev_optional.txt | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index d53ec456a7..6423997a29 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==2.0.1
+numpy==2.1.0
diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 87c9538a3c..9d75d78e44 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -3,11 +3,11 @@
 lmdb==1.5.1; sys_platform != 'win32'
 # optional library requirements for Jupyter
 ipytree==0.2.2
-ipywidgets==8.1.3
+ipywidgets==8.1.5
 # optional library requirements for services
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
-azure-storage-blob==12.16.0 # pyup: ignore
+azure-storage-blob==12.21.0 # pyup: ignore
 redis==5.0.8
 types-redis
 types-setuptools

From cc2cdeeccca4a0db2adf4bcde0b7f91b2100bbec Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 27 Aug 2024 10:10:37 -0700
Subject: [PATCH 0641/1078] chore: bump minimum numpy version to 1.24 (#2127)

* chore: bump minimum version to 1.24

* Update .github/workflows/python-package.yml
---
 .github/workflows/python-package.yml | 8 +++-----
 docs/release.rst                     | 5 ++++-
 pyproject.toml                       | 2 +-
 3 files changed, 8 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index f50fa7d9e0..76ae9f982e 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -16,12 +16,10 @@ jobs:
     strategy:
       matrix:
         python-version: ['3.10', '3.11', '3.12']
-        numpy_version: ['>=1.24.0', '==1.23.*']
+        numpy_version: ['>=2.1', '==1.24.*']
         exclude:
-          - python-version: '3.11'
-            numpy_version: '==1.23.*'
           - python-version: '3.12'
-            numpy_version: '==1.23.*'
+            numpy_version: '==1.24.*'
     services:
       redis:
         image: redis
@@ -61,7 +59,7 @@ jobs:
         conda activate zarr-env
         python -m pip install --upgrade pip
         python -m pip install -U pip setuptools wheel line_profiler
-        python -m pip install -rrequirements_dev_minimal.txt numpy${{matrix.numpy_version}} -rrequirements_dev_optional.txt pymongo redis
+        python -m pip install -r requirements_dev_minimal.txt numpy${{matrix.numpy_version}} -r requirements_dev_optional.txt pymongo redis
         python -m pip install -e .
         python -m pip freeze
     - name: Tests
diff --git a/docs/release.rst b/docs/release.rst
index 05110f8ce1..69616d6052 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -39,9 +39,12 @@ Maintenance
 * Fix a regression when using orthogonal indexing with a scalar.
   By :user:`Deepak Cherian <dcherian>` :issue:`1931`
 
-* Added compatibility with numpy 2.1.
+* Added compatibility with NumPy 2.1.
   By :user:`David Stansby <dstansby>`
 
+* Bump minimum NumPy version to 1.24.
+  :user:`Joe Hamman <jhamman>` (:issue:`2127`).
+
 Deprecations
 ~~~~~~~~~~~~
 
diff --git a/pyproject.toml b/pyproject.toml
index da5fb34d89..ec06b63a96 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,7 +13,7 @@ maintainers = [
 requires-python = ">=3.10"
 dependencies = [
     'asciitree',
-    'numpy>=1.23',
+    'numpy>=1.24',
     'fasteners; sys_platform != "emscripten"',
     'numcodecs>=0.10.0',
 ]

From 0095ee62b662870b470eec1aa0da44f0b918a476 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Thu, 29 Aug 2024 06:25:43 -0500
Subject: [PATCH 0642/1078] Feature/recursive members (#2118)

* Fixed MemoryStore.list_dir

Ensures that nested children are listed properly.

* fixup s3

* recursive Group.members

This PR adds a recursive=True flag to Group.members, for recursively
listing the members of some hierarhcy.

This is useful for Consolidated Metadata, which needs to recursively
inspect children. IMO, it's useful (and simple) enough to include
in the public API.

* trigger ci

* fixed datetime serialization

* fixup

* fixed invalid escape sequence

* fixup

* max_depth

* max_depth=None
---
 src/zarr/core/group.py            | 70 +++++++++++++++++++++++----
 src/zarr/core/metadata.py         | 22 ++++++---
 src/zarr/testing/strategies.py    | 10 +++-
 tests/v3/test_group.py            | 78 +++++++++++++++++++++++++++++--
 tests/v3/test_metadata/test_v3.py | 23 +++++++++
 tests/v3/test_properties.py       | 10 ++++
 6 files changed, 191 insertions(+), 22 deletions(-)

diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 86d27e3a97..2c26cac3b1 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -424,21 +424,59 @@ async def update_attributes(self, new_attributes: dict[str, Any]) -> AsyncGroup:
     def __repr__(self) -> str:
         return f"<AsyncGroup {self.store_path}>"
 
-    async def nmembers(self) -> int:
+    async def nmembers(
+        self,
+        max_depth: int | None = 0,
+    ) -> int:
+        """
+        Count the number of members in this group.
+
+        Parameters
+        ----------
+        max_depth : int, default 0
+            The maximum number of levels of the hierarchy to include. By
+            default, (``max_depth=0``) only immediate children are included. Set
+            ``max_depth=None`` to include all nodes, and some positive integer
+            to consider children within that many levels of the root Group.
+
+        Returns
+        -------
+        count : int
+        """
         # TODO: consider using aioitertools.builtins.sum for this
         # return await aioitertools.builtins.sum((1 async for _ in self.members()), start=0)
         n = 0
-        async for _ in self.members():
+        async for _ in self.members(max_depth=max_depth):
             n += 1
         return n
 
-    async def members(self) -> AsyncGenerator[tuple[str, AsyncArray | AsyncGroup], None]:
+    async def members(
+        self,
+        max_depth: int | None = 0,
+    ) -> AsyncGenerator[tuple[str, AsyncArray | AsyncGroup], None]:
         """
         Returns an AsyncGenerator over the arrays and groups contained in this group.
         This method requires that `store_path.store` supports directory listing.
 
         The results are not guaranteed to be ordered.
+
+        Parameters
+        ----------
+        max_depth : int, default 0
+            The maximum number of levels of the hierarchy to include. By
+            default, (``max_depth=0``) only immediate children are included. Set
+            ``max_depth=None`` to include all nodes, and some positive integer
+            to consider children within that many levels of the root Group.
+
         """
+        if max_depth is not None and max_depth < 0:
+            raise ValueError(f"max_depth must be None or >= 0. Got '{max_depth}' instead")
+        async for item in self._members(max_depth=max_depth, current_depth=0):
+            yield item
+
+    async def _members(
+        self, max_depth: int | None, current_depth: int
+    ) -> AsyncGenerator[tuple[str, AsyncArray | AsyncGroup], None]:
         if not self.store_path.store.supports_listing:
             msg = (
                 f"The store associated with this group ({type(self.store_path.store)}) "
@@ -456,7 +494,21 @@ async def members(self) -> AsyncGenerator[tuple[str, AsyncArray | AsyncGroup], N
             if key in _skip_keys:
                 continue
             try:
-                yield (key, await self.getitem(key))
+                obj = await self.getitem(key)
+                yield (key, obj)
+
+                if (
+                    ((max_depth is None) or (current_depth < max_depth))
+                    and hasattr(obj.metadata, "node_type")
+                    and obj.metadata.node_type == "group"
+                ):
+                    # the assert is just for mypy to know that `obj.metadata.node_type`
+                    # implies an AsyncGroup, not an AsyncArray
+                    assert isinstance(obj, AsyncGroup)
+                    async for child_key, val in obj._members(
+                        max_depth=max_depth, current_depth=current_depth + 1
+                    ):
+                        yield "/".join([key, child_key]), val
             except KeyError:
                 # keyerror is raised when `key` names an object (in the object storage sense),
                 # as opposed to a prefix, in the store under the prefix associated with this group
@@ -628,17 +680,15 @@ def update_attributes(self, new_attributes: dict[str, Any]) -> Group:
         self._sync(self._async_group.update_attributes(new_attributes))
         return self
 
-    @property
-    def nmembers(self) -> int:
-        return self._sync(self._async_group.nmembers())
+    def nmembers(self, max_depth: int | None = 0) -> int:
+        return self._sync(self._async_group.nmembers(max_depth=max_depth))
 
-    @property
-    def members(self) -> tuple[tuple[str, Array | Group], ...]:
+    def members(self, max_depth: int | None = 0) -> tuple[tuple[str, Array | Group], ...]:
         """
         Return the sub-arrays and sub-groups of this group as a tuple of (name, array | group)
         pairs
         """
-        _members = self._sync_iter(self._async_group.members())
+        _members = self._sync_iter(self._async_group.members(max_depth=max_depth))
 
         result = tuple(map(lambda kv: (kv[0], _parse_async_node(kv[1])), _members))
         return result
diff --git a/src/zarr/core/metadata.py b/src/zarr/core/metadata.py
index d541e43205..72172a2673 100644
--- a/src/zarr/core/metadata.py
+++ b/src/zarr/core/metadata.py
@@ -256,13 +256,21 @@ def _json_convert(o: Any) -> Any:
             if isinstance(o, np.dtype):
                 return str(o)
             if np.isscalar(o):
-                # convert numpy scalar to python type, and pass
-                # python types through
-                out = getattr(o, "item", lambda: o)()
-                if isinstance(out, complex):
-                    # python complex types are not JSON serializable, so we use the
-                    # serialization defined in the zarr v3 spec
-                    return [out.real, out.imag]
+                out: Any
+                if hasattr(o, "dtype") and o.dtype.kind == "M" and hasattr(o, "view"):
+                    # https://github.com/zarr-developers/zarr-python/issues/2119
+                    # `.item()` on a datetime type might or might not return an
+                    # integer, depending on the value.
+                    # Explicitly cast to an int first, and then grab .item()
+                    out = o.view("i8").item()
+                else:
+                    # convert numpy scalar to python type, and pass
+                    # python types through
+                    out = getattr(o, "item", lambda: o)()
+                    if isinstance(out, complex):
+                        # python complex types are not JSON serializable, so we use the
+                        # serialization defined in the zarr v3 spec
+                        return [out.real, out.imag]
                 return out
             if isinstance(o, Enum):
                 return o.name
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index d2e41c6290..3a460d4fff 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -1,3 +1,4 @@
+import re
 from typing import Any
 
 import hypothesis.extra.numpy as npst
@@ -101,7 +102,14 @@ def arrays(
     root = Group.create(store)
     fill_value_args: tuple[Any, ...] = tuple()
     if nparray.dtype.kind == "M":
-        fill_value_args = ("ns",)
+        m = re.search(r"\[(.+)\]", nparray.dtype.str)
+        if not m:
+            raise ValueError(f"Couldn't find precision for dtype '{nparray.dtype}.")
+
+        fill_value_args = (
+            # e.g. ns, D
+            m.groups()[0],
+        )
 
     a = root.create_array(
         array_path,
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 39921c26d8..eb7b1f30dd 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -88,7 +88,8 @@ def test_group_members(store: MemoryStore | LocalStore, zarr_format: ZarrFormat)
     members_expected["subgroup"] = group.create_group("subgroup")
     # make a sub-sub-subgroup, to ensure that the children calculation doesn't go
     # too deep in the hierarchy
-    _ = members_expected["subgroup"].create_group("subsubgroup")  # type: ignore
+    subsubgroup = members_expected["subgroup"].create_group("subsubgroup")  # type: ignore
+    subsubsubgroup = subsubgroup.create_group("subsubsubgroup")  # type: ignore
 
     members_expected["subarray"] = group.create_array(
         "subarray", shape=(100,), dtype="uint8", chunk_shape=(10,), exists_ok=True
@@ -101,10 +102,25 @@ def test_group_members(store: MemoryStore | LocalStore, zarr_format: ZarrFormat)
     # this creates a directory with a random key in it
     # this should not show up as a member
     sync(store.set(f"{path}/extra_directory/extra_object-2", Buffer.from_bytes(b"000000")))
-    members_observed = group.members
+    members_observed = group.members()
     # members are not guaranteed to be ordered, so sort before comparing
     assert sorted(dict(members_observed)) == sorted(members_expected)
 
+    # partial
+    members_observed = group.members(max_depth=1)
+    members_expected["subgroup/subsubgroup"] = subsubgroup
+    # members are not guaranteed to be ordered, so sort before comparing
+    assert sorted(dict(members_observed)) == sorted(members_expected)
+
+    # total
+    members_observed = group.members(max_depth=None)
+    members_expected["subgroup/subsubgroup/subsubsubgroup"] = subsubsubgroup
+    # members are not guaranteed to be ordered, so sort before comparing
+    assert sorted(dict(members_observed)) == sorted(members_expected)
+
+    with pytest.raises(ValueError, match="max_depth"):
+        members_observed = group.members(max_depth=-1)
+
 
 def test_group(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
     """
@@ -349,7 +365,8 @@ def test_group_create_array(
     if method == "create_array":
         array = group.create_array(name="array", shape=shape, dtype=dtype, data=data)
     elif method == "array":
-        array = group.array(name="array", shape=shape, dtype=dtype, data=data)
+        with pytest.warns(DeprecationWarning):
+            array = group.array(name="array", shape=shape, dtype=dtype, data=data)
     else:
         raise AssertionError
 
@@ -358,7 +375,7 @@ def test_group_create_array(
             with pytest.raises(ContainsArrayError):
                 group.create_array(name="array", shape=shape, dtype=dtype, data=data)
         elif method == "array":
-            with pytest.raises(ContainsArrayError):
+            with pytest.raises(ContainsArrayError), pytest.warns(DeprecationWarning):
                 group.array(name="array", shape=shape, dtype=dtype, data=data)
     assert array.shape == shape
     assert array.dtype == np.dtype(dtype)
@@ -653,3 +670,56 @@ async def test_asyncgroup_update_attributes(
 
     agroup_new_attributes = await agroup.update_attributes(attributes_new)
     assert agroup_new_attributes.attrs == attributes_new
+
+
+async def test_group_members_async(store: LocalStore | MemoryStore):
+    group = AsyncGroup(
+        GroupMetadata(),
+        store_path=StorePath(store=store, path="root"),
+    )
+    a0 = await group.create_array("a0", (1,))
+    g0 = await group.create_group("g0")
+    a1 = await g0.create_array("a1", (1,))
+    g1 = await g0.create_group("g1")
+    a2 = await g1.create_array("a2", (1,))
+    g2 = await g1.create_group("g2")
+
+    # immediate children
+    children = sorted([x async for x in group.members()], key=lambda x: x[0])
+    assert children == [
+        ("a0", a0),
+        ("g0", g0),
+    ]
+
+    nmembers = await group.nmembers()
+    assert nmembers == 2
+
+    # partial
+    children = sorted([x async for x in group.members(max_depth=1)], key=lambda x: x[0])
+    expected = [
+        ("a0", a0),
+        ("g0", g0),
+        ("g0/a1", a1),
+        ("g0/g1", g1),
+    ]
+    assert children == expected
+    nmembers = await group.nmembers(max_depth=1)
+    assert nmembers == 4
+
+    # all children
+    all_children = sorted([x async for x in group.members(max_depth=None)], key=lambda x: x[0])
+    expected = [
+        ("a0", a0),
+        ("g0", g0),
+        ("g0/a1", a1),
+        ("g0/g1", g1),
+        ("g0/g1/a2", a2),
+        ("g0/g1/g2", g2),
+    ]
+    assert all_children == expected
+
+    nmembers = await group.nmembers(max_depth=None)
+    assert nmembers == 6
+
+    with pytest.raises(ValueError, match="max_depth"):
+        [x async for x in group.members(max_depth=-1)]
diff --git a/tests/v3/test_metadata/test_v3.py b/tests/v3/test_metadata/test_v3.py
index eedcdf6234..1a0c5b94d7 100644
--- a/tests/v3/test_metadata/test_v3.py
+++ b/tests/v3/test_metadata/test_v3.py
@@ -1,10 +1,12 @@
 from __future__ import annotations
 
+import json
 import re
 from typing import TYPE_CHECKING, Literal
 
 from zarr.abc.codec import Codec
 from zarr.codecs.bytes import BytesCodec
+from zarr.core.buffer import default_buffer_prototype
 from zarr.core.chunk_key_encodings import DefaultChunkKeyEncoding, V2ChunkKeyEncoding
 
 if TYPE_CHECKING:
@@ -230,3 +232,24 @@ def test_metadata_to_dict(
         observed.pop("chunk_key_encoding")
         expected.pop("chunk_key_encoding")
     assert observed == expected
+
+
+@pytest.mark.parametrize("fill_value", [-1, 0, 1, 2932897])
+@pytest.mark.parametrize("precision", ["ns", "D"])
+async def test_datetime_metadata(fill_value: int, precision: str):
+    metadata_dict = {
+        "zarr_format": 3,
+        "node_type": "array",
+        "shape": (1,),
+        "chunk_grid": {"name": "regular", "configuration": {"chunk_shape": (1,)}},
+        "data_type": f"<M8[{precision}]",
+        "chunk_key_encoding": {"name": "default", "separator": "."},
+        "codecs": (),
+        "fill_value": np.datetime64(fill_value, precision),
+    }
+    metadata = ArrayV3Metadata.from_dict(metadata_dict)
+    # ensure there isn't a TypeError here.
+    d = metadata.to_buffer_dict(default_buffer_prototype())
+
+    result = json.loads(d["zarr.json"].to_bytes())
+    assert result["fill_value"] == fill_value
diff --git a/tests/v3/test_properties.py b/tests/v3/test_properties.py
index 9204cdc523..c978187cf1 100644
--- a/tests/v3/test_properties.py
+++ b/tests/v3/test_properties.py
@@ -18,6 +18,11 @@ def test_roundtrip(data):
 
 
 @given(data=st.data())
+# The filter warning here is to silence an occasional warning in NDBuffer.all_equal
+# See https://github.com/zarr-developers/zarr-python/pull/2118#issuecomment-2310280899
+# Uncomment the next line to reproduce the original failure.
+# @reproduce_failure('6.111.2', b'AXicY2FgZGRAB/8/ndR2z7nkDZEDADWpBL4=')
+@pytest.mark.filterwarnings("ignore::RuntimeWarning")
 def test_basic_indexing(data):
     zarray = data.draw(arrays())
     nparray = zarray[:]
@@ -32,6 +37,11 @@ def test_basic_indexing(data):
 
 
 @given(data=st.data())
+# The filter warning here is to silence an occasional warning in NDBuffer.all_equal
+# See https://github.com/zarr-developers/zarr-python/pull/2118#issuecomment-2310280899
+# Uncomment the next line to reproduce the original failure.
+# @reproduce_failure('6.111.2', b'AXicY2FgZGRAB/8/eLmF7qr/C5EDADZUBRM=')
+@pytest.mark.filterwarnings("ignore::RuntimeWarning")
 def test_vindex(data):
     zarray = data.draw(arrays())
     nparray = zarray[:]

From cb2c669526c4ba78a8b2f077de9f3cdbc356e56a Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Thu, 29 Aug 2024 13:12:17 +0100
Subject: [PATCH 0643/1078] Remove un-needed package installs in CI (#2095)

---
 .github/workflows/python-package.yml  | 5 ++---
 .github/workflows/windows-testing.yml | 3 +--
 2 files changed, 3 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 76ae9f982e..b1be7e425d 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -50,7 +50,7 @@ jobs:
     - name: Create Conda environment with the rights deps
       shell: "bash -l {0}"
       run: |
-        conda create -n zarr-env python==${{matrix.python-version}} bsddb3 numcodecs lmdb pip nodejs flake8 mypy
+        conda create -n zarr-env python==${{matrix.python-version}} bsddb3 pip nodejs
         conda activate zarr-env
         npm install -g azurite
     - name: Install dependencies
@@ -58,8 +58,7 @@ jobs:
       run: |
         conda activate zarr-env
         python -m pip install --upgrade pip
-        python -m pip install -U pip setuptools wheel line_profiler
-        python -m pip install -r requirements_dev_minimal.txt numpy${{matrix.numpy_version}} -r requirements_dev_optional.txt pymongo redis
+        python -m pip install -r requirements_dev_minimal.txt numpy${{matrix.numpy_version}} -r requirements_dev_optional.txt line_profiler pymongo redis
         python -m pip install -e .
         python -m pip freeze
     - name: Tests
diff --git a/.github/workflows/windows-testing.yml b/.github/workflows/windows-testing.yml
index ab86831aae..1e22fec6d1 100644
--- a/.github/workflows/windows-testing.yml
+++ b/.github/workflows/windows-testing.yml
@@ -31,13 +31,12 @@ jobs:
       - name: Create Conda environment with the rights deps
         shell: bash -l {0}
         run: |
-          conda create -n zarr-env python==${{matrix.python-version}} numcodecs pip nodejs
+          conda create -n zarr-env python==${{matrix.python-version}} pip nodejs
       - name: Install dependencies
         shell: bash -l {0}
         run: |
           conda activate zarr-env
           python -m pip install --upgrade pip
-          python -m pip install -U pip setuptools wheel
           python -m pip install -r requirements_dev_numpy.txt -r requirements_dev_minimal.txt -r requirements_dev_optional.txt
           python -m pip install .
           python -m pip freeze

From b1f26c072b13c2a8853c5f88285725101890d385 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Thu, 29 Aug 2024 13:21:37 +0100
Subject: [PATCH 0644/1078] Fix dtype type error (#2136)

---
 src/zarr/core/metadata.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/core/metadata.py b/src/zarr/core/metadata.py
index 72172a2673..d7ee34f22c 100644
--- a/src/zarr/core/metadata.py
+++ b/src/zarr/core/metadata.py
@@ -572,7 +572,7 @@ def parse_fill_value_v2(fill_value: Any, dtype: np.dtype[Any]) -> Any:
     | np.dtypes.Int16DType
     | np.dtypes.Int32DType
     | np.dtypes.Int64DType
-    | np.dtypes.UByteDType
+    | np.dtypes.UInt8DType
     | np.dtypes.UInt16DType
     | np.dtypes.UInt32DType
     | np.dtypes.UInt64DType

From 6ea9997f61feee5e81f12986133e37c4897a57f9 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.augspurger88@gmail.com>
Date: Fri, 30 Aug 2024 08:35:48 -0500
Subject: [PATCH 0645/1078] mypy fixes for NumPy 2.1.0 (#2139)

* mypy fixes for NumPy 2.1.0

This includes some fixes to get mypy type checks passing.

* fixup

* Update src/zarr/codecs/crc32c_.py

Co-authored-by: David Stansby <dstansby@gmail.com>

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 .pre-commit-config.yaml     |  2 +-
 src/zarr/codecs/crc32c_.py  |  8 +++++---
 src/zarr/codecs/sharding.py |  6 ++++--
 src/zarr/core/metadata.py   | 16 ++++++++++++++--
 4 files changed, 24 insertions(+), 8 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index d17b765548..dbb6634129 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -22,7 +22,7 @@ repos:
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.11.1
+    rev: v1.11.2
     hooks:
       - id: mypy
         files: src
diff --git a/src/zarr/codecs/crc32c_.py b/src/zarr/codecs/crc32c_.py
index d40b95ef0c..a519c1ba79 100644
--- a/src/zarr/codecs/crc32c_.py
+++ b/src/zarr/codecs/crc32c_.py
@@ -1,9 +1,10 @@
 from __future__ import annotations
 
 from dataclasses import dataclass
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, cast
 
 import numpy as np
+import typing_extensions
 from crc32c import crc32c
 
 from zarr.abc.codec import BytesBytesCodec
@@ -37,7 +38,8 @@ async def _decode_single(
         crc32_bytes = data[-4:]
         inner_bytes = data[:-4]
 
-        computed_checksum = np.uint32(crc32c(inner_bytes)).tobytes()
+        # Need to do a manual cast until https://github.com/numpy/numpy/issues/26783 is resolved
+        computed_checksum = np.uint32(crc32c(cast(typing_extensions.Buffer, inner_bytes))).tobytes()
         stored_checksum = bytes(crc32_bytes)
         if computed_checksum != stored_checksum:
             raise ValueError(
@@ -52,7 +54,7 @@ async def _encode_single(
     ) -> Buffer | None:
         data = chunk_bytes.as_numpy_array()
         # Calculate the checksum and "cast" it to a numpy array
-        checksum = np.array([crc32c(data)], dtype=np.uint32)
+        checksum = np.array([crc32c(cast(typing_extensions.Buffer, data))], dtype=np.uint32)
         # Append the checksum (as bytes) to the data
         return chunk_spec.prototype.buffer.from_array_like(np.append(data, checksum.view("b")))
 
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index fa706f57c7..9eb8e2ffb3 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -5,7 +5,7 @@
 from enum import Enum
 from functools import lru_cache
 from operator import itemgetter
-from typing import TYPE_CHECKING, Any, NamedTuple
+from typing import TYPE_CHECKING, Any, NamedTuple, cast
 
 import numpy as np
 import numpy.typing as npt
@@ -101,7 +101,9 @@ class _ShardIndex(NamedTuple):
 
     @property
     def chunks_per_shard(self) -> ChunkCoords:
-        return self.offsets_and_lengths.shape[0:-1]
+        result = tuple(self.offsets_and_lengths.shape[0:-1])
+        # The cast is required until https://github.com/numpy/numpy/pull/27211 is merged
+        return cast(ChunkCoords, result)
 
     def _localize_chunk(self, chunk_coords: ChunkCoords) -> ChunkCoords:
         return tuple(
diff --git a/src/zarr/core/metadata.py b/src/zarr/core/metadata.py
index d7ee34f22c..d25559cd53 100644
--- a/src/zarr/core/metadata.py
+++ b/src/zarr/core/metadata.py
@@ -602,9 +602,21 @@ def parse_fill_value_v3(fill_value: Any, dtype: FLOAT_DTYPE) -> FLOAT: ...
 def parse_fill_value_v3(fill_value: Any, dtype: COMPLEX_DTYPE) -> COMPLEX: ...
 
 
+@overload
+def parse_fill_value_v3(fill_value: Any, dtype: np.dtype[Any]) -> Any:
+    # This dtype[Any] is unfortunately necessary right now.
+    # See https://github.com/zarr-developers/zarr-python/issues/2131#issuecomment-2318010899
+    # for more details, but `dtype` here (which comes from `parse_dtype`)
+    # is np.dtype[Any].
+    #
+    # If you want the specialized types rather than Any, you need to use `np.dtypes.<dtype>`
+    # rather than np.dtypes(<type>)
+    ...
+
+
 def parse_fill_value_v3(
-    fill_value: Any, dtype: BOOL_DTYPE | INTEGER_DTYPE | FLOAT_DTYPE | COMPLEX_DTYPE
-) -> BOOL | INTEGER | FLOAT | COMPLEX:
+    fill_value: Any, dtype: BOOL_DTYPE | INTEGER_DTYPE | FLOAT_DTYPE | COMPLEX_DTYPE | np.dtype[Any]
+) -> BOOL | INTEGER | FLOAT | COMPLEX | Any:
     """
     Parse `fill_value`, a potential fill value, into an instance of `dtype`, a data type.
     If `fill_value` is `None`, then this function will return the result of casting the value 0

From 2f9cf22a08f285c8760f41dc92892b1f7c87fba9 Mon Sep 17 00:00:00 2001
From: Akshay Subramaniam <6964110+akshaysubr@users.noreply.github.com>
Date: Fri, 30 Aug 2024 07:10:42 -0700
Subject: [PATCH 0646/1078] Initial GPU support (#1967)

* Initial implementation of a GPU version of Buffer and NDBuffer

* Adding cupy as an optional dependency

* Adding GPU prototype test

* Adding GPU memory store implementation

* Addressing comments

* Making GpuMemoryStore tests conditional on cupy being available

* Adding test checking that existing host memory codecs use the gpu_buffer_prototype appropriately

* Reducing code and docs duplication

* Formatting

* Fixing silent rebase conflicts

* Reducing code duplication in GpuMemoryStore

* Refactoring to an abstract Buffer class and concrete CPU and GPU implementations of those

* Templating store tests on Buffer type

* Changing imports to prevent circular dependencies

* Fixing unsafe calls to Buffer abstract methods in metadata.py and group.py

* Preventing calls to abstract classmethods of Buffer and NDBuffer

* Fixing some more unsafe usage of Buffer abstract class

* Initial testing with cirun based GPU CI

* Reverting to basic ubuntu machine image on GCP

* Switching to cuda image from the docker registry

* Revert "Switching to cuda image from the docker registry"

This reverts commit d473a3dd58405596b89e1a2276566596dd38de8b.

* Revert "Reverting to basic ubuntu machine image on GCP"

This reverts commit e5cfd2fa7c5b2f1a12b2d5952ac3d4ebc22a28f0.

* Revert "Initial testing with cirun based GPU CI"

This reverts commit ff40d3cca51e458752409f76b6f6ad71923200bf.

* Adding pytest mark for GPU tests

* Updating GPU memory store test with gpu mark

* Adding GPU workflow that only runs GPU tests

* Formatting

* Fixing mypy errors in buffer code

* Fixing errors in test_buffer.py

* Fixing errors in test_buffer.py

* Fixing store test errors

* Fixing stateful store test

* Fixing config test

* Fixing group tests

* Fixing indexing tests

* Manually installing cupy in the GPU workflow

* Ablating GPU test matrix and adding gpu optional dependencies to the hatch dependency list

* Adding some more logging to debug GPU test failures

* Adding GA step to install the CUDA toolkit

* Adding a separate gputest hatch environment to simplify GPU testing

* Fixing error in cuda-toolkit step

* Downgrading to CUDA 12.4.1 in cuda-toolkit GA

* Trying manual install of the CUDA toolkit

* Updating environment variables with CUDA installation

* Removing PATH env and setting it only through GITHUB_PATH

* Fixing issue from merge conflict

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 .github/workflows/gpu_test.yml              |  66 ++++++
 pyproject.toml                              |  35 ++-
 src/zarr/codecs/blosc.py                    |   3 +-
 src/zarr/codecs/gzip.py                     |   3 +-
 src/zarr/codecs/zstd.py                     |   3 +-
 src/zarr/core/array.py                      |  13 +-
 src/zarr/core/buffer/__init__.py            |  19 ++
 src/zarr/core/{buffer.py => buffer/core.py} | 116 +++++-----
 src/zarr/core/buffer/cpu.py                 | 227 ++++++++++++++++++++
 src/zarr/core/buffer/gpu.py                 | 217 +++++++++++++++++++
 src/zarr/core/config.py                     |   4 +-
 src/zarr/store/memory.py                    |  38 +++-
 src/zarr/testing/buffer.py                  |   6 +-
 src/zarr/testing/store.py                   |  36 ++--
 src/zarr/testing/utils.py                   |  22 ++
 tests/v3/conftest.py                        |   3 +
 tests/v3/test_buffer.py                     |  69 +++++-
 tests/v3/test_config.py                     |   4 +-
 tests/v3/test_group.py                      |  13 +-
 tests/v3/test_indexing.py                   |   8 +-
 tests/v3/test_store/test_local.py           |   7 +-
 tests/v3/test_store/test_memory.py          |  43 +++-
 tests/v3/test_store/test_remote.py          |   9 +-
 tests/v3/test_store/test_stateful_store.py  |   4 +-
 24 files changed, 853 insertions(+), 115 deletions(-)
 create mode 100644 .github/workflows/gpu_test.yml
 create mode 100644 src/zarr/core/buffer/__init__.py
 rename src/zarr/core/{buffer.py => buffer/core.py} (84%)
 create mode 100644 src/zarr/core/buffer/cpu.py
 create mode 100644 src/zarr/core/buffer/gpu.py

diff --git a/.github/workflows/gpu_test.yml b/.github/workflows/gpu_test.yml
new file mode 100644
index 0000000000..e0be897532
--- /dev/null
+++ b/.github/workflows/gpu_test.yml
@@ -0,0 +1,66 @@
+# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
+# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
+
+name: GPU Test V3
+
+on:
+  push:
+    branches: [ v3 ]
+  pull_request:
+    branches: [ v3 ]
+  workflow_dispatch:
+
+env:
+  LD_LIBRARY_PATH: /usr/local/cuda/extras/CUPTI/lib64:/usr/local/cuda/lib64
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  test:
+    name: py=${{ matrix.python-version }}, np=${{ matrix.numpy-version }}, deps=${{ matrix.dependency-set }}
+
+    runs-on: gpu-runner
+    strategy:
+      matrix:
+        python-version: ['3.11']
+        numpy-version: ['2.0']
+        dependency-set: ["minimal"]
+
+    steps:
+    - uses: actions/checkout@v4
+    # - name: cuda-toolkit
+    #   uses: Jimver/cuda-toolkit@v0.2.16
+    #   id: cuda-toolkit
+    #   with:
+    #     cuda: '12.4.1'
+    - name: Set up CUDA
+      run: |
+        wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/cuda-keyring_1.1-1_all.deb
+        sudo dpkg -i cuda-keyring_1.1-1_all.deb
+        sudo apt-get update
+        sudo apt-get -y install cuda-toolkit-12-6
+        echo "/usr/local/cuda/bin" >> $GITHUB_PATH
+    - name: GPU check
+      run: |
+        nvidia-smi
+        echo $PATH
+        echo $LD_LIBRARY_PATH
+        nvcc -V
+    - name: Set up Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: ${{ matrix.python-version }}
+        cache: 'pip'
+    - name: Install Hatch and CuPy
+      run: |
+        python -m pip install --upgrade pip 
+        pip install hatch
+    - name: Set Up Hatch Env
+      run: |
+        hatch env create gputest.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }}
+        hatch env run -e gputest.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} list-env
+    - name: Run Tests
+      run: |
+        hatch env run --env gputest.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} run-coverage
diff --git a/pyproject.toml b/pyproject.toml
index 197c4aca10..8bee491a82 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -74,6 +74,9 @@ jupyter = [
     'ipytree>=0.2.2',
     'ipywidgets>=8.0.0',
 ]
+gpu = [
+    "cupy-cuda12x",
+]
 docs = [
     'sphinx',
     'sphinx-autobuild>=2021.3.14',
@@ -120,7 +123,7 @@ build.hooks.vcs.version-file = "src/zarr/_version.py"
 [tool.hatch.envs.test]
 dependencies = [
     "numpy~={matrix:numpy}",
-    "universal_pathlib"
+    "universal_pathlib",
 ]
 features = ["test", "extra"]
 
@@ -134,8 +137,34 @@ python = ["3.10", "3.11", "3.12"]
 numpy = ["1.24", "1.26", "2.0"]
 features = ["optional"]
 
+[[tool.hatch.envs.test.matrix]]
+python = ["3.10", "3.11", "3.12"]
+numpy = ["1.24", "1.26", "2.0"]
+features = ["gpu"]
+
 [tool.hatch.envs.test.scripts]
 run-coverage = "pytest --cov-config=pyproject.toml --cov=pkg --cov=tests"
+run-coverage-gpu = "pip install cupy-cuda12x && pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov=tests"
+run = "run-coverage --no-cov"
+run-verbose = "run-coverage --verbose"
+run-mypy = "mypy src"
+run-hypothesis = "pytest --hypothesis-profile ci tests/v3/test_properties.py tests/v3/test_store/test_stateful*"
+list-env = "pip list"
+
+[tool.hatch.envs.gputest]
+dependencies = [
+    "numpy~={matrix:numpy}",
+    "universal_pathlib",
+]
+features = ["test", "extra", "gpu"]
+
+[[tool.hatch.envs.gputest.matrix]]
+python = ["3.10", "3.11", "3.12"]
+numpy = ["1.24", "1.26", "2.0"]
+version = ["minimal"]
+
+[tool.hatch.envs.gputest.scripts]
+run-coverage = "pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov=tests"
 run = "run-coverage --no-cov"
 run-verbose = "run-coverage --verbose"
 run-mypy = "mypy src"
@@ -223,4 +252,8 @@ filterwarnings = [
     "error:::zarr.*",
     "ignore:PY_SSIZE_T_CLEAN will be required.*:DeprecationWarning",
     "ignore:The loop argument is deprecated since Python 3.8.*:DeprecationWarning",
+    "ignore:Creating a zarr.buffer.gpu.*:UserWarning",
+]
+markers = [
+    "gpu: mark a test as requiring CuPy and GPU"
 ]
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index 8e01524992..ffe5a0b6f3 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -10,7 +10,8 @@
 
 from zarr.abc.codec import BytesBytesCodec
 from zarr.core.array_spec import ArraySpec
-from zarr.core.buffer import Buffer, as_numpy_array_wrapper
+from zarr.core.buffer import Buffer
+from zarr.core.buffer.cpu import as_numpy_array_wrapper
 from zarr.core.common import JSON, parse_enum, parse_named_configuration, to_thread
 from zarr.registry import register_codec
 
diff --git a/src/zarr/codecs/gzip.py b/src/zarr/codecs/gzip.py
index bab81a104b..d8d793a965 100644
--- a/src/zarr/codecs/gzip.py
+++ b/src/zarr/codecs/gzip.py
@@ -7,7 +7,8 @@
 
 from zarr.abc.codec import BytesBytesCodec
 from zarr.core.array_spec import ArraySpec
-from zarr.core.buffer import Buffer, as_numpy_array_wrapper
+from zarr.core.buffer import Buffer
+from zarr.core.buffer.cpu import as_numpy_array_wrapper
 from zarr.core.common import JSON, parse_named_configuration, to_thread
 from zarr.registry import register_codec
 
diff --git a/src/zarr/codecs/zstd.py b/src/zarr/codecs/zstd.py
index 92a2665425..fceb49cf2b 100644
--- a/src/zarr/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -9,7 +9,8 @@
 
 from zarr.abc.codec import BytesBytesCodec
 from zarr.core.array_spec import ArraySpec
-from zarr.core.buffer import Buffer, as_numpy_array_wrapper
+from zarr.core.buffer import Buffer
+from zarr.core.buffer.cpu import as_numpy_array_wrapper
 from zarr.core.common import JSON, parse_named_configuration, to_thread
 from zarr.registry import register_codec
 
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 3738b0859b..e7b5709b77 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -512,7 +512,12 @@ async def _set_selection(
 
         # check value shape
         if np.isscalar(value):
-            value = np.asanyarray(value, dtype=self.metadata.dtype)
+            array_like = prototype.buffer.create_zero_length().as_array_like()
+            if isinstance(array_like, np._typing._SupportsArrayFunc):
+                # TODO: need to handle array types that don't support __array_function__
+                # like PyTorch and JAX
+                array_like_ = cast(np._typing._SupportsArrayFunc, array_like)
+            value = np.asanyarray(value, dtype=self.metadata.dtype, like=array_like_)
         else:
             if not hasattr(value, "shape"):
                 value = np.asarray(value, self.metadata.dtype)
@@ -520,7 +525,11 @@ async def _set_selection(
             #     value.shape == indexer.shape
             # ), f"shape of value doesn't match indexer shape. Expected {indexer.shape}, got {value.shape}"
             if not hasattr(value, "dtype") or value.dtype.name != self.metadata.dtype.name:
-                value = np.array(value, dtype=self.metadata.dtype, order="A")
+                if hasattr(value, "astype"):
+                    # Handle things that are already NDArrayLike more efficiently
+                    value = value.astype(dtype=self.metadata.dtype, order="A")
+                else:
+                    value = np.array(value, dtype=self.metadata.dtype, order="A")
         value = cast(NDArrayLike, value)
         # We accept any ndarray like object from the user and convert it
         # to a NDBuffer (or subclass). From this point onwards, we only pass
diff --git a/src/zarr/core/buffer/__init__.py b/src/zarr/core/buffer/__init__.py
new file mode 100644
index 0000000000..b18417b00b
--- /dev/null
+++ b/src/zarr/core/buffer/__init__.py
@@ -0,0 +1,19 @@
+from zarr.core.buffer.core import (
+    ArrayLike,
+    Buffer,
+    BufferPrototype,
+    NDArrayLike,
+    NDBuffer,
+    default_buffer_prototype,
+)
+from zarr.core.buffer.cpu import numpy_buffer_prototype
+
+__all__ = [
+    "ArrayLike",
+    "Buffer",
+    "NDArrayLike",
+    "NDBuffer",
+    "BufferPrototype",
+    "default_buffer_prototype",
+    "numpy_buffer_prototype",
+]
diff --git a/src/zarr/core/buffer.py b/src/zarr/core/buffer/core.py
similarity index 84%
rename from src/zarr/core/buffer.py
rename to src/zarr/core/buffer/core.py
index 50252590dd..6e5d9465cf 100644
--- a/src/zarr/core/buffer.py
+++ b/src/zarr/core/buffer/core.py
@@ -1,7 +1,8 @@
 from __future__ import annotations
 
 import sys
-from collections.abc import Callable, Iterable, Sequence
+from abc import ABC, abstractmethod
+from collections.abc import Iterable, Sequence
 from typing import (
     TYPE_CHECKING,
     Any,
@@ -9,6 +10,7 @@
     NamedTuple,
     Protocol,
     SupportsIndex,
+    cast,
     runtime_checkable,
 )
 
@@ -19,8 +21,6 @@
 from zarr.registry import (
     get_buffer_class,
     get_ndbuffer_class,
-    register_buffer,
-    register_ndbuffer,
 )
 
 if TYPE_CHECKING:
@@ -112,7 +112,7 @@ def check_item_key_is_1d_contiguous(key: Any) -> None:
         raise ValueError("slice must be contiguous")
 
 
-class Buffer:
+class Buffer(ABC):
     """A flat contiguous memory block
 
     We use Buffer throughout Zarr to represent a contiguous block of memory.
@@ -141,6 +141,7 @@ def __init__(self, array_like: ArrayLike):
         self._data = array_like
 
     @classmethod
+    @abstractmethod
     def create_zero_length(cls) -> Self:
         """Create an empty buffer with length zero
 
@@ -148,7 +149,11 @@ def create_zero_length(cls) -> Self:
         -------
             New empty 0-length buffer
         """
-        return cls(np.array([], dtype="b"))
+        if cls is Buffer:
+            raise NotImplementedError("Cannot call abstract method on the abstract class 'Buffer'")
+        return cls(
+            cast(ArrayLike, None)
+        )  # This line will never be reached, but it satisfies the type checker
 
     @classmethod
     def from_array_like(cls, array_like: ArrayLike) -> Self:
@@ -166,6 +171,7 @@ def from_array_like(cls, array_like: ArrayLike) -> Self:
         return cls(array_like)
 
     @classmethod
+    @abstractmethod
     def from_buffer(cls, buffer: Buffer) -> Self:
         """Create a new buffer of an existing Buffer
 
@@ -185,10 +191,20 @@ def from_buffer(cls, buffer: Buffer) -> Self:
         Returns
         -------
             A new buffer representing the content of the input buffer
+
+        Note
+        ----
+        Subclasses of `Buffer` must override this method to implement
+        more optimal conversions that avoid copies where possible
         """
-        return cls.from_array_like(buffer.as_array_like())
+        if cls is Buffer:
+            raise NotImplementedError("Cannot call abstract method on the abstract class 'Buffer'")
+        return cls(
+            cast(ArrayLike, None)
+        )  # This line will never be reached, but it satisfies the type checker
 
     @classmethod
+    @abstractmethod
     def from_bytes(cls, bytes_like: BytesLike) -> Self:
         """Create a new buffer of a bytes-like object (host memory)
 
@@ -201,7 +217,11 @@ def from_bytes(cls, bytes_like: BytesLike) -> Self:
         -------
             New buffer representing `bytes_like`
         """
-        return cls.from_array_like(np.frombuffer(bytes_like, dtype="b"))
+        if cls is Buffer:
+            raise NotImplementedError("Cannot call abstract method on the abstract class 'Buffer'")
+        return cls(
+            cast(ArrayLike, None)
+        )  # This line will never be reached, but it satisfies the type checker
 
     def as_array_like(self) -> ArrayLike:
         """Returns the underlying array (host or device memory) of this buffer
@@ -214,6 +234,7 @@ def as_array_like(self) -> ArrayLike:
         """
         return self._data
 
+    @abstractmethod
     def as_numpy_array(self) -> npt.NDArray[Any]:
         """Returns the buffer as a NumPy array (host memory).
 
@@ -225,7 +246,7 @@ def as_numpy_array(self) -> npt.NDArray[Any]:
         -------
             NumPy array of this buffer (might be a data copy)
         """
-        return np.asanyarray(self._data)
+        ...
 
     def to_bytes(self) -> bytes:
         """Returns the buffer as `bytes` (host memory).
@@ -252,14 +273,10 @@ def __setitem__(self, key: slice, value: Any) -> None:
     def __len__(self) -> int:
         return self._data.size
 
+    @abstractmethod
     def __add__(self, other: Buffer) -> Self:
         """Concatenate two buffers"""
-
-        other_array = other.as_array_like()
-        assert other_array.dtype == np.dtype("b")
-        return self.__class__(
-            np.concatenate((np.asanyarray(self._data), np.asanyarray(other_array)))
-        )
+        ...
 
 
 class NDBuffer:
@@ -293,6 +310,7 @@ def __init__(self, array: NDArrayLike):
         self._data = array
 
     @classmethod
+    @abstractmethod
     def create(
         cls,
         *,
@@ -324,10 +342,13 @@ def create(
         A subclass can overwrite this method to create a ndarray-like object
         other then the default Numpy array.
         """
-        ret = cls(np.empty(shape=tuple(shape), dtype=dtype, order=order))
-        if fill_value is not None:
-            ret.fill(fill_value)
-        return ret
+        if cls is NDBuffer:
+            raise NotImplementedError(
+                "Cannot call abstract method on the abstract class 'NDBuffer'"
+            )
+        return cls(
+            cast(NDArrayLike, None)
+        )  # This line will never be reached, but it satisfies the type checker
 
     @classmethod
     def from_ndarray_like(cls, ndarray_like: NDArrayLike) -> Self:
@@ -345,6 +366,7 @@ def from_ndarray_like(cls, ndarray_like: NDArrayLike) -> Self:
         return cls(ndarray_like)
 
     @classmethod
+    @abstractmethod
     def from_numpy_array(cls, array_like: npt.ArrayLike) -> Self:
         """Create a new buffer of Numpy array-like object
 
@@ -357,7 +379,13 @@ def from_numpy_array(cls, array_like: npt.ArrayLike) -> Self:
         -------
             New buffer representing `array_like`
         """
-        return cls.from_ndarray_like(np.asanyarray(array_like))
+        if cls is NDBuffer:
+            raise NotImplementedError(
+                "Cannot call abstract method on the abstract class 'NDBuffer'"
+            )
+        return cls(
+            cast(NDArrayLike, None)
+        )  # This line will never be reached, but it satisfies the type checker
 
     def as_ndarray_like(self) -> NDArrayLike:
         """Returns the underlying array (host or device memory) of this buffer
@@ -370,6 +398,7 @@ def as_ndarray_like(self) -> NDArrayLike:
         """
         return self._data
 
+    @abstractmethod
     def as_numpy_array(self) -> npt.NDArray[Any]:
         """Returns the buffer as a NumPy array (host memory).
 
@@ -381,7 +410,7 @@ def as_numpy_array(self) -> npt.NDArray[Any]:
         -------
             NumPy array of this buffer (might be a data copy)
         """
-        return np.asanyarray(self._data)
+        ...
 
     @property
     def dtype(self) -> np.dtype[Any]:
@@ -412,13 +441,11 @@ def squeeze(self, axis: tuple[int, ...]) -> Self:
     def astype(self, dtype: npt.DTypeLike, order: Literal["K", "A", "C", "F"] = "K") -> Self:
         return self.__class__(self._data.astype(dtype=dtype, order=order))
 
-    def __getitem__(self, key: Any) -> Self:
-        return self.__class__(np.asanyarray(self._data.__getitem__(key)))
+    @abstractmethod
+    def __getitem__(self, key: Any) -> Self: ...
 
-    def __setitem__(self, key: Any, value: Any) -> None:
-        if isinstance(value, NDBuffer):
-            value = value._data
-        self._data.__setitem__(key, value)
+    @abstractmethod
+    def __setitem__(self, key: Any, value: Any) -> None: ...
 
     def __len__(self) -> int:
         return self._data.__len__()
@@ -439,34 +466,6 @@ def transpose(self, axes: SupportsIndex | Sequence[SupportsIndex] | None) -> Sel
         return self.__class__(self._data.transpose(axes))
 
 
-def as_numpy_array_wrapper(
-    func: Callable[[npt.NDArray[Any]], bytes], buf: Buffer, prototype: BufferPrototype
-) -> Buffer:
-    """Converts the input of `func` to a numpy array and the output back to `Buffer`.
-
-    This function is useful when calling a `func` that only support host memory such
-    as `GZip.decode` and `Blosc.decode`. In this case, use this wrapper to convert
-    the input `buf` to a Numpy array and convert the result back into a `Buffer`.
-
-    Parameters
-    ----------
-    func
-        The callable that will be called with the converted `buf` as input.
-        `func` must return bytes, which will be converted into a `Buffer`
-        before returned.
-    buf
-        The buffer that will be converted to a Numpy array before given as
-        input to `func`.
-    prototype
-        The prototype of the output buffer.
-
-    Returns
-    -------
-        The result of `func` converted to a `Buffer`
-    """
-    return prototype.buffer.from_bytes(func(buf.as_numpy_array()))
-
-
 class BufferPrototype(NamedTuple):
     """Prototype of the Buffer and NDBuffer class
 
@@ -487,12 +486,3 @@ class BufferPrototype(NamedTuple):
 # The default buffer prototype used throughout the Zarr codebase.
 def default_buffer_prototype() -> BufferPrototype:
     return BufferPrototype(buffer=get_buffer_class(), nd_buffer=get_ndbuffer_class())
-
-
-# The numpy prototype used for E.g. when reading the shard index
-def numpy_buffer_prototype() -> BufferPrototype:
-    return BufferPrototype(buffer=Buffer, nd_buffer=NDBuffer)
-
-
-register_buffer(Buffer)
-register_ndbuffer(NDBuffer)
diff --git a/src/zarr/core/buffer/cpu.py b/src/zarr/core/buffer/cpu.py
new file mode 100644
index 0000000000..0953805223
--- /dev/null
+++ b/src/zarr/core/buffer/cpu.py
@@ -0,0 +1,227 @@
+from __future__ import annotations
+
+from collections.abc import Callable, Iterable
+from typing import (
+    TYPE_CHECKING,
+    Any,
+    Literal,
+)
+
+import numpy as np
+import numpy.typing as npt
+
+from zarr.core.buffer import core
+from zarr.core.buffer.core import ArrayLike, NDArrayLike
+from zarr.registry import (
+    register_buffer,
+    register_ndbuffer,
+)
+
+if TYPE_CHECKING:
+    from typing_extensions import Self
+
+    from zarr.core.common import BytesLike
+
+
+class Buffer(core.Buffer):
+    """A flat contiguous memory block
+
+    We use Buffer throughout Zarr to represent a contiguous block of memory.
+
+    A Buffer is backed by a underlying array-like instance that represents
+    the memory. The memory type is unspecified; can be regular host memory,
+    CUDA device memory, or something else. The only requirement is that the
+    array-like instance can be copied/converted to a regular Numpy array
+    (host memory).
+
+    Notes
+    -----
+    This buffer is untyped, so all indexing and sizes are in bytes.
+
+    Parameters
+    ----------
+    array_like
+        array-like object that must be 1-dim, contiguous, and byte dtype.
+    """
+
+    def __init__(self, array_like: ArrayLike):
+        super().__init__(array_like)
+
+    @classmethod
+    def create_zero_length(cls) -> Self:
+        return cls(np.array([], dtype="b"))
+
+    @classmethod
+    def from_buffer(cls, buffer: core.Buffer) -> Self:
+        """Create a new buffer of an existing Buffer
+
+        This is useful if you want to ensure that an existing buffer is
+        of the correct subclass of Buffer. E.g., MemoryStore uses this
+        to return a buffer instance of the subclass specified by its
+        BufferPrototype argument.
+
+        Typically, this only copies data if the data has to be moved between
+        memory types, such as from host to device memory.
+
+        Parameters
+        ----------
+        buffer
+            buffer object.
+
+        Returns
+        -------
+            A new buffer representing the content of the input buffer
+
+        Note
+        ----
+        Subclasses of `Buffer` must override this method to implement
+        more optimal conversions that avoid copies where possible
+        """
+        return cls.from_array_like(buffer.as_numpy_array())
+
+    @classmethod
+    def from_bytes(cls, bytes_like: BytesLike) -> Self:
+        """Create a new buffer of a bytes-like object (host memory)
+
+        Parameters
+        ----------
+        bytes_like
+           bytes-like object
+
+        Returns
+        -------
+            New buffer representing `bytes_like`
+        """
+        return cls.from_array_like(np.frombuffer(bytes_like, dtype="b"))
+
+    def as_numpy_array(self) -> npt.NDArray[Any]:
+        """Returns the buffer as a NumPy array (host memory).
+
+        Notes
+        -----
+        Might have to copy data, consider using `.as_array_like()` instead.
+
+        Returns
+        -------
+            NumPy array of this buffer (might be a data copy)
+        """
+        return np.asanyarray(self._data)
+
+    def __add__(self, other: core.Buffer) -> Self:
+        """Concatenate two buffers"""
+
+        other_array = other.as_array_like()
+        assert other_array.dtype == np.dtype("b")
+        return self.__class__(
+            np.concatenate((np.asanyarray(self._data), np.asanyarray(other_array)))
+        )
+
+
+class NDBuffer(core.NDBuffer):
+    """An n-dimensional memory block
+
+    We use NDBuffer throughout Zarr to represent a n-dimensional memory block.
+
+    A NDBuffer is backed by a underlying ndarray-like instance that represents
+    the memory. The memory type is unspecified; can be regular host memory,
+    CUDA device memory, or something else. The only requirement is that the
+    ndarray-like instance can be copied/converted to a regular Numpy array
+    (host memory).
+
+    Notes
+    -----
+    The two buffer classes Buffer and NDBuffer are very similar. In fact, Buffer
+    is a special case of NDBuffer where dim=1, stride=1, and dtype="b". However,
+    in order to use Python's type system to differentiate between the contiguous
+    Buffer and the n-dim (non-contiguous) NDBuffer, we keep the definition of the
+    two classes separate.
+
+    Parameters
+    ----------
+    ndarray_like
+        ndarray-like object that is convertible to a regular Numpy array.
+    """
+
+    def __init__(self, array: NDArrayLike):
+        super().__init__(array)
+
+    @classmethod
+    def create(
+        cls,
+        *,
+        shape: Iterable[int],
+        dtype: npt.DTypeLike,
+        order: Literal["C", "F"] = "C",
+        fill_value: Any | None = None,
+    ) -> Self:
+        ret = cls(np.empty(shape=tuple(shape), dtype=dtype, order=order))
+        if fill_value is not None:
+            ret.fill(fill_value)
+        return ret
+
+    @classmethod
+    def from_numpy_array(cls, array_like: npt.ArrayLike) -> Self:
+        return cls.from_ndarray_like(np.asanyarray(array_like))
+
+    def as_numpy_array(self) -> npt.NDArray[Any]:
+        """Returns the buffer as a NumPy array (host memory).
+
+        Warnings
+        --------
+        Might have to copy data, consider using `.as_ndarray_like()` instead.
+
+        Returns
+        -------
+            NumPy array of this buffer (might be a data copy)
+        """
+        return np.asanyarray(self._data)
+
+    def __getitem__(self, key: Any) -> Self:
+        return self.__class__(np.asanyarray(self._data.__getitem__(key)))
+
+    def __setitem__(self, key: Any, value: Any) -> None:
+        if isinstance(value, NDBuffer):
+            value = value._data
+        self._data.__setitem__(key, value)
+
+
+def as_numpy_array_wrapper(
+    func: Callable[[npt.NDArray[Any]], bytes], buf: core.Buffer, prototype: core.BufferPrototype
+) -> core.Buffer:
+    """Converts the input of `func` to a numpy array and the output back to `Buffer`.
+
+    This function is useful when calling a `func` that only support host memory such
+    as `GZip.decode` and `Blosc.decode`. In this case, use this wrapper to convert
+    the input `buf` to a Numpy array and convert the result back into a `Buffer`.
+
+    Parameters
+    ----------
+    func
+        The callable that will be called with the converted `buf` as input.
+        `func` must return bytes, which will be converted into a `Buffer`
+        before returned.
+    buf
+        The buffer that will be converted to a Numpy array before given as
+        input to `func`.
+    prototype
+        The prototype of the output buffer.
+
+    Returns
+    -------
+        The result of `func` converted to a `Buffer`
+    """
+    return prototype.buffer.from_bytes(func(buf.as_numpy_array()))
+
+
+# CPU buffer prototype using numpy arrays
+buffer_prototype = core.BufferPrototype(buffer=Buffer, nd_buffer=NDBuffer)
+# default_buffer_prototype = buffer_prototype
+
+
+# The numpy prototype used for E.g. when reading the shard index
+def numpy_buffer_prototype() -> core.BufferPrototype:
+    return core.BufferPrototype(buffer=Buffer, nd_buffer=NDBuffer)
+
+
+register_buffer(Buffer)
+register_ndbuffer(NDBuffer)
diff --git a/src/zarr/core/buffer/gpu.py b/src/zarr/core/buffer/gpu.py
new file mode 100644
index 0000000000..9d38df2abf
--- /dev/null
+++ b/src/zarr/core/buffer/gpu.py
@@ -0,0 +1,217 @@
+from __future__ import annotations
+
+import warnings
+from collections.abc import Iterable
+from typing import (
+    TYPE_CHECKING,
+    Any,
+    Literal,
+    cast,
+)
+
+import numpy as np
+import numpy.typing as npt
+
+from zarr.core.buffer import core
+from zarr.core.buffer.core import ArrayLike, BufferPrototype, NDArrayLike
+
+if TYPE_CHECKING:
+    from typing_extensions import Self
+
+    from zarr.core.common import BytesLike
+
+try:
+    import cupy as cp
+except ImportError:
+    cp = None
+
+
+class Buffer(core.Buffer):
+    """A flat contiguous memory block on the GPU
+
+    We use Buffer throughout Zarr to represent a contiguous block of memory.
+
+    A Buffer is backed by a underlying array-like instance that represents
+    the memory. The memory type is unspecified; can be regular host memory,
+    CUDA device memory, or something else. The only requirement is that the
+    array-like instance can be copied/converted to a regular Numpy array
+    (host memory).
+
+    Note
+    ----
+    This buffer is untyped, so all indexing and sizes are in bytes.
+
+    Parameters
+    ----------
+    array_like
+        array-like object that must be 1-dim, contiguous, and byte dtype.
+    """
+
+    def __init__(self, array_like: ArrayLike):
+        if cp is None:
+            raise ImportError(
+                "Cannot use zarr.buffer.gpu.Buffer without cupy. Please install cupy."
+            )
+
+        if array_like.ndim != 1:
+            raise ValueError("array_like: only 1-dim allowed")
+        if array_like.dtype != np.dtype("b"):
+            raise ValueError("array_like: only byte dtype allowed")
+
+        if not hasattr(array_like, "__cuda_array_interface__"):
+            # Slow copy based path for arrays that don't support the __cuda_array_interface__
+            # TODO: Add a fast zero-copy path for arrays that support the dlpack protocol
+            msg = (
+                "Creating a zarr.buffer.gpu.Buffer with an array that does not support the "
+                "__cuda_array_interface__ for zero-copy transfers, "
+                "falling back to slow copy based path"
+            )
+            warnings.warn(
+                msg,
+                stacklevel=2,
+            )
+        self._data = cp.asarray(array_like)
+
+    @classmethod
+    def create_zero_length(cls) -> Self:
+        """Create an empty buffer with length zero
+
+        Returns
+        -------
+            New empty 0-length buffer
+        """
+        return cls(cp.array([], dtype="b"))
+
+    @classmethod
+    def from_buffer(cls, buffer: core.Buffer) -> Self:
+        """Create an GPU Buffer given an arbitrary Buffer
+        This will try to be zero-copy if `buffer` is already on the
+        GPU and will trigger a copy if not.
+
+        Returns
+        -------
+            New GPU Buffer constructed from `buffer`
+        """
+        return cls(buffer.as_array_like())
+
+    @classmethod
+    def from_bytes(cls, bytes_like: BytesLike) -> Self:
+        return cls.from_array_like(cp.frombuffer(bytes_like, dtype="b"))
+
+    def as_numpy_array(self) -> npt.NDArray[Any]:
+        return cast(npt.NDArray[Any], cp.asnumpy(self._data))
+
+    def __add__(self, other: core.Buffer) -> Self:
+        other_array = other.as_array_like()
+        assert other_array.dtype == np.dtype("b")
+        gpu_other = Buffer(other_array)
+        gpu_other_array = gpu_other.as_array_like()
+        return self.__class__(
+            cp.concatenate((cp.asanyarray(self._data), cp.asanyarray(gpu_other_array)))
+        )
+
+
+class NDBuffer(core.NDBuffer):
+    """A n-dimensional memory block on the GPU
+
+    We use NDBuffer throughout Zarr to represent a n-dimensional memory block.
+
+    A NDBuffer is backed by a underlying ndarray-like instance that represents
+    the memory. The memory type is unspecified; can be regular host memory,
+    CUDA device memory, or something else. The only requirement is that the
+    ndarray-like instance can be copied/converted to a regular Numpy array
+    (host memory).
+
+    Note
+    ----
+    The two buffer classes Buffer and NDBuffer are very similar. In fact, Buffer
+    is a special case of NDBuffer where dim=1, stride=1, and dtype="b". However,
+    in order to use Python's type system to differentiate between the contiguous
+    Buffer and the n-dim (non-contiguous) NDBuffer, we keep the definition of the
+    two classes separate.
+
+    Parameters
+    ----------
+    ndarray_like
+        ndarray-like object that is convertible to a regular Numpy array.
+    """
+
+    def __init__(self, array: NDArrayLike):
+        if cp is None:
+            raise ImportError(
+                "Cannot use zarr.buffer.gpu.NDBuffer without cupy. Please install cupy."
+            )
+
+        # assert array.ndim > 0
+        assert array.dtype != object
+        self._data = array
+
+        if not hasattr(array, "__cuda_array_interface__"):
+            # Slow copy based path for arrays that don't support the __cuda_array_interface__
+            # TODO: Add a fast zero-copy path for arrays that support the dlpack protocol
+            msg = (
+                "Creating a zarr.buffer.gpu.NDBuffer with an array that does not support the "
+                "__cuda_array_interface__ for zero-copy transfers, "
+                "falling back to slow copy based path"
+            )
+            warnings.warn(
+                msg,
+                stacklevel=2,
+            )
+        self._data = cp.asarray(array)
+
+    @classmethod
+    def create(
+        cls,
+        *,
+        shape: Iterable[int],
+        dtype: npt.DTypeLike,
+        order: Literal["C", "F"] = "C",
+        fill_value: Any | None = None,
+    ) -> Self:
+        ret = cls(cp.empty(shape=tuple(shape), dtype=dtype, order=order))
+        if fill_value is not None:
+            ret.fill(fill_value)
+        return ret
+
+    @classmethod
+    def from_numpy_array(cls, array_like: npt.ArrayLike) -> Self:
+        """Create a new buffer of Numpy array-like object
+
+        Parameters
+        ----------
+        array_like
+            Object that can be coerced into a Numpy array
+
+        Returns
+        -------
+            New buffer representing `array_like`
+        """
+        return cls(cp.asarray(array_like))
+
+    def as_numpy_array(self) -> npt.NDArray[Any]:
+        """Returns the buffer as a NumPy array (host memory).
+
+        Warning
+        -------
+        Might have to copy data, consider using `.as_ndarray_like()` instead.
+
+        Returns
+        -------
+            NumPy array of this buffer (might be a data copy)
+        """
+        return cast(npt.NDArray[Any], cp.asnumpy(self._data))
+
+    def __getitem__(self, key: Any) -> Self:
+        return self.__class__(self._data.__getitem__(key))
+
+    def __setitem__(self, key: Any, value: Any) -> None:
+        if isinstance(value, NDBuffer):
+            value = value._data
+        elif isinstance(value, core.NDBuffer):
+            gpu_value = NDBuffer(value.as_ndarray_like())
+            value = gpu_value._data
+        self._data.__setitem__(key, value)
+
+
+buffer_prototype = BufferPrototype(buffer=Buffer, nd_buffer=NDBuffer)
diff --git a/src/zarr/core/config.py b/src/zarr/core/config.py
index 67f5c74347..611d1faea5 100644
--- a/src/zarr/core/config.py
+++ b/src/zarr/core/config.py
@@ -60,8 +60,8 @@ def reset(self) -> None:
                 "sharding_indexed": "zarr.codecs.sharding.ShardingCodec",
                 "transpose": "zarr.codecs.transpose.TransposeCodec",
             },
-            "buffer": "zarr.core.buffer.Buffer",
-            "ndbuffer": "zarr.core.buffer.NDBuffer",
+            "buffer": "zarr.core.buffer.cpu.Buffer",
+            "ndbuffer": "zarr.core.buffer.cpu.NDBuffer",
         }
     ],
 )
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 117fd69ec0..c817b0963a 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -4,7 +4,7 @@
 from typing import TYPE_CHECKING
 
 from zarr.abc.store import Store
-from zarr.core.buffer import Buffer
+from zarr.core.buffer import Buffer, gpu
 from zarr.core.common import concurrent_map
 from zarr.store._utils import _normalize_interval_index
 
@@ -126,3 +126,39 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
 
         for key in keys_unique:
             yield key
+
+
+class GpuMemoryStore(MemoryStore):
+    """A GPU only memory store that stores every chunk in GPU memory irrespective
+    of the original location. This guarantees that chunks will always be in GPU
+    memory for downstream processing. For location agnostic use cases, it would
+    be better to use `MemoryStore` instead.
+    """
+
+    _store_dict: MutableMapping[str, Buffer]
+
+    def __init__(
+        self,
+        store_dict: MutableMapping[str, Buffer] | None = None,
+        *,
+        mode: AccessModeLiteral = "r",
+    ):
+        super().__init__(mode=mode)
+        if store_dict:
+            self._store_dict = {k: gpu.Buffer.from_buffer(store_dict[k]) for k in iter(store_dict)}
+
+    def __str__(self) -> str:
+        return f"gpumemory://{id(self._store_dict)}"
+
+    def __repr__(self) -> str:
+        return f"GpuMemoryStore({str(self)!r})"
+
+    async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
+        self._check_writable()
+        assert isinstance(key, str)
+        if not isinstance(value, Buffer):
+            raise TypeError(f"Expected Buffer. Got {type(value)}.")
+
+        # Convert to gpu.Buffer
+        gpu_value = value if isinstance(value, gpu.Buffer) else gpu.Buffer.from_buffer(value)
+        await super().set(key, gpu_value, byte_range=byte_range)
diff --git a/src/zarr/testing/buffer.py b/src/zarr/testing/buffer.py
index ee170a5dd3..a6120ef2f9 100644
--- a/src/zarr/testing/buffer.py
+++ b/src/zarr/testing/buffer.py
@@ -7,7 +7,7 @@
 import numpy as np
 import numpy.typing as npt
 
-from zarr.core.buffer import Buffer, BufferPrototype, NDBuffer
+from zarr.core.buffer import Buffer, BufferPrototype, cpu
 from zarr.store import MemoryStore
 
 if TYPE_CHECKING:
@@ -25,11 +25,11 @@ class TestNDArrayLike(np.ndarray):
     """An example of a ndarray-like class"""
 
 
-class TestBuffer(Buffer):
+class TestBuffer(cpu.Buffer):
     """Example of a custom Buffer that handles ArrayLike"""
 
 
-class NDBufferUsingTestNDArrayLike(NDBuffer):
+class NDBufferUsingTestNDArrayLike(cpu.NDBuffer):
     """Example of a custom NDBuffer that handles MyNDArrayLike"""
 
     @classmethod
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 11978b4121..925087ae67 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -11,10 +11,12 @@
 
 
 S = TypeVar("S", bound=Store)
+B = TypeVar("B", bound=Buffer)
 
 
-class StoreTests(Generic[S]):
+class StoreTests(Generic[S, B]):
     store_cls: type[S]
+    buffer_cls: type[B]
 
     def set(self, store: S, key: str, value: Buffer) -> None:
         """
@@ -60,7 +62,7 @@ async def test_not_writable_store_raises(self, store_kwargs: dict[str, Any]) ->
 
         # set
         with pytest.raises(ValueError):
-            await store.set("foo", Buffer.from_bytes(b"bar"))
+            await store.set("foo", self.buffer_cls.from_bytes(b"bar"))
 
         # delete
         with pytest.raises(ValueError):
@@ -87,7 +89,7 @@ async def test_get(
         """
         Ensure that data can be read from the store using the store.get method.
         """
-        data_buf = Buffer.from_bytes(data)
+        data_buf = self.buffer_cls.from_bytes(data)
         self.set(store, key, data_buf)
         observed = await store.get(key, prototype=default_buffer_prototype(), byte_range=byte_range)
         start, length = _normalize_interval_index(data_buf, interval=byte_range)
@@ -101,7 +103,7 @@ async def test_set(self, store: S, key: str, data: bytes) -> None:
         Ensure that data can be written to the store using the store.set method.
         """
         assert not store.mode.readonly
-        data_buf = Buffer.from_bytes(data)
+        data_buf = self.buffer_cls.from_bytes(data)
         await store.set(key, data_buf)
         observed = self.get(store, key)
         assert_bytes_equal(observed, data_buf)
@@ -120,7 +122,7 @@ async def test_get_partial_values(
     ) -> None:
         # put all of the data
         for key, _ in key_ranges:
-            self.set(store, key, Buffer.from_bytes(bytes(key, encoding="utf-8")))
+            self.set(store, key, self.buffer_cls.from_bytes(bytes(key, encoding="utf-8")))
 
         # read back just part of it
         observed_maybe = await store.get_partial_values(
@@ -148,28 +150,28 @@ async def test_get_partial_values(
 
     async def test_exists(self, store: S) -> None:
         assert not await store.exists("foo")
-        await store.set("foo/zarr.json", Buffer.from_bytes(b"bar"))
+        await store.set("foo/zarr.json", self.buffer_cls.from_bytes(b"bar"))
         assert await store.exists("foo/zarr.json")
 
     async def test_delete(self, store: S) -> None:
-        await store.set("foo/zarr.json", Buffer.from_bytes(b"bar"))
+        await store.set("foo/zarr.json", self.buffer_cls.from_bytes(b"bar"))
         assert await store.exists("foo/zarr.json")
         await store.delete("foo/zarr.json")
         assert not await store.exists("foo/zarr.json")
 
     async def test_empty(self, store: S) -> None:
         assert await store.empty()
-        self.set(store, "key", Buffer.from_bytes(bytes("something", encoding="utf-8")))
+        self.set(store, "key", self.buffer_cls.from_bytes(bytes("something", encoding="utf-8")))
         assert not await store.empty()
 
     async def test_clear(self, store: S) -> None:
-        self.set(store, "key", Buffer.from_bytes(bytes("something", encoding="utf-8")))
+        self.set(store, "key", self.buffer_cls.from_bytes(bytes("something", encoding="utf-8")))
         await store.clear()
         assert await store.empty()
 
     async def test_list(self, store: S) -> None:
         assert [k async for k in store.list()] == []
-        await store.set("foo/zarr.json", Buffer.from_bytes(b"bar"))
+        await store.set("foo/zarr.json", self.buffer_cls.from_bytes(b"bar"))
         keys = [k async for k in store.list()]
         assert keys == ["foo/zarr.json"], keys
 
@@ -178,7 +180,7 @@ async def test_list(self, store: S) -> None:
             key = f"foo/c/{i}"
             expected.append(key)
             await store.set(
-                f"foo/c/{i}", Buffer.from_bytes(i.to_bytes(length=3, byteorder="little"))
+                f"foo/c/{i}", self.buffer_cls.from_bytes(i.to_bytes(length=3, byteorder="little"))
             )
 
     @pytest.mark.xfail
@@ -190,12 +192,12 @@ async def test_list_dir(self, store: S) -> None:
         out = [k async for k in store.list_dir("")]
         assert out == []
         assert [k async for k in store.list_dir("foo")] == []
-        await store.set("foo/zarr.json", Buffer.from_bytes(b"bar"))
-        await store.set("group-0/zarr.json", Buffer.from_bytes(b"\x01"))  # group
-        await store.set("group-0/group-1/zarr.json", Buffer.from_bytes(b"\x01"))  # group
-        await store.set("group-0/group-1/a1/zarr.json", Buffer.from_bytes(b"\x01"))
-        await store.set("group-0/group-1/a2/zarr.json", Buffer.from_bytes(b"\x01"))
-        await store.set("group-0/group-1/a3/zarr.json", Buffer.from_bytes(b"\x01"))
+        await store.set("foo/zarr.json", self.buffer_cls.from_bytes(b"bar"))
+        await store.set("group-0/zarr.json", self.buffer_cls.from_bytes(b"\x01"))  # group
+        await store.set("group-0/group-1/zarr.json", self.buffer_cls.from_bytes(b"\x01"))  # group
+        await store.set("group-0/group-1/a1/zarr.json", self.buffer_cls.from_bytes(b"\x01"))
+        await store.set("group-0/group-1/a2/zarr.json", self.buffer_cls.from_bytes(b"\x01"))
+        await store.set("group-0/group-1/a3/zarr.json", self.buffer_cls.from_bytes(b"\x01"))
 
         keys_expected = ["foo", "group-0"]
         keys_observed = [k async for k in store.list_dir("")]
diff --git a/src/zarr/testing/utils.py b/src/zarr/testing/utils.py
index 3a70f96d44..a21a0be708 100644
--- a/src/zarr/testing/utils.py
+++ b/src/zarr/testing/utils.py
@@ -1,5 +1,9 @@
 from __future__ import annotations
 
+from typing import Any, cast
+
+import pytest
+
 from zarr.core.buffer import Buffer
 from zarr.core.common import BytesLike
 
@@ -18,3 +22,21 @@ def assert_bytes_equal(b1: Buffer | BytesLike | None, b2: Buffer | BytesLike | N
     if isinstance(b2, Buffer):
         b2 = b2.to_bytes()
     assert b1 == b2
+
+
+def has_cupy() -> bool:
+    try:
+        import cupy
+
+        return cast(bool, cupy.cuda.runtime.getDeviceCount() > 0)
+    except ImportError:
+        return False
+    except cupy.cuda.runtime.CUDARuntimeError:
+        return False
+
+
+# Decorator for GPU tests
+def gpu_test(func: Any) -> Any:
+    return pytest.mark.gpu(
+        pytest.mark.skipif(not has_cupy(), reason="CuPy not installed or no GPU available")(func)
+    )
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index d8af484ee6..c67d7bb4fd 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -94,6 +94,9 @@ async def async_group(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> As
 def xp(request: pytest.FixtureRequest) -> Iterator[ModuleType]:
     """Fixture to parametrize over numpy-like libraries"""
 
+    if request.param == "cupy":
+        request.node.add_marker(pytest.mark.gpu)
+
     yield pytest.importorskip(request.param)
 
 
diff --git a/tests/v3/test_buffer.py b/tests/v3/test_buffer.py
index 298a7f7eed..419f01c720 100644
--- a/tests/v3/test_buffer.py
+++ b/tests/v3/test_buffer.py
@@ -10,14 +10,21 @@
 from zarr.codecs.gzip import GzipCodec
 from zarr.codecs.transpose import TransposeCodec
 from zarr.codecs.zstd import ZstdCodec
-from zarr.core.buffer import ArrayLike, BufferPrototype, NDArrayLike, numpy_buffer_prototype
+from zarr.core.buffer import ArrayLike, BufferPrototype, NDArrayLike, cpu, gpu
 from zarr.store.common import StorePath
+from zarr.store.memory import MemoryStore
 from zarr.testing.buffer import (
     NDBufferUsingTestNDArrayLike,
     StoreExpectingTestBuffer,
     TestBuffer,
     TestNDArrayLike,
 )
+from zarr.testing.utils import gpu_test
+
+try:
+    import cupy as cp
+except ImportError:
+    cp = None
 
 
 def test_nd_array_like(xp):
@@ -52,6 +59,31 @@ async def test_async_array_prototype():
     assert np.array_equal(expect, got)
 
 
+@gpu_test
+@pytest.mark.asyncio
+async def test_async_array_gpu_prototype():
+    """Test the use of the GPU buffer prototype"""
+
+    expect = cp.zeros((9, 9), dtype="uint16", order="F")
+    a = await AsyncArray.create(
+        StorePath(MemoryStore(mode="w")) / "test_async_array_gpu_prototype",
+        shape=expect.shape,
+        chunk_shape=(5, 5),
+        dtype=expect.dtype,
+        fill_value=0,
+    )
+    expect[1:4, 3:6] = cp.ones((3, 3))
+
+    await a.setitem(
+        selection=(slice(1, 4), slice(3, 6)),
+        value=cp.ones((3, 3)),
+        prototype=gpu.buffer_prototype,
+    )
+    got = await a.getitem(selection=(slice(0, 9), slice(0, 9)), prototype=gpu.buffer_prototype)
+    assert isinstance(got, cp.ndarray)
+    assert cp.array_equal(expect, got)
+
+
 @pytest.mark.asyncio
 async def test_codecs_use_of_prototype():
     expect = np.zeros((10, 10), dtype="uint16", order="F")
@@ -84,8 +116,39 @@ async def test_codecs_use_of_prototype():
     assert np.array_equal(expect, got)
 
 
+@gpu_test
+@pytest.mark.asyncio
+async def test_codecs_use_of_gpu_prototype():
+    expect = cp.zeros((10, 10), dtype="uint16", order="F")
+    a = await AsyncArray.create(
+        StorePath(MemoryStore(mode="w")) / "test_codecs_use_of_gpu_prototype",
+        shape=expect.shape,
+        chunk_shape=(5, 5),
+        dtype=expect.dtype,
+        fill_value=0,
+        codecs=[
+            TransposeCodec(order=(1, 0)),
+            BytesCodec(),
+            BloscCodec(),
+            Crc32cCodec(),
+            GzipCodec(),
+            ZstdCodec(),
+        ],
+    )
+    expect[:] = cp.arange(100).reshape(10, 10)
+
+    await a.setitem(
+        selection=(slice(0, 10), slice(0, 10)),
+        value=expect[:],
+        prototype=gpu.buffer_prototype,
+    )
+    got = await a.getitem(selection=(slice(0, 10), slice(0, 10)), prototype=gpu.buffer_prototype)
+    assert isinstance(got, cp.ndarray)
+    assert cp.array_equal(expect, got)
+
+
 def test_numpy_buffer_prototype():
-    buffer = numpy_buffer_prototype().buffer.create_zero_length()
-    ndbuffer = numpy_buffer_prototype().nd_buffer.create(shape=(1, 2), dtype=np.dtype("int64"))
+    buffer = cpu.buffer_prototype.buffer.create_zero_length()
+    ndbuffer = cpu.buffer_prototype.nd_buffer.create(shape=(1, 2), dtype=np.dtype("int64"))
     assert isinstance(buffer.as_array_like(), np.ndarray)
     assert isinstance(ndbuffer.as_ndarray_like(), np.ndarray)
diff --git a/tests/v3/test_config.py b/tests/v3/test_config.py
index 881833797c..b3e04e51da 100644
--- a/tests/v3/test_config.py
+++ b/tests/v3/test_config.py
@@ -46,8 +46,8 @@ def test_config_defaults_set() -> None:
                 "path": "zarr.codecs.pipeline.BatchedCodecPipeline",
                 "batch_size": 1,
             },
-            "buffer": "zarr.core.buffer.Buffer",
-            "ndbuffer": "zarr.core.buffer.NDBuffer",
+            "buffer": "zarr.core.buffer.cpu.Buffer",
+            "ndbuffer": "zarr.core.buffer.cpu.NDBuffer",
             "codecs": {
                 "blosc": "zarr.codecs.blosc.BloscCodec",
                 "gzip": "zarr.codecs.gzip.GzipCodec",
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index eb7b1f30dd..7592c77201 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -7,7 +7,7 @@
 from _pytest.compat import LEGACY_PATH
 
 from zarr import Array, AsyncArray, AsyncGroup, Group
-from zarr.core.buffer import Buffer
+from zarr.core.buffer import default_buffer_prototype
 from zarr.core.common import ZarrFormat
 from zarr.core.group import GroupMetadata
 from zarr.core.sync import sync
@@ -97,11 +97,18 @@ def test_group_members(store: MemoryStore | LocalStore, zarr_format: ZarrFormat)
 
     # add an extra object to the domain of the group.
     # the list of children should ignore this object.
-    sync(store.set(f"{path}/extra_object-1", Buffer.from_bytes(b"000000")))
+    sync(
+        store.set(f"{path}/extra_object-1", default_buffer_prototype().buffer.from_bytes(b"000000"))
+    )
     # add an extra object under a directory-like prefix in the domain of the group.
     # this creates a directory with a random key in it
     # this should not show up as a member
-    sync(store.set(f"{path}/extra_directory/extra_object-2", Buffer.from_bytes(b"000000")))
+    sync(
+        store.set(
+            f"{path}/extra_directory/extra_object-2",
+            default_buffer_prototype().buffer.from_bytes(b"000000"),
+        )
+    )
     members_observed = group.members()
     # members are not guaranteed to be ordered, so sort before comparing
     assert sorted(dict(members_observed)) == sorted(members_expected)
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index 7895151b5f..5805de3035 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -12,7 +12,7 @@
 
 import zarr
 from zarr.abc.store import Store
-from zarr.core.buffer import BufferPrototype, NDBuffer
+from zarr.core.buffer import BufferPrototype, default_buffer_prototype
 from zarr.core.common import ChunkCoords
 from zarr.core.indexing import (
     make_slice_selection,
@@ -136,7 +136,7 @@ def test_get_basic_selection_0d(store: StorePath, use_out: bool, value: Any, dty
 
     if use_out:
         # test out param
-        b = NDBuffer.from_numpy_array(np.zeros_like(arr_np))
+        b = default_buffer_prototype().nd_buffer.from_numpy_array(np.zeros_like(arr_np))
         arr_z.get_basic_selection(Ellipsis, out=b)
         assert_array_equal(arr_np, b.as_ndarray_like())
 
@@ -247,7 +247,9 @@ def _test_get_basic_selection(a, z, selection):
     assert_array_equal(expect, actual)
 
     # test out param
-    b = NDBuffer.from_numpy_array(np.empty(shape=expect.shape, dtype=expect.dtype))
+    b = default_buffer_prototype().nd_buffer.from_numpy_array(
+        np.empty(shape=expect.shape, dtype=expect.dtype)
+    )
     z.get_basic_selection(selection, out=b)
     assert_array_equal(expect, b.as_numpy_array())
 
diff --git a/tests/v3/test_store/test_local.py b/tests/v3/test_store/test_local.py
index 8afa4fef3a..59cae22de3 100644
--- a/tests/v3/test_store/test_local.py
+++ b/tests/v3/test_store/test_local.py
@@ -2,16 +2,17 @@
 
 import pytest
 
-from zarr.core.buffer import Buffer
+from zarr.core.buffer import Buffer, cpu
 from zarr.store.local import LocalStore
 from zarr.testing.store import StoreTests
 
 
-class TestLocalStore(StoreTests[LocalStore]):
+class TestLocalStore(StoreTests[LocalStore, cpu.Buffer]):
     store_cls = LocalStore
+    buffer_cls = cpu.Buffer
 
     def get(self, store: LocalStore, key: str) -> Buffer:
-        return Buffer.from_bytes((store.root / key).read_bytes())
+        return self.buffer_cls.from_bytes((store.root / key).read_bytes())
 
     def set(self, store: LocalStore, key: str, value: Buffer) -> None:
         parent = (store.root / key).parent
diff --git a/tests/v3/test_store/test_memory.py b/tests/v3/test_store/test_memory.py
index 51ecf46709..f76423c631 100644
--- a/tests/v3/test_store/test_memory.py
+++ b/tests/v3/test_store/test_memory.py
@@ -2,13 +2,15 @@
 
 import pytest
 
-from zarr.core.buffer import Buffer
-from zarr.store.memory import MemoryStore
+from zarr.core.buffer import Buffer, cpu, gpu
+from zarr.store.memory import GpuMemoryStore, MemoryStore
 from zarr.testing.store import StoreTests
+from zarr.testing.utils import gpu_test
 
 
-class TestMemoryStore(StoreTests[MemoryStore]):
+class TestMemoryStore(StoreTests[MemoryStore, cpu.Buffer]):
     store_cls = MemoryStore
+    buffer_cls = cpu.Buffer
 
     def set(self, store: MemoryStore, key: str, value: Buffer) -> None:
         store._store_dict[key] = value
@@ -40,3 +42,38 @@ def test_store_supports_partial_writes(self, store: MemoryStore) -> None:
 
     def test_list_prefix(self, store: MemoryStore) -> None:
         assert True
+
+
+@gpu_test
+class TestGpuMemoryStore(StoreTests[GpuMemoryStore, gpu.Buffer]):
+    store_cls = GpuMemoryStore
+    buffer_cls = gpu.Buffer
+
+    def set(self, store: GpuMemoryStore, key: str, value: Buffer) -> None:
+        store._store_dict[key] = value
+
+    def get(self, store: MemoryStore, key: str) -> Buffer:
+        return store._store_dict[key]
+
+    @pytest.fixture(scope="function", params=[None, {}])
+    def store_kwargs(self, request) -> dict[str, str | None | dict[str, Buffer]]:
+        return {"store_dict": request.param, "mode": "r+"}
+
+    @pytest.fixture(scope="function")
+    def store(self, store_kwargs: str | None | dict[str, gpu.Buffer]) -> GpuMemoryStore:
+        return self.store_cls(**store_kwargs)
+
+    def test_store_repr(self, store: GpuMemoryStore) -> None:
+        assert str(store) == f"gpumemory://{id(store._store_dict)}"
+
+    def test_store_supports_writes(self, store: GpuMemoryStore) -> None:
+        assert store.supports_writes
+
+    def test_store_supports_listing(self, store: GpuMemoryStore) -> None:
+        assert store.supports_listing
+
+    def test_store_supports_partial_writes(self, store: GpuMemoryStore) -> None:
+        assert store.supports_partial_writes
+
+    def test_list_prefix(self, store: GpuMemoryStore) -> None:
+        assert True
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index 2eec9d29cf..b09bf24e24 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -4,7 +4,7 @@
 import pytest
 from upath import UPath
 
-from zarr.core.buffer import Buffer, default_buffer_prototype
+from zarr.core.buffer import Buffer, cpu, default_buffer_prototype
 from zarr.core.sync import sync
 from zarr.store import RemoteStore
 from zarr.testing.store import StoreTests
@@ -88,7 +88,7 @@ async def test_basic():
     assert not await alist(store.list())
     assert not await store.exists("foo")
     data = b"hello"
-    await store.set("foo", Buffer.from_bytes(data))
+    await store.set("foo", cpu.Buffer.from_bytes(data))
     assert await store.exists("foo")
     assert (await store.get("foo", prototype=default_buffer_prototype())).to_bytes() == data
     out = await store.get_partial_values(
@@ -97,8 +97,9 @@ async def test_basic():
     assert out[0].to_bytes() == data[1:]
 
 
-class TestRemoteStoreS3(StoreTests[RemoteStore]):
+class TestRemoteStoreS3(StoreTests[RemoteStore, cpu.Buffer]):
     store_cls = RemoteStore
+    buffer_cls = cpu.Buffer
 
     @pytest.fixture(scope="function", params=("use_upath", "use_str"))
     def store_kwargs(self, request) -> dict[str, str | bool]:
@@ -131,7 +132,7 @@ def get(self, store: RemoteStore, key: str) -> Buffer:
             anon=store._fs.anon,
             endpoint_url=store._fs.endpoint_url,
         )
-        return Buffer.from_bytes(fs.cat(f"{store.path}/{key}"))
+        return self.buffer_cls.from_bytes(fs.cat(f"{store.path}/{key}"))
 
     def set(self, store: RemoteStore, key: str, value: Buffer) -> None:
         #  make a new, synchronous instance of the filesystem because this test is run in sync code
diff --git a/tests/v3/test_store/test_stateful_store.py b/tests/v3/test_store/test_stateful_store.py
index 68bd11bbe8..a8f51e96e6 100644
--- a/tests/v3/test_store/test_stateful_store.py
+++ b/tests/v3/test_store/test_stateful_store.py
@@ -12,7 +12,7 @@
 
 import zarr
 from zarr.abc.store import AccessMode, Store
-from zarr.core.buffer import Buffer, BufferPrototype, default_buffer_prototype
+from zarr.core.buffer import BufferPrototype, cpu, default_buffer_prototype
 from zarr.store import MemoryStore
 from zarr.testing.strategies import key_ranges, paths
 
@@ -112,7 +112,7 @@ def __init__(self):
     def set(self, key: str, data: bytes) -> None:
         note(f"(set) Setting {key!r} with {data}")
         assert not self.store.mode.readonly
-        data_buf = Buffer.from_bytes(data)
+        data_buf = cpu.Buffer.from_bytes(data)
         self.store.set(key, data_buf)
         self.model[key] = data_buf
 

From 0b5483a7958e2ae5512a14eb424a84b2a75dd727 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 30 Aug 2024 11:26:35 -0700
Subject: [PATCH 0647/1078] [v3] clean up `create_array` signatures in
 group/asyncgroup classes (#2132)

* clean up create_array signatures in group/asyncgroup classes

* fix members test
---
 src/zarr/core/group.py | 16 +++++++++-------
 tests/v3/test_group.py | 34 +++++++++++++++++-----------------
 2 files changed, 26 insertions(+), 24 deletions(-)

diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 2c26cac3b1..566acf7ab8 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -311,13 +311,14 @@ def info(self) -> None:
 
     async def create_group(
         self,
-        path: str,
+        name: str,
+        *,
         exists_ok: bool = False,
         attributes: dict[str, Any] | None = None,
     ) -> AsyncGroup:
         attributes = attributes or {}
         return await type(self).create(
-            self.store_path / path,
+            self.store_path / name,
             attributes=attributes,
             exists_ok=exists_ok,
             zarr_format=self.metadata.zarr_format,
@@ -325,7 +326,8 @@ async def create_group(
 
     async def create_array(
         self,
-        path: str,
+        name: str,
+        *,
         shape: ChunkCoords,
         dtype: npt.DTypeLike = "float64",
         fill_value: Any | None = None,
@@ -356,7 +358,7 @@ async def create_array(
 
         Parameters
         ----------
-        path: str
+        name: str
             The name of the array.
         shape: tuple[int, ...]
             The shape of the array.
@@ -392,7 +394,7 @@ async def create_array(
 
         """
         return await AsyncArray.create(
-            self.store_path / path,
+            self.store_path / name,
             shape=shape,
             dtype=dtype,
             chunk_shape=chunk_shape,
@@ -789,7 +791,7 @@ def create_array(
         return Array(
             self._sync(
                 self._async_group.create_array(
-                    path=name,
+                    name=name,
                     shape=shape,
                     dtype=dtype,
                     fill_value=fill_value,
@@ -912,7 +914,7 @@ def array(
         return Array(
             self._sync(
                 self._async_group.create_array(
-                    path=name,
+                    name=name,
                     shape=shape,
                     dtype=dtype,
                     fill_value=fill_value,
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 7592c77201..fa0df3673e 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -564,11 +564,11 @@ async def test_asyncgroup_getitem(store: LocalStore | MemoryStore, zarr_format:
     """
     agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
 
-    sub_array_path = "sub_array"
+    array_name = "sub_array"
     sub_array = await agroup.create_array(
-        path=sub_array_path, shape=(10,), dtype="uint8", chunk_shape=(2,)
+        name=array_name, shape=(10,), dtype="uint8", chunk_shape=(2,)
     )
-    assert await agroup.getitem(sub_array_path) == sub_array
+    assert await agroup.getitem(array_name) == sub_array
 
     sub_group_path = "sub_group"
     sub_group = await agroup.create_group(sub_group_path, attributes={"foo": 100})
@@ -581,18 +581,18 @@ async def test_asyncgroup_getitem(store: LocalStore | MemoryStore, zarr_format:
 
 async def test_asyncgroup_delitem(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
     agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
-    sub_array_path = "sub_array"
+    array_name = "sub_array"
     _ = await agroup.create_array(
-        path=sub_array_path, shape=(10,), dtype="uint8", chunk_shape=(2,), attributes={"foo": 100}
+        name=array_name, shape=(10,), dtype="uint8", chunk_shape=(2,), attributes={"foo": 100}
     )
-    await agroup.delitem(sub_array_path)
+    await agroup.delitem(array_name)
 
     #  todo: clean up the code duplication here
     if zarr_format == 2:
-        assert not await agroup.store_path.store.exists(sub_array_path + "/" + ".zarray")
-        assert not await agroup.store_path.store.exists(sub_array_path + "/" + ".zattrs")
+        assert not await agroup.store_path.store.exists(array_name + "/" + ".zarray")
+        assert not await agroup.store_path.store.exists(array_name + "/" + ".zattrs")
     elif zarr_format == 3:
-        assert not await agroup.store_path.store.exists(sub_array_path + "/" + "zarr.json")
+        assert not await agroup.store_path.store.exists(array_name + "/" + "zarr.json")
     else:
         raise AssertionError
 
@@ -600,10 +600,10 @@ async def test_asyncgroup_delitem(store: LocalStore | MemoryStore, zarr_format:
     _ = await agroup.create_group(sub_group_path, attributes={"foo": 100})
     await agroup.delitem(sub_group_path)
     if zarr_format == 2:
-        assert not await agroup.store_path.store.exists(sub_array_path + "/" + ".zgroup")
-        assert not await agroup.store_path.store.exists(sub_array_path + "/" + ".zattrs")
+        assert not await agroup.store_path.store.exists(array_name + "/" + ".zgroup")
+        assert not await agroup.store_path.store.exists(array_name + "/" + ".zattrs")
     elif zarr_format == 3:
-        assert not await agroup.store_path.store.exists(sub_array_path + "/" + "zarr.json")
+        assert not await agroup.store_path.store.exists(array_name + "/" + "zarr.json")
     else:
         raise AssertionError
 
@@ -615,7 +615,7 @@ async def test_asyncgroup_create_group(
     agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
     sub_node_path = "sub_group"
     attributes = {"foo": 999}
-    subnode = await agroup.create_group(path=sub_node_path, attributes=attributes)
+    subnode = await agroup.create_group(name=sub_node_path, attributes=attributes)
 
     assert isinstance(subnode, AsyncGroup)
     assert subnode.attrs == attributes
@@ -645,7 +645,7 @@ async def test_asyncgroup_create_array(
 
     sub_node_path = "sub_array"
     subnode = await agroup.create_array(
-        path=sub_node_path,
+        name=sub_node_path,
         shape=shape,
         dtype=dtype,
         chunk_shape=chunk_shape,
@@ -684,11 +684,11 @@ async def test_group_members_async(store: LocalStore | MemoryStore):
         GroupMetadata(),
         store_path=StorePath(store=store, path="root"),
     )
-    a0 = await group.create_array("a0", (1,))
+    a0 = await group.create_array("a0", shape=(1,))
     g0 = await group.create_group("g0")
-    a1 = await g0.create_array("a1", (1,))
+    a1 = await g0.create_array("a1", shape=(1,))
     g1 = await g0.create_group("g1")
-    a2 = await g1.create_array("a2", (1,))
+    a2 = await g1.create_array("a2", shape=(1,))
     g2 = await g1.create_group("g2")
 
     # immediate children

From 6656d1a2d8f95dfb29724327d9dcff69667dc9d7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 2 Sep 2024 11:41:00 +0100
Subject: [PATCH 0648/1078] Bump the actions group with 2 updates (#2146)

Bumps the actions group with 2 updates: [actions/setup-python](https://github.com/actions/setup-python) and [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `actions/setup-python` from 5.1.1 to 5.2.0
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v5.1.1...v5.2.0)

Updates `pypa/gh-action-pypi-publish` from 1.9.0 to 1.10.0
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.9.0...v1.10.0)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: actions
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index ec0601f0f4..9f115ba3e6 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -16,7 +16,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v5.1.1
+      - uses: actions/setup-python@v5.2.0
         name: Install Python
         with:
           python-version: '3.11'
@@ -64,7 +64,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.9.0
+      - uses: pypa/gh-action-pypi-publish@v1.10.0
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From 77f188c1f7b41e644aec3cb6eba72f3370228ba9 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 2 Sep 2024 11:41:19 +0100
Subject: [PATCH 0649/1078] Bump pypa/gh-action-pypi-publish from 1.9.0 to
 1.10.0 in the actions group (#2147)

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.9.0 to 1.10.0
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.9.0...v1.10.0)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index b54cbe48b3..1783afd806 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -55,7 +55,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.9.0
+      - uses: pypa/gh-action-pypi-publish@v1.10.0
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From 60b4f57943419d05d831de227ce58ea2fa1997d1 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Mon, 2 Sep 2024 18:00:39 +0300
Subject: [PATCH 0650/1078] chore: update pre-commit hook (#2148)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.5.7 → v0.6.3](https://github.com/astral-sh/ruff-pre-commit/compare/v0.5.7...v0.6.3)
---
 .pre-commit-config.yaml | 2 +-
 pyproject.toml          | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index dbb6634129..14a6e6d5ef 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: 'v0.5.7'
+    rev: v0.6.3
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
diff --git a/pyproject.toml b/pyproject.toml
index 8bee491a82..1e5716b6ca 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -197,6 +197,7 @@ extend-exclude = [
     "buck-out",
     "build",
     "dist",
+    "notebooks", # temporary, until we achieve compatibility with ruff ≥ 0.6
     "venv",
     "docs",
     "src/zarr/v2/",

From f1978dde52b11a7803a1a06937e69948acc8fe84 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 4 Sep 2024 12:23:21 +0100
Subject: [PATCH 0651/1078] Bump numpy from 2.1.0 to 2.1.1 in the requirements
 group (#2151)

Bumps the requirements group with 1 update: [numpy](https://github.com/numpy/numpy).


Updates `numpy` from 2.1.0 to 2.1.1
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v2.1.0...v2.1.1)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index 6423997a29..190610d3d3 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==2.1.0
+numpy==2.1.1

From 3b793c1569351e201844400f95a8a6689a63a61f Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Wed, 4 Sep 2024 16:13:17 -0700
Subject: [PATCH 0652/1078] [v3] h5py compat methods on Group (#2128)

* feature(h5compat): add create_dataset, require_dataset, require_group, and require_gruops methods to group class

* make mypy happy

* doc fixes

* write initial tests

* more tests

* add deprecation warnings

* add deprecation warnings

* switch up test
---
 src/zarr/core/common.py |   1 +
 src/zarr/core/group.py  | 251 +++++++++++++++++++++++++++++++++++++++-
 tests/v3/test_group.py  |  87 ++++++++++++++
 3 files changed, 337 insertions(+), 2 deletions(-)

diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index aaa30cfcb8..99ab58fae9 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -28,6 +28,7 @@
 ZATTRS_JSON = ".zattrs"
 
 BytesLike = bytes | bytearray | memoryview
+ShapeLike = tuple[int, ...] | int
 ChunkCoords = tuple[int, ...]
 ChunkCoordsLike = Iterable[int]
 ZarrFormat = Literal[2, 3]
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 566acf7ab8..8dbad2a496 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -7,6 +7,7 @@
 from dataclasses import asdict, dataclass, field, replace
 from typing import TYPE_CHECKING, Literal, cast, overload
 
+import numpy as np
 import numpy.typing as npt
 from typing_extensions import deprecated
 
@@ -25,6 +26,7 @@
     ZGROUP_JSON,
     ChunkCoords,
     ZarrFormat,
+    parse_shapelike,
 )
 from zarr.core.config import config
 from zarr.core.sync import SyncMixin, sync
@@ -250,7 +252,7 @@ async def getitem(
             if zarray is not None:
                 # TODO: update this once the V2 array support is part of the primary array class
                 zarr_json = {**zarray, "attributes": zattrs}
-                return AsyncArray.from_dict(store_path, zarray)
+                return AsyncArray.from_dict(store_path, zarr_json)
             else:
                 zgroup = (
                     json.loads(zgroup_bytes.to_bytes())
@@ -324,6 +326,42 @@ async def create_group(
             zarr_format=self.metadata.zarr_format,
         )
 
+    async def require_group(self, name: str, overwrite: bool = False) -> AsyncGroup:
+        """Obtain a sub-group, creating one if it doesn't exist.
+
+        Parameters
+        ----------
+        name : string
+            Group name.
+        overwrite : bool, optional
+            Overwrite any existing group with given `name` if present.
+
+        Returns
+        -------
+        g : AsyncGroup
+        """
+        if overwrite:
+            # TODO: check that exists_ok=True errors if an array exists where the group is being created
+            grp = await self.create_group(name, exists_ok=True)
+        else:
+            try:
+                item: AsyncGroup | AsyncArray = await self.getitem(name)
+                if not isinstance(item, AsyncGroup):
+                    raise TypeError(
+                        f"Incompatible object ({item.__class__.__name__}) already exists"
+                    )
+                assert isinstance(item, AsyncGroup)  # make mypy happy
+                grp = item
+            except KeyError:
+                grp = await self.create_group(name)
+        return grp
+
+    async def require_groups(self, *names: str) -> tuple[AsyncGroup, ...]:
+        """Convenience method to require multiple groups in a single call."""
+        if not names:
+            return ()
+        return tuple(await asyncio.gather(*(self.require_group(name) for name in names)))
+
     async def create_array(
         self,
         name: str,
@@ -413,6 +451,117 @@ async def create_array(
             data=data,
         )
 
+    @deprecated("Use AsyncGroup.create_array instead.")
+    async def create_dataset(self, name: str, **kwargs: Any) -> AsyncArray:
+        """Create an array.
+
+        Arrays are known as "datasets" in HDF5 terminology. For compatibility
+        with h5py, Zarr groups also implement the :func:`zarr.AsyncGroup.require_dataset` method.
+
+        Parameters
+        ----------
+        name : string
+            Array name.
+        kwargs : dict
+            Additional arguments passed to :func:`zarr.AsyncGroup.create_array`.
+
+        Returns
+        -------
+        a : AsyncArray
+
+        .. deprecated:: 3.0.0
+            The h5py compatibility methods will be removed in 3.1.0. Use `AsyncGroup.create_array` instead.
+        """
+        return await self.create_array(name, **kwargs)
+
+    @deprecated("Use AsyncGroup.require_array instead.")
+    async def require_dataset(
+        self,
+        name: str,
+        *,
+        shape: ChunkCoords,
+        dtype: npt.DTypeLike = None,
+        exact: bool = False,
+        **kwargs: Any,
+    ) -> AsyncArray:
+        """Obtain an array, creating if it doesn't exist.
+
+        Arrays are known as "datasets" in HDF5 terminology. For compatibility
+        with h5py, Zarr groups also implement the :func:`zarr.AsyncGroup.create_dataset` method.
+
+        Other `kwargs` are as per :func:`zarr.AsyncGroup.create_dataset`.
+
+        Parameters
+        ----------
+        name : string
+            Array name.
+        shape : int or tuple of ints
+            Array shape.
+        dtype : string or dtype, optional
+            NumPy dtype.
+        exact : bool, optional
+            If True, require `dtype` to match exactly. If false, require
+            `dtype` can be cast from array dtype.
+
+        Returns
+        -------
+        a : AsyncArray
+
+        .. deprecated:: 3.0.0
+            The h5py compatibility methods will be removed in 3.1.0. Use `AsyncGroup.require_dataset` instead.
+        """
+        return await self.require_array(name, shape=shape, dtype=dtype, exact=exact, **kwargs)
+
+    async def require_array(
+        self,
+        name: str,
+        *,
+        shape: ChunkCoords,
+        dtype: npt.DTypeLike = None,
+        exact: bool = False,
+        **kwargs: Any,
+    ) -> AsyncArray:
+        """Obtain an array, creating if it doesn't exist.
+
+        Other `kwargs` are as per :func:`zarr.AsyncGroup.create_dataset`.
+
+        Parameters
+        ----------
+        name : string
+            Array name.
+        shape : int or tuple of ints
+            Array shape.
+        dtype : string or dtype, optional
+            NumPy dtype.
+        exact : bool, optional
+            If True, require `dtype` to match exactly. If false, require
+            `dtype` can be cast from array dtype.
+
+        Returns
+        -------
+        a : AsyncArray
+        """
+        try:
+            ds = await self.getitem(name)
+            if not isinstance(ds, AsyncArray):
+                raise TypeError(f"Incompatible object ({ds.__class__.__name__}) already exists")
+
+            shape = parse_shapelike(shape)
+            if shape != ds.shape:
+                raise TypeError(f"Incompatible shape ({ds.shape} vs {shape})")
+
+            dtype = np.dtype(dtype)
+            if exact:
+                if ds.dtype != dtype:
+                    raise TypeError(f"Incompatible dtype ({ds.dtype} vs {dtype})")
+            else:
+                if not np.can_cast(ds.dtype, dtype):
+                    raise TypeError(f"Incompatible dtype ({ds.dtype} vs {dtype})")
+        except KeyError:
+            ds = await self.create_array(name, shape=shape, dtype=dtype, **kwargs)
+
+        return ds
+
     async def update_attributes(self, new_attributes: dict[str, Any]) -> AsyncGroup:
         # metadata.attributes is "frozen" so we simply clear and update the dict
         self.metadata.attributes.clear()
@@ -612,8 +761,9 @@ def create(
     def open(
         cls,
         store: StoreLike,
+        zarr_format: Literal[2, 3, None] = 3,
     ) -> Group:
-        obj = sync(AsyncGroup.open(store))
+        obj = sync(AsyncGroup.open(store, zarr_format=zarr_format))
         return cls(obj)
 
     def __getitem__(self, path: str) -> Array | Group:
@@ -717,6 +867,26 @@ def tree(self, expand: bool = False, level: int | None = None) -> Any:
     def create_group(self, name: str, **kwargs: Any) -> Group:
         return Group(self._sync(self._async_group.create_group(name, **kwargs)))
 
+    def require_group(self, name: str, **kwargs: Any) -> Group:
+        """Obtain a sub-group, creating one if it doesn't exist.
+
+        Parameters
+        ----------
+        name : string
+            Group name.
+        overwrite : bool, optional
+            Overwrite any existing group with given `name` if present.
+
+        Returns
+        -------
+        g : Group
+        """
+        return Group(self._sync(self._async_group.require_group(name, **kwargs)))
+
+    def require_groups(self, *names: str) -> tuple[Group, ...]:
+        """Convenience method to require multiple groups in a single call."""
+        return tuple(map(Group, self._sync(self._async_group.require_groups(*names))))
+
     def create_array(
         self,
         name: str,
@@ -811,6 +981,83 @@ def create_array(
             )
         )
 
+    @deprecated("Use Group.create_array instead.")
+    def create_dataset(self, name: str, **kwargs: Any) -> Array:
+        """Create an array.
+
+        Arrays are known as "datasets" in HDF5 terminology. For compatibility
+        with h5py, Zarr groups also implement the :func:`zarr.Group.require_dataset` method.
+
+        Parameters
+        ----------
+        name : string
+            Array name.
+        kwargs : dict
+            Additional arguments passed to :func:`zarr.Group.create_array`
+
+        Returns
+        -------
+        a : Array
+
+        .. deprecated:: 3.0.0
+            The h5py compatibility methods will be removed in 3.1.0. Use `Group.create_array` instead.
+        """
+        return Array(self._sync(self._async_group.create_dataset(name, **kwargs)))
+
+    @deprecated("Use Group.require_array instead.")
+    def require_dataset(self, name: str, **kwargs: Any) -> Array:
+        """Obtain an array, creating if it doesn't exist.
+
+        Arrays are known as "datasets" in HDF5 terminology. For compatibility
+        with h5py, Zarr groups also implement the :func:`zarr.Group.create_dataset` method.
+
+        Other `kwargs` are as per :func:`zarr.Group.create_dataset`.
+
+        Parameters
+        ----------
+        name : string
+            Array name.
+        shape : int or tuple of ints
+            Array shape.
+        dtype : string or dtype, optional
+            NumPy dtype.
+        exact : bool, optional
+            If True, require `dtype` to match exactly. If false, require
+            `dtype` can be cast from array dtype.
+
+        Returns
+        -------
+        a : Array
+
+        .. deprecated:: 3.0.0
+            The h5py compatibility methods will be removed in 3.1.0. Use `Group.require_array` instead.
+        """
+        return Array(self._sync(self._async_group.require_array(name, **kwargs)))
+
+    def require_array(self, name: str, **kwargs: Any) -> Array:
+        """Obtain an array, creating if it doesn't exist.
+
+
+        Other `kwargs` are as per :func:`zarr.Group.create_array`.
+
+        Parameters
+        ----------
+        name : string
+            Array name.
+        shape : int or tuple of ints
+            Array shape.
+        dtype : string or dtype, optional
+            NumPy dtype.
+        exact : bool, optional
+            If True, require `dtype` to match exactly. If false, require
+            `dtype` can be cast from array dtype.
+
+        Returns
+        -------
+        a : Array
+        """
+        return Array(self._sync(self._async_group.require_array(name, **kwargs)))
+
     def empty(self, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.empty(**kwargs)))
 
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index fa0df3673e..80a06febec 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -730,3 +730,90 @@ async def test_group_members_async(store: LocalStore | MemoryStore):
 
     with pytest.raises(ValueError, match="max_depth"):
         [x async for x in group.members(max_depth=-1)]
+
+
+async def test_require_group(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+    root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+
+    # create foo group
+    _ = await root.create_group("foo", attributes={"foo": 100})
+
+    # test that we can get the group using require_group
+    foo_group = await root.require_group("foo")
+    assert foo_group.attrs == {"foo": 100}
+
+    # test that we can get the group using require_group and overwrite=True
+    foo_group = await root.require_group("foo", overwrite=True)
+
+    _ = await foo_group.create_array(
+        "bar", shape=(10,), dtype="uint8", chunk_shape=(2,), attributes={"foo": 100}
+    )
+
+    # test that overwriting a group w/ children fails
+    # TODO: figure out why ensure_no_existing_node is not catching the foo.bar array
+    #
+    # with pytest.raises(ContainsArrayError):
+    #     await root.require_group("foo", overwrite=True)
+
+    # test that requiring a group where an array is fails
+    with pytest.raises(TypeError):
+        await foo_group.require_group("bar")
+
+
+async def test_require_groups(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+    root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+    # create foo group
+    _ = await root.create_group("foo", attributes={"foo": 100})
+    # create bar group
+    _ = await root.create_group("bar", attributes={"bar": 200})
+
+    foo_group, bar_group = await root.require_groups("foo", "bar")
+    assert foo_group.attrs == {"foo": 100}
+    assert bar_group.attrs == {"bar": 200}
+
+    # get a mix of existing and new groups
+    foo_group, spam_group = await root.require_groups("foo", "spam")
+    assert foo_group.attrs == {"foo": 100}
+    assert spam_group.attrs == {}
+
+    # no names
+    no_group = await root.require_groups()
+    assert no_group == ()
+
+
+async def test_create_dataset(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+    root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+    foo = await root.create_dataset("foo", shape=(10,), dtype="uint8")
+    assert foo.shape == (10,)
+
+    with pytest.raises(ContainsArrayError):
+        await root.create_dataset("foo", shape=(100,), dtype="int8")
+
+    _ = await root.create_group("bar")
+    with pytest.raises(ContainsGroupError):
+        await root.create_dataset("bar", shape=(100,), dtype="int8")
+
+
+async def test_require_array(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+    root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+    foo1 = await root.require_array("foo", shape=(10,), dtype="i8", attributes={"foo": 101})
+    assert foo1.attrs == {"foo": 101}
+    foo2 = await root.require_array("foo", shape=(10,), dtype="i8")
+    assert foo2.attrs == {"foo": 101}
+
+    # exact = False
+    _ = await root.require_array("foo", shape=10, dtype="f8")
+
+    # errors w/ exact True
+    with pytest.raises(TypeError, match="Incompatible dtype"):
+        await root.require_array("foo", shape=(10,), dtype="f8", exact=True)
+
+    with pytest.raises(TypeError, match="Incompatible shape"):
+        await root.require_array("foo", shape=(100, 100), dtype="i8")
+
+    with pytest.raises(TypeError, match="Incompatible dtype"):
+        await root.require_array("foo", shape=(10,), dtype="f4")
+
+    _ = await root.create_group("bar")
+    with pytest.raises(TypeError, match="Incompatible object"):
+        await root.require_array("bar", shape=(10,), dtype="int8")

From 88b2100ed3f0fed4c5b0a0bc38d29348d44e1ea0 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 5 Sep 2024 05:40:20 -0700
Subject: [PATCH 0653/1078] chore(docs): update release notes ahead of 2.18.4
 (#2152)

---
 docs/release.rst | 13 +++++++++++++
 1 file changed, 13 insertions(+)

diff --git a/docs/release.rst b/docs/release.rst
index 69616d6052..a62d6a653c 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,6 +18,19 @@ Release notes
    See `GH1777 <https://github.com/zarr-developers/zarr-python/issues/1777>`_ for more details on the upcoming
    3.0 release.
 
+.. _release_2.18.4:
+
+2.18.4 (unreleased)
+-------------------
+
+Enhancements
+~~~~~~~~~~~~
+
+Maintenance
+~~~~~~~~~~~
+
+Deprecations
+~~~~~~~~~~~~
 
 .. _release_2.18.3:
 

From de075de09fd31eb5417bc3faf71f8156c61e3bda Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 5 Sep 2024 16:52:43 +0300
Subject: [PATCH 0654/1078] Enforce Repo-Review rules (#2075)

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 .pre-commit-config.yaml | 9 +++++++++
 pyproject.toml          | 6 ++++++
 2 files changed, 15 insertions(+)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 14a6e6d5ef..3c0c4f9f92 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -39,3 +39,12 @@ repos:
           - pytest
           # Zarr v2
           - types-redis
+  - repo: https://github.com/scientific-python/cookie
+    rev: 2024.04.23
+    hooks:
+      - id: sp-repo-review
+  - repo: https://github.com/pre-commit/pygrep-hooks
+    rev: v1.10.0
+    hooks:
+      - id: rst-directive-colons
+      - id: rst-inline-touching-normal
diff --git a/pyproject.toml b/pyproject.toml
index 1e5716b6ca..accb4acd12 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -258,3 +258,9 @@ filterwarnings = [
 markers = [
     "gpu: mark a test as requiring CuPy and GPU"
 ]
+
+[tool.repo-review]
+ignore = [
+	"PC111",  # fix Python code in documentation - enable later 
+	"PC180",  # for JavaScript - not interested
+]

From c08b00865fb17ea41881b23efc739fca6ecfdf1e Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 6 Sep 2024 16:10:54 +0200
Subject: [PATCH 0655/1078] Enforce ruff/flake8-type-checking rules (TCH)
 (#2110)

* Apply ruff/flake8-type-checking rule TCH001

TCH001 Move application import into a type-checking block

* Apply ruff/flake8-type-checking rule TCH002

TCH002 Move third-party import into a type-checking block

* Apply ruff/flake8-type-checking rule TCH003

TCH003 Move standard library import into a type-checking block

* Apply ruff/flake8-type-checking rule TCH005

TCH005 Found empty type-checking block

* Enforce ruff/flake8-type-checking rules (TCH)
---
 pyproject.toml                         |  1 +
 src/zarr/abc/codec.py                  | 10 +++++-----
 src/zarr/abc/metadata.py               |  4 ++--
 src/zarr/api/asynchronous.py           | 13 ++++++++-----
 src/zarr/api/synchronous.py            | 10 ++++++----
 src/zarr/codecs/_v2.py                 |  5 ++++-
 src/zarr/codecs/blosc.py               |  5 +++--
 src/zarr/codecs/bytes.py               |  3 ++-
 src/zarr/codecs/crc32c_.py             |  5 +++--
 src/zarr/codecs/gzip.py                |  5 +++--
 src/zarr/codecs/pipeline.py            |  9 ++++-----
 src/zarr/codecs/transpose.py           |  5 +++--
 src/zarr/codecs/zstd.py                |  5 +++--
 src/zarr/core/array.py                 |  9 ++++++---
 src/zarr/core/array_spec.py            |  4 ++--
 src/zarr/core/buffer/core.py           |  6 +++---
 src/zarr/core/buffer/cpu.py            |  5 +++--
 src/zarr/core/buffer/gpu.py            |  3 ++-
 src/zarr/core/chunk_grids.py           |  3 ++-
 src/zarr/core/chunk_key_encodings.py   |  5 +----
 src/zarr/core/group.py                 |  7 +++----
 src/zarr/core/indexing.py              |  2 +-
 src/zarr/store/local.py                |  3 ++-
 src/zarr/store/memory.py               |  3 ++-
 src/zarr/store/remote.py               |  6 +++---
 src/zarr/testing/buffer.py             |  3 ++-
 src/zarr/testing/utils.py              |  6 ++++--
 tests/v3/conftest.py                   | 13 +++++++------
 tests/v3/test_codecs/test_codecs.py    |  9 ++++++---
 tests/v3/test_codecs/test_transpose.py |  6 +++++-
 tests/v3/test_common.py                |  2 +-
 tests/v3/test_group.py                 |  6 ++++--
 tests/v3/test_indexing.py              | 11 +++++++----
 tests/v3/test_metadata/test_v2.py      |  4 ++--
 tests/v3/test_metadata/test_v3.py      |  5 +++--
 35 files changed, 118 insertions(+), 83 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index accb4acd12..6c9ed4521e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -212,6 +212,7 @@ extend-select = [
     "UP",  # pyupgrade
     "RSE",
     "RUF",
+    "TCH", # flake8-type-checking
     "TRY", # tryceratops
 ]
 ignore = [
diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index fa76399f90..cc32b9bcfc 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -1,22 +1,22 @@
 from __future__ import annotations
 
 from abc import abstractmethod
-from collections.abc import Awaitable, Callable, Iterable
 from typing import TYPE_CHECKING, Any, Generic, TypeVar
 
-import numpy as np
-
 from zarr.abc.metadata import Metadata
-from zarr.abc.store import ByteGetter, ByteSetter
 from zarr.core.buffer import Buffer, NDBuffer
-from zarr.core.chunk_grids import ChunkGrid
 from zarr.core.common import ChunkCoords, concurrent_map
 from zarr.core.config import config
 
 if TYPE_CHECKING:
+    from collections.abc import Awaitable, Callable, Iterable
+
+    import numpy as np
     from typing_extensions import Self
 
+    from zarr.abc.store import ByteGetter, ByteSetter
     from zarr.core.array_spec import ArraySpec
+    from zarr.core.chunk_grids import ChunkGrid
     from zarr.core.common import JSON
     from zarr.core.indexing import SelectorTuple
 
diff --git a/src/zarr/abc/metadata.py b/src/zarr/abc/metadata.py
index 0ddf762766..d9b11af883 100644
--- a/src/zarr/abc/metadata.py
+++ b/src/zarr/abc/metadata.py
@@ -6,9 +6,9 @@
 if TYPE_CHECKING:
     from typing_extensions import Self
 
-from dataclasses import dataclass, fields
+    from zarr.core.common import JSON
 
-from zarr.core.common import JSON
+from dataclasses import dataclass, fields
 
 __all__ = ["Metadata"]
 
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index ad89584b44..7f59517f39 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -2,16 +2,12 @@
 
 import asyncio
 import warnings
-from collections.abc import Iterable
-from typing import Any, Literal, Union, cast
+from typing import TYPE_CHECKING, Any, Literal, Union, cast
 
 import numpy as np
 import numpy.typing as npt
 
-from zarr.abc.codec import Codec
 from zarr.core.array import Array, AsyncArray
-from zarr.core.buffer import NDArrayLike
-from zarr.core.chunk_key_encodings import ChunkKeyEncoding
 from zarr.core.common import JSON, AccessModeLiteral, ChunkCoords, MemoryOrder, ZarrFormat
 from zarr.core.group import AsyncGroup
 from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
@@ -20,6 +16,13 @@
     make_store_path,
 )
 
+if TYPE_CHECKING:
+    from collections.abc import Iterable
+
+    from zarr.abc.codec import Codec
+    from zarr.core.buffer import NDArrayLike
+    from zarr.core.chunk_key_encodings import ChunkKeyEncoding
+
 __all__ = [
     "consolidate_metadata",
     "copy",
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index d3d674c3fd..93a33b8d3f 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -1,14 +1,16 @@
 from __future__ import annotations
 
-from typing import Any
+from typing import TYPE_CHECKING, Any
 
 import zarr.api.asynchronous as async_api
 from zarr.core.array import Array, AsyncArray
-from zarr.core.buffer import NDArrayLike
-from zarr.core.common import JSON, AccessModeLiteral, ChunkCoords, ZarrFormat
 from zarr.core.group import Group
 from zarr.core.sync import sync
-from zarr.store import StoreLike
+
+if TYPE_CHECKING:
+    from zarr.core.buffer import NDArrayLike
+    from zarr.core.common import JSON, AccessModeLiteral, ChunkCoords, ZarrFormat
+    from zarr.store import StoreLike
 
 __all__ = [
     "consolidate_metadata",
diff --git a/src/zarr/codecs/_v2.py b/src/zarr/codecs/_v2.py
index 3dc5c8e4a7..eb8ec435f5 100644
--- a/src/zarr/codecs/_v2.py
+++ b/src/zarr/codecs/_v2.py
@@ -1,16 +1,19 @@
 from __future__ import annotations
 
 from dataclasses import dataclass
+from typing import TYPE_CHECKING
 
 import numcodecs
 from numcodecs.compat import ensure_bytes, ensure_ndarray
 
 from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec
-from zarr.core.array_spec import ArraySpec
 from zarr.core.buffer import Buffer, NDBuffer, default_buffer_prototype
 from zarr.core.common import JSON, to_thread
 from zarr.registry import get_ndbuffer_class
 
+if TYPE_CHECKING:
+    from zarr.core.array_spec import ArraySpec
+
 
 @dataclass(frozen=True)
 class V2Compressor(ArrayBytesCodec):
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index ffe5a0b6f3..cd265e3dc0 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -9,8 +9,6 @@
 from numcodecs.blosc import Blosc
 
 from zarr.abc.codec import BytesBytesCodec
-from zarr.core.array_spec import ArraySpec
-from zarr.core.buffer import Buffer
 from zarr.core.buffer.cpu import as_numpy_array_wrapper
 from zarr.core.common import JSON, parse_enum, parse_named_configuration, to_thread
 from zarr.registry import register_codec
@@ -18,6 +16,9 @@
 if TYPE_CHECKING:
     from typing_extensions import Self
 
+    from zarr.core.array_spec import ArraySpec
+    from zarr.core.buffer import Buffer
+
 
 class BloscShuffle(Enum):
     noshuffle = "noshuffle"
diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index c2ef0ee4f6..4561b22346 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -8,7 +8,6 @@
 import numpy as np
 
 from zarr.abc.codec import ArrayBytesCodec
-from zarr.core.array_spec import ArraySpec
 from zarr.core.buffer import Buffer, NDArrayLike, NDBuffer
 from zarr.core.common import JSON, parse_enum, parse_named_configuration
 from zarr.registry import register_codec
@@ -16,6 +15,8 @@
 if TYPE_CHECKING:
     from typing_extensions import Self
 
+    from zarr.core.array_spec import ArraySpec
+
 
 class Endian(Enum):
     big = "big"
diff --git a/src/zarr/codecs/crc32c_.py b/src/zarr/codecs/crc32c_.py
index a519c1ba79..f814ba15e5 100644
--- a/src/zarr/codecs/crc32c_.py
+++ b/src/zarr/codecs/crc32c_.py
@@ -8,14 +8,15 @@
 from crc32c import crc32c
 
 from zarr.abc.codec import BytesBytesCodec
-from zarr.core.array_spec import ArraySpec
-from zarr.core.buffer import Buffer
 from zarr.core.common import JSON, parse_named_configuration
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
     from typing_extensions import Self
 
+    from zarr.core.array_spec import ArraySpec
+    from zarr.core.buffer import Buffer
+
 
 @dataclass(frozen=True)
 class Crc32cCodec(BytesBytesCodec):
diff --git a/src/zarr/codecs/gzip.py b/src/zarr/codecs/gzip.py
index d8d793a965..0dd31009c4 100644
--- a/src/zarr/codecs/gzip.py
+++ b/src/zarr/codecs/gzip.py
@@ -6,8 +6,6 @@
 from numcodecs.gzip import GZip
 
 from zarr.abc.codec import BytesBytesCodec
-from zarr.core.array_spec import ArraySpec
-from zarr.core.buffer import Buffer
 from zarr.core.buffer.cpu import as_numpy_array_wrapper
 from zarr.core.common import JSON, parse_named_configuration, to_thread
 from zarr.registry import register_codec
@@ -15,6 +13,9 @@
 if TYPE_CHECKING:
     from typing_extensions import Self
 
+    from zarr.core.array_spec import ArraySpec
+    from zarr.core.buffer import Buffer
+
 
 def parse_gzip_level(data: JSON) -> int:
     if not isinstance(data, (int)):
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index 9c615d3d2c..3a400d6eaf 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -6,8 +6,6 @@
 from typing import TYPE_CHECKING, Any, TypeVar
 from warnings import warn
 
-import numpy as np
-
 from zarr.abc.codec import (
     ArrayArrayCodec,
     ArrayBytesCodec,
@@ -17,18 +15,19 @@
     Codec,
     CodecPipeline,
 )
-from zarr.abc.store import ByteGetter, ByteSetter
-from zarr.core.buffer import Buffer, BufferPrototype, NDBuffer
-from zarr.core.chunk_grids import ChunkGrid
 from zarr.core.common import JSON, ChunkCoords, concurrent_map, parse_named_configuration
 from zarr.core.config import config
 from zarr.core.indexing import SelectorTuple, is_scalar, is_total_slice
 from zarr.registry import get_codec_class, register_pipeline
 
 if TYPE_CHECKING:
+    import numpy as np
     from typing_extensions import Self
 
+    from zarr.abc.store import ByteGetter, ByteSetter
     from zarr.core.array_spec import ArraySpec
+    from zarr.core.buffer import Buffer, BufferPrototype, NDBuffer
+    from zarr.core.chunk_grids import ChunkGrid
 
 T = TypeVar("T")
 U = TypeVar("U")
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index ada45b1b53..9bb795a3a1 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -8,8 +8,6 @@
 
 from zarr.abc.codec import ArrayArrayCodec
 from zarr.core.array_spec import ArraySpec
-from zarr.core.buffer import NDBuffer
-from zarr.core.chunk_grids import ChunkGrid
 from zarr.core.common import JSON, ChunkCoordsLike, parse_named_configuration
 from zarr.registry import register_codec
 
@@ -18,6 +16,9 @@
 
     from typing_extensions import Self
 
+    from zarr.core.buffer import NDBuffer
+    from zarr.core.chunk_grids import ChunkGrid
+
 
 def parse_transpose_order(data: JSON | Iterable[int]) -> tuple[int, ...]:
     if not isinstance(data, Iterable):
diff --git a/src/zarr/codecs/zstd.py b/src/zarr/codecs/zstd.py
index fceb49cf2b..572d594d53 100644
--- a/src/zarr/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -8,8 +8,6 @@
 from numcodecs.zstd import Zstd
 
 from zarr.abc.codec import BytesBytesCodec
-from zarr.core.array_spec import ArraySpec
-from zarr.core.buffer import Buffer
 from zarr.core.buffer.cpu import as_numpy_array_wrapper
 from zarr.core.common import JSON, parse_named_configuration, to_thread
 from zarr.registry import register_codec
@@ -17,6 +15,9 @@
 if TYPE_CHECKING:
     from typing_extensions import Self
 
+    from zarr.core.array_spec import ArraySpec
+    from zarr.core.buffer import Buffer
+
 
 def parse_zstd_level(data: JSON) -> int:
     if isinstance(data, int):
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index e7b5709b77..ddf3a09c33 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -2,14 +2,12 @@
 
 import json
 from asyncio import gather
-from collections.abc import Iterable
 from dataclasses import dataclass, field, replace
-from typing import Any, Literal, cast
+from typing import TYPE_CHECKING, Any, Literal, cast
 
 import numpy as np
 import numpy.typing as npt
 
-from zarr.abc.codec import Codec, CodecPipeline
 from zarr.abc.store import set_or_delete
 from zarr.codecs import BytesCodec
 from zarr.codecs._v2 import V2Compressor, V2Filters
@@ -63,6 +61,11 @@
     ensure_no_existing_node,
 )
 
+if TYPE_CHECKING:
+    from collections.abc import Iterable
+
+    from zarr.abc.codec import Codec, CodecPipeline
+
 
 def parse_array_metadata(data: Any) -> ArrayV2Metadata | ArrayV3Metadata:
     if isinstance(data, ArrayV2Metadata | ArrayV3Metadata):
diff --git a/src/zarr/core/array_spec.py b/src/zarr/core/array_spec.py
index d2f46057e4..e64a962bc3 100644
--- a/src/zarr/core/array_spec.py
+++ b/src/zarr/core/array_spec.py
@@ -3,11 +3,11 @@
 from dataclasses import dataclass
 from typing import TYPE_CHECKING, Any, Literal
 
-import numpy as np
-
 from zarr.core.common import parse_dtype, parse_fill_value, parse_order, parse_shapelike
 
 if TYPE_CHECKING:
+    import numpy as np
+
     from zarr.core.buffer import BufferPrototype
     from zarr.core.common import ChunkCoords
 
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index 6e5d9465cf..fca2da2b77 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -2,7 +2,6 @@
 
 import sys
 from abc import ABC, abstractmethod
-from collections.abc import Iterable, Sequence
 from typing import (
     TYPE_CHECKING,
     Any,
@@ -17,17 +16,18 @@
 import numpy as np
 import numpy.typing as npt
 
-from zarr.core.common import ChunkCoords
 from zarr.registry import (
     get_buffer_class,
     get_ndbuffer_class,
 )
 
 if TYPE_CHECKING:
+    from collections.abc import Iterable, Sequence
+
     from typing_extensions import Self
 
     from zarr.codecs.bytes import Endian
-    from zarr.core.common import BytesLike
+    from zarr.core.common import BytesLike, ChunkCoords
 
 
 @runtime_checkable
diff --git a/src/zarr/core/buffer/cpu.py b/src/zarr/core/buffer/cpu.py
index 0953805223..66d5ecfe7c 100644
--- a/src/zarr/core/buffer/cpu.py
+++ b/src/zarr/core/buffer/cpu.py
@@ -1,6 +1,5 @@
 from __future__ import annotations
 
-from collections.abc import Callable, Iterable
 from typing import (
     TYPE_CHECKING,
     Any,
@@ -11,15 +10,17 @@
 import numpy.typing as npt
 
 from zarr.core.buffer import core
-from zarr.core.buffer.core import ArrayLike, NDArrayLike
 from zarr.registry import (
     register_buffer,
     register_ndbuffer,
 )
 
 if TYPE_CHECKING:
+    from collections.abc import Callable, Iterable
+
     from typing_extensions import Self
 
+    from zarr.core.buffer.core import ArrayLike, NDArrayLike
     from zarr.core.common import BytesLike
 
 
diff --git a/src/zarr/core/buffer/gpu.py b/src/zarr/core/buffer/gpu.py
index 9d38df2abf..476a4a62c1 100644
--- a/src/zarr/core/buffer/gpu.py
+++ b/src/zarr/core/buffer/gpu.py
@@ -1,7 +1,6 @@
 from __future__ import annotations
 
 import warnings
-from collections.abc import Iterable
 from typing import (
     TYPE_CHECKING,
     Any,
@@ -16,6 +15,8 @@
 from zarr.core.buffer.core import ArrayLike, BufferPrototype, NDArrayLike
 
 if TYPE_CHECKING:
+    from collections.abc import Iterable
+
     from typing_extensions import Self
 
     from zarr.core.common import BytesLike
diff --git a/src/zarr/core/chunk_grids.py b/src/zarr/core/chunk_grids.py
index f912872251..abdd2688f9 100644
--- a/src/zarr/core/chunk_grids.py
+++ b/src/zarr/core/chunk_grids.py
@@ -4,7 +4,6 @@
 import math
 import operator
 from abc import abstractmethod
-from collections.abc import Iterator
 from dataclasses import dataclass
 from functools import reduce
 from typing import TYPE_CHECKING
@@ -22,6 +21,8 @@
 from zarr.core.indexing import ceildiv
 
 if TYPE_CHECKING:
+    from collections.abc import Iterator
+
     from typing_extensions import Self
 
 
diff --git a/src/zarr/core/chunk_key_encodings.py b/src/zarr/core/chunk_key_encodings.py
index 45174bf4af..ed12ee3065 100644
--- a/src/zarr/core/chunk_key_encodings.py
+++ b/src/zarr/core/chunk_key_encodings.py
@@ -2,7 +2,7 @@
 
 from abc import abstractmethod
 from dataclasses import dataclass
-from typing import TYPE_CHECKING, Literal, cast
+from typing import Literal, cast
 
 from zarr.abc.metadata import Metadata
 from zarr.core.common import (
@@ -11,9 +11,6 @@
     parse_named_configuration,
 )
 
-if TYPE_CHECKING:
-    pass
-
 SeparatorLiteral = Literal[".", "/"]
 
 
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 8dbad2a496..89859ab6f8 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -3,7 +3,6 @@
 import asyncio
 import json
 import logging
-from collections.abc import Iterator
 from dataclasses import asdict, dataclass, field, replace
 from typing import TYPE_CHECKING, Literal, cast, overload
 
@@ -11,13 +10,11 @@
 import numpy.typing as npt
 from typing_extensions import deprecated
 
-from zarr.abc.codec import Codec
 from zarr.abc.metadata import Metadata
 from zarr.abc.store import set_or_delete
 from zarr.core.array import Array, AsyncArray
 from zarr.core.attributes import Attributes
 from zarr.core.buffer import default_buffer_prototype
-from zarr.core.chunk_key_encodings import ChunkKeyEncoding
 from zarr.core.common import (
     JSON,
     ZARR_JSON,
@@ -34,10 +31,12 @@
 from zarr.store.common import ensure_no_existing_node
 
 if TYPE_CHECKING:
-    from collections.abc import AsyncGenerator, Iterable
+    from collections.abc import AsyncGenerator, Iterable, Iterator
     from typing import Any
 
+    from zarr.abc.codec import Codec
     from zarr.core.buffer import Buffer, BufferPrototype
+    from zarr.core.chunk_key_encodings import ChunkKeyEncoding
 
 logger = logging.getLogger("zarr.group")
 
diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index 153483330c..e6e04e58f6 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -23,11 +23,11 @@
 import numpy as np
 import numpy.typing as npt
 
-from zarr.core.buffer import NDArrayLike
 from zarr.core.common import product
 
 if TYPE_CHECKING:
     from zarr.core.array import Array
+    from zarr.core.buffer import NDArrayLike
     from zarr.core.chunk_grids import ChunkGrid
     from zarr.core.common import ChunkCoords
 
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index 6510305844..b69b86dc4c 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -3,7 +3,6 @@
 import io
 import os
 import shutil
-from collections.abc import AsyncGenerator
 from pathlib import Path
 from typing import TYPE_CHECKING
 
@@ -12,6 +11,8 @@
 from zarr.core.common import concurrent_map, to_thread
 
 if TYPE_CHECKING:
+    from collections.abc import AsyncGenerator
+
     from zarr.core.buffer import BufferPrototype
     from zarr.core.common import AccessModeLiteral
 
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index c817b0963a..e0e72b1827 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -1,6 +1,5 @@
 from __future__ import annotations
 
-from collections.abc import AsyncGenerator, MutableMapping
 from typing import TYPE_CHECKING
 
 from zarr.abc.store import Store
@@ -9,6 +8,8 @@
 from zarr.store._utils import _normalize_interval_index
 
 if TYPE_CHECKING:
+    from collections.abc import AsyncGenerator, MutableMapping
+
     from zarr.core.buffer import BufferPrototype
     from zarr.core.common import AccessModeLiteral
 
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 83393e4dac..f883832bc7 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -1,19 +1,19 @@
 from __future__ import annotations
 
-from collections.abc import AsyncGenerator
 from typing import TYPE_CHECKING, Any
 
 import fsspec
 
 from zarr.abc.store import Store
-from zarr.core.buffer import Buffer
 from zarr.store.common import _dereference_path
 
 if TYPE_CHECKING:
+    from collections.abc import AsyncGenerator
+
     from fsspec.asyn import AsyncFileSystem
     from upath import UPath
 
-    from zarr.core.buffer import BufferPrototype
+    from zarr.core.buffer import Buffer, BufferPrototype
     from zarr.core.common import AccessModeLiteral, BytesLike
 
 
diff --git a/src/zarr/testing/buffer.py b/src/zarr/testing/buffer.py
index a6120ef2f9..119ffc0a66 100644
--- a/src/zarr/testing/buffer.py
+++ b/src/zarr/testing/buffer.py
@@ -1,7 +1,6 @@
 # mypy: ignore-errors
 from __future__ import annotations
 
-from collections.abc import Iterable
 from typing import TYPE_CHECKING, Any, Literal
 
 import numpy as np
@@ -11,6 +10,8 @@
 from zarr.store import MemoryStore
 
 if TYPE_CHECKING:
+    from collections.abc import Iterable
+
     from typing_extensions import Self
 
 
diff --git a/src/zarr/testing/utils.py b/src/zarr/testing/utils.py
index a21a0be708..9d6dfa7e18 100644
--- a/src/zarr/testing/utils.py
+++ b/src/zarr/testing/utils.py
@@ -1,11 +1,13 @@
 from __future__ import annotations
 
-from typing import Any, cast
+from typing import TYPE_CHECKING, Any, cast
 
 import pytest
 
 from zarr.core.buffer import Buffer
-from zarr.core.common import BytesLike
+
+if TYPE_CHECKING:
+    from zarr.core.common import BytesLike
 
 __all__ = ["assert_bytes_equal"]
 
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index c67d7bb4fd..fcb5e3c867 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -1,17 +1,18 @@
 from __future__ import annotations
 
-from collections.abc import Iterator
-from types import ModuleType
 from typing import TYPE_CHECKING
 
-from _pytest.compat import LEGACY_PATH
-
 from zarr import AsyncGroup, config
-from zarr.abc.store import Store
-from zarr.core.common import ChunkCoords, MemoryOrder, ZarrFormat
 
 if TYPE_CHECKING:
+    from collections.abc import Iterator
+    from types import ModuleType
     from typing import Any, Literal
+
+    from _pytest.compat import LEGACY_PATH
+
+    from zarr.abc.store import Store
+    from zarr.core.common import ChunkCoords, MemoryOrder, ZarrFormat
 import pathlib
 from dataclasses import dataclass, field
 
diff --git a/tests/v3/test_codecs/test_codecs.py b/tests/v3/test_codecs/test_codecs.py
index 7e717e5b50..f388fb1c1e 100644
--- a/tests/v3/test_codecs/test_codecs.py
+++ b/tests/v3/test_codecs/test_codecs.py
@@ -2,14 +2,13 @@
 
 import json
 from dataclasses import dataclass
+from typing import TYPE_CHECKING
 
 import numpy as np
 import pytest
 
 import zarr.v2
 from zarr import Array, AsyncArray, config
-from zarr.abc.codec import Codec
-from zarr.abc.store import Store
 from zarr.codecs import (
     BytesCodec,
     GzipCodec,
@@ -17,11 +16,15 @@
     TransposeCodec,
 )
 from zarr.core.buffer import default_buffer_prototype
-from zarr.core.common import MemoryOrder
 from zarr.core.indexing import Selection, morton_order_iter
 from zarr.store import StorePath
 from zarr.testing.utils import assert_bytes_equal
 
+if TYPE_CHECKING:
+    from zarr.abc.codec import Codec
+    from zarr.abc.store import Store
+    from zarr.core.common import MemoryOrder
+
 
 @dataclass(frozen=True)
 class _AsyncArrayProxy:
diff --git a/tests/v3/test_codecs/test_transpose.py b/tests/v3/test_codecs/test_transpose.py
index b9aa6cc4b6..a24c650c5b 100644
--- a/tests/v3/test_codecs/test_transpose.py
+++ b/tests/v3/test_codecs/test_transpose.py
@@ -1,9 +1,10 @@
+from typing import TYPE_CHECKING
+
 import numpy as np
 import pytest
 
 import zarr.v2
 from zarr import Array, AsyncArray, config
-from zarr.abc.codec import Codec
 from zarr.abc.store import Store
 from zarr.codecs import BytesCodec, ShardingCodec, TransposeCodec
 from zarr.core.buffer import default_buffer_prototype
@@ -12,6 +13,9 @@
 
 from .test_codecs import _AsyncArrayProxy
 
+if TYPE_CHECKING:
+    from zarr.abc.codec import Codec
+
 
 @pytest.mark.parametrize("input_order", ["F", "C"])
 @pytest.mark.parametrize("runtime_write_order", ["F", "C"])
diff --git a/tests/v3/test_common.py b/tests/v3/test_common.py
index f919b4d5f7..85c6d93d36 100644
--- a/tests/v3/test_common.py
+++ b/tests/v3/test_common.py
@@ -1,9 +1,9 @@
 from __future__ import annotations
 
-from collections.abc import Iterable
 from typing import TYPE_CHECKING
 
 if TYPE_CHECKING:
+    from collections.abc import Iterable
     from typing import Any, Literal
 
 import numpy as np
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 80a06febec..e588b6a11b 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -1,10 +1,9 @@
 from __future__ import annotations
 
-from typing import Any, Literal, cast
+from typing import TYPE_CHECKING, Any, Literal, cast
 
 import numpy as np
 import pytest
-from _pytest.compat import LEGACY_PATH
 
 from zarr import Array, AsyncArray, AsyncGroup, Group
 from zarr.core.buffer import default_buffer_prototype
@@ -17,6 +16,9 @@
 
 from .conftest import parse_store
 
+if TYPE_CHECKING:
+    from _pytest.compat import LEGACY_PATH
+
 
 @pytest.fixture(params=["local", "memory"])
 async def store(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> LocalStore | MemoryStore:
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index 5805de3035..3230bbc675 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -1,8 +1,7 @@
 from __future__ import annotations
 
 from collections import Counter
-from collections.abc import Iterator
-from typing import Any
+from typing import TYPE_CHECKING, Any
 from uuid import uuid4
 
 import numpy as np
@@ -11,9 +10,7 @@
 from numpy.testing import assert_array_equal
 
 import zarr
-from zarr.abc.store import Store
 from zarr.core.buffer import BufferPrototype, default_buffer_prototype
-from zarr.core.common import ChunkCoords
 from zarr.core.indexing import (
     make_slice_selection,
     normalize_integer_selection,
@@ -25,6 +22,12 @@
 from zarr.store.common import StorePath
 from zarr.store.memory import MemoryStore
 
+if TYPE_CHECKING:
+    from collections.abc import Iterator
+
+    from zarr.abc.store import Store
+    from zarr.core.common import ChunkCoords
+
 
 @pytest.fixture
 async def store() -> Iterator[Store]:
diff --git a/tests/v3/test_metadata/test_v2.py b/tests/v3/test_metadata/test_v2.py
index 54f26d91ca..0053de08ca 100644
--- a/tests/v3/test_metadata/test_v2.py
+++ b/tests/v3/test_metadata/test_v2.py
@@ -2,11 +2,11 @@
 
 from typing import TYPE_CHECKING, Literal
 
-from zarr.abc.codec import Codec
-
 if TYPE_CHECKING:
     from typing import Any
 
+    from zarr.abc.codec import Codec
+
 import pytest
 
 from zarr.codecs import GzipCodec
diff --git a/tests/v3/test_metadata/test_v3.py b/tests/v3/test_metadata/test_v3.py
index 1a0c5b94d7..bc43154a54 100644
--- a/tests/v3/test_metadata/test_v3.py
+++ b/tests/v3/test_metadata/test_v3.py
@@ -4,15 +4,16 @@
 import re
 from typing import TYPE_CHECKING, Literal
 
-from zarr.abc.codec import Codec
 from zarr.codecs.bytes import BytesCodec
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.chunk_key_encodings import DefaultChunkKeyEncoding, V2ChunkKeyEncoding
 
 if TYPE_CHECKING:
+    from collections.abc import Sequence
     from typing import Any
 
-from collections.abc import Sequence
+    from zarr.abc.codec import Codec
+
 
 import numpy as np
 import pytest

From 5e113f5b43250e8dcb9f2dbb381b0dbccb39cc2a Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 6 Sep 2024 15:44:25 +0100
Subject: [PATCH 0656/1078] Add UPath dependency/type checking (#1955)

Add universal-pathlib to deps

Make universal-pathlib optional
---
 .pre-commit-config.yaml | 1 +
 pyproject.toml          | 1 +
 2 files changed, 2 insertions(+)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 3c0c4f9f92..e7901aa67b 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -35,6 +35,7 @@ repos:
           - numcodecs
           - numpy
           - typing_extensions
+          - universal-pathlib
           # Tests
           - pytest
           # Zarr v2
diff --git a/pyproject.toml b/pyproject.toml
index 6c9ed4521e..c6ab4a4638 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -95,6 +95,7 @@ extra = [
 ]
 optional = [
     'lmdb',
+    'universal-pathlib',
 ]
 
 [project.urls]

From e8800b0d55596fc200d67ef2cb8e6f544dcbb519 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Fri, 6 Sep 2024 10:39:13 -0500
Subject: [PATCH 0657/1078] Check tests folder with mypy (#2150)

* Check tests folder with mypy

* use shapelike

* fixup
---
 .pre-commit-config.yaml                      |  2 +-
 src/zarr/core/array.py                       | 14 ++++-
 src/zarr/core/chunk_grids.py                 |  5 +-
 src/zarr/core/group.py                       |  9 +--
 tests/v3/package_with_entrypoint/__init__.py |  4 +-
 tests/v3/test_api.py                         | 60 +++++++++++---------
 tests/v3/test_buffer.py                      | 26 +++++----
 7 files changed, 73 insertions(+), 47 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e7901aa67b..11ec156d20 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -25,7 +25,7 @@ repos:
     rev: v1.11.2
     hooks:
       - id: mypy
-        files: src
+        files: src|tests/v3/test_(api|array|buffer).py
         additional_dependencies:
           # Package dependencies
           - asciitree
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index ddf3a09c33..fbe0b19f6b 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -25,8 +25,10 @@
     ZARRAY_JSON,
     ZATTRS_JSON,
     ChunkCoords,
+    ShapeLike,
     ZarrFormat,
     concurrent_map,
+    parse_shapelike,
     product,
 )
 from zarr.core.config import config, parse_indexing_order
@@ -116,7 +118,7 @@ async def create(
         store: StoreLike,
         *,
         # v2 and v3
-        shape: ChunkCoords,
+        shape: ShapeLike,
         dtype: npt.DTypeLike,
         zarr_format: ZarrFormat = 3,
         fill_value: Any | None = None,
@@ -132,7 +134,7 @@ async def create(
         codecs: Iterable[Codec | dict[str, JSON]] | None = None,
         dimension_names: Iterable[str] | None = None,
         # v2 only
-        chunks: ChunkCoords | None = None,
+        chunks: ShapeLike | None = None,
         dimension_separator: Literal[".", "/"] | None = None,
         order: Literal["C", "F"] | None = None,
         filters: list[dict[str, JSON]] | None = None,
@@ -143,9 +145,14 @@ async def create(
     ) -> AsyncArray:
         store_path = await make_store_path(store)
 
+        shape = parse_shapelike(shape)
+
         if chunk_shape is None:
             if chunks is None:
                 chunk_shape = chunks = _guess_chunks(shape=shape, typesize=np.dtype(dtype).itemsize)
+            else:
+                chunks = parse_shapelike(chunks)
+
             chunk_shape = chunks
         elif chunks is not None:
             raise ValueError("Only one of chunk_shape or chunks must be provided.")
@@ -217,7 +224,7 @@ async def _create_v3(
         cls,
         store_path: StorePath,
         *,
-        shape: ChunkCoords,
+        shape: ShapeLike,
         dtype: npt.DTypeLike,
         chunk_shape: ChunkCoords,
         fill_value: Any | None = None,
@@ -235,6 +242,7 @@ async def _create_v3(
         if not exists_ok:
             await ensure_no_existing_node(store_path, zarr_format=3)
 
+        shape = parse_shapelike(shape)
         codecs = list(codecs) if codecs is not None else [BytesCodec()]
 
         if fill_value is None:
diff --git a/src/zarr/core/chunk_grids.py b/src/zarr/core/chunk_grids.py
index abdd2688f9..61723215c6 100644
--- a/src/zarr/core/chunk_grids.py
+++ b/src/zarr/core/chunk_grids.py
@@ -15,6 +15,7 @@
     JSON,
     ChunkCoords,
     ChunkCoordsLike,
+    ShapeLike,
     parse_named_configuration,
     parse_shapelike,
 )
@@ -27,7 +28,7 @@
 
 
 def _guess_chunks(
-    shape: ChunkCoords,
+    shape: ShapeLike,
     typesize: int,
     *,
     increment_bytes: int = 256 * 1024,
@@ -57,6 +58,8 @@ def _guess_chunks(
     ChunkCoords
 
     """
+    if isinstance(shape, int):
+        shape = (shape,)
 
     ndims = len(shape)
     # require chunks to have non-zero length for all dimensions
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 89859ab6f8..56c9c88ea5 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -22,6 +22,7 @@
     ZATTRS_JSON,
     ZGROUP_JSON,
     ChunkCoords,
+    ShapeLike,
     ZarrFormat,
     parse_shapelike,
 )
@@ -365,7 +366,7 @@ async def create_array(
         self,
         name: str,
         *,
-        shape: ChunkCoords,
+        shape: ShapeLike,
         dtype: npt.DTypeLike = "float64",
         fill_value: Any | None = None,
         attributes: dict[str, JSON] | None = None,
@@ -380,7 +381,7 @@ async def create_array(
         codecs: Iterable[Codec | dict[str, JSON]] | None = None,
         dimension_names: Iterable[str] | None = None,
         # v2 only
-        chunks: ChunkCoords | None = None,
+        chunks: ShapeLike | None = None,
         dimension_separator: Literal[".", "/"] | None = None,
         order: Literal["C", "F"] | None = None,
         filters: list[dict[str, JSON]] | None = None,
@@ -890,7 +891,7 @@ def create_array(
         self,
         name: str,
         *,
-        shape: ChunkCoords,
+        shape: ShapeLike,
         dtype: npt.DTypeLike = "float64",
         fill_value: Any | None = None,
         attributes: dict[str, JSON] | None = None,
@@ -905,7 +906,7 @@ def create_array(
         codecs: Iterable[Codec | dict[str, JSON]] | None = None,
         dimension_names: Iterable[str] | None = None,
         # v2 only
-        chunks: ChunkCoords | None = None,
+        chunks: ShapeLike | None = None,
         dimension_separator: Literal[".", "/"] | None = None,
         order: Literal["C", "F"] | None = None,
         filters: list[dict[str, JSON]] | None = None,
diff --git a/tests/v3/package_with_entrypoint/__init__.py b/tests/v3/package_with_entrypoint/__init__.py
index 0e84cde0d5..352b9d570e 100644
--- a/tests/v3/package_with_entrypoint/__init__.py
+++ b/tests/v3/package_with_entrypoint/__init__.py
@@ -2,7 +2,7 @@
 
 from numpy import ndarray
 
-from zarr.abc.codec import ArrayBytesCodec, CodecInput, CodecPipeline
+from zarr.abc.codec import ArrayBytesCodec, CodecInput, CodecOutput, CodecPipeline
 from zarr.codecs import BytesCodec
 from zarr.core.array_spec import ArraySpec
 from zarr.core.buffer import Buffer, NDBuffer
@@ -15,7 +15,7 @@ class TestEntrypointCodec(ArrayBytesCodec):
     async def encode(
         self,
         chunks_and_specs: Iterable[tuple[CodecInput | None, ArraySpec]],
-    ) -> BytesLike | None:
+    ) -> Iterable[CodecOutput | None]:
         pass
 
     async def decode(
diff --git a/tests/v3/test_api.py b/tests/v3/test_api.py
index 002678be88..239dd1c3e2 100644
--- a/tests/v3/test_api.py
+++ b/tests/v3/test_api.py
@@ -1,12 +1,14 @@
+import pathlib
+
 import numpy as np
 import pytest
 from numpy.testing import assert_array_equal
-from pytest_asyncio import fixture
 
 import zarr
 from zarr import Array, Group
 from zarr.abc.store import Store
 from zarr.api.synchronous import create, load, open, open_group, save, save_array, save_group
+from zarr.store.memory import MemoryStore
 
 
 def test_create_array(memory_store: Store) -> None:
@@ -30,7 +32,7 @@ def test_create_array(memory_store: Store) -> None:
     assert z.chunks == (40,)
 
 
-async def test_open_array(memory_store: Store) -> None:
+async def test_open_array(memory_store: MemoryStore) -> None:
     store = memory_store
 
     # open array, create if doesn't exist
@@ -57,7 +59,7 @@ async def test_open_array(memory_store: Store) -> None:
         open(store="doesnotexist", mode="r")
 
 
-async def test_open_group(memory_store: Store) -> None:
+async def test_open_group(memory_store: MemoryStore) -> None:
     store = memory_store
 
     # open group, create if doesn't exist
@@ -85,59 +87,65 @@ def test_save_errors() -> None:
         save_group("data/group.zarr")
     with pytest.raises(TypeError):
         # no array provided
-        save_array("data/group.zarr")
+        save_array("data/group.zarr")  # type: ignore[call-arg]
     with pytest.raises(ValueError):
         # no arrays provided
         save("data/group.zarr")
 
 
-@fixture
-def tmppath(tmpdir):
-    return str(tmpdir / "example.zarr")
-
-
-def test_open_with_mode_r(tmppath) -> None:
+def test_open_with_mode_r(tmp_path: pathlib.Path) -> None:
     # 'r' means read only (must exist)
     with pytest.raises(FileNotFoundError):
-        zarr.open(store=tmppath, mode="r")
-    zarr.ones(store=tmppath, shape=(3, 3))
-    z2 = zarr.open(store=tmppath, mode="r")
+        zarr.open(store=tmp_path, mode="r")
+    zarr.ones(store=tmp_path, shape=(3, 3))
+    z2 = zarr.open(store=tmp_path, mode="r")
+    assert isinstance(z2, Array)
     assert (z2[:] == 1).all()
     with pytest.raises(ValueError):
         z2[:] = 3
 
 
-def test_open_with_mode_r_plus(tmppath) -> None:
+def test_open_with_mode_r_plus(tmp_path: pathlib.Path) -> None:
     # 'r+' means read/write (must exist)
     with pytest.raises(FileNotFoundError):
-        zarr.open(store=tmppath, mode="r+")
-    zarr.ones(store=tmppath, shape=(3, 3))
-    z2 = zarr.open(store=tmppath, mode="r+")
+        zarr.open(store=tmp_path, mode="r+")
+    zarr.ones(store=tmp_path, shape=(3, 3))
+    z2 = zarr.open(store=tmp_path, mode="r+")
+    assert isinstance(z2, Array)
     assert (z2[:] == 1).all()
     z2[:] = 3
 
 
-def test_open_with_mode_a(tmppath) -> None:
+def test_open_with_mode_a(tmp_path: pathlib.Path) -> None:
     # 'a' means read/write (create if doesn't exist)
-    zarr.open(store=tmppath, mode="a", shape=(3, 3))[...] = 1
-    z2 = zarr.open(store=tmppath, mode="a")
+    arr = zarr.open(store=tmp_path, mode="a", shape=(3, 3))
+    assert isinstance(arr, Array)
+    arr[...] = 1
+    z2 = zarr.open(store=tmp_path, mode="a")
+    assert isinstance(z2, Array)
     assert (z2[:] == 1).all()
     z2[:] = 3
 
 
-def test_open_with_mode_w(tmppath) -> None:
+def test_open_with_mode_w(tmp_path: pathlib.Path) -> None:
     # 'w' means create (overwrite if exists);
-    zarr.open(store=tmppath, mode="w", shape=(3, 3))[...] = 3
-    z2 = zarr.open(store=tmppath, mode="w", shape=(3, 3))
+    arr = zarr.open(store=tmp_path, mode="w", shape=(3, 3))
+    assert isinstance(arr, Array)
+
+    arr[...] = 3
+    z2 = zarr.open(store=tmp_path, mode="w", shape=(3, 3))
+    assert isinstance(z2, Array)
     assert not (z2[:] == 3).all()
     z2[:] = 3
 
 
-def test_open_with_mode_w_minus(tmppath) -> None:
+def test_open_with_mode_w_minus(tmp_path: pathlib.Path) -> None:
     # 'w-' means create  (fail if exists)
-    zarr.open(store=tmppath, mode="w-", shape=(3, 3))[...] = 1
+    arr = zarr.open(store=tmp_path, mode="w-", shape=(3, 3))
+    assert isinstance(arr, Array)
+    arr[...] = 1
     with pytest.raises(FileExistsError):
-        zarr.open(store=tmppath, mode="w-")
+        zarr.open(store=tmp_path, mode="w-")
 
 
 # def test_lazy_loader():
diff --git a/tests/v3/test_buffer.py b/tests/v3/test_buffer.py
index 419f01c720..06c0714333 100644
--- a/tests/v3/test_buffer.py
+++ b/tests/v3/test_buffer.py
@@ -1,5 +1,7 @@
 from __future__ import annotations
 
+import types
+
 import numpy as np
 import pytest
 
@@ -27,14 +29,14 @@
     cp = None
 
 
-def test_nd_array_like(xp):
+def test_nd_array_like(xp: types.ModuleType) -> None:
     ary = xp.arange(10)
     assert isinstance(ary, ArrayLike)
     assert isinstance(ary, NDArrayLike)
 
 
 @pytest.mark.asyncio
-async def test_async_array_prototype():
+async def test_async_array_prototype() -> None:
     """Test the use of a custom buffer prototype"""
 
     expect = np.zeros((9, 9), dtype="uint16", order="F")
@@ -55,13 +57,15 @@ async def test_async_array_prototype():
         prototype=my_prototype,
     )
     got = await a.getitem(selection=(slice(0, 9), slice(0, 9)), prototype=my_prototype)
-    assert isinstance(got, TestNDArrayLike)
-    assert np.array_equal(expect, got)
+    # ignoring a mypy error here that TestNDArrayLike doesn't meet the NDArrayLike protocol
+    # The test passes, so it clearly does.
+    assert isinstance(got, TestNDArrayLike)  # type: ignore[unreachable]
+    assert np.array_equal(expect, got)  # type: ignore[unreachable]
 
 
 @gpu_test
 @pytest.mark.asyncio
-async def test_async_array_gpu_prototype():
+async def test_async_array_gpu_prototype() -> None:
     """Test the use of the GPU buffer prototype"""
 
     expect = cp.zeros((9, 9), dtype="uint16", order="F")
@@ -85,7 +89,7 @@ async def test_async_array_gpu_prototype():
 
 
 @pytest.mark.asyncio
-async def test_codecs_use_of_prototype():
+async def test_codecs_use_of_prototype() -> None:
     expect = np.zeros((10, 10), dtype="uint16", order="F")
     a = await AsyncArray.create(
         StorePath(StoreExpectingTestBuffer(mode="w")) / "test_codecs_use_of_prototype",
@@ -112,13 +116,15 @@ async def test_codecs_use_of_prototype():
         prototype=my_prototype,
     )
     got = await a.getitem(selection=(slice(0, 10), slice(0, 10)), prototype=my_prototype)
-    assert isinstance(got, TestNDArrayLike)
-    assert np.array_equal(expect, got)
+    # ignoring a mypy error here that TestNDArrayLike doesn't meet the NDArrayLike protocol
+    # The test passes, so it clearly does.
+    assert isinstance(got, TestNDArrayLike)  # type: ignore[unreachable]
+    assert np.array_equal(expect, got)  # type: ignore[unreachable]
 
 
 @gpu_test
 @pytest.mark.asyncio
-async def test_codecs_use_of_gpu_prototype():
+async def test_codecs_use_of_gpu_prototype() -> None:
     expect = cp.zeros((10, 10), dtype="uint16", order="F")
     a = await AsyncArray.create(
         StorePath(MemoryStore(mode="w")) / "test_codecs_use_of_gpu_prototype",
@@ -147,7 +153,7 @@ async def test_codecs_use_of_gpu_prototype():
     assert cp.array_equal(expect, got)
 
 
-def test_numpy_buffer_prototype():
+def test_numpy_buffer_prototype() -> None:
     buffer = cpu.buffer_prototype.buffer.create_zero_length()
     ndbuffer = cpu.buffer_prototype.nd_buffer.create(shape=(1, 2), dtype=np.dtype("int64"))
     assert isinstance(buffer.as_array_like(), np.ndarray)

From 59b118d3d0620af917afe1c82c9d2ede45711e46 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 6 Sep 2024 20:47:20 +0200
Subject: [PATCH 0658/1078] Fix new ruff/flake8-type-checking TCH003 error
 (#2154)

TCH003 Move standard library import into a type-checking block
---
 tests/v3/test_buffer.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/tests/v3/test_buffer.py b/tests/v3/test_buffer.py
index 06c0714333..5a313dc1ab 100644
--- a/tests/v3/test_buffer.py
+++ b/tests/v3/test_buffer.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-import types
+from typing import TYPE_CHECKING
 
 import numpy as np
 import pytest
@@ -23,6 +23,9 @@
 )
 from zarr.testing.utils import gpu_test
 
+if TYPE_CHECKING:
+    import types
+
 try:
     import cupy as cp
 except ImportError:

From 8e29f3744db8bdf9434b0ee104207734b6257b59 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sun, 8 Sep 2024 10:59:43 +0100
Subject: [PATCH 0659/1078] Autogenerate all API docs (#2002)

* Autogenerate all API docs

* Fix duplicate Array docs

* Fix doc errors

* Fix skip logic

* Fix module name splitting

* Change autoapi directory

* Add more enum docs

* Fix testing docstring

* Pin max version of sphinx-autoapi

* Fix spelling

* Pin max version of sphinx-autoapi

* Skip zarr.core in API docs

* Fix buffer namespace
---
 .gitignore                     |  1 +
 docs/Makefile                  |  1 +
 docs/api/index.rst             |  2 +-
 docs/api/zarr.rst              |  5 -----
 docs/conf.py                   | 18 +++++++++++++++---
 pyproject.toml                 |  4 ++--
 src/zarr/codecs/blosc.py       |  8 ++++++++
 src/zarr/codecs/bytes.py       |  4 ++++
 src/zarr/codecs/sharding.py    |  4 ++++
 src/zarr/core/array.py         |  3 +++
 src/zarr/core/buffer/core.py   |  3 +++
 src/zarr/core/indexing.py      |  6 +++++-
 src/zarr/testing/strategies.py |  9 ++++++---
 src/zarr/v2/indexing.py        |  2 +-
 src/zarr/v2/meta.py            |  3 +--
 src/zarr/v2/n5.py              |  1 +
 16 files changed, 56 insertions(+), 18 deletions(-)
 delete mode 100644 docs/api/zarr.rst

diff --git a/.gitignore b/.gitignore
index 84bcb00ffb..a09fb54d5c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -51,6 +51,7 @@ coverage.xml
 
 # Sphinx documentation
 docs/_build/
+docs/_autoapi
 
 # PyBuilder
 target/
diff --git a/docs/Makefile b/docs/Makefile
index e6adc1ca8c..fc8fa12915 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -52,6 +52,7 @@ help:
 .PHONY: clean
 clean:
 	rm -rf $(BUILDDIR)/*
+	rm -rf $(BUILDDIR)/../_autoapi
 
 .PHONY: html
 html:
diff --git a/docs/api/index.rst b/docs/api/index.rst
index 58ea531905..8735180cd9 100644
--- a/docs/api/index.rst
+++ b/docs/api/index.rst
@@ -4,4 +4,4 @@ API Reference
 .. toctree::
     :maxdepth: 1
 
-    zarr
+    ../_autoapi/zarr/index
diff --git a/docs/api/zarr.rst b/docs/api/zarr.rst
deleted file mode 100644
index 8a9216f19e..0000000000
--- a/docs/api/zarr.rst
+++ /dev/null
@@ -1,5 +0,0 @@
-zarr
-====
-
-.. autoapimodule:: zarr
-    :members:
diff --git a/docs/conf.py b/docs/conf.py
index 35afa60577..c2805d6239 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -57,9 +57,10 @@
 
 autoapi_dirs = ['../src/zarr']
 autoapi_add_toctree_entry = False
-autoapi_generate_api_docs = False
+autoapi_generate_api_docs = True
 autoapi_member_order = "groupwise"
-autoapi_root = "api"
+autoapi_root = "_autoapi"
+autoapi_keep_files = True
 
 
 # Add any paths that contain templates here, relative to this directory.
@@ -172,8 +173,19 @@
 html_logo = "_static/logo1.png"
 
 
+def autoapi_skip_modules(app: sphinx.application.Sphinx, what: str, name: str, obj: object, skip: bool, options: dict[str, Any]) -> bool:
+    """
+    Return True if a module should be skipped in th API docs.
+    """
+    parts = name.split(".")
+    if what == "module" and (any(part.startswith("_") for part in parts) or "v2" in name or name.startswith("zarr.core")):
+        return True
+    return False
+
+
 def setup(app: sphinx.application.Sphinx) -> None:
     app.add_css_file("custom.css")
+    app.connect("autoapi-skip-member", autoapi_skip_modules)
 
 
 # The name of an image file (relative to this directory) to use as a favicon of
@@ -339,7 +351,7 @@ def setup(app: sphinx.application.Sphinx) -> None:
 # use in refs e.g:
 # :ref:`comparison manual <python:comparisons>`
 intersphinx_mapping = {
-    "python": ("https://docs.python.org/", None),
+    "python": ("https://docs.python.org/3/", None),
     "numpy": ("https://numpy.org/doc/stable/", None),
     "numcodecs": ("https://numcodecs.readthedocs.io/en/stable/", None),
 }
diff --git a/pyproject.toml b/pyproject.toml
index c6ab4a4638..da0763d093 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -78,9 +78,9 @@ gpu = [
     "cupy-cuda12x",
 ]
 docs = [
-    'sphinx',
+    'sphinx<8',
     'sphinx-autobuild>=2021.3.14',
-    'sphinx-autoapi',
+    'sphinx-autoapi<3.1',
     'sphinx_design',
     'sphinx-issues',
     'sphinx-copybutton',
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index cd265e3dc0..f831dc960d 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -21,6 +21,10 @@
 
 
 class BloscShuffle(Enum):
+    """
+    Enum for shuffle filter used by blosc.
+    """
+
     noshuffle = "noshuffle"
     shuffle = "shuffle"
     bitshuffle = "bitshuffle"
@@ -38,6 +42,10 @@ def from_int(cls, num: int) -> BloscShuffle:
 
 
 class BloscCname(Enum):
+    """
+    Enum for compression library used by blosc.
+    """
+
     lz4 = "lz4"
     lz4hc = "lz4hc"
     blosclz = "blosclz"
diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index 4561b22346..bc3207be2e 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -19,6 +19,10 @@
 
 
 class Endian(Enum):
+    """
+    Enum for endian type used by bytes codec.
+    """
+
     big = "big"
     little = "little"
 
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index 9eb8e2ffb3..5281104724 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -60,6 +60,10 @@
 
 
 class ShardingCodecIndexLocation(Enum):
+    """
+    Enum for index location used by the sharding codec.
+    """
+
     start = "start"
     end = "end"
 
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index fbe0b19f6b..dcd7217d7d 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -68,6 +68,9 @@
 
     from zarr.abc.codec import Codec, CodecPipeline
 
+# Array and AsyncArray are defined in the base ``zarr`` namespace
+__all__ = ["parse_array_metadata", "create_codec_pipeline"]
+
 
 def parse_array_metadata(data: Any) -> ArrayV2Metadata | ArrayV3Metadata:
     if isinstance(data, ArrayV2Metadata | ArrayV3Metadata):
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index fca2da2b77..6aff47e8d3 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -29,6 +29,9 @@
     from zarr.codecs.bytes import Endian
     from zarr.core.common import BytesLike, ChunkCoords
 
+# Everything here is imported into ``zarr.core.buffer`` namespace.
+__all__: list[str] = []
+
 
 @runtime_checkable
 class ArrayLike(Protocol):
diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index e6e04e58f6..caf57e212a 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -559,6 +559,10 @@ def __iter__(self) -> Iterator[ChunkDimProjection]:
 
 
 class Order(Enum):
+    """
+    Enum for indexing order.
+    """
+
     UNKNOWN = 0
     INCREASING = 1
     DECREASING = 2
@@ -700,7 +704,7 @@ def slice_to_range(s: slice, length: int) -> range:
 
 
 def ix_(selection: Any, shape: ChunkCoords) -> npt.NDArray[np.intp]:
-    """Convert an orthogonal selection to a numpy advanced (fancy) selection, like numpy.ix_
+    """Convert an orthogonal selection to a numpy advanced (fancy) selection, like ``numpy.ix_``
     but with support for slices and single ints."""
 
     # normalisation
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 3a460d4fff..83de3d92ce 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -155,9 +155,12 @@ def basic_indices(draw: st.DrawFn, *, shape: tuple[int], **kwargs):  # type: ign
 
 
 def key_ranges(keys: SearchStrategy = node_names) -> SearchStrategy[list]:
-    """fn to generate key_ranges strategy for get_partial_values()
-    returns list strategy w/ form: [(key, (range_start, range_step)),
-                                    (key, (range_start, range_step)),...]
+    """
+    Function to generate key_ranges strategy for get_partial_values()
+    returns list strategy w/ form::
+
+        [(key, (range_start, range_step)),
+         (key, (range_start, range_step)),...]
     """
     byte_ranges = st.tuples(
         st.none() | st.integers(min_value=0), st.none() | st.integers(min_value=0)
diff --git a/src/zarr/v2/indexing.py b/src/zarr/v2/indexing.py
index bb2d9f1adb..880baf3f72 100644
--- a/src/zarr/v2/indexing.py
+++ b/src/zarr/v2/indexing.py
@@ -534,7 +534,7 @@ def slice_to_range(s: slice, l: int):  # noqa: E741
 
 
 def ix_(selection, shape):
-    """Convert an orthogonal selection to a numpy advanced (fancy) selection, like numpy.ix_
+    """Convert an orthogonal selection to a numpy advanced (fancy) selection, like ``numpy.ix_``
     but with support for slices and single ints."""
 
     # normalisation
diff --git a/src/zarr/v2/meta.py b/src/zarr/v2/meta.py
index 418c0727cf..2f7ce1242e 100644
--- a/src/zarr/v2/meta.py
+++ b/src/zarr/v2/meta.py
@@ -17,8 +17,7 @@
 
 # FLOAT_FILLS = {"NaN": np.nan, "Infinity": np.PINF, "-Infinity": np.NINF}
 
-_v3_core_types = set("".join(d) for d in itertools.product("<>", ("u", "i", "f"), ("2", "4", "8")))
-_v3_core_types = {"bool", "i1", "u1"} | _v3_core_types
+_v3_core_types = {"bool", "i1", "u1"} | set("".join(d) for d in itertools.product("<>", ("u", "i", "f"), ("2", "4", "8")))
 
 # The set of complex types allowed ({"<c8", "<c16", ">c8", ">c16"})
 _v3_complex_types = set(f"{end}c{_bytes}" for end, _bytes in itertools.product("<>", ("8", "16")))
diff --git a/src/zarr/v2/n5.py b/src/zarr/v2/n5.py
index a6fd39f5b8..ece110f49d 100644
--- a/src/zarr/v2/n5.py
+++ b/src/zarr/v2/n5.py
@@ -272,6 +272,7 @@ class N5FSStore(FSStore):
     """Implementation of the N5 format (https://github.com/saalfeldlab/n5)
     using `fsspec`, which allows storage on a variety of filesystems. Based
     on `zarr.N5Store`.
+
     Parameters
     ----------
     path : string

From aa9da2b63e6d7ba35774f232b1e66be0575a8a3f Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 9 Sep 2024 16:34:50 +0100
Subject: [PATCH 0660/1078] Bump pypa/gh-action-pypi-publish from 1.10.0 to
 1.10.1 in the actions group (#2161)

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.10.0 to 1.10.1
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.0...v1.10.1)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 9f115ba3e6..2d7cbd49b6 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -64,7 +64,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.10.0
+      - uses: pypa/gh-action-pypi-publish@v1.10.1
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From fb9c5261109b637dfca636aebf50d839cbf3eae4 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 9 Sep 2024 16:35:38 +0100
Subject: [PATCH 0661/1078] Bump pypa/gh-action-pypi-publish from 1.10.0 to
 1.10.1 in the actions group (#2160)

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.10.0 to 1.10.1
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.0...v1.10.1)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 1783afd806..bcff0f6154 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -55,7 +55,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.10.0
+      - uses: pypa/gh-action-pypi-publish@v1.10.1
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From ac6c6a3cf88976ab296c94f0891fee2ac7ae1bdb Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Mon, 9 Sep 2024 13:03:39 -0500
Subject: [PATCH 0662/1078] Ensure that store_dict used for empty dicts (#2162)

* Ensure that store_dict used for empty dicts

The `store_dict or {}` is Falsey for empty dicts, so the user provided
dict wasn't being used.

* fixup

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 src/zarr/store/memory.py           |  4 +++-
 tests/v3/test_store/test_memory.py | 13 +++++++++++--
 2 files changed, 14 insertions(+), 3 deletions(-)

diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index e0e72b1827..4f2627bf67 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -30,7 +30,9 @@ def __init__(
         mode: AccessModeLiteral = "r",
     ):
         super().__init__(mode=mode)
-        self._store_dict = store_dict or {}
+        if store_dict is None:
+            store_dict = {}
+        self._store_dict = store_dict
 
     async def empty(self) -> bool:
         return not self._store_dict
diff --git a/tests/v3/test_store/test_memory.py b/tests/v3/test_store/test_memory.py
index f76423c631..e64f93ad95 100644
--- a/tests/v3/test_store/test_memory.py
+++ b/tests/v3/test_store/test_memory.py
@@ -18,11 +18,14 @@ def set(self, store: MemoryStore, key: str, value: Buffer) -> None:
     def get(self, store: MemoryStore, key: str) -> Buffer:
         return store._store_dict[key]
 
-    @pytest.fixture(scope="function", params=[None, {}])
+    @pytest.fixture(scope="function", params=[None, True])
     def store_kwargs(
         self, request: pytest.FixtureRequest
     ) -> dict[str, str | None | dict[str, Buffer]]:
-        return {"store_dict": request.param, "mode": "r+"}
+        kwargs = {"store_dict": None, "mode": "r+"}
+        if request.param is True:
+            kwargs["store_dict"] = {}
+        return kwargs
 
     @pytest.fixture(scope="function")
     def store(self, store_kwargs: str | None | dict[str, Buffer]) -> MemoryStore:
@@ -77,3 +80,9 @@ def test_store_supports_partial_writes(self, store: GpuMemoryStore) -> None:
 
     def test_list_prefix(self, store: GpuMemoryStore) -> None:
         assert True
+
+
+def test_uses_dict():
+    store_dict = {}
+    store = MemoryStore(store_dict)
+    assert store._store_dict is store_dict

From 774f5b1e5a84e7cea6b6dfb913c4330854e712b8 Mon Sep 17 00:00:00 2001
From: Jonny Saunders <sneakers-the-rat@protonmail.com>
Date: Tue, 10 Sep 2024 07:09:08 -0700
Subject: [PATCH 0663/1078] [docs] remove primary sidebar from tutorial (#2142)

* remove primary sidebar from tutorial

* lint
---
 docs/conf.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/conf.py b/docs/conf.py
index 886160382f..136fcf32d6 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -195,7 +195,7 @@ def setup(app):
 # html_use_smartypants = True
 
 # Custom sidebar templates, maps document names to template names.
-# html_sidebars = {}
+html_sidebars = {"tutorial": []}
 
 # Additional templates that should be rendered to pages, maps page names to
 # template names.

From c2d50a6b199d1f469864b462528425a3a64b795c Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 10 Sep 2024 10:44:19 -0700
Subject: [PATCH 0664/1078] chore: update pre-commit hooks (#2165)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* chore: update pre-commit hooks

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.6.3 → v0.6.4](https://github.com/astral-sh/ruff-pre-commit/compare/v0.6.3...v0.6.4)
- [github.com/scientific-python/cookie: 2024.04.23 → 2024.08.19](https://github.com/scientific-python/cookie/compare/2024.04.23...2024.08.19)

* remove src setting from ruff config

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Joseph Hamman <joe@earthmover.io>
---
 .pre-commit-config.yaml | 4 ++--
 pyproject.toml          | 1 -
 2 files changed, 2 insertions(+), 3 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 11ec156d20..1f7373c028 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.6.3
+    rev: v0.6.4
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
@@ -41,7 +41,7 @@ repos:
           # Zarr v2
           - types-redis
   - repo: https://github.com/scientific-python/cookie
-    rev: 2024.04.23
+    rev: 2024.08.19
     hooks:
       - id: sp-repo-review
   - repo: https://github.com/pre-commit/pygrep-hooks
diff --git a/pyproject.toml b/pyproject.toml
index da0763d093..d92b89c65e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -181,7 +181,6 @@ serve = "sphinx-autobuild docs docs/_build --host 0.0.0.0"
 
 [tool.ruff]
 line-length = 100
-src = ["src"]
 force-exclude = true
 extend-exclude = [
     ".bzr",

From 84034388cc37b35df08c18c1979dbe849e0b288b Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Wed, 11 Sep 2024 01:24:25 -0500
Subject: [PATCH 0665/1078] Fixed test warnings (#2168)

---
 src/zarr/testing/buffer.py | 4 ++++
 tests/v3/test_group.py     | 7 ++++---
 2 files changed, 8 insertions(+), 3 deletions(-)

diff --git a/src/zarr/testing/buffer.py b/src/zarr/testing/buffer.py
index 119ffc0a66..9d640d2c64 100644
--- a/src/zarr/testing/buffer.py
+++ b/src/zarr/testing/buffer.py
@@ -25,10 +25,14 @@
 class TestNDArrayLike(np.ndarray):
     """An example of a ndarray-like class"""
 
+    __test__ = False
+
 
 class TestBuffer(cpu.Buffer):
     """Example of a custom Buffer that handles ArrayLike"""
 
+    __test__ = False
+
 
 class NDBufferUsingTestNDArrayLike(cpu.NDBuffer):
     """Example of a custom NDBuffer that handles MyNDArrayLike"""
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index e588b6a11b..6989b406da 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -785,14 +785,15 @@ async def test_require_groups(store: LocalStore | MemoryStore, zarr_format: Zarr
 
 async def test_create_dataset(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
     root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
-    foo = await root.create_dataset("foo", shape=(10,), dtype="uint8")
+    with pytest.warns(DeprecationWarning):
+        foo = await root.create_dataset("foo", shape=(10,), dtype="uint8")
     assert foo.shape == (10,)
 
-    with pytest.raises(ContainsArrayError):
+    with pytest.raises(ContainsArrayError), pytest.warns(DeprecationWarning):
         await root.create_dataset("foo", shape=(100,), dtype="int8")
 
     _ = await root.create_group("bar")
-    with pytest.raises(ContainsGroupError):
+    with pytest.raises(ContainsGroupError), pytest.warns(DeprecationWarning):
         await root.create_dataset("bar", shape=(100,), dtype="int8")
 
 

From 67819a11b7972480c49d266b2d46e6f1b5a08709 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Wed, 11 Sep 2024 01:24:51 -0500
Subject: [PATCH 0666/1078] Fixed path segment duplication in open_array
 (#2167)

Closes https://github.com/zarr-developers/zarr-python/issues/2166
---
 src/zarr/api/asynchronous.py |  1 -
 src/zarr/testing/store.py    | 12 ++++++++++++
 2 files changed, 12 insertions(+), 1 deletion(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 7f59517f39..abd5a6acb9 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -897,7 +897,6 @@ async def open_array(
         if store_path.store.mode.create:
             return await create(
                 store=store_path,
-                path=path,
                 zarr_format=zarr_format,
                 overwrite=store_path.store.mode.overwrite,
                 **kwargs,
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 925087ae67..65d7751a0d 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -2,6 +2,7 @@
 
 import pytest
 
+import zarr.api.asynchronous
 from zarr.abc.store import AccessMode, Store
 from zarr.core.buffer import Buffer, default_buffer_prototype
 from zarr.store._utils import _normalize_interval_index
@@ -232,3 +233,14 @@ async def test_list_dir(self, store: S) -> None:
         keys_observed = [k async for k in store.list_dir("group-0/group-1")]
         assert len(keys_expected) == len(keys_observed), keys_observed
         assert set(keys_observed) == set(keys_expected), keys_observed
+
+    async def test_set_get(self, store_kwargs: dict[str, Any]) -> None:
+        kwargs = {**store_kwargs, **{"mode": "w"}}
+        store = self.store_cls(**kwargs)
+        await zarr.api.asynchronous.open_array(store=store, path="a", mode="w", shape=(4,))
+        keys = [x async for x in store.list()]
+        assert keys == ["a/zarr.json"]
+
+        # no errors
+        await zarr.api.asynchronous.open_array(store=store, path="a", mode="r")
+        await zarr.api.asynchronous.open_array(store=store, path="a", mode="a")

From 726fdfbf569c144310893440a40ee8ee05e6524e Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 11 Sep 2024 07:25:11 +0100
Subject: [PATCH 0667/1078] Simplify mypy config for tests (#2156)

* Simplify mypy config for tests

* Add a list of test modules to expliclty ignore typing

* More test mypy fixes

* Remove old test_metadata file

* Fix ignoring v2 tests

* Fix name test
---
 .pre-commit-config.yaml                    |  2 +-
 pyproject.toml                             | 19 ++++++++++++++++-
 tests/{v3/test_metadata.py => __init__.py} |  0
 tests/v3/conftest.py                       | 24 +++++++++++-----------
 tests/v3/test_codec_entrypoints.py         |  9 ++++----
 tests/v3/test_common.py                    |  2 +-
 tests/v3/test_config.py                    | 17 +++++++--------
 tests/v3/test_group.py                     |  2 +-
 tests/v3/test_indexing.py                  | 15 +++++++-------
 tests/v3/test_metadata/__init__.py         |  0
 tests/v3/test_metadata/test_v3.py          |  2 +-
 tests/v3/test_properties.py                |  6 +++---
 tests/v3/test_store/__init__.py            |  0
 tests/v3/test_store/test_core.py           |  4 ++--
 tests/v3/test_store/test_remote.py         | 10 +++++----
 tests/v3/test_store/test_stateful_store.py |  4 ++--
 tests/v3/test_sync.py                      | 11 +++++-----
 tests/v3/test_v2.py                        |  5 ++---
 18 files changed, 75 insertions(+), 57 deletions(-)
 rename tests/{v3/test_metadata.py => __init__.py} (100%)
 create mode 100644 tests/v3/test_metadata/__init__.py
 create mode 100644 tests/v3/test_store/__init__.py

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 1f7373c028..2fd405b64d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -25,7 +25,7 @@ repos:
     rev: v1.11.2
     hooks:
       - id: mypy
-        files: src|tests/v3/test_(api|array|buffer).py
+        files: src|tests
         additional_dependencies:
           # Package dependencies
           - asciitree
diff --git a/pyproject.toml b/pyproject.toml
index d92b89c65e..49878b61f6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -225,6 +225,7 @@ python_version = "3.10"
 ignore_missing_imports = true
 namespace_packages = false
 
+
 strict = true
 warn_unreachable = true
 
@@ -236,6 +237,22 @@ module = [
 ]
 ignore_errors = true
 
+[[tool.mypy.overrides]]
+module = [
+    "tests.v2.*",
+    "tests.v3.package_with_entrypoint.*",
+    "tests.v3.test_codecs.*",
+    "tests.v3.test_metadata.*",
+    "tests.v3.test_store.*",
+    "tests.v3.test_config",
+    "tests.v3.test_group",
+    "tests.v3.test_indexing",
+    "tests.v3.test_properties",
+    "tests.v3.test_sync",
+    "tests.v3.test_v2",
+]
+ignore_errors = true
+
 [tool.pytest.ini_options]
 minversion = "7"
 testpaths = ["tests"]
@@ -262,6 +279,6 @@ markers = [
 
 [tool.repo-review]
 ignore = [
-	"PC111",  # fix Python code in documentation - enable later 
+	"PC111",  # fix Python code in documentation - enable later
 	"PC180",  # for JavaScript - not interested
 ]
diff --git a/tests/v3/test_metadata.py b/tests/__init__.py
similarity index 100%
rename from tests/v3/test_metadata.py
rename to tests/__init__.py
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index fcb5e3c867..b1308f058f 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -1,11 +1,20 @@
 from __future__ import annotations
 
+import pathlib
+from dataclasses import dataclass, field
 from typing import TYPE_CHECKING
 
+import numpy as np
+import numpy.typing as npt
+import pytest
+from hypothesis import HealthCheck, Verbosity, settings
+
 from zarr import AsyncGroup, config
+from zarr.store import LocalStore, MemoryStore, StorePath
+from zarr.store.remote import RemoteStore
 
 if TYPE_CHECKING:
-    from collections.abc import Iterator
+    from collections.abc import Generator, Iterator
     from types import ModuleType
     from typing import Any, Literal
 
@@ -13,15 +22,6 @@
 
     from zarr.abc.store import Store
     from zarr.core.common import ChunkCoords, MemoryOrder, ZarrFormat
-import pathlib
-from dataclasses import dataclass, field
-
-import numpy as np
-import pytest
-from hypothesis import HealthCheck, Verbosity, settings
-
-from zarr.store import LocalStore, MemoryStore, StorePath
-from zarr.store.remote import RemoteStore
 
 
 async def parse_store(
@@ -102,7 +102,7 @@ def xp(request: pytest.FixtureRequest) -> Iterator[ModuleType]:
 
 
 @pytest.fixture(autouse=True)
-def reset_config():
+def reset_config() -> Generator[None, None, None]:
     config.reset()
     yield
     config.reset()
@@ -116,7 +116,7 @@ class ArrayRequest:
 
 
 @pytest.fixture
-def array_fixture(request: pytest.FixtureRequest) -> np.ndarray:
+def array_fixture(request: pytest.FixtureRequest) -> npt.NDArray[Any]:
     array_request: ArrayRequest = request.param
     return (
         np.arange(np.prod(array_request.shape))
diff --git a/tests/v3/test_codec_entrypoints.py b/tests/v3/test_codec_entrypoints.py
index 9e2932fdd5..95dae68762 100644
--- a/tests/v3/test_codec_entrypoints.py
+++ b/tests/v3/test_codec_entrypoints.py
@@ -1,5 +1,6 @@
 import os.path
 import sys
+from collections.abc import Generator
 
 import pytest
 
@@ -10,7 +11,7 @@
 
 
 @pytest.fixture()
-def set_path():
+def set_path() -> Generator[None, None, None]:
     sys.path.append(here)
     zarr.registry._collect_entrypoints()
     yield
@@ -23,14 +24,14 @@ def set_path():
 
 @pytest.mark.usefixtures("set_path")
 @pytest.mark.parametrize("codec_name", ["TestEntrypointCodec", "TestEntrypointGroup.Codec"])
-def test_entrypoint_codec(codec_name):
+def test_entrypoint_codec(codec_name: str) -> None:
     config.set({"codecs.test": "package_with_entrypoint." + codec_name})
     cls_test = zarr.registry.get_codec_class("test")
     assert cls_test.__qualname__ == codec_name
 
 
 @pytest.mark.usefixtures("set_path")
-def test_entrypoint_pipeline():
+def test_entrypoint_pipeline() -> None:
     config.set({"codec_pipeline.path": "package_with_entrypoint.TestEntrypointCodecPipeline"})
     cls = zarr.registry.get_pipeline_class()
     assert cls.__name__ == "TestEntrypointCodecPipeline"
@@ -38,7 +39,7 @@ def test_entrypoint_pipeline():
 
 @pytest.mark.usefixtures("set_path")
 @pytest.mark.parametrize("buffer_name", ["TestEntrypointBuffer", "TestEntrypointGroup.Buffer"])
-def test_entrypoint_buffer(buffer_name):
+def test_entrypoint_buffer(buffer_name: str) -> None:
     config.set(
         {
             "buffer": "package_with_entrypoint." + buffer_name,
diff --git a/tests/v3/test_common.py b/tests/v3/test_common.py
index 85c6d93d36..c28723d1a8 100644
--- a/tests/v3/test_common.py
+++ b/tests/v3/test_common.py
@@ -109,7 +109,7 @@ def test_parse_shapelike_valid(data: Iterable[int]) -> None:
 
 # todo: more dtypes
 @pytest.mark.parametrize("data", [("uint8", np.uint8), ("float64", np.float64)])
-def parse_dtype(data: tuple[str, np.dtype]) -> None:
+def parse_dtype(data: tuple[str, np.dtype[Any]]) -> None:
     unparsed, parsed = data
     assert parse_dtype(unparsed) == parsed
 
diff --git a/tests/v3/test_config.py b/tests/v3/test_config.py
index b3e04e51da..c0674ecbfd 100644
--- a/tests/v3/test_config.py
+++ b/tests/v3/test_config.py
@@ -10,7 +10,7 @@
 import zarr
 from zarr import Array, zeros
 from zarr.abc.codec import CodecInput, CodecOutput, CodecPipeline
-from zarr.abc.store import ByteSetter
+from zarr.abc.store import ByteSetter, Store
 from zarr.codecs import BatchedCodecPipeline, BloscCodec, BytesCodec, Crc32cCodec, ShardingCodec
 from zarr.core.array_spec import ArraySpec
 from zarr.core.buffer import NDBuffer
@@ -77,17 +77,18 @@ def test_config_defaults_can_be_overridden(key: str, old_val: Any, new_val: Any)
         assert config.get(key) == new_val
 
 
-def test_fully_qualified_name():
+def test_fully_qualified_name() -> None:
     class MockClass:
         pass
 
-    assert "v3.test_config.test_fully_qualified_name.<locals>.MockClass" == fully_qualified_name(
-        MockClass
+    assert (
+        fully_qualified_name(MockClass)
+        == "tests.v3.test_config.test_fully_qualified_name.<locals>.MockClass"
     )
 
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-def test_config_codec_pipeline_class(store):
+def test_config_codec_pipeline_class(store: Store) -> None:
     # has default value
     assert get_pipeline_class().__name__ != ""
 
@@ -138,7 +139,7 @@ class MockEnvCodecPipeline(CodecPipeline):
 
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-def test_config_codec_implementation(store):
+def test_config_codec_implementation(store: Store) -> None:
     # has default value
     assert fully_qualified_name(get_codec_class("blosc")) == config.defaults[0]["codecs"]["blosc"]
 
@@ -171,7 +172,7 @@ async def _encode_single(
 
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-def test_config_ndbuffer_implementation(store):
+def test_config_ndbuffer_implementation(store: Store) -> None:
     # has default value
     assert fully_qualified_name(get_ndbuffer_class()) == config.defaults[0]["ndbuffer"]
 
@@ -191,7 +192,7 @@ def test_config_ndbuffer_implementation(store):
     assert isinstance(got, TestNDArrayLike)
 
 
-def test_config_buffer_implementation():
+def test_config_buffer_implementation() -> None:
     # has default value
     assert fully_qualified_name(get_buffer_class()) == config.defaults[0]["buffer"]
 
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 6989b406da..64d4cbc867 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -681,7 +681,7 @@ async def test_asyncgroup_update_attributes(
     assert agroup_new_attributes.attrs == attributes_new
 
 
-async def test_group_members_async(store: LocalStore | MemoryStore):
+async def test_group_members_async(store: LocalStore | MemoryStore) -> None:
     group = AsyncGroup(
         GroupMetadata(),
         store_path=StorePath(store=store, path="root"),
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index 3230bbc675..0b08378726 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -25,12 +25,11 @@
 if TYPE_CHECKING:
     from collections.abc import Iterator
 
-    from zarr.abc.store import Store
     from zarr.core.common import ChunkCoords
 
 
 @pytest.fixture
-async def store() -> Iterator[Store]:
+async def store() -> Iterator[StorePath]:
     yield StorePath(await MemoryStore.open(mode="w"))
 
 
@@ -52,7 +51,7 @@ def zarr_array_from_numpy_array(
 
 class CountingDict(MemoryStore):
     @classmethod
-    async def open(cls):
+    async def open(cls) -> CountingDict:
         store = await super().open(mode="w")
         store.counter = Counter()
         return store
@@ -68,7 +67,7 @@ async def set(self, key, value, byte_range=None):
         return await super().set(key, value, byte_range)
 
 
-def test_normalize_integer_selection():
+def test_normalize_integer_selection() -> None:
     assert 1 == normalize_integer_selection(1, 100)
     assert 99 == normalize_integer_selection(-1, 100)
     with pytest.raises(IndexError):
@@ -79,7 +78,7 @@ def test_normalize_integer_selection():
         normalize_integer_selection(-1000, 100)
 
 
-def test_replace_ellipsis():
+def test_replace_ellipsis() -> None:
     # 1D, single item
     assert (0,) == replace_ellipsis(0, (100,))
 
@@ -258,7 +257,7 @@ def _test_get_basic_selection(a, z, selection):
 
 
 # noinspection PyStatementEffect
-def test_get_basic_selection_1d(store: StorePath):
+def test_get_basic_selection_1d(store: StorePath) -> None:
     # setup
     a = np.arange(1050, dtype=int)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
@@ -328,7 +327,7 @@ def test_get_basic_selection_1d(store: StorePath):
 
 
 # noinspection PyStatementEffect
-def test_get_basic_selection_2d(store: StorePath):
+def test_get_basic_selection_2d(store: StorePath) -> None:
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
@@ -349,7 +348,7 @@ def test_get_basic_selection_2d(store: StorePath):
     np.testing.assert_array_equal(z[fancy_selection], [0, 11])
 
 
-def test_fancy_indexing_fallback_on_get_setitem(store: StorePath):
+def test_fancy_indexing_fallback_on_get_setitem(store: StorePath) -> None:
     z = zarr_array_from_numpy_array(store, np.zeros((20, 20)))
     z[[1, 2, 3], [1, 2, 3]] = 1
     np.testing.assert_array_equal(
diff --git a/tests/v3/test_metadata/__init__.py b/tests/v3/test_metadata/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/tests/v3/test_metadata/test_v3.py b/tests/v3/test_metadata/test_v3.py
index bc43154a54..5e5d22f0b1 100644
--- a/tests/v3/test_metadata/test_v3.py
+++ b/tests/v3/test_metadata/test_v3.py
@@ -237,7 +237,7 @@ def test_metadata_to_dict(
 
 @pytest.mark.parametrize("fill_value", [-1, 0, 1, 2932897])
 @pytest.mark.parametrize("precision", ["ns", "D"])
-async def test_datetime_metadata(fill_value: int, precision: str):
+async def test_datetime_metadata(fill_value: int, precision: str) -> None:
     metadata_dict = {
         "zarr_format": 3,
         "node_type": "array",
diff --git a/tests/v3/test_properties.py b/tests/v3/test_properties.py
index c978187cf1..7a085c03b7 100644
--- a/tests/v3/test_properties.py
+++ b/tests/v3/test_properties.py
@@ -11,7 +11,7 @@
 
 
 @given(st.data())
-def test_roundtrip(data):
+def test_roundtrip(data: st.DataObject) -> None:
     nparray = data.draw(np_arrays)
     zarray = data.draw(arrays(arrays=st.just(nparray)))
     assert_array_equal(nparray, zarray[:])
@@ -23,7 +23,7 @@ def test_roundtrip(data):
 # Uncomment the next line to reproduce the original failure.
 # @reproduce_failure('6.111.2', b'AXicY2FgZGRAB/8/ndR2z7nkDZEDADWpBL4=')
 @pytest.mark.filterwarnings("ignore::RuntimeWarning")
-def test_basic_indexing(data):
+def test_basic_indexing(data: st.DataObject) -> None:
     zarray = data.draw(arrays())
     nparray = zarray[:]
     indexer = data.draw(basic_indices(shape=nparray.shape))
@@ -42,7 +42,7 @@ def test_basic_indexing(data):
 # Uncomment the next line to reproduce the original failure.
 # @reproduce_failure('6.111.2', b'AXicY2FgZGRAB/8/eLmF7qr/C5EDADZUBRM=')
 @pytest.mark.filterwarnings("ignore::RuntimeWarning")
-def test_vindex(data):
+def test_vindex(data: st.DataObject) -> None:
     zarray = data.draw(arrays())
     nparray = zarray[:]
 
diff --git a/tests/v3/test_store/__init__.py b/tests/v3/test_store/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/tests/v3/test_store/test_core.py b/tests/v3/test_store/test_core.py
index 23821acfa6..c65d91f9d0 100644
--- a/tests/v3/test_store/test_core.py
+++ b/tests/v3/test_store/test_core.py
@@ -7,7 +7,7 @@
 from zarr.store.memory import MemoryStore
 
 
-async def test_make_store_path(tmpdir) -> None:
+async def test_make_store_path(tmpdir: str) -> None:
     # None
     store_path = await make_store_path(None)
     assert isinstance(store_path.store, MemoryStore)
@@ -33,4 +33,4 @@ async def test_make_store_path(tmpdir) -> None:
     assert Path(store_path.store.root) == Path(tmpdir)
 
     with pytest.raises(TypeError):
-        await make_store_path(1)
+        await make_store_path(1)  # type: ignore[arg-type]
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index b09bf24e24..7495bec8e1 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -1,5 +1,7 @@
 import os
+from collections.abc import Generator
 
+import botocore.client
 import fsspec
 import pytest
 from upath import UPath
@@ -22,7 +24,7 @@
 
 
 @pytest.fixture(scope="module")
-def s3_base():
+def s3_base() -> Generator[None, None, None]:
     # writable local S3 system
 
     # This fixture is module-scoped, meaning that we can reuse the MotoServer across all tests
@@ -37,7 +39,7 @@ def s3_base():
     server.stop()
 
 
-def get_boto3_client():
+def get_boto3_client() -> botocore.client.BaseClient:
     from botocore.session import Session
 
     # NB: we use the sync botocore client for setup
@@ -46,7 +48,7 @@ def get_boto3_client():
 
 
 @pytest.fixture(autouse=True, scope="function")
-def s3(s3_base):
+def s3(s3_base) -> Generator[s3fs.S3FileSystem, None, None]:
     """
     Quoting Martin Durant:
     pytest-asyncio creates a new event loop for each async test.
@@ -81,7 +83,7 @@ async def alist(it):
     return out
 
 
-async def test_basic():
+async def test_basic() -> None:
     store = await RemoteStore.open(
         f"s3://{test_bucket_name}", mode="w", endpoint_url=endpoint_url, anon=False
     )
diff --git a/tests/v3/test_store/test_stateful_store.py b/tests/v3/test_store/test_stateful_store.py
index a8f51e96e6..d062f9235f 100644
--- a/tests/v3/test_store/test_stateful_store.py
+++ b/tests/v3/test_store/test_stateful_store.py
@@ -102,7 +102,7 @@ class ZarrStoreStateMachine(RuleBasedStateMachine):
         https://hypothesis.readthedocs.io/en/latest/stateful.html
     """
 
-    def __init__(self):
+    def __init__(self) -> None:
         super().__init__()
         self.model: dict[str, bytes] = {}
         self.store = SyncStoreWrapper(MemoryStore(mode="w"))
@@ -170,7 +170,7 @@ def delete(self, data: bytes) -> None:
         del self.model[key]
 
     @rule()
-    def clear(self):
+    def clear(self) -> None:
         assert not self.store.mode.readonly
         note("(clear)")
         self.store.clear()
diff --git a/tests/v3/test_sync.py b/tests/v3/test_sync.py
index a335f9b48c..22834747e7 100644
--- a/tests/v3/test_sync.py
+++ b/tests/v3/test_sync.py
@@ -8,11 +8,10 @@
 
 
 @pytest.fixture(params=[True, False])
-def sync_loop(request) -> asyncio.AbstractEventLoop | None:
+def sync_loop(request: pytest.FixtureRequest) -> asyncio.AbstractEventLoop | None:
     if request.param is True:
         return _get_loop()
-
-    if request.param is False:
+    else:
         return None
 
 
@@ -58,7 +57,7 @@ def foo() -> str:
         return "foo"
 
     with pytest.raises(TypeError):
-        sync(foo(), loop=sync_loop)
+        sync(foo(), loop=sync_loop)  # type: ignore[arg-type]
 
 
 @pytest.mark.filterwarnings("ignore:coroutine.*was never awaited")
@@ -82,7 +81,7 @@ def foo() -> str:
         return "foo"
 
     async def bar() -> str:
-        return sync(foo(), loop=sync_loop)
+        return sync(foo(), loop=sync_loop)  # type: ignore[arg-type]
 
     with pytest.raises(SyncError):
         sync(bar(), loop=sync_loop)
@@ -92,7 +91,7 @@ async def bar() -> str:
 def test_sync_raises_if_loop_is_invalid_type() -> None:
     foo = AsyncMock(return_value="foo")
     with pytest.raises(TypeError):
-        sync(foo(), loop=1)
+        sync(foo(), loop=1)  # type: ignore[arg-type]
     foo.assert_not_awaited()
 
 
diff --git a/tests/v3/test_v2.py b/tests/v3/test_v2.py
index 4f4dc5aed3..9ddde68e23 100644
--- a/tests/v3/test_v2.py
+++ b/tests/v3/test_v2.py
@@ -4,16 +4,15 @@
 import pytest
 
 from zarr import Array
-from zarr.abc.store import Store
 from zarr.store import MemoryStore, StorePath
 
 
 @pytest.fixture
-async def store() -> Iterator[Store]:
+async def store() -> Iterator[StorePath]:
     yield StorePath(await MemoryStore.open(mode="w"))
 
 
-def test_simple(store: Store):
+def test_simple(store: StorePath) -> None:
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
 
     a = Array.create(

From e1d98cdf3d35e4cb2815912d82a64c1623347c87 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 10 Sep 2024 23:35:06 -0700
Subject: [PATCH 0668/1078] Bump pytest from 8.3.2 to 8.3.3 in the requirements
 group (#2172)

Bumps the requirements group with 1 update: [pytest](https://github.com/pytest-dev/pytest).


Updates `pytest` from 8.3.2 to 8.3.3
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/8.3.2...8.3.3)

---
updated-dependencies:
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 2991d99299..1d29404d6c 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -5,4 +5,4 @@ numcodecs==0.13.0
 msgpack-python==0.5.6
 setuptools-scm==8.1.0
 # test requirements
-pytest==8.3.2
+pytest==8.3.3

From c62294e37effa31be98c88d99ac6f1ec4ea5ae46 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Thu, 12 Sep 2024 12:32:57 -0500
Subject: [PATCH 0669/1078] Accept dictionaries for `store` argument (#2164)

* Accept dictionaries for `store`

* fixup doc build warnings

* Only support dictionaries
---
 src/zarr/api/asynchronous.py | 12 +++++++++++-
 src/zarr/core/buffer/core.py |  4 ++--
 src/zarr/core/buffer/cpu.py  |  4 ++--
 src/zarr/core/buffer/gpu.py  | 12 ++++++------
 src/zarr/store/common.py     |  6 +++++-
 tests/v3/test_group.py       | 12 ++++++++++++
 6 files changed, 38 insertions(+), 12 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index abd5a6acb9..5fbdbbfb06 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -497,8 +497,18 @@ async def open_group(
 
     Parameters
     ----------
-    store : Store or string, optional
+    store : Store, string, or mapping, optional
         Store or path to directory in file system or name of zip file.
+
+        Strings are interpreted as paths on the local file system
+        and used as the ``root`` argument to :class:`zarr.store.LocalStore`.
+
+        Dictionaries are used as the ``store_dict`` argument in
+        :class:`zarr.store.MemoryStore``.
+
+        By default (``store=None``) a new :class:`zarr.store.MemoryStore`
+        is created.
+
     mode : {'r', 'r+', 'a', 'w', 'w-'}, optional
         Persistence mode: 'r' means read only (must exist); 'r+' means
         read/write (must exist); 'a' means read/write (create if doesn't
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index 6aff47e8d3..ff26478ca9 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -195,8 +195,8 @@ def from_buffer(cls, buffer: Buffer) -> Self:
         -------
             A new buffer representing the content of the input buffer
 
-        Note
-        ----
+        Notes
+        -----
         Subclasses of `Buffer` must override this method to implement
         more optimal conversions that avoid copies where possible
         """
diff --git a/src/zarr/core/buffer/cpu.py b/src/zarr/core/buffer/cpu.py
index 66d5ecfe7c..cef16209ec 100644
--- a/src/zarr/core/buffer/cpu.py
+++ b/src/zarr/core/buffer/cpu.py
@@ -73,8 +73,8 @@ def from_buffer(cls, buffer: core.Buffer) -> Self:
         -------
             A new buffer representing the content of the input buffer
 
-        Note
-        ----
+        Notes
+        -----
         Subclasses of `Buffer` must override this method to implement
         more optimal conversions that avoid copies where possible
         """
diff --git a/src/zarr/core/buffer/gpu.py b/src/zarr/core/buffer/gpu.py
index 476a4a62c1..c817431d3d 100644
--- a/src/zarr/core/buffer/gpu.py
+++ b/src/zarr/core/buffer/gpu.py
@@ -38,8 +38,8 @@ class Buffer(core.Buffer):
     array-like instance can be copied/converted to a regular Numpy array
     (host memory).
 
-    Note
-    ----
+    Notes
+    -----
     This buffer is untyped, so all indexing and sizes are in bytes.
 
     Parameters
@@ -123,8 +123,8 @@ class NDBuffer(core.NDBuffer):
     ndarray-like instance can be copied/converted to a regular Numpy array
     (host memory).
 
-    Note
-    ----
+    Notes
+    -----
     The two buffer classes Buffer and NDBuffer are very similar. In fact, Buffer
     is a special case of NDBuffer where dim=1, stride=1, and dtype="b". However,
     in order to use Python's type system to differentiate between the contiguous
@@ -193,8 +193,8 @@ def from_numpy_array(cls, array_like: npt.ArrayLike) -> Self:
     def as_numpy_array(self) -> npt.NDArray[Any]:
         """Returns the buffer as a NumPy array (host memory).
 
-        Warning
-        -------
+        Warnings
+        --------
         Might have to copy data, consider using `.as_ndarray_like()` instead.
 
         Returns
diff --git a/src/zarr/store/common.py b/src/zarr/store/common.py
index 6a88de7760..8028c9af3d 100644
--- a/src/zarr/store/common.py
+++ b/src/zarr/store/common.py
@@ -71,7 +71,7 @@ def __eq__(self, other: Any) -> bool:
         return False
 
 
-StoreLike = Store | StorePath | Path | str
+StoreLike = Store | StorePath | Path | str | dict[str, Buffer]
 
 
 async def make_store_path(
@@ -94,6 +94,10 @@ async def make_store_path(
         return StorePath(await LocalStore.open(root=store_like, mode=mode or "r"))
     elif isinstance(store_like, str):
         return StorePath(await LocalStore.open(root=Path(store_like), mode=mode or "r"))
+    elif isinstance(store_like, dict):
+        # We deliberate only consider dict[str, Buffer] here, and not arbitrary mutable mappings.
+        # By only allowing dictionaries, which are in-memory, we know that MemoryStore appropriate.
+        return StorePath(await MemoryStore.open(store_dict=store_like, mode=mode))
     raise TypeError
 
 
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 64d4cbc867..de09d1b0c1 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -5,7 +5,9 @@
 import numpy as np
 import pytest
 
+import zarr.api.asynchronous
 from zarr import Array, AsyncArray, AsyncGroup, Group
+from zarr.api.synchronous import open_group
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.common import ZarrFormat
 from zarr.core.group import GroupMetadata
@@ -820,3 +822,13 @@ async def test_require_array(store: LocalStore | MemoryStore, zarr_format: ZarrF
     _ = await root.create_group("bar")
     with pytest.raises(TypeError, match="Incompatible object"):
         await root.require_array("bar", shape=(10,), dtype="int8")
+
+
+async def test_open_mutable_mapping():
+    group = await zarr.api.asynchronous.open_group(store={}, mode="w")
+    assert isinstance(group.store_path.store, MemoryStore)
+
+
+def test_open_mutable_mapping_sync():
+    group = open_group(store={}, mode="w")
+    assert isinstance(group.store_path.store, MemoryStore)

From 52d68490b308ad861ed9d128b320628ce690afea Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Thu, 12 Sep 2024 20:30:27 +0200
Subject: [PATCH 0670/1078] refactor: split metadata into v2 and v3 modules
 (#2163)

* refactor: split metadata into v2 and v3 modules

* add more explicit typeguards

* port fill value normalization from v2

* remove v2 suffix from zarr format parsing

* remove v2 suffix from zarr format parsing
---
 src/zarr/api/asynchronous.py                  |   3 +-
 src/zarr/codecs/sharding.py                   |   2 +-
 src/zarr/core/array.py                        |   4 +-
 src/zarr/core/metadata/__init__.py            |   4 +
 src/zarr/core/metadata/common.py              |  67 +++
 src/zarr/core/metadata/v2.py                  | 235 ++++++++
 src/zarr/core/{metadata.py => metadata/v3.py} | 505 +++++-------------
 tests/v3/test_metadata/test_v2.py             |   8 +-
 tests/v3/test_metadata/test_v3.py             |   5 +-
 9 files changed, 448 insertions(+), 385 deletions(-)
 create mode 100644 src/zarr/core/metadata/__init__.py
 create mode 100644 src/zarr/core/metadata/common.py
 create mode 100644 src/zarr/core/metadata/v2.py
 rename src/zarr/core/{metadata.py => metadata/v3.py} (61%)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 5fbdbbfb06..d757aa2120 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -10,7 +10,8 @@
 from zarr.core.array import Array, AsyncArray
 from zarr.core.common import JSON, AccessModeLiteral, ChunkCoords, MemoryOrder, ZarrFormat
 from zarr.core.group import AsyncGroup
-from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
+from zarr.core.metadata.v2 import ArrayV2Metadata
+from zarr.core.metadata.v3 import ArrayV3Metadata
 from zarr.store import (
     StoreLike,
     make_store_path,
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index 5281104724..df7f5978a7 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -44,7 +44,7 @@
     get_indexer,
     morton_order_iter,
 )
-from zarr.core.metadata import parse_codecs
+from zarr.core.metadata.v3 import parse_codecs
 from zarr.registry import get_ndbuffer_class, get_pipeline_class, register_codec
 
 if TYPE_CHECKING:
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index dcd7217d7d..7311b6eec2 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -55,7 +55,8 @@
     is_scalar,
     pop_fields,
 )
-from zarr.core.metadata import ArrayMetadata, ArrayV2Metadata, ArrayV3Metadata
+from zarr.core.metadata.v2 import ArrayV2Metadata
+from zarr.core.metadata.v3 import ArrayV3Metadata
 from zarr.core.sync import sync
 from zarr.registry import get_pipeline_class
 from zarr.store import StoreLike, StorePath, make_store_path
@@ -67,6 +68,7 @@
     from collections.abc import Iterable
 
     from zarr.abc.codec import Codec, CodecPipeline
+    from zarr.core.metadata.common import ArrayMetadata
 
 # Array and AsyncArray are defined in the base ``zarr`` namespace
 __all__ = ["parse_array_metadata", "create_codec_pipeline"]
diff --git a/src/zarr/core/metadata/__init__.py b/src/zarr/core/metadata/__init__.py
new file mode 100644
index 0000000000..addf473397
--- /dev/null
+++ b/src/zarr/core/metadata/__init__.py
@@ -0,0 +1,4 @@
+from .v2 import ArrayV2Metadata
+from .v3 import ArrayV3Metadata
+
+__all__ = ["ArrayV2Metadata", "ArrayV3Metadata"]
diff --git a/src/zarr/core/metadata/common.py b/src/zarr/core/metadata/common.py
new file mode 100644
index 0000000000..583375b4b7
--- /dev/null
+++ b/src/zarr/core/metadata/common.py
@@ -0,0 +1,67 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from typing import Any, Literal
+
+    import numpy as np
+    from typing_extensions import Self
+
+    from zarr.core.array_spec import ArraySpec
+    from zarr.core.buffer import Buffer, BufferPrototype
+    from zarr.core.chunk_grids import ChunkGrid
+    from zarr.core.common import JSON, ChunkCoords, ZarrFormat
+
+from abc import ABC, abstractmethod
+from dataclasses import dataclass
+
+from zarr.abc.metadata import Metadata
+
+
+@dataclass(frozen=True, kw_only=True)
+class ArrayMetadata(Metadata, ABC):
+    shape: ChunkCoords
+    fill_value: Any
+    chunk_grid: ChunkGrid
+    attributes: dict[str, JSON]
+    zarr_format: ZarrFormat
+
+    @property
+    @abstractmethod
+    def dtype(self) -> np.dtype[Any]:
+        pass
+
+    @property
+    @abstractmethod
+    def ndim(self) -> int:
+        pass
+
+    @abstractmethod
+    def get_chunk_spec(
+        self, _chunk_coords: ChunkCoords, order: Literal["C", "F"], prototype: BufferPrototype
+    ) -> ArraySpec:
+        pass
+
+    @abstractmethod
+    def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
+        pass
+
+    @abstractmethod
+    def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
+        pass
+
+    @abstractmethod
+    def update_shape(self, shape: ChunkCoords) -> Self:
+        pass
+
+    @abstractmethod
+    def update_attributes(self, attributes: dict[str, JSON]) -> Self:
+        pass
+
+
+def parse_attributes(data: None | dict[str, JSON]) -> dict[str, JSON]:
+    if data is None:
+        return {}
+
+    return data
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
new file mode 100644
index 0000000000..6d5ecd7e86
--- /dev/null
+++ b/src/zarr/core/metadata/v2.py
@@ -0,0 +1,235 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from typing import Any, Literal
+
+    import numpy.typing as npt
+    from typing_extensions import Self
+
+    from zarr.core.buffer import Buffer, BufferPrototype
+    from zarr.core.common import JSON, ChunkCoords
+
+import json
+from dataclasses import dataclass, field, replace
+
+import numpy as np
+
+from zarr.core.array_spec import ArraySpec
+from zarr.core.chunk_grids import RegularChunkGrid
+from zarr.core.chunk_key_encodings import parse_separator
+from zarr.core.common import ZARRAY_JSON, ZATTRS_JSON, parse_dtype, parse_shapelike
+from zarr.core.config import config, parse_indexing_order
+from zarr.core.metadata.common import ArrayMetadata, parse_attributes
+
+
+@dataclass(frozen=True, kw_only=True)
+class ArrayV2Metadata(ArrayMetadata):
+    shape: ChunkCoords
+    chunk_grid: RegularChunkGrid
+    data_type: np.dtype[Any]
+    fill_value: None | int | float = 0
+    order: Literal["C", "F"] = "C"
+    filters: list[dict[str, JSON]] | None = None
+    dimension_separator: Literal[".", "/"] = "."
+    compressor: dict[str, JSON] | None = None
+    attributes: dict[str, JSON] = field(default_factory=dict)
+    zarr_format: Literal[2] = field(init=False, default=2)
+
+    def __init__(
+        self,
+        *,
+        shape: ChunkCoords,
+        dtype: npt.DTypeLike,
+        chunks: ChunkCoords,
+        fill_value: Any,
+        order: Literal["C", "F"],
+        dimension_separator: Literal[".", "/"] = ".",
+        compressor: dict[str, JSON] | None = None,
+        filters: list[dict[str, JSON]] | None = None,
+        attributes: dict[str, JSON] | None = None,
+    ):
+        """
+        Metadata for a Zarr version 2 array.
+        """
+        shape_parsed = parse_shapelike(shape)
+        data_type_parsed = parse_dtype(dtype)
+        chunks_parsed = parse_shapelike(chunks)
+        compressor_parsed = parse_compressor(compressor)
+        order_parsed = parse_indexing_order(order)
+        dimension_separator_parsed = parse_separator(dimension_separator)
+        filters_parsed = parse_filters(filters)
+        fill_value_parsed = parse_fill_value(fill_value, dtype=data_type_parsed)
+        attributes_parsed = parse_attributes(attributes)
+
+        object.__setattr__(self, "shape", shape_parsed)
+        object.__setattr__(self, "data_type", data_type_parsed)
+        object.__setattr__(self, "chunk_grid", RegularChunkGrid(chunk_shape=chunks_parsed))
+        object.__setattr__(self, "compressor", compressor_parsed)
+        object.__setattr__(self, "order", order_parsed)
+        object.__setattr__(self, "dimension_separator", dimension_separator_parsed)
+        object.__setattr__(self, "filters", filters_parsed)
+        object.__setattr__(self, "fill_value", fill_value_parsed)
+        object.__setattr__(self, "attributes", attributes_parsed)
+
+        # ensure that the metadata document is consistent
+        _ = parse_metadata(self)
+
+    @property
+    def ndim(self) -> int:
+        return len(self.shape)
+
+    @property
+    def dtype(self) -> np.dtype[Any]:
+        return self.data_type
+
+    @property
+    def chunks(self) -> ChunkCoords:
+        return self.chunk_grid.chunk_shape
+
+    def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
+        def _json_convert(
+            o: Any,
+        ) -> Any:
+            if isinstance(o, np.dtype):
+                if o.fields is None:
+                    return o.str
+                else:
+                    return o.descr
+            if np.isscalar(o):
+                # convert numpy scalar to python type, and pass
+                # python types through
+                return getattr(o, "item", lambda: o)()
+            raise TypeError
+
+        zarray_dict = self.to_dict()
+
+        # todo: remove this check when we can ensure that to_dict always returns dicts.
+        if not isinstance(zarray_dict, dict):
+            raise TypeError(f"Invalid type: got {type(zarray_dict)}, expected dict.")
+
+        zattrs_dict = zarray_dict.pop("attributes", {})
+        json_indent = config.get("json_indent")
+        return {
+            ZARRAY_JSON: prototype.buffer.from_bytes(
+                json.dumps(zarray_dict, default=_json_convert, indent=json_indent).encode()
+            ),
+            ZATTRS_JSON: prototype.buffer.from_bytes(
+                json.dumps(zattrs_dict, indent=json_indent).encode()
+            ),
+        }
+
+    @classmethod
+    def from_dict(cls, data: dict[str, Any]) -> ArrayV2Metadata:
+        # make a copy to protect the original from modification
+        _data = data.copy()
+        # check that the zarr_format attribute is correct
+        _ = parse_zarr_format(_data.pop("zarr_format"))
+        return cls(**_data)
+
+    def to_dict(self) -> JSON:
+        zarray_dict = super().to_dict()
+
+        # todo: remove this check when we can ensure that to_dict always returns dicts.
+        if not isinstance(zarray_dict, dict):
+            raise TypeError(f"Invalid type: got {type(zarray_dict)}, expected dict.")
+
+        _ = zarray_dict.pop("chunk_grid")
+        zarray_dict["chunks"] = self.chunk_grid.chunk_shape
+
+        _ = zarray_dict.pop("data_type")
+        zarray_dict["dtype"] = self.data_type.str
+
+        return zarray_dict
+
+    def get_chunk_spec(
+        self, _chunk_coords: ChunkCoords, order: Literal["C", "F"], prototype: BufferPrototype
+    ) -> ArraySpec:
+        return ArraySpec(
+            shape=self.chunk_grid.chunk_shape,
+            dtype=self.dtype,
+            fill_value=self.fill_value,
+            order=order,
+            prototype=prototype,
+        )
+
+    def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
+        chunk_identifier = self.dimension_separator.join(map(str, chunk_coords))
+        return "0" if chunk_identifier == "" else chunk_identifier
+
+    def update_shape(self, shape: ChunkCoords) -> Self:
+        return replace(self, shape=shape)
+
+    def update_attributes(self, attributes: dict[str, JSON]) -> Self:
+        return replace(self, attributes=attributes)
+
+
+def parse_zarr_format(data: Literal[2]) -> Literal[2]:
+    if data == 2:
+        return data
+    raise ValueError(f"Invalid value. Expected 2. Got {data}.")
+
+
+def parse_filters(data: list[dict[str, JSON]] | None) -> list[dict[str, JSON]] | None:
+    return data
+
+
+def parse_compressor(data: dict[str, JSON] | None) -> dict[str, JSON] | None:
+    return data
+
+
+def parse_metadata(data: ArrayV2Metadata) -> ArrayV2Metadata:
+    if (l_chunks := len(data.chunks)) != (l_shape := len(data.shape)):
+        msg = (
+            f"The `shape` and `chunks` attributes must have the same length. "
+            f"`chunks` has length {l_chunks}, but `shape` has length {l_shape}."
+        )
+        raise ValueError(msg)
+    return data
+
+
+def parse_fill_value(fill_value: Any, dtype: np.dtype[Any]) -> Any:
+    """
+    Parse a potential fill value into a value that is compatible with the provided dtype.
+
+    Parameters
+    ----------
+    fill_value: Any
+        A potential fill value.
+    dtype: np.dtype[Any]
+        A numpy dtype.
+
+    Returns
+        An instance of `dtype`, or `None`, or any python object (in the case of an object dtype)
+    """
+
+    if fill_value is None or dtype.hasobject:
+        # no fill value
+        pass
+    elif not isinstance(fill_value, np.void) and fill_value == 0:
+        # this should be compatible across numpy versions for any array type, including
+        # structured arrays
+        fill_value = np.zeros((), dtype=dtype)[()]
+
+    elif dtype.kind == "U":
+        # special case unicode because of encoding issues on Windows if passed through numpy
+        # https://github.com/alimanfoo/zarr/pull/172#issuecomment-343782713
+
+        if not isinstance(fill_value, str):
+            raise ValueError(
+                f"fill_value {fill_value!r} is not valid for dtype {dtype}; must be a unicode string"
+            )
+    else:
+        try:
+            if isinstance(fill_value, bytes) and dtype.kind == "V":
+                # special case for numpy 1.14 compatibility
+                fill_value = np.array(fill_value, dtype=dtype.str).view(dtype)[()]
+            else:
+                fill_value = np.array(fill_value, dtype=dtype)[()]
+
+        except Exception as e:
+            msg = f"Fill_value {fill_value} is not valid for dtype {dtype}."
+            raise ValueError(msg) from e
+
+    return fill_value
diff --git a/src/zarr/core/metadata.py b/src/zarr/core/metadata/v3.py
similarity index 61%
rename from src/zarr/core/metadata.py
rename to src/zarr/core/metadata/v3.py
index d25559cd53..195c3bd0a2 100644
--- a/src/zarr/core/metadata.py
+++ b/src/zarr/core/metadata/v3.py
@@ -1,156 +1,73 @@
 from __future__ import annotations
 
+from typing import TYPE_CHECKING, cast, overload
+
+if TYPE_CHECKING:
+    import numpy.typing as npt
+    from typing_extensions import Self
+
+    from zarr.core.buffer import Buffer, BufferPrototype
+    from zarr.core.chunk_grids import ChunkGrid
+    from zarr.core.common import JSON, ChunkCoords
+
 import json
-from abc import ABC, abstractmethod
 from collections.abc import Iterable, Sequence
 from dataclasses import dataclass, field, replace
 from enum import Enum
-from typing import TYPE_CHECKING, Any, Literal, cast, overload
+from typing import Any, Literal
 
+import numcodecs.abc
 import numpy as np
-import numpy.typing as npt
 
 from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec, Codec, CodecPipeline
-from zarr.abc.metadata import Metadata
-from zarr.core.buffer import Buffer, BufferPrototype, default_buffer_prototype
+from zarr.core.array_spec import ArraySpec
+from zarr.core.buffer import default_buffer_prototype
 from zarr.core.chunk_grids import ChunkGrid, RegularChunkGrid
-from zarr.core.chunk_key_encodings import ChunkKeyEncoding, parse_separator
+from zarr.core.chunk_key_encodings import ChunkKeyEncoding
+from zarr.core.common import ZARR_JSON, parse_dtype, parse_named_configuration, parse_shapelike
+from zarr.core.config import config
+from zarr.core.metadata.common import ArrayMetadata, parse_attributes
 from zarr.registry import get_codec_class, get_pipeline_class
 
-if TYPE_CHECKING:
-    from typing_extensions import Self
-
-import numcodecs.abc
-
-from zarr.core.array_spec import ArraySpec
-from zarr.core.common import (
-    JSON,
-    ZARR_JSON,
-    ZARRAY_JSON,
-    ZATTRS_JSON,
-    ChunkCoords,
-    ZarrFormat,
-    parse_dtype,
-    parse_named_configuration,
-    parse_shapelike,
-)
-from zarr.core.config import config, parse_indexing_order
-
-# For type checking
-_bool = bool
 
-__all__ = ["ArrayMetadata"]
-
-
-class DataType(Enum):
-    bool = "bool"
-    int8 = "int8"
-    int16 = "int16"
-    int32 = "int32"
-    int64 = "int64"
-    uint8 = "uint8"
-    uint16 = "uint16"
-    uint32 = "uint32"
-    uint64 = "uint64"
-    float32 = "float32"
-    float64 = "float64"
-
-    @property
-    def byte_count(self) -> int:
-        data_type_byte_counts = {
-            DataType.bool: 1,
-            DataType.int8: 1,
-            DataType.int16: 2,
-            DataType.int32: 4,
-            DataType.int64: 8,
-            DataType.uint8: 1,
-            DataType.uint16: 2,
-            DataType.uint32: 4,
-            DataType.uint64: 8,
-            DataType.float32: 4,
-            DataType.float64: 8,
-        }
-        return data_type_byte_counts[self]
-
-    @property
-    def has_endianness(self) -> _bool:
-        # This might change in the future, e.g. for a complex with 2 8-bit floats
-        return self.byte_count != 1
-
-    def to_numpy_shortname(self) -> str:
-        data_type_to_numpy = {
-            DataType.bool: "bool",
-            DataType.int8: "i1",
-            DataType.int16: "i2",
-            DataType.int32: "i4",
-            DataType.int64: "i8",
-            DataType.uint8: "u1",
-            DataType.uint16: "u2",
-            DataType.uint32: "u4",
-            DataType.uint64: "u8",
-            DataType.float32: "f4",
-            DataType.float64: "f8",
-        }
-        return data_type_to_numpy[self]
-
-    @classmethod
-    def from_dtype(cls, dtype: np.dtype[Any]) -> DataType:
-        dtype_to_data_type = {
-            "|b1": "bool",
-            "bool": "bool",
-            "|i1": "int8",
-            "<i2": "int16",
-            "<i4": "int32",
-            "<i8": "int64",
-            "|u1": "uint8",
-            "<u2": "uint16",
-            "<u4": "uint32",
-            "<u8": "uint64",
-            "<f4": "float32",
-            "<f8": "float64",
-        }
-        return DataType[dtype_to_data_type[dtype.str]]
+def parse_zarr_format(data: Literal[3]) -> Literal[3]:
+    if data == 3:
+        return data
+    raise ValueError(f"Invalid value. Expected 3. Got {data}.")
 
 
-@dataclass(frozen=True, kw_only=True)
-class ArrayMetadata(Metadata, ABC):
-    shape: ChunkCoords
-    fill_value: Any
-    chunk_grid: ChunkGrid
-    attributes: dict[str, JSON]
-    zarr_format: ZarrFormat
+def parse_node_type_array(data: Literal["array"]) -> Literal["array"]:
+    if data == "array":
+        return data
+    raise ValueError(f"Invalid value. Expected 'array'. Got {data}.")
 
-    @property
-    @abstractmethod
-    def dtype(self) -> np.dtype[Any]:
-        pass
 
-    @property
-    @abstractmethod
-    def ndim(self) -> int:
-        pass
+def parse_codecs(data: Iterable[Codec | dict[str, JSON]]) -> tuple[Codec, ...]:
+    out: tuple[Codec, ...] = ()
 
-    @abstractmethod
-    def get_chunk_spec(
-        self, _chunk_coords: ChunkCoords, order: Literal["C", "F"], prototype: BufferPrototype
-    ) -> ArraySpec:
-        pass
+    if not isinstance(data, Iterable):
+        raise TypeError(f"Expected iterable, got {type(data)}")
 
-    @abstractmethod
-    def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
-        pass
+    for c in data:
+        if isinstance(
+            c, ArrayArrayCodec | ArrayBytesCodec | BytesBytesCodec
+        ):  # Can't use Codec here because of mypy limitation
+            out += (c,)
+        else:
+            name_parsed, _ = parse_named_configuration(c, require_configuration=False)
+            out += (get_codec_class(name_parsed).from_dict(c),)
 
-    @abstractmethod
-    def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
-        pass
+    return out
 
-    @abstractmethod
-    def update_shape(self, shape: ChunkCoords) -> Self:
-        pass
 
-    @abstractmethod
-    def update_attributes(self, attributes: dict[str, JSON]) -> Self:
-        pass
+def parse_dimension_names(data: None | Iterable[str | None]) -> tuple[str | None, ...] | None:
+    if data is None:
+        return data
+    elif all(isinstance(x, type(None) | str) for x in data):
+        return tuple(data)
+    else:
+        msg = f"Expected either None or a iterable of str, got {type(data)}"
+        raise TypeError(msg)
 
 
 @dataclass(frozen=True, kw_only=True)
@@ -186,7 +103,7 @@ def __init__(
         chunk_grid_parsed = ChunkGrid.from_dict(chunk_grid)
         chunk_key_encoding_parsed = ChunkKeyEncoding.from_dict(chunk_key_encoding)
         dimension_names_parsed = parse_dimension_names(dimension_names)
-        fill_value_parsed = parse_fill_value_v3(fill_value, dtype=data_type_parsed)
+        fill_value_parsed = parse_fill_value(fill_value, dtype=data_type_parsed)
         attributes_parsed = parse_attributes(attributes)
         codecs_parsed_partial = parse_codecs(codecs)
 
@@ -294,7 +211,7 @@ def from_dict(cls, data: dict[str, JSON]) -> ArrayV3Metadata:
         _data = data.copy()
         # TODO: Remove the type: ignores[] comments below and use a TypedDict to type `data`
         # check that the zarr_format attribute is correct
-        _ = parse_zarr_format_v3(_data.pop("zarr_format"))  # type: ignore[arg-type]
+        _ = parse_zarr_format(_data.pop("zarr_format"))  # type: ignore[arg-type]
         # check that the node_type attribute is correct
         _ = parse_node_type_array(_data.pop("node_type"))  # type: ignore[arg-type]
 
@@ -323,250 +240,14 @@ def update_attributes(self, attributes: dict[str, JSON]) -> Self:
         return replace(self, attributes=attributes)
 
 
-@dataclass(frozen=True, kw_only=True)
-class ArrayV2Metadata(ArrayMetadata):
-    shape: ChunkCoords
-    chunk_grid: RegularChunkGrid
-    data_type: np.dtype[Any]
-    fill_value: None | int | float = 0
-    order: Literal["C", "F"] = "C"
-    filters: list[dict[str, JSON]] | None = None
-    dimension_separator: Literal[".", "/"] = "."
-    compressor: dict[str, JSON] | None = None
-    attributes: dict[str, JSON] = field(default_factory=dict)
-    zarr_format: Literal[2] = field(init=False, default=2)
-
-    def __init__(
-        self,
-        *,
-        shape: ChunkCoords,
-        dtype: npt.DTypeLike,
-        chunks: ChunkCoords,
-        fill_value: Any,
-        order: Literal["C", "F"],
-        dimension_separator: Literal[".", "/"] = ".",
-        compressor: dict[str, JSON] | None = None,
-        filters: list[dict[str, JSON]] | None = None,
-        attributes: dict[str, JSON] | None = None,
-    ):
-        """
-        Metadata for a Zarr version 2 array.
-        """
-        shape_parsed = parse_shapelike(shape)
-        data_type_parsed = parse_dtype(dtype)
-        chunks_parsed = parse_shapelike(chunks)
-        compressor_parsed = parse_compressor(compressor)
-        order_parsed = parse_indexing_order(order)
-        dimension_separator_parsed = parse_separator(dimension_separator)
-        filters_parsed = parse_filters(filters)
-        fill_value_parsed = parse_fill_value_v2(fill_value, dtype=data_type_parsed)
-        attributes_parsed = parse_attributes(attributes)
-
-        object.__setattr__(self, "shape", shape_parsed)
-        object.__setattr__(self, "data_type", data_type_parsed)
-        object.__setattr__(self, "chunk_grid", RegularChunkGrid(chunk_shape=chunks_parsed))
-        object.__setattr__(self, "compressor", compressor_parsed)
-        object.__setattr__(self, "order", order_parsed)
-        object.__setattr__(self, "dimension_separator", dimension_separator_parsed)
-        object.__setattr__(self, "filters", filters_parsed)
-        object.__setattr__(self, "fill_value", fill_value_parsed)
-        object.__setattr__(self, "attributes", attributes_parsed)
-
-        # ensure that the metadata document is consistent
-        _ = parse_v2_metadata(self)
-
-    @property
-    def ndim(self) -> int:
-        return len(self.shape)
-
-    @property
-    def dtype(self) -> np.dtype[Any]:
-        return self.data_type
-
-    @property
-    def chunks(self) -> ChunkCoords:
-        return self.chunk_grid.chunk_shape
-
-    def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
-        def _json_convert(
-            o: Any,
-        ) -> Any:
-            if isinstance(o, np.dtype):
-                if o.fields is None:
-                    return o.str
-                else:
-                    return o.descr
-            if np.isscalar(o):
-                # convert numpy scalar to python type, and pass
-                # python types through
-                return getattr(o, "item", lambda: o)()
-            raise TypeError
-
-        zarray_dict = self.to_dict()
-        assert isinstance(zarray_dict, dict)
-        zattrs_dict = zarray_dict.pop("attributes", {})
-        assert isinstance(zattrs_dict, dict)
-        json_indent = config.get("json_indent")
-        return {
-            ZARRAY_JSON: prototype.buffer.from_bytes(
-                json.dumps(zarray_dict, default=_json_convert, indent=json_indent).encode()
-            ),
-            ZATTRS_JSON: prototype.buffer.from_bytes(
-                json.dumps(zattrs_dict, indent=json_indent).encode()
-            ),
-        }
-
-    @classmethod
-    def from_dict(cls, data: dict[str, Any]) -> ArrayV2Metadata:
-        # make a copy to protect the original from modification
-        _data = data.copy()
-        # check that the zarr_format attribute is correct
-        _ = parse_zarr_format_v2(_data.pop("zarr_format"))
-        return cls(**_data)
-
-    def to_dict(self) -> JSON:
-        zarray_dict = super().to_dict()
-
-        assert isinstance(zarray_dict, dict)
-
-        _ = zarray_dict.pop("chunk_grid")
-        zarray_dict["chunks"] = self.chunk_grid.chunk_shape
-
-        _ = zarray_dict.pop("data_type")
-        zarray_dict["dtype"] = self.data_type.str
-
-        return zarray_dict
-
-    def get_chunk_spec(
-        self, _chunk_coords: ChunkCoords, order: Literal["C", "F"], prototype: BufferPrototype
-    ) -> ArraySpec:
-        return ArraySpec(
-            shape=self.chunk_grid.chunk_shape,
-            dtype=self.dtype,
-            fill_value=self.fill_value,
-            order=order,
-            prototype=prototype,
-        )
-
-    def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
-        chunk_identifier = self.dimension_separator.join(map(str, chunk_coords))
-        return "0" if chunk_identifier == "" else chunk_identifier
-
-    def update_shape(self, shape: ChunkCoords) -> Self:
-        return replace(self, shape=shape)
-
-    def update_attributes(self, attributes: dict[str, JSON]) -> Self:
-        return replace(self, attributes=attributes)
-
-
-def parse_dimension_names(data: None | Iterable[str | None]) -> tuple[str | None, ...] | None:
-    if data is None:
-        return data
-    elif all(isinstance(x, type(None) | str) for x in data):
-        return tuple(data)
-    else:
-        msg = f"Expected either None or a iterable of str, got {type(data)}"
-        raise TypeError(msg)
-
-
-# todo: real validation
-def parse_attributes(data: None | dict[str, JSON]) -> dict[str, JSON]:
-    if data is None:
-        return {}
-
-    return data
-
-
-# todo: move to its own module and drop _v3 suffix
-# todo: consider folding all the literal parsing into a single function
-# that takes 2 arguments
-def parse_zarr_format_v3(data: Literal[3]) -> Literal[3]:
-    if data == 3:
-        return data
-    raise ValueError(f"Invalid value. Expected 3. Got {data}.")
-
-
-# todo: move to its own module and drop _v2 suffix
-def parse_zarr_format_v2(data: Literal[2]) -> Literal[2]:
-    if data == 2:
-        return data
-    raise ValueError(f"Invalid value. Expected 2. Got {data}.")
-
-
-def parse_node_type_array(data: Literal["array"]) -> Literal["array"]:
-    if data == "array":
-        return data
-    raise ValueError(f"Invalid value. Expected 'array'. Got {data}.")
-
-
-# todo: real validation
-def parse_filters(data: list[dict[str, JSON]] | None) -> list[dict[str, JSON]] | None:
-    return data
-
-
-# todo: real validation
-def parse_compressor(data: dict[str, JSON] | None) -> dict[str, JSON] | None:
-    return data
-
-
-def parse_v2_metadata(data: ArrayV2Metadata) -> ArrayV2Metadata:
-    if (l_chunks := len(data.chunks)) != (l_shape := len(data.shape)):
-        msg = (
-            f"The `shape` and `chunks` attributes must have the same length. "
-            f"`chunks` has length {l_chunks}, but `shape` has length {l_shape}."
-        )
-        raise ValueError(msg)
-    return data
-
-
 def create_pipeline(data: Iterable[Codec | JSON]) -> CodecPipeline:
     if not isinstance(data, Iterable):
         raise TypeError(f"Expected iterable, got {type(data)}")
     return get_pipeline_class().from_dict(data)
 
 
-def parse_codecs(data: Iterable[Codec | dict[str, JSON]]) -> tuple[Codec, ...]:
-    out: tuple[Codec, ...] = ()
-
-    if not isinstance(data, Iterable):
-        raise TypeError(f"Expected iterable, got {type(data)}")
-
-    for c in data:
-        if isinstance(
-            c, ArrayArrayCodec | ArrayBytesCodec | BytesBytesCodec
-        ):  # Can't use Codec here because of mypy limitation
-            out += (c,)
-        else:
-            name_parsed, _ = parse_named_configuration(c, require_configuration=False)
-            out += (get_codec_class(name_parsed).from_dict(c),)
-
-    return out
-
-
-def parse_fill_value_v2(fill_value: Any, dtype: np.dtype[Any]) -> Any:
-    """
-    Parse a potential fill value into a value that is compatible with the provided dtype.
-
-    This is a light wrapper around zarr.v2.util.normalize_fill_value.
-
-    Parameters
-    ----------
-    fill_value: Any
-        A potential fill value.
-    dtype: np.dtype[Any]
-        A numpy dtype.
-
-    Returns
-        An instance of `dtype`, or `None`, or any python object (in the case of an object dtype)
-    """
-    from zarr.v2.util import normalize_fill_value
-
-    return normalize_fill_value(fill_value=fill_value, dtype=dtype)
-
-
 BOOL = np.bool_
 BOOL_DTYPE = np.dtypes.BoolDType
-
 INTEGER_DTYPE = (
     np.dtypes.Int8DType
     | np.dtypes.Int16DType
@@ -577,33 +258,31 @@ def parse_fill_value_v2(fill_value: Any, dtype: np.dtype[Any]) -> Any:
     | np.dtypes.UInt32DType
     | np.dtypes.UInt64DType
 )
-
 INTEGER = np.int8 | np.int16 | np.int32 | np.int64 | np.uint8 | np.uint16 | np.uint32 | np.uint64
 FLOAT_DTYPE = np.dtypes.Float16DType | np.dtypes.Float32DType | np.dtypes.Float64DType
 FLOAT = np.float16 | np.float32 | np.float64
 COMPLEX_DTYPE = np.dtypes.Complex64DType | np.dtypes.Complex128DType
 COMPLEX = np.complex64 | np.complex128
-# todo: r* dtypes
 
 
 @overload
-def parse_fill_value_v3(fill_value: Any, dtype: BOOL_DTYPE) -> BOOL: ...
+def parse_fill_value(fill_value: Any, dtype: BOOL_DTYPE) -> BOOL: ...
 
 
 @overload
-def parse_fill_value_v3(fill_value: Any, dtype: INTEGER_DTYPE) -> INTEGER: ...
+def parse_fill_value(fill_value: Any, dtype: INTEGER_DTYPE) -> INTEGER: ...
 
 
 @overload
-def parse_fill_value_v3(fill_value: Any, dtype: FLOAT_DTYPE) -> FLOAT: ...
+def parse_fill_value(fill_value: Any, dtype: FLOAT_DTYPE) -> FLOAT: ...
 
 
 @overload
-def parse_fill_value_v3(fill_value: Any, dtype: COMPLEX_DTYPE) -> COMPLEX: ...
+def parse_fill_value(fill_value: Any, dtype: COMPLEX_DTYPE) -> COMPLEX: ...
 
 
 @overload
-def parse_fill_value_v3(fill_value: Any, dtype: np.dtype[Any]) -> Any:
+def parse_fill_value(fill_value: Any, dtype: np.dtype[Any]) -> Any:
     # This dtype[Any] is unfortunately necessary right now.
     # See https://github.com/zarr-developers/zarr-python/issues/2131#issuecomment-2318010899
     # for more details, but `dtype` here (which comes from `parse_dtype`)
@@ -614,7 +293,7 @@ def parse_fill_value_v3(fill_value: Any, dtype: np.dtype[Any]) -> Any:
     ...
 
 
-def parse_fill_value_v3(
+def parse_fill_value(
     fill_value: Any, dtype: BOOL_DTYPE | INTEGER_DTYPE | FLOAT_DTYPE | COMPLEX_DTYPE | np.dtype[Any]
 ) -> BOOL | INTEGER | FLOAT | COMPLEX | Any:
     """
@@ -655,3 +334,77 @@ def parse_fill_value_v3(
         msg = f"Cannot parse non-string sequence {fill_value} as a scalar with type {dtype}."
         raise TypeError(msg)
     return dtype.type(fill_value)
+
+
+# For type checking
+_bool = bool
+
+
+class DataType(Enum):
+    bool = "bool"
+    int8 = "int8"
+    int16 = "int16"
+    int32 = "int32"
+    int64 = "int64"
+    uint8 = "uint8"
+    uint16 = "uint16"
+    uint32 = "uint32"
+    uint64 = "uint64"
+    float32 = "float32"
+    float64 = "float64"
+
+    @property
+    def byte_count(self) -> int:
+        data_type_byte_counts = {
+            DataType.bool: 1,
+            DataType.int8: 1,
+            DataType.int16: 2,
+            DataType.int32: 4,
+            DataType.int64: 8,
+            DataType.uint8: 1,
+            DataType.uint16: 2,
+            DataType.uint32: 4,
+            DataType.uint64: 8,
+            DataType.float32: 4,
+            DataType.float64: 8,
+        }
+        return data_type_byte_counts[self]
+
+    @property
+    def has_endianness(self) -> _bool:
+        # This might change in the future, e.g. for a complex with 2 8-bit floats
+        return self.byte_count != 1
+
+    def to_numpy_shortname(self) -> str:
+        data_type_to_numpy = {
+            DataType.bool: "bool",
+            DataType.int8: "i1",
+            DataType.int16: "i2",
+            DataType.int32: "i4",
+            DataType.int64: "i8",
+            DataType.uint8: "u1",
+            DataType.uint16: "u2",
+            DataType.uint32: "u4",
+            DataType.uint64: "u8",
+            DataType.float32: "f4",
+            DataType.float64: "f8",
+        }
+        return data_type_to_numpy[self]
+
+    @classmethod
+    def from_dtype(cls, dtype: np.dtype[Any]) -> DataType:
+        dtype_to_data_type = {
+            "|b1": "bool",
+            "bool": "bool",
+            "|i1": "int8",
+            "<i2": "int16",
+            "<i4": "int32",
+            "<i8": "int64",
+            "|u1": "uint8",
+            "<u2": "uint16",
+            "<u4": "uint32",
+            "<u8": "uint64",
+            "<f4": "float32",
+            "<f8": "float64",
+        }
+        return DataType[dtype_to_data_type[dtype.str]]
diff --git a/tests/v3/test_metadata/test_v2.py b/tests/v3/test_metadata/test_v2.py
index 0053de08ca..4465a86471 100644
--- a/tests/v3/test_metadata/test_v2.py
+++ b/tests/v3/test_metadata/test_v2.py
@@ -2,6 +2,8 @@
 
 from typing import TYPE_CHECKING, Literal
 
+from zarr.core.metadata.v2 import ArrayV2Metadata
+
 if TYPE_CHECKING:
     from typing import Any
 
@@ -10,17 +12,17 @@
 import pytest
 
 from zarr.codecs import GzipCodec
-from zarr.core.metadata import ArrayV2Metadata, parse_zarr_format_v2
+from zarr.core.metadata.v2 import parse_zarr_format
 
 
 def test_parse_zarr_format_valid() -> None:
-    assert parse_zarr_format_v2(2) == 2
+    assert parse_zarr_format(2) == 2
 
 
 @pytest.mark.parametrize("data", [None, 1, 3, 4, 5, "3"])
 def test_parse_zarr_format_invalid(data: Any) -> None:
     with pytest.raises(ValueError, match=f"Invalid value. Expected 2. Got {data}"):
-        parse_zarr_format_v2(data)
+        parse_zarr_format(data)
 
 
 @pytest.mark.parametrize("attributes", [None, {"foo": "bar"}])
diff --git a/tests/v3/test_metadata/test_v3.py b/tests/v3/test_metadata/test_v3.py
index 5e5d22f0b1..0a545dfb9d 100644
--- a/tests/v3/test_metadata/test_v3.py
+++ b/tests/v3/test_metadata/test_v3.py
@@ -7,6 +7,7 @@
 from zarr.codecs.bytes import BytesCodec
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.chunk_key_encodings import DefaultChunkKeyEncoding, V2ChunkKeyEncoding
+from zarr.core.metadata.v3 import ArrayV3Metadata
 
 if TYPE_CHECKING:
     from collections.abc import Sequence
@@ -18,9 +19,7 @@
 import numpy as np
 import pytest
 
-from zarr.core.metadata import ArrayV3Metadata, parse_dimension_names
-from zarr.core.metadata import parse_fill_value_v3 as parse_fill_value
-from zarr.core.metadata import parse_zarr_format_v3 as parse_zarr_format
+from zarr.core.metadata.v3 import parse_dimension_names, parse_fill_value, parse_zarr_format
 
 bool_dtypes = ("bool",)
 

From 534e0cd1291cc92445c8d304e60e728e811a3ef5 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 13 Sep 2024 15:59:18 +0100
Subject: [PATCH 0671/1078] More typing fixes for tests (#2173)

---
 pyproject.toml                               |   3 +-
 src/zarr/core/group.py                       |   2 +-
 tests/v3/package_with_entrypoint/__init__.py |   7 +-
 tests/v3/test_codecs/test_blosc.py           |  14 ++-
 tests/v3/test_codecs/test_codecs.py          |  13 +--
 tests/v3/test_codecs/test_endian.py          |   6 +-
 tests/v3/test_codecs/test_sharding.py        |  15 ++-
 tests/v3/test_codecs/test_transpose.py       |   4 +-
 tests/v3/test_group.py                       |   6 +-
 tests/v3/test_indexing.py                    | 102 ++++++++++---------
 tests/v3/test_store/test_memory.py           |   2 +-
 tests/v3/test_store/test_remote.py           |   2 +-
 tests/v3/test_store/test_stateful_store.py   |  13 +--
 13 files changed, 102 insertions(+), 87 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 49878b61f6..886cd5a0bc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -241,7 +241,8 @@ ignore_errors = true
 module = [
     "tests.v2.*",
     "tests.v3.package_with_entrypoint.*",
-    "tests.v3.test_codecs.*",
+    "tests.v3.test_codecs.test_codecs",
+    "tests.v3.test_codecs.test_transpose",
     "tests.v3.test_metadata.*",
     "tests.v3.test_store.*",
     "tests.v3.test_config",
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 56c9c88ea5..40815b96c8 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -516,7 +516,7 @@ async def require_array(
         self,
         name: str,
         *,
-        shape: ChunkCoords,
+        shape: ShapeLike,
         dtype: npt.DTypeLike = None,
         exact: bool = False,
         **kwargs: Any,
diff --git a/tests/v3/package_with_entrypoint/__init__.py b/tests/v3/package_with_entrypoint/__init__.py
index 352b9d570e..b818adf8ea 100644
--- a/tests/v3/package_with_entrypoint/__init__.py
+++ b/tests/v3/package_with_entrypoint/__init__.py
@@ -2,6 +2,7 @@
 
 from numpy import ndarray
 
+import zarr.core.buffer
 from zarr.abc.codec import ArrayBytesCodec, CodecInput, CodecOutput, CodecPipeline
 from zarr.codecs import BytesCodec
 from zarr.core.array_spec import ArraySpec
@@ -29,7 +30,7 @@ def compute_encoded_size(self, input_byte_length: int, chunk_spec: ArraySpec) ->
 
 
 class TestEntrypointCodecPipeline(CodecPipeline):
-    def __init__(self, batch_size: int = 1):
+    def __init__(self, batch_size: int = 1) -> None:
         pass
 
     async def encode(
@@ -55,10 +56,10 @@ class TestEntrypointGroup:
     class Codec(BytesCodec):
         pass
 
-    class Buffer(Buffer):
+    class Buffer(zarr.core.buffer.Buffer):
         pass
 
-    class NDBuffer(NDBuffer):
+    class NDBuffer(zarr.core.buffer.NDBuffer):
         pass
 
     class Pipeline(CodecPipeline):
diff --git a/tests/v3/test_codecs/test_blosc.py b/tests/v3/test_codecs/test_blosc.py
index 5de4c9fa99..4c569055b7 100644
--- a/tests/v3/test_codecs/test_blosc.py
+++ b/tests/v3/test_codecs/test_blosc.py
@@ -24,10 +24,9 @@ async def test_blosc_evolve(store: Store, dtype: str) -> None:
         fill_value=0,
         codecs=[BytesCodec(), BloscCodec()],
     )
-
-    zarr_json = json.loads(
-        (await store.get(f"{path}/zarr.json", prototype=default_buffer_prototype())).to_bytes()
-    )
+    buf = await store.get(f"{path}/zarr.json", prototype=default_buffer_prototype())
+    assert buf is not None
+    zarr_json = json.loads(buf.to_bytes())
     blosc_configuration_json = zarr_json["codecs"][1]["configuration"]
     assert blosc_configuration_json["typesize"] == typesize
     if typesize == 1:
@@ -45,10 +44,9 @@ async def test_blosc_evolve(store: Store, dtype: str) -> None:
         fill_value=0,
         codecs=[ShardingCodec(chunk_shape=(16, 16), codecs=[BytesCodec(), BloscCodec()])],
     )
-
-    zarr_json = json.loads(
-        (await store.get(f"{path2}/zarr.json", prototype=default_buffer_prototype())).to_bytes()
-    )
+    buf = await store.get(f"{path2}/zarr.json", prototype=default_buffer_prototype())
+    assert buf is not None
+    zarr_json = json.loads(buf.to_bytes())
     blosc_configuration_json = zarr_json["codecs"][0]["configuration"]["codecs"][1]["configuration"]
     assert blosc_configuration_json["typesize"] == typesize
     if typesize == 1:
diff --git a/tests/v3/test_codecs/test_codecs.py b/tests/v3/test_codecs/test_codecs.py
index f388fb1c1e..57103d17c2 100644
--- a/tests/v3/test_codecs/test_codecs.py
+++ b/tests/v3/test_codecs/test_codecs.py
@@ -7,7 +7,7 @@
 import numpy as np
 import pytest
 
-import zarr.v2
+import zarr.v2.creation
 from zarr import Array, AsyncArray, config
 from zarr.codecs import (
     BytesCodec,
@@ -23,6 +23,7 @@
 if TYPE_CHECKING:
     from zarr.abc.codec import Codec
     from zarr.abc.store import Store
+    from zarr.core.buffer.core import NDArrayLike
     from zarr.core.common import MemoryOrder
 
 
@@ -39,7 +40,7 @@ class _AsyncArraySelectionProxy:
     array: AsyncArray
     selection: Selection
 
-    async def get(self) -> np.ndarray:
+    async def get(self) -> NDArrayLike:
         return await self.array.getitem(self.selection)
 
     async def set(self, value: np.ndarray) -> None:
@@ -119,7 +120,7 @@ async def test_order(
 
     if not with_sharding:
         # Compare with zarr-python
-        z = zarr.v2.create(
+        z = zarr.v2.creation.create(
             shape=data.shape,
             chunks=(32, 8),
             dtype="<u2",
@@ -268,7 +269,7 @@ async def test_zarr_compat(store: Store) -> None:
         fill_value=1,
     )
 
-    z2 = zarr.v2.create(
+    z2 = zarr.v2.creation.create(
         shape=data.shape,
         chunks=(10, 10),
         dtype=data.dtype,
@@ -310,7 +311,7 @@ async def test_zarr_compat_F(store: Store) -> None:
         codecs=[TransposeCodec(order=order_from_dim("F", data.ndim)), BytesCodec()],
     )
 
-    z2 = zarr.v2.create(
+    z2 = zarr.v2.creation.create(
         shape=data.shape,
         chunks=(10, 10),
         dtype=data.dtype,
@@ -406,7 +407,7 @@ def test_invalid_metadata(store: Store) -> None:
             fill_value=0,
             codecs=[
                 BytesCodec(),
-                TransposeCodec(order="F"),
+                TransposeCodec(order="F"),  # type: ignore[arg-type]
             ],
         )
     spath4 = StorePath(store, "invalid_missing_bytes_codec")
diff --git a/tests/v3/test_codecs/test_endian.py b/tests/v3/test_codecs/test_endian.py
index f97d95d9b7..3c36c90b81 100644
--- a/tests/v3/test_codecs/test_endian.py
+++ b/tests/v3/test_codecs/test_endian.py
@@ -3,7 +3,7 @@
 import numpy as np
 import pytest
 
-import zarr.v2
+import zarr.v2.creation
 from zarr import AsyncArray
 from zarr.abc.store import Store
 from zarr.codecs import BytesCodec
@@ -35,7 +35,7 @@ async def test_endian(store: Store, endian: Literal["big", "little"]) -> None:
     assert np.array_equal(data, readback_data)
 
     # Compare with v2
-    z = zarr.v2.create(
+    z = zarr.v2.creation.create(
         shape=data.shape,
         chunks=(16, 16),
         dtype=">u2" if endian == "big" else "<u2",
@@ -74,7 +74,7 @@ async def test_endian_write(
     assert np.array_equal(data, readback_data)
 
     # Compare with zarr-python
-    z = zarr.v2.create(
+    z = zarr.v2.creation.create(
         shape=data.shape,
         chunks=(16, 16),
         dtype=">u2" if dtype_store_endian == "big" else "<u2",
diff --git a/tests/v3/test_codecs/test_sharding.py b/tests/v3/test_codecs/test_sharding.py
index e5f66224e9..8a602c2c8b 100644
--- a/tests/v3/test_codecs/test_sharding.py
+++ b/tests/v3/test_codecs/test_sharding.py
@@ -1,6 +1,8 @@
 import pickle
+from typing import Any
 
 import numpy as np
+import numpy.typing as npt
 import pytest
 
 from zarr import Array, AsyncArray
@@ -32,7 +34,10 @@
 )
 @pytest.mark.parametrize("offset", [0, 10])
 def test_sharding(
-    store: Store, array_fixture: np.ndarray, index_location: ShardingCodecIndexLocation, offset: int
+    store: Store,
+    array_fixture: npt.NDArray[Any],
+    index_location: ShardingCodecIndexLocation,
+    offset: int,
 ) -> None:
     """
     Test that we can create an array with a sharding codec, write data to that array, and get
@@ -80,7 +85,7 @@ def test_sharding(
     indirect=["array_fixture"],
 )
 def test_sharding_partial(
-    store: Store, array_fixture: np.ndarray, index_location: ShardingCodecIndexLocation
+    store: Store, array_fixture: npt.NDArray[Any], index_location: ShardingCodecIndexLocation
 ) -> None:
     data = array_fixture
     spath = StorePath(store)
@@ -123,7 +128,7 @@ def test_sharding_partial(
 @pytest.mark.parametrize("index_location", ["start", "end"])
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
 def test_sharding_partial_read(
-    store: Store, array_fixture: np.ndarray, index_location: ShardingCodecIndexLocation
+    store: Store, array_fixture: npt.NDArray[Any], index_location: ShardingCodecIndexLocation
 ) -> None:
     data = array_fixture
     spath = StorePath(store)
@@ -160,7 +165,7 @@ def test_sharding_partial_read(
 @pytest.mark.parametrize("index_location", ["start", "end"])
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
 def test_sharding_partial_overwrite(
-    store: Store, array_fixture: np.ndarray, index_location: ShardingCodecIndexLocation
+    store: Store, array_fixture: npt.NDArray[Any], index_location: ShardingCodecIndexLocation
 ) -> None:
     data = array_fixture[:10, :10, :10]
     spath = StorePath(store)
@@ -212,7 +217,7 @@ def test_sharding_partial_overwrite(
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
 def test_nested_sharding(
     store: Store,
-    array_fixture: np.ndarray,
+    array_fixture: npt.NDArray[Any],
     outer_index_location: ShardingCodecIndexLocation,
     inner_index_location: ShardingCodecIndexLocation,
 ) -> None:
diff --git a/tests/v3/test_codecs/test_transpose.py b/tests/v3/test_codecs/test_transpose.py
index a24c650c5b..c42c56034a 100644
--- a/tests/v3/test_codecs/test_transpose.py
+++ b/tests/v3/test_codecs/test_transpose.py
@@ -3,7 +3,7 @@
 import numpy as np
 import pytest
 
-import zarr.v2
+import zarr.v2.creation
 from zarr import Array, AsyncArray, config
 from zarr.abc.store import Store
 from zarr.codecs import BytesCodec, ShardingCodec, TransposeCodec
@@ -72,7 +72,7 @@ async def test_transpose(
 
     if not with_sharding:
         # Compare with zarr-python
-        z = zarr.v2.create(
+        z = zarr.v2.creation.create(
             shape=data.shape,
             chunks=(1, 32, 8),
             dtype="<u2",
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index de09d1b0c1..f688fc81d4 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -9,7 +9,7 @@
 from zarr import Array, AsyncArray, AsyncGroup, Group
 from zarr.api.synchronous import open_group
 from zarr.core.buffer import default_buffer_prototype
-from zarr.core.common import ZarrFormat
+from zarr.core.common import JSON, ZarrFormat
 from zarr.core.group import GroupMetadata
 from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
@@ -409,7 +409,7 @@ def test_group_creation_existing_node(
     spath = StorePath(store)
     group = Group.create(spath, zarr_format=zarr_format)
     expected_exception: type[ContainsArrayError] | type[ContainsGroupError]
-    attributes = {"old": True}
+    attributes: dict[str, JSON] = {"old": True}
 
     if extant_node == "array":
         expected_exception = ContainsArrayError
@@ -645,7 +645,7 @@ async def test_asyncgroup_create_array(
     shape = (10,)
     dtype = "uint8"
     chunk_shape = (4,)
-    attributes = {"foo": 100}
+    attributes: dict[str, JSON] = {"foo": 100}
 
     sub_node_path = "sub_array"
     subnode = await agroup.create_array(
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index 0b08378726..efb11f36a1 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -241,7 +241,7 @@ def test_get_basic_selection_0d(store: StorePath, use_out: bool, value: Any, dty
 ]
 
 
-def _test_get_basic_selection(a, z, selection):
+def _test_get_basic_selection(a, z, selection) -> None:
     expect = a[selection]
     actual = z.get_basic_selection(selection)
     assert_array_equal(expect, actual)
@@ -272,7 +272,7 @@ def test_get_basic_selection_1d(store: StorePath) -> None:
             z[selection]
 
     with pytest.raises(IndexError):
-        z.get_basic_selection([1, 0])
+        z.get_basic_selection([1, 0])  # type: ignore[arg-type]
 
 
 basic_selections_2d = [
@@ -388,7 +388,9 @@ def test_fancy_indexing_fallback_on_get_setitem(store: StorePath) -> None:
         (([1, 0, 1]), [[3, 4, 5], [0, 1, 2], [3, 4, 5]]),
     ],
 )
-def test_orthogonal_indexing_fallback_on_getitem_2d(store: StorePath, index, expected_result):
+def test_orthogonal_indexing_fallback_on_getitem_2d(
+    store: StorePath, index, expected_result
+) -> None:
     """
     Tests the orthogonal indexing fallback on __getitem__ for a 2D matrix.
 
@@ -418,7 +420,9 @@ def test_orthogonal_indexing_fallback_on_getitem_2d(store: StorePath, index, exp
         ((slice(0, 2), [1, 2], slice(0, 2)), [[[3, 4], [6, 7]], [[12, 13], [15, 16]]]),
     ],
 )
-def test_orthogonal_indexing_fallback_on_getitem_3d(store: StorePath, index, expected_result):
+def test_orthogonal_indexing_fallback_on_getitem_3d(
+    store: StorePath, index, expected_result
+) -> None:
     """
     Tests the orthogonal indexing fallback on __getitem__ for a 3D matrix.
 
@@ -456,7 +460,9 @@ def test_orthogonal_indexing_fallback_on_getitem_3d(store: StorePath, index, exp
         (([0, 2], slice(None, None, 2)), [[1, 0, 1], [0, 0, 0], [1, 0, 1]]),
     ],
 )
-def test_orthogonal_indexing_fallback_on_setitem_2d(store: StorePath, index, expected_result):
+def test_orthogonal_indexing_fallback_on_setitem_2d(
+    store: StorePath, index, expected_result
+) -> None:
     """
     Tests the orthogonal indexing fallback on __setitem__ for a 3D matrix.
 
@@ -472,7 +478,7 @@ def test_orthogonal_indexing_fallback_on_setitem_2d(store: StorePath, index, exp
     np.testing.assert_array_equal(z[:], a, err_msg="Indexing disagrees with numpy")
 
 
-def test_fancy_indexing_doesnt_mix_with_implicit_slicing(store: StorePath):
+def test_fancy_indexing_doesnt_mix_with_implicit_slicing(store: StorePath) -> None:
     z2 = zarr_array_from_numpy_array(store, np.zeros((5, 5, 5)))
     with pytest.raises(IndexError):
         z2[[1, 2, 3], [1, 2, 3]] = 2
@@ -526,7 +532,7 @@ def test_set_basic_selection_0d(
     #     arr_z[..., "foo", "bar"] = v[["foo", "bar"]]
 
 
-def _test_get_orthogonal_selection(a, z, selection):
+def _test_get_orthogonal_selection(a, z, selection) -> None:
     expect = oindex(a, selection)
     actual = z.get_orthogonal_selection(selection)
     assert_array_equal(expect, actual)
@@ -535,7 +541,7 @@ def _test_get_orthogonal_selection(a, z, selection):
 
 
 # noinspection PyStatementEffect
-def test_get_orthogonal_selection_1d_bool(store: StorePath):
+def test_get_orthogonal_selection_1d_bool(store: StorePath) -> None:
     # setup
     a = np.arange(1050, dtype=int)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
@@ -556,7 +562,7 @@ def test_get_orthogonal_selection_1d_bool(store: StorePath):
 
 
 # noinspection PyStatementEffect
-def test_get_orthogonal_selection_1d_int(store: StorePath):
+def test_get_orthogonal_selection_1d_int(store: StorePath) -> None:
     # setup
     a = np.arange(1050, dtype=int)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
@@ -595,7 +601,7 @@ def test_get_orthogonal_selection_1d_int(store: StorePath):
             z.oindex[selection]
 
 
-def _test_get_orthogonal_selection_2d(a, z, ix0, ix1):
+def _test_get_orthogonal_selection_2d(a, z, ix0, ix1) -> None:
     selections = [
         # index both axes with array
         (ix0, ix1),
@@ -613,7 +619,7 @@ def _test_get_orthogonal_selection_2d(a, z, ix0, ix1):
 
 
 # noinspection PyStatementEffect
-def test_get_orthogonal_selection_2d(store: StorePath):
+def test_get_orthogonal_selection_2d(store: StorePath) -> None:
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
@@ -655,7 +661,7 @@ def test_get_orthogonal_selection_2d(store: StorePath):
             z.oindex[selection]
 
 
-def _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2):
+def _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2) -> None:
     selections = [
         # single value
         (84, 42, 4),
@@ -690,7 +696,7 @@ def _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2):
         _test_get_orthogonal_selection(a, z, selection)
 
 
-def test_get_orthogonal_selection_3d(store: StorePath):
+def test_get_orthogonal_selection_3d(store: StorePath) -> None:
     # setup
     a = np.arange(100000, dtype=int).reshape(200, 50, 10)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(60, 20, 3))
@@ -719,7 +725,7 @@ def test_get_orthogonal_selection_3d(store: StorePath):
         _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2)
 
 
-def test_orthogonal_indexing_edge_cases(store: StorePath):
+def test_orthogonal_indexing_edge_cases(store: StorePath) -> None:
     a = np.arange(6).reshape(1, 2, 3)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(1, 2, 3))
 
@@ -732,7 +738,7 @@ def test_orthogonal_indexing_edge_cases(store: StorePath):
     assert_array_equal(expect, actual)
 
 
-def _test_set_orthogonal_selection(v, a, z, selection):
+def _test_set_orthogonal_selection(v, a, z, selection) -> None:
     for value in 42, oindex(v, selection), oindex(v, selection).tolist():
         if isinstance(value, list) and value == []:
             # skip these cases as cannot preserve all dimensions
@@ -750,7 +756,7 @@ def _test_set_orthogonal_selection(v, a, z, selection):
         assert_array_equal(a, z[:])
 
 
-def test_set_orthogonal_selection_1d(store: StorePath):
+def test_set_orthogonal_selection_1d(store: StorePath) -> None:
     # setup
     v = np.arange(1050, dtype=int)
     a = np.empty(v.shape, dtype=int)
@@ -776,7 +782,7 @@ def test_set_orthogonal_selection_1d(store: StorePath):
         _test_set_orthogonal_selection(v, a, z, selection)
 
 
-def _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1):
+def _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1) -> None:
     selections = [
         # index both axes with array
         (ix0, ix1),
@@ -790,7 +796,7 @@ def _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1):
         _test_set_orthogonal_selection(v, a, z, selection)
 
 
-def test_set_orthogonal_selection_2d(store: StorePath):
+def test_set_orthogonal_selection_2d(store: StorePath) -> None:
     # setup
     v = np.arange(10000, dtype=int).reshape(1000, 10)
     a = np.empty_like(v)
@@ -819,7 +825,7 @@ def test_set_orthogonal_selection_2d(store: StorePath):
         _test_set_orthogonal_selection(v, a, z, selection)
 
 
-def _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2):
+def _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2) -> None:
     selections = (
         # single value
         (84, 42, 4),
@@ -845,7 +851,7 @@ def _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2):
         _test_set_orthogonal_selection(v, a, z, selection)
 
 
-def test_set_orthogonal_selection_3d(store: StorePath):
+def test_set_orthogonal_selection_3d(store: StorePath) -> None:
     # setup
     v = np.arange(100000, dtype=int).reshape(200, 50, 10)
     a = np.empty_like(v)
@@ -879,7 +885,7 @@ def test_set_orthogonal_selection_3d(store: StorePath):
         _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2)
 
 
-def test_orthogonal_indexing_fallback_on_get_setitem(store: StorePath):
+def test_orthogonal_indexing_fallback_on_get_setitem(store: StorePath) -> None:
     z = zarr_array_from_numpy_array(store, np.zeros((20, 20)))
     z[[1, 2, 3], [1, 2, 3]] = 1
     np.testing.assert_array_equal(
@@ -900,7 +906,7 @@ def test_orthogonal_indexing_fallback_on_get_setitem(store: StorePath):
     np.testing.assert_array_equal(z2[:], [0, 1, 1, 1, 0])
 
 
-def _test_get_coordinate_selection(a, z, selection):
+def _test_get_coordinate_selection(a, z, selection) -> None:
     expect = a[selection]
     actual = z.get_coordinate_selection(selection)
     assert_array_equal(expect, actual)
@@ -924,7 +930,7 @@ def _test_get_coordinate_selection(a, z, selection):
 
 
 # noinspection PyStatementEffect
-def test_get_coordinate_selection_1d(store: StorePath):
+def test_get_coordinate_selection_1d(store: StorePath) -> None:
     # setup
     a = np.arange(1050, dtype=int)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
@@ -966,7 +972,7 @@ def test_get_coordinate_selection_1d(store: StorePath):
             z.vindex[selection]
 
 
-def test_get_coordinate_selection_2d(store: StorePath):
+def test_get_coordinate_selection_2d(store: StorePath) -> None:
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
@@ -1020,7 +1026,7 @@ def test_get_coordinate_selection_2d(store: StorePath):
         z.get_coordinate_selection(selection)
 
 
-def _test_set_coordinate_selection(v, a, z, selection):
+def _test_set_coordinate_selection(v, a, z, selection) -> None:
     for value in 42, v[selection], v[selection].tolist():
         # setup expectation
         a[:] = 0
@@ -1035,7 +1041,7 @@ def _test_set_coordinate_selection(v, a, z, selection):
         assert_array_equal(a, z[:])
 
 
-def test_set_coordinate_selection_1d(store: StorePath):
+def test_set_coordinate_selection_1d(store: StorePath) -> None:
     # setup
     v = np.arange(1050, dtype=int)
     a = np.empty(v.shape, dtype=v.dtype)
@@ -1059,7 +1065,7 @@ def test_set_coordinate_selection_1d(store: StorePath):
             z.vindex[selection] = 42
 
 
-def test_set_coordinate_selection_2d(store: StorePath):
+def test_set_coordinate_selection_2d(store: StorePath) -> None:
     # setup
     v = np.arange(10000, dtype=int).reshape(1000, 10)
     a = np.empty_like(v)
@@ -1090,7 +1096,7 @@ def test_set_coordinate_selection_2d(store: StorePath):
     _test_set_coordinate_selection(v, a, z, (ix0, ix1))
 
 
-def _test_get_block_selection(a, z, selection, expected_idx):
+def _test_get_block_selection(a, z, selection, expected_idx) -> None:
     expect = a[expected_idx]
     actual = z.get_block_selection(selection)
     assert_array_equal(expect, actual)
@@ -1142,7 +1148,7 @@ def _test_get_block_selection(a, z, selection, expected_idx):
 ]
 
 
-def test_get_block_selection_1d(store: StorePath):
+def test_get_block_selection_1d(store: StorePath) -> None:
     # setup
     a = np.arange(1050, dtype=int)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
@@ -1195,7 +1201,7 @@ def test_get_block_selection_1d(store: StorePath):
 ]
 
 
-def test_get_block_selection_2d(store: StorePath):
+def test_get_block_selection_2d(store: StorePath) -> None:
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
@@ -1216,7 +1222,9 @@ def test_get_block_selection_2d(store: StorePath):
         z.get_block_selection(selection)
 
 
-def _test_set_block_selection(v: np.ndarray, a: np.ndarray, z: zarr.Array, selection, expected_idx):
+def _test_set_block_selection(
+    v: np.ndarray, a: np.ndarray, z: zarr.Array, selection, expected_idx
+) -> None:
     for value in 42, v[expected_idx], v[expected_idx].tolist():
         # setup expectation
         a[:] = 0
@@ -1231,7 +1239,7 @@ def _test_set_block_selection(v: np.ndarray, a: np.ndarray, z: zarr.Array, selec
         assert_array_equal(a, z[:])
 
 
-def test_set_block_selection_1d(store: StorePath):
+def test_set_block_selection_1d(store: StorePath) -> None:
     # setup
     v = np.arange(1050, dtype=int)
     a = np.empty(v.shape, dtype=v.dtype)
@@ -1249,7 +1257,7 @@ def test_set_block_selection_1d(store: StorePath):
             z.blocks[selection] = 42
 
 
-def test_set_block_selection_2d(store: StorePath):
+def test_set_block_selection_2d(store: StorePath) -> None:
     # setup
     v = np.arange(10000, dtype=int).reshape(1000, 10)
     a = np.empty(v.shape, dtype=v.dtype)
@@ -1271,7 +1279,7 @@ def test_set_block_selection_2d(store: StorePath):
         z.set_block_selection(selection, 42)
 
 
-def _test_get_mask_selection(a, z, selection):
+def _test_get_mask_selection(a, z, selection) -> None:
     expect = a[selection]
     actual = z.get_mask_selection(selection)
     assert_array_equal(expect, actual)
@@ -1297,7 +1305,7 @@ def _test_get_mask_selection(a, z, selection):
 
 
 # noinspection PyStatementEffect
-def test_get_mask_selection_1d(store: StorePath):
+def test_get_mask_selection_1d(store: StorePath) -> None:
     # setup
     a = np.arange(1050, dtype=int)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
@@ -1322,7 +1330,7 @@ def test_get_mask_selection_1d(store: StorePath):
 
 
 # noinspection PyStatementEffect
-def test_get_mask_selection_2d(store: StorePath):
+def test_get_mask_selection_2d(store: StorePath) -> None:
     # setup
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
@@ -1342,7 +1350,7 @@ def test_get_mask_selection_2d(store: StorePath):
         z.vindex[[True, False]]  # wrong no. dimensions
 
 
-def _test_set_mask_selection(v, a, z, selection):
+def _test_set_mask_selection(v, a, z, selection) -> None:
     a[:] = 0
     z[:] = 0
     a[selection] = v[selection]
@@ -1356,7 +1364,7 @@ def _test_set_mask_selection(v, a, z, selection):
     assert_array_equal(a, z[:])
 
 
-def test_set_mask_selection_1d(store: StorePath):
+def test_set_mask_selection_1d(store: StorePath) -> None:
     # setup
     v = np.arange(1050, dtype=int)
     a = np.empty_like(v)
@@ -1375,7 +1383,7 @@ def test_set_mask_selection_1d(store: StorePath):
             z.vindex[selection] = 42
 
 
-def test_set_mask_selection_2d(store: StorePath):
+def test_set_mask_selection_2d(store: StorePath) -> None:
     # setup
     v = np.arange(10000, dtype=int).reshape(1000, 10)
     a = np.empty_like(v)
@@ -1388,7 +1396,7 @@ def test_set_mask_selection_2d(store: StorePath):
         _test_set_mask_selection(v, a, z, ix)
 
 
-def test_get_selection_out(store: StorePath):
+def test_get_selection_out(store: StorePath) -> None:
     # basic selections
     a = np.arange(1050)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
@@ -1458,7 +1466,7 @@ def test_get_selection_out(store: StorePath):
 
 
 @pytest.mark.xfail(reason="fields are not supported in v3")
-def test_get_selections_with_fields(store: StorePath):
+def test_get_selections_with_fields(store: StorePath) -> None:
     a = [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)]
     a = np.array(a, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(2,))
@@ -1564,7 +1572,7 @@ def test_get_selections_with_fields(store: StorePath):
 
 
 @pytest.mark.xfail(reason="fields are not supported in v3")
-def test_set_selections_with_fields(store: StorePath):
+def test_set_selections_with_fields(store: StorePath) -> None:
     v = [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)]
     v = np.array(v, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
     a = np.empty_like(v)
@@ -1647,14 +1655,14 @@ def test_set_selections_with_fields(store: StorePath):
             assert_array_equal(a, z[:])
 
 
-def test_slice_selection_uints():
+def test_slice_selection_uints() -> None:
     arr = np.arange(24).reshape((4, 6))
     idx = np.uint64(3)
     slice_sel = make_slice_selection((idx,))
     assert arr[tuple(slice_sel)].shape == (1, 6)
 
 
-def test_numpy_int_indexing(store: StorePath):
+def test_numpy_int_indexing(store: StorePath) -> None:
     a = np.arange(1050)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(100,))
     assert a[42] == z[42]
@@ -1686,7 +1694,7 @@ def test_numpy_int_indexing(store: StorePath):
         ),
     ],
 )
-async def test_accessed_chunks(shape, chunks, ops):
+async def test_accessed_chunks(shape, chunks, ops) -> None:
     # Test that only the required chunks are accessed during basic selection operations
     # shape: array shape
     # chunks: chunk size
@@ -1759,7 +1767,7 @@ async def test_accessed_chunks(shape, chunks, ops):
         [[100, 200, 300], [4, 5, 6]],
     ],
 )
-def test_indexing_equals_numpy(store, selection):
+def test_indexing_equals_numpy(store, selection) -> None:
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
     # note: in python 3.10 a[*selection] is not valid unpacking syntax
@@ -1777,7 +1785,7 @@ def test_indexing_equals_numpy(store, selection):
         [np.full(1000, True), [True, False] * 5],
     ],
 )
-def test_orthogonal_bool_indexing_like_numpy_ix(store, selection):
+def test_orthogonal_bool_indexing_like_numpy_ix(store, selection) -> None:
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
     expected = a[np.ix_(*selection)]
diff --git a/tests/v3/test_store/test_memory.py b/tests/v3/test_store/test_memory.py
index e64f93ad95..13aaa20bda 100644
--- a/tests/v3/test_store/test_memory.py
+++ b/tests/v3/test_store/test_memory.py
@@ -82,7 +82,7 @@ def test_list_prefix(self, store: GpuMemoryStore) -> None:
         assert True
 
 
-def test_uses_dict():
+def test_uses_dict() -> None:
     store_dict = {}
     store = MemoryStore(store_dict)
     assert store._store_dict is store_dict
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index 7495bec8e1..e400857c45 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -48,7 +48,7 @@ def get_boto3_client() -> botocore.client.BaseClient:
 
 
 @pytest.fixture(autouse=True, scope="function")
-def s3(s3_base) -> Generator[s3fs.S3FileSystem, None, None]:
+def s3(s3_base: None) -> Generator[s3fs.S3FileSystem, None, None]:
     """
     Quoting Martin Durant:
     pytest-asyncio creates a new event loop for each async test.
diff --git a/tests/v3/test_store/test_stateful_store.py b/tests/v3/test_store/test_stateful_store.py
index d062f9235f..1ecbd87cc1 100644
--- a/tests/v3/test_store/test_stateful_store.py
+++ b/tests/v3/test_store/test_stateful_store.py
@@ -9,6 +9,7 @@
     precondition,
     rule,
 )
+from hypothesis.strategies import DataObject
 
 import zarr
 from zarr.abc.store import AccessMode, Store
@@ -18,7 +19,7 @@
 
 
 class SyncStoreWrapper(zarr.core.sync.SyncMixin):
-    def __init__(self, store: Store):
+    def __init__(self, store: Store) -> None:
         """Synchronous Store wrapper
 
         This class holds synchronous methods that map to async methods of Store classes.
@@ -109,7 +110,7 @@ def __init__(self) -> None:
         self.prototype = default_buffer_prototype()
 
     @rule(key=paths, data=st.binary(min_size=0, max_size=100))
-    def set(self, key: str, data: bytes) -> None:
+    def set(self, key: str, data: DataObject) -> None:
         note(f"(set) Setting {key!r} with {data}")
         assert not self.store.mode.readonly
         data_buf = cpu.Buffer.from_bytes(data)
@@ -118,7 +119,7 @@ def set(self, key: str, data: bytes) -> None:
 
     @precondition(lambda self: len(self.model.keys()) > 0)
     @rule(key=paths, data=st.data())
-    def get(self, key: str, data: bytes) -> None:
+    def get(self, key: str, data: DataObject) -> None:
         key = data.draw(
             st.sampled_from(sorted(self.model.keys()))
         )  # hypothesis wants to sample from sorted list
@@ -128,14 +129,14 @@ def get(self, key: str, data: bytes) -> None:
         assert self.model[key].to_bytes() == (store_value.to_bytes())
 
     @rule(key=paths, data=st.data())
-    def get_invalid_keys(self, key: str, data: bytes) -> None:
+    def get_invalid_keys(self, key: str, data: DataObject) -> None:
         note("(get_invalid)")
         assume(key not in self.model.keys())
         assert self.store.get(key, self.prototype) is None
 
     @precondition(lambda self: len(self.model.keys()) > 0)
     @rule(data=st.data())
-    def get_partial_values(self, data: bytes) -> None:
+    def get_partial_values(self, data: DataObject) -> None:
         key_range = data.draw(key_ranges(keys=st.sampled_from(sorted(self.model.keys()))))
         note(f"(get partial) {key_range=}")
         obs_maybe = self.store.get_partial_values(key_range, self.prototype)
@@ -162,7 +163,7 @@ def get_partial_values(self, data: bytes) -> None:
 
     @precondition(lambda self: len(self.model.keys()) > 0)
     @rule(data=st.data())
-    def delete(self, data: bytes) -> None:
+    def delete(self, data: DataObject) -> None:
         key = data.draw(st.sampled_from(sorted(self.model.keys())))
         note(f"(delete) Deleting {key=}")
 

From f1bd70311f93991dac7aa5dd85de2f6b89aa31d6 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 13 Sep 2024 09:46:28 -0700
Subject: [PATCH 0672/1078] feature(store): V3 ZipStore (#2078)

* feature(store): add basic implementation of a zip store

* add zip store to array/group/sharding tests

* fix sharding and skip tests that require delete

* store context managers

* fix test typing

* add buffer_cls to store test

* clean up test failures

* class docstring

* remove commented out check against zipstore.delete

* add api integration test

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 src/zarr/abc/store.py                 |  17 +-
 src/zarr/store/__init__.py            |  11 +-
 src/zarr/store/local.py               |   1 +
 src/zarr/store/memory.py              |   1 +
 src/zarr/store/remote.py              |   1 +
 src/zarr/store/zip.py                 | 223 ++++++++++++++++++++++++++
 tests/v3/conftest.py                  |  15 +-
 tests/v3/test_array.py                |   6 +-
 tests/v3/test_codecs/test_sharding.py |  18 ++-
 tests/v3/test_group.py                |  80 +++++----
 tests/v3/test_store/test_zip.py       |  98 +++++++++++
 11 files changed, 413 insertions(+), 58 deletions(-)
 create mode 100644 src/zarr/store/zip.py
 create mode 100644 tests/v3/test_store/test_zip.py

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 00b81a3aad..70ac9adc17 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -11,6 +11,7 @@
 
 
 class AccessMode(NamedTuple):
+    str: AccessModeLiteral
     readonly: bool
     overwrite: bool
     create: bool
@@ -20,6 +21,7 @@ class AccessMode(NamedTuple):
     def from_literal(cls, mode: AccessModeLiteral) -> Self:
         if mode in ("r", "r+", "a", "w", "w-"):
             return cls(
+                str=mode,
                 readonly=mode == "r",
                 overwrite=mode == "w",
                 create=mode in ("a", "w", "w-"),
@@ -42,6 +44,14 @@ async def open(cls, *args: Any, **kwargs: Any) -> Self:
         await store._open()
         return store
 
+    def __enter__(self) -> Self:
+        """Enter a context manager that will close the store upon exiting."""
+        return self
+
+    def __exit__(self, *args: Any) -> None:
+        """Close the store."""
+        self.close()
+
     async def _open(self) -> None:
         if self._is_open:
             raise ValueError("store is already open")
@@ -143,6 +153,12 @@ async def set(self, key: str, value: Buffer) -> None:
         """
         ...
 
+    @property
+    @abstractmethod
+    def supports_deletes(self) -> bool:
+        """Does the store support deletes?"""
+        ...
+
     @abstractmethod
     async def delete(self, key: str) -> None:
         """Remove a key from the store
@@ -221,7 +237,6 @@ def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
     def close(self) -> None:
         """Close the store."""
         self._is_open = False
-        pass
 
 
 @runtime_checkable
diff --git a/src/zarr/store/__init__.py b/src/zarr/store/__init__.py
index 3a9e8201e8..47bbccd66e 100644
--- a/src/zarr/store/__init__.py
+++ b/src/zarr/store/__init__.py
@@ -2,5 +2,14 @@
 from zarr.store.local import LocalStore
 from zarr.store.memory import MemoryStore
 from zarr.store.remote import RemoteStore
+from zarr.store.zip import ZipStore
 
-__all__ = ["StorePath", "StoreLike", "make_store_path", "RemoteStore", "LocalStore", "MemoryStore"]
+__all__ = [
+    "StorePath",
+    "StoreLike",
+    "make_store_path",
+    "RemoteStore",
+    "LocalStore",
+    "MemoryStore",
+    "ZipStore",
+]
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index b69b86dc4c..5fd48c2db0 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -73,6 +73,7 @@ def _put(
 
 class LocalStore(Store):
     supports_writes: bool = True
+    supports_deletes: bool = True
     supports_partial_writes: bool = True
     supports_listing: bool = True
 
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 4f2627bf67..89e7ced31e 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -18,6 +18,7 @@
 # When that is done, the `MemoryStore` will just be a store that wraps a dict.
 class MemoryStore(Store):
     supports_writes: bool = True
+    supports_deletes: bool = True
     supports_partial_writes: bool = True
     supports_listing: bool = True
 
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index f883832bc7..3907ac3cc2 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -20,6 +20,7 @@
 class RemoteStore(Store):
     # based on FSSpec
     supports_writes: bool = True
+    supports_deletes: bool = True
     supports_partial_writes: bool = False
     supports_listing: bool = True
 
diff --git a/src/zarr/store/zip.py b/src/zarr/store/zip.py
new file mode 100644
index 0000000000..15473aa674
--- /dev/null
+++ b/src/zarr/store/zip.py
@@ -0,0 +1,223 @@
+from __future__ import annotations
+
+import os
+import threading
+import time
+import zipfile
+from pathlib import Path
+from typing import TYPE_CHECKING, Literal
+
+from zarr.abc.store import Store
+from zarr.core.buffer import Buffer, BufferPrototype
+
+if TYPE_CHECKING:
+    from collections.abc import AsyncGenerator
+
+ZipStoreAccessModeLiteral = Literal["r", "w", "a"]
+
+
+class ZipStore(Store):
+    """
+    Storage class using a ZIP file.
+
+    Parameters
+    ----------
+    path : string
+        Location of file.
+    compression : integer, optional
+        Compression method to use when writing to the archive.
+    allowZip64 : bool, optional
+        If True (the default) will create ZIP files that use the ZIP64
+        extensions when the zipfile is larger than 2 GiB. If False
+        will raise an exception when the ZIP file would require ZIP64
+        extensions.
+    mode : string, optional
+        One of 'r' to read an existing file, 'w' to truncate and write a new
+        file, 'a' to append to an existing file, or 'x' to exclusively create
+        and write a new file.
+    """
+
+    supports_writes: bool = True
+    supports_deletes: bool = False
+    supports_partial_writes: bool = False
+    supports_listing: bool = True
+
+    path: Path
+    compression: int
+    allowZip64: bool
+
+    _zf: zipfile.ZipFile
+    _lock: threading.RLock
+
+    def __init__(
+        self,
+        path: Path | str,
+        *,
+        mode: ZipStoreAccessModeLiteral = "r",
+        compression: int = zipfile.ZIP_STORED,
+        allowZip64: bool = True,
+    ):
+        super().__init__(mode=mode)
+
+        if isinstance(path, str):
+            path = Path(path)
+        assert isinstance(path, Path)
+        self.path = path  # root?
+
+        self._zmode = mode
+        self.compression = compression
+        self.allowZip64 = allowZip64
+
+    async def _open(self) -> None:
+        if self._is_open:
+            raise ValueError("store is already open")
+
+        self._lock = threading.RLock()
+
+        self._zf = zipfile.ZipFile(
+            self.path,
+            mode=self._zmode,
+            compression=self.compression,
+            allowZip64=self.allowZip64,
+        )
+
+        self._is_open = True
+
+    def close(self) -> None:
+        super().close()
+        with self._lock:
+            self._zf.close()
+
+    async def clear(self) -> None:
+        with self._lock:
+            self._check_writable()
+            self._zf.close()
+            os.remove(self.path)
+            self._zf = zipfile.ZipFile(
+                self.path, mode="w", compression=self.compression, allowZip64=self.allowZip64
+            )
+
+    async def empty(self) -> bool:
+        with self._lock:
+            if self._zf.namelist():
+                return False
+            else:
+                return True
+
+    def __str__(self) -> str:
+        return f"zip://{self.path}"
+
+    def __repr__(self) -> str:
+        return f"ZipStore({str(self)!r})"
+
+    def __eq__(self, other: object) -> bool:
+        return isinstance(other, type(self)) and self.path == other.path
+
+    def _get(
+        self,
+        key: str,
+        prototype: BufferPrototype,
+        byte_range: tuple[int | None, int | None] | None = None,
+    ) -> Buffer | None:
+        try:
+            with self._zf.open(key) as f:  # will raise KeyError
+                if byte_range is None:
+                    return prototype.buffer.from_bytes(f.read())
+                start, length = byte_range
+                if start:
+                    if start < 0:
+                        start = f.seek(start, os.SEEK_END) + start
+                    else:
+                        start = f.seek(start, os.SEEK_SET)
+                if length:
+                    return prototype.buffer.from_bytes(f.read(length))
+                else:
+                    return prototype.buffer.from_bytes(f.read())
+        except KeyError:
+            return None
+
+    async def get(
+        self,
+        key: str,
+        prototype: BufferPrototype,
+        byte_range: tuple[int | None, int | None] | None = None,
+    ) -> Buffer | None:
+        assert isinstance(key, str)
+
+        with self._lock:
+            return self._get(key, prototype=prototype, byte_range=byte_range)
+
+    async def get_partial_values(
+        self,
+        prototype: BufferPrototype,
+        key_ranges: list[tuple[str, tuple[int | None, int | None]]],
+    ) -> list[Buffer | None]:
+        out = []
+        with self._lock:
+            for key, byte_range in key_ranges:
+                out.append(self._get(key, prototype=prototype, byte_range=byte_range))
+        return out
+
+    def _set(self, key: str, value: Buffer) -> None:
+        # generally, this should be called inside a lock
+        keyinfo = zipfile.ZipInfo(filename=key, date_time=time.localtime(time.time())[:6])
+        keyinfo.compress_type = self.compression
+        if keyinfo.filename[-1] == os.sep:
+            keyinfo.external_attr = 0o40775 << 16  # drwxrwxr-x
+            keyinfo.external_attr |= 0x10  # MS-DOS directory flag
+        else:
+            keyinfo.external_attr = 0o644 << 16  # ?rw-r--r--
+        self._zf.writestr(keyinfo, value.to_bytes())
+
+    async def set(self, key: str, value: Buffer) -> None:
+        self._check_writable()
+        assert isinstance(key, str)
+        if not isinstance(value, Buffer):
+            raise TypeError("ZipStore.set(): `value` must a Buffer instance")
+        with self._lock:
+            self._set(key, value)
+
+    async def set_partial_values(self, key_start_values: list[tuple[str, int, bytes]]) -> None:
+        raise NotImplementedError
+
+    async def delete(self, key: str) -> None:
+        raise NotImplementedError
+
+    async def exists(self, key: str) -> bool:
+        with self._lock:
+            try:
+                self._zf.getinfo(key)
+            except KeyError:
+                return False
+            else:
+                return True
+
+    async def list(self) -> AsyncGenerator[str, None]:
+        with self._lock:
+            for key in self._zf.namelist():
+                yield key
+
+    async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
+        async for key in self.list():
+            if key.startswith(prefix):
+                yield key
+
+    async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
+        if prefix.endswith("/"):
+            prefix = prefix[:-1]
+
+        keys = self._zf.namelist()
+        seen = set()
+        if prefix == "":
+            keys_unique = set(k.split("/")[0] for k in keys)
+            for key in keys_unique:
+                if key not in seen:
+                    seen.add(key)
+                    yield key
+        else:
+            for key in keys:
+                if key.startswith(prefix + "/") and key != prefix:
+                    k = key.removeprefix(prefix + "/").split("/")[0]
+                    if k not in seen:
+                        seen.add(k)
+                        yield k
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index b1308f058f..41cd359346 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -10,7 +10,7 @@
 from hypothesis import HealthCheck, Verbosity, settings
 
 from zarr import AsyncGroup, config
-from zarr.store import LocalStore, MemoryStore, StorePath
+from zarr.store import LocalStore, MemoryStore, StorePath, ZipStore
 from zarr.store.remote import RemoteStore
 
 if TYPE_CHECKING:
@@ -25,14 +25,16 @@
 
 
 async def parse_store(
-    store: Literal["local", "memory", "remote"], path: str
-) -> LocalStore | MemoryStore | RemoteStore:
+    store: Literal["local", "memory", "remote", "zip"], path: str
+) -> LocalStore | MemoryStore | RemoteStore | ZipStore:
     if store == "local":
         return await LocalStore.open(path, mode="w")
     if store == "memory":
         return await MemoryStore.open(mode="w")
     if store == "remote":
         return await RemoteStore.open(url=path, mode="w")
+    if store == "zip":
+        return await ZipStore.open(path + "/zarr.zip", mode="w")
     raise AssertionError
 
 
@@ -64,6 +66,11 @@ async def memory_store() -> MemoryStore:
     return await MemoryStore.open(mode="w")
 
 
+@pytest.fixture(scope="function")
+async def zip_store(tmpdir: LEGACY_PATH) -> ZipStore:
+    return await ZipStore.open(str(tmpdir / "zarr.zip"), mode="w")
+
+
 @pytest.fixture(scope="function")
 async def store(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> Store:
     param = request.param
@@ -73,7 +80,7 @@ async def store(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> Store:
 @dataclass
 class AsyncGroupRequest:
     zarr_format: ZarrFormat
-    store: Literal["local", "remote", "memory"]
+    store: Literal["local", "remote", "memory", "zip"]
     attributes: dict[str, Any] = field(default_factory=dict)
 
 
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index fb726757dc..cd20ab6e58 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -10,7 +10,7 @@
 from zarr.store.common import StorePath
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
 @pytest.mark.parametrize("zarr_format", (2, 3))
 @pytest.mark.parametrize("exists_ok", [True, False])
 @pytest.mark.parametrize("extant_node", ["array", "group"])
@@ -59,7 +59,7 @@ def test_array_creation_existing_node(
             )
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
 @pytest.mark.parametrize("zarr_format", (2, 3))
 def test_array_name_properties_no_group(
     store: LocalStore | MemoryStore, zarr_format: ZarrFormat
@@ -70,7 +70,7 @@ def test_array_name_properties_no_group(
     assert arr.basename is None
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
 @pytest.mark.parametrize("zarr_format", (2, 3))
 def test_array_name_properties_with_group(
     store: LocalStore | MemoryStore, zarr_format: ZarrFormat
diff --git a/tests/v3/test_codecs/test_sharding.py b/tests/v3/test_codecs/test_sharding.py
index 8a602c2c8b..bd8aab5e03 100644
--- a/tests/v3/test_codecs/test_sharding.py
+++ b/tests/v3/test_codecs/test_sharding.py
@@ -21,7 +21,7 @@
 from .test_codecs import _AsyncArrayProxy, order_from_dim
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
 @pytest.mark.parametrize("index_location", ["start", "end"])
 @pytest.mark.parametrize(
     "array_fixture",
@@ -76,7 +76,7 @@ def test_sharding(
 
 
 @pytest.mark.parametrize("index_location", ["start", "end"])
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
 @pytest.mark.parametrize(
     "array_fixture",
     [
@@ -126,7 +126,7 @@ def test_sharding_partial(
     indirect=["array_fixture"],
 )
 @pytest.mark.parametrize("index_location", ["start", "end"])
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
 def test_sharding_partial_read(
     store: Store, array_fixture: npt.NDArray[Any], index_location: ShardingCodecIndexLocation
 ) -> None:
@@ -163,7 +163,7 @@ def test_sharding_partial_read(
     indirect=["array_fixture"],
 )
 @pytest.mark.parametrize("index_location", ["start", "end"])
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
 def test_sharding_partial_overwrite(
     store: Store, array_fixture: npt.NDArray[Any], index_location: ShardingCodecIndexLocation
 ) -> None:
@@ -214,7 +214,7 @@ def test_sharding_partial_overwrite(
     "inner_index_location",
     ["start", "end"],
 )
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
 def test_nested_sharding(
     store: Store,
     array_fixture: npt.NDArray[Any],
@@ -247,7 +247,7 @@ def test_nested_sharding(
     assert np.array_equal(data, read_data)
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
 def test_open_sharding(store: Store) -> None:
     path = "open_sharding"
     spath = StorePath(store, path)
@@ -272,7 +272,7 @@ def test_open_sharding(store: Store) -> None:
     assert a.metadata == b.metadata
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
 def test_write_partial_sharded_chunks(store: Store) -> None:
     data = np.arange(0, 16 * 16, dtype="uint16").reshape((16, 16))
     spath = StorePath(store)
@@ -296,8 +296,10 @@ def test_write_partial_sharded_chunks(store: Store) -> None:
     assert np.array_equal(a[0:16, 0:16], data)
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
 async def test_delete_empty_shards(store: Store) -> None:
+    if not store.supports_deletes:
+        pytest.skip("store does not support deletes")
     path = "delete_empty_shards"
     spath = StorePath(store, path)
     a = await AsyncArray.create(
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index f688fc81d4..a62f367351 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -7,6 +7,7 @@
 
 import zarr.api.asynchronous
 from zarr import Array, AsyncArray, AsyncGroup, Group
+from zarr.abc.store import Store
 from zarr.api.synchronous import open_group
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.common import JSON, ZarrFormat
@@ -22,10 +23,10 @@
     from _pytest.compat import LEGACY_PATH
 
 
-@pytest.fixture(params=["local", "memory"])
-async def store(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> LocalStore | MemoryStore:
+@pytest.fixture(params=["local", "memory", "zip"])
+async def store(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> Store:
     result = await parse_store(request.param, str(tmpdir))
-    if not isinstance(result, MemoryStore | LocalStore):
+    if not isinstance(result, Store):
         raise TypeError("Wrong store class returned by test fixture! got " + result + " instead")
     return result
 
@@ -46,7 +47,7 @@ def zarr_format(request: pytest.FixtureRequest) -> ZarrFormat:
     return cast(ZarrFormat, result)
 
 
-def test_group_init(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+def test_group_init(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test that initializing a group from an asyncgroup works.
     """
@@ -55,7 +56,7 @@ def test_group_init(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) ->
     assert group._async_group == agroup
 
 
-def test_group_name_properties(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+def test_group_name_properties(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test basic properties of groups
     """
@@ -75,7 +76,7 @@ def test_group_name_properties(store: LocalStore | MemoryStore, zarr_format: Zar
     assert bar.basename == "bar"
 
 
-def test_group_members(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+def test_group_members(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test that `Group.members` returns correct values, i.e. the arrays and groups
     (explicit and implicit) contained in that group.
@@ -133,7 +134,7 @@ def test_group_members(store: MemoryStore | LocalStore, zarr_format: ZarrFormat)
         members_observed = group.members(max_depth=-1)
 
 
-def test_group(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+def test_group(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test basic Group routines.
     """
@@ -175,9 +176,7 @@ def test_group(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None
     assert dict(bar3.attrs) == {"baz": "qux", "name": "bar"}
 
 
-def test_group_create(
-    store: MemoryStore | LocalStore, exists_ok: bool, zarr_format: ZarrFormat
-) -> None:
+def test_group_create(store: Store, exists_ok: bool, zarr_format: ZarrFormat) -> None:
     """
     Test that `Group.create` works as expected.
     """
@@ -193,9 +192,7 @@ def test_group_create(
             )
 
 
-def test_group_open(
-    store: MemoryStore | LocalStore, zarr_format: ZarrFormat, exists_ok: bool
-) -> None:
+def test_group_open(store: Store, zarr_format: ZarrFormat, exists_ok: bool) -> None:
     """
     Test the `Group.open` method.
     """
@@ -227,7 +224,7 @@ def test_group_open(
         assert group_created_again.store_path == spath
 
 
-def test_group_getitem(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+def test_group_getitem(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test the `Group.__getitem__` method.
     """
@@ -242,10 +239,12 @@ def test_group_getitem(store: MemoryStore | LocalStore, zarr_format: ZarrFormat)
         group["nope"]
 
 
-def test_group_delitem(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+def test_group_delitem(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test the `Group.__delitem__` method.
     """
+    if not store.supports_deletes:
+        pytest.skip("store does not support deletes")
 
     group = Group.create(store, zarr_format=zarr_format)
     subgroup = group.create_group(name="subgroup")
@@ -263,7 +262,7 @@ def test_group_delitem(store: MemoryStore | LocalStore, zarr_format: ZarrFormat)
         group["subarray"]
 
 
-def test_group_iter(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+def test_group_iter(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test the `Group.__iter__` method.
     """
@@ -273,7 +272,7 @@ def test_group_iter(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) ->
         [x for x in group]  # type: ignore
 
 
-def test_group_len(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+def test_group_len(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test the `Group.__len__` method.
     """
@@ -283,7 +282,7 @@ def test_group_len(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) ->
         len(group)  # type: ignore
 
 
-def test_group_setitem(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+def test_group_setitem(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test the `Group.__setitem__` method.
     """
@@ -292,7 +291,7 @@ def test_group_setitem(store: MemoryStore | LocalStore, zarr_format: ZarrFormat)
         group["key"] = 10
 
 
-def test_group_contains(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+def test_group_contains(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test the `Group.__contains__` method
     """
@@ -302,7 +301,7 @@ def test_group_contains(store: MemoryStore | LocalStore, zarr_format: ZarrFormat
     assert "foo" in group
 
 
-def test_group_subgroups(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+def test_group_subgroups(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test the behavior of `Group` methods for accessing subgroups, namely `Group.group_keys` and `Group.groups`
     """
@@ -317,7 +316,7 @@ def test_group_subgroups(store: MemoryStore | LocalStore, zarr_format: ZarrForma
     assert all(a in subgroups_observed for a in subgroups_expected)
 
 
-def test_group_subarrays(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+def test_group_subarrays(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test the behavior of `Group` methods for accessing subgroups, namely `Group.group_keys` and `Group.groups`
     """
@@ -332,7 +331,7 @@ def test_group_subarrays(store: MemoryStore | LocalStore, zarr_format: ZarrForma
     assert all(a in subarrays_observed for a in subarrays_expected)
 
 
-def test_group_update_attributes(store: MemoryStore | LocalStore, zarr_format: ZarrFormat) -> None:
+def test_group_update_attributes(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test the behavior of `Group.update_attributes`
     """
@@ -344,9 +343,7 @@ def test_group_update_attributes(store: MemoryStore | LocalStore, zarr_format: Z
     assert new_group.attrs == new_attrs
 
 
-async def test_group_update_attributes_async(
-    store: MemoryStore | LocalStore, zarr_format: ZarrFormat
-) -> None:
+async def test_group_update_attributes_async(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test the behavior of `Group.update_attributes_async`
     """
@@ -360,7 +357,7 @@ async def test_group_update_attributes_async(
 
 @pytest.mark.parametrize("method", ["create_array", "array"])
 def test_group_create_array(
-    store: MemoryStore | LocalStore,
+    store: Store,
     zarr_format: ZarrFormat,
     exists_ok: bool,
     method: Literal["create_array", "array"],
@@ -393,12 +390,12 @@ def test_group_create_array(
     assert np.array_equal(array[:], data)
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
 @pytest.mark.parametrize("zarr_format", (2, 3))
 @pytest.mark.parametrize("exists_ok", [True, False])
 @pytest.mark.parametrize("extant_node", ["array", "group"])
 def test_group_creation_existing_node(
-    store: LocalStore | MemoryStore,
+    store: Store,
     zarr_format: ZarrFormat,
     exists_ok: bool,
     extant_node: Literal["array", "group"],
@@ -441,7 +438,7 @@ def test_group_creation_existing_node(
 
 
 async def test_asyncgroup_create(
-    store: MemoryStore | LocalStore,
+    store: Store,
     exists_ok: bool,
     zarr_format: ZarrFormat,
 ) -> None:
@@ -482,14 +479,14 @@ async def test_asyncgroup_create(
             )
 
 
-async def test_asyncgroup_attrs(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+async def test_asyncgroup_attrs(store: Store, zarr_format: ZarrFormat) -> None:
     attributes = {"foo": 100}
     agroup = await AsyncGroup.create(store, zarr_format=zarr_format, attributes=attributes)
 
     assert agroup.attrs == agroup.metadata.attributes == attributes
 
 
-async def test_asyncgroup_info(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+async def test_asyncgroup_info(store: Store, zarr_format: ZarrFormat) -> None:
     agroup = await AsyncGroup.create(  # noqa
         store,
         zarr_format=zarr_format,
@@ -499,7 +496,7 @@ async def test_asyncgroup_info(store: LocalStore | MemoryStore, zarr_format: Zar
 
 
 async def test_asyncgroup_open(
-    store: LocalStore | MemoryStore,
+    store: Store,
     zarr_format: ZarrFormat,
 ) -> None:
     """
@@ -520,7 +517,7 @@ async def test_asyncgroup_open(
 
 
 async def test_asyncgroup_open_wrong_format(
-    store: LocalStore | MemoryStore,
+    store: Store,
     zarr_format: ZarrFormat,
 ) -> None:
     _ = await AsyncGroup.create(store=store, exists_ok=False, zarr_format=zarr_format)
@@ -546,7 +543,7 @@ async def test_asyncgroup_open_wrong_format(
         {"zarr_format": 2, "attributes": {"foo": 100}},
     ),
 )
-def test_asyncgroup_from_dict(store: MemoryStore | LocalStore, data: dict[str, Any]) -> None:
+def test_asyncgroup_from_dict(store: Store, data: dict[str, Any]) -> None:
     """
     Test that we can create an AsyncGroup from a dict
     """
@@ -561,7 +558,7 @@ def test_asyncgroup_from_dict(store: MemoryStore | LocalStore, data: dict[str, A
 # todo: replace this with a declarative API where we model a full hierarchy
 
 
-async def test_asyncgroup_getitem(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+async def test_asyncgroup_getitem(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Create an `AsyncGroup`, then create members of that group, and ensure that we can access those
     members via the `AsyncGroup.getitem` method.
@@ -583,7 +580,10 @@ async def test_asyncgroup_getitem(store: LocalStore | MemoryStore, zarr_format:
         await agroup.getitem("foo")
 
 
-async def test_asyncgroup_delitem(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+async def test_asyncgroup_delitem(store: Store, zarr_format: ZarrFormat) -> None:
+    if not store.supports_deletes:
+        pytest.skip("store does not support deletes")
+
     agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
     array_name = "sub_array"
     _ = await agroup.create_array(
@@ -613,7 +613,7 @@ async def test_asyncgroup_delitem(store: LocalStore | MemoryStore, zarr_format:
 
 
 async def test_asyncgroup_create_group(
-    store: LocalStore | MemoryStore,
+    store: Store,
     zarr_format: ZarrFormat,
 ) -> None:
     agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
@@ -629,7 +629,7 @@ async def test_asyncgroup_create_group(
 
 
 async def test_asyncgroup_create_array(
-    store: LocalStore | MemoryStore, zarr_format: ZarrFormat, exists_ok: bool
+    store: Store, zarr_format: ZarrFormat, exists_ok: bool
 ) -> None:
     """
     Test that the AsyncGroup.create_array method works correctly. We ensure that array properties
@@ -667,9 +667,7 @@ async def test_asyncgroup_create_array(
     assert subnode.metadata.zarr_format == zarr_format
 
 
-async def test_asyncgroup_update_attributes(
-    store: LocalStore | MemoryStore, zarr_format: ZarrFormat
-) -> None:
+async def test_asyncgroup_update_attributes(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test that the AsyncGroup.update_attributes method works correctly.
     """
diff --git a/tests/v3/test_store/test_zip.py b/tests/v3/test_store/test_zip.py
new file mode 100644
index 0000000000..7c332e9a2e
--- /dev/null
+++ b/tests/v3/test_store/test_zip.py
@@ -0,0 +1,98 @@
+from __future__ import annotations
+
+import os
+import tempfile
+from typing import TYPE_CHECKING
+
+import numpy as np
+import pytest
+
+import zarr
+from zarr.abc.store import AccessMode
+from zarr.core.buffer import Buffer, cpu, default_buffer_prototype
+from zarr.store.zip import ZipStore
+from zarr.testing.store import StoreTests
+
+if TYPE_CHECKING:
+    from collections.abc import Coroutine
+    from typing import Any
+
+
+class TestZipStore(StoreTests[ZipStore, cpu.Buffer]):
+    store_cls = ZipStore
+    buffer_cls = cpu.Buffer
+
+    @pytest.fixture(scope="function")
+    def store_kwargs(self, request) -> dict[str, str | bool]:
+        fd, temp_path = tempfile.mkstemp()
+        os.close(fd)
+
+        return {"path": temp_path, "mode": "w"}
+
+    def get(self, store: ZipStore, key: str) -> Buffer:
+        return store._get(key, prototype=default_buffer_prototype())
+
+    def set(self, store: ZipStore, key: str, value: Buffer) -> None:
+        return store._set(key, value)
+
+    def test_store_mode(self, store: ZipStore, store_kwargs: dict[str, Any]) -> None:
+        assert store.mode == AccessMode.from_literal(store_kwargs["mode"])
+        assert not store.mode.readonly
+
+    async def test_not_writable_store_raises(self, store_kwargs: dict[str, Any]) -> None:
+        # we need to create the zipfile in write mode before switching to read mode
+        store = await self.store_cls.open(**store_kwargs)
+        store.close()
+
+        kwargs = {**store_kwargs, "mode": "r"}
+        store = await self.store_cls.open(**kwargs)
+        assert store.mode == AccessMode.from_literal("r")
+        assert store.mode.readonly
+
+        # set
+        with pytest.raises(ValueError):
+            await store.set("foo", cpu.Buffer.from_bytes(b"bar"))
+
+    def test_store_repr(self, store: ZipStore) -> None:
+        assert str(store) == f"zip://{store.path!s}"
+
+    def test_store_supports_writes(self, store: ZipStore) -> None:
+        assert store.supports_writes
+
+    def test_store_supports_partial_writes(self, store: ZipStore) -> None:
+        assert store.supports_partial_writes is False
+
+    def test_store_supports_listing(self, store: ZipStore) -> None:
+        assert store.supports_listing
+
+    def test_delete(self, store: ZipStore) -> Coroutine[Any, Any, None]:
+        pass
+
+    def test_api_integration(self, store: ZipStore) -> None:
+        root = zarr.open_group(store=store)
+
+        data = np.arange(10000, dtype=np.uint16).reshape(100, 100)
+        z = root.create_array(
+            shape=data.shape, chunks=(10, 10), name="foo", dtype=np.uint16, fill_value=99
+        )
+        z[:] = data
+
+        assert np.array_equal(data, z[:])
+
+        # you can overwrite existing chunks but zipfile will issue a warning
+        with pytest.warns(UserWarning, match="Duplicate name: 'foo/c/0/0'"):
+            z[0, 0] = 100
+
+        # TODO: assigning an entire chunk to fill value ends up deleting the chunk which is not supported
+        # a work around will be needed here.
+        with pytest.raises(NotImplementedError):
+            z[0:10, 0:10] = 99
+
+        bar = root.create_group("bar", attributes={"hello": "world"})
+        assert "hello" in dict(bar.attrs)
+
+        # keys cannot be deleted
+        with pytest.raises(NotImplementedError):
+            del root["bar"]
+
+        store.close()

From ceb3b361fb912dc748ac871018bcf7c757e4719d Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Sat, 14 Sep 2024 09:09:47 -0700
Subject: [PATCH 0673/1078] test: check that store, array, and group classes
 are serializable  (#2006)

* test: check that store, array, and group classes are serializable w/ pickle and can be dependably roundtripped

* raise if MemoryStore is pickled

* Apply suggestions from code review

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* fix typos

* new buffer __eq__

* pickle support for zip store

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 src/zarr/abc/store.py              |   5 +
 src/zarr/core/buffer/core.py       |   6 ++
 src/zarr/store/memory.py           |  16 ++-
 src/zarr/store/remote.py           |  10 ++
 src/zarr/store/zip.py              |  15 ++-
 src/zarr/testing/store.py          |  14 +++
 tests/v3/test_array.py             |  36 ++++++-
 tests/v3/test_group.py             | 165 +++--------------------------
 tests/v3/test_store/test_memory.py |  52 ++-------
 tests/v3/test_store/test_remote.py |   2 +-
 10 files changed, 127 insertions(+), 194 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 70ac9adc17..95d55a2ce0 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -83,6 +83,11 @@ def _check_writable(self) -> None:
         if self.mode.readonly:
             raise ValueError("store mode does not support writing")
 
+    @abstractmethod
+    def __eq__(self, value: object) -> bool:
+        """Equality comparison."""
+        ...
+
     @abstractmethod
     async def get(
         self,
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index ff26478ca9..0c6d966db9 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -281,6 +281,12 @@ def __add__(self, other: Buffer) -> Self:
         """Concatenate two buffers"""
         ...
 
+    def __eq__(self, other: object) -> bool:
+        # Another Buffer class can override this to choose a more efficient path
+        return isinstance(other, Buffer) and np.array_equal(
+            self.as_numpy_array(), other.as_numpy_array()
+        )
+
 
 class NDBuffer:
     """An n-dimensional memory block
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 89e7ced31e..13e289f374 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from collections.abc import AsyncGenerator, MutableMapping
+from typing import TYPE_CHECKING, Any
 
 from zarr.abc.store import Store
 from zarr.core.buffer import Buffer, gpu
@@ -47,6 +48,19 @@ def __str__(self) -> str:
     def __repr__(self) -> str:
         return f"MemoryStore({str(self)!r})"
 
+    def __eq__(self, other: object) -> bool:
+        return (
+            isinstance(other, type(self))
+            and self._store_dict == other._store_dict
+            and self.mode == other.mode
+        )
+
+    def __setstate__(self, state: Any) -> None:
+        raise NotImplementedError(f"{type(self)} cannot be pickled")
+
+    def __getstate__(self) -> None:
+        raise NotImplementedError(f"{type(self)} cannot be pickled")
+
     async def get(
         self,
         key: str,
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 3907ac3cc2..e3e2ba3447 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -51,6 +51,7 @@ def __init__(
             this must not be used.
         """
         super().__init__(mode=mode)
+        self._storage_options = storage_options
         if isinstance(url, str):
             self._url = url.rstrip("/")
             self._fs, _path = fsspec.url_to_fs(url, **storage_options)
@@ -91,6 +92,15 @@ def __str__(self) -> str:
     def __repr__(self) -> str:
         return f"<RemoteStore({type(self._fs).__name__}, {self.path})>"
 
+    def __eq__(self, other: object) -> bool:
+        return (
+            isinstance(other, type(self))
+            and self.path == other.path
+            and self.mode == other.mode
+            and self._url == other._url
+            # and self._storage_options == other._storage_options  # FIXME: this isn't working for some reason
+        )
+
     async def get(
         self,
         key: str,
diff --git a/src/zarr/store/zip.py b/src/zarr/store/zip.py
index 15473aa674..ea31ad934a 100644
--- a/src/zarr/store/zip.py
+++ b/src/zarr/store/zip.py
@@ -5,7 +5,7 @@
 import time
 import zipfile
 from pathlib import Path
-from typing import TYPE_CHECKING, Literal
+from typing import TYPE_CHECKING, Any, Literal
 
 from zarr.abc.store import Store
 from zarr.core.buffer import Buffer, BufferPrototype
@@ -68,7 +68,7 @@ def __init__(
         self.compression = compression
         self.allowZip64 = allowZip64
 
-    async def _open(self) -> None:
+    def _sync_open(self) -> None:
         if self._is_open:
             raise ValueError("store is already open")
 
@@ -83,6 +83,17 @@ async def _open(self) -> None:
 
         self._is_open = True
 
+    async def _open(self) -> None:
+        self._sync_open()
+
+    def __getstate__(self) -> tuple[Path, ZipStoreAccessModeLiteral, int, bool]:
+        return self.path, self._zmode, self.compression, self.allowZip64
+
+    def __setstate__(self, state: Any) -> None:
+        self.path, self._zmode, self.compression, self.allowZip64 = state
+        self._is_open = False
+        self._sync_open()
+
     def close(self) -> None:
         super().close()
         with self._lock:
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 65d7751a0d..a08b6960db 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -1,3 +1,4 @@
+import pickle
 from typing import Any, Generic, TypeVar
 
 import pytest
@@ -48,6 +49,19 @@ def test_store_type(self, store: S) -> None:
         assert isinstance(store, Store)
         assert isinstance(store, self.store_cls)
 
+    def test_store_eq(self, store: S, store_kwargs: dict[str, Any]) -> None:
+        # check self equality
+        assert store == store
+
+        # check store equality with same inputs
+        # asserting this is important for being able to compare (de)serialized stores
+        store2 = self.store_cls(**store_kwargs)
+        assert store == store2
+
+    def test_serizalizable_store(self, store: S) -> None:
+        foo = pickle.dumps(store)
+        assert pickle.loads(foo) == store
+
     def test_store_mode(self, store: S, store_kwargs: dict[str, Any]) -> None:
         assert store.mode == AccessMode.from_literal("r+")
         assert not store.mode.readonly
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index cd20ab6e58..11be51682c 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -1,9 +1,10 @@
+import pickle
 from typing import Literal
 
 import numpy as np
 import pytest
 
-from zarr import Array, Group
+from zarr import Array, AsyncArray, Group
 from zarr.core.common import ZarrFormat
 from zarr.errors import ContainsArrayError, ContainsGroupError
 from zarr.store import LocalStore, MemoryStore
@@ -135,3 +136,36 @@ def test_array_v3_fill_value(store: MemoryStore, fill_value: int, dtype_str: str
 
     assert arr.fill_value == np.dtype(dtype_str).type(fill_value)
     assert arr.fill_value.dtype == arr.dtype
+
+
+@pytest.mark.parametrize("store", ("local",), indirect=["store"])
+@pytest.mark.parametrize("zarr_format", (2, 3))
+async def test_serializable_async_array(
+    store: LocalStore | MemoryStore, zarr_format: ZarrFormat
+) -> None:
+    expected = await AsyncArray.create(
+        store=store, shape=(100,), chunks=(10,), zarr_format=zarr_format, dtype="i4"
+    )
+    # await expected.setitems(list(range(100)))
+
+    p = pickle.dumps(expected)
+    actual = pickle.loads(p)
+
+    assert actual == expected
+    # np.testing.assert_array_equal(await actual.getitem(slice(None)), await expected.getitem(slice(None)))
+    # TODO: uncomment the parts of this test that will be impacted by the config/prototype changes in flight
+
+
+@pytest.mark.parametrize("store", ("local",), indirect=["store"])
+@pytest.mark.parametrize("zarr_format", (2, 3))
+def test_serializable_sync_array(store: LocalStore, zarr_format: ZarrFormat) -> None:
+    expected = Array.create(
+        store=store, shape=(100,), chunks=(10,), zarr_format=zarr_format, dtype="i4"
+    )
+    expected[:] = list(range(100))
+
+    p = pickle.dumps(expected)
+    actual = pickle.loads(p)
+
+    assert actual == expected
+    np.testing.assert_array_equal(actual[:], expected[:])
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index a62f367351..94b839a186 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -1,20 +1,19 @@
 from __future__ import annotations
 
+import pickle
 from typing import TYPE_CHECKING, Any, Literal, cast
 
 import numpy as np
 import pytest
 
-import zarr.api.asynchronous
 from zarr import Array, AsyncArray, AsyncGroup, Group
 from zarr.abc.store import Store
-from zarr.api.synchronous import open_group
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.common import JSON, ZarrFormat
 from zarr.core.group import GroupMetadata
 from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
-from zarr.store import LocalStore, MemoryStore, StorePath
+from zarr.store import LocalStore, StorePath
 from zarr.store.common import make_store_path
 
 from .conftest import parse_store
@@ -681,152 +680,22 @@ async def test_asyncgroup_update_attributes(store: Store, zarr_format: ZarrForma
     assert agroup_new_attributes.attrs == attributes_new
 
 
-async def test_group_members_async(store: LocalStore | MemoryStore) -> None:
-    group = AsyncGroup(
-        GroupMetadata(),
-        store_path=StorePath(store=store, path="root"),
-    )
-    a0 = await group.create_array("a0", shape=(1,))
-    g0 = await group.create_group("g0")
-    a1 = await g0.create_array("a1", shape=(1,))
-    g1 = await g0.create_group("g1")
-    a2 = await g1.create_array("a2", shape=(1,))
-    g2 = await g1.create_group("g2")
-
-    # immediate children
-    children = sorted([x async for x in group.members()], key=lambda x: x[0])
-    assert children == [
-        ("a0", a0),
-        ("g0", g0),
-    ]
-
-    nmembers = await group.nmembers()
-    assert nmembers == 2
-
-    # partial
-    children = sorted([x async for x in group.members(max_depth=1)], key=lambda x: x[0])
-    expected = [
-        ("a0", a0),
-        ("g0", g0),
-        ("g0/a1", a1),
-        ("g0/g1", g1),
-    ]
-    assert children == expected
-    nmembers = await group.nmembers(max_depth=1)
-    assert nmembers == 4
-
-    # all children
-    all_children = sorted([x async for x in group.members(max_depth=None)], key=lambda x: x[0])
-    expected = [
-        ("a0", a0),
-        ("g0", g0),
-        ("g0/a1", a1),
-        ("g0/g1", g1),
-        ("g0/g1/a2", a2),
-        ("g0/g1/g2", g2),
-    ]
-    assert all_children == expected
-
-    nmembers = await group.nmembers(max_depth=None)
-    assert nmembers == 6
-
-    with pytest.raises(ValueError, match="max_depth"):
-        [x async for x in group.members(max_depth=-1)]
-
-
-async def test_require_group(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
-    root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
-
-    # create foo group
-    _ = await root.create_group("foo", attributes={"foo": 100})
-
-    # test that we can get the group using require_group
-    foo_group = await root.require_group("foo")
-    assert foo_group.attrs == {"foo": 100}
-
-    # test that we can get the group using require_group and overwrite=True
-    foo_group = await root.require_group("foo", overwrite=True)
-
-    _ = await foo_group.create_array(
-        "bar", shape=(10,), dtype="uint8", chunk_shape=(2,), attributes={"foo": 100}
+@pytest.mark.parametrize("store", ("local",), indirect=["store"])
+@pytest.mark.parametrize("zarr_format", (2, 3))
+async def test_serializable_async_group(store: LocalStore, zarr_format: ZarrFormat) -> None:
+    expected = await AsyncGroup.create(
+        store=store, attributes={"foo": 999}, zarr_format=zarr_format
     )
+    p = pickle.dumps(expected)
+    actual = pickle.loads(p)
+    assert actual == expected
 
-    # test that overwriting a group w/ children fails
-    # TODO: figure out why ensure_no_existing_node is not catching the foo.bar array
-    #
-    # with pytest.raises(ContainsArrayError):
-    #     await root.require_group("foo", overwrite=True)
-
-    # test that requiring a group where an array is fails
-    with pytest.raises(TypeError):
-        await foo_group.require_group("bar")
-
-
-async def test_require_groups(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
-    root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
-    # create foo group
-    _ = await root.create_group("foo", attributes={"foo": 100})
-    # create bar group
-    _ = await root.create_group("bar", attributes={"bar": 200})
-
-    foo_group, bar_group = await root.require_groups("foo", "bar")
-    assert foo_group.attrs == {"foo": 100}
-    assert bar_group.attrs == {"bar": 200}
-
-    # get a mix of existing and new groups
-    foo_group, spam_group = await root.require_groups("foo", "spam")
-    assert foo_group.attrs == {"foo": 100}
-    assert spam_group.attrs == {}
-
-    # no names
-    no_group = await root.require_groups()
-    assert no_group == ()
-
-
-async def test_create_dataset(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
-    root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
-    with pytest.warns(DeprecationWarning):
-        foo = await root.create_dataset("foo", shape=(10,), dtype="uint8")
-    assert foo.shape == (10,)
-
-    with pytest.raises(ContainsArrayError), pytest.warns(DeprecationWarning):
-        await root.create_dataset("foo", shape=(100,), dtype="int8")
-
-    _ = await root.create_group("bar")
-    with pytest.raises(ContainsGroupError), pytest.warns(DeprecationWarning):
-        await root.create_dataset("bar", shape=(100,), dtype="int8")
-
-
-async def test_require_array(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
-    root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
-    foo1 = await root.require_array("foo", shape=(10,), dtype="i8", attributes={"foo": 101})
-    assert foo1.attrs == {"foo": 101}
-    foo2 = await root.require_array("foo", shape=(10,), dtype="i8")
-    assert foo2.attrs == {"foo": 101}
-
-    # exact = False
-    _ = await root.require_array("foo", shape=10, dtype="f8")
-
-    # errors w/ exact True
-    with pytest.raises(TypeError, match="Incompatible dtype"):
-        await root.require_array("foo", shape=(10,), dtype="f8", exact=True)
-
-    with pytest.raises(TypeError, match="Incompatible shape"):
-        await root.require_array("foo", shape=(100, 100), dtype="i8")
-
-    with pytest.raises(TypeError, match="Incompatible dtype"):
-        await root.require_array("foo", shape=(10,), dtype="f4")
-
-    _ = await root.create_group("bar")
-    with pytest.raises(TypeError, match="Incompatible object"):
-        await root.require_array("bar", shape=(10,), dtype="int8")
-
-
-async def test_open_mutable_mapping():
-    group = await zarr.api.asynchronous.open_group(store={}, mode="w")
-    assert isinstance(group.store_path.store, MemoryStore)
 
+@pytest.mark.parametrize("store", ("local",), indirect=["store"])
+@pytest.mark.parametrize("zarr_format", (2, 3))
+def test_serializable_sync_group(store: LocalStore, zarr_format: ZarrFormat) -> None:
+    expected = Group.create(store=store, attributes={"foo": 999}, zarr_format=zarr_format)
+    p = pickle.dumps(expected)
+    actual = pickle.loads(p)
 
-def test_open_mutable_mapping_sync():
-    group = open_group(store={}, mode="w")
-    assert isinstance(group.store_path.store, MemoryStore)
+    assert actual == expected
diff --git a/tests/v3/test_store/test_memory.py b/tests/v3/test_store/test_memory.py
index 13aaa20bda..04d17eb240 100644
--- a/tests/v3/test_store/test_memory.py
+++ b/tests/v3/test_store/test_memory.py
@@ -1,11 +1,12 @@
 from __future__ import annotations
 
+import pickle
+
 import pytest
 
-from zarr.core.buffer import Buffer, cpu, gpu
-from zarr.store.memory import GpuMemoryStore, MemoryStore
+from zarr.core.buffer import Buffer, cpu
+from zarr.store.memory import MemoryStore
 from zarr.testing.store import StoreTests
-from zarr.testing.utils import gpu_test
 
 
 class TestMemoryStore(StoreTests[MemoryStore, cpu.Buffer]):
@@ -46,43 +47,12 @@ def test_store_supports_partial_writes(self, store: MemoryStore) -> None:
     def test_list_prefix(self, store: MemoryStore) -> None:
         assert True
 
+    def test_serizalizable_store(self, store: MemoryStore) -> None:
+        with pytest.raises(NotImplementedError):
+            store.__getstate__()
 
-@gpu_test
-class TestGpuMemoryStore(StoreTests[GpuMemoryStore, gpu.Buffer]):
-    store_cls = GpuMemoryStore
-    buffer_cls = gpu.Buffer
-
-    def set(self, store: GpuMemoryStore, key: str, value: Buffer) -> None:
-        store._store_dict[key] = value
-
-    def get(self, store: MemoryStore, key: str) -> Buffer:
-        return store._store_dict[key]
-
-    @pytest.fixture(scope="function", params=[None, {}])
-    def store_kwargs(self, request) -> dict[str, str | None | dict[str, Buffer]]:
-        return {"store_dict": request.param, "mode": "r+"}
-
-    @pytest.fixture(scope="function")
-    def store(self, store_kwargs: str | None | dict[str, gpu.Buffer]) -> GpuMemoryStore:
-        return self.store_cls(**store_kwargs)
-
-    def test_store_repr(self, store: GpuMemoryStore) -> None:
-        assert str(store) == f"gpumemory://{id(store._store_dict)}"
-
-    def test_store_supports_writes(self, store: GpuMemoryStore) -> None:
-        assert store.supports_writes
-
-    def test_store_supports_listing(self, store: GpuMemoryStore) -> None:
-        assert store.supports_listing
-
-    def test_store_supports_partial_writes(self, store: GpuMemoryStore) -> None:
-        assert store.supports_partial_writes
-
-    def test_list_prefix(self, store: GpuMemoryStore) -> None:
-        assert True
-
+        with pytest.raises(NotImplementedError):
+            store.__setstate__({})
 
-def test_uses_dict() -> None:
-    store_dict = {}
-    store = MemoryStore(store_dict)
-    assert store._store_dict is store_dict
+        with pytest.raises(NotImplementedError):
+            pickle.dumps(store)
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index e400857c45..afa991209f 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -109,7 +109,7 @@ def store_kwargs(self, request) -> dict[str, str | bool]:
         anon = False
         mode = "r+"
         if request.param == "use_upath":
-            return {"mode": mode, "url": UPath(url, endpoint_url=endpoint_url, anon=anon)}
+            return {"url": UPath(url, endpoint_url=endpoint_url, anon=anon), "mode": mode}
         elif request.param == "use_str":
             return {"url": url, "mode": mode, "anon": anon, "endpoint_url": endpoint_url}
 

From b1ecdd544823404faf37e3111e868261178aa3e5 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Sat, 14 Sep 2024 13:56:06 -0700
Subject: [PATCH 0674/1078] fix: opening a group with unspecified format finds
 either v2 or v3 (#2183)

metadata objects
---
 src/zarr/api/asynchronous.py | 32 ++++++++++++++++----------------
 src/zarr/core/config.py      | 21 ++++++++++-----------
 tests/v3/test_api.py         | 21 +++++++++++++++++++++
 tests/v3/test_config.py      |  1 +
 4 files changed, 48 insertions(+), 27 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index d757aa2120..8a1b0c5f36 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -9,6 +9,7 @@
 
 from zarr.core.array import Array, AsyncArray
 from zarr.core.common import JSON, AccessModeLiteral, ChunkCoords, MemoryOrder, ZarrFormat
+from zarr.core.config import config
 from zarr.core.group import AsyncGroup
 from zarr.core.metadata.v2 import ArrayV2Metadata
 from zarr.core.metadata.v3 import ArrayV3Metadata
@@ -126,8 +127,7 @@ def _handle_zarr_version_or_format(
 
 def _default_zarr_version() -> ZarrFormat:
     """return the default zarr_version"""
-    # TODO: set default value from config
-    return 3
+    return cast(ZarrFormat, int(config.get("default_zarr_version", 3)))
 
 
 async def consolidate_metadata(*args: Any, **kwargs: Any) -> AsyncGroup:
@@ -337,7 +337,10 @@ async def save_group(
     kwargs
         NumPy arrays with data to save.
     """
-    zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
+    zarr_format = (
+        _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
+        or _default_zarr_version()
+    )
 
     if len(args) == 0 and len(kwargs) == 0:
         raise ValueError("at least one array must be provided")
@@ -448,10 +451,7 @@ async def group(
         The new group.
     """
 
-    zarr_format = (
-        _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
-        or _default_zarr_version()
-    )
+    zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
 
     store_path = await make_store_path(store)
     if path is not None:
@@ -474,7 +474,7 @@ async def group(
     except (KeyError, FileNotFoundError):
         return await AsyncGroup.create(
             store=store_path,
-            zarr_format=zarr_format,
+            zarr_format=zarr_format or _default_zarr_version(),
             exists_ok=overwrite,
             attributes=attributes,
         )
@@ -483,7 +483,7 @@ async def group(
 async def open_group(
     *,  # Note: this is a change from v2
     store: StoreLike | None = None,
-    mode: AccessModeLiteral | None = None,  # not used
+    mode: AccessModeLiteral | None = None,
     cache_attrs: bool | None = None,  # not used, default changed
     synchronizer: Any = None,  # not used
     path: str | None = None,
@@ -538,10 +538,7 @@ async def open_group(
         The new group.
     """
 
-    zarr_format = (
-        _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
-        or _default_zarr_version()
-    )
+    zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
 
     if cache_attrs is not None:
         warnings.warn("cache_attrs is not yet implemented", RuntimeWarning, stacklevel=2)
@@ -565,7 +562,10 @@ async def open_group(
         return await AsyncGroup.open(store_path, zarr_format=zarr_format)
     except (KeyError, FileNotFoundError):
         return await AsyncGroup.create(
-            store_path, zarr_format=zarr_format, exists_ok=True, attributes=attributes
+            store_path,
+            zarr_format=zarr_format or _default_zarr_version(),
+            exists_ok=True,
+            attributes=attributes,
         )
 
 
@@ -687,7 +687,7 @@ async def create(
 
     if zarr_format == 2 and chunks is None:
         chunks = shape
-    if zarr_format == 3 and chunk_shape is None:
+    elif zarr_format == 3 and chunk_shape is None:
         if chunks is not None:
             chunk_shape = chunks
             chunks = None
@@ -908,7 +908,7 @@ async def open_array(
         if store_path.store.mode.create:
             return await create(
                 store=store_path,
-                zarr_format=zarr_format,
+                zarr_format=zarr_format or _default_zarr_version(),
                 overwrite=store_path.store.mode.overwrite,
                 **kwargs,
             )
diff --git a/src/zarr/core/config.py b/src/zarr/core/config.py
index 611d1faea5..45e4114389 100644
--- a/src/zarr/core/config.py
+++ b/src/zarr/core/config.py
@@ -28,21 +28,20 @@ def reset(self) -> None:
         self.refresh()
 
 
-"""
-The config module is responsible for managing the configuration of zarr and  is based on the Donfig python library.
-For selecting custom implementations of codecs, pipelines, buffers and ndbuffers, first register the implementations 
-in the registry and then select them in the config.
-e.g. an implementation of the bytes codec in a class "NewBytesCodec", requires the value of codecs.bytes.name to be 
-"NewBytesCodec".
-Donfig can be configured programmatically, by environment variables, or from YAML files in standard locations
-e.g. export ZARR_CODECS__BYTES__NAME="NewBytesCodec"
-(for more information see github.com/pytroll/donfig)
-Default values below point to the standard implementations of zarr-python
-"""
+# The config module is responsible for managing the configuration of zarr and  is based on the Donfig python library.
+# For selecting custom implementations of codecs, pipelines, buffers and ndbuffers, first register the implementations
+# in the registry and then select them in the config.
+# e.g. an implementation of the bytes codec in a class "NewBytesCodec", requires the value of codecs.bytes.name to be
+# "NewBytesCodec".
+# Donfig can be configured programmatically, by environment variables, or from YAML files in standard locations
+# e.g. export ZARR_CODECS__BYTES__NAME="NewBytesCodec"
+# (for more information see github.com/pytroll/donfig)
+# Default values below point to the standard implementations of zarr-python
 config = Config(
     "zarr",
     defaults=[
         {
+            "default_zarr_version": 3,
             "array": {"order": "C"},
             "async": {"concurrency": None, "timeout": None},
             "json_indent": 2,
diff --git a/tests/v3/test_api.py b/tests/v3/test_api.py
index 239dd1c3e2..ddfab587cc 100644
--- a/tests/v3/test_api.py
+++ b/tests/v3/test_api.py
@@ -8,6 +8,7 @@
 from zarr import Array, Group
 from zarr.abc.store import Store
 from zarr.api.synchronous import create, load, open, open_group, save, save_array, save_group
+from zarr.core.common import ZarrFormat
 from zarr.store.memory import MemoryStore
 
 
@@ -81,6 +82,26 @@ async def test_open_group(memory_store: MemoryStore) -> None:
     # assert g.read_only
 
 
+@pytest.mark.parametrize("zarr_format", [None, 2, 3])
+async def test_open_group_unspecified_version(
+    tmpdir: pathlib.Path, zarr_format: ZarrFormat
+) -> None:
+    """regression test for https://github.com/zarr-developers/zarr-python/issues/2175"""
+
+    # create a group with specified zarr format (could be 2, 3, or None)
+    _ = await zarr.api.asynchronous.open_group(
+        store=str(tmpdir), mode="w", zarr_format=zarr_format, attributes={"foo": "bar"}
+    )
+
+    # now open that group without specifying the format
+    g2 = await zarr.api.asynchronous.open_group(store=str(tmpdir), mode="r")
+
+    assert g2.attrs == {"foo": "bar"}
+
+    if zarr_format is not None:
+        assert g2.metadata.zarr_format == zarr_format
+
+
 def test_save_errors() -> None:
     with pytest.raises(ValueError):
         # no arrays provided
diff --git a/tests/v3/test_config.py b/tests/v3/test_config.py
index c0674ecbfd..115487ba87 100644
--- a/tests/v3/test_config.py
+++ b/tests/v3/test_config.py
@@ -39,6 +39,7 @@ def test_config_defaults_set() -> None:
     # regression test for available defaults
     assert config.defaults == [
         {
+            "default_zarr_version": 3,
             "array": {"order": "C"},
             "async": {"concurrency": None, "timeout": None},
             "json_indent": 2,

From fbd1658f1f95e0956a6ac294cf6a0b654841fb1c Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 16 Sep 2024 22:54:26 -0700
Subject: [PATCH 0675/1078] chore: update pre-commit hooks (#2188)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.6.4 → v0.6.5](https://github.com/astral-sh/ruff-pre-commit/compare/v0.6.4...v0.6.5)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2fd405b64d..79c68418da 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.6.4
+    rev: v0.6.5
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]

From bc82d02f312f4819453c2b7f3e8c942ec53a78c0 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 17 Sep 2024 07:02:49 -0700
Subject: [PATCH 0676/1078] fix: replace tests that went missing in #2006
 (#2192)

---
 tests/v3/test_group.py             | 154 ++++++++++++++++++++++++++++-
 tests/v3/test_store/test_memory.py |  50 +++++++++-
 2 files changed, 201 insertions(+), 3 deletions(-)

diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 94b839a186..d5fb9e7b5a 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -6,6 +6,7 @@
 import numpy as np
 import pytest
 
+import zarr
 from zarr import Array, AsyncArray, AsyncGroup, Group
 from zarr.abc.store import Store
 from zarr.core.buffer import default_buffer_prototype
@@ -13,7 +14,7 @@
 from zarr.core.group import GroupMetadata
 from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
-from zarr.store import LocalStore, StorePath
+from zarr.store import LocalStore, MemoryStore, StorePath
 from zarr.store.common import make_store_path
 
 from .conftest import parse_store
@@ -699,3 +700,154 @@ def test_serializable_sync_group(store: LocalStore, zarr_format: ZarrFormat) ->
     actual = pickle.loads(p)
 
     assert actual == expected
+
+
+async def test_group_members_async(store: LocalStore | MemoryStore) -> None:
+    group = AsyncGroup(
+        GroupMetadata(),
+        store_path=StorePath(store=store, path="root"),
+    )
+    a0 = await group.create_array("a0", shape=(1,))
+    g0 = await group.create_group("g0")
+    a1 = await g0.create_array("a1", shape=(1,))
+    g1 = await g0.create_group("g1")
+    a2 = await g1.create_array("a2", shape=(1,))
+    g2 = await g1.create_group("g2")
+
+    # immediate children
+    children = sorted([x async for x in group.members()], key=lambda x: x[0])
+    assert children == [
+        ("a0", a0),
+        ("g0", g0),
+    ]
+
+    nmembers = await group.nmembers()
+    assert nmembers == 2
+
+    # partial
+    children = sorted([x async for x in group.members(max_depth=1)], key=lambda x: x[0])
+    expected = [
+        ("a0", a0),
+        ("g0", g0),
+        ("g0/a1", a1),
+        ("g0/g1", g1),
+    ]
+    assert children == expected
+    nmembers = await group.nmembers(max_depth=1)
+    assert nmembers == 4
+
+    # all children
+    all_children = sorted([x async for x in group.members(max_depth=None)], key=lambda x: x[0])
+    expected = [
+        ("a0", a0),
+        ("g0", g0),
+        ("g0/a1", a1),
+        ("g0/g1", g1),
+        ("g0/g1/a2", a2),
+        ("g0/g1/g2", g2),
+    ]
+    assert all_children == expected
+
+    nmembers = await group.nmembers(max_depth=None)
+    assert nmembers == 6
+
+    with pytest.raises(ValueError, match="max_depth"):
+        [x async for x in group.members(max_depth=-1)]
+
+
+async def test_require_group(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+    root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+
+    # create foo group
+    _ = await root.create_group("foo", attributes={"foo": 100})
+
+    # test that we can get the group using require_group
+    foo_group = await root.require_group("foo")
+    assert foo_group.attrs == {"foo": 100}
+
+    # test that we can get the group using require_group and overwrite=True
+    foo_group = await root.require_group("foo", overwrite=True)
+
+    _ = await foo_group.create_array(
+        "bar", shape=(10,), dtype="uint8", chunk_shape=(2,), attributes={"foo": 100}
+    )
+
+    # test that overwriting a group w/ children fails
+    # TODO: figure out why ensure_no_existing_node is not catching the foo.bar array
+    #
+    # with pytest.raises(ContainsArrayError):
+    #     await root.require_group("foo", overwrite=True)
+
+    # test that requiring a group where an array is fails
+    with pytest.raises(TypeError):
+        await foo_group.require_group("bar")
+
+
+async def test_require_groups(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+    root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+    # create foo group
+    _ = await root.create_group("foo", attributes={"foo": 100})
+    # create bar group
+    _ = await root.create_group("bar", attributes={"bar": 200})
+
+    foo_group, bar_group = await root.require_groups("foo", "bar")
+    assert foo_group.attrs == {"foo": 100}
+    assert bar_group.attrs == {"bar": 200}
+
+    # get a mix of existing and new groups
+    foo_group, spam_group = await root.require_groups("foo", "spam")
+    assert foo_group.attrs == {"foo": 100}
+    assert spam_group.attrs == {}
+
+    # no names
+    no_group = await root.require_groups()
+    assert no_group == ()
+
+
+async def test_create_dataset(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+    root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+    with pytest.warns(DeprecationWarning):
+        foo = await root.create_dataset("foo", shape=(10,), dtype="uint8")
+    assert foo.shape == (10,)
+
+    with pytest.raises(ContainsArrayError), pytest.warns(DeprecationWarning):
+        await root.create_dataset("foo", shape=(100,), dtype="int8")
+
+    _ = await root.create_group("bar")
+    with pytest.raises(ContainsGroupError), pytest.warns(DeprecationWarning):
+        await root.create_dataset("bar", shape=(100,), dtype="int8")
+
+
+async def test_require_array(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+    root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+    foo1 = await root.require_array("foo", shape=(10,), dtype="i8", attributes={"foo": 101})
+    assert foo1.attrs == {"foo": 101}
+    foo2 = await root.require_array("foo", shape=(10,), dtype="i8")
+    assert foo2.attrs == {"foo": 101}
+
+    # exact = False
+    _ = await root.require_array("foo", shape=10, dtype="f8")
+
+    # errors w/ exact True
+    with pytest.raises(TypeError, match="Incompatible dtype"):
+        await root.require_array("foo", shape=(10,), dtype="f8", exact=True)
+
+    with pytest.raises(TypeError, match="Incompatible shape"):
+        await root.require_array("foo", shape=(100, 100), dtype="i8")
+
+    with pytest.raises(TypeError, match="Incompatible dtype"):
+        await root.require_array("foo", shape=(10,), dtype="f4")
+
+    _ = await root.create_group("bar")
+    with pytest.raises(TypeError, match="Incompatible object"):
+        await root.require_array("bar", shape=(10,), dtype="int8")
+
+
+async def test_open_mutable_mapping():
+    group = await zarr.api.asynchronous.open_group(store={}, mode="w")
+    assert isinstance(group.store_path.store, MemoryStore)
+
+
+def test_open_mutable_mapping_sync():
+    group = zarr.open_group(store={}, mode="w")
+    assert isinstance(group.store_path.store, MemoryStore)
diff --git a/tests/v3/test_store/test_memory.py b/tests/v3/test_store/test_memory.py
index 04d17eb240..470383dfb6 100644
--- a/tests/v3/test_store/test_memory.py
+++ b/tests/v3/test_store/test_memory.py
@@ -4,9 +4,10 @@
 
 import pytest
 
-from zarr.core.buffer import Buffer, cpu
-from zarr.store.memory import MemoryStore
+from zarr.core.buffer import Buffer, cpu, gpu
+from zarr.store.memory import GpuMemoryStore, MemoryStore
 from zarr.testing.store import StoreTests
+from zarr.testing.utils import gpu_test
 
 
 class TestMemoryStore(StoreTests[MemoryStore, cpu.Buffer]):
@@ -56,3 +57,48 @@ def test_serizalizable_store(self, store: MemoryStore) -> None:
 
         with pytest.raises(NotImplementedError):
             pickle.dumps(store)
+
+
+@gpu_test
+class TestGpuMemoryStore(StoreTests[GpuMemoryStore, gpu.Buffer]):
+    store_cls = GpuMemoryStore
+    buffer_cls = gpu.Buffer
+
+    def set(self, store: GpuMemoryStore, key: str, value: Buffer) -> None:
+        store._store_dict[key] = value
+
+    def get(self, store: MemoryStore, key: str) -> Buffer:
+        return store._store_dict[key]
+
+    @pytest.fixture(scope="function", params=[None, {}])
+    def store_kwargs(self, request) -> dict[str, str | None | dict[str, Buffer]]:
+        return {"store_dict": request.param, "mode": "r+"}
+
+    @pytest.fixture(scope="function")
+    def store(self, store_kwargs: str | None | dict[str, gpu.Buffer]) -> GpuMemoryStore:
+        return self.store_cls(**store_kwargs)
+
+    def test_store_repr(self, store: GpuMemoryStore) -> None:
+        assert str(store) == f"gpumemory://{id(store._store_dict)}"
+
+    def test_store_supports_writes(self, store: GpuMemoryStore) -> None:
+        assert store.supports_writes
+
+    def test_store_supports_listing(self, store: GpuMemoryStore) -> None:
+        assert store.supports_listing
+
+    def test_store_supports_partial_writes(self, store: GpuMemoryStore) -> None:
+        assert store.supports_partial_writes
+
+    def test_list_prefix(self, store: GpuMemoryStore) -> None:
+        assert True
+
+    def test_serizalizable_store(self, store: MemoryStore) -> None:
+        with pytest.raises(NotImplementedError):
+            store.__getstate__()
+
+        with pytest.raises(NotImplementedError):
+            store.__setstate__({})
+
+        with pytest.raises(NotImplementedError):
+            pickle.dumps(store)

From dd03ff0c141e0c916b35c21c6e28fc66a7b2be2e Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Tue, 17 Sep 2024 08:48:36 -0600
Subject: [PATCH 0677/1078] Silence hypothesis complex warning (#2157)

* Silence hypothesis complex warning

Closes #2155

* Use `array_equal` instead

* Fix test

* Add nan fill value test

* better test

* add equal_nan kwarg

* cleanup

* Update tests/v3/test_array.py

Co-authored-by: David Stansby <dstansby@gmail.com>

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 src/zarr/core/buffer/core.py |  8 ++++++--
 tests/v3/test_array.py       | 19 +++++++++++++++++++
 tests/v3/test_properties.py  | 10 ----------
 3 files changed, 25 insertions(+), 12 deletions(-)

diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index 0c6d966db9..ba629befa1 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -462,8 +462,12 @@ def __len__(self) -> int:
     def __repr__(self) -> str:
         return f"<NDBuffer shape={self.shape} dtype={self.dtype} {self._data!r}>"
 
-    def all_equal(self, other: Any) -> bool:
-        return bool((self._data == other).all())
+    def all_equal(self, other: Any, equal_nan: bool = True) -> bool:
+        """Compare to `other` using np.array_equal."""
+        # use array_equal to obtain equal_nan=True functionality
+        data, other = np.broadcast_arrays(self._data, other)
+        result = np.array_equal(self._data, other, equal_nan=equal_nan)
+        return result
 
     def fill(self, value: Any) -> None:
         self._data.fill(value)
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index 11be51682c..b7beb63b1c 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -138,6 +138,25 @@ def test_array_v3_fill_value(store: MemoryStore, fill_value: int, dtype_str: str
     assert arr.fill_value.dtype == arr.dtype
 
 
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+async def test_array_v3_nan_fill_value(store: MemoryStore) -> None:
+    shape = (10,)
+    arr = Array.create(
+        store=store,
+        shape=shape,
+        dtype=np.float64,
+        zarr_format=3,
+        chunk_shape=shape,
+        fill_value=np.nan,
+    )
+    arr[:] = np.nan
+
+    assert np.isnan(arr.fill_value)
+    assert arr.fill_value.dtype == arr.dtype
+    # all fill value chunk is an empty chunk, and should not be written
+    assert len([a async for a in store.list_prefix("/")]) == 0
+
+
 @pytest.mark.parametrize("store", ("local",), indirect=["store"])
 @pytest.mark.parametrize("zarr_format", (2, 3))
 async def test_serializable_async_array(
diff --git a/tests/v3/test_properties.py b/tests/v3/test_properties.py
index 7a085c03b7..a78e9207bd 100644
--- a/tests/v3/test_properties.py
+++ b/tests/v3/test_properties.py
@@ -18,11 +18,6 @@ def test_roundtrip(data: st.DataObject) -> None:
 
 
 @given(data=st.data())
-# The filter warning here is to silence an occasional warning in NDBuffer.all_equal
-# See https://github.com/zarr-developers/zarr-python/pull/2118#issuecomment-2310280899
-# Uncomment the next line to reproduce the original failure.
-# @reproduce_failure('6.111.2', b'AXicY2FgZGRAB/8/ndR2z7nkDZEDADWpBL4=')
-@pytest.mark.filterwarnings("ignore::RuntimeWarning")
 def test_basic_indexing(data: st.DataObject) -> None:
     zarray = data.draw(arrays())
     nparray = zarray[:]
@@ -37,11 +32,6 @@ def test_basic_indexing(data: st.DataObject) -> None:
 
 
 @given(data=st.data())
-# The filter warning here is to silence an occasional warning in NDBuffer.all_equal
-# See https://github.com/zarr-developers/zarr-python/pull/2118#issuecomment-2310280899
-# Uncomment the next line to reproduce the original failure.
-# @reproduce_failure('6.111.2', b'AXicY2FgZGRAB/8/eLmF7qr/C5EDADZUBRM=')
-@pytest.mark.filterwarnings("ignore::RuntimeWarning")
 def test_vindex(data: st.DataObject) -> None:
     zarray = data.draw(arrays())
     nparray = zarray[:]

From 8c5038a752eeb6a532b49e966da0509003dc2b4c Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Tue, 17 Sep 2024 18:55:23 +0200
Subject: [PATCH 0678/1078] Narrow JSON type, ensure that `to_dict` always
 returns a dict, and v2 filter / compressor parsing   (#2179)

* fix: narrow JSON type, ensure compliance with it, and fix a variety of v2 metadata issues

* remove unneeded conditional

* codecpipeline no longer inherits from metadata, ditches to_dict and from_dict methods

* rename from_list to from_codecs
---
 src/zarr/abc/codec.py             | 18 ++-------
 src/zarr/abc/metadata.py          |  2 +-
 src/zarr/codecs/_v2.py            | 11 +++---
 src/zarr/codecs/blosc.py          |  4 +-
 src/zarr/codecs/bytes.py          |  2 +-
 src/zarr/codecs/pipeline.py       | 30 +++------------
 src/zarr/codecs/sharding.py       | 20 +++++-----
 src/zarr/codecs/transpose.py      |  2 +-
 src/zarr/core/array.py            | 20 +++-------
 src/zarr/core/common.py           |  6 +--
 src/zarr/core/metadata/v2.py      | 62 ++++++++++++++++++++-----------
 src/zarr/core/metadata/v3.py      | 51 ++++++++++++-------------
 tests/v3/test_metadata/test_v2.py |  8 ++--
 13 files changed, 106 insertions(+), 130 deletions(-)

diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index cc32b9bcfc..2098d989e9 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -17,7 +17,6 @@
     from zarr.abc.store import ByteGetter, ByteSetter
     from zarr.core.array_spec import ArraySpec
     from zarr.core.chunk_grids import ChunkGrid
-    from zarr.core.common import JSON
     from zarr.core.indexing import SelectorTuple
 
 __all__ = [
@@ -242,7 +241,7 @@ async def encode_partial(
         )
 
 
-class CodecPipeline(Metadata):
+class CodecPipeline:
     """Base class for implementing CodecPipeline.
     A CodecPipeline implements the read and write paths for chunk data.
     On the read path, it is responsible for fetching chunks from a store (via ByteGetter),
@@ -266,12 +265,12 @@ def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
 
     @classmethod
     @abstractmethod
-    def from_list(cls, codecs: Iterable[Codec]) -> Self:
-        """Creates a codec pipeline from a list of codecs.
+    def from_codecs(cls, codecs: Iterable[Codec]) -> Self:
+        """Creates a codec pipeline from an iterable of codecs.
 
         Parameters
         ----------
-        codecs : list[Codec]
+        codecs : Iterable[Codec]
 
         Returns
         -------
@@ -402,15 +401,6 @@ async def write(
         """
         ...
 
-    @classmethod
-    def from_dict(cls, data: Iterable[JSON | Codec]) -> Self:
-        """
-        Create an instance of the model from a dictionary
-        """
-        ...
-
-        return cls(**data)
-
 
 async def _batching_helper(
     func: Callable[[CodecInput, ArraySpec], Awaitable[CodecOutput | None]],
diff --git a/src/zarr/abc/metadata.py b/src/zarr/abc/metadata.py
index d9b11af883..7ea668c891 100644
--- a/src/zarr/abc/metadata.py
+++ b/src/zarr/abc/metadata.py
@@ -15,7 +15,7 @@
 
 @dataclass(frozen=True)
 class Metadata:
-    def to_dict(self) -> JSON:
+    def to_dict(self) -> dict[str, JSON]:
         """
         Recursively serialize this model to a dictionary.
         This method inspects the fields of self and calls `x.to_dict()` for any fields that
diff --git a/src/zarr/codecs/_v2.py b/src/zarr/codecs/_v2.py
index eb8ec435f5..c8bc558349 100644
--- a/src/zarr/codecs/_v2.py
+++ b/src/zarr/codecs/_v2.py
@@ -67,7 +67,7 @@ def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec)
 
 @dataclass(frozen=True)
 class V2Filters(ArrayArrayCodec):
-    filters: list[dict[str, JSON]]
+    filters: tuple[numcodecs.abc.Codec, ...] | None
 
     is_fixed_size = False
 
@@ -79,8 +79,7 @@ async def _decode_single(
         chunk_ndarray = chunk_array.as_ndarray_like()
         # apply filters in reverse order
         if self.filters is not None:
-            for filter_metadata in self.filters[::-1]:
-                filter = numcodecs.get_codec(filter_metadata)
+            for filter in self.filters[::-1]:
                 chunk_ndarray = await to_thread(filter.decode, chunk_ndarray)
 
         # ensure correct chunk shape
@@ -99,9 +98,9 @@ async def _encode_single(
     ) -> NDBuffer | None:
         chunk_ndarray = chunk_array.as_ndarray_like().ravel(order=chunk_spec.order)
 
-        for filter_metadata in self.filters:
-            filter = numcodecs.get_codec(filter_metadata)
-            chunk_ndarray = await to_thread(filter.encode, chunk_ndarray)
+        if self.filters is not None:
+            for filter in self.filters:
+                chunk_ndarray = await to_thread(filter.encode, chunk_ndarray)
 
         return get_ndbuffer_class().from_ndarray_like(chunk_ndarray)
 
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index f831dc960d..7b10d91a6a 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -127,9 +127,9 @@ def to_dict(self) -> dict[str, JSON]:
             "name": "blosc",
             "configuration": {
                 "typesize": self.typesize,
-                "cname": self.cname,
+                "cname": self.cname.value,
                 "clevel": self.clevel,
-                "shuffle": self.shuffle,
+                "shuffle": self.shuffle.value,
                 "blocksize": self.blocksize,
             },
         }
diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index bc3207be2e..7a683411e9 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -53,7 +53,7 @@ def to_dict(self) -> dict[str, JSON]:
         if self.endian is None:
             return {"name": "bytes"}
         else:
-            return {"name": "bytes", "configuration": {"endian": self.endian}}
+            return {"name": "bytes", "configuration": {"endian": self.endian.value}}
 
     def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
         if array_spec.dtype.itemsize == 0:
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index 3a400d6eaf..182621c59f 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -1,6 +1,5 @@
 from __future__ import annotations
 
-from collections.abc import Iterable, Iterator
 from dataclasses import dataclass
 from itertools import islice, pairwise
 from typing import TYPE_CHECKING, Any, TypeVar
@@ -15,12 +14,14 @@
     Codec,
     CodecPipeline,
 )
-from zarr.core.common import JSON, ChunkCoords, concurrent_map, parse_named_configuration
+from zarr.core.common import ChunkCoords, concurrent_map
 from zarr.core.config import config
 from zarr.core.indexing import SelectorTuple, is_scalar, is_total_slice
-from zarr.registry import get_codec_class, register_pipeline
+from zarr.registry import register_pipeline
 
 if TYPE_CHECKING:
+    from collections.abc import Iterable, Iterator
+
     import numpy as np
     from typing_extensions import Self
 
@@ -68,30 +69,11 @@ class BatchedCodecPipeline(CodecPipeline):
     bytes_bytes_codecs: tuple[BytesBytesCodec, ...]
     batch_size: int
 
-    @classmethod
-    def from_dict(cls, data: Iterable[JSON | Codec], *, batch_size: int | None = None) -> Self:
-        out: list[Codec] = []
-        if not isinstance(data, Iterable):
-            raise TypeError(f"Expected iterable, got {type(data)}")
-
-        for c in data:
-            if isinstance(
-                c, ArrayArrayCodec | ArrayBytesCodec | BytesBytesCodec
-            ):  # Can't use Codec here because of mypy limitation
-                out.append(c)
-            else:
-                name_parsed, _ = parse_named_configuration(c, require_configuration=False)
-                out.append(get_codec_class(name_parsed).from_dict(c))  # type: ignore[arg-type]
-        return cls.from_list(out, batch_size=batch_size)
-
-    def to_dict(self) -> JSON:
-        return [c.to_dict() for c in self]
-
     def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
-        return type(self).from_list([c.evolve_from_array_spec(array_spec=array_spec) for c in self])
+        return type(self).from_codecs(c.evolve_from_array_spec(array_spec=array_spec) for c in self)
 
     @classmethod
-    def from_list(cls, codecs: Iterable[Codec], *, batch_size: int | None = None) -> Self:
+    def from_codecs(cls, codecs: Iterable[Codec], *, batch_size: int | None = None) -> Self:
         array_array_codecs, array_bytes_codec, bytes_bytes_codecs = codecs_from_list(codecs)
 
         return cls(
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index df7f5978a7..3ae51ce54b 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -68,7 +68,7 @@ class ShardingCodecIndexLocation(Enum):
     end = "end"
 
 
-def parse_index_location(data: JSON) -> ShardingCodecIndexLocation:
+def parse_index_location(data: object) -> ShardingCodecIndexLocation:
     return parse_enum(data, ShardingCodecIndexLocation)
 
 
@@ -333,7 +333,7 @@ def __init__(
         chunk_shape: ChunkCoordsLike,
         codecs: Iterable[Codec | dict[str, JSON]] = (BytesCodec(),),
         index_codecs: Iterable[Codec | dict[str, JSON]] = (BytesCodec(), Crc32cCodec()),
-        index_location: ShardingCodecIndexLocation = ShardingCodecIndexLocation.end,
+        index_location: ShardingCodecIndexLocation | str = ShardingCodecIndexLocation.end,
     ) -> None:
         chunk_shape_parsed = parse_shapelike(chunk_shape)
         codecs_parsed = parse_codecs(codecs)
@@ -373,16 +373,16 @@ def from_dict(cls, data: dict[str, JSON]) -> Self:
 
     @property
     def codec_pipeline(self) -> CodecPipeline:
-        return get_pipeline_class().from_list(self.codecs)
+        return get_pipeline_class().from_codecs(self.codecs)
 
     def to_dict(self) -> dict[str, JSON]:
         return {
             "name": "sharding_indexed",
             "configuration": {
-                "chunk_shape": list(self.chunk_shape),
-                "codecs": [s.to_dict() for s in self.codecs],
-                "index_codecs": [s.to_dict() for s in self.index_codecs],
-                "index_location": self.index_location,
+                "chunk_shape": self.chunk_shape,
+                "codecs": tuple([s.to_dict() for s in self.codecs]),
+                "index_codecs": tuple([s.to_dict() for s in self.index_codecs]),
+                "index_location": self.index_location.value,
             },
         }
 
@@ -620,7 +620,7 @@ async def _decode_shard_index(
         index_array = next(
             iter(
                 await get_pipeline_class()
-                .from_list(self.index_codecs)
+                .from_codecs(self.index_codecs)
                 .decode(
                     [(index_bytes, self._get_index_chunk_spec(chunks_per_shard))],
                 )
@@ -633,7 +633,7 @@ async def _encode_shard_index(self, index: _ShardIndex) -> Buffer:
         index_bytes = next(
             iter(
                 await get_pipeline_class()
-                .from_list(self.index_codecs)
+                .from_codecs(self.index_codecs)
                 .encode(
                     [
                         (
@@ -651,7 +651,7 @@ async def _encode_shard_index(self, index: _ShardIndex) -> Buffer:
     def _shard_index_size(self, chunks_per_shard: ChunkCoords) -> int:
         return (
             get_pipeline_class()
-            .from_list(self.index_codecs)
+            .from_codecs(self.index_codecs)
             .compute_encoded_size(
                 16 * product(chunks_per_shard), self._get_index_chunk_spec(chunks_per_shard)
             )
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index 9bb795a3a1..45eb5bbe5f 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -45,7 +45,7 @@ def from_dict(cls, data: dict[str, JSON]) -> Self:
         return cls(**configuration_parsed)  # type: ignore[arg-type]
 
     def to_dict(self) -> dict[str, JSON]:
-        return {"name": "transpose", "configuration": {"order": list(self.order)}}
+        return {"name": "transpose", "configuration": {"order": tuple(self.order)}}
 
     def validate(self, shape: tuple[int, ...], dtype: np.dtype[Any], chunk_grid: ChunkGrid) -> None:
         if len(self.order) != len(shape):
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 7311b6eec2..3a455b239f 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -87,10 +87,10 @@ def parse_array_metadata(data: Any) -> ArrayV2Metadata | ArrayV3Metadata:
 
 def create_codec_pipeline(metadata: ArrayV2Metadata | ArrayV3Metadata) -> CodecPipeline:
     if isinstance(metadata, ArrayV3Metadata):
-        return get_pipeline_class().from_list(metadata.codecs)
+        return get_pipeline_class().from_codecs(metadata.codecs)
     elif isinstance(metadata, ArrayV2Metadata):
-        return get_pipeline_class().from_list(
-            [V2Filters(metadata.filters or []), V2Compressor(metadata.compressor)]
+        return get_pipeline_class().from_codecs(
+            [V2Filters(metadata.filters), V2Compressor(metadata.compressor)]
         )
     else:
         raise TypeError
@@ -299,8 +299,6 @@ async def _create_v2(
         attributes: dict[str, JSON] | None = None,
         exists_ok: bool = False,
     ) -> AsyncArray:
-        import numcodecs
-
         if not exists_ok:
             await ensure_no_existing_node(store_path, zarr_format=2)
         if order is None:
@@ -315,15 +313,9 @@ async def _create_v2(
             chunks=chunks,
             order=order,
             dimension_separator=dimension_separator,
-            fill_value=0 if fill_value is None else fill_value,
-            compressor=(
-                numcodecs.get_codec(compressor).get_config() if compressor is not None else None
-            ),
-            filters=(
-                [numcodecs.get_codec(filter).get_config() for filter in filters]
-                if filters is not None
-                else None
-            ),
+            fill_value=fill_value,
+            compressor=compressor,
+            filters=filters,
             attributes=attributes,
         )
         array = cls(metadata=metadata, store_path=store_path)
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index 99ab58fae9..906467005f 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -4,7 +4,7 @@
 import contextvars
 import functools
 import operator
-from collections.abc import Iterable
+from collections.abc import Iterable, Mapping
 from enum import Enum
 from typing import (
     TYPE_CHECKING,
@@ -32,7 +32,7 @@
 ChunkCoords = tuple[int, ...]
 ChunkCoordsLike = Iterable[int]
 ZarrFormat = Literal[2, 3]
-JSON = None | str | int | float | Enum | dict[str, "JSON"] | list["JSON"] | tuple["JSON", ...]
+JSON = None | str | int | float | Mapping[str, "JSON"] | tuple["JSON", ...]
 MemoryOrder = Literal["C", "F"]
 AccessModeLiteral = Literal["r", "r+", "a", "w", "w-"]
 
@@ -80,7 +80,7 @@ def enum_names(enum: type[E]) -> Iterator[str]:
         yield item.name
 
 
-def parse_enum(data: JSON, cls: type[E]) -> E:
+def parse_enum(data: object, cls: type[E]) -> E:
     if isinstance(data, cls):
         return data
     if not isinstance(data, str):
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index 6d5ecd7e86..af7821bea7 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+from collections.abc import Iterable
 from typing import TYPE_CHECKING
 
 if TYPE_CHECKING:
@@ -14,6 +15,7 @@
 import json
 from dataclasses import dataclass, field, replace
 
+import numcodecs
 import numpy as np
 
 from zarr.core.array_spec import ArraySpec
@@ -31,9 +33,9 @@ class ArrayV2Metadata(ArrayMetadata):
     data_type: np.dtype[Any]
     fill_value: None | int | float = 0
     order: Literal["C", "F"] = "C"
-    filters: list[dict[str, JSON]] | None = None
+    filters: tuple[numcodecs.abc.Codec, ...] | None = None
     dimension_separator: Literal[".", "/"] = "."
-    compressor: dict[str, JSON] | None = None
+    compressor: numcodecs.abc.Codec | None = None
     attributes: dict[str, JSON] = field(default_factory=dict)
     zarr_format: Literal[2] = field(init=False, default=2)
 
@@ -46,8 +48,8 @@ def __init__(
         fill_value: Any,
         order: Literal["C", "F"],
         dimension_separator: Literal[".", "/"] = ".",
-        compressor: dict[str, JSON] | None = None,
-        filters: list[dict[str, JSON]] | None = None,
+        compressor: numcodecs.abc.Codec | dict[str, JSON] | None = None,
+        filters: Iterable[numcodecs.abc.Codec | dict[str, JSON]] | None = None,
         attributes: dict[str, JSON] | None = None,
     ):
         """
@@ -104,11 +106,6 @@ def _json_convert(
             raise TypeError
 
         zarray_dict = self.to_dict()
-
-        # todo: remove this check when we can ensure that to_dict always returns dicts.
-        if not isinstance(zarray_dict, dict):
-            raise TypeError(f"Invalid type: got {type(zarray_dict)}, expected dict.")
-
         zattrs_dict = zarray_dict.pop("attributes", {})
         json_indent = config.get("json_indent")
         return {
@@ -128,13 +125,8 @@ def from_dict(cls, data: dict[str, Any]) -> ArrayV2Metadata:
         _ = parse_zarr_format(_data.pop("zarr_format"))
         return cls(**_data)
 
-    def to_dict(self) -> JSON:
+    def to_dict(self) -> dict[str, JSON]:
         zarray_dict = super().to_dict()
-
-        # todo: remove this check when we can ensure that to_dict always returns dicts.
-        if not isinstance(zarray_dict, dict):
-            raise TypeError(f"Invalid type: got {type(zarray_dict)}, expected dict.")
-
         _ = zarray_dict.pop("chunk_grid")
         zarray_dict["chunks"] = self.chunk_grid.chunk_shape
 
@@ -165,18 +157,44 @@ def update_attributes(self, attributes: dict[str, JSON]) -> Self:
         return replace(self, attributes=attributes)
 
 
-def parse_zarr_format(data: Literal[2]) -> Literal[2]:
+def parse_zarr_format(data: object) -> Literal[2]:
     if data == 2:
-        return data
+        return 2
     raise ValueError(f"Invalid value. Expected 2. Got {data}.")
 
 
-def parse_filters(data: list[dict[str, JSON]] | None) -> list[dict[str, JSON]] | None:
-    return data
+def parse_filters(data: object) -> tuple[numcodecs.abc.Codec, ...] | None:
+    """
+    Parse a potential tuple of filters
+    """
+    out: list[numcodecs.abc.Codec] = []
 
+    if data is None:
+        return data
+    if isinstance(data, Iterable):
+        for idx, val in enumerate(data):
+            if isinstance(val, numcodecs.abc.Codec):
+                out.append(val)
+            elif isinstance(val, dict):
+                out.append(numcodecs.get_codec(val))
+            else:
+                msg = f"Invalid filter at index {idx}. Expected a numcodecs.abc.Codec or a dict representation of numcodecs.abc.Codec. Got {type(val)} instead."
+                raise TypeError(msg)
+        return tuple(out)
+    msg = f"Invalid filters. Expected None, an iterable of numcodecs.abc.Codec or dict representations of numcodecs.abc.Codec. Got {type(data)} instead."
+    raise TypeError(msg)
 
-def parse_compressor(data: dict[str, JSON] | None) -> dict[str, JSON] | None:
-    return data
+
+def parse_compressor(data: object) -> numcodecs.abc.Codec | None:
+    """
+    Parse a potential compressor.
+    """
+    if data is None or isinstance(data, numcodecs.abc.Codec):
+        return data
+    if isinstance(data, dict):
+        return numcodecs.get_codec(data)
+    msg = f"Invalid compressor. Expected None, a numcodecs.abc.Codec, or a dict representation of a numcodecs.abc.Codec. Got {type(data)} instead."
+    raise ValueError(msg)
 
 
 def parse_metadata(data: ArrayV2Metadata) -> ArrayV2Metadata:
@@ -189,7 +207,7 @@ def parse_metadata(data: ArrayV2Metadata) -> ArrayV2Metadata:
     return data
 
 
-def parse_fill_value(fill_value: Any, dtype: np.dtype[Any]) -> Any:
+def parse_fill_value(fill_value: object, dtype: np.dtype[Any]) -> Any:
     """
     Parse a potential fill value into a value that is compatible with the provided dtype.
 
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 195c3bd0a2..10047cbb93 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -19,7 +19,7 @@
 import numcodecs.abc
 import numpy as np
 
-from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec, Codec, CodecPipeline
+from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec, Codec
 from zarr.core.array_spec import ArraySpec
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.chunk_grids import ChunkGrid, RegularChunkGrid
@@ -27,22 +27,22 @@
 from zarr.core.common import ZARR_JSON, parse_dtype, parse_named_configuration, parse_shapelike
 from zarr.core.config import config
 from zarr.core.metadata.common import ArrayMetadata, parse_attributes
-from zarr.registry import get_codec_class, get_pipeline_class
+from zarr.registry import get_codec_class
 
 
-def parse_zarr_format(data: Literal[3]) -> Literal[3]:
+def parse_zarr_format(data: object) -> Literal[3]:
     if data == 3:
-        return data
+        return 3
     raise ValueError(f"Invalid value. Expected 3. Got {data}.")
 
 
-def parse_node_type_array(data: Literal["array"]) -> Literal["array"]:
+def parse_node_type_array(data: object) -> Literal["array"]:
     if data == "array":
-        return data
+        return "array"
     raise ValueError(f"Invalid value. Expected 'array'. Got {data}.")
 
 
-def parse_codecs(data: Iterable[Codec | dict[str, JSON]]) -> tuple[Codec, ...]:
+def parse_codecs(data: object) -> tuple[Codec, ...]:
     out: tuple[Codec, ...] = ()
 
     if not isinstance(data, Iterable):
@@ -60,10 +60,10 @@ def parse_codecs(data: Iterable[Codec | dict[str, JSON]]) -> tuple[Codec, ...]:
     return out
 
 
-def parse_dimension_names(data: None | Iterable[str | None]) -> tuple[str | None, ...] | None:
+def parse_dimension_names(data: object) -> tuple[str | None, ...] | None:
     if data is None:
         return data
-    elif all(isinstance(x, type(None) | str) for x in data):
+    elif isinstance(data, Iterable) and all(isinstance(x, type(None) | str) for x in data):
         return tuple(data)
     else:
         msg = f"Expected either None or a iterable of str, got {type(data)}"
@@ -169,7 +169,7 @@ def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
         return self.chunk_key_encoding.encode_chunk_key(chunk_coords)
 
     def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
-        def _json_convert(o: Any) -> Any:
+        def _json_convert(o: object) -> Any:
             if isinstance(o, np.dtype):
                 return str(o)
             if np.isscalar(o):
@@ -206,14 +206,14 @@ def _json_convert(o: Any) -> Any:
         }
 
     @classmethod
-    def from_dict(cls, data: dict[str, JSON]) -> ArrayV3Metadata:
+    def from_dict(cls, data: dict[str, JSON]) -> Self:
         # make a copy because we are modifying the dict
         _data = data.copy()
-        # TODO: Remove the type: ignores[] comments below and use a TypedDict to type `data`
+
         # check that the zarr_format attribute is correct
-        _ = parse_zarr_format(_data.pop("zarr_format"))  # type: ignore[arg-type]
+        _ = parse_zarr_format(_data.pop("zarr_format"))
         # check that the node_type attribute is correct
-        _ = parse_node_type_array(_data.pop("node_type"))  # type: ignore[arg-type]
+        _ = parse_node_type_array(_data.pop("node_type"))
 
         # dimension_names key is optional, normalize missing to `None`
         _data["dimension_names"] = _data.pop("dimension_names", None)
@@ -221,7 +221,7 @@ def from_dict(cls, data: dict[str, JSON]) -> ArrayV3Metadata:
         _data["attributes"] = _data.pop("attributes", None)
         return cls(**_data)  # type: ignore[arg-type]
 
-    def to_dict(self) -> dict[str, Any]:
+    def to_dict(self) -> dict[str, JSON]:
         out_dict = super().to_dict()
 
         if not isinstance(out_dict, dict):
@@ -240,12 +240,6 @@ def update_attributes(self, attributes: dict[str, JSON]) -> Self:
         return replace(self, attributes=attributes)
 
 
-def create_pipeline(data: Iterable[Codec | JSON]) -> CodecPipeline:
-    if not isinstance(data, Iterable):
-        raise TypeError(f"Expected iterable, got {type(data)}")
-    return get_pipeline_class().from_dict(data)
-
-
 BOOL = np.bool_
 BOOL_DTYPE = np.dtypes.BoolDType
 INTEGER_DTYPE = (
@@ -266,23 +260,23 @@ def create_pipeline(data: Iterable[Codec | JSON]) -> CodecPipeline:
 
 
 @overload
-def parse_fill_value(fill_value: Any, dtype: BOOL_DTYPE) -> BOOL: ...
+def parse_fill_value(fill_value: object, dtype: BOOL_DTYPE) -> BOOL: ...
 
 
 @overload
-def parse_fill_value(fill_value: Any, dtype: INTEGER_DTYPE) -> INTEGER: ...
+def parse_fill_value(fill_value: object, dtype: INTEGER_DTYPE) -> INTEGER: ...
 
 
 @overload
-def parse_fill_value(fill_value: Any, dtype: FLOAT_DTYPE) -> FLOAT: ...
+def parse_fill_value(fill_value: object, dtype: FLOAT_DTYPE) -> FLOAT: ...
 
 
 @overload
-def parse_fill_value(fill_value: Any, dtype: COMPLEX_DTYPE) -> COMPLEX: ...
+def parse_fill_value(fill_value: object, dtype: COMPLEX_DTYPE) -> COMPLEX: ...
 
 
 @overload
-def parse_fill_value(fill_value: Any, dtype: np.dtype[Any]) -> Any:
+def parse_fill_value(fill_value: object, dtype: np.dtype[Any]) -> Any:
     # This dtype[Any] is unfortunately necessary right now.
     # See https://github.com/zarr-developers/zarr-python/issues/2131#issuecomment-2318010899
     # for more details, but `dtype` here (which comes from `parse_dtype`)
@@ -294,7 +288,8 @@ def parse_fill_value(fill_value: Any, dtype: np.dtype[Any]) -> Any:
 
 
 def parse_fill_value(
-    fill_value: Any, dtype: BOOL_DTYPE | INTEGER_DTYPE | FLOAT_DTYPE | COMPLEX_DTYPE | np.dtype[Any]
+    fill_value: object,
+    dtype: BOOL_DTYPE | INTEGER_DTYPE | FLOAT_DTYPE | COMPLEX_DTYPE | np.dtype[Any],
 ) -> BOOL | INTEGER | FLOAT | COMPLEX | Any:
     """
     Parse `fill_value`, a potential fill value, into an instance of `dtype`, a data type.
@@ -333,7 +328,7 @@ def parse_fill_value(
                 raise ValueError(msg)
         msg = f"Cannot parse non-string sequence {fill_value} as a scalar with type {dtype}."
         raise TypeError(msg)
-    return dtype.type(fill_value)
+    return dtype.type(fill_value)  # type: ignore[arg-type]
 
 
 # For type checking
diff --git a/tests/v3/test_metadata/test_v2.py b/tests/v3/test_metadata/test_v2.py
index 4465a86471..3ea702eecd 100644
--- a/tests/v3/test_metadata/test_v2.py
+++ b/tests/v3/test_metadata/test_v2.py
@@ -9,9 +9,9 @@
 
     from zarr.abc.codec import Codec
 
+import numcodecs
 import pytest
 
-from zarr.codecs import GzipCodec
 from zarr.core.metadata.v2 import parse_zarr_format
 
 
@@ -26,14 +26,14 @@ def test_parse_zarr_format_invalid(data: Any) -> None:
 
 
 @pytest.mark.parametrize("attributes", [None, {"foo": "bar"}])
-@pytest.mark.parametrize("filters", [(), (GzipCodec().to_dict())])
-@pytest.mark.parametrize("compressor", [None, GzipCodec().to_dict()])
+@pytest.mark.parametrize("filters", [None, (), (numcodecs.GZip(),)])
+@pytest.mark.parametrize("compressor", [None, numcodecs.GZip()])
 @pytest.mark.parametrize("fill_value", [0, 1])
 @pytest.mark.parametrize("order", ["C", "F"])
 @pytest.mark.parametrize("dimension_separator", [".", "/", None])
 def test_metadata_to_dict(
     compressor: Codec | None,
-    filters: list[Codec] | None,
+    filters: tuple[Codec] | None,
     fill_value: Any,
     order: Literal["C", "F"],
     dimension_separator: Literal[".", "/"] | None,

From 0903dd6409dbada9325f1751906fa016e1b56287 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Thu, 19 Sep 2024 10:53:04 -0500
Subject: [PATCH 0679/1078] Fixed codec for v2 data with no fill value (#2207)

xref https://github.com/zarr-developers/zarr-python/pull/2179/files#r1765600769
---
 src/zarr/core/array.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 3a455b239f..2cf6d69404 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -313,7 +313,7 @@ async def _create_v2(
             chunks=chunks,
             order=order,
             dimension_separator=dimension_separator,
-            fill_value=fill_value,
+            fill_value=0 if fill_value is None else fill_value,
             compressor=compressor,
             filters=filters,
             attributes=attributes,

From 06e3215faab96a8092e7874958f2b700fa362969 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Thu, 19 Sep 2024 18:26:23 +0200
Subject: [PATCH 0680/1078] implement `store.list_prefix` and `store._set_many`
 (#2064)

* implement store.list_prefix and store._set_dict

* simplify string handling

* use asyncio.gather in _set_dict

* add docstrings to list_prefix methods, and make invocation of _find more explicit

* add byterangerequest type

* fix: activate test of localstore.list_prefix, fix zipstore.list_prefix
---
 src/zarr/abc/store.py              |  14 +++-
 src/zarr/core/common.py            |   1 +
 src/zarr/core/sync.py              |  17 ++++
 src/zarr/store/local.py            |  12 ++-
 src/zarr/store/memory.py           |  14 +++-
 src/zarr/store/remote.py           |  18 ++++-
 src/zarr/store/zip.py              |  14 +++-
 src/zarr/testing/store.py          | 123 ++++++++++++++---------------
 tests/v3/test_store/test_local.py  |   3 -
 tests/v3/test_store/test_remote.py |  24 +++---
 10 files changed, 150 insertions(+), 90 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 95d55a2ce0..f95ba34efd 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -1,5 +1,6 @@
 from abc import ABC, abstractmethod
-from collections.abc import AsyncGenerator
+from asyncio import gather
+from collections.abc import AsyncGenerator, Iterable
 from typing import Any, NamedTuple, Protocol, runtime_checkable
 
 from typing_extensions import Self
@@ -158,6 +159,13 @@ async def set(self, key: str, value: Buffer) -> None:
         """
         ...
 
+    async def _set_many(self, values: Iterable[tuple[str, Buffer]]) -> None:
+        """
+        Insert multiple (key, value) pairs into storage.
+        """
+        await gather(*(self.set(key, value) for key, value in values))
+        return None
+
     @property
     @abstractmethod
     def supports_deletes(self) -> bool:
@@ -211,7 +219,9 @@ def list(self) -> AsyncGenerator[str, None]:
 
     @abstractmethod
     def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
-        """Retrieve all keys in the store with a given prefix.
+        """
+        Retrieve all keys in the store that begin with a given prefix. Keys are returned with the
+        common leading prefix removed.
 
         Parameters
         ----------
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index 906467005f..8ebe5160bd 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -27,6 +27,7 @@
 ZGROUP_JSON = ".zgroup"
 ZATTRS_JSON = ".zattrs"
 
+ByteRangeRequest = tuple[int | None, int | None]
 BytesLike = bytes | bytearray | memoryview
 ShapeLike = tuple[int, ...] | int
 ChunkCoords = tuple[int, ...]
diff --git a/src/zarr/core/sync.py b/src/zarr/core/sync.py
index ff7f9a43af..db3dce79b2 100644
--- a/src/zarr/core/sync.py
+++ b/src/zarr/core/sync.py
@@ -113,6 +113,23 @@ def _get_loop() -> asyncio.AbstractEventLoop:
     return loop[0]
 
 
+async def _collect_aiterator(data: AsyncIterator[T]) -> tuple[T, ...]:
+    """
+    Collect an entire async iterator into a tuple
+    """
+    result = []
+    async for x in data:
+        result.append(x)
+    return tuple(result)
+
+
+def collect_aiterator(data: AsyncIterator[T]) -> tuple[T, ...]:
+    """
+    Synchronously collect an entire async iterator into a tuple.
+    """
+    return sync(_collect_aiterator(data))
+
+
 class SyncMixin:
     def _sync(self, coroutine: Coroutine[Any, Any, T]) -> T:
         # TODO: refactor this to to take *args and **kwargs and pass those to the method
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index 5fd48c2db0..c78837586f 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -191,7 +191,9 @@ async def list(self) -> AsyncGenerator[str, None]:
                 yield str(p).replace(to_strip, "")
 
     async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
-        """Retrieve all keys in the store with a given prefix.
+        """
+        Retrieve all keys in the store that begin with a given prefix. Keys are returned with the
+        common leading prefix removed.
 
         Parameters
         ----------
@@ -201,14 +203,10 @@ async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
         -------
         AsyncGenerator[str, None]
         """
+        to_strip = os.path.join(str(self.root / prefix))
         for p in (self.root / prefix).rglob("*"):
             if p.is_file():
-                yield str(p)
-
-        to_strip = str(self.root) + "/"
-        for p in (self.root / prefix).rglob("*"):
-            if p.is_file():
-                yield str(p).replace(to_strip, "")
+                yield str(p.relative_to(to_strip))
 
     async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         """
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 13e289f374..e304419768 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -124,9 +124,21 @@ async def list(self) -> AsyncGenerator[str, None]:
     async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
         for key in self._store_dict:
             if key.startswith(prefix):
-                yield key
+                yield key.removeprefix(prefix)
 
     async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
+        """
+        Retrieve all keys in the store that begin with a given prefix. Keys are returned with the
+        common leading prefix removed.
+
+        Parameters
+        ----------
+        prefix : str
+
+        Returns
+        -------
+        AsyncGenerator[str, None]
+        """
         if prefix.endswith("/"):
             prefix = prefix[:-1]
 
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index e3e2ba3447..084ef986b1 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -216,5 +216,19 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
             yield onefile.removeprefix(self.path).removeprefix("/")
 
     async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
-        for onefile in await self._fs._ls(prefix, detail=False):
-            yield onefile
+        """
+        Retrieve all keys in the store that begin with a given prefix. Keys are returned with the
+        common leading prefix removed.
+
+        Parameters
+        ----------
+        prefix : str
+
+        Returns
+        -------
+        AsyncGenerator[str, None]
+        """
+
+        find_str = "/".join([self.path, prefix])
+        for onefile in await self._fs._find(find_str, detail=False, maxdepth=None, withdirs=False):
+            yield onefile.removeprefix(find_str)
diff --git a/src/zarr/store/zip.py b/src/zarr/store/zip.py
index ea31ad934a..2e4927aced 100644
--- a/src/zarr/store/zip.py
+++ b/src/zarr/store/zip.py
@@ -209,9 +209,21 @@ async def list(self) -> AsyncGenerator[str, None]:
                 yield key
 
     async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
+        """
+        Retrieve all keys in the store that begin with a given prefix. Keys are returned with the
+        common leading prefix removed.
+
+        Parameters
+        ----------
+        prefix : str
+
+        Returns
+        -------
+        AsyncGenerator[str, None]
+        """
         async for key in self.list():
             if key.startswith(prefix):
-                yield key
+                yield key.removeprefix(prefix)
 
     async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         if prefix.endswith("/"):
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index a08b6960db..8a9f27e4b8 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -3,9 +3,9 @@
 
 import pytest
 
-import zarr.api.asynchronous
 from zarr.abc.store import AccessMode, Store
 from zarr.core.buffer import Buffer, default_buffer_prototype
+from zarr.core.sync import _collect_aiterator
 from zarr.store._utils import _normalize_interval_index
 from zarr.testing.utils import assert_bytes_equal
 
@@ -123,6 +123,18 @@ async def test_set(self, store: S, key: str, data: bytes) -> None:
         observed = self.get(store, key)
         assert_bytes_equal(observed, data_buf)
 
+    async def test_set_many(self, store: S) -> None:
+        """
+        Test that a dict of key : value pairs can be inserted into the store via the
+        `_set_many` method.
+        """
+        keys = ["zarr.json", "c/0", "foo/c/0.0", "foo/0/0"]
+        data_buf = [self.buffer_cls.from_bytes(k.encode()) for k in keys]
+        store_dict = dict(zip(keys, data_buf, strict=True))
+        await store._set_many(store_dict.items())
+        for k, v in store_dict.items():
+            assert self.get(store, k).to_bytes() == v.to_bytes()
+
     @pytest.mark.parametrize(
         "key_ranges",
         (
@@ -185,76 +197,57 @@ async def test_clear(self, store: S) -> None:
         assert await store.empty()
 
     async def test_list(self, store: S) -> None:
-        assert [k async for k in store.list()] == []
-        await store.set("foo/zarr.json", self.buffer_cls.from_bytes(b"bar"))
-        keys = [k async for k in store.list()]
-        assert keys == ["foo/zarr.json"], keys
-
-        expected = ["foo/zarr.json"]
-        for i in range(10):
-            key = f"foo/c/{i}"
-            expected.append(key)
-            await store.set(
-                f"foo/c/{i}", self.buffer_cls.from_bytes(i.to_bytes(length=3, byteorder="little"))
-            )
+        assert await _collect_aiterator(store.list()) == ()
+        prefix = "foo"
+        data = self.buffer_cls.from_bytes(b"")
+        store_dict = {
+            prefix + "/zarr.json": data,
+            **{prefix + f"/c/{idx}": data for idx in range(10)},
+        }
+        await store._set_many(store_dict.items())
+        expected_sorted = sorted(store_dict.keys())
+        observed = await _collect_aiterator(store.list())
+        observed_sorted = sorted(observed)
+        assert observed_sorted == expected_sorted
 
-    @pytest.mark.xfail
     async def test_list_prefix(self, store: S) -> None:
-        # TODO: we currently don't use list_prefix anywhere
-        raise NotImplementedError
+        """
+        Test that the `list_prefix` method works as intended. Given a prefix, it should return
+        all the keys in storage that start with this prefix. Keys should be returned with the shared
+        prefix removed.
+        """
+        prefixes = ("", "a/", "a/b/", "a/b/c/")
+        data = self.buffer_cls.from_bytes(b"")
+        fname = "zarr.json"
+        store_dict = {p + fname: data for p in prefixes}
+
+        await store._set_many(store_dict.items())
+
+        for prefix in prefixes:
+            observed = tuple(sorted(await _collect_aiterator(store.list_prefix(prefix))))
+            expected: tuple[str, ...] = ()
+            for key in store_dict.keys():
+                if key.startswith(prefix):
+                    expected += (key.removeprefix(prefix),)
+            expected = tuple(sorted(expected))
+            assert observed == expected
 
     async def test_list_dir(self, store: S) -> None:
-        out = [k async for k in store.list_dir("")]
-        assert out == []
-        assert [k async for k in store.list_dir("foo")] == []
-        await store.set("foo/zarr.json", self.buffer_cls.from_bytes(b"bar"))
-        await store.set("group-0/zarr.json", self.buffer_cls.from_bytes(b"\x01"))  # group
-        await store.set("group-0/group-1/zarr.json", self.buffer_cls.from_bytes(b"\x01"))  # group
-        await store.set("group-0/group-1/a1/zarr.json", self.buffer_cls.from_bytes(b"\x01"))
-        await store.set("group-0/group-1/a2/zarr.json", self.buffer_cls.from_bytes(b"\x01"))
-        await store.set("group-0/group-1/a3/zarr.json", self.buffer_cls.from_bytes(b"\x01"))
-
-        keys_expected = ["foo", "group-0"]
-        keys_observed = [k async for k in store.list_dir("")]
-        assert set(keys_observed) == set(keys_expected)
-
-        keys_expected = ["zarr.json"]
-        keys_observed = [k async for k in store.list_dir("foo")]
-
-        assert len(keys_observed) == len(keys_expected), keys_observed
-        assert set(keys_observed) == set(keys_expected), keys_observed
-
-        keys_observed = [k async for k in store.list_dir("foo/")]
-        assert len(keys_expected) == len(keys_observed), keys_observed
-        assert set(keys_observed) == set(keys_expected), keys_observed
-
-        keys_observed = [k async for k in store.list_dir("group-0")]
-        keys_expected = ["zarr.json", "group-1"]
-
-        assert len(keys_observed) == len(keys_expected), keys_observed
-        assert set(keys_observed) == set(keys_expected), keys_observed
-
-        keys_observed = [k async for k in store.list_dir("group-0/")]
-        assert len(keys_expected) == len(keys_observed), keys_observed
-        assert set(keys_observed) == set(keys_expected), keys_observed
+        root = "foo"
+        store_dict = {
+            root + "/zarr.json": self.buffer_cls.from_bytes(b"bar"),
+            root + "/c/1": self.buffer_cls.from_bytes(b"\x01"),
+        }
 
-        keys_observed = [k async for k in store.list_dir("group-0/group-1")]
-        keys_expected = ["zarr.json", "a1", "a2", "a3"]
+        assert await _collect_aiterator(store.list_dir("")) == ()
+        assert await _collect_aiterator(store.list_dir(root)) == ()
 
-        assert len(keys_observed) == len(keys_expected), keys_observed
-        assert set(keys_observed) == set(keys_expected), keys_observed
+        await store._set_many(store_dict.items())
 
-        keys_observed = [k async for k in store.list_dir("group-0/group-1")]
-        assert len(keys_expected) == len(keys_observed), keys_observed
-        assert set(keys_observed) == set(keys_expected), keys_observed
+        keys_observed = await _collect_aiterator(store.list_dir(root))
+        keys_expected = {k.removeprefix(root + "/").split("/")[0] for k in store_dict.keys()}
 
-    async def test_set_get(self, store_kwargs: dict[str, Any]) -> None:
-        kwargs = {**store_kwargs, **{"mode": "w"}}
-        store = self.store_cls(**kwargs)
-        await zarr.api.asynchronous.open_array(store=store, path="a", mode="w", shape=(4,))
-        keys = [x async for x in store.list()]
-        assert keys == ["a/zarr.json"]
+        assert sorted(keys_observed) == sorted(keys_expected)
 
-        # no errors
-        await zarr.api.asynchronous.open_array(store=store, path="a", mode="r")
-        await zarr.api.asynchronous.open_array(store=store, path="a", mode="a")
+        keys_observed = await _collect_aiterator(store.list_dir(root + "/"))
+        assert sorted(keys_expected) == sorted(keys_observed)
diff --git a/tests/v3/test_store/test_local.py b/tests/v3/test_store/test_local.py
index 59cae22de3..5f1dde3fcc 100644
--- a/tests/v3/test_store/test_local.py
+++ b/tests/v3/test_store/test_local.py
@@ -35,6 +35,3 @@ def test_store_supports_partial_writes(self, store: LocalStore) -> None:
 
     def test_store_supports_listing(self, store: LocalStore) -> None:
         assert store.supports_listing
-
-    def test_list_prefix(self, store: LocalStore) -> None:
-        assert True
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index afa991209f..e2c3070198 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -1,13 +1,21 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from collections.abc import Generator
+
+    import botocore.client
+
 import os
-from collections.abc import Generator
 
-import botocore.client
 import fsspec
 import pytest
+from botocore.session import Session
 from upath import UPath
 
 from zarr.core.buffer import Buffer, cpu, default_buffer_prototype
-from zarr.core.sync import sync
+from zarr.core.sync import _collect_aiterator, sync
 from zarr.store import RemoteStore
 from zarr.testing.store import StoreTests
 
@@ -40,8 +48,6 @@ def s3_base() -> Generator[None, None, None]:
 
 
 def get_boto3_client() -> botocore.client.BaseClient:
-    from botocore.session import Session
-
     # NB: we use the sync botocore client for setup
     session = Session()
     return session.create_client("s3", endpoint_url=endpoint_url)
@@ -87,7 +93,7 @@ async def test_basic() -> None:
     store = await RemoteStore.open(
         f"s3://{test_bucket_name}", mode="w", endpoint_url=endpoint_url, anon=False
     )
-    assert not await alist(store.list())
+    assert await _collect_aiterator(store.list()) == ()
     assert not await store.exists("foo")
     data = b"hello"
     await store.set("foo", cpu.Buffer.from_bytes(data))
@@ -104,7 +110,7 @@ class TestRemoteStoreS3(StoreTests[RemoteStore, cpu.Buffer]):
     buffer_cls = cpu.Buffer
 
     @pytest.fixture(scope="function", params=("use_upath", "use_str"))
-    def store_kwargs(self, request) -> dict[str, str | bool]:
+    def store_kwargs(self, request: pytest.FixtureRequest) -> dict[str, str | bool | UPath]:  # type: ignore
         url = f"s3://{test_bucket_name}"
         anon = False
         mode = "r+"
@@ -116,8 +122,8 @@ def store_kwargs(self, request) -> dict[str, str | bool]:
         raise AssertionError
 
     @pytest.fixture(scope="function")
-    def store(self, store_kwargs: dict[str, str | bool]) -> RemoteStore:
-        url = store_kwargs["url"]
+    async def store(self, store_kwargs: dict[str, str | bool | UPath]) -> RemoteStore:
+        url: str | UPath = store_kwargs["url"]
         mode = store_kwargs["mode"]
         if isinstance(url, UPath):
             out = self.store_cls(url=url, mode=mode)

From 54060d3ef84a269ed7b7b561bfd62341b359045a Mon Sep 17 00:00:00 2001
From: Lindsey Nield <lindsey@earthmover.io>
Date: Thu, 19 Sep 2024 11:38:08 -0600
Subject: [PATCH 0681/1078] [v3] Implement Group methods for empty, full, ones,
 and zeros (#2210)

* fill in stubs for Group.{empty,zeros,ones,full,empty_like, zeros_like,onest_like,full_like}

* add shape to function signature

* change type in function signature and add unit tests

* precommit

* small fixes

* add shape check to tests

* update function signatures

* cast path to a str

* update store path

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/api/asynchronous.py |  4 +-
 src/zarr/core/group.py       | 91 +++++++++++++++++++++++-------------
 tests/v3/test_group.py       | 67 ++++++++++++++++++++++++++
 3 files changed, 128 insertions(+), 34 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 8a1b0c5f36..38576d73de 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -575,7 +575,7 @@ async def create(
     chunks: ChunkCoords | None = None,  # TODO: v2 allowed chunks=True
     dtype: npt.DTypeLike | None = None,
     compressor: dict[str, JSON] | None = None,  # TODO: default and type change
-    fill_value: Any = 0,  # TODO: need type
+    fill_value: Any | None = 0,  # TODO: need type
     order: MemoryOrder | None = None,  # TODO: default change
     store: str | StoreLike | None = None,
     synchronizer: Any | None = None,
@@ -827,7 +827,7 @@ async def full_like(a: ArrayLike, **kwargs: Any) -> AsyncArray:
     """
     like_kwargs = _like_args(a, kwargs)
     if isinstance(a, AsyncArray):
-        kwargs.setdefault("fill_value", a.metadata.fill_value)
+        like_kwargs.setdefault("fill_value", a.metadata.fill_value)
     return await full(**like_kwargs)
 
 
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 40815b96c8..a4e1e252ea 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -10,6 +10,7 @@
 import numpy.typing as npt
 from typing_extensions import deprecated
 
+import zarr.api.asynchronous as async_api
 from zarr.abc.metadata import Metadata
 from zarr.abc.store import set_or_delete
 from zarr.core.array import Array, AsyncArray
@@ -704,29 +705,41 @@ async def arrays(self) -> AsyncGenerator[AsyncArray, None]:
     async def tree(self, expand: bool = False, level: int | None = None) -> Any:
         raise NotImplementedError
 
-    async def empty(self, **kwargs: Any) -> AsyncArray:
-        raise NotImplementedError
+    async def empty(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> AsyncArray:
+        return await async_api.empty(shape=shape, store=self.store_path, path=name, **kwargs)
 
-    async def zeros(self, **kwargs: Any) -> AsyncArray:
-        raise NotImplementedError
+    async def zeros(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> AsyncArray:
+        return await async_api.zeros(shape=shape, store=self.store_path, path=name, **kwargs)
 
-    async def ones(self, **kwargs: Any) -> AsyncArray:
-        raise NotImplementedError
+    async def ones(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> AsyncArray:
+        return await async_api.ones(shape=shape, store=self.store_path, path=name, **kwargs)
 
-    async def full(self, **kwargs: Any) -> AsyncArray:
-        raise NotImplementedError
+    async def full(
+        self, *, name: str, shape: ChunkCoords, fill_value: Any | None, **kwargs: Any
+    ) -> AsyncArray:
+        return await async_api.full(
+            shape=shape, fill_value=fill_value, store=self.store_path, path=name, **kwargs
+        )
 
-    async def empty_like(self, prototype: AsyncArray, **kwargs: Any) -> AsyncArray:
-        raise NotImplementedError
+    async def empty_like(
+        self, *, name: str, prototype: async_api.ArrayLike, **kwargs: Any
+    ) -> AsyncArray:
+        return await async_api.empty_like(a=prototype, store=self.store_path, path=name, **kwargs)
 
-    async def zeros_like(self, prototype: AsyncArray, **kwargs: Any) -> AsyncArray:
-        raise NotImplementedError
+    async def zeros_like(
+        self, *, name: str, prototype: async_api.ArrayLike, **kwargs: Any
+    ) -> AsyncArray:
+        return await async_api.zeros_like(a=prototype, store=self.store_path, path=name, **kwargs)
 
-    async def ones_like(self, prototype: AsyncArray, **kwargs: Any) -> AsyncArray:
-        raise NotImplementedError
+    async def ones_like(
+        self, *, name: str, prototype: async_api.ArrayLike, **kwargs: Any
+    ) -> AsyncArray:
+        return await async_api.ones_like(a=prototype, store=self.store_path, path=name, **kwargs)
 
-    async def full_like(self, prototype: AsyncArray, **kwargs: Any) -> AsyncArray:
-        raise NotImplementedError
+    async def full_like(
+        self, *, name: str, prototype: async_api.ArrayLike, **kwargs: Any
+    ) -> AsyncArray:
+        return await async_api.full_like(a=prototype, store=self.store_path, path=name, **kwargs)
 
     async def move(self, source: str, dest: str) -> None:
         raise NotImplementedError
@@ -1058,29 +1071,43 @@ def require_array(self, name: str, **kwargs: Any) -> Array:
         """
         return Array(self._sync(self._async_group.require_array(name, **kwargs)))
 
-    def empty(self, **kwargs: Any) -> Array:
-        return Array(self._sync(self._async_group.empty(**kwargs)))
+    def empty(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> Array:
+        return Array(self._sync(self._async_group.empty(name=name, shape=shape, **kwargs)))
 
-    def zeros(self, **kwargs: Any) -> Array:
-        return Array(self._sync(self._async_group.zeros(**kwargs)))
+    def zeros(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> Array:
+        return Array(self._sync(self._async_group.zeros(name=name, shape=shape, **kwargs)))
 
-    def ones(self, **kwargs: Any) -> Array:
-        return Array(self._sync(self._async_group.ones(**kwargs)))
+    def ones(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> Array:
+        return Array(self._sync(self._async_group.ones(name=name, shape=shape, **kwargs)))
 
-    def full(self, **kwargs: Any) -> Array:
-        return Array(self._sync(self._async_group.full(**kwargs)))
+    def full(
+        self, *, name: str, shape: ChunkCoords, fill_value: Any | None, **kwargs: Any
+    ) -> Array:
+        return Array(
+            self._sync(
+                self._async_group.full(name=name, shape=shape, fill_value=fill_value, **kwargs)
+            )
+        )
 
-    def empty_like(self, prototype: AsyncArray, **kwargs: Any) -> Array:
-        return Array(self._sync(self._async_group.empty_like(prototype, **kwargs)))
+    def empty_like(self, *, name: str, prototype: async_api.ArrayLike, **kwargs: Any) -> Array:
+        return Array(
+            self._sync(self._async_group.empty_like(name=name, prototype=prototype, **kwargs))
+        )
 
-    def zeros_like(self, prototype: AsyncArray, **kwargs: Any) -> Array:
-        return Array(self._sync(self._async_group.zeros_like(prototype, **kwargs)))
+    def zeros_like(self, *, name: str, prototype: async_api.ArrayLike, **kwargs: Any) -> Array:
+        return Array(
+            self._sync(self._async_group.zeros_like(name=name, prototype=prototype, **kwargs))
+        )
 
-    def ones_like(self, prototype: AsyncArray, **kwargs: Any) -> Array:
-        return Array(self._sync(self._async_group.ones_like(prototype, **kwargs)))
+    def ones_like(self, *, name: str, prototype: async_api.ArrayLike, **kwargs: Any) -> Array:
+        return Array(
+            self._sync(self._async_group.ones_like(name=name, prototype=prototype, **kwargs))
+        )
 
-    def full_like(self, prototype: AsyncArray, **kwargs: Any) -> Array:
-        return Array(self._sync(self._async_group.full_like(prototype, **kwargs)))
+    def full_like(self, *, name: str, prototype: async_api.ArrayLike, **kwargs: Any) -> Array:
+        return Array(
+            self._sync(self._async_group.full_like(name=name, prototype=prototype, **kwargs))
+        )
 
     def move(self, source: str, dest: str) -> None:
         return self._sync(self._async_group.move(source, dest))
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index d5fb9e7b5a..4bb23fddaa 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -390,6 +390,73 @@ def test_group_create_array(
     assert np.array_equal(array[:], data)
 
 
+def test_group_array_creation(
+    store: Store,
+    zarr_format: ZarrFormat,
+):
+    group = Group.create(store, zarr_format=zarr_format)
+    shape = (10, 10)
+    empty_array = group.empty(name="empty", shape=shape)
+    assert isinstance(empty_array, Array)
+    assert empty_array.fill_value == 0
+    assert empty_array.shape == shape
+    assert empty_array.store_path.store == store
+
+    empty_like_array = group.empty_like(name="empty_like", prototype=empty_array)
+    assert isinstance(empty_like_array, Array)
+    assert empty_like_array.fill_value == 0
+    assert empty_like_array.shape == shape
+    assert empty_like_array.store_path.store == store
+
+    empty_array_bool = group.empty(name="empty_bool", shape=shape, dtype=np.dtype("bool"))
+    assert isinstance(empty_array_bool, Array)
+    assert not empty_array_bool.fill_value
+    assert empty_array_bool.shape == shape
+    assert empty_array_bool.store_path.store == store
+
+    empty_like_array_bool = group.empty_like(name="empty_like_bool", prototype=empty_array_bool)
+    assert isinstance(empty_like_array_bool, Array)
+    assert not empty_like_array_bool.fill_value
+    assert empty_like_array_bool.shape == shape
+    assert empty_like_array_bool.store_path.store == store
+
+    zeros_array = group.zeros(name="zeros", shape=shape)
+    assert isinstance(zeros_array, Array)
+    assert zeros_array.fill_value == 0
+    assert zeros_array.shape == shape
+    assert zeros_array.store_path.store == store
+
+    zeros_like_array = group.zeros_like(name="zeros_like", prototype=zeros_array)
+    assert isinstance(zeros_like_array, Array)
+    assert zeros_like_array.fill_value == 0
+    assert zeros_like_array.shape == shape
+    assert zeros_like_array.store_path.store == store
+
+    ones_array = group.ones(name="ones", shape=shape)
+    assert isinstance(ones_array, Array)
+    assert ones_array.fill_value == 1
+    assert ones_array.shape == shape
+    assert ones_array.store_path.store == store
+
+    ones_like_array = group.ones_like(name="ones_like", prototype=ones_array)
+    assert isinstance(ones_like_array, Array)
+    assert ones_like_array.fill_value == 1
+    assert ones_like_array.shape == shape
+    assert ones_like_array.store_path.store == store
+
+    full_array = group.full(name="full", shape=shape, fill_value=42)
+    assert isinstance(full_array, Array)
+    assert full_array.fill_value == 42
+    assert full_array.shape == shape
+    assert full_array.store_path.store == store
+
+    full_like_array = group.full_like(name="full_like", prototype=full_array, fill_value=43)
+    assert isinstance(full_like_array, Array)
+    assert full_like_array.fill_value == 43
+    assert full_like_array.shape == shape
+    assert full_like_array.store_path.store == store
+
+
 @pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
 @pytest.mark.parametrize("zarr_format", (2, 3))
 @pytest.mark.parametrize("exists_ok", [True, False])

From f8943351b0424e06856271275a9c3c93140775b2 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Thu, 19 Sep 2024 12:40:20 -0500
Subject: [PATCH 0682/1078] Make MemoryStore serialiazable (#2204)

---
 src/zarr/store/memory.py           |  8 +-------
 tests/v3/test_store/test_memory.py | 22 ----------------------
 2 files changed, 1 insertion(+), 29 deletions(-)

diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index e304419768..7baa6aee26 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -1,7 +1,7 @@
 from __future__ import annotations
 
 from collections.abc import AsyncGenerator, MutableMapping
-from typing import TYPE_CHECKING, Any
+from typing import TYPE_CHECKING
 
 from zarr.abc.store import Store
 from zarr.core.buffer import Buffer, gpu
@@ -55,12 +55,6 @@ def __eq__(self, other: object) -> bool:
             and self.mode == other.mode
         )
 
-    def __setstate__(self, state: Any) -> None:
-        raise NotImplementedError(f"{type(self)} cannot be pickled")
-
-    def __getstate__(self) -> None:
-        raise NotImplementedError(f"{type(self)} cannot be pickled")
-
     async def get(
         self,
         key: str,
diff --git a/tests/v3/test_store/test_memory.py b/tests/v3/test_store/test_memory.py
index 470383dfb6..2498cdc24a 100644
--- a/tests/v3/test_store/test_memory.py
+++ b/tests/v3/test_store/test_memory.py
@@ -1,7 +1,5 @@
 from __future__ import annotations
 
-import pickle
-
 import pytest
 
 from zarr.core.buffer import Buffer, cpu, gpu
@@ -48,16 +46,6 @@ def test_store_supports_partial_writes(self, store: MemoryStore) -> None:
     def test_list_prefix(self, store: MemoryStore) -> None:
         assert True
 
-    def test_serizalizable_store(self, store: MemoryStore) -> None:
-        with pytest.raises(NotImplementedError):
-            store.__getstate__()
-
-        with pytest.raises(NotImplementedError):
-            store.__setstate__({})
-
-        with pytest.raises(NotImplementedError):
-            pickle.dumps(store)
-
 
 @gpu_test
 class TestGpuMemoryStore(StoreTests[GpuMemoryStore, gpu.Buffer]):
@@ -92,13 +80,3 @@ def test_store_supports_partial_writes(self, store: GpuMemoryStore) -> None:
 
     def test_list_prefix(self, store: GpuMemoryStore) -> None:
         assert True
-
-    def test_serizalizable_store(self, store: MemoryStore) -> None:
-        with pytest.raises(NotImplementedError):
-            store.__getstate__()
-
-        with pytest.raises(NotImplementedError):
-            store.__setstate__({})
-
-        with pytest.raises(NotImplementedError):
-            pickle.dumps(store)

From f538662167480fe054c7919d0d51b8e16e6aad70 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Thu, 19 Sep 2024 12:44:14 -0500
Subject: [PATCH 0683/1078] Default to RemoteStore for fsspec URIs (#2198)

* Default to RemoteStore for fsspec URIs

* fixup

* fixup

* wip

* fixup

* Added check for invalid.

* fixup

* fixup

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/api/asynchronous.py       |  61 ++++++++++++---
 src/zarr/api/synchronous.py        |   2 +
 src/zarr/store/common.py           |  57 ++++++++++++--
 src/zarr/store/remote.py           | 106 +++++++++++++-------------
 tests/v3/test_store/test_core.py   |  33 ++++++++-
 tests/v3/test_store/test_remote.py | 115 ++++++++++++++++++-----------
 6 files changed, 260 insertions(+), 114 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 38576d73de..58278172f7 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -194,6 +194,7 @@ async def open(
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     path: str | None = None,
+    storage_options: dict[str, Any] | None = None,
     **kwargs: Any,  # TODO: type kwargs as valid args to open_array
 ) -> AsyncArray | AsyncGroup:
     """Convenience function to open a group or array using file-mode-like semantics.
@@ -211,6 +212,9 @@ async def open(
         The zarr format to use when saving.
     path : str or None, optional
         The path within the store to open.
+    storage_options : dict
+        If using an fsspec URL to create the store, these will be passed to
+        the backend implementation. Ignored otherwise.
     **kwargs
         Additional parameters are passed through to :func:`zarr.creation.open_array` or
         :func:`zarr.hierarchy.open_group`.
@@ -221,7 +225,7 @@ async def open(
         Return type depends on what exists in the given store.
     """
     zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
-    store_path = await make_store_path(store, mode=mode)
+    store_path = await make_store_path(store, mode=mode, storage_options=storage_options)
 
     if path is not None:
         store_path = store_path / path
@@ -276,6 +280,7 @@ async def save_array(
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     path: str | None = None,
+    storage_options: dict[str, Any] | None = None,
     **kwargs: Any,  # TODO: type kwargs as valid args to create
 ) -> None:
     """Convenience function to save a NumPy array to the local file system, following a
@@ -291,6 +296,9 @@ async def save_array(
         The zarr format to use when saving.
     path : str or None, optional
         The path within the store where the array will be saved.
+    storage_options : dict
+        If using an fsspec URL to create the store, these will be passed to
+        the backend implementation. Ignored otherwise.
     kwargs
         Passed through to :func:`create`, e.g., compressor.
     """
@@ -299,7 +307,7 @@ async def save_array(
         or _default_zarr_version()
     )
 
-    store_path = await make_store_path(store, mode="w")
+    store_path = await make_store_path(store, mode="w", storage_options=storage_options)
     if path is not None:
         store_path = store_path / path
     new = await AsyncArray.create(
@@ -319,6 +327,7 @@ async def save_group(
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     path: str | None = None,
+    storage_options: dict[str, Any] | None = None,
     **kwargs: NDArrayLike,
 ) -> None:
     """Convenience function to save several NumPy arrays to the local file system, following a
@@ -334,11 +343,17 @@ async def save_group(
         The zarr format to use when saving.
     path : str or None, optional
         Path within the store where the group will be saved.
+    storage_options : dict
+        If using an fsspec URL to create the store, these will be passed to
+        the backend implementation. Ignored otherwise.
     kwargs
         NumPy arrays with data to save.
     """
     zarr_format = (
-        _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
+        _handle_zarr_version_or_format(
+            zarr_version=zarr_version,
+            zarr_format=zarr_format,
+        )
         or _default_zarr_version()
     )
 
@@ -346,10 +361,22 @@ async def save_group(
         raise ValueError("at least one array must be provided")
     aws = []
     for i, arr in enumerate(args):
-        aws.append(save_array(store, arr, zarr_format=zarr_format, path=f"{path}/arr_{i}"))
+        aws.append(
+            save_array(
+                store,
+                arr,
+                zarr_format=zarr_format,
+                path=f"{path}/arr_{i}",
+                storage_options=storage_options,
+            )
+        )
     for k, arr in kwargs.items():
         _path = f"{path}/{k}" if path is not None else k
-        aws.append(save_array(store, arr, zarr_format=zarr_format, path=_path))
+        aws.append(
+            save_array(
+                store, arr, zarr_format=zarr_format, path=_path, storage_options=storage_options
+            )
+        )
     await asyncio.gather(*aws)
 
 
@@ -418,6 +445,7 @@ async def group(
     zarr_format: ZarrFormat | None = None,
     meta_array: Any | None = None,  # not used
     attributes: dict[str, JSON] | None = None,
+    storage_options: dict[str, Any] | None = None,
 ) -> AsyncGroup:
     """Create a group.
 
@@ -444,6 +472,9 @@ async def group(
         to users. Use `numpy.empty(())` by default.
     zarr_format : {2, 3, None}, optional
         The zarr format to use when saving.
+    storage_options : dict
+        If using an fsspec URL to create the store, these will be passed to
+        the backend implementation. Ignored otherwise.
 
     Returns
     -------
@@ -453,7 +484,7 @@ async def group(
 
     zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
 
-    store_path = await make_store_path(store)
+    store_path = await make_store_path(store, storage_options=storage_options)
     if path is not None:
         store_path = store_path / path
 
@@ -488,7 +519,7 @@ async def open_group(
     synchronizer: Any = None,  # not used
     path: str | None = None,
     chunk_store: StoreLike | None = None,  # not used
-    storage_options: dict[str, Any] | None = None,  # not used
+    storage_options: dict[str, Any] | None = None,
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     meta_array: Any | None = None,  # not used
@@ -548,10 +579,8 @@ async def open_group(
         warnings.warn("meta_array is not yet implemented", RuntimeWarning, stacklevel=2)
     if chunk_store is not None:
         warnings.warn("chunk_store is not yet implemented", RuntimeWarning, stacklevel=2)
-    if storage_options is not None:
-        warnings.warn("storage_options is not yet implemented", RuntimeWarning, stacklevel=2)
 
-    store_path = await make_store_path(store, mode=mode)
+    store_path = await make_store_path(store, mode=mode, storage_options=storage_options)
     if path is not None:
         store_path = store_path / path
 
@@ -603,6 +632,7 @@ async def create(
     ) = None,
     codecs: Iterable[Codec | dict[str, JSON]] | None = None,
     dimension_names: Iterable[str] | None = None,
+    storage_options: dict[str, Any] | None = None,
     **kwargs: Any,
 ) -> AsyncArray:
     """Create an array.
@@ -674,6 +704,9 @@ async def create(
         to users. Use `numpy.empty(())` by default.
 
         .. versionadded:: 2.13
+    storage_options : dict
+        If using an fsspec URL to create the store, these will be passed to
+        the backend implementation. Ignored otherwise.
 
     Returns
     -------
@@ -725,7 +758,7 @@ async def create(
         warnings.warn("meta_array is not yet implemented", RuntimeWarning, stacklevel=2)
 
     mode = kwargs.pop("mode", cast(AccessModeLiteral, "r" if read_only else "w"))
-    store_path = await make_store_path(store, mode=mode)
+    store_path = await make_store_path(store, mode=mode, storage_options=storage_options)
     if path is not None:
         store_path = store_path / path
 
@@ -875,6 +908,7 @@ async def open_array(
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     path: PathLike | None = None,
+    storage_options: dict[str, Any] | None = None,
     **kwargs: Any,  # TODO: type kwargs as valid args to save
 ) -> AsyncArray:
     """Open an array using file-mode-like semantics.
@@ -887,6 +921,9 @@ async def open_array(
         The zarr format to use when saving.
     path : string, optional
         Path in store to array.
+    storage_options : dict
+        If using an fsspec URL to create the store, these will be passed to
+        the backend implementation. Ignored otherwise.
     **kwargs
         Any keyword arguments to pass to the array constructor.
 
@@ -896,7 +933,7 @@ async def open_array(
         The opened array.
     """
 
-    store_path = await make_store_path(store)
+    store_path = await make_store_path(store, storage_options=storage_options)
     if path is not None:
         store_path = store_path / path
 
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 93a33b8d3f..129f901934 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -134,6 +134,7 @@ def save_group(
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     path: str | None = None,
+    storage_options: dict[str, Any] | None = None,
     **kwargs: NDArrayLike,
 ) -> None:
     return sync(
@@ -143,6 +144,7 @@ def save_group(
             zarr_version=zarr_version,
             zarr_format=zarr_format,
             path=path,
+            storage_options=storage_options,
             **kwargs,
         )
     )
diff --git a/src/zarr/store/common.py b/src/zarr/store/common.py
index 8028c9af3d..196479dd67 100644
--- a/src/zarr/store/common.py
+++ b/src/zarr/store/common.py
@@ -11,6 +11,8 @@
 from zarr.store.local import LocalStore
 from zarr.store.memory import MemoryStore
 
+# from zarr.store.remote import RemoteStore
+
 if TYPE_CHECKING:
     from zarr.core.buffer import BufferPrototype
     from zarr.core.common import AccessModeLiteral
@@ -75,30 +77,69 @@ def __eq__(self, other: Any) -> bool:
 
 
 async def make_store_path(
-    store_like: StoreLike | None, *, mode: AccessModeLiteral | None = None
+    store_like: StoreLike | None,
+    *,
+    mode: AccessModeLiteral | None = None,
+    storage_options: dict[str, Any] | None = None,
 ) -> StorePath:
+    from zarr.store.remote import RemoteStore  # circular import
+
+    used_storage_options = False
+
     if isinstance(store_like, StorePath):
         if mode is not None:
             assert AccessMode.from_literal(mode) == store_like.store.mode
-        return store_like
+        result = store_like
     elif isinstance(store_like, Store):
         if mode is not None:
             assert AccessMode.from_literal(mode) == store_like.mode
         await store_like._ensure_open()
-        return StorePath(store_like)
+        result = StorePath(store_like)
     elif store_like is None:
         if mode is None:
             mode = "w"  # exception to the default mode = 'r'
-        return StorePath(await MemoryStore.open(mode=mode))
+        result = StorePath(await MemoryStore.open(mode=mode))
     elif isinstance(store_like, Path):
-        return StorePath(await LocalStore.open(root=store_like, mode=mode or "r"))
+        result = StorePath(await LocalStore.open(root=store_like, mode=mode or "r"))
     elif isinstance(store_like, str):
-        return StorePath(await LocalStore.open(root=Path(store_like), mode=mode or "r"))
+        storage_options = storage_options or {}
+
+        if _is_fsspec_uri(store_like):
+            used_storage_options = True
+            result = StorePath(
+                RemoteStore.from_url(store_like, storage_options=storage_options, mode=mode or "r")
+            )
+        else:
+            result = StorePath(await LocalStore.open(root=Path(store_like), mode=mode or "r"))
     elif isinstance(store_like, dict):
         # We deliberate only consider dict[str, Buffer] here, and not arbitrary mutable mappings.
         # By only allowing dictionaries, which are in-memory, we know that MemoryStore appropriate.
-        return StorePath(await MemoryStore.open(store_dict=store_like, mode=mode))
-    raise TypeError
+        result = StorePath(await MemoryStore.open(store_dict=store_like, mode=mode))
+    else:
+        msg = f"Unsupported type for store_like: '{type(store_like).__name__}'"  # type: ignore[unreachable]
+        raise TypeError(msg)
+
+    if storage_options and not used_storage_options:
+        msg = "'storage_options' was provided but unused. 'storage_options' is only used for fsspec filesystem stores."
+        raise TypeError(msg)
+
+    return result
+
+
+def _is_fsspec_uri(uri: str) -> bool:
+    """
+    Check if a URI looks like a non-local fsspec URI.
+
+    Examples
+    --------
+    >>> _is_fsspec_uri("s3://bucket")
+    True
+    >>> _is_fsspec_uri("my-directory")
+    False
+    >>> _is_fsspec_uri("local://my-directory")
+    False
+    """
+    return "://" in uri or "::" in uri and "local://" not in uri
 
 
 async def ensure_no_existing_node(store_path: StorePath, zarr_format: ZarrFormat) -> None:
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 084ef986b1..ecb46a31d3 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -11,12 +11,18 @@
     from collections.abc import AsyncGenerator
 
     from fsspec.asyn import AsyncFileSystem
-    from upath import UPath
 
     from zarr.core.buffer import Buffer, BufferPrototype
     from zarr.core.common import AccessModeLiteral, BytesLike
 
 
+ALLOWED_EXCEPTIONS: tuple[type[Exception], ...] = (
+    FileNotFoundError,
+    IsADirectoryError,
+    NotADirectoryError,
+)
+
+
 class RemoteStore(Store):
     # based on FSSpec
     supports_writes: bool = True
@@ -24,21 +30,15 @@ class RemoteStore(Store):
     supports_partial_writes: bool = False
     supports_listing: bool = True
 
-    _fs: AsyncFileSystem
-    _url: str
-    path: str
+    fs: AsyncFileSystem
     allowed_exceptions: tuple[type[Exception], ...]
 
     def __init__(
         self,
-        url: UPath | str,
+        fs: AsyncFileSystem,
         mode: AccessModeLiteral = "r",
-        allowed_exceptions: tuple[type[Exception], ...] = (
-            FileNotFoundError,
-            IsADirectoryError,
-            NotADirectoryError,
-        ),
-        **storage_options: Any,
+        path: str = "/",
+        allowed_exceptions: tuple[type[Exception], ...] = ALLOWED_EXCEPTIONS,
     ):
         """
         Parameters
@@ -51,54 +51,58 @@ def __init__(
             this must not be used.
         """
         super().__init__(mode=mode)
-        self._storage_options = storage_options
-        if isinstance(url, str):
-            self._url = url.rstrip("/")
-            self._fs, _path = fsspec.url_to_fs(url, **storage_options)
-            self.path = _path.rstrip("/")
-        elif hasattr(url, "protocol") and hasattr(url, "fs"):
-            # is UPath-like - but without importing
-            if storage_options:
-                raise ValueError(
-                    "If constructed with a UPath object, no additional "
-                    "storage_options are allowed"
-                )
-            # n.b. UPath returns the url and path attributes with a trailing /, at least for s3
-            # that trailing / must be removed to compose with the store interface
-            self._url = str(url).rstrip("/")
-            self.path = url.path.rstrip("/")
-            self._fs = url.fs
-        else:
-            raise ValueError(f"URL not understood, {url}")
+        self.fs = fs
+        self.path = path
         self.allowed_exceptions = allowed_exceptions
-        # test instantiate file system
-        if not self._fs.async_impl:
-            raise TypeError("FileSystem needs to support async operations")
+
+        if not self.fs.async_impl:
+            raise TypeError("Filesystem needs to support async operations.")
+
+    @classmethod
+    def from_upath(
+        cls,
+        upath: Any,
+        mode: AccessModeLiteral = "r",
+        allowed_exceptions: tuple[type[Exception], ...] = ALLOWED_EXCEPTIONS,
+    ) -> RemoteStore:
+        return cls(
+            fs=upath.fs,
+            path=upath.path.rstrip("/"),
+            mode=mode,
+            allowed_exceptions=allowed_exceptions,
+        )
+
+    @classmethod
+    def from_url(
+        cls,
+        url: str,
+        storage_options: dict[str, Any] | None = None,
+        mode: AccessModeLiteral = "r",
+        allowed_exceptions: tuple[type[Exception], ...] = ALLOWED_EXCEPTIONS,
+    ) -> RemoteStore:
+        fs, path = fsspec.url_to_fs(url, **storage_options)
+        return cls(fs=fs, path=path, mode=mode, allowed_exceptions=allowed_exceptions)
 
     async def clear(self) -> None:
         try:
-            for subpath in await self._fs._find(self.path, withdirs=True):
+            for subpath in await self.fs._find(self.path, withdirs=True):
                 if subpath != self.path:
-                    await self._fs._rm(subpath, recursive=True)
+                    await self.fs._rm(subpath, recursive=True)
         except FileNotFoundError:
             pass
 
     async def empty(self) -> bool:
-        return not await self._fs._find(self.path, withdirs=True)
-
-    def __str__(self) -> str:
-        return f"{self._url}"
+        return not await self.fs._find(self.path, withdirs=True)
 
     def __repr__(self) -> str:
-        return f"<RemoteStore({type(self._fs).__name__}, {self.path})>"
+        return f"<RemoteStore({type(self.fs).__name__}, {self.path})>"
 
     def __eq__(self, other: object) -> bool:
         return (
             isinstance(other, type(self))
             and self.path == other.path
             and self.mode == other.mode
-            and self._url == other._url
-            # and self._storage_options == other._storage_options  # FIXME: this isn't working for some reason
+            and self.fs == other.fs
         )
 
     async def get(
@@ -123,9 +127,9 @@ async def get(
                     end = None
             value = prototype.buffer.from_bytes(
                 await (
-                    self._fs._cat_file(path, start=byte_range[0], end=end)
+                    self.fs._cat_file(path, start=byte_range[0], end=end)
                     if byte_range
-                    else self._fs._cat_file(path)
+                    else self.fs._cat_file(path)
                 )
             )
 
@@ -152,13 +156,13 @@ async def set(
         # write data
         if byte_range:
             raise NotImplementedError
-        await self._fs._pipe_file(path, value.to_bytes())
+        await self.fs._pipe_file(path, value.to_bytes())
 
     async def delete(self, key: str) -> None:
         self._check_writable()
         path = _dereference_path(self.path, key)
         try:
-            await self._fs._rm(path)
+            await self.fs._rm(path)
         except FileNotFoundError:
             pass
         except self.allowed_exceptions:
@@ -166,7 +170,7 @@ async def delete(self, key: str) -> None:
 
     async def exists(self, key: str) -> bool:
         path = _dereference_path(self.path, key)
-        exists: bool = await self._fs._exists(path)
+        exists: bool = await self.fs._exists(path)
         return exists
 
     async def get_partial_values(
@@ -189,7 +193,7 @@ async def get_partial_values(
         else:
             return []
         # TODO: expectations for exceptions or missing keys?
-        res = await self._fs._cat_ranges(list(paths), starts, stops, on_error="return")
+        res = await self.fs._cat_ranges(list(paths), starts, stops, on_error="return")
         # the following is an s3-specific condition we probably don't want to leak
         res = [b"" if (isinstance(r, OSError) and "not satisfiable" in str(r)) else r for r in res]
         for r in res:
@@ -202,14 +206,14 @@ async def set_partial_values(self, key_start_values: list[tuple[str, int, BytesL
         raise NotImplementedError
 
     async def list(self) -> AsyncGenerator[str, None]:
-        allfiles = await self._fs._find(self.path, detail=False, withdirs=False)
+        allfiles = await self.fs._find(self.path, detail=False, withdirs=False)
         for onefile in (a.replace(self.path + "/", "") for a in allfiles):
             yield onefile
 
     async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         prefix = f"{self.path}/{prefix.rstrip('/')}"
         try:
-            allfiles = await self._fs._ls(prefix, detail=False)
+            allfiles = await self.fs._ls(prefix, detail=False)
         except FileNotFoundError:
             return
         for onefile in (a.replace(prefix + "/", "") for a in allfiles):
@@ -230,5 +234,5 @@ async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
         """
 
         find_str = "/".join([self.path, prefix])
-        for onefile in await self._fs._find(find_str, detail=False, maxdepth=None, withdirs=False):
+        for onefile in await self.fs._find(find_str, detail=False, maxdepth=None, withdirs=False):
             yield onefile.removeprefix(find_str)
diff --git a/tests/v3/test_store/test_core.py b/tests/v3/test_store/test_core.py
index c65d91f9d0..f401491127 100644
--- a/tests/v3/test_store/test_core.py
+++ b/tests/v3/test_store/test_core.py
@@ -1,10 +1,12 @@
+import tempfile
 from pathlib import Path
 
 import pytest
 
-from zarr.store.common import make_store_path
+from zarr.store.common import StoreLike, StorePath, make_store_path
 from zarr.store.local import LocalStore
 from zarr.store.memory import MemoryStore
+from zarr.store.remote import RemoteStore
 
 
 async def test_make_store_path(tmpdir: str) -> None:
@@ -34,3 +36,32 @@ async def test_make_store_path(tmpdir: str) -> None:
 
     with pytest.raises(TypeError):
         await make_store_path(1)  # type: ignore[arg-type]
+
+
+async def test_make_store_path_fsspec(monkeypatch) -> None:
+    import fsspec.implementations.memory
+
+    monkeypatch.setattr(fsspec.implementations.memory.MemoryFileSystem, "async_impl", True)
+    store_path = await make_store_path("memory://")
+    assert isinstance(store_path.store, RemoteStore)
+
+
+@pytest.mark.parametrize(
+    "store_like",
+    [
+        None,
+        str(tempfile.TemporaryDirectory()),
+        Path(tempfile.TemporaryDirectory().name),
+        StorePath(store=MemoryStore(store_dict={}, mode="w"), path="/"),
+        MemoryStore(store_dict={}, mode="w"),
+        {},
+    ],
+)
+async def test_make_store_path_storage_options_raises(store_like: StoreLike) -> None:
+    with pytest.raises(TypeError, match="storage_options"):
+        await make_store_path(store_like, storage_options={"foo": "bar"}, mode="w")
+
+
+async def test_unsupported() -> None:
+    with pytest.raises(TypeError, match="Unsupported type for store_like: 'int'"):
+        await make_store_path(1)  # type: ignore[arg-type]
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index e2c3070198..495a5e5c4f 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -1,24 +1,27 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
-
-if TYPE_CHECKING:
-    from collections.abc import Generator
-
-    import botocore.client
-
+import json
 import os
+from collections.abc import Generator
+from typing import TYPE_CHECKING
 
 import fsspec
 import pytest
 from botocore.session import Session
 from upath import UPath
 
+import zarr.api.asynchronous
 from zarr.core.buffer import Buffer, cpu, default_buffer_prototype
 from zarr.core.sync import _collect_aiterator, sync
 from zarr.store import RemoteStore
 from zarr.testing.store import StoreTests
 
+if TYPE_CHECKING:
+    from collections.abc import Generator
+
+    import botocore.client
+
+
 s3fs = pytest.importorskip("s3fs")
 requests = pytest.importorskip("requests")
 moto_server = pytest.importorskip("moto.moto_server.threaded_moto_server")
@@ -90,8 +93,10 @@ async def alist(it):
 
 
 async def test_basic() -> None:
-    store = await RemoteStore.open(
-        f"s3://{test_bucket_name}", mode="w", endpoint_url=endpoint_url, anon=False
+    store = RemoteStore.from_url(
+        f"s3://{test_bucket_name}",
+        mode="w",
+        storage_options=dict(endpoint_url=endpoint_url, anon=False),
     )
     assert await _collect_aiterator(store.list()) == ()
     assert not await store.exists("foo")
@@ -109,51 +114,33 @@ class TestRemoteStoreS3(StoreTests[RemoteStore, cpu.Buffer]):
     store_cls = RemoteStore
     buffer_cls = cpu.Buffer
 
-    @pytest.fixture(scope="function", params=("use_upath", "use_str"))
-    def store_kwargs(self, request: pytest.FixtureRequest) -> dict[str, str | bool | UPath]:  # type: ignore
-        url = f"s3://{test_bucket_name}"
-        anon = False
-        mode = "r+"
-        if request.param == "use_upath":
-            return {"url": UPath(url, endpoint_url=endpoint_url, anon=anon), "mode": mode}
-        elif request.param == "use_str":
-            return {"url": url, "mode": mode, "anon": anon, "endpoint_url": endpoint_url}
-
-        raise AssertionError
+    @pytest.fixture(scope="function")
+    def store_kwargs(self, request) -> dict[str, str | bool]:
+        fs, path = fsspec.url_to_fs(
+            f"s3://{test_bucket_name}", endpoint_url=endpoint_url, anon=False
+        )
+        return {"fs": fs, "path": path, "mode": "r+"}
 
     @pytest.fixture(scope="function")
-    async def store(self, store_kwargs: dict[str, str | bool | UPath]) -> RemoteStore:
-        url: str | UPath = store_kwargs["url"]
-        mode = store_kwargs["mode"]
-        if isinstance(url, UPath):
-            out = self.store_cls(url=url, mode=mode)
-        else:
-            endpoint_url = store_kwargs["endpoint_url"]
-            out = self.store_cls(url=url, asynchronous=True, mode=mode, endpoint_url=endpoint_url)
-        return out
+    def store(self, store_kwargs: dict[str, str | bool]) -> RemoteStore:
+        return self.store_cls(**store_kwargs)
 
     def get(self, store: RemoteStore, key: str) -> Buffer:
         #  make a new, synchronous instance of the filesystem because this test is run in sync code
-        fs, _ = fsspec.url_to_fs(
-            url=store._url,
-            asynchronous=False,
-            anon=store._fs.anon,
-            endpoint_url=store._fs.endpoint_url,
+        new_fs = fsspec.filesystem(
+            "s3", endpoint_url=store.fs.endpoint_url, anon=store.fs.anon, asynchronous=False
         )
-        return self.buffer_cls.from_bytes(fs.cat(f"{store.path}/{key}"))
+        return self.buffer_cls.from_bytes(new_fs.cat(f"{store.path}/{key}"))
 
     def set(self, store: RemoteStore, key: str, value: Buffer) -> None:
         #  make a new, synchronous instance of the filesystem because this test is run in sync code
-        fs, _ = fsspec.url_to_fs(
-            url=store._url,
-            asynchronous=False,
-            anon=store._fs.anon,
-            endpoint_url=store._fs.endpoint_url,
+        new_fs = fsspec.filesystem(
+            "s3", endpoint_url=store.fs.endpoint_url, anon=store.fs.anon, asynchronous=False
         )
-        fs.write_bytes(f"{store.path}/{key}", value.to_bytes())
+        new_fs.write_bytes(f"{store.path}/{key}", value.to_bytes())
 
     def test_store_repr(self, store: RemoteStore) -> None:
-        assert str(store) == f"s3://{test_bucket_name}"
+        assert str(store) == "<RemoteStore(S3FileSystem, test)>"
 
     def test_store_supports_writes(self, store: RemoteStore) -> None:
         assert True
@@ -164,3 +151,47 @@ def test_store_supports_partial_writes(self, store: RemoteStore) -> None:
 
     def test_store_supports_listing(self, store: RemoteStore) -> None:
         assert True
+
+    async def test_remote_store_from_uri(
+        self, store: RemoteStore, store_kwargs: dict[str, str | bool]
+    ):
+        storage_options = {
+            "endpoint_url": endpoint_url,
+            "anon": False,
+        }
+
+        meta = {"attributes": {"key": "value"}, "zarr_format": 3, "node_type": "group"}
+
+        await store.set(
+            "zarr.json",
+            self.buffer_cls.from_bytes(json.dumps(meta).encode()),
+        )
+        group = await zarr.api.asynchronous.open_group(
+            store=f"s3://{test_bucket_name}", storage_options=storage_options
+        )
+        assert dict(group.attrs) == {"key": "value"}
+
+        meta["attributes"]["key"] = "value-2"
+        await store.set(
+            "directory-2/zarr.json",
+            self.buffer_cls.from_bytes(json.dumps(meta).encode()),
+        )
+        group = await zarr.api.asynchronous.open_group(
+            store=f"s3://{test_bucket_name}/directory-2", storage_options=storage_options
+        )
+        assert dict(group.attrs) == {"key": "value-2"}
+
+        meta["attributes"]["key"] = "value-3"
+        await store.set(
+            "directory-3/zarr.json",
+            self.buffer_cls.from_bytes(json.dumps(meta).encode()),
+        )
+        group = await zarr.api.asynchronous.open_group(
+            store=f"s3://{test_bucket_name}", path="directory-3", storage_options=storage_options
+        )
+        assert dict(group.attrs) == {"key": "value-3"}
+
+    def test_from_upath(self) -> None:
+        path = UPath(f"s3://{test_bucket_name}", endpoint_url=endpoint_url, anon=False)
+        result = RemoteStore.from_upath(path)
+        assert result.fs.endpoint_url == endpoint_url

From 32540b4fa98e6d9ca72b29134cf015333acc7c97 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Thu, 19 Sep 2024 23:01:09 +0100
Subject: [PATCH 0684/1078] Typing fixes to test_indexing (#2193)

---
 tests/v3/test_indexing.py | 215 +++++++++++++++++++++++++-------------
 1 file changed, 142 insertions(+), 73 deletions(-)

diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index efb11f36a1..8b509f93d1 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -12,6 +12,10 @@
 import zarr
 from zarr.core.buffer import BufferPrototype, default_buffer_prototype
 from zarr.core.indexing import (
+    BasicSelection,
+    CoordinateSelection,
+    OrthogonalSelection,
+    Selection,
     make_slice_selection,
     normalize_integer_selection,
     oindex,
@@ -23,13 +27,15 @@
 from zarr.store.memory import MemoryStore
 
 if TYPE_CHECKING:
-    from collections.abc import Iterator
+    from collections.abc import AsyncGenerator
 
+    from zarr.core.array import Array
+    from zarr.core.buffer.core import Buffer
     from zarr.core.common import ChunkCoords
 
 
 @pytest.fixture
-async def store() -> Iterator[StorePath]:
+async def store() -> AsyncGenerator[StorePath]:
     yield StorePath(await MemoryStore.open(mode="w"))
 
 
@@ -50,18 +56,25 @@ def zarr_array_from_numpy_array(
 
 
 class CountingDict(MemoryStore):
+    counter: Counter[tuple[str, str]]
+
     @classmethod
     async def open(cls) -> CountingDict:
         store = await super().open(mode="w")
         store.counter = Counter()
         return store
 
-    async def get(self, key, prototype: BufferPrototype, byte_range=None):
+    async def get(
+        self,
+        key: str,
+        prototype: BufferPrototype,
+        byte_range: tuple[int | None, int | None] | None = None,
+    ) -> Buffer | None:
         key_suffix = "/".join(key.split("/")[1:])
         self.counter["__getitem__", key_suffix] += 1
         return await super().get(key, prototype, byte_range)
 
-    async def set(self, key, value, byte_range=None):
+    async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
         key_suffix = "/".join(key.split("/")[1:])
         self.counter["__setitem__", key_suffix] += 1
         return await super().set(key, value, byte_range)
@@ -167,7 +180,7 @@ def test_get_basic_selection_0d(store: StorePath, use_out: bool, value: Any, dty
     # assert_array_equal(a[["foo", "bar"]], c)
 
 
-basic_selections_1d = [
+basic_selections_1d: list[BasicSelection] = [
     # single value
     42,
     -1,
@@ -241,7 +254,9 @@ def test_get_basic_selection_0d(store: StorePath, use_out: bool, value: Any, dty
 ]
 
 
-def _test_get_basic_selection(a, z, selection) -> None:
+def _test_get_basic_selection(
+    a: npt.NDArray[Any] | Array, z: Array, selection: BasicSelection
+) -> None:
     expect = a[selection]
     actual = z.get_basic_selection(selection)
     assert_array_equal(expect, actual)
@@ -265,17 +280,17 @@ def test_get_basic_selection_1d(store: StorePath) -> None:
     for selection in basic_selections_1d:
         _test_get_basic_selection(a, z, selection)
 
-    for selection in basic_selections_1d_bad:
+    for selection_bad in basic_selections_1d_bad:
         with pytest.raises(IndexError):
-            z.get_basic_selection(selection)
+            z.get_basic_selection(selection_bad)  # type: ignore[arg-type]
         with pytest.raises(IndexError):
-            z[selection]
+            z[selection_bad]  # type: ignore[index]
 
     with pytest.raises(IndexError):
         z.get_basic_selection([1, 0])  # type: ignore[arg-type]
 
 
-basic_selections_2d = [
+basic_selections_2d: list[BasicSelection] = [
     # single row
     42,
     -1,
@@ -340,9 +355,9 @@ def test_get_basic_selection_2d(store: StorePath) -> None:
         [0, 1],
         (slice(None), [0, 1]),
     ]
-    for selection in bad_selections:
+    for selection_bad in bad_selections:
         with pytest.raises(IndexError):
-            z.get_basic_selection(selection)
+            z.get_basic_selection(selection_bad)  # type: ignore[arg-type]
     # check fallback on fancy indexing
     fancy_selection = ([0, 1], [0, 1])
     np.testing.assert_array_equal(z[fancy_selection], [0, 11])
@@ -389,7 +404,7 @@ def test_fancy_indexing_fallback_on_get_setitem(store: StorePath) -> None:
     ],
 )
 def test_orthogonal_indexing_fallback_on_getitem_2d(
-    store: StorePath, index, expected_result
+    store: StorePath, index: Selection, expected_result: npt.ArrayLike
 ) -> None:
     """
     Tests the orthogonal indexing fallback on __getitem__ for a 2D matrix.
@@ -407,6 +422,9 @@ def test_orthogonal_indexing_fallback_on_getitem_2d(
     np.testing.assert_array_equal(z[index], expected_result)
 
 
+Index = list[int] | tuple[slice | int | list[int], ...]
+
+
 @pytest.mark.parametrize(
     "index,expected_result",
     [
@@ -421,7 +439,7 @@ def test_orthogonal_indexing_fallback_on_getitem_2d(
     ],
 )
 def test_orthogonal_indexing_fallback_on_getitem_3d(
-    store: StorePath, index, expected_result
+    store: StorePath, index: Selection, expected_result: npt.ArrayLike
 ) -> None:
     """
     Tests the orthogonal indexing fallback on __getitem__ for a 3D matrix.
@@ -461,7 +479,7 @@ def test_orthogonal_indexing_fallback_on_getitem_3d(
     ],
 )
 def test_orthogonal_indexing_fallback_on_setitem_2d(
-    store: StorePath, index, expected_result
+    store: StorePath, index: Selection, expected_result: npt.ArrayLike
 ) -> None:
     """
     Tests the orthogonal indexing fallback on __setitem__ for a 3D matrix.
@@ -485,9 +503,9 @@ def test_fancy_indexing_doesnt_mix_with_implicit_slicing(store: StorePath) -> No
     with pytest.raises(IndexError):
         np.testing.assert_array_equal(z2[[1, 2, 3], [1, 2, 3]], 0)
     with pytest.raises(IndexError):
-        z2[..., [1, 2, 3]] = 2
+        z2[..., [1, 2, 3]] = 2  # type: ignore[index]
     with pytest.raises(IndexError):
-        np.testing.assert_array_equal(z2[..., [1, 2, 3]], 0)
+        np.testing.assert_array_equal(z2[..., [1, 2, 3]], 0)  # type: ignore[index]
 
 
 @pytest.mark.parametrize(
@@ -532,7 +550,9 @@ def test_set_basic_selection_0d(
     #     arr_z[..., "foo", "bar"] = v[["foo", "bar"]]
 
 
-def _test_get_orthogonal_selection(a, z, selection) -> None:
+def _test_get_orthogonal_selection(
+    a: npt.NDArray[Any], z: Array, selection: OrthogonalSelection
+) -> None:
     expect = oindex(a, selection)
     actual = z.get_orthogonal_selection(selection)
     assert_array_equal(expect, actual)
@@ -558,7 +578,8 @@ def test_get_orthogonal_selection_1d_bool(store: StorePath) -> None:
     with pytest.raises(IndexError):
         z.oindex[np.zeros(2000, dtype=bool)]  # too long
     with pytest.raises(IndexError):
-        z.oindex[[[True, False], [False, True]]]  # too many dimensions
+        # too many dimensions
+        z.oindex[[[True, False], [False, True]]]  # type: ignore[index]
 
 
 # noinspection PyStatementEffect
@@ -594,14 +615,16 @@ def test_get_orthogonal_selection_1d_int(store: StorePath) -> None:
         [-(a.shape[0] + 1)],  # out of bounds
         [[2, 4], [6, 8]],  # too many dimensions
     ]
-    for selection in bad_selections:
+    for bad_selection in bad_selections:
         with pytest.raises(IndexError):
-            z.get_orthogonal_selection(selection)
+            z.get_orthogonal_selection(bad_selection)  # type: ignore[arg-type]
         with pytest.raises(IndexError):
-            z.oindex[selection]
+            z.oindex[bad_selection]  # type: ignore[index]
 
 
-def _test_get_orthogonal_selection_2d(a, z, ix0, ix1) -> None:
+def _test_get_orthogonal_selection_2d(
+    a: npt.NDArray[Any], z: Array, ix0: npt.NDArray[np.bool], ix1: npt.NDArray[np.bool]
+) -> None:
     selections = [
         # index both axes with array
         (ix0, ix1),
@@ -651,17 +674,23 @@ def test_get_orthogonal_selection_2d(store: StorePath) -> None:
         ix1 = ix1[::-1]
         _test_get_orthogonal_selection_2d(a, z, ix0, ix1)
 
-    for selection in basic_selections_2d:
-        _test_get_orthogonal_selection(a, z, selection)
+    for selection_2d in basic_selections_2d:
+        _test_get_orthogonal_selection(a, z, selection_2d)
 
-    for selection in basic_selections_2d_bad:
+    for selection_2d_bad in basic_selections_2d_bad:
         with pytest.raises(IndexError):
-            z.get_orthogonal_selection(selection)
+            z.get_orthogonal_selection(selection_2d_bad)  # type: ignore[arg-type]
         with pytest.raises(IndexError):
-            z.oindex[selection]
+            z.oindex[selection_2d_bad]  #  type: ignore[index]
 
 
-def _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2) -> None:
+def _test_get_orthogonal_selection_3d(
+    a: npt.NDArray,
+    z: Array,
+    ix0: npt.NDArray[np.bool],
+    ix1: npt.NDArray[np.bool],
+    ix2: npt.NDArray[np.bool],
+) -> None:
     selections = [
         # single value
         (84, 42, 4),
@@ -738,7 +767,9 @@ def test_orthogonal_indexing_edge_cases(store: StorePath) -> None:
     assert_array_equal(expect, actual)
 
 
-def _test_set_orthogonal_selection(v, a, z, selection) -> None:
+def _test_set_orthogonal_selection(
+    v: npt.NDArray[np.int_], a: npt.NDArray[Any], z: Array, selection: OrthogonalSelection
+) -> None:
     for value in 42, oindex(v, selection), oindex(v, selection).tolist():
         if isinstance(value, list) and value == []:
             # skip these cases as cannot preserve all dimensions
@@ -782,7 +813,13 @@ def test_set_orthogonal_selection_1d(store: StorePath) -> None:
         _test_set_orthogonal_selection(v, a, z, selection)
 
 
-def _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1) -> None:
+def _test_set_orthogonal_selection_2d(
+    v: npt.NDArray[np.int_],
+    a: npt.NDArray[np.int_],
+    z: Array,
+    ix0: npt.NDArray[np.bool],
+    ix1: npt.NDArray[np.bool],
+) -> None:
     selections = [
         # index both axes with array
         (ix0, ix1),
@@ -825,7 +862,14 @@ def test_set_orthogonal_selection_2d(store: StorePath) -> None:
         _test_set_orthogonal_selection(v, a, z, selection)
 
 
-def _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2) -> None:
+def _test_set_orthogonal_selection_3d(
+    v: npt.NDArray[np.int_],
+    a: npt.NDArray[np.int_],
+    z: Array,
+    ix0: npt.NDArray[np.bool],
+    ix1: npt.NDArray[np.bool],
+    ix2: npt.NDArray[np.bool],
+) -> None:
     selections = (
         # single value
         (84, 42, 4),
@@ -906,7 +950,9 @@ def test_orthogonal_indexing_fallback_on_get_setitem(store: StorePath) -> None:
     np.testing.assert_array_equal(z2[:], [0, 1, 1, 1, 0])
 
 
-def _test_get_coordinate_selection(a, z, selection) -> None:
+def _test_get_coordinate_selection(
+    a: npt.NDArray, z: Array, selection: CoordinateSelection
+) -> None:
     expect = a[selection]
     actual = z.get_coordinate_selection(selection)
     assert_array_equal(expect, actual)
@@ -967,9 +1013,9 @@ def test_get_coordinate_selection_1d(store: StorePath) -> None:
     ]
     for selection in bad_selections:
         with pytest.raises(IndexError):
-            z.get_coordinate_selection(selection)
+            z.get_coordinate_selection(selection)  # type: ignore[arg-type]
         with pytest.raises(IndexError):
-            z.vindex[selection]
+            z.vindex[selection]  # type: ignore[index]
 
 
 def test_get_coordinate_selection_2d(store: StorePath) -> None:
@@ -978,6 +1024,8 @@ def test_get_coordinate_selection_2d(store: StorePath) -> None:
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
 
     np.random.seed(42)
+    ix0: npt.ArrayLike
+    ix1: npt.ArrayLike
     # test with different degrees of sparseness
     for p in 2, 0.5, 0.1, 0.01:
         n = int(a.size * p)
@@ -1014,19 +1062,21 @@ def test_get_coordinate_selection_2d(store: StorePath) -> None:
 
     with pytest.raises(IndexError):
         selection = slice(5, 15), [1, 2, 3]
-        z.get_coordinate_selection(selection)
+        z.get_coordinate_selection(selection)  # type:ignore[arg-type]
     with pytest.raises(IndexError):
         selection = [1, 2, 3], slice(5, 15)
-        z.get_coordinate_selection(selection)
+        z.get_coordinate_selection(selection)  # type:ignore[arg-type]
     with pytest.raises(IndexError):
         selection = Ellipsis, [1, 2, 3]
-        z.get_coordinate_selection(selection)
+        z.get_coordinate_selection(selection)  # type:ignore[arg-type]
     with pytest.raises(IndexError):
         selection = Ellipsis
-        z.get_coordinate_selection(selection)
+        z.get_coordinate_selection(selection)  # type:ignore[arg-type]
 
 
-def _test_set_coordinate_selection(v, a, z, selection) -> None:
+def _test_set_coordinate_selection(
+    v: npt.NDArray, a: npt.NDArray, z: Array, selection: CoordinateSelection
+) -> None:
     for value in 42, v[selection], v[selection].tolist():
         # setup expectation
         a[:] = 0
@@ -1060,9 +1110,9 @@ def test_set_coordinate_selection_1d(store: StorePath) -> None:
 
     for selection in coordinate_selections_1d_bad:
         with pytest.raises(IndexError):
-            z.set_coordinate_selection(selection, 42)
+            z.set_coordinate_selection(selection, 42)  # type:ignore[arg-type]
         with pytest.raises(IndexError):
-            z.vindex[selection] = 42
+            z.vindex[selection] = 42  # type:ignore[index]
 
 
 def test_set_coordinate_selection_2d(store: StorePath) -> None:
@@ -1096,7 +1146,12 @@ def test_set_coordinate_selection_2d(store: StorePath) -> None:
     _test_set_coordinate_selection(v, a, z, (ix0, ix1))
 
 
-def _test_get_block_selection(a, z, selection, expected_idx) -> None:
+def _test_get_block_selection(
+    a: npt.NDArray[Any],
+    z: Array,
+    selection: BasicSelection,
+    expected_idx: slice | tuple[slice, ...],
+) -> None:
     expect = a[expected_idx]
     actual = z.get_block_selection(selection)
     assert_array_equal(expect, actual)
@@ -1104,7 +1159,7 @@ def _test_get_block_selection(a, z, selection, expected_idx) -> None:
     assert_array_equal(expect, actual)
 
 
-block_selections_1d = [
+block_selections_1d: list[BasicSelection] = [
     # test single item
     0,
     5,
@@ -1119,7 +1174,7 @@ def _test_get_block_selection(a, z, selection, expected_idx) -> None:
     slice(None),  # Full slice
 ]
 
-block_selections_1d_array_projection = [
+block_selections_1d_array_projection: list[slice] = [
     # test single item
     slice(100),
     slice(500, 600),
@@ -1163,14 +1218,14 @@ def test_get_block_selection_1d(store: StorePath) -> None:
         -(z.metadata.chunk_grid.get_nchunks(z.shape) + 1),  # out of bounds
     ]
 
-    for selection in bad_selections:
+    for selection_bad in bad_selections:
         with pytest.raises(IndexError):
-            z.get_block_selection(selection)
+            z.get_block_selection(selection_bad)  # type:ignore[arg-type]
         with pytest.raises(IndexError):
-            z.blocks[selection]
+            z.blocks[selection_bad]  # type:ignore[index]
 
 
-block_selections_2d = [
+block_selections_2d: list[BasicSelection] = [
     # test single item
     (0, 0),
     (1, 2),
@@ -1185,7 +1240,7 @@ def test_get_block_selection_1d(store: StorePath) -> None:
     (slice(None), slice(None)),  # Full slice
 ]
 
-block_selections_2d_array_projection = [
+block_selections_2d_array_projection: list[tuple[slice, slice]] = [
     # test single item
     (slice(300), slice(3)),
     (slice(300, 600), slice(6, 9)),
@@ -1223,7 +1278,11 @@ def test_get_block_selection_2d(store: StorePath) -> None:
 
 
 def _test_set_block_selection(
-    v: np.ndarray, a: np.ndarray, z: zarr.Array, selection, expected_idx
+    v: npt.NDArray[Any],
+    a: npt.NDArray[Any],
+    z: zarr.Array,
+    selection: BasicSelection,
+    expected_idx: slice,
 ) -> None:
     for value in 42, v[expected_idx], v[expected_idx].tolist():
         # setup expectation
@@ -1250,11 +1309,11 @@ def test_set_block_selection_1d(store: StorePath) -> None:
     ):
         _test_set_block_selection(v, a, z, selection, expected_idx)
 
-    for selection in block_selections_1d_bad:
+    for selection_bad in block_selections_1d_bad:
         with pytest.raises(IndexError):
-            z.set_block_selection(selection, 42)
+            z.set_block_selection(selection_bad, 42)  # type:ignore[arg-type]
         with pytest.raises(IndexError):
-            z.blocks[selection] = 42
+            z.blocks[selection_bad] = 42  # type:ignore[index]
 
 
 def test_set_block_selection_2d(store: StorePath) -> None:
@@ -1279,7 +1338,7 @@ def test_set_block_selection_2d(store: StorePath) -> None:
         z.set_block_selection(selection, 42)
 
 
-def _test_get_mask_selection(a, z, selection) -> None:
+def _test_get_mask_selection(a: npt.NDArray[Any], z: Array, selection: npt.NDArray) -> None:
     expect = a[selection]
     actual = z.get_mask_selection(selection)
     assert_array_equal(expect, actual)
@@ -1324,9 +1383,9 @@ def test_get_mask_selection_1d(store: StorePath) -> None:
     ]
     for selection in bad_selections:
         with pytest.raises(IndexError):
-            z.get_mask_selection(selection)
+            z.get_mask_selection(selection)  # type: ignore[arg-type]
         with pytest.raises(IndexError):
-            z.vindex[selection]
+            z.vindex[selection]  # type:ignore[index]
 
 
 # noinspection PyStatementEffect
@@ -1350,7 +1409,9 @@ def test_get_mask_selection_2d(store: StorePath) -> None:
         z.vindex[[True, False]]  # wrong no. dimensions
 
 
-def _test_set_mask_selection(v, a, z, selection) -> None:
+def _test_set_mask_selection(
+    v: npt.NDArray, a: npt.NDArray, z: Array, selection: npt.NDArray
+) -> None:
     a[:] = 0
     z[:] = 0
     a[selection] = v[selection]
@@ -1378,9 +1439,9 @@ def test_set_mask_selection_1d(store: StorePath) -> None:
 
     for selection in mask_selections_1d_bad:
         with pytest.raises(IndexError):
-            z.set_mask_selection(selection, 42)
+            z.set_mask_selection(selection, 42)  # type: ignore[arg-type]
         with pytest.raises(IndexError):
-            z.vindex[selection] = 42
+            z.vindex[selection] = 42  # type: ignore[index]
 
 
 def test_set_mask_selection_2d(store: StorePath) -> None:
@@ -1413,7 +1474,7 @@ def test_get_selection_out(store: StorePath) -> None:
         assert_array_equal(expect, out.as_numpy_array()[:])
 
     with pytest.raises(TypeError):
-        z.get_basic_selection(Ellipsis, out=[])
+        z.get_basic_selection(Ellipsis, out=[])  # type: ignore[arg-type]
 
     # orthogonal selections
     a = np.arange(10000, dtype=int).reshape(1000, 10)
@@ -1467,11 +1528,13 @@ def test_get_selection_out(store: StorePath) -> None:
 
 @pytest.mark.xfail(reason="fields are not supported in v3")
 def test_get_selections_with_fields(store: StorePath) -> None:
-    a = [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)]
-    a = np.array(a, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
+    a = np.array(
+        [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)],
+        dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")],
+    )
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(2,))
 
-    fields_fixture = [
+    fields_fixture: list[str | list[str]] = [
         "foo",
         ["foo"],
         ["foo", "bar"],
@@ -1568,17 +1631,19 @@ def test_get_selections_with_fields(store: StorePath) -> None:
     with pytest.raises(IndexError):
         z.get_basic_selection(Ellipsis, fields=["notafield"])
     with pytest.raises(IndexError):
-        z.get_basic_selection(Ellipsis, fields=slice(None))
+        z.get_basic_selection(Ellipsis, fields=slice(None))  # type: ignore[arg-type]
 
 
 @pytest.mark.xfail(reason="fields are not supported in v3")
 def test_set_selections_with_fields(store: StorePath) -> None:
-    v = [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)]
-    v = np.array(v, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
+    v = np.array(
+        [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)],
+        dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")],
+    )
     a = np.empty_like(v)
     z = zarr_array_from_numpy_array(store, v, chunk_shape=(2,))
 
-    fields_fixture = [
+    fields_fixture: list[str | list[str]] = [
         "foo",
         [],
         ["foo"],
@@ -1597,11 +1662,11 @@ def test_set_selections_with_fields(store: StorePath) -> None:
             with pytest.raises(IndexError):
                 z.set_basic_selection(Ellipsis, v, fields=fields)
             with pytest.raises(IndexError):
-                z.set_orthogonal_selection([0, 2], v, fields=fields)
+                z.set_orthogonal_selection([0, 2], v, fields=fields)  # type: ignore[arg-type]
             with pytest.raises(IndexError):
                 z.set_coordinate_selection([0, 2], v, fields=fields)
             with pytest.raises(IndexError):
-                z.set_mask_selection([True, False, True], v, fields=fields)
+                z.set_mask_selection([True, False, True], v, fields=fields)  # type: ignore[arg-type]
 
         else:
             if isinstance(fields, list) and len(fields) == 1:
@@ -1694,7 +1759,9 @@ def test_numpy_int_indexing(store: StorePath) -> None:
         ),
     ],
 )
-async def test_accessed_chunks(shape, chunks, ops) -> None:
+async def test_accessed_chunks(
+    shape: tuple[int, ...], chunks: tuple[int, ...], ops: list[tuple[str, tuple[slice, ...]]]
+) -> None:
     # Test that only the required chunks are accessed during basic selection operations
     # shape: array shape
     # chunks: chunk size
@@ -1767,7 +1834,7 @@ async def test_accessed_chunks(shape, chunks, ops) -> None:
         [[100, 200, 300], [4, 5, 6]],
     ],
 )
-def test_indexing_equals_numpy(store, selection) -> None:
+def test_indexing_equals_numpy(store: StorePath, selection: Selection) -> None:
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
     # note: in python 3.10 a[*selection] is not valid unpacking syntax
@@ -1785,7 +1852,9 @@ def test_indexing_equals_numpy(store, selection) -> None:
         [np.full(1000, True), [True, False] * 5],
     ],
 )
-def test_orthogonal_bool_indexing_like_numpy_ix(store, selection) -> None:
+def test_orthogonal_bool_indexing_like_numpy_ix(
+    store: StorePath, selection: list[npt.ArrayLike]
+) -> None:
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
     expected = a[np.ix_(*selection)]

From c878da2a900fc621ff23cc6d84d45cd3cb26cbed Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Thu, 19 Sep 2024 19:52:53 -0500
Subject: [PATCH 0685/1078] Make Group.arrays, groups compatible with v2
 (#2213)

Defines a set of array / group iterators.

- .groups / .arrays: over (name, value) pairs
- .group_keys / .array_keys: over keys
- .group_values / .array_values: over values

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/core/group.py | 67 +++++++++++++++++++++++++-----------------
 tests/v3/test_group.py | 44 ++++++++++++---------------
 2 files changed, 59 insertions(+), 52 deletions(-)

diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index a4e1e252ea..a45c7e1df7 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -33,7 +33,7 @@
 from zarr.store.common import ensure_no_existing_node
 
 if TYPE_CHECKING:
-    from collections.abc import AsyncGenerator, Iterable, Iterator
+    from collections.abc import AsyncGenerator, Generator, Iterable, Iterator
     from typing import Any
 
     from zarr.abc.codec import Codec
@@ -678,29 +678,31 @@ async def contains(self, member: str) -> bool:
         else:
             return True
 
-    # todo: decide if this method should be separate from `groups`
-    async def group_keys(self) -> AsyncGenerator[str, None]:
-        async for key, value in self.members():
+    async def groups(self) -> AsyncGenerator[tuple[str, AsyncGroup], None]:
+        async for name, value in self.members():
             if isinstance(value, AsyncGroup):
-                yield key
+                yield name, value
 
-    # todo: decide if this method should be separate from `group_keys`
-    async def groups(self) -> AsyncGenerator[AsyncGroup, None]:
-        async for _, value in self.members():
-            if isinstance(value, AsyncGroup):
-                yield value
+    async def group_keys(self) -> AsyncGenerator[str, None]:
+        async for key, _ in self.groups():
+            yield key
 
-    # todo: decide if this method should be separate from `arrays`
-    async def array_keys(self) -> AsyncGenerator[str, None]:
+    async def group_values(self) -> AsyncGenerator[AsyncGroup, None]:
+        async for _, group in self.groups():
+            yield group
+
+    async def arrays(self) -> AsyncGenerator[tuple[str, AsyncArray], None]:
         async for key, value in self.members():
             if isinstance(value, AsyncArray):
-                yield key
+                yield key, value
 
-    # todo: decide if this method should be separate from `array_keys`
-    async def arrays(self) -> AsyncGenerator[AsyncArray, None]:
-        async for _, value in self.members():
-            if isinstance(value, AsyncArray):
-                yield value
+    async def array_keys(self) -> AsyncGenerator[str, None]:
+        async for key, _ in self.arrays():
+            yield key
+
+    async def array_values(self) -> AsyncGenerator[AsyncArray, None]:
+        async for _, array in self.arrays():
+            yield array
 
     async def tree(self, expand: bool = False, level: int | None = None) -> Any:
         raise NotImplementedError
@@ -861,18 +863,29 @@ def members(self, max_depth: int | None = 0) -> tuple[tuple[str, Array | Group],
     def __contains__(self, member: str) -> bool:
         return self._sync(self._async_group.contains(member))
 
-    def group_keys(self) -> tuple[str, ...]:
-        return tuple(self._sync_iter(self._async_group.group_keys()))
+    def groups(self) -> Generator[tuple[str, Group], None]:
+        for name, async_group in self._sync_iter(self._async_group.groups()):
+            yield name, Group(async_group)
+
+    def group_keys(self) -> Generator[str, None]:
+        for name, _ in self.groups():
+            yield name
+
+    def group_values(self) -> Generator[Group, None]:
+        for _, group in self.groups():
+            yield group
 
-    def groups(self) -> tuple[Group, ...]:
-        # TODO: in v2 this was a generator that return key: Group
-        return tuple(Group(obj) for obj in self._sync_iter(self._async_group.groups()))
+    def arrays(self) -> Generator[tuple[str, Array], None]:
+        for name, async_array in self._sync_iter(self._async_group.arrays()):
+            yield name, Array(async_array)
 
-    def array_keys(self) -> tuple[str, ...]:
-        return tuple(self._sync_iter(self._async_group.array_keys()))
+    def array_keys(self) -> Generator[str, None]:
+        for name, _ in self.arrays():
+            yield name
 
-    def arrays(self) -> tuple[Array, ...]:
-        return tuple(Array(obj) for obj in self._sync_iter(self._async_group.arrays()))
+    def array_values(self) -> Generator[Array, None]:
+        for _, array in self.arrays():
+            yield array
 
     def tree(self, expand: bool = False, level: int | None = None) -> Any:
         return self._sync(self._async_group.tree(expand=expand, level=level))
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 4bb23fddaa..6e75294b7c 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -301,34 +301,28 @@ def test_group_contains(store: Store, zarr_format: ZarrFormat) -> None:
     assert "foo" in group
 
 
-def test_group_subgroups(store: Store, zarr_format: ZarrFormat) -> None:
-    """
-    Test the behavior of `Group` methods for accessing subgroups, namely `Group.group_keys` and `Group.groups`
-    """
+def test_group_child_iterators(store: Store, zarr_format: ZarrFormat):
     group = Group.create(store, zarr_format=zarr_format)
-    keys = ("foo", "bar")
-    subgroups_expected = tuple(group.create_group(k) for k in keys)
-    # create a sub-array as well
-    _ = group.create_array("array", shape=(10,))
-    subgroups_observed = group.groups()
-    assert set(group.group_keys()) == set(keys)
-    assert len(subgroups_observed) == len(subgroups_expected)
-    assert all(a in subgroups_observed for a in subgroups_expected)
+    expected_group_keys = ["g0", "g1"]
+    expected_group_values = [group.create_group(name=name) for name in expected_group_keys]
+    expected_groups = list(zip(expected_group_keys, expected_group_values, strict=False))
 
+    expected_group_values[0].create_group("subgroup")
+    expected_group_values[0].create_array("subarray", shape=(1,))
 
-def test_group_subarrays(store: Store, zarr_format: ZarrFormat) -> None:
-    """
-    Test the behavior of `Group` methods for accessing subgroups, namely `Group.group_keys` and `Group.groups`
-    """
-    group = Group.create(store, zarr_format=zarr_format)
-    keys = ("foo", "bar")
-    subarrays_expected = tuple(group.create_array(k, shape=(10,)) for k in keys)
-    # create a sub-group as well
-    _ = group.create_group("group")
-    subarrays_observed = group.arrays()
-    assert set(group.array_keys()) == set(keys)
-    assert len(subarrays_observed) == len(subarrays_expected)
-    assert all(a in subarrays_observed for a in subarrays_expected)
+    expected_array_keys = ["a0", "a1"]
+    expected_array_values = [
+        group.create_array(name=name, shape=(1,)) for name in expected_array_keys
+    ]
+    expected_arrays = list(zip(expected_array_keys, expected_array_values, strict=False))
+
+    assert sorted(group.groups(), key=lambda x: x[0]) == expected_groups
+    assert sorted(group.group_keys()) == expected_group_keys
+    assert sorted(group.group_values(), key=lambda x: x.name) == expected_group_values
+
+    assert sorted(group.arrays(), key=lambda x: x[0]) == expected_arrays
+    assert sorted(group.array_keys()) == expected_array_keys
+    assert sorted(group.array_values(), key=lambda x: x.name) == expected_array_values
 
 
 def test_group_update_attributes(store: Store, zarr_format: ZarrFormat) -> None:

From 6900754138e37c75f952233996d80acbedad60f3 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Fri, 20 Sep 2024 09:45:01 -0500
Subject: [PATCH 0686/1078] Basic Zarr-python 2.x compatibility changes (#2098)

* WIP - backwards compat

* fixup put

* rm consolidated

* typing fixup

* revert unneded change

* fixup

* deprecate positional args

* attribute

* Fixup

* fixup

* fixup

* fixup

* fixup

* fixup

* fixup

* fixup

* fixup

* fixup

* fixup

* fixup

* fixup

* ci

* fixup

* fixup

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 pyproject.toml                 |  3 +-
 src/zarr/_compat.py            | 68 ++++++++++++++++++++++++++
 src/zarr/api/asynchronous.py   |  6 +--
 src/zarr/api/synchronous.py    | 11 +++--
 src/zarr/core/array.py         | 13 +++++
 src/zarr/core/attributes.py    | 16 +++++++
 src/zarr/core/group.py         | 45 +++++++++++++++--
 src/zarr/testing/strategies.py |  2 +-
 tests/v3/conftest.py           |  2 +-
 tests/v3/test_api.py           | 39 ++++++++++++++-
 tests/v3/test_array.py         | 46 +++++++++++++++++-
 tests/v3/test_attributes.py    | 13 +++++
 tests/v3/test_buffer.py        |  4 ++
 tests/v3/test_group.py         | 88 +++++++++++++++++-----------------
 tests/v3/test_sync.py          |  8 ++++
 15 files changed, 303 insertions(+), 61 deletions(-)
 create mode 100644 src/zarr/_compat.py
 create mode 100644 tests/v3/test_attributes.py

diff --git a/pyproject.toml b/pyproject.toml
index 886cd5a0bc..41c2006b2f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -66,7 +66,8 @@ test = [
     "flask",
     "requests",
     "mypy",
-    "hypothesis"
+    "hypothesis",
+    "universal-pathlib",
 ]
 
 jupyter = [
diff --git a/src/zarr/_compat.py b/src/zarr/_compat.py
new file mode 100644
index 0000000000..52d96005cc
--- /dev/null
+++ b/src/zarr/_compat.py
@@ -0,0 +1,68 @@
+import warnings
+from collections.abc import Callable
+from functools import wraps
+from inspect import Parameter, signature
+from typing import Any, TypeVar
+
+T = TypeVar("T")
+
+# Based off https://github.com/scikit-learn/scikit-learn/blob/e87b32a81c70abed8f2e97483758eb64df8255e9/sklearn/utils/validation.py#L63
+
+
+def _deprecate_positional_args(
+    func: Callable[..., T] | None = None, *, version: str = "3.1.0"
+) -> Callable[..., T]:
+    """Decorator for methods that issues warnings for positional arguments.
+
+    Using the keyword-only argument syntax in pep 3102, arguments after the
+    * will issue a warning when passed as a positional argument.
+
+    Parameters
+    ----------
+    func : callable, default=None
+        Function to check arguments on.
+    version : callable, default="3.1.0"
+        The version when positional arguments will result in error.
+    """
+
+    def _inner_deprecate_positional_args(f: Callable[..., T]) -> Callable[..., T]:
+        sig = signature(f)
+        kwonly_args = []
+        all_args = []
+
+        for name, param in sig.parameters.items():
+            if param.kind == Parameter.POSITIONAL_OR_KEYWORD:
+                all_args.append(name)
+            elif param.kind == Parameter.KEYWORD_ONLY:
+                kwonly_args.append(name)
+
+        @wraps(f)
+        def inner_f(*args: Any, **kwargs: Any) -> T:
+            extra_args = len(args) - len(all_args)
+            if extra_args <= 0:
+                return f(*args, **kwargs)
+
+            # extra_args > 0
+            args_msg = [
+                f"{name}={arg}"
+                for name, arg in zip(kwonly_args[:extra_args], args[-extra_args:], strict=False)
+            ]
+            formatted_args_msg = ", ".join(args_msg)
+            warnings.warn(
+                (
+                    f"Pass {formatted_args_msg} as keyword args. From version "
+                    f"{version} passing these as positional arguments "
+                    "will result in an error"
+                ),
+                FutureWarning,
+                stacklevel=2,
+            )
+            kwargs.update(zip(sig.parameters, args, strict=False))
+            return f(**kwargs)
+
+        return inner_f
+
+    if func is not None:
+        return _inner_deprecate_positional_args(func)
+
+    return _inner_deprecate_positional_args  # type: ignore[return-value]
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 58278172f7..5fbb38c5e7 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -503,7 +503,7 @@ async def group(
     try:
         return await AsyncGroup.open(store=store_path, zarr_format=zarr_format)
     except (KeyError, FileNotFoundError):
-        return await AsyncGroup.create(
+        return await AsyncGroup.from_store(
             store=store_path,
             zarr_format=zarr_format or _default_zarr_version(),
             exists_ok=overwrite,
@@ -512,8 +512,8 @@ async def group(
 
 
 async def open_group(
-    *,  # Note: this is a change from v2
     store: StoreLike | None = None,
+    *,  # Note: this is a change from v2
     mode: AccessModeLiteral | None = None,
     cache_attrs: bool | None = None,  # not used, default changed
     synchronizer: Any = None,  # not used
@@ -590,7 +590,7 @@ async def open_group(
     try:
         return await AsyncGroup.open(store_path, zarr_format=zarr_format)
     except (KeyError, FileNotFoundError):
-        return await AsyncGroup.create(
+        return await AsyncGroup.from_store(
             store_path,
             zarr_format=zarr_format or _default_zarr_version(),
             exists_ok=True,
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 129f901934..bc4a7bfafd 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -3,6 +3,7 @@
 from typing import TYPE_CHECKING, Any
 
 import zarr.api.asynchronous as async_api
+from zarr._compat import _deprecate_positional_args
 from zarr.core.array import Array, AsyncArray
 from zarr.core.group import Group
 from zarr.core.sync import sync
@@ -63,9 +64,10 @@ def load(
     return sync(async_api.load(store=store, zarr_version=zarr_version, path=path))
 
 
+@_deprecate_positional_args
 def open(
-    *,
     store: StoreLike | None = None,
+    *,
     mode: AccessModeLiteral | None = None,  # type and value changed
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
@@ -107,6 +109,7 @@ def save(
     )
 
 
+@_deprecate_positional_args
 def save_array(
     store: StoreLike,
     arr: NDArrayLike,
@@ -159,9 +162,10 @@ def array(data: NDArrayLike, **kwargs: Any) -> Array:
     return Array(sync(async_api.array(data=data, **kwargs)))
 
 
+@_deprecate_positional_args
 def group(
-    *,  # Note: this is a change from v2
     store: StoreLike | None = None,
+    *,  # Note: this is a change from v2
     overwrite: bool = False,
     chunk_store: StoreLike | None = None,  # not used in async_api
     cache_attrs: bool | None = None,  # default changed, not used in async_api
@@ -190,9 +194,10 @@ def group(
     )
 
 
+@_deprecate_positional_args
 def open_group(
-    *,  # Note: this is a change from v2
     store: StoreLike | None = None,
+    *,  # Note: this is a change from v2
     mode: AccessModeLiteral | None = None,  # not used in async api
     cache_attrs: bool | None = None,  # default changed, not used in async api
     synchronizer: Any = None,  # not used in async api
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 2cf6d69404..b825ca4ca1 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -8,6 +8,8 @@
 import numpy as np
 import numpy.typing as npt
 
+from zarr._compat import _deprecate_positional_args
+from zarr.abc.codec import Codec, CodecPipeline
 from zarr.abc.store import set_or_delete
 from zarr.codecs import BytesCodec
 from zarr.codecs._v2 import V2Compressor, V2Filters
@@ -621,6 +623,7 @@ class Array:
     _async_array: AsyncArray
 
     @classmethod
+    @_deprecate_positional_args
     def create(
         cls,
         store: StoreLike,
@@ -1016,6 +1019,7 @@ def __setitem__(self, selection: Selection, value: npt.ArrayLike) -> None:
         else:
             self.set_basic_selection(cast(BasicSelection, pure_selection), value, fields=fields)
 
+    @_deprecate_positional_args
     def get_basic_selection(
         self,
         selection: BasicSelection = Ellipsis,
@@ -1139,6 +1143,7 @@ def get_basic_selection(
             )
         )
 
+    @_deprecate_positional_args
     def set_basic_selection(
         self,
         selection: BasicSelection,
@@ -1234,6 +1239,7 @@ def set_basic_selection(
         indexer = BasicIndexer(selection, self.shape, self.metadata.chunk_grid)
         sync(self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype))
 
+    @_deprecate_positional_args
     def get_orthogonal_selection(
         self,
         selection: OrthogonalSelection,
@@ -1358,6 +1364,7 @@ def get_orthogonal_selection(
             )
         )
 
+    @_deprecate_positional_args
     def set_orthogonal_selection(
         self,
         selection: OrthogonalSelection,
@@ -1468,6 +1475,7 @@ def set_orthogonal_selection(
             self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype)
         )
 
+    @_deprecate_positional_args
     def get_mask_selection(
         self,
         mask: MaskSelection,
@@ -1550,6 +1558,7 @@ def get_mask_selection(
             )
         )
 
+    @_deprecate_positional_args
     def set_mask_selection(
         self,
         mask: MaskSelection,
@@ -1628,6 +1637,7 @@ def set_mask_selection(
         indexer = MaskIndexer(mask, self.shape, self.metadata.chunk_grid)
         sync(self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype))
 
+    @_deprecate_positional_args
     def get_coordinate_selection(
         self,
         selection: CoordinateSelection,
@@ -1717,6 +1727,7 @@ def get_coordinate_selection(
             out_array = np.array(out_array).reshape(indexer.sel_shape)
         return out_array
 
+    @_deprecate_positional_args
     def set_coordinate_selection(
         self,
         selection: CoordinateSelection,
@@ -1806,6 +1817,7 @@ def set_coordinate_selection(
 
         sync(self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype))
 
+    @_deprecate_positional_args
     def get_block_selection(
         self,
         selection: BasicSelection,
@@ -1904,6 +1916,7 @@ def get_block_selection(
             )
         )
 
+    @_deprecate_positional_args
     def set_block_selection(
         self,
         selection: BasicSelection,
diff --git a/src/zarr/core/attributes.py b/src/zarr/core/attributes.py
index 09677f7bdc..62ff5fc935 100644
--- a/src/zarr/core/attributes.py
+++ b/src/zarr/core/attributes.py
@@ -35,3 +35,19 @@ def __iter__(self) -> Iterator[str]:
 
     def __len__(self) -> int:
         return len(self._obj.metadata.attributes)
+
+    def put(self, d: dict[str, JSON]) -> None:
+        """
+        Overwrite all attributes with the values from `d`.
+
+        Equivalent to the following pseudo-code, but performed atomically.
+
+        .. code-block:: python
+
+           >>> attrs = {"a": 1, "b": 2}
+           >>> attrs.clear()
+           >>> attrs.update({"a": 3", "c": 4})
+           >>> attrs
+           {'a': 3, 'c': 4}
+        """
+        self._obj = self._obj.update_attributes(d)
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index a45c7e1df7..7c56707a4f 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -12,7 +12,7 @@
 
 import zarr.api.asynchronous as async_api
 from zarr.abc.metadata import Metadata
-from zarr.abc.store import set_or_delete
+from zarr.abc.store import Store, set_or_delete
 from zarr.core.array import Array, AsyncArray
 from zarr.core.attributes import Attributes
 from zarr.core.buffer import default_buffer_prototype
@@ -126,7 +126,7 @@ class AsyncGroup:
     store_path: StorePath
 
     @classmethod
-    async def create(
+    async def from_store(
         cls,
         store: StoreLike,
         *,
@@ -312,6 +312,21 @@ def attrs(self) -> dict[str, Any]:
     def info(self) -> None:
         raise NotImplementedError
 
+    @property
+    def store(self) -> Store:
+        return self.store_path.store
+
+    @property
+    def read_only(self) -> bool:
+        # Backwards compatibility for 2.x
+        return self.store_path.store.mode.readonly
+
+    @property
+    def synchronizer(self) -> None:
+        # Backwards compatibility for 2.x
+        # Not implemented in 3.x yet.
+        return None
+
     async def create_group(
         self,
         name: str,
@@ -320,7 +335,7 @@ async def create_group(
         attributes: dict[str, Any] | None = None,
     ) -> AsyncGroup:
         attributes = attributes or {}
-        return await type(self).create(
+        return await type(self).from_store(
             self.store_path / name,
             attributes=attributes,
             exists_ok=exists_ok,
@@ -752,7 +767,7 @@ class Group(SyncMixin):
     _async_group: AsyncGroup
 
     @classmethod
-    def create(
+    def from_store(
         cls,
         store: StoreLike,
         *,
@@ -762,7 +777,7 @@ def create(
     ) -> Group:
         attributes = attributes or {}
         obj = sync(
-            AsyncGroup.create(
+            AsyncGroup.from_store(
                 store,
                 attributes=attributes,
                 exists_ok=exists_ok,
@@ -843,6 +858,22 @@ def attrs(self) -> Attributes:
     def info(self) -> None:
         raise NotImplementedError
 
+    @property
+    def store(self) -> Store:
+        # Backwards compatibility for 2.x
+        return self._async_group.store
+
+    @property
+    def read_only(self) -> bool:
+        # Backwards compatibility for 2.x
+        return self._async_group.read_only
+
+    @property
+    def synchronizer(self) -> None:
+        # Backwards compatibility for 2.x
+        # Not implemented in 3.x yet.
+        return self._async_group.synchronizer
+
     def update_attributes(self, new_attributes: dict[str, Any]) -> Group:
         self._sync(self._async_group.update_attributes(new_attributes))
         return self
@@ -913,6 +944,10 @@ def require_groups(self, *names: str) -> tuple[Group, ...]:
         """Convenience method to require multiple groups in a single call."""
         return tuple(map(Group, self._sync(self._async_group.require_groups(*names))))
 
+    def create(self, *args: Any, **kwargs: Any) -> Array:
+        # Backwards compatibility for 2.x
+        return self.create_array(*args, **kwargs)
+
     def create_array(
         self,
         name: str,
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 83de3d92ce..2f4ca8a697 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -99,7 +99,7 @@ def arrays(
     expected_attrs = {} if attributes is None else attributes
 
     array_path = path + ("/" if not path.endswith("/") else "") + name
-    root = Group.create(store)
+    root = Group.from_store(store)
     fill_value_args: tuple[Any, ...] = tuple()
     if nparray.dtype.kind == "M":
         m = re.search(r"\[(.+)\]", nparray.dtype.str)
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index 41cd359346..d1ac410753 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -89,7 +89,7 @@ async def async_group(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> As
     param: AsyncGroupRequest = request.param
 
     store = await parse_store(param.store, str(tmpdir))
-    agroup = await AsyncGroup.create(
+    agroup = await AsyncGroup.from_store(
         store,
         attributes=param.attributes,
         zarr_format=param.zarr_format,
diff --git a/tests/v3/test_api.py b/tests/v3/test_api.py
index ddfab587cc..728638c871 100644
--- a/tests/v3/test_api.py
+++ b/tests/v3/test_api.py
@@ -1,4 +1,5 @@
 import pathlib
+import warnings
 
 import numpy as np
 import pytest
@@ -7,7 +8,7 @@
 import zarr
 from zarr import Array, Group
 from zarr.abc.store import Store
-from zarr.api.synchronous import create, load, open, open_group, save, save_array, save_group
+from zarr.api.synchronous import create, group, load, open, open_group, save, save_array, save_group
 from zarr.core.common import ZarrFormat
 from zarr.store.memory import MemoryStore
 
@@ -108,7 +109,7 @@ def test_save_errors() -> None:
         save_group("data/group.zarr")
     with pytest.raises(TypeError):
         # no array provided
-        save_array("data/group.zarr")  # type: ignore[call-arg]
+        save_array("data/group.zarr")
     with pytest.raises(ValueError):
         # no arrays provided
         save("data/group.zarr")
@@ -878,3 +879,37 @@ def test_tree() -> None:
 #         # bad option
 #         with pytest.raises(TypeError):
 #             copy(source["foo"], dest, dry_run=True, log=True)
+
+
+def test_open_positional_args_deprecated() -> None:
+    store = MemoryStore({}, mode="w")
+    with pytest.warns(FutureWarning, match="pass"):
+        open(store, "w", shape=(1,))
+
+
+def test_save_array_positional_args_deprecated() -> None:
+    store = MemoryStore({}, mode="w")
+    with warnings.catch_warnings():
+        warnings.filterwarnings(
+            "ignore", message="zarr_version is deprecated", category=DeprecationWarning
+        )
+        with pytest.warns(FutureWarning, match="pass"):
+            save_array(
+                store,
+                np.ones(
+                    1,
+                ),
+                3,
+            )
+
+
+def test_group_positional_args_deprecated() -> None:
+    store = MemoryStore({}, mode="w")
+    with pytest.warns(FutureWarning, match="pass"):
+        group(store, True)
+
+
+def test_open_group_positional_args_deprecated() -> None:
+    store = MemoryStore({}, mode="w")
+    with pytest.warns(FutureWarning, match="pass"):
+        open_group(store, "w")
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index b7beb63b1c..fe5c782a1b 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -5,6 +5,7 @@
 import pytest
 
 from zarr import Array, AsyncArray, Group
+from zarr.core.buffer.cpu import NDBuffer
 from zarr.core.common import ZarrFormat
 from zarr.errors import ContainsArrayError, ContainsGroupError
 from zarr.store import LocalStore, MemoryStore
@@ -25,7 +26,7 @@ def test_array_creation_existing_node(
     Check that an existing array or group is handled as expected during array creation.
     """
     spath = StorePath(store)
-    group = Group.create(spath, zarr_format=zarr_format)
+    group = Group.from_store(spath, zarr_format=zarr_format)
     expected_exception: type[ContainsArrayError] | type[ContainsGroupError]
     if extant_node == "array":
         expected_exception = ContainsArrayError
@@ -76,7 +77,7 @@ def test_array_name_properties_no_group(
 def test_array_name_properties_with_group(
     store: LocalStore | MemoryStore, zarr_format: ZarrFormat
 ) -> None:
-    root = Group.create(store=store, zarr_format=zarr_format)
+    root = Group.from_store(store=store, zarr_format=zarr_format)
     foo = root.create_array("foo", shape=(100,), chunks=(10,), dtype="i4")
     assert foo.path == "foo"
     assert foo.name == "/foo"
@@ -138,6 +139,47 @@ def test_array_v3_fill_value(store: MemoryStore, fill_value: int, dtype_str: str
     assert arr.fill_value.dtype == arr.dtype
 
 
+def test_create_positional_args_deprecated() -> None:
+    store = MemoryStore({}, mode="w")
+    with pytest.warns(FutureWarning, match="Pass"):
+        Array.create(store, (2, 2), dtype="f8")
+
+
+def test_selection_positional_args_deprecated() -> None:
+    store = MemoryStore({}, mode="w")
+    arr = Array.create(store, shape=(2, 2), dtype="f8")
+
+    with pytest.warns(FutureWarning, match="Pass out"):
+        arr.get_basic_selection(..., NDBuffer(array=np.empty((2, 2))))
+
+    with pytest.warns(FutureWarning, match="Pass fields"):
+        arr.set_basic_selection(..., 1, None)
+
+    with pytest.warns(FutureWarning, match="Pass out"):
+        arr.get_orthogonal_selection(..., NDBuffer(array=np.empty((2, 2))))
+
+    with pytest.warns(FutureWarning, match="Pass"):
+        arr.set_orthogonal_selection(..., 1, None)
+
+    with pytest.warns(FutureWarning, match="Pass"):
+        arr.get_mask_selection(np.zeros((2, 2), dtype=bool), NDBuffer(array=np.empty((0,))))
+
+    with pytest.warns(FutureWarning, match="Pass"):
+        arr.set_mask_selection(np.zeros((2, 2), dtype=bool), 1, None)
+
+    with pytest.warns(FutureWarning, match="Pass"):
+        arr.get_coordinate_selection(([0, 1], [0, 1]), NDBuffer(array=np.empty((2,))))
+
+    with pytest.warns(FutureWarning, match="Pass"):
+        arr.set_coordinate_selection(([0, 1], [0, 1]), 1, None)
+
+    with pytest.warns(FutureWarning, match="Pass"):
+        arr.get_block_selection((0, slice(None)), NDBuffer(array=np.empty((2, 2))))
+
+    with pytest.warns(FutureWarning, match="Pass"):
+        arr.set_block_selection((0, slice(None)), 1, None)
+
+
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
 async def test_array_v3_nan_fill_value(store: MemoryStore) -> None:
     shape = (10,)
diff --git a/tests/v3/test_attributes.py b/tests/v3/test_attributes.py
new file mode 100644
index 0000000000..65b6a02e8d
--- /dev/null
+++ b/tests/v3/test_attributes.py
@@ -0,0 +1,13 @@
+import zarr.core
+import zarr.core.attributes
+import zarr.store
+
+
+def test_put() -> None:
+    store = zarr.store.MemoryStore({}, mode="w")
+    attrs = zarr.core.attributes.Attributes(
+        zarr.Group.from_store(store, attributes={"a": 1, "b": 2})
+    )
+    attrs.put({"a": 3, "c": 4})
+    expected = {"a": 3, "c": 4}
+    assert dict(attrs) == expected
diff --git a/tests/v3/test_buffer.py b/tests/v3/test_buffer.py
index 5a313dc1ab..cde3f85780 100644
--- a/tests/v3/test_buffer.py
+++ b/tests/v3/test_buffer.py
@@ -32,6 +32,10 @@
     cp = None
 
 
+if TYPE_CHECKING:
+    import types
+
+
 def test_nd_array_like(xp: types.ModuleType) -> None:
     ary = xp.arange(10)
     assert isinstance(ary, ArrayLike)
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 6e75294b7c..c8310f33e5 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -51,7 +51,7 @@ def test_group_init(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test that initializing a group from an asyncgroup works.
     """
-    agroup = sync(AsyncGroup.create(store=store, zarr_format=zarr_format))
+    agroup = sync(AsyncGroup.from_store(store=store, zarr_format=zarr_format))
     group = Group(agroup)
     assert group._async_group == agroup
 
@@ -60,7 +60,7 @@ def test_group_name_properties(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test basic properties of groups
     """
-    root = Group.create(store=store, zarr_format=zarr_format)
+    root = Group.from_store(store=store, zarr_format=zarr_format)
     assert root.path == ""
     assert root.name == "/"
     assert root.basename == ""
@@ -178,16 +178,18 @@ def test_group(store: Store, zarr_format: ZarrFormat) -> None:
 
 def test_group_create(store: Store, exists_ok: bool, zarr_format: ZarrFormat) -> None:
     """
-    Test that `Group.create` works as expected.
+    Test that `Group.from_store` works as expected.
     """
     attributes = {"foo": 100}
-    group = Group.create(store, attributes=attributes, zarr_format=zarr_format, exists_ok=exists_ok)
+    group = Group.from_store(
+        store, attributes=attributes, zarr_format=zarr_format, exists_ok=exists_ok
+    )
 
     assert group.attrs == attributes
 
     if not exists_ok:
         with pytest.raises(ContainsGroupError):
-            group = Group.create(
+            group = Group.from_store(
                 store, attributes=attributes, exists_ok=exists_ok, zarr_format=zarr_format
             )
 
@@ -203,7 +205,7 @@ def test_group_open(store: Store, zarr_format: ZarrFormat, exists_ok: bool) -> N
 
     # create the group
     attrs = {"path": "foo"}
-    group_created = Group.create(
+    group_created = Group.from_store(
         store, attributes=attrs, zarr_format=zarr_format, exists_ok=exists_ok
     )
     assert group_created.attrs == attrs
@@ -214,9 +216,9 @@ def test_group_open(store: Store, zarr_format: ZarrFormat, exists_ok: bool) -> N
     new_attrs = {"path": "bar"}
     if not exists_ok:
         with pytest.raises(ContainsGroupError):
-            Group.create(store, attributes=attrs, zarr_format=zarr_format, exists_ok=exists_ok)
+            Group.from_store(store, attributes=attrs, zarr_format=zarr_format, exists_ok=exists_ok)
     else:
-        group_created_again = Group.create(
+        group_created_again = Group.from_store(
             store, attributes=new_attrs, zarr_format=zarr_format, exists_ok=exists_ok
         )
         assert group_created_again.attrs == new_attrs
@@ -229,7 +231,7 @@ def test_group_getitem(store: Store, zarr_format: ZarrFormat) -> None:
     Test the `Group.__getitem__` method.
     """
 
-    group = Group.create(store, zarr_format=zarr_format)
+    group = Group.from_store(store, zarr_format=zarr_format)
     subgroup = group.create_group(name="subgroup")
     subarray = group.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
 
@@ -246,7 +248,7 @@ def test_group_delitem(store: Store, zarr_format: ZarrFormat) -> None:
     if not store.supports_deletes:
         pytest.skip("store does not support deletes")
 
-    group = Group.create(store, zarr_format=zarr_format)
+    group = Group.from_store(store, zarr_format=zarr_format)
     subgroup = group.create_group(name="subgroup")
     subarray = group.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
 
@@ -267,7 +269,7 @@ def test_group_iter(store: Store, zarr_format: ZarrFormat) -> None:
     Test the `Group.__iter__` method.
     """
 
-    group = Group.create(store, zarr_format=zarr_format)
+    group = Group.from_store(store, zarr_format=zarr_format)
     with pytest.raises(NotImplementedError):
         [x for x in group]  # type: ignore
 
@@ -277,7 +279,7 @@ def test_group_len(store: Store, zarr_format: ZarrFormat) -> None:
     Test the `Group.__len__` method.
     """
 
-    group = Group.create(store, zarr_format=zarr_format)
+    group = Group.from_store(store, zarr_format=zarr_format)
     with pytest.raises(NotImplementedError):
         len(group)  # type: ignore
 
@@ -286,7 +288,7 @@ def test_group_setitem(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test the `Group.__setitem__` method.
     """
-    group = Group.create(store, zarr_format=zarr_format)
+    group = Group.from_store(store, zarr_format=zarr_format)
     with pytest.raises(NotImplementedError):
         group["key"] = 10
 
@@ -295,14 +297,14 @@ def test_group_contains(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test the `Group.__contains__` method
     """
-    group = Group.create(store, zarr_format=zarr_format)
+    group = Group.from_store(store, zarr_format=zarr_format)
     assert "foo" not in group
     _ = group.create_group(name="foo")
     assert "foo" in group
 
 
 def test_group_child_iterators(store: Store, zarr_format: ZarrFormat):
-    group = Group.create(store, zarr_format=zarr_format)
+    group = Group.from_store(store, zarr_format=zarr_format)
     expected_group_keys = ["g0", "g1"]
     expected_group_values = [group.create_group(name=name) for name in expected_group_keys]
     expected_groups = list(zip(expected_group_keys, expected_group_values, strict=False))
@@ -330,7 +332,7 @@ def test_group_update_attributes(store: Store, zarr_format: ZarrFormat) -> None:
     Test the behavior of `Group.update_attributes`
     """
     attrs = {"foo": 100}
-    group = Group.create(store, zarr_format=zarr_format, attributes=attrs)
+    group = Group.from_store(store, zarr_format=zarr_format, attributes=attrs)
     assert group.attrs == attrs
     new_attrs = {"bar": 100}
     new_group = group.update_attributes(new_attrs)
@@ -342,7 +344,7 @@ async def test_group_update_attributes_async(store: Store, zarr_format: ZarrForm
     Test the behavior of `Group.update_attributes_async`
     """
     attrs = {"foo": 100}
-    group = Group.create(store, zarr_format=zarr_format, attributes=attrs)
+    group = Group.from_store(store, zarr_format=zarr_format, attributes=attrs)
     assert group.attrs == attrs
     new_attrs = {"bar": 100}
     new_group = await group.update_attributes_async(new_attrs)
@@ -357,9 +359,9 @@ def test_group_create_array(
     method: Literal["create_array", "array"],
 ) -> None:
     """
-    Test `Group.create_array`
+    Test `Group.from_store`
     """
-    group = Group.create(store, zarr_format=zarr_format)
+    group = Group.from_store(store, zarr_format=zarr_format)
     shape = (10, 10)
     dtype = "uint8"
     data = np.arange(np.prod(shape)).reshape(shape).astype(dtype)
@@ -388,7 +390,7 @@ def test_group_array_creation(
     store: Store,
     zarr_format: ZarrFormat,
 ):
-    group = Group.create(store, zarr_format=zarr_format)
+    group = Group.from_store(store, zarr_format=zarr_format)
     shape = (10, 10)
     empty_array = group.empty(name="empty", shape=shape)
     assert isinstance(empty_array, Array)
@@ -465,7 +467,7 @@ def test_group_creation_existing_node(
     Check that an existing array or group is handled as expected during group creation.
     """
     spath = StorePath(store)
-    group = Group.create(spath, zarr_format=zarr_format)
+    group = Group.from_store(spath, zarr_format=zarr_format)
     expected_exception: type[ContainsArrayError] | type[ContainsGroupError]
     attributes: dict[str, JSON] = {"old": True}
 
@@ -481,7 +483,7 @@ def test_group_creation_existing_node(
     new_attributes = {"new": True}
 
     if exists_ok:
-        node_new = Group.create(
+        node_new = Group.from_store(
             spath / "extant",
             attributes=new_attributes,
             zarr_format=zarr_format,
@@ -490,7 +492,7 @@ def test_group_creation_existing_node(
         assert node_new.attrs == new_attributes
     else:
         with pytest.raises(expected_exception):
-            node_new = Group.create(
+            node_new = Group.from_store(
                 spath / "extant",
                 attributes=new_attributes,
                 zarr_format=zarr_format,
@@ -504,11 +506,11 @@ async def test_asyncgroup_create(
     zarr_format: ZarrFormat,
 ) -> None:
     """
-    Test that `AsyncGroup.create` works as expected.
+    Test that `AsyncGroup.from_store` works as expected.
     """
     spath = StorePath(store=store)
     attributes = {"foo": 100}
-    agroup = await AsyncGroup.create(
+    agroup = await AsyncGroup.from_store(
         store,
         attributes=attributes,
         exists_ok=exists_ok,
@@ -520,7 +522,7 @@ async def test_asyncgroup_create(
 
     if not exists_ok:
         with pytest.raises(ContainsGroupError):
-            agroup = await AsyncGroup.create(
+            agroup = await AsyncGroup.from_store(
                 spath,
                 attributes=attributes,
                 exists_ok=exists_ok,
@@ -532,7 +534,7 @@ async def test_asyncgroup_create(
             spath / collision_name, shape=(10,), dtype="uint8", zarr_format=zarr_format
         )
         with pytest.raises(ContainsArrayError):
-            _ = await AsyncGroup.create(
+            _ = await AsyncGroup.from_store(
                 StorePath(store=store) / collision_name,
                 attributes=attributes,
                 exists_ok=exists_ok,
@@ -542,13 +544,13 @@ async def test_asyncgroup_create(
 
 async def test_asyncgroup_attrs(store: Store, zarr_format: ZarrFormat) -> None:
     attributes = {"foo": 100}
-    agroup = await AsyncGroup.create(store, zarr_format=zarr_format, attributes=attributes)
+    agroup = await AsyncGroup.from_store(store, zarr_format=zarr_format, attributes=attributes)
 
     assert agroup.attrs == agroup.metadata.attributes == attributes
 
 
 async def test_asyncgroup_info(store: Store, zarr_format: ZarrFormat) -> None:
-    agroup = await AsyncGroup.create(  # noqa
+    agroup = await AsyncGroup.from_store(  # noqa
         store,
         zarr_format=zarr_format,
     )
@@ -564,7 +566,7 @@ async def test_asyncgroup_open(
     Create an `AsyncGroup`, then ensure that we can open it using `AsyncGroup.open`
     """
     attributes = {"foo": 100}
-    group_w = await AsyncGroup.create(
+    group_w = await AsyncGroup.from_store(
         store=store,
         attributes=attributes,
         exists_ok=False,
@@ -581,7 +583,7 @@ async def test_asyncgroup_open_wrong_format(
     store: Store,
     zarr_format: ZarrFormat,
 ) -> None:
-    _ = await AsyncGroup.create(store=store, exists_ok=False, zarr_format=zarr_format)
+    _ = await AsyncGroup.from_store(store=store, exists_ok=False, zarr_format=zarr_format)
     zarr_format_wrong: ZarrFormat
     # try opening with the wrong zarr format
     if zarr_format == 3:
@@ -624,7 +626,7 @@ async def test_asyncgroup_getitem(store: Store, zarr_format: ZarrFormat) -> None
     Create an `AsyncGroup`, then create members of that group, and ensure that we can access those
     members via the `AsyncGroup.getitem` method.
     """
-    agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+    agroup = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
 
     array_name = "sub_array"
     sub_array = await agroup.create_array(
@@ -645,7 +647,7 @@ async def test_asyncgroup_delitem(store: Store, zarr_format: ZarrFormat) -> None
     if not store.supports_deletes:
         pytest.skip("store does not support deletes")
 
-    agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+    agroup = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
     array_name = "sub_array"
     _ = await agroup.create_array(
         name=array_name, shape=(10,), dtype="uint8", chunk_shape=(2,), attributes={"foo": 100}
@@ -677,7 +679,7 @@ async def test_asyncgroup_create_group(
     store: Store,
     zarr_format: ZarrFormat,
 ) -> None:
-    agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+    agroup = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
     sub_node_path = "sub_group"
     attributes = {"foo": 999}
     subnode = await agroup.create_group(name=sub_node_path, attributes=attributes)
@@ -697,11 +699,11 @@ async def test_asyncgroup_create_array(
     specified in create_array are present on the resulting array.
     """
 
-    agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+    agroup = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
 
     if not exists_ok:
         with pytest.raises(ContainsGroupError):
-            agroup = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+            agroup = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
 
     shape = (10,)
     dtype = "uint8"
@@ -734,7 +736,7 @@ async def test_asyncgroup_update_attributes(store: Store, zarr_format: ZarrForma
     """
     attributes_old = {"foo": 10}
     attributes_new = {"baz": "new"}
-    agroup = await AsyncGroup.create(
+    agroup = await AsyncGroup.from_store(
         store=store, zarr_format=zarr_format, attributes=attributes_old
     )
 
@@ -745,7 +747,7 @@ async def test_asyncgroup_update_attributes(store: Store, zarr_format: ZarrForma
 @pytest.mark.parametrize("store", ("local",), indirect=["store"])
 @pytest.mark.parametrize("zarr_format", (2, 3))
 async def test_serializable_async_group(store: LocalStore, zarr_format: ZarrFormat) -> None:
-    expected = await AsyncGroup.create(
+    expected = await AsyncGroup.from_store(
         store=store, attributes={"foo": 999}, zarr_format=zarr_format
     )
     p = pickle.dumps(expected)
@@ -756,7 +758,7 @@ async def test_serializable_async_group(store: LocalStore, zarr_format: ZarrForm
 @pytest.mark.parametrize("store", ("local",), indirect=["store"])
 @pytest.mark.parametrize("zarr_format", (2, 3))
 def test_serializable_sync_group(store: LocalStore, zarr_format: ZarrFormat) -> None:
-    expected = Group.create(store=store, attributes={"foo": 999}, zarr_format=zarr_format)
+    expected = Group.from_store(store=store, attributes={"foo": 999}, zarr_format=zarr_format)
     p = pickle.dumps(expected)
     actual = pickle.loads(p)
 
@@ -817,7 +819,7 @@ async def test_group_members_async(store: LocalStore | MemoryStore) -> None:
 
 
 async def test_require_group(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
-    root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+    root = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
 
     # create foo group
     _ = await root.create_group("foo", attributes={"foo": 100})
@@ -845,7 +847,7 @@ async def test_require_group(store: LocalStore | MemoryStore, zarr_format: ZarrF
 
 
 async def test_require_groups(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
-    root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+    root = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
     # create foo group
     _ = await root.create_group("foo", attributes={"foo": 100})
     # create bar group
@@ -866,7 +868,7 @@ async def test_require_groups(store: LocalStore | MemoryStore, zarr_format: Zarr
 
 
 async def test_create_dataset(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
-    root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+    root = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
     with pytest.warns(DeprecationWarning):
         foo = await root.create_dataset("foo", shape=(10,), dtype="uint8")
     assert foo.shape == (10,)
@@ -880,7 +882,7 @@ async def test_create_dataset(store: LocalStore | MemoryStore, zarr_format: Zarr
 
 
 async def test_require_array(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
-    root = await AsyncGroup.create(store=store, zarr_format=zarr_format)
+    root = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
     foo1 = await root.require_array("foo", shape=(10,), dtype="i8", attributes={"foo": 101})
     assert foo1.attrs == {"foo": 101}
     foo2 = await root.require_array("foo", shape=(10,), dtype="i8")
diff --git a/tests/v3/test_sync.py b/tests/v3/test_sync.py
index 22834747e7..864c9e01cb 100644
--- a/tests/v3/test_sync.py
+++ b/tests/v3/test_sync.py
@@ -4,7 +4,9 @@
 
 import pytest
 
+import zarr
 from zarr.core.sync import SyncError, SyncMixin, _get_lock, _get_loop, sync
+from zarr.store.memory import MemoryStore
 
 
 @pytest.fixture(params=[True, False])
@@ -121,3 +123,9 @@ def bar(self) -> list[int]:
     foo = SyncFoo(async_foo)
     assert foo.foo() == "foo"
     assert foo.bar() == list(range(10))
+
+
+def test_open_positional_args_deprecate():
+    store = MemoryStore({}, mode="w")
+    with pytest.warns(FutureWarning, match="pass"):
+        zarr.open(store, "w", shape=(1,))

From fb28fa50cf89dc1519d3150d56a702f322a1931c Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Mon, 23 Sep 2024 14:48:00 -0600
Subject: [PATCH 0687/1078] fix typo in store integration test (#2223)

---
 src/zarr/testing/store.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 8a9f27e4b8..ebd4b85c90 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -58,7 +58,7 @@ def test_store_eq(self, store: S, store_kwargs: dict[str, Any]) -> None:
         store2 = self.store_cls(**store_kwargs)
         assert store == store2
 
-    def test_serizalizable_store(self, store: S) -> None:
+    def test_serializable_store(self, store: S) -> None:
         foo = pickle.dumps(store)
         assert pickle.loads(foo) == store
 

From 2d3a36c7cc71f362be7f4b2cd128da727f24810a Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 23 Sep 2024 13:52:48 -0700
Subject: [PATCH 0688/1078] fix: validate v3 dtypes when loading/creating v3
 metadata (#2209)

---
 pyproject.toml                    |   1 +
 src/zarr/core/array_spec.py       |   5 +-
 src/zarr/core/common.py           |   7 --
 src/zarr/core/metadata/v2.py      |  29 ++++-
 src/zarr/core/metadata/v3.py      | 189 +++++++++++++++++++++++-------
 src/zarr/testing/strategies.py    |   9 +-
 tests/v3/test_api.py              |   4 +-
 tests/v3/test_array.py            |   6 +-
 tests/v3/test_metadata/test_v3.py | 121 ++++++++++++++++---
 9 files changed, 291 insertions(+), 80 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 41c2006b2f..63a58ac795 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -274,6 +274,7 @@ filterwarnings = [
     "ignore:PY_SSIZE_T_CLEAN will be required.*:DeprecationWarning",
     "ignore:The loop argument is deprecated since Python 3.8.*:DeprecationWarning",
     "ignore:Creating a zarr.buffer.gpu.*:UserWarning",
+    "ignore:Duplicate name:UserWarning",  # from ZipFile
 ]
 markers = [
     "gpu: mark a test as requiring CuPy and GPU"
diff --git a/src/zarr/core/array_spec.py b/src/zarr/core/array_spec.py
index e64a962bc3..1a251a0a4b 100644
--- a/src/zarr/core/array_spec.py
+++ b/src/zarr/core/array_spec.py
@@ -3,7 +3,7 @@
 from dataclasses import dataclass
 from typing import TYPE_CHECKING, Any, Literal
 
-from zarr.core.common import parse_dtype, parse_fill_value, parse_order, parse_shapelike
+from zarr.core.common import parse_fill_value, parse_order, parse_shapelike
 
 if TYPE_CHECKING:
     import numpy as np
@@ -29,12 +29,11 @@ def __init__(
         prototype: BufferPrototype,
     ) -> None:
         shape_parsed = parse_shapelike(shape)
-        dtype_parsed = parse_dtype(dtype)
         fill_value_parsed = parse_fill_value(fill_value)
         order_parsed = parse_order(order)
 
         object.__setattr__(self, "shape", shape_parsed)
-        object.__setattr__(self, "dtype", dtype_parsed)
+        object.__setattr__(self, "dtype", dtype)
         object.__setattr__(self, "fill_value", fill_value_parsed)
         object.__setattr__(self, "order", order_parsed)
         object.__setattr__(self, "prototype", prototype)
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index 8ebe5160bd..6847bd419f 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -19,8 +19,6 @@
 if TYPE_CHECKING:
     from collections.abc import Awaitable, Callable, Iterator
 
-import numpy as np
-import numpy.typing as npt
 
 ZARR_JSON = "zarr.json"
 ZARRAY_JSON = ".zarray"
@@ -155,11 +153,6 @@ def parse_shapelike(data: int | Iterable[int]) -> tuple[int, ...]:
     return data_tuple
 
 
-def parse_dtype(data: npt.DTypeLike) -> np.dtype[Any]:
-    # todo: real validation
-    return np.dtype(data)
-
-
 def parse_fill_value(data: Any) -> Any:
     # todo: real validation
     return data
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index af7821bea7..34bdbb537f 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 from collections.abc import Iterable
+from enum import Enum
 from typing import TYPE_CHECKING
 
 if TYPE_CHECKING:
@@ -21,7 +22,7 @@
 from zarr.core.array_spec import ArraySpec
 from zarr.core.chunk_grids import RegularChunkGrid
 from zarr.core.chunk_key_encodings import parse_separator
-from zarr.core.common import ZARRAY_JSON, ZATTRS_JSON, parse_dtype, parse_shapelike
+from zarr.core.common import ZARRAY_JSON, ZATTRS_JSON, parse_shapelike
 from zarr.core.config import config, parse_indexing_order
 from zarr.core.metadata.common import ArrayMetadata, parse_attributes
 
@@ -100,9 +101,24 @@ def _json_convert(
                 else:
                     return o.descr
             if np.isscalar(o):
-                # convert numpy scalar to python type, and pass
-                # python types through
-                return getattr(o, "item", lambda: o)()
+                out: Any
+                if hasattr(o, "dtype") and o.dtype.kind == "M" and hasattr(o, "view"):
+                    # https://github.com/zarr-developers/zarr-python/issues/2119
+                    # `.item()` on a datetime type might or might not return an
+                    # integer, depending on the value.
+                    # Explicitly cast to an int first, and then grab .item()
+                    out = o.view("i8").item()
+                else:
+                    # convert numpy scalar to python type, and pass
+                    # python types through
+                    out = getattr(o, "item", lambda: o)()
+                    if isinstance(out, complex):
+                        # python complex types are not JSON serializable, so we use the
+                        # serialization defined in the zarr v3 spec
+                        return [out.real, out.imag]
+                return out
+            if isinstance(o, Enum):
+                return o.name
             raise TypeError
 
         zarray_dict = self.to_dict()
@@ -157,6 +173,11 @@ def update_attributes(self, attributes: dict[str, JSON]) -> Self:
         return replace(self, attributes=attributes)
 
 
+def parse_dtype(data: npt.DTypeLike) -> np.dtype[Any]:
+    # todo: real validation
+    return np.dtype(data)
+
+
 def parse_zarr_format(data: object) -> Literal[2]:
     if data == 2:
         return 2
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 10047cbb93..603cd343af 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import warnings
 from typing import TYPE_CHECKING, cast, overload
 
 if TYPE_CHECKING:
@@ -24,7 +25,7 @@
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.chunk_grids import ChunkGrid, RegularChunkGrid
 from zarr.core.chunk_key_encodings import ChunkKeyEncoding
-from zarr.core.common import ZARR_JSON, parse_dtype, parse_named_configuration, parse_shapelike
+from zarr.core.common import ZARR_JSON, parse_named_configuration, parse_shapelike
 from zarr.core.config import config
 from zarr.core.metadata.common import ArrayMetadata, parse_attributes
 from zarr.registry import get_codec_class
@@ -70,6 +71,66 @@ def parse_dimension_names(data: object) -> tuple[str | None, ...] | None:
         raise TypeError(msg)
 
 
+class V3JsonEncoder(json.JSONEncoder):
+    def __init__(self, *args: Any, **kwargs: Any):
+        self.indent = kwargs.pop("indent", config.get("json_indent"))
+        super().__init__(*args, **kwargs)
+
+    def default(self, o: object) -> Any:
+        if isinstance(o, np.dtype):
+            return str(o)
+        if np.isscalar(o):
+            out: Any
+            if hasattr(o, "dtype") and o.dtype.kind == "M" and hasattr(o, "view"):
+                # https://github.com/zarr-developers/zarr-python/issues/2119
+                # `.item()` on a datetime type might or might not return an
+                # integer, depending on the value.
+                # Explicitly cast to an int first, and then grab .item()
+                out = o.view("i8").item()
+            else:
+                # convert numpy scalar to python type, and pass
+                # python types through
+                out = getattr(o, "item", lambda: o)()
+                if isinstance(out, complex):
+                    # python complex types are not JSON serializable, so we use the
+                    # serialization defined in the zarr v3 spec
+                    return [out.real, out.imag]
+                elif np.isnan(out):
+                    return "NaN"
+                elif np.isinf(out):
+                    return "Infinity" if out > 0 else "-Infinity"
+            return out
+        elif isinstance(o, Enum):
+            return o.name
+        # this serializes numcodecs compressors
+        # todo: implement to_dict for codecs
+        elif isinstance(o, numcodecs.abc.Codec):
+            config: dict[str, Any] = o.get_config()
+            return config
+        else:
+            return super().default(o)
+
+
+def _replace_special_floats(obj: object) -> Any:
+    """Helper function to replace NaN/Inf/-Inf values with special strings
+
+    Note: this cannot be done in the V3JsonEncoder because Python's `json.dumps` optimistically
+    converts NaN/Inf values to special types outside of the encoding step.
+    """
+    if isinstance(obj, float):
+        if np.isnan(obj):
+            return "NaN"
+        elif np.isinf(obj):
+            return "Infinity" if obj > 0 else "-Infinity"
+    elif isinstance(obj, dict):
+        # Recursively replace in dictionaries
+        return {k: _replace_special_floats(v) for k, v in obj.items()}
+    elif isinstance(obj, list):
+        # Recursively replace in lists
+        return [_replace_special_floats(item) for item in obj]
+    return obj
+
+
 @dataclass(frozen=True, kw_only=True)
 class ArrayV3Metadata(ArrayMetadata):
     shape: ChunkCoords
@@ -169,41 +230,8 @@ def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
         return self.chunk_key_encoding.encode_chunk_key(chunk_coords)
 
     def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
-        def _json_convert(o: object) -> Any:
-            if isinstance(o, np.dtype):
-                return str(o)
-            if np.isscalar(o):
-                out: Any
-                if hasattr(o, "dtype") and o.dtype.kind == "M" and hasattr(o, "view"):
-                    # https://github.com/zarr-developers/zarr-python/issues/2119
-                    # `.item()` on a datetime type might or might not return an
-                    # integer, depending on the value.
-                    # Explicitly cast to an int first, and then grab .item()
-                    out = o.view("i8").item()
-                else:
-                    # convert numpy scalar to python type, and pass
-                    # python types through
-                    out = getattr(o, "item", lambda: o)()
-                    if isinstance(out, complex):
-                        # python complex types are not JSON serializable, so we use the
-                        # serialization defined in the zarr v3 spec
-                        return [out.real, out.imag]
-                return out
-            if isinstance(o, Enum):
-                return o.name
-            # this serializes numcodecs compressors
-            # todo: implement to_dict for codecs
-            elif isinstance(o, numcodecs.abc.Codec):
-                config: dict[str, Any] = o.get_config()
-                return config
-            raise TypeError
-
-        json_indent = config.get("json_indent")
-        return {
-            ZARR_JSON: prototype.buffer.from_bytes(
-                json.dumps(self.to_dict(), default=_json_convert, indent=json_indent).encode()
-            )
-        }
+        d = _replace_special_floats(self.to_dict())
+        return {ZARR_JSON: prototype.buffer.from_bytes(json.dumps(d, cls=V3JsonEncoder).encode())}
 
     @classmethod
     def from_dict(cls, data: dict[str, JSON]) -> Self:
@@ -215,6 +243,9 @@ def from_dict(cls, data: dict[str, JSON]) -> Self:
         # check that the node_type attribute is correct
         _ = parse_node_type_array(_data.pop("node_type"))
 
+        # check that the data_type attribute is valid
+        _ = DataType(_data["data_type"])
+
         # dimension_names key is optional, normalize missing to `None`
         _data["dimension_names"] = _data.pop("dimension_names", None)
         # attributes key is optional, normalize missing to `None`
@@ -260,23 +291,38 @@ def update_attributes(self, attributes: dict[str, JSON]) -> Self:
 
 
 @overload
-def parse_fill_value(fill_value: object, dtype: BOOL_DTYPE) -> BOOL: ...
+def parse_fill_value(
+    fill_value: int | float | complex | str | bytes | np.generic | Sequence[Any] | bool | None,
+    dtype: BOOL_DTYPE,
+) -> BOOL: ...
 
 
 @overload
-def parse_fill_value(fill_value: object, dtype: INTEGER_DTYPE) -> INTEGER: ...
+def parse_fill_value(
+    fill_value: int | float | complex | str | bytes | np.generic | Sequence[Any] | bool | None,
+    dtype: INTEGER_DTYPE,
+) -> INTEGER: ...
 
 
 @overload
-def parse_fill_value(fill_value: object, dtype: FLOAT_DTYPE) -> FLOAT: ...
+def parse_fill_value(
+    fill_value: int | float | complex | str | bytes | np.generic | Sequence[Any] | bool | None,
+    dtype: FLOAT_DTYPE,
+) -> FLOAT: ...
 
 
 @overload
-def parse_fill_value(fill_value: object, dtype: COMPLEX_DTYPE) -> COMPLEX: ...
+def parse_fill_value(
+    fill_value: int | float | complex | str | bytes | np.generic | Sequence[Any] | bool | None,
+    dtype: COMPLEX_DTYPE,
+) -> COMPLEX: ...
 
 
 @overload
-def parse_fill_value(fill_value: object, dtype: np.dtype[Any]) -> Any:
+def parse_fill_value(
+    fill_value: int | float | complex | str | bytes | np.generic | Sequence[Any] | bool | None,
+    dtype: np.dtype[Any],
+) -> Any:
     # This dtype[Any] is unfortunately necessary right now.
     # See https://github.com/zarr-developers/zarr-python/issues/2131#issuecomment-2318010899
     # for more details, but `dtype` here (which comes from `parse_dtype`)
@@ -288,7 +334,7 @@ def parse_fill_value(fill_value: object, dtype: np.dtype[Any]) -> Any:
 
 
 def parse_fill_value(
-    fill_value: object,
+    fill_value: int | float | complex | str | bytes | np.generic | Sequence[Any] | bool | None,
     dtype: BOOL_DTYPE | INTEGER_DTYPE | FLOAT_DTYPE | COMPLEX_DTYPE | np.dtype[Any],
 ) -> BOOL | INTEGER | FLOAT | COMPLEX | Any:
     """
@@ -322,13 +368,40 @@ def parse_fill_value(
             else:
                 msg = (
                     f"Got an invalid fill value for complex data type {dtype}."
-                    f"Expected a sequence with 2 elements, but {fill_value} has "
+                    f"Expected a sequence with 2 elements, but {fill_value!r} has "
                     f"length {len(fill_value)}."
                 )
                 raise ValueError(msg)
-        msg = f"Cannot parse non-string sequence {fill_value} as a scalar with type {dtype}."
+        msg = f"Cannot parse non-string sequence {fill_value!r} as a scalar with type {dtype}."
         raise TypeError(msg)
-    return dtype.type(fill_value)  # type: ignore[arg-type]
+
+    # Cast the fill_value to the given dtype
+    try:
+        # This warning filter can be removed after Zarr supports numpy>=2.0
+        # The warning is saying that the future behavior of out of bounds casting will be to raise
+        # an OverflowError. In the meantime, we allow overflow and catch cases where
+        # fill_value != casted_value below.
+        with warnings.catch_warnings():
+            warnings.filterwarnings("ignore", category=DeprecationWarning)
+            casted_value = np.dtype(dtype).type(fill_value)
+    except (ValueError, OverflowError, TypeError) as e:
+        raise ValueError(f"fill value {fill_value!r} is not valid for dtype {dtype}") from e
+    # Check if the value is still representable by the dtype
+    if fill_value == "NaN" and np.isnan(casted_value):
+        pass
+    elif fill_value in ["Infinity", "-Infinity"] and not np.isfinite(casted_value):
+        pass
+    elif dtype.kind == "f":
+        # float comparison is not exact, especially when dtype <float64
+        # so we us np.isclose for this comparison.
+        # this also allows us to compare nan fill_values
+        if not np.isclose(fill_value, casted_value, equal_nan=True):
+            raise ValueError(f"fill value {fill_value!r} is not valid for dtype {dtype}")
+    else:
+        if fill_value != casted_value:
+            raise ValueError(f"fill value {fill_value!r} is not valid for dtype {dtype}")
+
+    return casted_value
 
 
 # For type checking
@@ -345,8 +418,11 @@ class DataType(Enum):
     uint16 = "uint16"
     uint32 = "uint32"
     uint64 = "uint64"
+    float16 = "float16"
     float32 = "float32"
     float64 = "float64"
+    complex64 = "complex64"
+    complex128 = "complex128"
 
     @property
     def byte_count(self) -> int:
@@ -360,8 +436,11 @@ def byte_count(self) -> int:
             DataType.uint16: 2,
             DataType.uint32: 4,
             DataType.uint64: 8,
+            DataType.float16: 2,
             DataType.float32: 4,
             DataType.float64: 8,
+            DataType.complex64: 8,
+            DataType.complex128: 16,
         }
         return data_type_byte_counts[self]
 
@@ -381,8 +460,11 @@ def to_numpy_shortname(self) -> str:
             DataType.uint16: "u2",
             DataType.uint32: "u4",
             DataType.uint64: "u8",
+            DataType.float16: "f2",
             DataType.float32: "f4",
             DataType.float64: "f8",
+            DataType.complex64: "c8",
+            DataType.complex128: "c16",
         }
         return data_type_to_numpy[self]
 
@@ -399,7 +481,24 @@ def from_dtype(cls, dtype: np.dtype[Any]) -> DataType:
             "<u2": "uint16",
             "<u4": "uint32",
             "<u8": "uint64",
+            "<f2": "float16",
             "<f4": "float32",
             "<f8": "float64",
+            "<c8": "complex64",
+            "<c16": "complex128",
         }
         return DataType[dtype_to_data_type[dtype.str]]
+
+
+def parse_dtype(data: npt.DTypeLike) -> np.dtype[Any]:
+    try:
+        dtype = np.dtype(data)
+    except (ValueError, TypeError) as e:
+        raise ValueError(f"Invalid V3 data_type: {data}") from e
+    # check that this is a valid v3 data_type
+    try:
+        _ = DataType.from_dtype(dtype)
+    except KeyError as e:
+        raise ValueError(f"Invalid V3 data_type: {dtype}") from e
+
+    return dtype
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 2f4ca8a697..3f9d1264d9 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -35,11 +35,14 @@
 paths = st.lists(node_names, min_size=1).map(lambda x: "/".join(x)) | st.just("/")
 np_arrays = npst.arrays(
     # TODO: re-enable timedeltas once they are supported
-    dtype=npst.scalar_dtypes().filter(lambda x: x.kind != "m"),
+    dtype=npst.scalar_dtypes().filter(
+        lambda x: (x.kind not in ["m", "M"]) and (x.byteorder not in [">"])
+    ),
     shape=npst.array_shapes(max_dims=4),
 )
 stores = st.builds(MemoryStore, st.just({}), mode=st.just("w"))
 compressors = st.sampled_from([None, "default"])
+format = st.sampled_from([2, 3])
 
 
 @st.composite  # type: ignore[misc]
@@ -69,12 +72,14 @@ def arrays(
     paths: st.SearchStrategy[None | str] = paths,
     array_names: st.SearchStrategy = array_names,
     attrs: st.SearchStrategy = attrs,
+    format: st.SearchStrategy = format,
 ) -> Array:
     store = draw(stores)
     nparray, chunks = draw(np_array_and_chunks(arrays=arrays))
     path = draw(paths)
     name = draw(array_names)
     attributes = draw(attrs)
+    zarr_format = draw(format)
     # compressor = draw(compressors)
 
     # TODO: clean this up
@@ -99,7 +104,7 @@ def arrays(
     expected_attrs = {} if attributes is None else attributes
 
     array_path = path + ("/" if not path.endswith("/") else "") + name
-    root = Group.from_store(store)
+    root = Group.from_store(store, zarr_format=zarr_format)
     fill_value_args: tuple[Any, ...] = tuple()
     if nparray.dtype.kind == "M":
         m = re.search(r"\[(.+)\]", nparray.dtype.str)
diff --git a/tests/v3/test_api.py b/tests/v3/test_api.py
index 728638c871..1b4330eef3 100644
--- a/tests/v3/test_api.py
+++ b/tests/v3/test_api.py
@@ -119,9 +119,11 @@ def test_open_with_mode_r(tmp_path: pathlib.Path) -> None:
     # 'r' means read only (must exist)
     with pytest.raises(FileNotFoundError):
         zarr.open(store=tmp_path, mode="r")
-    zarr.ones(store=tmp_path, shape=(3, 3))
+    z1 = zarr.ones(store=tmp_path, shape=(3, 3))
+    assert z1.fill_value == 1
     z2 = zarr.open(store=tmp_path, mode="r")
     assert isinstance(z2, Array)
+    assert z2.fill_value == 1
     assert (z2[:] == 1).all()
     with pytest.raises(ValueError):
         z2[:] = 3
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index fe5c782a1b..b3362c52b0 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -122,8 +122,10 @@ def test_array_v3_fill_value_default(
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
-@pytest.mark.parametrize("fill_value", [False, 0.0, 1, 2.3])
-@pytest.mark.parametrize("dtype_str", ["bool", "uint8", "float32", "complex64"])
+@pytest.mark.parametrize(
+    "dtype_str,fill_value",
+    [("bool", True), ("uint8", 99), ("float32", -99.9), ("complex64", 3 + 4j)],
+)
 def test_array_v3_fill_value(store: MemoryStore, fill_value: int, dtype_str: str) -> None:
     shape = (10,)
     arr = Array.create(
diff --git a/tests/v3/test_metadata/test_v3.py b/tests/v3/test_metadata/test_v3.py
index 0a545dfb9d..d4cf0c73e3 100644
--- a/tests/v3/test_metadata/test_v3.py
+++ b/tests/v3/test_metadata/test_v3.py
@@ -19,7 +19,12 @@
 import numpy as np
 import pytest
 
-from zarr.core.metadata.v3 import parse_dimension_names, parse_fill_value, parse_zarr_format
+from zarr.core.metadata.v3 import (
+    parse_dimension_names,
+    parse_dtype,
+    parse_fill_value,
+    parse_zarr_format,
+)
 
 bool_dtypes = ("bool",)
 
@@ -76,14 +81,34 @@ def test_parse_auto_fill_value(dtype_str: str) -> None:
     assert parse_fill_value(fill_value, dtype) == dtype.type(0)
 
 
-@pytest.mark.parametrize("fill_value", [0, 1.11, False, True])
-@pytest.mark.parametrize("dtype_str", dtypes)
+@pytest.mark.parametrize(
+    "fill_value,dtype_str",
+    [
+        (True, "bool"),
+        (False, "bool"),
+        (-8, "int8"),
+        (0, "int16"),
+        (1e10, "uint64"),
+        (-999, "float32"),
+        (1e32, "float64"),
+        (float("NaN"), "float64"),
+        (np.nan, "float64"),
+        (np.inf, "float64"),
+        (-1 * np.inf, "float64"),
+        (0j, "complex64"),
+    ],
+)
 def test_parse_fill_value_valid(fill_value: Any, dtype_str: str) -> None:
     """
     Test that parse_fill_value(fill_value, dtype) casts fill_value to the given dtype.
     """
     dtype = np.dtype(dtype_str)
-    assert parse_fill_value(fill_value, dtype) == dtype.type(fill_value)
+    parsed = parse_fill_value(fill_value, dtype)
+
+    if np.isnan(fill_value):
+        assert np.isnan(parsed)
+    else:
+        assert parsed == dtype.type(fill_value)
 
 
 @pytest.mark.parametrize("fill_value", ["not a valid value"])
@@ -138,8 +163,7 @@ def test_parse_fill_value_invalid_type(fill_value: Any, dtype_str: str) -> None:
     This test excludes bool because the bool constructor takes anything.
     """
     dtype = np.dtype(dtype_str)
-    match = "must be"
-    with pytest.raises(TypeError, match=match):
+    with pytest.raises(ValueError, match=r"fill value .* is not valid for dtype .*"):
         parse_fill_value(fill_value, dtype)
 
 
@@ -234,22 +258,87 @@ def test_metadata_to_dict(
     assert observed == expected
 
 
-@pytest.mark.parametrize("fill_value", [-1, 0, 1, 2932897])
-@pytest.mark.parametrize("precision", ["ns", "D"])
-async def test_datetime_metadata(fill_value: int, precision: str) -> None:
+# @pytest.mark.parametrize("fill_value", [-1, 0, 1, 2932897])
+# @pytest.mark.parametrize("precision", ["ns", "D"])
+# async def test_datetime_metadata(fill_value: int, precision: str) -> None:
+#     metadata_dict = {
+#         "zarr_format": 3,
+#         "node_type": "array",
+#         "shape": (1,),
+#         "chunk_grid": {"name": "regular", "configuration": {"chunk_shape": (1,)}},
+#         "data_type": f"<M8[{precision}]",
+#         "chunk_key_encoding": {"name": "default", "separator": "."},
+#         "codecs": (),
+#         "fill_value": np.datetime64(fill_value, precision),
+#     }
+#     metadata = ArrayV3Metadata.from_dict(metadata_dict)
+#     # ensure there isn't a TypeError here.
+#     d = metadata.to_buffer_dict(default_buffer_prototype())
+
+#     result = json.loads(d["zarr.json"].to_bytes())
+#     assert result["fill_value"] == fill_value
+
+
+async def test_invalid_dtype_raises() -> None:
     metadata_dict = {
         "zarr_format": 3,
         "node_type": "array",
         "shape": (1,),
         "chunk_grid": {"name": "regular", "configuration": {"chunk_shape": (1,)}},
-        "data_type": f"<M8[{precision}]",
+        "data_type": "<M8[ns]",
         "chunk_key_encoding": {"name": "default", "separator": "."},
         "codecs": (),
-        "fill_value": np.datetime64(fill_value, precision),
+        "fill_value": np.datetime64(0, "ns"),
     }
-    metadata = ArrayV3Metadata.from_dict(metadata_dict)
-    # ensure there isn't a TypeError here.
-    d = metadata.to_buffer_dict(default_buffer_prototype())
+    with pytest.raises(ValueError, match=r".* is not a valid DataType"):
+        ArrayV3Metadata.from_dict(metadata_dict)
 
-    result = json.loads(d["zarr.json"].to_bytes())
-    assert result["fill_value"] == fill_value
+
+@pytest.mark.parametrize("data", ["datetime64[s]", "foo", object()])
+def test_parse_invalid_dtype_raises(data):
+    with pytest.raises(ValueError, match=r"Invalid V3 data_type: .*"):
+        parse_dtype(data)
+
+
+@pytest.mark.parametrize(
+    "data_type,fill_value", [("uint8", -1), ("int32", 22.5), ("float32", "foo")]
+)
+async def test_invalid_fill_value_raises(data_type: str, fill_value: int | float) -> None:
+    metadata_dict = {
+        "zarr_format": 3,
+        "node_type": "array",
+        "shape": (1,),
+        "chunk_grid": {"name": "regular", "configuration": {"chunk_shape": (1,)}},
+        "data_type": data_type,
+        "chunk_key_encoding": {"name": "default", "separator": "."},
+        "codecs": (),
+        "fill_value": fill_value,  # this is not a valid fill value for uint8
+    }
+    with pytest.raises(ValueError, match=r"fill value .* is not valid for dtype .*"):
+        ArrayV3Metadata.from_dict(metadata_dict)
+
+
+@pytest.mark.parametrize("fill_value", [("NaN"), "Infinity", "-Infinity"])
+async def test_special_float_fill_values(fill_value: str) -> None:
+    metadata_dict = {
+        "zarr_format": 3,
+        "node_type": "array",
+        "shape": (1,),
+        "chunk_grid": {"name": "regular", "configuration": {"chunk_shape": (1,)}},
+        "data_type": "float64",
+        "chunk_key_encoding": {"name": "default", "separator": "."},
+        "codecs": (),
+        "fill_value": fill_value,  # this is not a valid fill value for uint8
+    }
+    m = ArrayV3Metadata.from_dict(metadata_dict)
+    d = json.loads(m.to_buffer_dict(default_buffer_prototype())["zarr.json"].to_bytes())
+    assert m.fill_value is not None
+    if fill_value == "NaN":
+        assert np.isnan(m.fill_value)
+        assert d["fill_value"] == "NaN"
+    elif fill_value == "Infinity":
+        assert np.isposinf(m.fill_value)
+        assert d["fill_value"] == "Infinity"
+    elif fill_value == "-Infinity":
+        assert np.isneginf(m.fill_value)
+        assert d["fill_value"] == "-Infinity"

From cd7321b6481e1d64ea21c97de8cd61685804d476 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 23 Sep 2024 13:59:42 -0700
Subject: [PATCH 0689/1078] chore: update pre-commit hooks (#2222)

---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 79c68418da..99a69dc541 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.6.5
+    rev: v0.6.7
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]

From 2a78497f5307fa43db177973beb91ee8c0dd1b0b Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Mon, 23 Sep 2024 22:46:13 -0500
Subject: [PATCH 0690/1078] Added Attributes.asdict (#2221)

---
 src/zarr/core/attributes.py | 3 +++
 tests/v3/test_attributes.py | 9 +++++++++
 2 files changed, 12 insertions(+)

diff --git a/src/zarr/core/attributes.py b/src/zarr/core/attributes.py
index 62ff5fc935..913a4b74ed 100644
--- a/src/zarr/core/attributes.py
+++ b/src/zarr/core/attributes.py
@@ -51,3 +51,6 @@ def put(self, d: dict[str, JSON]) -> None:
            {'a': 3, 'c': 4}
         """
         self._obj = self._obj.update_attributes(d)
+
+    def asdict(self) -> dict[str, JSON]:
+        return dict(self._obj.metadata.attributes)
diff --git a/tests/v3/test_attributes.py b/tests/v3/test_attributes.py
index 65b6a02e8d..14c60492be 100644
--- a/tests/v3/test_attributes.py
+++ b/tests/v3/test_attributes.py
@@ -11,3 +11,12 @@ def test_put() -> None:
     attrs.put({"a": 3, "c": 4})
     expected = {"a": 3, "c": 4}
     assert dict(attrs) == expected
+
+
+def test_asdict() -> None:
+    store = zarr.store.MemoryStore({}, mode="w")
+    attrs = zarr.core.attributes.Attributes(
+        zarr.Group.from_store(store, attributes={"a": 1, "b": 2})
+    )
+    result = attrs.asdict()
+    assert result == {"a": 1, "b": 2}

From ee2a3c60ab014803edba0a8b936f56e66b2c357b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 23 Sep 2024 21:46:42 -0600
Subject: [PATCH 0691/1078] Bump pypa/gh-action-pypi-publish in the actions
 group (#2219)

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.10.1 to 1.10.2
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.1...v1.10.2)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index bcff0f6154..b03ea06bf7 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -55,7 +55,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.10.1
+      - uses: pypa/gh-action-pypi-publish@v1.10.2
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From a0110796ac246d2996e9e8bffcbf5a436b0d9bf6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 23 Sep 2024 21:47:16 -0600
Subject: [PATCH 0692/1078] Bump pypa/gh-action-pypi-publish in the actions
 group (#2220)

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.10.1 to 1.10.2
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.1...v1.10.2)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 2d7cbd49b6..dccfbc208f 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -64,7 +64,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.10.1
+      - uses: pypa/gh-action-pypi-publish@v1.10.2
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From a4b250979cc3028941abfba29ac85be6bfe65731 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 24 Sep 2024 08:13:53 -0700
Subject: [PATCH 0693/1078] Fix/empty listdir (#2225)

* fix(store): report store is empty if no files are present in root
directory

* parse dtype again
---
 src/zarr/core/array_spec.py       | 7 ++++---
 src/zarr/store/local.py           | 8 ++++++--
 tests/v3/test_store/test_local.py | 5 +++++
 3 files changed, 15 insertions(+), 5 deletions(-)

diff --git a/src/zarr/core/array_spec.py b/src/zarr/core/array_spec.py
index 1a251a0a4b..e84a81cb05 100644
--- a/src/zarr/core/array_spec.py
+++ b/src/zarr/core/array_spec.py
@@ -3,11 +3,11 @@
 from dataclasses import dataclass
 from typing import TYPE_CHECKING, Any, Literal
 
+import numpy as np
+
 from zarr.core.common import parse_fill_value, parse_order, parse_shapelike
 
 if TYPE_CHECKING:
-    import numpy as np
-
     from zarr.core.buffer import BufferPrototype
     from zarr.core.common import ChunkCoords
 
@@ -29,11 +29,12 @@ def __init__(
         prototype: BufferPrototype,
     ) -> None:
         shape_parsed = parse_shapelike(shape)
+        dtype_parsed = np.dtype(dtype)
         fill_value_parsed = parse_fill_value(fill_value)
         order_parsed = parse_order(order)
 
         object.__setattr__(self, "shape", shape_parsed)
-        object.__setattr__(self, "dtype", dtype)
+        object.__setattr__(self, "dtype", dtype_parsed)
         object.__setattr__(self, "fill_value", fill_value_parsed)
         object.__setattr__(self, "order", order_parsed)
         object.__setattr__(self, "prototype", prototype)
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index c78837586f..fd209cd7c3 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -93,11 +93,15 @@ async def clear(self) -> None:
 
     async def empty(self) -> bool:
         try:
-            subpaths = os.listdir(self.root)
+            with os.scandir(self.root) as it:
+                for entry in it:
+                    if entry.is_file():
+                        # stop once a file is found
+                        return False
         except FileNotFoundError:
             return True
         else:
-            return not subpaths
+            return True
 
     def __str__(self) -> str:
         return f"file://{self.root}"
diff --git a/tests/v3/test_store/test_local.py b/tests/v3/test_store/test_local.py
index 5f1dde3fcc..bdd909c285 100644
--- a/tests/v3/test_store/test_local.py
+++ b/tests/v3/test_store/test_local.py
@@ -35,3 +35,8 @@ def test_store_supports_partial_writes(self, store: LocalStore) -> None:
 
     def test_store_supports_listing(self, store: LocalStore) -> None:
         assert store.supports_listing
+
+    async def test_empty_with_empty_subdir(self, store: LocalStore) -> None:
+        assert await store.empty()
+        (store.root / "foo/bar").mkdir(parents=True)
+        assert await store.empty()

From 30e2bc3ae0b7949cca9f477c5a43c6913631e3ef Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 24 Sep 2024 08:14:38 -0700
Subject: [PATCH 0694/1078] remove outdated v2 source code and tests from v3
 branch (#2182)

---
 src/zarr/v2/__init__.py                       |   54 -
 src/zarr/v2/_storage/__init__.py              |    0
 src/zarr/v2/_storage/absstore.py              |  224 --
 src/zarr/v2/_storage/store.py                 |  226 --
 src/zarr/v2/attrs.py                          |  158 -
 src/zarr/v2/codecs.py                         |    4 -
 src/zarr/v2/context.py                        |   19 -
 src/zarr/v2/convenience.py                    | 1284 --------
 src/zarr/v2/core.py                           | 2855 -----------------
 src/zarr/v2/creation.py                       |  707 ----
 src/zarr/v2/errors.py                         |   80 -
 src/zarr/v2/hierarchy.py                      | 1401 --------
 src/zarr/v2/indexing.py                       | 1074 -------
 src/zarr/v2/meta.py                           |  302 --
 src/zarr/v2/meta_v1.py                        |   64 -
 src/zarr/v2/n5.py                             |  897 ------
 src/zarr/v2/storage.py                        | 2822 ----------------
 src/zarr/v2/sync.py                           |   48 -
 src/zarr/v2/util.py                           |  788 -----
 tests/v2/__init__.py                          |    0
 tests/v2/conftest.py                          |    7 -
 tests/v2/fixture/.zgroup                      |    3 -
 .../fixture/dimension_separator/flat/.zarray  |   23 -
 tests/v2/fixture/dimension_separator/flat/0.0 |  Bin 48 -> 0 bytes
 .../dimension_separator/flat_legacy/.zarray   |   22 -
 .../dimension_separator/flat_legacy/0.0       |  Bin 48 -> 0 bytes
 .../dimension_separator/nested/.zarray        |   23 -
 .../v2/fixture/dimension_separator/nested/0/0 |  Bin 48 -> 0 bytes
 .../dimension_separator/nested_legacy/.zarray |   22 -
 .../dimension_separator/nested_legacy/0/0     |  Bin 48 -> 0 bytes
 .../fixture/test_format_compatibility/.zgroup |    3 -
 .../test_format_compatibility/array_0/.zgroup |    3 -
 .../array_0/compressor_0/.zarray              |   14 -
 .../array_0/compressor_0/0                    |  Bin 600 -> 0 bytes
 .../array_0/compressor_0/1                    |  Bin 600 -> 0 bytes
 .../array_0/compressor_1/.zarray              |   17 -
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diff --git a/src/zarr/v2/__init__.py b/src/zarr/v2/__init__.py
deleted file mode 100644
index 27c7595580..0000000000
--- a/src/zarr/v2/__init__.py
+++ /dev/null
@@ -1,54 +0,0 @@
-# flake8: noqa
-from zarr.v2.codecs import *
-from zarr.v2.convenience import (
-    consolidate_metadata,
-    copy,
-    copy_all,
-    copy_store,
-    load,
-    open,
-    open_consolidated,
-    save,
-    save_array,
-    save_group,
-    tree,
-)
-from zarr.v2.core import Array
-from zarr.v2.creation import (
-    array,
-    create,
-    empty,
-    empty_like,
-    full,
-    full_like,
-    ones,
-    ones_like,
-    open_array,
-    open_like,
-    zeros,
-    zeros_like,
-)
-from zarr.v2.errors import CopyError, MetadataError
-from zarr.v2.hierarchy import Group, group, open_group
-from zarr.v2.n5 import N5Store, N5FSStore
-from zarr.v2.storage import (
-    ABSStore,
-    DBMStore,
-    DictStore,
-    DirectoryStore,
-    KVStore,
-    LMDBStore,
-    LRUStoreCache,
-    MemoryStore,
-    MongoDBStore,
-    NestedDirectoryStore,
-    RedisStore,
-    SQLiteStore,
-    TempStore,
-    ZipStore,
-)
-from zarr.v2.sync import ProcessSynchronizer, ThreadSynchronizer
-from zarr._version import version as __version__
-
-# in case setuptools scm screw up and find version to be 0.0.0
-assert not __version__.startswith("0.0.0")
diff --git a/src/zarr/v2/_storage/__init__.py b/src/zarr/v2/_storage/__init__.py
deleted file mode 100644
index e69de29bb2..0000000000
diff --git a/src/zarr/v2/_storage/absstore.py b/src/zarr/v2/_storage/absstore.py
deleted file mode 100644
index c04ad240da..0000000000
--- a/src/zarr/v2/_storage/absstore.py
+++ /dev/null
@@ -1,224 +0,0 @@
-"""This module contains storage classes related to Azure Blob Storage (ABS)"""
-
-import warnings
-from numcodecs.compat import ensure_bytes
-from zarr.v2.util import normalize_storage_path
-from zarr.v2._storage.store import Store
-
-__doctest_requires__ = {
-    ("ABSStore", "ABSStore.*"): ["azure.storage.blob"],
-}
-
-
-class ABSStore(Store):
-    """Storage class using Azure Blob Storage (ABS).
-
-    Parameters
-    ----------
-    container : string
-        The name of the ABS container to use.
-
-        .. deprecated::
-           Use ``client`` instead.
-
-    prefix : string
-        Location of the "directory" to use as the root of the storage hierarchy
-        within the container.
-
-    account_name : string
-        The Azure blob storage account name.
-
-        .. deprecated:: 2.8.3
-           Use ``client`` instead.
-
-    account_key : string
-        The Azure blob storage account access key.
-
-        .. deprecated:: 2.8.3
-           Use ``client`` instead.
-
-    blob_service_kwargs : dictionary
-        Extra arguments to be passed into the azure blob client, for e.g. when
-        using the emulator, pass in blob_service_kwargs={'is_emulated': True}.
-
-        .. deprecated:: 2.8.3
-           Use ``client`` instead.
-
-    dimension_separator : {'.', '/'}, optional
-        Separator placed between the dimensions of a chunk.
-
-    client : azure.storage.blob.ContainerClient, optional
-        And ``azure.storage.blob.ContainerClient`` to connect with. See
-        `here <https://docs.microsoft.com/en-us/python/api/azure-storage-blob/azure.storage.blob.containerclient?view=azure-python>`_  # noqa
-        for more.
-
-        .. versionadded:: 2.8.3
-
-    Notes
-    -----
-    In order to use this store, you must install the Microsoft Azure Storage SDK for Python,
-    ``azure-storage-blob>=12.5.0``.
-    """
-
-    def __init__(
-        self,
-        container=None,
-        prefix="",
-        account_name=None,
-        account_key=None,
-        blob_service_kwargs=None,
-        dimension_separator=None,
-        client=None,
-    ):
-        self._dimension_separator = dimension_separator
-        self.prefix = normalize_storage_path(prefix)
-        if client is None:
-            # deprecated option, try to construct the client for them
-            msg = (
-                "Providing 'container', 'account_name', 'account_key', and 'blob_service_kwargs'"
-                "is deprecated. Provide and instance of 'azure.storage.blob.ContainerClient' "
-                "'client' instead."
-            )
-            warnings.warn(msg, FutureWarning, stacklevel=2)
-            from azure.storage.blob import ContainerClient
-
-            blob_service_kwargs = blob_service_kwargs or {}
-            client = ContainerClient(
-                "https://{}.blob.core.windows.net/".format(account_name),
-                container,
-                credential=account_key,
-                **blob_service_kwargs,
-            )
-
-        self.client = client
-        self._container = container
-        self._account_name = account_name
-        self._account_key = account_key
-
-    @staticmethod
-    def _warn_deprecated(property_):
-        msg = (
-            "The {} property is deprecated and will be removed in a future "
-            "version. Get the property from 'ABSStore.client' instead."
-        )
-        warnings.warn(msg.format(property_), FutureWarning, stacklevel=3)
-
-    @property
-    def container(self):
-        self._warn_deprecated("container")
-        return self._container
-
-    @property
-    def account_name(self):
-        self._warn_deprecated("account_name")
-        return self._account_name
-
-    @property
-    def account_key(self):
-        self._warn_deprecated("account_key")
-        return self._account_key
-
-    def _append_path_to_prefix(self, path):
-        if self.prefix == "":
-            return normalize_storage_path(path)
-        else:
-            return "/".join([self.prefix, normalize_storage_path(path)])
-
-    @staticmethod
-    def _strip_prefix_from_path(path, prefix):
-        # normalized things will not have any leading or trailing slashes
-        path_norm = normalize_storage_path(path)
-        prefix_norm = normalize_storage_path(prefix)
-        if prefix:
-            return path_norm[(len(prefix_norm) + 1) :]
-        else:
-            return path_norm
-
-    def __getitem__(self, key):
-        from azure.core.exceptions import ResourceNotFoundError
-
-        blob_name = self._append_path_to_prefix(key)
-        try:
-            return self.client.download_blob(blob_name).readall()
-        except ResourceNotFoundError:
-            raise KeyError("Blob %s not found" % blob_name)
-
-    def __setitem__(self, key, value):
-        value = ensure_bytes(value)
-        blob_name = self._append_path_to_prefix(key)
-        self.client.upload_blob(blob_name, value, overwrite=True)
-
-    def __delitem__(self, key):
-        from azure.core.exceptions import ResourceNotFoundError
-
-        try:
-            self.client.delete_blob(self._append_path_to_prefix(key))
-        except ResourceNotFoundError:
-            raise KeyError("Blob %s not found" % key)
-
-    def __eq__(self, other):
-        return (
-            isinstance(other, ABSStore)
-            and self.client == other.client
-            and self.prefix == other.prefix
-        )
-
-    def keys(self):
-        return list(self.__iter__())
-
-    def __iter__(self):
-        if self.prefix:
-            list_blobs_prefix = self.prefix + "/"
-        else:
-            list_blobs_prefix = None
-        for blob in self.client.list_blobs(list_blobs_prefix):
-            yield self._strip_prefix_from_path(blob.name, self.prefix)
-
-    def __len__(self):
-        return len(self.keys())
-
-    def __contains__(self, key):
-        blob_name = self._append_path_to_prefix(key)
-        return self.client.get_blob_client(blob_name).exists()
-
-    def listdir(self, path=None):
-        dir_path = normalize_storage_path(self._append_path_to_prefix(path))
-        if dir_path:
-            dir_path += "/"
-        items = [
-            self._strip_prefix_from_path(blob.name, dir_path)
-            for blob in self.client.walk_blobs(name_starts_with=dir_path, delimiter="/")
-        ]
-        return items
-
-    def rmdir(self, path=None):
-        dir_path = normalize_storage_path(self._append_path_to_prefix(path))
-        if dir_path:
-            dir_path += "/"
-        for blob in self.client.list_blobs(name_starts_with=dir_path):
-            self.client.delete_blob(blob)
-
-    def getsize(self, path=None):
-        store_path = normalize_storage_path(path)
-        fs_path = self._append_path_to_prefix(store_path)
-        if fs_path:
-            blob_client = self.client.get_blob_client(fs_path)
-        else:
-            blob_client = None
-
-        if blob_client and blob_client.exists():
-            return blob_client.get_blob_properties().size
-        else:
-            size = 0
-            if fs_path == "":
-                fs_path = None
-            elif not fs_path.endswith("/"):
-                fs_path += "/"
-            for blob in self.client.walk_blobs(name_starts_with=fs_path, delimiter="/"):
-                blob_client = self.client.get_blob_client(blob)
-                if blob_client.exists():
-                    size += blob_client.get_blob_properties().size
-            return size
-
-    def clear(self):
-        self.rmdir()
diff --git a/src/zarr/v2/_storage/store.py b/src/zarr/v2/_storage/store.py
deleted file mode 100644
index ec1dbf0565..0000000000
--- a/src/zarr/v2/_storage/store.py
+++ /dev/null
@@ -1,226 +0,0 @@
-from collections.abc import MutableMapping
-from typing import Any, List, Mapping, Optional, Sequence, Union
-
-from zarr.v2.meta import Metadata2
-from zarr.v2.util import normalize_storage_path
-from zarr.v2.context import Context
-
-
-# v2 store keys
-array_meta_key = ".zarray"
-group_meta_key = ".zgroup"
-attrs_key = ".zattrs"
-
-DEFAULT_ZARR_VERSION = 2
-
-
-class BaseStore(MutableMapping[str, Any]):
-    """Abstract base class for store implementations.
-
-    This is a thin wrapper over MutableMapping that provides methods to check
-    whether a store is readable, writeable, eraseable and or listable.
-
-    Stores cannot be mutable mapping as they do have a couple of other
-    requirements that would break Liskov substitution principle (stores only
-    allow strings as keys, mutable mapping are more generic).
-
-    Having no-op base method also helps simplifying store usage and do not need
-    to check the presence of attributes and methods, like `close()`.
-
-    Stores can be used as context manager to make sure they close on exit.
-
-    .. added: 2.11.0
-
-    """
-
-    _readable = True
-    _writeable = True
-    _erasable = True
-    _listable = True
-    _store_version = 2
-    _metadata_class = Metadata2
-
-    def is_readable(self):
-        return self._readable
-
-    def is_writeable(self):
-        return self._writeable
-
-    def is_listable(self):
-        return self._listable
-
-    def is_erasable(self):
-        return self._erasable
-
-    def __enter__(self):
-        if not hasattr(self, "_open_count"):
-            self._open_count = 0
-        self._open_count += 1
-        return self
-
-    def __exit__(self, exc_type, exc_value, traceback):
-        self._open_count -= 1
-        if self._open_count == 0:
-            self.close()
-
-    def close(self) -> None:
-        """Do nothing by default"""
-        pass
-
-    def rename(self, src_path: str, dst_path: str) -> None:
-        if not self.is_erasable():
-            raise NotImplementedError(
-                f'{type(self)} is not erasable, cannot call "rename"'
-            )  # pragma: no cover
-        _rename_from_keys(self, src_path, dst_path)
-
-    @staticmethod
-    def _ensure_store(store: Any):
-        """
-        We want to make sure internally that zarr stores are always a class
-        with a specific interface derived from ``BaseStore``, which is slightly
-        different than ``MutableMapping``.
-
-        We'll do this conversion in a few places automatically
-        """
-        from zarr.v2.storage import KVStore  # avoid circular import
-
-        if isinstance(store, BaseStore):
-            if not store._store_version == 2:
-                raise ValueError(
-                    f"cannot initialize a v2 store with a v{store._store_version} store"
-                )
-            return store
-        elif isinstance(store, MutableMapping):
-            return KVStore(store)
-        else:
-            for attr in [
-                "keys",
-                "values",
-                "get",
-                "__setitem__",
-                "__getitem__",
-                "__delitem__",
-                "__contains__",
-            ]:
-                if not hasattr(store, attr):
-                    break
-            else:
-                return KVStore(store)
-
-        raise ValueError(
-            "Starting with Zarr 2.11.0, stores must be subclasses of "
-            "BaseStore, if your store exposes the MutableMapping interface "
-            f"wrap it in zarr.v2.storage.KVStore. Got {store}"
-        )
-
-    def getitems(
-        self, keys: Sequence[str], *, contexts: Mapping[str, Context]
-    ) -> Mapping[str, Any]:
-        """Retrieve data from multiple keys.
-
-        Parameters
-        ----------
-        keys : Iterable[str]
-            The keys to retrieve
-        contexts: Mapping[str, Context]
-            A mapping of keys to their context. Each context is a mapping of store
-            specific information. E.g. a context could be a dict telling the store
-            the preferred output array type: `{"meta_array": cupy.empty(())}`
-
-        Returns
-        -------
-        Mapping
-            A collection mapping the input keys to their results.
-
-        Notes
-        -----
-        This default implementation uses __getitem__() to read each key sequentially and
-        ignores contexts. Overwrite this method to implement concurrent reads of multiple
-        keys and/or to utilize the contexts.
-        """
-        return {k: self[k] for k in keys if k in self}
-
-
-class Store(BaseStore):
-    """Abstract store class used by implementations following the Zarr v2 spec.
-
-    Adds public `listdir`, `rename`, and `rmdir` methods on top of BaseStore.
-
-    .. added: 2.11.0
-
-    """
-
-    def listdir(self, path: str = "") -> List[str]:
-        path = normalize_storage_path(path)
-        return _listdir_from_keys(self, path)
-
-    def rmdir(self, path: str = "") -> None:
-        if not self.is_erasable():
-            raise NotImplementedError(
-                f'{type(self)} is not erasable, cannot call "rmdir"'
-            )  # pragma: no cover
-        path = normalize_storage_path(path)
-        _rmdir_from_keys(self, path)
-
-
-# allow MutableMapping for backwards compatibility
-StoreLike = Union[BaseStore, MutableMapping[str, Any]]
-
-
-def _path_to_prefix(path: Optional[str]) -> str:
-    # assume path already normalized
-    if path:
-        prefix = path + "/"
-    else:
-        prefix = ""
-    return prefix
-
-
-def _rename_from_keys(store: BaseStore, src_path: str, dst_path: str) -> None:
-    # assume path already normalized
-    src_prefix = _path_to_prefix(src_path)
-    dst_prefix = _path_to_prefix(dst_path)
-    version = getattr(store, "_store_version", 2)
-    if version == 2:
-        for key in list(store.keys()):
-            if key.startswith(src_prefix):
-                new_key = dst_prefix + key.lstrip(src_prefix)
-                store[new_key] = store.pop(key)
-    else:
-        raise NotImplementedError("This function only supports Zarr version 2.")
-
-
-def _rmdir_from_keys(store: StoreLike, path: Optional[str] = None) -> None:
-    # assume path already normalized
-    prefix = _path_to_prefix(path)
-    for key in list(store.keys()):
-        if key.startswith(prefix):
-            del store[key]
-
-
-def _listdir_from_keys(store: BaseStore, path: Optional[str] = None) -> List[str]:
-    # assume path already normalized
-    prefix = _path_to_prefix(path)
-    children = set()
-    for key in list(store.keys()):
-        if key.startswith(prefix) and len(key) > len(prefix):
-            suffix = key[len(prefix) :]
-            child = suffix.split("/")[0]
-            children.add(child)
-    return sorted(children)
-
-
-def _prefix_to_array_key(store: StoreLike, prefix: str) -> str:
-    key = prefix + array_meta_key
-    return key
-
-
-def _prefix_to_group_key(store: StoreLike, prefix: str) -> str:
-    key = prefix + group_meta_key
-    return key
-
-
-def _prefix_to_attrs_key(store: StoreLike, prefix: str) -> str:
-    key = prefix + attrs_key
-    return key
diff --git a/src/zarr/v2/attrs.py b/src/zarr/v2/attrs.py
deleted file mode 100644
index af23d43b9e..0000000000
--- a/src/zarr/v2/attrs.py
+++ /dev/null
@@ -1,158 +0,0 @@
-from typing import Any
-import warnings
-from collections.abc import MutableMapping
-
-from zarr.v2._storage.store import Store
-from zarr.v2.util import json_dumps
-
-
-class Attributes(MutableMapping[str, Any]):
-    """Class providing access to user attributes on an array or group. Should not be
-    instantiated directly, will be available via the `.attrs` property of an array or
-    group.
-
-    Parameters
-    ----------
-    store : MutableMapping
-        The store in which to store the attributes.
-    key : str, optional
-        The key under which the attributes will be stored.
-    read_only : bool, optional
-        If True, attributes cannot be modified.
-    cache : bool, optional
-        If True (default), attributes will be cached locally.
-    synchronizer : Synchronizer
-        Only necessary if attributes may be modified from multiple threads or processes.
-
-    """
-
-    def __init__(self, store, key=".zattrs", read_only=False, cache=True, synchronizer=None):
-        _Store = Store
-        self.store = _Store._ensure_store(store)
-        self.key = key
-        self.read_only = read_only
-        self.cache = cache
-        self._cached_asdict = None
-        self.synchronizer = synchronizer
-
-    def _get_nosync(self):
-        try:
-            data = self.store[self.key]
-        except KeyError:
-            d: dict[str, Any] = dict()
-        else:
-            d = self.store._metadata_class.parse_metadata(data)
-        return d
-
-    def asdict(self):
-        """Retrieve all attributes as a dictionary."""
-        if self.cache and self._cached_asdict is not None:
-            return self._cached_asdict
-        d = self._get_nosync()
-        if self.cache:
-            self._cached_asdict = d
-        return d
-
-    def refresh(self):
-        """Refresh cached attributes from the store."""
-        if self.cache:
-            self._cached_asdict = self._get_nosync()
-
-    def __contains__(self, x):
-        return x in self.asdict()
-
-    def __getitem__(self, item):
-        return self.asdict()[item]
-
-    def _write_op(self, f, *args, **kwargs):
-        # guard condition
-        if self.read_only:
-            raise PermissionError("attributes are read-only")
-
-        # synchronization
-        if self.synchronizer is None:
-            return f(*args, **kwargs)
-        else:
-            with self.synchronizer[self.key]:
-                return f(*args, **kwargs)
-
-    def __setitem__(self, item, value):
-        self._write_op(self._setitem_nosync, item, value)
-
-    def _setitem_nosync(self, item, value):
-        # load existing data
-        d = self._get_nosync()
-
-        # set key value
-
-        d[item] = value
-
-        # _put modified data
-        self._put_nosync(d)
-
-    def __delitem__(self, item):
-        self._write_op(self._delitem_nosync, item)
-
-    def _delitem_nosync(self, key):
-        # load existing data
-        d = self._get_nosync()
-
-        # delete key value
-        del d[key]
-
-        # _put modified data
-        self._put_nosync(d)
-
-    def put(self, d):
-        """Overwrite all attributes with the key/value pairs in the provided dictionary
-        `d` in a single operation."""
-        self._write_op(self._put_nosync, d)
-
-    def _put_nosync(self, d):
-        d_to_check = d
-        if not all(isinstance(item, str) for item in d_to_check):
-            # TODO: Raise an error for non-string keys
-            # raise TypeError("attribute keys must be strings")
-            warnings.warn(
-                "only attribute keys of type 'string' will be allowed in the future",
-                DeprecationWarning,
-                stacklevel=2,
-            )
-
-            try:
-                d_to_check = {str(k): v for k, v in d_to_check.items()}
-            except TypeError as ex:  # pragma: no cover
-                raise TypeError("attribute keys can not be stringified") from ex
-
-            d = d_to_check
-
-        self.store[self.key] = json_dumps(d)
-        if self.cache:
-            self._cached_asdict = d
-
-    # noinspection PyMethodOverriding
-    def update(self, *args, **kwargs):
-        """Update the values of several attributes in a single operation."""
-        self._write_op(self._update_nosync, *args, **kwargs)
-
-    def _update_nosync(self, *args, **kwargs):
-        # load existing data
-        d = self._get_nosync()
-
-        # update
-        d.update(*args, **kwargs)
-
-        # _put modified data
-        self._put_nosync(d)
-
-    def keys(self):
-        return self.asdict().keys()
-
-    def __iter__(self):
-        return iter(self.asdict())
-
-    def __len__(self):
-        return len(self.asdict())
-
-    def _ipython_key_completions_(self):
-        return sorted(self)
diff --git a/src/zarr/v2/codecs.py b/src/zarr/v2/codecs.py
deleted file mode 100644
index 4ad68b8627..0000000000
--- a/src/zarr/v2/codecs.py
+++ /dev/null
@@ -1,4 +0,0 @@
-# flake8: noqa
-from numcodecs import *
-from numcodecs import get_codec, Blosc, Pickle, Zlib, Delta, AsType, BZ2
-from numcodecs.registry import codec_registry
diff --git a/src/zarr/v2/context.py b/src/zarr/v2/context.py
deleted file mode 100644
index 4eb1db7491..0000000000
--- a/src/zarr/v2/context.py
+++ /dev/null
@@ -1,19 +0,0 @@
-from typing import TypedDict
-
-from numcodecs.compat import NDArrayLike
-
-
-class Context(TypedDict, total=False):
-    """A context for component specific information
-
-    All keys are optional. Any component reading the context must provide
-    a default implementation in the case a key cannot be found.
-
-    Attributes
-    ----------
-    meta_array : array-like, optional
-        An array-like instance to use for determining the preferred output
-        array type.
-    """
-
-    meta_array: NDArrayLike
diff --git a/src/zarr/v2/convenience.py b/src/zarr/v2/convenience.py
deleted file mode 100644
index c066ee59e0..0000000000
--- a/src/zarr/v2/convenience.py
+++ /dev/null
@@ -1,1284 +0,0 @@
-"""Convenience functions for storing and loading data."""
-
-import itertools
-import os
-import re
-from collections.abc import Mapping, MutableMapping
-from zarr.v2.core import Array
-from zarr.v2.creation import array as _create_array
-from zarr.v2.creation import open_array
-from zarr.v2.errors import CopyError, PathNotFoundError
-from zarr.v2.hierarchy import Group
-from zarr.v2.hierarchy import group as _create_group
-from zarr.v2.hierarchy import open_group
-from zarr.v2.meta import json_dumps, json_loads
-from zarr.v2.storage import (
-    contains_array,
-    contains_group,
-    normalize_store_arg,
-    BaseStore,
-    ConsolidatedMetadataStore,
-)
-from zarr.v2.util import TreeViewer, buffer_size, normalize_storage_path
-
-from typing import Any, Union
-
-StoreLike = Union[BaseStore, MutableMapping[str, Any], str, None]
-
-_builtin_open = open  # builtin open is later shadowed by a local open function
-
-
-def _check_and_update_path(store: BaseStore, path):
-    if getattr(store, "_store_version", 2) > 2 and not path:
-        raise ValueError("path must be provided for v3 stores")
-    return normalize_storage_path(path)
-
-
-# noinspection PyShadowingBuiltins
-def open(store: StoreLike = None, mode: str = "a", *, path=None, **kwargs):
-    """Convenience function to open a group or array using file-mode-like semantics.
-
-    Parameters
-    ----------
-    store : Store or string, optional
-        Store or path to directory in file system or name of zip file.
-    mode : {'r', 'r+', 'a', 'w', 'w-'}, optional
-        Persistence mode: 'r' means read only (must exist); 'r+' means
-        read/write (must exist); 'a' means read/write (create if doesn't
-        exist); 'w' means create (overwrite if exists); 'w-' means create
-        (fail if exists).
-    path : str or None, optional
-        The path within the store to open.
-    **kwargs
-        Additional parameters are passed through to :func:`zarr.v2.creation.open_array` or
-        :func:`zarr.v2.hierarchy.open_group`.
-
-    Returns
-    -------
-    z : :class:`zarr.v2.core.Array` or :class:`zarr.v2.hierarchy.Group`
-        Array or group, depending on what exists in the given store.
-
-    See Also
-    --------
-    zarr.v2.creation.open_array, zarr.v2.hierarchy.open_group
-
-    Examples
-    --------
-
-    Storing data in a directory 'data/example.zarr' on the local file system::
-
-        >>> import zarr
-        >>> store = 'data/example.zarr'
-        >>> zw = zarr.v2.open(store, mode='w', shape=100, dtype='i4')  # open new array
-        >>> zw
-        <zarr.v2.core.Array (100,) int32>
-        >>> za = zarr.v2.open(store, mode='a')  # open existing array for reading and writing
-        >>> za
-        <zarr.v2.core.Array (100,) int32>
-        >>> zr = zarr.v2.open(store, mode='r')  # open existing array read-only
-        >>> zr
-        <zarr.v2.core.Array (100,) int32 read-only>
-        >>> gw = zarr.v2.open(store, mode='w')  # open new group, overwriting previous data
-        >>> gw
-        <zarr.v2.hierarchy.Group '/'>
-        >>> ga = zarr.v2.open(store, mode='a')  # open existing group for reading and writing
-        >>> ga
-        <zarr.v2.hierarchy.Group '/'>
-        >>> gr = zarr.v2.open(store, mode='r')  # open existing group read-only
-        >>> gr
-        <zarr.v2.hierarchy.Group '/' read-only>
-
-    """
-
-    # handle polymorphic store arg
-    # we pass storage options explicitly, since normalize_store_arg might construct
-    # a store if the input is a fsspec-compatible URL
-    _store: BaseStore = normalize_store_arg(
-        store, storage_options=kwargs.pop("storage_options", {}), mode=mode
-    )
-    # path = _check_and_update_path(_store, path)
-    path = normalize_storage_path(path)
-    kwargs["path"] = path
-
-    if mode in {"w", "w-", "x"}:
-        if "shape" in kwargs:
-            return open_array(_store, mode=mode, **kwargs)
-        else:
-            return open_group(_store, mode=mode, **kwargs)
-
-    elif mode == "a":
-        if "shape" in kwargs or contains_array(_store, path):
-            return open_array(_store, mode=mode, **kwargs)
-        else:
-            return open_group(_store, mode=mode, **kwargs)
-
-    else:
-        if contains_array(_store, path):
-            return open_array(_store, mode=mode, **kwargs)
-        elif contains_group(_store, path):
-            return open_group(_store, mode=mode, **kwargs)
-        else:
-            raise PathNotFoundError(path)
-
-
-def _might_close(path):
-    return isinstance(path, (str, os.PathLike))
-
-
-def save_array(store: StoreLike, arr, *, path=None, **kwargs):
-    """Convenience function to save a NumPy array to the local file system, following a
-    similar API to the NumPy save() function.
-
-    Parameters
-    ----------
-    store : MutableMapping or string
-        Store or path to directory in file system or name of zip file.
-    arr : ndarray
-        NumPy array with data to save.
-    path : str or None, optional
-        The path within the store where the array will be saved.
-    kwargs
-        Passed through to :func:`create`, e.g., compressor.
-
-    Examples
-    --------
-    Save an array to a directory on the file system (uses a :class:`DirectoryStore`)::
-
-        >>> import zarr
-        >>> import numpy as np
-        >>> arr = np.arange(10000)
-        >>> zarr.v2.save_array('data/example.zarr', arr)
-        >>> zarr.v2.load('data/example.zarr')
-        array([   0,    1,    2, ..., 9997, 9998, 9999])
-
-    Save an array to a single file (uses a :class:`ZipStore`)::
-
-        >>> zarr.v2.save_array('data/example.zip', arr)
-        >>> zarr.v2.load('data/example.zip')
-        array([   0,    1,    2, ..., 9997, 9998, 9999])
-
-    """
-    may_need_closing = _might_close(store)
-    _store: BaseStore = normalize_store_arg(store, mode="w")
-    path = _check_and_update_path(_store, path)
-    try:
-        _create_array(arr, store=_store, overwrite=True, path=path, **kwargs)
-    finally:
-        if may_need_closing:
-            # needed to ensure zip file records are written
-            _store.close()
-
-
-def save_group(store: StoreLike, *args, path=None, **kwargs):
-    """Convenience function to save several NumPy arrays to the local file system, following a
-    similar API to the NumPy savez()/savez_compressed() functions.
-
-    Parameters
-    ----------
-    store : MutableMapping or string
-        Store or path to directory in file system or name of zip file.
-    args : ndarray
-        NumPy arrays with data to save.
-    path : str or None, optional
-        Path within the store where the group will be saved.
-    kwargs
-        NumPy arrays with data to save.
-
-    Examples
-    --------
-    Save several arrays to a directory on the file system (uses a
-    :class:`DirectoryStore`):
-
-        >>> import zarr
-        >>> import numpy as np
-        >>> a1 = np.arange(10000)
-        >>> a2 = np.arange(10000, 0, -1)
-        >>> zarr.v2.save_group('data/example.zarr', a1, a2)
-        >>> loader = zarr.v2.load('data/example.zarr')
-        >>> loader
-        <LazyLoader: arr_0, arr_1>
-        >>> loader['arr_0']
-        array([   0,    1,    2, ..., 9997, 9998, 9999])
-        >>> loader['arr_1']
-        array([10000,  9999,  9998, ...,     3,     2,     1])
-
-    Save several arrays using named keyword arguments::
-
-        >>> zarr.v2.save_group('data/example.zarr', foo=a1, bar=a2)
-        >>> loader = zarr.v2.load('data/example.zarr')
-        >>> loader
-        <LazyLoader: bar, foo>
-        >>> loader['foo']
-        array([   0,    1,    2, ..., 9997, 9998, 9999])
-        >>> loader['bar']
-        array([10000,  9999,  9998, ...,     3,     2,     1])
-
-    Store several arrays in a single zip file (uses a :class:`ZipStore`)::
-
-        >>> zarr.v2.save_group('data/example.zip', foo=a1, bar=a2)
-        >>> loader = zarr.v2.load('data/example.zip')
-        >>> loader
-        <LazyLoader: bar, foo>
-        >>> loader['foo']
-        array([   0,    1,    2, ..., 9997, 9998, 9999])
-        >>> loader['bar']
-        array([10000,  9999,  9998, ...,     3,     2,     1])
-
-    Notes
-    -----
-    Default compression options will be used.
-
-    """
-    if len(args) == 0 and len(kwargs) == 0:
-        raise ValueError("at least one array must be provided")
-    # handle polymorphic store arg
-    may_need_closing = _might_close(store)
-    _store: BaseStore = normalize_store_arg(store, mode="w")
-    path = _check_and_update_path(_store, path)
-    try:
-        grp = _create_group(_store, path=path, overwrite=True)
-        for i, arr in enumerate(args):
-            k = "arr_{}".format(i)
-            grp.create_dataset(k, data=arr, overwrite=True)
-        for k, arr in kwargs.items():
-            grp.create_dataset(k, data=arr, overwrite=True)
-    finally:
-        if may_need_closing:
-            # needed to ensure zip file records are written
-            _store.close()
-
-
-def save(store: StoreLike, *args, path=None, **kwargs):
-    """Convenience function to save an array or group of arrays to the local file system.
-
-    Parameters
-    ----------
-    store : MutableMapping or string
-        Store or path to directory in file system or name of zip file.
-    args : ndarray
-        NumPy arrays with data to save.
-    path : str or None, optional
-        The path within the group where the arrays will be saved.
-    kwargs
-        NumPy arrays with data to save.
-
-    Examples
-    --------
-    Save an array to a directory on the file system (uses a :class:`DirectoryStore`)::
-
-        >>> import zarr
-        >>> import numpy as np
-        >>> arr = np.arange(10000)
-        >>> zarr.v2.save('data/example.zarr', arr)
-        >>> zarr.v2.load('data/example.zarr')
-        array([   0,    1,    2, ..., 9997, 9998, 9999])
-
-    Save an array to a Zip file (uses a :class:`ZipStore`)::
-
-        >>> zarr.v2.save('data/example.zip', arr)
-        >>> zarr.v2.load('data/example.zip')
-        array([   0,    1,    2, ..., 9997, 9998, 9999])
-
-    Save several arrays to a directory on the file system (uses a
-    :class:`DirectoryStore` and stores arrays in a group)::
-
-        >>> import zarr
-        >>> import numpy as np
-        >>> a1 = np.arange(10000)
-        >>> a2 = np.arange(10000, 0, -1)
-        >>> zarr.v2.save('data/example.zarr', a1, a2)
-        >>> loader = zarr.v2.load('data/example.zarr')
-        >>> loader
-        <LazyLoader: arr_0, arr_1>
-        >>> loader['arr_0']
-        array([   0,    1,    2, ..., 9997, 9998, 9999])
-        >>> loader['arr_1']
-        array([10000,  9999,  9998, ...,     3,     2,     1])
-
-    Save several arrays using named keyword arguments::
-
-        >>> zarr.v2.save('data/example.zarr', foo=a1, bar=a2)
-        >>> loader = zarr.v2.load('data/example.zarr')
-        >>> loader
-        <LazyLoader: bar, foo>
-        >>> loader['foo']
-        array([   0,    1,    2, ..., 9997, 9998, 9999])
-        >>> loader['bar']
-        array([10000,  9999,  9998, ...,     3,     2,     1])
-
-    Store several arrays in a single zip file (uses a :class:`ZipStore`)::
-
-        >>> zarr.v2.save('data/example.zip', foo=a1, bar=a2)
-        >>> loader = zarr.v2.load('data/example.zip')
-        >>> loader
-        <LazyLoader: bar, foo>
-        >>> loader['foo']
-        array([   0,    1,    2, ..., 9997, 9998, 9999])
-        >>> loader['bar']
-        array([10000,  9999,  9998, ...,     3,     2,     1])
-
-    See Also
-    --------
-    save_array, save_group
-
-    """
-    if len(args) == 0 and len(kwargs) == 0:
-        raise ValueError("at least one array must be provided")
-    if len(args) == 1 and len(kwargs) == 0:
-        save_array(store, args[0], path=path)
-    else:
-        save_group(store, *args, path=path, **kwargs)
-
-
-class LazyLoader(Mapping):
-    def __init__(self, grp):
-        self.grp = grp
-        self.cache = dict()
-
-    def __getitem__(self, item):
-        try:
-            return self.cache[item]
-        except KeyError:
-            arr = self.grp[item][...]
-            self.cache[item] = arr
-            return arr
-
-    def __len__(self):
-        return len(self.grp)
-
-    def __iter__(self):
-        return iter(self.grp)
-
-    def __contains__(self, item):
-        return item in self.grp
-
-    def __repr__(self):
-        r = "<LazyLoader: "
-        r += ", ".join(sorted(self.grp.array_keys()))
-        r += ">"
-        return r
-
-
-def load(store: StoreLike, path=None):
-    """Load data from an array or group into memory.
-
-    Parameters
-    ----------
-    store : MutableMapping or string
-        Store or path to directory in file system or name of zip file.
-    path : str or None, optional
-        The path within the store from which to load.
-
-    Returns
-    -------
-    out
-        If the store contains an array, out will be a numpy array. If the store contains
-        a group, out will be a dict-like object where keys are array names and values
-        are numpy arrays.
-
-    See Also
-    --------
-    save, savez
-
-    Notes
-    -----
-    If loading data from a group of arrays, data will not be immediately loaded into
-    memory. Rather, arrays will be loaded into memory as they are requested.
-
-    """
-    # handle polymorphic store arg
-    _store = normalize_store_arg(store)
-    path = _check_and_update_path(_store, path)
-    if contains_array(_store, path=path):
-        return Array(store=_store, path=path)[...]
-    elif contains_group(_store, path=path):
-        grp = Group(store=_store, path=path)
-        return LazyLoader(grp)
-
-
-def tree(grp, expand=False, level=None):
-    """Provide a ``print``-able display of the hierarchy. This function is provided
-    mainly as a convenience for obtaining a tree view of an h5py group - zarr groups
-    have a ``.tree()`` method.
-
-    Parameters
-    ----------
-    grp : Group
-        Zarr or h5py group.
-    expand : bool, optional
-        Only relevant for HTML representation. If True, tree will be fully expanded.
-    level : int, optional
-        Maximum depth to descend into hierarchy.
-
-    Examples
-    --------
-    >>> import zarr
-    >>> g1 = zarr.v2.group()
-    >>> g2 = g1.create_group('foo')
-    >>> g3 = g1.create_group('bar')
-    >>> g4 = g3.create_group('baz')
-    >>> g5 = g3.create_group('qux')
-    >>> d1 = g5.create_dataset('baz', shape=100, chunks=10)
-    >>> g1.tree()
-    /
-     ├── bar
-     │   ├── baz
-     │   └── qux
-     │       └── baz (100,) float64
-     └── foo
-    >>> import h5py
-    >>> h5f = h5py.File('data/example.h5', mode='w')
-    >>> zarr.v2.copy_all(g1, h5f)
-    (5, 0, 800)
-    >>> zarr.v2.tree(h5f)
-    /
-     ├── bar
-     │   ├── baz
-     │   └── qux
-     │       └── baz (100,) float64
-     └── foo
-
-    See Also
-    --------
-    zarr.v2.hierarchy.Group.tree
-
-    Notes
-    -----
-    Please note that this is an experimental feature. The behaviour of this
-    function is still evolving and the default output and/or parameters may change
-    in future versions.
-
-    """
-
-    return TreeViewer(grp, expand=expand, level=level)
-
-
-class _LogWriter:
-    def __init__(self, log):
-        self.log_func = None
-        self.log_file = None
-        self.needs_closing = False
-        if log is None:
-            # don't do any logging
-            pass
-        elif callable(log):
-            self.log_func = log
-        elif isinstance(log, str):
-            self.log_file = _builtin_open(log, mode="w")
-            self.needs_closing = True
-        elif hasattr(log, "write"):
-            self.log_file = log
-        else:
-            raise TypeError(
-                "log must be a callable function, file path or file-like object, found %r" % log
-            )
-
-    def __enter__(self):
-        return self
-
-    def __exit__(self, *args):
-        if self.log_file is not None and self.needs_closing:
-            self.log_file.close()
-
-    def __call__(self, *args, **kwargs):
-        if self.log_file is not None:
-            kwargs["file"] = self.log_file
-            print(*args, **kwargs)
-            if hasattr(self.log_file, "flush"):
-                # get immediate feedback
-                self.log_file.flush()
-        elif self.log_func is not None:
-            self.log_func(*args, **kwargs)
-
-
-def _log_copy_summary(log, dry_run, n_copied, n_skipped, n_bytes_copied):
-    # log a final message with a summary of what happened
-    if dry_run:
-        message = "dry run: "
-    else:
-        message = "all done: "
-    message += "{:,} copied, {:,} skipped".format(n_copied, n_skipped)
-    if not dry_run:
-        message += ", {:,} bytes copied".format(n_bytes_copied)
-    log(message)
-
-
-def copy_store(
-    source,
-    dest,
-    source_path="",
-    dest_path="",
-    excludes=None,
-    includes=None,
-    flags=0,
-    if_exists="raise",
-    dry_run=False,
-    log=None,
-):
-    """Copy data directly from the `source` store to the `dest` store. Use this
-    function when you want to copy a group or array in the most efficient way,
-    preserving all configuration and attributes. This function is more efficient
-    than the copy() or copy_all() functions because it avoids de-compressing and
-    re-compressing data, rather the compressed chunk data for each array are
-    copied directly between stores.
-
-    Parameters
-    ----------
-    source : Mapping
-        Store to copy data from.
-    dest : MutableMapping
-        Store to copy data into.
-    source_path : str, optional
-        Only copy data from under this path in the source store.
-    dest_path : str, optional
-        Copy data into this path in the destination store.
-    excludes : sequence of str, optional
-        One or more regular expressions which will be matched against keys in
-        the source store. Any matching key will not be copied.
-    includes : sequence of str, optional
-        One or more regular expressions which will be matched against keys in
-        the source store and will override any excludes also matching.
-    flags : int, optional
-        Regular expression flags used for matching excludes and includes.
-    if_exists : {'raise', 'replace', 'skip'}, optional
-        How to handle keys that already exist in the destination store. If
-        'raise' then a CopyError is raised on the first key already present
-        in the destination store. If 'replace' then any data will be replaced in
-        the destination. If 'skip' then any existing keys will not be copied.
-    dry_run : bool, optional
-        If True, don't actually copy anything, just log what would have
-        happened.
-    log : callable, file path or file-like object, optional
-        If provided, will be used to log progress information.
-
-    Returns
-    -------
-    n_copied : int
-        Number of items copied.
-    n_skipped : int
-        Number of items skipped.
-    n_bytes_copied : int
-        Number of bytes of data that were actually copied.
-
-    Examples
-    --------
-
-    >>> import zarr
-    >>> store1 = zarr.v2.DirectoryStore('data/example.zarr')
-    >>> root = zarr.v2.group(store1, overwrite=True)
-    >>> foo = root.create_group('foo')
-    >>> bar = foo.create_group('bar')
-    >>> baz = bar.create_dataset('baz', shape=100, chunks=50, dtype='i8')
-    >>> import numpy as np
-    >>> baz[:] = np.arange(100)
-    >>> root.tree()
-    /
-     └── foo
-         └── bar
-             └── baz (100,) int64
-    >>> from sys import stdout
-    >>> store2 = zarr.v2.ZipStore('data/example.zip', mode='w')
-    >>> zarr.v2.copy_store(store1, store2, log=stdout)
-    copy .zgroup
-    copy foo/.zgroup
-    copy foo/bar/.zgroup
-    copy foo/bar/baz/.zarray
-    copy foo/bar/baz/0
-    copy foo/bar/baz/1
-    all done: 6 copied, 0 skipped, 566 bytes copied
-    (6, 0, 566)
-    >>> new_root = zarr.v2.group(store2)
-    >>> new_root.tree()
-    /
-     └── foo
-         └── bar
-             └── baz (100,) int64
-    >>> new_root['foo/bar/baz'][:]
-    array([ 0,  1,  2,  ..., 97, 98, 99])
-    >>> store2.close()  # zip stores need to be closed
-
-    Notes
-    -----
-    Please note that this is an experimental feature. The behaviour of this
-    function is still evolving and the default behaviour and/or parameters may change
-    in future versions.
-
-    """
-
-    # normalize paths
-    source_path = normalize_storage_path(source_path)
-    dest_path = normalize_storage_path(dest_path)
-    if source_path:
-        source_path = source_path + "/"
-    if dest_path:
-        dest_path = dest_path + "/"
-
-    # normalize excludes and includes
-    if excludes is None:
-        excludes = []
-    elif isinstance(excludes, str):
-        excludes = [excludes]
-    if includes is None:
-        includes = []
-    elif isinstance(includes, str):
-        includes = [includes]
-    excludes = [re.compile(e, flags) for e in excludes]
-    includes = [re.compile(i, flags) for i in includes]
-
-    # check if_exists parameter
-    valid_if_exists = ["raise", "replace", "skip"]
-    if if_exists not in valid_if_exists:
-        raise ValueError(
-            "if_exists must be one of {!r}; found {!r}".format(valid_if_exists, if_exists)
-        )
-
-    # setup counting variables
-    n_copied = n_skipped = n_bytes_copied = 0
-
-    source_store_version = getattr(source, "_store_version", 2)
-    dest_store_version = getattr(dest, "_store_version", 2)
-    if source_store_version != dest_store_version:
-        raise ValueError("zarr stores must share the same protocol version")
-
-    if source_store_version > 2:
-        raise NotImplementedError("This function only supports Zarr version 2.")
-
-    # setup logging
-    with _LogWriter(log) as log:
-        # iterate over source keys
-        for source_key in sorted(source.keys()):
-            # filter to keys under source path
-            if source_store_version == 2:
-                if not source_key.startswith(source_path):
-                    continue
-            elif source_store_version == 3:
-                raise NotImplementedError("This function only supports Zarr version 2.")
-            # process excludes and includes
-            exclude = False
-            for prog in excludes:
-                if prog.search(source_key):
-                    exclude = True
-                    break
-            if exclude:
-                for prog in includes:
-                    if prog.search(source_key):
-                        exclude = False
-                        break
-            if exclude:
-                continue
-
-            # map key to destination path
-            if source_store_version == 2:
-                key_suffix = source_key[len(source_path) :]
-                dest_key = dest_path + key_suffix
-            elif source_store_version == 3:
-                raise NotImplementedError("This function only supports Zarr version 2.")
-            # create a descriptive label for this operation
-            descr = source_key
-            if dest_key != source_key:
-                descr = descr + " -> " + dest_key
-
-            # decide what to do
-            do_copy = True
-            if if_exists != "replace" and dest_key in dest:
-                if if_exists == "raise":
-                    raise CopyError("key {!r} exists in destination".format(dest_key))
-                elif if_exists == "skip":
-                    do_copy = False
-
-            # take action
-            if do_copy:
-                log("copy {}".format(descr))
-                if not dry_run:
-                    data = source[source_key]
-                    n_bytes_copied += buffer_size(data)
-                    dest[dest_key] = data
-                n_copied += 1
-            else:
-                log("skip {}".format(descr))
-                n_skipped += 1
-
-        # log a final message with a summary of what happened
-        _log_copy_summary(log, dry_run, n_copied, n_skipped, n_bytes_copied)
-
-    return n_copied, n_skipped, n_bytes_copied
-
-
-def _check_dest_is_group(dest):
-    if not hasattr(dest, "create_dataset"):
-        raise ValueError("dest must be a group, got {!r}".format(dest))
-
-
-def copy(
-    source,
-    dest,
-    name=None,
-    shallow=False,
-    without_attrs=False,
-    log=None,
-    if_exists="raise",
-    dry_run=False,
-    **create_kws,
-):
-    """Copy the `source` array or group into the `dest` group.
-
-    Parameters
-    ----------
-    source : group or array/dataset
-        A zarr group or array, or an h5py group or dataset.
-    dest : group
-        A zarr or h5py group.
-    name : str, optional
-        Name to copy the object to.
-    shallow : bool, optional
-        If True, only copy immediate children of `source`.
-    without_attrs : bool, optional
-        Do not copy user attributes.
-    log : callable, file path or file-like object, optional
-        If provided, will be used to log progress information.
-    if_exists : {'raise', 'replace', 'skip', 'skip_initialized'}, optional
-        How to handle arrays that already exist in the destination group. If
-        'raise' then a CopyError is raised on the first array already present
-        in the destination group. If 'replace' then any array will be
-        replaced in the destination. If 'skip' then any existing arrays will
-        not be copied. If 'skip_initialized' then any existing arrays with
-        all chunks initialized will not be copied (not available when copying to
-        h5py).
-    dry_run : bool, optional
-        If True, don't actually copy anything, just log what would have
-        happened.
-    **create_kws
-        Passed through to the create_dataset method when copying an array/dataset.
-
-    Returns
-    -------
-    n_copied : int
-        Number of items copied.
-    n_skipped : int
-        Number of items skipped.
-    n_bytes_copied : int
-        Number of bytes of data that were actually copied.
-
-    Examples
-    --------
-    Here's an example of copying a group named 'foo' from an HDF5 file to a
-    Zarr group::
-
-        >>> import h5py
-        >>> import zarr
-        >>> import numpy as np
-        >>> source = h5py.File('data/example.h5', mode='w')
-        >>> foo = source.create_group('foo')
-        >>> baz = foo.create_dataset('bar/baz', data=np.arange(100), chunks=(50,))
-        >>> spam = source.create_dataset('spam', data=np.arange(100, 200), chunks=(30,))
-        >>> zarr.v2.tree(source)
-        /
-         ├── foo
-         │   └── bar
-         │       └── baz (100,) int64
-         └── spam (100,) int64
-        >>> dest = zarr.v2.group()
-        >>> from sys import stdout
-        >>> zarr.v2.copy(source['foo'], dest, log=stdout)
-        copy /foo
-        copy /foo/bar
-        copy /foo/bar/baz (100,) int64
-        all done: 3 copied, 0 skipped, 800 bytes copied
-        (3, 0, 800)
-        >>> dest.tree()  # N.B., no spam
-        /
-         └── foo
-             └── bar
-                 └── baz (100,) int64
-        >>> source.close()
-
-    The ``if_exists`` parameter provides options for how to handle pre-existing data in
-    the destination. Here are some examples of these options, also using
-    ``dry_run=True`` to find out what would happen without actually copying anything::
-
-        >>> source = zarr.v2.group()
-        >>> dest = zarr.v2.group()
-        >>> baz = source.create_dataset('foo/bar/baz', data=np.arange(100))
-        >>> spam = source.create_dataset('foo/spam', data=np.arange(1000))
-        >>> existing_spam = dest.create_dataset('foo/spam', data=np.arange(1000))
-        >>> from sys import stdout
-        >>> try:
-        ...     zarr.v2.copy(source['foo'], dest, log=stdout, dry_run=True)
-        ... except zarr.v2.CopyError as e:
-        ...     print(e)
-        ...
-        copy /foo
-        copy /foo/bar
-        copy /foo/bar/baz (100,) int64
-        an object 'spam' already exists in destination '/foo'
-        >>> zarr.v2.copy(source['foo'], dest, log=stdout, if_exists='replace', dry_run=True)
-        copy /foo
-        copy /foo/bar
-        copy /foo/bar/baz (100,) int64
-        copy /foo/spam (1000,) int64
-        dry run: 4 copied, 0 skipped
-        (4, 0, 0)
-        >>> zarr.v2.copy(source['foo'], dest, log=stdout, if_exists='skip', dry_run=True)
-        copy /foo
-        copy /foo/bar
-        copy /foo/bar/baz (100,) int64
-        skip /foo/spam (1000,) int64
-        dry run: 3 copied, 1 skipped
-        (3, 1, 0)
-
-    Notes
-    -----
-    Please note that this is an experimental feature. The behaviour of this
-    function is still evolving and the default behaviour and/or parameters may change
-    in future versions.
-
-    """
-
-    # value checks
-    _check_dest_is_group(dest)
-
-    # setup logging
-    with _LogWriter(log) as log:
-        # do the copying
-        n_copied, n_skipped, n_bytes_copied = _copy(
-            log,
-            source,
-            dest,
-            name=name,
-            root=True,
-            shallow=shallow,
-            without_attrs=without_attrs,
-            if_exists=if_exists,
-            dry_run=dry_run,
-            **create_kws,
-        )
-
-        # log a final message with a summary of what happened
-        _log_copy_summary(log, dry_run, n_copied, n_skipped, n_bytes_copied)
-
-        return n_copied, n_skipped, n_bytes_copied
-
-
-def _copy(log, source, dest, name, root, shallow, without_attrs, if_exists, dry_run, **create_kws):
-    # N.B., if this is a dry run, dest may be None
-
-    # setup counting variables
-    n_copied = n_skipped = n_bytes_copied = 0
-
-    # are we copying to/from h5py?
-    source_h5py = source.__module__.startswith("h5py.")
-    dest_h5py = dest is not None and dest.__module__.startswith("h5py.")
-
-    # check if_exists parameter
-    valid_if_exists = ["raise", "replace", "skip", "skip_initialized"]
-    if if_exists not in valid_if_exists:
-        raise ValueError(
-            "if_exists must be one of {!r}; found {!r}".format(valid_if_exists, if_exists)
-        )
-    if dest_h5py and if_exists == "skip_initialized":
-        raise ValueError("{!r} can only be used when copying to zarr".format(if_exists))
-
-    # determine name to copy to
-    if name is None:
-        name = source.name.split("/")[-1]
-        if not name:
-            # this can happen if source is the root group
-            raise TypeError(
-                "source has no name, please provide the `name` "
-                "parameter to indicate a name to copy to"
-            )
-
-    if hasattr(source, "shape"):
-        # copy a dataset/array
-
-        # check if already exists, decide what to do
-        do_copy = True
-        exists = dest is not None and name in dest
-        if exists:
-            if if_exists == "raise":
-                raise CopyError(
-                    "an object {!r} already exists in destination {!r}".format(name, dest.name)
-                )
-            elif if_exists == "skip":
-                do_copy = False
-            elif if_exists == "skip_initialized":
-                ds = dest[name]
-                if ds.nchunks_initialized == ds.nchunks:
-                    do_copy = False
-
-        # take action
-        if do_copy:
-            # log a message about what we're going to do
-            log("copy {} {} {}".format(source.name, source.shape, source.dtype))
-
-            if not dry_run:
-                # clear the way
-                if exists:
-                    del dest[name]
-
-                # setup creation keyword arguments
-                kws = create_kws.copy()
-
-                # setup chunks option, preserve by default
-                kws.setdefault("chunks", source.chunks)
-
-                # setup compression options
-                if source_h5py:
-                    if dest_h5py:
-                        # h5py -> h5py; preserve compression options by default
-                        kws.setdefault("compression", source.compression)
-                        kws.setdefault("compression_opts", source.compression_opts)
-                        kws.setdefault("shuffle", source.shuffle)
-                        kws.setdefault("fletcher32", source.fletcher32)
-                        kws.setdefault("fillvalue", source.fillvalue)
-                    else:
-                        # h5py -> zarr; use zarr default compression options
-                        kws.setdefault("fill_value", source.fillvalue)
-                else:
-                    if dest_h5py:
-                        # zarr -> h5py; use some vaguely sensible defaults
-                        kws.setdefault("chunks", True)
-                        kws.setdefault("compression", "gzip")
-                        kws.setdefault("compression_opts", 1)
-                        kws.setdefault("shuffle", False)
-                        kws.setdefault("fillvalue", source.fill_value)
-                    else:
-                        # zarr -> zarr; preserve compression options by default
-                        kws.setdefault("compressor", source.compressor)
-                        kws.setdefault("filters", source.filters)
-                        kws.setdefault("order", source.order)
-                        kws.setdefault("fill_value", source.fill_value)
-
-                # create new dataset in destination
-                ds = dest.create_dataset(name, shape=source.shape, dtype=source.dtype, **kws)
-
-                # copy data - N.B., go chunk by chunk to avoid loading
-                # everything into memory
-                shape = ds.shape
-                chunks = ds.chunks
-                chunk_offsets = [range(0, s, c) for s, c in zip(shape, chunks)]
-                for offset in itertools.product(*chunk_offsets):
-                    sel = tuple(slice(o, min(s, o + c)) for o, s, c in zip(offset, shape, chunks))
-                    ds[sel] = source[sel]
-                n_bytes_copied += ds.size * ds.dtype.itemsize
-
-                # copy attributes
-                if not without_attrs:
-                    if dest_h5py and "filters" in source.attrs:
-                        # No filters key in v3 metadata so it was stored in the
-                        # attributes instead. We cannot copy this key to
-                        # HDF5 attrs, though!
-                        source_attrs = source.attrs.asdict().copy()
-                        source_attrs.pop("filters", None)
-                    else:
-                        source_attrs = source.attrs
-                    ds.attrs.update(source_attrs)
-
-            n_copied += 1
-
-        else:
-            log("skip {} {} {}".format(source.name, source.shape, source.dtype))
-            n_skipped += 1
-
-    elif root or not shallow:
-        # copy a group
-
-        # check if an array is in the way
-        do_copy = True
-        exists_array = dest is not None and name in dest and hasattr(dest[name], "shape")
-        if exists_array:
-            if if_exists == "raise":
-                raise CopyError(
-                    "an array {!r} already exists in destination {!r}".format(name, dest.name)
-                )
-            elif if_exists == "skip":
-                do_copy = False
-
-        # take action
-        if do_copy:
-            # log action
-            log("copy {}".format(source.name))
-
-            if not dry_run:
-                # clear the way
-                if exists_array:
-                    del dest[name]
-
-                # require group in destination
-                grp = dest.require_group(name)
-
-                # copy attributes
-                if not without_attrs:
-                    grp.attrs.update(source.attrs)
-
-            else:
-                # setup for dry run without creating any groups in the
-                # destination
-                if dest is not None:
-                    grp = dest.get(name, None)
-                else:
-                    grp = None
-
-            # recurse
-            for k in source.keys():
-                c, s, b = _copy(
-                    log,
-                    source[k],
-                    grp,
-                    name=k,
-                    root=False,
-                    shallow=shallow,
-                    without_attrs=without_attrs,
-                    if_exists=if_exists,
-                    dry_run=dry_run,
-                    **create_kws,
-                )
-                n_copied += c
-                n_skipped += s
-                n_bytes_copied += b
-
-            n_copied += 1
-
-        else:
-            log("skip {}".format(source.name))
-            n_skipped += 1
-
-    return n_copied, n_skipped, n_bytes_copied
-
-
-def copy_all(
-    source,
-    dest,
-    shallow=False,
-    without_attrs=False,
-    log=None,
-    if_exists="raise",
-    dry_run=False,
-    **create_kws,
-):
-    """Copy all children of the `source` group into the `dest` group.
-
-    Parameters
-    ----------
-    source : group or array/dataset
-        A zarr group or array, or an h5py group or dataset.
-    dest : group
-        A zarr or h5py group.
-    shallow : bool, optional
-        If True, only copy immediate children of `source`.
-    without_attrs : bool, optional
-        Do not copy user attributes.
-    log : callable, file path or file-like object, optional
-        If provided, will be used to log progress information.
-    if_exists : {'raise', 'replace', 'skip', 'skip_initialized'}, optional
-        How to handle arrays that already exist in the destination group. If
-        'raise' then a CopyError is raised on the first array already present
-        in the destination group. If 'replace' then any array will be
-        replaced in the destination. If 'skip' then any existing arrays will
-        not be copied. If 'skip_initialized' then any existing arrays with
-        all chunks initialized will not be copied (not available when copying to
-        h5py).
-    dry_run : bool, optional
-        If True, don't actually copy anything, just log what would have
-        happened.
-    **create_kws
-        Passed through to the create_dataset method when copying an
-        array/dataset.
-
-    Returns
-    -------
-    n_copied : int
-        Number of items copied.
-    n_skipped : int
-        Number of items skipped.
-    n_bytes_copied : int
-        Number of bytes of data that were actually copied.
-
-    Examples
-    --------
-    >>> import h5py
-    >>> import zarr
-    >>> import numpy as np
-    >>> source = h5py.File('data/example.h5', mode='w')
-    >>> foo = source.create_group('foo')
-    >>> baz = foo.create_dataset('bar/baz', data=np.arange(100), chunks=(50,))
-    >>> spam = source.create_dataset('spam', data=np.arange(100, 200), chunks=(30,))
-    >>> zarr.v2.tree(source)
-    /
-     ├── foo
-     │   └── bar
-     │       └── baz (100,) int64
-     └── spam (100,) int64
-    >>> dest = zarr.v2.group()
-    >>> import sys
-    >>> zarr.v2.copy_all(source, dest, log=sys.stdout)
-    copy /foo
-    copy /foo/bar
-    copy /foo/bar/baz (100,) int64
-    copy /spam (100,) int64
-    all done: 4 copied, 0 skipped, 1,600 bytes copied
-    (4, 0, 1600)
-    >>> dest.tree()
-    /
-     ├── foo
-     │   └── bar
-     │       └── baz (100,) int64
-     └── spam (100,) int64
-    >>> source.close()
-
-    Notes
-    -----
-    Please note that this is an experimental feature. The behaviour of this
-    function is still evolving and the default behaviour and/or parameters may change
-    in future versions.
-
-    """
-
-    # value checks
-    _check_dest_is_group(dest)
-
-    # setup counting variables
-    n_copied = n_skipped = n_bytes_copied = 0
-
-    # setup logging
-    with _LogWriter(log) as log:
-        for k in source.keys():
-            c, s, b = _copy(
-                log,
-                source[k],
-                dest,
-                name=k,
-                root=False,
-                shallow=shallow,
-                without_attrs=without_attrs,
-                if_exists=if_exists,
-                dry_run=dry_run,
-                **create_kws,
-            )
-            n_copied += c
-            n_skipped += s
-            n_bytes_copied += b
-
-        dest.attrs.update(**source.attrs)
-
-        # log a final message with a summary of what happened
-        _log_copy_summary(log, dry_run, n_copied, n_skipped, n_bytes_copied)
-
-    return n_copied, n_skipped, n_bytes_copied
-
-
-def consolidate_metadata(store: BaseStore, metadata_key=".zmetadata", *, path=""):
-    """
-    Consolidate all metadata for groups and arrays within the given store
-    into a single resource and put it under the given key.
-
-    This produces a single object in the backend store, containing all the
-    metadata read from all the zarr-related keys that can be found. After
-    metadata have been consolidated, use :func:`open_consolidated` to open
-    the root group in optimised, read-only mode, using the consolidated
-    metadata to reduce the number of read operations on the backend store.
-
-    Note, that if the metadata in the store is changed after this
-    consolidation, then the metadata read by :func:`open_consolidated`
-    would be incorrect unless this function is called again.
-
-    .. note:: This is an experimental feature.
-
-    Parameters
-    ----------
-    store : MutableMapping or string
-        Store or path to directory in file system or name of zip file.
-    metadata_key : str
-        Key to put the consolidated metadata under.
-    path : str or None
-        Path corresponding to the group that is being consolidated. Not required
-        for zarr v2 stores.
-
-    Returns
-    -------
-    g : :class:`zarr.v2.hierarchy.Group`
-        Group instance, opened with the new consolidated metadata.
-
-    See Also
-    --------
-    open_consolidated
-
-    """
-    store = normalize_store_arg(store, mode="w")
-
-    version = store._store_version
-
-    if version == 2:
-
-        def is_zarr_key(key):
-            return key.endswith(".zarray") or key.endswith(".zgroup") or key.endswith(".zattrs")
-
-    else:
-        raise NotImplementedError("This function only supports Zarr version 2.")
-    out = {
-        "zarr_consolidated_format": 1,
-        "metadata": {key: json_loads(store[key]) for key in store if is_zarr_key(key)},
-    }
-    store[metadata_key] = json_dumps(out)
-    return open_consolidated(store, metadata_key=metadata_key, path=path)
-
-
-def open_consolidated(store: StoreLike, metadata_key=".zmetadata", mode="r+", **kwargs):
-    """Open group using metadata previously consolidated into a single key.
-
-    This is an optimised method for opening a Zarr group, where instead of
-    traversing the group/array hierarchy by accessing the metadata keys at
-    each level, a single key contains all of the metadata for everything.
-    For remote data sources where the overhead of accessing a key is large
-    compared to the time to read data.
-
-    The group accessed must have already had its metadata consolidated into a
-    single key using the function :func:`consolidate_metadata`.
-
-    This optimised method only works in modes which do not change the
-    metadata, although the data may still be written/updated.
-
-    Parameters
-    ----------
-    store : MutableMapping or string
-        Store or path to directory in file system or name of zip file.
-    metadata_key : str
-        Key to read the consolidated metadata from. The default (.zmetadata)
-        corresponds to the default used by :func:`consolidate_metadata`.
-    mode : {'r', 'r+'}, optional
-        Persistence mode: 'r' means read only (must exist); 'r+' means
-        read/write (must exist) although only writes to data are allowed,
-        changes to metadata including creation of new arrays or group
-        are not allowed.
-    **kwargs
-        Additional parameters are passed through to :func:`zarr.v2.creation.open_array` or
-        :func:`zarr.v2.hierarchy.open_group`.
-
-    Returns
-    -------
-    g : :class:`zarr.v2.hierarchy.Group`
-        Group instance, opened with the consolidated metadata.
-
-    See Also
-    --------
-    consolidate_metadata
-
-    """
-
-    # normalize parameters
-    store = normalize_store_arg(store, storage_options=kwargs.get("storage_options"), mode=mode)
-    if mode not in {"r", "r+"}:
-        raise ValueError("invalid mode, expected either 'r' or 'r+'; found {!r}".format(mode))
-
-    path = kwargs.pop("path", None)
-    if store._store_version == 2:
-        ConsolidatedStoreClass = ConsolidatedMetadataStore
-    else:
-        raise NotImplementedError("This function only supports Zarr version 2.")
-
-    # setup metadata store
-    meta_store = ConsolidatedStoreClass(store, metadata_key=metadata_key)
-
-    # pass through
-    chunk_store = kwargs.pop("chunk_store", None) or store
-    return open(store=meta_store, chunk_store=chunk_store, mode=mode, path=path, **kwargs)
diff --git a/src/zarr/v2/core.py b/src/zarr/v2/core.py
deleted file mode 100644
index 9eeb467d68..0000000000
--- a/src/zarr/v2/core.py
+++ /dev/null
@@ -1,2855 +0,0 @@
-import binascii
-import hashlib
-import itertools
-import math
-import operator
-import re
-from functools import reduce
-from typing import Any
-
-import numpy as np
-from numcodecs import AsType, get_codec
-from numcodecs.compat import ensure_bytes, ensure_ndarray_like
-
-from zarr.v2._storage.store import _prefix_to_attrs_key
-from zarr.v2.attrs import Attributes
-from zarr.v2.context import Context
-from zarr.v2.errors import ArrayNotFoundError, ReadOnlyError, ArrayIndexError
-from zarr.v2.indexing import (
-    BasicIndexer,
-    CoordinateIndexer,
-    MaskIndexer,
-    OIndex,
-    OrthogonalIndexer,
-    VIndex,
-    BlockIndex,
-    BlockIndexer,
-    PartialChunkIterator,
-    check_fields,
-    check_no_multi_fields,
-    ensure_tuple,
-    err_too_many_indices,
-    is_contiguous_selection,
-    is_pure_fancy_indexing,
-    is_pure_orthogonal_indexing,
-    is_scalar,
-    pop_fields,
-)
-from zarr.v2.storage import (
-    _prefix_to_array_key,
-    KVStore,
-    getsize,
-    listdir,
-    normalize_store_arg,
-)
-from zarr.v2.util import (
-    ConstantMap,
-    UncompressedPartialReadBufferV3,
-    all_equal,
-    InfoReporter,
-    check_array_shape,
-    human_readable_size,
-    is_total_slice,
-    nolock,
-    normalize_chunks,
-    normalize_resize_args,
-    normalize_shape,
-    normalize_storage_path,
-    PartialReadBuffer,
-)
-
-__all__ = ["Array"]
-
-
-# noinspection PyUnresolvedReferences
-class Array:
-    """Instantiate an array from an initialized store.
-
-    Parameters
-    ----------
-    store : MutableMapping
-        Array store, already initialized.
-    path : string, optional
-        Storage path.
-    read_only : bool, optional
-        True if array should be protected against modification.
-    chunk_store : MutableMapping, optional
-        Separate storage for chunks. If not provided, `store` will be used
-        for storage of both chunks and metadata.
-    synchronizer : object, optional
-        Array synchronizer.
-    cache_metadata : bool, optional
-        If True (default), array configuration metadata will be cached for the
-        lifetime of the object. If False, array metadata will be reloaded
-        prior to all data access and modification operations (may incur
-        overhead depending on storage and data access pattern).
-    cache_attrs : bool, optional
-        If True (default), user attributes will be cached for attribute read
-        operations. If False, user attributes are reloaded from the store prior
-        to all attribute read operations.
-    partial_decompress : bool, optional
-        If True and while the chunk_store is a FSStore and the compression used
-        is Blosc, when getting data from the array chunks will be partially
-        read and decompressed when possible.
-
-        .. versionadded:: 2.7
-
-    write_empty_chunks : bool, optional
-        If True, all chunks will be stored regardless of their contents. If
-        False (default), each chunk is compared to the array's fill value prior
-        to storing. If a chunk is uniformly equal to the fill value, then that
-        chunk is not be stored, and the store entry for that chunk's key is
-        deleted. This setting enables sparser storage, as only chunks with
-        non-fill-value data are stored, at the expense of overhead associated
-        with checking the data of each chunk.
-
-        .. versionadded:: 2.11
-
-    meta_array : array-like, optional
-        An array instance to use for determining arrays to create and return
-        to users. Use `numpy.empty(())` by default.
-
-        .. versionadded:: 2.13
-    """
-
-    def __init__(
-        self,
-        store: Any,  # BaseStore not strictly required due to normalize_store_arg
-        path=None,
-        read_only=False,
-        chunk_store=None,
-        synchronizer=None,
-        cache_metadata=True,
-        cache_attrs=True,
-        partial_decompress=False,
-        write_empty_chunks=True,
-        meta_array=None,
-    ):
-        # N.B., expect at this point store is fully initialized with all
-        # configuration metadata fully specified and normalized
-        store = normalize_store_arg(store)
-
-        if chunk_store is not None:
-            chunk_store = normalize_store_arg(chunk_store)
-
-        self._store = store
-        self._chunk_store = chunk_store
-        self._transformed_chunk_store = None
-        self._path = normalize_storage_path(path)
-        if self._path:
-            self._key_prefix = self._path + "/"
-        else:
-            self._key_prefix = ""
-        self._read_only = bool(read_only)
-        self._synchronizer = synchronizer
-        self._cache_metadata = cache_metadata
-        self._is_view = False
-        self._partial_decompress = partial_decompress
-        self._write_empty_chunks = write_empty_chunks
-        if meta_array is not None:
-            self._meta_array = np.empty_like(meta_array, shape=())
-        else:
-            self._meta_array = np.empty(())
-
-        # initialize metadata
-        self._load_metadata()
-
-        # initialize attributes
-        akey = _prefix_to_attrs_key(self._store, self._key_prefix)
-        self._attrs = Attributes(
-            store, key=akey, read_only=read_only, synchronizer=synchronizer, cache=cache_attrs
-        )
-
-        # initialize info reporter
-        self._info_reporter = InfoReporter(self)
-
-        # initialize indexing helpers
-        self._oindex = OIndex(self)
-        self._vindex = VIndex(self)
-        self._blocks = BlockIndex(self)
-
-    def _load_metadata(self):
-        """(Re)load metadata from store."""
-        if self._synchronizer is None:
-            self._load_metadata_nosync()
-        else:
-            mkey = _prefix_to_array_key(self._store, self._key_prefix)
-            with self._synchronizer[mkey]:
-                self._load_metadata_nosync()
-
-    def _load_metadata_nosync(self):
-        try:
-            mkey = _prefix_to_array_key(self._store, self._key_prefix)
-            meta_bytes = self._store[mkey]
-        except KeyError:
-            raise ArrayNotFoundError(self._path)
-        else:
-            # decode and store metadata as instance members
-            meta = self._store._metadata_class.decode_array_metadata(meta_bytes)
-            self._meta = meta
-            self._shape = meta["shape"]
-            self._fill_value = meta["fill_value"]
-            dimension_separator = meta.get("dimension_separator", None)
-
-            self._chunks = meta["chunks"]
-            self._dtype = meta["dtype"]
-            self._order = meta["order"]
-            if dimension_separator is None:
-                try:
-                    dimension_separator = self._store._dimension_separator
-                except (AttributeError, KeyError):
-                    pass
-
-                # Fallback for any stores which do not choose a default
-                if dimension_separator is None:
-                    dimension_separator = "."
-
-            self._dimension_separator = dimension_separator
-
-            # setup compressor
-            compressor = meta.get("compressor", None)
-            if compressor is None:
-                self._compressor = None
-            else:
-                self._compressor = get_codec(compressor)
-
-            # setup filters
-
-            filters = meta.get("filters", [])
-
-            if filters:
-                filters = [get_codec(config) for config in filters]
-            self._filters = filters
-
-    def _refresh_metadata(self):
-        if not self._cache_metadata:
-            self._load_metadata()
-
-    def _refresh_metadata_nosync(self):
-        if not self._cache_metadata and not self._is_view:
-            self._load_metadata_nosync()
-
-    def _flush_metadata_nosync(self):
-        if self._is_view:
-            raise PermissionError("operation not permitted for views")
-
-        if self._compressor:
-            compressor_config = self._compressor.get_config()
-        else:
-            compressor_config = None
-        if self._filters:
-            filters_config = [f.get_config() for f in self._filters]
-        else:
-            filters_config = None
-        _compressor = compressor_config
-        meta = dict(
-            shape=self._shape,
-            compressor=_compressor,
-            fill_value=self._fill_value,
-            filters=filters_config,
-        )
-
-        meta.update(
-            dict(
-                chunks=self._chunks,
-                dtype=self._dtype,
-                order=self._order,
-                dimension_separator=self._dimension_separator,
-            )
-        )
-        mkey = _prefix_to_array_key(self._store, self._key_prefix)
-        self._store[mkey] = self._store._metadata_class.encode_array_metadata(meta)
-
-    @property
-    def store(self):
-        """A MutableMapping providing the underlying storage for the array."""
-        return self._store
-
-    @property
-    def path(self):
-        """Storage path."""
-        return self._path
-
-    @property
-    def name(self):
-        """Array name following h5py convention."""
-        if self.path:
-            # follow h5py convention: add leading slash
-            name = self.path
-            if name[0] != "/":
-                name = "/" + name
-            return name
-        return None
-
-    @property
-    def basename(self):
-        """Final component of name."""
-        if self.name is not None:
-            return self.name.split("/")[-1]
-        return None
-
-    @property
-    def read_only(self):
-        """A boolean, True if modification operations are not permitted."""
-        return self._read_only
-
-    @read_only.setter
-    def read_only(self, value):
-        self._read_only = bool(value)
-
-    @property
-    def chunk_store(self):
-        """A MutableMapping providing the underlying storage for array chunks."""
-        if self._transformed_chunk_store is not None:
-            return self._transformed_chunk_store
-        elif self._chunk_store is not None:
-            return self._chunk_store
-        else:
-            return self._store
-
-    @property
-    def shape(self):
-        """A tuple of integers describing the length of each dimension of
-        the array."""
-        # N.B., shape may change if array is resized, hence need to refresh
-        # metadata
-        self._refresh_metadata()
-        return self._shape
-
-    @shape.setter
-    def shape(self, value):
-        self.resize(value)
-
-    @property
-    def chunks(self):
-        """A tuple of integers describing the length of each dimension of a
-        chunk of the array."""
-        return self._chunks
-
-    @property
-    def dtype(self):
-        """The NumPy data type."""
-        return self._dtype
-
-    @property
-    def compressor(self):
-        """Primary compression codec."""
-        return self._compressor
-
-    @property
-    def fill_value(self):
-        """A value used for uninitialized portions of the array."""
-        return self._fill_value
-
-    @fill_value.setter
-    def fill_value(self, new):
-        self._fill_value = new
-        self._flush_metadata_nosync()
-
-    @property
-    def order(self):
-        """A string indicating the order in which bytes are arranged within
-        chunks of the array."""
-        return self._order
-
-    @property
-    def filters(self):
-        """One or more codecs used to transform data prior to compression."""
-        return self._filters
-
-    @property
-    def synchronizer(self):
-        """Object used to synchronize write access to the array."""
-        return self._synchronizer
-
-    @property
-    def attrs(self):
-        """A MutableMapping containing user-defined attributes. Note that
-        attribute values must be JSON serializable."""
-        return self._attrs
-
-    @property
-    def ndim(self):
-        """Number of dimensions."""
-        return len(self._shape)
-
-    @property
-    def _size(self):
-        return reduce(operator.mul, self._shape, 1)
-
-    @property
-    def size(self):
-        """The total number of elements in the array."""
-        # N.B., this property depends on shape, and shape may change if array
-        # is resized, hence need to refresh metadata
-        self._refresh_metadata()
-        return self._size
-
-    @property
-    def itemsize(self):
-        """The size in bytes of each item in the array."""
-        return self.dtype.itemsize
-
-    @property
-    def _nbytes(self):
-        return self._size * self.itemsize
-
-    @property
-    def nbytes(self):
-        """The total number of bytes that would be required to store the
-        array without compression."""
-        # N.B., this property depends on shape, and shape may change if array
-        # is resized, hence need to refresh metadata
-        self._refresh_metadata()
-        return self._nbytes
-
-    @property
-    def nbytes_stored(self):
-        """The total number of stored bytes of data for the array. This
-        includes storage required for configuration metadata and user
-        attributes."""
-        m = getsize(self._store, self._path)
-        if self._chunk_store is None:
-            return m
-        else:
-            n = getsize(self._chunk_store, self._path)
-            if m < 0 or n < 0:
-                return -1
-            else:
-                return m + n
-
-    @property
-    def _cdata_shape(self):
-        if self._shape == ():
-            return (1,)
-        else:
-            return tuple(math.ceil(s / c) for s, c in zip(self._shape, self._chunks))
-
-    @property
-    def cdata_shape(self):
-        """A tuple of integers describing the number of chunks along each
-        dimension of the array."""
-        self._refresh_metadata()
-        return self._cdata_shape
-
-    @property
-    def _nchunks(self):
-        return reduce(operator.mul, self._cdata_shape, 1)
-
-    @property
-    def nchunks(self):
-        """Total number of chunks."""
-        self._refresh_metadata()
-        return self._nchunks
-
-    @property
-    def nchunks_initialized(self):
-        """The number of chunks that have been initialized with some data."""
-
-        # key pattern for chunk keys
-        prog = re.compile(r"\.".join([r"\d+"] * min(1, self.ndim)))
-
-        # count chunk keys
-        return sum(1 for k in listdir(self.chunk_store, self._path) if prog.match(k))
-
-    # backwards compatibility
-    initialized = nchunks_initialized
-
-    @property
-    def is_view(self):
-        """A boolean, True if this array is a view on another array."""
-        return self._is_view
-
-    @property
-    def oindex(self):
-        """Shortcut for orthogonal (outer) indexing, see :func:`get_orthogonal_selection` and
-        :func:`set_orthogonal_selection` for documentation and examples."""
-        return self._oindex
-
-    @property
-    def vindex(self):
-        """Shortcut for vectorized (inner) indexing, see :func:`get_coordinate_selection`,
-        :func:`set_coordinate_selection`, :func:`get_mask_selection` and
-        :func:`set_mask_selection` for documentation and examples."""
-        return self._vindex
-
-    @property
-    def blocks(self):
-        """Shortcut for blocked chunked indexing, see :func:`get_block_selection` and
-        :func:`set_block_selection` for documentation and examples."""
-        return self._blocks
-
-    @property
-    def write_empty_chunks(self) -> bool:
-        """A Boolean, True if chunks composed of the array's fill value
-        will be stored. If False, such chunks will not be stored.
-        """
-        return self._write_empty_chunks
-
-    @property
-    def meta_array(self):
-        """An array-like instance to use for determining arrays to create and return
-        to users.
-        """
-        return self._meta_array
-
-    def __eq__(self, other):
-        return (
-            isinstance(other, Array)
-            and self.store == other.store
-            and self.read_only == other.read_only
-            and self.path == other.path
-            and not self._is_view
-            # N.B., no need to compare other properties, should be covered by
-            # store comparison
-        )
-
-    def __array__(self, *args):
-        a = self[...]
-        if args:
-            a = a.astype(args[0])
-        return a
-
-    def islice(self, start=None, end=None):
-        """
-        Yield a generator for iterating over the entire or parts of the
-        array. Uses a cache so chunks only have to be decompressed once.
-
-        Parameters
-        ----------
-        start : int, optional
-            Start index for the generator to start at. Defaults to 0.
-        end : int, optional
-            End index for the generator to stop at. Defaults to self.shape[0].
-
-        Yields
-        ------
-        out : generator
-            A generator that can be used to iterate over the requested region
-            the array.
-
-        Examples
-        --------
-        Setup a 1-dimensional array::
-
-            >>> import zarr
-            >>> import numpy as np
-            >>> z = zarr.v2.array(np.arange(100))
-
-        Iterate over part of the array:
-            >>> for value in z.islice(25, 30): value;
-            25
-            26
-            27
-            28
-            29
-        """
-
-        if len(self.shape) == 0:
-            # Same error as numpy
-            raise TypeError("iteration over a 0-d array")
-        if start is None:
-            start = 0
-        if end is None or end > self.shape[0]:
-            end = self.shape[0]
-
-        if not isinstance(start, int) or start < 0:
-            raise ValueError("start must be a nonnegative integer")
-
-        if not isinstance(end, int) or end < 0:
-            raise ValueError("end must be a nonnegative integer")
-
-        # Avoid repeatedly decompressing chunks by iterating over the chunks
-        # in the first dimension.
-        chunk_size = self.chunks[0]
-        chunk = None
-        for j in range(start, end):
-            if j % chunk_size == 0:
-                chunk = self[j : j + chunk_size]
-            # init chunk if we start offset of chunk borders
-            elif chunk is None:
-                chunk_start = j - j % chunk_size
-                chunk_end = chunk_start + chunk_size
-                chunk = self[chunk_start:chunk_end]
-            yield chunk[j % chunk_size]
-
-    def __iter__(self):
-        return self.islice()
-
-    def __len__(self):
-        if self.shape:
-            return self.shape[0]
-        else:
-            # 0-dimensional array, same error message as numpy
-            raise TypeError("len() of unsized object")
-
-    def __getitem__(self, selection):
-        """Retrieve data for an item or region of the array.
-
-        Parameters
-        ----------
-        selection : tuple
-            An integer index or slice or tuple of int/slice objects specifying the
-            requested item or region for each dimension of the array.
-
-        Returns
-        -------
-        out : ndarray
-            A NumPy array containing the data for the requested region.
-
-        Examples
-        --------
-        Setup a 1-dimensional array::
-
-            >>> import zarr
-            >>> import numpy as np
-            >>> z = zarr.v2.array(np.arange(100))
-
-        Retrieve a single item::
-
-            >>> z[5]
-            5
-
-        Retrieve a region via slicing::
-
-            >>> z[:5]
-            array([0, 1, 2, 3, 4])
-            >>> z[-5:]
-            array([95, 96, 97, 98, 99])
-            >>> z[5:10]
-            array([5, 6, 7, 8, 9])
-            >>> z[5:10:2]
-            array([5, 7, 9])
-            >>> z[::2]
-            array([ 0,  2,  4, ..., 94, 96, 98])
-
-        Load the entire array into memory::
-
-            >>> z[...]
-            array([ 0,  1,  2, ..., 97, 98, 99])
-
-        Setup a 2-dimensional array::
-
-            >>> z = zarr.v2.array(np.arange(100).reshape(10, 10))
-
-        Retrieve an item::
-
-            >>> z[2, 2]
-            22
-
-        Retrieve a region via slicing::
-
-            >>> z[1:3, 1:3]
-            array([[11, 12],
-                   [21, 22]])
-            >>> z[1:3, :]
-            array([[10, 11, 12, 13, 14, 15, 16, 17, 18, 19],
-                   [20, 21, 22, 23, 24, 25, 26, 27, 28, 29]])
-            >>> z[:, 1:3]
-            array([[ 1,  2],
-                   [11, 12],
-                   [21, 22],
-                   [31, 32],
-                   [41, 42],
-                   [51, 52],
-                   [61, 62],
-                   [71, 72],
-                   [81, 82],
-                   [91, 92]])
-            >>> z[0:5:2, 0:5:2]
-            array([[ 0,  2,  4],
-                   [20, 22, 24],
-                   [40, 42, 44]])
-            >>> z[::2, ::2]
-            array([[ 0,  2,  4,  6,  8],
-                   [20, 22, 24, 26, 28],
-                   [40, 42, 44, 46, 48],
-                   [60, 62, 64, 66, 68],
-                   [80, 82, 84, 86, 88]])
-
-        Load the entire array into memory::
-
-            >>> z[...]
-            array([[ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9],
-                   [10, 11, 12, 13, 14, 15, 16, 17, 18, 19],
-                   [20, 21, 22, 23, 24, 25, 26, 27, 28, 29],
-                   [30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
-                   [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
-                   [50, 51, 52, 53, 54, 55, 56, 57, 58, 59],
-                   [60, 61, 62, 63, 64, 65, 66, 67, 68, 69],
-                   [70, 71, 72, 73, 74, 75, 76, 77, 78, 79],
-                   [80, 81, 82, 83, 84, 85, 86, 87, 88, 89],
-                   [90, 91, 92, 93, 94, 95, 96, 97, 98, 99]])
-
-        For arrays with a structured dtype, specific fields can be retrieved, e.g.::
-
-            >>> a = np.array([(b'aaa', 1, 4.2),
-            ...               (b'bbb', 2, 8.4),
-            ...               (b'ccc', 3, 12.6)],
-            ...              dtype=[('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
-            >>> z = zarr.v2.array(a)
-            >>> z['foo']
-            array([b'aaa', b'bbb', b'ccc'],
-                  dtype='|S3')
-
-        Notes
-        -----
-        Slices with step > 1 are supported, but slices with negative step are not.
-
-        Currently the implementation for __getitem__ is provided by
-        :func:`vindex` if the indexing is pure fancy indexing (ie a
-        broadcast-compatible tuple of integer array indices), or by
-        :func:`set_basic_selection` otherwise.
-
-        Effectively, this means that the following indexing modes are supported:
-
-           - integer indexing
-           - slice indexing
-           - mixed slice and integer indexing
-           - boolean indexing
-           - fancy indexing (vectorized list of integers)
-
-        For specific indexing options including outer indexing, see the
-        methods listed under See Also.
-
-        See Also
-        --------
-        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
-        get_coordinate_selection, set_coordinate_selection, get_orthogonal_selection,
-        set_orthogonal_selection, get_block_selection, set_block_selection,
-        vindex, oindex, blocks, __setitem__
-
-        """
-        fields, pure_selection = pop_fields(selection)
-        if is_pure_fancy_indexing(pure_selection, self.ndim):
-            result = self.vindex[selection]
-        elif is_pure_orthogonal_indexing(pure_selection, self.ndim):
-            result = self.get_orthogonal_selection(pure_selection, fields=fields)
-        else:
-            result = self.get_basic_selection(pure_selection, fields=fields)
-        return result
-
-    def get_basic_selection(self, selection=Ellipsis, out=None, fields=None):
-        """Retrieve data for an item or region of the array.
-
-        Parameters
-        ----------
-        selection : tuple
-            A tuple specifying the requested item or region for each dimension of the
-            array. May be any combination of int and/or slice for multidimensional arrays.
-        out : ndarray, optional
-            If given, load the selected data directly into this array.
-        fields : str or sequence of str, optional
-            For arrays with a structured dtype, one or more fields can be specified to
-            extract data for.
-
-        Returns
-        -------
-        out : ndarray
-            A NumPy array containing the data for the requested region.
-
-        Examples
-        --------
-        Setup a 1-dimensional array::
-
-            >>> import zarr
-            >>> import numpy as np
-            >>> z = zarr.v2.array(np.arange(100))
-
-        Retrieve a single item::
-
-            >>> z.get_basic_selection(5)
-            5
-
-        Retrieve a region via slicing::
-
-            >>> z.get_basic_selection(slice(5))
-            array([0, 1, 2, 3, 4])
-            >>> z.get_basic_selection(slice(-5, None))
-            array([95, 96, 97, 98, 99])
-            >>> z.get_basic_selection(slice(5, 10))
-            array([5, 6, 7, 8, 9])
-            >>> z.get_basic_selection(slice(5, 10, 2))
-            array([5, 7, 9])
-            >>> z.get_basic_selection(slice(None, None, 2))
-            array([  0,  2,  4, ..., 94, 96, 98])
-
-        Setup a 2-dimensional array::
-
-            >>> z = zarr.v2.array(np.arange(100).reshape(10, 10))
-
-        Retrieve an item::
-
-            >>> z.get_basic_selection((2, 2))
-            22
-
-        Retrieve a region via slicing::
-
-            >>> z.get_basic_selection((slice(1, 3), slice(1, 3)))
-            array([[11, 12],
-                   [21, 22]])
-            >>> z.get_basic_selection((slice(1, 3), slice(None)))
-            array([[10, 11, 12, 13, 14, 15, 16, 17, 18, 19],
-                   [20, 21, 22, 23, 24, 25, 26, 27, 28, 29]])
-            >>> z.get_basic_selection((slice(None), slice(1, 3)))
-            array([[ 1,  2],
-                   [11, 12],
-                   [21, 22],
-                   [31, 32],
-                   [41, 42],
-                   [51, 52],
-                   [61, 62],
-                   [71, 72],
-                   [81, 82],
-                   [91, 92]])
-            >>> z.get_basic_selection((slice(0, 5, 2), slice(0, 5, 2)))
-            array([[ 0,  2,  4],
-                   [20, 22, 24],
-                   [40, 42, 44]])
-            >>> z.get_basic_selection((slice(None, None, 2), slice(None, None, 2)))
-            array([[ 0,  2,  4,  6,  8],
-                   [20, 22, 24, 26, 28],
-                   [40, 42, 44, 46, 48],
-                   [60, 62, 64, 66, 68],
-                   [80, 82, 84, 86, 88]])
-
-        For arrays with a structured dtype, specific fields can be retrieved, e.g.::
-
-            >>> a = np.array([(b'aaa', 1, 4.2),
-            ...               (b'bbb', 2, 8.4),
-            ...               (b'ccc', 3, 12.6)],
-            ...              dtype=[('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
-            >>> z = zarr.v2.array(a)
-            >>> z.get_basic_selection(slice(2), fields='foo')
-            array([b'aaa', b'bbb'],
-                  dtype='|S3')
-
-        Notes
-        -----
-        Slices with step > 1 are supported, but slices with negative step are not.
-
-        Currently this method provides the implementation for accessing data via the
-        square bracket notation (__getitem__). See :func:`__getitem__` for examples
-        using the alternative notation.
-
-        See Also
-        --------
-        set_basic_selection, get_mask_selection, set_mask_selection,
-        get_coordinate_selection, set_coordinate_selection, get_orthogonal_selection,
-        set_orthogonal_selection, get_block_selection, set_block_selection,
-        vindex, oindex, blocks, __getitem__, __setitem__
-
-        """
-
-        # refresh metadata
-        if not self._cache_metadata:
-            self._load_metadata()
-
-        # check args
-        check_fields(fields, self._dtype)
-
-        # handle zero-dimensional arrays
-        if self._shape == ():
-            return self._get_basic_selection_zd(selection=selection, out=out, fields=fields)
-        else:
-            return self._get_basic_selection_nd(selection=selection, out=out, fields=fields)
-
-    def _get_basic_selection_zd(self, selection, out=None, fields=None):
-        # special case basic selection for zero-dimensional array
-
-        # check selection is valid
-        selection = ensure_tuple(selection)
-        if selection not in ((), (Ellipsis,)):
-            err_too_many_indices(selection, ())
-
-        try:
-            # obtain encoded data for chunk
-            ckey = self._chunk_key((0,))
-            cdata = self.chunk_store[ckey]
-
-        except KeyError:
-            # chunk not initialized
-            chunk = np.zeros_like(self._meta_array, shape=(), dtype=self._dtype)
-            if self._fill_value is not None:
-                chunk.fill(self._fill_value)
-
-        else:
-            chunk = self._decode_chunk(cdata)
-
-        # handle fields
-        if fields:
-            chunk = chunk[fields]
-
-        # handle selection of the scalar value via empty tuple
-        if out is None:
-            out = chunk[selection]
-        else:
-            out[selection] = chunk[selection]
-
-        return out
-
-    def _get_basic_selection_nd(self, selection, out=None, fields=None):
-        # implementation of basic selection for array with at least one dimension
-
-        # setup indexer
-        indexer = BasicIndexer(selection, self)
-
-        return self._get_selection(indexer=indexer, out=out, fields=fields)
-
-    def get_orthogonal_selection(self, selection, out=None, fields=None):
-        """Retrieve data by making a selection for each dimension of the array. For
-        example, if an array has 2 dimensions, allows selecting specific rows and/or
-        columns. The selection for each dimension can be either an integer (indexing a
-        single item), a slice, an array of integers, or a Boolean array where True
-        values indicate a selection.
-
-        Parameters
-        ----------
-        selection : tuple
-            A selection for each dimension of the array. May be any combination of int,
-            slice, integer array or Boolean array.
-        out : ndarray, optional
-            If given, load the selected data directly into this array.
-        fields : str or sequence of str, optional
-            For arrays with a structured dtype, one or more fields can be specified to
-            extract data for.
-
-        Returns
-        -------
-        out : ndarray
-            A NumPy array containing the data for the requested selection.
-
-        Examples
-        --------
-        Setup a 2-dimensional array::
-
-            >>> import zarr
-            >>> import numpy as np
-            >>> z = zarr.v2.array(np.arange(100).reshape(10, 10))
-
-        Retrieve rows and columns via any combination of int, slice, integer array and/or
-        Boolean array::
-
-            >>> z.get_orthogonal_selection(([1, 4], slice(None)))
-            array([[10, 11, 12, 13, 14, 15, 16, 17, 18, 19],
-                   [40, 41, 42, 43, 44, 45, 46, 47, 48, 49]])
-            >>> z.get_orthogonal_selection((slice(None), [1, 4]))
-            array([[ 1,  4],
-                   [11, 14],
-                   [21, 24],
-                   [31, 34],
-                   [41, 44],
-                   [51, 54],
-                   [61, 64],
-                   [71, 74],
-                   [81, 84],
-                   [91, 94]])
-            >>> z.get_orthogonal_selection(([1, 4], [1, 4]))
-            array([[11, 14],
-                   [41, 44]])
-            >>> sel = np.zeros(z.shape[0], dtype=bool)
-            >>> sel[1] = True
-            >>> sel[4] = True
-            >>> z.get_orthogonal_selection((sel, sel))
-            array([[11, 14],
-                   [41, 44]])
-
-        For convenience, the orthogonal selection functionality is also available via the
-        `oindex` property, e.g.::
-
-            >>> z.oindex[[1, 4], :]
-            array([[10, 11, 12, 13, 14, 15, 16, 17, 18, 19],
-                   [40, 41, 42, 43, 44, 45, 46, 47, 48, 49]])
-            >>> z.oindex[:, [1, 4]]
-            array([[ 1,  4],
-                   [11, 14],
-                   [21, 24],
-                   [31, 34],
-                   [41, 44],
-                   [51, 54],
-                   [61, 64],
-                   [71, 74],
-                   [81, 84],
-                   [91, 94]])
-            >>> z.oindex[[1, 4], [1, 4]]
-            array([[11, 14],
-                   [41, 44]])
-            >>> sel = np.zeros(z.shape[0], dtype=bool)
-            >>> sel[1] = True
-            >>> sel[4] = True
-            >>> z.oindex[sel, sel]
-            array([[11, 14],
-                   [41, 44]])
-
-        Notes
-        -----
-        Orthogonal indexing is also known as outer indexing.
-
-        Slices with step > 1 are supported, but slices with negative step are not.
-
-        See Also
-        --------
-        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
-        get_coordinate_selection, set_coordinate_selection, set_orthogonal_selection,
-        get_block_selection, set_block_selection,
-        vindex, oindex, blocks, __getitem__, __setitem__
-
-        """
-
-        # refresh metadata
-        if not self._cache_metadata:
-            self._load_metadata()
-
-        # check args
-        check_fields(fields, self._dtype)
-
-        # setup indexer
-        indexer = OrthogonalIndexer(selection, self)
-
-        return self._get_selection(indexer=indexer, out=out, fields=fields)
-
-    def get_coordinate_selection(self, selection, out=None, fields=None):
-        """Retrieve a selection of individual items, by providing the indices
-        (coordinates) for each selected item.
-
-        Parameters
-        ----------
-        selection : tuple
-            An integer (coordinate) array for each dimension of the array.
-        out : ndarray, optional
-            If given, load the selected data directly into this array.
-        fields : str or sequence of str, optional
-            For arrays with a structured dtype, one or more fields can be specified to
-            extract data for.
-
-        Returns
-        -------
-        out : ndarray
-            A NumPy array containing the data for the requested selection.
-
-        Examples
-        --------
-        Setup a 2-dimensional array::
-
-            >>> import zarr
-            >>> import numpy as np
-            >>> z = zarr.v2.array(np.arange(100).reshape(10, 10))
-
-        Retrieve items by specifying their coordinates::
-
-            >>> z.get_coordinate_selection(([1, 4], [1, 4]))
-            array([11, 44])
-
-        For convenience, the coordinate selection functionality is also available via the
-        `vindex` property, e.g.::
-
-            >>> z.vindex[[1, 4], [1, 4]]
-            array([11, 44])
-
-        Notes
-        -----
-        Coordinate indexing is also known as point selection, and is a form of vectorized
-        or inner indexing.
-
-        Slices are not supported. Coordinate arrays must be provided for all dimensions
-        of the array.
-
-        Coordinate arrays may be multidimensional, in which case the output array will
-        also be multidimensional. Coordinate arrays are broadcast against each other
-        before being applied. The shape of the output will be the same as the shape of
-        each coordinate array after broadcasting.
-
-        See Also
-        --------
-        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
-        get_orthogonal_selection, set_orthogonal_selection, set_coordinate_selection,
-        get_block_selection, set_block_selection,
-        vindex, oindex, blocks, __getitem__, __setitem__
-
-        """
-
-        # refresh metadata
-        if not self._cache_metadata:
-            self._load_metadata()
-
-        # check args
-        check_fields(fields, self._dtype)
-
-        # setup indexer
-        indexer = CoordinateIndexer(selection, self)
-
-        # handle output - need to flatten
-        if out is not None:
-            out = out.reshape(-1)
-
-        out = self._get_selection(indexer=indexer, out=out, fields=fields)
-
-        # restore shape
-        out = out.reshape(indexer.sel_shape)
-
-        return out
-
-    def get_block_selection(self, selection, out=None, fields=None):
-        """Retrieve a selection of individual chunk blocks, by providing the indices
-        (coordinates) for each chunk block.
-
-        Parameters
-        ----------
-        selection : tuple
-            An integer (coordinate) or slice for each dimension of the array.
-        out : ndarray, optional
-            If given, load the selected data directly into this array.
-        fields : str or sequence of str, optional
-            For arrays with a structured dtype, one or more fields can be specified to
-            extract data for.
-
-        Returns
-        -------
-        out : ndarray
-            A NumPy array containing the data for the requested selection.
-
-        Examples
-        --------
-        Setup a 2-dimensional array::
-
-            >>> import zarr
-            >>> import numpy as np
-            >>> z = zarr.v2.array(np.arange(100).reshape(10, 10), chunks=(3, 3))
-
-        Retrieve items by specifying their block coordinates::
-
-            >>> z.get_block_selection((1, slice(None)))
-            array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
-                   [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
-                   [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
-
-        Which is equivalent to::
-
-            >>> z[3:6, :]
-            array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
-                   [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
-                   [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
-
-        For convenience, the block selection functionality is also available via the
-        `blocks` property, e.g.::
-
-            >>> z.blocks[1]
-            array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
-                   [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
-                   [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
-
-        Notes
-        -----
-        Block indexing is a convenience indexing method to work on individual chunks
-        with chunk index slicing. It has the same concept as Dask's `Array.blocks`
-        indexing.
-
-        Slices are supported. However, only with a step size of one.
-
-        Block index arrays may be multidimensional to index multidimensional arrays.
-        For example::
-
-            >>> z.blocks[0, 1:3]
-            array([[ 3,  4,  5,  6,  7,  8],
-                   [13, 14, 15, 16, 17, 18],
-                   [23, 24, 25, 26, 27, 28]])
-
-        See Also
-        --------
-        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
-        get_orthogonal_selection, set_orthogonal_selection, get_coordinate_selection,
-        set_coordinate_selection, set_block_selection,
-        vindex, oindex, blocks, __getitem__, __setitem__
-
-        """
-        if not self._cache_metadata:
-            self._load_metadata()
-
-        # check args
-        check_fields(fields, self._dtype)
-
-        # setup indexer
-        indexer = BlockIndexer(selection, self)
-
-        return self._get_selection(indexer=indexer, out=out, fields=fields)
-
-    def get_mask_selection(self, selection, out=None, fields=None):
-        """Retrieve a selection of individual items, by providing a Boolean array of the
-        same shape as the array against which the selection is being made, where True
-        values indicate a selected item.
-
-        Parameters
-        ----------
-        selection : ndarray, bool
-            A Boolean array of the same shape as the array against which the selection is
-            being made.
-        out : ndarray, optional
-            If given, load the selected data directly into this array.
-        fields : str or sequence of str, optional
-            For arrays with a structured dtype, one or more fields can be specified to
-            extract data for.
-
-        Returns
-        -------
-        out : ndarray
-            A NumPy array containing the data for the requested selection.
-
-        Examples
-        --------
-        Setup a 2-dimensional array::
-
-            >>> import zarr
-            >>> import numpy as np
-            >>> z = zarr.v2.array(np.arange(100).reshape(10, 10))
-
-        Retrieve items by specifying a mask::
-
-            >>> sel = np.zeros_like(z, dtype=bool)
-            >>> sel[1, 1] = True
-            >>> sel[4, 4] = True
-            >>> z.get_mask_selection(sel)
-            array([11, 44])
-
-        For convenience, the mask selection functionality is also available via the
-        `vindex` property, e.g.::
-
-            >>> z.vindex[sel]
-            array([11, 44])
-
-        Notes
-        -----
-        Mask indexing is a form of vectorized or inner indexing, and is equivalent to
-        coordinate indexing. Internally the mask array is converted to coordinate
-        arrays by calling `np.nonzero`.
-
-        See Also
-        --------
-        get_basic_selection, set_basic_selection, set_mask_selection,
-        get_orthogonal_selection, set_orthogonal_selection, get_coordinate_selection,
-        set_coordinate_selection, get_block_selection, set_block_selection,
-        vindex, oindex, blocks, __getitem__, __setitem__
-        """
-
-        # refresh metadata
-        if not self._cache_metadata:
-            self._load_metadata()
-
-        # check args
-        check_fields(fields, self._dtype)
-
-        # setup indexer
-        indexer = MaskIndexer(selection, self)
-
-        return self._get_selection(indexer=indexer, out=out, fields=fields)
-
-    def _get_selection(self, indexer, out=None, fields=None):
-        # We iterate over all chunks which overlap the selection and thus contain data
-        # that needs to be extracted. Each chunk is processed in turn, extracting the
-        # necessary data and storing into the correct location in the output array.
-
-        # N.B., it is an important optimisation that we only visit chunks which overlap
-        # the selection. This minimises the number of iterations in the main for loop.
-
-        # check fields are sensible
-        out_dtype = check_fields(fields, self._dtype)
-
-        # determine output shape
-        out_shape = indexer.shape
-
-        # setup output array
-        if out is None:
-            out = np.empty_like(
-                self._meta_array, shape=out_shape, dtype=out_dtype, order=self._order
-            )
-        else:
-            check_array_shape("out", out, out_shape)
-
-        # iterate over chunks
-
-        if math.prod(out_shape) > 0:
-            # allow storage to get multiple items at once
-            lchunk_coords, lchunk_selection, lout_selection = zip(*indexer)
-            self._chunk_getitems(
-                lchunk_coords,
-                lchunk_selection,
-                out,
-                lout_selection,
-                drop_axes=indexer.drop_axes,
-                fields=fields,
-            )
-        if out.shape:
-            return out
-        else:
-            return out[()]
-
-    def __setitem__(self, selection, value):
-        """Modify data for an item or region of the array.
-
-        Parameters
-        ----------
-        selection : tuple
-            An integer index or slice or tuple of int/slice specifying the requested
-            region for each dimension of the array.
-        value : scalar or array-like
-            Value to be stored into the array.
-
-        Examples
-        --------
-        Setup a 1-dimensional array::
-
-            >>> import zarr
-            >>> z = zarr.v2.zeros(100, dtype=int)
-
-        Set all array elements to the same scalar value::
-
-            >>> z[...] = 42
-            >>> z[...]
-            array([42, 42, 42, ..., 42, 42, 42])
-
-        Set a portion of the array::
-
-            >>> z[:10] = np.arange(10)
-            >>> z[-10:] = np.arange(10)[::-1]
-            >>> z[...]
-            array([ 0, 1, 2, ..., 2, 1, 0])
-
-        Setup a 2-dimensional array::
-
-            >>> z = zarr.v2.zeros((5, 5), dtype=int)
-
-        Set all array elements to the same scalar value::
-
-            >>> z[...] = 42
-
-        Set a portion of the array::
-
-            >>> z[0, :] = np.arange(z.shape[1])
-            >>> z[:, 0] = np.arange(z.shape[0])
-            >>> z[...]
-            array([[ 0,  1,  2,  3,  4],
-                   [ 1, 42, 42, 42, 42],
-                   [ 2, 42, 42, 42, 42],
-                   [ 3, 42, 42, 42, 42],
-                   [ 4, 42, 42, 42, 42]])
-
-        For arrays with a structured dtype, specific fields can be modified, e.g.::
-
-            >>> a = np.array([(b'aaa', 1, 4.2),
-            ...               (b'bbb', 2, 8.4),
-            ...               (b'ccc', 3, 12.6)],
-            ...              dtype=[('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
-            >>> z = zarr.v2.array(a)
-            >>> z['foo'] = b'zzz'
-            >>> z[...]
-            array([(b'zzz', 1,   4.2), (b'zzz', 2,   8.4), (b'zzz', 3,  12.6)],
-                  dtype=[('foo', 'S3'), ('bar', '<i4'), ('baz', '<f8')])
-
-        Notes
-        -----
-        Slices with step > 1 are supported, but slices with negative step are not.
-
-        Currently the implementation for __setitem__ is provided by
-        :func:`vindex` if the indexing is pure fancy indexing (ie a
-        broadcast-compatible tuple of integer array indices), or by
-        :func:`set_basic_selection` otherwise.
-
-        Effectively, this means that the following indexing modes are supported:
-
-           - integer indexing
-           - slice indexing
-           - mixed slice and integer indexing
-           - boolean indexing
-           - fancy indexing (vectorized list of integers)
-
-        For specific indexing options including outer indexing, see the
-        methods listed under See Also.
-
-        See Also
-        --------
-        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
-        get_coordinate_selection, set_coordinate_selection, get_orthogonal_selection,
-        set_orthogonal_selection, get_block_selection, set_block_selection,
-        vindex, oindex, blocks, __getitem__
-
-        """
-        fields, pure_selection = pop_fields(selection)
-        if is_pure_fancy_indexing(pure_selection, self.ndim):
-            self.vindex[selection] = value
-        elif is_pure_orthogonal_indexing(pure_selection, self.ndim):
-            self.set_orthogonal_selection(pure_selection, value, fields=fields)
-        else:
-            self.set_basic_selection(pure_selection, value, fields=fields)
-
-    def set_basic_selection(self, selection, value, fields=None):
-        """Modify data for an item or region of the array.
-
-        Parameters
-        ----------
-        selection : tuple
-            An integer index or slice or tuple of int/slice specifying the requested
-            region for each dimension of the array.
-        value : scalar or array-like
-            Value to be stored into the array.
-        fields : str or sequence of str, optional
-            For arrays with a structured dtype, one or more fields can be specified to set
-            data for.
-
-        Examples
-        --------
-        Setup a 1-dimensional array::
-
-            >>> import zarr
-            >>> import numpy as np
-            >>> z = zarr.v2.zeros(100, dtype=int)
-
-        Set all array elements to the same scalar value::
-
-            >>> z.set_basic_selection(..., 42)
-            >>> z[...]
-            array([42, 42, 42, ..., 42, 42, 42])
-
-        Set a portion of the array::
-
-            >>> z.set_basic_selection(slice(10), np.arange(10))
-            >>> z.set_basic_selection(slice(-10, None), np.arange(10)[::-1])
-            >>> z[...]
-            array([ 0, 1, 2, ..., 2, 1, 0])
-
-        Setup a 2-dimensional array::
-
-            >>> z = zarr.v2.zeros((5, 5), dtype=int)
-
-        Set all array elements to the same scalar value::
-
-            >>> z.set_basic_selection(..., 42)
-
-        Set a portion of the array::
-
-            >>> z.set_basic_selection((0, slice(None)), np.arange(z.shape[1]))
-            >>> z.set_basic_selection((slice(None), 0), np.arange(z.shape[0]))
-            >>> z[...]
-            array([[ 0,  1,  2,  3,  4],
-                   [ 1, 42, 42, 42, 42],
-                   [ 2, 42, 42, 42, 42],
-                   [ 3, 42, 42, 42, 42],
-                   [ 4, 42, 42, 42, 42]])
-
-        For arrays with a structured dtype, the `fields` parameter can be used to set
-        data for a specific field, e.g.::
-
-            >>> a = np.array([(b'aaa', 1, 4.2),
-            ...               (b'bbb', 2, 8.4),
-            ...               (b'ccc', 3, 12.6)],
-            ...              dtype=[('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
-            >>> z = zarr.v2.array(a)
-            >>> z.set_basic_selection(slice(0, 2), b'zzz', fields='foo')
-            >>> z[:]
-            array([(b'zzz', 1,   4.2), (b'zzz', 2,   8.4), (b'ccc', 3,  12.6)],
-                  dtype=[('foo', 'S3'), ('bar', '<i4'), ('baz', '<f8')])
-
-        Notes
-        -----
-        This method provides the underlying implementation for modifying data via square
-        bracket notation, see :func:`__setitem__` for equivalent examples using the
-        alternative notation.
-
-        See Also
-        --------
-        get_basic_selection, get_mask_selection, set_mask_selection,
-        get_coordinate_selection, set_coordinate_selection, get_orthogonal_selection,
-        set_orthogonal_selection, get_block_selection, set_block_selection,
-        vindex, oindex, blocks, __getitem__, __setitem__
-
-        """
-
-        # guard conditions
-        if self._read_only:
-            raise ReadOnlyError
-
-        # refresh metadata
-        if not self._cache_metadata:
-            self._load_metadata_nosync()
-
-        # handle zero-dimensional arrays
-        if self._shape == ():
-            return self._set_basic_selection_zd(selection, value, fields=fields)
-        else:
-            return self._set_basic_selection_nd(selection, value, fields=fields)
-
-    def set_orthogonal_selection(self, selection, value, fields=None):
-        """Modify data via a selection for each dimension of the array.
-
-        Parameters
-        ----------
-        selection : tuple
-            A selection for each dimension of the array. May be any combination of int,
-            slice, integer array or Boolean array.
-        value : scalar or array-like
-            Value to be stored into the array.
-        fields : str or sequence of str, optional
-            For arrays with a structured dtype, one or more fields can be specified to set
-            data for.
-
-        Examples
-        --------
-        Setup a 2-dimensional array::
-
-            >>> import zarr
-            >>> import numpy as np
-            >>> z = zarr.v2.zeros((5, 5), dtype=int)
-
-        Set data for a selection of rows::
-
-            >>> z.set_orthogonal_selection(([1, 4], slice(None)), 1)
-            >>> z[...]
-            array([[0, 0, 0, 0, 0],
-                   [1, 1, 1, 1, 1],
-                   [0, 0, 0, 0, 0],
-                   [0, 0, 0, 0, 0],
-                   [1, 1, 1, 1, 1]])
-
-        Set data for a selection of columns::
-
-            >>> z.set_orthogonal_selection((slice(None), [1, 4]), 2)
-            >>> z[...]
-            array([[0, 2, 0, 0, 2],
-                   [1, 2, 1, 1, 2],
-                   [0, 2, 0, 0, 2],
-                   [0, 2, 0, 0, 2],
-                   [1, 2, 1, 1, 2]])
-
-        Set data for a selection of rows and columns::
-
-            >>> z.set_orthogonal_selection(([1, 4], [1, 4]), 3)
-            >>> z[...]
-            array([[0, 2, 0, 0, 2],
-                   [1, 3, 1, 1, 3],
-                   [0, 2, 0, 0, 2],
-                   [0, 2, 0, 0, 2],
-                   [1, 3, 1, 1, 3]])
-
-        For convenience, this functionality is also available via the `oindex` property.
-        E.g.::
-
-            >>> z.oindex[[1, 4], [1, 4]] = 4
-            >>> z[...]
-            array([[0, 2, 0, 0, 2],
-                   [1, 4, 1, 1, 4],
-                   [0, 2, 0, 0, 2],
-                   [0, 2, 0, 0, 2],
-                   [1, 4, 1, 1, 4]])
-
-        Notes
-        -----
-        Orthogonal indexing is also known as outer indexing.
-
-        Slices with step > 1 are supported, but slices with negative step are not.
-
-        See Also
-        --------
-        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
-        get_coordinate_selection, set_coordinate_selection, get_orthogonal_selection,
-        get_block_selection, set_block_selection,
-        vindex, oindex, blocks, __getitem__, __setitem__
-
-        """
-
-        # guard conditions
-        if self._read_only:
-            raise ReadOnlyError
-
-        # refresh metadata
-        if not self._cache_metadata:
-            self._load_metadata_nosync()
-
-        # setup indexer
-        indexer = OrthogonalIndexer(selection, self)
-
-        self._set_selection(indexer, value, fields=fields)
-
-    def set_coordinate_selection(self, selection, value, fields=None):
-        """Modify a selection of individual items, by providing the indices (coordinates)
-        for each item to be modified.
-
-        Parameters
-        ----------
-        selection : tuple
-            An integer (coordinate) array for each dimension of the array.
-        value : scalar or array-like
-            Value to be stored into the array.
-        fields : str or sequence of str, optional
-            For arrays with a structured dtype, one or more fields can be specified to set
-            data for.
-
-        Examples
-        --------
-        Setup a 2-dimensional array::
-
-            >>> import zarr
-            >>> import numpy as np
-            >>> z = zarr.v2.zeros((5, 5), dtype=int)
-
-        Set data for a selection of items::
-
-            >>> z.set_coordinate_selection(([1, 4], [1, 4]), 1)
-            >>> z[...]
-            array([[0, 0, 0, 0, 0],
-                   [0, 1, 0, 0, 0],
-                   [0, 0, 0, 0, 0],
-                   [0, 0, 0, 0, 0],
-                   [0, 0, 0, 0, 1]])
-
-        For convenience, this functionality is also available via the `vindex` property.
-        E.g.::
-
-            >>> z.vindex[[1, 4], [1, 4]] = 2
-            >>> z[...]
-            array([[0, 0, 0, 0, 0],
-                   [0, 2, 0, 0, 0],
-                   [0, 0, 0, 0, 0],
-                   [0, 0, 0, 0, 0],
-                   [0, 0, 0, 0, 2]])
-
-        Notes
-        -----
-        Coordinate indexing is also known as point selection, and is a form of vectorized
-        or inner indexing.
-
-        Slices are not supported. Coordinate arrays must be provided for all dimensions
-        of the array.
-
-        See Also
-        --------
-        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
-        get_orthogonal_selection, set_orthogonal_selection, get_coordinate_selection,
-        get_block_selection, set_block_selection,
-        vindex, oindex, blocks, __getitem__, __setitem__
-
-        """
-
-        # guard conditions
-        if self._read_only:
-            raise ReadOnlyError
-
-        # refresh metadata
-        if not self._cache_metadata:
-            self._load_metadata_nosync()
-
-        # setup indexer
-        indexer = CoordinateIndexer(selection, self)
-
-        # handle value - need ndarray-like flatten value
-        if not is_scalar(value, self._dtype):
-            try:
-                value = ensure_ndarray_like(value)
-            except TypeError:
-                # Handle types like `list` or `tuple`
-                value = np.array(value, like=self._meta_array)
-        if hasattr(value, "shape") and len(value.shape) > 1:
-            value = value.reshape(-1)
-
-        self._set_selection(indexer, value, fields=fields)
-
-    def set_block_selection(self, selection, value, fields=None):
-        """Modify a selection of individual blocks, by providing the chunk indices
-        (coordinates) for each block to be modified.
-
-        Parameters
-        ----------
-        selection : tuple
-            An integer (coordinate) or slice for each dimension of the array.
-        value : scalar or array-like
-            Value to be stored into the array.
-        fields : str or sequence of str, optional
-            For arrays with a structured dtype, one or more fields can be specified to set
-            data for.
-
-        Examples
-        --------
-        Set up a 2-dimensional array::
-
-            >>> import zarr
-            >>> import numpy as np
-            >>> z = zarr.v2.zeros((6, 6), dtype=int, chunks=2)
-
-        Set data for a selection of items::
-
-            >>> z.set_block_selection((1, 0), 1)
-            >>> z[...]
-            array([[0, 0, 0, 0, 0, 0],
-                   [0, 0, 0, 0, 0, 0],
-                   [1, 1, 0, 0, 0, 0],
-                   [1, 1, 0, 0, 0, 0],
-                   [0, 0, 0, 0, 0, 0],
-                   [0, 0, 0, 0, 0, 0]])
-
-        For convenience, this functionality is also available via the `blocks` property.
-        E.g.::
-
-            >>> z.blocks[2, 1] = 4
-            >>> z[...]
-            array([[0, 0, 0, 0, 0, 0],
-                   [0, 0, 0, 0, 0, 0],
-                   [1, 1, 0, 0, 0, 0],
-                   [1, 1, 0, 0, 0, 0],
-                   [0, 0, 4, 4, 0, 0],
-                   [0, 0, 4, 4, 0, 0]])
-
-            >>> z.blocks[:, 2] = 7
-            >>> z[...]
-            array([[0, 0, 0, 0, 7, 7],
-                   [0, 0, 0, 0, 7, 7],
-                   [1, 1, 0, 0, 7, 7],
-                   [1, 1, 0, 0, 7, 7],
-                   [0, 0, 4, 4, 7, 7],
-                   [0, 0, 4, 4, 7, 7]])
-
-        Notes
-        -----
-        Block indexing is a convenience indexing method to work on individual chunks
-        with chunk index slicing. It has the same concept as Dask's `Array.blocks`
-        indexing.
-
-        Slices are supported. However, only with a step size of one.
-
-        See Also
-        --------
-        get_basic_selection, set_basic_selection, get_mask_selection, set_mask_selection,
-        get_orthogonal_selection, set_orthogonal_selection, get_coordinate_selection,
-        get_block_selection, set_block_selection,
-        vindex, oindex, blocks, __getitem__, __setitem__
-
-        """
-        # guard conditions
-        if self._read_only:
-            raise ReadOnlyError
-
-        # refresh metadata
-        if not self._cache_metadata:
-            self._load_metadata_nosync()
-
-        # setup indexer
-        indexer = BlockIndexer(selection, self)
-
-        self._set_selection(indexer, value, fields=fields)
-
-    def set_mask_selection(self, selection, value, fields=None):
-        """Modify a selection of individual items, by providing a Boolean array of the
-        same shape as the array against which the selection is being made, where True
-        values indicate a selected item.
-
-        Parameters
-        ----------
-        selection : ndarray, bool
-            A Boolean array of the same shape as the array against which the selection is
-            being made.
-        value : scalar or array-like
-            Value to be stored into the array.
-        fields : str or sequence of str, optional
-            For arrays with a structured dtype, one or more fields can be specified to set
-            data for.
-
-        Examples
-        --------
-        Setup a 2-dimensional array::
-
-            >>> import zarr
-            >>> import numpy as np
-            >>> z = zarr.v2.zeros((5, 5), dtype=int)
-
-        Set data for a selection of items::
-
-            >>> sel = np.zeros_like(z, dtype=bool)
-            >>> sel[1, 1] = True
-            >>> sel[4, 4] = True
-            >>> z.set_mask_selection(sel, 1)
-            >>> z[...]
-            array([[0, 0, 0, 0, 0],
-                   [0, 1, 0, 0, 0],
-                   [0, 0, 0, 0, 0],
-                   [0, 0, 0, 0, 0],
-                   [0, 0, 0, 0, 1]])
-
-        For convenience, this functionality is also available via the `vindex` property.
-        E.g.::
-
-            >>> z.vindex[sel] = 2
-            >>> z[...]
-            array([[0, 0, 0, 0, 0],
-                   [0, 2, 0, 0, 0],
-                   [0, 0, 0, 0, 0],
-                   [0, 0, 0, 0, 0],
-                   [0, 0, 0, 0, 2]])
-
-        Notes
-        -----
-        Mask indexing is a form of vectorized or inner indexing, and is equivalent to
-        coordinate indexing. Internally the mask array is converted to coordinate
-        arrays by calling `np.nonzero`.
-
-        See Also
-        --------
-        get_basic_selection, set_basic_selection, get_mask_selection,
-        get_orthogonal_selection, set_orthogonal_selection, get_coordinate_selection,
-        set_coordinate_selection, get_block_selection, set_block_selection,
-        vindex, oindex, blocks, __getitem__, __setitem__
-
-        """
-
-        # guard conditions
-        if self._read_only:
-            raise ReadOnlyError
-
-        # refresh metadata
-        if not self._cache_metadata:
-            self._load_metadata_nosync()
-
-        # setup indexer
-        indexer = MaskIndexer(selection, self)
-
-        self._set_selection(indexer, value, fields=fields)
-
-    def _set_basic_selection_zd(self, selection, value, fields=None):
-        # special case __setitem__ for zero-dimensional array
-
-        # check selection is valid
-        selection = ensure_tuple(selection)
-        if selection not in ((), (Ellipsis,)):
-            err_too_many_indices(selection, self._shape)
-
-        # check fields
-        check_fields(fields, self._dtype)
-        fields = check_no_multi_fields(fields)
-
-        # obtain key for chunk
-        ckey = self._chunk_key((0,))
-
-        # setup chunk
-        try:
-            # obtain compressed data for chunk
-            cdata = self.chunk_store[ckey]
-
-        except KeyError:
-            # chunk not initialized
-            chunk = np.zeros_like(self._meta_array, shape=(), dtype=self._dtype)
-            if self._fill_value is not None:
-                chunk.fill(self._fill_value)
-
-        else:
-            # decode chunk
-            chunk = self._decode_chunk(cdata).copy()
-
-        # set value
-        if fields:
-            chunk[fields][selection] = value
-        else:
-            chunk[selection] = value
-
-        # remove chunk if write_empty_chunks is false and it only contains the fill value
-        if (not self.write_empty_chunks) and all_equal(self.fill_value, chunk):
-            try:
-                del self.chunk_store[ckey]
-                return
-            except Exception:  # pragma: no cover
-                # deleting failed, fallback to overwriting
-                pass
-        else:
-            # encode and store
-            cdata = self._encode_chunk(chunk)
-            self.chunk_store[ckey] = cdata
-
-    def _set_basic_selection_nd(self, selection, value, fields=None):
-        # implementation of __setitem__ for array with at least one dimension
-
-        # setup indexer
-        indexer = BasicIndexer(selection, self)
-
-        self._set_selection(indexer, value, fields=fields)
-
-    def _set_selection(self, indexer, value, fields=None):
-        # We iterate over all chunks which overlap the selection and thus contain data
-        # that needs to be replaced. Each chunk is processed in turn, extracting the
-        # necessary data from the value array and storing into the chunk array.
-
-        # N.B., it is an important optimisation that we only visit chunks which overlap
-        # the selection. This minimises the number of iterations in the main for loop.
-
-        # check fields are sensible
-        check_fields(fields, self._dtype)
-        fields = check_no_multi_fields(fields)
-
-        # determine indices of chunks overlapping the selection
-        sel_shape = indexer.shape
-
-        # check value shape
-        if sel_shape == ():
-            # setting a single item
-            pass
-        elif is_scalar(value, self._dtype):
-            # setting a scalar value
-            pass
-        else:
-            if not hasattr(value, "shape"):
-                value = np.asanyarray(value, like=self._meta_array)
-            check_array_shape("value", value, sel_shape)
-
-        # iterate over chunks in range
-        if (
-            not hasattr(self.chunk_store, "setitems")
-            or self._synchronizer is not None
-            or any(map(lambda x: x == 0, self.shape))
-        ):
-            # iterative approach
-            for chunk_coords, chunk_selection, out_selection in indexer:
-                # extract data to store
-                if sel_shape == ():
-                    chunk_value = value
-                elif is_scalar(value, self._dtype):
-                    chunk_value = value
-                else:
-                    chunk_value = value[out_selection]
-                    # handle missing singleton dimensions
-                    if indexer.drop_axes:
-                        item = [slice(None)] * self.ndim
-                        for a in indexer.drop_axes:
-                            item[a] = np.newaxis
-                        item = tuple(item)
-                        chunk_value = chunk_value[item]
-
-                # put data
-                self._chunk_setitem(chunk_coords, chunk_selection, chunk_value, fields=fields)
-        else:
-            lchunk_coords, lchunk_selection, lout_selection = zip(*indexer)
-            chunk_values = []
-            for out_selection in lout_selection:
-                if sel_shape == ():
-                    chunk_values.append(value)
-                elif is_scalar(value, self._dtype):
-                    chunk_values.append(value)
-                else:
-                    cv = value[out_selection]
-                    # handle missing singleton dimensions
-                    if indexer.drop_axes:  # pragma: no cover
-                        item = [slice(None)] * self.ndim
-                        for a in indexer.drop_axes:
-                            item[a] = np.newaxis
-                        item = tuple(item)
-                        cv = chunk_value[item]
-                    chunk_values.append(cv)
-
-            self._chunk_setitems(lchunk_coords, lchunk_selection, chunk_values, fields=fields)
-
-    def _process_chunk(
-        self,
-        out,
-        cdata,
-        chunk_selection,
-        drop_axes,
-        out_is_ndarray,
-        fields,
-        out_selection,
-        partial_read_decode=False,
-    ):
-        """Take binary data from storage and fill output array"""
-        if (
-            out_is_ndarray
-            and not fields
-            and is_contiguous_selection(out_selection)
-            and is_total_slice(chunk_selection, self._chunks)
-            and not self._filters
-            and self._dtype != object
-        ):
-            dest = out[out_selection]
-            # Assume that array-like objects that doesn't have a
-            # `writeable` flag is writable.
-            dest_is_writable = getattr(dest, "writeable", True)
-            write_direct = dest_is_writable and (
-                (self._order == "C" and dest.flags.c_contiguous)
-                or (self._order == "F" and dest.flags.f_contiguous)
-            )
-
-            if write_direct:
-                # optimization: we want the whole chunk, and the destination is
-                # contiguous, so we can decompress directly from the chunk
-                # into the destination array
-                if self._compressor:
-                    if isinstance(cdata, PartialReadBuffer):
-                        cdata = cdata.read_full()
-                    self._compressor.decode(cdata, dest)
-                else:
-                    chunk = ensure_ndarray_like(cdata).view(self._dtype)
-                    chunk = chunk.reshape(self._chunks, order=self._order)
-                    np.copyto(dest, chunk)
-                return
-
-        # decode chunk
-        try:
-            if partial_read_decode:
-                cdata.prepare_chunk()
-                # size of chunk
-                tmp = np.empty_like(self._meta_array, shape=self._chunks, dtype=self.dtype)
-                index_selection = PartialChunkIterator(chunk_selection, self.chunks)
-                for start, nitems, partial_out_selection in index_selection:
-                    expected_shape = [
-                        len(range(*partial_out_selection[i].indices(self.chunks[0] + 1)))
-                        if i < len(partial_out_selection)
-                        else dim
-                        for i, dim in enumerate(self.chunks)
-                    ]
-                    cdata.read_part(start, nitems)
-                    chunk_partial = self._decode_chunk(
-                        cdata.buff,
-                        start=start,
-                        nitems=nitems,
-                        expected_shape=expected_shape,
-                    )
-                    tmp[partial_out_selection] = chunk_partial
-                out[out_selection] = tmp[chunk_selection]
-                return
-        except ArrayIndexError:
-            cdata = cdata.read_full()
-        chunk = self._decode_chunk(cdata)
-
-        # select data from chunk
-        if fields:
-            chunk = chunk[fields]
-        tmp = chunk[chunk_selection]
-        if drop_axes:
-            tmp = np.squeeze(tmp, axis=drop_axes)
-
-        # store selected data in output
-        out[out_selection] = tmp
-
-    def _chunk_getitems(
-        self, lchunk_coords, lchunk_selection, out, lout_selection, drop_axes=None, fields=None
-    ):
-        """Obtain part or whole of chunks.
-
-        Parameters
-        ----------
-        chunk_coords : list of tuple of ints
-            Indices of the chunks.
-        chunk_selection : list of selections
-            Location of region within the chunks to extract.
-        out : ndarray
-            Array to store result in.
-        out_selection : list of selections
-            Location of regions within output array to store results in.
-        drop_axes : tuple of ints
-            Axes to squeeze out of the chunk.
-        fields
-            TODO
-        """
-
-        out_is_ndarray = True
-        try:
-            out = ensure_ndarray_like(out)
-        except TypeError:  # pragma: no cover
-            out_is_ndarray = False
-
-        # Keys to retrieve
-        ckeys = [self._chunk_key(ch) for ch in lchunk_coords]
-
-        # Check if we can do a partial read
-        if (
-            self._partial_decompress
-            and self._compressor
-            and self._compressor.codec_id == "blosc"
-            and hasattr(self._compressor, "decode_partial")
-            and not fields
-            and self.dtype != object
-            and hasattr(self.chunk_store, "getitems")
-        ):
-            partial_read_decode = True
-            cdatas = {
-                ckey: PartialReadBuffer(ckey, self.chunk_store)
-                for ckey in ckeys
-                if ckey in self.chunk_store
-            }
-        elif (
-            self._partial_decompress
-            and not self._compressor
-            and not fields
-            and self.dtype != object
-            and hasattr(self.chunk_store, "get_partial_values")
-            and self.chunk_store.supports_efficient_get_partial_values
-        ):
-            partial_read_decode = True
-            cdatas = {
-                ckey: UncompressedPartialReadBufferV3(
-                    ckey, self.chunk_store, itemsize=self.itemsize
-                )
-                for ckey in ckeys
-                if ckey in self.chunk_store
-            }
-        elif hasattr(self.chunk_store, "get_partial_values"):
-            partial_read_decode = False
-            values = self.chunk_store.get_partial_values([(ckey, (0, None)) for ckey in ckeys])
-            cdatas = {key: value for key, value in zip(ckeys, values) if value is not None}
-        else:
-            partial_read_decode = False
-            contexts = {}
-            if not isinstance(self._meta_array, np.ndarray):
-                contexts = ConstantMap(ckeys, constant=Context(meta_array=self._meta_array))
-            cdatas = self.chunk_store.getitems(ckeys, contexts=contexts)
-
-        for ckey, chunk_select, out_select in zip(ckeys, lchunk_selection, lout_selection):
-            if ckey in cdatas:
-                self._process_chunk(
-                    out,
-                    cdatas[ckey],
-                    chunk_select,
-                    drop_axes,
-                    out_is_ndarray,
-                    fields,
-                    out_select,
-                    partial_read_decode=partial_read_decode,
-                )
-            else:
-                # check exception type
-                if self._fill_value is not None:
-                    if fields:
-                        fill_value = self._fill_value[fields]
-                    else:
-                        fill_value = self._fill_value
-                    out[out_select] = fill_value
-
-    def _chunk_setitems(self, lchunk_coords, lchunk_selection, values, fields=None):
-        ckeys = map(self._chunk_key, lchunk_coords)
-        cdatas = {
-            key: self._process_for_setitem(key, sel, val, fields=fields)
-            for key, sel, val in zip(ckeys, lchunk_selection, values)
-        }
-        to_store = {}
-        if not self.write_empty_chunks:
-            empty_chunks = {k: v for k, v in cdatas.items() if all_equal(self.fill_value, v)}
-            self._chunk_delitems(empty_chunks.keys())
-            nonempty_keys = cdatas.keys() - empty_chunks.keys()
-            to_store = {k: self._encode_chunk(cdatas[k]) for k in nonempty_keys}
-        else:
-            to_store = {k: self._encode_chunk(v) for k, v in cdatas.items()}
-        self.chunk_store.setitems(to_store)
-
-    def _chunk_delitems(self, ckeys):
-        if hasattr(self.store, "delitems"):
-            self.store.delitems(ckeys)
-        else:  # pragma: no cover
-            # exempting this branch from coverage as there are no extant stores
-            # that will trigger this condition, but it's possible that they
-            # will be developed in the future.
-            tuple(map(self._chunk_delitem, ckeys))
-
-    def _chunk_delitem(self, ckey):
-        """
-        Attempt to delete the value associated with ckey.
-        """
-        try:
-            del self.chunk_store[ckey]
-        except KeyError:
-            pass
-
-    def _chunk_setitem(self, chunk_coords, chunk_selection, value, fields=None):
-        """Replace part or whole of a chunk.
-
-        Parameters
-        ----------
-        chunk_coords : tuple of ints
-            Indices of the chunk.
-        chunk_selection : tuple of slices
-            Location of region within the chunk.
-        value : scalar or ndarray
-            Value to set.
-
-        """
-
-        if self._synchronizer is None:
-            # no synchronization
-            lock = nolock
-        else:
-            # synchronize on the chunk
-            ckey = self._chunk_key(chunk_coords)
-            lock = self._synchronizer[ckey]
-
-        with lock:
-            self._chunk_setitem_nosync(chunk_coords, chunk_selection, value, fields=fields)
-
-    def _chunk_setitem_nosync(self, chunk_coords, chunk_selection, value, fields=None):
-        ckey = self._chunk_key(chunk_coords)
-        cdata = self._process_for_setitem(ckey, chunk_selection, value, fields=fields)
-
-        # attempt to delete chunk if it only contains the fill value
-        if (not self.write_empty_chunks) and all_equal(self.fill_value, cdata):
-            self._chunk_delitem(ckey)
-        else:
-            self.chunk_store[ckey] = self._encode_chunk(cdata)
-
-    def _process_for_setitem(self, ckey, chunk_selection, value, fields=None):
-        if is_total_slice(chunk_selection, self._chunks) and not fields:
-            # totally replace chunk
-
-            # optimization: we are completely replacing the chunk, so no need
-            # to access the existing chunk data
-
-            if is_scalar(value, self._dtype):
-                # setup array filled with value
-                chunk = np.empty_like(
-                    self._meta_array, shape=self._chunks, dtype=self._dtype, order=self._order
-                )
-                chunk.fill(value)
-
-            else:
-                # ensure array is contiguous
-                chunk = value.astype(self._dtype, order=self._order, copy=False)
-
-        else:
-            # partially replace the contents of this chunk
-
-            try:
-                # obtain compressed data for chunk
-                cdata = self.chunk_store[ckey]
-
-            except KeyError:
-                # chunk not initialized
-                if self._fill_value is not None:
-                    chunk = np.empty_like(
-                        self._meta_array, shape=self._chunks, dtype=self._dtype, order=self._order
-                    )
-                    chunk.fill(self._fill_value)
-                elif self._dtype == object:
-                    chunk = np.empty(self._chunks, dtype=self._dtype, order=self._order)
-                else:
-                    # N.B., use zeros here so any region beyond the array has consistent
-                    # and compressible data
-                    chunk = np.zeros_like(
-                        self._meta_array, shape=self._chunks, dtype=self._dtype, order=self._order
-                    )
-
-            else:
-                # decode chunk
-                chunk = self._decode_chunk(cdata)
-                if not chunk.flags.writeable:
-                    chunk = chunk.copy(order="K")
-
-            # modify
-            if fields:
-                # N.B., currently multi-field assignment is not supported in numpy, so
-                # this only works for a single field
-                chunk[fields][chunk_selection] = value
-            else:
-                chunk[chunk_selection] = value
-
-        return chunk
-
-    def _chunk_key(self, chunk_coords):
-        return self._key_prefix + self._dimension_separator.join(map(str, chunk_coords))
-
-    def _decode_chunk(self, cdata, start=None, nitems=None, expected_shape=None):
-        # decompress
-        if self._compressor:
-            # only decode requested items
-            if (
-                all(x is not None for x in [start, nitems]) and self._compressor.codec_id == "blosc"
-            ) and hasattr(self._compressor, "decode_partial"):
-                chunk = self._compressor.decode_partial(cdata, start, nitems)
-            else:
-                chunk = self._compressor.decode(cdata)
-        else:
-            chunk = cdata
-
-        # apply filters
-        if self._filters:
-            for f in reversed(self._filters):
-                chunk = f.decode(chunk)
-
-        # view as numpy array with correct dtype
-        chunk = ensure_ndarray_like(chunk)
-        # special case object dtype, because incorrect handling can lead to
-        # segfaults and other bad things happening
-        if self._dtype != object:
-            chunk = chunk.view(self._dtype)
-        elif chunk.dtype != object:
-            # If we end up here, someone must have hacked around with the filters.
-            # We cannot deal with object arrays unless there is an object
-            # codec in the filter chain, i.e., a filter that converts from object
-            # array to something else during encoding, and converts back to object
-            # array during decoding.
-            raise RuntimeError("cannot read object array without object codec")
-
-        # ensure correct chunk shape
-        chunk = chunk.reshape(-1, order="A")
-        chunk = chunk.reshape(expected_shape or self._chunks, order=self._order)
-
-        return chunk
-
-    def _encode_chunk(self, chunk):
-        # apply filters
-        if self._filters:
-            for f in self._filters:
-                chunk = f.encode(chunk)
-
-        # check object encoding
-        if ensure_ndarray_like(chunk).dtype == object:
-            raise RuntimeError("cannot write object array without object codec")
-
-        # compress
-        if self._compressor:
-            cdata = self._compressor.encode(chunk)
-        else:
-            cdata = chunk
-
-        # ensure in-memory data is immutable and easy to compare
-        if isinstance(self.chunk_store, KVStore) or isinstance(self._chunk_store, KVStore):
-            cdata = ensure_bytes(cdata)
-
-        return cdata
-
-    def __repr__(self):
-        t = type(self)
-        r = "<{}.{}".format(t.__module__, t.__name__)
-        if self.name:
-            r += " %r" % self.name
-        r += " %s" % str(self.shape)
-        r += " %s" % self.dtype
-        if self._read_only:
-            r += " read-only"
-        r += ">"
-        return r
-
-    @property
-    def info(self):
-        """Report some diagnostic information about the array.
-
-        Examples
-        --------
-        >>> import zarr
-        >>> z = zarr.v2.zeros(1000000, chunks=100000, dtype='i4')
-        >>> z.info
-        Type               : zarr.v2.core.Array
-        Data type          : int32
-        Shape              : (1000000,)
-        Chunk shape        : (100000,)
-        Order              : C
-        Read-only          : False
-        Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
-        Store type         : zarr.v2.storage.KVStore
-        No. bytes          : 4000000 (3.8M)
-        No. bytes stored   : 320
-        Storage ratio      : 12500.0
-        Chunks initialized : 0/10
-
-        """
-        return self._info_reporter
-
-    def info_items(self):
-        return self._synchronized_op(self._info_items_nosync)
-
-    def _info_items_nosync(self):
-        def typestr(o):
-            return "{}.{}".format(type(o).__module__, type(o).__name__)
-
-        def bytestr(n):
-            if n > 2**10:
-                return "{} ({})".format(n, human_readable_size(n))
-            else:
-                return str(n)
-
-        items = []
-
-        # basic info
-        if self.name is not None:
-            items += [("Name", self.name)]
-        items += [
-            ("Type", typestr(self)),
-            ("Data type", "%s" % self.dtype),
-            ("Shape", str(self.shape)),
-            ("Chunk shape", str(self.chunks)),
-            ("Order", self.order),
-            ("Read-only", str(self.read_only)),
-        ]
-
-        # filters
-        if self.filters:
-            for i, f in enumerate(self.filters):
-                items += [("Filter [%s]" % i, repr(f))]
-
-        # compressor
-        items += [("Compressor", repr(self.compressor))]
-
-        # synchronizer
-        if self._synchronizer is not None:
-            items += [("Synchronizer type", typestr(self._synchronizer))]
-
-        # storage info
-        items += [("Store type", typestr(self._store))]
-        if self._chunk_store is not None:
-            items += [("Chunk store type", typestr(self._chunk_store))]
-        items += [("No. bytes", bytestr(self.nbytes))]
-        if self.nbytes_stored > 0:
-            items += [
-                ("No. bytes stored", bytestr(self.nbytes_stored)),
-                ("Storage ratio", "%.1f" % (self.nbytes / self.nbytes_stored)),
-            ]
-        items += [("Chunks initialized", "{}/{}".format(self.nchunks_initialized, self.nchunks))]
-
-        return items
-
-    def digest(self, hashname="sha1"):
-        """
-        Compute a checksum for the data. Default uses sha1 for speed.
-
-        Examples
-        --------
-        >>> import binascii
-        >>> import zarr
-        >>> z = zarr.v2.empty(shape=(10000, 10000), chunks=(1000, 1000))
-        >>> binascii.hexlify(z.digest())
-        b'041f90bc7a571452af4f850a8ca2c6cddfa8a1ac'
-        >>> z = zarr.v2.zeros(shape=(10000, 10000), chunks=(1000, 1000))
-        >>> binascii.hexlify(z.digest())
-        b'7162d416d26a68063b66ed1f30e0a866e4abed60'
-        >>> z = zarr.v2.zeros(shape=(10000, 10000), dtype="u1", chunks=(1000, 1000))
-        >>> binascii.hexlify(z.digest())
-        b'cb387af37410ae5a3222e893cf3373e4e4f22816'
-        """
-
-        h = hashlib.new(hashname)
-
-        for i in itertools.product(*[range(s) for s in self.cdata_shape]):
-            h.update(self.chunk_store.get(self._chunk_key(i), b""))
-
-        mkey = _prefix_to_array_key(self._store, self._key_prefix)
-        h.update(self.store.get(mkey, b""))
-
-        h.update(self.store.get(self.attrs.key, b""))
-
-        checksum = h.digest()
-
-        return checksum
-
-    def hexdigest(self, hashname="sha1"):
-        """
-        Compute a checksum for the data. Default uses sha1 for speed.
-
-        Examples
-        --------
-        >>> import zarr
-        >>> z = zarr.v2.empty(shape=(10000, 10000), chunks=(1000, 1000))
-        >>> z.hexdigest()
-        '041f90bc7a571452af4f850a8ca2c6cddfa8a1ac'
-        >>> z = zarr.v2.zeros(shape=(10000, 10000), chunks=(1000, 1000))
-        >>> z.hexdigest()
-        '7162d416d26a68063b66ed1f30e0a866e4abed60'
-        >>> z = zarr.v2.zeros(shape=(10000, 10000), dtype="u1", chunks=(1000, 1000))
-        >>> z.hexdigest()
-        'cb387af37410ae5a3222e893cf3373e4e4f22816'
-        """
-
-        checksum = binascii.hexlify(self.digest(hashname=hashname))
-
-        # This is a bytes object on Python 3 and we want a str.
-        if not isinstance(checksum, str):
-            checksum = checksum.decode("utf8")
-
-        return checksum
-
-    def __getstate__(self):
-        return {
-            "store": self._store,
-            "path": self._path,
-            "read_only": self._read_only,
-            "chunk_store": self._chunk_store,
-            "synchronizer": self._synchronizer,
-            "cache_metadata": self._cache_metadata,
-            "cache_attrs": self._attrs.cache,
-            "partial_decompress": self._partial_decompress,
-            "write_empty_chunks": self._write_empty_chunks,
-            "meta_array": self._meta_array,
-        }
-
-    def __setstate__(self, state):
-        self.__init__(**state)
-
-    def _synchronized_op(self, f, *args, **kwargs):
-        if self._synchronizer is None:
-            # no synchronization
-            lock = nolock
-
-        else:
-            # synchronize on the array
-            mkey = _prefix_to_array_key(self._store, self._key_prefix)
-            lock = self._synchronizer[mkey]
-
-        with lock:
-            self._refresh_metadata_nosync()
-            result = f(*args, **kwargs)
-
-        return result
-
-    def _write_op(self, f, *args, **kwargs):
-        # guard condition
-        if self._read_only:
-            raise ReadOnlyError
-
-        return self._synchronized_op(f, *args, **kwargs)
-
-    def resize(self, *args):
-        """Change the shape of the array by growing or shrinking one or more
-        dimensions.
-
-        Examples
-        --------
-        >>> import zarr
-        >>> z = zarr.v2.zeros(shape=(10000, 10000), chunks=(1000, 1000))
-        >>> z.shape
-        (10000, 10000)
-        >>> z.resize(20000, 10000)
-        >>> z.shape
-        (20000, 10000)
-        >>> z.resize(30000, 1000)
-        >>> z.shape
-        (30000, 1000)
-
-        Notes
-        -----
-        When resizing an array, the data are not rearranged in any way.
-
-        If one or more dimensions are shrunk, any chunks falling outside the
-        new array shape will be deleted from the underlying store.
-        However, it is noteworthy that the chunks partially falling inside the new array
-        (i.e. boundary chunks) will remain intact, and therefore,
-        the data falling outside the new array but inside the boundary chunks
-        would be restored by a subsequent resize operation that grows the array size.
-
-        """
-
-        return self._write_op(self._resize_nosync, *args)
-
-    def _resize_nosync(self, *args):
-        # normalize new shape argument
-        old_shape = self._shape
-        new_shape = normalize_resize_args(old_shape, *args)
-        old_cdata_shape = self._cdata_shape
-
-        # update metadata
-        self._shape = new_shape
-        self._flush_metadata_nosync()
-
-        # determine the new number and arrangement of chunks
-        chunks = self._chunks
-        new_cdata_shape = tuple(math.ceil(s / c) for s, c in zip(new_shape, chunks))
-
-        # remove any chunks not within range
-        #   The idea is that, along each dimension,
-        #     only find and remove the chunk slices that exist in 'old' but not 'new' data.
-        #   Note that a mutable list ('old_cdata_shape_working_list') is introduced here
-        #     to dynamically adjust the number of chunks along the already-processed dimensions
-        #     in order to avoid duplicate chunk removal.
-        chunk_store = self.chunk_store
-        old_cdata_shape_working_list = list(old_cdata_shape)
-        for idx_cdata, (val_old_cdata, val_new_cdata) in enumerate(
-            zip(old_cdata_shape_working_list, new_cdata_shape)
-        ):
-            for cidx in itertools.product(
-                *[
-                    range(n_new, n_old) if (idx == idx_cdata) else range(n_old)
-                    for idx, (n_old, n_new) in enumerate(
-                        zip(old_cdata_shape_working_list, new_cdata_shape)
-                    )
-                ]
-            ):
-                key = self._chunk_key(cidx)
-                try:
-                    del chunk_store[key]
-                except KeyError:
-                    # chunk not initialized
-                    pass
-            old_cdata_shape_working_list[idx_cdata] = min(val_old_cdata, val_new_cdata)
-
-    def append(self, data, axis=0):
-        """Append `data` to `axis`.
-
-        Parameters
-        ----------
-        data : array-like
-            Data to be appended.
-        axis : int
-            Axis along which to append.
-
-        Returns
-        -------
-        new_shape : tuple
-
-        Notes
-        -----
-        The size of all dimensions other than `axis` must match between this
-        array and `data`.
-
-        Examples
-        --------
-        >>> import numpy as np
-        >>> import zarr
-        >>> a = np.arange(10000000, dtype='i4').reshape(10000, 1000)
-        >>> z = zarr.v2.array(a, chunks=(1000, 100))
-        >>> z.shape
-        (10000, 1000)
-        >>> z.append(a)
-        (20000, 1000)
-        >>> z.append(np.vstack([a, a]), axis=1)
-        (20000, 2000)
-        >>> z.shape
-        (20000, 2000)
-
-        """
-        return self._write_op(self._append_nosync, data, axis=axis)
-
-    def _append_nosync(self, data, axis=0):
-        # ensure data is array-like
-        if not hasattr(data, "shape"):
-            data = np.asanyarray(data, like=self._meta_array)
-
-        # ensure shapes are compatible for non-append dimensions
-        self_shape_preserved = tuple(s for i, s in enumerate(self._shape) if i != axis)
-        data_shape_preserved = tuple(s for i, s in enumerate(data.shape) if i != axis)
-        if self_shape_preserved != data_shape_preserved:
-            raise ValueError(
-                "shape of data to append is not compatible with the array; "
-                "all dimensions must match except for the dimension being "
-                "appended"
-            )
-
-        # remember old shape
-        old_shape = self._shape
-
-        # determine new shape
-        new_shape = tuple(
-            self._shape[i] if i != axis else self._shape[i] + data.shape[i]
-            for i in range(len(self._shape))
-        )
-
-        # resize
-        self._resize_nosync(new_shape)
-
-        # store data
-        # noinspection PyTypeChecker
-        append_selection = tuple(
-            slice(None) if i != axis else slice(old_shape[i], new_shape[i])
-            for i in range(len(self._shape))
-        )
-        self[append_selection] = data
-
-        return new_shape
-
-    def view(
-        self,
-        shape=None,
-        chunks=None,
-        dtype=None,
-        fill_value=None,
-        filters=None,
-        read_only=None,
-        synchronizer=None,
-    ):
-        """Return an array sharing the same data.
-
-        Parameters
-        ----------
-        shape : int or tuple of ints
-            Array shape.
-        chunks : int or tuple of ints, optional
-            Chunk shape.
-        dtype : string or dtype, optional
-            NumPy dtype.
-        fill_value : object
-            Default value to use for uninitialized portions of the array.
-        filters : sequence, optional
-            Sequence of filters to use to encode chunk data prior to
-            compression.
-        read_only : bool, optional
-            True if array should be protected against modification.
-        synchronizer : object, optional
-            Array synchronizer.
-
-        Notes
-        -----
-        WARNING: This is an experimental feature and should be used with care.
-        There are plenty of ways to generate errors and/or cause data
-        corruption.
-
-        Examples
-        --------
-
-        Bypass filters:
-
-            >>> import zarr
-            >>> import numpy as np
-            >>> np.random.seed(42)
-            >>> labels = ['female', 'male']
-            >>> data = np.random.choice(labels, size=10000)
-            >>> filters = [zarr.v2.Categorize(labels=labels,
-            ...                            dtype=data.dtype,
-            ...                            astype='u1')]
-            >>> a = zarr.v2.array(data, chunks=1000, filters=filters)
-            >>> a[:]
-            array(['female', 'male', 'female', ..., 'male', 'male', 'female'],
-                  dtype='<U6')
-            >>> v = a.view(dtype='u1', filters=[])
-            >>> v.is_view
-            True
-            >>> v[:]
-            array([1, 2, 1, ..., 2, 2, 1], dtype=uint8)
-
-        Views can be used to modify data:
-
-            >>> x = v[:]
-            >>> x.sort()
-            >>> v[:] = x
-            >>> v[:]
-            array([1, 1, 1, ..., 2, 2, 2], dtype=uint8)
-            >>> a[:]
-            array(['female', 'female', 'female', ..., 'male', 'male', 'male'],
-                  dtype='<U6')
-
-        View as a different dtype with the same item size:
-
-            >>> data = np.random.randint(0, 2, size=10000, dtype='u1')
-            >>> a = zarr.v2.array(data, chunks=1000)
-            >>> a[:]
-            array([0, 0, 1, ..., 1, 0, 0], dtype=uint8)
-            >>> v = a.view(dtype=bool)
-            >>> v[:]
-            array([False, False,  True, ...,  True, False, False])
-            >>> np.all(a[:].view(dtype=bool) == v[:])
-            True
-
-        An array can be viewed with a dtype with a different item size, however
-        some care is needed to adjust the shape and chunk shape so that chunk
-        data is interpreted correctly:
-
-            >>> data = np.arange(10000, dtype='u2')
-            >>> a = zarr.v2.array(data, chunks=1000)
-            >>> a[:10]
-            array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype=uint16)
-            >>> v = a.view(dtype='u1', shape=20000, chunks=2000)
-            >>> v[:10]
-            array([0, 0, 1, 0, 2, 0, 3, 0, 4, 0], dtype=uint8)
-            >>> np.all(a[:].view('u1') == v[:])
-            True
-
-        Change fill value for uninitialized chunks:
-
-            >>> a = zarr.v2.full(10000, chunks=1000, fill_value=-1, dtype='i1')
-            >>> a[:]
-            array([-1, -1, -1, ..., -1, -1, -1], dtype=int8)
-            >>> v = a.view(fill_value=42)
-            >>> v[:]
-            array([42, 42, 42, ..., 42, 42, 42], dtype=int8)
-
-        Note that resizing or appending to views is not permitted:
-
-            >>> a = zarr.v2.empty(10000)
-            >>> v = a.view()
-            >>> try:
-            ...     v.resize(20000)
-            ... except PermissionError as e:
-            ...     print(e)
-            operation not permitted for views
-
-        """
-
-        store = self._store
-        chunk_store = self._chunk_store
-        path = self._path
-        if read_only is None:
-            read_only = self._read_only
-        if synchronizer is None:
-            synchronizer = self._synchronizer
-        a = Array(
-            store=store,
-            path=path,
-            chunk_store=chunk_store,
-            read_only=read_only,
-            synchronizer=synchronizer,
-            cache_metadata=True,
-        )
-        a._is_view = True
-
-        # allow override of some properties
-        if dtype is None:
-            dtype = self._dtype
-        else:
-            dtype = np.dtype(dtype)
-            a._dtype = dtype
-        if shape is None:
-            shape = self._shape
-        else:
-            shape = normalize_shape(shape)
-            a._shape = shape
-        if chunks is not None:
-            chunks = normalize_chunks(chunks, shape, dtype.itemsize)
-            a._chunks = chunks
-        if fill_value is not None:
-            a._fill_value = fill_value
-        if filters is not None:
-            a._filters = filters
-
-        return a
-
-    def astype(self, dtype):
-        """Returns a view that does on the fly type conversion of the underlying data.
-
-        Parameters
-        ----------
-        dtype : string or dtype
-            NumPy dtype.
-
-        Notes
-        -----
-        This method returns a new Array object which is a view on the same
-        underlying chunk data. Modifying any data via the view is currently
-        not permitted and will result in an error. This is an experimental
-        feature and its behavior is subject to change in the future.
-
-        See Also
-        --------
-        Array.view
-
-        Examples
-        --------
-
-        >>> import zarr
-        >>> import numpy as np
-        >>> data = np.arange(100, dtype=np.uint8)
-        >>> a = zarr.v2.array(data, chunks=10)
-        >>> a[:]
-        array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15,
-               16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31,
-               32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47,
-               48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63,
-               64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79,
-               80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95,
-               96, 97, 98, 99], dtype=uint8)
-        >>> v = a.astype(np.float32)
-        >>> v.is_view
-        True
-        >>> v[:]
-        array([  0.,   1.,   2.,   3.,   4.,   5.,   6.,   7.,   8.,   9.,
-                10.,  11.,  12.,  13.,  14.,  15.,  16.,  17.,  18.,  19.,
-                20.,  21.,  22.,  23.,  24.,  25.,  26.,  27.,  28.,  29.,
-                30.,  31.,  32.,  33.,  34.,  35.,  36.,  37.,  38.,  39.,
-                40.,  41.,  42.,  43.,  44.,  45.,  46.,  47.,  48.,  49.,
-                50.,  51.,  52.,  53.,  54.,  55.,  56.,  57.,  58.,  59.,
-                60.,  61.,  62.,  63.,  64.,  65.,  66.,  67.,  68.,  69.,
-                70.,  71.,  72.,  73.,  74.,  75.,  76.,  77.,  78.,  79.,
-                80.,  81.,  82.,  83.,  84.,  85.,  86.,  87.,  88.,  89.,
-                90.,  91.,  92.,  93.,  94.,  95.,  96.,  97.,  98.,  99.],
-              dtype=float32)
-        """
-
-        dtype = np.dtype(dtype)
-
-        filters = []
-        if self._filters:
-            filters.extend(self._filters)
-        filters.insert(0, AsType(encode_dtype=self._dtype, decode_dtype=dtype))
-
-        return self.view(filters=filters, dtype=dtype, read_only=True)
diff --git a/src/zarr/v2/creation.py b/src/zarr/v2/creation.py
deleted file mode 100644
index d0ba00603d..0000000000
--- a/src/zarr/v2/creation.py
+++ /dev/null
@@ -1,707 +0,0 @@
-from typing import Optional
-from warnings import warn
-
-import numpy as np
-from numcodecs.registry import codec_registry
-
-from zarr.v2.core import Array
-from zarr.v2.errors import (
-    ArrayNotFoundError,
-    ContainsArrayError,
-    ContainsGroupError,
-)
-from zarr.v2.storage import (
-    contains_array,
-    contains_group,
-    default_compressor,
-    init_array,
-    normalize_storage_path,
-    normalize_store_arg,
-)
-from zarr.v2.util import normalize_dimension_separator
-
-
-def create(
-    shape,
-    chunks=True,
-    dtype=None,
-    compressor="default",
-    fill_value: Optional[int] = 0,
-    order="C",
-    store=None,
-    synchronizer=None,
-    overwrite=False,
-    path=None,
-    chunk_store=None,
-    filters=None,
-    cache_metadata=True,
-    cache_attrs=True,
-    read_only=False,
-    object_codec=None,
-    dimension_separator=None,
-    write_empty_chunks=True,
-    *,
-    meta_array=None,
-    **kwargs,
-):
-    """Create an array.
-
-    Parameters
-    ----------
-    shape : int or tuple of ints
-        Array shape.
-    chunks : int or tuple of ints, optional
-        Chunk shape. If True, will be guessed from `shape` and `dtype`. If
-        False, will be set to `shape`, i.e., single chunk for the whole array.
-        If an int, the chunk size in each dimension will be given by the value
-        of `chunks`. Default is True.
-    dtype : string or dtype, optional
-        NumPy dtype.
-    compressor : Codec, optional
-        Primary compressor.
-    fill_value : object
-        Default value to use for uninitialized portions of the array.
-    order : {'C', 'F'}, optional
-        Memory layout to be used within each chunk.
-    store : MutableMapping or string
-        Store or path to directory in file system or name of zip file.
-    synchronizer : object, optional
-        Array synchronizer.
-    overwrite : bool, optional
-        If True, delete all pre-existing data in `store` at `path` before
-        creating the array.
-    path : string, optional
-        Path under which array is stored.
-    chunk_store : MutableMapping, optional
-        Separate storage for chunks. If not provided, `store` will be used
-        for storage of both chunks and metadata.
-    filters : sequence of Codecs, optional
-        Sequence of filters to use to encode chunk data prior to compression.
-    cache_metadata : bool, optional
-        If True, array configuration metadata will be cached for the
-        lifetime of the object. If False, array metadata will be reloaded
-        prior to all data access and modification operations (may incur
-        overhead depending on storage and data access pattern).
-    cache_attrs : bool, optional
-        If True (default), user attributes will be cached for attribute read
-        operations. If False, user attributes are reloaded from the store prior
-        to all attribute read operations.
-    read_only : bool, optional
-        True if array should be protected against modification.
-    object_codec : Codec, optional
-        A codec to encode object arrays, only needed if dtype=object.
-    dimension_separator : {'.', '/'}, optional
-        Separator placed between the dimensions of a chunk.
-
-        .. versionadded:: 2.8
-
-    write_empty_chunks : bool, optional
-        If True (default), all chunks will be stored regardless of their
-        contents. If False, each chunk is compared to the array's fill value
-        prior to storing. If a chunk is uniformly equal to the fill value, then
-        that chunk is not be stored, and the store entry for that chunk's key
-        is deleted. This setting enables sparser storage, as only chunks with
-        non-fill-value data are stored, at the expense of overhead associated
-        with checking the data of each chunk.
-
-        .. versionadded:: 2.11
-
-    meta_array : array-like, optional
-        An array instance to use for determining arrays to create and return
-        to users. Use `numpy.empty(())` by default.
-
-        .. versionadded:: 2.13
-
-    Returns
-    -------
-    z : zarr.v2.core.Array
-
-    Examples
-    --------
-
-    Create an array with default settings::
-
-        >>> import zarr
-        >>> z = zarr.v2.create((10000, 10000), chunks=(1000, 1000))
-        >>> z
-        <zarr.v2.core.Array (10000, 10000) float64>
-
-    Create an array with different some different configuration options::
-
-        >>> from numcodecs import Blosc
-        >>> compressor = Blosc(cname='zstd', clevel=1, shuffle=Blosc.BITSHUFFLE)
-        >>> z = zarr.v2.create((10000, 10000), chunks=(1000, 1000), dtype='i1', order='F',
-        ...                 compressor=compressor)
-        >>> z
-        <zarr.v2.core.Array (10000, 10000) int8>
-
-    To create an array with object dtype requires a filter that can handle Python object
-    encoding, e.g., `MsgPack` or `Pickle` from `numcodecs`::
-
-        >>> from numcodecs import MsgPack
-        >>> z = zarr.v2.create((10000, 10000), chunks=(1000, 1000), dtype=object,
-        ...                 object_codec=MsgPack())
-        >>> z
-        <zarr.v2.core.Array (10000, 10000) object>
-
-    Example with some filters, and also storing chunks separately from metadata::
-
-        >>> from numcodecs import Quantize, Adler32
-        >>> store, chunk_store = dict(), dict()
-        >>> z = zarr.v2.create((10000, 10000), chunks=(1000, 1000), dtype='f8',
-        ...                 filters=[Quantize(digits=2, dtype='f8'), Adler32()],
-        ...                 store=store, chunk_store=chunk_store)
-        >>> z
-        <zarr.v2.core.Array (10000, 10000) float64>
-
-    """
-
-    # handle polymorphic store arg
-    store = normalize_store_arg(store, mode="w")
-
-    # API compatibility with h5py
-    compressor, fill_value = _kwargs_compat(compressor, fill_value, kwargs)
-
-    # optional array metadata
-    if dimension_separator is None:
-        dimension_separator = getattr(store, "_dimension_separator", None)
-    else:
-        store_separator = getattr(store, "_dimension_separator", None)
-        if store_separator not in (None, dimension_separator):
-            raise ValueError(
-                f"Specified dimension_separator: {dimension_separator}"
-                f"conflicts with store's separator: "
-                f"{store_separator}"
-            )
-    dimension_separator = normalize_dimension_separator(dimension_separator)
-
-    # initialize array metadata
-    init_array(
-        store,
-        shape=shape,
-        chunks=chunks,
-        dtype=dtype,
-        compressor=compressor,
-        fill_value=fill_value,
-        order=order,
-        overwrite=overwrite,
-        path=path,
-        chunk_store=chunk_store,
-        filters=filters,
-        object_codec=object_codec,
-        dimension_separator=dimension_separator,
-    )
-
-    # instantiate array
-    z = Array(
-        store,
-        path=path,
-        chunk_store=chunk_store,
-        synchronizer=synchronizer,
-        cache_metadata=cache_metadata,
-        cache_attrs=cache_attrs,
-        read_only=read_only,
-        write_empty_chunks=write_empty_chunks,
-        meta_array=meta_array,
-    )
-
-    return z
-
-
-def _kwargs_compat(compressor, fill_value, kwargs):
-    # to be compatible with h5py, as well as backwards-compatible with Zarr
-    # 1.x, accept 'compression' and 'compression_opts' keyword arguments
-
-    if compressor != "default":
-        # 'compressor' overrides 'compression'
-        if "compression" in kwargs:
-            warn(
-                "'compression' keyword argument overridden by 'compressor'",
-                stacklevel=3,
-            )
-            del kwargs["compression"]
-        if "compression_opts" in kwargs:
-            warn(
-                "'compression_opts' keyword argument overridden by 'compressor'",
-                stacklevel=3,
-            )
-            del kwargs["compression_opts"]
-
-    elif "compression" in kwargs:
-        compression = kwargs.pop("compression")
-        compression_opts = kwargs.pop("compression_opts", None)
-
-        if compression is None or compression == "none":
-            compressor = None
-
-        elif compression == "default":
-            compressor = default_compressor
-
-        elif isinstance(compression, str):
-            codec_cls = codec_registry[compression]
-
-            # handle compression_opts
-            if isinstance(compression_opts, dict):
-                compressor = codec_cls(**compression_opts)
-            elif isinstance(compression_opts, (list, tuple)):
-                compressor = codec_cls(*compression_opts)
-            elif compression_opts is None:
-                compressor = codec_cls()
-            else:
-                # assume single argument, e.g., int
-                compressor = codec_cls(compression_opts)
-
-        # be lenient here if user gives compressor as 'compression'
-        elif hasattr(compression, "get_config"):
-            compressor = compression
-
-        else:
-            raise ValueError("bad value for compression: %r" % compression)
-
-    # handle 'fillvalue'
-    if "fillvalue" in kwargs:
-        # to be compatible with h5py, accept 'fillvalue' instead of
-        # 'fill_value'
-        fill_value = kwargs.pop("fillvalue")
-
-    # ignore other keyword arguments
-    for k in kwargs:
-        warn("ignoring keyword argument %r" % k)
-
-    return compressor, fill_value
-
-
-def empty(shape, **kwargs):
-    """Create an empty array.
-
-    For parameter definitions see :func:`zarr.v2.creation.create`.
-
-    Notes
-    -----
-    The contents of an empty Zarr array are not defined. On attempting to
-    retrieve data from an empty Zarr array, any values may be returned,
-    and these are not guaranteed to be stable from one access to the next.
-
-    """
-    return create(shape=shape, fill_value=None, **kwargs)
-
-
-def zeros(shape, **kwargs):
-    """Create an array, with zero being used as the default value for
-    uninitialized portions of the array.
-
-    For parameter definitions see :func:`zarr.v2.creation.create`.
-
-    Examples
-    --------
-    >>> import zarr
-    >>> z = zarr.v2.zeros((10000, 10000), chunks=(1000, 1000))
-    >>> z
-    <zarr.v2.core.Array (10000, 10000) float64>
-    >>> z[:2, :2]
-    array([[0., 0.],
-           [0., 0.]])
-
-    """
-
-    return create(shape=shape, fill_value=0, **kwargs)
-
-
-def ones(shape, **kwargs):
-    """Create an array, with one being used as the default value for
-    uninitialized portions of the array.
-
-    For parameter definitions see :func:`zarr.v2.creation.create`.
-
-    Examples
-    --------
-    >>> import zarr
-    >>> z = zarr.v2.ones((10000, 10000), chunks=(1000, 1000))
-    >>> z
-    <zarr.v2.core.Array (10000, 10000) float64>
-    >>> z[:2, :2]
-    array([[1., 1.],
-           [1., 1.]])
-
-    """
-
-    return create(shape=shape, fill_value=1, **kwargs)
-
-
-def full(shape, fill_value, **kwargs):
-    """Create an array, with `fill_value` being used as the default value for
-    uninitialized portions of the array.
-
-    For parameter definitions see :func:`zarr.v2.creation.create`.
-
-    Examples
-    --------
-    >>> import zarr
-    >>> z = zarr.v2.full((10000, 10000), chunks=(1000, 1000), fill_value=42)
-    >>> z
-    <zarr.v2.core.Array (10000, 10000) float64>
-    >>> z[:2, :2]
-    array([[42., 42.],
-           [42., 42.]])
-
-    """
-
-    return create(shape=shape, fill_value=fill_value, **kwargs)
-
-
-def _get_shape_chunks(a):
-    shape = None
-    chunks = None
-
-    if hasattr(a, "shape") and isinstance(a.shape, tuple):
-        shape = a.shape
-
-        if hasattr(a, "chunks") and isinstance(a.chunks, tuple) and (len(a.chunks) == len(a.shape)):
-            chunks = a.chunks
-
-        elif hasattr(a, "chunklen"):
-            # bcolz carray
-            chunks = (a.chunklen,) + a.shape[1:]
-
-    return shape, chunks
-
-
-def array(data, **kwargs):
-    """Create an array filled with `data`.
-
-    The `data` argument should be a NumPy array or array-like object. For
-    other parameter definitions see :func:`zarr.v2.creation.create`.
-
-    Examples
-    --------
-    >>> import numpy as np
-    >>> import zarr
-    >>> a = np.arange(100000000).reshape(10000, 10000)
-    >>> z = zarr.v2.array(a, chunks=(1000, 1000))
-    >>> z
-    <zarr.v2.core.Array (10000, 10000) int64>
-
-    """
-
-    # ensure data is array-like
-    if not hasattr(data, "shape") or not hasattr(data, "dtype"):
-        data = np.asanyarray(data)
-
-    # setup dtype
-    kw_dtype = kwargs.get("dtype")
-    if kw_dtype is None:
-        kwargs["dtype"] = data.dtype
-    else:
-        kwargs["dtype"] = kw_dtype
-
-    # setup shape and chunks
-    data_shape, data_chunks = _get_shape_chunks(data)
-    kwargs["shape"] = data_shape
-    kw_chunks = kwargs.get("chunks")
-    if kw_chunks is None:
-        kwargs["chunks"] = data_chunks
-    else:
-        kwargs["chunks"] = kw_chunks
-
-    # pop read-only to apply after storing the data
-    read_only = kwargs.pop("read_only", False)
-
-    # instantiate array
-    z = create(**kwargs)
-
-    # fill with data
-    z[...] = data
-
-    # set read_only property afterwards
-    z.read_only = read_only
-
-    return z
-
-
-def open_array(
-    store=None,
-    mode="a",
-    shape=None,
-    chunks=True,
-    dtype=None,
-    compressor="default",
-    fill_value=0,
-    order="C",
-    synchronizer=None,
-    filters=None,
-    cache_metadata=True,
-    cache_attrs=True,
-    path=None,
-    object_codec=None,
-    chunk_store=None,
-    storage_options=None,
-    partial_decompress=False,
-    write_empty_chunks=True,
-    *,
-    dimension_separator=None,
-    meta_array=None,
-    **kwargs,
-):
-    """Open an array using file-mode-like semantics.
-
-    Parameters
-    ----------
-    store : MutableMapping or string, optional
-        Store or path to directory in file system or name of zip file.
-    mode : {'r', 'r+', 'a', 'w', 'w-'}, optional
-        Persistence mode: 'r' means read only (must exist); 'r+' means
-        read/write (must exist); 'a' means read/write (create if doesn't
-        exist); 'w' means create (overwrite if exists); 'w-' means create
-        (fail if exists).
-    shape : int or tuple of ints, optional
-        Array shape.
-    chunks : int or tuple of ints, optional
-        Chunk shape. If True, will be guessed from `shape` and `dtype`. If
-        False, will be set to `shape`, i.e., single chunk for the whole array.
-        If an int, the chunk size in each dimension will be given by the value
-        of `chunks`. Default is True.
-    dtype : string or dtype, optional
-        NumPy dtype.
-    compressor : Codec, optional
-        Primary compressor.
-    fill_value : object, optional
-        Default value to use for uninitialized portions of the array.
-    order : {'C', 'F'}, optional
-        Memory layout to be used within each chunk.
-    synchronizer : object, optional
-        Array synchronizer.
-    filters : sequence, optional
-        Sequence of filters to use to encode chunk data prior to compression.
-    cache_metadata : bool, optional
-        If True, array configuration metadata will be cached for the
-        lifetime of the object. If False, array metadata will be reloaded
-        prior to all data access and modification operations (may incur
-        overhead depending on storage and data access pattern).
-    cache_attrs : bool, optional
-        If True (default), user attributes will be cached for attribute read
-        operations. If False, user attributes are reloaded from the store prior
-        to all attribute read operations.
-    path : string, optional
-        Array path within store.
-    object_codec : Codec, optional
-        A codec to encode object arrays, only needed if dtype=object.
-    chunk_store : MutableMapping or string, optional
-        Store or path to directory in file system or name of zip file.
-    storage_options : dict
-        If using an fsspec URL to create the store, these will be passed to
-        the backend implementation. Ignored otherwise.
-    partial_decompress : bool, optional
-        If True and while the chunk_store is a FSStore and the compression used
-        is Blosc, when getting data from the array chunks will be partially
-        read and decompressed when possible.
-    write_empty_chunks : bool, optional
-        If True (default), all chunks will be stored regardless of their
-        contents. If False, each chunk is compared to the array's fill value
-        prior to storing. If a chunk is uniformly equal to the fill value, then
-        that chunk is not be stored, and the store entry for that chunk's key
-        is deleted. This setting enables sparser storage, as only chunks with
-        non-fill-value data are stored, at the expense of overhead associated
-        with checking the data of each chunk.
-
-        .. versionadded:: 2.11
-
-    dimension_separator : {None, '.', '/'}, optional
-        Can be used to specify whether the array is in a flat ('.') or nested
-        ('/') format. If None, the appropriate value will be read from `store`
-        when present. Otherwise, defaults to '.'.
-    meta_array : array-like, optional
-        An array instance to use for determining arrays to create and return
-        to users. Use `numpy.empty(())` by default.
-
-        .. versionadded:: 2.15
-
-    Returns
-    -------
-    z : zarr.v2.core.Array
-
-    Examples
-    --------
-    >>> import numpy as np
-    >>> import zarr
-    >>> z1 = zarr.v2.open_array('data/example.zarr', mode='w', shape=(10000, 10000),
-    ...                      chunks=(1000, 1000), fill_value=0)
-    >>> z1[:] = np.arange(100000000).reshape(10000, 10000)
-    >>> z1
-    <zarr.v2.core.Array (10000, 10000) float64>
-    >>> z2 = zarr.v2.open_array('data/example.zarr', mode='r')
-    >>> z2
-    <zarr.v2.core.Array (10000, 10000) float64 read-only>
-    >>> np.all(z1[:] == z2[:])
-    True
-
-    Notes
-    -----
-    There is no need to close an array. Data are automatically flushed to the
-    file system.
-
-    """
-
-    # use same mode semantics as h5py
-    # r : read only, must exist
-    # r+ : read/write, must exist
-    # w : create, delete if exists
-    # w- or x : create, fail if exists
-    # a : read/write if exists, create otherwise (default)
-
-    # handle polymorphic store arg
-    store = normalize_store_arg(store, storage_options=storage_options, mode=mode)
-
-    if chunk_store is not None:
-        chunk_store = normalize_store_arg(chunk_store, storage_options=storage_options, mode=mode)
-
-    # respect the dimension separator specified in a store, if present
-    if dimension_separator is None:
-        if hasattr(store, "_dimension_separator"):
-            dimension_separator = store._dimension_separator
-        else:
-            dimension_separator = "."
-
-    path = normalize_storage_path(path)
-
-    # API compatibility with h5py
-    compressor, fill_value = _kwargs_compat(compressor, fill_value, kwargs)
-
-    # ensure fill_value of correct type
-    if fill_value is not None:
-        fill_value = np.array(fill_value, dtype=dtype)[()]
-
-    # ensure store is initialized
-
-    if mode in ["r", "r+"]:
-        if not contains_array(store, path=path):
-            if contains_group(store, path=path):
-                raise ContainsGroupError(path)
-            raise ArrayNotFoundError(path)
-
-    elif mode == "w":
-        init_array(
-            store,
-            shape=shape,
-            chunks=chunks,
-            dtype=dtype,
-            compressor=compressor,
-            fill_value=fill_value,
-            order=order,
-            filters=filters,
-            overwrite=True,
-            path=path,
-            object_codec=object_codec,
-            chunk_store=chunk_store,
-            dimension_separator=dimension_separator,
-        )
-
-    elif mode == "a":
-        if not contains_array(store, path=path):
-            if contains_group(store, path=path):
-                raise ContainsGroupError(path)
-            init_array(
-                store,
-                shape=shape,
-                chunks=chunks,
-                dtype=dtype,
-                compressor=compressor,
-                fill_value=fill_value,
-                order=order,
-                filters=filters,
-                path=path,
-                object_codec=object_codec,
-                chunk_store=chunk_store,
-                dimension_separator=dimension_separator,
-            )
-
-    elif mode in ["w-", "x"]:
-        if contains_group(store, path=path):
-            raise ContainsGroupError(path)
-        elif contains_array(store, path=path):
-            raise ContainsArrayError(path)
-        else:
-            init_array(
-                store,
-                shape=shape,
-                chunks=chunks,
-                dtype=dtype,
-                compressor=compressor,
-                fill_value=fill_value,
-                order=order,
-                filters=filters,
-                path=path,
-                object_codec=object_codec,
-                chunk_store=chunk_store,
-                dimension_separator=dimension_separator,
-            )
-
-    # determine read only status
-    read_only = mode == "r"
-
-    # instantiate array
-    z = Array(
-        store,
-        read_only=read_only,
-        synchronizer=synchronizer,
-        cache_metadata=cache_metadata,
-        cache_attrs=cache_attrs,
-        path=path,
-        chunk_store=chunk_store,
-        write_empty_chunks=write_empty_chunks,
-        meta_array=meta_array,
-    )
-
-    return z
-
-
-def _like_args(a, kwargs):
-    shape, chunks = _get_shape_chunks(a)
-    if shape is not None:
-        kwargs.setdefault("shape", shape)
-    if chunks is not None:
-        kwargs.setdefault("chunks", chunks)
-
-    if hasattr(a, "dtype"):
-        kwargs.setdefault("dtype", a.dtype)
-
-    if isinstance(a, Array):
-        kwargs.setdefault("compressor", a.compressor)
-        kwargs.setdefault("order", a.order)
-        kwargs.setdefault("filters", a.filters)
-    else:
-        kwargs.setdefault("compressor", "default")
-        kwargs.setdefault("order", "C")
-
-
-def empty_like(a, **kwargs):
-    """Create an empty array like `a`."""
-    _like_args(a, kwargs)
-    return empty(**kwargs)
-
-
-def zeros_like(a, **kwargs):
-    """Create an array of zeros like `a`."""
-    _like_args(a, kwargs)
-    return zeros(**kwargs)
-
-
-def ones_like(a, **kwargs):
-    """Create an array of ones like `a`."""
-    _like_args(a, kwargs)
-    return ones(**kwargs)
-
-
-def full_like(a, **kwargs):
-    """Create a filled array like `a`."""
-    _like_args(a, kwargs)
-    if isinstance(a, Array):
-        kwargs.setdefault("fill_value", a.fill_value)
-    return full(**kwargs)
-
-
-def open_like(a, path, **kwargs):
-    """Open a persistent array like `a`."""
-    _like_args(a, kwargs)
-    if isinstance(a, Array):
-        kwargs.setdefault("fill_value", a.fill_value)
-    return open_array(path, **kwargs)
diff --git a/src/zarr/v2/errors.py b/src/zarr/v2/errors.py
deleted file mode 100644
index 30c9b13d39..0000000000
--- a/src/zarr/v2/errors.py
+++ /dev/null
@@ -1,80 +0,0 @@
-class MetadataError(Exception):
-    pass
-
-
-class CopyError(RuntimeError):
-    pass
-
-
-class _BaseZarrError(ValueError):
-    _msg = ""
-
-    def __init__(self, *args):
-        super().__init__(self._msg.format(*args))
-
-
-class ArrayIndexError(IndexError):
-    pass
-
-
-class _BaseZarrIndexError(IndexError):
-    _msg = ""
-
-    def __init__(self, *args):
-        super().__init__(self._msg.format(*args))
-
-
-class ContainsGroupError(_BaseZarrError):
-    _msg = "path {0!r} contains a group"
-
-
-class ContainsArrayError(_BaseZarrError):
-    _msg = "path {0!r} contains an array"
-
-
-class ArrayNotFoundError(_BaseZarrError):
-    _msg = "array not found at path %r' {0!r}"
-
-
-class GroupNotFoundError(_BaseZarrError):
-    _msg = "group not found at path {0!r}"
-
-
-class PathNotFoundError(_BaseZarrError):
-    _msg = "nothing found at path {0!r}"
-
-
-class BadCompressorError(_BaseZarrError):
-    _msg = "bad compressor; expected Codec object, found {0!r}"
-
-
-class FSPathExistNotDir(GroupNotFoundError):
-    _msg = "path exists but is not a directory: %r"
-
-
-class ReadOnlyError(PermissionError):
-    def __init__(self):
-        super().__init__("object is read-only")
-
-
-class BoundsCheckError(_BaseZarrIndexError):
-    _msg = "index out of bounds for dimension with length {0}"
-
-
-class NegativeStepError(IndexError):
-    def __init__(self):
-        super().__init__("only slices with step >= 1 are supported")
-
-
-def err_too_many_indices(selection, shape):
-    raise IndexError(
-        "too many indices for array; expected {}, got {}".format(len(shape), len(selection))
-    )
-
-
-class VindexInvalidSelectionError(_BaseZarrIndexError):
-    _msg = (
-        "unsupported selection type for vectorized indexing; only "
-        "coordinate selection (tuple of integer arrays) and mask selection "
-        "(single Boolean array) are supported; got {0!r}"
-    )
diff --git a/src/zarr/v2/hierarchy.py b/src/zarr/v2/hierarchy.py
deleted file mode 100644
index 25e47311b6..0000000000
--- a/src/zarr/v2/hierarchy.py
+++ /dev/null
@@ -1,1401 +0,0 @@
-from collections.abc import MutableMapping
-from itertools import islice
-from typing import Any
-
-import numpy as np
-
-from zarr.v2.attrs import Attributes
-from zarr.v2.core import Array
-from zarr.v2.creation import (
-    array,
-    create,
-    empty,
-    empty_like,
-    full,
-    full_like,
-    ones,
-    ones_like,
-    zeros,
-    zeros_like,
-)
-from zarr.v2.errors import (
-    ContainsArrayError,
-    ContainsGroupError,
-    GroupNotFoundError,
-    ReadOnlyError,
-)
-from zarr.v2.storage import (
-    _prefix_to_group_key,
-    BaseStore,
-    MemoryStore,
-    group_meta_key,
-    attrs_key,
-    contains_array,
-    contains_group,
-    init_group,
-    listdir,
-    normalize_store_arg,
-    rename,
-    rmdir,
-)
-
-from zarr.v2.util import (
-    InfoReporter,
-    TreeViewer,
-    is_valid_python_name,
-    nolock,
-    normalize_shape,
-    normalize_storage_path,
-)
-
-
-class Group(MutableMapping[str, Any]):
-    """Instantiate a group from an initialized store.
-
-    Parameters
-    ----------
-    store : MutableMapping
-        Group store, already initialized.
-        If the Group is used in a context manager, and the store has a ``close`` method,
-        it will be called on exit.
-    path : string, optional
-        Group path.
-    read_only : bool, optional
-        True if group should be protected against modification.
-    chunk_store : MutableMapping, optional
-        Separate storage for chunks. If not provided, `store` will be used
-        for storage of both chunks and metadata.
-    cache_attrs : bool, optional
-        If True (default), user attributes will be cached for attribute read
-        operations. If False, user attributes are reloaded from the store prior
-        to all attribute read operations.
-    synchronizer : object, optional
-        Array synchronizer.
-
-    meta_array : array-like, optional
-        An array instance to use for determining arrays to create and return
-        to users. Use `numpy.empty(())` by default.
-
-        .. versionadded:: 2.13
-
-    Attributes
-    ----------
-    store
-    path
-    name
-    read_only
-    chunk_store
-    synchronizer
-    attrs
-    info
-    meta_array
-
-    Methods
-    -------
-    __len__
-    __iter__
-    __contains__
-    __getitem__
-    __enter__
-    __exit__
-    group_keys
-    groups
-    array_keys
-    arrays
-    visit
-    visitkeys
-    visitvalues
-    visititems
-    tree
-    create_group
-    require_group
-    create_groups
-    require_groups
-    create_dataset
-    require_dataset
-    create
-    empty
-    zeros
-    ones
-    full
-    array
-    empty_like
-    zeros_like
-    ones_like
-    full_like
-    info
-    move
-
-    """
-
-    def __init__(
-        self,
-        store,
-        path=None,
-        read_only=False,
-        chunk_store=None,
-        cache_attrs=True,
-        synchronizer=None,
-        *,
-        meta_array=None,
-    ):
-        store: BaseStore = _normalize_store_arg(store)
-        if chunk_store is not None:
-            chunk_store: BaseStore = _normalize_store_arg(chunk_store)
-        self._store = store
-        self._chunk_store = chunk_store
-        self._path = normalize_storage_path(path)
-        if self._path:
-            self._key_prefix = self._path + "/"
-        else:
-            self._key_prefix = ""
-        self._read_only = read_only
-        self._synchronizer = synchronizer
-        if meta_array is not None:
-            self._meta_array = np.empty_like(meta_array, shape=())
-        else:
-            self._meta_array = np.empty(())
-
-        # guard conditions
-        if contains_array(store, path=self._path):
-            raise ContainsArrayError(path)
-
-        # initialize metadata
-        mkey = None
-        try:
-            mkey = _prefix_to_group_key(self._store, self._key_prefix)
-            assert not mkey.endswith("root/.group")
-            meta_bytes = store[mkey]
-        except KeyError:
-            raise GroupNotFoundError(path)
-        else:
-            self._meta = self._store._metadata_class.decode_group_metadata(meta_bytes)
-
-        # setup attributes
-        akey = self._key_prefix + attrs_key
-
-        self._attrs = Attributes(
-            store, key=akey, read_only=read_only, cache=cache_attrs, synchronizer=synchronizer
-        )
-
-        # setup info
-        self._info = InfoReporter(self)
-
-    @property
-    def store(self):
-        """A MutableMapping providing the underlying storage for the group."""
-        return self._store
-
-    @property
-    def path(self):
-        """Storage path."""
-        return self._path
-
-    @property
-    def name(self):
-        """Group name following h5py convention."""
-        if self._path:
-            # follow h5py convention: add leading slash
-            name = self._path
-            if name[0] != "/":
-                name = "/" + name
-            return name
-        return "/"
-
-    @property
-    def basename(self):
-        """Final component of name."""
-        return self.name.split("/")[-1]
-
-    @property
-    def read_only(self):
-        """A boolean, True if modification operations are not permitted."""
-        return self._read_only
-
-    @property
-    def chunk_store(self):
-        """A MutableMapping providing the underlying storage for array chunks."""
-        if self._chunk_store is None:
-            return self._store
-        else:
-            return self._chunk_store
-
-    @property
-    def synchronizer(self):
-        """Object used to synchronize write access to groups and arrays."""
-        return self._synchronizer
-
-    @property
-    def attrs(self):
-        """A MutableMapping containing user-defined attributes. Note that
-        attribute values must be JSON serializable."""
-        return self._attrs
-
-    @property
-    def info(self):
-        """Return diagnostic information about the group."""
-        return self._info
-
-    @property
-    def meta_array(self):
-        """An array-like instance to use for determining arrays to create and return
-        to users.
-        """
-        return self._meta_array
-
-    def __eq__(self, other):
-        return (
-            isinstance(other, Group)
-            and self._store == other.store
-            and self._read_only == other.read_only
-            and self._path == other.path
-            # N.B., no need to compare attributes, should be covered by
-            # store comparison
-        )
-
-    def __iter__(self):
-        """Return an iterator over group member names.
-
-        Examples
-        --------
-        >>> import zarr
-        >>> g1 = zarr.v2.group()
-        >>> g2 = g1.create_group('foo')
-        >>> g3 = g1.create_group('bar')
-        >>> d1 = g1.create_dataset('baz', shape=100, chunks=10)
-        >>> d2 = g1.create_dataset('quux', shape=200, chunks=20)
-        >>> for name in g1:
-        ...     print(name)
-        bar
-        baz
-        foo
-        quux
-
-        """
-
-        for key in sorted(listdir(self._store, self._path)):
-            path = self._key_prefix + key
-            if contains_array(self._store, path) or contains_group(self._store, path):
-                yield key
-
-    def __len__(self):
-        """Number of members."""
-        return sum(1 for _ in self)
-
-    def __repr__(self):
-        t = type(self)
-        r = "<{}.{}".format(t.__module__, t.__name__)
-        if self.name:
-            r += " %r" % self.name
-        if self._read_only:
-            r += " read-only"
-        r += ">"
-        return r
-
-    def __enter__(self):
-        """Return the Group for use as a context manager."""
-        return self
-
-    def __exit__(self, exc_type, exc_val, exc_tb):
-        """Call the close method of the underlying Store."""
-        self.store.close()
-
-    def info_items(self):
-        def typestr(o):
-            return "{}.{}".format(type(o).__module__, type(o).__name__)
-
-        items = []
-
-        # basic info
-        if self.name is not None:
-            items += [("Name", self.name)]
-        items += [
-            ("Type", typestr(self)),
-            ("Read-only", str(self.read_only)),
-        ]
-
-        # synchronizer
-        if self._synchronizer is not None:
-            items += [("Synchronizer type", typestr(self._synchronizer))]
-
-        # storage info
-        items += [("Store type", typestr(self._store))]
-        if self._chunk_store is not None:
-            items += [("Chunk store type", typestr(self._chunk_store))]
-
-        # members
-        items += [("No. members", len(self))]
-        array_keys = sorted(self.array_keys())
-        group_keys = sorted(self.group_keys())
-        items += [("No. arrays", len(array_keys))]
-        items += [("No. groups", len(group_keys))]
-        if array_keys:
-            items += [("Arrays", ", ".join(array_keys))]
-        if group_keys:
-            items += [("Groups", ", ".join(group_keys))]
-
-        return items
-
-    def __getstate__(self):
-        return {
-            "store": self._store,
-            "path": self._path,
-            "read_only": self._read_only,
-            "chunk_store": self._chunk_store,
-            "cache_attrs": self._attrs.cache,
-            "synchronizer": self._synchronizer,
-            "meta_array": self._meta_array,
-        }
-
-    def __setstate__(self, state):
-        self.__init__(**state)
-
-    def _item_path(self, item):
-        absolute = isinstance(item, str) and item and item[0] == "/"
-        path = normalize_storage_path(item)
-        if not absolute and self._path:
-            path = self._key_prefix + path
-        return path
-
-    def __contains__(self, item):
-        """Test for group membership.
-
-        Examples
-        --------
-        >>> import zarr
-        >>> g1 = zarr.v2.group()
-        >>> g2 = g1.create_group('foo')
-        >>> d1 = g1.create_dataset('bar', shape=100, chunks=10)
-        >>> 'foo' in g1
-        True
-        >>> 'bar' in g1
-        True
-        >>> 'baz' in g1
-        False
-
-        """
-        path = self._item_path(item)
-        return contains_array(self._store, path) or contains_group(
-            self._store, path, explicit_only=False
-        )
-
-    def __getitem__(self, item):
-        """Obtain a group member.
-
-        Parameters
-        ----------
-        item : string
-            Member name or path.
-
-        Examples
-        --------
-        >>> import zarr
-        >>> g1 = zarr.v2.group()
-        >>> d1 = g1.create_dataset('foo/bar/baz', shape=100, chunks=10)
-        >>> g1['foo']
-        <zarr.v2.hierarchy.Group '/foo'>
-        >>> g1['foo/bar']
-        <zarr.v2.hierarchy.Group '/foo/bar'>
-        >>> g1['foo/bar/baz']
-        <zarr.v2.core.Array '/foo/bar/baz' (100,) float64>
-
-        """
-        path = self._item_path(item)
-        if contains_array(self._store, path):
-            return Array(
-                self._store,
-                read_only=self._read_only,
-                path=path,
-                chunk_store=self._chunk_store,
-                synchronizer=self._synchronizer,
-                cache_attrs=self.attrs.cache,
-                meta_array=self._meta_array,
-            )
-        elif contains_group(self._store, path, explicit_only=True):
-            return Group(
-                self._store,
-                read_only=self._read_only,
-                path=path,
-                chunk_store=self._chunk_store,
-                cache_attrs=self.attrs.cache,
-                synchronizer=self._synchronizer,
-                meta_array=self._meta_array,
-            )
-        else:
-            raise KeyError(item)
-
-    def __setitem__(self, item, value):
-        self.array(item, value, overwrite=True)
-
-    def __delitem__(self, item):
-        return self._write_op(self._delitem_nosync, item)
-
-    def _delitem_nosync(self, item):
-        path = self._item_path(item)
-        if contains_array(self._store, path) or contains_group(
-            self._store, path, explicit_only=False
-        ):
-            rmdir(self._store, path)
-        else:
-            raise KeyError(item)
-
-    def __getattr__(self, item):
-        # allow access to group members via dot notation
-        try:
-            return self.__getitem__(item)
-        except KeyError:
-            raise AttributeError
-
-    def __dir__(self):
-        # noinspection PyUnresolvedReferences
-        base = super().__dir__()
-        keys = sorted(set(base + list(self)))
-        keys = [k for k in keys if is_valid_python_name(k)]
-        return keys
-
-    def _ipython_key_completions_(self):
-        return sorted(self)
-
-    def group_keys(self):
-        """Return an iterator over member names for groups only.
-
-        Examples
-        --------
-        >>> import zarr
-        >>> g1 = zarr.v2.group()
-        >>> g2 = g1.create_group('foo')
-        >>> g3 = g1.create_group('bar')
-        >>> d1 = g1.create_dataset('baz', shape=100, chunks=10)
-        >>> d2 = g1.create_dataset('quux', shape=200, chunks=20)
-        >>> sorted(g1.group_keys())
-        ['bar', 'foo']
-
-        """
-
-        for key in sorted(listdir(self._store, self._path)):
-            path = self._key_prefix + key
-            if contains_group(self._store, path):
-                yield key
-
-    def groups(self):
-        """Return an iterator over (name, value) pairs for groups only.
-
-        Examples
-        --------
-        >>> import zarr
-        >>> g1 = zarr.v2.group()
-        >>> g2 = g1.create_group('foo')
-        >>> g3 = g1.create_group('bar')
-        >>> d1 = g1.create_dataset('baz', shape=100, chunks=10)
-        >>> d2 = g1.create_dataset('quux', shape=200, chunks=20)
-        >>> for n, v in g1.groups():
-        ...     print(n, type(v))
-        bar <class 'zarr.v2.hierarchy.Group'>
-        foo <class 'zarr.v2.hierarchy.Group'>
-
-        """
-
-        for key in sorted(listdir(self._store, self._path)):
-            path = self._key_prefix + key
-            if contains_group(self._store, path, explicit_only=False):
-                yield (
-                    key,
-                    Group(
-                        self._store,
-                        path=path,
-                        read_only=self._read_only,
-                        chunk_store=self._chunk_store,
-                        cache_attrs=self.attrs.cache,
-                        synchronizer=self._synchronizer,
-                    ),
-                )
-
-    def array_keys(self, recurse=False):
-        """Return an iterator over member names for arrays only.
-
-        Parameters
-        ----------
-        recurse : recurse, optional
-            Option to return member names for all arrays, even from groups
-            below the current one. If False, only member names for arrays in
-            the current group will be returned. Default value is False.
-
-        Examples
-        --------
-        >>> import zarr
-        >>> g1 = zarr.v2.group()
-        >>> g2 = g1.create_group('foo')
-        >>> g3 = g1.create_group('bar')
-        >>> d1 = g1.create_dataset('baz', shape=100, chunks=10)
-        >>> d2 = g1.create_dataset('quux', shape=200, chunks=20)
-        >>> sorted(g1.array_keys())
-        ['baz', 'quux']
-
-        """
-        return self._array_iter(keys_only=True, method="array_keys", recurse=recurse)
-
-    def arrays(self, recurse=False):
-        """Return an iterator over (name, value) pairs for arrays only.
-
-        Parameters
-        ----------
-        recurse : recurse, optional
-            Option to return (name, value) pairs for all arrays, even from groups
-            below the current one. If False, only (name, value) pairs for arrays in
-            the current group will be returned. Default value is False.
-
-        Examples
-        --------
-        >>> import zarr
-        >>> g1 = zarr.v2.group()
-        >>> g2 = g1.create_group('foo')
-        >>> g3 = g1.create_group('bar')
-        >>> d1 = g1.create_dataset('baz', shape=100, chunks=10)
-        >>> d2 = g1.create_dataset('quux', shape=200, chunks=20)
-        >>> for n, v in g1.arrays():
-        ...     print(n, type(v))
-        baz <class 'zarr.v2.core.Array'>
-        quux <class 'zarr.v2.core.Array'>
-
-        """
-        return self._array_iter(keys_only=False, method="arrays", recurse=recurse)
-
-    def _array_iter(self, keys_only, method, recurse):
-        for key in sorted(listdir(self._store, self._path)):
-            path = self._key_prefix + key
-            if contains_array(self._store, path):
-                _key = key.rstrip("/")
-                yield _key if keys_only else (_key, self[key])
-            elif recurse and contains_group(self._store, path):
-                group = self[key]
-                yield from getattr(group, method)(recurse=recurse)
-
-    def visitvalues(self, func):
-        """Run ``func`` on each object.
-
-        Note: If ``func`` returns ``None`` (or doesn't return),
-              iteration continues. However, if ``func`` returns
-              anything else, it ceases and returns that value.
-
-        Examples
-        --------
-        >>> import zarr
-        >>> g1 = zarr.v2.group()
-        >>> g2 = g1.create_group('foo')
-        >>> g3 = g1.create_group('bar')
-        >>> g4 = g3.create_group('baz')
-        >>> g5 = g3.create_group('quux')
-        >>> def print_visitor(obj):
-        ...     print(obj)
-        >>> g1.visitvalues(print_visitor)
-        <zarr.v2.hierarchy.Group '/bar'>
-        <zarr.v2.hierarchy.Group '/bar/baz'>
-        <zarr.v2.hierarchy.Group '/bar/quux'>
-        <zarr.v2.hierarchy.Group '/foo'>
-        >>> g3.visitvalues(print_visitor)
-        <zarr.v2.hierarchy.Group '/bar/baz'>
-        <zarr.v2.hierarchy.Group '/bar/quux'>
-
-        """
-
-        def _visit(obj):
-            yield obj
-            keys = sorted(getattr(obj, "keys", lambda: [])())
-            for k in keys:
-                yield from _visit(obj[k])
-
-        for each_obj in islice(_visit(self), 1, None):
-            value = func(each_obj)
-            if value is not None:
-                return value
-
-    def visit(self, func):
-        """Run ``func`` on each object's path.
-
-        Note: If ``func`` returns ``None`` (or doesn't return),
-              iteration continues. However, if ``func`` returns
-              anything else, it ceases and returns that value.
-
-        Examples
-        --------
-        >>> import zarr
-        >>> g1 = zarr.v2.group()
-        >>> g2 = g1.create_group('foo')
-        >>> g3 = g1.create_group('bar')
-        >>> g4 = g3.create_group('baz')
-        >>> g5 = g3.create_group('quux')
-        >>> def print_visitor(name):
-        ...     print(name)
-        >>> g1.visit(print_visitor)
-        bar
-        bar/baz
-        bar/quux
-        foo
-        >>> g3.visit(print_visitor)
-        baz
-        quux
-
-        Search for members matching some name query can be implemented using
-        ``visit`` that is, ``find`` and ``findall``. Consider the following
-        tree::
-
-            /
-            ├── aaa
-            │   └── bbb
-            │       └── ccc
-            │           └── aaa
-            ├── bar
-            └── foo
-
-        It is created as follows:
-
-        >>> root = zarr.v2.group()
-        >>> foo = root.create_group("foo")
-        >>> bar = root.create_group("bar")
-        >>> root.create_group("aaa").create_group("bbb").create_group("ccc").create_group("aaa")
-        <zarr.v2.hierarchy.Group '/aaa/bbb/ccc/aaa'>
-
-        For ``find``, the first path that matches a given pattern (for example
-        "aaa") is returned. Note that a non-None value is returned in the visit
-        function to stop further iteration.
-
-        >>> import re
-        >>> pattern = re.compile("aaa")
-        >>> found = None
-        >>> def find(path):
-        ...     global found
-        ...     if pattern.search(path) is not None:
-        ...         found = path
-        ...         return True
-        ...
-        >>> root.visit(find)
-        True
-        >>> print(found)
-        aaa
-
-        For ``findall``, all the results are gathered into a list
-
-        >>> pattern = re.compile("aaa")
-        >>> found = []
-        >>> def findall(path):
-        ...     if pattern.search(path) is not None:
-        ...         found.append(path)
-        ...
-        >>> root.visit(findall)
-        >>> print(found)
-        ['aaa', 'aaa/bbb', 'aaa/bbb/ccc', 'aaa/bbb/ccc/aaa']
-
-        To match only on the last part of the path, use a greedy regex to filter
-        out the prefix:
-
-        >>> prefix_pattern = re.compile(r".*/")
-        >>> pattern = re.compile("aaa")
-        >>> found = []
-        >>> def findall(path):
-        ...     match = prefix_pattern.match(path)
-        ...     if match is None:
-        ...         name = path
-        ...     else:
-        ...         _, end = match.span()
-        ...         name = path[end:]
-        ...     if pattern.search(name) is not None:
-        ...         found.append(path)
-        ...     return None
-        ...
-        >>> root.visit(findall)
-        >>> print(found)
-        ['aaa', 'aaa/bbb/ccc/aaa']
-        """
-
-        base_len = len(self.name)
-        return self.visitvalues(lambda o: func(o.name[base_len:].lstrip("/")))
-
-    def visitkeys(self, func):
-        """An alias for :py:meth:`~Group.visit`."""
-
-        return self.visit(func)
-
-    def visititems(self, func):
-        """Run ``func`` on each object's path and the object itself.
-
-        Note: If ``func`` returns ``None`` (or doesn't return),
-              iteration continues. However, if ``func`` returns
-              anything else, it ceases and returns that value.
-
-        Examples
-        --------
-        >>> import zarr
-        >>> g1 = zarr.v2.group()
-        >>> g2 = g1.create_group('foo')
-        >>> g3 = g1.create_group('bar')
-        >>> g4 = g3.create_group('baz')
-        >>> g5 = g3.create_group('quux')
-        >>> def print_visitor(name, obj):
-        ...     print((name, obj))
-        >>> g1.visititems(print_visitor)
-        ('bar', <zarr.v2.hierarchy.Group '/bar'>)
-        ('bar/baz', <zarr.v2.hierarchy.Group '/bar/baz'>)
-        ('bar/quux', <zarr.v2.hierarchy.Group '/bar/quux'>)
-        ('foo', <zarr.v2.hierarchy.Group '/foo'>)
-        >>> g3.visititems(print_visitor)
-        ('baz', <zarr.v2.hierarchy.Group '/bar/baz'>)
-        ('quux', <zarr.v2.hierarchy.Group '/bar/quux'>)
-
-        """
-
-        base_len = len(self.name)
-        return self.visitvalues(lambda o: func(o.name[base_len:].lstrip("/"), o))
-
-    def tree(self, expand=False, level=None):
-        """Provide a ``print``-able display of the hierarchy.
-
-        Parameters
-        ----------
-        expand : bool, optional
-            Only relevant for HTML representation. If True, tree will be fully expanded.
-        level : int, optional
-            Maximum depth to descend into hierarchy.
-
-        Examples
-        --------
-        >>> import zarr
-        >>> g1 = zarr.v2.group()
-        >>> g2 = g1.create_group('foo')
-        >>> g3 = g1.create_group('bar')
-        >>> g4 = g3.create_group('baz')
-        >>> g5 = g3.create_group('quux')
-        >>> d1 = g5.create_dataset('baz', shape=100, chunks=10)
-        >>> g1.tree()
-        /
-         ├── bar
-         │   ├── baz
-         │   └── quux
-         │       └── baz (100,) float64
-         └── foo
-        >>> g1.tree(level=2)
-        /
-         ├── bar
-         │   ├── baz
-         │   └── quux
-         └── foo
-        >>> g3.tree()
-        bar
-         ├── baz
-         └── quux
-             └── baz (100,) float64
-
-        Notes
-        -----
-        Please note that this is an experimental feature. The behaviour of this
-        function is still evolving and the default output and/or parameters may change
-        in future versions.
-
-        """
-
-        return TreeViewer(self, expand=expand, level=level)
-
-    def _write_op(self, f, *args, **kwargs):
-        # guard condition
-        if self._read_only:
-            raise ReadOnlyError
-
-        if self._synchronizer is None:
-            # no synchronization
-            lock = nolock
-        else:
-            # synchronize on the root group
-            lock = self._synchronizer[group_meta_key]
-
-        with lock:
-            return f(*args, **kwargs)
-
-    def create_group(self, name, overwrite=False):
-        """Create a sub-group.
-
-        Parameters
-        ----------
-        name : string
-            Group name.
-        overwrite : bool, optional
-            If True, overwrite any existing array with the given name.
-
-        Returns
-        -------
-        g : zarr.v2.hierarchy.Group
-
-        Examples
-        --------
-        >>> import zarr
-        >>> g1 = zarr.v2.group()
-        >>> g2 = g1.create_group('foo')
-        >>> g3 = g1.create_group('bar')
-        >>> g4 = g1.create_group('baz/quux')
-
-        """
-
-        return self._write_op(self._create_group_nosync, name, overwrite=overwrite)
-
-    def _create_group_nosync(self, name, overwrite=False):
-        path = self._item_path(name)
-
-        # create terminal group
-        init_group(self._store, path=path, chunk_store=self._chunk_store, overwrite=overwrite)
-
-        return Group(
-            self._store,
-            path=path,
-            read_only=self._read_only,
-            chunk_store=self._chunk_store,
-            cache_attrs=self.attrs.cache,
-            synchronizer=self._synchronizer,
-        )
-
-    def create_groups(self, *names, **kwargs):
-        """Convenience method to create multiple groups in a single call."""
-        return tuple(self.create_group(name, **kwargs) for name in names)
-
-    def require_group(self, name, overwrite=False):
-        """Obtain a sub-group, creating one if it doesn't exist.
-
-        Parameters
-        ----------
-        name : string
-            Group name.
-        overwrite : bool, optional
-            Overwrite any existing array with given `name` if present.
-
-        Returns
-        -------
-        g : zarr.v2.hierarchy.Group
-
-        Examples
-        --------
-        >>> import zarr
-        >>> g1 = zarr.v2.group()
-        >>> g2 = g1.require_group('foo')
-        >>> g3 = g1.require_group('foo')
-        >>> g2 == g3
-        True
-
-        """
-
-        return self._write_op(self._require_group_nosync, name, overwrite=overwrite)
-
-    def _require_group_nosync(self, name, overwrite=False):
-        path = self._item_path(name)
-
-        # create terminal group if necessary
-        if not contains_group(self._store, path):
-            init_group(
-                store=self._store, path=path, chunk_store=self._chunk_store, overwrite=overwrite
-            )
-
-        return Group(
-            self._store,
-            path=path,
-            read_only=self._read_only,
-            chunk_store=self._chunk_store,
-            cache_attrs=self.attrs.cache,
-            synchronizer=self._synchronizer,
-        )
-
-    def require_groups(self, *names):
-        """Convenience method to require multiple groups in a single call."""
-        return tuple(self.require_group(name) for name in names)
-
-    # noinspection PyIncorrectDocstring
-    def create_dataset(self, name, **kwargs):
-        """Create an array.
-
-        Arrays are known as "datasets" in HDF5 terminology. For compatibility
-        with h5py, Zarr groups also implement the require_dataset() method.
-
-        Parameters
-        ----------
-        name : string
-            Array name.
-        data : array-like, optional
-            Initial data.
-        shape : int or tuple of ints
-            Array shape.
-        chunks : int or tuple of ints, optional
-            Chunk shape. If not provided, will be guessed from `shape` and
-            `dtype`.
-        dtype : string or dtype, optional
-            NumPy dtype.
-        compressor : Codec, optional
-            Primary compressor.
-        fill_value : object
-            Default value to use for uninitialized portions of the array.
-        order : {'C', 'F'}, optional
-            Memory layout to be used within each chunk.
-        synchronizer : zarr.v2.sync.ArraySynchronizer, optional
-            Array synchronizer.
-        filters : sequence of Codecs, optional
-            Sequence of filters to use to encode chunk data prior to
-            compression.
-        overwrite : bool, optional
-            If True, replace any existing array or group with the given name.
-        cache_metadata : bool, optional
-            If True, array configuration metadata will be cached for the
-            lifetime of the object. If False, array metadata will be reloaded
-            prior to all data access and modification operations (may incur
-            overhead depending on storage and data access pattern).
-        dimension_separator : {'.', '/'}, optional
-            Separator placed between the dimensions of a chunk.
-
-        Returns
-        -------
-        a : zarr.v2.core.Array
-
-        Examples
-        --------
-        >>> import zarr
-        >>> g1 = zarr.v2.group()
-        >>> d1 = g1.create_dataset('foo', shape=(10000, 10000),
-        ...                        chunks=(1000, 1000))
-        >>> d1
-        <zarr.v2.core.Array '/foo' (10000, 10000) float64>
-        >>> d2 = g1.create_dataset('bar/baz/qux', shape=(100, 100, 100),
-        ...                        chunks=(100, 10, 10))
-        >>> d2
-        <zarr.v2.core.Array '/bar/baz/qux' (100, 100, 100) float64>
-
-        """
-        assert "mode" not in kwargs
-
-        return self._write_op(self._create_dataset_nosync, name, **kwargs)
-
-    def _create_dataset_nosync(self, name, data=None, **kwargs):
-        assert "mode" not in kwargs
-        path = self._item_path(name)
-
-        # determine synchronizer
-        kwargs.setdefault("synchronizer", self._synchronizer)
-        kwargs.setdefault("cache_attrs", self.attrs.cache)
-
-        # create array
-        if data is None:
-            a = create(store=self._store, path=path, chunk_store=self._chunk_store, **kwargs)
-
-        else:
-            a = array(data, store=self._store, path=path, chunk_store=self._chunk_store, **kwargs)
-
-        return a
-
-    def require_dataset(self, name, shape, dtype=None, exact=False, **kwargs):
-        """Obtain an array, creating if it doesn't exist.
-
-        Arrays are known as "datasets" in HDF5 terminology. For compatibility
-        with h5py, Zarr groups also implement the create_dataset() method.
-
-        Other `kwargs` are as per :func:`zarr.v2.hierarchy.Group.create_dataset`.
-
-        Parameters
-        ----------
-        name : string
-            Array name.
-        shape : int or tuple of ints
-            Array shape.
-        dtype : string or dtype, optional
-            NumPy dtype.
-        exact : bool, optional
-            If True, require `dtype` to match exactly. If false, require
-            `dtype` can be cast from array dtype.
-
-        """
-
-        return self._write_op(
-            self._require_dataset_nosync, name, shape=shape, dtype=dtype, exact=exact, **kwargs
-        )
-
-    def _require_dataset_nosync(self, name, shape, dtype=None, exact=False, **kwargs):
-        path = self._item_path(name)
-
-        if contains_array(self._store, path):
-            # array already exists at path, validate that it is the right shape and type
-
-            synchronizer = kwargs.get("synchronizer", self._synchronizer)
-            cache_metadata = kwargs.get("cache_metadata", True)
-            cache_attrs = kwargs.get("cache_attrs", self.attrs.cache)
-            a = Array(
-                self._store,
-                path=path,
-                read_only=self._read_only,
-                chunk_store=self._chunk_store,
-                synchronizer=synchronizer,
-                cache_metadata=cache_metadata,
-                cache_attrs=cache_attrs,
-                meta_array=self._meta_array,
-            )
-            shape = normalize_shape(shape)
-            if shape != a.shape:
-                raise TypeError(
-                    "shape do not match existing array; expected {}, got {}".format(a.shape, shape)
-                )
-            dtype = np.dtype(dtype)
-            if exact:
-                if dtype != a.dtype:
-                    raise TypeError(
-                        "dtypes do not match exactly; expected {}, got {}".format(a.dtype, dtype)
-                    )
-            else:
-                if not np.can_cast(dtype, a.dtype):
-                    raise TypeError("dtypes ({}, {}) cannot be safely cast".format(dtype, a.dtype))
-            return a
-
-        else:
-            return self._create_dataset_nosync(name, shape=shape, dtype=dtype, **kwargs)
-
-    def create(self, name, **kwargs):
-        """Create an array. Keyword arguments as per
-        :func:`zarr.v2.creation.create`."""
-        return self._write_op(self._create_nosync, name, **kwargs)
-
-    def _create_nosync(self, name, **kwargs):
-        path = self._item_path(name)
-        kwargs.setdefault("synchronizer", self._synchronizer)
-        kwargs.setdefault("cache_attrs", self.attrs.cache)
-        return create(store=self._store, path=path, chunk_store=self._chunk_store, **kwargs)
-
-    def empty(self, name, **kwargs):
-        """Create an array. Keyword arguments as per
-        :func:`zarr.v2.creation.empty`."""
-        return self._write_op(self._empty_nosync, name, **kwargs)
-
-    def _empty_nosync(self, name, **kwargs):
-        path = self._item_path(name)
-        kwargs.setdefault("synchronizer", self._synchronizer)
-        kwargs.setdefault("cache_attrs", self.attrs.cache)
-        return empty(store=self._store, path=path, chunk_store=self._chunk_store, **kwargs)
-
-    def zeros(self, name, **kwargs):
-        """Create an array. Keyword arguments as per
-        :func:`zarr.v2.creation.zeros`."""
-        return self._write_op(self._zeros_nosync, name, **kwargs)
-
-    def _zeros_nosync(self, name, **kwargs):
-        path = self._item_path(name)
-        kwargs.setdefault("synchronizer", self._synchronizer)
-        kwargs.setdefault("cache_attrs", self.attrs.cache)
-        return zeros(store=self._store, path=path, chunk_store=self._chunk_store, **kwargs)
-
-    def ones(self, name, **kwargs):
-        """Create an array. Keyword arguments as per
-        :func:`zarr.v2.creation.ones`."""
-        return self._write_op(self._ones_nosync, name, **kwargs)
-
-    def _ones_nosync(self, name, **kwargs):
-        path = self._item_path(name)
-        kwargs.setdefault("synchronizer", self._synchronizer)
-        kwargs.setdefault("cache_attrs", self.attrs.cache)
-        return ones(store=self._store, path=path, chunk_store=self._chunk_store, **kwargs)
-
-    def full(self, name, fill_value, **kwargs):
-        """Create an array. Keyword arguments as per
-        :func:`zarr.v2.creation.full`."""
-        return self._write_op(self._full_nosync, name, fill_value, **kwargs)
-
-    def _full_nosync(self, name, fill_value, **kwargs):
-        path = self._item_path(name)
-        kwargs.setdefault("synchronizer", self._synchronizer)
-        kwargs.setdefault("cache_attrs", self.attrs.cache)
-        return full(
-            store=self._store,
-            path=path,
-            chunk_store=self._chunk_store,
-            fill_value=fill_value,
-            **kwargs,
-        )
-
-    def array(self, name, data, **kwargs):
-        """Create an array. Keyword arguments as per
-        :func:`zarr.v2.creation.array`."""
-        return self._write_op(self._array_nosync, name, data, **kwargs)
-
-    def _array_nosync(self, name, data, **kwargs):
-        path = self._item_path(name)
-        kwargs.setdefault("synchronizer", self._synchronizer)
-        kwargs.setdefault("cache_attrs", self.attrs.cache)
-        return array(data, store=self._store, path=path, chunk_store=self._chunk_store, **kwargs)
-
-    def empty_like(self, name, data, **kwargs):
-        """Create an array. Keyword arguments as per
-        :func:`zarr.v2.creation.empty_like`."""
-        return self._write_op(self._empty_like_nosync, name, data, **kwargs)
-
-    def _empty_like_nosync(self, name, data, **kwargs):
-        path = self._item_path(name)
-        kwargs.setdefault("synchronizer", self._synchronizer)
-        kwargs.setdefault("cache_attrs", self.attrs.cache)
-        return empty_like(
-            data, store=self._store, path=path, chunk_store=self._chunk_store, **kwargs
-        )
-
-    def zeros_like(self, name, data, **kwargs):
-        """Create an array. Keyword arguments as per
-        :func:`zarr.v2.creation.zeros_like`."""
-        return self._write_op(self._zeros_like_nosync, name, data, **kwargs)
-
-    def _zeros_like_nosync(self, name, data, **kwargs):
-        path = self._item_path(name)
-        kwargs.setdefault("synchronizer", self._synchronizer)
-        kwargs.setdefault("cache_attrs", self.attrs.cache)
-        return zeros_like(
-            data, store=self._store, path=path, chunk_store=self._chunk_store, **kwargs
-        )
-
-    def ones_like(self, name, data, **kwargs):
-        """Create an array. Keyword arguments as per
-        :func:`zarr.v2.creation.ones_like`."""
-        return self._write_op(self._ones_like_nosync, name, data, **kwargs)
-
-    def _ones_like_nosync(self, name, data, **kwargs):
-        path = self._item_path(name)
-        kwargs.setdefault("synchronizer", self._synchronizer)
-        kwargs.setdefault("cache_attrs", self.attrs.cache)
-        return ones_like(
-            data, store=self._store, path=path, chunk_store=self._chunk_store, **kwargs
-        )
-
-    def full_like(self, name, data, **kwargs):
-        """Create an array. Keyword arguments as per
-        :func:`zarr.v2.creation.full_like`."""
-        return self._write_op(self._full_like_nosync, name, data, **kwargs)
-
-    def _full_like_nosync(self, name, data, **kwargs):
-        path = self._item_path(name)
-        kwargs.setdefault("synchronizer", self._synchronizer)
-        kwargs.setdefault("cache_attrs", self.attrs.cache)
-        return full_like(
-            data, store=self._store, path=path, chunk_store=self._chunk_store, **kwargs
-        )
-
-    def _move_nosync(self, path, new_path):
-        rename(self._store, path, new_path)
-        if self._chunk_store is not None:
-            rename(self._chunk_store, path, new_path)
-
-    def move(self, source, dest):
-        """Move contents from one path to another relative to the Group.
-
-        Parameters
-        ----------
-        source : string
-            Name or path to a Zarr object to move.
-        dest : string
-            New name or path of the Zarr object.
-        """
-
-        source = self._item_path(source)
-        dest = self._item_path(dest)
-
-        # Check that source exists.
-        if not (
-            contains_array(self._store, source)
-            or contains_group(self._store, source, explicit_only=False)
-        ):
-            raise ValueError(f'The source, "{source}", does not exist.')
-        if contains_array(self._store, dest) or contains_group(
-            self._store, dest, explicit_only=False
-        ):
-            raise ValueError(f'The dest, "{dest}", already exists.')
-
-        # Ensure groups needed for `dest` exist.
-        if "/" in dest:
-            self.require_group("/" + dest.rsplit("/", 1)[0])
-
-        self._write_op(self._move_nosync, source, dest)
-
-
-def _normalize_store_arg(store, *, storage_options=None, mode="r"):
-    if store is None:
-        return MemoryStore()
-    return normalize_store_arg(store, storage_options=storage_options, mode=mode)
-
-
-def group(
-    store=None,
-    overwrite=False,
-    chunk_store=None,
-    cache_attrs=True,
-    synchronizer=None,
-    path=None,
-    *,
-    meta_array=None,
-):
-    """Create a group.
-
-    Parameters
-    ----------
-    store : MutableMapping or string, optional
-        Store or path to directory in file system.
-    overwrite : bool, optional
-        If True, delete any pre-existing data in `store` at `path` before
-        creating the group.
-    chunk_store : MutableMapping, optional
-        Separate storage for chunks. If not provided, `store` will be used
-        for storage of both chunks and metadata.
-    cache_attrs : bool, optional
-        If True (default), user attributes will be cached for attribute read
-        operations. If False, user attributes are reloaded from the store prior
-        to all attribute read operations.
-    synchronizer : object, optional
-        Array synchronizer.
-    path : string, optional
-        Group path within store.
-    meta_array : array-like, optional
-        An array instance to use for determining arrays to create and return
-        to users. Use `numpy.empty(())` by default.
-
-        .. versionadded:: 2.16.1
-
-    Returns
-    -------
-    g : zarr.v2.hierarchy.Group
-
-    Examples
-    --------
-    Create a group in memory::
-
-        >>> import zarr
-        >>> g = zarr.v2.group()
-        >>> g
-        <zarr.v2.hierarchy.Group '/'>
-
-    Create a group with a different store::
-
-        >>> store = zarr.v2.DirectoryStore('data/example.zarr')
-        >>> g = zarr.v2.group(store=store, overwrite=True)
-        >>> g
-        <zarr.v2.hierarchy.Group '/'>
-
-    """
-
-    # handle polymorphic store arg
-    store = _normalize_store_arg(store, mode="w")
-
-    path = normalize_storage_path(path)
-
-    requires_init = overwrite or not contains_group(store)
-
-    if requires_init:
-        init_group(store, overwrite=overwrite, chunk_store=chunk_store, path=path)
-
-    return Group(
-        store,
-        read_only=False,
-        chunk_store=chunk_store,
-        cache_attrs=cache_attrs,
-        synchronizer=synchronizer,
-        path=path,
-        meta_array=meta_array,
-    )
-
-
-def open_group(
-    store=None,
-    mode="a",
-    cache_attrs=True,
-    synchronizer=None,
-    path=None,
-    chunk_store=None,
-    storage_options=None,
-    *,
-    meta_array=None,
-):
-    """Open a group using file-mode-like semantics.
-
-    Parameters
-    ----------
-    store : MutableMapping or string, optional
-        Store or path to directory in file system or name of zip file.
-    mode : {'r', 'r+', 'a', 'w', 'w-'}, optional
-        Persistence mode: 'r' means read only (must exist); 'r+' means
-        read/write (must exist); 'a' means read/write (create if doesn't
-        exist); 'w' means create (overwrite if exists); 'w-' means create
-        (fail if exists).
-    cache_attrs : bool, optional
-        If True (default), user attributes will be cached for attribute read
-        operations. If False, user attributes are reloaded from the store prior
-        to all attribute read operations.
-    synchronizer : object, optional
-        Array synchronizer.
-    path : string, optional
-        Group path within store.
-    chunk_store : MutableMapping or string, optional
-        Store or path to directory in file system or name of zip file.
-    storage_options : dict
-        If using an fsspec URL to create the store, these will be passed to
-        the backend implementation. Ignored otherwise.
-    meta_array : array-like, optional
-        An array instance to use for determining arrays to create and return
-        to users. Use `numpy.empty(())` by default.
-
-        .. versionadded:: 2.13
-
-    Returns
-    -------
-    g : zarr.v2.hierarchy.Group
-
-    Examples
-    --------
-    >>> import zarr
-    >>> root = zarr.v2.open_group('data/example.zarr', mode='w')
-    >>> foo = root.create_group('foo')
-    >>> bar = root.create_group('bar')
-    >>> root
-    <zarr.v2.hierarchy.Group '/'>
-    >>> root2 = zarr.v2.open_group('data/example.zarr', mode='a')
-    >>> root2
-    <zarr.v2.hierarchy.Group '/'>
-    >>> root == root2
-    True
-
-    """
-
-    # handle polymorphic store arg
-    store = _normalize_store_arg(store, storage_options=storage_options, mode=mode)
-
-    if chunk_store is not None:
-        chunk_store = _normalize_store_arg(chunk_store, storage_options=storage_options, mode=mode)
-
-    path = normalize_storage_path(path)
-
-    # ensure store is initialized
-
-    if mode in ["r", "r+"]:
-        if not contains_group(store, path=path):
-            if contains_array(store, path=path):
-                raise ContainsArrayError(path)
-            raise GroupNotFoundError(path)
-
-    elif mode == "w":
-        init_group(store, overwrite=True, path=path, chunk_store=chunk_store)
-
-    elif mode == "a":
-        if not contains_group(store, path=path):
-            if contains_array(store, path=path):
-                raise ContainsArrayError(path)
-            init_group(store, path=path, chunk_store=chunk_store)
-
-    elif mode in ["w-", "x"]:
-        if contains_array(store, path=path):
-            raise ContainsArrayError(path)
-        elif contains_group(store, path=path):
-            raise ContainsGroupError(path)
-        else:
-            init_group(store, path=path, chunk_store=chunk_store)
-
-    # determine read only status
-    read_only = mode == "r"
-
-    return Group(
-        store,
-        read_only=read_only,
-        cache_attrs=cache_attrs,
-        synchronizer=synchronizer,
-        path=path,
-        chunk_store=chunk_store,
-        meta_array=meta_array,
-    )
diff --git a/src/zarr/v2/indexing.py b/src/zarr/v2/indexing.py
deleted file mode 100644
index 880baf3f72..0000000000
--- a/src/zarr/v2/indexing.py
+++ /dev/null
@@ -1,1074 +0,0 @@
-import collections
-import itertools
-import math
-import numbers
-
-import numpy as np
-
-
-from zarr.v2.errors import (
-    ArrayIndexError,
-    NegativeStepError,
-    err_too_many_indices,
-    VindexInvalidSelectionError,
-    BoundsCheckError,
-)
-
-
-def is_integer(x):
-    """True if x is an integer (both pure Python or NumPy).
-
-    Note that Python's bool is considered an integer too.
-    """
-    return isinstance(x, numbers.Integral)
-
-
-def is_integer_list(x):
-    """True if x is a list of integers.
-
-    This function assumes ie *does not check* that all elements of the list
-    have the same type. Mixed type lists will result in other errors that will
-    bubble up anyway.
-    """
-    return isinstance(x, list) and len(x) > 0 and is_integer(x[0])
-
-
-def is_integer_array(x, ndim=None):
-    t = not np.isscalar(x) and hasattr(x, "shape") and hasattr(x, "dtype") and x.dtype.kind in "ui"
-    if ndim is not None:
-        t = t and len(x.shape) == ndim
-    return t
-
-
-def is_bool_array(x, ndim=None):
-    t = hasattr(x, "shape") and hasattr(x, "dtype") and x.dtype == bool
-    if ndim is not None:
-        t = t and len(x.shape) == ndim
-    return t
-
-
-def is_scalar(value, dtype):
-    if np.isscalar(value):
-        return True
-    if isinstance(value, tuple) and dtype.names and len(value) == len(dtype.names):
-        return True
-    return False
-
-
-def is_pure_fancy_indexing(selection, ndim):
-    """Check whether a selection contains only scalars or integer array-likes.
-
-    Parameters
-    ----------
-    selection : tuple, slice, or scalar
-        A valid selection value for indexing into arrays.
-
-    Returns
-    -------
-    is_pure : bool
-        True if the selection is a pure fancy indexing expression (ie not mixed
-        with boolean or slices).
-    """
-    if ndim == 1:
-        if is_integer_list(selection) or is_integer_array(selection):
-            return True
-        # if not, we go through the normal path below, because a 1-tuple
-        # of integers is also allowed.
-    no_slicing = (
-        isinstance(selection, tuple)
-        and len(selection) == ndim
-        and not (any(isinstance(elem, slice) or elem is Ellipsis for elem in selection))
-    )
-    return (
-        no_slicing
-        and all(
-            is_integer(elem) or is_integer_list(elem) or is_integer_array(elem)
-            for elem in selection
-        )
-        and any(is_integer_list(elem) or is_integer_array(elem) for elem in selection)
-    )
-
-
-def is_pure_orthogonal_indexing(selection, ndim):
-    if not ndim:
-        return False
-
-    # Case 1: Selection is a single iterable of integers
-    if is_integer_list(selection) or is_integer_array(selection, ndim=1):
-        return True
-
-    # Case two: selection contains either zero or one integer iterables.
-    # All other selection elements are slices or integers
-    return (
-        isinstance(selection, tuple)
-        and len(selection) == ndim
-        and sum(is_integer_list(elem) or is_integer_array(elem) for elem in selection) <= 1
-        and all(
-            is_integer_list(elem) or is_integer_array(elem) or isinstance(elem, (int, slice))
-            for elem in selection
-        )
-    )
-
-
-def normalize_integer_selection(dim_sel, dim_len):
-    # normalize type to int
-    dim_sel = int(dim_sel)
-
-    # handle wraparound
-    if dim_sel < 0:
-        dim_sel = dim_len + dim_sel
-
-    # handle out of bounds
-    if dim_sel >= dim_len or dim_sel < 0:
-        raise BoundsCheckError(dim_len)
-
-    return dim_sel
-
-
-ChunkDimProjection = collections.namedtuple(
-    "ChunkDimProjection", ("dim_chunk_ix", "dim_chunk_sel", "dim_out_sel")
-)
-"""A mapping from chunk to output array for a single dimension.
-
-Parameters
-----------
-dim_chunk_ix
-    Index of chunk.
-dim_chunk_sel
-    Selection of items from chunk array.
-dim_out_sel
-    Selection of items in target (output) array.
-
-"""
-
-
-class IntDimIndexer:
-    def __init__(self, dim_sel, dim_len, dim_chunk_len):
-        # normalize
-        dim_sel = normalize_integer_selection(dim_sel, dim_len)
-
-        # store attributes
-        self.dim_sel = dim_sel
-        self.dim_len = dim_len
-        self.dim_chunk_len = dim_chunk_len
-        self.nitems = 1
-
-    def __iter__(self):
-        dim_chunk_ix = self.dim_sel // self.dim_chunk_len
-        dim_offset = dim_chunk_ix * self.dim_chunk_len
-        dim_chunk_sel = self.dim_sel - dim_offset
-        dim_out_sel = None
-        yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
-
-
-def ceildiv(a, b):
-    return math.ceil(a / b)
-
-
-class SliceDimIndexer:
-    def __init__(self, dim_sel, dim_len, dim_chunk_len):
-        # normalize
-        self.start, self.stop, self.step = dim_sel.indices(dim_len)
-        if self.step < 1:
-            raise NegativeStepError
-
-        # store attributes
-        self.dim_len = dim_len
-        self.dim_chunk_len = dim_chunk_len
-        self.nitems = max(0, ceildiv((self.stop - self.start), self.step))
-        self.nchunks = ceildiv(self.dim_len, self.dim_chunk_len)
-
-    def __iter__(self):
-        # figure out the range of chunks we need to visit
-        dim_chunk_ix_from = self.start // self.dim_chunk_len
-        dim_chunk_ix_to = ceildiv(self.stop, self.dim_chunk_len)
-
-        # iterate over chunks in range
-        for dim_chunk_ix in range(dim_chunk_ix_from, dim_chunk_ix_to):
-            # compute offsets for chunk within overall array
-            dim_offset = dim_chunk_ix * self.dim_chunk_len
-            dim_limit = min(self.dim_len, (dim_chunk_ix + 1) * self.dim_chunk_len)
-
-            # determine chunk length, accounting for trailing chunk
-            dim_chunk_len = dim_limit - dim_offset
-
-            if self.start < dim_offset:
-                # selection starts before current chunk
-                dim_chunk_sel_start = 0
-                remainder = (dim_offset - self.start) % self.step
-                if remainder:
-                    dim_chunk_sel_start += self.step - remainder
-                # compute number of previous items, provides offset into output array
-                dim_out_offset = ceildiv((dim_offset - self.start), self.step)
-
-            else:
-                # selection starts within current chunk
-                dim_chunk_sel_start = self.start - dim_offset
-                dim_out_offset = 0
-
-            if self.stop > dim_limit:
-                # selection ends after current chunk
-                dim_chunk_sel_stop = dim_chunk_len
-
-            else:
-                # selection ends within current chunk
-                dim_chunk_sel_stop = self.stop - dim_offset
-
-            dim_chunk_sel = slice(dim_chunk_sel_start, dim_chunk_sel_stop, self.step)
-            dim_chunk_nitems = ceildiv((dim_chunk_sel_stop - dim_chunk_sel_start), self.step)
-
-            # If there are no elements on the selection within this chunk, then skip
-            if dim_chunk_nitems == 0:
-                continue
-
-            dim_out_sel = slice(dim_out_offset, dim_out_offset + dim_chunk_nitems)
-
-            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
-
-
-def check_selection_length(selection, shape):
-    if len(selection) > len(shape):
-        err_too_many_indices(selection, shape)
-
-
-def replace_ellipsis(selection, shape):
-    selection = ensure_tuple(selection)
-
-    # count number of ellipsis present
-    n_ellipsis = sum(1 for i in selection if i is Ellipsis)
-
-    if n_ellipsis > 1:
-        # more than 1 is an error
-        raise IndexError("an index can only have a single ellipsis ('...')")
-
-    elif n_ellipsis == 1:
-        # locate the ellipsis, count how many items to left and right
-        n_items_l = selection.index(Ellipsis)  # items to left of ellipsis
-        n_items_r = len(selection) - (n_items_l + 1)  # items to right of ellipsis
-        n_items = len(selection) - 1  # all non-ellipsis items
-
-        if n_items >= len(shape):
-            # ellipsis does nothing, just remove it
-            selection = tuple(i for i in selection if i != Ellipsis)
-
-        else:
-            # replace ellipsis with as many slices are needed for number of dims
-            new_item = selection[:n_items_l] + ((slice(None),) * (len(shape) - n_items))
-            if n_items_r:
-                new_item += selection[-n_items_r:]
-            selection = new_item
-
-    # fill out selection if not completely specified
-    if len(selection) < len(shape):
-        selection += (slice(None),) * (len(shape) - len(selection))
-
-    # check selection not too long
-    check_selection_length(selection, shape)
-
-    return selection
-
-
-def replace_lists(selection):
-    return tuple(
-        np.asarray(dim_sel) if isinstance(dim_sel, list) else dim_sel for dim_sel in selection
-    )
-
-
-def ensure_tuple(v):
-    if not isinstance(v, tuple):
-        v = (v,)
-    return v
-
-
-ChunkProjection = collections.namedtuple(
-    "ChunkProjection", ("chunk_coords", "chunk_selection", "out_selection")
-)
-"""A mapping of items from chunk to output array. Can be used to extract items from the
-chunk array for loading into an output array. Can also be used to extract items from a
-value array for setting/updating in a chunk array.
-
-Parameters
-----------
-chunk_coords
-    Indices of chunk.
-chunk_selection
-    Selection of items from chunk array.
-out_selection
-    Selection of items in target (output) array.
-
-"""
-
-
-def is_slice(s):
-    return isinstance(s, slice)
-
-
-def is_contiguous_slice(s):
-    return is_slice(s) and (s.step is None or s.step == 1)
-
-
-def is_positive_slice(s):
-    return is_slice(s) and (s.step is None or s.step >= 1)
-
-
-def is_contiguous_selection(selection):
-    selection = ensure_tuple(selection)
-    return all((is_integer_array(s) or is_contiguous_slice(s) or s == Ellipsis) for s in selection)
-
-
-def is_basic_selection(selection):
-    selection = ensure_tuple(selection)
-    return all(is_integer(s) or is_positive_slice(s) for s in selection)
-
-
-# noinspection PyProtectedMember
-class BasicIndexer:
-    def __init__(self, selection, array):
-        # handle ellipsis
-        selection = replace_ellipsis(selection, array._shape)
-
-        # setup per-dimension indexers
-        dim_indexers = []
-        for dim_sel, dim_len, dim_chunk_len in zip(selection, array._shape, array._chunks):
-            if is_integer(dim_sel):
-                dim_indexer = IntDimIndexer(dim_sel, dim_len, dim_chunk_len)
-
-            elif is_slice(dim_sel):
-                dim_indexer = SliceDimIndexer(dim_sel, dim_len, dim_chunk_len)
-
-            else:
-                raise IndexError(
-                    "unsupported selection item for basic indexing; "
-                    "expected integer or slice, got {!r}".format(type(dim_sel))
-                )
-
-            dim_indexers.append(dim_indexer)
-
-        self.dim_indexers = dim_indexers
-        self.shape = tuple(s.nitems for s in self.dim_indexers if not isinstance(s, IntDimIndexer))
-        self.drop_axes = ()
-
-    def __iter__(self):
-        for dim_projections in itertools.product(*self.dim_indexers):
-            chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
-            chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
-            out_selection = tuple(
-                p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
-            )
-
-            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
-
-
-class BoolArrayDimIndexer:
-    def __init__(self, dim_sel, dim_len, dim_chunk_len):
-        # check number of dimensions
-        if not is_bool_array(dim_sel, 1):
-            raise IndexError("Boolean arrays in an orthogonal selection must be 1-dimensional only")
-
-        # check shape
-        if dim_sel.shape[0] != dim_len:
-            raise IndexError(
-                "Boolean array has the wrong length for dimension; expected {}, got {}".format(
-                    dim_len, dim_sel.shape[0]
-                )
-            )
-
-        # store attributes
-        self.dim_sel = dim_sel
-        self.dim_len = dim_len
-        self.dim_chunk_len = dim_chunk_len
-        self.nchunks = ceildiv(self.dim_len, self.dim_chunk_len)
-
-        # precompute number of selected items for each chunk
-        self.chunk_nitems = np.zeros(self.nchunks, dtype="i8")
-        for dim_chunk_ix in range(self.nchunks):
-            dim_offset = dim_chunk_ix * self.dim_chunk_len
-            self.chunk_nitems[dim_chunk_ix] = np.count_nonzero(
-                self.dim_sel[dim_offset : dim_offset + self.dim_chunk_len]
-            )
-        self.chunk_nitems_cumsum = np.cumsum(self.chunk_nitems)
-        self.nitems = self.chunk_nitems_cumsum[-1]
-        self.dim_chunk_ixs = np.nonzero(self.chunk_nitems)[0]
-
-    def __iter__(self):
-        # iterate over chunks with at least one item
-        for dim_chunk_ix in self.dim_chunk_ixs:
-            # find region in chunk
-            dim_offset = dim_chunk_ix * self.dim_chunk_len
-            dim_chunk_sel = self.dim_sel[dim_offset : dim_offset + self.dim_chunk_len]
-
-            # pad out if final chunk
-            if dim_chunk_sel.shape[0] < self.dim_chunk_len:
-                tmp = np.zeros(self.dim_chunk_len, dtype=bool)
-                tmp[: dim_chunk_sel.shape[0]] = dim_chunk_sel
-                dim_chunk_sel = tmp
-
-            # find region in output
-            if dim_chunk_ix == 0:
-                start = 0
-            else:
-                start = self.chunk_nitems_cumsum[dim_chunk_ix - 1]
-            stop = self.chunk_nitems_cumsum[dim_chunk_ix]
-            dim_out_sel = slice(start, stop)
-
-            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
-
-
-class Order:
-    UNKNOWN = 0
-    INCREASING = 1
-    DECREASING = 2
-    UNORDERED = 3
-
-    @staticmethod
-    def check(a):
-        diff = np.diff(a)
-        diff_positive = diff >= 0
-        n_diff_positive = np.count_nonzero(diff_positive)
-        all_increasing = n_diff_positive == len(diff_positive)
-        any_increasing = n_diff_positive > 0
-        if all_increasing:
-            order = Order.INCREASING
-        elif any_increasing:
-            order = Order.UNORDERED
-        else:
-            order = Order.DECREASING
-        return order
-
-
-def wraparound_indices(x, dim_len):
-    loc_neg = x < 0
-    if np.any(loc_neg):
-        x[loc_neg] = x[loc_neg] + dim_len
-
-
-def boundscheck_indices(x, dim_len):
-    if np.any(x < 0) or np.any(x >= dim_len):
-        raise BoundsCheckError(dim_len)
-
-
-class IntArrayDimIndexer:
-    """Integer array selection against a single dimension."""
-
-    def __init__(
-        self,
-        dim_sel,
-        dim_len,
-        dim_chunk_len,
-        wraparound=True,
-        boundscheck=True,
-        order=Order.UNKNOWN,
-    ):
-        # ensure 1d array
-        dim_sel = np.asanyarray(dim_sel)
-        if not is_integer_array(dim_sel, 1):
-            raise IndexError("integer arrays in an orthogonal selection must be 1-dimensional only")
-
-        # handle wraparound
-        if wraparound:
-            wraparound_indices(dim_sel, dim_len)
-
-        # handle out of bounds
-        if boundscheck:
-            boundscheck_indices(dim_sel, dim_len)
-
-        # store attributes
-        self.dim_len = dim_len
-        self.dim_chunk_len = dim_chunk_len
-        self.nchunks = ceildiv(self.dim_len, self.dim_chunk_len)
-        self.nitems = len(dim_sel)
-
-        # determine which chunk is needed for each selection item
-        # note: for dense integer selections, the division operation here is the
-        # bottleneck
-        dim_sel_chunk = dim_sel // dim_chunk_len
-
-        # determine order of indices
-        if order == Order.UNKNOWN:
-            order = Order.check(dim_sel)
-        self.order = order
-
-        if self.order == Order.INCREASING:
-            self.dim_sel = dim_sel
-            self.dim_out_sel = None
-        elif self.order == Order.DECREASING:
-            self.dim_sel = dim_sel[::-1]
-            # TODO should be possible to do this without creating an arange
-            self.dim_out_sel = np.arange(self.nitems - 1, -1, -1)
-        else:
-            # sort indices to group by chunk
-            self.dim_out_sel = np.argsort(dim_sel_chunk)
-            self.dim_sel = np.take(dim_sel, self.dim_out_sel)
-
-        # precompute number of selected items for each chunk
-        self.chunk_nitems = np.bincount(dim_sel_chunk, minlength=self.nchunks)
-
-        # find chunks that we need to visit
-        self.dim_chunk_ixs = np.nonzero(self.chunk_nitems)[0]
-
-        # compute offsets into the output array
-        self.chunk_nitems_cumsum = np.cumsum(self.chunk_nitems)
-
-    def __iter__(self):
-        for dim_chunk_ix in self.dim_chunk_ixs:
-            # find region in output
-            if dim_chunk_ix == 0:
-                start = 0
-            else:
-                start = self.chunk_nitems_cumsum[dim_chunk_ix - 1]
-            stop = self.chunk_nitems_cumsum[dim_chunk_ix]
-            if self.order == Order.INCREASING:
-                dim_out_sel = slice(start, stop)
-            else:
-                dim_out_sel = self.dim_out_sel[start:stop]
-
-            # find region in chunk
-            dim_offset = dim_chunk_ix * self.dim_chunk_len
-            dim_chunk_sel = self.dim_sel[start:stop] - dim_offset
-
-            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
-
-
-def slice_to_range(s: slice, l: int):  # noqa: E741
-    return range(*s.indices(l))
-
-
-def ix_(selection, shape):
-    """Convert an orthogonal selection to a numpy advanced (fancy) selection, like ``numpy.ix_``
-    but with support for slices and single ints."""
-
-    # normalisation
-    selection = replace_ellipsis(selection, shape)
-
-    # replace slice and int as these are not supported by numpy.ix_
-    selection = [
-        slice_to_range(dim_sel, dim_len)
-        if isinstance(dim_sel, slice)
-        else [dim_sel]
-        if is_integer(dim_sel)
-        else dim_sel
-        for dim_sel, dim_len in zip(selection, shape)
-    ]
-
-    # now get numpy to convert to a coordinate selection
-    selection = np.ix_(*selection)
-
-    return selection
-
-
-def oindex(a, selection):
-    """Implementation of orthogonal indexing with slices and ints."""
-    selection = replace_ellipsis(selection, a.shape)
-    drop_axes = tuple(i for i, s in enumerate(selection) if is_integer(s))
-    selection = ix_(selection, a.shape)
-    result = a[selection]
-    if drop_axes:
-        result = result.squeeze(axis=drop_axes)
-    return result
-
-
-def oindex_set(a, selection, value):
-    selection = replace_ellipsis(selection, a.shape)
-    drop_axes = tuple(i for i, s in enumerate(selection) if is_integer(s))
-    selection = ix_(selection, a.shape)
-    if not np.isscalar(value) and drop_axes:
-        value = np.asanyarray(value)
-        value_selection = [slice(None)] * len(a.shape)
-        for i in drop_axes:
-            value_selection[i] = np.newaxis
-        value_selection = tuple(value_selection)
-        value = value[value_selection]
-    a[selection] = value
-
-
-# noinspection PyProtectedMember
-class OrthogonalIndexer:
-    def __init__(self, selection, array):
-        # handle ellipsis
-        selection = replace_ellipsis(selection, array._shape)
-
-        # normalize list to array
-        selection = replace_lists(selection)
-
-        # setup per-dimension indexers
-        dim_indexers = []
-        for dim_sel, dim_len, dim_chunk_len in zip(selection, array._shape, array._chunks):
-            if is_integer(dim_sel):
-                dim_indexer = IntDimIndexer(dim_sel, dim_len, dim_chunk_len)
-
-            elif isinstance(dim_sel, slice):
-                dim_indexer = SliceDimIndexer(dim_sel, dim_len, dim_chunk_len)
-
-            elif is_integer_array(dim_sel):
-                dim_indexer = IntArrayDimIndexer(dim_sel, dim_len, dim_chunk_len)
-
-            elif is_bool_array(dim_sel):
-                dim_indexer = BoolArrayDimIndexer(dim_sel, dim_len, dim_chunk_len)
-
-            else:
-                raise IndexError(
-                    "unsupported selection item for orthogonal indexing; "
-                    "expected integer, slice, integer array or Boolean "
-                    "array, got {!r}".format(type(dim_sel))
-                )
-
-            dim_indexers.append(dim_indexer)
-
-        self.array = array
-        self.dim_indexers = dim_indexers
-        self.shape = tuple(s.nitems for s in self.dim_indexers if not isinstance(s, IntDimIndexer))
-        self.is_advanced = not is_basic_selection(selection)
-        if self.is_advanced:
-            self.drop_axes = tuple(
-                i
-                for i, dim_indexer in enumerate(self.dim_indexers)
-                if isinstance(dim_indexer, IntDimIndexer)
-            )
-        else:
-            self.drop_axes = ()
-
-    def __iter__(self):
-        for dim_projections in itertools.product(*self.dim_indexers):
-            chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
-            chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
-            out_selection = tuple(
-                p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
-            )
-
-            # handle advanced indexing arrays orthogonally
-            if self.is_advanced:
-                # N.B., numpy doesn't support orthogonal indexing directly as yet,
-                # so need to work around via np.ix_. Also np.ix_ does not support a
-                # mixture of arrays and slices or integers, so need to convert slices
-                # and integers into ranges.
-                chunk_selection = ix_(chunk_selection, self.array._chunks)
-
-                # special case for non-monotonic indices
-                if not is_basic_selection(out_selection):
-                    out_selection = ix_(out_selection, self.shape)
-
-            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
-
-
-class OIndex:
-    def __init__(self, array):
-        self.array = array
-
-    def __getitem__(self, selection):
-        fields, selection = pop_fields(selection)
-        selection = ensure_tuple(selection)
-        selection = replace_lists(selection)
-        return self.array.get_orthogonal_selection(selection, fields=fields)
-
-    def __setitem__(self, selection, value):
-        fields, selection = pop_fields(selection)
-        selection = ensure_tuple(selection)
-        selection = replace_lists(selection)
-        return self.array.set_orthogonal_selection(selection, value, fields=fields)
-
-
-# noinspection PyProtectedMember
-class BlockIndexer:
-    def __init__(self, selection, array):
-        # handle ellipsis
-        selection = replace_ellipsis(selection, array._shape)
-
-        # normalize list to array
-        selection = replace_lists(selection)
-
-        # setup per-dimension indexers
-        dim_indexers = []
-        for dim_sel, dim_len, dim_chunk_size in zip(selection, array._shape, array._chunks):
-            dim_numchunks = int(np.ceil(dim_len / dim_chunk_size))
-
-            if is_integer(dim_sel):
-                if dim_sel < 0:
-                    dim_sel = dim_numchunks + dim_sel
-
-                start = dim_sel * dim_chunk_size
-                stop = start + dim_chunk_size
-                slice_ = slice(start, stop)
-
-            elif is_slice(dim_sel):
-                start = dim_sel.start if dim_sel.start is not None else 0
-                stop = dim_sel.stop if dim_sel.stop is not None else dim_numchunks
-
-                if dim_sel.step not in {1, None}:
-                    raise IndexError(
-                        "unsupported selection item for block indexing; "
-                        "expected integer or slice with step=1, got {!r}".format(type(dim_sel))
-                    )
-
-                # Can't reuse wraparound_indices because it expects a numpy array
-                # We have integers here.
-                if start < 0:
-                    start = dim_numchunks + start
-                if stop < 0:
-                    stop = dim_numchunks + stop
-
-                start = start * dim_chunk_size
-                stop = stop * dim_chunk_size
-                slice_ = slice(start, stop)
-
-            else:
-                raise IndexError(
-                    "unsupported selection item for block indexing; "
-                    "expected integer or slice, got {!r}".format(type(dim_sel))
-                )
-
-            dim_indexer = SliceDimIndexer(slice_, dim_len, dim_chunk_size)
-            dim_indexers.append(dim_indexer)
-
-            if start >= dim_len or start < 0:
-                raise BoundsCheckError(dim_len)
-
-        self.dim_indexers = dim_indexers
-        self.shape = tuple(s.nitems for s in self.dim_indexers)
-        self.drop_axes = ()
-
-    def __iter__(self):
-        for dim_projections in itertools.product(*self.dim_indexers):
-            chunk_coords = tuple(p.dim_chunk_ix for p in dim_projections)
-            chunk_selection = tuple(p.dim_chunk_sel for p in dim_projections)
-            out_selection = tuple(
-                p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
-            )
-
-            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
-
-
-class BlockIndex:
-    def __init__(self, array):
-        self.array = array
-
-    def __getitem__(self, selection):
-        fields, selection = pop_fields(selection)
-        selection = ensure_tuple(selection)
-        selection = replace_lists(selection)
-        return self.array.get_block_selection(selection, fields=fields)
-
-    def __setitem__(self, selection, value):
-        fields, selection = pop_fields(selection)
-        selection = ensure_tuple(selection)
-        selection = replace_lists(selection)
-        return self.array.set_block_selection(selection, value, fields=fields)
-
-
-# noinspection PyProtectedMember
-def is_coordinate_selection(selection, array):
-    return (len(selection) == len(array._shape)) and all(
-        is_integer(dim_sel) or is_integer_array(dim_sel) for dim_sel in selection
-    )
-
-
-# noinspection PyProtectedMember
-def is_mask_selection(selection, array):
-    return (
-        len(selection) == 1 and is_bool_array(selection[0]) and selection[0].shape == array._shape
-    )
-
-
-# noinspection PyProtectedMember
-class CoordinateIndexer:
-    def __init__(self, selection, array):
-        # some initial normalization
-        selection = ensure_tuple(selection)
-        selection = tuple([i] if is_integer(i) else i for i in selection)
-        selection = replace_lists(selection)
-
-        # validation
-        if not is_coordinate_selection(selection, array):
-            raise IndexError(
-                "invalid coordinate selection; expected one integer "
-                "(coordinate) array per dimension of the target array, "
-                "got {!r}".format(selection)
-            )
-
-        # handle wraparound, boundscheck
-        for dim_sel, dim_len in zip(selection, array.shape):
-            # handle wraparound
-            wraparound_indices(dim_sel, dim_len)
-
-            # handle out of bounds
-            boundscheck_indices(dim_sel, dim_len)
-
-        # compute chunk index for each point in the selection
-        chunks_multi_index = tuple(
-            dim_sel // dim_chunk_len for (dim_sel, dim_chunk_len) in zip(selection, array._chunks)
-        )
-
-        # broadcast selection - this will raise error if array dimensions don't match
-        selection = np.broadcast_arrays(*selection)
-        chunks_multi_index = np.broadcast_arrays(*chunks_multi_index)
-
-        # remember shape of selection, because we will flatten indices for processing
-        self.sel_shape = selection[0].shape if selection[0].shape else (1,)
-
-        # flatten selection
-        selection = [dim_sel.reshape(-1) for dim_sel in selection]
-        chunks_multi_index = [dim_chunks.reshape(-1) for dim_chunks in chunks_multi_index]
-
-        # ravel chunk indices
-        chunks_raveled_indices = np.ravel_multi_index(chunks_multi_index, dims=array._cdata_shape)
-
-        # group points by chunk
-        if np.any(np.diff(chunks_raveled_indices) < 0):
-            # optimisation, only sort if needed
-            sel_sort = np.argsort(chunks_raveled_indices)
-            selection = tuple(dim_sel[sel_sort] for dim_sel in selection)
-        else:
-            sel_sort = None
-
-        # store attributes
-        self.selection = selection
-        self.sel_sort = sel_sort
-        self.shape = selection[0].shape if selection[0].shape else (1,)
-        self.drop_axes = ()
-        self.array = array
-
-        # precompute number of selected items for each chunk
-        self.chunk_nitems = np.bincount(chunks_raveled_indices, minlength=array.nchunks)
-        self.chunk_nitems_cumsum = np.cumsum(self.chunk_nitems)
-        # locate the chunks we need to process
-        self.chunk_rixs = np.nonzero(self.chunk_nitems)[0]
-
-        # unravel chunk indices
-        self.chunk_mixs = np.unravel_index(self.chunk_rixs, array._cdata_shape)
-
-    def __iter__(self):
-        # iterate over chunks
-        for i, chunk_rix in enumerate(self.chunk_rixs):
-            chunk_coords = tuple(m[i] for m in self.chunk_mixs)
-            if chunk_rix == 0:
-                start = 0
-            else:
-                start = self.chunk_nitems_cumsum[chunk_rix - 1]
-            stop = self.chunk_nitems_cumsum[chunk_rix]
-            if self.sel_sort is None:
-                out_selection = slice(start, stop)
-            else:
-                out_selection = self.sel_sort[start:stop]
-
-            chunk_offsets = tuple(
-                dim_chunk_ix * dim_chunk_len
-                for dim_chunk_ix, dim_chunk_len in zip(chunk_coords, self.array._chunks)
-            )
-            chunk_selection = tuple(
-                dim_sel[start:stop] - dim_chunk_offset
-                for (dim_sel, dim_chunk_offset) in zip(self.selection, chunk_offsets)
-            )
-
-            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
-
-
-# noinspection PyProtectedMember
-class MaskIndexer(CoordinateIndexer):
-    def __init__(self, selection, array):
-        # some initial normalization
-        selection = ensure_tuple(selection)
-        selection = replace_lists(selection)
-
-        # validation
-        if not is_mask_selection(selection, array):
-            raise IndexError(
-                "invalid mask selection; expected one Boolean (mask)"
-                "array with the same shape as the target array, got {!r}".format(selection)
-            )
-
-        # convert to indices
-        selection = np.nonzero(selection[0])
-
-        # delegate the rest to superclass
-        super().__init__(selection, array)
-
-
-class VIndex:
-    def __init__(self, array):
-        self.array = array
-
-    def __getitem__(self, selection):
-        fields, selection = pop_fields(selection)
-        selection = ensure_tuple(selection)
-        selection = replace_lists(selection)
-        if is_coordinate_selection(selection, self.array):
-            return self.array.get_coordinate_selection(selection, fields=fields)
-        elif is_mask_selection(selection, self.array):
-            return self.array.get_mask_selection(selection, fields=fields)
-        else:
-            raise VindexInvalidSelectionError(selection)
-
-    def __setitem__(self, selection, value):
-        fields, selection = pop_fields(selection)
-        selection = ensure_tuple(selection)
-        selection = replace_lists(selection)
-        if is_coordinate_selection(selection, self.array):
-            self.array.set_coordinate_selection(selection, value, fields=fields)
-        elif is_mask_selection(selection, self.array):
-            self.array.set_mask_selection(selection, value, fields=fields)
-        else:
-            raise VindexInvalidSelectionError(selection)
-
-
-def check_fields(fields, dtype):
-    # early out
-    if fields is None:
-        return dtype
-    # check type
-    if not isinstance(fields, (str, list, tuple)):
-        raise IndexError(
-            "'fields' argument must be a string or list of strings; found {!r}".format(type(fields))
-        )
-    if fields:
-        if dtype.names is None:
-            raise IndexError("invalid 'fields' argument, array does not have any fields")
-        try:
-            if isinstance(fields, str):
-                # single field selection
-                out_dtype = dtype[fields]
-            else:
-                # multiple field selection
-                out_dtype = np.dtype([(f, dtype[f]) for f in fields])
-        except KeyError as e:
-            raise IndexError("invalid 'fields' argument, field not found: {!r}".format(e))
-        else:
-            return out_dtype
-    else:
-        return dtype
-
-
-def check_no_multi_fields(fields):
-    if isinstance(fields, list):
-        if len(fields) == 1:
-            return fields[0]
-        elif len(fields) > 1:
-            raise IndexError("multiple fields are not supported for this operation")
-    return fields
-
-
-def pop_fields(selection):
-    if isinstance(selection, str):
-        # single field selection
-        fields = selection
-        selection = ()
-    elif not isinstance(selection, tuple):
-        # single selection item, no fields
-        fields = None
-        # leave selection as-is
-    else:
-        # multiple items, split fields from selection items
-        fields = [f for f in selection if isinstance(f, str)]
-        fields = fields[0] if len(fields) == 1 else fields
-        selection = tuple(s for s in selection if not isinstance(s, str))
-        selection = selection[0] if len(selection) == 1 else selection
-    return fields, selection
-
-
-def make_slice_selection(selection):
-    ls = []
-    for dim_selection in selection:
-        if is_integer(dim_selection):
-            ls.append(slice(int(dim_selection), int(dim_selection) + 1, 1))
-        elif isinstance(dim_selection, np.ndarray):
-            if len(dim_selection) == 1:
-                ls.append(slice(int(dim_selection[0]), int(dim_selection[0]) + 1, 1))
-            else:
-                raise ArrayIndexError
-        else:
-            ls.append(dim_selection)
-    return ls
-
-
-class PartialChunkIterator:
-    """Iterator to retrieve the specific coordinates of requested data
-    from within a compressed chunk.
-
-    Parameters
-    ----------
-    selection : tuple
-        tuple of slice objects to take from the chunk
-    arr_shape : shape of chunk to select data from
-
-    Attributes
-    ----------
-    arr_shape
-    selection
-
-    Returns
-    -------
-    Tuple with 3 elements:
-
-    start: int
-        elements offset in the chunk to read from
-    nitems: int
-        number of elements to read in the chunk from start
-    partial_out_selection: list of slices
-        indices of a temporary empty array of size `Array._chunks` to assign
-        the decompressed data to after the partial read.
-
-    Notes
-    -----
-    An array is flattened when compressed with blosc, so this iterator takes
-    the wanted selection of an array and determines the wanted coordinates
-    of the flattened, compressed data to be read and then decompressed. The
-    decompressed data is then placed in a temporary empty array of size
-    `Array._chunks` at the indices yielded as partial_out_selection.
-    Once all the slices yielded by this iterator have been read, decompressed
-    and written to the temporary array, the wanted slice of the chunk can be
-    indexed from the temporary array and written to the out_selection slice
-    of the out array.
-
-    """
-
-    def __init__(self, selection, arr_shape):
-        selection = make_slice_selection(selection)
-        self.arr_shape = arr_shape
-
-        # number of selection dimensions can't be greater than the number of chunk dimensions
-        if len(selection) > len(self.arr_shape):
-            raise ValueError(
-                "Selection has more dimensions then the array:\n"
-                f"selection dimensions = {len(selection)}\n"
-                f"array dimensions = {len(self.arr_shape)}"
-            )
-
-        # any selection can not be out of the range of the chunk
-        selection_shape = np.empty(self.arr_shape)[tuple(selection)].shape
-        if any(
-            selection_dim < 0 or selection_dim > arr_dim
-            for selection_dim, arr_dim in zip(selection_shape, self.arr_shape)
-        ):
-            raise IndexError(
-                "a selection index is out of range for the dimension"
-            )  # pragma: no cover
-
-        for i, dim_size in enumerate(self.arr_shape[::-1]):
-            index = len(self.arr_shape) - (i + 1)
-            if index <= len(selection) - 1:
-                slice_size = selection_shape[index]
-                if slice_size == dim_size and index > 0:
-                    selection.pop()
-                else:
-                    break
-
-        chunk_loc_slices = []
-        last_dim_slice = None if selection[-1].step > 1 else selection.pop()
-        for arr_shape_i, sl in zip(arr_shape, selection):
-            dim_chunk_loc_slices = []
-            assert isinstance(sl, slice)
-            for x in slice_to_range(sl, arr_shape_i):
-                dim_chunk_loc_slices.append(slice(x, x + 1, 1))
-            chunk_loc_slices.append(dim_chunk_loc_slices)
-        if last_dim_slice:
-            chunk_loc_slices.append([last_dim_slice])
-        self.chunk_loc_slices = list(itertools.product(*chunk_loc_slices))
-
-    def __iter__(self):
-        chunk1 = self.chunk_loc_slices[0]
-        nitems = (chunk1[-1].stop - chunk1[-1].start) * np.prod(
-            self.arr_shape[len(chunk1) :], dtype=int
-        )
-        for partial_out_selection in self.chunk_loc_slices:
-            start = 0
-            for i, sl in enumerate(partial_out_selection):
-                start += sl.start * np.prod(self.arr_shape[i + 1 :], dtype=int)
-            yield start, nitems, partial_out_selection
diff --git a/src/zarr/v2/meta.py b/src/zarr/v2/meta.py
deleted file mode 100644
index 2f7ce1242e..0000000000
--- a/src/zarr/v2/meta.py
+++ /dev/null
@@ -1,302 +0,0 @@
-import base64
-import itertools
-from collections.abc import Mapping
-
-import numpy as np
-
-from zarr.v2.errors import MetadataError
-from zarr.v2.util import json_dumps, json_loads
-
-from typing import cast, Union, Any, List, Mapping as MappingType, TYPE_CHECKING
-
-if TYPE_CHECKING:  # pragma: no cover
-    pass
-
-
-ZARR_FORMAT = 2
-
-# FLOAT_FILLS = {"NaN": np.nan, "Infinity": np.PINF, "-Infinity": np.NINF}
-
-_v3_core_types = {"bool", "i1", "u1"} | set("".join(d) for d in itertools.product("<>", ("u", "i", "f"), ("2", "4", "8")))
-
-# The set of complex types allowed ({"<c8", "<c16", ">c8", ">c16"})
-_v3_complex_types = set(f"{end}c{_bytes}" for end, _bytes in itertools.product("<>", ("8", "16")))
-
-# All dtype.str values corresponding to datetime64 and timedelta64
-# see: https://numpy.org/doc/stable/reference/arrays.datetime.html#datetime-units
-_date_units = ["Y", "M", "W", "D"]
-_time_units = ["h", "m", "s", "ms", "us", "μs", "ns", "ps", "fs", "as"]
-_v3_datetime_types = set(
-    f"{end}{kind}8[{unit}]"
-    for end, unit, kind in itertools.product("<>", _date_units + _time_units, ("m", "M"))
-)
-
-
-def get_extended_dtype_info(dtype) -> dict:
-    if dtype.str in _v3_complex_types:
-        return dict(
-            extension="https://zarr-specs.readthedocs.io/en/core-protocol-v3.0-dev/protocol/extensions/complex-dtypes/v1.0.html",
-            type=dtype.str,
-            fallback=None,
-        )
-    elif dtype.str == "|O":
-        return dict(
-            extension="TODO: object array protocol URL",
-            type=dtype.str,
-            fallback=None,
-        )
-    elif dtype.str.startswith("|S"):
-        return dict(
-            extension="TODO: bytestring array protocol URL",
-            type=dtype.str,
-            fallback=None,
-        )
-    elif dtype.str.startswith("<U") or dtype.str.startswith(">U"):
-        return dict(
-            extension="TODO: unicode array protocol URL",
-            type=dtype.str,
-            fallback=None,
-        )
-    elif dtype.str.startswith("|V"):
-        return dict(
-            extension="TODO: structured array protocol URL",
-            type=dtype.descr,
-            fallback=None,
-        )
-    elif dtype.str in _v3_datetime_types:
-        return dict(
-            extension="https://zarr-specs.readthedocs.io/en/latest/extensions/data-types/datetime/v1.0.html",
-            type=dtype.str,
-            fallback=None,
-        )
-    else:
-        raise ValueError(f"Unsupported dtype: {dtype}")
-
-
-class Metadata2:
-    ZARR_FORMAT = ZARR_FORMAT
-
-    @classmethod
-    def parse_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType[str, Any]:
-        # Here we allow that a store may return an already-parsed metadata object,
-        # or a string of JSON that we will parse here. We allow for an already-parsed
-        # object to accommodate a consolidated metadata store, where all the metadata for
-        # all groups and arrays will already have been parsed from JSON.
-
-        if isinstance(s, Mapping):
-            # assume metadata has already been parsed into a mapping object
-            meta = s
-
-        else:
-            # assume metadata needs to be parsed as JSON
-            meta = json_loads(s)
-
-        return meta
-
-    @classmethod
-    def decode_array_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType[str, Any]:
-        meta = cls.parse_metadata(s)
-
-        # check metadata format
-        zarr_format = meta.get("zarr_format", None)
-        if zarr_format != cls.ZARR_FORMAT:
-            raise MetadataError("unsupported zarr format: %s" % zarr_format)
-
-        # extract array metadata fields
-        try:
-            dtype = cls.decode_dtype(meta["dtype"])
-            if dtype.hasobject:
-                import numcodecs
-
-                object_codec = numcodecs.get_codec(meta["filters"][0])
-            else:
-                object_codec = None
-
-            dimension_separator = meta.get("dimension_separator", None)
-            fill_value = cls.decode_fill_value(meta["fill_value"], dtype, object_codec)
-            meta = dict(
-                zarr_format=meta["zarr_format"],
-                shape=tuple(meta["shape"]),
-                chunks=tuple(meta["chunks"]),
-                dtype=dtype,
-                compressor=meta["compressor"],
-                fill_value=fill_value,
-                order=meta["order"],
-                filters=meta["filters"],
-            )
-            if dimension_separator:
-                meta["dimension_separator"] = dimension_separator
-        except Exception as e:
-            raise MetadataError("error decoding metadata") from e
-        else:
-            return meta
-
-    @classmethod
-    def encode_array_metadata(cls, meta: MappingType[str, Any]) -> bytes:
-        dtype = meta["dtype"]
-        sdshape = ()
-        if dtype.subdtype is not None:
-            dtype, sdshape = dtype.subdtype
-
-        dimension_separator = meta.get("dimension_separator")
-        if dtype.hasobject:
-            import numcodecs
-
-            object_codec = numcodecs.get_codec(meta["filters"][0])
-        else:
-            object_codec = None
-
-        meta = dict(
-            zarr_format=cls.ZARR_FORMAT,
-            shape=meta["shape"] + sdshape,
-            chunks=meta["chunks"],
-            dtype=cls.encode_dtype(dtype),
-            compressor=meta["compressor"],
-            fill_value=cls.encode_fill_value(meta["fill_value"], dtype, object_codec),
-            order=meta["order"],
-            filters=meta["filters"],
-        )
-        if dimension_separator:
-            meta["dimension_separator"] = dimension_separator
-
-        return json_dumps(meta)
-
-    @classmethod
-    def encode_dtype(cls, d: np.dtype):
-        if d.fields is None:
-            return d.str
-        else:
-            return d.descr
-
-    @classmethod
-    def _decode_dtype_descr(cls, d) -> List[Any]:
-        # need to convert list of lists to list of tuples
-        if isinstance(d, list):
-            # recurse to handle nested structures
-            d = [(k[0], cls._decode_dtype_descr(k[1])) + tuple(k[2:]) for k in d]
-        return d
-
-    @classmethod
-    def decode_dtype(cls, d) -> np.dtype:
-        d = cls._decode_dtype_descr(d)
-        return np.dtype(d)
-
-    @classmethod
-    def decode_group_metadata(cls, s: Union[MappingType, bytes, str]) -> MappingType[str, Any]:
-        meta = cls.parse_metadata(s)
-
-        # check metadata format version
-        zarr_format = meta.get("zarr_format", None)
-        if zarr_format != cls.ZARR_FORMAT:
-            raise MetadataError("unsupported zarr format: %s" % zarr_format)
-
-        meta = dict(zarr_format=zarr_format)
-        return meta
-
-    # N.B., keep `meta` parameter as a placeholder for future
-    # noinspection PyUnusedLocal
-    @classmethod
-    def encode_group_metadata(cls, meta=None) -> bytes:
-        meta = dict(zarr_format=cls.ZARR_FORMAT)
-        return json_dumps(meta)
-
-    @classmethod
-    def decode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) -> Any:
-        # early out
-        if v is None:
-            return v
-        if dtype.kind == "V" and dtype.hasobject:
-            if object_codec is None:
-                raise ValueError("missing object_codec for object array")
-            v = base64.standard_b64decode(v)
-            v = object_codec.decode(v)
-            v = np.array(v, dtype=dtype)[()]
-            return v
-        if dtype.kind == "f":
-            if v == "NaN":
-                return np.nan
-            elif v == "Infinity":
-                return np.inf
-            elif v == "-Infinity":
-                return -np.inf
-            else:
-                return np.array(v, dtype=dtype)[()]
-        elif dtype.kind == "c":
-            v = (
-                cls.decode_fill_value(v[0], dtype.type().real.dtype),
-                cls.decode_fill_value(v[1], dtype.type().imag.dtype),
-            )
-            v = v[0] + 1j * v[1]
-            return np.array(v, dtype=dtype)[()]
-        elif dtype.kind == "S":
-            # noinspection PyBroadException
-            try:
-                v = base64.standard_b64decode(v)
-            except Exception:
-                # be lenient, allow for other values that may have been used before base64
-                # encoding and may work as fill values, e.g., the number 0
-                pass
-            v = np.array(v, dtype=dtype)[()]
-            return v
-        elif dtype.kind == "V":
-            v = base64.standard_b64decode(v)
-            v = np.array(v, dtype=dtype.str).view(dtype)[()]
-            return v
-        elif dtype.kind == "U":
-            # leave as-is
-            return v
-        else:
-            return np.array(v, dtype=dtype)[()]
-
-    @classmethod
-    def encode_fill_value(cls, v: Any, dtype: np.dtype, object_codec: Any = None) -> Any:
-        # early out
-        if v is None:
-            return v
-        if dtype.kind == "V" and dtype.hasobject:
-            if object_codec is None:
-                raise ValueError("missing object_codec for object array")
-            v = object_codec.encode(v)
-            v = str(base64.standard_b64encode(v), "ascii")
-            return v
-        if dtype.kind == "f":
-            if np.isnan(v):
-                return "NaN"
-            elif np.isposinf(v):
-                return "Infinity"
-            elif np.isneginf(v):
-                return "-Infinity"
-            else:
-                return float(v)
-        elif dtype.kind in ("u", "i"):
-            return int(v)
-        elif dtype.kind == "b":
-            return bool(v)
-        elif dtype.kind == "c":
-            c = cast(np.complex128, np.dtype(complex).type())
-            v = (
-                cls.encode_fill_value(v.real, c.real.dtype, object_codec),
-                cls.encode_fill_value(v.imag, c.imag.dtype, object_codec),
-            )
-            return v
-        elif dtype.kind in ("S", "V"):
-            v = str(base64.standard_b64encode(v), "ascii")
-            return v
-        elif dtype.kind == "U":
-            return v
-        elif dtype.kind in ("m", "M"):
-            return int(v.view("i8"))
-        else:
-            return v
-
-
-parse_metadata = Metadata2.parse_metadata
-decode_array_metadata = Metadata2.decode_array_metadata
-encode_array_metadata = Metadata2.encode_array_metadata
-encode_dtype = Metadata2.encode_dtype
-_decode_dtype_descr = Metadata2._decode_dtype_descr
-decode_dtype = Metadata2.decode_dtype
-decode_group_metadata = Metadata2.decode_group_metadata
-encode_group_metadata = Metadata2.encode_group_metadata
-decode_fill_value = Metadata2.decode_fill_value
-encode_fill_value = Metadata2.encode_fill_value
diff --git a/src/zarr/v2/meta_v1.py b/src/zarr/v2/meta_v1.py
deleted file mode 100644
index 881b9191eb..0000000000
--- a/src/zarr/v2/meta_v1.py
+++ /dev/null
@@ -1,64 +0,0 @@
-import json
-
-import numpy as np
-
-from zarr.v2.errors import MetadataError
-
-
-def decode_metadata(b):
-    s = str(b, "ascii")
-    meta = json.loads(s)
-    zarr_format = meta.get("zarr_format", None)
-    if zarr_format != 1:
-        raise MetadataError("unsupported zarr format: %s" % zarr_format)
-    try:
-        meta = dict(
-            zarr_format=meta["zarr_format"],
-            shape=tuple(meta["shape"]),
-            chunks=tuple(meta["chunks"]),
-            dtype=decode_dtype(meta["dtype"]),
-            compression=meta["compression"],
-            compression_opts=meta["compression_opts"],
-            fill_value=meta["fill_value"],
-            order=meta["order"],
-        )
-    except Exception as e:
-        raise MetadataError("error decoding metadata: %s" % e)
-    else:
-        return meta
-
-
-def encode_metadata(meta):
-    meta = dict(
-        zarr_format=1,
-        shape=meta["shape"],
-        chunks=meta["chunks"],
-        dtype=encode_dtype(meta["dtype"]),
-        compression=meta["compression"],
-        compression_opts=meta["compression_opts"],
-        fill_value=meta["fill_value"],
-        order=meta["order"],
-    )
-    s = json.dumps(meta, indent=4, sort_keys=True, ensure_ascii=True)
-    b = s.encode("ascii")
-    return b
-
-
-def encode_dtype(d):
-    if d.fields is None:
-        return d.str
-    else:
-        return d.descr
-
-
-def _decode_dtype_descr(d):
-    # need to convert list of lists to list of tuples
-    if isinstance(d, list):
-        # recurse to handle nested structures
-        d = [(f, _decode_dtype_descr(v)) for f, v in d]
-    return d
-
-
-def decode_dtype(d):
-    d = _decode_dtype_descr(d)
-    return np.dtype(d)
diff --git a/src/zarr/v2/n5.py b/src/zarr/v2/n5.py
deleted file mode 100644
index ece110f49d..0000000000
--- a/src/zarr/v2/n5.py
+++ /dev/null
@@ -1,897 +0,0 @@
-"""This module contains a storage class and codec to support the N5 format."""
-
-import os
-import struct
-import sys
-from typing import Any, Dict, Optional, cast
-import warnings
-
-import numpy as np
-from numcodecs.abc import Codec
-from numcodecs.compat import ndarray_copy
-from numcodecs.registry import get_codec, register_codec
-
-from zarr.v2.meta import ZARR_FORMAT, json_dumps, json_loads
-from zarr.v2.storage import FSStore
-from zarr.v2.storage import NestedDirectoryStore, _prog_ckey, _prog_number, normalize_storage_path
-from zarr.v2.storage import array_meta_key as zarr_array_meta_key
-from zarr.v2.storage import attrs_key as zarr_attrs_key
-from zarr.v2.storage import group_meta_key as zarr_group_meta_key
-
-N5_FORMAT = "2.0.0"
-
-zarr_to_n5_keys = [
-    ("chunks", "blockSize"),
-    ("dtype", "dataType"),
-    ("compressor", "compression"),
-    ("shape", "dimensions"),
-]
-n5_attrs_key = "attributes.json"
-n5_keywords = ["n5", "dataType", "dimensions", "blockSize", "compression"]
-
-
-class N5Store(NestedDirectoryStore):
-    """Storage class using directories and files on a standard file system,
-    following the N5 format (https://github.com/saalfeldlab/n5).
-
-    Parameters
-    ----------
-    path : string
-        Location of directory to use as the root of the storage hierarchy.
-    normalize_keys : bool, optional
-        If True, all store keys will be normalized to use lower case characters
-        (e.g. 'foo' and 'FOO' will be treated as equivalent). This can be
-        useful to avoid potential discrepancies between case-sensitive and
-        case-insensitive file system. Default value is False.
-
-    Examples
-    --------
-    Store a single array::
-
-        >>> import zarr
-        >>> store = zarr.N5Store('data/array.n5')
-        >>> z = zarr.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
-        >>> z[...] = 42
-
-    Store a group::
-
-        >>> store = zarr.N5Store('data/group.n5')
-        >>> root = zarr.group(store=store, overwrite=True)
-        >>> foo = root.create_group('foo')
-        >>> bar = foo.zeros('bar', shape=(10, 10), chunks=(5, 5))
-        >>> bar[...] = 42
-
-    Notes
-    -----
-
-    This is an experimental feature.
-
-    Safe to write in multiple threads or processes.
-
-    """
-
-    def __getitem__(self, key: str) -> bytes:
-        if key.endswith(zarr_group_meta_key):
-            key_new = key.replace(zarr_group_meta_key, n5_attrs_key)
-            value = group_metadata_to_zarr(self._load_n5_attrs(key_new))
-
-            return json_dumps(value)
-
-        elif key.endswith(zarr_array_meta_key):
-            key_new = key.replace(zarr_array_meta_key, n5_attrs_key)
-            top_level = key == zarr_array_meta_key
-            value = array_metadata_to_zarr(self._load_n5_attrs(key_new), top_level=top_level)
-            return json_dumps(value)
-
-        elif key.endswith(zarr_attrs_key):
-            key_new = key.replace(zarr_attrs_key, n5_attrs_key)
-            value = attrs_to_zarr(self._load_n5_attrs(key_new))
-
-            if len(value) == 0:
-                raise KeyError(key_new)
-            else:
-                return json_dumps(value)
-
-        elif is_chunk_key(key):
-            key_new = invert_chunk_coords(key)
-
-        else:
-            key_new = key
-
-        return super().__getitem__(key_new)
-
-    def __setitem__(self, key: str, value: Any):
-        if key.endswith(zarr_group_meta_key):
-            key_new = key.replace(zarr_group_meta_key, n5_attrs_key)
-
-            n5_attrs = self._load_n5_attrs(key_new)
-            n5_attrs.update(**group_metadata_to_n5(json_loads(value)))
-
-            value = json_dumps(n5_attrs)
-
-        elif key.endswith(zarr_array_meta_key):
-            key_new = key.replace(zarr_array_meta_key, n5_attrs_key)
-            top_level = key == zarr_array_meta_key
-            n5_attrs = self._load_n5_attrs(key_new)
-            n5_attrs.update(**array_metadata_to_n5(json_loads(value), top_level=top_level))
-            value = json_dumps(n5_attrs)
-
-        elif key.endswith(zarr_attrs_key):
-            key_new = key.replace(zarr_attrs_key, n5_attrs_key)
-
-            n5_attrs = self._load_n5_attrs(key_new)
-            zarr_attrs = json_loads(value)
-
-            for k in n5_keywords:
-                if k in zarr_attrs:
-                    warnings.warn(f"Attribute {k} is a reserved N5 keyword", UserWarning)
-
-            # remove previous user attributes
-            for k in list(n5_attrs.keys()):
-                if k not in n5_keywords:
-                    del n5_attrs[k]
-
-            # add new user attributes
-            n5_attrs.update(**zarr_attrs)
-
-            value = json_dumps(n5_attrs)
-
-        elif is_chunk_key(key):
-            key_new = invert_chunk_coords(key)
-
-        else:
-            key_new = key
-
-        super().__setitem__(key_new, value)
-
-    def __delitem__(self, key: str):
-        if key.endswith(zarr_group_meta_key):
-            key_new = key.replace(zarr_group_meta_key, n5_attrs_key)
-        elif key.endswith(zarr_array_meta_key):
-            key_new = key.replace(zarr_array_meta_key, n5_attrs_key)
-        elif key.endswith(zarr_attrs_key):
-            key_new = key.replace(zarr_attrs_key, n5_attrs_key)
-        elif is_chunk_key(key):
-            key_new = invert_chunk_coords(key)
-        else:
-            key_new = key
-
-        super().__delitem__(key_new)
-
-    def __contains__(self, key):
-        if key.endswith(zarr_group_meta_key):
-            key_new = key.replace(zarr_group_meta_key, n5_attrs_key)
-            if key_new not in self:
-                return False
-            # group if not a dataset (attributes do not contain 'dimensions')
-            return "dimensions" not in self._load_n5_attrs(key_new)
-
-        elif key.endswith(zarr_array_meta_key):
-            key_new = key.replace(zarr_array_meta_key, n5_attrs_key)
-            # array if attributes contain 'dimensions'
-            return "dimensions" in self._load_n5_attrs(key_new)
-
-        elif key.endswith(zarr_attrs_key):
-            key_new = key.replace(zarr_attrs_key, n5_attrs_key)
-            return self._contains_attrs(key_new)
-
-        elif is_chunk_key(key):
-            key_new = invert_chunk_coords(key)
-        else:
-            key_new = key
-
-        return super().__contains__(key_new)
-
-    def __eq__(self, other):
-        return isinstance(other, N5Store) and self.path == other.path
-
-    def listdir(self, path: Optional[str] = None):
-        if path is not None:
-            path = invert_chunk_coords(path)
-        path = cast(str, path)
-        # We can't use NestedDirectoryStore's listdir, as it requires
-        # array_meta_key to be present in array directories, which this store
-        # doesn't provide.
-        children = super().listdir(path=path)
-
-        if self._is_array(path):
-            # replace n5 attribute file with respective zarr attribute files
-            children.remove(n5_attrs_key)
-            children.append(zarr_array_meta_key)
-            if self._contains_attrs(path):
-                children.append(zarr_attrs_key)
-
-            # special handling of directories containing an array to map
-            # inverted nested chunk keys back to standard chunk keys
-            new_children = []
-            root_path = self.dir_path(path)
-            for entry in children:
-                entry_path = os.path.join(root_path, entry)
-                if _prog_number.match(entry) and os.path.isdir(entry_path):
-                    for dir_path, _, file_names in os.walk(entry_path):
-                        for file_name in file_names:
-                            file_path = os.path.join(dir_path, file_name)
-                            rel_path = file_path.split(root_path + os.path.sep)[1]
-                            new_child = rel_path.replace(os.path.sep, ".")
-                            new_children.append(invert_chunk_coords(new_child))
-                else:
-                    new_children.append(entry)
-
-            return sorted(new_children)
-
-        elif self._is_group(path):
-            # replace n5 attribute file with respective zarr attribute files
-            children.remove(n5_attrs_key)
-            children.append(zarr_group_meta_key)
-            if self._contains_attrs(path):
-                children.append(zarr_attrs_key)
-
-            return sorted(children)
-
-        else:
-            return children
-
-    def _load_n5_attrs(self, path: str) -> Dict[str, Any]:
-        try:
-            s = super().__getitem__(path)
-            return json_loads(s)
-        except KeyError:
-            return {}
-
-    def _is_group(self, path: str):
-        if path is None:
-            attrs_key = n5_attrs_key
-        else:
-            attrs_key = os.path.join(path, n5_attrs_key)
-
-        n5_attrs = self._load_n5_attrs(attrs_key)
-        return len(n5_attrs) > 0 and "dimensions" not in n5_attrs
-
-    def _is_array(self, path: str):
-        if path is None:
-            attrs_key = n5_attrs_key
-        else:
-            attrs_key = os.path.join(path, n5_attrs_key)
-
-        return "dimensions" in self._load_n5_attrs(attrs_key)
-
-    def _contains_attrs(self, path: str):
-        if path is None:
-            attrs_key = n5_attrs_key
-        else:
-            if not path.endswith(n5_attrs_key):
-                attrs_key = os.path.join(path, n5_attrs_key)
-            else:
-                attrs_key = path
-
-        attrs = attrs_to_zarr(self._load_n5_attrs(attrs_key))
-        return len(attrs) > 0
-
-
-class N5FSStore(FSStore):
-    """Implementation of the N5 format (https://github.com/saalfeldlab/n5)
-    using `fsspec`, which allows storage on a variety of filesystems. Based
-    on `zarr.N5Store`.
-
-    Parameters
-    ----------
-    path : string
-        Location of directory to use as the root of the storage hierarchy.
-    normalize_keys : bool, optional
-        If True, all store keys will be normalized to use lower case characters
-        (e.g. 'foo' and 'FOO' will be treated as equivalent). This can be
-        useful to avoid potential discrepancies between case-sensitive and
-        case-insensitive file system. Default value is False.
-
-    Examples
-    --------
-    Store a single array::
-
-        >>> import zarr
-        >>> store = zarr.N5FSStore('data/array.n5', auto_mkdir=True)
-        >>> z = zarr.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
-        >>> z[...] = 42
-
-    Store a group::
-
-        >>> store = zarr.N5FSStore('data/group.n5', auto_mkdir=True)
-        >>> root = zarr.group(store=store, overwrite=True)
-        >>> foo = root.create_group('foo')
-        >>> bar = foo.zeros('bar', shape=(10, 10), chunks=(5, 5))
-        >>> bar[...] = 42
-
-    Notes
-    -----
-    This is an experimental feature.
-    Safe to write in multiple threads or processes.
-
-    Be advised that the `_dimension_separator` property of this store
-    (and arrays it creates) is ".", but chunks saved by this store will
-    in fact be "/" separated, as proscribed by the N5 format.
-
-    This is counter-intuitive (to say the least), but not arbitrary.
-    Chunks in N5 format are stored with reversed dimension order
-    relative to Zarr chunks: a chunk of a 3D Zarr array would be stored
-    on a file system as `/0/1/2`, but in N5 the same chunk would be
-    stored as `/2/1/0`. Therefore, stores targeting N5 must intercept
-    chunk keys and flip the order of the dimensions before writing to
-    storage, and this procedure requires chunk keys with "." separated
-    dimensions, hence the Zarr arrays targeting N5 have the deceptive
-    "." dimension separator.
-    """
-
-    _array_meta_key = "attributes.json"
-    _group_meta_key = "attributes.json"
-    _attrs_key = "attributes.json"
-
-    def __init__(self, *args, **kwargs):
-        if "dimension_separator" in kwargs:
-            warnings.warn("Keyword argument `dimension_separator` will be ignored")
-        kwargs["dimension_separator"] = "."
-        super().__init__(*args, **kwargs)
-
-    @staticmethod
-    def _swap_separator(key: str):
-        segments = list(key.split("/"))
-        if segments:
-            last_segment = segments[-1]
-            if _prog_ckey.match(last_segment):
-                coords = list(last_segment.split("."))
-                last_segment = "/".join(coords[::-1])
-                segments = segments[:-1] + [last_segment]
-                key = "/".join(segments)
-        return key
-
-    def _normalize_key(self, key: str):
-        if is_chunk_key(key):
-            key = invert_chunk_coords(key)
-
-        key = normalize_storage_path(key).lstrip("/")
-        if key:
-            *bits, end = key.split("/")
-
-            if end not in (self._array_meta_key, self._group_meta_key, self._attrs_key):
-                end = end.replace(".", "/")
-                key = "/".join(bits + [end])
-        return key.lower() if self.normalize_keys else key
-
-    def __getitem__(self, key: str) -> bytes:
-        if key.endswith(zarr_group_meta_key):
-            key_new = key.replace(zarr_group_meta_key, self._group_meta_key)
-            value = group_metadata_to_zarr(self._load_n5_attrs(key_new))
-
-            return json_dumps(value)
-
-        elif key.endswith(zarr_array_meta_key):
-            key_new = key.replace(zarr_array_meta_key, self._array_meta_key)
-            top_level = key == zarr_array_meta_key
-            value = array_metadata_to_zarr(self._load_n5_attrs(key_new), top_level=top_level)
-            return json_dumps(value)
-
-        elif key.endswith(zarr_attrs_key):
-            key_new = key.replace(zarr_attrs_key, self._attrs_key)
-            value = attrs_to_zarr(self._load_n5_attrs(key_new))
-
-            if len(value) == 0:
-                raise KeyError(key_new)
-            else:
-                return json_dumps(value)
-
-        elif is_chunk_key(key):
-            key_new = self._swap_separator(key)
-
-        else:
-            key_new = key
-
-        return super().__getitem__(key_new)
-
-    def __setitem__(self, key: str, value: Any):
-        if key.endswith(zarr_group_meta_key):
-            key_new = key.replace(zarr_group_meta_key, self._group_meta_key)
-
-            n5_attrs = self._load_n5_attrs(key_new)
-            n5_attrs.update(**group_metadata_to_n5(json_loads(value)))
-
-            value = json_dumps(n5_attrs)
-
-        elif key.endswith(zarr_array_meta_key):
-            key_new = key.replace(zarr_array_meta_key, self._array_meta_key)
-            top_level = key == zarr_array_meta_key
-            n5_attrs = self._load_n5_attrs(key_new)
-            n5_attrs.update(**array_metadata_to_n5(json_loads(value), top_level=top_level))
-
-            value = json_dumps(n5_attrs)
-
-        elif key.endswith(zarr_attrs_key):
-            key_new = key.replace(zarr_attrs_key, self._attrs_key)
-
-            n5_attrs = self._load_n5_attrs(key_new)
-            zarr_attrs = json_loads(value)
-
-            for k in n5_keywords:
-                if k in zarr_attrs.keys():
-                    warnings.warn(f"Attribute {k} is a reserved N5 keyword", UserWarning)
-
-            # replace previous user attributes
-            for k in list(n5_attrs.keys()):
-                if k not in n5_keywords:
-                    del n5_attrs[k]
-
-            # add new user attributes
-            n5_attrs.update(**zarr_attrs)
-
-            value = json_dumps(n5_attrs)
-
-        elif is_chunk_key(key):
-            key_new = self._swap_separator(key)
-
-        else:
-            key_new = key
-
-        super().__setitem__(key_new, value)
-
-    def __delitem__(self, key: str):
-        if key.endswith(zarr_group_meta_key):
-            key_new = key.replace(zarr_group_meta_key, self._group_meta_key)
-        elif key.endswith(zarr_array_meta_key):
-            key_new = key.replace(zarr_array_meta_key, self._array_meta_key)
-        elif key.endswith(zarr_attrs_key):
-            key_new = key.replace(zarr_attrs_key, self._attrs_key)
-        elif is_chunk_key(key):
-            key_new = self._swap_separator(key)
-        else:
-            key_new = key
-        super().__delitem__(key_new)
-
-    def __contains__(self, key: Any):
-        if key.endswith(zarr_group_meta_key):
-            key_new = key.replace(zarr_group_meta_key, self._group_meta_key)
-            if key_new not in self:
-                return False
-            # group if not a dataset (attributes do not contain 'dimensions')
-            return "dimensions" not in self._load_n5_attrs(key_new)
-
-        elif key.endswith(zarr_array_meta_key):
-            key_new = key.replace(zarr_array_meta_key, self._array_meta_key)
-            # array if attributes contain 'dimensions'
-            return "dimensions" in self._load_n5_attrs(key_new)
-
-        elif key.endswith(zarr_attrs_key):
-            key_new = key.replace(zarr_attrs_key, self._attrs_key)
-            return self._contains_attrs(key_new)
-
-        elif is_chunk_key(key):
-            key_new = self._swap_separator(key)
-
-        else:
-            key_new = key
-        return super().__contains__(key_new)
-
-    def __eq__(self, other: Any):
-        return isinstance(other, N5FSStore) and self.path == other.path
-
-    def listdir(self, path: Optional[str] = None):
-        if path is not None:
-            path = invert_chunk_coords(path)
-
-        # We can't use NestedDirectoryStore's listdir, as it requires
-        # array_meta_key to be present in array directories, which this store
-        # doesn't provide.
-        children = super().listdir(path=path)
-        if self._is_array(path):
-            # replace n5 attribute file with respective zarr attribute files
-            children.remove(self._array_meta_key)
-            children.append(zarr_array_meta_key)
-            if self._contains_attrs(path):
-                children.append(zarr_attrs_key)
-
-            # special handling of directories containing an array to map
-            # inverted nested chunk keys back to standard chunk keys
-            new_children = []
-            root_path = self.dir_path(path)
-            for entry in children:
-                entry_path = os.path.join(root_path, entry)
-                if _prog_number.match(entry) and self.fs.isdir(entry_path):
-                    for file_name in self.fs.find(entry_path):
-                        file_path = os.path.join(root_path, file_name)
-                        rel_path = file_path.split(root_path)[1]
-                        new_child = rel_path.lstrip("/").replace("/", ".")
-                        new_children.append(invert_chunk_coords(new_child))
-                else:
-                    new_children.append(entry)
-            return sorted(new_children)
-
-        elif self._is_group(path):
-            # replace n5 attribute file with respective zarr attribute files
-            children.remove(self._group_meta_key)
-            children.append(zarr_group_meta_key)
-            if self._contains_attrs(path):
-                children.append(zarr_attrs_key)
-            return sorted(children)
-        else:
-            return children
-
-    def _load_n5_attrs(self, path: str):
-        try:
-            s = super().__getitem__(path)
-            return json_loads(s)
-        except KeyError:
-            return {}
-
-    def _is_group(self, path: Optional[str]):
-        if path is None:
-            attrs_key = self._attrs_key
-        else:
-            attrs_key = os.path.join(path, self._attrs_key)
-
-        n5_attrs = self._load_n5_attrs(attrs_key)
-        return len(n5_attrs) > 0 and "dimensions" not in n5_attrs
-
-    def _is_array(self, path: Optional[str]):
-        if path is None:
-            attrs_key = self._attrs_key
-        else:
-            attrs_key = os.path.join(path, self._attrs_key)
-
-        return "dimensions" in self._load_n5_attrs(attrs_key)
-
-    def _contains_attrs(self, path: Optional[str]):
-        if path is None:
-            attrs_key = self._attrs_key
-        else:
-            if not path.endswith(self._attrs_key):
-                attrs_key = os.path.join(path, self._attrs_key)
-            else:
-                attrs_key = path
-
-        attrs = attrs_to_zarr(self._load_n5_attrs(attrs_key))
-        return len(attrs) > 0
-
-
-def is_chunk_key(key: str):
-    rv = False
-    segments = list(key.split("/"))
-    if segments:
-        last_segment = segments[-1]
-        rv = bool(_prog_ckey.match(last_segment))
-    return rv
-
-
-def invert_chunk_coords(key: str):
-    segments = list(key.split("/"))
-    if segments:
-        last_segment = segments[-1]
-        if _prog_ckey.match(last_segment):
-            coords = list(last_segment.split("."))
-            last_segment = "/".join(coords[::-1])
-            segments = segments[:-1] + [last_segment]
-            key = "/".join(segments)
-    return key
-
-
-def group_metadata_to_n5(group_metadata: Dict[str, Any]) -> Dict[str, Any]:
-    """Convert group metadata from zarr to N5 format."""
-    del group_metadata["zarr_format"]
-    # TODO: This should only exist at the top-level
-    group_metadata["n5"] = N5_FORMAT
-    return group_metadata
-
-
-def group_metadata_to_zarr(group_metadata: Dict[str, Any]) -> Dict[str, Any]:
-    """Convert group metadata from N5 to zarr format."""
-    # This only exists at the top level
-    group_metadata.pop("n5", None)
-    group_metadata["zarr_format"] = ZARR_FORMAT
-    return group_metadata
-
-
-def array_metadata_to_n5(array_metadata: Dict[str, Any], top_level=False) -> Dict[str, Any]:
-    """Convert array metadata from zarr to N5 format. If the `top_level` keyword argument is True,
-    then the `N5` : N5_FORMAT key : value pair will be inserted into the metadata."""
-
-    for f, t in zarr_to_n5_keys:
-        array_metadata[t] = array_metadata.pop(f)
-    del array_metadata["zarr_format"]
-    if top_level:
-        array_metadata["n5"] = N5_FORMAT
-    try:
-        dtype = np.dtype(array_metadata["dataType"])
-    except TypeError:
-        raise TypeError(f"Data type {array_metadata['dataType']} is not supported by N5")
-
-    array_metadata["dataType"] = dtype.name
-    array_metadata["dimensions"] = array_metadata["dimensions"][::-1]
-    array_metadata["blockSize"] = array_metadata["blockSize"][::-1]
-
-    if "fill_value" in array_metadata:
-        if array_metadata["fill_value"] != 0 and array_metadata["fill_value"] is not None:
-            raise ValueError(
-                f"""Received fill_value = {array_metadata['fill_value']},
-                but N5 only supports fill_value = 0"""
-            )
-        del array_metadata["fill_value"]
-
-    if "order" in array_metadata:
-        if array_metadata["order"] != "C":
-            raise ValueError(
-                f"Received order = {array_metadata['order']}, but N5 only supports order = C"
-            )
-        del array_metadata["order"]
-
-    if "filters" in array_metadata:
-        if array_metadata["filters"] != [] and array_metadata["filters"] is not None:
-            raise ValueError("Received filters, but N5 storage does not support zarr filters")
-        del array_metadata["filters"]
-
-    assert "compression" in array_metadata
-    compressor_config = array_metadata["compression"]
-    compressor_config = compressor_config_to_n5(compressor_config)
-    array_metadata["compression"] = compressor_config
-
-    if "dimension_separator" in array_metadata:
-        del array_metadata["dimension_separator"]
-
-    return array_metadata
-
-
-def array_metadata_to_zarr(
-    array_metadata: Dict[str, Any], top_level: bool = False
-) -> Dict[str, Any]:
-    """Convert array metadata from N5 to zarr format.
-    If the `top_level` keyword argument is True, then the `N5` key will be removed from metadata"""
-    for t, f in zarr_to_n5_keys:
-        array_metadata[t] = array_metadata.pop(f)
-    if top_level:
-        array_metadata.pop("n5")
-    array_metadata["zarr_format"] = ZARR_FORMAT
-
-    array_metadata["shape"] = array_metadata["shape"][::-1]
-    array_metadata["chunks"] = array_metadata["chunks"][::-1]
-    array_metadata["fill_value"] = 0  # also if None was requested
-    array_metadata["order"] = "C"
-    array_metadata["filters"] = []
-    array_metadata["dimension_separator"] = "."
-    array_metadata["dtype"] = np.dtype(array_metadata["dtype"]).str
-
-    compressor_config = array_metadata["compressor"]
-    compressor_config = compressor_config_to_zarr(compressor_config)
-    array_metadata["compressor"] = {
-        "id": N5ChunkWrapper.codec_id,
-        "compressor_config": compressor_config,
-        "dtype": array_metadata["dtype"],
-        "chunk_shape": array_metadata["chunks"],
-    }
-
-    return array_metadata
-
-
-def attrs_to_zarr(attrs: Dict[str, Any]) -> Dict[str, Any]:
-    """Get all zarr attributes from an N5 attributes dictionary (i.e.,
-    all non-keyword attributes)."""
-
-    # remove all N5 keywords
-    for n5_key in n5_keywords:
-        if n5_key in attrs:
-            del attrs[n5_key]
-
-    return attrs
-
-
-def compressor_config_to_n5(compressor_config: Optional[Dict[str, Any]]) -> Dict[str, Any]:
-    if compressor_config is None:
-        return {"type": "raw"}
-    else:
-        _compressor_config = compressor_config
-
-    # peel wrapper, if present
-    if _compressor_config["id"] == N5ChunkWrapper.codec_id:
-        _compressor_config = _compressor_config["compressor_config"]
-
-    codec_id = _compressor_config["id"]
-    n5_config = {"type": codec_id}
-
-    if codec_id == "bz2":
-        n5_config["type"] = "bzip2"
-        n5_config["blockSize"] = _compressor_config["level"]
-
-    elif codec_id == "blosc":
-        n5_config["cname"] = _compressor_config["cname"]
-        n5_config["clevel"] = _compressor_config["clevel"]
-        n5_config["shuffle"] = _compressor_config["shuffle"]
-        n5_config["blocksize"] = _compressor_config["blocksize"]
-
-    elif codec_id == "lzma":
-        # Switch to XZ for N5 if we are using the default XZ format.
-        # Note: 4 is the default, which is lzma.CHECK_CRC64.
-        if _compressor_config["format"] == 1 and _compressor_config["check"] in [-1, 4]:
-            n5_config["type"] = "xz"
-        else:
-            warnings.warn(
-                "Not all N5 implementations support lzma compression (yet). You "
-                "might not be able to open the dataset with another N5 library.",
-                RuntimeWarning,
-            )
-            n5_config["format"] = _compressor_config["format"]
-            n5_config["check"] = _compressor_config["check"]
-            n5_config["filters"] = _compressor_config["filters"]
-
-        # The default is lzma.PRESET_DEFAULT, which is 6.
-        if _compressor_config["preset"]:
-            n5_config["preset"] = _compressor_config["preset"]
-        else:
-            n5_config["preset"] = 6
-
-    elif codec_id == "zlib":
-        n5_config["type"] = "gzip"
-        n5_config["level"] = _compressor_config["level"]
-        n5_config["useZlib"] = True
-
-    elif codec_id == "gzip":
-        n5_config["type"] = "gzip"
-        n5_config["level"] = _compressor_config["level"]
-        n5_config["useZlib"] = False
-
-    else:
-        n5_config.update({k: v for k, v in _compressor_config.items() if k != "type"})
-
-    return n5_config
-
-
-def compressor_config_to_zarr(compressor_config: Dict[str, Any]) -> Optional[Dict[str, Any]]:
-    codec_id = compressor_config["type"]
-    zarr_config = {"id": codec_id}
-
-    if codec_id == "bzip2":
-        zarr_config["id"] = "bz2"
-        zarr_config["level"] = compressor_config["blockSize"]
-
-    elif codec_id == "blosc":
-        zarr_config["cname"] = compressor_config["cname"]
-        zarr_config["clevel"] = compressor_config["clevel"]
-        zarr_config["shuffle"] = compressor_config["shuffle"]
-        zarr_config["blocksize"] = compressor_config["blocksize"]
-
-    elif codec_id == "lzma":
-        zarr_config["format"] = compressor_config["format"]
-        zarr_config["check"] = compressor_config["check"]
-        zarr_config["preset"] = compressor_config["preset"]
-        zarr_config["filters"] = compressor_config["filters"]
-
-    elif codec_id == "xz":
-        zarr_config["id"] = "lzma"
-        zarr_config["format"] = 1  # lzma.FORMAT_XZ
-        zarr_config["check"] = -1
-        zarr_config["preset"] = compressor_config["preset"]
-        zarr_config["filters"] = None
-
-    elif codec_id == "gzip":
-        if compressor_config.get("useZlib"):
-            zarr_config["id"] = "zlib"
-            zarr_config["level"] = compressor_config["level"]
-        else:
-            zarr_config["id"] = "gzip"
-            zarr_config["level"] = compressor_config["level"]
-
-    elif codec_id == "raw":
-        return None
-
-    else:
-        zarr_config.update({k: v for k, v in compressor_config.items() if k != "type"})
-
-    return zarr_config
-
-
-class N5ChunkWrapper(Codec):  # type: ignore[misc]
-    codec_id = "n5_wrapper"
-
-    def __init__(self, dtype, chunk_shape, compressor_config=None, compressor=None):
-        self.dtype = np.dtype(dtype)
-        self.chunk_shape = tuple(chunk_shape)
-        # is the dtype a little endian format?
-        self._little_endian = self.dtype.byteorder == "<" or (
-            self.dtype.byteorder == "=" and sys.byteorder == "little"
-        )
-
-        if compressor:
-            if compressor_config is not None:
-                raise ValueError("Only one of compressor_config or compressor should be given.")
-            compressor_config = compressor.get_config()
-
-        if compressor_config is None and compressor is None or compressor_config["id"] == "raw":
-            self.compressor_config = None
-            self._compressor = None
-        else:
-            self._compressor = get_codec(compressor_config)
-            self.compressor_config = self._compressor.get_config()
-
-    def get_config(self):
-        config = {"id": self.codec_id, "compressor_config": self.compressor_config}
-        return config
-
-    def encode(self, chunk):
-        assert chunk.flags.c_contiguous
-
-        header = self._create_header(chunk)
-        chunk = self._to_big_endian(chunk)
-
-        if self._compressor:
-            return header + self._compressor.encode(chunk)
-        else:
-            return header + chunk.tobytes(order="A")
-
-    def decode(self, chunk, out=None) -> bytes:
-        len_header, chunk_shape = self._read_header(chunk)
-        chunk = chunk[len_header:]
-
-        if out is not None:
-            # out should only be used if we read a complete chunk
-            assert chunk_shape == self.chunk_shape, "Expected chunk of shape {}, found {}".format(
-                self.chunk_shape, chunk_shape
-            )
-
-            if self._compressor:
-                self._compressor.decode(chunk, out)
-            else:
-                ndarray_copy(chunk, out)
-
-            # we can byteswap in-place
-            if self._little_endian:
-                out.byteswap(True)
-
-            return out
-
-        else:
-            if self._compressor:
-                chunk = self._compressor.decode(chunk)
-
-            # more expensive byteswap
-            chunk = self._from_big_endian(chunk)
-
-            # read partial chunk
-            if chunk_shape != self.chunk_shape:
-                chunk = np.frombuffer(chunk, dtype=self.dtype)
-                chunk = chunk.reshape(chunk_shape)
-                complete_chunk = np.zeros(self.chunk_shape, dtype=self.dtype)
-                target_slices = tuple(slice(0, s) for s in chunk_shape)
-                complete_chunk[target_slices] = chunk
-                chunk = complete_chunk
-
-            return chunk
-
-    @staticmethod
-    def _create_header(chunk):
-        mode = struct.pack(">H", 0)
-        num_dims = struct.pack(">H", len(chunk.shape))
-        shape = b"".join(struct.pack(">I", d) for d in chunk.shape[::-1])
-
-        return mode + num_dims + shape
-
-    @staticmethod
-    def _read_header(chunk):
-        num_dims = struct.unpack(">H", chunk[2:4])[0]
-        shape = tuple(
-            struct.unpack(">I", chunk[i : i + 4])[0] for i in range(4, num_dims * 4 + 4, 4)
-        )[::-1]
-
-        len_header = 4 + num_dims * 4
-
-        return len_header, shape
-
-    def _to_big_endian(self, data):
-        # assumes data is ndarray
-
-        if self._little_endian:
-            return data.byteswap()
-        return data
-
-    def _from_big_endian(self, data):
-        # assumes data is byte array in big endian
-
-        if not self._little_endian:
-            return data
-
-        a = np.frombuffer(data, self.dtype.newbyteorder(">"))
-        return a.astype(self.dtype)
-
-
-register_codec(N5ChunkWrapper, N5ChunkWrapper.codec_id)
diff --git a/src/zarr/v2/storage.py b/src/zarr/v2/storage.py
deleted file mode 100644
index 67240e520d..0000000000
--- a/src/zarr/v2/storage.py
+++ /dev/null
@@ -1,2822 +0,0 @@
-"""This module contains storage classes for use with Zarr arrays and groups.
-
-Note that any object implementing the :class:`MutableMapping` interface from the
-:mod:`collections` module in the Python standard library can be used as a Zarr
-array store, as long as it accepts string (str) keys and bytes values.
-
-In addition to the :class:`MutableMapping` interface, store classes may also implement
-optional methods `listdir` (list members of a "directory") and `rmdir` (remove all
-members of a "directory"). These methods should be implemented if the store class is
-aware of the hierarchical organisation of resources within the store and can provide
-efficient implementations. If these methods are not available, Zarr will fall back to
-slower implementations that work via the :class:`MutableMapping` interface. Store
-classes may also optionally implement a `rename` method (rename all members under a given
-path) and a `getsize` method (return the size in bytes of a given value).
-
-"""
-
-import atexit
-import errno
-import glob
-import multiprocessing
-import operator
-import os
-import re
-import shutil
-import sys
-import tempfile
-import warnings
-import zipfile
-from collections import OrderedDict
-from collections.abc import MutableMapping
-from os import scandir
-from pickle import PicklingError
-from threading import Lock, RLock
-from typing import Sequence, Mapping, Optional, Union, List, Tuple, Dict, Any
-import uuid
-import time
-
-from numcodecs.compat import ensure_bytes, ensure_text, ensure_contiguous_ndarray_like
-from numcodecs.registry import codec_registry
-from zarr.v2.context import Context
-
-from zarr.v2.errors import (
-    MetadataError,
-    BadCompressorError,
-    ContainsArrayError,
-    ContainsGroupError,
-    FSPathExistNotDir,
-    ReadOnlyError,
-)
-from zarr.v2.meta import encode_array_metadata, encode_group_metadata
-from zarr.v2.util import (
-    buffer_size,
-    json_loads,
-    nolock,
-    normalize_chunks,
-    normalize_dimension_separator,
-    normalize_dtype,
-    normalize_fill_value,
-    normalize_order,
-    normalize_shape,
-    normalize_storage_path,
-    retry_call,
-    ensure_contiguous_ndarray_or_bytes,
-)
-
-from zarr.v2._storage.absstore import ABSStore  # noqa: F401
-from zarr.v2._storage.store import (  # noqa: F401
-    _listdir_from_keys,
-    _rename_from_keys,
-    _rmdir_from_keys,
-    _path_to_prefix,
-    _prefix_to_array_key,
-    _prefix_to_group_key,
-    array_meta_key,
-    attrs_key,
-    group_meta_key,
-    DEFAULT_ZARR_VERSION,
-    BaseStore,
-    Store,
-)
-
-__doctest_requires__ = {
-    ("RedisStore", "RedisStore.*"): ["redis"],
-    ("MongoDBStore", "MongoDBStore.*"): ["pymongo"],
-    ("LRUStoreCache", "LRUStoreCache.*"): ["s3fs"],
-}
-
-
-try:
-    # noinspection PyUnresolvedReferences
-    from zarr.v2.codecs import Blosc
-
-    default_compressor = Blosc()
-except ImportError:  # pragma: no cover
-    from zarr.v2.codecs import Zlib
-
-    default_compressor = Zlib()
-
-
-Path = Union[str, bytes, None]
-# allow MutableMapping for backwards compatibility
-StoreLike = Union[BaseStore, MutableMapping[str, Any]]
-
-
-def contains_array(store: StoreLike, path: Path = None) -> bool:
-    """Return True if the store contains an array at the given logical path."""
-    path = normalize_storage_path(path)
-    prefix = _path_to_prefix(path)
-    key = _prefix_to_array_key(store, prefix)
-    return key in store
-
-
-def contains_group(store: StoreLike, path: Path = None, explicit_only=True) -> bool:
-    """Return True if the store contains a group at the given logical path."""
-    path = normalize_storage_path(path)
-    prefix = _path_to_prefix(path)
-    key = _prefix_to_group_key(store, prefix)
-    return key in store
-
-
-def normalize_store_arg(store: Any, storage_options=None, mode="r") -> BaseStore:
-    if store is None:
-        store = KVStore(dict())
-        return store
-    if isinstance(store, os.PathLike):
-        store = os.fspath(store)
-    if FSStore._fsspec_installed():
-        import fsspec
-
-        if isinstance(store, fsspec.FSMap):
-            return FSStore(
-                store.root,
-                fs=store.fs,
-                mode=mode,
-                check=store.check,
-                create=store.create,
-                missing_exceptions=store.missing_exceptions,
-                **(storage_options or {}),
-            )
-    if isinstance(store, str):
-        if "://" in store or "::" in store:
-            return FSStore(store, mode=mode, **(storage_options or {}))
-        elif storage_options:
-            raise ValueError("storage_options passed with non-fsspec path")
-        if store.endswith(".zip"):
-            return ZipStore(store, mode=mode)
-        elif store.endswith(".n5"):
-            from zarr.v2.n5 import N5Store
-
-            return N5Store(store)
-        else:
-            return DirectoryStore(store)
-    else:
-        store = Store._ensure_store(store)
-    return store
-
-
-def rmdir(store: StoreLike, path: Path = None):
-    """Remove all items under the given path. If `store` provides a `rmdir` method,
-    this will be called, otherwise will fall back to implementation via the
-    `Store` interface."""
-    path = normalize_storage_path(path)
-    if hasattr(store, "rmdir") and store.is_erasable():  # type: ignore
-        # pass through
-        store.rmdir(path)
-    else:
-        # slow version, delete one key at a time
-        _rmdir_from_keys(store, path)
-
-
-def rename(store: Store, src_path: Path, dst_path: Path):
-    """Rename all items under the given path. If `store` provides a `rename` method,
-    this will be called, otherwise will fall back to implementation via the
-    `Store` interface."""
-    src_path = normalize_storage_path(src_path)
-    dst_path = normalize_storage_path(dst_path)
-    if hasattr(store, "rename"):
-        # pass through
-        store.rename(src_path, dst_path)
-    else:
-        # slow version, delete one key at a time
-        _rename_from_keys(store, src_path, dst_path)
-
-
-def listdir(store: BaseStore, path: Path = None):
-    """Obtain a directory listing for the given path. If `store` provides a `listdir`
-    method, this will be called, otherwise will fall back to implementation via the
-    `MutableMapping` interface."""
-    path = normalize_storage_path(path)
-    if hasattr(store, "listdir"):
-        # pass through
-        return store.listdir(path)
-    else:
-        # slow version, iterate through all keys
-        warnings.warn(
-            f"Store {store} has no `listdir` method. From zarr 2.9 onwards "
-            "may want to inherit from `Store`.",
-            stacklevel=2,
-        )
-        return _listdir_from_keys(store, path)
-
-
-def _getsize(store: BaseStore, path: Path = None) -> int:
-    # compute from size of values
-    if isinstance(path, str) and path in store:
-        v = store[path]
-        size = buffer_size(v)
-    else:
-        path = "" if path is None else normalize_storage_path(path)
-        size = 0
-
-        members = listdir(store, path)
-        prefix = _path_to_prefix(path)
-        members = [prefix + k for k in members]
-        for k in members:
-            try:
-                v = store[k]
-            except KeyError:
-                pass
-            else:
-                try:
-                    size += buffer_size(v)
-                except TypeError:
-                    return -1
-    return size
-
-
-def getsize(store: BaseStore, path: Path = None) -> int:
-    """Compute size of stored items for a given path. If `store` provides a `getsize`
-    method, this will be called, otherwise will return -1."""
-    if hasattr(store, "getsize"):
-        # pass through
-        path = normalize_storage_path(path)
-        return store.getsize(path)
-    elif isinstance(store, MutableMapping):
-        return _getsize(store, path)
-    else:
-        return -1
-
-
-def _require_parent_group(
-    path: Optional[str],
-    store: StoreLike,
-    chunk_store: Optional[StoreLike],
-    overwrite: bool,
-):
-    # assume path is normalized
-    if path:
-        segments = path.split("/")
-        for i in range(len(segments)):
-            p = "/".join(segments[:i])
-            if contains_array(store, p):
-                _init_group_metadata(store, path=p, chunk_store=chunk_store, overwrite=overwrite)
-            elif not contains_group(store, p):
-                _init_group_metadata(store, path=p, chunk_store=chunk_store)
-
-
-def init_array(
-    store: StoreLike,
-    shape: Union[int, Tuple[int, ...]],
-    chunks: Union[bool, int, Tuple[int, ...]] = True,
-    dtype=None,
-    compressor="default",
-    fill_value=None,
-    order: str = "C",
-    overwrite: bool = False,
-    path: Optional[Path] = None,
-    chunk_store: Optional[StoreLike] = None,
-    filters=None,
-    object_codec=None,
-    dimension_separator=None,
-    storage_transformers=(),
-):
-    """Initialize an array store with the given configuration. Note that this is a low-level
-    function and there should be no need to call this directly from user code.
-
-    Parameters
-    ----------
-    store : Store
-        A mapping that supports string keys and bytes-like values.
-    shape : int or tuple of ints
-        Array shape.
-    chunks : bool, int or tuple of ints, optional
-        Chunk shape. If True, will be guessed from `shape` and `dtype`. If
-        False, will be set to `shape`, i.e., single chunk for the whole array.
-    dtype : string or dtype, optional
-        NumPy dtype.
-    compressor : Codec, optional
-        Primary compressor.
-    fill_value : object
-        Default value to use for uninitialized portions of the array.
-    order : {'C', 'F'}, optional
-        Memory layout to be used within each chunk.
-    overwrite : bool, optional
-        If True, erase all data in `store` prior to initialisation.
-    path : string, bytes, optional
-        Path under which array is stored.
-    chunk_store : Store, optional
-        Separate storage for chunks. If not provided, `store` will be used
-        for storage of both chunks and metadata.
-    filters : sequence, optional
-        Sequence of filters to use to encode chunk data prior to compression.
-    object_codec : Codec, optional
-        A codec to encode object arrays, only needed if dtype=object.
-    dimension_separator : {'.', '/'}, optional
-        Separator placed between the dimensions of a chunk.
-
-    Examples
-    --------
-    Initialize an array store::
-
-        >>> from zarr.v2.storage import init_array, KVStore
-        >>> store = KVStore(dict())
-        >>> init_array(store, shape=(10000, 10000), chunks=(1000, 1000))
-        >>> sorted(store.keys())
-        ['.zarray']
-
-    Array metadata is stored as JSON::
-
-        >>> print(store['.zarray'].decode())
-        {
-            "chunks": [
-                1000,
-                1000
-            ],
-            "compressor": {
-                "blocksize": 0,
-                "clevel": 5,
-                "cname": "lz4",
-                "id": "blosc",
-                "shuffle": 1
-            },
-            "dtype": "<f8",
-            "fill_value": null,
-            "filters": null,
-            "order": "C",
-            "shape": [
-                10000,
-                10000
-            ],
-            "zarr_format": 2
-        }
-
-    Initialize an array using a storage path::
-
-        >>> store = KVStore(dict())
-        >>> init_array(store, shape=100000000, chunks=1000000, dtype='i1', path='foo')
-        >>> sorted(store.keys())
-        ['.zgroup', 'foo/.zarray']
-        >>> print(store['foo/.zarray'].decode())
-        {
-            "chunks": [
-                1000000
-            ],
-            "compressor": {
-                "blocksize": 0,
-                "clevel": 5,
-                "cname": "lz4",
-                "id": "blosc",
-                "shuffle": 1
-            },
-            "dtype": "|i1",
-            "fill_value": null,
-            "filters": null,
-            "order": "C",
-            "shape": [
-                100000000
-            ],
-            "zarr_format": 2
-        }
-
-    Notes
-    -----
-    The initialisation process involves normalising all array metadata, encoding
-    as JSON and storing under the '.zarray' key.
-
-    """
-
-    # normalize path
-    path = normalize_storage_path(path)
-
-    # ensure parent group initialized
-
-    _require_parent_group(path, store=store, chunk_store=chunk_store, overwrite=overwrite)
-
-    if not compressor:
-        # compatibility with legacy tests using compressor=[]
-        compressor = None
-    _init_array_metadata(
-        store,
-        shape=shape,
-        chunks=chunks,
-        dtype=dtype,
-        compressor=compressor,
-        fill_value=fill_value,
-        order=order,
-        overwrite=overwrite,
-        path=path,
-        chunk_store=chunk_store,
-        filters=filters,
-        object_codec=object_codec,
-        dimension_separator=dimension_separator,
-        storage_transformers=storage_transformers,
-    )
-
-
-def _init_array_metadata(
-    store: StoreLike,
-    shape,
-    chunks=None,
-    dtype=None,
-    compressor="default",
-    fill_value=None,
-    order="C",
-    overwrite=False,
-    path: Optional[str] = None,
-    chunk_store: Optional[StoreLike] = None,
-    filters=None,
-    object_codec=None,
-    dimension_separator=None,
-    storage_transformers=(),
-):
-    path = normalize_storage_path(path)
-
-    # guard conditions
-    if overwrite:
-        # attempt to delete any pre-existing array in store
-        rmdir(store, path)
-        if chunk_store is not None:
-            rmdir(chunk_store, path)
-
-    if not overwrite:
-        if contains_array(store, path):
-            raise ContainsArrayError(path)
-        if contains_group(store, path, explicit_only=False):
-            raise ContainsGroupError(path)
-
-    # normalize metadata
-    dtype, object_codec = normalize_dtype(dtype, object_codec)
-    shape = normalize_shape(shape) + dtype.shape
-    dtype = dtype.base
-    chunks = normalize_chunks(chunks, shape, dtype.itemsize)
-    order = normalize_order(order)
-    fill_value = normalize_fill_value(fill_value, dtype)
-
-    # optional array metadata
-    if dimension_separator is None:
-        dimension_separator = getattr(store, "_dimension_separator", None)
-    dimension_separator = normalize_dimension_separator(dimension_separator)
-
-    # compressor prep
-    if shape == ():
-        # no point in compressing a 0-dimensional array, only a single value
-        compressor = None
-    elif compressor == "none":
-        # compatibility
-        compressor = None
-    elif compressor == "default":
-        compressor = default_compressor
-
-    # obtain compressor config
-    compressor_config = None
-    if compressor:
-        try:
-            compressor_config = compressor.get_config()
-        except AttributeError as e:
-            raise BadCompressorError(compressor) from e
-
-    # obtain filters config
-    if filters:
-        # TODO: filters was removed from the metadata in v3
-        #       raise error here if store_version > 2?
-        filters_config = [f.get_config() for f in filters]
-    else:
-        filters_config = []
-
-    # deal with object encoding
-    if dtype.hasobject:
-        if object_codec is None:
-            if not filters:
-                # there are no filters so we can be sure there is no object codec
-                raise ValueError("missing object_codec for object array")
-            else:
-                # one of the filters may be an object codec, issue a warning rather
-                # than raise an error to maintain backwards-compatibility
-                warnings.warn(
-                    "missing object_codec for object array; this will raise a "
-                    "ValueError in version 3.0",
-                    FutureWarning,
-                )
-        else:
-            filters_config.insert(0, object_codec.get_config())
-    elif object_codec is not None:
-        warnings.warn("an object_codec is only needed for object arrays")
-
-    # use null to indicate no filters
-    if not filters_config:
-        filters_config = None  # type: ignore
-
-    # initialize metadata
-    _compressor = compressor_config
-    meta = dict(
-        shape=shape,
-        compressor=_compressor,
-        fill_value=fill_value,
-        dimension_separator=dimension_separator,
-    )
-
-    meta.update(dict(chunks=chunks, dtype=dtype, order=order, filters=filters_config))
-    assert not storage_transformers
-
-    key = _prefix_to_array_key(store, _path_to_prefix(path))
-    if hasattr(store, "_metadata_class"):
-        store[key] = store._metadata_class.encode_array_metadata(meta)
-    else:
-        store[key] = encode_array_metadata(meta)
-
-
-# backwards compatibility
-init_store = init_array
-
-
-def init_group(
-    store: StoreLike,
-    overwrite: bool = False,
-    path: Path = None,
-    chunk_store: Optional[StoreLike] = None,
-):
-    """Initialize a group store. Note that this is a low-level function and there should be no
-    need to call this directly from user code.
-
-    Parameters
-    ----------
-    store : Store
-        A mapping that supports string keys and byte sequence values.
-    overwrite : bool, optional
-        If True, erase all data in `store` prior to initialisation.
-    path : string, optional
-        Path under which array is stored.
-    chunk_store : Store, optional
-        Separate storage for chunks. If not provided, `store` will be used
-        for storage of both chunks and metadata.
-
-    """
-
-    # normalize path
-    path = normalize_storage_path(path)
-
-    _require_parent_group(path, store=store, chunk_store=chunk_store, overwrite=overwrite)
-
-    # initialise metadata
-    _init_group_metadata(store=store, overwrite=overwrite, path=path, chunk_store=chunk_store)
-
-
-def _init_group_metadata(
-    store: StoreLike,
-    overwrite: Optional[bool] = False,
-    path: Optional[str] = None,
-    chunk_store: Optional[StoreLike] = None,
-):
-    path = normalize_storage_path(path)
-
-    # guard conditions
-    if overwrite:
-        # attempt to delete any pre-existing items in store
-        rmdir(store, path)
-        if chunk_store is not None:
-            rmdir(chunk_store, path)
-
-    if not overwrite:
-        if contains_array(store, path):
-            raise ContainsArrayError(path)
-        elif contains_group(store, path):
-            raise ContainsGroupError(path)
-
-    # initialize metadata
-    # N.B., currently no metadata properties are needed, however there may
-    # be in future
-    meta: dict[str, Any] = {}
-    key = _prefix_to_group_key(store, _path_to_prefix(path))
-    if hasattr(store, "_metadata_class"):
-        store[key] = store._metadata_class.encode_group_metadata(meta)
-    else:
-        store[key] = encode_group_metadata(meta)
-
-
-def _dict_store_keys(d: dict[str, Any], prefix="", cls=dict):
-    for k in d.keys():
-        v = d[k]
-        if isinstance(v, cls):
-            yield from _dict_store_keys(v, prefix + k + "/", cls)
-        else:
-            yield prefix + k
-
-
-class KVStore(Store):
-    """
-    This provides a default implementation of a store interface around
-    a mutable mapping, to avoid having to test stores for presence of methods.
-
-    This, for most methods should just be a pass-through to the underlying KV
-    store which is likely to expose a MuttableMapping interface,
-    """
-
-    def __init__(self, mutablemapping):
-        self._mutable_mapping = mutablemapping
-
-    def __getitem__(self, key):
-        return self._mutable_mapping[key]
-
-    def __setitem__(self, key, value):
-        self._mutable_mapping[key] = value
-
-    def __delitem__(self, key):
-        del self._mutable_mapping[key]
-
-    def __contains__(self, key):
-        return key in self._mutable_mapping
-
-    def get(self, key, default=None):
-        return self._mutable_mapping.get(key, default)
-
-    def values(self):
-        return self._mutable_mapping.values()
-
-    def __iter__(self):
-        return iter(self._mutable_mapping)
-
-    def __len__(self):
-        return len(self._mutable_mapping)
-
-    def __repr__(self):
-        return f"<{self.__class__.__name__}: \n{self._mutable_mapping!r}\n at {hex(id(self))}>"
-
-    def __eq__(self, other):
-        if isinstance(other, KVStore):
-            return self._mutable_mapping == other._mutable_mapping
-        else:
-            return NotImplemented
-
-
-class MemoryStore(Store):
-    """Store class that uses a hierarchy of :class:`KVStore` objects, thus all data
-    will be held in main memory.
-
-    Examples
-    --------
-    This is the default class used when creating a group. E.g.::
-
-        >>> import zarr
-        >>> g = zarr.v2.group()
-        >>> type(g.store)
-        <class 'zarr.v2.storage.MemoryStore'>
-
-    Note that the default class when creating an array is the built-in
-    :class:`KVStore` class, i.e.::
-
-        >>> z = zarr.v2.zeros(100)
-        >>> type(z.store)
-        <class 'zarr.v2.storage.KVStore'>
-
-    Notes
-    -----
-    Safe to write in multiple threads.
-
-    """
-
-    def __init__(self, root=None, cls=dict, dimension_separator=None):
-        if root is None:
-            self.root = cls()
-        else:
-            self.root = root
-        self.cls = cls
-        self.write_mutex = Lock()
-        self._dimension_separator = dimension_separator
-
-    def __getstate__(self):
-        return self.root, self.cls
-
-    def __setstate__(self, state):
-        root, cls = state
-        self.__init__(root=root, cls=cls)
-
-    def _get_parent(self, item: str):
-        parent = self.root
-        # split the item
-        segments = item.split("/")
-        # find the parent container
-        for k in segments[:-1]:
-            parent = parent[k]
-            if not isinstance(parent, self.cls):
-                raise KeyError(item)
-        return parent, segments[-1]
-
-    def _require_parent(self, item):
-        parent = self.root
-        # split the item
-        segments = item.split("/")
-        # require the parent container
-        for k in segments[:-1]:
-            try:
-                parent = parent[k]
-            except KeyError:
-                parent[k] = self.cls()
-                parent = parent[k]
-            else:
-                if not isinstance(parent, self.cls):
-                    raise KeyError(item)
-        return parent, segments[-1]
-
-    def __getitem__(self, item: str):
-        parent, key = self._get_parent(item)
-        try:
-            value = parent[key]
-        except KeyError:
-            raise KeyError(item)
-        else:
-            if isinstance(value, self.cls):
-                raise KeyError(item)
-            else:
-                return value
-
-    def __setitem__(self, item: str, value):
-        with self.write_mutex:
-            parent, key = self._require_parent(item)
-            value = ensure_bytes(value)
-            parent[key] = value
-
-    def __delitem__(self, item: str):
-        with self.write_mutex:
-            parent, key = self._get_parent(item)
-            try:
-                del parent[key]
-            except KeyError:
-                raise KeyError(item)
-
-    def __contains__(self, item: str):  # type: ignore[override]
-        try:
-            parent, key = self._get_parent(item)
-            value = parent[key]
-        except KeyError:
-            return False
-        else:
-            return not isinstance(value, self.cls)
-
-    def __eq__(self, other):
-        return isinstance(other, MemoryStore) and self.root == other.root and self.cls == other.cls
-
-    def keys(self):
-        yield from _dict_store_keys(self.root, cls=self.cls)
-
-    def __iter__(self):
-        return self.keys()
-
-    def __len__(self) -> int:
-        return sum(1 for _ in self.keys())
-
-    def listdir(self, path: Path = None) -> List[str]:
-        path = normalize_storage_path(path)
-        if path:
-            try:
-                parent, key = self._get_parent(path)
-                value = parent[key]
-            except KeyError:
-                return []
-        else:
-            value = self.root
-        if isinstance(value, self.cls):
-            return sorted(value.keys())
-        else:
-            return []
-
-    def rename(self, src_path: Path, dst_path: Path):
-        src_path = normalize_storage_path(src_path)
-        dst_path = normalize_storage_path(dst_path)
-
-        src_parent, src_key = self._get_parent(src_path)
-        dst_parent, dst_key = self._require_parent(dst_path)
-
-        dst_parent[dst_key] = src_parent.pop(src_key)
-
-    def rmdir(self, path: Path = None):
-        path = normalize_storage_path(path)
-        if path:
-            try:
-                parent, key = self._get_parent(path)
-                value = parent[key]
-            except KeyError:
-                return
-            else:
-                if isinstance(value, self.cls):
-                    del parent[key]
-        else:
-            # clear out root
-            self.root = self.cls()
-
-    def getsize(self, path: Path = None):
-        path = normalize_storage_path(path)
-
-        # obtain value to return size of
-        value = None
-        if path:
-            try:
-                parent, key = self._get_parent(path)
-                value = parent[key]
-            except KeyError:
-                pass
-        else:
-            value = self.root
-
-        # obtain size of value
-        if value is None:
-            return 0
-
-        elif isinstance(value, self.cls):
-            # total size for directory
-            size = 0
-            for v in value.values():
-                if not isinstance(v, self.cls):
-                    size += buffer_size(v)
-            return size
-
-        else:
-            return buffer_size(value)
-
-    def clear(self):
-        with self.write_mutex:
-            self.root.clear()
-
-
-class DictStore(MemoryStore):
-    def __init__(self, *args, **kwargs):
-        warnings.warn(
-            "DictStore has been renamed to MemoryStore in 2.4.0 and "
-            "will be removed in the future. Please use MemoryStore.",
-            DeprecationWarning,
-            stacklevel=2,
-        )
-        super().__init__(*args, **kwargs)
-
-
-class DirectoryStore(Store):
-    """Storage class using directories and files on a standard file system.
-
-    Parameters
-    ----------
-    path : string
-        Location of directory to use as the root of the storage hierarchy.
-    normalize_keys : bool, optional
-        If True, all store keys will be normalized to use lower case characters
-        (e.g. 'foo' and 'FOO' will be treated as equivalent). This can be
-        useful to avoid potential discrepancies between case-sensitive and
-        case-insensitive file system. Default value is False.
-    dimension_separator : {'.', '/'}, optional
-        Separator placed between the dimensions of a chunk.
-
-    Examples
-    --------
-    Store a single array::
-
-        >>> import zarr
-        >>> store = zarr.v2.DirectoryStore('data/array.zarr')
-        >>> z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
-        >>> z[...] = 42
-
-    Each chunk of the array is stored as a separate file on the file system,
-    i.e.::
-
-        >>> import os
-        >>> sorted(os.listdir('data/array.zarr'))
-        ['.zarray', '0.0', '0.1', '1.0', '1.1']
-
-    Store a group::
-
-        >>> store = zarr.v2.DirectoryStore('data/group.zarr')
-        >>> root = zarr.v2.group(store=store, overwrite=True)
-        >>> foo = root.create_group('foo')
-        >>> bar = foo.zeros('bar', shape=(10, 10), chunks=(5, 5))
-        >>> bar[...] = 42
-
-    When storing a group, levels in the group hierarchy will correspond to
-    directories on the file system, i.e.::
-
-        >>> sorted(os.listdir('data/group.zarr'))
-        ['.zgroup', 'foo']
-        >>> sorted(os.listdir('data/group.zarr/foo'))
-        ['.zgroup', 'bar']
-        >>> sorted(os.listdir('data/group.zarr/foo/bar'))
-        ['.zarray', '0.0', '0.1', '1.0', '1.1']
-
-    Notes
-    -----
-    Atomic writes are used, which means that data are first written to a
-    temporary file, then moved into place when the write is successfully
-    completed. Files are only held open while they are being read or written and are
-    closed immediately afterwards, so there is no need to manually close any files.
-
-    Safe to write in multiple threads or processes.
-
-    """
-
-    def __init__(self, path, normalize_keys=False, dimension_separator=None):
-        # guard conditions
-        path = os.path.abspath(path)
-        if os.path.exists(path) and not os.path.isdir(path):
-            raise FSPathExistNotDir(path)
-
-        self.path = path
-        self.normalize_keys = normalize_keys
-        self._dimension_separator = dimension_separator
-
-    def _normalize_key(self, key):
-        return key.lower() if self.normalize_keys else key
-
-    @staticmethod
-    def _fromfile(fn):
-        """Read data from a file
-
-        Parameters
-        ----------
-        fn : str
-            Filepath to open and read from.
-
-        Notes
-        -----
-        Subclasses should overload this method to specify any custom
-        file reading logic.
-        """
-        with open(fn, "rb") as f:
-            return f.read()
-
-    @staticmethod
-    def _tofile(a, fn):
-        """Write data to a file
-
-        Parameters
-        ----------
-        a : array-like
-            Data to write into the file.
-        fn : str
-            Filepath to open and write to.
-
-        Notes
-        -----
-        Subclasses should overload this method to specify any custom
-        file writing logic.
-        """
-        with open(fn, mode="wb") as f:
-            f.write(a)
-
-    def __getitem__(self, key):
-        key = self._normalize_key(key)
-        filepath = os.path.join(self.path, key)
-        if os.path.isfile(filepath):
-            return self._fromfile(filepath)
-        else:
-            raise KeyError(key)
-
-    def __setitem__(self, key, value):
-        key = self._normalize_key(key)
-
-        # coerce to flat, contiguous array (ideally without copying)
-        value = ensure_contiguous_ndarray_like(value)
-
-        # destination path for key
-        file_path = os.path.join(self.path, key)
-
-        # ensure there is no directory in the way
-        if os.path.isdir(file_path):
-            shutil.rmtree(file_path)
-
-        # ensure containing directory exists
-        dir_path, file_name = os.path.split(file_path)
-        if os.path.isfile(dir_path):
-            raise KeyError(key)
-        if not os.path.exists(dir_path):
-            try:
-                os.makedirs(dir_path)
-            except OSError as e:
-                if e.errno != errno.EEXIST:
-                    raise KeyError(key)
-
-        # write to temporary file
-        # note we're not using tempfile.NamedTemporaryFile to avoid restrictive file permissions
-        temp_name = file_name + "." + uuid.uuid4().hex + ".partial"
-        temp_path = os.path.join(dir_path, temp_name)
-        try:
-            self._tofile(value, temp_path)
-
-            # move temporary file into place;
-            # make several attempts at writing the temporary file to get past
-            # potential antivirus file locking issues
-            retry_call(os.replace, (temp_path, file_path), exceptions=(PermissionError,))
-
-        finally:
-            # clean up if temp file still exists for whatever reason
-            if os.path.exists(temp_path):  # pragma: no cover
-                os.remove(temp_path)
-
-    def __delitem__(self, key):
-        key = self._normalize_key(key)
-        path = os.path.join(self.path, key)
-        if os.path.isfile(path):
-            os.remove(path)
-        elif os.path.isdir(path):
-            # include support for deleting directories, even though strictly
-            # speaking these do not exist as keys in the store
-            shutil.rmtree(path)
-        else:
-            raise KeyError(key)
-
-    def __contains__(self, key):
-        key = self._normalize_key(key)
-        file_path = os.path.join(self.path, key)
-        return os.path.isfile(file_path)
-
-    def __eq__(self, other):
-        return isinstance(other, DirectoryStore) and self.path == other.path
-
-    def keys(self):
-        if os.path.exists(self.path):
-            yield from self._keys_fast(self.path)
-
-    @staticmethod
-    def _keys_fast(path, walker=os.walk):
-        for dirpath, _, filenames in walker(path):
-            dirpath = os.path.relpath(dirpath, path)
-            if dirpath == os.curdir:
-                for f in filenames:
-                    yield f
-            else:
-                dirpath = dirpath.replace("\\", "/")
-                for f in filenames:
-                    yield "/".join((dirpath, f))
-
-    def __iter__(self):
-        return self.keys()
-
-    def __len__(self):
-        return sum(1 for _ in self.keys())
-
-    def dir_path(self, path=None):
-        store_path = normalize_storage_path(path)
-        dir_path = self.path
-        if store_path:
-            dir_path = os.path.join(dir_path, store_path)
-        return dir_path
-
-    def listdir(self, path=None):
-        return (
-            self._nested_listdir(path)
-            if self._dimension_separator == "/"
-            else self._flat_listdir(path)
-        )
-
-    def _flat_listdir(self, path=None):
-        dir_path = self.dir_path(path)
-        if os.path.isdir(dir_path):
-            return sorted(os.listdir(dir_path))
-        else:
-            return []
-
-    def _nested_listdir(self, path=None):
-        children = self._flat_listdir(path=path)
-        if array_meta_key in children:
-            # special handling of directories containing an array to map nested chunk
-            # keys back to standard chunk keys
-            new_children = []
-            root_path = self.dir_path(path)
-            for entry in children:
-                entry_path = os.path.join(root_path, entry)
-                if _prog_number.match(entry) and os.path.isdir(entry_path):
-                    for dir_path, _, file_names in os.walk(entry_path):
-                        for file_name in file_names:
-                            file_path = os.path.join(dir_path, file_name)
-                            rel_path = file_path.split(root_path + os.path.sep)[1]
-                            new_children.append(
-                                rel_path.replace(os.path.sep, self._dimension_separator or ".")
-                            )
-                else:
-                    new_children.append(entry)
-            return sorted(new_children)
-        else:
-            return children
-
-    def rename(self, src_path, dst_path):
-        store_src_path = normalize_storage_path(src_path)
-        store_dst_path = normalize_storage_path(dst_path)
-
-        dir_path = self.path
-
-        src_path = os.path.join(dir_path, store_src_path)
-        dst_path = os.path.join(dir_path, store_dst_path)
-
-        os.renames(src_path, dst_path)
-
-    def rmdir(self, path=None):
-        store_path = normalize_storage_path(path)
-        dir_path = self.path
-        if store_path:
-            dir_path = os.path.join(dir_path, store_path)
-        if os.path.isdir(dir_path):
-            shutil.rmtree(dir_path)
-
-    def getsize(self, path=None):
-        store_path = normalize_storage_path(path)
-        fs_path = self.path
-        if store_path:
-            fs_path = os.path.join(fs_path, store_path)
-        if os.path.isfile(fs_path):
-            return os.path.getsize(fs_path)
-        elif os.path.isdir(fs_path):
-            size = 0
-            for child in scandir(fs_path):
-                if child.is_file():
-                    size += child.stat().st_size
-            return size
-        else:
-            return 0
-
-    def clear(self):
-        shutil.rmtree(self.path)
-
-
-def atexit_rmtree(path, isdir=os.path.isdir, rmtree=shutil.rmtree):  # pragma: no cover
-    """Ensure directory removal at interpreter exit."""
-    if isdir(path):
-        rmtree(path)
-
-
-# noinspection PyShadowingNames
-def atexit_rmglob(
-    path,
-    glob=glob.glob,
-    isdir=os.path.isdir,
-    isfile=os.path.isfile,
-    remove=os.remove,
-    rmtree=shutil.rmtree,
-):  # pragma: no cover
-    """Ensure removal of multiple files at interpreter exit."""
-    for p in glob(path):
-        if isfile(p):
-            remove(p)
-        elif isdir(p):
-            rmtree(p)
-
-
-class FSStore(Store):
-    """Wraps an fsspec.FSMap to give access to arbitrary filesystems
-
-    Requires that ``fsspec`` is installed, as well as any additional
-    requirements for the protocol chosen.
-
-    Parameters
-    ----------
-    url : str
-        The destination to map. If no fs is provided, should include protocol
-        and path, like "s3://bucket/root". If an fs is provided, can be a path
-        within that filesystem, like "bucket/root"
-    normalize_keys : bool
-    key_separator : str
-        public API for accessing dimension_separator. Never `None`
-        See dimension_separator for more information.
-    mode : str
-        "w" for writable, "r" for read-only
-    exceptions : list of Exception subclasses
-        When accessing data, any of these exceptions will be treated
-        as a missing key
-    dimension_separator : {'.', '/'}, optional
-        Separator placed between the dimensions of a chunk.
-    fs : fsspec.spec.AbstractFileSystem, optional
-        An existing filesystem to use for the store.
-    check : bool, optional
-        If True, performs a touch at the root location, to check for write access.
-        Passed to `fsspec.mapping.FSMap` constructor.
-    create : bool, optional
-        If True, performs a mkdir at the rool location.
-        Passed to `fsspec.mapping.FSMap` constructor.
-    missing_exceptions : sequence of Exceptions, optional
-        Exceptions classes to associate with missing files.
-        Passed to `fsspec.mapping.FSMap` constructor.
-    storage_options : passed to the fsspec implementation. Cannot be used
-        together with fs.
-    """
-
-    _array_meta_key = array_meta_key
-    _group_meta_key = group_meta_key
-    _attrs_key = attrs_key
-
-    def __init__(
-        self,
-        url,
-        normalize_keys=False,
-        key_separator=None,
-        mode="w",
-        exceptions=(KeyError, PermissionError, IOError),
-        dimension_separator=None,
-        fs=None,
-        check=False,
-        create=False,
-        missing_exceptions=None,
-        **storage_options,
-    ):
-        if not self._fsspec_installed():  # pragma: no cover
-            raise ImportError("`fsspec` is required to use zarr's FSStore")
-        import fsspec
-
-        mapper_options = {"check": check, "create": create}
-        # https://github.com/zarr-developers/zarr-python/pull/911#discussion_r841926292
-        # Some fsspec implementations don't accept missing_exceptions.
-        # This is a workaround to avoid passing it in the most common scenarios.
-        # Remove this and add missing_exceptions to mapper_options when fsspec is released.
-        if missing_exceptions is not None:
-            mapper_options["missing_exceptions"] = missing_exceptions  # pragma: no cover
-
-        if fs is None:
-            protocol, _ = fsspec.core.split_protocol(url)
-            # set auto_mkdir to True for local file system
-            if protocol in (None, "file") and not storage_options.get("auto_mkdir"):
-                storage_options["auto_mkdir"] = True
-            self.map = fsspec.get_mapper(url, **{**mapper_options, **storage_options})
-            self.fs = self.map.fs  # for direct operations
-            self.path = self.fs._strip_protocol(url)
-        else:
-            if storage_options:
-                raise ValueError("Cannot specify both fs and storage_options")
-            self.fs = fs
-            self.path = self.fs._strip_protocol(url)
-            self.map = self.fs.get_mapper(self.path, **mapper_options)
-
-        self.normalize_keys = normalize_keys
-        self.mode = mode
-        self.exceptions = exceptions
-        # For backwards compatibility. Guaranteed to be non-None
-        if key_separator is not None:
-            dimension_separator = key_separator
-
-        self.key_separator = dimension_separator
-        self._default_key_separator()
-
-        # Pass attributes to array creation
-        self._dimension_separator = dimension_separator
-
-    def _default_key_separator(self):
-        if self.key_separator is None:
-            self.key_separator = "."
-
-    def _normalize_key(self, key):
-        key = normalize_storage_path(key).lstrip("/")
-        if key:
-            *bits, end = key.split("/")
-
-            if end not in (self._array_meta_key, self._group_meta_key, self._attrs_key):
-                end = end.replace(".", self.key_separator)
-                key = "/".join(bits + [end])
-
-        return key.lower() if self.normalize_keys else key
-
-    def getitems(
-        self, keys: Sequence[str], *, contexts: Mapping[str, Context]
-    ) -> Mapping[str, Any]:
-        keys_transformed = [self._normalize_key(key) for key in keys]
-        results = self.map.getitems(keys_transformed, on_error="omit")
-        # The function calling this method may not recognize the transformed keys
-        # So we send the values returned by self.map.getitems back into the original key space.
-        return {keys[keys_transformed.index(rk)]: rv for rk, rv in results.items()}
-
-    def __getitem__(self, key):
-        key = self._normalize_key(key)
-        try:
-            return self.map[key]
-        except self.exceptions as e:
-            raise KeyError(key) from e
-
-    def setitems(self, values):
-        if self.mode == "r":
-            raise ReadOnlyError
-
-        # Normalize keys and make sure the values are bytes
-        values = {
-            self._normalize_key(key): ensure_contiguous_ndarray_or_bytes(val)
-            for key, val in values.items()
-        }
-        self.map.setitems(values)
-
-    def __setitem__(self, key, value):
-        if self.mode == "r":
-            raise ReadOnlyError
-        key = self._normalize_key(key)
-        value = ensure_contiguous_ndarray_or_bytes(value)
-        path = self.dir_path(key)
-        try:
-            if self.fs.isdir(path):
-                self.fs.rm(path, recursive=True)
-            self.map[key] = value
-            self.fs.invalidate_cache(self.fs._parent(path))
-        except self.exceptions as e:
-            raise KeyError(key) from e
-
-    def __delitem__(self, key):
-        if self.mode == "r":
-            raise ReadOnlyError
-        key = self._normalize_key(key)
-        path = self.dir_path(key)
-        if self.fs.isdir(path):
-            self.fs.rm(path, recursive=True)
-        else:
-            del self.map[key]
-
-    def delitems(self, keys):
-        if self.mode == "r":
-            raise ReadOnlyError
-        # only remove the keys that exist in the store
-        nkeys = [self._normalize_key(key) for key in keys if key in self]
-        # rm errors if you pass an empty collection
-        if len(nkeys) > 0:
-            self.map.delitems(nkeys)
-
-    def __contains__(self, key):
-        key = self._normalize_key(key)
-        return key in self.map
-
-    def __eq__(self, other):
-        return type(self) is type(other) and self.map == other.map and self.mode == other.mode
-
-    def keys(self):
-        return iter(self.map)
-
-    def __iter__(self):
-        return self.keys()
-
-    def __len__(self):
-        return len(list(self.keys()))
-
-    def dir_path(self, path=None):
-        store_path = normalize_storage_path(path)
-        return self.map._key_to_str(store_path)
-
-    def listdir(self, path=None):
-        dir_path = self.dir_path(path)
-        try:
-            children = sorted(
-                p.rstrip("/").rsplit("/", 1)[-1] for p in self.fs.ls(dir_path, detail=False)
-            )
-            if self.key_separator != "/":
-                return children
-            else:
-                if self._array_meta_key in children:
-                    # special handling of directories containing an array to map nested chunk
-                    # keys back to standard chunk keys
-                    new_children = []
-                    root_path = self.dir_path(path)
-                    for entry in children:
-                        entry_path = os.path.join(root_path, entry)
-                        if _prog_number.match(entry) and self.fs.isdir(entry_path):
-                            for file_name in self.fs.find(entry_path):
-                                file_path = os.path.join(dir_path, file_name)
-                                rel_path = file_path.split(root_path)[1]
-                                rel_path = rel_path.lstrip("/")
-                                new_children.append(rel_path.replace("/", "."))
-                        else:
-                            new_children.append(entry)
-                    return sorted(new_children)
-                else:
-                    return children
-        except OSError:
-            return []
-
-    def rmdir(self, path=None):
-        if self.mode == "r":
-            raise ReadOnlyError
-        store_path = self.dir_path(path)
-        if self.fs.isdir(store_path):
-            self.fs.rm(store_path, recursive=True)
-
-    def getsize(self, path=None):
-        store_path = self.dir_path(path)
-        return self.fs.du(store_path, True, True)
-
-    def clear(self):
-        if self.mode == "r":
-            raise ReadOnlyError
-        self.map.clear()
-
-    @classmethod
-    def _fsspec_installed(cls):
-        """Returns true if fsspec is installed"""
-        import importlib.util
-
-        return importlib.util.find_spec("fsspec") is not None
-
-
-class TempStore(DirectoryStore):
-    """Directory store using a temporary directory for storage.
-
-    Parameters
-    ----------
-    suffix : string, optional
-        Suffix for the temporary directory name.
-    prefix : string, optional
-        Prefix for the temporary directory name.
-    dir : string, optional
-        Path to parent directory in which to create temporary directory.
-    normalize_keys : bool, optional
-        If True, all store keys will be normalized to use lower case characters
-        (e.g. 'foo' and 'FOO' will be treated as equivalent). This can be
-        useful to avoid potential discrepancies between case-sensitive and
-        case-insensitive file system. Default value is False.
-    dimension_separator : {'.', '/'}, optional
-        Separator placed between the dimensions of a chunk.
-    """
-
-    # noinspection PyShadowingBuiltins
-    def __init__(
-        self, suffix="", prefix="zarr", dir=None, normalize_keys=False, dimension_separator=None
-    ):
-        path = tempfile.mkdtemp(suffix=suffix, prefix=prefix, dir=dir)
-        atexit.register(atexit_rmtree, path)
-        super().__init__(path, normalize_keys=normalize_keys)
-
-
-_prog_ckey = re.compile(r"^(\d+)(\.\d+)+$")
-_prog_number = re.compile(r"^\d+$")
-
-
-class NestedDirectoryStore(DirectoryStore):
-    """Storage class using directories and files on a standard file system, with
-    special handling for chunk keys so that chunk files for multidimensional
-    arrays are stored in a nested directory tree.
-
-    Parameters
-    ----------
-    path : string
-        Location of directory to use as the root of the storage hierarchy.
-    normalize_keys : bool, optional
-        If True, all store keys will be normalized to use lower case characters
-        (e.g. 'foo' and 'FOO' will be treated as equivalent). This can be
-        useful to avoid potential discrepancies between case-sensitive and
-        case-insensitive file system. Default value is False.
-    dimension_separator : {'/'}, optional
-        Separator placed between the dimensions of a chunk.
-        Only supports "/" unlike other implementations.
-
-    Examples
-    --------
-    Store a single array::
-
-        >>> import zarr
-        >>> store = zarr.v2.NestedDirectoryStore('data/array.zarr')
-        >>> z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
-        >>> z[...] = 42
-
-    Each chunk of the array is stored as a separate file on the file system,
-    note the multiple directory levels used for the chunk files::
-
-        >>> import os
-        >>> sorted(os.listdir('data/array.zarr'))
-        ['.zarray', '0', '1']
-        >>> sorted(os.listdir('data/array.zarr/0'))
-        ['0', '1']
-        >>> sorted(os.listdir('data/array.zarr/1'))
-        ['0', '1']
-
-    Store a group::
-
-        >>> store = zarr.v2.NestedDirectoryStore('data/group.zarr')
-        >>> root = zarr.v2.group(store=store, overwrite=True)
-        >>> foo = root.create_group('foo')
-        >>> bar = foo.zeros('bar', shape=(10, 10), chunks=(5, 5))
-        >>> bar[...] = 42
-
-    When storing a group, levels in the group hierarchy will correspond to
-    directories on the file system, i.e.::
-
-        >>> sorted(os.listdir('data/group.zarr'))
-        ['.zgroup', 'foo']
-        >>> sorted(os.listdir('data/group.zarr/foo'))
-        ['.zgroup', 'bar']
-        >>> sorted(os.listdir('data/group.zarr/foo/bar'))
-        ['.zarray', '0', '1']
-        >>> sorted(os.listdir('data/group.zarr/foo/bar/0'))
-        ['0', '1']
-        >>> sorted(os.listdir('data/group.zarr/foo/bar/1'))
-        ['0', '1']
-
-    Notes
-    -----
-    The :class:`DirectoryStore` class stores all chunk files for an array
-    together in a single directory. On some file systems, the potentially large
-    number of files in a single directory can cause performance issues. The
-    :class:`NestedDirectoryStore` class provides an alternative where chunk
-    files for multidimensional arrays will be organised into a directory
-    hierarchy, thus reducing the number of files in any one directory.
-
-    Safe to write in multiple threads or processes.
-
-    """
-
-    def __init__(self, path, normalize_keys=False, dimension_separator="/"):
-        super().__init__(path, normalize_keys=normalize_keys)
-        if dimension_separator is None:
-            dimension_separator = "/"
-        elif dimension_separator != "/":
-            raise ValueError("NestedDirectoryStore only supports '/' as dimension_separator")
-        self._dimension_separator = dimension_separator
-
-    def __eq__(self, other):
-        return isinstance(other, NestedDirectoryStore) and self.path == other.path
-
-
-# noinspection PyPep8Naming
-class ZipStore(Store):
-    """Storage class using a Zip file.
-
-    Parameters
-    ----------
-    path : string
-        Location of file.
-    compression : integer, optional
-        Compression method to use when writing to the archive.
-    allowZip64 : bool, optional
-        If True (the default) will create ZIP files that use the ZIP64
-        extensions when the zipfile is larger than 2 GiB. If False
-        will raise an exception when the ZIP file would require ZIP64
-        extensions.
-    mode : string, optional
-        One of 'r' to read an existing file, 'w' to truncate and write a new
-        file, 'a' to append to an existing file, or 'x' to exclusively create
-        and write a new file.
-    dimension_separator : {'.', '/'}, optional
-        Separator placed between the dimensions of a chunk.
-
-    Examples
-    --------
-    Store a single array::
-
-        >>> import zarr
-        >>> store = zarr.v2.ZipStore('data/array.zip', mode='w')
-        >>> z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store)
-        >>> z[...] = 42
-        >>> store.close()  # don't forget to call this when you're done
-
-    Store a group::
-
-        >>> store = zarr.v2.ZipStore('data/group.zip', mode='w')
-        >>> root = zarr.v2.group(store=store)
-        >>> foo = root.create_group('foo')
-        >>> bar = foo.zeros('bar', shape=(10, 10), chunks=(5, 5))
-        >>> bar[...] = 42
-        >>> store.close()  # don't forget to call this when you're done
-
-    After modifying a ZipStore, the ``close()`` method must be called, otherwise
-    essential data will not be written to the underlying Zip file. The ZipStore
-    class also supports the context manager protocol, which ensures the ``close()``
-    method is called on leaving the context, e.g.::
-
-        >>> with zarr.v2.ZipStore('data/array.zip', mode='w') as store:
-        ...     z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store)
-        ...     z[...] = 42
-        ...     # no need to call store.close()
-
-    Notes
-    -----
-    Each chunk of an array is stored as a separate entry in the Zip file. Note
-    that Zip files do not provide any way to remove or replace existing entries.
-    If an attempt is made to replace an entry, then a warning is generated by
-    the Python standard library about a duplicate Zip file entry. This can be
-    triggered if you attempt to write data to a Zarr array more than once,
-    e.g.::
-
-        >>> store = zarr.v2.ZipStore('data/example.zip', mode='w')
-        >>> z = zarr.v2.zeros(100, chunks=10, store=store)
-        >>> # first write OK
-        ... z[...] = 42
-        >>> # second write generates warnings
-        ... z[...] = 42  # doctest: +SKIP
-        >>> store.close()
-
-    This can also happen in a more subtle situation, where data are written only
-    once to a Zarr array, but the write operations are not aligned with chunk
-    boundaries, e.g.::
-
-        >>> store = zarr.v2.ZipStore('data/example.zip', mode='w')
-        >>> z = zarr.v2.zeros(100, chunks=10, store=store)
-        >>> z[5:15] = 42
-        >>> # write overlaps chunk previously written, generates warnings
-        ... z[15:25] = 42  # doctest: +SKIP
-
-    To avoid creating duplicate entries, only write data once, and align writes
-    with chunk boundaries. This alignment is done automatically if you call
-    ``z[...] = ...`` or create an array from existing data via :func:`zarr.v2.array`.
-
-    Alternatively, use a :class:`DirectoryStore` when writing the data, then
-    manually Zip the directory and use the Zip file for subsequent reads.
-    Take note that the files in the Zip file must be relative to the root of the
-    Zarr archive. You may find it easier to create such a Zip file with ``7z``, e.g.::
-
-        7z a -tzip archive.zarr.v2.zip archive.zarr/.
-
-    Safe to write in multiple threads but not in multiple processes.
-
-    """
-
-    _erasable = False
-
-    def __init__(
-        self,
-        path,
-        compression=zipfile.ZIP_STORED,
-        allowZip64=True,
-        mode="a",
-        dimension_separator=None,
-    ):
-        # store properties
-        path = os.path.abspath(path)
-        self.path = path
-        self.compression = compression
-        self.allowZip64 = allowZip64
-        self.mode = mode
-        self._dimension_separator = dimension_separator
-
-        # Current understanding is that zipfile module in stdlib is not thread-safe,
-        # and so locking is required for both read and write. However, this has not
-        # been investigated in detail, perhaps no lock is needed if mode='r'.
-        self.mutex = RLock()
-
-        # open zip file
-        self.zf = zipfile.ZipFile(path, mode=mode, compression=compression, allowZip64=allowZip64)
-
-    def __getstate__(self):
-        self.flush()
-        return self.path, self.compression, self.allowZip64, self.mode
-
-    def __setstate__(self, state):
-        path, compression, allowZip64, mode = state
-        # if initially opened with mode 'w' or 'x', re-open in mode 'a' so file doesn't
-        # get clobbered
-        if mode in "wx":
-            mode = "a"
-        self.__init__(path=path, compression=compression, allowZip64=allowZip64, mode=mode)
-
-    def close(self):
-        """Closes the underlying zip file, ensuring all records are written."""
-        with self.mutex:
-            self.zf.close()
-
-    def flush(self):
-        """Closes the underlying zip file, ensuring all records are written,
-        then re-opens the file for further modifications."""
-        if self.mode != "r":
-            with self.mutex:
-                self.zf.close()
-                # N.B., re-open with mode 'a' regardless of initial mode so we don't wipe
-                # what's been written
-                self.zf = zipfile.ZipFile(
-                    self.path, mode="a", compression=self.compression, allowZip64=self.allowZip64
-                )
-
-    def __enter__(self):
-        return self
-
-    def __exit__(self, *args):
-        self.close()
-
-    def __getitem__(self, key):
-        with self.mutex:
-            with self.zf.open(key) as f:  # will raise KeyError
-                return f.read()
-
-    def __setitem__(self, key, value):
-        if self.mode == "r":
-            raise ReadOnlyError
-        value = ensure_contiguous_ndarray_like(value).view("u1")
-        with self.mutex:
-            # writestr(key, value) writes with default permissions from
-            # zipfile (600) that are too restrictive, build ZipInfo for
-            # the key to work around limitation
-            keyinfo = zipfile.ZipInfo(filename=key, date_time=time.localtime(time.time())[:6])
-            keyinfo.compress_type = self.compression
-            if keyinfo.filename[-1] == os.sep:
-                keyinfo.external_attr = 0o40775 << 16  # drwxrwxr-x
-                keyinfo.external_attr |= 0x10  # MS-DOS directory flag
-            else:
-                keyinfo.external_attr = 0o644 << 16  # ?rw-r--r--
-
-            self.zf.writestr(keyinfo, value)
-
-    def __delitem__(self, key):
-        raise NotImplementedError
-
-    def __eq__(self, other):
-        return (
-            isinstance(other, ZipStore)
-            and self.path == other.path
-            and self.compression == other.compression
-            and self.allowZip64 == other.allowZip64
-        )
-
-    def keylist(self):
-        with self.mutex:
-            return sorted(self.zf.namelist())
-
-    def keys(self):
-        yield from self.keylist()
-
-    def __iter__(self):
-        return self.keys()
-
-    def __len__(self):
-        return sum(1 for _ in self.keys())
-
-    def __contains__(self, key):
-        try:
-            with self.mutex:
-                self.zf.getinfo(key)
-        except KeyError:
-            return False
-        else:
-            return True
-
-    def listdir(self, path=None):
-        path = normalize_storage_path(path)
-        return _listdir_from_keys(self, path)
-
-    def getsize(self, path=None):
-        path = normalize_storage_path(path)
-        with self.mutex:
-            children = self.listdir(path)
-            if children:
-                size = 0
-                for child in children:
-                    if path:
-                        name = path + "/" + child
-                    else:
-                        name = child
-                    try:
-                        info = self.zf.getinfo(name)
-                    except KeyError:
-                        pass
-                    else:
-                        size += info.compress_size
-                return size
-            elif path:
-                try:
-                    info = self.zf.getinfo(path)
-                    return info.compress_size
-                except KeyError:
-                    return 0
-            else:
-                return 0
-
-    def clear(self):
-        if self.mode == "r":
-            raise ReadOnlyError
-        with self.mutex:
-            self.close()
-            os.remove(self.path)
-            self.zf = zipfile.ZipFile(
-                self.path, mode=self.mode, compression=self.compression, allowZip64=self.allowZip64
-            )
-
-
-def migrate_1to2(store):
-    """Migrate array metadata in `store` from Zarr format version 1 to
-    version 2.
-
-    Parameters
-    ----------
-    store : Store
-        Store to be migrated.
-
-    Notes
-    -----
-    Version 1 did not support hierarchies, so this migration function will
-    look for a single array in `store` and migrate the array metadata to
-    version 2.
-
-    """
-
-    # migrate metadata
-    from zarr.v2 import meta_v1
-
-    meta = meta_v1.decode_metadata(store["meta"])
-    del store["meta"]
-
-    # add empty filters
-    meta["filters"] = None
-
-    # migration compression metadata
-    compression = meta["compression"]
-    if compression is None or compression == "none":
-        compressor_config = None
-    else:
-        compression_opts = meta["compression_opts"]
-        codec_cls = codec_registry[compression]
-        if isinstance(compression_opts, dict):
-            compressor = codec_cls(**compression_opts)
-        else:
-            compressor = codec_cls(compression_opts)
-        compressor_config = compressor.get_config()
-    meta["compressor"] = compressor_config
-    del meta["compression"]
-    del meta["compression_opts"]
-
-    # store migrated metadata
-    if hasattr(store, "_metadata_class"):
-        store[array_meta_key] = store._metadata_class.encode_array_metadata(meta)
-    else:
-        store[array_meta_key] = encode_array_metadata(meta)
-
-    # migrate user attributes
-    store[attrs_key] = store["attrs"]
-    del store["attrs"]
-
-
-# noinspection PyShadowingBuiltins
-class DBMStore(Store):
-    """Storage class using a DBM-style database.
-
-    Parameters
-    ----------
-    path : string
-        Location of database file.
-    flag : string, optional
-        Flags for opening the database file.
-    mode : int
-        File mode used if a new file is created.
-    open : function, optional
-        Function to open the database file. If not provided, :func:`dbm.open` will be
-        used on Python 3, and :func:`anydbm.open` will be used on Python 2.
-    write_lock: bool, optional
-        Use a lock to prevent concurrent writes from multiple threads (True by default).
-    dimension_separator : {'.', '/'}, optional
-        Separator placed between the dimensions of a chunk.e
-    **open_kwargs
-        Keyword arguments to pass the `open` function.
-
-    Examples
-    --------
-    Store a single array::
-
-        >>> import zarr
-        >>> store = zarr.v2.DBMStore('data/array.db')
-        >>> z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
-        >>> z[...] = 42
-        >>> store.close()  # don't forget to call this when you're done
-
-    Store a group::
-
-        >>> store = zarr.v2.DBMStore('data/group.db')
-        >>> root = zarr.v2.group(store=store, overwrite=True)
-        >>> foo = root.create_group('foo')
-        >>> bar = foo.zeros('bar', shape=(10, 10), chunks=(5, 5))
-        >>> bar[...] = 42
-        >>> store.close()  # don't forget to call this when you're done
-
-    After modifying a DBMStore, the ``close()`` method must be called, otherwise
-    essential data may not be written to the underlying database file. The
-    DBMStore class also supports the context manager protocol, which ensures the
-    ``close()`` method is called on leaving the context, e.g.::
-
-        >>> with zarr.v2.DBMStore('data/array.db') as store:
-        ...     z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
-        ...     z[...] = 42
-        ...     # no need to call store.close()
-
-    A different database library can be used by passing a different function to
-    the `open` parameter. For example, if the `bsddb3
-    <https://www.jcea.es/programacion/pybsddb.htm>`_ package is installed, a
-    Berkeley DB database can be used::
-
-        >>> import bsddb3
-        >>> store = zarr.v2.DBMStore('data/array.bdb', open=bsddb3.btopen)
-        >>> z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
-        >>> z[...] = 42
-        >>> store.close()
-
-    Notes
-    -----
-    Please note that, by default, this class will use the Python standard
-    library `dbm.open` function to open the database file (or `anydbm.open` on
-    Python 2). There are up to three different implementations of DBM-style
-    databases available in any Python installation, and which one is used may
-    vary from one system to another.  Database file formats are not compatible
-    between these different implementations.  Also, some implementations are
-    more efficient than others. In particular, the "dumb" implementation will be
-    the fall-back on many systems, and has very poor performance for some usage
-    scenarios. If you want to ensure a specific implementation is used, pass the
-    corresponding open function, e.g., `dbm.gnu.open` to use the GNU DBM
-    library.
-
-    Safe to write in multiple threads. May be safe to write in multiple processes,
-    depending on which DBM implementation is being used, although this has not been
-    tested.
-
-    """
-
-    def __init__(
-        self,
-        path,
-        flag="c",
-        mode=0o666,
-        open=None,
-        write_lock=True,
-        dimension_separator=None,
-        **open_kwargs,
-    ):
-        if open is None:
-            import dbm
-
-            open = dbm.open
-        path = os.path.abspath(path)
-        # noinspection PyArgumentList
-        self.db = open(path, flag, mode, **open_kwargs)
-        self.path = path
-        self.flag = flag
-        self.mode = mode
-        self.open = open
-        self.write_lock = write_lock
-        if write_lock:
-            # This may not be required as some dbm implementations manage their own
-            # locks, but err on the side of caution.
-            self.write_mutex = Lock()
-        else:
-            self.write_mutex = nolock
-        self.open_kwargs = open_kwargs
-        self._dimension_separator = dimension_separator
-
-    def __getstate__(self):
-        try:
-            self.flush()  # needed for ndbm
-        except Exception:
-            # flush may fail if db has already been closed
-            pass
-        return (self.path, self.flag, self.mode, self.open, self.write_lock, self.open_kwargs)
-
-    def __setstate__(self, state):
-        path, flag, mode, open, write_lock, open_kws = state
-        if flag[0] == "n":
-            flag = "c" + flag[1:]  # don't clobber an existing database
-        self.__init__(path=path, flag=flag, mode=mode, open=open, write_lock=write_lock, **open_kws)
-
-    def close(self):
-        """Closes the underlying database file."""
-        if hasattr(self.db, "close"):
-            with self.write_mutex:
-                self.db.close()
-
-    def flush(self):
-        """Synchronizes data to the underlying database file."""
-        if self.flag[0] != "r":
-            with self.write_mutex:
-                if hasattr(self.db, "sync"):
-                    self.db.sync()
-                else:  # pragma: no cover
-                    # we don't cover this branch anymore as ndbm (oracle) is not packaged
-                    # by conda-forge on non-mac OS:
-                    # https://github.com/conda-forge/staged-recipes/issues/4476
-                    # fall-back, close and re-open, needed for ndbm
-                    flag = self.flag
-                    if flag[0] == "n":
-                        flag = "c" + flag[1:]  # don't clobber an existing database
-                    self.db.close()
-                    # noinspection PyArgumentList
-                    self.db = self.open(self.path, flag, self.mode, **self.open_kwargs)
-
-    def __enter__(self):
-        return self
-
-    def __exit__(self, *args):
-        self.close()
-
-    def __getitem__(self, key):
-        if isinstance(key, str):
-            key = key.encode("ascii")
-        return self.db[key]
-
-    def __setitem__(self, key, value):
-        if isinstance(key, str):
-            key = key.encode("ascii")
-        value = ensure_bytes(value)
-        with self.write_mutex:
-            self.db[key] = value
-
-    def __delitem__(self, key):
-        if isinstance(key, str):
-            key = key.encode("ascii")
-        with self.write_mutex:
-            del self.db[key]
-
-    def __eq__(self, other):
-        return (
-            isinstance(other, DBMStore)
-            and self.path == other.path
-            and
-            # allow flag and mode to differ
-            self.open == other.open
-            and self.open_kwargs == other.open_kwargs
-        )
-
-    def keys(self):
-        return (ensure_text(k, "ascii") for k in iter(self.db.keys()))
-
-    def __iter__(self):
-        return self.keys()
-
-    def __len__(self):
-        return sum(1 for _ in self.keys())
-
-    def __contains__(self, key):
-        if isinstance(key, str):
-            key = key.encode("ascii")
-        return key in self.db
-
-    def rmdir(self, path: str = "") -> None:
-        path = normalize_storage_path(path)
-        _rmdir_from_keys(self, path)
-
-
-class LMDBStore(Store):
-    """Storage class using LMDB. Requires the `lmdb <https://lmdb.readthedocs.io/>`_
-    package to be installed.
-
-
-    Parameters
-    ----------
-    path : string
-        Location of database file.
-    buffers : bool, optional
-        If True (default) use support for buffers, which should increase performance by
-        reducing memory copies.
-    dimension_separator : {'.', '/'}, optional
-        Separator placed between the dimensions of a chunk.
-    **kwargs
-        Keyword arguments passed through to the `lmdb.open` function.
-
-    Examples
-    --------
-    Store a single array::
-
-        >>> import zarr
-        >>> store = zarr.v2.LMDBStore('data/array.mdb')
-        >>> z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
-        >>> z[...] = 42
-        >>> store.close()  # don't forget to call this when you're done
-
-    Store a group::
-
-        >>> store = zarr.v2.LMDBStore('data/group.mdb')
-        >>> root = zarr.v2.group(store=store, overwrite=True)
-        >>> foo = root.create_group('foo')
-        >>> bar = foo.zeros('bar', shape=(10, 10), chunks=(5, 5))
-        >>> bar[...] = 42
-        >>> store.close()  # don't forget to call this when you're done
-
-    After modifying a DBMStore, the ``close()`` method must be called, otherwise
-    essential data may not be written to the underlying database file. The
-    DBMStore class also supports the context manager protocol, which ensures the
-    ``close()`` method is called on leaving the context, e.g.::
-
-        >>> with zarr.v2.LMDBStore('data/array.mdb') as store:
-        ...     z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
-        ...     z[...] = 42
-        ...     # no need to call store.close()
-
-    Notes
-    -----
-    By default writes are not immediately flushed to disk to increase performance. You
-    can ensure data are flushed to disk by calling the ``flush()`` or ``close()`` methods.
-
-    Should be safe to write in multiple threads or processes due to the synchronization
-    support within LMDB, although writing from multiple processes has not been tested.
-
-    """
-
-    def __init__(self, path, buffers=True, dimension_separator=None, **kwargs):
-        import lmdb
-
-        # set default memory map size to something larger than the lmdb default, which is
-        # very likely to be too small for any moderate array (logic copied from zict)
-        map_size = 2**40 if sys.maxsize >= 2**32 else 2**28
-        kwargs.setdefault("map_size", map_size)
-
-        # don't initialize buffers to zero by default, shouldn't be necessary
-        kwargs.setdefault("meminit", False)
-
-        # decide whether to use the writemap option based on the operating system's
-        # support for sparse files - writemap requires sparse file support otherwise
-        # the whole# `map_size` may be reserved up front on disk (logic copied from zict)
-        writemap = sys.platform.startswith("linux")
-        kwargs.setdefault("writemap", writemap)
-
-        # decide options for when data are flushed to disk - choose to delay syncing
-        # data to filesystem, otherwise pay a large performance penalty (zict also does
-        # this)
-        kwargs.setdefault("metasync", False)
-        kwargs.setdefault("sync", False)
-        kwargs.setdefault("map_async", False)
-
-        # set default option for number of cached transactions
-        max_spare_txns = multiprocessing.cpu_count()
-        kwargs.setdefault("max_spare_txns", max_spare_txns)
-
-        # normalize path
-        path = os.path.abspath(path)
-
-        # open database
-        self.db = lmdb.open(path, **kwargs)
-
-        # store properties
-        self.buffers = buffers
-        self.path = path
-        self.kwargs = kwargs
-        self._dimension_separator = dimension_separator
-
-    def __getstate__(self):
-        try:
-            self.flush()  # just in case
-        except Exception:
-            # flush may fail if db has already been closed
-            pass
-        return self.path, self.buffers, self.kwargs
-
-    def __setstate__(self, state):
-        path, buffers, kwargs = state
-        self.__init__(path=path, buffers=buffers, **kwargs)
-
-    def close(self):
-        """Closes the underlying database."""
-        self.db.close()
-
-    def flush(self):
-        """Synchronizes data to the file system."""
-        self.db.sync()
-
-    def __enter__(self):
-        return self
-
-    def __exit__(self, *args):
-        self.close()
-
-    def __getitem__(self, key):
-        if isinstance(key, str):
-            key = key.encode("ascii")
-        # use the buffers option, should avoid a memory copy
-        with self.db.begin(buffers=self.buffers) as txn:
-            value = txn.get(key)
-        if value is None:
-            raise KeyError(key)
-        return value
-
-    def __setitem__(self, key, value):
-        if isinstance(key, str):
-            key = key.encode("ascii")
-        with self.db.begin(write=True, buffers=self.buffers) as txn:
-            txn.put(key, value)
-
-    def __delitem__(self, key):
-        if isinstance(key, str):
-            key = key.encode("ascii")
-        with self.db.begin(write=True) as txn:
-            if not txn.delete(key):
-                raise KeyError(key)
-
-    def __contains__(self, key):
-        if isinstance(key, str):
-            key = key.encode("ascii")
-        with self.db.begin(buffers=self.buffers) as txn:
-            with txn.cursor() as cursor:
-                return cursor.set_key(key)
-
-    def items(self):
-        with self.db.begin(buffers=self.buffers) as txn:
-            with txn.cursor() as cursor:
-                for k, v in cursor.iternext(keys=True, values=True):
-                    yield ensure_text(k, "ascii"), v
-
-    def keys(self):
-        with self.db.begin(buffers=self.buffers) as txn:
-            with txn.cursor() as cursor:
-                for k in cursor.iternext(keys=True, values=False):
-                    yield ensure_text(k, "ascii")
-
-    def values(self):
-        with self.db.begin(buffers=self.buffers) as txn:
-            with txn.cursor() as cursor:
-                yield from cursor.iternext(keys=False, values=True)
-
-    def __iter__(self):
-        return self.keys()
-
-    def __len__(self):
-        return self.db.stat()["entries"]
-
-
-class LRUStoreCache(Store):
-    """Storage class that implements a least-recently-used (LRU) cache layer over
-    some other store. Intended primarily for use with stores that can be slow to
-    access, e.g., remote stores that require network communication to store and
-    retrieve data.
-
-    Parameters
-    ----------
-    store : Store
-        The store containing the actual data to be cached.
-    max_size : int
-        The maximum size that the cache may grow to, in number of bytes. Provide `None`
-        if you would like the cache to have unlimited size.
-
-    Examples
-    --------
-    The example below wraps an S3 store with an LRU cache::
-
-        >>> import s3fs
-        >>> import zarr
-        >>> s3 = s3fs.S3FileSystem(anon=True, client_kwargs=dict(region_name='eu-west-2'))
-        >>> store = s3fs.S3Map(root='zarr-demo/store', s3=s3, check=False)
-        >>> cache = zarr.v2.LRUStoreCache(store, max_size=2**28)
-        >>> root = zarr.v2.group(store=cache)  # doctest: +REMOTE_DATA
-        >>> z = root['foo/bar/baz']  # doctest: +REMOTE_DATA
-        >>> from timeit import timeit
-        >>> # first data access is relatively slow, retrieved from store
-        ... timeit('print(z[:].tobytes())', number=1, globals=globals())  # doctest: +SKIP
-        b'Hello from the cloud!'
-        0.1081731989979744
-        >>> # second data access is faster, uses cache
-        ... timeit('print(z[:].tobytes())', number=1, globals=globals())  # doctest: +SKIP
-        b'Hello from the cloud!'
-        0.0009490990014455747
-
-    """
-
-    def __init__(self, store: StoreLike, max_size: int):
-        self._store: BaseStore = BaseStore._ensure_store(store)
-        self._max_size = max_size
-        self._current_size = 0
-        self._keys_cache = None
-        self._contains_cache: Dict[Any, Any] = {}
-        self._listdir_cache: Dict[Path, Any] = dict()
-        self._values_cache: Dict[Path, Any] = OrderedDict()
-        self._mutex = Lock()
-        self.hits = self.misses = 0
-
-    def __getstate__(self):
-        return (
-            self._store,
-            self._max_size,
-            self._current_size,
-            self._keys_cache,
-            self._contains_cache,
-            self._listdir_cache,
-            self._values_cache,
-            self.hits,
-            self.misses,
-        )
-
-    def __setstate__(self, state):
-        (
-            self._store,
-            self._max_size,
-            self._current_size,
-            self._keys_cache,
-            self._contains_cache,
-            self._listdir_cache,
-            self._values_cache,
-            self.hits,
-            self.misses,
-        ) = state
-        self._mutex = Lock()
-
-    def __len__(self):
-        return len(self._keys())
-
-    def __iter__(self):
-        return self.keys()
-
-    def __contains__(self, key):
-        with self._mutex:
-            if key not in self._contains_cache:
-                self._contains_cache[key] = key in self._store
-            return self._contains_cache[key]
-
-    def clear(self):
-        self._store.clear()
-        self.invalidate()
-
-    def keys(self):
-        with self._mutex:
-            return iter(self._keys())
-
-    def _keys(self):
-        if self._keys_cache is None:
-            self._keys_cache = list(self._store.keys())
-        return self._keys_cache
-
-    def listdir(self, path: Path = None):
-        with self._mutex:
-            try:
-                return self._listdir_cache[path]
-            except KeyError:
-                listing = listdir(self._store, path)
-                self._listdir_cache[path] = listing
-                return listing
-
-    def getsize(self, path=None) -> int:
-        return getsize(self._store, path=path)
-
-    def _pop_value(self):
-        # remove the first value from the cache, as this will be the least recently
-        # used value
-        _, v = self._values_cache.popitem(last=False)
-        return v
-
-    def _accommodate_value(self, value_size):
-        if self._max_size is None:
-            return
-        # ensure there is enough space in the cache for a new value
-        while self._current_size + value_size > self._max_size:
-            v = self._pop_value()
-            self._current_size -= buffer_size(v)
-
-    def _cache_value(self, key: Path, value):
-        # cache a value
-        value_size = buffer_size(value)
-        # check size of the value against max size, as if the value itself exceeds max
-        # size then we are never going to cache it
-        if self._max_size is None or value_size <= self._max_size:
-            self._accommodate_value(value_size)
-            self._values_cache[key] = value
-            self._current_size += value_size
-
-    def invalidate(self):
-        """Completely clear the cache."""
-        with self._mutex:
-            self._values_cache.clear()
-            self._invalidate_keys()
-            self._current_size = 0
-
-    def invalidate_values(self):
-        """Clear the values cache."""
-        with self._mutex:
-            self._values_cache.clear()
-
-    def invalidate_keys(self):
-        """Clear the keys cache."""
-        with self._mutex:
-            self._invalidate_keys()
-
-    def _invalidate_keys(self):
-        self._keys_cache = None
-        self._contains_cache.clear()
-        self._listdir_cache.clear()
-
-    def _invalidate_value(self, key):
-        if key in self._values_cache:
-            value = self._values_cache.pop(key)
-            self._current_size -= buffer_size(value)
-
-    def __getitem__(self, key):
-        try:
-            # first try to obtain the value from the cache
-            with self._mutex:
-                value = self._values_cache[key]
-                # cache hit if no KeyError is raised
-                self.hits += 1
-                # treat the end as most recently used
-                self._values_cache.move_to_end(key)
-
-        except KeyError:
-            # cache miss, retrieve value from the store
-            value = self._store[key]
-            with self._mutex:
-                self.misses += 1
-                # need to check if key is not in the cache, as it may have been cached
-                # while we were retrieving the value from the store
-                if key not in self._values_cache:
-                    self._cache_value(key, value)
-
-        return value
-
-    def __setitem__(self, key, value):
-        self._store[key] = value
-        with self._mutex:
-            self._invalidate_keys()
-            self._invalidate_value(key)
-            self._cache_value(key, value)
-
-    def __delitem__(self, key):
-        del self._store[key]
-        with self._mutex:
-            self._invalidate_keys()
-            self._invalidate_value(key)
-
-
-class SQLiteStore(Store):
-    """Storage class using SQLite.
-
-    Parameters
-    ----------
-    path : string
-        Location of database file.
-    dimension_separator : {'.', '/'}, optional
-        Separator placed between the dimensions of a chunk.
-    **kwargs
-        Keyword arguments passed through to the `sqlite3.connect` function.
-
-    Examples
-    --------
-    Store a single array::
-
-        >>> import zarr
-        >>> store = zarr.v2.SQLiteStore('data/array.sqldb')
-        >>> z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store, overwrite=True)
-        >>> z[...] = 42
-        >>> store.close()  # don't forget to call this when you're done
-
-    Store a group::
-
-        >>> store = zarr.v2.SQLiteStore('data/group.sqldb')
-        >>> root = zarr.v2.group(store=store, overwrite=True)
-        >>> foo = root.create_group('foo')
-        >>> bar = foo.zeros('bar', shape=(10, 10), chunks=(5, 5))
-        >>> bar[...] = 42
-        >>> store.close()  # don't forget to call this when you're done
-    """
-
-    def __init__(self, path, dimension_separator=None, **kwargs):
-        import sqlite3
-
-        self._dimension_separator = dimension_separator
-
-        # normalize path
-        if path != ":memory:":
-            path = os.path.abspath(path)
-
-        # store properties
-        self.path = path
-        self.kwargs = kwargs
-
-        # allow threading if SQLite connections are thread-safe
-        #
-        # ref: https://www.sqlite.org/releaselog/3_3_1.html
-        # ref: https://github.com/python/cpython/issues/71377
-        check_same_thread = True
-        if sqlite3.sqlite_version_info >= (3, 3, 1):
-            check_same_thread = False
-
-        # keep a lock for serializing mutable operations
-        self.lock = Lock()
-
-        # open database
-        self.db = sqlite3.connect(
-            self.path,
-            detect_types=0,
-            isolation_level=None,
-            check_same_thread=check_same_thread,
-            **self.kwargs,
-        )
-
-        # handle keys as `str`s
-        self.db.text_factory = str
-
-        # get a cursor to read/write to the database
-        self.cursor = self.db.cursor()
-
-        # initialize database with our table if missing
-        with self.lock:
-            self.cursor.execute("CREATE TABLE IF NOT EXISTS zarr(k TEXT PRIMARY KEY, v BLOB)")
-
-    def __getstate__(self):
-        if self.path == ":memory:":
-            raise PicklingError("Cannot pickle in-memory SQLite databases")
-        return self.path, self.kwargs
-
-    def __setstate__(self, state):
-        path, kwargs = state
-        self.__init__(path=path, **kwargs)
-
-    def close(self):
-        """Closes the underlying database."""
-
-        # close cursor and db objects
-        self.cursor.close()
-        self.db.close()
-
-    def __getitem__(self, key):
-        value = self.cursor.execute("SELECT v FROM zarr WHERE (k = ?)", (key,))
-        for (v,) in value:
-            return v
-        raise KeyError(key)
-
-    def __setitem__(self, key, value):
-        self.update({key: value})
-
-    def __delitem__(self, key):
-        with self.lock:
-            self.cursor.execute("DELETE FROM zarr WHERE (k = ?)", (key,))
-            if self.cursor.rowcount < 1:
-                raise KeyError(key)
-
-    def __contains__(self, key):
-        cs = self.cursor.execute("SELECT COUNT(*) FROM zarr WHERE (k = ?)", (key,))
-        for (has,) in cs:
-            has = bool(has)
-            return has
-
-    def items(self):
-        kvs = self.cursor.execute("SELECT k, v FROM zarr")
-        yield from kvs
-
-    def keys(self):
-        ks = self.cursor.execute("SELECT k FROM zarr")
-        for (k,) in ks:
-            yield k
-
-    def values(self):
-        vs = self.cursor.execute("SELECT v FROM zarr")
-        for (v,) in vs:
-            yield v
-
-    def __iter__(self):
-        return self.keys()
-
-    def __len__(self):
-        cs = self.cursor.execute("SELECT COUNT(*) FROM zarr")
-        for (c,) in cs:
-            return c
-
-    def update(self, *args, **kwargs):
-        args += (kwargs,)
-
-        kv_list = []
-        for dct in args:
-            for k, v in dct.items():
-                v = ensure_contiguous_ndarray_like(v)
-
-                # Accumulate key-value pairs for storage
-                kv_list.append((k, v))
-
-        with self.lock:
-            self.cursor.executemany("REPLACE INTO zarr VALUES (?, ?)", kv_list)
-
-    def listdir(self, path=None):
-        path = normalize_storage_path(path)
-        sep = "_" if path == "" else "/"
-        keys = self.cursor.execute(
-            """
-            SELECT DISTINCT SUBSTR(m, 0, INSTR(m, "/")) AS l FROM (
-                SELECT LTRIM(SUBSTR(k, LENGTH(?) + 1), "/") || "/" AS m
-                FROM zarr WHERE k LIKE (? || "{sep}%")
-            ) ORDER BY l ASC
-            """.format(sep=sep),
-            (path, path),
-        )
-        keys = list(map(operator.itemgetter(0), keys))
-        return keys
-
-    def getsize(self, path=None):
-        path = normalize_storage_path(path)
-        size = self.cursor.execute(
-            """
-            SELECT COALESCE(SUM(LENGTH(v)), 0) FROM zarr
-            WHERE k LIKE (? || "%") AND
-                  0 == INSTR(LTRIM(SUBSTR(k, LENGTH(?) + 1), "/"), "/")
-            """,
-            (path, path),
-        )
-        for (s,) in size:
-            return s
-
-    def rmdir(self, path=None):
-        path = normalize_storage_path(path)
-        if path:
-            with self.lock:
-                self.cursor.execute('DELETE FROM zarr WHERE k LIKE (? || "/%")', (path,))
-        else:
-            self.clear()
-
-    def clear(self):
-        with self.lock:
-            self.cursor.executescript(
-                """
-                BEGIN TRANSACTION;
-                    DROP TABLE zarr;
-                    CREATE TABLE zarr(k TEXT PRIMARY KEY, v BLOB);
-                COMMIT TRANSACTION;
-                """
-            )
-
-
-class MongoDBStore(Store):
-    """Storage class using MongoDB.
-
-    .. note:: This is an experimental feature.
-
-    Requires the `pymongo <https://pymongo.readthedocs.io/en/stable/>`_
-    package to be installed.
-
-    Parameters
-    ----------
-    database : string
-        Name of database
-    collection : string
-        Name of collection
-    dimension_separator : {'.', '/'}, optional
-        Separator placed between the dimensions of a chunk.
-    **kwargs
-        Keyword arguments passed through to the `pymongo.MongoClient` function.
-
-    Notes
-    -----
-    The maximum chunksize in MongoDB documents is 16 MB.
-
-    """
-
-    _key = "key"
-    _value = "value"
-
-    def __init__(
-        self,
-        database="mongodb_zarr",
-        collection="zarr_collection",
-        dimension_separator=None,
-        **kwargs,
-    ):
-        import pymongo
-
-        self._database = database
-        self._collection = collection
-        self._dimension_separator = dimension_separator
-        self._kwargs = kwargs
-
-        self.client = pymongo.MongoClient(**self._kwargs)
-        self.db = self.client.get_database(self._database)
-        self.collection = self.db.get_collection(self._collection)
-
-    def __getitem__(self, key):
-        doc = self.collection.find_one({self._key: key})
-
-        if doc is None:
-            raise KeyError(key)
-        else:
-            return doc[self._value]
-
-    def __setitem__(self, key, value):
-        value = ensure_bytes(value)
-        self.collection.replace_one(
-            {self._key: key}, {self._key: key, self._value: value}, upsert=True
-        )
-
-    def __delitem__(self, key):
-        result = self.collection.delete_many({self._key: key})
-        if not result.deleted_count == 1:
-            raise KeyError(key)
-
-    def __iter__(self):
-        for f in self.collection.find({}):
-            yield f[self._key]
-
-    def __len__(self):
-        return self.collection.count_documents({})
-
-    def __getstate__(self):
-        return self._database, self._collection, self._kwargs
-
-    def __setstate__(self, state):
-        database, collection, kwargs = state
-        self.__init__(database=database, collection=collection, **kwargs)
-
-    def close(self):
-        """Cleanup client resources and disconnect from MongoDB."""
-        self.client.close()
-
-    def clear(self):
-        """Remove all items from store."""
-        self.collection.delete_many({})
-
-
-class RedisStore(Store):
-    """Storage class using Redis.
-
-    .. note:: This is an experimental feature.
-
-    Requires the `redis <https://redis-py.readthedocs.io/>`_
-    package to be installed.
-
-    Parameters
-    ----------
-    prefix : string
-        Name of prefix for Redis keys
-    dimension_separator : {'.', '/'}, optional
-        Separator placed between the dimensions of a chunk.
-    **kwargs
-        Keyword arguments passed through to the `redis.Redis` function.
-
-    """
-
-    def __init__(self, prefix="zarr", dimension_separator=None, **kwargs):
-        import redis
-
-        self._prefix = prefix
-        self._kwargs = kwargs
-        self._dimension_separator = dimension_separator
-
-        self.client = redis.Redis(**kwargs)
-
-    def _key(self, key):
-        return "{prefix}:{key}".format(prefix=self._prefix, key=key)
-
-    def __getitem__(self, key):
-        return self.client[self._key(key)]
-
-    def __setitem__(self, key, value):
-        value = ensure_bytes(value)
-        self.client[self._key(key)] = value
-
-    def __delitem__(self, key):
-        count = self.client.delete(self._key(key))
-        if not count:
-            raise KeyError(key)
-
-    def keylist(self):
-        offset = len(self._key(""))  # length of prefix
-        return [key[offset:].decode("utf-8") for key in self.client.keys(self._key("*"))]
-
-    def keys(self):
-        yield from self.keylist()
-
-    def __iter__(self):
-        yield from self.keys()
-
-    def __len__(self):
-        return len(self.keylist())
-
-    def __getstate__(self):
-        return self._prefix, self._kwargs
-
-    def __setstate__(self, state):
-        prefix, kwargs = state
-        self.__init__(prefix=prefix, **kwargs)
-
-    def clear(self):
-        for key in self.keys():
-            del self[key]
-
-
-class ConsolidatedMetadataStore(Store):
-    """A layer over other storage, where the metadata has been consolidated into
-    a single key.
-
-    The purpose of this class, is to be able to get all of the metadata for
-    a given array in a single read operation from the underlying storage.
-    See :func:`zarr.v2.convenience.consolidate_metadata` for how to create this
-    single metadata key.
-
-    This class loads from the one key, and stores the data in a dict, so that
-    accessing the keys no longer requires operations on the backend store.
-
-    This class is read-only, and attempts to change the array metadata will
-    fail, but changing the data is possible. If the backend storage is changed
-    directly, then the metadata stored here could become obsolete, and
-    :func:`zarr.v2.convenience.consolidate_metadata` should be called again and the class
-    re-invoked. The use case is for write once, read many times.
-
-    .. versionadded:: 2.3
-
-    .. note:: This is an experimental feature.
-
-    Parameters
-    ----------
-    store: Store
-        Containing the zarr array.
-    metadata_key: str
-        The target in the store where all of the metadata are stored. We
-        assume JSON encoding.
-
-    See Also
-    --------
-    zarr.v2.convenience.consolidate_metadata, zarr.v2.convenience.open_consolidated
-
-    """
-
-    def __init__(self, store: StoreLike, metadata_key=".zmetadata"):
-        self.store = Store._ensure_store(store)
-
-        # retrieve consolidated metadata
-        meta = json_loads(self.store[metadata_key])
-
-        # check format of consolidated metadata
-        consolidated_format = meta.get("zarr_consolidated_format", None)
-        if consolidated_format != 1:
-            raise MetadataError(
-                "unsupported zarr consolidated metadata format: %s" % consolidated_format
-            )
-
-        # decode metadata
-        self.meta_store: Store = KVStore(meta["metadata"])
-
-    def __getitem__(self, key):
-        return self.meta_store[key]
-
-    def __contains__(self, item):
-        return item in self.meta_store
-
-    def __iter__(self):
-        return iter(self.meta_store)
-
-    def __len__(self):
-        return len(self.meta_store)
-
-    def __delitem__(self, key):
-        raise ReadOnlyError
-
-    def __setitem__(self, key, value):
-        raise ReadOnlyError
-
-    def getsize(self, path):
-        return getsize(self.meta_store, path)
-
-    def listdir(self, path):
-        return listdir(self.meta_store, path)
diff --git a/src/zarr/v2/sync.py b/src/zarr/v2/sync.py
deleted file mode 100644
index 49684a51ee..0000000000
--- a/src/zarr/v2/sync.py
+++ /dev/null
@@ -1,48 +0,0 @@
-import os
-from collections import defaultdict
-from threading import Lock
-
-import fasteners
-
-
-class ThreadSynchronizer:
-    """Provides synchronization using thread locks."""
-
-    def __init__(self):
-        self.mutex = Lock()
-        self.locks = defaultdict(Lock)
-
-    def __getitem__(self, item):
-        with self.mutex:
-            return self.locks[item]
-
-    def __getstate__(self):
-        return True
-
-    def __setstate__(self, *args):
-        # reinitialize from scratch
-        self.__init__()
-
-
-class ProcessSynchronizer:
-    """Provides synchronization using file locks via the
-    `fasteners <https://fasteners.readthedocs.io/en/latest/api/inter_process/>`_
-    package.
-
-    Parameters
-    ----------
-    path : string
-        Path to a directory on a file system that is shared by all processes.
-        N.B., this should be a *different* path to where you store the array.
-
-    """
-
-    def __init__(self, path):
-        self.path = path
-
-    def __getitem__(self, item):
-        path = os.path.join(self.path, item)
-        lock = fasteners.InterProcessLock(path)
-        return lock
-
-    # pickling and unpickling should be handled automatically
diff --git a/src/zarr/v2/util.py b/src/zarr/v2/util.py
deleted file mode 100644
index 7e3bd788ec..0000000000
--- a/src/zarr/v2/util.py
+++ /dev/null
@@ -1,788 +0,0 @@
-import inspect
-import json
-import math
-import numbers
-from textwrap import TextWrapper
-import mmap
-import time
-from typing import (
-    Any,
-    Callable,
-    Dict,
-    Iterator,
-    Mapping,
-    Optional,
-    Tuple,
-    TypeVar,
-    Union,
-    Iterable,
-    cast,
-)
-
-import numpy as np
-import numpy.typing as npt
-from asciitree import BoxStyle, LeftAligned
-from asciitree.traversal import Traversal
-from numcodecs.compat import (
-    ensure_text,
-    ensure_ndarray_like,
-    ensure_bytes,
-    ensure_contiguous_ndarray_like,
-)
-from numcodecs.ndarray_like import NDArrayLike
-from numcodecs.registry import codec_registry
-from numcodecs.blosc import cbuffer_sizes, cbuffer_metainfo
-
-KeyType = TypeVar("KeyType")
-ValueType = TypeVar("ValueType")
-
-
-def flatten(arg: Iterable[Any]) -> Iterable[Any]:
-    for element in arg:
-        if isinstance(element, Iterable) and not isinstance(element, (str, bytes)):
-            yield from flatten(element)
-        else:
-            yield element
-
-
-# codecs to use for object dtype convenience API
-object_codecs = {
-    str.__name__: "vlen-utf8",
-    bytes.__name__: "vlen-bytes",
-    "array": "vlen-array",
-}
-
-
-class NumberEncoder(json.JSONEncoder):
-    def default(self, o):
-        # See json.JSONEncoder.default docstring for explanation
-        # This is necessary to encode numpy dtype
-        if isinstance(o, numbers.Integral):
-            return int(o)
-        if isinstance(o, numbers.Real):
-            return float(o)
-        return json.JSONEncoder.default(self, o)
-
-
-def json_dumps(o: Any) -> bytes:
-    """Write JSON in a consistent, human-readable way."""
-    return json.dumps(
-        o, indent=4, sort_keys=True, ensure_ascii=True, separators=(",", ": "), cls=NumberEncoder
-    ).encode("ascii")
-
-
-def json_loads(s: Union[bytes, str]) -> Dict[str, Any]:
-    """Read JSON in a consistent way."""
-    return json.loads(ensure_text(s, "utf-8"))
-
-
-def normalize_shape(shape: Union[int, Tuple[int, ...], None]) -> Tuple[int, ...]:
-    """Convenience function to normalize the `shape` argument."""
-
-    if shape is None:
-        raise TypeError("shape is None")
-
-    # handle 1D convenience form
-    if isinstance(shape, numbers.Integral):
-        shape = (int(shape),)
-
-    # normalize
-    shape = cast(Tuple[int, ...], shape)
-    shape = tuple(int(s) for s in shape)
-    return shape
-
-
-# code to guess chunk shape, adapted from h5py
-
-CHUNK_BASE = 256 * 1024  # Multiplier by which chunks are adjusted
-CHUNK_MIN = 128 * 1024  # Soft lower limit (128k)
-CHUNK_MAX = 64 * 1024 * 1024  # Hard upper limit
-
-
-def guess_chunks(shape: Tuple[int, ...], typesize: int) -> Tuple[int, ...]:
-    """
-    Guess an appropriate chunk layout for an array, given its shape and
-    the size of each element in bytes.  Will allocate chunks only as large
-    as MAX_SIZE.  Chunks are generally close to some power-of-2 fraction of
-    each axis, slightly favoring bigger values for the last index.
-    Undocumented and subject to change without warning.
-    """
-
-    ndims = len(shape)
-    # require chunks to have non-zero length for all dimensions
-    chunks = np.maximum(np.array(shape, dtype="=f8"), 1)
-
-    # Determine the optimal chunk size in bytes using a PyTables expression.
-    # This is kept as a float.
-    dset_size = np.prod(chunks) * typesize
-    target_size = CHUNK_BASE * (2 ** np.log10(dset_size / (1024.0 * 1024)))
-
-    if target_size > CHUNK_MAX:
-        target_size = CHUNK_MAX
-    elif target_size < CHUNK_MIN:
-        target_size = CHUNK_MIN
-
-    idx = 0
-    while True:
-        # Repeatedly loop over the axes, dividing them by 2.  Stop when:
-        # 1a. We're smaller than the target chunk size, OR
-        # 1b. We're within 50% of the target chunk size, AND
-        # 2. The chunk is smaller than the maximum chunk size
-
-        chunk_bytes = np.prod(chunks) * typesize
-
-        if (
-            chunk_bytes < target_size or abs(chunk_bytes - target_size) / target_size < 0.5
-        ) and chunk_bytes < CHUNK_MAX:
-            break
-
-        if np.prod(chunks) == 1:
-            break  # Element size larger than CHUNK_MAX
-
-        chunks[idx % ndims] = math.ceil(chunks[idx % ndims] / 2.0)
-        idx += 1
-
-    return tuple(int(x) for x in chunks)
-
-
-def normalize_chunks(chunks: Any, shape: Tuple[int, ...], typesize: int) -> Tuple[int, ...]:
-    """Convenience function to normalize the `chunks` argument for an array
-    with the given `shape`."""
-
-    # N.B., expect shape already normalized
-
-    # handle auto-chunking
-    if chunks is None or chunks is True:
-        return guess_chunks(shape, typesize)
-
-    # handle no chunking
-    if chunks is False:
-        return shape
-
-    # handle 1D convenience form
-    if isinstance(chunks, numbers.Integral):
-        chunks = tuple(int(chunks) for _ in shape)
-
-    # handle bad dimensionality
-    if len(chunks) > len(shape):
-        raise ValueError("too many dimensions in chunks")
-
-    # handle underspecified chunks
-    if len(chunks) < len(shape):
-        # assume chunks across remaining dimensions
-        chunks += shape[len(chunks) :]
-
-    # handle None or -1 in chunks
-    if -1 in chunks or None in chunks:
-        chunks = tuple(s if c == -1 or c is None else int(c) for s, c in zip(shape, chunks))
-
-    chunks = tuple(int(c) for c in chunks)
-    return chunks
-
-
-def normalize_dtype(dtype: Union[str, npt.DTypeLike], object_codec) -> Tuple[np.dtype[Any], Any]:
-    # convenience API for object arrays
-    if inspect.isclass(dtype):
-        dtype = dtype.__name__
-    if isinstance(dtype, str):
-        # allow ':' to delimit class from codec arguments
-        tokens = dtype.split(":")
-        key = tokens[0]
-        if key in object_codecs:
-            dtype = np.dtype(object)
-            if object_codec is None:
-                codec_id = object_codecs[key]
-                if len(tokens) > 1:
-                    args = tokens[1].split(",")
-                else:
-                    args = []
-                try:
-                    object_codec = codec_registry[codec_id](*args)
-                except KeyError:  # pragma: no cover
-                    raise ValueError(
-                        "codec %r for object type %r is not "
-                        "available; please provide an "
-                        "object_codec manually" % (codec_id, key)
-                    )
-            return dtype, object_codec
-
-    dtype = np.dtype(dtype)
-
-    # don't allow generic datetime64 or timedelta64, require units to be specified
-    if dtype == np.dtype("M8") or dtype == np.dtype("m8"):
-        raise ValueError(
-            "datetime64 and timedelta64 dtypes with generic units "
-            'are not supported, please specify units (e.g., "M8[ns]")'
-        )
-
-    return dtype, object_codec
-
-
-# noinspection PyTypeChecker
-def is_total_slice(item, shape: Tuple[int]) -> bool:
-    """Determine whether `item` specifies a complete slice of array with the
-    given `shape`. Used to optimize __setitem__ operations on the Chunk
-    class."""
-
-    # N.B., assume shape is normalized
-
-    if item == Ellipsis:
-        return True
-    if item == slice(None):
-        return True
-    if isinstance(item, slice):
-        item = (item,)
-    if isinstance(item, tuple):
-        return all(
-            (
-                isinstance(it, slice)
-                and ((it == slice(None)) or ((it.stop - it.start == sh) and (it.step in [1, None])))
-            )
-            for it, sh in zip(item, shape)
-        )
-    else:
-        raise TypeError("expected slice or tuple of slices, found %r" % item)
-
-
-def normalize_resize_args(old_shape, *args):
-    # normalize new shape argument
-    if len(args) == 1:
-        new_shape = args[0]
-    else:
-        new_shape = args
-    if isinstance(new_shape, int):
-        new_shape = (new_shape,)
-    else:
-        new_shape = tuple(new_shape)
-    if len(new_shape) != len(old_shape):
-        raise ValueError("new shape must have same number of dimensions")
-
-    # handle None in new_shape
-    new_shape = tuple(s if n is None else int(n) for s, n in zip(old_shape, new_shape))
-
-    return new_shape
-
-
-def human_readable_size(size) -> str:
-    if size < 2**10:
-        return "%s" % size
-    elif size < 2**20:
-        return "%.1fK" % (size / float(2**10))
-    elif size < 2**30:
-        return "%.1fM" % (size / float(2**20))
-    elif size < 2**40:
-        return "%.1fG" % (size / float(2**30))
-    elif size < 2**50:
-        return "%.1fT" % (size / float(2**40))
-    else:
-        return "%.1fP" % (size / float(2**50))
-
-
-def normalize_order(order: str) -> str:
-    order = str(order).upper()
-    if order not in ["C", "F"]:
-        raise ValueError("order must be either 'C' or 'F', found: %r" % order)
-    return order
-
-
-def normalize_dimension_separator(sep: Optional[str]) -> Optional[str]:
-    if sep in (".", "/", None):
-        return sep
-    else:
-        raise ValueError("dimension_separator must be either '.' or '/', found: %r" % sep)
-
-
-def normalize_fill_value(fill_value, dtype: np.dtype[Any]):
-    if fill_value is None or dtype.hasobject:
-        # no fill value
-        pass
-    elif not isinstance(fill_value, np.void) and fill_value == 0:
-        # this should be compatible across numpy versions for any array type, including
-        # structured arrays
-        fill_value = np.zeros((), dtype=dtype)[()]
-
-    elif dtype.kind == "U":
-        # special case unicode because of encoding issues on Windows if passed through numpy
-        # https://github.com/alimanfoo/zarr/pull/172#issuecomment-343782713
-
-        if not isinstance(fill_value, str):
-            raise ValueError(
-                "fill_value {!r} is not valid for dtype {}; must be a unicode string".format(
-                    fill_value, dtype
-                )
-            )
-
-    else:
-        try:
-            if isinstance(fill_value, bytes) and dtype.kind == "V":
-                # special case for numpy 1.14 compatibility
-                fill_value = np.array(fill_value, dtype=dtype.str).view(dtype)[()]
-            else:
-                fill_value = np.array(fill_value, dtype=dtype)[()]
-
-        except Exception as e:
-            # re-raise with our own error message to be helpful
-            raise ValueError(
-                "fill_value {!r} is not valid for dtype {}; nested exception: {}".format(
-                    fill_value, dtype, e
-                )
-            )
-
-    return fill_value
-
-
-def normalize_storage_path(path: Union[str, bytes, None]) -> str:
-    # handle bytes
-    if isinstance(path, bytes):
-        path = str(path, "ascii")
-
-    # ensure str
-    if path is not None and not isinstance(path, str):
-        path = str(path)
-
-    if path:
-        # convert backslash to forward slash
-        path = path.replace("\\", "/")
-
-        # ensure no leading slash
-        while len(path) > 0 and path[0] == "/":
-            path = path[1:]
-
-        # ensure no trailing slash
-        while len(path) > 0 and path[-1] == "/":
-            path = path[:-1]
-
-        # collapse any repeated slashes
-        previous_char = None
-        collapsed = ""
-        for char in path:
-            if char == "/" and previous_char == "/":
-                pass
-            else:
-                collapsed += char
-            previous_char = char
-        path = collapsed
-
-        # don't allow path segments with just '.' or '..'
-        segments = path.split("/")
-        if any(s in {".", ".."} for s in segments):
-            raise ValueError("path containing '.' or '..' segment not allowed")
-
-    else:
-        path = ""
-
-    return path
-
-
-def buffer_size(v) -> int:
-    return ensure_ndarray_like(v).nbytes
-
-
-def info_text_report(items: Dict[Any, Any]) -> str:
-    keys = [k for k, v in items]
-    max_key_len = max(len(k) for k in keys)
-    report = ""
-    for k, v in items:
-        wrapper = TextWrapper(
-            width=80,
-            initial_indent=k.ljust(max_key_len) + " : ",
-            subsequent_indent=" " * max_key_len + " : ",
-        )
-        text = wrapper.fill(str(v))
-        report += text + "\n"
-    return report
-
-
-def info_html_report(items) -> str:
-    report = '<table class="zarr-info">'
-    report += "<tbody>"
-    for k, v in items:
-        report += (
-            "<tr>"
-            '<th style="text-align: left">%s</th>'
-            '<td style="text-align: left">%s</td>'
-            "</tr>" % (k, v)
-        )
-    report += "</tbody>"
-    report += "</table>"
-    return report
-
-
-class InfoReporter:
-    def __init__(self, obj):
-        self.obj = obj
-
-    def __repr__(self):
-        items = self.obj.info_items()
-        return info_text_report(items)
-
-    def _repr_html_(self):
-        items = self.obj.info_items()
-        return info_html_report(items)
-
-
-class TreeNode:
-    def __init__(self, obj, depth=0, level=None):
-        self.obj = obj
-        self.depth = depth
-        self.level = level
-
-    def get_children(self):
-        if hasattr(self.obj, "values") and (self.level is None or self.depth < self.level):
-            depth = self.depth + 1
-            return [TreeNode(o, depth=depth, level=self.level) for o in self.obj.values()]
-        return []
-
-    def get_text(self):
-        name = self.obj.name.split("/")[-1] or "/"
-        if hasattr(self.obj, "shape"):
-            name += " {} {}".format(self.obj.shape, self.obj.dtype)
-        return name
-
-    def get_type(self):
-        return type(self.obj).__name__
-
-
-class TreeTraversal(Traversal):  # type: ignore[misc]
-    def get_children(self, node):
-        return node.get_children()
-
-    def get_root(self, tree):
-        return tree
-
-    def get_text(self, node):
-        return node.get_text()
-
-
-tree_group_icon = "folder"
-tree_array_icon = "table"
-
-
-def tree_get_icon(stype: str) -> str:
-    if stype == "Array":
-        return tree_array_icon
-    elif stype == "Group":
-        return tree_group_icon
-    else:
-        raise ValueError("Unknown type: %s" % stype)
-
-
-def tree_widget_sublist(node, root=False, expand=False):
-    import ipytree
-
-    result = ipytree.Node()
-    result.icon = tree_get_icon(node.get_type())
-    if root or (expand is True) or (isinstance(expand, int) and node.depth < expand):
-        result.opened = True
-    else:
-        result.opened = False
-    result.name = node.get_text()
-    result.nodes = [tree_widget_sublist(c, expand=expand) for c in node.get_children()]
-    result.disabled = True
-
-    return result
-
-
-def tree_widget(group, expand, level):
-    try:
-        import ipytree
-    except ImportError as error:
-        raise ImportError(
-            "{}: Run `pip install zarr[jupyter]` or `conda install ipytree`"
-            "to get the required ipytree dependency for displaying the tree "
-            "widget. If using jupyterlab<3, you also need to run "
-            "`jupyter labextension install ipytree`".format(error)
-        )
-
-    result = ipytree.Tree()
-    root = TreeNode(group, level=level)
-    result.add_node(tree_widget_sublist(root, root=True, expand=expand))
-
-    return result
-
-
-class TreeViewer:
-    def __init__(self, group, expand=False, level=None):
-        self.group = group
-        self.expand = expand
-        self.level = level
-
-        self.text_kwargs = dict(horiz_len=2, label_space=1, indent=1)
-
-        self.bytes_kwargs = dict(
-            UP_AND_RIGHT="+", HORIZONTAL="-", VERTICAL="|", VERTICAL_AND_RIGHT="+"
-        )
-
-        self.unicode_kwargs = dict(
-            UP_AND_RIGHT="\u2514",
-            HORIZONTAL="\u2500",
-            VERTICAL="\u2502",
-            VERTICAL_AND_RIGHT="\u251c",
-        )
-
-    def __bytes__(self):
-        drawer = LeftAligned(
-            traverse=TreeTraversal(), draw=BoxStyle(gfx=self.bytes_kwargs, **self.text_kwargs)
-        )
-        root = TreeNode(self.group, level=self.level)
-        result = drawer(root)
-
-        # Unicode characters slip in on Python 3.
-        # So we need to straighten that out first.
-        result = result.encode()
-
-        return result
-
-    def __unicode__(self):
-        drawer = LeftAligned(
-            traverse=TreeTraversal(), draw=BoxStyle(gfx=self.unicode_kwargs, **self.text_kwargs)
-        )
-        root = TreeNode(self.group, level=self.level)
-        return drawer(root)
-
-    def __repr__(self):
-        return self.__unicode__()
-
-    def _repr_mimebundle_(self, **kwargs):
-        tree = tree_widget(self.group, expand=self.expand, level=self.level)
-        return tree._repr_mimebundle_(**kwargs)
-
-
-def check_array_shape(param, array, shape):
-    if not hasattr(array, "shape"):
-        raise TypeError(
-            "parameter {!r}: expected an array-like object, got {!r}".format(param, type(array))
-        )
-    if array.shape != shape:
-        raise ValueError(
-            "parameter {!r}: expected array with shape {!r}, got {!r}".format(
-                param, shape, array.shape
-            )
-        )
-
-
-def is_valid_python_name(name):
-    from keyword import iskeyword
-
-    return name.isidentifier() and not iskeyword(name)
-
-
-class NoLock:
-    """A lock that doesn't lock."""
-
-    def __enter__(self):
-        pass
-
-    def __exit__(self, *args):
-        pass
-
-
-nolock = NoLock()
-
-
-class PartialReadBuffer:
-    def __init__(self, store_key, chunk_store):
-        self.chunk_store = chunk_store
-        # is it fsstore or an actual fsspec map object
-        assert hasattr(self.chunk_store, "map")
-        self.map = self.chunk_store.map
-        self.fs = self.chunk_store.fs
-        self.store_key = store_key
-        self.buff = None
-        self.nblocks = None
-        self.start_points = None
-        self.n_per_block = None
-        self.start_points_max = None
-        self.read_blocks = set()
-
-        _key_path = self.map._key_to_str(store_key)
-        _key_path = _key_path.split("/")
-        _chunk_path = [self.chunk_store._normalize_key(_key_path[-1])]
-        _key_path = "/".join(_key_path[:-1] + _chunk_path)
-        self.key_path = _key_path
-
-    def prepare_chunk(self):
-        assert self.buff is None
-        header = self.fs.read_block(self.key_path, 0, 16)
-        nbytes, self.cbytes, blocksize = cbuffer_sizes(header)
-        typesize, _shuffle, _memcpyd = cbuffer_metainfo(header)
-        self.buff = mmap.mmap(-1, self.cbytes)
-        self.buff[0:16] = header
-        self.nblocks = nbytes / blocksize
-        self.nblocks = (
-            int(self.nblocks) if self.nblocks == int(self.nblocks) else int(self.nblocks + 1)
-        )
-        if self.nblocks == 1:
-            self.buff = self.read_full()
-            return
-        start_points_buffer = self.fs.read_block(self.key_path, 16, int(self.nblocks * 4))
-        self.start_points = np.frombuffer(start_points_buffer, count=self.nblocks, dtype=np.int32)
-        self.start_points_max = self.start_points.max()
-        self.buff[16 : (16 + (self.nblocks * 4))] = start_points_buffer
-        self.n_per_block = blocksize / typesize
-
-    def read_part(self, start, nitems):
-        assert self.buff is not None
-        if self.nblocks == 1:
-            return
-        start_block = int(start / self.n_per_block)
-        wanted_decompressed = 0
-        while wanted_decompressed < nitems:
-            if start_block not in self.read_blocks:
-                start_byte = self.start_points[start_block]
-                if start_byte == self.start_points_max:
-                    stop_byte = self.cbytes
-                else:
-                    stop_byte = self.start_points[self.start_points > start_byte].min()
-                length = stop_byte - start_byte
-                data_buff = self.fs.read_block(self.key_path, start_byte, length)
-                self.buff[start_byte:stop_byte] = data_buff
-                self.read_blocks.add(start_block)
-            if wanted_decompressed == 0:
-                wanted_decompressed += ((start_block + 1) * self.n_per_block) - start
-            else:
-                wanted_decompressed += self.n_per_block
-            start_block += 1
-
-    def read_full(self):
-        return self.chunk_store[self.store_key]
-
-
-class UncompressedPartialReadBufferV3:
-    def __init__(self, store_key, chunk_store, itemsize):
-        assert chunk_store.supports_efficient_get_partial_values
-        self.chunk_store = chunk_store
-        self.store_key = store_key
-        self.itemsize = itemsize
-
-    def prepare_chunk(self):
-        pass
-
-    def read_part(self, start, nitems):
-        return self.chunk_store.get_partial_values(
-            [(self.store_key, (start * self.itemsize, nitems * self.itemsize))]
-        )[0]
-
-    def read_full(self):
-        return self.chunk_store[self.store_key]
-
-
-def retry_call(
-    callabl: Callable[..., Any],
-    args=None,
-    kwargs=None,
-    exceptions: Tuple[Any, ...] = (),
-    retries: int = 10,
-    wait: float = 0.1,
-) -> Any:
-    """
-    Make several attempts to invoke the callable. If one of the given exceptions
-    is raised, wait the given period of time and retry up to the given number of
-    retries.
-    """
-
-    if args is None:
-        args = ()
-    if kwargs is None:
-        kwargs = {}
-
-    for attempt in range(1, retries + 1):
-        try:
-            return callabl(*args, **kwargs)
-        except exceptions:
-            if attempt < retries:
-                time.sleep(wait)
-            else:
-                raise
-
-
-def all_equal(value: Any, array: Any):
-    """
-    Test if all the elements of an array are equivalent to a value.
-    If `value` is None, then this function does not do any comparison and
-    returns False.
-    """
-
-    if value is None:
-        return False
-    if not value:
-        # if `value` is falsey, then just 1 truthy value in `array`
-        # is sufficient to return False. We assume here that np.any is
-        # optimized to return on the first truthy value in `array`.
-        try:
-            return not np.any(array)
-        except (TypeError, ValueError):  # pragma: no cover
-            pass
-    if np.issubdtype(array.dtype, np.object_):
-        # we have to flatten the result of np.equal to handle outputs like
-        # [np.array([True,True]), True, True]
-        return all(flatten(np.equal(value, array, dtype=array.dtype)))
-    else:
-        # Numpy errors if you call np.isnan on custom dtypes, so ensure
-        # we are working with floats before calling isnan
-        if np.issubdtype(array.dtype, np.floating) and np.isnan(value):
-            return np.all(np.isnan(array))
-        else:
-            # using == raises warnings from numpy deprecated pattern, but
-            # using np.equal() raises type errors for structured dtypes...
-            return np.all(value == array)
-
-
-def ensure_contiguous_ndarray_or_bytes(buf) -> Union[NDArrayLike, bytes]:
-    """Convenience function to coerce `buf` to ndarray-like array or bytes.
-
-    First check if `buf` can be zero-copy converted to a contiguous array.
-    If not, `buf` will be copied to a newly allocated `bytes` object.
-
-    Parameters
-    ----------
-    buf : ndarray-like, array-like, or bytes-like
-        A numpy array like object such as numpy.ndarray, cupy.ndarray, or
-        any object exporting a buffer interface.
-
-    Returns
-    -------
-    arr : NDArrayLike or bytes
-        A ndarray-like or bytes object
-    """
-
-    try:
-        return ensure_contiguous_ndarray_like(buf)
-    except TypeError:
-        # An error is raised if `buf` couldn't be zero-copy converted
-        return ensure_bytes(buf)
-
-
-class ConstantMap(Mapping[KeyType, ValueType]):
-    """A read-only map that maps all keys to the same constant value
-
-    Useful if you want to call `getitems()` with the same context for all keys.
-
-    Parameters
-    ----------
-    keys
-        The keys of the map. Will be copied to a frozenset if it isn't already.
-    constant
-        The constant that all keys are mapping to.
-    """
-
-    def __init__(self, keys: Iterable[KeyType], constant: ValueType) -> None:
-        self._keys = keys if isinstance(keys, frozenset) else frozenset(keys)
-        self._constant = constant
-
-    def __getitem__(self, key: KeyType) -> ValueType:
-        if key not in self._keys:
-            raise KeyError(repr(key))
-        return self._constant
-
-    def __iter__(self) -> Iterator[KeyType]:
-        return iter(self._keys)
-
-    def __len__(self) -> int:
-        return len(self._keys)
-
-    def __contains__(self, key: object) -> bool:
-        return key in self._keys
-
-    def __repr__(self) -> str:
-        return repr(dict(self.items()))
diff --git a/tests/v2/__init__.py b/tests/v2/__init__.py
deleted file mode 100644
index e69de29bb2..0000000000
diff --git a/tests/v2/conftest.py b/tests/v2/conftest.py
deleted file mode 100644
index 6680e4066b..0000000000
--- a/tests/v2/conftest.py
+++ /dev/null
@@ -1,7 +0,0 @@
-import pytest
-import pathlib
-
-
-@pytest.fixture(params=[str, pathlib.Path])
-def path_type(request):
-    return request.param
diff --git a/tests/v2/fixture/.zgroup b/tests/v2/fixture/.zgroup
deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/dimension_separator/flat/.zarray b/tests/v2/fixture/dimension_separator/flat/.zarray
deleted file mode 100644
index f265bb0674..0000000000
--- a/tests/v2/fixture/dimension_separator/flat/.zarray
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-    "chunks": [
-        2,
-        2
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 5,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dimension_separator": ".",
-    "dtype": "<i8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        2,
-        2
-    ],
-    "zarr_format": 2
-}
diff --git a/tests/v2/fixture/dimension_separator/flat/0.0 b/tests/v2/fixture/dimension_separator/flat/0.0
deleted file mode 100644
index cab0cbca723f5ff9fececdaba39bcca42c69cb3f..0000000000000000000000000000000000000000
GIT binary patch
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diff --git a/tests/v2/fixture/dimension_separator/flat_legacy/.zarray b/tests/v2/fixture/dimension_separator/flat_legacy/.zarray
deleted file mode 100644
index 8ec79419da..0000000000
--- a/tests/v2/fixture/dimension_separator/flat_legacy/.zarray
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-    "chunks": [
-        2,
-        2
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 5,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dtype": "<i8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        2,
-        2
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/dimension_separator/flat_legacy/0.0 b/tests/v2/fixture/dimension_separator/flat_legacy/0.0
deleted file mode 100644
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GIT binary patch
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diff --git a/tests/v2/fixture/dimension_separator/nested/.zarray b/tests/v2/fixture/dimension_separator/nested/.zarray
deleted file mode 100644
index 00acb02788..0000000000
--- a/tests/v2/fixture/dimension_separator/nested/.zarray
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-    "chunks": [
-        2,
-        2
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 5,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dimension_separator": "/",
-    "dtype": "<i8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        2,
-        2
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/dimension_separator/nested/0/0 b/tests/v2/fixture/dimension_separator/nested/0/0
deleted file mode 100644
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GIT binary patch
literal 0
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diff --git a/tests/v2/fixture/dimension_separator/nested_legacy/.zarray b/tests/v2/fixture/dimension_separator/nested_legacy/.zarray
deleted file mode 100644
index 681537c948..0000000000
--- a/tests/v2/fixture/dimension_separator/nested_legacy/.zarray
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-    "chunks": [
-        2,
-        2
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 5,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dtype": "<i8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        2,
-        2
-    ],
-    "zarr_format": 2
-}
diff --git a/tests/v2/fixture/dimension_separator/nested_legacy/0/0 b/tests/v2/fixture/dimension_separator/nested_legacy/0/0
deleted file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/.zgroup b/tests/v2/fixture/test_format_compatibility/.zgroup
deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_0/.zgroup b/tests/v2/fixture/test_format_compatibility/array_0/.zgroup
deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_0/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_0/compressor_0/.zarray
deleted file mode 100644
index 867fc3fc53..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_0/compressor_0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
-{
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-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_0/compressor_0/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_0/compressor_1/.zarray
deleted file mode 100644
index 84468f5309..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_0/compressor_1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_0/compressor_1/0
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deleted file mode 100644
index 2b3043fb76..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_0/compressor_2/.zarray
+++ /dev/null
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-{
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deleted file mode 100644
index a5c1d0b86a..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_0/compressor_3/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_0/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_0/compressor_3/0
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GIT binary patch
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deleted file mode 100644
index 7fba56c52d..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_1/compressor_2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_2/0
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GIT binary patch
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index d635c5393e..0000000000
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-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_3/1
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GIT binary patch
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index 86c7d4c156..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_1/compressor_4/.zarray
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-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_4/0
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_1/compressor_5/.zarray
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index d1b27da2a4..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_1/compressor_5/.zarray
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diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_5/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_5/1 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_5/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_1/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_1/compressor_6/0
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GIT binary patch
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deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_10/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_10/compressor_0/.zarray
deleted file mode 100644
index 349ce1b3e6..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_10/compressor_0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_10/compressor_1/.zarray
deleted file mode 100644
index 6c4c6a48e5..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_10/compressor_1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-    "chunks": [
-        2000
-    ],
-    "compressor": {
-        "id": "zlib",
-        "level": 1
-    },
-    "dtype": "<f8",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        3333
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_1/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_10/compressor_2/.zarray
deleted file mode 100644
index 93d7fdf873..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_10/compressor_2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-    "chunks": [
-        2000
-    ],
-    "compressor": {
-        "id": "bz2",
-        "level": 1
-    },
-    "dtype": "<f8",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        3333
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_2/0
deleted file mode 100644
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deleted file mode 100644
index de26b1c01a..0000000000
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+++ /dev/null
@@ -1,20 +0,0 @@
-{
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-    "order": "F",
-    "shape": [
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-    "zarr_format": 2
-}
\ No newline at end of file
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diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_10/compressor_4/.zarray
deleted file mode 100644
index e7a01eff8e..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_10/compressor_4/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "chunks": [
-        2000
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dtype": "<f8",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        3333
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_4/0
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deleted file mode 100644
index ea781710a4..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_10/compressor_5/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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-    "filters": null,
-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_10/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_10/compressor_5/0
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deleted file mode 100644
index a9fe1db2eb..0000000000
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-{
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-    "zarr_format": 2
-}
\ No newline at end of file
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deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_11/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_11/compressor_0/.zarray
deleted file mode 100644
index 4c38043a12..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_11/compressor_0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
-{
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_11/compressor_0/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_11/compressor_1/.zarray
deleted file mode 100644
index c9cdb40ea0..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_11/compressor_1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-    "chunks": [
-        3000
-    ],
-    "compressor": {
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-        "level": 1
-    },
-    "dtype": "<f2",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_11/compressor_1/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_11/compressor_2/.zarray
deleted file mode 100644
index bb53d586e8..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_11/compressor_2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-    "chunks": [
-        3000
-    ],
-    "compressor": {
-        "id": "bz2",
-        "level": 1
-    },
-    "dtype": "<f2",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        4444
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_11/compressor_2/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_11/compressor_3/.zarray
deleted file mode 100644
index 774e0578b6..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_11/compressor_3/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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-    ],
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-        "clevel": 1,
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-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_11/compressor_3/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_11/compressor_4/.zarray
deleted file mode 100644
index f105f83461..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_11/compressor_4/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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-    ],
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-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
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diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_11/compressor_5/.zarray
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index f79a369109..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_11/compressor_5/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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-    "filters": null,
-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_11/compressor_5/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_11/compressor_6/.zarray
deleted file mode 100644
index 7d25f56eb4..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_11/compressor_6/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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-    ],
-    "compressor": {
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-        "clevel": 1,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<f2",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        4444
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_11/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_11/compressor_6/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/.zgroup b/tests/v2/fixture/test_format_compatibility/array_12/.zgroup
deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_12/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_12/compressor_0/.zarray
deleted file mode 100644
index 3be17b750d..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_12/compressor_0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
-{
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_0/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_12/compressor_1/.zarray
deleted file mode 100644
index 5202ce93db..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_12/compressor_1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-    "chunks": [
-        3000
-    ],
-    "compressor": {
-        "id": "zlib",
-        "level": 1
-    },
-    "dtype": "<f4",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_1/0
deleted file mode 100644
index 41cd32f97be3d81da8a4f94f21c7828fdbe4253a..0000000000000000000000000000000000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_1/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_12/compressor_2/.zarray
deleted file mode 100644
index 9a33ee001c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_12/compressor_2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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-        3000
-    ],
-    "compressor": {
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-        "level": 1
-    },
-    "dtype": "<f4",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_2/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_12/compressor_3/.zarray
deleted file mode 100644
index 8ada6a6333..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_12/compressor_3/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_3/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_12/compressor_4/.zarray
deleted file mode 100644
index df1f247463..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_12/compressor_4/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "chunks": [
-        3000
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 1
-    },
-    "dtype": "<f4",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        4444
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_4/0
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deleted file mode 100644
index 2b9d4aa441..0000000000
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+++ /dev/null
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-{
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-    "order": "F",
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_5/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_12/compressor_6/.zarray
deleted file mode 100644
index 8b5cf0dde8..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_12/compressor_6/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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-        3000
-    ],
-    "compressor": {
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-        "clevel": 1,
-        "cname": "lz4",
-        "id": "blosc",
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-    "filters": null,
-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_12/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_12/compressor_6/0
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deleted file mode 100644
index 3b7daf227c..0000000000
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+++ /dev/null
@@ -1,3 +0,0 @@
-{
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_13/compressor_0/.zarray
deleted file mode 100644
index 7170ee6829..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_13/compressor_0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_0/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_13/compressor_1/.zarray
deleted file mode 100644
index 02cd2d7491..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_13/compressor_1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-    "chunks": [
-        3000
-    ],
-    "compressor": {
-        "id": "zlib",
-        "level": 1
-    },
-    "dtype": "<f8",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        4444
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_1/0
deleted file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_13/compressor_2/.zarray
deleted file mode 100644
index 2044aac882..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_13/compressor_2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-    "chunks": [
-        3000
-    ],
-    "compressor": {
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-        "level": 1
-    },
-    "dtype": "<f8",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        4444
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_2/0
deleted file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_13/compressor_3/.zarray
deleted file mode 100644
index 79448e9ac5..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_13/compressor_3/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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-    ],
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-        "clevel": 1,
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-    "filters": null,
-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_3/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_13/compressor_4/.zarray
deleted file mode 100644
index 80b100e23c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_13/compressor_4/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "chunks": [
-        3000
-    ],
-    "compressor": {
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-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 1
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-    "filters": null,
-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_4/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_13/compressor_5/.zarray
deleted file mode 100644
index 6ab0c66d10..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_13/compressor_5/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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-    ],
-    "compressor": {
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-        "clevel": 1,
-        "cname": "zstd",
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-        "shuffle": 2
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-    "filters": null,
-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_5/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_13/compressor_6/.zarray
deleted file mode 100644
index 78e91f69bf..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_13/compressor_6/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "chunks": [
-        3000
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 1,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<f8",
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-    "filters": null,
-    "order": "F",
-    "shape": [
-        4444
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_13/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_13/compressor_6/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/.zgroup b/tests/v2/fixture/test_format_compatibility/array_14/.zgroup
deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_14/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_14/compressor_0/.zarray
deleted file mode 100644
index d92c5e5402..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_14/compressor_0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
-{
-    "chunks": [
-        3000
-    ],
-    "compressor": null,
-    "dtype": "|S1",
-    "fill_value": "",
-    "filters": null,
-    "order": "F",
-    "shape": [
-        5555
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_0/0
deleted file mode 100644
index 9c1120940c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_14/compressor_0/0
+++ /dev/null
@@ -1 +0,0 @@
-CCAGGCGGTGCTGGTTGAAGGTTGGGGATCGGGCTTGGTCGCCTGATTAGCCCGTTTTTACCGATTTAGAGCGCGCCTGTCTATGTATCCCGTCTAAGTAGGCATAATTCGTTATTAAACGTAAGCTCCCAGGGCTCGACAGCACGTGTTGACCCTTGAGGATGGTCAACACGAAGTTGAAACTATTAGGTCTTGAACGGTGTCGGTGACATTTCGAGTGCTGATTCCAGGTTGGGTCCAGGGAGCGATTCCCTGAAGTTACCAAGGGGGGCATGCAAAGGTGAACCTCTCAGGTGGCAGACCGGCCTTACACATCCAAGGTCCATCTGACAGTTGGCCCCCTCGGCGATTCACCGTAGTTCACGCCTTGTTTCAGCGCGTGAGAGTGCTTCTTCTTTTGTTTGATAACCAGTTTCCTACTATCGGCATCATTCTGGTCTCCGGACTCGCATCTTGCTGAACTCTGAAAACTCGATCTCTTACGTGAGTTTCGCTTAATCCTGCTATCTGGCTGGACAAGTACCTCATCCAAAATTTGAATCCAATACCATTCTCACATGGGCGCTAGCTTGTTTCTTTTTCTTATTCTCGTACGACGATAAACTTCATATCGATTTCCGCACTACAACATTCCTCTACGTTAGGGTTGCGAGGGCGGTGATCTCCAGATCTCTCACGAGTTCCTAGTAGCAATGTCCGGGTGGTCCACGCTCCAAGTGTTACCAGCGCGTTCGGTGAGTAAGTTTATAACGTAGAGATCCCAGTTACAGCAGCTGTGCAAAAGAAGGCGTCCAATAGGAAGCTTCTAAATCACGGGTTAGCTCCAACCCCGCTATAAATACCGGGCTGCATTCCAAATTGGGTAGAAAGGAGCGAATTACTATTAGCGAACATCGCGAGGGCTGCCTCAAATCAGCACAGCAAGGAATTCCTAGCAGGAACTATCTTGCATCGGTTACAAGCAGTATCATTCGGATGATACACTTTATTCTTTGTACTACCAAGGTGAGCATCCCAATGGGGCAGCAAACGACATTCGGAGGTCTCATCGCGAGCTCTCCAGCTGAGCTTGTCTTTCATAGGCCCCACATTGGACGAGCAGCAAATAGAAAAATCTGCGAGTTAACTTCTCTGGCCATGATGTCGGATCCTTCTATAATGGATATTCGGCCCAAAAAGGTGCGCGAGTAATGGTATCCGACTGGACGTCGGCCATAATTACTACGCATCCCTTCCATCTTTAGTTCTGTACGAGCTCCTAGATGTACGTGGACGAGCGCAACCACCTGAATCCCATGTAGCTTATGTATGGACACGTTGATATCTCTTTTTACCTAAGGAGCAGAGATCGTATCGGACTAGTATTATTCCGCATGCTATATGGCCTTCCTTTGAACGTTCCGAATCGTAAGTGTACCACCTGTGGCGGAGATCGATTTAACGTCACTTCTATGGTCTGAGTTCTTAAACCGCACTCTGTAGGGATGAGGACGCGCTCCCCTACAGACATTCAGTCTCAAAAACTGTATTCGGACCCCCGGTGCTGTGAGTACTCCTCTTGACCAAAAAGTAGAACCCCTTCCAACCCACCTTATAGCATGTAGTGCCGTTTCAAGTGAATGTAATGCTACTCTATCGAACTTTAACTTCAAGGTATAGCAGGATAGACTAGGTAGTCTAAGCAGTTACGAGTGTCCTATGGGACCGAGCTGGGCATTTGCTGAGTTACAATTCTAACTTAATGAAACTTTATTTCCATAAAAAACGCAGGTAACGGATAGTTGAAACCTACTGGAGGGTGGTCTCTAGCTCCGCTAAGTTATCGAGCATTCAGATAATTGATCTGGCGAGCGCGTCGACCGTTGGAGCGAGGCTGAGGCTTTGCCGCTCGGAACCGAATTGGGGAGGATGTATAGTGCCTATACACTGGGAGAGAACCTCACCCAATCCATTACTTCTCTTATCTATGCGAGTCGTGTTGACAGTGTTAAGCATGGCGATGGTGGCAGACACAAGAGGAGATGTTGCCTTATGCCCGAGGCGTGCCGTTCTTAATTAAACCAAACCTGTGGGTCCCCTAGCCTGCACGATAGGACGAGCCATTCTCTCGAATATCGAGACAACTTCTAGCACGAAGGTAGGATCTGCCTCGAAATAAACCCGGGACGTCACAGAATCATTTGGACGGAAGATATGCTCGATTGGACTCTTATTGAGTATACCATATCTGCGCCGATCTCTCACACTGCCATATTAGTGAGTAGAAGTTTTCAACAAGCAACCGGTTGACGTCTAATCTCGTTCGCCTTCAAATTGTGTAACCGGCGTACCTGCCTACCTCCACTAAAGTGCAGCGACAAGTCCTCGCGCGTCGAAACGACGAACGCACCAAGGAATTGCAACGTGCATCAGTAAAAAGCTGTACAGGTAACCATCAAAGTAAACAGGTAAAGCCACTGACAAGGCGTAGCCCTGGTGGGTTCTTCTGACAACAACCGCTACGCACACGTGCAGTTACGGAGAACAGAGACCAAACTATAGCTTCTATATGTTACGCAGTCCCTATTAATACGAGCATTCATAGTCTCCGGCTCAATTGACCAAGAGTTAAAACCTCAGTACGGCAGGCGGGTAACAGATGGTTAAATACATTCGCTGCCGCGAGCATTTCAGTTAAACAGGTGAGTCGTTATGTTAAGTCTCGAGAATTACCTGCATTAGAGTGATCTAATTTGCGATGGAGAGCACGCCCGAGGGATGGATTTTAATCACCTTGCGTCAGTCTGTTATCCACTTCGTCTTACTGCGCGGCAACTCCTCCTTAGGAAGACAAAAGTGGTGCTCGGTGACCATTAACAAAGAGCCTCTGACATGCATACAGCTCTTCTCGGAGTAACACAGCTAGGCCCTTTATCGGCTTCGAGTGTGCTAACGCCAATTTCCTAAGTCGGGTTTAGATAACTGTATTCCTCAAACTAGATAGAATAACTTTTAGGCATT
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_0/1 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_0/1
deleted file mode 100644
index ba5b6f38404868570c875cced658267c67bc5258..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 3000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_14/compressor_1/.zarray
deleted file mode 100644
index 9b3b93eaf7..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_14/compressor_1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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-    "compressor": {
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-        "level": 1
-    },
-    "dtype": "|S1",
-    "fill_value": "",
-    "filters": null,
-    "order": "F",
-    "shape": [
-        5555
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-    "zarr_format": 2
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_1/0
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_1/1
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index ef01c10845467af2d6a1e7e1fd9ef148545bbfc6..0000000000000000000000000000000000000000
GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_14/compressor_2/.zarray
deleted file mode 100644
index a6ba36eb70..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_14/compressor_2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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-        3000
-    ],
-    "compressor": {
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-        "level": 1
-    },
-    "dtype": "|S1",
-    "fill_value": "",
-    "filters": null,
-    "order": "F",
-    "shape": [
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-    "zarr_format": 2
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_2/0
deleted file mode 100644
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GIT binary patch
literal 0
HcmV?d00001

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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_2/1
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_14/compressor_3/.zarray
deleted file mode 100644
index 1c1cc998cb..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_14/compressor_3/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_3/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_14/compressor_3/1
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index d1f29bc3cf..0000000000
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index e4a009f9a2..0000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_14/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_14/compressor_6/.zarray
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_15/compressor_0/.zarray
deleted file mode 100644
index 7ae250fb86..0000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_15/compressor_1/.zarray
deleted file mode 100644
index 384f0b5612..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_15/compressor_1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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-    "fill_value": "",
-    "filters": null,
-    "order": "F",
-    "shape": [
-        5555
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_15/compressor_1/0
deleted file mode 100644
index 071b82cc4e..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_15/compressor_1/0
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_15/compressor_2/.zarray
deleted file mode 100644
index 26ab07b3ec..0000000000
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@@ -1,17 +0,0 @@
-{
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index 41d342d4e9..0000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_15/compressor_4/.zarray
deleted file mode 100644
index 23b1caf002..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_15/compressor_4/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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-    "fill_value": "",
-    "filters": null,
-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_15/compressor_5/.zarray
deleted file mode 100644
index a4fe30ad28..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_15/compressor_5/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_15/compressor_6/.zarray
deleted file mode 100644
index 2245b5dc73..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_15/compressor_6/.zarray
+++ /dev/null
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diff --git a/tests/v2/fixture/test_format_compatibility/array_15/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_15/compressor_6/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/.zgroup b/tests/v2/fixture/test_format_compatibility/array_16/.zgroup
deleted file mode 100644
index 3b7daf227c..0000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_16/compressor_0/.zarray
deleted file mode 100644
index 2ca9fe7793..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_16/compressor_0/.zarray
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@@ -1,14 +0,0 @@
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_0/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_16/compressor_1/.zarray
deleted file mode 100644
index f40dd0814b..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_16/compressor_1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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-    ],
-    "compressor": {
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-    "filters": null,
-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_1/0
deleted file mode 100644
index 34cd381330..0000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_1/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_16/compressor_2/.zarray
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index 59f8cc2b9c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_16/compressor_2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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-    "filters": null,
-    "order": "F",
-    "shape": [
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_2/0
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GIT binary patch
literal 0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_2/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_16/compressor_3/.zarray
deleted file mode 100644
index 33c8d46a11..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_16/compressor_3/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "chunks": [
-        3000
-    ],
-    "compressor": {
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-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<f8",
-    "fill_value": 0.0,
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-    "order": "F",
-    "shape": [
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-    "zarr_format": 2
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_3/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_16/compressor_4/.zarray
deleted file mode 100644
index 6021260f96..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_16/compressor_4/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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-    "filters": null,
-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_4/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_16/compressor_5/.zarray
deleted file mode 100644
index 9d19f6bc40..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_16/compressor_5/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "chunks": [
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-    ],
-    "compressor": {
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-        "clevel": 1,
-        "cname": "zstd",
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-    "filters": null,
-    "order": "F",
-    "shape": [
-        5555
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_5/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_16/compressor_6/.zarray
deleted file mode 100644
index 152828f25d..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_16/compressor_6/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "chunks": [
-        3000
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 1,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<f8",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        5555
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_16/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_16/compressor_6/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/.zgroup b/tests/v2/fixture/test_format_compatibility/array_17/.zgroup
deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_17/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_17/compressor_0/.zarray
deleted file mode 100644
index 53695605a4..0000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_0/0
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GIT binary patch
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_17/compressor_1/.zarray
deleted file mode 100644
index d506f8cd5c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_17/compressor_1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_1/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_1/1
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_17/compressor_2/.zarray
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index 93fe84bdf5..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_17/compressor_2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_2/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_17/compressor_2/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_17/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_17/compressor_3/.zarray
deleted file mode 100644
index 97e8bfffc2..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_17/compressor_3/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/.zgroup b/tests/v2/fixture/test_format_compatibility/array_18/.zgroup
deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_18/.zgroup
+++ /dev/null
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_18/compressor_0/.zarray
deleted file mode 100644
index 37f0225dba..0000000000
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_0/0.0 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_0/0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_18/compressor_1/.zarray
deleted file mode 100644
index 68c0810ca9..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_18/compressor_1/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-    "chunks": [
-        2000,
-        5
-    ],
-    "compressor": {
-        "id": "zlib",
-        "level": 1
-    },
-    "dtype": "<i4",
-    "fill_value": 0,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        2000,
-        10
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_1/0.0 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_1/0.0
deleted file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_18/compressor_2/.zarray
deleted file mode 100644
index 6a83b5a8a4..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_18/compressor_2/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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-    "order": "C",
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_2/0.0 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_2/0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_18/compressor_3/.zarray
deleted file mode 100644
index 96c78e2131..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_18/compressor_3/.zarray
+++ /dev/null
@@ -1,22 +0,0 @@
-{
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-        5
-    ],
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-        "clevel": 1,
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-        "id": "blosc",
-        "shuffle": 0
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-    "filters": null,
-    "order": "C",
-    "shape": [
-        2000,
-        10
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_3/0.0 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_3/0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_18/compressor_4/.zarray
deleted file mode 100644
index 28b1665a82..0000000000
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+++ /dev/null
@@ -1,22 +0,0 @@
-{
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-    "filters": null,
-    "order": "C",
-    "shape": [
-        2000,
-        10
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_4/0.0 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_4/0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_18/compressor_5/.zarray
deleted file mode 100644
index be15fbc1fd..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_18/compressor_5/.zarray
+++ /dev/null
@@ -1,22 +0,0 @@
-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_5/0.0 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_5/0.0
deleted file mode 100644
index 0d644a5946f4f7fdeeb6b1ea424fd9b4b9d693cf..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/tests/v2/fixture/test_format_compatibility/array_18/compressor_5/0.1 b/tests/v2/fixture/test_format_compatibility/array_18/compressor_5/0.1
deleted file mode 100644
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GIT binary patch
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HcmV?d00001

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deleted file mode 100644
index 269a49b9a5..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_18/compressor_6/.zarray
+++ /dev/null
@@ -1,22 +0,0 @@
-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/.zgroup b/tests/v2/fixture/test_format_compatibility/array_19/.zgroup
deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_19/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_19/compressor_0/.zarray
deleted file mode 100644
index 1ba1098b42..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_19/compressor_0/.zarray
+++ /dev/null
@@ -1,16 +0,0 @@
-{
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_0/0.0 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_0/0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_19/compressor_1/.zarray
deleted file mode 100644
index 08f7f015b9..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_19/compressor_1/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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-        50
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-    "order": "F",
-    "shape": [
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-    "zarr_format": 2
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_1/0.0 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_1/0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_1/0.1 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_1/0.1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_19/compressor_2/.zarray
deleted file mode 100644
index 18192a77af..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_19/compressor_2/.zarray
+++ /dev/null
@@ -1,19 +0,0 @@
-{
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-    },
-    "dtype": "<i4",
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-    "filters": null,
-    "order": "F",
-    "shape": [
-        200,
-        100
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_2/0.0 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_2/0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_2/0.1 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_2/0.1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_19/compressor_3/.zarray
deleted file mode 100644
index adecc364ed..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_19/compressor_3/.zarray
+++ /dev/null
@@ -1,22 +0,0 @@
-{
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-        50
-    ],
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-        "cname": "zstd",
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-    "dtype": "<i4",
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-    "filters": null,
-    "order": "F",
-    "shape": [
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-    "zarr_format": 2
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_3/0.0 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_3/0.0
deleted file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_19/compressor_3/0.1 b/tests/v2/fixture/test_format_compatibility/array_19/compressor_3/0.1
deleted file mode 100644
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index a13ab047d0..0000000000
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index b58d57cd07..0000000000
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index e95122f412..0000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_2/compressor_0/.zarray
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diff --git a/tests/v2/fixture/test_format_compatibility/array_2/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_2/compressor_1/1
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index eb6a3a0a43..0000000000
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deleted file mode 100644
index eb84db2060..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_2/compressor_3/.zarray
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index 14b77a842d..0000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_0/0.0.1 b/tests/v2/fixture/test_format_compatibility/array_20/compressor_0/0.0.1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_20/compressor_1/.zarray
deleted file mode 100644
index 4b8b65fa9b..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_20/compressor_1/.zarray
+++ /dev/null
@@ -1,21 +0,0 @@
-{
-    "chunks": [
-        200,
-        10,
-        5
-    ],
-    "compressor": {
-        "id": "zlib",
-        "level": 1
-    },
-    "dtype": "<i4",
-    "fill_value": 0,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        200,
-        10,
-        10
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_1/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_20/compressor_1/0.0.0
deleted file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_1/0.0.1 b/tests/v2/fixture/test_format_compatibility/array_20/compressor_1/0.0.1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_20/compressor_2/.zarray
deleted file mode 100644
index ab5db7dd39..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_20/compressor_2/.zarray
+++ /dev/null
@@ -1,21 +0,0 @@
-{
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_2/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_20/compressor_2/0.0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_20/compressor_3/.zarray
deleted file mode 100644
index 7b147d8d0b..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_20/compressor_3/.zarray
+++ /dev/null
@@ -1,24 +0,0 @@
-{
-    "chunks": [
-        200,
-        10,
-        5
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<i4",
-    "fill_value": 0,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        200,
-        10,
-        10
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_20/compressor_3/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_20/compressor_3/0.0.0
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deleted file mode 100644
index fe2ba3a02a..0000000000
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@@ -1,24 +0,0 @@
-{
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-    "shape": [
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-        10,
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
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diff --git a/tests/v2/fixture/test_format_compatibility/array_21/.zgroup b/tests/v2/fixture/test_format_compatibility/array_21/.zgroup
deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_21/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_21/compressor_0/.zarray
deleted file mode 100644
index 5c1d4dcbd9..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_21/compressor_0/.zarray
+++ /dev/null
@@ -1,18 +0,0 @@
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_0/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_21/compressor_0/0.0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_21/compressor_1/.zarray
deleted file mode 100644
index 050a3a742f..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_21/compressor_1/.zarray
+++ /dev/null
@@ -1,21 +0,0 @@
-{
-    "chunks": [
-        20,
-        100,
-        10
-    ],
-    "compressor": {
-        "id": "zlib",
-        "level": 1
-    },
-    "dtype": "<i4",
-    "fill_value": 0,
-    "filters": null,
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diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_1/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_21/compressor_1/0.0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_2/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_21/compressor_2/0.0.0
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index 7ea7495af4..0000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_21/compressor_4/0.0.0 b/tests/v2/fixture/test_format_compatibility/array_21/compressor_4/0.0.0
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index 7dd0518cad..0000000000
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deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_22/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_22/compressor_0/.zarray
deleted file mode 100644
index f21936fed0..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_22/compressor_0/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_0/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_0/0.0.0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_0/0.0.0.1 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_0/0.0.0.1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_22/compressor_1/.zarray
deleted file mode 100644
index d6baec0943..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_22/compressor_1/.zarray
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-    "chunks": [
-        20,
-        10,
-        10,
-        5
-    ],
-    "compressor": {
-        "id": "zlib",
-        "level": 1
-    },
-    "dtype": "<i4",
-    "fill_value": 0,
-    "filters": null,
-    "order": "C",
-    "shape": [
-        20,
-        10,
-        10,
-        10
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_1/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_1/0.0.0.0
deleted file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_22/compressor_2/.zarray
deleted file mode 100644
index 5510dba298..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_22/compressor_2/.zarray
+++ /dev/null
@@ -1,23 +0,0 @@
-{
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_2/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_2/0.0.0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_22/compressor_3/.zarray
deleted file mode 100644
index 168987a50a..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_22/compressor_3/.zarray
+++ /dev/null
@@ -1,26 +0,0 @@
-{
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-        5
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-    "order": "C",
-    "shape": [
-        20,
-        10,
-        10,
-        10
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-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_3/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_3/0.0.0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_22/compressor_6/.zarray
deleted file mode 100644
index a074f8d840..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_22/compressor_6/.zarray
+++ /dev/null
@@ -1,26 +0,0 @@
-{
-    "chunks": [
-        20,
-        10,
-        10,
-        5
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 1,
-        "cname": "lz4",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<i4",
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-    "filters": null,
-    "order": "C",
-    "shape": [
-        20,
-        10,
-        10,
-        10
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_22/compressor_6/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_22/compressor_6/0.0.0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_23/.zgroup b/tests/v2/fixture/test_format_compatibility/array_23/.zgroup
deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_23/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_23/compressor_0/.zarray
deleted file mode 100644
index 8246a0d692..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_23/compressor_0/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "chunks": [
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-        10,
-        10,
-        5
-    ],
-    "compressor": null,
-    "dtype": "<i4",
-    "fill_value": 0,
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-    "order": "F",
-    "shape": [
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-        10,
-        10,
-        10
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_0/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_23/compressor_0/0.0.0.0
deleted file mode 100644
index d7cd8f73ee99cd597e2d6c2b8e36bdbbccbe93e0..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_23/compressor_1/.zarray
deleted file mode 100644
index 952197e12f..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_23/compressor_1/.zarray
+++ /dev/null
@@ -1,23 +0,0 @@
-{
-    "chunks": [
-        20,
-        10,
-        10,
-        5
-    ],
-    "compressor": {
-        "id": "zlib",
-        "level": 1
-    },
-    "dtype": "<i4",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        20,
-        10,
-        10,
-        10
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_1/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_23/compressor_1/0.0.0.0
deleted file mode 100644
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deleted file mode 100644
index 26434da59b..0000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_5/0.0.0.1 b/tests/v2/fixture/test_format_compatibility/array_23/compressor_5/0.0.0.1
deleted file mode 100644
index c01b1c8c057c61171fdcc538ff6e240efdac2a5d..0000000000000000000000000000000000000000
GIT binary patch
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HcmV?d00001

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diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_23/compressor_6/.zarray
deleted file mode 100644
index a914413c50..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_23/compressor_6/.zarray
+++ /dev/null
@@ -1,26 +0,0 @@
-{
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-    "order": "F",
-    "shape": [
-        20,
-        10,
-        10,
-        10
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_23/compressor_6/0.0.0.0 b/tests/v2/fixture/test_format_compatibility/array_23/compressor_6/0.0.0.0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_3/.zgroup b/tests/v2/fixture/test_format_compatibility/array_3/.zgroup
deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_3/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_3/compressor_0/.zarray
deleted file mode 100644
index 34e3a75197..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_3/compressor_0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
-{
-    "chunks": [
-        1000
-    ],
-    "compressor": null,
-    "dtype": "<i8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        1111
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_0/0
deleted file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_0/1 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_0/1
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_3/compressor_1/.zarray
deleted file mode 100644
index d30818fca8..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_3/compressor_1/.zarray
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-{
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_1/1
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_3/compressor_2/.zarray
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index 23924ca468..0000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_2/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_2/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_3/compressor_3/.zarray
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-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_3/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_3/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_3/compressor_3/1
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index d81e37ade4..0000000000
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index 17048b7fbf..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_3/compressor_5/.zarray
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-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_1/1 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_1/1
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_4/compressor_2/.zarray
deleted file mode 100644
index 1bd0c079fd..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_4/compressor_2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_2/0
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_2/1
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diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_4/compressor_3/.zarray
deleted file mode 100644
index eda3afa036..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_4/compressor_3/.zarray
+++ /dev/null
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-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_3/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_3/1 b/tests/v2/fixture/test_format_compatibility/array_4/compressor_3/1
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_4/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_4/compressor_4/.zarray
deleted file mode 100644
index a3b9f49279..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_4/compressor_4/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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deleted file mode 100644
index 3b7daf227c..0000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_5/compressor_0/.zarray
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index c757aef851..0000000000
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index 970c79086b..0000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_5/compressor_2/.zarray
deleted file mode 100644
index a9f32a230c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_5/compressor_2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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-    "order": "F",
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_5/compressor_2/0
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_5/compressor_3/.zarray
deleted file mode 100644
index be40f4d7fb..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_5/compressor_3/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_5/compressor_3/0
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deleted file mode 100644
index 50c64aecfa..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_5/compressor_5/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_5/compressor_5/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_5/compressor_6/.zarray
deleted file mode 100644
index 605e252cd3..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_5/compressor_6/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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-    ],
-    "compressor": {
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-        "clevel": 1,
-        "cname": "lz4",
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-    "filters": null,
-    "order": "F",
-    "shape": [
-        2222
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_5/compressor_6/0 b/tests/v2/fixture/test_format_compatibility/array_5/compressor_6/0
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deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_6/.zgroup
+++ /dev/null
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diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_6/compressor_0/.zarray
deleted file mode 100644
index 86eb232833..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_6/compressor_0/.zarray
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index ba93246027..0000000000
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deleted file mode 100644
index a8d68c1321..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_6/compressor_2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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-    ],
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-    },
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-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
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index c47e72a218..0000000000
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index 311f079a15..0000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_6/compressor_5/.zarray
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index 8340cb900a..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_6/compressor_5/.zarray
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-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_5/0 b/tests/v2/fixture/test_format_compatibility/array_6/compressor_5/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_6/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_6/compressor_6/.zarray
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index d37f9af32f..0000000000
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index 3b7daf227c..0000000000
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-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_7/compressor_0/.zarray
deleted file mode 100644
index 68b169dcd8..0000000000
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deleted file mode 100644
index 5fe7091dfb..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_7/compressor_1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_7/compressor_1/0
deleted file mode 100644
index cdc619ad48..0000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_7/compressor_2/.zarray
deleted file mode 100644
index f534454b54..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_7/compressor_2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
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-    "filters": null,
-    "order": "F",
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\ No newline at end of file
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deleted file mode 100644
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diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_2/1 b/tests/v2/fixture/test_format_compatibility/array_7/compressor_2/1
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index 3f227563e8c3c9bf444cf51f86b85a126a4dd868..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_7/compressor_3/.zarray
deleted file mode 100644
index 19cb7d6fd4..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_7/compressor_3/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "chunks": [
-        1200
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<u8",
-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        2222
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_7/compressor_3/0
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GIT binary patch
literal 0
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deleted file mode 100644
index 69347d0ab3..0000000000
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-{
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-    "zarr_format": 2
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index cc7b8f6f43..0000000000
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diff --git a/tests/v2/fixture/test_format_compatibility/array_7/compressor_6/.zarray b/tests/v2/fixture/test_format_compatibility/array_7/compressor_6/.zarray
deleted file mode 100644
index 1b18d35ffa..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_7/compressor_6/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "chunks": [
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-    ],
-    "compressor": {
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-        "clevel": 1,
-        "cname": "lz4",
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-    "fill_value": 0,
-    "filters": null,
-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
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diff --git a/tests/v2/fixture/test_format_compatibility/array_8/.zgroup b/tests/v2/fixture/test_format_compatibility/array_8/.zgroup
deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_8/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_8/compressor_0/.zarray
deleted file mode 100644
index 0b37d1da93..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_8/compressor_0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
-{
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-    "order": "F",
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_0/0
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_1/.zarray b/tests/v2/fixture/test_format_compatibility/array_8/compressor_1/.zarray
deleted file mode 100644
index 0611c3c2bf..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_8/compressor_1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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-    ],
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-    },
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-    "order": "F",
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\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_1/0
deleted file mode 100644
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GIT binary patch
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diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_8/compressor_2/.zarray
deleted file mode 100644
index 16898d7cd4..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_8/compressor_2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-    "chunks": [
-        2000
-    ],
-    "compressor": {
-        "id": "bz2",
-        "level": 1
-    },
-    "dtype": "<f2",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        3333
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_2/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_8/compressor_3/.zarray
deleted file mode 100644
index bca2e17e98..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_8/compressor_3/.zarray
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@@ -1,20 +0,0 @@
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diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_8/compressor_4/.zarray
deleted file mode 100644
index d1c01b4677..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_8/compressor_4/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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diff --git a/tests/v2/fixture/test_format_compatibility/array_8/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_8/compressor_4/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/.zgroup b/tests/v2/fixture/test_format_compatibility/array_9/.zgroup
deleted file mode 100644
index 3b7daf227c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_9/.zgroup
+++ /dev/null
@@ -1,3 +0,0 @@
-{
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_0/.zarray b/tests/v2/fixture/test_format_compatibility/array_9/compressor_0/.zarray
deleted file mode 100644
index e641c0b43a..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_9/compressor_0/.zarray
+++ /dev/null
@@ -1,14 +0,0 @@
-{
-    "chunks": [
-        2000
-    ],
-    "compressor": null,
-    "dtype": "<f4",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        3333
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_0/0 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_0/0
deleted file mode 100644
index eaf17f712e04521dbe72179c2d8d3c8402c5de79..0000000000000000000000000000000000000000
GIT binary patch
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deleted file mode 100644
index 4839d889f1..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_9/compressor_1/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
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-    ],
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-    },
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-    "filters": null,
-    "order": "F",
-    "shape": [
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-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_1/0 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_1/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_2/.zarray b/tests/v2/fixture/test_format_compatibility/array_9/compressor_2/.zarray
deleted file mode 100644
index 82c75bc76c..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_9/compressor_2/.zarray
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-    "chunks": [
-        2000
-    ],
-    "compressor": {
-        "id": "bz2",
-        "level": 1
-    },
-    "dtype": "<f4",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        3333
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_2/0 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_2/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_3/.zarray b/tests/v2/fixture/test_format_compatibility/array_9/compressor_3/.zarray
deleted file mode 100644
index 50fcb6eab8..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_9/compressor_3/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "chunks": [
-        2000
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 0
-    },
-    "dtype": "<f4",
-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        3333
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_3/0 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_3/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_4/.zarray b/tests/v2/fixture/test_format_compatibility/array_9/compressor_4/.zarray
deleted file mode 100644
index d8308cbd26..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_9/compressor_4/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "chunks": [
-        2000
-    ],
-    "compressor": {
-        "blocksize": 0,
-        "clevel": 1,
-        "cname": "zstd",
-        "id": "blosc",
-        "shuffle": 1
-    },
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-    "fill_value": 0.0,
-    "filters": null,
-    "order": "F",
-    "shape": [
-        3333
-    ],
-    "zarr_format": 2
-}
\ No newline at end of file
diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_4/0 b/tests/v2/fixture/test_format_compatibility/array_9/compressor_4/0
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diff --git a/tests/v2/fixture/test_format_compatibility/array_9/compressor_5/.zarray b/tests/v2/fixture/test_format_compatibility/array_9/compressor_5/.zarray
deleted file mode 100644
index ffdfb789d5..0000000000
--- a/tests/v2/fixture/test_format_compatibility/array_9/compressor_5/.zarray
+++ /dev/null
@@ -1,20 +0,0 @@
-{
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index 2ec8030201..0000000000
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z7KxfgqGpk(StM!}iJC>CW|62xBx(_fT1282k*Gx^Y7vQAM4}dvs6`}d5s6wvq85>;
zMI>q!iCRUXR*|SxBx)6jT1BE(k*HN9Y88oEMWR-bs8u9t6^YtJqBfDJO(bd)iP}V>
zHj$`JBx)0h+C-u@k*G~1Y7>dtM51<)s9hv#7m3<MqIQv}T_kE3iP}Y?c9E!EBx)Cl
z+C`#vk*Gr?>JW)KM4}Fns6!;`5Q#cOq7IR$LnP`Di8@504w0xsB<d82Iz^&Rk*HH7
z>J*7OMWRlTs8b~B6p1=TqE3;hQzYsXiMm9hE|I89B<d20x<sNbk*G@~>Jo{%M4~Q{
zs7oa35{bG*qHd9>TO{fhiMmCiZjq>4B<dE4x<#UHk*HfF>K2K*MWSwzs7EB~5s7+4
zq8^c`M<nVIiF!n$9+9X=B<c}~dPJfgk*G%`>J^E4MWSAjs8=NF6^VL9qF#}xS0w5c
ziF!q%UXiF*B<dB3`b45Wk*H53>Jy3jM4~>Cs81y76N&mnqCSzRPbBISiTXsMevznO
zB<dH5`bDCCk*HrJ>KBRnMWTL@s9z-N7m4~sqJEKRKqMLvi3UWX0g-4xBpMKj21KF(
zk!V098W4#FM4|zaXh0+y6p02!qCt^pP$U`@i3UZYL6K-sBpMWn21TMlk!VmP8Wf3!
zM4};)Xh<X)5{ZUHq9KuJNF*8(iH1a?A(3cEBpMQlhD4%ak!V;X8WxF$MWSJmXjmi~
z7Kw&MqG6F}SR@)2iH1d@VUcJ=BpMNkMns|!k!VCD8WD*`M4}OqXhb9$5s5}bq7jj3
zL?jv&iAF`DQITj=BpMZoMn$4gk!VyT8Wo8~MWRuWXjCK`6^Z7l|G%avM+ejXyPdAp
P%wWv_1?!Ey|9kpBR(cZm

diff --git a/tests/v2/test_attrs.py b/tests/v2/test_attrs.py
deleted file mode 100644
index d623f86916..0000000000
--- a/tests/v2/test_attrs.py
+++ /dev/null
@@ -1,265 +0,0 @@
-from __future__ import annotations
-from typing import TYPE_CHECKING
-if TYPE_CHECKING:
-    from typing import Any
-
-import json
-
-
-import pytest
-
-from zarr.v2.attrs import Attributes
-from zarr.v2.storage import KVStore, DirectoryStore
-from .util import CountingDict
-from zarr.v2.hierarchy import group
-
-
-def _init_store():
-    return dict()
-
-
-class TestAttributes:
-    def init_attributes(self, store, read_only=False, cache=True):
-        root = ".z"
-        return Attributes(store, key=root + "attrs", read_only=read_only, cache=cache)
-
-    def test_storage(self):
-        store = _init_store()
-        root = ".z"
-        attrs_key = root + "attrs"
-        a = Attributes(store=store, key=attrs_key)
-        assert isinstance(a.store, KVStore)
-        assert "foo" not in a
-        assert "bar" not in a
-        assert dict() == a.asdict()
-
-        a["foo"] = "bar"
-        a["baz"] = 42
-        assert attrs_key in store
-        assert isinstance(store[attrs_key], bytes)
-        d = json.loads(str(store[attrs_key], "utf-8"))
-        assert dict(foo="bar", baz=42) == d
-
-    def test_utf8_encoding(self, tmpdir: Any) -> None:
-        g = group(store=DirectoryStore(str(tmpdir)), path='utf8attrs')
-        attrs = {"foo": "た"}
-        g.attrs.put(attrs)
-        assert g.attrs.asdict() == attrs
-
-    def test_get_set_del_contains(self):
-        store = _init_store()
-        a = self.init_attributes(store)
-        assert "foo" not in a
-        a["foo"] = "bar"
-        a["baz"] = 42
-        assert "foo" in a
-        assert "baz" in a
-        assert "bar" == a["foo"]
-        assert 42 == a["baz"]
-        del a["foo"]
-        assert "foo" not in a
-        with pytest.raises(KeyError):
-            # noinspection PyStatementEffect
-            a["foo"]
-
-    def test_update_put(self):
-        store = _init_store()
-        a = self.init_attributes(store)
-        assert "foo" not in a
-        assert "bar" not in a
-        assert "baz" not in a
-
-        a.update(foo="spam", bar=42, baz=4.2)
-        assert a["foo"] == "spam"
-        assert a["bar"] == 42
-        assert a["baz"] == 4.2
-
-        a.put(dict(foo="eggs", bar=84))
-        assert a["foo"] == "eggs"
-        assert a["bar"] == 84
-        assert "baz" not in a
-
-    def test_iterators(self):
-        store = _init_store()
-        a = self.init_attributes(store)
-        assert 0 == len(a)
-        assert set() == set(a)
-        assert set() == set(a.keys())
-        assert set() == set(a.values())
-        assert set() == set(a.items())
-
-        a["foo"] = "bar"
-        a["baz"] = 42
-
-        assert 2 == len(a)
-        assert {"foo", "baz"} == set(a)
-        assert {"foo", "baz"} == set(a.keys())
-        assert {"bar", 42} == set(a.values())
-        assert {("foo", "bar"), ("baz", 42)} == set(a.items())
-
-    def test_read_only(self):
-        store = _init_store()
-        a = self.init_attributes(store, read_only=True)
-        store[".zattrs"] = json.dumps(dict(foo="bar", baz=42)).encode("ascii")
-        assert a["foo"] == "bar"
-        assert a["baz"] == 42
-        with pytest.raises(PermissionError):
-            a["foo"] = "quux"
-        with pytest.raises(PermissionError):
-            del a["foo"]
-        with pytest.raises(PermissionError):
-            a.update(foo="quux")
-
-    def test_key_completions(self):
-        store = _init_store()
-        a = self.init_attributes(store)
-        d = a._ipython_key_completions_()
-        assert "foo" not in d
-        assert "123" not in d
-        assert "baz" not in d
-        assert "asdf;" not in d
-        a["foo"] = 42
-        a["123"] = 4.2
-        a["asdf;"] = "ghjkl;"
-        d = a._ipython_key_completions_()
-        assert "foo" in d
-        assert "123" in d
-        assert "asdf;" in d
-        assert "baz" not in d
-
-    def test_caching_on(self):
-        # caching is turned on by default
-
-        # setup store
-        store = CountingDict()
-        attrs_key = ".zattrs"
-        assert 0 == store.counter["__getitem__", attrs_key]
-        assert 0 == store.counter["__setitem__", attrs_key]
-        store[attrs_key] = json.dumps(dict(foo="xxx", bar=42)).encode("ascii")
-        assert 0 == store.counter["__getitem__", attrs_key]
-        assert 1 == store.counter["__setitem__", attrs_key]
-
-        # setup attributes
-        a = self.init_attributes(store)
-
-        # test __getitem__ causes all attributes to be cached
-        assert a["foo"] == "xxx"
-        assert 1 == store.counter["__getitem__", attrs_key]
-        assert a["bar"] == 42
-        assert 1 == store.counter["__getitem__", attrs_key]
-        assert a["foo"] == "xxx"
-        assert 1 == store.counter["__getitem__", attrs_key]
-
-        # test __setitem__ updates the cache
-        a["foo"] = "yyy"
-        get_cnt = 2
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        assert 2 == store.counter["__setitem__", attrs_key]
-        assert a["foo"] == "yyy"
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        assert 2 == store.counter["__setitem__", attrs_key]
-
-        # test update() updates the cache
-        a.update(foo="zzz", bar=84)
-        get_cnt = 3
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        assert 3 == store.counter["__setitem__", attrs_key]
-        assert a["foo"] == "zzz"
-        assert a["bar"] == 84
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        assert 3 == store.counter["__setitem__", attrs_key]
-
-        # test __contains__ uses the cache
-        assert "foo" in a
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        assert 3 == store.counter["__setitem__", attrs_key]
-        assert "spam" not in a
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        assert 3 == store.counter["__setitem__", attrs_key]
-
-        # test __delitem__ updates the cache
-        del a["bar"]
-        get_cnt = 4
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        assert 4 == store.counter["__setitem__", attrs_key]
-        assert "bar" not in a
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        assert 4 == store.counter["__setitem__", attrs_key]
-
-        # test refresh()
-        store[attrs_key] = json.dumps(dict(foo="xxx", bar=42)).encode("ascii")
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        a.refresh()
-        get_cnt = 5
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        assert a["foo"] == "xxx"
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        assert a["bar"] == 42
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-
-    def test_caching_off(self):
-        # setup store
-        store = CountingDict()
-        attrs_key = ".zattrs"
-        assert 0 == store.counter["__getitem__", attrs_key]
-        assert 0 == store.counter["__setitem__", attrs_key]
-        store[attrs_key] = json.dumps(dict(foo="xxx", bar=42)).encode("ascii")
-        assert 0 == store.counter["__getitem__", attrs_key]
-        assert 1 == store.counter["__setitem__", attrs_key]
-
-        # setup attributes
-        a = self.init_attributes(store, cache=False)
-
-        # test __getitem__
-        assert a["foo"] == "xxx"
-        assert 1 == store.counter["__getitem__", attrs_key]
-        assert a["bar"] == 42
-        assert 2 == store.counter["__getitem__", attrs_key]
-        assert a["foo"] == "xxx"
-        assert 3 == store.counter["__getitem__", attrs_key]
-
-        # test __setitem__
-        a["foo"] = "yyy"
-        get_cnt = 4
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        assert 2 == store.counter["__setitem__", attrs_key]
-        assert a["foo"] == "yyy"
-        get_cnt = 5
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        assert 2 == store.counter["__setitem__", attrs_key]
-
-        # test update()
-        a.update(foo="zzz", bar=84)
-        get_cnt = 6
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        assert 3 == store.counter["__setitem__", attrs_key]
-        assert a["foo"] == "zzz"
-        assert a["bar"] == 84
-        get_cnt = 8
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        assert 3 == store.counter["__setitem__", attrs_key]
-
-        # test __contains__
-        assert "foo" in a
-        get_cnt = 9
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        assert 3 == store.counter["__setitem__", attrs_key]
-        assert "spam" not in a
-        get_cnt = 10
-        assert get_cnt == store.counter["__getitem__", attrs_key]
-        assert 3 == store.counter["__setitem__", attrs_key]
-
-    def test_wrong_keys(self):
-        store = _init_store()
-        a = self.init_attributes(store)
-
-        warning_msg = "only attribute keys of type 'string' will be allowed in the future"
-
-        with pytest.warns(DeprecationWarning, match=warning_msg):
-            a[1] = "foo"
-
-        with pytest.warns(DeprecationWarning, match=warning_msg):
-            a.put({1: "foo"})
-
-        with pytest.warns(DeprecationWarning, match=warning_msg):
-            a.update({1: "foo"})
diff --git a/tests/v2/test_convenience.py b/tests/v2/test_convenience.py
deleted file mode 100644
index f558a8800f..0000000000
--- a/tests/v2/test_convenience.py
+++ /dev/null
@@ -1,804 +0,0 @@
-import atexit
-import tempfile
-import unittest
-from numbers import Integral
-
-import numpy as np
-import pytest
-from numcodecs import Adler32, Zlib
-from numpy.testing import assert_array_equal
-
-import zarr.v2 as zarr
-from zarr.v2.convenience import (
-    consolidate_metadata,
-    copy,
-    copy_store,
-    load,
-    open,
-    open_consolidated,
-    save,
-    save_group,
-    save_array,
-    copy_all,
-)
-from zarr.v2.core import Array
-from zarr.v2.errors import CopyError
-from zarr.v2.hierarchy import Group, group
-from zarr.v2.storage import (
-    ConsolidatedMetadataStore,
-    FSStore,
-    MemoryStore,
-    atexit_rmtree,
-    getsize,
-)
-
-
-def test_open_array(path_type):
-    store = tempfile.mkdtemp()
-    atexit.register(atexit_rmtree, store)
-    store = path_type(store)
-
-    # open array, create if doesn't exist
-    z = open(store, mode="a", shape=100)
-    assert isinstance(z, Array)
-    assert z.shape == (100,)
-
-    # open array, overwrite
-    z = open(store, mode="w", shape=200)
-    assert isinstance(z, Array)
-    assert z.shape == (200,)
-
-    # open array, read-only
-    z = open(store, mode="r")
-    assert isinstance(z, Array)
-    assert z.shape == (200,)
-    assert z.read_only
-
-    # path not found
-    with pytest.raises(ValueError):
-        open("doesnotexist", mode="r")
-
-
-def test_open_group(path_type):
-    store = tempfile.mkdtemp()
-    atexit.register(atexit_rmtree, store)
-    store = path_type(store)
-
-    # open group, create if doesn't exist
-    g = open(store, mode="a")
-    g.create_group("foo")
-    assert isinstance(g, Group)
-    assert "foo" in g
-
-    # open group, overwrite
-    g = open(store, mode="w")
-    assert isinstance(g, Group)
-    assert "foo" not in g
-
-    # open group, read-only
-    g = open(store, mode="r")
-    assert isinstance(g, Group)
-    assert g.read_only
-
-
-def test_save_errors():
-    with pytest.raises(ValueError):
-        # no arrays provided
-        save_group("data/group.zarr")
-    with pytest.raises(TypeError):
-        # no array provided
-        save_array("data/group.zarr")
-    with pytest.raises(ValueError):
-        # no arrays provided
-        save("data/group.zarr")
-
-
-def test_lazy_loader():
-    foo = np.arange(100)
-    bar = np.arange(100, 0, -1)
-    store = "data/group.zarr"
-    save(store, foo=foo, bar=bar)
-    loader = load(store)
-    assert "foo" in loader
-    assert "bar" in loader
-    assert "baz" not in loader
-    assert len(loader) == 2
-    assert sorted(loader) == ["bar", "foo"]
-    assert_array_equal(foo, loader["foo"])
-    assert_array_equal(bar, loader["bar"])
-    assert "LazyLoader: " in repr(loader)
-
-
-def test_load_array():
-    foo = np.arange(100)
-    bar = np.arange(100, 0, -1)
-    store = "data/group.zarr"
-    save(store, foo=foo, bar=bar)
-
-    # can also load arrays directly into a numpy array
-    for array_name in ["foo", "bar"]:
-        array_path = array_name
-        array = load(store, path=array_path)
-        assert isinstance(array, np.ndarray)
-        if array_name == "foo":
-            assert_array_equal(foo, array)
-        else:
-            assert_array_equal(bar, array)
-
-
-def test_tree():
-    g1 = zarr.group()
-    g1.create_group("foo")
-    g3 = g1.create_group("bar")
-    g3.create_group("baz")
-    g5 = g3.create_group("qux")
-    g5.create_dataset("baz", shape=100, chunks=10)
-    assert repr(zarr.tree(g1)) == repr(g1.tree())
-    assert str(zarr.tree(g1)) == str(g1.tree())
-
-
-@pytest.mark.parametrize("stores_from_path", [False, True])
-@pytest.mark.parametrize(
-    "with_chunk_store,listable",
-    [(False, True), (True, True), (False, False)],
-    ids=["default-listable", "with_chunk_store-listable", "default-unlistable"],
-)
-def test_consolidate_metadata(with_chunk_store, listable, monkeypatch, stores_from_path):
-    # setup initial data
-    if stores_from_path:
-        store = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, store)
-        if with_chunk_store:
-            chunk_store = tempfile.mkdtemp()
-            atexit.register(atexit_rmtree, chunk_store)
-        else:
-            chunk_store = None
-    else:
-        store = MemoryStore()
-        chunk_store = MemoryStore() if with_chunk_store else None
-    path = None
-    z = group(store, chunk_store=chunk_store, path=path)
-
-    # Reload the actual store implementation in case str
-    store_to_copy = z.store
-
-    z.create_group("g1")
-    g2 = z.create_group("g2")
-    g2.attrs["hello"] = "world"
-    arr = g2.create_dataset("arr", shape=(20, 20), chunks=(5, 5), dtype="f8")
-    assert 16 == arr.nchunks
-    assert 0 == arr.nchunks_initialized
-    arr.attrs["data"] = 1
-    arr[:] = 1.0
-    assert 16 == arr.nchunks_initialized
-
-    if stores_from_path:
-        # get the actual store class for use with consolidate_metadata
-        store_class = z._store
-    else:
-        store_class = store
-
-    # perform consolidation
-    out = consolidate_metadata(store_class, path=path)
-    assert isinstance(out, Group)
-    assert ["g1", "g2"] == list(out)
-    if not stores_from_path:
-        assert isinstance(out._store, ConsolidatedMetadataStore)
-        assert ".zmetadata" in store
-        meta_keys = [
-            ".zgroup",
-            "g1/.zgroup",
-            "g2/.zgroup",
-            "g2/.zattrs",
-            "g2/arr/.zarray",
-            "g2/arr/.zattrs",
-        ]
-
-        for key in meta_keys:
-            del store[key]
-
-    # https://github.com/zarr-developers/zarr-python/issues/993
-    # Make sure we can still open consolidated on an unlistable store:
-    if not listable:
-        fs_memory = pytest.importorskip("fsspec.implementations.memory")
-        monkeypatch.setattr(fs_memory.MemoryFileSystem, "isdir", lambda x, y: False)
-        monkeypatch.delattr(fs_memory.MemoryFileSystem, "ls")
-        fs = fs_memory.MemoryFileSystem()
-        store_to_open = FSStore("", fs=fs)
-        # copy original store to new unlistable store
-        store_to_open.update(store_to_copy)
-
-    else:
-        store_to_open = store
-
-    # open consolidated
-    z2 = open_consolidated(store_to_open, chunk_store=chunk_store, path=path)
-    assert ["g1", "g2"] == list(z2)
-    assert "world" == z2.g2.attrs["hello"]
-    assert 1 == z2.g2.arr.attrs["data"]
-    assert (z2.g2.arr[:] == 1.0).all()
-    assert 16 == z2.g2.arr.nchunks
-    if listable:
-        assert 16 == z2.g2.arr.nchunks_initialized
-    else:
-        with pytest.raises(NotImplementedError):
-            _ = z2.g2.arr.nchunks_initialized
-
-    if stores_from_path:
-        # path string is note a BaseStore subclass so cannot be used to
-        # initialize a ConsolidatedMetadataStore.
-
-        with pytest.raises(ValueError):
-            cmd = ConsolidatedMetadataStore(store)
-    else:
-        # tests del/write on the store
-
-        cmd = ConsolidatedMetadataStore(store)
-        with pytest.raises(PermissionError):
-            del cmd[".zgroup"]
-        with pytest.raises(PermissionError):
-            cmd[".zgroup"] = None
-
-        # test getsize on the store
-        assert isinstance(getsize(cmd), Integral)
-
-    # test new metadata are not writeable
-    with pytest.raises(PermissionError):
-        z2.create_group("g3")
-    with pytest.raises(PermissionError):
-        z2.create_dataset("spam", shape=42, chunks=7, dtype="i4")
-    with pytest.raises(PermissionError):
-        del z2["g2"]
-
-    # test consolidated metadata are not writeable
-    with pytest.raises(PermissionError):
-        z2.g2.attrs["hello"] = "universe"
-    with pytest.raises(PermissionError):
-        z2.g2.arr.attrs["foo"] = "bar"
-
-    # test the data are writeable
-    z2.g2.arr[:] = 2
-    assert (z2.g2.arr[:] == 2).all()
-
-    # test invalid modes
-    with pytest.raises(ValueError):
-        open_consolidated(store, chunk_store=chunk_store, mode="a", path=path)
-    with pytest.raises(ValueError):
-        open_consolidated(store, chunk_store=chunk_store, mode="w", path=path)
-    with pytest.raises(ValueError):
-        open_consolidated(store, chunk_store=chunk_store, mode="w-", path=path)
-
-    # make sure keyword arguments are passed through without error
-    open_consolidated(
-        store,
-        chunk_store=chunk_store,
-        path=path,
-        cache_attrs=True,
-        synchronizer=None,
-    )
-
-
-@pytest.mark.parametrize(
-    "options",
-    (
-        {"dimension_separator": "/"},
-        {"dimension_separator": "."},
-        {"dimension_separator": None},
-    ),
-)
-def test_save_array_separator(tmpdir, options):
-    data = np.arange(6).reshape((3, 2))
-    url = tmpdir.join("test.zarr")
-    save_array(url, data, **options)
-
-
-class TestCopyStore(unittest.TestCase):
-    _version = 2
-
-    def setUp(self):
-        source = dict()
-        source["foo"] = b"xxx"
-        source["bar/baz"] = b"yyy"
-        source["bar/qux"] = b"zzz"
-        self.source = source
-
-    def _get_dest_store(self):
-        return dict()
-
-    def test_no_paths(self):
-        source = self.source
-        dest = self._get_dest_store()
-        copy_store(source, dest)
-        assert len(source) == len(dest)
-        for key in source:
-            assert source[key] == dest[key]
-
-    def test_source_path(self):
-        source = self.source
-        # paths should be normalized
-        for source_path in "bar", "bar/", "/bar", "/bar/":
-            dest = self._get_dest_store()
-            copy_store(source, dest, source_path=source_path)
-            assert 2 == len(dest)
-            for key in source:
-                if key.startswith("bar/"):
-                    dest_key = key.split("bar/")[1]
-                    assert source[key] == dest[dest_key]
-                else:
-                    assert key not in dest
-
-    def test_dest_path(self):
-        source = self.source
-        # paths should be normalized
-        for dest_path in "new", "new/", "/new", "/new/":
-            dest = self._get_dest_store()
-            copy_store(source, dest, dest_path=dest_path)
-            assert len(source) == len(dest)
-            for key in source:
-                if self._version == 3:
-                    dest_key = key[:10] + "new/" + key[10:]
-                else:
-                    dest_key = "new/" + key
-                assert source[key] == dest[dest_key]
-
-    def test_source_dest_path(self):
-        source = self.source
-        # paths should be normalized
-        for source_path in "bar", "bar/", "/bar", "/bar/":
-            for dest_path in "new", "new/", "/new", "/new/":
-                dest = self._get_dest_store()
-                copy_store(source, dest, source_path=source_path, dest_path=dest_path)
-                assert 2 == len(dest)
-                for key in source:
-                    if key.startswith("bar/"):
-                        dest_key = "new/" + key.split("bar/")[1]
-                        assert source[key] == dest[dest_key]
-                    else:
-                        assert key not in dest
-                        assert ("new/" + key) not in dest
-
-    def test_excludes_includes(self):
-        source = self.source
-
-        # single excludes
-        dest = self._get_dest_store()
-        excludes = "f.*"
-        copy_store(source, dest, excludes=excludes)
-        assert len(dest) == 2
-
-        root = ""
-        assert root + "foo" not in dest
-
-        # multiple excludes
-        dest = self._get_dest_store()
-        excludes = "b.z", ".*x"
-        copy_store(source, dest, excludes=excludes)
-        assert len(dest) == 1
-        assert root + "foo" in dest
-        assert root + "bar/baz" not in dest
-        assert root + "bar/qux" not in dest
-
-        # excludes and includes
-        dest = self._get_dest_store()
-        excludes = "b.*"
-        includes = ".*x"
-        copy_store(source, dest, excludes=excludes, includes=includes)
-        assert len(dest) == 2
-        assert root + "foo" in dest
-        assert root + "bar/baz" not in dest
-        assert root + "bar/qux" in dest
-
-    def test_dry_run(self):
-        source = self.source
-        dest = self._get_dest_store()
-        copy_store(source, dest, dry_run=True)
-        assert 0 == len(dest)
-
-    def test_if_exists(self):
-        source = self.source
-        dest = self._get_dest_store()
-        root = ""
-        dest[root + "bar/baz"] = b"mmm"
-
-        # default ('raise')
-        with pytest.raises(CopyError):
-            copy_store(source, dest)
-
-        # explicit 'raise'
-        with pytest.raises(CopyError):
-            copy_store(source, dest, if_exists="raise")
-
-        # skip
-        copy_store(source, dest, if_exists="skip")
-        assert 3 == len(dest)
-        assert dest[root + "foo"] == b"xxx"
-        assert dest[root + "bar/baz"] == b"mmm"
-        assert dest[root + "bar/qux"] == b"zzz"
-
-        # replace
-        copy_store(source, dest, if_exists="replace")
-        assert 3 == len(dest)
-        assert dest[root + "foo"] == b"xxx"
-        assert dest[root + "bar/baz"] == b"yyy"
-        assert dest[root + "bar/qux"] == b"zzz"
-
-        # invalid option
-        with pytest.raises(ValueError):
-            copy_store(source, dest, if_exists="foobar")
-
-
-def check_copied_array(original, copied, without_attrs=False, expect_props=None):
-    # setup
-    source_h5py = original.__module__.startswith("h5py.")
-    dest_h5py = copied.__module__.startswith("h5py.")
-    zarr_to_zarr = not (source_h5py or dest_h5py)
-    h5py_to_h5py = source_h5py and dest_h5py
-    zarr_to_h5py = not source_h5py and dest_h5py
-    h5py_to_zarr = source_h5py and not dest_h5py
-    if expect_props is None:
-        expect_props = dict()
-    else:
-        expect_props = expect_props.copy()
-
-    # common properties in zarr and h5py
-    for p in "dtype", "shape", "chunks":
-        expect_props.setdefault(p, getattr(original, p))
-
-    # zarr-specific properties
-    if zarr_to_zarr:
-        for p in "compressor", "filters", "order", "fill_value":
-            expect_props.setdefault(p, getattr(original, p))
-
-    # h5py-specific properties
-    if h5py_to_h5py:
-        for p in (
-            "maxshape",
-            "compression",
-            "compression_opts",
-            "shuffle",
-            "scaleoffset",
-            "fletcher32",
-            "fillvalue",
-        ):
-            expect_props.setdefault(p, getattr(original, p))
-
-    # common properties with some name differences
-    if h5py_to_zarr:
-        expect_props.setdefault("fill_value", original.fillvalue)
-    if zarr_to_h5py:
-        expect_props.setdefault("fillvalue", original.fill_value)
-
-    # compare properties
-    for k, v in expect_props.items():
-        assert v == getattr(copied, k)
-
-    # compare data
-    assert_array_equal(original[:], copied[:])
-
-    # compare attrs
-    if without_attrs:
-        for k in original.attrs.keys():
-            assert k not in copied.attrs
-    else:
-        if dest_h5py and "filters" in original.attrs:
-            # special case in v3 (storing filters metadata under attributes)
-            # we explicitly do not copy this info over to HDF5
-            original_attrs = original.attrs.asdict().copy()
-            original_attrs.pop("filters")
-        else:
-            original_attrs = original.attrs
-        assert sorted(original_attrs.items()) == sorted(copied.attrs.items())
-
-
-def check_copied_group(original, copied, without_attrs=False, expect_props=None, shallow=False):
-    # setup
-    if expect_props is None:
-        expect_props = dict()
-    else:
-        expect_props = expect_props.copy()
-
-    # compare children
-    for k, v in original.items():
-        if hasattr(v, "shape"):
-            assert k in copied
-            check_copied_array(v, copied[k], without_attrs=without_attrs, expect_props=expect_props)
-        elif shallow:
-            assert k not in copied
-        else:
-            assert k in copied
-            check_copied_group(
-                v,
-                copied[k],
-                without_attrs=without_attrs,
-                shallow=shallow,
-                expect_props=expect_props,
-            )
-
-    # compare attrs
-    if without_attrs:
-        for k in original.attrs.keys():
-            assert k not in copied.attrs
-    else:
-        assert sorted(original.attrs.items()) == sorted(copied.attrs.items())
-
-
-def test_copy_all():
-    """
-    https://github.com/zarr-developers/zarr-python/issues/269
-
-    copy_all used to not copy attributes as `.keys()` does not return hidden `.zattrs`.
-
-    """
-    original_group = zarr.group(store=MemoryStore(), overwrite=True)
-    original_group.attrs["info"] = "group attrs"
-    original_subgroup = original_group.create_group("subgroup")
-    original_subgroup.attrs["info"] = "sub attrs"
-
-    destination_group = zarr.group(store=MemoryStore(), overwrite=True)
-
-    # copy from memory to directory store
-    copy_all(
-        original_group,
-        destination_group,
-        dry_run=False,
-    )
-
-    assert "subgroup" in destination_group
-    assert destination_group.attrs["info"] == "group attrs"
-    assert destination_group.subgroup.attrs["info"] == "sub attrs"
-
-
-class TestCopy:
-    @pytest.fixture(params=[False, True], ids=["zarr", "hdf5"])
-    def source(self, request, tmpdir):
-        def prep_source(source):
-            foo = source.create_group("foo")
-            foo.attrs["experiment"] = "weird science"
-            baz = foo.create_dataset("bar/baz", data=np.arange(100), chunks=(50,))
-            baz.attrs["units"] = "metres"
-            if request.param:
-                extra_kws = dict(
-                    compression="gzip",
-                    compression_opts=3,
-                    fillvalue=84,
-                    shuffle=True,
-                    fletcher32=True,
-                )
-            else:
-                extra_kws = dict(compressor=Zlib(3), order="F", fill_value=42, filters=[Adler32()])
-            source.create_dataset(
-                "spam",
-                data=np.arange(100, 200).reshape(20, 5),
-                chunks=(10, 2),
-                dtype="i2",
-                **extra_kws,
-            )
-            return source
-
-        if request.param:
-            h5py = pytest.importorskip("h5py")
-            fn = tmpdir.join("source.h5")
-            with h5py.File(str(fn), mode="w") as h5f:
-                yield prep_source(h5f)
-        else:
-            yield prep_source(group())
-
-    @pytest.fixture(params=[False, True], ids=["zarr", "hdf5"])
-    def dest(self, request, tmpdir):
-        if request.param:
-            h5py = pytest.importorskip("h5py")
-            fn = tmpdir.join("dest.h5")
-            with h5py.File(str(fn), mode="w") as h5f:
-                yield h5f
-        else:
-            yield group()
-
-    def test_copy_array(self, source, dest):
-        # copy array with default options
-        copy(source["foo/bar/baz"], dest)
-        check_copied_array(source["foo/bar/baz"], dest["baz"])
-        copy(source["spam"], dest)
-        check_copied_array(source["spam"], dest["spam"])
-
-    def test_copy_bad_dest(self, source, dest):
-        # try to copy to an array, dest must be a group
-        dest = dest.create_dataset("eggs", shape=(100,))
-        with pytest.raises(ValueError):
-            copy(source["foo/bar/baz"], dest)
-
-    def test_copy_array_name(self, source, dest):
-        # copy array with name
-        copy(source["foo/bar/baz"], dest, name="qux")
-        assert "baz" not in dest
-        check_copied_array(source["foo/bar/baz"], dest["qux"])
-
-    def test_copy_array_create_options(self, source, dest):
-        dest_h5py = dest.__module__.startswith("h5py.")
-
-        # copy array, provide creation options
-        compressor = Zlib(9)
-        create_kws = dict(chunks=(10,))
-        if dest_h5py:
-            create_kws.update(
-                compression="gzip", compression_opts=9, shuffle=True, fletcher32=True, fillvalue=42
-            )
-        else:
-            create_kws.update(compressor=compressor, fill_value=42, order="F", filters=[Adler32()])
-        copy(source["foo/bar/baz"], dest, without_attrs=True, **create_kws)
-        check_copied_array(
-            source["foo/bar/baz"], dest["baz"], without_attrs=True, expect_props=create_kws
-        )
-
-    def test_copy_array_exists_array(self, source, dest):
-        # copy array, dest array in the way
-        dest.create_dataset("baz", shape=(10,))
-
-        # raise
-        with pytest.raises(CopyError):
-            # should raise by default
-            copy(source["foo/bar/baz"], dest)
-        assert (10,) == dest["baz"].shape
-        with pytest.raises(CopyError):
-            copy(source["foo/bar/baz"], dest, if_exists="raise")
-        assert (10,) == dest["baz"].shape
-
-        # skip
-        copy(source["foo/bar/baz"], dest, if_exists="skip")
-        assert (10,) == dest["baz"].shape
-
-        # replace
-        copy(source["foo/bar/baz"], dest, if_exists="replace")
-        check_copied_array(source["foo/bar/baz"], dest["baz"])
-
-        # invalid option
-        with pytest.raises(ValueError):
-            copy(source["foo/bar/baz"], dest, if_exists="foobar")
-
-    def test_copy_array_exists_group(self, source, dest):
-        # copy array, dest group in the way
-        dest.create_group("baz")
-
-        # raise
-        with pytest.raises(CopyError):
-            copy(source["foo/bar/baz"], dest)
-        assert not hasattr(dest["baz"], "shape")
-        with pytest.raises(CopyError):
-            copy(source["foo/bar/baz"], dest, if_exists="raise")
-        assert not hasattr(dest["baz"], "shape")
-
-        # skip
-        copy(source["foo/bar/baz"], dest, if_exists="skip")
-        assert not hasattr(dest["baz"], "shape")
-
-        # replace
-        copy(source["foo/bar/baz"], dest, if_exists="replace")
-        check_copied_array(source["foo/bar/baz"], dest["baz"])
-
-    def test_copy_array_skip_initialized(self, source, dest):
-        dest_h5py = dest.__module__.startswith("h5py.")
-
-        dest.create_dataset("baz", shape=(100,), chunks=(10,), dtype="i8")
-        assert not np.all(source["foo/bar/baz"][:] == dest["baz"][:])
-
-        if dest_h5py:
-            with pytest.raises(ValueError):
-                # not available with copy to h5py
-                copy(source["foo/bar/baz"], dest, if_exists="skip_initialized")
-
-        else:
-            # copy array, dest array exists but not yet initialized
-            copy(source["foo/bar/baz"], dest, if_exists="skip_initialized")
-            check_copied_array(source["foo/bar/baz"], dest["baz"])
-
-            # copy array, dest array exists and initialized, will be skipped
-            dest["baz"][:] = np.arange(100, 200)
-            copy(source["foo/bar/baz"], dest, if_exists="skip_initialized")
-            assert_array_equal(np.arange(100, 200), dest["baz"][:])
-            assert not np.all(source["foo/bar/baz"][:] == dest["baz"][:])
-
-    def test_copy_group(self, source, dest):
-        # copy group, default options
-        copy(source["foo"], dest)
-        check_copied_group(source["foo"], dest["foo"])
-
-    def test_copy_group_no_name(self, source, dest):
-        with pytest.raises(TypeError):
-            # need a name if copy root
-            copy(source, dest)
-
-        copy(source, dest, name="root")
-        check_copied_group(source, dest["root"])
-
-    def test_copy_group_options(self, source, dest):
-        # copy group, non-default options
-        copy(source["foo"], dest, name="qux", without_attrs=True)
-        assert "foo" not in dest
-        check_copied_group(source["foo"], dest["qux"], without_attrs=True)
-
-    def test_copy_group_shallow(self, source, dest):
-        # copy group, shallow
-        copy(source, dest, name="eggs", shallow=True)
-        check_copied_group(source, dest["eggs"], shallow=True)
-
-    def test_copy_group_exists_group(self, source, dest):
-        # copy group, dest groups exist
-        dest.create_group("foo/bar")
-        copy(source["foo"], dest)
-        check_copied_group(source["foo"], dest["foo"])
-
-    def test_copy_group_exists_array(self, source, dest):
-        # copy group, dest array in the way
-        dest.create_dataset("foo/bar", shape=(10,))
-
-        # raise
-        with pytest.raises(CopyError):
-            copy(source["foo"], dest)
-        assert dest["foo/bar"].shape == (10,)
-        with pytest.raises(CopyError):
-            copy(source["foo"], dest, if_exists="raise")
-        assert dest["foo/bar"].shape == (10,)
-
-        # skip
-        copy(source["foo"], dest, if_exists="skip")
-        assert dest["foo/bar"].shape == (10,)
-
-        # replace
-        copy(source["foo"], dest, if_exists="replace")
-        check_copied_group(source["foo"], dest["foo"])
-
-    def test_copy_group_dry_run(self, source, dest):
-        # dry run, empty destination
-        n_copied, n_skipped, n_bytes_copied = copy(
-            source["foo"], dest, dry_run=True, return_stats=True
-        )
-        assert 0 == len(dest)
-        assert 3 == n_copied
-        assert 0 == n_skipped
-        assert 0 == n_bytes_copied
-
-        # dry run, array exists in destination
-        baz = np.arange(100, 200)
-        dest.create_dataset("foo/bar/baz", data=baz)
-        assert not np.all(source["foo/bar/baz"][:] == dest["foo/bar/baz"][:])
-        assert 1 == len(dest)
-
-        # raise
-        with pytest.raises(CopyError):
-            copy(source["foo"], dest, dry_run=True)
-        assert 1 == len(dest)
-
-        # skip
-        n_copied, n_skipped, n_bytes_copied = copy(
-            source["foo"], dest, dry_run=True, if_exists="skip", return_stats=True
-        )
-        assert 1 == len(dest)
-        assert 2 == n_copied
-        assert 1 == n_skipped
-        assert 0 == n_bytes_copied
-        assert_array_equal(baz, dest["foo/bar/baz"])
-
-        # replace
-        n_copied, n_skipped, n_bytes_copied = copy(
-            source["foo"], dest, dry_run=True, if_exists="replace", return_stats=True
-        )
-        assert 1 == len(dest)
-        assert 3 == n_copied
-        assert 0 == n_skipped
-        assert 0 == n_bytes_copied
-        assert_array_equal(baz, dest["foo/bar/baz"])
-
-    def test_logging(self, source, dest, tmpdir):
-        # callable log
-        copy(source["foo"], dest, dry_run=True, log=print)
-
-        # file name
-        fn = str(tmpdir.join("log_name"))
-        copy(source["foo"], dest, dry_run=True, log=fn)
-
-        # file
-        with tmpdir.join("log_file").open(mode="w") as f:
-            copy(source["foo"], dest, dry_run=True, log=f)
-
-        # bad option
-        with pytest.raises(TypeError):
-            copy(source["foo"], dest, dry_run=True, log=True)
diff --git a/tests/v2/test_core.py b/tests/v2/test_core.py
deleted file mode 100644
index f053725b95..0000000000
--- a/tests/v2/test_core.py
+++ /dev/null
@@ -1,2510 +0,0 @@
-import atexit
-import os
-import sys
-import pickle
-import shutil
-from typing import Any, Literal, Optional, Tuple, Union
-import unittest
-from itertools import zip_longest
-from tempfile import mkdtemp
-import numpy as np
-import packaging.version
-import pytest
-from numcodecs import (
-    BZ2,
-    JSON,
-    LZ4,
-    Blosc,
-    Categorize,
-    Delta,
-    FixedScaleOffset,
-    GZip,
-    MsgPack,
-    Pickle,
-    VLenArray,
-    VLenBytes,
-    VLenUTF8,
-    Zlib,
-)
-from numcodecs.compat import ensure_bytes, ensure_ndarray
-from numcodecs.tests.common import greetings
-from numpy.testing import assert_array_almost_equal, assert_array_equal
-
-import zarr.v2
-from zarr.v2._storage.store import (
-    BaseStore,
-)
-
-from zarr.v2.core import Array
-from zarr.v2.meta import json_loads
-from zarr.v2.n5 import N5Store, N5FSStore, n5_keywords
-from zarr.v2.storage import (
-    ABSStore,
-    DBMStore,
-    DirectoryStore,
-    FSStore,
-    KVStore,
-    LMDBStore,
-    LRUStoreCache,
-    NestedDirectoryStore,
-    SQLiteStore,
-    atexit_rmglob,
-    atexit_rmtree,
-    init_array,
-    init_group,
-    normalize_store_arg,
-)
-
-from zarr.v2.util import buffer_size
-from .util import abs_container, skip_test_env_var, have_fsspec, mktemp
-
-# noinspection PyMethodMayBeStatic
-
-
-class TestArray:
-    root = ""
-    path = ""
-    compressor = Zlib(level=1)
-    filters = None
-    dimension_separator: Literal["/", ".", None] = None
-    cache_metadata = True
-    cache_attrs = True
-    partial_decompress: bool = False
-    write_empty_chunks = True
-    read_only = False
-    storage_transformers: Tuple[Any, ...] = ()
-
-    def create_store(self) -> BaseStore:
-        return KVStore(dict())
-
-    # used by child classes
-    def create_chunk_store(self) -> Optional[BaseStore]:
-        return None
-
-    def create_storage_transformers(self, shape: Union[int, Tuple[int, ...]]) -> Tuple[Any, ...]:
-        return ()
-
-    def create_filters(self, dtype: Optional[str]) -> Tuple[Any, ...]:
-        return ()
-
-    def create_array(self, shape: Union[int, Tuple[int, ...]], **kwargs):
-        store = self.create_store()
-        chunk_store = self.create_chunk_store()
-        # keyword arguments for array initialization
-        init_array_kwargs = {
-            "path": kwargs.pop("path", self.path),
-            "compressor": kwargs.pop("compressor", self.compressor),
-            "chunk_store": chunk_store,
-            "storage_transformers": self.create_storage_transformers(shape),
-            "filters": kwargs.pop("filters", self.create_filters(kwargs.get("dtype", None))),
-        }
-
-        # keyword arguments for array instantiation
-        access_array_kwargs = {
-            "path": init_array_kwargs["path"],
-            "read_only": kwargs.pop("read_only", self.read_only),
-            "chunk_store": chunk_store,
-            "cache_metadata": kwargs.pop("cache_metadata", self.cache_metadata),
-            "cache_attrs": kwargs.pop("cache_attrs", self.cache_attrs),
-            "partial_decompress": kwargs.pop("partial_decompress", self.partial_decompress),
-            "write_empty_chunks": kwargs.pop("write_empty_chunks", self.write_empty_chunks),
-        }
-
-        init_array(store, shape, **{**init_array_kwargs, **kwargs})
-
-        return Array(store, **access_array_kwargs)
-
-    def test_array_init(self):
-        # normal initialization
-        store = self.create_store()
-        init_array(store, shape=100, chunks=10, dtype="<f8")
-        a = Array(store)
-        assert isinstance(a, Array)
-        assert (100,) == a.shape
-        assert (10,) == a.chunks
-        assert "" == a.path
-        assert a.name is None
-        assert a.basename is None
-        assert a.store == normalize_store_arg(store)
-        store.close()
-
-        # initialize at path
-        store = self.create_store()
-        init_array(store, shape=100, chunks=10, path="foo/bar", dtype="<f8")
-        a = Array(store, path="foo/bar")
-        assert isinstance(a, Array)
-        assert (100,) == a.shape
-        assert (10,) == a.chunks
-        assert "foo/bar" == a.path
-        assert "/foo/bar" == a.name
-        assert "bar" == a.basename
-        assert a.store == normalize_store_arg(store)
-
-        # store not initialized
-        store = self.create_store()
-        with pytest.raises(ValueError):
-            Array(store)
-
-        # group is in the way
-        store = self.create_store()
-        init_group(store, path="baz")
-        with pytest.raises(ValueError):
-            Array(store, path="baz")
-
-    def test_store_has_text_keys(self):
-        # Initialize array
-        np.random.seed(42)
-        z = self.create_array(shape=(1050,), chunks=100, dtype="f8", compressor=[])
-        z[:] = np.random.random(z.shape)
-
-        expected_type = str
-
-        for k in z.chunk_store.keys():
-            if not isinstance(k, expected_type):  # pragma: no cover
-                pytest.fail("Non-text key: %s" % repr(k))
-
-        z.store.close()
-
-    def test_store_has_binary_values(self):
-        # Initialize array
-        np.random.seed(42)
-        z = self.create_array(shape=(1050,), chunks=100, dtype="f8", compressor=[])
-        z[:] = np.random.random(z.shape)
-
-        for v in z.chunk_store.values():
-            try:
-                ensure_ndarray(v)
-            except TypeError:  # pragma: no cover
-                pytest.fail("Non-bytes-like value: %s" % repr(v))
-
-        z.store.close()
-
-    def test_store_has_bytes_values(self):
-        # Test that many stores do hold bytes values.
-        # Though this is not a strict requirement.
-        # Should be disabled by any stores that fail this as needed.
-
-        # Initialize array
-        np.random.seed(42)
-        z = self.create_array(shape=(1050,), chunks=100, dtype="f8", compressor=[])
-        z[:] = np.random.random(z.shape)
-
-        # Check in-memory array only contains `bytes`
-        assert all(isinstance(v, bytes) for v in z.chunk_store.values())
-
-        z.store.close()
-
-    def test_nbytes_stored(self):
-        # dict as store
-        z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
-        assert expect_nbytes_stored == z.nbytes_stored
-        z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
-        assert expect_nbytes_stored == z.nbytes_stored
-
-        # mess with store
-        try:
-            z.store[z._key_prefix + "foo"] = list(range(10))
-            assert -1 == z.nbytes_stored
-        except TypeError:
-            pass
-
-        z.store.close()
-
-    # noinspection PyStatementEffect
-    def test_array_1d(self):
-        a = np.arange(1050)
-        z = self.create_array(shape=a.shape, chunks=100, dtype=a.dtype)
-
-        # check properties
-        assert len(a) == len(z)
-        assert a.ndim == z.ndim
-        assert a.shape == z.shape
-        assert a.dtype == z.dtype
-        assert (100,) == z.chunks
-        assert a.nbytes == z.nbytes
-        assert 11 == z.nchunks
-        assert 0 == z.nchunks_initialized
-        assert (11,) == z.cdata_shape
-
-        # check empty
-        b = z[:]
-        assert isinstance(b, np.ndarray)
-        assert a.shape == b.shape
-        assert a.dtype == b.dtype
-
-        # check attributes
-        z.attrs["foo"] = "bar"
-        assert "bar" == z.attrs["foo"]
-
-        # set data
-        z[:] = a
-
-        # check properties
-        assert a.nbytes == z.nbytes
-        assert 11 == z.nchunks
-        assert 11 == z.nchunks_initialized
-
-        # check slicing
-        assert_array_equal(a, np.array(z))
-        assert_array_equal(a, z[:])
-        assert_array_equal(a, z[...])
-        # noinspection PyTypeChecker
-        assert_array_equal(a, z[slice(None)])
-        assert_array_equal(a[:10], z[:10])
-        assert_array_equal(a[10:20], z[10:20])
-        assert_array_equal(a[-10:], z[-10:])
-        assert_array_equal(a[:10, ...], z[:10, ...])
-        assert_array_equal(a[10:20, ...], z[10:20, ...])
-        assert_array_equal(a[-10:, ...], z[-10:, ...])
-        assert_array_equal(a[..., :10], z[..., :10])
-        assert_array_equal(a[..., 10:20], z[..., 10:20])
-        assert_array_equal(a[..., -10:], z[..., -10:])
-        # ...across chunk boundaries...
-        assert_array_equal(a[:110], z[:110])
-        assert_array_equal(a[190:310], z[190:310])
-        assert_array_equal(a[-110:], z[-110:])
-        # single item
-        assert a[0] == z[0]
-        assert a[-1] == z[-1]
-        # unusual integer items
-        assert a[42] == z[np.int64(42)]
-        assert a[42] == z[np.int32(42)]
-        assert a[42] == z[np.uint64(42)]
-        assert a[42] == z[np.uint32(42)]
-        # too many indices
-        with pytest.raises(IndexError):
-            z[:, :]
-        with pytest.raises(IndexError):
-            z[0, :]
-        with pytest.raises(IndexError):
-            z[:, 0]
-        with pytest.raises(IndexError):
-            z[0, 0]
-        # only single ellipsis allowed
-        with pytest.raises(IndexError):
-            z[..., ...]
-
-        # check partial assignment
-        b = np.arange(1e5, 2e5)
-        z[190:310] = b[190:310]
-        assert_array_equal(a[:190], z[:190])
-        assert_array_equal(b[190:310], z[190:310])
-        assert_array_equal(a[310:], z[310:])
-
-        z.store.close()
-
-    def test_array_1d_fill_value(self):
-        for fill_value in -1, 0, 1, 10:
-            a = np.arange(1050)
-            f = np.empty_like(a)
-            f.fill(fill_value)
-            z = self.create_array(shape=a.shape, chunks=100, dtype=a.dtype, fill_value=fill_value)
-            z[190:310] = a[190:310]
-
-            assert_array_equal(f[:190], z[:190])
-            assert_array_equal(a[190:310], z[190:310])
-            assert_array_equal(f[310:], z[310:])
-
-            z.store.close()
-
-    def test_array_1d_set_scalar(self):
-        # test setting the contents of an array with a scalar value
-
-        # setup
-        a = np.zeros(100)
-        z = self.create_array(shape=a.shape, chunks=10, dtype=a.dtype)
-        z[:] = a
-        assert_array_equal(a, z[:])
-
-        for value in -1, 0, 1, 10:
-            a[15:35] = value
-            z[15:35] = value
-            assert_array_equal(a, z[:])
-            a[:] = value
-            z[:] = value
-            assert_array_equal(a, z[:])
-
-        z.store.close()
-
-    def test_array_1d_selections(self):
-        # light test here, full tests in test_indexing
-
-        # setup
-        a = np.arange(1050)
-        z = self.create_array(shape=a.shape, chunks=100, dtype=a.dtype)
-        z[:] = a
-
-        # get
-        assert_array_equal(a[50:150], z.get_orthogonal_selection(slice(50, 150)))
-        assert_array_equal(a[50:150], z.oindex[50:150])
-        ix = [99, 100, 101]
-        bix = np.zeros_like(a, dtype=bool)
-        bix[ix] = True
-        assert_array_equal(a[ix], z.get_orthogonal_selection(ix))
-        assert_array_equal(a[ix], z.oindex[ix])
-        assert_array_equal(a[ix], z.get_coordinate_selection(ix))
-        assert_array_equal(a[ix], z.vindex[ix])
-        assert_array_equal(a[bix], z.get_mask_selection(bix))
-        assert_array_equal(a[bix], z.oindex[bix])
-        assert_array_equal(a[bix], z.vindex[bix])
-        assert_array_equal(a[200:400], z.get_block_selection(slice(2, 4)))
-        assert_array_equal(a[200:400], z.blocks[2:4])
-
-        # set
-        z.set_orthogonal_selection(slice(50, 150), 1)
-        assert_array_equal(1, z[50:150])
-        z.oindex[50:150] = 2
-        assert_array_equal(2, z[50:150])
-        z.set_orthogonal_selection(ix, 3)
-        assert_array_equal(3, z.get_coordinate_selection(ix))
-        z.oindex[ix] = 4
-        assert_array_equal(4, z.oindex[ix])
-        z.set_coordinate_selection(ix, 5)
-        assert_array_equal(5, z.get_coordinate_selection(ix))
-        z.vindex[ix] = 6
-        assert_array_equal(6, z.vindex[ix])
-        z.set_mask_selection(bix, 7)
-        assert_array_equal(7, z.get_mask_selection(bix))
-        z.vindex[bix] = 8
-        assert_array_equal(8, z.vindex[bix])
-        z.oindex[bix] = 9
-        assert_array_equal(9, z.oindex[bix])
-        z.set_block_selection(slice(2, 4), 10)
-        assert_array_equal(10, z[200:400])
-        z.blocks[2:4] = 11
-        assert_array_equal(11, z[200:400])
-        z.store.close()
-
-    # noinspection PyStatementEffect
-    def test_array_2d(self):
-        a = np.arange(10000).reshape((1000, 10))
-        z = self.create_array(shape=a.shape, chunks=(100, 2), dtype=a.dtype)
-
-        # check properties
-        assert len(a) == len(z)
-        assert a.ndim == z.ndim
-        assert a.shape == z.shape
-        assert a.dtype == z.dtype
-        assert (100, 2) == z.chunks
-        assert 0 == z.nchunks_initialized
-        assert (10, 5) == z.cdata_shape
-
-        # set data
-        z[:] = a
-
-        # check properties
-        assert a.nbytes == z.nbytes
-        assert 50 == z.nchunks_initialized
-
-        # check array-like
-        assert_array_equal(a, np.array(z))
-
-        # check slicing
-
-        # total slice
-        assert_array_equal(a, z[:])
-        assert_array_equal(a, z[...])
-        # noinspection PyTypeChecker
-        assert_array_equal(a, z[slice(None)])
-
-        # slice first dimension
-        assert_array_equal(a[:10], z[:10])
-        assert_array_equal(a[10:20], z[10:20])
-        assert_array_equal(a[-10:], z[-10:])
-        assert_array_equal(a[:10, :], z[:10, :])
-        assert_array_equal(a[10:20, :], z[10:20, :])
-        assert_array_equal(a[-10:, :], z[-10:, :])
-        assert_array_equal(a[:10, ...], z[:10, ...])
-        assert_array_equal(a[10:20, ...], z[10:20, ...])
-        assert_array_equal(a[-10:, ...], z[-10:, ...])
-        assert_array_equal(a[:10, :, ...], z[:10, :, ...])
-        assert_array_equal(a[10:20, :, ...], z[10:20, :, ...])
-        assert_array_equal(a[-10:, :, ...], z[-10:, :, ...])
-
-        # slice second dimension
-        assert_array_equal(a[:, :2], z[:, :2])
-        assert_array_equal(a[:, 2:4], z[:, 2:4])
-        assert_array_equal(a[:, -2:], z[:, -2:])
-        assert_array_equal(a[..., :2], z[..., :2])
-        assert_array_equal(a[..., 2:4], z[..., 2:4])
-        assert_array_equal(a[..., -2:], z[..., -2:])
-        assert_array_equal(a[:, ..., :2], z[:, ..., :2])
-        assert_array_equal(a[:, ..., 2:4], z[:, ..., 2:4])
-        assert_array_equal(a[:, ..., -2:], z[:, ..., -2:])
-
-        # slice both dimensions
-        assert_array_equal(a[:10, :2], z[:10, :2])
-        assert_array_equal(a[10:20, 2:4], z[10:20, 2:4])
-        assert_array_equal(a[-10:, -2:], z[-10:, -2:])
-
-        # slicing across chunk boundaries
-        assert_array_equal(a[:110], z[:110])
-        assert_array_equal(a[190:310], z[190:310])
-        assert_array_equal(a[-110:], z[-110:])
-        assert_array_equal(a[:110, :], z[:110, :])
-        assert_array_equal(a[190:310, :], z[190:310, :])
-        assert_array_equal(a[-110:, :], z[-110:, :])
-        assert_array_equal(a[:, :3], z[:, :3])
-        assert_array_equal(a[:, 3:7], z[:, 3:7])
-        assert_array_equal(a[:, -3:], z[:, -3:])
-        assert_array_equal(a[:110, :3], z[:110, :3])
-        assert_array_equal(a[190:310, 3:7], z[190:310, 3:7])
-        assert_array_equal(a[-110:, -3:], z[-110:, -3:])
-
-        # single row/col/item
-        assert_array_equal(a[0], z[0])
-        assert_array_equal(a[-1], z[-1])
-        assert_array_equal(a[:, 0], z[:, 0])
-        assert_array_equal(a[:, -1], z[:, -1])
-        assert a[0, 0] == z[0, 0]
-        assert a[-1, -1] == z[-1, -1]
-
-        # too many indices
-        with pytest.raises(IndexError):
-            z[:, :, :]
-        with pytest.raises(IndexError):
-            z[0, :, :]
-        with pytest.raises(IndexError):
-            z[:, 0, :]
-        with pytest.raises(IndexError):
-            z[:, :, 0]
-        with pytest.raises(IndexError):
-            z[0, 0, 0]
-        # only single ellipsis allowed
-        with pytest.raises(IndexError):
-            z[..., ...]
-
-        # check partial assignment
-        b = np.arange(10000, 20000).reshape((1000, 10))
-        z[190:310, 3:7] = b[190:310, 3:7]
-        assert_array_equal(a[:190], z[:190])
-        assert_array_equal(a[:, :3], z[:, :3])
-        assert_array_equal(b[190:310, 3:7], z[190:310, 3:7])
-        assert_array_equal(a[310:], z[310:])
-        assert_array_equal(a[:, 7:], z[:, 7:])
-
-        z.store.close()
-
-    def test_array_2d_edge_case(self):
-        # this fails with filters - chunks extend beyond edge of array, messes with delta
-        # filter if no fill value?
-        shape = 1000, 10
-        chunks = 300, 30
-        dtype = "i8"
-        z = self.create_array(shape=shape, dtype=dtype, chunks=chunks)
-        z[:] = 0
-        expect = np.zeros(shape, dtype=dtype)
-        actual = z[:]
-        assert_array_equal(expect, actual)
-
-        z.store.close()
-
-    def test_array_2d_partial(self):
-        z = self.create_array(shape=(1000, 10), chunks=(100, 2), dtype="i4", fill_value=0)
-
-        # check partial assignment, single row
-        c = np.arange(z.shape[1])
-        z[0, :] = c
-        with pytest.raises(ValueError):
-            # N.B., NumPy allows this, but we'll be strict for now
-            z[2:3] = c
-        with pytest.raises(ValueError):
-            # N.B., NumPy allows this, but we'll be strict for now
-            z[-1:] = c
-        z[2:3] = c[None, :]
-        z[-1:] = c[None, :]
-        assert_array_equal(c, z[0, :])
-        assert_array_equal(c, z[2, :])
-        assert_array_equal(c, z[-1, :])
-
-        # check partial assignment, single column
-        d = np.arange(z.shape[0])
-        z[:, 0] = d
-        with pytest.raises(ValueError):
-            z[:, 2:3] = d
-        with pytest.raises(ValueError):
-            z[:, -1:] = d
-        z[:, 2:3] = d[:, None]
-        z[:, -1:] = d[:, None]
-        assert_array_equal(d, z[:, 0])
-        assert_array_equal(d, z[:, 2])
-        assert_array_equal(d, z[:, -1])
-
-        # check single item assignment
-        z[0, 0] = -1
-        z[2, 2] = -1
-        z[-1, -1] = -1
-        assert -1 == z[0, 0]
-        assert -1 == z[2, 2]
-        assert -1 == z[-1, -1]
-
-        z.store.close()
-
-    def test_array_order(self):
-        # 1D
-        a = np.arange(1050)
-        for order in "C", "F":
-            z = self.create_array(shape=a.shape, chunks=100, dtype=a.dtype, order=order)
-            assert order == z.order
-            if order == "F":
-                assert z[:].flags.f_contiguous
-            else:
-                assert z[:].flags.c_contiguous
-            z[:] = a
-            assert_array_equal(a, z[:])
-
-            z.store.close()
-
-        # 2D
-        a = np.arange(10000).reshape((100, 100))
-        for order in "C", "F":
-            z = self.create_array(shape=a.shape, chunks=(10, 10), dtype=a.dtype, order=order)
-            assert order == z.order
-            if order == "F":
-                assert z[:].flags.f_contiguous
-            else:
-                assert z[:].flags.c_contiguous
-            z[:] = a
-            actual = z[:]
-            assert_array_equal(a, actual)
-
-            z.store.close()
-
-    def test_setitem_data_not_shared(self):
-        # check that data don't end up being shared with another array
-        # https://github.com/alimanfoo/zarr/issues/79
-        z = self.create_array(shape=20, chunks=10, dtype="i4")
-        a = np.arange(20, dtype="i4")
-        z[:] = a
-        assert_array_equal(z[:], np.arange(20, dtype="i4"))
-        a[:] = 0
-        assert_array_equal(z[:], np.arange(20, dtype="i4"))
-        z.store.close()
-
-    def expected(self):
-        return [
-            "063b02ff8d9d3bab6da932ad5828b506ef0a6578",
-            "f97b84dc9ffac807415f750100108764e837bb82",
-            "c7190ad2bea1e9d2e73eaa2d3ca9187be1ead261",
-            "14470724dca6c1837edddedc490571b6a7f270bc",
-            "2a1046dd99b914459b3e86be9dde05027a07d209",
-        ]
-
-    def test_hexdigest(self):
-        found = []
-
-        # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
-        found.append(z.hexdigest())
-        z.store.close()
-
-        # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<f4")
-        found.append(z.hexdigest())
-        z.store.close()
-
-        # Check basic 2-D array
-        z = self.create_array(
-            shape=(
-                20,
-                35,
-            ),
-            chunks=10,
-            dtype="<i4",
-        )
-        found.append(z.hexdigest())
-        z.store.close()
-
-        # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
-        z[200:400] = np.arange(200, 400, dtype="i4")
-        found.append(z.hexdigest())
-        z.store.close()
-
-        # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
-        z.attrs["foo"] = "bar"
-        found.append(z.hexdigest())
-        z.store.close()
-
-        assert self.expected() == found
-
-    def test_resize_1d(self):
-        z = self.create_array(shape=105, chunks=10, dtype="i4", fill_value=0)
-        a = np.arange(105, dtype="i4")
-        z[:] = a
-        assert (105,) == z.shape
-        assert (105,) == z[:].shape
-        assert np.dtype("i4") == z.dtype
-        assert np.dtype("i4") == z[:].dtype
-        assert (10,) == z.chunks
-        assert_array_equal(a, z[:])
-
-        z.resize(205)
-        assert (205,) == z.shape
-        assert (205,) == z[:].shape
-        assert np.dtype("i4") == z.dtype
-        assert np.dtype("i4") == z[:].dtype
-        assert (10,) == z.chunks
-        assert_array_equal(a, z[:105])
-        assert_array_equal(np.zeros(100, dtype="i4"), z[105:])
-
-        z.resize(55)
-        assert (55,) == z.shape
-        assert (55,) == z[:].shape
-        assert np.dtype("i4") == z.dtype
-        assert np.dtype("i4") == z[:].dtype
-        assert (10,) == z.chunks
-        assert_array_equal(a[:55], z[:])
-
-        # via shape setter
-        z.shape = (105,)
-        assert (105,) == z.shape
-        assert (105,) == z[:].shape
-
-        z.store.close()
-
-    def test_resize_2d(self):
-        z = self.create_array(shape=(105, 105), chunks=(10, 10), dtype="i4", fill_value=0)
-        a = np.arange(105 * 105, dtype="i4").reshape((105, 105))
-        z[:] = a
-        assert (105, 105) == z.shape
-        assert (105, 105) == z[:].shape
-        assert np.dtype("i4") == z.dtype
-        assert np.dtype("i4") == z[:].dtype
-        assert (10, 10) == z.chunks
-        assert_array_equal(a, z[:])
-
-        z.resize((205, 205))
-        assert (205, 205) == z.shape
-        assert (205, 205) == z[:].shape
-        assert np.dtype("i4") == z.dtype
-        assert np.dtype("i4") == z[:].dtype
-        assert (10, 10) == z.chunks
-        assert_array_equal(a, z[:105, :105])
-        assert_array_equal(np.zeros((100, 205), dtype="i4"), z[105:, :])
-        assert_array_equal(np.zeros((205, 100), dtype="i4"), z[:, 105:])
-
-        z.resize((55, 55))
-        assert (55, 55) == z.shape
-        assert (55, 55) == z[:].shape
-        assert np.dtype("i4") == z.dtype
-        assert np.dtype("i4") == z[:].dtype
-        assert (10, 10) == z.chunks
-        assert_array_equal(a[:55, :55], z[:])
-
-        z.resize((55, 1))
-        assert (55, 1) == z.shape
-        assert (55, 1) == z[:].shape
-        assert np.dtype("i4") == z.dtype
-        assert np.dtype("i4") == z[:].dtype
-        assert (10, 10) == z.chunks
-        assert_array_equal(a[:55, :1], z[:])
-
-        z.resize((1, 55))
-        assert (1, 55) == z.shape
-        assert (1, 55) == z[:].shape
-        assert np.dtype("i4") == z.dtype
-        assert np.dtype("i4") == z[:].dtype
-        assert (10, 10) == z.chunks
-        assert_array_equal(a[:1, :10], z[:, :10])
-        assert_array_equal(np.zeros((1, 55 - 10), dtype="i4"), z[:, 10:55])
-
-        # via shape setter
-        z.shape = (105, 105)
-        assert (105, 105) == z.shape
-        assert (105, 105) == z[:].shape
-
-        z.store.close()
-
-        # checks that resizing preserves metadata
-        if self.dimension_separator == "/":
-            z_ = zarr.v2.open(z.store)
-            if hasattr(z_, "dimension_separator"):
-                assert z_.dimension_separator == self.dimension_separator
-            z_.store.close()
-
-    def test_append_1d(self):
-        a = np.arange(105)
-        z = self.create_array(shape=a.shape, chunks=10, dtype=a.dtype)
-        z[:] = a
-        assert a.shape == z.shape
-        assert a.dtype == z.dtype
-        assert (10,) == z.chunks
-        assert_array_equal(a, z[:])
-
-        b = np.arange(105, 205)
-        e = np.append(a, b)
-        z.append(b)
-        assert e.shape == z.shape
-        assert e.dtype == z.dtype
-        assert (10,) == z.chunks
-        assert_array_equal(e, z[:])
-
-        # check append handles array-like
-        c = [1, 2, 3]
-        f = np.append(e, c)
-        z.append(c)
-        assert f.shape == z.shape
-        assert f.dtype == z.dtype
-        assert (10,) == z.chunks
-        assert_array_equal(f, z[:])
-
-        z.store.close()
-
-    def test_append_2d(self):
-        a = np.arange(105 * 105, dtype="i4").reshape((105, 105))
-        z = self.create_array(shape=a.shape, chunks=(10, 10), dtype=a.dtype)
-        z[:] = a
-        assert a.shape == z.shape
-        assert a.dtype == z.dtype
-        assert (10, 10) == z.chunks
-        actual = z[:]
-        assert_array_equal(a, actual)
-
-        b = np.arange(105 * 105, 2 * 105 * 105, dtype="i4").reshape((105, 105))
-        e = np.append(a, b, axis=0)
-        z.append(b)
-        assert e.shape == z.shape
-        assert e.dtype == z.dtype
-        assert (10, 10) == z.chunks
-        actual = z[:]
-        assert_array_equal(e, actual)
-
-        z.store.close()
-
-    def test_append_2d_axis(self):
-        a = np.arange(105 * 105, dtype="i4").reshape((105, 105))
-        z = self.create_array(shape=a.shape, chunks=(10, 10), dtype=a.dtype)
-        z[:] = a
-        assert a.shape == z.shape
-        assert a.dtype == z.dtype
-        assert (10, 10) == z.chunks
-        assert_array_equal(a, z[:])
-
-        b = np.arange(105 * 105, 2 * 105 * 105, dtype="i4").reshape((105, 105))
-        e = np.append(a, b, axis=1)
-        z.append(b, axis=1)
-        assert e.shape == z.shape
-        assert e.dtype == z.dtype
-        assert (10, 10) == z.chunks
-        assert_array_equal(e, z[:])
-
-        z.store.close()
-
-    def test_append_bad_shape(self):
-        a = np.arange(100)
-        z = self.create_array(shape=a.shape, chunks=10, dtype=a.dtype)
-        z[:] = a
-        b = a.reshape(10, 10)
-        with pytest.raises(ValueError):
-            z.append(b)
-        z.store.close()
-
-    def test_read_only(self):
-        z = self.create_array(shape=1000, chunks=100)
-        assert not z.read_only
-        z.store.close()
-
-        z = self.create_array(shape=1000, chunks=100, read_only=True)
-        assert z.read_only
-        with pytest.raises(PermissionError):
-            z[:] = 42
-        with pytest.raises(PermissionError):
-            z.resize(2000)
-        with pytest.raises(PermissionError):
-            z.append(np.arange(1000))
-        with pytest.raises(PermissionError):
-            z.set_basic_selection(Ellipsis, 42)
-        with pytest.raises(PermissionError):
-            z.set_orthogonal_selection([0, 1, 2], 42)
-        with pytest.raises(PermissionError):
-            z.oindex[[0, 1, 2]] = 42
-        with pytest.raises(PermissionError):
-            z.set_coordinate_selection([0, 1, 2], 42)
-        with pytest.raises(PermissionError):
-            z.vindex[[0, 1, 2]] = 42
-        with pytest.raises(PermissionError):
-            z.blocks[...] = 42
-        with pytest.raises(PermissionError):
-            z.set_mask_selection(np.ones(z.shape, dtype=bool), 42)
-
-        z.store.close()
-
-    def test_pickle(self):
-        # setup array
-        z = self.create_array(
-            shape=1000, chunks=100, dtype=int, cache_metadata=False, cache_attrs=False
-        )
-        shape = z.shape
-        chunks = z.chunks
-        dtype = z.dtype
-        compressor_config = None
-        if z.compressor:
-            compressor_config = z.compressor.get_config()
-        fill_value = z.fill_value
-        cache_metadata = z._cache_metadata
-        attrs_cache = z.attrs.cache
-        a = np.random.randint(0, 1000, 1000)
-        z[:] = a
-        # round trip through pickle
-        dump = pickle.dumps(z)
-        # some stores cannot be opened twice at the same time, need to close
-        # store before can round-trip through pickle
-        z.store.close()
-        z2 = pickle.loads(dump)
-
-        # verify
-        assert shape == z2.shape
-        assert chunks == z2.chunks
-        assert dtype == z2.dtype
-        if z2.compressor:
-            assert compressor_config == z2.compressor.get_config()
-        assert fill_value == z2.fill_value
-        assert cache_metadata == z2._cache_metadata
-        assert attrs_cache == z2.attrs.cache
-        assert_array_equal(a, z2[:])
-
-        z2.store.close()
-
-    def test_np_ufuncs(self):
-        z = self.create_array(shape=(100, 100), chunks=(10, 10))
-        a = np.arange(10000).reshape(100, 100)
-        z[:] = a
-
-        assert np.sum(a) == np.sum(z)
-        assert_array_equal(np.sum(a, axis=0), np.sum(z, axis=0))
-        assert np.mean(a) == np.mean(z)
-        assert_array_equal(np.mean(a, axis=1), np.mean(z, axis=1))
-        condition = np.random.randint(0, 2, size=100, dtype=bool)
-        assert_array_equal(np.compress(condition, a, axis=0), np.compress(condition, z, axis=0))
-        indices = np.random.choice(100, size=50, replace=True)
-        assert_array_equal(np.take(a, indices, axis=1), np.take(z, indices, axis=1))
-
-        z.store.close()
-
-        # use zarr array as indices or condition
-        zc = self.create_array(
-            shape=condition.shape, dtype=condition.dtype, chunks=10, filters=None
-        )
-        zc[:] = condition
-        assert_array_equal(np.compress(condition, a, axis=0), np.compress(zc, a, axis=0))
-        zc.store.close()
-
-        zi = self.create_array(shape=indices.shape, dtype=indices.dtype, chunks=10, filters=None)
-        zi[:] = indices
-        # this triggers __array__() call with dtype argument
-        assert_array_equal(np.take(a, indices, axis=1), np.take(a, zi, axis=1))
-        zi.store.close()
-
-    # noinspection PyStatementEffect
-    def test_0len_dim_1d(self):
-        # Test behaviour for 1D array with zero-length dimension.
-
-        z = self.create_array(shape=0, fill_value=0)
-        a = np.zeros(0)
-        assert a.ndim == z.ndim
-        assert a.shape == z.shape
-        assert a.dtype == z.dtype
-        assert a.size == z.size
-        assert 0 == z.nchunks
-
-        # cannot make a good decision when auto-chunking if a dimension has zero length,
-        # fall back to 1 for now
-        assert (1,) == z.chunks
-
-        # check __getitem__
-        assert isinstance(z[:], np.ndarray)
-        assert_array_equal(a, np.array(z))
-        assert_array_equal(a, z[:])
-        assert_array_equal(a, z[...])
-        assert_array_equal(a[0:0], z[0:0])
-        with pytest.raises(IndexError):
-            z[0]
-
-        # check __setitem__
-        # these should succeed but do nothing
-        z[:] = 42
-        z[...] = 42
-        # this should error
-        with pytest.raises(IndexError):
-            z[0] = 42
-
-        z.store.close()
-
-    # noinspection PyStatementEffect
-    def test_0len_dim_2d(self):
-        # Test behavioud for 2D array with a zero-length dimension.
-
-        z = self.create_array(shape=(10, 0), fill_value=0)
-        a = np.zeros((10, 0))
-        assert a.ndim == z.ndim
-        assert a.shape == z.shape
-        assert a.dtype == z.dtype
-        assert a.size == z.size
-        assert 0 == z.nchunks
-
-        # cannot make a good decision when auto-chunking if a dimension has zero length,
-        # fall back to 1 for now
-        assert (10, 1) == z.chunks
-
-        # check __getitem__
-        assert isinstance(z[:], np.ndarray)
-        assert_array_equal(a, np.array(z))
-        assert_array_equal(a, z[:])
-        assert_array_equal(a, z[...])
-        assert_array_equal(a[0], z[0])
-        assert_array_equal(a[0, 0:0], z[0, 0:0])
-        assert_array_equal(a[0, :], z[0, :])
-        assert_array_equal(a[0, 0:0], z[0, 0:0])
-        with pytest.raises(IndexError):
-            z[:, 0]
-
-        # check __setitem__
-        # these should succeed but do nothing
-        z[:] = 42
-        z[...] = 42
-        z[0, :] = 42
-        # this should error
-        with pytest.raises(IndexError):
-            z[:, 0] = 42
-
-        z.store.close()
-
-    # noinspection PyStatementEffect
-    def test_array_0d(self):
-        # test behaviour for array with 0 dimensions
-
-        # setup
-        a = np.zeros(())
-        z = self.create_array(shape=(), dtype=a.dtype, fill_value=0, write_empty_chunks=False)
-
-        # check properties
-        assert a.ndim == z.ndim
-        assert a.shape == z.shape
-        assert a.size == z.size
-        assert a.dtype == z.dtype
-        assert a.nbytes == z.nbytes
-        with pytest.raises(TypeError):
-            len(z)
-        assert () == z.chunks
-        assert 1 == z.nchunks
-        assert (1,) == z.cdata_shape
-        # compressor always None - no point in compressing a single value
-        assert z.compressor is None
-
-        # check __getitem__
-        b = z[...]
-        assert isinstance(b, np.ndarray)
-        assert a.shape == b.shape
-        assert a.dtype == b.dtype
-        assert_array_equal(a, np.array(z))
-        assert_array_equal(a, z[...])
-        assert a[()] == z[()]
-        with pytest.raises(IndexError):
-            z[0]
-        with pytest.raises(IndexError):
-            z[:]
-
-        # check __setitem__
-        z[...] = 42
-        assert 42 == z[()]
-        z[()] = 43
-        assert 43 == z[()]
-        z[()] = z.fill_value
-        assert z.fill_value == z[()]
-        with pytest.raises(IndexError):
-            z[0] = 42
-        with pytest.raises(IndexError):
-            z[:] = 42
-        with pytest.raises(ValueError):
-            z[...] = np.array([1, 2, 3])
-
-        z.store.close()
-
-    def test_nchunks_initialized(self):
-        for fill_value in (0, 1.0, np.nan):
-            if isinstance(fill_value, int):
-                dtype = "int"
-            else:
-                dtype = "float"
-            z = self.create_array(
-                shape=100, chunks=10, fill_value=fill_value, dtype=dtype, write_empty_chunks=True
-            )
-
-            assert 0 == z.nchunks_initialized
-            # manually put something into the store to confuse matters
-            z.store[self.root + "foo"] = b"bar"
-            assert 0 == z.nchunks_initialized
-            z[:] = 42
-            assert 10 == z.nchunks_initialized
-            # manually remove the first chunk from the store
-            del z.chunk_store[z._chunk_key((0,))]
-            assert 9 == z.nchunks_initialized
-
-            z.store.close()
-
-    def test_array_dtype_shape(self):
-        dt = "(2, 2)f4"
-        # setup some data
-        d = np.array([((0, 1), (1, 2)), ((1, 2), (2, 3)), ((2, 3), (3, 4))], dtype=dt)
-
-        for a in (d, d[:0]):
-            for fill_value in None, 0:
-                z = self.create_array(shape=a.shape[:-2], chunks=2, dtype=dt, fill_value=fill_value)
-                assert len(a) == len(z)
-                if fill_value is not None:
-                    assert fill_value == z.fill_value
-                z[...] = a
-                assert_array_equal(a, z[...])
-                z.store.close()
-
-    def check_structured_array(self, d, fill_values):
-        for a in (d, d[:0]):
-            for fill_value in fill_values:
-                z = self.create_array(shape=a.shape, chunks=2, dtype=a.dtype, fill_value=fill_value)
-                assert len(a) == len(z)
-                assert a.shape == z.shape
-                assert a.dtype == z.dtype
-
-                # check use of fill value before array is initialised with data
-                if fill_value is not None:
-                    if fill_value == b"":
-                        # numpy 1.14 compatibility
-                        np_fill_value = np.array(fill_value, dtype=a.dtype.str).view(a.dtype)[()]
-                    else:
-                        np_fill_value = np.array(fill_value, dtype=a.dtype)[()]
-                    assert np_fill_value == z.fill_value
-                    if len(a):
-                        assert np_fill_value == z[0]
-                        assert np_fill_value == z[-1]
-                        empty = np.empty_like(a)
-                        empty[:] = np_fill_value
-                        assert empty[0] == z[0]
-                        assert_array_equal(empty[0:2], z[0:2])
-                        assert_array_equal(empty, z[...])
-                        for f in a.dtype.names:
-                            assert_array_equal(empty[f], z[f])
-
-                # store data in array
-                z[...] = a
-
-                # check stored data
-                if len(a):
-                    assert a[0] == z[0]
-                    assert a[-1] == z[-1]
-                    assert_array_equal(a[0:2], z[0:2])
-                    assert_array_equal(a, z[...])
-                    for f in a.dtype.names:
-                        assert_array_equal(a[f], z[f])
-
-                z.store.close()
-
-    def test_structured_array(self):
-        d = np.array(
-            [(b"aaa", 1, 4.2), (b"bbb", 2, 8.4), (b"ccc", 3, 12.6)],
-            dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")],
-        )
-        fill_values = None, b"", (b"zzz", 42, 16.8)
-        self.check_structured_array(d, fill_values)
-
-    def test_structured_array_subshapes(self):
-        d = np.array(
-            [
-                (0, ((0, 1, 2), (1, 2, 3)), b"aaa"),
-                (1, ((1, 2, 3), (2, 3, 4)), b"bbb"),
-                (2, ((2, 3, 4), (3, 4, 5)), b"ccc"),
-            ],
-            dtype=[("foo", "i8"), ("bar", "(2, 3)f4"), ("baz", "S3")],
-        )
-        fill_values = None, b"", (0, ((0, 0, 0), (1, 1, 1)), b"zzz")
-        self.check_structured_array(d, fill_values)
-
-    def test_structured_array_nested(self):
-        d = np.array(
-            [
-                (0, (0, ((0, 1), (1, 2), (2, 3)), 0), b"aaa"),
-                (1, (1, ((1, 2), (2, 3), (3, 4)), 1), b"bbb"),
-                (2, (2, ((2, 3), (3, 4), (4, 5)), 2), b"ccc"),
-            ],
-            dtype=[
-                ("foo", "i8"),
-                ("bar", [("foo", "i4"), ("bar", "(3, 2)f4"), ("baz", "u1")]),
-                ("baz", "S3"),
-            ],
-        )
-        fill_values = None, b"", (0, (0, ((0, 0), (1, 1), (2, 2)), 0), b"zzz")
-        self.check_structured_array(d, fill_values)
-
-    def test_dtypes(self):
-        # integers
-        for dtype in "u1", "u2", "u4", "u8", "i1", "i2", "i4", "i8":
-            z = self.create_array(shape=10, chunks=3, dtype=dtype)
-            assert z.dtype == np.dtype(dtype)
-            a = np.arange(z.shape[0], dtype=dtype)
-            z[:] = a
-            assert_array_equal(a, z[:])
-            z.store.close()
-
-        # floats
-        for dtype in "f2", "f4", "f8":
-            z = self.create_array(shape=10, chunks=3, dtype=dtype)
-            assert z.dtype == np.dtype(dtype)
-            a = np.linspace(0, 1, z.shape[0], dtype=dtype)
-            z[:] = a
-            assert_array_almost_equal(a, z[:])
-            z.store.close()
-
-        # complex
-        for dtype in "c8", "c16":
-            z = self.create_array(shape=10, chunks=3, dtype=dtype)
-            assert z.dtype == np.dtype(dtype)
-            a = np.linspace(0, 1, z.shape[0], dtype=dtype)
-            a -= 1j * a
-            z[:] = a
-            assert_array_almost_equal(a, z[:])
-            z.store.close()
-
-        # datetime, timedelta
-        for base_type in "Mm":
-            for resolution in "D", "us", "ns":
-                dtype = "{}8[{}]".format(base_type, resolution)
-                z = self.create_array(shape=100, dtype=dtype, fill_value=0)
-                assert z.dtype == np.dtype(dtype)
-                a = np.random.randint(
-                    np.iinfo("i8").min, np.iinfo("i8").max, size=z.shape[0], dtype="i8"
-                ).view(dtype)
-                z[:] = a
-                assert_array_equal(a, z[:])
-                z.store.close()
-
-        # unicode and bytestring dtypes
-        for dtype in ["S4", "S6", "U5", "U5"]:
-            n = 10
-            z = self.create_array(shape=n, chunks=3, dtype=dtype)
-            assert z.dtype == np.dtype(dtype)
-            if dtype.startswith("S"):
-                a = np.asarray([b"name"] * n, dtype=dtype)
-            else:
-                a = np.asarray(["§Æ¥¿é"] * n, dtype=dtype)
-            z[:] = a
-            np.all(a == z[:])
-            z.store.close()
-
-        # check that datetime generic units are not allowed
-        with pytest.raises(ValueError):
-            self.create_array(shape=100, dtype="M8")
-        with pytest.raises(ValueError):
-            self.create_array(shape=100, dtype="m8")
-
-    def test_object_arrays(self):
-        # an object_codec is required for object arrays
-        with pytest.raises(ValueError):
-            self.create_array(shape=10, chunks=3, dtype=object)
-
-        # an object_codec is required for object arrays, but allow to be provided via
-        # filters to maintain API backwards compatibility
-        with pytest.warns(FutureWarning):
-            z = self.create_array(shape=10, chunks=3, dtype=object, filters=[MsgPack()])
-        z.store.close()
-
-        # create an object array using msgpack
-        z = self.create_array(shape=10, chunks=3, dtype=object, object_codec=MsgPack())
-        z[0] = "foo"
-        assert z[0] == "foo"
-        z[1] = b"bar"
-        assert z[1] == b"bar"
-        z[2] = 1
-        assert z[2] == 1
-        z[3] = [2, 4, 6, "baz"]
-        assert z[3] == [2, 4, 6, "baz"]
-        z[4] = {"a": "b", "c": "d"}
-        assert z[4] == {"a": "b", "c": "d"}
-        a = z[:]
-        assert a.dtype == object
-        z.store.close()
-
-        # create an object array using pickle
-        z = self.create_array(shape=10, chunks=3, dtype=object, object_codec=Pickle())
-        z[0] = "foo"
-        assert z[0] == "foo"
-        z[1] = b"bar"
-        assert z[1] == b"bar"
-        z[2] = 1
-        assert z[2] == 1
-        z[3] = [2, 4, 6, "baz"]
-        assert z[3] == [2, 4, 6, "baz"]
-        z[4] = {"a": "b", "c": "d"}
-        assert z[4] == {"a": "b", "c": "d"}
-        a = z[:]
-        assert a.dtype == object
-        z.store.close()
-
-        # create an object array using JSON
-        z = self.create_array(shape=10, chunks=3, dtype=object, object_codec=JSON())
-        z[0] = "foo"
-        assert z[0] == "foo"
-        # z[1] = b'bar'
-        # assert z[1] == b'bar'  # not supported for JSON
-        z[2] = 1
-        assert z[2] == 1
-        z[3] = [2, 4, 6, "baz"]
-        assert z[3] == [2, 4, 6, "baz"]
-        z[4] = {"a": "b", "c": "d"}
-        assert z[4] == {"a": "b", "c": "d"}
-        a = z[:]
-        assert a.dtype == object
-        z.store.close()
-
-    def test_object_arrays_vlen_text(self):
-        data = np.array(greetings * 1000, dtype=object)
-        z = self.create_array(shape=data.shape, dtype=object, object_codec=VLenUTF8())
-        z[0] = "foo"
-        assert z[0] == "foo"
-        z[1] = "bar"
-        assert z[1] == "bar"
-        z[2] = "baz"
-        assert z[2] == "baz"
-        z[:] = data
-        a = z[:]
-        assert a.dtype == object
-        assert_array_equal(data, a)
-        z.store.close()
-
-        # convenience API
-        z = self.create_array(shape=data.shape, dtype=str)
-        assert z.dtype == object
-        assert isinstance(z.filters[0], VLenUTF8)
-        z[:] = data
-        assert_array_equal(data, z[:])
-        z.store.close()
-
-        z = self.create_array(shape=data.shape, dtype=object, object_codec=MsgPack())
-        z[:] = data
-        assert_array_equal(data, z[:])
-        z.store.close()
-
-        z = self.create_array(shape=data.shape, dtype=object, object_codec=JSON())
-        z[:] = data
-        assert_array_equal(data, z[:])
-        z.store.close()
-
-        z = self.create_array(shape=data.shape, dtype=object, object_codec=Pickle())
-        z[:] = data
-        assert_array_equal(data, z[:])
-        z.store.close()
-
-        z = self.create_array(
-            shape=data.shape, dtype=object, object_codec=Categorize(greetings, dtype=object)
-        )
-        z[:] = data
-        assert_array_equal(data, z[:])
-        z.store.close()
-
-    def test_object_arrays_vlen_bytes(self):
-        greetings_bytes = [g.encode("utf8") for g in greetings]
-        data = np.array(greetings_bytes * 1000, dtype=object)
-
-        z = self.create_array(shape=data.shape, dtype=object, object_codec=VLenBytes())
-        z[0] = b"foo"
-        assert z[0] == b"foo"
-        z[1] = b"bar"
-        assert z[1] == b"bar"
-        z[2] = b"baz"
-        assert z[2] == b"baz"
-        z[:] = data
-        a = z[:]
-        assert a.dtype == object
-        assert_array_equal(data, a)
-        z.store.close()
-
-        # convenience API
-        z = self.create_array(shape=data.shape, dtype=bytes)
-        assert z.dtype == object
-        assert isinstance(z.filters[0], VLenBytes)
-        z[:] = data
-        assert_array_equal(data, z[:])
-        z.store.close()
-
-        z = self.create_array(shape=data.shape, dtype=object, object_codec=Pickle())
-        z[:] = data
-        assert_array_equal(data, z[:])
-        z.store.close()
-
-    def test_object_arrays_vlen_array(self):
-        data = np.array(
-            [np.array([1, 3, 7]), np.array([5]), np.array([2, 8, 12])] * 1000, dtype=object
-        )
-
-        def compare_arrays(expected, actual, item_dtype):
-            assert isinstance(actual, np.ndarray)
-            assert actual.dtype == object
-            assert actual.shape == expected.shape
-            for ev, av in zip(expected.flat, actual.flat):
-                assert isinstance(av, np.ndarray)
-                assert_array_equal(ev, av)
-                assert av.dtype == item_dtype
-
-        codecs = VLenArray(int), VLenArray("<u4")
-        for codec in codecs:
-            z = self.create_array(shape=data.shape, dtype=object, object_codec=codec)
-            z[0] = np.array([4, 7])
-            assert_array_equal(np.array([4, 7]), z[0])
-            z[:] = data
-            a = z[:]
-            assert a.dtype == object
-            compare_arrays(data, a, codec.dtype)
-            z.store.close()
-
-        # convenience API
-        for item_type in "int", "<u4":
-            z = self.create_array(shape=data.shape, dtype="array:{}".format(item_type))
-            assert z.dtype == object
-            assert isinstance(z.filters[0], VLenArray)
-            assert z.filters[0].dtype == np.dtype(item_type)
-            z[:] = data
-            compare_arrays(data, z[:], np.dtype(item_type))
-            z.store.close()
-
-    def test_object_arrays_danger(self):
-        # do something dangerous - manually force an object array with no object codec
-        z = self.create_array(shape=5, chunks=2, dtype=object, fill_value=0, object_codec=MsgPack())
-        z._filters = None  # wipe filters
-        with pytest.raises(RuntimeError):
-            z[0] = "foo"
-        with pytest.raises(RuntimeError):
-            z[:] = 42
-        z.store.close()
-
-        # do something else dangerous
-        data = greetings * 10
-        for compressor in Zlib(1), Blosc():
-            z = self.create_array(
-                shape=len(data),
-                chunks=30,
-                dtype=object,
-                object_codec=Categorize(greetings, dtype=object),
-                compressor=compressor,
-            )
-            z[:] = data
-            v = z.view(filters=[])
-            with pytest.raises(RuntimeError):
-                # noinspection PyStatementEffect
-                v[:]
-            z.store.close()
-
-    def test_object_codec_warnings(self):
-        with pytest.warns(UserWarning):
-            # provide object_codec, but not object dtype
-            z = self.create_array(shape=10, chunks=5, dtype="i4", object_codec=JSON())
-        z.store.close()
-
-    @unittest.skipIf(
-        packaging.version.parse(np.__version__) < packaging.version.parse("1.14.0"),
-        "unsupported numpy version",
-    )
-    def test_structured_array_contain_object(self):
-        if "PartialRead" in self.__class__.__name__:
-            pytest.skip("partial reads of object arrays not supported")
-
-        # ----------- creation --------------
-
-        structured_dtype = [("c_obj", object), ("c_int", int)]
-        a = np.array([(b"aaa", 1), (b"bbb", 2)], dtype=structured_dtype)
-
-        # zarr-array with structured dtype require object codec
-        with pytest.raises(ValueError):
-            self.create_array(shape=a.shape, dtype=structured_dtype)
-
-        # create zarr-array by np-array
-        za = self.create_array(shape=a.shape, dtype=structured_dtype, object_codec=Pickle())
-        za[:] = a
-
-        # must be equal
-        assert_array_equal(a, za[:])
-
-        # ---------- indexing ---------------
-
-        assert za[0] == a[0]
-
-        za[0] = (b"ccc", 3)
-        za[1:2] = np.array([(b"ddd", 4)], dtype=structured_dtype)  # ToDo: not work with list
-        assert_array_equal(za[:], np.array([(b"ccc", 3), (b"ddd", 4)], dtype=structured_dtype))
-
-        za["c_obj"] = [b"eee", b"fff"]
-        za["c_obj", 0] = b"ggg"
-        assert_array_equal(za[:], np.array([(b"ggg", 3), (b"fff", 4)], dtype=structured_dtype))
-        assert za["c_obj", 0] == b"ggg"
-        assert za[1, "c_int"] == 4
-
-    def test_iteration_exceptions(self):
-        # zero d array
-        a = np.array(1, dtype=int)
-        z = self.create_array(shape=a.shape, dtype=int)
-        z[...] = a
-        with pytest.raises(TypeError):
-            # noinspection PyStatementEffect
-            list(a)
-        with pytest.raises(TypeError):
-            # noinspection PyStatementEffect
-            list(z)
-
-        # input argument error handling
-        a = np.array((10, 10), dtype=int)
-        z = self.create_array(shape=a.shape, dtype=int)
-        z[...] = a
-
-        params = ((-1, 0), (0, -1), (0.5, 1), (0, 0.5))
-
-        for start, end in params:
-            with pytest.raises(ValueError):
-                # noinspection PyStatementEffect
-                list(z.islice(start, end))
-
-        # check behavior for start > end
-        assert [] == list(z.islice(6, 5))
-
-        z.store.close()
-
-    def test_iter(self):
-        params = (
-            ((1,), (1,)),
-            ((2,), (1,)),
-            ((1,), (2,)),
-            ((3,), (3,)),
-            ((1000,), (100,)),
-            ((100,), (1000,)),
-            ((1, 100), (1, 1)),
-            ((1, 0), (1, 1)),
-            ((0, 1), (1, 1)),
-            ((0, 1), (2, 1)),
-            ((100, 1), (3, 1)),
-            ((100, 100), (10, 10)),
-            ((10, 10, 10), (3, 3, 3)),
-        )
-        for shape, chunks in params:
-            z = self.create_array(shape=shape, chunks=chunks, dtype=int)
-            a = np.arange(np.prod(shape)).reshape(shape)
-            z[:] = a
-            for expect, actual in zip_longest(a, z):
-                assert_array_equal(expect, actual)
-            z.store.close()
-
-    def test_islice(self):
-        params = (
-            ((1,), (1,), 0, 1),
-            ((2,), (1,), 0, 1),
-            ((1,), (2,), 0, 1),
-            ((3,), (3,), 1, 2),
-            ((1000,), (100,), 150, 1050),
-            ((100,), (1000,), 25, 75),
-            ((1, 100), (1, 1), 0, 1),
-            ((100, 1), (3, 1), 56, 100),
-            ((100, 100), (10, 10), 13, 99),
-            ((10, 10, 10), (3, 3, 3), 2, 4),
-        )
-        for shape, chunks, start, end in params:
-            z = self.create_array(shape=shape, chunks=chunks, dtype=int)
-            a = np.arange(np.prod(shape)).reshape(shape)
-            z[:] = a
-            end_array = min(end, a.shape[0])
-            for expect, actual in zip_longest(a[start:end_array], z.islice(start, end)):
-                assert_array_equal(expect, actual)
-            if hasattr(z.store, "close"):
-                z.store.close()
-
-    def test_compressors(self):
-        compressors = [None, BZ2(), Blosc(), LZ4(), Zlib(), GZip()]
-        if LZMA:
-            compressors.append(LZMA())
-        for compressor in compressors:
-            a = self.create_array(shape=1000, chunks=100, compressor=compressor)
-            a[0:100] = 1
-            assert np.all(a[0:100] == 1)
-            a[:] = 1
-            assert np.all(a[:] == 1)
-            a.store.close()
-
-    def test_endian(self):
-        dtype = np.dtype("float32")
-        a1 = self.create_array(shape=1000, chunks=100, dtype=dtype.newbyteorder("<"))
-        a1[:] = 1
-        x1 = a1[:]
-        a2 = self.create_array(shape=1000, chunks=100, dtype=dtype.newbyteorder(">"))
-        a2[:] = 1
-        x2 = a2[:]
-        assert_array_equal(x1, x2)
-        a1.store.close()
-        a2.store.close()
-
-    def test_attributes(self):
-        a = self.create_array(shape=10, chunks=10, dtype="i8")
-        a.attrs["foo"] = "bar"
-        assert a.attrs.key in a.store
-        attrs = json_loads(a.store[a.attrs.key])
-        assert "foo" in attrs and attrs["foo"] == "bar"
-
-        a.attrs["bar"] = "foo"
-        assert a.attrs.key in a.store
-        attrs = json_loads(a.store[a.attrs.key])
-        assert "foo" in attrs and attrs["foo"] == "bar"
-        assert "bar" in attrs and attrs["bar"] == "foo"
-        a.store.close()
-
-    def test_structured_with_object(self):
-        a = self.create_array(
-            fill_value=(0.0, None),
-            shape=10,
-            chunks=10,
-            dtype=[("x", float), ("y", object)],
-            object_codec=Pickle(),
-        )
-        assert tuple(a[0]) == (0.0, None)
-
-
-class TestArrayWithPath(TestArray):
-    path = "foo/bar"
-    compressor = Blosc()
-
-    def test_nchunks_initialized(self):
-        pass
-
-    def expected(self):
-        return [
-            "f710da18d45d38d4aaf2afd7fb822fdd73d02957",
-            "1437428e69754b1e1a38bd7fc9e43669577620db",
-            "6c530b6b9d73e108cc5ee7b6be3d552cc994bdbe",
-            "4c0a76fb1222498e09dcd92f7f9221d6cea8b40e",
-            "05b0663ffe1785f38d3a459dec17e57a18f254af",
-        ]
-
-    def test_nbytes_stored(self):
-        # MemoryStore as store
-        z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(
-            buffer_size(v) for k, v in z.store.items() if k.startswith("foo/bar/")
-        )
-        assert expect_nbytes_stored == z.nbytes_stored
-        z[:] = 42
-        expect_nbytes_stored = sum(
-            buffer_size(v) for k, v in z.store.items() if k.startswith("foo/bar/")
-        )
-        assert expect_nbytes_stored == z.nbytes_stored
-
-        # mess with store
-        z.store[z._key_prefix + "foo"] = list(range(10))
-        assert -1 == z.nbytes_stored
-
-
-class TestArrayWithChunkStore(TestArray):
-    compressor = Blosc()
-
-    def create_chunk_store(self):
-        return KVStore(dict())
-
-    def expected(self):
-        return [
-            "f710da18d45d38d4aaf2afd7fb822fdd73d02957",
-            "1437428e69754b1e1a38bd7fc9e43669577620db",
-            "6c530b6b9d73e108cc5ee7b6be3d552cc994bdbe",
-            "4c0a76fb1222498e09dcd92f7f9221d6cea8b40e",
-            "05b0663ffe1785f38d3a459dec17e57a18f254af",
-        ]
-
-    def test_nbytes_stored(self):
-        z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
-        expect_nbytes_stored += sum(buffer_size(v) for v in z.chunk_store.values())
-        assert expect_nbytes_stored == z.nbytes_stored
-        z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
-        expect_nbytes_stored += sum(buffer_size(v) for v in z.chunk_store.values())
-        assert expect_nbytes_stored == z.nbytes_stored
-
-        # mess with store
-        z.chunk_store[z._key_prefix + "foo"] = list(range(10))
-        assert -1 == z.nbytes_stored
-
-
-class TestArrayWithDirectoryStore(TestArray):
-    def create_store(self):
-        path = mkdtemp()
-        atexit.register(shutil.rmtree, path)
-        store = DirectoryStore(path)
-        return store
-
-    def test_nbytes_stored(self):
-        # dict as store
-        z = self.create_array(shape=1000, chunks=100)
-        expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
-        assert expect_nbytes_stored == z.nbytes_stored
-        z[:] = 42
-        expect_nbytes_stored = sum(buffer_size(v) for v in z.store.values())
-        assert expect_nbytes_stored == z.nbytes_stored
-
-
-def test_array_init_from_dict():
-    # initialization via non-Store MutableMapping
-    store = dict()
-    init_array(store, shape=100, chunks=10, dtype="<f8")
-    a = Array(store)
-    assert isinstance(a, Array)
-    assert a.store is not store
-    assert isinstance(a.store, KVStore)
-
-
-@skip_test_env_var("ZARR_TEST_ABS")
-class TestArrayWithABSStore(TestArray):
-    def create_store(self):
-        client = abs_container()
-        store = ABSStore(client=client)
-        store.rmdir()
-        return store
-
-    @pytest.mark.xfail
-    def test_nbytes_stored(self):
-        return super().test_nbytes_stored()
-
-    @pytest.mark.skipif(sys.version_info < (3, 7), reason="attr not serializable in py36")
-    def test_pickle(self):
-        # internal attribute on ContainerClient isn't serializable for py36 and earlier
-        super().test_pickle()
-
-
-class TestArrayWithNestedDirectoryStore(TestArrayWithDirectoryStore):
-    def create_store(self):
-        path = mkdtemp()
-        atexit.register(shutil.rmtree, path)
-        store = NestedDirectoryStore(path)
-        return store
-
-    def expected(self):
-        return [
-            "d174aa384e660eb51c6061fc8d20850c1159141f",
-            "125f00eea40032f16016b292f6767aa3928c00a7",
-            "1b52ead0ed889a781ebd4db077a29e35d513c1f3",
-            "719a88b34e362ff65df30e8f8810c1146ab72bc1",
-            "6e0abf30daf45de51593c227fb907759ca725551",
-        ]
-
-
-class TestArrayWithN5Store(TestArrayWithDirectoryStore):
-    def create_store(self):
-        path = mkdtemp()
-        atexit.register(shutil.rmtree, path)
-        store = N5Store(path)
-        return store
-
-    def test_array_0d(self):
-        # test behaviour for array with 0 dimensions
-
-        # setup
-        a = np.zeros(())
-        z = self.create_array(shape=(), dtype=a.dtype, fill_value=0)
-
-        # check properties
-        assert a.ndim == z.ndim
-        assert a.shape == z.shape
-        assert a.size == z.size
-        assert a.dtype == z.dtype
-        assert a.nbytes == z.nbytes
-        with pytest.raises(TypeError):
-            len(z)
-        assert () == z.chunks
-        assert 1 == z.nchunks
-        assert (1,) == z.cdata_shape
-        # compressor always None - no point in compressing a single value
-        assert z.compressor.compressor_config is None
-
-        # check __getitem__
-        b = z[...]
-        assert isinstance(b, np.ndarray)
-        assert a.shape == b.shape
-        assert a.dtype == b.dtype
-        assert_array_equal(a, np.array(z))
-        assert_array_equal(a, z[...])
-        assert a[()] == z[()]
-        with pytest.raises(IndexError):
-            z[0]
-        with pytest.raises(IndexError):
-            z[:]
-
-        # check __setitem__
-        z[...] = 42
-        assert 42 == z[()]
-        z[()] = 43
-        assert 43 == z[()]
-        with pytest.raises(IndexError):
-            z[0] = 42
-        with pytest.raises(IndexError):
-            z[:] = 42
-        with pytest.raises(ValueError):
-            z[...] = np.array([1, 2, 3])
-
-    def test_array_1d_fill_value(self):
-        nvalues = 1050
-        dtype = np.int32
-        for fill_value in 0, None:
-            a = np.arange(nvalues, dtype=dtype)
-            f = np.empty_like(a)
-            f.fill(fill_value or 0)
-            z = self.create_array(shape=a.shape, chunks=100, dtype=a.dtype, fill_value=fill_value)
-            z[190:310] = a[190:310]
-
-            assert_array_equal(f[:190], z[:190])
-            assert_array_equal(a[190:310], z[190:310])
-            assert_array_equal(f[310:], z[310:])
-
-        with pytest.raises(ValueError):
-            z = self.create_array(shape=(nvalues,), chunks=100, dtype=dtype, fill_value=1)
-
-    def test_nchunks_initialized(self):
-        fill_value = 0
-        dtype = "int"
-        z = self.create_array(
-            shape=100, chunks=10, fill_value=fill_value, dtype=dtype, write_empty_chunks=True
-        )
-
-        assert 0 == z.nchunks_initialized
-        # manually put something into the store to confuse matters
-        z.store["foo"] = b"bar"
-        assert 0 == z.nchunks_initialized
-        z[:] = 42
-        assert 10 == z.nchunks_initialized
-        # manually remove a chunk from the store
-        del z.chunk_store[z._chunk_key((0,))]
-        assert 9 == z.nchunks_initialized
-
-        # second round of similar tests with write_empty_chunks set to
-        # False
-        z = self.create_array(
-            shape=100, chunks=10, fill_value=fill_value, dtype=dtype, write_empty_chunks=False
-        )
-        z[:] = 42
-        assert 10 == z.nchunks_initialized
-        # manually remove a chunk from the store
-        del z.chunk_store[z._chunk_key((0,))]
-        assert 9 == z.nchunks_initialized
-        z[:] = z.fill_value
-        assert 0 == z.nchunks_initialized
-
-    def test_array_order(self):
-        # N5 only supports 'C' at the moment
-        with pytest.raises(ValueError):
-            self.create_array(shape=(10, 11), chunks=(10, 11), dtype="i8", order="F")
-
-        # 1D
-        a = np.arange(1050)
-        z = self.create_array(shape=a.shape, chunks=100, dtype=a.dtype, order="C")
-        assert z.order == "C"
-        assert z[:].flags.c_contiguous
-        z[:] = a
-        assert_array_equal(a, z[:])
-
-        # 2D
-        a = np.arange(10000).reshape((100, 100))
-        z = self.create_array(shape=a.shape, chunks=(10, 10), dtype=a.dtype, order="C")
-
-        assert z.order == "C"
-        assert z[:].flags.c_contiguous
-        z[:] = a
-        actual = z[:]
-        assert_array_equal(a, actual)
-
-    def test_structured_array(self):
-        d = np.array(
-            [(b"aaa", 1, 4.2), (b"bbb", 2, 8.4), (b"ccc", 3, 12.6)],
-            dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")],
-        )
-        fill_values = None, b"", (b"zzz", 42, 16.8)
-        with pytest.raises(TypeError):
-            self.check_structured_array(d, fill_values)
-
-    def test_structured_array_subshapes(self):
-        d = np.array(
-            [
-                (0, ((0, 1, 2), (1, 2, 3)), b"aaa"),
-                (1, ((1, 2, 3), (2, 3, 4)), b"bbb"),
-                (2, ((2, 3, 4), (3, 4, 5)), b"ccc"),
-            ],
-            dtype=[("foo", "i8"), ("bar", "(2, 3)f4"), ("baz", "S3")],
-        )
-        fill_values = None, b"", (0, ((0, 0, 0), (1, 1, 1)), b"zzz")
-        with pytest.raises(TypeError):
-            self.check_structured_array(d, fill_values)
-
-    def test_structured_array_nested(self):
-        d = np.array(
-            [
-                (0, (0, ((0, 1), (1, 2), (2, 3)), 0), b"aaa"),
-                (1, (1, ((1, 2), (2, 3), (3, 4)), 1), b"bbb"),
-                (2, (2, ((2, 3), (3, 4), (4, 5)), 2), b"ccc"),
-            ],
-            dtype=[
-                ("foo", "i8"),
-                ("bar", [("foo", "i4"), ("bar", "(3, 2)f4"), ("baz", "u1")]),
-                ("baz", "S3"),
-            ],
-        )
-        fill_values = None, b"", (0, (0, ((0, 0), (1, 1), (2, 2)), 0), b"zzz")
-        with pytest.raises(TypeError):
-            self.check_structured_array(d, fill_values)
-
-    def test_dtypes(self):
-        # integers
-        for dtype in "u1", "u2", "u4", "u8", "i1", "i2", "i4", "i8":
-            z = self.create_array(shape=10, chunks=3, dtype=dtype)
-            assert z.dtype == np.dtype(dtype)
-            a = np.arange(z.shape[0], dtype=dtype)
-            z[:] = a
-            assert_array_equal(a, z[:])
-
-        # floats
-        for dtype in "f2", "f4", "f8":
-            z = self.create_array(shape=10, chunks=3, dtype=dtype)
-            assert z.dtype == np.dtype(dtype)
-            a = np.linspace(0, 1, z.shape[0], dtype=dtype)
-            z[:] = a
-            assert_array_almost_equal(a, z[:])
-
-        # check that datetime generic units are not allowed
-        with pytest.raises(ValueError):
-            self.create_array(shape=100, dtype="M8")
-        with pytest.raises(ValueError):
-            self.create_array(shape=100, dtype="m8")
-
-    def test_object_arrays(self):
-        # an object_codec is required for object arrays
-        with pytest.raises(ValueError):
-            self.create_array(shape=10, chunks=3, dtype=object)
-
-        # an object_codec is required for object arrays, but allow to be provided via
-        # filters to maintain API backwards compatibility
-        with pytest.raises(ValueError):
-            with pytest.warns(FutureWarning):
-                self.create_array(shape=10, chunks=3, dtype=object, filters=[MsgPack()])
-
-        # create an object array using an object codec
-        with pytest.raises(ValueError):
-            self.create_array(shape=10, chunks=3, dtype=object, object_codec=MsgPack())
-
-    def test_object_arrays_vlen_text(self):
-        data = np.array(greetings * 1000, dtype=object)
-
-        with pytest.raises(ValueError):
-            self.create_array(shape=data.shape, dtype=object, object_codec=VLenUTF8())
-
-        # convenience API
-        with pytest.raises(ValueError):
-            self.create_array(shape=data.shape, dtype=str)
-
-    def test_object_arrays_vlen_bytes(self):
-        greetings_bytes = [g.encode("utf8") for g in greetings]
-        data = np.array(greetings_bytes * 1000, dtype=object)
-
-        with pytest.raises(ValueError):
-            self.create_array(shape=data.shape, dtype=object, object_codec=VLenBytes())
-
-        # convenience API
-        with pytest.raises(ValueError):
-            self.create_array(shape=data.shape, dtype=bytes)
-
-    def test_object_arrays_vlen_array(self):
-        data = np.array(
-            [np.array([1, 3, 7]), np.array([5]), np.array([2, 8, 12])] * 1000, dtype=object
-        )
-
-        codecs = VLenArray(int), VLenArray("<u4")
-        for codec in codecs:
-            with pytest.raises(ValueError):
-                self.create_array(shape=data.shape, dtype=object, object_codec=codec)
-
-        # convenience API
-        for item_type in "int", "<u4":
-            with pytest.raises(ValueError):
-                self.create_array(shape=data.shape, dtype="array:{}".format(item_type))
-
-    def test_object_arrays_danger(self):
-        # Cannot hacking out object codec as N5 doesn't allow object codecs
-        pass
-
-    def test_structured_with_object(self):
-        # Cannot hacking out object codec as N5 doesn't allow object codecs
-        pass
-
-    def test_structured_array_contain_object(self):
-        # Cannot hacking out object codec as N5 doesn't allow object codecs
-        pass
-
-    def test_attrs_n5_keywords(self):
-        z = self.create_array(shape=(1050,), chunks=100, dtype="i4")
-        for k in n5_keywords:
-            with pytest.warns(UserWarning):
-                z.attrs[k] = ""
-
-    def test_compressors(self):
-        compressors = [None, BZ2(), Zlib(), GZip(), MsgPack()]
-        if LZMA:
-            compressors.extend((LZMA(), LZMA(preset=1), LZMA(preset=6)))
-        for compressor in compressors:
-            a1 = self.create_array(shape=1000, chunks=100, compressor=compressor)
-            a1[0:100] = 1
-            assert np.all(a1[0:100] == 1)
-            a1[:] = 1
-            assert np.all(a1[:] == 1)
-
-        compressors_warn = []
-        if LZMA:
-            compressors_warn.append(LZMA(2))  # Try lzma.FORMAT_ALONE, which N5 doesn't support.
-        for compressor in compressors_warn:
-            with pytest.warns(RuntimeWarning):
-                a2 = self.create_array(shape=1000, chunks=100, compressor=compressor)
-            a2[0:100] = 1
-            assert np.all(a2[0:100] == 1)
-            a2[:] = 1
-            assert np.all(a2[:] == 1)
-
-    def expected(self):
-        return [
-            "8811a77d54caaa1901d5cc4452d946ae433c8d90",
-            "d880b007d9779db5f2cdbe13274eb1cbac4a425a",
-            "d80eb66d5521744f051e816ab368d8ccfc2e3edf",
-            "568f9f837e4b682a3819cb122988e2eebeb6572b",
-            "4fdf4475d786d6694110db5619acd30c80dfc372",
-        ]
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestArrayWithN5FSStore(TestArrayWithN5Store):
-    def create_store(self):
-        path = mkdtemp()
-        atexit.register(shutil.rmtree, path)
-        store = N5FSStore(path)
-        return store
-
-
-class TestArrayWithDBMStore(TestArray):
-    def create_store(self):
-        path = mktemp(suffix=".anydbm")
-        atexit.register(atexit_rmglob, path + "*")
-        store = DBMStore(path, flag="n")
-        return store
-
-    def test_nbytes_stored(self):
-        pass  # not implemented
-
-
-@pytest.mark.skip(reason="can't get bsddb3 to work on CI right now")
-class TestArrayWithDBMStoreBerkeleyDB(TestArray):
-    def create_store(self):
-        bsddb3 = pytest.importorskip("bsddb3")
-        path = mktemp(suffix=".dbm")
-        atexit.register(os.remove, path)
-        store = DBMStore(path, flag="n", open=bsddb3.btopen)
-        return store
-
-    def test_nbytes_stored(self):
-        pass  # not implemented
-
-
-class TestArrayWithLMDBStore(TestArray):
-    def create_store(self):
-        pytest.importorskip("lmdb")
-        path = mktemp(suffix=".lmdb")
-        atexit.register(atexit_rmtree, path)
-        store = LMDBStore(path, buffers=True)
-        return store
-
-    def test_store_has_bytes_values(self):
-        pass  # returns values as memoryviews/buffers instead of bytes
-
-    def test_nbytes_stored(self):
-        pass  # not implemented
-
-
-class TestArrayWithLMDBStoreNoBuffers(TestArray):
-    def create_store(self):
-        pytest.importorskip("lmdb")
-        path = mktemp(suffix=".lmdb")
-        atexit.register(atexit_rmtree, path)
-        store = LMDBStore(path, buffers=False)
-        return store
-
-    def test_nbytes_stored(self):
-        pass  # not implemented
-
-
-class TestArrayWithSQLiteStore(TestArray):
-    def create_store(self):
-        pytest.importorskip("sqlite3")
-        path = mktemp(suffix=".db")
-        atexit.register(atexit_rmtree, path)
-        store = SQLiteStore(path)
-        return store
-
-    def test_nbytes_stored(self):
-        pass  # not implemented
-
-
-class TestArrayWithNoCompressor(TestArray):
-    compressor = None
-
-    def expected(self):
-        return [
-            "d3da3d485de4a5fcc6d91f9dfc6a7cba9720c561",
-            "443b8dee512e42946cb63ff01d28e9bee8105a5f",
-            "b75eb90f68aa8ee1e29f2c542e851d3945066c54",
-            "42b6ae0d50ec361628736ab7e68fe5fefca22136",
-            "a0535f31c130f5e5ac66ba0713d1c1ceaebd089b",
-        ]
-
-
-class TestArrayWithBZ2Compressor(TestArray):
-    compressor = BZ2(level=1)
-
-    def expected(self):
-        return [
-            "33141032439fb1df5e24ad9891a7d845b6c668c8",
-            "44d719da065c88a412d609a5500ff41e07b331d6",
-            "37c7c46e5730bba37da5e518c9d75f0d774c5098",
-            "1e1bcaac63e4ef3c4a68f11672537131c627f168",
-            "86d7b9bf22dccbeaa22f340f38be506b55e76ff2",
-        ]
-
-
-class TestArrayWithBloscCompressor(TestArray):
-    compressor = Blosc(cname="zstd", clevel=1, shuffle=1)
-
-    def expected(self):
-        return [
-            "7ff2ae8511eac915fad311647c168ccfe943e788",
-            "962705c861863495e9ccb7be7735907aa15e85b5",
-            "74ed339cfe84d544ac023d085ea0cd6a63f56c4b",
-            "90e30bdab745a9641cd0eb605356f531bc8ec1c3",
-            "95d40c391f167db8b1290e3c39d9bf741edacdf6",
-        ]
-
-
-try:
-    from numcodecs import LZMA
-except ImportError:  # pragma: no cover
-    LZMA = None
-
-
-@unittest.skipIf(LZMA is None, "LZMA codec not available")
-class TestArrayWithLZMACompressor(TestArray):
-    compressor = LZMA(preset=1)
-
-    def expected(self):
-        return [
-            "93ecaa530a1162a9d48a3c1dcee4586ccfc59bae",
-            "04a9755a0cd638683531b7816c7fa4fbb6f577f2",
-            "9de97b5c49b38e68583ed701d7e8f4c94b6a8406",
-            "cde499f3dc945b4e97197ff8e3cf8188a1262c35",
-            "e2cf3afbf66ad0e28a2b6b68b1b07817c69aaee2",
-        ]
-
-
-class TestArrayWithFilters(TestArray):
-    compressor = Zlib(1)
-
-    def create_filters(self, dtype: Optional[str]) -> Tuple[Any, ...]:
-        return (
-            Delta(dtype=dtype),
-            FixedScaleOffset(dtype=dtype, scale=1, offset=0),
-        )
-
-    def expected(self):
-        return [
-            "b80367c5599d47110d42bd8886240c2f46620dba",
-            "95a7b2471225e73199c9716d21e8d3dd6e5f6f2a",
-            "7300f1eb130cff5891630038fd99c28ef23d3a01",
-            "c649ad229bc5720258b934ea958570c2f354c2eb",
-            "62fc9236d78af18a5ec26c12eea1d33bce52501e",
-        ]
-
-    def test_astype_no_filters(self):
-        shape = (100,)
-        dtype = np.dtype(np.int8)
-        astype = np.dtype(np.float32)
-
-        store = KVStore(dict())
-        init_array(store, shape=shape, chunks=10, dtype=dtype)
-
-        data = np.arange(np.prod(shape), dtype=dtype).reshape(shape)
-
-        z1 = Array(store)
-        z1[...] = data
-        z2 = z1.astype(astype)
-
-        expected = data.astype(astype)
-        assert_array_equal(expected, z2)
-        assert z2.read_only
-
-    def test_astype(self):
-        shape = (100,)
-        chunks = (10,)
-
-        dtype = np.dtype(np.int8)
-        astype = np.dtype(np.float32)
-
-        data = np.arange(np.prod(shape), dtype=dtype).reshape(shape)
-
-        z1 = self.create_array(shape=shape, chunks=chunks, dtype=dtype)
-        z1[...] = data
-        z2 = z1.astype(astype)
-
-        expected = data.astype(astype)
-        assert_array_equal(expected, z2)
-
-    def test_array_dtype_shape(self):
-        # skip this one, cannot do delta on unstructured array
-        pass
-
-    def test_structured_array(self):
-        # skip this one, cannot do delta on structured array
-        pass
-
-    def test_structured_array_subshapes(self):
-        # skip this one, cannot do delta on structured array
-        pass
-
-    def test_structured_array_nested(self):
-        # skip this one, cannot do delta on structured array
-        pass
-
-    def test_dtypes(self):
-        # skip this one, delta messes up floats
-        pass
-
-    def test_object_arrays(self):
-        # skip this one, cannot use delta with objects
-        pass
-
-    def test_object_arrays_vlen_text(self):
-        # skip this one, cannot use delta with objects
-        pass
-
-    def test_object_arrays_vlen_bytes(self):
-        # skip this one, cannot use delta with objects
-        pass
-
-    def test_object_arrays_vlen_array(self):
-        # skip this one, cannot use delta with objects
-        pass
-
-    def test_object_arrays_danger(self):
-        # skip this one, cannot use delta with objects
-        pass
-
-    def test_structured_array_contain_object(self):
-        # skip this one, cannot use delta on structured array
-        pass
-
-
-# custom store, does not support getsize()
-class CustomMapping:
-    def __init__(self):
-        self.inner = KVStore(dict())
-
-    def __iter__(self):
-        return iter(self.keys())
-
-    def keys(self):
-        return self.inner.keys()
-
-    def values(self):
-        return self.inner.values()
-
-    def get(self, item, default=None):
-        try:
-            return self.inner[item]
-        except KeyError:
-            return default
-
-    def __getitem__(self, item):
-        return self.inner[item]
-
-    def __setitem__(self, item, value):
-        self.inner[item] = ensure_bytes(value)
-
-    def __delitem__(self, key):
-        del self.inner[key]
-
-    def __contains__(self, item):
-        return item in self.inner
-
-    def close(self):
-        return self.inner.close()
-
-
-class TestArrayWithCustomMapping(TestArray):
-    def create_store(self):
-        return CustomMapping()
-
-    def test_nbytes_stored(self):
-        z = self.create_array(shape=1000, chunks=100)
-        assert 245 == z.nbytes_stored
-        z[:] = 42
-        assert 515 == z.nbytes_stored
-
-
-class TestArrayNoCache(TestArray):
-    def test_cache_metadata(self):
-        a1 = self.create_array(shape=100, chunks=10, dtype="i1", cache_metadata=False)
-        path = None
-        a2 = Array(a1.store, path=path, cache_metadata=True)
-        assert a1.shape == a2.shape
-        assert a1.size == a2.size
-        assert a1.nbytes == a2.nbytes
-        assert a1.nchunks == a2.nchunks
-
-        # a1 is not caching so *will* see updates made via other objects
-        a2.resize(200)
-        assert (200,) == a2.shape
-        assert 200 == a2.size
-        assert 200 == a2.nbytes
-        assert 20 == a2.nchunks
-        assert a1.shape == a2.shape
-        assert a1.size == a2.size
-        assert a1.nbytes == a2.nbytes
-        assert a1.nchunks == a2.nchunks
-
-        a2.append(np.zeros(100))
-        assert (300,) == a2.shape
-        assert 300 == a2.size
-        assert 300 == a2.nbytes
-        assert 30 == a2.nchunks
-        assert a1.shape == a2.shape
-        assert a1.size == a2.size
-        assert a1.nbytes == a2.nbytes
-        assert a1.nchunks == a2.nchunks
-
-        # a2 is caching so *will not* see updates made via other objects
-        a1.resize(400)
-        assert (400,) == a1.shape
-        assert 400 == a1.size
-        assert 400 == a1.nbytes
-        assert 40 == a1.nchunks
-        assert (300,) == a2.shape
-        assert 300 == a2.size
-        assert 300 == a2.nbytes
-        assert 30 == a2.nchunks
-
-    def test_cache_attrs(self):
-        a1 = self.create_array(shape=100, chunks=10, dtype="i1", cache_attrs=False)
-        path = None
-        a2 = Array(a1.store, path=path, cache_attrs=True)
-        assert a1.attrs.asdict() == a2.attrs.asdict()
-
-        # a1 is not caching so *will* see updates made via other objects
-        a2.attrs["foo"] = "xxx"
-        a2.attrs["bar"] = 42
-        assert a1.attrs.asdict() == a2.attrs.asdict()
-
-        # a2 is caching so *will not* see updates made via other objects
-        a1.attrs["foo"] = "yyy"
-        assert "yyy" == a1.attrs["foo"]
-        assert "xxx" == a2.attrs["foo"]
-
-    def test_object_arrays_danger(self):
-        # skip this one as it only works if metadata are cached
-        pass
-
-
-class TestArrayWithStoreCache(TestArray):
-    def create_store(self):
-        return LRUStoreCache(dict(), max_size=None)
-
-    def test_store_has_bytes_values(self):
-        # skip as the cache has no control over how the store provides values
-        pass
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestArrayWithFSStore(TestArray):
-    compressor = Blosc()
-    dimension_separator: Literal[".", "/"] = "."
-
-    def create_store(self):
-        path = mkdtemp()
-        atexit.register(shutil.rmtree, path)
-        key_separator = self.dimension_separator
-        store = FSStore(
-            path,
-            key_separator=key_separator,
-            auto_mkdir=True,
-            check=True,
-            create=True,
-            missing_exceptions=None,
-        )
-        return store
-
-    def expected(self):
-        return [
-            "ab753fc81df0878589535ca9bad2816ba88d91bc",
-            "c16261446f9436b1e9f962e57ce3e8f6074abe8a",
-            "c2ef3b2fb2bc9dcace99cd6dad1a7b66cc1ea058",
-            "6e52f95ac15b164a8e96843a230fcee0e610729b",
-            "091fa99bc60706095c9ce30b56ce2503e0223f56",
-        ]
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestArrayWithFSStoreFromFilesystem(TestArray):
-    compressor = Blosc()
-    dimension_separator = "."
-
-    def create_store(self):
-        from fsspec.implementations.local import LocalFileSystem
-
-        fs = LocalFileSystem(auto_mkdir=True)
-        path = mkdtemp()
-        atexit.register(shutil.rmtree, path)
-        key_separator = self.dimension_separator
-        store = FSStore(
-            path,
-            fs=fs,
-            key_separator=key_separator,
-            check=True,
-            create=True,
-            missing_exceptions=None,
-        )
-        return store
-
-    def expected(self):
-        return [
-            "ab753fc81df0878589535ca9bad2816ba88d91bc",
-            "c16261446f9436b1e9f962e57ce3e8f6074abe8a",
-            "c2ef3b2fb2bc9dcace99cd6dad1a7b66cc1ea058",
-            "6e52f95ac15b164a8e96843a230fcee0e610729b",
-            "091fa99bc60706095c9ce30b56ce2503e0223f56",
-        ]
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestArrayWithFSStorePartialRead(TestArray):
-    compressor = Blosc(blocksize=256)
-    partial_decompress = True
-
-    def create_store(self):
-        path = mkdtemp()
-        atexit.register(shutil.rmtree, path)
-        store = FSStore(path)
-        return store
-
-    def expected(self):
-        return [
-            "dd7577d645c38767cf6f6d1ef8fd64002883a014",
-            "aa0de9892cf1ed3cda529efbf3233720b84489b7",
-            "e6191c44cf958576c29c41cef0f55b028a4dbdff",
-            "88adeeabb819feecccadf50152293dbb42f9107e",
-            "1426e084427f9920e29c9ec81b663d1005849455",
-        ]
-
-    def test_non_cont(self):
-        z = self.create_array(shape=(500, 500, 500), chunks=(50, 50, 50), dtype="<i4")
-        z[:, :, :] = 1
-        # actually go through the partial read by accessing a single item
-        assert z[0, :, 0].any()
-
-    def test_read_nitems_less_than_blocksize_from_multiple_chunks(self):
-        """Tests to make sure decompression doesn't fail when `nitems` is
-        less than a compressed block size, but covers multiple blocks
-        """
-        z = self.create_array(shape=1000000, chunks=100_000)
-        z[40_000:80_000] = 1
-        path = None
-        b = Array(z.store, path=path, read_only=True, partial_decompress=True)
-        assert (b[40_000:80_000] == 1).all()
-
-    def test_read_from_all_blocks(self):
-        """Tests to make sure `PartialReadBuffer.read_part` doesn't fail when
-        stop isn't in the `start_points` array
-        """
-        z = self.create_array(shape=1000000, chunks=100_000)
-        z[2:99_000] = 1
-        path = None
-        b = Array(z.store, path=path, read_only=True, partial_decompress=True)
-        assert (b[2:99_000] == 1).all()
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestArrayWithFSStoreNested(TestArrayWithFSStore):
-    compressor = Blosc()
-    dimension_separator = "/"
-
-    def expected(self):
-        return [
-            "94884f29b41b9beb8fc99ad7bf9c0cbf0f2ab3c9",
-            "077aa3bd77b8d354f8f6c15dce5ae4f545788a72",
-            "22be95d83c097460adb339d80b2d7fe19c513c16",
-            "85131cec526fa46938fd2c4a6083a58ee11037ea",
-            "c3167010c162c6198cb2bf3c1da2c46b047c69a1",
-        ]
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestArrayWithFSStoreNestedPartialRead(TestArrayWithFSStore):
-    compressor = Blosc()
-    dimension_separator = "/"
-    partial_decompress = True
-
-    def expected(self):
-        return [
-            "94884f29b41b9beb8fc99ad7bf9c0cbf0f2ab3c9",
-            "077aa3bd77b8d354f8f6c15dce5ae4f545788a72",
-            "22be95d83c097460adb339d80b2d7fe19c513c16",
-            "85131cec526fa46938fd2c4a6083a58ee11037ea",
-            "c3167010c162c6198cb2bf3c1da2c46b047c69a1",
-        ]
-
-    def test_non_cont(self):
-        z = self.create_array(shape=(500, 500, 500), chunks=(50, 50, 50), dtype="<i4")
-        z[:, :, :] = 1
-        # actually go through the partial read by accessing a single item
-        assert z[0, :, 0].any()
-
-    def test_read_nitems_less_than_blocksize_from_multiple_chunks(self):
-        """Tests to make sure decompression doesn't fail when `nitems` is
-        less than a compressed block size, but covers multiple blocks
-        """
-        z = self.create_array(shape=1000000, chunks=100_000)
-        z[40_000:80_000] = 1
-        path = None
-        b = Array(z.store, path=path, read_only=True, partial_decompress=True)
-        assert (b[40_000:80_000] == 1).all()
-
-    def test_read_from_all_blocks(self):
-        """Tests to make sure `PartialReadBuffer.read_part` doesn't fail when
-        stop isn't in the `start_points` array
-        """
-        z = self.create_array(shape=1000000, chunks=100_000)
-        z[2:99_000] = 1
-        path = None
-        b = Array(z.store, path=path, read_only=True, partial_decompress=True)
-        assert (b[2:99_000] == 1).all()
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-def test_issue_1279(tmpdir):
-    """See <https://github.com/zarr-developers/zarr-python/issues/1279>"""
-
-    data = np.arange(25).reshape((5, 5))
-    ds = zarr.v2.create(
-        shape=data.shape,
-        chunks=(5, 5),
-        dtype=data.dtype,
-        compressor=(None),
-        store=FSStore(url=str(tmpdir), mode="a"),
-        order="F",
-    )
-
-    ds[:] = data
-
-    ds_reopened = zarr.v2.open_array(store=FSStore(url=str(tmpdir), mode="r"))
-
-    written_data = ds_reopened[:]
-    assert_array_equal(data, written_data)
diff --git a/tests/v2/test_creation.py b/tests/v2/test_creation.py
deleted file mode 100644
index 08073a8ac3..0000000000
--- a/tests/v2/test_creation.py
+++ /dev/null
@@ -1,691 +0,0 @@
-import atexit
-import os.path
-import shutil
-import warnings
-
-import numpy as np
-import pytest
-from numpy.testing import assert_array_equal
-
-from zarr.v2.codecs import Zlib
-from zarr.v2.core import Array
-from zarr.v2.creation import (
-    array,
-    create,
-    empty,
-    empty_like,
-    full,
-    full_like,
-    ones,
-    ones_like,
-    open_array,
-    open_like,
-    zeros,
-    zeros_like,
-)
-from zarr.v2.hierarchy import open_group
-from zarr.v2.n5 import N5Store
-from zarr.v2.storage import DirectoryStore, KVStore
-from zarr.v2.sync import ThreadSynchronizer
-from .util import mktemp, have_fsspec
-
-
-_VERSIONS = (None, 2)
-_VERSIONS2 = (2,)
-
-
-# something bcolz-like
-class MockBcolzArray:
-    def __init__(self, data, chunklen):
-        self.data = data
-        self.chunklen = chunklen
-
-    def __getattr__(self, item):
-        return getattr(self.data, item)
-
-    def __getitem__(self, item):
-        return self.data[item]
-
-
-# something h5py-like
-class MockH5pyDataset:
-    def __init__(self, data, chunks):
-        self.data = data
-        self.chunks = chunks
-
-    def __getattr__(self, item):
-        return getattr(self.data, item)
-
-    def __getitem__(self, item):
-        return self.data[item]
-
-
-def _init_creation_kwargs(at_root=True):
-    kwargs = {}
-    if not at_root:
-        kwargs["path"] = "array"
-    return kwargs
-
-
-@pytest.mark.parametrize("at_root", [False, True])
-def test_array(at_root):
-    kwargs = _init_creation_kwargs(at_root)
-
-    # with numpy array
-    a = np.arange(100)
-    z = array(a, chunks=10, **kwargs)
-    assert a.shape == z.shape
-    assert a.dtype == z.dtype
-    assert_array_equal(a, z[:])
-
-    # with array-like
-    a = list(range(100))
-    z = array(a, chunks=10, **kwargs)
-    assert (100,) == z.shape
-    assert np.asarray(a).dtype == z.dtype
-    assert_array_equal(np.asarray(a), z[:])
-
-    # with another zarr array
-    z2 = array(z, **kwargs)
-    assert z.shape == z2.shape
-    assert z.chunks == z2.chunks
-    assert z.dtype == z2.dtype
-    assert_array_equal(z[:], z2[:])
-
-    # with chunky array-likes
-
-    b = np.arange(1000).reshape(100, 10)
-    c = MockBcolzArray(b, 10)
-    z3 = array(c, **kwargs)
-    assert c.shape == z3.shape
-    assert (10, 10) == z3.chunks
-
-    b = np.arange(1000).reshape(100, 10)
-    c = MockH5pyDataset(b, chunks=(10, 2))
-    z4 = array(c, **kwargs)
-    assert c.shape == z4.shape
-    assert (10, 2) == z4.chunks
-
-    c = MockH5pyDataset(b, chunks=None)
-    z5 = array(c, **kwargs)
-    assert c.shape == z5.shape
-    assert isinstance(z5.chunks, tuple)
-
-    # with dtype=None
-    a = np.arange(100, dtype="i4")
-    z = array(a, dtype=None, **kwargs)
-    assert_array_equal(a[:], z[:])
-    assert a.dtype == z.dtype
-
-    # with dtype=something else
-    a = np.arange(100, dtype="i4")
-    z = array(a, dtype="i8", **kwargs)
-    assert_array_equal(a[:], z[:])
-    assert np.dtype("i8") == z.dtype
-
-
-@pytest.mark.parametrize("at_root", [False, True])
-def test_empty(at_root):
-    kwargs = _init_creation_kwargs(at_root)
-    z = empty(100, chunks=10, **kwargs)
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-
-
-@pytest.mark.parametrize("at_root", [False, True])
-def test_zeros(at_root):
-    kwargs = _init_creation_kwargs(at_root)
-    z = zeros(100, chunks=10, **kwargs)
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-    assert_array_equal(np.zeros(100), z[:])
-
-
-@pytest.mark.parametrize("at_root", [False, True])
-def test_ones(at_root):
-    kwargs = _init_creation_kwargs(at_root)
-    z = ones(100, chunks=10, **kwargs)
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-    assert_array_equal(np.ones(100), z[:])
-
-
-@pytest.mark.parametrize("at_root", [False, True])
-def test_full(at_root):
-    kwargs = _init_creation_kwargs(at_root)
-    z = full(100, chunks=10, fill_value=42, dtype="i4", **kwargs)
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-    assert_array_equal(np.full(100, fill_value=42, dtype="i4"), z[:])
-
-    # nan
-    z = full(100, chunks=10, fill_value=np.nan, dtype="f8", **kwargs)
-    assert np.all(np.isnan(z[:]))
-
-
-def test_full_additional_dtypes():
-    """Test additional types that aren't part of the base v3 spec."""
-    kwargs = _init_creation_kwargs()
-    # NaT
-    z = full(100, chunks=10, fill_value="NaT", dtype="M8[s]", **kwargs)
-    assert np.all(np.isnat(z[:]))
-    z = full(100, chunks=10, fill_value="NaT", dtype="m8[s]", **kwargs)
-    assert np.all(np.isnat(z[:]))
-
-    # byte string dtype
-    v = b"xxx"
-    z = full(100, chunks=10, fill_value=v, dtype="S3", **kwargs)
-    assert v == z[0]
-    a = z[...]
-    assert z.dtype == a.dtype
-    assert v == a[0]
-    assert np.all(a == v)
-
-    # unicode string dtype
-    v = "xxx"
-    z = full(100, chunks=10, fill_value=v, dtype="U3", **kwargs)
-    assert v == z[0]
-    a = z[...]
-    assert z.dtype == a.dtype
-    assert v == a[0]
-    assert np.all(a == v)
-
-    # bytes fill value / unicode dtype
-    v = b"xxx"
-    with pytest.raises(ValueError):
-        full(100, chunks=10, fill_value=v, dtype="U3")
-
-
-@pytest.mark.parametrize("dimension_separator", [".", "/", None])
-@pytest.mark.parametrize("at_root", [False, True])
-def test_open_array(at_root, dimension_separator):
-    store = "data/array.zarr"
-    kwargs = _init_creation_kwargs(at_root)
-
-    # mode == 'w'
-    z = open_array(
-        store, mode="w", shape=100, chunks=10, dimension_separator=dimension_separator, **kwargs
-    )
-    z[:] = 42
-    assert isinstance(z, Array)
-
-    assert isinstance(z.store, DirectoryStore)
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-    assert_array_equal(np.full(100, fill_value=42), z[:])
-
-    if dimension_separator is None:
-        assert z._dimension_separator == "."
-    else:
-        assert z._dimension_separator == dimension_separator
-
-    # mode in 'r', 'r+'
-    group_kwargs = kwargs.copy()
-    open_group("data/group.zarr", mode="w", **group_kwargs)
-    for mode in "r", "r+":
-        with pytest.raises(ValueError):
-            open_array("doesnotexist", mode=mode)
-        with pytest.raises(ValueError):
-            open_array("data/group.zarr", mode=mode)
-    z = open_array(store, mode="r", **kwargs)
-    assert isinstance(z, Array)
-    assert isinstance(z.store, DirectoryStore)
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-    assert_array_equal(np.full(100, fill_value=42), z[:])
-    with pytest.raises(PermissionError):
-        z[:] = 43
-    z = open_array(store, mode="r+", **kwargs)
-    assert isinstance(z, Array)
-    assert isinstance(z.store, DirectoryStore)
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-    assert_array_equal(np.full(100, fill_value=42), z[:])
-    z[:] = 43
-    assert_array_equal(np.full(100, fill_value=43), z[:])
-
-    # mode == 'a'
-    shutil.rmtree(store)
-    z = open_array(store, mode="a", shape=100, chunks=10, **kwargs)
-    z[:] = 42
-    assert isinstance(z, Array)
-    assert isinstance(z.store, DirectoryStore)
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-    assert_array_equal(np.full(100, fill_value=42), z[:])
-
-    with pytest.raises(ValueError):
-        open_array("data/group.zarr", mode="a", **kwargs)
-
-    # mode in 'w-', 'x'
-    for mode in "w-", "x":
-        shutil.rmtree(store)
-        z = open_array(store, mode=mode, shape=100, chunks=10, **kwargs)
-        z[:] = 42
-        assert isinstance(z, Array)
-        assert isinstance(z.store, DirectoryStore)
-        assert (100,) == z.shape
-        assert (10,) == z.chunks
-        assert_array_equal(np.full(100, fill_value=42), z[:])
-        with pytest.raises(ValueError):
-            open_array(store, mode=mode, **kwargs)
-
-        with pytest.raises(ValueError):
-            open_array("data/group.zarr", mode=mode, **kwargs)
-
-    # with synchronizer
-    z = open_array(store, synchronizer=ThreadSynchronizer(), **kwargs)
-    assert isinstance(z, Array)
-
-    # with path
-    kwargs_no_path = kwargs.copy()
-    kwargs_no_path.pop("path", None)
-    z = open_array(store, shape=100, path="foo/bar", mode="w", **kwargs_no_path)
-    assert isinstance(z, Array)
-    assert "foo/bar" == z.path
-
-    # with chunk store
-    meta_store = "data/meta.zarr"
-    chunk_store = "data/chunks.zarr"
-    z = open_array(store=meta_store, chunk_store=chunk_store, shape=11, mode="w", **kwargs)
-    z[:] = 42
-    assert os.path.abspath(meta_store) == z.store.path
-    assert os.path.abspath(chunk_store) == z.chunk_store.path
-
-
-def test_open_array_none():
-    # open with store = None
-    z = open_array(mode="w", shape=100, chunks=10)
-    assert isinstance(z, Array)
-
-
-@pytest.mark.parametrize("dimension_separator", [".", "/", None])
-def test_open_array_infer_separator_from_store(dimension_separator):
-    StoreClass = DirectoryStore
-    path = None
-    store = StoreClass("data/array.zarr", dimension_separator=dimension_separator)
-
-    # Note: no dimension_separator kwarg to open_array
-    #       we are testing here that it gets inferred from store
-    z = open_array(store, path=path, mode="w", shape=100, chunks=10)
-    z[:] = 42
-    assert isinstance(z, Array)
-    assert isinstance(z.store, DirectoryStore)
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-    assert_array_equal(np.full(100, fill_value=42), z[:])
-
-    if dimension_separator is None:
-        assert z._dimension_separator == "."
-    else:
-        assert z._dimension_separator == dimension_separator
-
-
-def test_open_array_n5():
-    store = "data/array.zarr"
-    kwargs = _init_creation_kwargs()
-
-    # for N5 store
-    store = "data/array.n5"
-    z = open_array(store, mode="w", shape=100, chunks=10, **kwargs)
-    z[:] = 42
-    assert isinstance(z, Array)
-    assert isinstance(z.store, N5Store)
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-    assert_array_equal(np.full(100, fill_value=42), z[:])
-
-    store = "data/group.n5"
-    group_kwargs = kwargs.copy()
-    z = open_group(store, mode="w", **group_kwargs)
-    i = z.create_group("inner")
-    a = i.zeros("array", shape=100, chunks=10)
-    a[:] = 42
-
-    # Edit inner/attributes.json to not include "n5"
-    with open("data/group.n5/inner/attributes.json", "w") as o:
-        o.write("{}")
-
-    # Re-open
-    a = open_group(store, **group_kwargs)["inner"]["array"]
-    assert isinstance(a, Array)
-    assert isinstance(z.store, N5Store)
-    assert (100,) == a.shape
-    assert (10,) == a.chunks
-    assert_array_equal(np.full(100, fill_value=42), a[:])
-
-
-@pytest.mark.parametrize("at_root", [False, True])
-def test_open_array_dict_store(at_root):
-    # dict will become a KVStore
-    store = dict()
-    kwargs = _init_creation_kwargs(at_root)
-    expected_store_type = KVStore
-
-    # mode == 'w'
-    z = open_array(store, mode="w", shape=100, chunks=10, **kwargs)
-    z[:] = 42
-    assert isinstance(z, Array)
-    assert isinstance(z.store, expected_store_type)
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-    assert_array_equal(np.full(100, fill_value=42), z[:])
-
-
-@pytest.mark.parametrize("at_root", [False, True])
-def test_create_in_dict(at_root):
-    kwargs = _init_creation_kwargs(at_root)
-    expected_store_type = KVStore
-
-    for func in [empty, zeros, ones]:
-        a = func(100, store=dict(), **kwargs)
-        assert isinstance(a.store, expected_store_type)
-
-    a = full(100, 5, store=dict(), **kwargs)
-    assert isinstance(a.store, expected_store_type)
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-@pytest.mark.parametrize("at_root", [False, True])
-def test_create_writeable_mode(at_root, tmp_path):
-    # Regression test for https://github.com/zarr-developers/zarr-python/issues/1306
-    import fsspec
-
-    kwargs = _init_creation_kwargs(at_root)
-    store = fsspec.get_mapper(str(tmp_path))
-    z = create(100, store=store, **kwargs)
-    assert z.store.map == store
-
-
-@pytest.mark.parametrize("at_root", [False, True])
-def test_empty_like(at_root):
-    kwargs = _init_creation_kwargs(at_root)
-
-    # zarr array
-    z = empty(100, chunks=10, dtype="f4", compressor=Zlib(5), order="F", **kwargs)
-    z2 = empty_like(z, path=kwargs.get("path"))
-    assert z.shape == z2.shape
-    assert z.chunks == z2.chunks
-    assert z.dtype == z2.dtype
-    assert z.compressor.get_config() == z2.compressor.get_config()
-    assert z.fill_value == z2.fill_value
-    assert z.order == z2.order
-
-    # numpy array
-    a = np.empty(100, dtype="f4")
-    z3 = empty_like(a, **kwargs)
-    assert a.shape == z3.shape
-    assert (100,) == z3.chunks
-    assert a.dtype == z3.dtype
-    assert z3.fill_value is None
-
-    # something slightly silly
-    a = [0] * 100
-    z3 = empty_like(a, shape=200, **kwargs)
-    assert (200,) == z3.shape
-
-    # other array-likes
-    b = np.arange(1000).reshape(100, 10)
-    c = MockBcolzArray(b, 10)
-    z = empty_like(c, **kwargs)
-    assert b.shape == z.shape
-    assert (10, 10) == z.chunks
-    c = MockH5pyDataset(b, chunks=(10, 2))
-    z = empty_like(c, **kwargs)
-    assert b.shape == z.shape
-    assert (10, 2) == z.chunks
-    c = MockH5pyDataset(b, chunks=None)
-    z = empty_like(c, **kwargs)
-    assert b.shape == z.shape
-    assert isinstance(z.chunks, tuple)
-
-
-@pytest.mark.parametrize("at_root", [False, True])
-def test_zeros_like(at_root):
-    kwargs = _init_creation_kwargs(at_root)
-
-    # zarr array
-    z = zeros(100, chunks=10, dtype="f4", compressor=Zlib(5), order="F", **kwargs)
-    z2 = zeros_like(z, path=kwargs.get("path"))
-    assert z.shape == z2.shape
-    assert z.chunks == z2.chunks
-    assert z.dtype == z2.dtype
-    assert z.compressor.get_config() == z2.compressor.get_config()
-    assert z.fill_value == z2.fill_value
-    assert z.order == z2.order
-
-    # numpy array
-    a = np.empty(100, dtype="f4")
-    z3 = zeros_like(a, chunks=10, **kwargs)
-    assert a.shape == z3.shape
-    assert (10,) == z3.chunks
-    assert a.dtype == z3.dtype
-    assert 0 == z3.fill_value
-
-
-@pytest.mark.parametrize("at_root", [False, True])
-def test_ones_like(at_root):
-    kwargs = _init_creation_kwargs(at_root)
-
-    # zarr array
-    z = ones(100, chunks=10, dtype="f4", compressor=Zlib(5), order="F", **kwargs)
-    z2 = ones_like(z, path=kwargs.get("path"))
-    assert z.shape == z2.shape
-    assert z.chunks == z2.chunks
-    assert z.dtype == z2.dtype
-    assert z.compressor.get_config() == z2.compressor.get_config()
-    assert z.fill_value == z2.fill_value
-    assert z.order == z2.order
-
-    # numpy array
-    a = np.empty(100, dtype="f4")
-    z3 = ones_like(a, chunks=10, **kwargs)
-    assert a.shape == z3.shape
-    assert (10,) == z3.chunks
-    assert a.dtype == z3.dtype
-    assert 1 == z3.fill_value
-
-
-@pytest.mark.parametrize("at_root", [False, True])
-def test_full_like(at_root):
-    kwargs = _init_creation_kwargs(at_root)
-
-    z = full(100, chunks=10, dtype="f4", compressor=Zlib(5), fill_value=42, order="F", **kwargs)
-    z2 = full_like(z, path=kwargs.get("path"))
-    assert z.shape == z2.shape
-    assert z.chunks == z2.chunks
-    assert z.dtype == z2.dtype
-    assert z.compressor.get_config() == z2.compressor.get_config()
-    assert z.fill_value == z2.fill_value
-    assert z.order == z2.order
-
-    # numpy array
-    a = np.empty(100, dtype="f4")
-    z3 = full_like(a, chunks=10, fill_value=42, **kwargs)
-    assert a.shape == z3.shape
-    assert (10,) == z3.chunks
-    assert a.dtype == z3.dtype
-    assert 42 == z3.fill_value
-
-    with pytest.raises(TypeError):
-        # fill_value missing
-        full_like(a, chunks=10, **kwargs)
-
-
-@pytest.mark.parametrize("at_root", [False, True])
-def test_open_like(at_root):
-    kwargs = _init_creation_kwargs(at_root)
-
-    # zarr array
-    path = mktemp()
-    atexit.register(shutil.rmtree, path)
-    z = full(100, chunks=10, dtype="f4", compressor=Zlib(5), fill_value=42, order="F", **kwargs)
-    z2 = open_like(z, path)
-    assert z.shape == z2.shape
-    assert z.chunks == z2.chunks
-    assert z.dtype == z2.dtype
-    assert z.compressor.get_config() == z2.compressor.get_config()
-    assert z.fill_value == z2.fill_value
-    assert z.order == z2.order
-
-    # numpy array
-    path = mktemp()
-    atexit.register(shutil.rmtree, path)
-    a = np.empty(100, dtype="f4")
-    z3 = open_like(a, path, chunks=10)
-    assert a.shape == z3.shape
-    assert (10,) == z3.chunks
-    assert a.dtype == z3.dtype
-    assert 0 == z3.fill_value
-
-
-@pytest.mark.parametrize("at_root", [False, True])
-def test_create(at_root):
-    kwargs = _init_creation_kwargs(at_root)
-
-    # defaults
-    z = create(100, **kwargs)
-    assert isinstance(z, Array)
-    assert (100,) == z.shape
-    assert (100,) == z.chunks  # auto-chunks
-    assert np.dtype(None) == z.dtype
-    assert "blosc" == z.compressor.codec_id
-    assert 0 == z.fill_value
-
-    # all specified
-    z = create(100, chunks=10, dtype="i4", compressor=Zlib(1), fill_value=42, order="F", **kwargs)
-    assert isinstance(z, Array)
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-    assert np.dtype("i4") == z.dtype
-    assert "zlib" == z.compressor.codec_id
-    assert 1 == z.compressor.level
-    assert 42 == z.fill_value
-    assert "F" == z.order
-
-    # with synchronizer
-    synchronizer = ThreadSynchronizer()
-    z = create(100, chunks=10, synchronizer=synchronizer, **kwargs)
-    assert isinstance(z, Array)
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-    assert synchronizer is z.synchronizer
-
-    # don't allow string as compressor arg
-    with pytest.raises(ValueError):
-        create(100, chunks=10, compressor="zlib", **kwargs)
-
-    # h5py compatibility
-
-    z = create(100, compression="zlib", compression_opts=9, **kwargs)
-    assert "zlib" == z.compressor.codec_id
-    assert 9 == z.compressor.level
-
-    z = create(100, compression="default", **kwargs)
-    assert "blosc" == z.compressor.codec_id
-
-    # errors
-    with pytest.raises(ValueError):
-        # bad compression argument
-        create(100, compression=1, **kwargs)
-    with pytest.raises(ValueError):
-        # bad fill value
-        create(100, dtype="i4", fill_value="foo", **kwargs)
-
-    # auto chunks
-    z = create(1000000000, chunks=True, **kwargs)
-    assert z.chunks[0] < z.shape[0]
-    z = create(1000000000, chunks=None, **kwargs)  # backwards-compatibility
-    assert z.chunks[0] < z.shape[0]
-    # no chunks
-    z = create(1000000000, chunks=False, **kwargs)
-    assert z.chunks == z.shape
-
-
-def test_compression_args():
-    kwargs = _init_creation_kwargs()
-
-    with warnings.catch_warnings():
-        warnings.simplefilter("default")
-        z = create(100, compression="zlib", compression_opts=9, **kwargs)
-        assert isinstance(z, Array)
-        assert "zlib" == z.compressor.codec_id
-        assert 9 == z.compressor.level
-
-        # 'compressor' overrides 'compression'
-        with pytest.warns(UserWarning):
-            z = create(100, compressor=Zlib(9), compression="bz2", compression_opts=1, **kwargs)
-        assert isinstance(z, Array)
-        assert "zlib" == z.compressor.codec_id
-        assert 9 == z.compressor.level
-
-        # 'compressor' ignores 'compression_opts'
-        with pytest.warns(UserWarning):
-            z = create(100, compressor=Zlib(9), compression_opts=1, **kwargs)
-        assert isinstance(z, Array)
-        assert "zlib" == z.compressor.codec_id
-        assert 9 == z.compressor.level
-
-        with pytest.warns(UserWarning):
-            # 'compressor' overrides 'compression'
-            create(100, compressor=Zlib(9), compression="bz2", compression_opts=1, **kwargs)
-        with pytest.warns(UserWarning):
-            # 'compressor' ignores 'compression_opts'
-            create(100, compressor=Zlib(9), compression_opts=1, **kwargs)
-
-
-@pytest.mark.parametrize("at_root", [False, True])
-def test_create_read_only(at_root):
-    # https://github.com/alimanfoo/zarr/issues/151
-
-    kwargs = _init_creation_kwargs(at_root)
-
-    # create an array initially read-only, then enable writing
-    z = create(100, read_only=True, **kwargs)
-    assert z.read_only
-    with pytest.raises(PermissionError):
-        z[:] = 42
-    z.read_only = False
-    z[:] = 42
-    assert np.all(z[...] == 42)
-    z.read_only = True
-    with pytest.raises(PermissionError):
-        z[:] = 0
-
-    # this is subtly different, but here we want to create an array with data, and then
-    # have it be read-only
-    a = np.arange(100)
-    z = array(a, read_only=True, **kwargs)
-    assert_array_equal(a, z[...])
-    assert z.read_only
-    with pytest.raises(PermissionError):
-        z[:] = 42
-
-
-def test_json_dumps_chunks_numpy_dtype():
-    z = zeros((10,), chunks=(np.int64(2),))
-    assert np.all(z[...] == 0)
-
-
-@pytest.mark.parametrize(
-    ("init_shape", "init_chunks", "shape", "chunks"),
-    (
-        ((1,), (1,), (1,), (1,)),
-        ((1.0,), (1.0,), (1,), (1,)),
-        ((1.0,), False, (1,), (1,)),
-        ((1.0,), True, (1,), (1,)),
-        ((1.0,), None, (1,), (1,)),
-    ),
-)
-def test_shape_chunk_ints(init_shape, init_chunks, shape, chunks):
-    g = open_group()
-    array = g.create_dataset("ds", shape=init_shape, chunks=init_chunks, dtype=np.uint8)
-
-    assert all(
-        isinstance(s, int) for s in array.shape
-    ), f"Expected shape to be all ints but found {array.shape=}."
-    assert all(
-        isinstance(c, int) for c in array.chunks
-    ), f"Expected chunks to be all ints but found {array.chunks=}."
-    assert array.shape == shape, f"Expected {shape=} but found {array.shape=}."
-    assert array.chunks == chunks, f"Expected {chunks=} but found {array.chunks=}."
diff --git a/tests/v2/test_dim_separator.py b/tests/v2/test_dim_separator.py
deleted file mode 100644
index 2cff527f89..0000000000
--- a/tests/v2/test_dim_separator.py
+++ /dev/null
@@ -1,136 +0,0 @@
-import pathlib
-
-import pytest
-from numpy.testing import assert_array_equal
-from functools import partial
-
-import zarr.v2
-from zarr.v2.core import Array
-from zarr.v2.storage import DirectoryStore, NestedDirectoryStore, FSStore
-from .util import have_fsspec
-
-
-needs_fsspec = pytest.mark.skipif(not have_fsspec, reason="needs fsspec")
-
-
-@pytest.fixture(
-    params=(
-        "static_flat",
-        "static_flat_legacy",
-        "static_nested",
-        "static_nested_legacy",
-        "directory_nested",
-        "directory_flat",
-        "directory_default",
-        "nesteddirectory_nested",
-        "nesteddirectory_default",
-        pytest.param("fs_nested", marks=needs_fsspec),
-        pytest.param("fs_flat", marks=needs_fsspec),
-        pytest.param("fs_default", marks=needs_fsspec),
-    )
-)
-def dataset(tmpdir, request) -> None:
-    """
-    Generate a variety of different Zarrs using
-    different store implementations as well as
-    different dimension_separator arguments.
-    """
-
-    loc = tmpdir.join("dim_sep_test.zarr")
-    which = request.param
-    kwargs = {}
-
-    if which.startswith("static"):
-        test_root = pathlib.Path(__file__).parent 
-        suffix = which[len("static_") :]
-        static = test_root / "fixture" / "dimension_separator" / suffix
-
-        # this commented block will generate the static fixtures. 
-        # if not static.exists():  # pragma: no cover
-        #     if "nested" in which:
-        #         # No way to reproduce the nested_legacy file via code
-        #         generator = NestedDirectoryStore
-        #     else:
-        #         if "legacy" in suffix:
-        #             # No dimension_separator metadata included
-        #             generator = DirectoryStore
-        #         else:
-        #             # Explicit dimension_separator metadata included
-        #             generator = partial(DirectoryStore, dimension_separator=".")
-
-        #     # store the data - should be one-time operation
-        #     s = generator(str(static))
-        #     a = zarr.v2.open(store=s, mode="w", shape=(2, 2), dtype="<i8")
-        #     a[:] = [[1, 2], [3, 4]]
-
-        return str(static)
-    
-    if which.startswith("directory"):
-        store_class = DirectoryStore
-    elif which.startswith("nested"):
-        store_class = NestedDirectoryStore
-    else:
-        store_class = FSStore
-        kwargs["mode"] = "w"
-        kwargs["auto_mkdir"] = True
-
-    if which.endswith("nested"):
-        kwargs["dimension_separator"] = "/"
-    elif which.endswith("flat"):
-        kwargs["dimension_separator"] = "."
-
-    store = store_class(str(loc), **kwargs)
-    zarr.v2.creation.array(store=store, data=[[1, 2], [3, 4]])
-    return str(loc)
-
-
-def verify(array, expect_failure=False):
-    try:
-        assert_array_equal(array[:], [[1, 2], [3, 4]])
-    except AssertionError:
-        if expect_failure:
-            pytest.xfail()
-        else:
-            raise  # pragma: no cover
-
-
-def test_open(dataset):
-    """
-    Use zarr.v2.open to open the dataset fixture. Legacy nested datasets
-    without the dimension_separator metadata are not expected to be
-    openable.
-    """
-    failure = "nested_legacy" in dataset
-    verify(zarr.v2.open(dataset, "r"), failure)
-
-
-@needs_fsspec
-def test_fsstore(dataset):
-    """
-    Use FSStore to open the dataset fixture. Legacy nested datasets
-    without the dimension_separator metadata are not expected to be
-    openable.
-    """
-    failure = "nested_legacy" in dataset
-    verify(Array(store=FSStore(dataset)), failure)
-
-
-def test_directory(dataset):
-    """
-    Use DirectoryStore to open the dataset fixture. Legacy nested datasets
-    without the dimension_separator metadata are not expected to be
-    openable.
-    """
-    failure = "nested_legacy" in dataset
-    verify(zarr.v2.Array(store=DirectoryStore(dataset)), failure)
-
-
-def test_nested(dataset):
-    """
-    Use NestedDirectoryStore to open the dataset fixture. This is the only
-    method that is expected to successfully open legacy nested datasets
-    without the dimension_separator metadata. However, for none-Nested
-    datasets without any metadata, NestedDirectoryStore will fail.
-    """
-    failure = "flat_legacy" in dataset or "directory_default" in dataset or "fs_default" in dataset
-    verify(Array(store=NestedDirectoryStore(dataset)), failure)
diff --git a/tests/v2/test_filters.py b/tests/v2/test_filters.py
deleted file mode 100644
index fe21dc7759..0000000000
--- a/tests/v2/test_filters.py
+++ /dev/null
@@ -1,209 +0,0 @@
-import numpy as np
-from numcodecs import (
-    BZ2,
-    AsType,
-    Blosc,
-    Categorize,
-    Delta,
-    FixedScaleOffset,
-    PackBits,
-    Quantize,
-    Zlib,
-)
-from numpy.testing import assert_array_almost_equal, assert_array_equal
-
-from zarr.v2.creation import array
-
-compressors = [
-    None,
-    Zlib(),
-    BZ2(),
-    Blosc(),
-]
-
-try:
-    from numcodecs import LZMA
-except ImportError:  # pragma: no cover
-    LZMA = None
-else:
-    compressors.append(LZMA())
-
-
-def test_array_with_delta_filter():
-    # setup
-    astype = "u1"
-    dtype = "i8"
-    filters = [Delta(astype=astype, dtype=dtype)]
-    data = np.arange(100, dtype=dtype)
-
-    for compressor in compressors:
-        a = array(data, chunks=10, compressor=compressor, filters=filters)
-
-        # check round-trip
-        assert_array_equal(data, a[:])
-
-        # check chunks
-        for i in range(10):
-            cdata = a.store[str(i)]
-            if compressor:
-                chunk = compressor.decode(cdata)
-            else:
-                chunk = cdata
-            actual = np.frombuffer(chunk, dtype=astype)
-            expect = np.array([i * 10] + ([1] * 9), dtype=astype)
-            assert_array_equal(expect, actual)
-
-
-def test_array_with_astype_filter():
-    # setup
-    encode_dtype = "i1"
-    decode_dtype = "i8"
-    filters = [AsType(encode_dtype=encode_dtype, decode_dtype=decode_dtype)]
-    chunks = 10
-    chunk_size = 10
-    shape = chunks * chunk_size
-    data = np.arange(shape, dtype=decode_dtype)
-
-    for compressor in compressors:
-        a = array(data, chunks=chunks, compressor=compressor, filters=filters)
-
-        # check round-trip
-        assert data.dtype == a.dtype
-        assert_array_equal(data, a[:])
-
-        # check chunks
-        for i in range(chunks):
-            cdata = a.store[str(i)]
-            if compressor:
-                chunk = compressor.decode(cdata)
-            else:
-                chunk = cdata
-            actual = np.frombuffer(chunk, dtype=encode_dtype)
-            expect = data.astype(encode_dtype)[i * chunk_size : (i + 1) * chunk_size]
-            assert_array_equal(expect, actual)
-
-
-def test_array_with_scaleoffset_filter():
-    # setup
-    astype = "u1"
-    dtype = "f8"
-    flt = FixedScaleOffset(scale=10, offset=1000, astype=astype, dtype=dtype)
-    filters = [flt]
-    data = np.linspace(1000, 1001, 34, dtype="f8")
-
-    for compressor in compressors:
-        a = array(data, chunks=5, compressor=compressor, filters=filters)
-
-        # check round-trip
-        assert_array_almost_equal(data, a[:], decimal=1)
-
-        # check chunks
-        for i in range(6):
-            cdata = a.store[str(i)]
-            if compressor:
-                chunk = compressor.decode(cdata)
-            else:
-                chunk = cdata
-            actual = np.frombuffer(chunk, dtype=astype)
-            expect = flt.encode(data[i * 5 : (i * 5) + 5])
-            assert_array_equal(expect, actual)
-
-
-def test_array_with_quantize_filter():
-    # setup
-    dtype = "f8"
-    digits = 3
-    flt = Quantize(digits=digits, dtype=dtype)
-    filters = [flt]
-    data = np.linspace(0, 1, 34, dtype=dtype)
-
-    for compressor in compressors:
-        a = array(data, chunks=5, compressor=compressor, filters=filters)
-
-        # check round-trip
-        assert_array_almost_equal(data, a[:], decimal=digits)
-
-        # check chunks
-        for i in range(6):
-            cdata = a.store[str(i)]
-            if compressor:
-                chunk = compressor.decode(cdata)
-            else:
-                chunk = cdata
-            actual = np.frombuffer(chunk, dtype=dtype)
-            expect = flt.encode(data[i * 5 : (i * 5) + 5])
-            assert_array_equal(expect, actual)
-
-
-def test_array_with_packbits_filter():
-    # setup
-    flt = PackBits()
-    filters = [flt]
-    data = np.random.randint(0, 2, size=100, dtype=bool)
-
-    for compressor in compressors:
-        a = array(data, chunks=5, compressor=compressor, filters=filters)
-
-        # check round-trip
-        assert_array_equal(data, a[:])
-
-        # check chunks
-        for i in range(20):
-            cdata = a.store[str(i)]
-            if compressor:
-                chunk = compressor.decode(cdata)
-            else:
-                chunk = cdata
-            actual = np.frombuffer(chunk, dtype="u1")
-            expect = flt.encode(data[i * 5 : (i * 5) + 5])
-            assert_array_equal(expect, actual)
-
-
-def test_array_with_categorize_filter():
-    # setup
-    data = np.random.choice(["foo", "bar", "baz"], size=100)
-    flt = Categorize(dtype=data.dtype, labels=["foo", "bar", "baz"])
-    filters = [flt]
-
-    for compressor in compressors:
-        a = array(data, chunks=5, compressor=compressor, filters=filters)
-
-        # check round-trip
-        assert_array_equal(data, a[:])
-
-        # check chunks
-        for i in range(20):
-            cdata = a.store[str(i)]
-            if a.compressor:
-                chunk = a.compressor.decode(cdata)
-            else:
-                chunk = cdata
-            actual = np.frombuffer(chunk, dtype="u1")
-            expect = flt.encode(data[i * 5 : (i * 5) + 5])
-            assert_array_equal(expect, actual)
-
-
-def test_compressor_as_filter():
-    for compressor in compressors:
-        if compressor is None:
-            # skip
-            continue
-
-        # setup filters
-        dtype = "i8"
-        filters = [Delta(dtype=dtype), compressor]
-
-        # setup data and arrays
-        data = np.arange(10000, dtype=dtype)
-        a1 = array(data, chunks=1000, compressor=None, filters=filters)
-        a2 = array(data, chunks=1000, compressor=compressor, filters=filters[:1])
-
-        # check storage
-        for i in range(10):
-            x = bytes(a1.store[str(i)])
-            y = bytes(a2.store[str(i)])
-            assert x == y
-
-        # check data
-        assert_array_equal(data, a1[:])
-        assert_array_equal(a1[:], a2[:])
diff --git a/tests/v2/test_hierarchy.py b/tests/v2/test_hierarchy.py
deleted file mode 100644
index 23c5a56edf..0000000000
--- a/tests/v2/test_hierarchy.py
+++ /dev/null
@@ -1,1452 +0,0 @@
-import atexit
-import os
-import sys
-import pickle
-import shutil
-import tempfile
-import textwrap
-import unittest
-
-import numpy as np
-import pytest
-
-try:
-    import ipytree
-except ImportError:  # pragma: no cover
-    ipytree = None
-
-from numcodecs import Zlib
-from numpy.testing import assert_array_equal
-
-from zarr.v2.attrs import Attributes
-from zarr.v2.core import Array
-from zarr.v2.creation import open_array
-from zarr.v2.hierarchy import Group, group, open_group
-from zarr.v2.storage import (
-    ABSStore,
-    DBMStore,
-    KVStore,
-    DirectoryStore,
-    FSStore,
-    LMDBStore,
-    LRUStoreCache,
-    MemoryStore,
-    NestedDirectoryStore,
-    SQLiteStore,
-    ZipStore,
-    array_meta_key,
-    atexit_rmglob,
-    atexit_rmtree,
-    group_meta_key,
-    init_array,
-    init_group,
-)
-
-from zarr.v2.util import InfoReporter
-from .util import skip_test_env_var, have_fsspec, abs_container, mktemp
-
-# noinspection PyStatementEffect
-
-
-class TestGroup(unittest.TestCase):
-    @staticmethod
-    def create_store():
-        # can be overridden in sub-classes
-        return KVStore(dict()), None
-
-    def create_group(
-        self, store=None, path=None, read_only=False, chunk_store=None, synchronizer=None
-    ):
-        # can be overridden in sub-classes
-        if store is None:
-            store, chunk_store = self.create_store()
-        init_group(store, path=path, chunk_store=chunk_store)
-        g = Group(
-            store,
-            path=path,
-            read_only=read_only,
-            chunk_store=chunk_store,
-            synchronizer=synchronizer,
-        )
-        return g
-
-    def test_group_init_1(self):
-        store, chunk_store = self.create_store()
-        g = self.create_group(store, chunk_store=chunk_store)
-        assert store is g.store
-        if chunk_store is None:
-            assert store is g.chunk_store
-        else:
-            assert chunk_store is g.chunk_store
-        assert not g.read_only
-        assert "" == g.path
-        assert "/" == g.name
-        assert "" == g.basename
-        assert isinstance(g.attrs, Attributes)
-        g.attrs["foo"] = "bar"
-        assert g.attrs["foo"] == "bar"
-        assert isinstance(g.info, InfoReporter)
-        assert isinstance(repr(g.info), str)
-        assert isinstance(g.info._repr_html_(), str)
-        store.close()
-
-    def test_group_init_2(self):
-        store, chunk_store = self.create_store()
-        g = self.create_group(store, chunk_store=chunk_store, path="/foo/bar/", read_only=True)
-        assert store is g.store
-        assert g.read_only
-        assert "foo/bar" == g.path
-        assert "/foo/bar" == g.name
-        assert "bar" == g.basename
-        assert isinstance(g.attrs, Attributes)
-        store.close()
-
-    def test_group_init_errors_1(self):
-        store, chunk_store = self.create_store()
-        # group metadata not initialized
-        with pytest.raises(ValueError):
-            Group(store, chunk_store=chunk_store)
-        store.close()
-
-    def test_group_repr(self):
-        store, chunk_store = self.create_store()
-        g = self.create_group(store, chunk_store=chunk_store)
-        assert g.name in repr(g)
-
-    def test_group_init_errors_2(self):
-        store, chunk_store = self.create_store()
-        init_array(store, shape=1000, chunks=100, chunk_store=chunk_store)
-        # array blocks group
-        with pytest.raises(ValueError):
-            Group(store, chunk_store=chunk_store)
-        store.close()
-
-    def _subgroup_path(self, group, path):
-        path = path.rstrip("/")
-        group_path = "/".join([group.path, path])
-        group_path = group_path.lstrip("/")
-        group_name = "/" + group_path
-        return group_path, group_name
-
-    def test_create_group(self):
-        g1 = self.create_group()
-
-        path, name = "", "/"
-        # check root group
-        assert path == g1.path
-        assert name == g1.name
-
-        # create level 1 child group
-        g2 = g1.create_group("foo")
-        # check with relative path
-        path, name = self._subgroup_path(g1, "foo")
-        assert isinstance(g2, Group)
-        assert path == g2.path
-        assert name == g2.name
-
-        # create level 2 child group
-        g3 = g2.create_group("bar")
-        path, name = self._subgroup_path(g2, "bar")
-        assert isinstance(g3, Group)
-        assert path == g3.path
-        assert name == g3.name
-
-        # create level 3 child group
-        g4 = g1.create_group("foo/bar/baz")
-        path, name = self._subgroup_path(g1, "foo/bar/baz")
-        assert isinstance(g4, Group)
-        assert path == g4.path
-        assert name == g4.name
-
-        # create level 3 group via root
-        g5 = g4.create_group("/a/b/c/")
-        assert isinstance(g5, Group)
-        assert "a/b/c" == g5.path
-        assert "/a/b/c" == g5.name
-
-        # test non-str keys
-        class Foo:
-            def __init__(self, s):
-                self.s = s
-
-            def __str__(self):
-                return self.s
-
-        o = Foo("test/object")
-        go = g1.create_group(o)
-        path, name = self._subgroup_path(g1, str(o))
-        assert isinstance(go, Group)
-        assert path == go.path
-        go = g1.create_group(b"test/bytes")
-        path, name = self._subgroup_path(g1, "test/bytes")
-        assert isinstance(go, Group)
-        assert path == go.path
-
-        # test bad keys
-        with pytest.raises(ValueError):
-            g1.create_group("foo")  # already exists
-        with pytest.raises(ValueError):
-            g1.create_group("a/b/c")  # already exists
-        with pytest.raises(ValueError):
-            g4.create_group("/a/b/c")  # already exists
-        with pytest.raises(ValueError):
-            g1.create_group("")
-
-        # multi
-        g6, g7 = g1.create_groups("y", "z")
-        assert isinstance(g6, Group)
-        assert g6.path == self._subgroup_path(g1, "y")[0]
-        assert isinstance(g7, Group)
-        assert g7.path == self._subgroup_path(g1, "z")[0]
-
-        g1.store.close()
-
-    def test_require_group(self):
-        g1 = self.create_group()
-
-        # test creation
-        g2 = g1.require_group("foo")
-        path, name = self._subgroup_path(g1, "foo")
-        assert isinstance(g2, Group)
-        assert path == g2.path
-        g3 = g2.require_group("bar")
-        path, name = self._subgroup_path(g2, "bar")
-        assert isinstance(g3, Group)
-        assert path == g3.path
-        g4 = g1.require_group("foo/bar/baz")
-        path, name = self._subgroup_path(g1, "foo/bar/baz")
-        assert isinstance(g4, Group)
-        assert path == g4.path
-        g5 = g4.require_group("/a/b/c/")
-        assert isinstance(g5, Group)
-        assert "a/b/c" == g5.path
-
-        # test when already created
-        g2a = g1.require_group("foo")
-        assert g2 == g2a
-        assert g2.store is g2a.store
-        g3a = g2a.require_group("bar")
-        assert g3 == g3a
-        assert g3.store is g3a.store
-        g4a = g1.require_group("foo/bar/baz")
-        assert g4 == g4a
-        assert g4.store is g4a.store
-        g5a = g4a.require_group("/a/b/c/")
-        assert g5 == g5a
-        assert g5.store is g5a.store
-
-        # test path normalization
-        assert g1.require_group("quux") == g1.require_group("/quux/")
-        # multi
-        g6, g7 = g1.require_groups("y", "z")
-        assert isinstance(g6, Group)
-        assert g6.path == self._subgroup_path(g1, "y")[0]
-        assert isinstance(g7, Group)
-        assert g7.path == self._subgroup_path(g1, "z")[0]
-
-        g1.store.close()
-
-    def test_rmdir_group_and_array_metadata_files(self):
-        """Test group.store's rmdir method.
-
-        This test case was added to complete test coverage of `ABSStore.rmdir`.
-        """
-        g1 = self.create_group()
-        # create a dataset
-        g1.create_dataset("arr1", shape=(100,), chunks=(10,), dtype=np.uint8)
-
-        # create level 1 child group
-        _ = g1.create_group("foo")
-        g1.create_dataset("arr2", shape=(100,), chunks=(10,), dtype=np.uint8)
-
-    def _dataset_path(self, group, path):
-        path = path.rstrip("/")
-        absolute = path.startswith("/")
-        if absolute:
-            dataset_path = path
-        else:
-            dataset_path = "/".join([group.path, path])
-        dataset_path = dataset_path.lstrip("/")
-        dataset_name = "/" + dataset_path
-        return dataset_path, dataset_name
-
-    def test_create_dataset(self):
-        g = self.create_group()
-
-        # create as immediate child
-        dpath = "foo"
-        d1 = g.create_dataset(dpath, shape=1000, chunks=100)
-        path, name = self._dataset_path(g, dpath)
-        assert isinstance(d1, Array)
-        assert (1000,) == d1.shape
-        assert (100,) == d1.chunks
-        assert path == d1.path
-        assert name == d1.name
-        assert g.store is d1.store
-
-        # create as descendant
-        dpath = "/a/b/c/"
-        d2 = g.create_dataset(
-            dpath,
-            shape=2000,
-            chunks=200,
-            dtype="i1",
-            compression="zlib",
-            compression_opts=9,
-            fill_value=42,
-            order="F",
-        )
-        path, name = self._dataset_path(g, dpath)
-        assert isinstance(d2, Array)
-        assert (2000,) == d2.shape
-        assert (200,) == d2.chunks
-        assert np.dtype("i1") == d2.dtype
-        assert "zlib" == d2.compressor.codec_id
-        assert 9 == d2.compressor.level
-        assert 42 == d2.fill_value
-        assert "F" == d2.order
-        assert path == d2.path
-        assert name == d2.name
-        assert g.store is d2.store
-
-        # create with data
-        data = np.arange(3000, dtype="u2")
-        dpath = "bar"
-        d3 = g.create_dataset(dpath, data=data, chunks=300)
-        path, name = self._dataset_path(g, dpath)
-        assert isinstance(d3, Array)
-        assert (3000,) == d3.shape
-        assert (300,) == d3.chunks
-        assert np.dtype("u2") == d3.dtype
-        assert_array_equal(data, d3[:])
-        assert path == d3.path
-        assert name == d3.name
-        assert g.store is d3.store
-
-        # compression arguments handling follows...
-
-        # compression_opts as dict
-        d = g.create_dataset(
-            "aaa",
-            shape=1000,
-            dtype="u1",
-            compression="blosc",
-            compression_opts=dict(cname="zstd", clevel=1, shuffle=2),
-        )
-        assert d.compressor.codec_id == "blosc"
-        assert "zstd" == d.compressor.cname
-        assert 1 == d.compressor.clevel
-        assert 2 == d.compressor.shuffle
-
-        # compression_opts as sequence
-        d = g.create_dataset(
-            "bbb", shape=1000, dtype="u1", compression="blosc", compression_opts=("zstd", 1, 2)
-        )
-        assert d.compressor.codec_id == "blosc"
-        assert "zstd" == d.compressor.cname
-        assert 1 == d.compressor.clevel
-        assert 2 == d.compressor.shuffle
-
-        # None compression_opts
-        d = g.create_dataset("ccc", shape=1000, dtype="u1", compression="zlib")
-        assert d.compressor.codec_id == "zlib"
-        assert 1 == d.compressor.level
-
-        # None compression
-        d = g.create_dataset("ddd", shape=1000, dtype="u1", compression=None)
-        assert d.compressor is None
-
-        # compressor as compression
-        d = g.create_dataset("eee", shape=1000, dtype="u1", compression=Zlib(1))
-        assert d.compressor.codec_id == "zlib"
-        assert 1 == d.compressor.level
-
-        g.store.close()
-
-    def test_require_dataset(self):
-        g = self.create_group()
-
-        # create
-        dpath = "foo"
-        d1 = g.require_dataset(dpath, shape=1000, chunks=100, dtype="f4")
-        d1[:] = np.arange(1000)
-        path, name = self._dataset_path(g, dpath)
-        assert isinstance(d1, Array)
-        assert (1000,) == d1.shape
-        assert (100,) == d1.chunks
-        assert np.dtype("f4") == d1.dtype
-        assert path == d1.path
-        assert name == d1.name
-        assert g.store is d1.store
-        assert_array_equal(np.arange(1000), d1[:])
-
-        # require
-        d2 = g.require_dataset(dpath, shape=1000, chunks=100, dtype="f4")
-        assert isinstance(d2, Array)
-        assert (1000,) == d2.shape
-        assert (100,) == d2.chunks
-        assert np.dtype("f4") == d2.dtype
-        assert path == d2.path
-        assert name == d2.name
-        assert g.store is d2.store
-        assert_array_equal(np.arange(1000), d2[:])
-        assert d1 == d2
-
-        # bad shape - use TypeError for h5py compatibility
-        with pytest.raises(TypeError):
-            g.require_dataset("foo", shape=2000, chunks=100, dtype="f4")
-
-        # dtype matching
-        # can cast
-        d3 = g.require_dataset("foo", shape=1000, chunks=100, dtype="i2")
-        assert np.dtype("f4") == d3.dtype
-        assert d1 == d3
-        with pytest.raises(TypeError):
-            # cannot cast
-            g.require_dataset("foo", shape=1000, chunks=100, dtype="i4")
-        with pytest.raises(TypeError):
-            # can cast but not exact match
-            g.require_dataset("foo", shape=1000, chunks=100, dtype="i2", exact=True)
-
-        g.store.close()
-
-    def test_create_errors(self):
-        g = self.create_group()
-
-        # array obstructs group, array
-        g.create_dataset("foo", shape=100, chunks=10)
-        with pytest.raises(ValueError):
-            g.create_group("foo/bar")
-        with pytest.raises(ValueError):
-            g.require_group("foo/bar")
-        with pytest.raises(ValueError):
-            g.create_dataset("foo/bar", shape=100, chunks=10)
-        with pytest.raises(ValueError):
-            g.require_dataset("foo/bar", shape=100, chunks=10)
-
-        # array obstructs group, array
-        g.create_dataset("a/b", shape=100, chunks=10)
-        with pytest.raises(ValueError):
-            g.create_group("a/b")
-        with pytest.raises(ValueError):
-            g.require_group("a/b")
-        with pytest.raises(ValueError):
-            g.create_dataset("a/b", shape=100, chunks=10)
-
-        # group obstructs array
-        g.create_group("c/d")
-        with pytest.raises(ValueError):
-            g.create_dataset("c", shape=100, chunks=10)
-        with pytest.raises(ValueError):
-            g.require_dataset("c", shape=100, chunks=10)
-        with pytest.raises(ValueError):
-            g.create_dataset("c/d", shape=100, chunks=10)
-        with pytest.raises(ValueError):
-            g.require_dataset("c/d", shape=100, chunks=10)
-
-        # h5py compatibility, accept 'fillvalue'
-        d = g.create_dataset("x", shape=100, chunks=10, fillvalue=42)
-        assert 42 == d.fill_value
-
-        # h5py compatibility, ignore 'shuffle'
-        with pytest.warns(UserWarning, match="ignoring keyword argument 'shuffle'"):
-            g.create_dataset("y", shape=100, chunks=10, shuffle=True)
-
-        # read-only
-        g = self.create_group(read_only=True)
-        with pytest.raises(PermissionError):
-            g.create_group("zzz")
-        with pytest.raises(PermissionError):
-            g.require_group("zzz")
-        with pytest.raises(PermissionError):
-            g.create_dataset("zzz", shape=100, chunks=10)
-        with pytest.raises(PermissionError):
-            g.require_dataset("zzz", shape=100, chunks=10)
-
-        g.store.close()
-
-    def test_create_overwrite(self):
-        try:
-            for method_name in "create_dataset", "create", "empty", "zeros", "ones":
-                g = self.create_group()
-                getattr(g, method_name)("foo", shape=100, chunks=10)
-
-                # overwrite array with array
-                d = getattr(g, method_name)("foo", shape=200, chunks=20, overwrite=True)
-                assert (200,) == d.shape
-                # overwrite array with group
-                g2 = g.create_group("foo", overwrite=True)
-                assert 0 == len(g2)
-                # overwrite group with array
-                d = getattr(g, method_name)("foo", shape=300, chunks=30, overwrite=True)
-                assert (300,) == d.shape
-                # overwrite array with group
-                d = getattr(g, method_name)("foo/bar", shape=400, chunks=40, overwrite=True)
-                assert (400,) == d.shape
-                assert isinstance(g["foo"], Group)
-
-                g.store.close()
-        except NotImplementedError:
-            pass
-
-    def test_getitem_contains_iterators(self):
-        # setup
-        g1 = self.create_group()
-        g2 = g1.create_group("foo/bar")
-
-        d1 = g2.create_dataset("/a/b/c", shape=1000, chunks=100)
-
-        d1[:] = np.arange(1000)
-        d2 = g1.create_dataset("foo/baz", shape=3000, chunks=300)
-        d2[:] = np.arange(3000)
-
-        # test __getitem__
-        assert isinstance(g1["foo"], Group)
-        assert isinstance(g1["foo"]["bar"], Group)
-        assert isinstance(g1["foo/bar"], Group)
-        assert isinstance(g1["/foo/bar/"], Group)
-        assert isinstance(g1["foo/baz"], Array)
-        assert g2 == g1["foo/bar"]
-        assert g1["foo"]["bar"] == g1["foo/bar"]
-        assert d2 == g1["foo/baz"]
-        assert_array_equal(d2[:], g1["foo/baz"])
-        assert isinstance(g1["a"], Group)
-        assert isinstance(g1["a"]["b"], Group)
-        assert isinstance(g1["a/b"], Group)
-        assert isinstance(g1["a"]["b"]["c"], Array)
-        assert isinstance(g1["a/b/c"], Array)
-        assert d1 == g1["a/b/c"]
-        assert g1["a"]["b"]["c"] == g1["a/b/c"]
-        assert_array_equal(d1[:], g1["a/b/c"][:])
-
-        # test __contains__
-        assert "foo" in g1
-        assert "foo/bar" in g1
-        assert "foo/baz" in g1
-        assert "bar" in g1["foo"]
-        assert "a" in g1
-        assert "a/b" in g1
-        assert "a/b/c" in g1
-        assert "baz" not in g1
-        assert "a/b/c/d" not in g1
-        assert "a/z" not in g1
-        assert "quux" not in g1["foo"]
-
-        # test key errors
-        with pytest.raises(KeyError):
-            g1["baz"]
-        with pytest.raises(KeyError):
-            g1["x/y/z"]
-
-        # test __len__
-        assert 2 == len(g1)
-        assert 2 == len(g1["foo"])
-        assert 0 == len(g1["foo/bar"])
-        assert 1 == len(g1["a"])
-        assert 1 == len(g1["a/b"])
-
-        # test __iter__, keys()
-
-        # currently assumes sorted by key
-        assert ["a", "foo"] == list(g1)
-        assert ["a", "foo"] == list(g1.keys())
-        assert ["bar", "baz"] == list(g1["foo"])
-        assert ["bar", "baz"] == list(g1["foo"].keys())
-
-        assert [] == sorted(g1["foo/bar"])
-        assert [] == sorted(g1["foo/bar"].keys())
-
-        # test items(), values()
-        # currently assumes sorted by key
-
-        items = list(g1.items())
-        values = list(g1.values())
-        assert "a" == items[0][0]
-        assert g1["a"] == items[0][1]
-        assert g1["a"] == values[0]
-        assert "foo" == items[1][0]
-        assert g1["foo"] == items[1][1]
-        assert g1["foo"] == values[1]
-
-        items = list(g1["foo"].items())
-        values = list(g1["foo"].values())
-        assert "bar" == items[0][0]
-        assert g1["foo"]["bar"] == items[0][1]
-        assert g1["foo"]["bar"] == values[0]
-        assert "baz" == items[1][0]
-        assert g1["foo"]["baz"] == items[1][1]
-        assert g1["foo"]["baz"] == values[1]
-
-        # test array_keys(), arrays(), group_keys(), groups()
-
-        groups = list(g1.groups())
-        arrays = list(g1.arrays())
-        # currently assumes sorted by key
-        assert ["a", "foo"] == list(g1.group_keys())
-        assert "a" == groups[0][0]
-        assert g1["a"] == groups[0][1]
-        assert "foo" == groups[1][0]
-        assert g1["foo"] == groups[1][1]
-        assert [] == list(g1.array_keys())
-        assert [] == arrays
-
-        assert ["bar"] == list(g1["foo"].group_keys())
-        assert ["baz"] == list(g1["foo"].array_keys())
-        groups = list(g1["foo"].groups())
-        arrays = list(g1["foo"].arrays())
-        assert "bar" == groups[0][0]
-        assert g1["foo"]["bar"] == groups[0][1]
-        assert "baz" == arrays[0][0]
-        assert g1["foo"]["baz"] == arrays[0][1]
-
-        # visitor collection tests
-        items = []
-
-        def visitor2(obj):
-            items.append(obj.path)
-
-        # noinspection PyUnusedLocal
-        def visitor3(name, obj=None):
-            items.append(name)
-
-        def visitor4(name, obj):
-            items.append((name, obj))
-
-        del items[:]
-        g1.visitvalues(visitor2)
-        expected_items = [
-            "a",
-            "a/b",
-            "a/b/c",
-            "foo",
-            "foo/bar",
-            "foo/baz",
-        ]
-        assert expected_items == items
-
-        del items[:]
-        g1["foo"].visitvalues(visitor2)
-        expected_items = [
-            "foo/bar",
-            "foo/baz",
-        ]
-        assert expected_items == items
-
-        del items[:]
-        g1.visit(visitor3)
-        assert [
-            "a",
-            "a/b",
-            "a/b/c",
-            "foo",
-            "foo/bar",
-            "foo/baz",
-        ] == items
-
-        del items[:]
-        g1["foo"].visit(visitor3)
-        assert [
-            "bar",
-            "baz",
-        ] == items
-
-        del items[:]
-        g1.visitkeys(visitor3)
-        assert [
-            "a",
-            "a/b",
-            "a/b/c",
-            "foo",
-            "foo/bar",
-            "foo/baz",
-        ] == items
-
-        del items[:]
-        g1["foo"].visitkeys(visitor3)
-        assert [
-            "bar",
-            "baz",
-        ] == items
-
-        del items[:]
-        g1.visititems(visitor3)
-        assert [
-            "a",
-            "a/b",
-            "a/b/c",
-            "foo",
-            "foo/bar",
-            "foo/baz",
-        ] == items
-
-        del items[:]
-        g1["foo"].visititems(visitor3)
-        assert [
-            "bar",
-            "baz",
-        ] == items
-
-        del items[:]
-        g1.visititems(visitor4)
-        for n, o in items:
-            assert g1[n] == o
-
-        del items[:]
-        g1["foo"].visititems(visitor4)
-        for n, o in items:
-            assert g1["foo"][n] == o
-
-        # visitor filter tests
-        # noinspection PyUnusedLocal
-        def visitor0(val, *args):
-            name = getattr(val, "path", val)
-            if name == "a/b/c/d":
-                return True  # pragma: no cover
-
-        # noinspection PyUnusedLocal
-        def visitor1(val, *args):
-            name = getattr(val, "path", val)
-            if name.startswith("group/"):
-                # strip the group path for v3
-                name = name[6:]
-            if name == "a/b/c":
-                return True
-
-        assert g1.visit(visitor0) is None
-        assert g1.visitkeys(visitor0) is None
-        assert g1.visitvalues(visitor0) is None
-        assert g1.visititems(visitor0) is None
-        assert g1.visit(visitor1) is True
-        assert g1.visitkeys(visitor1) is True
-        assert g1.visitvalues(visitor1) is True
-        assert g1.visititems(visitor1) is True
-
-        g1.store.close()
-
-    # regression test for https://github.com/zarr-developers/zarr-python/issues/1228
-    def test_double_counting_group_v3(self):
-        root_group = self.create_group()
-        group_names = ["foo", "foo-", "foo_"]
-        for name in group_names:
-            sub_group = root_group.create_group(name)
-            sub_group.create("bar", shape=10, dtype="i4")
-        assert list(root_group.group_keys()) == sorted(group_names)
-        assert list(root_group.groups()) == [
-            (name, root_group[name]) for name in sorted(group_names)
-        ]
-
-    def test_empty_getitem_contains_iterators(self):
-        # setup
-        g = self.create_group()
-
-        # test
-        assert [] == list(g)
-        assert [] == list(g.keys())
-        assert 0 == len(g)
-        assert "foo" not in g
-
-        g.store.close()
-
-    def test_iterators_recurse(self):
-        # setup
-        g1 = self.create_group()
-        g2 = g1.create_group("foo/bar")
-        d1 = g2.create_dataset("/a/b/c", shape=1000, chunks=100)
-        d1[:] = np.arange(1000)
-        d2 = g1.create_dataset("foo/baz", shape=3000, chunks=300)
-        d2[:] = np.arange(3000)
-        d3 = g2.create_dataset("zab", shape=2000, chunks=200)
-        d3[:] = np.arange(2000)
-
-        # test recursive array_keys
-        array_keys = list(g1["foo"].array_keys(recurse=False))
-        array_keys_recurse = list(g1["foo"].array_keys(recurse=True))
-        assert len(array_keys_recurse) > len(array_keys)
-        assert sorted(array_keys_recurse) == ["baz", "zab"]
-
-        # test recursive arrays
-        arrays = list(g1["foo"].arrays(recurse=False))
-        arrays_recurse = list(g1["foo"].arrays(recurse=True))
-        assert len(arrays_recurse) > len(arrays)
-        assert "zab" == arrays_recurse[0][0]
-        assert g1["foo"]["bar"]["zab"] == arrays_recurse[0][1]
-
-        g1.store.close()
-
-    def test_getattr(self):
-        # setup
-        g1 = self.create_group()
-        g2 = g1.create_group("foo")
-        g2.create_dataset("bar", shape=100)
-
-        # test
-        assert g1["foo"] == g1.foo
-        assert g2["bar"] == g2.bar
-        # test that hasattr returns False instead of an exception (issue #88)
-        assert not hasattr(g1, "unexistingattribute")
-
-        g1.store.close()
-
-    def test_setitem(self):
-        g = self.create_group()
-        try:
-            data = np.arange(100)
-            g["foo"] = data
-            assert_array_equal(data, g["foo"])
-            data = np.arange(200)
-            g["foo"] = data
-            assert_array_equal(data, g["foo"])
-            # 0d array
-            g["foo"] = 42
-            assert () == g["foo"].shape
-            assert 42 == g["foo"][()]
-        except NotImplementedError:
-            pass
-        g.store.close()
-
-    def test_delitem(self):
-        g = self.create_group()
-        g.create_group("foo")
-        g.create_dataset("bar/baz", shape=100, chunks=10)
-        assert "foo" in g
-        assert "bar" in g
-        assert "bar/baz" in g
-        try:
-            del g["bar"]
-            with pytest.raises(KeyError):
-                del g["xxx"]
-        except NotImplementedError:
-            pass
-        else:
-            assert "foo" in g
-            assert "bar" not in g
-            assert "bar/baz" not in g
-        g.store.close()
-
-    def test_move(self):
-        g = self.create_group()
-
-        data = np.arange(100)
-        g["boo"] = data
-
-        data = np.arange(100)
-        g["foo"] = data
-
-        g.move("foo", "bar")
-        assert "foo" not in g
-        assert "bar" in g
-        assert_array_equal(data, g["bar"])
-
-        g.move("bar", "foo/bar")
-        assert "bar" not in g
-        assert "foo" in g
-        assert "foo/bar" in g
-        assert isinstance(g["foo"], Group)
-        assert_array_equal(data, g["foo/bar"])
-
-        g.move("foo", "foo2")
-        assert "foo" not in g
-        assert "foo/bar" not in g
-        assert "foo2" in g
-        assert "foo2/bar" in g
-        assert isinstance(g["foo2"], Group)
-        assert_array_equal(data, g["foo2/bar"])
-
-        g2 = g["foo2"]
-        g2.move("bar", "/bar")
-        assert "foo2" in g
-        assert "foo2/bar" not in g
-        assert "bar" in g
-        assert isinstance(g["foo2"], Group)
-
-        assert_array_equal(data, g["bar"])
-
-        with pytest.raises(ValueError):
-            g2.move("bar", "bar2")
-
-        with pytest.raises(ValueError):
-            g.move("bar", "boo")
-
-        g.store.close()
-
-    def test_array_creation(self):
-        grp = self.create_group()
-
-        a = grp.create("a", shape=100, chunks=10)
-        assert isinstance(a, Array)
-        b = grp.empty("b", shape=100, chunks=10)
-        assert isinstance(b, Array)
-        assert b.fill_value is None
-        c = grp.zeros("c", shape=100, chunks=10)
-        assert isinstance(c, Array)
-        assert 0 == c.fill_value
-        d = grp.ones("d", shape=100, chunks=10)
-        assert isinstance(d, Array)
-        assert 1 == d.fill_value
-        e = grp.full("e", shape=100, chunks=10, fill_value=42)
-        assert isinstance(e, Array)
-        assert 42 == e.fill_value
-
-        f = grp.empty_like("f", a)
-        assert isinstance(f, Array)
-        assert f.fill_value is None
-        g = grp.zeros_like("g", a)
-        assert isinstance(g, Array)
-        assert 0 == g.fill_value
-        h = grp.ones_like("h", a)
-        assert isinstance(h, Array)
-        assert 1 == h.fill_value
-        i = grp.full_like("i", e)
-        assert isinstance(i, Array)
-        assert 42 == i.fill_value
-
-        j = grp.array("j", data=np.arange(100), chunks=10)
-        assert isinstance(j, Array)
-        assert_array_equal(np.arange(100), j[:])
-
-        grp.store.close()
-
-        grp = self.create_group(read_only=True)
-        with pytest.raises(PermissionError):
-            grp.create("aa", shape=100, chunks=10)
-        with pytest.raises(PermissionError):
-            grp.empty("aa", shape=100, chunks=10)
-        with pytest.raises(PermissionError):
-            grp.zeros("aa", shape=100, chunks=10)
-        with pytest.raises(PermissionError):
-            grp.ones("aa", shape=100, chunks=10)
-        with pytest.raises(PermissionError):
-            grp.full("aa", shape=100, chunks=10, fill_value=42)
-        with pytest.raises(PermissionError):
-            grp.array("aa", data=np.arange(100), chunks=10)
-        with pytest.raises(PermissionError):
-            grp.create("aa", shape=100, chunks=10)
-        with pytest.raises(PermissionError):
-            grp.empty_like("aa", a)
-        with pytest.raises(PermissionError):
-            grp.zeros_like("aa", a)
-        with pytest.raises(PermissionError):
-            grp.ones_like("aa", a)
-        with pytest.raises(PermissionError):
-            grp.full_like("aa", a)
-
-        grp.store.close()
-
-    def test_paths(self):
-        g1 = self.create_group()
-        g2 = g1.create_group("foo/bar")
-
-        assert g1 == g1["/"]
-        assert g1 == g1["//"]
-        assert g1 == g1["///"]
-        assert g1 == g2["/"]
-        assert g1 == g2["//"]
-        assert g1 == g2["///"]
-        assert g2 == g1["foo/bar"]
-        assert g2 == g1["/foo/bar"]
-        assert g2 == g1["foo/bar/"]
-        assert g2 == g1["//foo/bar"]
-        assert g2 == g1["//foo//bar//"]
-        assert g2 == g1["///foo///bar///"]
-        assert g2 == g2["/foo/bar"]
-
-        with pytest.raises(ValueError):
-            g1["."]
-        with pytest.raises(ValueError):
-            g1[".."]
-        with pytest.raises(ValueError):
-            g1["foo/."]
-        with pytest.raises(ValueError):
-            g1["foo/.."]
-        with pytest.raises(ValueError):
-            g1["foo/./bar"]
-        with pytest.raises(ValueError):
-            g1["foo/../bar"]
-
-        g1.store.close()
-
-    def test_pickle(self):
-        # setup group
-        g = self.create_group()
-        d = g.create_dataset("foo/bar", shape=100, chunks=10)
-        d[:] = np.arange(100)
-        path = g.path
-        name = g.name
-        n = len(g)
-        keys = list(g)
-
-        # round-trip through pickle
-        dump = pickle.dumps(g)
-        # some stores cannot be opened twice at the same time, need to close
-        # store before can round-trip through pickle
-        g.store.close()
-        g2 = pickle.loads(dump)
-
-        # verify
-        assert path == g2.path
-        assert name == g2.name
-        assert n == len(g2)
-        assert keys == list(g2)
-        assert isinstance(g2["foo"], Group)
-        assert isinstance(g2["foo/bar"], Array)
-
-        g2.store.close()
-
-    def test_context_manager(self):
-        with self.create_group() as g:
-            d = g.create_dataset("foo/bar", shape=100, chunks=10)
-            d[:] = np.arange(100)
-
-
-@pytest.mark.parametrize("chunk_dict", [False, True])
-def test_group_init_from_dict(chunk_dict):
-    if chunk_dict:
-        store, chunk_store = dict(), dict()
-    else:
-        store, chunk_store = dict(), None
-    init_group(store, path=None, chunk_store=chunk_store)
-    g = Group(store, path=None, read_only=False, chunk_store=chunk_store)
-    assert store is not g.store
-    assert isinstance(g.store, KVStore)
-    if chunk_store is None:
-        assert g.store is g.chunk_store
-    else:
-        assert chunk_store is not g.chunk_store
-
-
-class TestGroupWithMemoryStore(TestGroup):
-    @staticmethod
-    def create_store():
-        return MemoryStore(), None
-
-
-class TestGroupWithDirectoryStore(TestGroup):
-    @staticmethod
-    def create_store():
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = DirectoryStore(path)
-        return store, None
-
-
-@skip_test_env_var("ZARR_TEST_ABS")
-class TestGroupWithABSStore(TestGroup):
-    @staticmethod
-    def create_store():
-        container_client = abs_container()
-        store = ABSStore(client=container_client)
-        store.rmdir()
-        return store, None
-
-    @pytest.mark.skipif(sys.version_info < (3, 7), reason="attr not serializable in py36")
-    def test_pickle(self):
-        # internal attribute on ContainerClient isn't serializable for py36 and earlier
-        super().test_pickle()
-
-
-class TestGroupWithNestedDirectoryStore(TestGroup):
-    @staticmethod
-    def create_store():
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = NestedDirectoryStore(path)
-        return store, None
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestGroupWithFSStore(TestGroup):
-    @staticmethod
-    def create_store():
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = FSStore(path)
-        return store, None
-
-    def test_round_trip_nd(self):
-        data = np.arange(1000).reshape(10, 10, 10)
-        name = "raw"
-
-        store, _ = self.create_store()
-        f = open_group(store, mode="w")
-        f.create_dataset(name, data=data, chunks=(5, 5, 5), compressor=None)
-        assert name in f
-        h = open_group(store, mode="r")
-        np.testing.assert_array_equal(h[name][:], data)
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestGroupWithNestedFSStore(TestGroupWithFSStore):
-    @staticmethod
-    def create_store():
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = FSStore(path, key_separator="/", auto_mkdir=True)
-        return store, None
-
-    def test_inconsistent_dimension_separator(self):
-        data = np.arange(1000).reshape(10, 10, 10)
-        name = "raw"
-
-        store, _ = self.create_store()
-        f = open_group(store, mode="w")
-
-        # cannot specify dimension_separator that conflicts with the store
-        with pytest.raises(ValueError):
-            f.create_dataset(
-                name, data=data, chunks=(5, 5, 5), compressor=None, dimension_separator="."
-            )
-
-
-class TestGroupWithZipStore(TestGroup):
-    @staticmethod
-    def create_store():
-        path = mktemp(suffix=".zip")
-        atexit.register(os.remove, path)
-        store = ZipStore(path)
-        return store, None
-
-    def test_context_manager(self):
-        with self.create_group() as g:
-            store = g.store
-            d = g.create_dataset("foo/bar", shape=100, chunks=10)
-            d[:] = np.arange(100)
-
-        # Check that exiting the context manager closes the store,
-        # and therefore the underlying ZipFile.
-        with pytest.raises(ValueError):
-            store.zf.extractall()
-
-    def test_move(self):
-        # zip store is not erasable (can so far only append to a zip
-        # so we can't test for move.
-        pass
-
-
-class TestGroupWithDBMStore(TestGroup):
-    @staticmethod
-    def create_store():
-        path = mktemp(suffix=".anydbm")
-        atexit.register(atexit_rmglob, path + "*")
-        store = DBMStore(path, flag="n")
-        return store, None
-
-
-class TestGroupWithDBMStoreBerkeleyDB(TestGroup):
-    @staticmethod
-    def create_store():
-        bsddb3 = pytest.importorskip("bsddb3")
-        path = mktemp(suffix=".dbm")
-        atexit.register(os.remove, path)
-        store = DBMStore(path, flag="n", open=bsddb3.btopen)
-        return store, None
-
-
-class TestGroupWithLMDBStore(TestGroup):
-    @staticmethod
-    def create_store():
-        pytest.importorskip("lmdb")
-        path = mktemp(suffix=".lmdb")
-        atexit.register(atexit_rmtree, path)
-        store = LMDBStore(path)
-        return store, None
-
-
-class TestGroupWithSQLiteStore(TestGroup):
-    def create_store(self):
-        pytest.importorskip("sqlite3")
-        path = mktemp(suffix=".db")
-        atexit.register(atexit_rmtree, path)
-        store = SQLiteStore(path)
-        return store, None
-
-
-class TestGroupWithChunkStore(TestGroup):
-    @staticmethod
-    def create_store():
-        return KVStore(dict()), KVStore(dict())
-
-    def test_chunk_store(self):
-        # setup
-        store, chunk_store = self.create_store()
-        g = self.create_group(store, chunk_store=chunk_store)
-
-        # check attributes
-        assert store is g.store
-        assert chunk_store is g.chunk_store
-
-        # create array
-        a = g.zeros("foo", shape=100, chunks=10)
-        assert store is a.store
-        assert chunk_store is a.chunk_store
-        a[:] = np.arange(100)
-        assert_array_equal(np.arange(100), a[:])
-
-        # check store keys
-        expect = sorted([group_meta_key, "foo/" + array_meta_key])
-        actual = sorted(store.keys())
-        assert expect == actual
-        expect = ["foo/" + str(i) for i in range(10)]
-        actual = sorted(chunk_store.keys())
-        assert expect == actual
-
-
-class TestGroupWithStoreCache(TestGroup):
-    @staticmethod
-    def create_store():
-        store = LRUStoreCache(dict(), max_size=None)
-        return store, None
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-def test_group_writeable_mode(tmp_path):
-    # Regression test for https://github.com/zarr-developers/zarr-python/issues/1353
-    import fsspec
-
-    store = fsspec.get_mapper(str(tmp_path))
-    zg = group(store=store)
-    assert zg.store.map == store
-
-
-def test_open_group():
-    # test the open_group() convenience function
-
-    store = "data/group.zarr"
-
-    expected_store_type = DirectoryStore
-
-    # mode == 'w'
-    path = None
-    g = open_group(store, path=path, mode="w")
-    assert isinstance(g, Group)
-    assert isinstance(g.store, expected_store_type)
-    assert 0 == len(g)
-    g.create_groups("foo", "bar")
-    assert 2 == len(g)
-
-    # mode in 'r', 'r+'
-    open_array("data/array.zarr", shape=100, chunks=10, mode="w")
-    for mode in "r", "r+":
-        with pytest.raises(ValueError):
-            open_group("doesnotexist", mode=mode)
-        with pytest.raises(ValueError):
-            open_group("data/array.zarr", mode=mode)
-    g = open_group(store, mode="r")
-    assert isinstance(g, Group)
-    assert 2 == len(g)
-    with pytest.raises(PermissionError):
-        g.create_group("baz")
-    g = open_group(store, mode="r+")
-    assert isinstance(g, Group)
-    assert 2 == len(g)
-    g.create_groups("baz", "quux")
-    assert 4 == len(g)
-
-    # mode == 'a'
-    shutil.rmtree(store)
-    g = open_group(store, path=path, mode="a")
-    assert isinstance(g, Group)
-    assert isinstance(g.store, expected_store_type)
-    assert 0 == len(g)
-    g.create_groups("foo", "bar")
-    assert 2 == len(g)
-
-    with pytest.raises(ValueError):
-        open_group("data/array.zarr", mode="a")
-
-    # mode in 'w-', 'x'
-    for mode in "w-", "x":
-        shutil.rmtree(store)
-        g = open_group(store, path=path, mode=mode)
-        assert isinstance(g, Group)
-        assert isinstance(g.store, expected_store_type)
-        assert 0 == len(g)
-        g.create_groups("foo", "bar")
-        assert 2 == len(g)
-        with pytest.raises(ValueError):
-            open_group(store, path=path, mode=mode)
-        with pytest.raises(ValueError):
-            open_group("data/array.zarr", mode=mode)
-
-    # open with path
-    g = open_group(store, path="foo/bar")
-    assert isinstance(g, Group)
-    assert "foo/bar" == g.path
-
-
-def test_group_completions():
-    path = None
-    g = group(path=path)
-    d = dir(g)
-    assert "foo" not in d
-    assert "bar" not in d
-    assert "baz" not in d
-    assert "qux" not in d
-    assert "xxx" not in d
-    assert "yyy" not in d
-    assert "zzz" not in d
-    assert "123" not in d
-    assert "456" not in d
-    g.create_groups("foo", "bar", "baz/qux", "123")
-    g.zeros("xxx", shape=100)
-    g.zeros("yyy", shape=100)
-    g.zeros("zzz", shape=100)
-    g.zeros("456", shape=100)
-    d = dir(g)
-    assert "foo" in d
-    assert "bar" in d
-    assert "baz" in d
-    assert "qux" not in d
-    assert "xxx" in d
-    assert "yyy" in d
-    assert "zzz" in d
-    assert "123" not in d  # not valid identifier
-    assert "456" not in d  # not valid identifier
-
-
-def test_group_key_completions():
-    path = None
-    g = group(path=path)
-    d = dir(g)
-    # noinspection PyProtectedMember
-    k = g._ipython_key_completions_()
-
-    # none of these names should be an attribute
-    assert "foo" not in d
-    assert "bar" not in d
-    assert "baz" not in d
-    assert "qux" not in d
-    assert "xxx" not in d
-    assert "yyy" not in d
-    assert "zzz" not in d
-    assert "123" not in d
-    assert "456" not in d
-    assert "asdf;" not in d
-
-    # none of these names should be an item
-    assert "foo" not in k
-    assert "bar" not in k
-    assert "baz" not in k
-    assert "qux" not in k
-    assert "xxx" not in k
-    assert "yyy" not in k
-    assert "zzz" not in k
-    assert "123" not in k
-    assert "456" not in k
-    assert "asdf;" not in k
-
-    g.create_groups("foo", "bar", "baz/qux", "123")
-    g.zeros("xxx", shape=100)
-    g.zeros("yyy", shape=100)
-    g.zeros("zzz", shape=100)
-    g.zeros("456", shape=100)
-    g.zeros("asdf;", shape=100)
-
-    d = dir(g)
-    # noinspection PyProtectedMember
-    k = g._ipython_key_completions_()
-
-    assert "foo" in d
-    assert "bar" in d
-    assert "baz" in d
-    assert "qux" not in d
-    assert "xxx" in d
-    assert "yyy" in d
-    assert "zzz" in d
-    assert "123" not in d  # not valid identifier
-    assert "456" not in d  # not valid identifier
-    assert "asdf;" not in d  # not valid identifier
-
-    assert "foo" in k
-    assert "bar" in k
-    assert "baz" in k
-    assert "qux" not in k
-    assert "xxx" in k
-    assert "yyy" in k
-    assert "zzz" in k
-    assert "123" in k
-    assert "456" in k
-    assert "asdf;" in k
-
-
-def _check_tree(g, expect_bytes, expect_text):
-    assert expect_bytes == bytes(g.tree())
-    assert expect_text == str(g.tree())
-    expect_repr = expect_text
-    assert expect_repr == repr(g.tree())
-    if ipytree:
-        # noinspection PyProtectedMember
-        widget = g.tree()._repr_mimebundle_()
-        isinstance(widget, ipytree.Tree)
-
-
-@pytest.mark.parametrize("at_root", [False, True])
-def test_tree(at_root):
-    # setup
-    path = None if at_root else "group1"
-    g1 = group(path=path)
-    g2 = g1.create_group("foo")
-    g3 = g1.create_group("bar")
-    g3.create_group("baz")
-    g5 = g3.create_group("quux")
-    g5.create_dataset("baz", shape=100, chunks=10)
-
-    tree_path = "/" if at_root else path
-    # test root group
-
-    expect_bytes = textwrap.dedent(
-        f"""\
-    {tree_path}
-     +-- bar
-     |   +-- baz
-     |   +-- quux
-     |       +-- baz (100,) float64
-     +-- foo"""
-    ).encode()
-    expect_text = textwrap.dedent(
-        f"""\
-    {tree_path}
-     ├── bar
-     │   ├── baz
-     │   └── quux
-     │       └── baz (100,) float64
-     └── foo"""
-    )
-    _check_tree(g1, expect_bytes, expect_text)
-
-    # test different group
-    expect_bytes = textwrap.dedent(
-        """\
-    foo"""
-    ).encode()
-    expect_text = textwrap.dedent(
-        """\
-    foo"""
-    )
-    _check_tree(g2, expect_bytes, expect_text)
-
-    # test different group
-    expect_bytes = textwrap.dedent(
-        """\
-    bar
-     +-- baz
-     +-- quux
-         +-- baz (100,) float64"""
-    ).encode()
-    expect_text = textwrap.dedent(
-        """\
-    bar
-     ├── baz
-     └── quux
-         └── baz (100,) float64"""
-    )
-    _check_tree(g3, expect_bytes, expect_text)
-
-
-def test_open_group_from_paths():
-    """Verify zarr_version is applied to both the store and chunk_store."""
-    store = tempfile.mkdtemp()
-    chunk_store = tempfile.mkdtemp()
-    atexit.register(atexit_rmtree, store)
-    atexit.register(atexit_rmtree, chunk_store)
-    path = "g1"
-    _ = open_group(store, path=path, chunk_store=chunk_store)
diff --git a/tests/v2/test_indexing.py b/tests/v2/test_indexing.py
deleted file mode 100644
index c1fd87572d..0000000000
--- a/tests/v2/test_indexing.py
+++ /dev/null
@@ -1,1758 +0,0 @@
-import numpy as np
-import pytest
-from numpy.testing import assert_array_equal
-
-import zarr.v2
-from zarr.v2.indexing import (
-    make_slice_selection,
-    normalize_integer_selection,
-    oindex,
-    oindex_set,
-    replace_ellipsis,
-    PartialChunkIterator,
-)
-
-from .util import CountingDict
-
-
-def test_normalize_integer_selection():
-    assert 1 == normalize_integer_selection(1, 100)
-    assert 99 == normalize_integer_selection(-1, 100)
-    with pytest.raises(IndexError):
-        normalize_integer_selection(100, 100)
-    with pytest.raises(IndexError):
-        normalize_integer_selection(1000, 100)
-    with pytest.raises(IndexError):
-        normalize_integer_selection(-1000, 100)
-
-
-def test_replace_ellipsis():
-    # 1D, single item
-    assert (0,) == replace_ellipsis(0, (100,))
-
-    # 1D
-    assert (slice(None),) == replace_ellipsis(Ellipsis, (100,))
-    assert (slice(None),) == replace_ellipsis(slice(None), (100,))
-    assert (slice(None, 100),) == replace_ellipsis(slice(None, 100), (100,))
-    assert (slice(0, None),) == replace_ellipsis(slice(0, None), (100,))
-    assert (slice(None),) == replace_ellipsis((slice(None), Ellipsis), (100,))
-    assert (slice(None),) == replace_ellipsis((Ellipsis, slice(None)), (100,))
-
-    # 2D, single item
-    assert (0, 0) == replace_ellipsis((0, 0), (100, 100))
-    assert (-1, 1) == replace_ellipsis((-1, 1), (100, 100))
-
-    # 2D, single col/row
-    assert (0, slice(None)) == replace_ellipsis((0, slice(None)), (100, 100))
-    assert (0, slice(None)) == replace_ellipsis((0,), (100, 100))
-    assert (slice(None), 0) == replace_ellipsis((slice(None), 0), (100, 100))
-
-    # 2D slice
-    assert (slice(None), slice(None)) == replace_ellipsis(Ellipsis, (100, 100))
-    assert (slice(None), slice(None)) == replace_ellipsis(slice(None), (100, 100))
-    assert (slice(None), slice(None)) == replace_ellipsis((slice(None), slice(None)), (100, 100))
-    assert (slice(None), slice(None)) == replace_ellipsis((Ellipsis, slice(None)), (100, 100))
-    assert (slice(None), slice(None)) == replace_ellipsis((slice(None), Ellipsis), (100, 100))
-    assert (slice(None), slice(None)) == replace_ellipsis(
-        (slice(None), Ellipsis, slice(None)), (100, 100)
-    )
-    assert (slice(None), slice(None)) == replace_ellipsis(
-        (Ellipsis, slice(None), slice(None)), (100, 100)
-    )
-    assert (slice(None), slice(None)) == replace_ellipsis(
-        (slice(None), slice(None), Ellipsis), (100, 100)
-    )
-
-
-def test_get_basic_selection_0d():
-    # setup
-    a = np.array(42)
-    z = zarr.v2.create(shape=a.shape, dtype=a.dtype, fill_value=None)
-    z[...] = a
-
-    assert_array_equal(a, z.get_basic_selection(Ellipsis))
-    assert_array_equal(a, z[...])
-    assert 42 == z.get_basic_selection(())
-    assert 42 == z[()]
-
-    # test out param
-    b = np.zeros_like(a)
-    z.get_basic_selection(Ellipsis, out=b)
-    assert_array_equal(a, b)
-
-    # test structured array
-    value = (b"aaa", 1, 4.2)
-    a = np.array(value, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
-    z = zarr.v2.create(shape=a.shape, dtype=a.dtype, fill_value=None)
-    z[()] = value
-    assert_array_equal(a, z.get_basic_selection(Ellipsis))
-    assert_array_equal(a, z[...])
-    assert a[()] == z.get_basic_selection(())
-    assert a[()] == z[()]
-    assert b"aaa" == z.get_basic_selection((), fields="foo")
-    assert b"aaa" == z["foo"]
-    assert a[["foo", "bar"]] == z.get_basic_selection((), fields=["foo", "bar"])
-    assert a[["foo", "bar"]] == z["foo", "bar"]
-    # test out param
-    b = np.zeros_like(a)
-    z.get_basic_selection(Ellipsis, out=b)
-    assert_array_equal(a, b)
-    c = np.zeros_like(a[["foo", "bar"]])
-    z.get_basic_selection(Ellipsis, out=c, fields=["foo", "bar"])
-    assert_array_equal(a[["foo", "bar"]], c)
-
-
-basic_selections_1d = [
-    # single value
-    42,
-    -1,
-    # slices
-    slice(0, 1050),
-    slice(50, 150),
-    slice(0, 2000),
-    slice(-150, -50),
-    slice(-2000, 2000),
-    slice(0, 0),  # empty result
-    slice(-1, 0),  # empty result
-    # total selections
-    slice(None),
-    Ellipsis,
-    (),
-    (Ellipsis, slice(None)),
-    # slice with step
-    slice(None),
-    slice(None, None),
-    slice(None, None, 1),
-    slice(None, None, 10),
-    slice(None, None, 100),
-    slice(None, None, 1000),
-    slice(None, None, 10000),
-    slice(0, 1050),
-    slice(0, 1050, 1),
-    slice(0, 1050, 10),
-    slice(0, 1050, 100),
-    slice(0, 1050, 1000),
-    slice(0, 1050, 10000),
-    slice(1, 31, 3),
-    slice(1, 31, 30),
-    slice(1, 31, 300),
-    slice(81, 121, 3),
-    slice(81, 121, 30),
-    slice(81, 121, 300),
-    slice(50, 150),
-    slice(50, 150, 1),
-    slice(50, 150, 10),
-]
-
-
-basic_selections_1d_bad = [
-    # only positive step supported
-    slice(None, None, -1),
-    slice(None, None, -10),
-    slice(None, None, -100),
-    slice(None, None, -1000),
-    slice(None, None, -10000),
-    slice(1050, -1, -1),
-    slice(1050, -1, -10),
-    slice(1050, -1, -100),
-    slice(1050, -1, -1000),
-    slice(1050, -1, -10000),
-    slice(1050, 0, -1),
-    slice(1050, 0, -10),
-    slice(1050, 0, -100),
-    slice(1050, 0, -1000),
-    slice(1050, 0, -10000),
-    slice(150, 50, -1),
-    slice(150, 50, -10),
-    slice(31, 1, -3),
-    slice(121, 81, -3),
-    slice(-1, 0, -1),
-    # bad stuff
-    2.3,
-    "foo",
-    b"xxx",
-    None,
-    (0, 0),
-    (slice(None), slice(None)),
-]
-
-
-def _test_get_basic_selection(a, z, selection):
-    expect = a[selection]
-    actual = z.get_basic_selection(selection)
-    assert_array_equal(expect, actual)
-    actual = z[selection]
-    assert_array_equal(expect, actual)
-
-
-# noinspection PyStatementEffect
-def test_get_basic_selection_1d():
-    # setup
-    a = np.arange(1050, dtype=int)
-    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
-    z[:] = a
-
-    for selection in basic_selections_1d:
-        _test_get_basic_selection(a, z, selection)
-
-    for selection in basic_selections_1d_bad:
-        with pytest.raises(IndexError):
-            z.get_basic_selection(selection)
-        with pytest.raises(IndexError):
-            z[selection]
-
-    with pytest.raises(IndexError):
-        z.get_basic_selection([1, 0])
-
-
-basic_selections_2d = [
-    # single row
-    42,
-    -1,
-    (42, slice(None)),
-    (-1, slice(None)),
-    # single col
-    (slice(None), 4),
-    (slice(None), -1),
-    # row slices
-    slice(None),
-    slice(0, 1000),
-    slice(250, 350),
-    slice(0, 2000),
-    slice(-350, -250),
-    slice(0, 0),  # empty result
-    slice(-1, 0),  # empty result
-    slice(-2000, 0),
-    slice(-2000, 2000),
-    # 2D slices
-    (slice(None), slice(1, 5)),
-    (slice(250, 350), slice(None)),
-    (slice(250, 350), slice(1, 5)),
-    (slice(250, 350), slice(-5, -1)),
-    (slice(250, 350), slice(-50, 50)),
-    (slice(250, 350, 10), slice(1, 5)),
-    (slice(250, 350), slice(1, 5, 2)),
-    (slice(250, 350, 33), slice(1, 5, 3)),
-    # total selections
-    (slice(None), slice(None)),
-    Ellipsis,
-    (),
-    (Ellipsis, slice(None)),
-    (Ellipsis, slice(None), slice(None)),
-]
-
-
-basic_selections_2d_bad = [
-    # bad stuff
-    2.3,
-    "foo",
-    b"xxx",
-    None,
-    (2.3, slice(None)),
-    # only positive step supported
-    slice(None, None, -1),
-    (slice(None, None, -1), slice(None)),
-    (0, 0, 0),
-    (slice(None), slice(None), slice(None)),
-]
-
-
-# noinspection PyStatementEffect
-def test_get_basic_selection_2d():
-    # setup
-    a = np.arange(10000, dtype=int).reshape(1000, 10)
-    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
-    z[:] = a
-
-    for selection in basic_selections_2d:
-        _test_get_basic_selection(a, z, selection)
-
-    bad_selections = basic_selections_2d_bad + [
-        # integer arrays
-        [0, 1],
-        (slice(None), [0, 1]),
-    ]
-    for selection in bad_selections:
-        with pytest.raises(IndexError):
-            z.get_basic_selection(selection)
-    # check fallback on fancy indexing
-    fancy_selection = ([0, 1], [0, 1])
-    np.testing.assert_array_equal(z[fancy_selection], [0, 11])
-
-
-def test_fancy_indexing_fallback_on_get_setitem():
-    z = zarr.v2.zeros((20, 20))
-    z[[1, 2, 3], [1, 2, 3]] = 1
-    np.testing.assert_array_equal(
-        z[:4, :4],
-        [
-            [0, 0, 0, 0],
-            [0, 1, 0, 0],
-            [0, 0, 1, 0],
-            [0, 0, 0, 1],
-        ],
-    )
-    np.testing.assert_array_equal(z[[1, 2, 3], [1, 2, 3]], 1)
-    # test broadcasting
-    np.testing.assert_array_equal(z[1, [1, 2, 3]], [1, 0, 0])
-    # test 1D fancy indexing
-    z2 = zarr.v2.zeros(5)
-    z2[[1, 2, 3]] = 1
-    np.testing.assert_array_equal(z2, [0, 1, 1, 1, 0])
-
-
-@pytest.mark.parametrize(
-    "index,expected_result",
-    [
-        # Single iterable of integers
-        ([0, 1], [[0, 1, 2], [3, 4, 5]]),
-        # List first, then slice
-        (([0, 1], slice(None)), [[0, 1, 2], [3, 4, 5]]),
-        # List first, then slice
-        (([0, 1], slice(1, None)), [[1, 2], [4, 5]]),
-        # Slice first, then list
-        ((slice(0, 2), [0, 2]), [[0, 2], [3, 5]]),
-        # Slices only
-        ((slice(0, 2), slice(0, 2)), [[0, 1], [3, 4]]),
-        # List with repeated index
-        (([1, 0, 1], slice(1, None)), [[4, 5], [1, 2], [4, 5]]),
-        # 1D indexing
-        (([1, 0, 1]), [[3, 4, 5], [0, 1, 2], [3, 4, 5]]),
-    ],
-)
-def test_orthogonal_indexing_fallback_on_getitem_2d(index, expected_result):
-    """
-    Tests the orthogonal indexing fallback on __getitem__ for a 2D matrix.
-
-    In addition to checking expected behavior, all indexing
-    is also checked against numpy.
-    """
-    # [0, 1, 2],
-    # [3, 4, 5],
-    # [6, 7, 8]
-    a = np.arange(9).reshape(3, 3)
-    z = zarr.v2.array(a)
-
-    np.testing.assert_array_equal(z[index], a[index], err_msg="Indexing disagrees with numpy")
-    np.testing.assert_array_equal(z[index], expected_result)
-
-
-@pytest.mark.parametrize(
-    "index,expected_result",
-    [
-        # Single iterable of integers
-        ([0, 1], [[[0, 1, 2], [3, 4, 5], [6, 7, 8]], [[9, 10, 11], [12, 13, 14], [15, 16, 17]]]),
-        # One slice, two integers
-        ((slice(0, 2), 1, 1), [4, 13]),
-        # One integer, two slices
-        ((slice(0, 2), 1, slice(0, 2)), [[3, 4], [12, 13]]),
-        # Two slices and a list
-        ((slice(0, 2), [1, 2], slice(0, 2)), [[[3, 4], [6, 7]], [[12, 13], [15, 16]]]),
-    ],
-)
-def test_orthogonal_indexing_fallback_on_getitem_3d(index, expected_result):
-    """
-    Tests the orthogonal indexing fallback on __getitem__ for a 3D matrix.
-
-    In addition to checking expected behavior, all indexing
-    is also checked against numpy.
-    """
-    #   [[[ 0,  1,  2],
-    #     [ 3,  4,  5],
-    #     [ 6,  7,  8]],
-
-    #    [[ 9, 10, 11],
-    #     [12, 13, 14],
-    #     [15, 16, 17]],
-
-    #    [[18, 19, 20],
-    #     [21, 22, 23],
-    #     [24, 25, 26]]]
-    a = np.arange(27).reshape(3, 3, 3)
-    z = zarr.v2.array(a)
-
-    np.testing.assert_array_equal(z[index], a[index], err_msg="Indexing disagrees with numpy")
-    np.testing.assert_array_equal(z[index], expected_result)
-
-
-@pytest.mark.parametrize(
-    "index,expected_result",
-    [
-        # Single iterable of integers
-        ([0, 1], [[1, 1, 1], [1, 1, 1], [0, 0, 0]]),
-        # List and slice combined
-        (([0, 1], slice(1, 3)), [[0, 1, 1], [0, 1, 1], [0, 0, 0]]),
-        # Index repetition is ignored on setitem
-        (([0, 1, 1, 1, 1, 1, 1], slice(1, 3)), [[0, 1, 1], [0, 1, 1], [0, 0, 0]]),
-        # Slice with step
-        (([0, 2], slice(None, None, 2)), [[1, 0, 1], [0, 0, 0], [1, 0, 1]]),
-    ],
-)
-def test_orthogonal_indexing_fallback_on_setitem_2d(index, expected_result):
-    """
-    Tests the orthogonal indexing fallback on __setitem__ for a 3D matrix.
-
-    In addition to checking expected behavior, all indexing
-    is also checked against numpy.
-    """
-    # Slice + fancy index
-    a = np.zeros((3, 3))
-    z = zarr.v2.array(a)
-    z[index] = 1
-    a[index] = 1
-    np.testing.assert_array_equal(z, expected_result)
-    np.testing.assert_array_equal(z, a, err_msg="Indexing disagrees with numpy")
-
-
-def test_fancy_indexing_doesnt_mix_with_implicit_slicing():
-    z2 = zarr.v2.zeros((5, 5, 5))
-    with pytest.raises(IndexError):
-        z2[[1, 2, 3], [1, 2, 3]] = 2
-    with pytest.raises(IndexError):
-        np.testing.assert_array_equal(z2[[1, 2, 3], [1, 2, 3]], 0)
-    with pytest.raises(IndexError):
-        z2[..., [1, 2, 3]] = 2
-    with pytest.raises(IndexError):
-        np.testing.assert_array_equal(z2[..., [1, 2, 3]], 0)
-
-
-def test_set_basic_selection_0d():
-    # setup
-    v = np.array(42)
-    a = np.zeros_like(v)
-    z = zarr.v2.zeros_like(v)
-    assert_array_equal(a, z)
-
-    # tests
-    z.set_basic_selection(Ellipsis, v)
-    assert_array_equal(v, z)
-    z[...] = 0
-    assert_array_equal(a, z)
-    z[...] = v
-    assert_array_equal(v, z)
-
-    # test structured array
-    value = (b"aaa", 1, 4.2)
-    v = np.array(value, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
-    a = np.zeros_like(v)
-    z = zarr.v2.create(shape=a.shape, dtype=a.dtype, fill_value=None)
-
-    # tests
-    z.set_basic_selection(Ellipsis, v)
-    assert_array_equal(v, z)
-    z.set_basic_selection(Ellipsis, a)
-    assert_array_equal(a, z)
-    z[...] = v
-    assert_array_equal(v, z)
-    z[...] = a
-    assert_array_equal(a, z)
-    # with fields
-    z.set_basic_selection(Ellipsis, v["foo"], fields="foo")
-    assert v["foo"] == z["foo"]
-    assert a["bar"] == z["bar"]
-    assert a["baz"] == z["baz"]
-    z["bar"] = v["bar"]
-    assert v["foo"] == z["foo"]
-    assert v["bar"] == z["bar"]
-    assert a["baz"] == z["baz"]
-    # multiple field assignment not supported
-    with pytest.raises(IndexError):
-        z.set_basic_selection(Ellipsis, v[["foo", "bar"]], fields=["foo", "bar"])
-    with pytest.raises(IndexError):
-        z[..., "foo", "bar"] = v[["foo", "bar"]]
-
-
-def _test_get_orthogonal_selection(a, z, selection):
-    expect = oindex(a, selection)
-    actual = z.get_orthogonal_selection(selection)
-    assert_array_equal(expect, actual)
-    actual = z.oindex[selection]
-    assert_array_equal(expect, actual)
-
-
-# noinspection PyStatementEffect
-def test_get_orthogonal_selection_1d_bool():
-    # setup
-    a = np.arange(1050, dtype=int)
-    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
-    z[:] = a
-
-    np.random.seed(42)
-    # test with different degrees of sparseness
-    for p in 0.5, 0.1, 0.01:
-        ix = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
-        _test_get_orthogonal_selection(a, z, ix)
-
-    # test errors
-    with pytest.raises(IndexError):
-        z.oindex[np.zeros(50, dtype=bool)]  # too short
-    with pytest.raises(IndexError):
-        z.oindex[np.zeros(2000, dtype=bool)]  # too long
-    with pytest.raises(IndexError):
-        z.oindex[[[True, False], [False, True]]]  # too many dimensions
-
-
-# noinspection PyStatementEffect
-def test_get_orthogonal_selection_1d_int():
-    # setup
-    a = np.arange(1050, dtype=int)
-    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
-    z[:] = a
-
-    np.random.seed(42)
-    # test with different degrees of sparseness
-    for p in 2, 0.5, 0.1, 0.01:
-        # unordered
-        ix = np.random.choice(a.shape[0], size=int(a.shape[0] * p), replace=True)
-        _test_get_orthogonal_selection(a, z, ix)
-        # increasing
-        ix.sort()
-        _test_get_orthogonal_selection(a, z, ix)
-        # decreasing
-        ix = ix[::-1]
-        _test_get_orthogonal_selection(a, z, ix)
-
-    selections = basic_selections_1d + [
-        # test wraparound
-        [0, 3, 10, -23, -12, -1],
-        # explicit test not sorted
-        [3, 105, 23, 127],
-    ]
-    for selection in selections:
-        _test_get_orthogonal_selection(a, z, selection)
-
-    bad_selections = basic_selections_1d_bad + [
-        [a.shape[0] + 1],  # out of bounds
-        [-(a.shape[0] + 1)],  # out of bounds
-        [[2, 4], [6, 8]],  # too many dimensions
-    ]
-    for selection in bad_selections:
-        with pytest.raises(IndexError):
-            z.get_orthogonal_selection(selection)
-        with pytest.raises(IndexError):
-            z.oindex[selection]
-
-
-def _test_get_orthogonal_selection_2d(a, z, ix0, ix1):
-    selections = [
-        # index both axes with array
-        (ix0, ix1),
-        # mixed indexing with array / slice
-        (ix0, slice(1, 5)),
-        (ix0, slice(1, 5, 2)),
-        (slice(250, 350), ix1),
-        (slice(250, 350, 10), ix1),
-        # mixed indexing with array / int
-        (ix0, 4),
-        (42, ix1),
-    ]
-    for selection in selections:
-        _test_get_orthogonal_selection(a, z, selection)
-
-
-# noinspection PyStatementEffect
-def test_get_orthogonal_selection_2d():
-    # setup
-    a = np.arange(10000, dtype=int).reshape(1000, 10)
-    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
-    z[:] = a
-
-    np.random.seed(42)
-    # test with different degrees of sparseness
-    for p in 0.5, 0.1, 0.01:
-        # boolean arrays
-        ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
-        ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
-        _test_get_orthogonal_selection_2d(a, z, ix0, ix1)
-
-        # mixed int array / bool array
-        selections = (
-            (ix0, np.nonzero(ix1)[0]),
-            (np.nonzero(ix0)[0], ix1),
-        )
-        for selection in selections:
-            _test_get_orthogonal_selection(a, z, selection)
-
-        # integer arrays
-        ix0 = np.random.choice(a.shape[0], size=int(a.shape[0] * p), replace=True)
-        ix1 = np.random.choice(a.shape[1], size=int(a.shape[1] * 0.5), replace=True)
-        _test_get_orthogonal_selection_2d(a, z, ix0, ix1)
-        ix0.sort()
-        ix1.sort()
-        _test_get_orthogonal_selection_2d(a, z, ix0, ix1)
-        ix0 = ix0[::-1]
-        ix1 = ix1[::-1]
-        _test_get_orthogonal_selection_2d(a, z, ix0, ix1)
-
-    for selection in basic_selections_2d:
-        _test_get_orthogonal_selection(a, z, selection)
-
-    for selection in basic_selections_2d_bad:
-        with pytest.raises(IndexError):
-            z.get_orthogonal_selection(selection)
-        with pytest.raises(IndexError):
-            z.oindex[selection]
-
-
-def _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2):
-    selections = [
-        # single value
-        (84, 42, 4),
-        (-1, -1, -1),
-        # index all axes with array
-        (ix0, ix1, ix2),
-        # mixed indexing with single array / slices
-        (ix0, slice(15, 25), slice(1, 5)),
-        (slice(50, 70), ix1, slice(1, 5)),
-        (slice(50, 70), slice(15, 25), ix2),
-        (ix0, slice(15, 25, 5), slice(1, 5, 2)),
-        (slice(50, 70, 3), ix1, slice(1, 5, 2)),
-        (slice(50, 70, 3), slice(15, 25, 5), ix2),
-        # mixed indexing with single array / ints
-        (ix0, 42, 4),
-        (84, ix1, 4),
-        (84, 42, ix2),
-        # mixed indexing with single array / slice / int
-        (ix0, slice(15, 25), 4),
-        (42, ix1, slice(1, 5)),
-        (slice(50, 70), 42, ix2),
-        # mixed indexing with two array / slice
-        (ix0, ix1, slice(1, 5)),
-        (slice(50, 70), ix1, ix2),
-        (ix0, slice(15, 25), ix2),
-        # mixed indexing with two array / integer
-        (ix0, ix1, 4),
-        (42, ix1, ix2),
-        (ix0, 42, ix2),
-    ]
-    for selection in selections:
-        _test_get_orthogonal_selection(a, z, selection)
-
-
-def test_get_orthogonal_selection_3d():
-    # setup
-    a = np.arange(100000, dtype=int).reshape(200, 50, 10)
-    z = zarr.v2.create(shape=a.shape, chunks=(60, 20, 3), dtype=a.dtype)
-    z[:] = a
-
-    np.random.seed(42)
-    # test with different degrees of sparseness
-    for p in 0.5, 0.1, 0.01:
-        # boolean arrays
-        ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
-        ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
-        ix2 = np.random.binomial(1, 0.5, size=a.shape[2]).astype(bool)
-        _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2)
-
-        # integer arrays
-        ix0 = np.random.choice(a.shape[0], size=int(a.shape[0] * p), replace=True)
-        ix1 = np.random.choice(a.shape[1], size=int(a.shape[1] * 0.5), replace=True)
-        ix2 = np.random.choice(a.shape[2], size=int(a.shape[2] * 0.5), replace=True)
-        _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2)
-        ix0.sort()
-        ix1.sort()
-        ix2.sort()
-        _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2)
-        ix0 = ix0[::-1]
-        ix1 = ix1[::-1]
-        ix2 = ix2[::-1]
-        _test_get_orthogonal_selection_3d(a, z, ix0, ix1, ix2)
-
-
-def test_orthogonal_indexing_edge_cases():
-    a = np.arange(6).reshape(1, 2, 3)
-    z = zarr.v2.create(shape=a.shape, chunks=(1, 2, 3), dtype=a.dtype)
-    z[:] = a
-
-    expect = oindex(a, (0, slice(None), [0, 1, 2]))
-    actual = z.oindex[0, :, [0, 1, 2]]
-    assert_array_equal(expect, actual)
-
-    expect = oindex(a, (0, slice(None), [True, True, True]))
-    actual = z.oindex[0, :, [True, True, True]]
-    assert_array_equal(expect, actual)
-
-
-def _test_set_orthogonal_selection(v, a, z, selection):
-    for value in 42, oindex(v, selection), oindex(v, selection).tolist():
-        if isinstance(value, list) and value == []:
-            # skip these cases as cannot preserve all dimensions
-            continue
-        # setup expectation
-        a[:] = 0
-        oindex_set(a, selection, value)
-        # long-form API
-        z[:] = 0
-        z.set_orthogonal_selection(selection, value)
-        assert_array_equal(a, z[:])
-        # short-form API
-        z[:] = 0
-        z.oindex[selection] = value
-        assert_array_equal(a, z[:])
-
-
-def test_set_orthogonal_selection_1d():
-    # setup
-    v = np.arange(1050, dtype=int)
-    a = np.empty(v.shape, dtype=int)
-    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
-
-    # test with different degrees of sparseness
-    np.random.seed(42)
-    for p in 0.5, 0.1, 0.01:
-        # boolean arrays
-        ix = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
-        _test_set_orthogonal_selection(v, a, z, ix)
-
-        # integer arrays
-        ix = np.random.choice(a.shape[0], size=int(a.shape[0] * p), replace=True)
-        _test_set_orthogonal_selection(v, a, z, ix)
-        ix.sort()
-        _test_set_orthogonal_selection(v, a, z, ix)
-        ix = ix[::-1]
-        _test_set_orthogonal_selection(v, a, z, ix)
-
-    # basic selections
-    for selection in basic_selections_1d:
-        _test_set_orthogonal_selection(v, a, z, selection)
-
-
-def _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1):
-    selections = [
-        # index both axes with array
-        (ix0, ix1),
-        # mixed indexing with array / slice or int
-        (ix0, slice(1, 5)),
-        (slice(250, 350), ix1),
-        (ix0, 4),
-        (42, ix1),
-    ]
-    for selection in selections:
-        _test_set_orthogonal_selection(v, a, z, selection)
-
-
-def test_set_orthogonal_selection_2d():
-    # setup
-    v = np.arange(10000, dtype=int).reshape(1000, 10)
-    a = np.empty_like(v)
-    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
-
-    np.random.seed(42)
-    # test with different degrees of sparseness
-    for p in 0.5, 0.1, 0.01:
-        # boolean arrays
-        ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
-        ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
-        _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1)
-
-        # integer arrays
-        ix0 = np.random.choice(a.shape[0], size=int(a.shape[0] * p), replace=True)
-        ix1 = np.random.choice(a.shape[1], size=int(a.shape[1] * 0.5), replace=True)
-        _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1)
-        ix0.sort()
-        ix1.sort()
-        _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1)
-        ix0 = ix0[::-1]
-        ix1 = ix1[::-1]
-        _test_set_orthogonal_selection_2d(v, a, z, ix0, ix1)
-
-    for selection in basic_selections_2d:
-        _test_set_orthogonal_selection(v, a, z, selection)
-
-
-def _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2):
-    selections = (
-        # single value
-        (84, 42, 4),
-        (-1, -1, -1),
-        # index all axes with bool array
-        (ix0, ix1, ix2),
-        # mixed indexing with single bool array / slice or int
-        (ix0, slice(15, 25), slice(1, 5)),
-        (slice(50, 70), ix1, slice(1, 5)),
-        (slice(50, 70), slice(15, 25), ix2),
-        (ix0, 42, 4),
-        (84, ix1, 4),
-        (84, 42, ix2),
-        (ix0, slice(15, 25), 4),
-        (slice(50, 70), ix1, 4),
-        (slice(50, 70), 42, ix2),
-        # indexing with two arrays / slice
-        (ix0, ix1, slice(1, 5)),
-        # indexing with two arrays / integer
-        (ix0, ix1, 4),
-    )
-    for selection in selections:
-        _test_set_orthogonal_selection(v, a, z, selection)
-
-
-def test_set_orthogonal_selection_3d():
-    # setup
-    v = np.arange(100000, dtype=int).reshape(200, 50, 10)
-    a = np.empty_like(v)
-    z = zarr.v2.create(shape=a.shape, chunks=(60, 20, 3), dtype=a.dtype)
-
-    np.random.seed(42)
-    # test with different degrees of sparseness
-    for p in 0.5, 0.1, 0.01:
-        # boolean arrays
-        ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
-        ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
-        ix2 = np.random.binomial(1, 0.5, size=a.shape[2]).astype(bool)
-        _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2)
-
-        # integer arrays
-        ix0 = np.random.choice(a.shape[0], size=int(a.shape[0] * p), replace=True)
-        ix1 = np.random.choice(a.shape[1], size=int(a.shape[1] * 0.5), replace=True)
-        ix2 = np.random.choice(a.shape[2], size=int(a.shape[2] * 0.5), replace=True)
-        _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2)
-
-        # sorted increasing
-        ix0.sort()
-        ix1.sort()
-        ix2.sort()
-        _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2)
-
-        # sorted decreasing
-        ix0 = ix0[::-1]
-        ix1 = ix1[::-1]
-        ix2 = ix2[::-1]
-        _test_set_orthogonal_selection_3d(v, a, z, ix0, ix1, ix2)
-
-
-def test_orthogonal_indexing_fallback_on_get_setitem():
-    z = zarr.v2.zeros((20, 20))
-    z[[1, 2, 3], [1, 2, 3]] = 1
-    np.testing.assert_array_equal(
-        z[:4, :4],
-        [
-            [0, 0, 0, 0],
-            [0, 1, 0, 0],
-            [0, 0, 1, 0],
-            [0, 0, 0, 1],
-        ],
-    )
-    np.testing.assert_array_equal(z[[1, 2, 3], [1, 2, 3]], 1)
-    # test broadcasting
-    np.testing.assert_array_equal(z[1, [1, 2, 3]], [1, 0, 0])
-    # test 1D fancy indexing
-    z2 = zarr.v2.zeros(5)
-    z2[[1, 2, 3]] = 1
-    np.testing.assert_array_equal(z2, [0, 1, 1, 1, 0])
-
-
-def _test_get_coordinate_selection(a, z, selection):
-    expect = a[selection]
-    actual = z.get_coordinate_selection(selection)
-    assert_array_equal(expect, actual)
-    actual = z.vindex[selection]
-    assert_array_equal(expect, actual)
-
-
-coordinate_selections_1d_bad = [
-    # slice not supported
-    slice(5, 15),
-    slice(None),
-    Ellipsis,
-    # bad stuff
-    2.3,
-    "foo",
-    b"xxx",
-    None,
-    (0, 0),
-    (slice(None), slice(None)),
-]
-
-
-# noinspection PyStatementEffect
-def test_get_coordinate_selection_1d():
-    # setup
-    a = np.arange(1050, dtype=int)
-    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
-    z[:] = a
-
-    np.random.seed(42)
-    # test with different degrees of sparseness
-    for p in 2, 0.5, 0.1, 0.01:
-        n = int(a.size * p)
-        ix = np.random.choice(a.shape[0], size=n, replace=True)
-        _test_get_coordinate_selection(a, z, ix)
-        ix.sort()
-        _test_get_coordinate_selection(a, z, ix)
-        ix = ix[::-1]
-        _test_get_coordinate_selection(a, z, ix)
-
-    selections = [
-        # test single item
-        42,
-        -1,
-        # test wraparound
-        [0, 3, 10, -23, -12, -1],
-        # test out of order
-        [3, 105, 23, 127],  # not monotonically increasing
-        # test multi-dimensional selection
-        np.array([[2, 4], [6, 8]]),
-    ]
-    for selection in selections:
-        _test_get_coordinate_selection(a, z, selection)
-
-    # test errors
-    bad_selections = coordinate_selections_1d_bad + [
-        [a.shape[0] + 1],  # out of bounds
-        [-(a.shape[0] + 1)],  # out of bounds
-    ]
-    for selection in bad_selections:
-        with pytest.raises(IndexError):
-            z.get_coordinate_selection(selection)
-        with pytest.raises(IndexError):
-            z.vindex[selection]
-
-
-def test_get_coordinate_selection_2d():
-    # setup
-    a = np.arange(10000, dtype=int).reshape(1000, 10)
-    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
-    z[:] = a
-
-    np.random.seed(42)
-    # test with different degrees of sparseness
-    for p in 2, 0.5, 0.1, 0.01:
-        n = int(a.size * p)
-        ix0 = np.random.choice(a.shape[0], size=n, replace=True)
-        ix1 = np.random.choice(a.shape[1], size=n, replace=True)
-        selections = [
-            # single value
-            (42, 4),
-            (-1, -1),
-            # index both axes with array
-            (ix0, ix1),
-            # mixed indexing with array / int
-            (ix0, 4),
-            (42, ix1),
-            (42, 4),
-        ]
-        for selection in selections:
-            _test_get_coordinate_selection(a, z, selection)
-
-    # not monotonically increasing (first dim)
-    ix0 = [3, 3, 4, 2, 5]
-    ix1 = [1, 3, 5, 7, 9]
-    _test_get_coordinate_selection(a, z, (ix0, ix1))
-
-    # not monotonically increasing (second dim)
-    ix0 = [1, 1, 2, 2, 5]
-    ix1 = [1, 3, 2, 1, 0]
-    _test_get_coordinate_selection(a, z, (ix0, ix1))
-
-    # multi-dimensional selection
-    ix0 = np.array([[1, 1, 2], [2, 2, 5]])
-    ix1 = np.array([[1, 3, 2], [1, 0, 0]])
-    _test_get_coordinate_selection(a, z, (ix0, ix1))
-
-    with pytest.raises(IndexError):
-        selection = slice(5, 15), [1, 2, 3]
-        z.get_coordinate_selection(selection)
-    with pytest.raises(IndexError):
-        selection = [1, 2, 3], slice(5, 15)
-        z.get_coordinate_selection(selection)
-    with pytest.raises(IndexError):
-        selection = Ellipsis, [1, 2, 3]
-        z.get_coordinate_selection(selection)
-    with pytest.raises(IndexError):
-        selection = Ellipsis
-        z.get_coordinate_selection(selection)
-
-
-def _test_set_coordinate_selection(v, a, z, selection):
-    for value in 42, v[selection], v[selection].tolist():
-        # setup expectation
-        a[:] = 0
-        a[selection] = value
-        # test long-form API
-        z[:] = 0
-        z.set_coordinate_selection(selection, value)
-        assert_array_equal(a, z[:])
-        # test short-form API
-        z[:] = 0
-        z.vindex[selection] = value
-        assert_array_equal(a, z[:])
-
-
-def test_set_coordinate_selection_1d():
-    # setup
-    v = np.arange(1050, dtype=int)
-    a = np.empty(v.shape, dtype=v.dtype)
-    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
-
-    np.random.seed(42)
-    # test with different degrees of sparseness
-    for p in 2, 0.5, 0.1, 0.01:
-        n = int(a.size * p)
-        ix = np.random.choice(a.shape[0], size=n, replace=True)
-        _test_set_coordinate_selection(v, a, z, ix)
-
-    # multi-dimensional selection
-    ix = np.array([[2, 4], [6, 8]])
-    _test_set_coordinate_selection(v, a, z, ix)
-
-    for selection in coordinate_selections_1d_bad:
-        with pytest.raises(IndexError):
-            z.set_coordinate_selection(selection, 42)
-        with pytest.raises(IndexError):
-            z.vindex[selection] = 42
-
-
-def test_set_coordinate_selection_2d():
-    # setup
-    v = np.arange(10000, dtype=int).reshape(1000, 10)
-    a = np.empty_like(v)
-    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
-
-    np.random.seed(42)
-    # test with different degrees of sparseness
-    for p in 2, 0.5, 0.1, 0.01:
-        n = int(a.size * p)
-        ix0 = np.random.choice(a.shape[0], size=n, replace=True)
-        ix1 = np.random.choice(a.shape[1], size=n, replace=True)
-
-        selections = (
-            (42, 4),
-            (-1, -1),
-            # index both axes with array
-            (ix0, ix1),
-            # mixed indexing with array / int
-            (ix0, 4),
-            (42, ix1),
-        )
-        for selection in selections:
-            _test_set_coordinate_selection(v, a, z, selection)
-
-    # multi-dimensional selection
-    ix0 = np.array([[1, 2, 3], [4, 5, 6]])
-    ix1 = np.array([[1, 3, 2], [2, 0, 5]])
-    _test_set_coordinate_selection(v, a, z, (ix0, ix1))
-
-
-def _test_get_block_selection(a, z, selection, expected_idx):
-    expect = a[expected_idx]
-    actual = z.get_block_selection(selection)
-    assert_array_equal(expect, actual)
-    actual = z.blocks[selection]
-    assert_array_equal(expect, actual)
-
-
-block_selections_1d = [
-    # test single item
-    0,
-    5,
-    # test wraparound
-    -1,
-    -4,
-    # test slice
-    slice(5),
-    slice(None, 3),
-    slice(5, 6),
-    slice(-3, -1),
-    slice(None),  # Full slice
-]
-
-block_selections_1d_array_projection = [
-    # test single item
-    slice(100),
-    slice(500, 600),
-    # test wraparound
-    slice(1000, None),
-    slice(700, 800),
-    # test slice
-    slice(500),
-    slice(None, 300),
-    slice(500, 600),
-    slice(800, 1000),
-    slice(None),
-]
-
-block_selections_1d_bad = [
-    # slice not supported
-    slice(3, 8, 2),
-    # bad stuff
-    2.3,
-    "foo",
-    b"xxx",
-    None,
-    (0, 0),
-    (slice(None), slice(None)),
-    [0, 5, 3],
-]
-
-
-def test_get_block_selection_1d():
-    # setup
-    a = np.arange(1050, dtype=int)
-    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
-    z[:] = a
-
-    for selection, expected_idx in zip(block_selections_1d, block_selections_1d_array_projection):
-        _test_get_block_selection(a, z, selection, expected_idx)
-
-    bad_selections = block_selections_1d_bad + [
-        z.nchunks + 1,  # out of bounds
-        -(z.nchunks + 1),  # out of bounds
-    ]
-
-    for selection in bad_selections:
-        with pytest.raises(IndexError):
-            z.get_block_selection(selection)
-        with pytest.raises(IndexError):
-            z.blocks[selection]
-
-
-block_selections_2d = [
-    # test single item
-    (0, 0),
-    (1, 2),
-    # test wraparound
-    (-1, -1),
-    (-3, -2),
-    # test slice
-    (slice(1), slice(2)),
-    (slice(None, 2), slice(-2, -1)),
-    (slice(2, 3), slice(-2, None)),
-    (slice(-3, -1), slice(-3, -2)),
-    (slice(None), slice(None)),  # Full slice
-]
-
-block_selections_2d_array_projection = [
-    # test single item
-    (slice(300), slice(3)),
-    (slice(300, 600), slice(6, 9)),
-    # test wraparound
-    (slice(900, None), slice(9, None)),
-    (slice(300, 600), slice(6, 9)),
-    # test slice
-    (slice(300), slice(6)),
-    (slice(None, 600), slice(6, 9)),
-    (slice(600, 900), slice(6, None)),
-    (slice(300, 900), slice(3, 6)),
-    (slice(None), slice(None)),  # Full slice
-]
-
-
-def test_get_block_selection_2d():
-    # setup
-    a = np.arange(10000, dtype=int).reshape(1000, 10)
-    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
-    z[:] = a
-
-    for selection, expected_idx in zip(block_selections_2d, block_selections_2d_array_projection):
-        _test_get_block_selection(a, z, selection, expected_idx)
-
-    with pytest.raises(IndexError):
-        selection = slice(5, 15), [1, 2, 3]
-        z.get_block_selection(selection)
-    with pytest.raises(IndexError):
-        selection = Ellipsis, [1, 2, 3]
-        z.get_block_selection(selection)
-    with pytest.raises(IndexError):  # out of bounds
-        selection = slice(15, 20), slice(None)
-        z.get_block_selection(selection)
-
-
-def _test_set_block_selection(
-    v: np.ndarray, a: np.ndarray, z: zarr.v2.Array, selection, expected_idx
-):
-    for value in 42, v[expected_idx], v[expected_idx].tolist():
-        # setup expectation
-        a[:] = 0
-        a[expected_idx] = value
-        # test long-form API
-        z[:] = 0
-        z.set_block_selection(selection, value)
-        assert_array_equal(a, z[:])
-        # test short-form API
-        z[:] = 0
-        z.blocks[selection] = value
-        assert_array_equal(a, z[:])
-
-
-def test_set_block_selection_1d():
-    # setup
-    v = np.arange(1050, dtype=int)
-    a = np.empty(v.shape, dtype=v.dtype)
-    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
-
-    for selection, expected_idx in zip(block_selections_1d, block_selections_1d_array_projection):
-        _test_set_block_selection(v, a, z, selection, expected_idx)
-
-    for selection in block_selections_1d_bad:
-        with pytest.raises(IndexError):
-            z.set_block_selection(selection, 42)
-        with pytest.raises(IndexError):
-            z.blocks[selection] = 42
-
-
-def test_set_block_selection_2d():
-    # setup
-    v = np.arange(10000, dtype=int).reshape(1000, 10)
-    a = np.empty(v.shape, dtype=v.dtype)
-    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
-
-    for selection, expected_idx in zip(block_selections_2d, block_selections_2d_array_projection):
-        _test_set_block_selection(v, a, z, selection, expected_idx)
-
-    with pytest.raises(IndexError):
-        selection = slice(5, 15), [1, 2, 3]
-        z.set_block_selection(selection, 42)
-    with pytest.raises(IndexError):
-        selection = Ellipsis, [1, 2, 3]
-        z.set_block_selection(selection, 42)
-    with pytest.raises(IndexError):  # out of bounds
-        selection = slice(15, 20), slice(None)
-        z.set_block_selection(selection, 42)
-
-
-def _test_get_mask_selection(a, z, selection):
-    expect = a[selection]
-    actual = z.get_mask_selection(selection)
-    assert_array_equal(expect, actual)
-    actual = z.vindex[selection]
-    assert_array_equal(expect, actual)
-
-
-mask_selections_1d_bad = [
-    # slice not supported
-    slice(5, 15),
-    slice(None),
-    Ellipsis,
-    # bad stuff
-    2.3,
-    "foo",
-    b"xxx",
-    None,
-    (0, 0),
-    (slice(None), slice(None)),
-]
-
-
-# noinspection PyStatementEffect
-def test_get_mask_selection_1d():
-    # setup
-    a = np.arange(1050, dtype=int)
-    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
-    z[:] = a
-
-    np.random.seed(42)
-    # test with different degrees of sparseness
-    for p in 0.5, 0.1, 0.01:
-        ix = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
-        _test_get_mask_selection(a, z, ix)
-
-    # test errors
-    bad_selections = mask_selections_1d_bad + [
-        np.zeros(50, dtype=bool),  # too short
-        np.zeros(2000, dtype=bool),  # too long
-        [[True, False], [False, True]],  # too many dimensions
-    ]
-    for selection in bad_selections:
-        with pytest.raises(IndexError):
-            z.get_mask_selection(selection)
-        with pytest.raises(IndexError):
-            z.vindex[selection]
-
-
-# noinspection PyStatementEffect
-def test_get_mask_selection_2d():
-    # setup
-    a = np.arange(10000, dtype=int).reshape(1000, 10)
-    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
-    z[:] = a
-
-    np.random.seed(42)
-    # test with different degrees of sparseness
-    for p in 0.5, 0.1, 0.01:
-        ix = np.random.binomial(1, p, size=a.size).astype(bool).reshape(a.shape)
-        _test_get_mask_selection(a, z, ix)
-
-    # test errors
-    with pytest.raises(IndexError):
-        z.vindex[np.zeros((1000, 5), dtype=bool)]  # too short
-    with pytest.raises(IndexError):
-        z.vindex[np.zeros((2000, 10), dtype=bool)]  # too long
-    with pytest.raises(IndexError):
-        z.vindex[[True, False]]  # wrong no. dimensions
-
-
-def _test_set_mask_selection(v, a, z, selection):
-    a[:] = 0
-    z[:] = 0
-    a[selection] = v[selection]
-    z.set_mask_selection(selection, v[selection])
-    assert_array_equal(a, z[:])
-    z[:] = 0
-    z.vindex[selection] = v[selection]
-    assert_array_equal(a, z[:])
-
-
-def test_set_mask_selection_1d():
-    # setup
-    v = np.arange(1050, dtype=int)
-    a = np.empty_like(v)
-    z = zarr.v2.create(shape=a.shape, chunks=100, dtype=a.dtype)
-
-    np.random.seed(42)
-    # test with different degrees of sparseness
-    for p in 0.5, 0.1, 0.01:
-        ix = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
-        _test_set_mask_selection(v, a, z, ix)
-
-    for selection in mask_selections_1d_bad:
-        with pytest.raises(IndexError):
-            z.set_mask_selection(selection, 42)
-        with pytest.raises(IndexError):
-            z.vindex[selection] = 42
-
-
-def test_set_mask_selection_2d():
-    # setup
-    v = np.arange(10000, dtype=int).reshape(1000, 10)
-    a = np.empty_like(v)
-    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
-
-    np.random.seed(42)
-    # test with different degrees of sparseness
-    for p in 0.5, 0.1, 0.01:
-        ix = np.random.binomial(1, p, size=a.size).astype(bool).reshape(a.shape)
-        _test_set_mask_selection(v, a, z, ix)
-
-
-def test_get_selection_out():
-    # basic selections
-    a = np.arange(1050)
-    z = zarr.v2.create(shape=1050, chunks=100, dtype=a.dtype)
-    z[:] = a
-    selections = [
-        slice(50, 150),
-        slice(0, 1050),
-        slice(1, 2),
-    ]
-    for selection in selections:
-        expect = a[selection]
-        out = zarr.v2.create(shape=expect.shape, chunks=10, dtype=expect.dtype, fill_value=0)
-        z.get_basic_selection(selection, out=out)
-        assert_array_equal(expect, out[:])
-
-    with pytest.raises(TypeError):
-        z.get_basic_selection(Ellipsis, out=[])
-
-    # orthogonal selections
-    a = np.arange(10000, dtype=int).reshape(1000, 10)
-    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
-    z[:] = a
-    np.random.seed(42)
-    # test with different degrees of sparseness
-    for p in 0.5, 0.1, 0.01:
-        ix0 = np.random.binomial(1, p, size=a.shape[0]).astype(bool)
-        ix1 = np.random.binomial(1, 0.5, size=a.shape[1]).astype(bool)
-        selections = [
-            # index both axes with array
-            (ix0, ix1),
-            # mixed indexing with array / slice
-            (ix0, slice(1, 5)),
-            (slice(250, 350), ix1),
-            # mixed indexing with array / int
-            (ix0, 4),
-            (42, ix1),
-            # mixed int array / bool array
-            (ix0, np.nonzero(ix1)[0]),
-            (np.nonzero(ix0)[0], ix1),
-        ]
-        for selection in selections:
-            expect = oindex(a, selection)
-            # out = zarr.v2.create(shape=expect.shape, chunks=10, dtype=expect.dtype,
-            #                         fill_value=0)
-            out = np.zeros(expect.shape, dtype=expect.dtype)
-            z.get_orthogonal_selection(selection, out=out)
-            assert_array_equal(expect, out[:])
-
-    # coordinate selections
-    a = np.arange(10000, dtype=int).reshape(1000, 10)
-    z = zarr.v2.create(shape=a.shape, chunks=(300, 3), dtype=a.dtype)
-    z[:] = a
-    np.random.seed(42)
-    # test with different degrees of sparseness
-    for p in 0.5, 0.1, 0.01:
-        n = int(a.size * p)
-        ix0 = np.random.choice(a.shape[0], size=n, replace=True)
-        ix1 = np.random.choice(a.shape[1], size=n, replace=True)
-        selections = [
-            # index both axes with array
-            (ix0, ix1),
-            # mixed indexing with array / int
-            (ix0, 4),
-            (42, ix1),
-        ]
-        for selection in selections:
-            expect = a[selection]
-            out = np.zeros(expect.shape, dtype=expect.dtype)
-            z.get_coordinate_selection(selection, out=out)
-            assert_array_equal(expect, out[:])
-
-
-def test_get_selections_with_fields():
-    a = [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)]
-    a = np.array(a, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
-    z = zarr.v2.create(shape=a.shape, chunks=2, dtype=a.dtype, fill_value=None)
-    z[:] = a
-
-    fields_fixture = [
-        "foo",
-        ["foo"],
-        ["foo", "bar"],
-        ["foo", "baz"],
-        ["bar", "baz"],
-        ["foo", "bar", "baz"],
-        ["bar", "foo"],
-        ["baz", "bar", "foo"],
-    ]
-
-    for fields in fields_fixture:
-        # total selection
-        expect = a[fields]
-        actual = z.get_basic_selection(Ellipsis, fields=fields)
-        assert_array_equal(expect, actual)
-        # alternative API
-        if isinstance(fields, str):
-            actual = z[fields]
-            assert_array_equal(expect, actual)
-        elif len(fields) == 2:
-            actual = z[fields[0], fields[1]]
-            assert_array_equal(expect, actual)
-        if isinstance(fields, str):
-            actual = z[..., fields]
-            assert_array_equal(expect, actual)
-        elif len(fields) == 2:
-            actual = z[..., fields[0], fields[1]]
-            assert_array_equal(expect, actual)
-
-        # basic selection with slice
-        expect = a[fields][0:2]
-        actual = z.get_basic_selection(slice(0, 2), fields=fields)
-        assert_array_equal(expect, actual)
-        # alternative API
-        if isinstance(fields, str):
-            actual = z[0:2, fields]
-            assert_array_equal(expect, actual)
-        elif len(fields) == 2:
-            actual = z[0:2, fields[0], fields[1]]
-            assert_array_equal(expect, actual)
-
-        # basic selection with single item
-        expect = a[fields][1]
-        actual = z.get_basic_selection(1, fields=fields)
-        assert_array_equal(expect, actual)
-        # alternative API
-        if isinstance(fields, str):
-            actual = z[1, fields]
-            assert_array_equal(expect, actual)
-        elif len(fields) == 2:
-            actual = z[1, fields[0], fields[1]]
-            assert_array_equal(expect, actual)
-
-        # orthogonal selection
-        ix = [0, 2]
-        expect = a[fields][ix]
-        actual = z.get_orthogonal_selection(ix, fields=fields)
-        assert_array_equal(expect, actual)
-        # alternative API
-        if isinstance(fields, str):
-            actual = z.oindex[ix, fields]
-            assert_array_equal(expect, actual)
-        elif len(fields) == 2:
-            actual = z.oindex[ix, fields[0], fields[1]]
-            assert_array_equal(expect, actual)
-
-        # coordinate selection
-        ix = [0, 2]
-        expect = a[fields][ix]
-        actual = z.get_coordinate_selection(ix, fields=fields)
-        assert_array_equal(expect, actual)
-        # alternative API
-        if isinstance(fields, str):
-            actual = z.vindex[ix, fields]
-            assert_array_equal(expect, actual)
-        elif len(fields) == 2:
-            actual = z.vindex[ix, fields[0], fields[1]]
-            assert_array_equal(expect, actual)
-
-        # mask selection
-        ix = [True, False, True]
-        expect = a[fields][ix]
-        actual = z.get_mask_selection(ix, fields=fields)
-        assert_array_equal(expect, actual)
-        # alternative API
-        if isinstance(fields, str):
-            actual = z.vindex[ix, fields]
-            assert_array_equal(expect, actual)
-        elif len(fields) == 2:
-            actual = z.vindex[ix, fields[0], fields[1]]
-            assert_array_equal(expect, actual)
-
-    # missing/bad fields
-    with pytest.raises(IndexError):
-        z.get_basic_selection(Ellipsis, fields=["notafield"])
-    with pytest.raises(IndexError):
-        z.get_basic_selection(Ellipsis, fields=slice(None))
-
-
-def test_set_selections_with_fields():
-    v = [("aaa", 1, 4.2), ("bbb", 2, 8.4), ("ccc", 3, 12.6)]
-    v = np.array(v, dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
-    a = np.empty_like(v)
-    z = zarr.v2.empty_like(v, chunks=2)
-
-    fields_fixture = [
-        "foo",
-        [],
-        ["foo"],
-        ["foo", "bar"],
-        ["foo", "baz"],
-        ["bar", "baz"],
-        ["foo", "bar", "baz"],
-        ["bar", "foo"],
-        ["baz", "bar", "foo"],
-    ]
-
-    for fields in fields_fixture:
-        # currently multi-field assignment is not supported in numpy, so we won't support
-        # it either
-        if isinstance(fields, list) and len(fields) > 1:
-            with pytest.raises(IndexError):
-                z.set_basic_selection(Ellipsis, v, fields=fields)
-            with pytest.raises(IndexError):
-                z.set_orthogonal_selection([0, 2], v, fields=fields)
-            with pytest.raises(IndexError):
-                z.set_coordinate_selection([0, 2], v, fields=fields)
-            with pytest.raises(IndexError):
-                z.set_mask_selection([True, False, True], v, fields=fields)
-
-        else:
-            if isinstance(fields, list) and len(fields) == 1:
-                # work around numpy does not support multi-field assignment even if there
-                # is only one field
-                key = fields[0]
-            elif isinstance(fields, list) and len(fields) == 0:
-                # work around numpy ambiguity about what is a field selection
-                key = Ellipsis
-            else:
-                key = fields
-
-            # setup expectation
-            a[:] = ("", 0, 0)
-            z[:] = ("", 0, 0)
-            assert_array_equal(a, z[:])
-            a[key] = v[key]
-            # total selection
-            z.set_basic_selection(Ellipsis, v[key], fields=fields)
-            assert_array_equal(a, z[:])
-
-            # basic selection with slice
-            a[:] = ("", 0, 0)
-            z[:] = ("", 0, 0)
-            a[key][0:2] = v[key][0:2]
-            z.set_basic_selection(slice(0, 2), v[key][0:2], fields=fields)
-            assert_array_equal(a, z[:])
-
-            # orthogonal selection
-            a[:] = ("", 0, 0)
-            z[:] = ("", 0, 0)
-            ix = [0, 2]
-            a[key][ix] = v[key][ix]
-            z.set_orthogonal_selection(ix, v[key][ix], fields=fields)
-            assert_array_equal(a, z[:])
-
-            # coordinate selection
-            a[:] = ("", 0, 0)
-            z[:] = ("", 0, 0)
-            ix = [0, 2]
-            a[key][ix] = v[key][ix]
-            z.set_coordinate_selection(ix, v[key][ix], fields=fields)
-            assert_array_equal(a, z[:])
-
-            # mask selection
-            a[:] = ("", 0, 0)
-            z[:] = ("", 0, 0)
-            ix = [True, False, True]
-            a[key][ix] = v[key][ix]
-            z.set_mask_selection(ix, v[key][ix], fields=fields)
-            assert_array_equal(a, z[:])
-
-
-@pytest.mark.parametrize(
-    "selection, arr, expected",
-    [
-        (
-            (slice(5, 8, 1), slice(2, 4, 1), slice(0, 100, 1)),
-            np.arange(2, 100_002).reshape((100, 10, 100)),
-            [
-                (5200, 200, (slice(5, 6, 1), slice(2, 4, 1))),
-                (6200, 200, (slice(6, 7, 1), slice(2, 4, 1))),
-                (7200, 200, (slice(7, 8, 1), slice(2, 4, 1))),
-            ],
-        ),
-        (
-            (slice(5, 8, 1), slice(2, 4, 1), slice(0, 5, 1)),
-            np.arange(2, 100_002).reshape((100, 10, 100)),
-            [
-                (5200.0, 5.0, (slice(5, 6, 1), slice(2, 3, 1), slice(0, 5, 1))),
-                (5300.0, 5.0, (slice(5, 6, 1), slice(3, 4, 1), slice(0, 5, 1))),
-                (6200.0, 5.0, (slice(6, 7, 1), slice(2, 3, 1), slice(0, 5, 1))),
-                (6300.0, 5.0, (slice(6, 7, 1), slice(3, 4, 1), slice(0, 5, 1))),
-                (7200.0, 5.0, (slice(7, 8, 1), slice(2, 3, 1), slice(0, 5, 1))),
-                (7300.0, 5.0, (slice(7, 8, 1), slice(3, 4, 1), slice(0, 5, 1))),
-            ],
-        ),
-        (
-            (slice(5, 8, 1), slice(2, 4, 1), slice(0, 5, 1)),
-            np.asfortranarray(np.arange(2, 100_002).reshape((100, 10, 100))),
-            [
-                (5200.0, 5.0, (slice(5, 6, 1), slice(2, 3, 1), slice(0, 5, 1))),
-                (5300.0, 5.0, (slice(5, 6, 1), slice(3, 4, 1), slice(0, 5, 1))),
-                (6200.0, 5.0, (slice(6, 7, 1), slice(2, 3, 1), slice(0, 5, 1))),
-                (6300.0, 5.0, (slice(6, 7, 1), slice(3, 4, 1), slice(0, 5, 1))),
-                (7200.0, 5.0, (slice(7, 8, 1), slice(2, 3, 1), slice(0, 5, 1))),
-                (7300.0, 5.0, (slice(7, 8, 1), slice(3, 4, 1), slice(0, 5, 1))),
-            ],
-        ),
-        (
-            (slice(5, 8, 1), slice(2, 4, 1)),
-            np.arange(2, 100_002).reshape((100, 10, 100)),
-            [
-                (5200, 200, (slice(5, 6, 1), slice(2, 4, 1))),
-                (6200, 200, (slice(6, 7, 1), slice(2, 4, 1))),
-                (7200, 200, (slice(7, 8, 1), slice(2, 4, 1))),
-            ],
-        ),
-        (
-            (slice(0, 10, 1),),
-            np.arange(0, 10).reshape((10)),
-            [(0, 10, (slice(0, 10, 1),))],
-        ),
-        ((0,), np.arange(0, 100).reshape((10, 10)), [(0, 10, (slice(0, 1, 1),))]),
-        (
-            (
-                0,
-                0,
-            ),
-            np.arange(0, 100).reshape((10, 10)),
-            [(0, 1, (slice(0, 1, 1), slice(0, 1, 1)))],
-        ),
-        ((0,), np.arange(0, 10).reshape((10)), [(0, 1, (slice(0, 1, 1),))]),
-        pytest.param(
-            (slice(5, 8, 1), slice(2, 4, 1), slice(0, 5, 1)),
-            np.arange(2, 100002).reshape((10, 1, 10000)),
-            None,
-            marks=[pytest.mark.xfail(reason="slice 2 is out of range")],
-        ),
-        pytest.param(
-            (slice(5, 8, 1), slice(2, 4, 1), slice(0, 5, 1)),
-            np.arange(2, 100_002).reshape((10, 10_000)),
-            None,
-            marks=[pytest.mark.xfail(reason="slice 2 is out of range")],
-        ),
-    ],
-)
-def test_PartialChunkIterator(selection, arr, expected):
-    PCI = PartialChunkIterator(selection, arr.shape)
-    results = list(PCI)
-    assert results == expected
-
-
-def test_slice_selection_uints():
-    arr = np.arange(24).reshape((4, 6))
-    idx = np.uint64(3)
-    slice_sel = make_slice_selection((idx,))
-    assert arr[tuple(slice_sel)].shape == (1, 6)
-
-
-def test_numpy_int_indexing():
-    a = np.arange(1050)
-    z = zarr.v2.create(shape=1050, chunks=100, dtype=a.dtype)
-    z[:] = a
-    assert a[42] == z[42]
-    assert a[np.int64(42)] == z[np.int64(42)]
-
-
-@pytest.mark.parametrize(
-    "shape, chunks, ops",
-    [
-        # 1D test cases
-        ((1070,), (50,), [("__getitem__", (slice(200, 400),))]),
-        ((1070,), (50,), [("__getitem__", (slice(200, 400, 100),))]),
-        (
-            (1070,),
-            (50,),
-            [
-                ("__getitem__", (slice(200, 400),)),
-                ("__setitem__", (slice(200, 400, 100),)),
-            ],
-        ),
-        # 2D test cases
-        (
-            (40, 50),
-            (5, 8),
-            [
-                ("__getitem__", (slice(6, 37, 13), (slice(4, 10)))),
-                ("__setitem__", (slice(None), (slice(None)))),
-            ],
-        ),
-    ],
-)
-def test_accessed_chunks(shape, chunks, ops):
-    # Test that only the required chunks are accessed during basic selection operations
-    # shape: array shape
-    # chunks: chunk size
-    # ops: list of tuples with (optype, tuple of slices)
-    # optype = "__getitem__" or "__setitem__", tuple length must match number of dims
-    import itertools
-
-    # Use a counting dict as the backing store so we can track the items access
-    store = CountingDict()
-    z = zarr.v2.create(shape=shape, chunks=chunks, store=store)
-
-    for ii, (optype, slices) in enumerate(ops):
-        # Resolve the slices into the accessed chunks for each dimension
-        chunks_per_dim = []
-        for N, C, sl in zip(shape, chunks, slices):
-            chunk_ind = np.arange(N, dtype=int)[sl] // C
-            chunks_per_dim.append(np.unique(chunk_ind))
-
-        # Combine and generate the cartesian product to determine the chunks keys that
-        # will be accessed
-        chunks_accessed = []
-        for comb in itertools.product(*chunks_per_dim):
-            chunks_accessed.append(".".join([str(ci) for ci in comb]))
-
-        counts_before = store.counter.copy()
-
-        # Perform the operation
-        if optype == "__getitem__":
-            z[slices]
-        else:
-            z[slices] = ii
-
-        # Get the change in counts
-        delta_counts = store.counter - counts_before
-
-        # Check that the access counts for the operation have increased by one for all
-        # the chunks we expect to be included
-        for ci in chunks_accessed:
-            assert delta_counts.pop((optype, ci)) == 1
-
-            # If the chunk was partially written to it will also have been read once. We
-            # don't determine if the chunk was actually partial here, just that the
-            # counts are consistent that this might have happened
-            if optype == "__setitem__":
-                assert ("__getitem__", ci) not in delta_counts or delta_counts.pop(
-                    ("__getitem__", ci)
-                ) == 1
-        # Check that no other chunks were accessed
-        assert len(delta_counts) == 0
diff --git a/tests/v2/test_info.py b/tests/v2/test_info.py
deleted file mode 100644
index 9f68119295..0000000000
--- a/tests/v2/test_info.py
+++ /dev/null
@@ -1,66 +0,0 @@
-import numcodecs
-import pytest
-
-import zarr.v2
-from zarr.v2.util import InfoReporter
-
-
-@pytest.mark.parametrize("array_size", [10, 15000])
-def test_info(array_size):
-    # setup
-    g = zarr.v2.group(store=dict(), chunk_store=dict(), synchronizer=zarr.v2.ThreadSynchronizer())
-    g.create_group("foo")
-    z = g.zeros("bar", shape=array_size, filters=[numcodecs.Adler32()])
-
-    # test group info
-    items = g.info_items()
-    keys = sorted([k for k, _ in items])
-    expected_keys = sorted(
-        [
-            "Type",
-            "Read-only",
-            "Synchronizer type",
-            "Store type",
-            "Chunk store type",
-            "No. members",
-            "No. arrays",
-            "No. groups",
-            "Arrays",
-            "Groups",
-            "Name",
-        ]
-    )
-    assert expected_keys == keys
-
-    # can also get a string representation of info via the info attribute
-    assert isinstance(g.info, InfoReporter)
-    assert "Type" in repr(g.info)
-
-    # test array info
-    items = z.info_items()
-    keys = sorted([k for k, _ in items])
-    expected_keys = sorted(
-        [
-            "Type",
-            "Data type",
-            "Shape",
-            "Chunk shape",
-            "Order",
-            "Read-only",
-            "Filter [0]",
-            "Compressor",
-            "Synchronizer type",
-            "Store type",
-            "Chunk store type",
-            "No. bytes",
-            "No. bytes stored",
-            "Storage ratio",
-            "Chunks initialized",
-            "Name",
-        ]
-    )
-    assert expected_keys == keys
-
-    # can also get a string representation of info via the info attribute
-    assert isinstance(z.info, InfoReporter)
-    assert "Type" in repr(z.info)
diff --git a/tests/v2/test_meta.py b/tests/v2/test_meta.py
deleted file mode 100644
index b7c00ec64c..0000000000
--- a/tests/v2/test_meta.py
+++ /dev/null
@@ -1,527 +0,0 @@
-import base64
-import json
-
-import numpy as np
-import pytest
-
-from zarr.v2.codecs import Blosc, Delta, Pickle, Zlib
-from zarr.v2.errors import MetadataError
-from zarr.v2.meta import (
-    ZARR_FORMAT,
-    decode_array_metadata,
-    decode_dtype,
-    decode_group_metadata,
-    encode_array_metadata,
-    encode_dtype,
-    encode_fill_value,
-    decode_fill_value,
-)
-from zarr.v2.util import normalize_dtype, normalize_fill_value
-
-
-def assert_json_equal(expect, actual):
-    if isinstance(actual, bytes):
-        actual = str(actual, "ascii")
-    ej = json.loads(expect)
-    aj = json.loads(actual)
-    assert ej == aj
-
-
-def test_encode_decode_array_1():
-    meta = dict(
-        shape=(100,),
-        chunks=(10,),
-        dtype=np.dtype("<f8"),
-        compressor=Zlib(1).get_config(),
-        fill_value=None,
-        filters=None,
-        order="C",
-    )
-
-    meta_json = (
-        """{
-        "chunks": [10],
-        "compressor": {"id": "zlib", "level": 1},
-        "dtype": "<f8",
-        "fill_value": null,
-        "filters": null,
-        "order": "C",
-        "shape": [100],
-        "zarr_format": %s
-    }"""
-        % ZARR_FORMAT
-    )
-
-    # test encoding
-    meta_enc = encode_array_metadata(meta)
-    assert_json_equal(meta_json, meta_enc)
-
-    # test decoding
-    meta_dec = decode_array_metadata(meta_enc)
-    assert ZARR_FORMAT == meta_dec["zarr_format"]
-    assert meta["shape"] == meta_dec["shape"]
-    assert meta["chunks"] == meta_dec["chunks"]
-    assert meta["dtype"] == meta_dec["dtype"]
-    assert meta["compressor"] == meta_dec["compressor"]
-    assert meta["order"] == meta_dec["order"]
-    assert meta_dec["fill_value"] is None
-    assert meta_dec["filters"] is None
-
-
-def test_encode_decode_array_2():
-    # some variations
-    df = Delta(astype="<u2", dtype="V14")
-    compressor = Blosc(cname="lz4", clevel=3, shuffle=2)
-    dtype = np.dtype([("a", "<i4"), ("b", "S10")])
-    fill_value = np.zeros((), dtype=dtype)[()]
-    meta = dict(
-        shape=(100, 100),
-        chunks=(10, 10),
-        dtype=dtype,
-        compressor=compressor.get_config(),
-        fill_value=fill_value,
-        order="F",
-        filters=[df.get_config()],
-    )
-
-    meta_json = (
-        """{
-        "chunks": [10, 10],
-        "compressor": {
-            "id": "blosc",
-            "clevel": 3,
-            "cname": "lz4",
-            "shuffle": 2,
-            "blocksize": 0
-        },
-        "dtype": [["a", "<i4"], ["b", "|S10"]],
-        "fill_value": "AAAAAAAAAAAAAAAAAAA=",
-        "filters": [
-            {"id": "delta", "astype": "<u2", "dtype": "|V14"}
-        ],
-        "order": "F",
-        "shape": [100, 100],
-        "zarr_format": %s
-    }"""
-        % ZARR_FORMAT
-    )
-
-    # test encoding
-    meta_enc = encode_array_metadata(meta)
-    assert_json_equal(meta_json, meta_enc)
-
-    # test decoding
-    meta_dec = decode_array_metadata(meta_enc)
-    assert ZARR_FORMAT == meta_dec["zarr_format"]
-    assert meta["shape"] == meta_dec["shape"]
-    assert meta["chunks"] == meta_dec["chunks"]
-    assert meta["dtype"] == meta_dec["dtype"]
-    assert meta["compressor"] == meta_dec["compressor"]
-    assert meta["order"] == meta_dec["order"]
-    assert fill_value == meta_dec["fill_value"]
-    assert [df.get_config()] == meta_dec["filters"]
-
-
-def test_encode_decode_array_complex():
-    # some variations
-    for k in ["c8", "c16"]:
-        compressor = Blosc(cname="lz4", clevel=3, shuffle=2)
-        dtype = np.dtype(k)
-        fill_value = dtype.type(np.nan - 1j)
-        meta = dict(
-            shape=(100, 100),
-            chunks=(10, 10),
-            dtype=dtype,
-            compressor=compressor.get_config(),
-            fill_value=fill_value,
-            order=dtype.char,
-            filters=[],
-        )
-
-        meta_json = """{
-            "chunks": [10, 10],
-            "compressor": {
-                "id": "blosc",
-                "clevel": 3,
-                "cname": "lz4",
-                "shuffle": 2,
-                "blocksize": 0
-            },
-            "dtype": "%s",
-            "fill_value": ["NaN", -1.0],
-            "filters": [],
-            "order": "%s",
-            "shape": [100, 100],
-            "zarr_format": %s
-        }""" % (
-            dtype.str,
-            dtype.char,
-            ZARR_FORMAT,
-        )
-
-        # test encoding
-        meta_enc = encode_array_metadata(meta)
-        assert_json_equal(meta_json, meta_enc)
-
-        # test decoding
-        meta_dec = decode_array_metadata(meta_enc)
-        assert ZARR_FORMAT == meta_dec["zarr_format"]
-        assert meta["shape"] == meta_dec["shape"]
-        assert meta["chunks"] == meta_dec["chunks"]
-        assert meta["dtype"] == meta_dec["dtype"]
-        assert meta["compressor"] == meta_dec["compressor"]
-        assert meta["order"] == meta_dec["order"]
-        # Based off of this SO answer: https://stackoverflow.com/a/49972198
-        assert np.all(
-            fill_value.view((np.uint8, fill_value.itemsize))
-            == meta_dec["fill_value"].view((np.uint8, meta_dec["fill_value"].itemsize))
-        )
-        assert [] == meta_dec["filters"]
-
-
-def test_encode_decode_array_datetime_timedelta():
-    # some variations
-    for k in ["m8[s]", "M8[s]"]:
-        compressor = Blosc(cname="lz4", clevel=3, shuffle=2)
-        dtype = np.dtype(k)
-        fill_value = dtype.type("NaT")
-        meta = dict(
-            shape=(100, 100),
-            chunks=(10, 10),
-            dtype=dtype,
-            compressor=compressor.get_config(),
-            fill_value=fill_value,
-            order=dtype.char,
-            filters=[],
-        )
-
-        meta_json = """{
-            "chunks": [10, 10],
-            "compressor": {
-                "id": "blosc",
-                "clevel": 3,
-                "cname": "lz4",
-                "shuffle": 2,
-                "blocksize": 0
-            },
-            "dtype": "%s",
-            "fill_value": -9223372036854775808,
-            "filters": [],
-            "order": "%s",
-            "shape": [100, 100],
-            "zarr_format": %s
-        }""" % (
-            dtype.str,
-            dtype.char,
-            ZARR_FORMAT,
-        )
-
-        # test encoding
-        meta_enc = encode_array_metadata(meta)
-        assert_json_equal(meta_json, meta_enc)
-
-        # test decoding
-        meta_dec = decode_array_metadata(meta_enc)
-        assert ZARR_FORMAT == meta_dec["zarr_format"]
-        assert meta["shape"] == meta_dec["shape"]
-        assert meta["chunks"] == meta_dec["chunks"]
-        assert meta["dtype"] == meta_dec["dtype"]
-        assert meta["compressor"] == meta_dec["compressor"]
-        assert meta["order"] == meta_dec["order"]
-        # Based off of this SO answer: https://stackoverflow.com/a/49972198
-        assert np.all(
-            fill_value.view((np.uint8, fill_value.itemsize))
-            == meta_dec["fill_value"].view((np.uint8, meta_dec["fill_value"].itemsize))
-        )
-        assert [] == meta_dec["filters"]
-
-
-def test_encode_decode_array_dtype_shape():
-    meta = dict(
-        shape=(100,),
-        chunks=(10,),
-        dtype=np.dtype("(10, 10)<f8"),
-        compressor=Zlib(1).get_config(),
-        fill_value=None,
-        filters=None,
-        order="C",
-    )
-
-    meta_json = (
-        """{
-        "chunks": [10],
-        "compressor": {"id": "zlib", "level": 1},
-        "dtype": "<f8",
-        "fill_value": null,
-        "filters": null,
-        "order": "C",
-        "shape": [100, 10, 10],
-        "zarr_format": %s
-    }"""
-        % ZARR_FORMAT
-    )
-
-    # test encoding
-    meta_enc = encode_array_metadata(meta)
-    assert_json_equal(meta_json, meta_enc)
-
-    # test decoding
-    meta_dec = decode_array_metadata(meta_enc)
-    assert ZARR_FORMAT == meta_dec["zarr_format"]
-    # to maintain consistency with numpy unstructured arrays, unpack dimensions into shape
-    assert meta["shape"] + meta["dtype"].shape == meta_dec["shape"]
-    assert meta["chunks"] == meta_dec["chunks"]
-    # to maintain consistency with numpy unstructured arrays, unpack dtypes
-    assert meta["dtype"].base == meta_dec["dtype"]
-    assert meta["compressor"] == meta_dec["compressor"]
-    assert meta["order"] == meta_dec["order"]
-    assert meta_dec["fill_value"] is None
-    assert meta_dec["filters"] is None
-
-
-def test_encode_decode_array_structured():
-    meta = dict(
-        shape=(100,),
-        chunks=(10,),
-        dtype=np.dtype("<i8, (10, 10)<f8, (5, 10, 15)u1"),
-        compressor=Zlib(1).get_config(),
-        fill_value=None,
-        filters=None,
-        order="C",
-    )
-
-    meta_json = (
-        """{
-        "chunks": [10],
-        "compressor": {"id": "zlib", "level": 1},
-        "dtype": [["f0", "<i8"], ["f1", "<f8", [10, 10]], ["f2", "|u1", [5, 10, 15]]],
-        "fill_value": null,
-        "filters": null,
-        "order": "C",
-        "shape": [100],
-        "zarr_format": %s
-    }"""
-        % ZARR_FORMAT
-    )
-
-    # test encoding
-    meta_enc = encode_array_metadata(meta)
-    assert_json_equal(meta_json, meta_enc)
-
-    # test decoding
-    meta_dec = decode_array_metadata(meta_enc)
-    assert ZARR_FORMAT == meta_dec["zarr_format"]
-    # to maintain consistency with numpy unstructured arrays, unpack dimensions into shape
-    assert meta["shape"] + meta["dtype"].shape == meta_dec["shape"]
-    assert meta["chunks"] == meta_dec["chunks"]
-    # to maintain consistency with numpy unstructured arrays, unpack dimensions into shape
-    assert meta["dtype"].base == meta_dec["dtype"]
-    assert meta["compressor"] == meta_dec["compressor"]
-    assert meta["order"] == meta_dec["order"]
-    assert meta_dec["fill_value"] is None
-    assert meta_dec["filters"] is None
-
-
-def test_encode_decode_fill_values_nan():
-    fills = (
-        (np.nan, "NaN", np.isnan),
-        (-np.inf, "-Infinity", np.isneginf),
-        (np.inf, "Infinity", np.isposinf),
-    )
-
-    for v, s, f in fills:
-        meta = dict(
-            shape=(100,),
-            chunks=(10,),
-            dtype=np.dtype("<f8"),
-            compressor=Zlib(1).get_config(),
-            fill_value=v,
-            filters=None,
-            order="C",
-        )
-
-        meta_json = """{
-            "chunks": [10],
-            "compressor": {"id": "zlib", "level": 1},
-            "dtype": "<f8",
-            "fill_value": "%s",
-            "filters": null,
-            "order": "C",
-            "shape": [100],
-            "zarr_format": %s
-        }""" % (
-            s,
-            ZARR_FORMAT,
-        )
-
-        # test encoding
-        meta_enc = encode_array_metadata(meta)
-        assert_json_equal(meta_json, meta_enc)
-
-        # test decoding
-        meta_dec = decode_array_metadata(meta_enc)
-        actual = meta_dec["fill_value"]
-        assert f(actual)
-
-
-def test_encode_decode_fill_values_bytes():
-    dtype = np.dtype("S10")
-    fills = b"foo", bytes(10)
-
-    for v in fills:
-        # setup and encode metadata
-        meta = dict(
-            shape=(100,),
-            chunks=(10,),
-            dtype=dtype,
-            compressor=Zlib(1).get_config(),
-            fill_value=v,
-            filters=None,
-            order="C",
-        )
-        meta_enc = encode_array_metadata(meta)
-
-        # define expected metadata encoded as JSON
-        s = base64.standard_b64encode(v)
-        s = s.decode()
-        meta_json = """{
-            "chunks": [10],
-            "compressor": {"id": "zlib", "level": 1},
-            "dtype": "|S10",
-            "fill_value": "%s",
-            "filters": null,
-            "order": "C",
-            "shape": [100],
-            "zarr_format": %s
-        }""" % (
-            s,
-            ZARR_FORMAT,
-        )
-
-        # test encoding
-        assert_json_equal(meta_json, meta_enc)
-
-        # test decoding
-        meta_dec = decode_array_metadata(meta_enc)
-        actual = meta_dec["fill_value"]
-        expect = np.array(v, dtype=dtype)[()]
-        assert expect == actual
-
-
-def test_decode_array_unsupported_format():
-    # unsupported format
-    meta_json = """{
-        "zarr_format": %s,
-        "shape": [100],
-        "chunks": [10],
-        "dtype": "<f8",
-        "compressor": {"id": "zlib", "level": 1},
-        "fill_value": null,
-        "order": "C"
-    }""" % (ZARR_FORMAT - 1)
-    with pytest.raises(MetadataError):
-        decode_array_metadata(meta_json)
-
-
-def test_decode_array_missing_fields():
-    # missing fields
-    meta_json = (
-        """{
-        "zarr_format": %s
-    }"""
-        % ZARR_FORMAT
-    )
-    with pytest.raises(MetadataError):
-        decode_array_metadata(meta_json)
-
-
-def test_encode_decode_dtype():
-    for dt in ["f8", [("a", "f8")], [("a", "f8"), ("b", "i1")]]:
-        e = encode_dtype(np.dtype(dt))
-        s = json.dumps(e)  # check JSON serializable
-        o = json.loads(s)
-        d = decode_dtype(o)
-        assert np.dtype(dt) == d
-
-
-def test_decode_group():
-    # typical
-    b = (
-        """{
-        "zarr_format": %s
-    }"""
-        % ZARR_FORMAT
-    )
-    meta = decode_group_metadata(b)
-    assert ZARR_FORMAT == meta["zarr_format"]
-
-    # unsupported format
-    b = """{
-        "zarr_format": %s
-    }""" % (ZARR_FORMAT - 1)
-    with pytest.raises(MetadataError):
-        decode_group_metadata(b)
-
-
-@pytest.mark.parametrize(
-    "fill_value,dtype,object_codec,result",
-    [
-        (
-            (0.0, None),
-            [("x", float), ("y", object)],
-            Pickle(),
-            True,  # Pass
-        ),
-        (
-            (0.0, None),
-            [("x", float), ("y", object)],
-            None,
-            False,  # Fail
-        ),
-    ],
-)
-def test_encode_fill_value(fill_value, dtype, object_codec, result):
-    # normalize metadata (copied from _init_array_metadata)
-    dtype, object_codec = normalize_dtype(dtype, object_codec)
-    dtype = dtype.base
-    fill_value = normalize_fill_value(fill_value, dtype)
-
-    # test
-    if result:
-        encode_fill_value(fill_value, dtype, object_codec)
-    else:
-        with pytest.raises(ValueError):
-            encode_fill_value(fill_value, dtype, object_codec)
-
-
-@pytest.mark.parametrize(
-    "fill_value,dtype,object_codec,result",
-    [
-        (
-            (0.0, None),
-            [("x", float), ("y", object)],
-            Pickle(),
-            True,  # Pass
-        ),
-        (
-            (0.0, None),
-            [("x", float), ("y", object)],
-            None,
-            False,  # Fail
-        ),
-    ],
-)
-def test_decode_fill_value(fill_value, dtype, object_codec, result):
-    # normalize metadata (copied from _init_array_metadata)
-    dtype, object_codec = normalize_dtype(dtype, object_codec)
-    dtype = dtype.base
-    fill_value = normalize_fill_value(fill_value, dtype)
-
-    # test
-    if result:
-        v = encode_fill_value(fill_value, dtype, object_codec)
-        decode_fill_value(v, dtype, object_codec)
-    else:
-        with pytest.raises(ValueError):
-            # No encoding is possible
-            decode_fill_value(fill_value, dtype, object_codec)
diff --git a/tests/v2/test_meta_array.py b/tests/v2/test_meta_array.py
deleted file mode 100644
index c47673fb0f..0000000000
--- a/tests/v2/test_meta_array.py
+++ /dev/null
@@ -1,251 +0,0 @@
-from typing import Optional
-import numpy as np
-import pytest
-
-from numcodecs.abc import Codec
-from numcodecs.compat import ensure_contiguous_ndarray_like
-from numcodecs.registry import get_codec, register_codec
-
-import zarr.v2.codecs
-from zarr.v2.core import Array
-from zarr.v2.creation import array, empty, full, ones, open_array, zeros
-from zarr.v2.hierarchy import open_group, group
-from zarr.v2.storage import DirectoryStore, MemoryStore, Store, ZipStore
-
-
-class CuPyCPUCompressor(Codec):  # pragma: no cover
-    """CPU compressor for CuPy arrays
-
-    This compressor converts CuPy arrays host memory before compressing
-    the arrays using `compressor`.
-
-    Parameters
-    ----------
-    compressor : numcodecs.abc.Codec
-        The codec to use for compression and decompression.
-    """
-
-    codec_id = "cupy_cpu_compressor"
-
-    def __init__(self, compressor: Codec = None):
-        self.compressor = compressor
-
-    def encode(self, buf):
-        import cupy
-
-        buf = cupy.asnumpy(ensure_contiguous_ndarray_like(buf))
-        if self.compressor:
-            buf = self.compressor.encode(buf)
-        return buf
-
-    def decode(self, chunk, out=None):
-        import cupy
-
-        if self.compressor:
-            cpu_out = None if out is None else cupy.asnumpy(out)
-            chunk = self.compressor.decode(chunk, cpu_out)
-
-        chunk = cupy.asarray(ensure_contiguous_ndarray_like(chunk))
-        if out is not None:
-            cupy.copyto(out, chunk.view(dtype=out.dtype), casting="no")
-            chunk = out
-        return chunk
-
-    def get_config(self):
-        cc_config = self.compressor.get_config() if self.compressor else None
-        return {
-            "id": self.codec_id,
-            "compressor_config": cc_config,
-        }
-
-    @classmethod
-    def from_config(cls, config):
-        cc_config = config.get("compressor_config", None)
-        compressor = get_codec(cc_config) if cc_config else None
-        return cls(compressor=compressor)
-
-
-register_codec(CuPyCPUCompressor)
-
-
-class MyArray(np.ndarray):
-    """Dummy array class to test the `meta_array` argument
-
-    Useful when CuPy isn't available.
-
-    This class also makes some of the functions from the numpy
-    module available.
-    """
-
-    testing = np.testing
-
-    @classmethod
-    def arange(cls, size):
-        ret = cls(shape=(size,), dtype="int64")
-        ret[:] = range(size)
-        return ret
-
-    @classmethod
-    def empty(cls, shape):
-        return cls(shape=shape)
-
-
-def init_compressor(compressor) -> CuPyCPUCompressor:
-    if compressor:
-        compressor = getattr(zarr.v2.codecs, compressor)()
-    return CuPyCPUCompressor(compressor)
-
-
-def init_store(tmp_path, store_type) -> Optional[Store]:
-    if store_type is DirectoryStore:
-        return store_type(str(tmp_path / "store"))
-    if store_type is MemoryStore:
-        return MemoryStore()
-    return None
-
-
-def ensure_module(module):
-    if isinstance(module, str):
-        return pytest.importorskip(module)
-    return module
-
-
-param_module_and_compressor = [
-    (MyArray, None),
-    ("cupy", init_compressor(None)),
-    ("cupy", init_compressor("Zlib")),
-    ("cupy", init_compressor("Blosc")),
-]
-
-
-@pytest.mark.parametrize("module, compressor", param_module_and_compressor)
-@pytest.mark.parametrize("store_type", [None, DirectoryStore, MemoryStore, ZipStore])
-def test_array(tmp_path, module, compressor, store_type):
-    xp = ensure_module(module)
-
-    store = init_store(tmp_path / "from_cupy_array", store_type)
-    a = xp.arange(100)
-    z = array(a, chunks=10, compressor=compressor, store=store, meta_array=xp.empty(()))
-    assert a.shape == z.shape
-    assert a.dtype == z.dtype
-    assert isinstance(a, type(z[:]))
-    assert isinstance(z.meta_array, type(xp.empty(())))
-    xp.testing.assert_array_equal(a, z[:])
-
-    # with array-like
-    store = init_store(tmp_path / "from_list", store_type)
-    a = list(range(100))
-    z = array(a, chunks=10, compressor=compressor, store=store, meta_array=xp.empty(()))
-    assert (100,) == z.shape
-    assert np.asarray(a).dtype == z.dtype
-    xp.testing.assert_array_equal(a, z[:])
-
-    # with another zarr array
-    store = init_store(tmp_path / "from_another_store", store_type)
-    z2 = array(z, compressor=compressor, store=store, meta_array=xp.empty(()))
-    assert z.shape == z2.shape
-    assert z.chunks == z2.chunks
-    assert z.dtype == z2.dtype
-    xp.testing.assert_array_equal(z[:], z2[:])
-
-    store = init_store(tmp_path / "open_array", store_type)
-    a = xp.arange(100)
-    z = open_array(
-        store,
-        shape=a.shape,
-        dtype=a.dtype,
-        chunks=10,
-        compressor=compressor,
-        meta_array=xp.empty(()),
-    )
-    z[:] = a
-    assert a.shape == z.shape
-    assert a.dtype == z.dtype
-    assert isinstance(a, type(z[:]))
-    assert isinstance(z.meta_array, type(xp.empty(())))
-    xp.testing.assert_array_equal(a, z[:])
-
-
-@pytest.mark.parametrize("module, compressor", param_module_and_compressor)
-def test_empty(module, compressor):
-    xp = ensure_module(module)
-    z = empty(
-        100,
-        chunks=10,
-        compressor=compressor,
-        meta_array=xp.empty(()),
-    )
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-
-
-@pytest.mark.parametrize("module, compressor", param_module_and_compressor)
-def test_zeros(module, compressor):
-    xp = ensure_module(module)
-    z = zeros(
-        100,
-        chunks=10,
-        compressor=compressor,
-        meta_array=xp.empty(()),
-    )
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-    xp.testing.assert_array_equal(np.zeros(100), z[:])
-
-
-@pytest.mark.parametrize("module, compressor", param_module_and_compressor)
-def test_ones(module, compressor):
-    xp = ensure_module(module)
-    z = ones(
-        100,
-        chunks=10,
-        compressor=compressor,
-        meta_array=xp.empty(()),
-    )
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-    xp.testing.assert_array_equal(np.ones(100), z[:])
-
-
-@pytest.mark.parametrize("module, compressor", param_module_and_compressor)
-def test_full(module, compressor):
-    xp = ensure_module(module)
-    z = full(
-        100,
-        chunks=10,
-        fill_value=42,
-        dtype="i4",
-        compressor=compressor,
-        meta_array=xp.empty(()),
-    )
-    assert (100,) == z.shape
-    assert (10,) == z.chunks
-    xp.testing.assert_array_equal(np.full(100, fill_value=42, dtype="i4"), z[:])
-
-    # nan
-    z = full(
-        100,
-        chunks=10,
-        fill_value=np.nan,
-        dtype="f8",
-        compressor=compressor,
-        meta_array=xp.empty(()),
-    )
-    assert np.all(np.isnan(z[:]))
-
-
-@pytest.mark.parametrize("group_create_function", [group, open_group])
-@pytest.mark.parametrize("module, compressor", param_module_and_compressor)
-@pytest.mark.parametrize("store_type", [None, DirectoryStore, MemoryStore, ZipStore])
-def test_group(tmp_path, group_create_function, module, compressor, store_type):
-    xp = ensure_module(module)
-    store = init_store(tmp_path, store_type)
-    g = group_create_function(store, meta_array=xp.empty(()))
-    g.ones("data", shape=(10, 11), dtype=int, compressor=compressor)
-    a = g["data"]
-    assert a.shape == (10, 11)
-    assert a.dtype == int
-    assert isinstance(a, Array)
-    assert isinstance(a[:], type(xp.empty(())))
-    assert (a[:] == 1).all()
-    assert isinstance(g.meta_array, type(xp.empty(())))
diff --git a/tests/v2/test_n5.py b/tests/v2/test_n5.py
deleted file mode 100644
index 238e9b2c6e..0000000000
--- a/tests/v2/test_n5.py
+++ /dev/null
@@ -1,53 +0,0 @@
-import pytest
-
-from zarr.v2.n5 import N5ChunkWrapper, N5FSStore
-from zarr.v2.creation import create
-from zarr.v2.storage import atexit_rmtree
-from numcodecs import GZip
-import numpy as np
-from typing import Tuple
-import json
-import atexit
-
-from .util import have_fsspec
-
-
-def test_make_n5_chunk_wrapper():
-    dtype = "uint8"
-    chunk_shape = (10,)
-    codec = GZip()
-    # ValueError when specifying both compressor and compressor_config
-    with pytest.raises(ValueError):
-        N5ChunkWrapper(
-            dtype, chunk_shape=chunk_shape, compressor_config=codec.get_config(), compressor=codec
-        )
-
-    wrapper_a = N5ChunkWrapper(dtype, chunk_shape=chunk_shape, compressor_config=codec.get_config())
-    wrapper_b = N5ChunkWrapper(dtype, chunk_shape=chunk_shape, compressor=codec)
-    assert wrapper_a == wrapper_b
-
-
-@pytest.mark.parametrize("chunk_shape", ((2,), (4, 4), (8, 8, 8)))
-def test_partial_chunk_decode(chunk_shape: Tuple[int, ...]):
-    # Test that the N5Chunk wrapper can handle fractional chunks that
-    # may be generated by other N5 implementations
-    dtype = "uint8"
-    codec = GZip()
-    codec_wrapped = N5ChunkWrapper(dtype, chunk_shape=chunk_shape, compressor=codec)
-    subslices = tuple(slice(0, cs // 2) for cs in chunk_shape)
-    chunk = np.zeros(chunk_shape, dtype=dtype)
-    chunk[subslices] = 1
-    subchunk = np.ascontiguousarray(chunk[subslices])
-    assert np.array_equal(codec_wrapped.decode(codec_wrapped.encode(subchunk)), chunk)
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-def test_dtype_decode():
-    path = "data/array.n5"
-    atexit_rmtree(path)
-    atexit.register(atexit_rmtree, path)
-    n5_store = N5FSStore(path)
-    create(100, store=n5_store)
-    dtype_n5 = json.loads(n5_store[".zarray"])["dtype"]
-    dtype_zarr = json.loads(create(100).store[".zarray"])["dtype"]
-    assert dtype_n5 == dtype_zarr
diff --git a/tests/v2/test_storage.py b/tests/v2/test_storage.py
deleted file mode 100644
index cce1e5cb3c..0000000000
--- a/tests/v2/test_storage.py
+++ /dev/null
@@ -1,2505 +0,0 @@
-import array
-import atexit
-import json
-import os
-import pathlib
-import sys
-import pickle
-import shutil
-import tempfile
-from contextlib import contextmanager
-from pickle import PicklingError
-from zipfile import ZipFile
-
-import numpy as np
-import pytest
-from numpy.testing import assert_array_almost_equal, assert_array_equal
-
-from numcodecs.compat import ensure_bytes
-
-import zarr.v2
-from zarr.v2 import meta_v1
-from zarr.v2.codecs import BZ2, AsType, Blosc, Zlib
-from zarr.v2.context import Context
-from zarr.v2.convenience import consolidate_metadata
-from zarr.v2.errors import ContainsArrayError, ContainsGroupError, MetadataError
-from zarr.v2.hierarchy import group
-from zarr.v2.meta import ZARR_FORMAT, decode_array_metadata
-from zarr.v2.n5 import N5Store, N5FSStore, N5_FORMAT, n5_attrs_key
-from zarr.v2.storage import (
-    ABSStore,
-    ConsolidatedMetadataStore,
-    DBMStore,
-    DictStore,
-    DirectoryStore,
-    KVStore,
-    LMDBStore,
-    LRUStoreCache,
-    MemoryStore,
-    MongoDBStore,
-    NestedDirectoryStore,
-    RedisStore,
-    SQLiteStore,
-    Store,
-    TempStore,
-    ZipStore,
-    array_meta_key,
-    atexit_rmglob,
-    atexit_rmtree,
-    attrs_key,
-    default_compressor,
-    getsize,
-    group_meta_key,
-    init_array,
-    init_group,
-    migrate_1to2,
-    normalize_store_arg,
-)
-from zarr.v2.storage import FSStore, rename, listdir
-from .util import CountingDict, have_fsspec, skip_test_env_var, abs_container, mktemp
-from zarr.v2.util import ConstantMap, json_dumps
-
-
-@contextmanager
-def does_not_raise():
-    yield
-
-
-@pytest.fixture(
-    params=[
-        (None, "."),
-        (".", "."),
-        ("/", "/"),
-    ]
-)
-def dimension_separator_fixture(request):
-    return request.param
-
-
-def skip_if_nested_chunks(**kwargs):
-    if kwargs.get("dimension_separator") == "/":
-        pytest.skip("nested chunks are unsupported")
-
-
-def test_kvstore_repr():
-    repr(KVStore(dict()))
-
-
-def test_ensure_store():
-    class InvalidStore:
-        pass
-
-    with pytest.raises(ValueError):
-        Store._ensure_store(InvalidStore())
-
-    # cannot initialize without a store
-    with pytest.raises(ValueError):
-        Store._ensure_store(None)
-
-
-def test_capabilities():
-    s = KVStore(dict())
-    assert s.is_readable()
-    assert s.is_listable()
-    assert s.is_erasable()
-    assert s.is_writeable()
-
-
-def test_getsize_non_implemented():
-    assert getsize(object()) == -1
-
-
-def test_kvstore_eq():
-    assert KVStore(dict()) != dict()
-
-
-def test_coverage_rename():
-    store = dict()
-    store["a"] = 1
-    rename(store, "a", "b")
-
-
-def test_deprecated_listdir_nosotre():
-    store = dict()
-    with pytest.warns(UserWarning, match="has no `listdir`"):
-        listdir(store)
-
-
-class StoreTests:
-    """Abstract store tests."""
-
-    version = 2
-    root = ""
-
-    def create_store(self, **kwargs):  # pragma: no cover
-        # implement in sub-class
-        raise NotImplementedError
-
-    def test_context_manager(self):
-        with self.create_store():
-            pass
-
-    def test_get_set_del_contains(self):
-        store = self.create_store()
-
-        # test __contains__, __getitem__, __setitem__
-        key = self.root + "foo"
-        assert key not in store
-        with pytest.raises(KeyError):
-            # noinspection PyStatementEffect
-            store[key]
-        store[key] = b"bar"
-        assert key in store
-        assert b"bar" == ensure_bytes(store[key])
-
-        # test __delitem__ (optional)
-        try:
-            del store[key]
-        except NotImplementedError:
-            pass
-        else:
-            assert key not in store
-            with pytest.raises(KeyError):
-                # noinspection PyStatementEffect
-                store[key]
-            with pytest.raises(KeyError):
-                # noinspection PyStatementEffect
-                del store[key]
-
-        store.close()
-
-    def test_set_invalid_content(self):
-        store = self.create_store()
-
-        with pytest.raises(TypeError):
-            store[self.root + "baz"] = list(range(5))
-
-        store.close()
-
-    def test_clear(self):
-        store = self.create_store()
-        store[self.root + "foo"] = b"bar"
-        store[self.root + "baz"] = b"qux"
-        assert len(store) == 2
-        store.clear()
-        assert len(store) == 0
-        assert self.root + "foo" not in store
-        assert self.root + "baz" not in store
-
-        store.close()
-
-    def test_pop(self):
-        store = self.create_store()
-        store[self.root + "foo"] = b"bar"
-        store[self.root + "baz"] = b"qux"
-        assert len(store) == 2
-        v = store.pop(self.root + "foo")
-        assert ensure_bytes(v) == b"bar"
-        assert len(store) == 1
-        v = store.pop(self.root + "baz")
-        assert ensure_bytes(v) == b"qux"
-        assert len(store) == 0
-        with pytest.raises(KeyError):
-            store.pop(self.root + "xxx")
-        v = store.pop(self.root + "xxx", b"default")
-        assert v == b"default"
-        v = store.pop(self.root + "xxx", b"")
-        assert v == b""
-        v = store.pop(self.root + "xxx", None)
-        assert v is None
-
-        store.close()
-
-    def test_popitem(self):
-        store = self.create_store()
-        store[self.root + "foo"] = b"bar"
-        k, v = store.popitem()
-        assert k == self.root + "foo"
-        assert ensure_bytes(v) == b"bar"
-        assert len(store) == 0
-        with pytest.raises(KeyError):
-            store.popitem()
-
-        store.close()
-
-    def test_writeable_values(self):
-        store = self.create_store()
-
-        # __setitem__ should accept any value that implements buffer interface
-        store[self.root + "foo1"] = b"bar"
-        store[self.root + "foo2"] = bytearray(b"bar")
-        store[self.root + "foo3"] = array.array("B", b"bar")
-        store[self.root + "foo4"] = np.frombuffer(b"bar", dtype="u1")
-
-        store.close()
-
-    def test_update(self):
-        store = self.create_store()
-        assert self.root + "foo" not in store
-        assert self.root + "baz" not in store
-
-        if self.version == 2:
-            store.update(foo=b"bar", baz=b"quux")
-        else:
-            kv = {self.root + "foo": b"bar", self.root + "baz": b"quux"}
-            store.update(kv)
-
-        assert b"bar" == ensure_bytes(store[self.root + "foo"])
-        assert b"quux" == ensure_bytes(store[self.root + "baz"])
-
-        store.close()
-
-    def test_iterators(self):
-        store = self.create_store()
-
-        # test iterator methods on empty store
-        assert 0 == len(store)
-        assert set() == set(store)
-        assert set() == set(store.keys())
-        assert set() == set(store.values())
-        assert set() == set(store.items())
-
-        # setup some values
-        store[self.root + "a"] = b"aaa"
-        store[self.root + "b"] = b"bbb"
-        store[self.root + "c/d"] = b"ddd"
-        store[self.root + "c/e/f"] = b"fff"
-
-        # test iterators on store with data
-        assert 4 == len(store)
-        expected = set(self.root + k for k in ["a", "b", "c/d", "c/e/f"])
-        assert expected == set(store)
-        assert expected == set(store.keys())
-        assert {b"aaa", b"bbb", b"ddd", b"fff"} == set(map(ensure_bytes, store.values()))
-        assert {
-            (self.root + "a", b"aaa"),
-            (self.root + "b", b"bbb"),
-            (self.root + "c/d", b"ddd"),
-            (self.root + "c/e/f", b"fff"),
-        } == set(map(lambda kv: (kv[0], ensure_bytes(kv[1])), store.items()))
-
-        store.close()
-
-    def test_pickle(self):
-        # setup store
-        store = self.create_store()
-        store[self.root + "foo"] = b"bar"
-        store[self.root + "baz"] = b"quux"
-        n = len(store)
-        keys = sorted(store.keys())
-
-        # round-trip through pickle
-        dump = pickle.dumps(store)
-        # some stores cannot be opened twice at the same time, need to close
-        # store before can round-trip through pickle
-        store.close()
-        # check can still pickle after close
-        assert dump == pickle.dumps(store)
-        store2 = pickle.loads(dump)
-
-        # verify
-        assert n == len(store2)
-        assert keys == sorted(store2.keys())
-        assert b"bar" == ensure_bytes(store2[self.root + "foo"])
-        assert b"quux" == ensure_bytes(store2[self.root + "baz"])
-
-        store2.close()
-
-    def test_getsize(self):
-        store = self.create_store()
-        if isinstance(store, dict) or hasattr(store, "getsize"):
-            assert 0 == getsize(store)
-            store["foo"] = b"x"
-            assert 1 == getsize(store)
-            assert 1 == getsize(store, "foo")
-            store["bar"] = b"yy"
-            assert 3 == getsize(store)
-            assert 2 == getsize(store, "bar")
-            store["baz"] = bytearray(b"zzz")
-            assert 6 == getsize(store)
-            assert 3 == getsize(store, "baz")
-            store["quux"] = array.array("B", b"zzzz")
-            assert 10 == getsize(store)
-            assert 4 == getsize(store, "quux")
-            store["spong"] = np.frombuffer(b"zzzzz", dtype="u1")
-            assert 15 == getsize(store)
-            assert 5 == getsize(store, "spong")
-
-        store.close()
-
-    # noinspection PyStatementEffect
-    def test_hierarchy(self):
-        # setup
-        store = self.create_store()
-        store[self.root + "a"] = b"aaa"
-        store[self.root + "b"] = b"bbb"
-        store[self.root + "c/d"] = b"ddd"
-        store[self.root + "c/e/f"] = b"fff"
-        store[self.root + "c/e/g"] = b"ggg"
-
-        # check keys
-        assert self.root + "a" in store
-        assert self.root + "b" in store
-        assert self.root + "c/d" in store
-        assert self.root + "c/e/f" in store
-        assert self.root + "c/e/g" in store
-        assert self.root + "c" not in store
-        assert self.root + "c/" not in store
-        assert self.root + "c/e" not in store
-        assert self.root + "c/e/" not in store
-        assert self.root + "c/d/x" not in store
-
-        # check __getitem__
-        with pytest.raises(KeyError):
-            store[self.root + "c"]
-        with pytest.raises(KeyError):
-            store[self.root + "c/e"]
-        with pytest.raises(KeyError):
-            store[self.root + "c/d/x"]
-
-        # test getsize (optional)
-        if hasattr(store, "getsize"):
-            # TODO: proper behavior of getsize?
-            #       v3 returns size of all nested arrays, not just the
-            #       size of the arrays in the current folder.
-            if self.version == 2:
-                assert 6 == store.getsize()
-            else:
-                assert 15 == store.getsize()
-            assert 3 == store.getsize("a")
-            assert 3 == store.getsize("b")
-            if self.version == 2:
-                assert 3 == store.getsize("c")
-            else:
-                assert 9 == store.getsize("c")
-            assert 3 == store.getsize("c/d")
-            assert 6 == store.getsize("c/e")
-            assert 3 == store.getsize("c/e/f")
-            assert 3 == store.getsize("c/e/g")
-            # non-existent paths
-            assert 0 == store.getsize("x")
-            assert 0 == store.getsize("a/x")
-            assert 0 == store.getsize("c/x")
-            assert 0 == store.getsize("c/x/y")
-            assert 0 == store.getsize("c/d/y")
-            assert 0 == store.getsize("c/d/y/z")
-
-            # access item via full path
-            assert 3 == store.getsize(self.root + "a")
-
-        # test listdir (optional)
-        if hasattr(store, "listdir"):
-            assert {"a", "b", "c"} == set(store.listdir(self.root))
-            assert {"d", "e"} == set(store.listdir(self.root + "c"))
-            assert {"f", "g"} == set(store.listdir(self.root + "c/e"))
-            # no exception raised if path does not exist or is leaf
-            assert [] == store.listdir(self.root + "x")
-            assert [] == store.listdir(self.root + "a/x")
-            assert [] == store.listdir(self.root + "c/x")
-            assert [] == store.listdir(self.root + "c/x/y")
-            assert [] == store.listdir(self.root + "c/d/y")
-            assert [] == store.listdir(self.root + "c/d/y/z")
-            # the following is listdir(filepath), for which fsspec gives [filepath]
-            # as posix would, but an empty list was previously assumed
-            # assert [] == store.listdir(self.root + "c/e/f")
-
-        # test rename (optional)
-        if store.is_erasable():
-            store.rename("c/e", "c/e2")
-            assert self.root + "c/d" in store
-            assert self.root + "c/e" not in store
-            assert self.root + "c/e/f" not in store
-            assert self.root + "c/e/g" not in store
-            assert self.root + "c/e2" not in store
-            assert self.root + "c/e2/f" in store
-            assert self.root + "c/e2/g" in store
-            store.rename("c/e2", "c/e")
-            assert self.root + "c/d" in store
-            assert self.root + "c/e2" not in store
-            assert self.root + "c/e2/f" not in store
-            assert self.root + "c/e2/g" not in store
-            assert self.root + "c/e" not in store
-            assert self.root + "c/e/f" in store
-            assert self.root + "c/e/g" in store
-            store.rename("c", "c1/c2/c3")
-            assert self.root + "a" in store
-            assert self.root + "c" not in store
-            assert self.root + "c/d" not in store
-            assert self.root + "c/e" not in store
-            assert self.root + "c/e/f" not in store
-            assert self.root + "c/e/g" not in store
-            assert self.root + "c1" not in store
-            assert self.root + "c1/c2" not in store
-            assert self.root + "c1/c2/c3" not in store
-            assert self.root + "c1/c2/c3/d" in store
-            assert self.root + "c1/c2/c3/e" not in store
-            assert self.root + "c1/c2/c3/e/f" in store
-            assert self.root + "c1/c2/c3/e/g" in store
-            store.rename("c1/c2/c3", "c")
-            assert self.root + "c" not in store
-            assert self.root + "c/d" in store
-            assert self.root + "c/e" not in store
-            assert self.root + "c/e/f" in store
-            assert self.root + "c/e/g" in store
-            assert self.root + "c1" not in store
-            assert self.root + "c1/c2" not in store
-            assert self.root + "c1/c2/c3" not in store
-            assert self.root + "c1/c2/c3/d" not in store
-            assert self.root + "c1/c2/c3/e" not in store
-            assert self.root + "c1/c2/c3/e/f" not in store
-            assert self.root + "c1/c2/c3/e/g" not in store
-
-            # test rmdir (optional)
-            store.rmdir("c/e")
-            assert self.root + "c/d" in store
-            assert self.root + "c/e/f" not in store
-            assert self.root + "c/e/g" not in store
-            store.rmdir("c")
-            assert self.root + "c/d" not in store
-            store.rmdir()
-            assert self.root + "a" not in store
-            assert self.root + "b" not in store
-            store[self.root + "a"] = b"aaa"
-            store[self.root + "c/d"] = b"ddd"
-            store[self.root + "c/e/f"] = b"fff"
-            # no exceptions raised if path does not exist or is leaf
-            store.rmdir("x")
-            store.rmdir("a/x")
-            store.rmdir("c/x")
-            store.rmdir("c/x/y")
-            store.rmdir("c/d/y")
-            store.rmdir("c/d/y/z")
-            store.rmdir("c/e/f")
-            assert self.root + "a" in store
-            assert self.root + "c/d" in store
-            assert self.root + "c/e/f" in store
-
-        store.close()
-
-    def test_init_array(self, dimension_separator_fixture):
-        pass_dim_sep, want_dim_sep = dimension_separator_fixture
-
-        store = self.create_store(dimension_separator=pass_dim_sep)
-        init_array(store, shape=1000, chunks=100)
-
-        # check metadata
-        assert array_meta_key in store
-        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-        assert (1000,) == meta["shape"]
-        assert (100,) == meta["chunks"]
-        assert np.dtype(None) == meta["dtype"]
-        assert default_compressor.get_config() == meta["compressor"]
-        assert meta["fill_value"] is None
-        # Missing MUST be assumed to be "."
-        assert meta.get("dimension_separator", ".") is want_dim_sep
-
-        store.close()
-
-    def test_init_array_overwrite(self):
-        self._test_init_array_overwrite("F")
-
-    def test_init_array_overwrite_path(self):
-        self._test_init_array_overwrite_path("F")
-
-    def test_init_array_overwrite_chunk_store(self):
-        self._test_init_array_overwrite_chunk_store("F")
-
-    def test_init_group_overwrite(self):
-        self._test_init_group_overwrite("F")
-
-    def test_init_group_overwrite_path(self):
-        self._test_init_group_overwrite_path("F")
-
-    def test_init_group_overwrite_chunk_store(self):
-        self._test_init_group_overwrite_chunk_store("F")
-
-    def _test_init_array_overwrite(self, order):
-        # setup
-        store = self.create_store()
-        path = None
-        mkey = array_meta_key
-        meta = dict(
-            shape=(2000,),
-            chunks=(200,),
-            dtype=np.dtype("u1"),
-            compressor=Zlib(1).get_config(),
-            fill_value=0,
-            order=order,
-            filters=None,
-        )
-
-        store[mkey] = store._metadata_class.encode_array_metadata(meta)
-
-        # don't overwrite (default)
-        with pytest.raises(ContainsArrayError):
-            init_array(store, shape=1000, chunks=100, path=path)
-
-        # do overwrite
-        try:
-            init_array(store, shape=1000, chunks=100, dtype="i4", overwrite=True, path=path)
-        except NotImplementedError:
-            pass
-        else:
-            assert mkey in store
-            meta = store._metadata_class.decode_array_metadata(store[mkey])
-            if self.version == 2:
-                assert ZARR_FORMAT == meta["zarr_format"]
-                assert (100,) == meta["chunks"]
-                assert np.dtype("i4") == meta["dtype"]
-            else:
-                assert (100,) == meta["chunk_grid"]["chunk_shape"]
-                assert np.dtype("i4") == meta["data_type"]
-            assert (1000,) == meta["shape"]
-
-        store.close()
-
-    def test_init_array_path(self):
-        path = "foo/bar"
-        store = self.create_store()
-        init_array(store, shape=1000, chunks=100, path=path)
-
-        # check metadata
-        mkey = path + "/" + array_meta_key
-        assert mkey in store
-        meta = store._metadata_class.decode_array_metadata(store[mkey])
-        assert ZARR_FORMAT == meta["zarr_format"]
-        assert (100,) == meta["chunks"]
-        assert np.dtype(None) == meta["dtype"]
-        assert default_compressor.get_config() == meta["compressor"]
-        assert (1000,) == meta["shape"]
-        assert meta["fill_value"] is None
-
-        store.close()
-
-    def _test_init_array_overwrite_path(self, order):
-        # setup
-        path = "foo/bar"
-        store = self.create_store()
-        mkey = path + "/" + array_meta_key
-        meta = dict(
-            shape=(2000,),
-            chunks=(200,),
-            dtype=np.dtype("u1"),
-            compressor=Zlib(1).get_config(),
-            fill_value=0,
-            order=order,
-            filters=None,
-        )
-        store[mkey] = store._metadata_class.encode_array_metadata(meta)
-
-        # don't overwrite
-        with pytest.raises(ContainsArrayError):
-            init_array(store, shape=1000, chunks=100, path=path)
-
-        # do overwrite
-        try:
-            init_array(store, shape=1000, chunks=100, dtype="i4", path=path, overwrite=True)
-        except NotImplementedError:
-            pass
-        else:
-            if self.version == 2:
-                assert group_meta_key in store
-                assert array_meta_key not in store
-            assert mkey in store
-            # should have been overwritten
-            meta = store._metadata_class.decode_array_metadata(store[mkey])
-            if self.version == 2:
-                assert ZARR_FORMAT == meta["zarr_format"]
-                assert (100,) == meta["chunks"]
-                assert np.dtype("i4") == meta["dtype"]
-            else:
-                assert (100,) == meta["chunk_grid"]["chunk_shape"]
-                assert np.dtype("i4") == meta["data_type"]
-            assert (1000,) == meta["shape"]
-
-        store.close()
-
-    def test_init_array_overwrite_group(self):
-        # setup
-        path = "foo/bar"
-        store = self.create_store()
-        array_key = path + "/" + array_meta_key
-        group_key = path + "/" + group_meta_key
-        store[group_key] = store._metadata_class.encode_group_metadata()
-
-        # don't overwrite
-        with pytest.raises(ContainsGroupError):
-            init_array(store, shape=1000, chunks=100, path=path)
-
-        # do overwrite
-        try:
-            init_array(store, shape=1000, chunks=100, dtype="i4", path=path, overwrite=True)
-        except NotImplementedError:
-            pass
-        else:
-            assert group_key not in store
-            assert array_key in store
-            meta = store._metadata_class.decode_array_metadata(store[array_key])
-            if self.version == 2:
-                assert ZARR_FORMAT == meta["zarr_format"]
-                assert (100,) == meta["chunks"]
-                assert np.dtype("i4") == meta["dtype"]
-            else:
-                assert (100,) == meta["chunk_grid"]["chunk_shape"]
-                assert np.dtype("i4") == meta["data_type"]
-            assert (1000,) == meta["shape"]
-
-        store.close()
-
-    def _test_init_array_overwrite_chunk_store(self, order):
-        # setup
-        store = self.create_store()
-        chunk_store = self.create_store()
-
-        path = None
-        data_path = ""
-        mkey = array_meta_key
-        meta = dict(
-            shape=(2000,),
-            chunks=(200,),
-            dtype=np.dtype("u1"),
-            compressor=None,
-            fill_value=0,
-            filters=None,
-            order=order,
-        )
-
-        store[mkey] = store._metadata_class.encode_array_metadata(meta)
-
-        chunk_store[data_path + "0"] = b"aaa"
-        chunk_store[data_path + "1"] = b"bbb"
-
-        # don't overwrite (default)
-        with pytest.raises(ContainsArrayError):
-            init_array(store, path=path, shape=1000, chunks=100, chunk_store=chunk_store)
-
-        # do overwrite
-        try:
-            init_array(
-                store,
-                path=path,
-                shape=1000,
-                chunks=100,
-                dtype="i4",
-                overwrite=True,
-                chunk_store=chunk_store,
-            )
-        except NotImplementedError:
-            pass
-        else:
-            assert mkey in store
-            meta = store._metadata_class.decode_array_metadata(store[mkey])
-            if self.version == 2:
-                assert ZARR_FORMAT == meta["zarr_format"]
-                assert (100,) == meta["chunks"]
-                assert np.dtype("i4") == meta["dtype"]
-            else:
-                assert (100,) == meta["chunk_grid"]["chunk_shape"]
-                assert np.dtype("i4") == meta["data_type"]
-            assert (1000,) == meta["shape"]
-            assert data_path + "0" not in chunk_store
-            assert data_path + "1" not in chunk_store
-
-        store.close()
-        chunk_store.close()
-
-    def test_init_array_compat(self):
-        store = self.create_store()
-        path = None
-        mkey = array_meta_key
-        init_array(store, path=path, shape=1000, chunks=100, compressor="none")
-        meta = store._metadata_class.decode_array_metadata(store[mkey])
-        if self.version == 2:
-            assert meta["compressor"] is None
-        else:
-            assert "compressor" not in meta
-        store.close()
-
-    def test_init_group(self):
-        store = self.create_store()
-        path = None
-        mkey = group_meta_key
-        init_group(store, path=path)
-
-        # check metadata
-        assert mkey in store
-        meta = store._metadata_class.decode_group_metadata(store[mkey])
-        if self.version == 2:
-            assert ZARR_FORMAT == meta["zarr_format"]
-        else:
-            assert meta == {"attributes": {}}
-
-        store.close()
-
-    def _test_init_group_overwrite(self, order):
-        # setup
-        store = self.create_store()
-        store[array_meta_key] = store._metadata_class.encode_array_metadata(
-            dict(
-                shape=(2000,),
-                chunks=(200,),
-                dtype=np.dtype("u1"),
-                compressor=None,
-                fill_value=0,
-                order=order,
-                filters=None,
-            )
-        )
-
-        # don't overwrite array (default)
-        with pytest.raises(ContainsArrayError):
-            init_group(store)
-
-        # do overwrite
-        try:
-            init_group(store, overwrite=True)
-        except NotImplementedError:
-            pass
-        else:
-            assert array_meta_key not in store
-            assert group_meta_key in store
-            meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-            assert ZARR_FORMAT == meta["zarr_format"]
-
-        # don't overwrite group
-        with pytest.raises(ValueError):
-            init_group(store)
-
-        store.close()
-
-    def _test_init_group_overwrite_path(self, order):
-        # setup
-        path = "foo/bar"
-        store = self.create_store()
-        meta = dict(
-            shape=(2000,),
-            chunks=(200,),
-            dtype=np.dtype("u1"),
-            compressor=None,
-            fill_value=0,
-            order=order,
-            filters=None,
-        )
-        array_key = path + "/" + array_meta_key
-        group_key = path + "/" + group_meta_key
-        store[array_key] = store._metadata_class.encode_array_metadata(meta)
-
-        # don't overwrite
-        with pytest.raises(ValueError):
-            init_group(store, path=path)
-
-        # do overwrite
-        try:
-            init_group(store, overwrite=True, path=path)
-        except NotImplementedError:
-            pass
-        else:
-            if self.version == 2:
-                assert array_meta_key not in store
-                assert group_meta_key in store
-            assert array_key not in store
-            assert group_key in store
-            # should have been overwritten
-            meta = store._metadata_class.decode_group_metadata(store[group_key])
-            if self.version == 2:
-                assert ZARR_FORMAT == meta["zarr_format"]
-            else:
-                assert meta == {"attributes": {}}
-
-        store.close()
-
-    def _test_init_group_overwrite_chunk_store(self, order):
-        # setup
-        store = self.create_store()
-        chunk_store = self.create_store()
-        store[array_meta_key] = store._metadata_class.encode_array_metadata(
-            dict(
-                shape=(2000,),
-                chunks=(200,),
-                dtype=np.dtype("u1"),
-                compressor=None,
-                fill_value=0,
-                filters=None,
-                order=order,
-            )
-        )
-        chunk_store["foo"] = b"bar"
-        chunk_store["baz"] = b"quux"
-
-        # don't overwrite array (default)
-        with pytest.raises(ValueError):
-            init_group(store, chunk_store=chunk_store)
-
-        # do overwrite
-        try:
-            init_group(store, overwrite=True, chunk_store=chunk_store)
-        except NotImplementedError:
-            pass
-        else:
-            assert array_meta_key not in store
-            assert group_meta_key in store
-            meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-            assert ZARR_FORMAT == meta["zarr_format"]
-            assert "foo" not in chunk_store
-            assert "baz" not in chunk_store
-
-        # don't overwrite group
-        with pytest.raises(ValueError):
-            init_group(store)
-
-        store.close()
-        chunk_store.close()
-
-
-class TestMappingStore(StoreTests):
-    def create_store(self, **kwargs):
-        skip_if_nested_chunks(**kwargs)
-        return KVStore(dict())
-
-    def test_set_invalid_content(self):
-        # Generic mappings support non-buffer types
-        pass
-
-
-def setdel_hierarchy_checks(store, root=""):
-    # these tests are for stores that are aware of hierarchy levels; this
-    # behaviour is not strictly required by Zarr but these tests are included
-    # to define behaviour of MemoryStore and DirectoryStore classes
-
-    # check __setitem__ and __delitem__ blocked by leaf
-
-    store[root + "a/b"] = b"aaa"
-    with pytest.raises(KeyError):
-        store[root + "a/b/c"] = b"xxx"
-    with pytest.raises(KeyError):
-        del store[root + "a/b/c"]
-
-    store[root + "d"] = b"ddd"
-    with pytest.raises(KeyError):
-        store[root + "d/e/f"] = b"xxx"
-    with pytest.raises(KeyError):
-        del store[root + "d/e/f"]
-
-    # test __setitem__ overwrite level
-    store[root + "x/y/z"] = b"xxx"
-    store[root + "x/y"] = b"yyy"
-    assert b"yyy" == ensure_bytes(store[root + "x/y"])
-    assert root + "x/y/z" not in store
-    store[root + "x"] = b"zzz"
-    assert b"zzz" == ensure_bytes(store[root + "x"])
-    assert root + "x/y" not in store
-
-    # test __delitem__ overwrite level
-    store[root + "r/s/t"] = b"xxx"
-    del store[root + "r/s"]
-    assert root + "r/s/t" not in store
-    store[root + "r/s"] = b"xxx"
-    del store[root + "r"]
-    assert root + "r/s" not in store
-
-
-class TestMemoryStore(StoreTests):
-    def create_store(self, **kwargs):
-        skip_if_nested_chunks(**kwargs)
-        return MemoryStore(**kwargs)
-
-    def test_store_contains_bytes(self):
-        store = self.create_store()
-        store[self.root + "foo"] = np.array([97, 98, 99, 100, 101], dtype=np.uint8)
-        assert store[self.root + "foo"] == b"abcde"
-
-    def test_setdel(self):
-        store = self.create_store()
-        setdel_hierarchy_checks(store, self.root)
-
-
-class TestDictStore(StoreTests):
-    def create_store(self, **kwargs):
-        skip_if_nested_chunks(**kwargs)
-
-        with pytest.warns(DeprecationWarning):
-            return DictStore(**kwargs)
-
-    def test_deprecated(self):
-        store = self.create_store()
-        assert isinstance(store, MemoryStore)
-
-    def test_pickle(self):
-        with pytest.warns(DeprecationWarning):
-            # pickle.load() will also trigger deprecation warning
-            super().test_pickle()
-
-
-class TestDirectoryStore(StoreTests):
-    def create_store(self, normalize_keys=False, dimension_separator=".", **kwargs):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = DirectoryStore(
-            path, normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
-        )
-        return store
-
-    def test_filesystem_path(self):
-        # test behaviour with path that does not exist
-        path = "data/store"
-        if os.path.exists(path):
-            shutil.rmtree(path)
-        store = DirectoryStore(path)
-        # should only be created on demand
-        assert not os.path.exists(path)
-        store["foo"] = b"bar"
-        assert os.path.isdir(path)
-
-        # check correct permissions
-        # regression test for https://github.com/zarr-developers/zarr-python/issues/325
-        stat = os.stat(path)
-        mode = stat.st_mode & 0o666
-        umask = os.umask(0)
-        os.umask(umask)
-        assert mode == (0o666 & ~umask)
-
-        # test behaviour with file path
-        with tempfile.NamedTemporaryFile() as f:
-            with pytest.raises(ValueError):
-                DirectoryStore(f.name)
-
-    def test_init_pathlib(self):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        DirectoryStore(pathlib.Path(path))
-
-    def test_pickle_ext(self):
-        store = self.create_store()
-        store2 = pickle.loads(pickle.dumps(store))
-
-        # check path is preserved
-        assert store.path == store2.path
-
-        # check point to same underlying directory
-        assert self.root + "xxx" not in store
-        store2[self.root + "xxx"] = b"yyy"
-        assert b"yyy" == ensure_bytes(store[self.root + "xxx"])
-
-    def test_setdel(self):
-        store = self.create_store()
-        setdel_hierarchy_checks(store, self.root)
-
-    def test_normalize_keys(self):
-        store = self.create_store(normalize_keys=True)
-        store[self.root + "FOO"] = b"bar"
-        assert self.root + "FOO" in store
-        assert self.root + "foo" in store
-
-    def test_listing_keys_slash(self):
-        def mock_walker_slash(_path):
-            yield from [
-                # trailing slash in first key
-                ("root_with_slash/", ["d1", "g1"], [".zgroup"]),
-                ("root_with_slash/d1", [], [".zarray"]),
-                ("root_with_slash/g1", [], [".zgroup"]),
-            ]
-
-        res = set(DirectoryStore._keys_fast("root_with_slash/", walker=mock_walker_slash))
-        assert res == {".zgroup", "g1/.zgroup", "d1/.zarray"}
-
-    def test_listing_keys_no_slash(self):
-        def mock_walker_no_slash(_path):
-            yield from [
-                # no trailing slash in first key
-                ("root_with_no_slash", ["d1", "g1"], [".zgroup"]),
-                ("root_with_no_slash/d1", [], [".zarray"]),
-                ("root_with_no_slash/g1", [], [".zgroup"]),
-            ]
-
-        res = set(DirectoryStore._keys_fast("root_with_no_slash", mock_walker_no_slash))
-        assert res == {".zgroup", "g1/.zgroup", "d1/.zarray"}
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestFSStore(StoreTests):
-    def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
-        if path is None:
-            path = tempfile.mkdtemp()
-            atexit.register(atexit_rmtree, path)
-
-        store = FSStore(
-            path, normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
-        )
-        return store
-
-    def test_init_array(self):
-        store = self.create_store()
-        init_array(store, shape=1000, chunks=100)
-
-        # check metadata
-        assert array_meta_key in store
-        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-        assert (1000,) == meta["shape"]
-        assert (100,) == meta["chunks"]
-        assert np.dtype(None) == meta["dtype"]
-        assert meta["dimension_separator"] == "."
-
-    def test_dimension_separator(self):
-        for x in (".", "/"):
-            store = self.create_store(dimension_separator=x)
-            norm = store._normalize_key
-            assert ".zarray" == norm(".zarray")
-            assert ".zarray" == norm("/.zarray")
-            assert ".zgroup" == norm("/.zgroup")
-            assert "group/.zarray" == norm("group/.zarray")
-            assert "group/.zgroup" == norm("group/.zgroup")
-            assert "group/.zarray" == norm("/group/.zarray")
-            assert "group/.zgroup" == norm("/group/.zgroup")
-
-    def test_complex(self):
-        path1 = tempfile.mkdtemp()
-        path2 = tempfile.mkdtemp()
-        store = self.create_store(
-            path="simplecache::file://" + path1,
-            simplecache={"same_names": True, "cache_storage": path2},
-        )
-        assert not store
-        assert not os.listdir(path1)
-        assert not os.listdir(path2)
-        store[self.root + "foo"] = b"hello"
-        assert "foo" in os.listdir(str(path1) + "/" + self.root)
-        assert self.root + "foo" in store
-        assert "foo" in os.listdir(str(path2))
-        assert store[self.root + "foo"] == b"hello"
-
-    def test_deep_ndim(self):
-        store = self.create_store()
-        path = None if self.version == 2 else "group1"
-        foo = zarr.v2.open_group(store=store, path=path)
-        bar = foo.create_group("bar")
-        baz = bar.create_dataset("baz", shape=(4, 4, 4), chunks=(2, 2, 2), dtype="i8")
-        baz[:] = 1
-        if self.version == 2:
-            assert set(store.listdir()) == {".zgroup", "bar"}
-        else:
-            assert set(store.listdir()) == {"data", "meta", "zarr.v2.json"}
-            assert set(store.listdir("meta/root/" + path)) == {"bar", "bar.group.json"}
-            assert set(store.listdir("data/root/" + path)) == {"bar"}
-        assert foo["bar"]["baz"][(0, 0, 0)] == 1
-
-    def test_not_fsspec(self):
-        path = tempfile.mkdtemp()
-        with pytest.raises(ValueError, match="storage_options"):
-            zarr.v2.open_array(path, mode="w", storage_options={"some": "kwargs"})
-        with pytest.raises(ValueError, match="storage_options"):
-            zarr.v2.open_group(path, mode="w", storage_options={"some": "kwargs"})
-        zarr.v2.open_array("file://" + path, mode="w", shape=(1,), dtype="f8")
-
-    def test_create(self):
-        path1 = tempfile.mkdtemp()
-        path2 = tempfile.mkdtemp()
-        g = zarr.v2.open_group("file://" + path1, mode="w", storage_options={"auto_mkdir": True})
-        a = g.create_dataset("data", shape=(8,))
-        a[:4] = [0, 1, 2, 3]
-        assert "data" in os.listdir(path1)
-        assert ".zgroup" in os.listdir(path1)
-
-        # consolidated metadata (GH#915)
-        consolidate_metadata("file://" + path1)
-        assert ".zmetadata" in os.listdir(path1)
-
-        g = zarr.v2.open_group(
-            "simplecache::file://" + path1,
-            mode="r",
-            storage_options={"cache_storage": path2, "same_names": True},
-        )
-        assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
-        with pytest.raises(PermissionError):
-            g.data[:] = 1
-
-    @pytest.mark.parametrize("mode,allowed", [("r", False), ("r+", True)])
-    def test_modify_consolidated(self, mode, allowed):
-        url = "file://" + tempfile.mkdtemp()
-
-        # create
-        root = zarr.v2.open_group(url, mode="w")
-        root.zeros("baz", shape=(10000, 10000), chunks=(1000, 1000), dtype="i4")
-        zarr.v2.consolidate_metadata(url)
-
-        # reopen and modify
-        root = zarr.v2.open_consolidated(url, mode=mode)
-        if allowed:
-            root["baz"][0, 0] = 7
-
-            root = zarr.v2.open_consolidated(url, mode="r")
-            assert root["baz"][0, 0] == 7
-        else:
-            with pytest.raises(zarr.v2.errors.ReadOnlyError):
-                root["baz"][0, 0] = 7
-
-    @pytest.mark.parametrize("mode", ["r", "r+"])
-    def test_modify_consolidated_metadata_raises(self, mode):
-        url = "file://" + tempfile.mkdtemp()
-
-        # create
-        root = zarr.v2.open_group(url, mode="w")
-        root.zeros("baz", shape=(10000, 10000), chunks=(1000, 1000), dtype="i4")
-        zarr.v2.consolidate_metadata(url)
-
-        # reopen and modify
-        root = zarr.v2.open_consolidated(url, mode=mode)
-        with pytest.raises(zarr.v2.errors.ReadOnlyError):
-            root["baz"].resize(100, 100)
-
-    def test_read_only(self):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = self.create_store(path=path)
-        store[self.root + "foo"] = b"bar"
-
-        store = self.create_store(path=path, mode="r")
-
-        with pytest.raises(PermissionError):
-            store[self.root + "foo"] = b"hex"
-
-        with pytest.raises(PermissionError):
-            del store[self.root + "foo"]
-
-        with pytest.raises(PermissionError):
-            store.delitems([self.root + "foo"])
-
-        with pytest.raises(PermissionError):
-            store.setitems({self.root + "foo": b"baz"})
-
-        with pytest.raises(PermissionError):
-            store.clear()
-
-        with pytest.raises(PermissionError):
-            store.rmdir(self.root + "anydir")
-
-        assert store[self.root + "foo"] == b"bar"
-
-    def test_eq(self):
-        store1 = self.create_store(path="anypath")
-        store2 = self.create_store(path="anypath")
-        assert store1 == store2
-
-    @pytest.mark.usefixtures("s3")
-    def test_s3(self):
-        g = zarr.v2.open_group("s3://test/out.zarr", mode="w", storage_options=self.s3so)
-        a = g.create_dataset("data", shape=(8,))
-        a[:4] = [0, 1, 2, 3]
-
-        g = zarr.v2.open_group("s3://test/out.zarr", mode="r", storage_options=self.s3so)
-
-        assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
-
-        # test via convenience
-        g = zarr.v2.open("s3://test/out.zarr", mode="r", storage_options=self.s3so)
-        assert g.data[:].tolist() == [0, 1, 2, 3, 0, 0, 0, 0]
-
-    @pytest.mark.usefixtures("s3")
-    def test_s3_complex(self):
-        g = zarr.v2.open_group("s3://test/out.zarr", mode="w", storage_options=self.s3so)
-        expected = np.empty((8, 8, 8), dtype="int64")
-        expected[:] = -1
-        a = g.create_dataset(
-            "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
-        )
-        expected[0] = 0
-        expected[3] = 3
-        expected[6, 6, 6] = 6
-        a[6, 6, 6] = 6
-        a[:4] = expected[:4]
-
-        b = g.create_dataset(
-            "data_f",
-            shape=(8,),
-            chunks=(1,),
-            dtype=[("foo", "S3"), ("bar", "i4")],
-            fill_value=(b"b", 1),
-        )
-        b[:4] = (b"aaa", 2)
-        g2 = zarr.v2.open_group("s3://test/out.zarr", mode="r", storage_options=self.s3so)
-
-        assert (g2.data[:] == expected).all()
-        a.chunk_store.fs.invalidate_cache("test/out.zarr/data")
-        a[:] = 5
-        assert (a[:] == 5).all()
-
-        assert g2.data_f["foo"].tolist() == [b"aaa"] * 4 + [b"b"] * 4
-        with pytest.raises(PermissionError):
-            g2.data[:] = 5
-
-        with pytest.raises(PermissionError):
-            g2.store.setitems({})
-
-        with pytest.raises(PermissionError):
-            # even though overwrite=True, store is read-only, so fails
-            g2.create_dataset(
-                "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
-            )
-
-        a = g.create_dataset(
-            "data", shape=(8, 8, 8), fill_value=-1, chunks=(1, 1, 1), overwrite=True
-        )
-        assert (a[:] == -np.ones((8, 8, 8))).all()
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestFSStoreWithKeySeparator(StoreTests):
-    def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
-        # Since the user is passing key_separator, that will take priority.
-        skip_if_nested_chunks(**kwargs)
-
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        return FSStore(path, normalize_keys=normalize_keys, key_separator=key_separator)
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestFSStoreFromFilesystem(StoreTests):
-    def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
-        import fsspec
-
-        fs = fsspec.filesystem("file")
-
-        if path is None:
-            path = tempfile.mkdtemp()
-            atexit.register(atexit_rmtree, path)
-
-        with pytest.raises(ValueError):
-            # can't specify storage_options when passing an
-            # existing fs object
-            _ = FSStore(path, fs=fs, auto_mkdir=True)
-
-        store = FSStore(
-            path,
-            normalize_keys=normalize_keys,
-            dimension_separator=dimension_separator,
-            fs=fs,
-            **kwargs,
-        )
-
-        return store
-
-
-@pytest.fixture()
-def s3(request):
-    # writable local S3 system
-    pytest.skip("old v3 tests are disabled", allow_module_level=True)
-
-    import shlex
-    import subprocess
-    import time
-
-    if "BOTO_CONFIG" not in os.environ:  # pragma: no cover
-        os.environ["BOTO_CONFIG"] = "/dev/null"
-    if "AWS_ACCESS_KEY_ID" not in os.environ:  # pragma: no cover
-        os.environ["AWS_ACCESS_KEY_ID"] = "foo"
-    if "AWS_SECRET_ACCESS_KEY" not in os.environ:  # pragma: no cover
-        os.environ["AWS_SECRET_ACCESS_KEY"] = "bar"
-    requests = pytest.importorskip("requests")
-    s3fs = pytest.importorskip("s3fs")
-    pytest.importorskip("moto")
-
-    port = 5556
-    endpoint_uri = "http://127.0.0.1:%d/" % port
-    proc = subprocess.Popen(
-        shlex.split("moto_server s3 -p %d" % port),
-        stderr=subprocess.DEVNULL,
-        stdout=subprocess.DEVNULL,
-    )
-
-    timeout = 5
-    while timeout > 0:
-        try:
-            r = requests.get(endpoint_uri)
-            if r.ok:
-                break
-        except Exception:  # pragma: no cover
-            pass
-        timeout -= 0.1  # pragma: no cover
-        time.sleep(0.1)  # pragma: no cover
-    s3so = dict(client_kwargs={"endpoint_url": endpoint_uri}, use_listings_cache=False)
-    s3fs.S3FileSystem.clear_instance_cache()
-    s3 = s3fs.S3FileSystem(anon=False, **s3so)
-    s3.mkdir("test")
-    request.cls.s3so = s3so
-    yield
-    proc.terminate()
-    proc.wait()
-
-
-class TestNestedDirectoryStore(TestDirectoryStore):
-    def create_store(self, normalize_keys=False, **kwargs):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = NestedDirectoryStore(path, normalize_keys=normalize_keys, **kwargs)
-        return store
-
-    def test_init_array(self):
-        store = self.create_store()
-        assert store._dimension_separator == "/"
-        init_array(store, shape=1000, chunks=100)
-
-        # check metadata
-        assert array_meta_key in store
-        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-        assert (1000,) == meta["shape"]
-        assert (100,) == meta["chunks"]
-        assert np.dtype(None) == meta["dtype"]
-        assert meta["dimension_separator"] == "/"
-
-    def test_chunk_nesting(self):
-        store = self.create_store()
-        # any path where last segment looks like a chunk key gets special handling
-        store[self.root + "0.0"] = b"xxx"
-        assert b"xxx" == store[self.root + "0.0"]
-        # assert b'xxx' == store['0/0']
-        store[self.root + "foo/10.20.30"] = b"yyy"
-        assert b"yyy" == store[self.root + "foo/10.20.30"]
-        # assert b'yyy' == store['foo/10/20/30']
-        store[self.root + "42"] = b"zzz"
-        assert b"zzz" == store[self.root + "42"]
-
-    def test_listdir(self):
-        store = self.create_store()
-        z = zarr.v2.zeros((10, 10), chunks=(5, 5), store=store)
-        z[:] = 1  # write to all chunks
-        for k in store.listdir():
-            assert store.get(k) is not None
-
-
-class TestNestedDirectoryStoreNone:
-    def test_value_error(self):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = NestedDirectoryStore(path, normalize_keys=True, dimension_separator=None)
-        assert store._dimension_separator == "/"
-
-
-class TestNestedDirectoryStoreWithWrongValue:
-    def test_value_error(self):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        with pytest.raises(ValueError):
-            NestedDirectoryStore(path, normalize_keys=True, dimension_separator=".")
-
-
-class TestN5Store(TestNestedDirectoryStore):
-    def create_store(self, normalize_keys=False):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = N5Store(path, normalize_keys=normalize_keys)
-        return store
-
-    def test_equal(self):
-        store_a = self.create_store()
-        store_b = N5Store(store_a.path)
-        assert store_a == store_b
-
-    @pytest.mark.parametrize("zarr_meta_key", [".zarray", ".zattrs", ".zgroup"])
-    def test_del_zarr_meta_key(self, zarr_meta_key):
-        store = self.create_store()
-        store[n5_attrs_key] = json_dumps({"foo": "bar"})
-        del store[zarr_meta_key]
-        assert n5_attrs_key not in store
-
-    def test_chunk_nesting(self):
-        store = self.create_store()
-        store["0.0"] = b"xxx"
-        assert "0.0" in store
-        assert b"xxx" == store["0.0"]
-        # assert b'xxx' == store['0/0']
-        store["foo/10.20.30"] = b"yyy"
-        assert "foo/10.20.30" in store
-        assert b"yyy" == store["foo/10.20.30"]
-        # N5 reverses axis order
-        assert b"yyy" == store["foo/30/20/10"]
-        del store["foo/10.20.30"]
-        assert "foo/30/20/10" not in store
-        store["42"] = b"zzz"
-        assert "42" in store
-        assert b"zzz" == store["42"]
-
-    def test_init_array(self):
-        store = self.create_store()
-        init_array(store, shape=1000, chunks=100)
-
-        # check metadata
-        assert array_meta_key in store
-        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-        assert (1000,) == meta["shape"]
-        assert (100,) == meta["chunks"]
-        assert np.dtype(None) == meta["dtype"]
-        # N5Store wraps the actual compressor
-        compressor_config = meta["compressor"]["compressor_config"]
-        assert default_compressor.get_config() == compressor_config
-        # N5Store always has a fill value of 0
-        assert meta["fill_value"] == 0
-        assert meta["dimension_separator"] == "."
-        # Top-level groups AND arrays should have
-        # the n5 keyword in metadata
-        raw_n5_meta = json.loads(store[n5_attrs_key])
-        assert raw_n5_meta.get("n5", None) == N5_FORMAT
-
-    def test_init_array_path(self):
-        path = "foo/bar"
-        store = self.create_store()
-        init_array(store, shape=1000, chunks=100, path=path)
-
-        # check metadata
-        key = path + "/" + array_meta_key
-        assert key in store
-        meta = store._metadata_class.decode_array_metadata(store[key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-        assert (1000,) == meta["shape"]
-        assert (100,) == meta["chunks"]
-        assert np.dtype(None) == meta["dtype"]
-        # N5Store wraps the actual compressor
-        compressor_config = meta["compressor"]["compressor_config"]
-        assert default_compressor.get_config() == compressor_config
-        # N5Store always has a fill value of 0
-        assert meta["fill_value"] == 0
-
-    def test_init_array_compat(self):
-        store = self.create_store()
-        init_array(store, shape=1000, chunks=100, compressor="none")
-        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        # N5Store wraps the actual compressor
-        compressor_config = meta["compressor"]["compressor_config"]
-        assert compressor_config is None
-
-    def test_init_array_overwrite(self):
-        self._test_init_array_overwrite("C")
-
-    def test_init_array_overwrite_path(self):
-        self._test_init_array_overwrite_path("C")
-
-    def test_init_array_overwrite_chunk_store(self):
-        self._test_init_array_overwrite_chunk_store("C")
-
-    def test_init_group_overwrite(self):
-        self._test_init_group_overwrite("C")
-
-    def test_init_group_overwrite_path(self):
-        self._test_init_group_overwrite_path("C")
-
-    def test_init_group_overwrite_chunk_store(self):
-        self._test_init_group_overwrite_chunk_store("C")
-
-    def test_init_group(self):
-        store = self.create_store()
-        init_group(store)
-        store[".zattrs"] = json_dumps({"foo": "bar"})
-        # check metadata
-        assert group_meta_key in store
-        assert group_meta_key in store.listdir()
-        assert group_meta_key in store.listdir("")
-        meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-
-    def test_filters(self):
-        all_filters, all_errors = zip(
-            *[
-                (None, does_not_raise()),
-                ([], does_not_raise()),
-                ([AsType("f4", "f8")], pytest.raises(ValueError)),
-            ]
-        )
-        for filters, error in zip(all_filters, all_errors):
-            store = self.create_store()
-            with error:
-                init_array(store, shape=1000, chunks=100, filters=filters)
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestN5FSStore(TestFSStore):
-    def create_store(self, normalize_keys=False, path=None, **kwargs):
-        if path is None:
-            path = tempfile.mkdtemp()
-            atexit.register(atexit_rmtree, path)
-
-        store = N5FSStore(path, normalize_keys=normalize_keys, **kwargs)
-        return store
-
-    def test_equal(self):
-        store_a = self.create_store()
-        store_b = N5FSStore(store_a.path)
-        assert store_a == store_b
-
-    # This is copied wholesale from the N5Store tests. The same test could
-    # be run by making TestN5FSStore inherit from both TestFSStore and
-    # TestN5Store, but a direct copy is arguably more explicit.
-
-    @pytest.mark.parametrize("zarr_meta_key", [".zarray", ".zattrs", ".zgroup"])
-    def test_del_zarr_meta_key(self, zarr_meta_key):
-        store = self.create_store()
-        store[n5_attrs_key] = json_dumps({"foo": "bar"})
-        del store[zarr_meta_key]
-        assert n5_attrs_key not in store
-
-    def test_chunk_nesting(self):
-        store = self.create_store()
-        store["0.0"] = b"xxx"
-        assert "0.0" in store
-        assert b"xxx" == store["0.0"]
-        # assert b'xxx' == store['0/0']
-        store["foo/10.20.30"] = b"yyy"
-        assert "foo/10.20.30" in store
-        assert b"yyy" == store["foo/10.20.30"]
-        # N5 reverses axis order
-        assert b"yyy" == store["foo/30/20/10"]
-        del store["foo/10.20.30"]
-        assert "foo/30/20/10" not in store
-        store["42"] = b"zzz"
-        assert "42" in store
-        assert b"zzz" == store["42"]
-
-    def test_init_array(self):
-        store = self.create_store()
-        init_array(store, shape=1000, chunks=100)
-
-        # check metadata
-        assert array_meta_key in store
-        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-        assert (1000,) == meta["shape"]
-        assert (100,) == meta["chunks"]
-        assert np.dtype(None) == meta["dtype"]
-        # N5Store wraps the actual compressor
-        compressor_config = meta["compressor"]["compressor_config"]
-        assert default_compressor.get_config() == compressor_config
-        # N5Store always has a fill value of 0
-        assert meta["fill_value"] == 0
-        assert meta["dimension_separator"] == "."
-        # Top-level groups AND arrays should have
-        # the n5 keyword in metadata
-        raw_n5_meta = json.loads(store[n5_attrs_key])
-        assert raw_n5_meta.get("n5", None) == N5_FORMAT
-
-    def test_init_array_path(self):
-        path = "foo/bar"
-        store = self.create_store()
-        init_array(store, shape=1000, chunks=100, path=path)
-
-        # check metadata
-        key = path + "/" + array_meta_key
-        assert key in store
-        meta = store._metadata_class.decode_array_metadata(store[key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-        assert (1000,) == meta["shape"]
-        assert (100,) == meta["chunks"]
-        assert np.dtype(None) == meta["dtype"]
-        # N5Store wraps the actual compressor
-        compressor_config = meta["compressor"]["compressor_config"]
-        assert default_compressor.get_config() == compressor_config
-        # N5Store always has a fill value of 0
-        assert meta["fill_value"] == 0
-
-    def test_init_array_compat(self):
-        store = self.create_store()
-        init_array(store, shape=1000, chunks=100, compressor="none")
-        meta = store._metadata_class.decode_array_metadata(store[array_meta_key])
-        # N5Store wraps the actual compressor
-        compressor_config = meta["compressor"]["compressor_config"]
-        assert compressor_config is None
-
-    def test_init_array_overwrite(self):
-        self._test_init_array_overwrite("C")
-
-    def test_init_array_overwrite_path(self):
-        self._test_init_array_overwrite_path("C")
-
-    def test_init_array_overwrite_chunk_store(self):
-        self._test_init_array_overwrite_chunk_store("C")
-
-    def test_init_group_overwrite(self):
-        self._test_init_group_overwrite("C")
-
-    def test_init_group_overwrite_path(self):
-        self._test_init_group_overwrite_path("C")
-
-    def test_init_group_overwrite_chunk_store(self):
-        self._test_init_group_overwrite_chunk_store("C")
-
-    def test_dimension_separator(self):
-        with pytest.warns(UserWarning, match="dimension_separator"):
-            self.create_store(dimension_separator="/")
-
-    def test_init_group(self):
-        store = self.create_store()
-        init_group(store)
-        store[".zattrs"] = json_dumps({"foo": "bar"})
-        # check metadata
-        assert group_meta_key in store
-        assert group_meta_key in store.listdir()
-        assert group_meta_key in store.listdir("")
-        meta = store._metadata_class.decode_group_metadata(store[group_meta_key])
-        assert ZARR_FORMAT == meta["zarr_format"]
-
-    def test_filters(self):
-        all_filters, all_errors = zip(
-            *[
-                (None, does_not_raise()),
-                ([], does_not_raise()),
-                ([AsType("f4", "f8")], pytest.raises(ValueError)),
-            ]
-        )
-        for filters, error in zip(all_filters, all_errors):
-            store = self.create_store()
-            with error:
-                init_array(store, shape=1000, chunks=100, filters=filters)
-
-
-@pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-class TestNestedFSStore(TestNestedDirectoryStore):
-    def create_store(self, normalize_keys=False, path=None, **kwargs):
-        if path is None:
-            path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = FSStore(
-            path, normalize_keys=normalize_keys, dimension_separator="/", auto_mkdir=True, **kwargs
-        )
-        return store
-
-    def test_numbered_groups(self):
-        # Create an array
-        store = self.create_store()
-        group = zarr.v2.group(store=store)
-        arr = group.create_dataset("0", shape=(10, 10))
-        arr[1] = 1
-
-        # Read it back
-        store = self.create_store(path=store.path)
-        zarr.v2.open_group(store.path)["0"]
-
-
-class TestTempStore(StoreTests):
-    def create_store(self, **kwargs):
-        skip_if_nested_chunks(**kwargs)
-        return TempStore(**kwargs)
-
-    def test_setdel(self):
-        store = self.create_store()
-        setdel_hierarchy_checks(store, self.root)
-
-
-class TestZipStore(StoreTests):
-    ZipStoreClass = ZipStore
-
-    def create_store(self, **kwargs):
-        path = mktemp(suffix=".zip")
-        atexit.register(os.remove, path)
-        store = ZipStore(path, mode="w", **kwargs)
-        return store
-
-    def test_mode(self):
-        with self.ZipStoreClass("data/store.zip", mode="w") as store:
-            store[self.root + "foo"] = b"bar"
-        store = self.ZipStoreClass("data/store.zip", mode="r")
-        with pytest.raises(PermissionError):
-            store[self.root + "foo"] = b"bar"
-        with pytest.raises(PermissionError):
-            store.clear()
-
-    def test_flush(self):
-        store = self.ZipStoreClass("data/store.zip", mode="w")
-        store[self.root + "foo"] = b"bar"
-        store.flush()
-        assert store[self.root + "foo"] == b"bar"
-        store.close()
-
-        store = self.ZipStoreClass("data/store.zip", mode="r")
-        store.flush()  # no-op
-
-    def test_context_manager(self):
-        with self.create_store() as store:
-            store[self.root + "foo"] = b"bar"
-            store[self.root + "baz"] = b"qux"
-            assert 2 == len(store)
-
-    def test_pop(self):
-        # override because not implemented
-        store = self.create_store()
-        store[self.root + "foo"] = b"bar"
-        with pytest.raises(NotImplementedError):
-            store.pop(self.root + "foo")
-
-    def test_popitem(self):
-        # override because not implemented
-        store = self.create_store()
-        store[self.root + "foo"] = b"bar"
-        with pytest.raises(NotImplementedError):
-            store.popitem()
-
-    def test_permissions(self):
-        store = self.ZipStoreClass("data/store.zip", mode="w")
-        foo_key = "foo" if self.version == 2 else self.root + "foo"
-        # TODO: cannot provide key ending in / for v3
-        #       how to create an empty folder in that case?
-        baz_key = "baz/" if self.version == 2 else self.root + "baz"
-        store[foo_key] = b"bar"
-        store[baz_key] = b""
-
-        store.flush()
-        store.close()
-        z = ZipFile("data/store.zip", "r")
-        info = z.getinfo(foo_key)
-        perm = oct(info.external_attr >> 16)
-        assert perm == "0o644"
-        info = z.getinfo(baz_key)
-        perm = oct(info.external_attr >> 16)
-        # only for posix platforms
-        if os.name == "posix":
-            if self.version == 2:
-                assert perm == "0o40775"
-            else:
-                # baz/ on v2, but baz on v3, so not a directory
-                assert perm == "0o644"
-        z.close()
-
-    def test_store_and_retrieve_ndarray(self):
-        store = ZipStore("data/store.zip")
-        x = np.array([[1, 2], [3, 4]])
-        store["foo"] = x
-        y = np.frombuffer(store["foo"], dtype=x.dtype).reshape(x.shape)
-        assert np.array_equiv(y, x)
-
-
-class TestDBMStore(StoreTests):
-    def create_store(self, dimension_separator=None):
-        path = mktemp(suffix=".anydbm")
-        atexit.register(atexit_rmglob, path + "*")
-        # create store using default dbm implementation
-        store = DBMStore(path, flag="n", dimension_separator=dimension_separator)
-        return store
-
-    def test_context_manager(self):
-        with self.create_store() as store:
-            store[self.root + "foo"] = b"bar"
-            store[self.root + "baz"] = b"qux"
-            assert 2 == len(store)
-
-
-class TestDBMStoreDumb(TestDBMStore):
-    def create_store(self, **kwargs):
-        path = mktemp(suffix=".dumbdbm")
-        atexit.register(atexit_rmglob, path + "*")
-
-        import dbm.dumb as dumbdbm
-
-        store = DBMStore(path, flag="n", open=dumbdbm.open, **kwargs)
-        return store
-
-
-class TestDBMStoreGnu(TestDBMStore):
-    def create_store(self, **kwargs):
-        gdbm = pytest.importorskip("dbm.gnu")
-        path = mktemp(suffix=".gdbm")  # pragma: no cover
-        atexit.register(os.remove, path)  # pragma: no cover
-        store = DBMStore(
-            path, flag="n", open=gdbm.open, write_lock=False, **kwargs
-        )  # pragma: no cover
-        return store  # pragma: no cover
-
-
-class TestDBMStoreNDBM(TestDBMStore):
-    def create_store(self, **kwargs):
-        ndbm = pytest.importorskip("dbm.ndbm")
-        path = mktemp(suffix=".ndbm")  # pragma: no cover
-        atexit.register(atexit_rmglob, path + "*")  # pragma: no cover
-        store = DBMStore(path, flag="n", open=ndbm.open, **kwargs)  # pragma: no cover
-        return store  # pragma: no cover
-
-
-class TestDBMStoreBerkeleyDB(TestDBMStore):
-    def create_store(self, **kwargs):
-        bsddb3 = pytest.importorskip("bsddb3")
-        path = mktemp(suffix=".dbm")
-        atexit.register(os.remove, path)
-        store = DBMStore(path, flag="n", open=bsddb3.btopen, write_lock=False, **kwargs)
-        return store
-
-
-class TestLMDBStore(StoreTests):
-    def create_store(self, **kwargs):
-        pytest.importorskip("lmdb")
-        path = mktemp(suffix=".lmdb")
-        atexit.register(atexit_rmtree, path)
-        buffers = True
-        store = LMDBStore(path, buffers=buffers, **kwargs)
-        return store
-
-    def test_context_manager(self):
-        with self.create_store() as store:
-            store[self.root + "foo"] = b"bar"
-            store[self.root + "baz"] = b"qux"
-            assert 2 == len(store)
-
-
-class TestSQLiteStore(StoreTests):
-    def create_store(self, **kwargs):
-        pytest.importorskip("sqlite3")
-        path = mktemp(suffix=".db")
-        atexit.register(atexit_rmtree, path)
-        store = SQLiteStore(path, **kwargs)
-        return store
-
-    def test_underscore_in_name(self):
-        path = mktemp(suffix=".db")
-        atexit.register(atexit_rmtree, path)
-        store = SQLiteStore(path)
-        store["a"] = b"aaa"
-        store["a_b"] = b"aa_bb"
-        store.rmdir("a")
-        assert "a_b" in store
-
-
-class TestSQLiteStoreInMemory(TestSQLiteStore):
-    def create_store(self, **kwargs):
-        pytest.importorskip("sqlite3")
-        store = SQLiteStore(":memory:", **kwargs)
-        return store
-
-    def test_pickle(self):
-        # setup store
-        store = self.create_store()
-        store[self.root + "foo"] = b"bar"
-        store[self.root + "baz"] = b"quux"
-
-        # round-trip through pickle
-        with pytest.raises(PicklingError):
-            pickle.dumps(store)
-
-
-@skip_test_env_var("ZARR_TEST_MONGO")
-class TestMongoDBStore(StoreTests):
-    def create_store(self, **kwargs):
-        pytest.importorskip("pymongo")
-        store = MongoDBStore(
-            host="127.0.0.1", database="zarr_tests", collection="zarr_tests", **kwargs
-        )
-        # start with an empty store
-        store.clear()
-        return store
-
-
-@skip_test_env_var("ZARR_TEST_REDIS")
-class TestRedisStore(StoreTests):
-    def create_store(self, **kwargs):
-        # TODO: this is the default host for Redis on Travis,
-        # we probably want to generalize this though
-        pytest.importorskip("redis")
-        store = RedisStore(host="localhost", port=6379, **kwargs)
-        # start with an empty store
-        store.clear()
-        return store
-
-
-class TestLRUStoreCache(StoreTests):
-    CountingClass = CountingDict
-    LRUStoreClass = LRUStoreCache
-
-    def create_store(self, **kwargs):
-        # wrapper therefore no dimension_separator argument
-        skip_if_nested_chunks(**kwargs)
-        return self.LRUStoreClass(dict(), max_size=2**27)
-
-    def test_cache_values_no_max_size(self):
-        # setup store
-        store = self.CountingClass()
-        foo_key = self.root + "foo"
-        bar_key = self.root + "bar"
-        store[foo_key] = b"xxx"
-        store[bar_key] = b"yyy"
-        assert 0 == store.counter["__getitem__", foo_key]
-        assert 1 == store.counter["__setitem__", foo_key]
-        assert 0 == store.counter["__getitem__", bar_key]
-        assert 1 == store.counter["__setitem__", bar_key]
-
-        # setup cache
-        cache = self.LRUStoreClass(store, max_size=None)
-        assert 0 == cache.hits
-        assert 0 == cache.misses
-
-        # test first __getitem__, cache miss
-        assert b"xxx" == cache[foo_key]
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 1 == store.counter["__setitem__", foo_key]
-        assert 0 == cache.hits
-        assert 1 == cache.misses
-
-        # test second __getitem__, cache hit
-        assert b"xxx" == cache[foo_key]
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 1 == store.counter["__setitem__", foo_key]
-        assert 1 == cache.hits
-        assert 1 == cache.misses
-
-        # test __setitem__, __getitem__
-        cache[foo_key] = b"zzz"
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 2 == store.counter["__setitem__", foo_key]
-        # should be a cache hit
-        assert b"zzz" == cache[foo_key]
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 2 == store.counter["__setitem__", foo_key]
-        assert 2 == cache.hits
-        assert 1 == cache.misses
-
-        # manually invalidate all cached values
-        cache.invalidate_values()
-        assert b"zzz" == cache[foo_key]
-        assert 2 == store.counter["__getitem__", foo_key]
-        assert 2 == store.counter["__setitem__", foo_key]
-        cache.invalidate()
-        assert b"zzz" == cache[foo_key]
-        assert 3 == store.counter["__getitem__", foo_key]
-        assert 2 == store.counter["__setitem__", foo_key]
-
-        # test __delitem__
-        del cache[foo_key]
-        with pytest.raises(KeyError):
-            # noinspection PyStatementEffect
-            cache[foo_key]
-        with pytest.raises(KeyError):
-            # noinspection PyStatementEffect
-            store[foo_key]
-
-        # verify other keys untouched
-        assert 0 == store.counter["__getitem__", bar_key]
-        assert 1 == store.counter["__setitem__", bar_key]
-
-    def test_cache_values_with_max_size(self):
-        # setup store
-        store = self.CountingClass()
-        foo_key = self.root + "foo"
-        bar_key = self.root + "bar"
-        store[foo_key] = b"xxx"
-        store[bar_key] = b"yyy"
-        assert 0 == store.counter["__getitem__", foo_key]
-        assert 0 == store.counter["__getitem__", bar_key]
-        # setup cache - can only hold one item
-        cache = self.LRUStoreClass(store, max_size=5)
-        assert 0 == cache.hits
-        assert 0 == cache.misses
-
-        # test first 'foo' __getitem__, cache miss
-        assert b"xxx" == cache[foo_key]
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 0 == cache.hits
-        assert 1 == cache.misses
-
-        # test second 'foo' __getitem__, cache hit
-        assert b"xxx" == cache[foo_key]
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 1 == cache.hits
-        assert 1 == cache.misses
-
-        # test first 'bar' __getitem__, cache miss
-        assert b"yyy" == cache[bar_key]
-        assert 1 == store.counter["__getitem__", bar_key]
-        assert 1 == cache.hits
-        assert 2 == cache.misses
-
-        # test second 'bar' __getitem__, cache hit
-        assert b"yyy" == cache[bar_key]
-        assert 1 == store.counter["__getitem__", bar_key]
-        assert 2 == cache.hits
-        assert 2 == cache.misses
-
-        # test 'foo' __getitem__, should have been evicted, cache miss
-        assert b"xxx" == cache[foo_key]
-        assert 2 == store.counter["__getitem__", foo_key]
-        assert 2 == cache.hits
-        assert 3 == cache.misses
-
-        # test 'bar' __getitem__, should have been evicted, cache miss
-        assert b"yyy" == cache[bar_key]
-        assert 2 == store.counter["__getitem__", bar_key]
-        assert 2 == cache.hits
-        assert 4 == cache.misses
-
-        # setup store
-        store = self.CountingClass()
-        store[foo_key] = b"xxx"
-        store[bar_key] = b"yyy"
-        assert 0 == store.counter["__getitem__", foo_key]
-        assert 0 == store.counter["__getitem__", bar_key]
-        # setup cache - can hold two items
-        cache = self.LRUStoreClass(store, max_size=6)
-        assert 0 == cache.hits
-        assert 0 == cache.misses
-
-        # test first 'foo' __getitem__, cache miss
-        assert b"xxx" == cache[foo_key]
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 0 == cache.hits
-        assert 1 == cache.misses
-
-        # test second 'foo' __getitem__, cache hit
-        assert b"xxx" == cache[foo_key]
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 1 == cache.hits
-        assert 1 == cache.misses
-
-        # test first 'bar' __getitem__, cache miss
-        assert b"yyy" == cache[bar_key]
-        assert 1 == store.counter["__getitem__", bar_key]
-        assert 1 == cache.hits
-        assert 2 == cache.misses
-
-        # test second 'bar' __getitem__, cache hit
-        assert b"yyy" == cache[bar_key]
-        assert 1 == store.counter["__getitem__", bar_key]
-        assert 2 == cache.hits
-        assert 2 == cache.misses
-
-        # test 'foo' __getitem__, should still be cached
-        assert b"xxx" == cache[foo_key]
-        assert 1 == store.counter["__getitem__", foo_key]
-        assert 3 == cache.hits
-        assert 2 == cache.misses
-
-        # test 'bar' __getitem__, should still be cached
-        assert b"yyy" == cache[bar_key]
-        assert 1 == store.counter["__getitem__", bar_key]
-        assert 4 == cache.hits
-        assert 2 == cache.misses
-
-    def test_cache_keys(self):
-        # setup
-        store = self.CountingClass()
-        foo_key = self.root + "foo"
-        bar_key = self.root + "bar"
-        baz_key = self.root + "baz"
-        store[foo_key] = b"xxx"
-        store[bar_key] = b"yyy"
-        assert 0 == store.counter["__contains__", foo_key]
-        assert 0 == store.counter["__iter__"]
-        assert 0 == store.counter["keys"]
-        cache = self.LRUStoreClass(store, max_size=None)
-
-        # keys should be cached on first call
-        keys = sorted(cache.keys())
-        assert keys == [bar_key, foo_key]
-        assert 1 == store.counter["keys"]
-        # keys should now be cached
-        assert keys == sorted(cache.keys())
-        assert 1 == store.counter["keys"]
-        assert foo_key in cache
-        assert 1 == store.counter["__contains__", foo_key]
-        # the next check for `foo_key` is cached
-        assert foo_key in cache
-        assert 1 == store.counter["__contains__", foo_key]
-        assert keys == sorted(cache)
-        assert 0 == store.counter["__iter__"]
-        assert 1 == store.counter["keys"]
-
-        # cache should be cleared if store is modified - crude but simple for now
-        cache[baz_key] = b"zzz"
-        keys = sorted(cache.keys())
-        assert keys == [bar_key, baz_key, foo_key]
-        assert 2 == store.counter["keys"]
-        # keys should now be cached
-        assert keys == sorted(cache.keys())
-        assert 2 == store.counter["keys"]
-
-        # manually invalidate keys
-        cache.invalidate_keys()
-        keys = sorted(cache.keys())
-        assert keys == [bar_key, baz_key, foo_key]
-        assert 3 == store.counter["keys"]
-        assert 1 == store.counter["__contains__", foo_key]
-        assert 0 == store.counter["__iter__"]
-        cache.invalidate_keys()
-        keys = sorted(cache)
-        assert keys == [bar_key, baz_key, foo_key]
-        assert 4 == store.counter["keys"]
-        assert 1 == store.counter["__contains__", foo_key]
-        assert 0 == store.counter["__iter__"]
-        cache.invalidate_keys()
-        assert foo_key in cache
-        assert 4 == store.counter["keys"]
-        assert 2 == store.counter["__contains__", foo_key]
-        assert 0 == store.counter["__iter__"]
-
-        # check these would get counted if called directly
-        assert foo_key in store
-        assert 3 == store.counter["__contains__", foo_key]
-        assert keys == sorted(store)
-        assert 1 == store.counter["__iter__"]
-
-
-def test_getsize():
-    store = KVStore(dict())
-    store["foo"] = b"aaa"
-    store["bar"] = b"bbbb"
-    store["baz/quux"] = b"ccccc"
-    assert 7 == getsize(store)
-    assert 5 == getsize(store, "baz")
-
-    store = KVStore(dict())
-    store["boo"] = None
-    assert -1 == getsize(store)
-
-
-@pytest.mark.parametrize("dict_store", [False, True])
-def test_migrate_1to2(dict_store):
-    # N.B., version 1 did not support hierarchies, so we only have to be
-    # concerned about migrating a single array at the root of the store
-
-    # setup
-    store = dict() if dict_store else KVStore(dict())
-    meta = dict(
-        shape=(100,),
-        chunks=(10,),
-        dtype=np.dtype("f4"),
-        compression="zlib",
-        compression_opts=1,
-        fill_value=None,
-        order="C",
-    )
-    meta_json = meta_v1.encode_metadata(meta)
-    store["meta"] = meta_json
-    store["attrs"] = json.dumps(dict()).encode("ascii")
-
-    # run migration
-    migrate_1to2(store)
-
-    # check results
-    assert "meta" not in store
-    assert array_meta_key in store
-    assert "attrs" not in store
-    assert attrs_key in store
-    meta_migrated = decode_array_metadata(store[array_meta_key])
-    assert 2 == meta_migrated["zarr_format"]
-
-    # preserved fields
-    for f in "shape", "chunks", "dtype", "fill_value", "order":
-        assert meta[f] == meta_migrated[f]
-
-    # migrate should have added empty filters field
-    assert meta_migrated["filters"] is None
-
-    # check compression and compression_opts migrated to compressor
-    assert "compression" not in meta_migrated
-    assert "compression_opts" not in meta_migrated
-    assert meta_migrated["compressor"] == Zlib(1).get_config()
-
-    # check dict compression_opts
-    store = dict() if dict_store else KVStore(dict())
-    meta["compression"] = "blosc"
-    meta["compression_opts"] = dict(cname="lz4", clevel=5, shuffle=1)
-    meta_json = meta_v1.encode_metadata(meta)
-    store["meta"] = meta_json
-    store["attrs"] = json.dumps(dict()).encode("ascii")
-    migrate_1to2(store)
-    meta_migrated = decode_array_metadata(store[array_meta_key])
-    assert "compression" not in meta_migrated
-    assert "compression_opts" not in meta_migrated
-    assert meta_migrated["compressor"] == Blosc(cname="lz4", clevel=5, shuffle=1).get_config()
-
-    # check 'none' compression is migrated to None (null in JSON)
-    store = dict() if dict_store else KVStore(dict())
-    meta["compression"] = "none"
-    meta_json = meta_v1.encode_metadata(meta)
-    store["meta"] = meta_json
-    store["attrs"] = json.dumps(dict()).encode("ascii")
-    migrate_1to2(store)
-    meta_migrated = decode_array_metadata(store[array_meta_key])
-    assert "compression" not in meta_migrated
-    assert "compression_opts" not in meta_migrated
-    assert meta_migrated["compressor"] is None
-
-
-def test_format_compatibility():
-    # This test is intended to catch any unintended changes that break the ability to
-    # read data stored with a previous minor version (which should be format-compatible).
-
-    # fixture data
-    fixture_path = pathlib.Path(__file__).parent / "fixture" / "test_format_compatibility"
-    fixture = group(store=DirectoryStore(fixture_path))
-
-    # set seed to get consistent random data
-    np.random.seed(42)
-
-    arrays_chunks = [
-        (np.arange(1111, dtype="<i1"), 600),
-        (np.arange(1111, dtype="<i2"), 600),
-        (np.arange(1111, dtype="<i4"), 600),
-        (np.arange(1111, dtype="<i8"), 1000),
-        (np.random.randint(0, 200, size=2222, dtype="u1").astype("<u1"), 1200),
-        (np.random.randint(0, 2000, size=2222, dtype="u2").astype("<u2"), 1200),
-        (np.random.randint(0, 2000, size=2222, dtype="u4").astype("<u4"), 1200),
-        (np.random.randint(0, 2000, size=2222, dtype="u8").astype("<u8"), 1200),
-        (np.linspace(0, 1, 3333, dtype="<f2"), 2000),
-        (np.linspace(0, 1, 3333, dtype="<f4"), 2000),
-        (np.linspace(0, 1, 3333, dtype="<f8"), 2000),
-        (np.random.normal(loc=0, scale=1, size=4444).astype("<f2"), 3000),
-        (np.random.normal(loc=0, scale=1, size=4444).astype("<f4"), 3000),
-        (np.random.normal(loc=0, scale=1, size=4444).astype("<f8"), 3000),
-        (np.random.choice([b"A", b"C", b"G", b"T"], size=5555, replace=True).astype("S"), 3000),
-        (
-            np.random.choice(["foo", "bar", "baz", "quux"], size=5555, replace=True).astype("<U"),
-            3000,
-        ),
-        (
-            np.random.choice([0, 1 / 3, 1 / 7, 1 / 9, np.nan], size=5555, replace=True).astype(
-                "<f8"
-            ),
-            3000,
-        ),
-        (np.random.randint(0, 2, size=5555, dtype=bool), 3000),
-        (np.arange(20000, dtype="<i4").reshape(2000, 10, order="C"), (2000, 5)),
-        (np.arange(20000, dtype="<i4").reshape(200, 100, order="F"), (200, 50)),
-        (np.arange(20000, dtype="<i4").reshape(200, 10, 10, order="C"), (200, 10, 5)),
-        (np.arange(20000, dtype="<i4").reshape(20, 100, 10, order="F"), (20, 100, 10)),
-        (np.arange(20000, dtype="<i4").reshape(20, 10, 10, 10, order="C"), (20, 10, 10, 5)),
-        (np.arange(20000, dtype="<i4").reshape(20, 10, 10, 10, order="F"), (20, 10, 10, 5)),
-    ]
-
-    compressors = [
-        None,
-        Zlib(level=1),
-        BZ2(level=1),
-        Blosc(cname="zstd", clevel=1, shuffle=0),
-        Blosc(cname="zstd", clevel=1, shuffle=1),
-        Blosc(cname="zstd", clevel=1, shuffle=2),
-        Blosc(cname="lz4", clevel=1, shuffle=0),
-    ]
-
-    for i, (arr, chunks) in enumerate(arrays_chunks):
-        if arr.flags.f_contiguous:
-            order = "F"
-        else:
-            order = "C"
-
-        for j, compressor in enumerate(compressors):
-            path = f"array_{i}/compressor_{j}"
-
-            # uncomment these lines to generate the fixture files, which should be unnecessary 
-            # since they are checked into version control
-            
-            # if path not in fixture:  # pragma: no cover
-            #     # store the data - should be one-time operation
-            #     fixture.array(path, data=arr, chunks=chunks, order=order, compressor=compressor)
-
-            # setup array
-            z = fixture[path]
-
-            # check contents
-            if arr.dtype.kind == "f":
-                assert_array_almost_equal(arr, z[:])
-            else:
-                assert_array_equal(arr, z[:])
-
-            # check dtype
-            assert arr.dtype == z.dtype
-
-            # check compressor
-            if compressor is None:
-                assert z.compressor is None
-            else:
-                assert compressor.codec_id == z.compressor.codec_id
-                assert compressor.get_config() == z.compressor.get_config()
-
-
-@skip_test_env_var("ZARR_TEST_ABS")
-class TestABSStore(StoreTests):
-    ABSStoreClass = ABSStore
-
-    def create_store(self, prefix=None, **kwargs):
-        container_client = abs_container()
-        store = self.ABSStoreClass(
-            prefix=prefix,
-            client=container_client,
-            **kwargs,
-        )
-        store.rmdir()
-        return store
-
-    def test_non_client_deprecated(self):
-        with pytest.warns(FutureWarning, match="Providing"):
-            store = self.ABSStoreClass(
-                "container", account_name="account_name", account_key="account_key"
-            )
-
-        for attr in ["container", "account_name", "account_key"]:
-            with pytest.warns(FutureWarning, match=attr):
-                result = getattr(store, attr)
-            assert result == attr
-
-    def test_iterators_with_prefix(self):
-        prefixes = ["test_prefix", "/test_prefix", "test_prefix/", "test/prefix"]
-
-        if self.version < 3:
-            # empty prefix not allowed in v3
-            prefixes += ["", None]
-
-        for prefix in prefixes:
-            store = self.create_store(prefix=prefix)
-
-            # test iterator methods on empty store
-            assert 0 == len(store)
-            assert set() == set(store)
-            assert set() == set(store.keys())
-            assert set() == set(store.values())
-            assert set() == set(store.items())
-
-            prefix = ""
-            # setup some values
-            store[prefix + "a"] = b"aaa"
-            store[prefix + "b"] = b"bbb"
-            store[prefix + "c/d"] = b"ddd"
-            store[prefix + "c/e/f"] = b"fff"
-
-            # test iterators on store with data
-            assert 4 == len(store)
-            keys = [prefix + "a", prefix + "b", prefix + "c/d", prefix + "c/e/f"]
-            values = [b"aaa", b"bbb", b"ddd", b"fff"]
-            items = list(zip(keys, values))
-            assert set(keys) == set(store)
-            assert set(keys) == set(store.keys())
-            assert set(values) == set(store.values())
-            assert set(items) == set(store.items())
-
-    def test_getsize(self):
-        return super().test_getsize()
-
-    def test_hierarchy(self):
-        return super().test_hierarchy()
-
-    @pytest.mark.skipif(sys.version_info < (3, 7), reason="attr not serializable in py36")
-    def test_pickle(self):
-        # internal attribute on ContainerClient isn't serializable for py36 and earlier
-        super().test_pickle()
-
-
-class TestConsolidatedMetadataStore:
-    version = 2
-    ConsolidatedMetadataClass = ConsolidatedMetadataStore
-
-    @property
-    def metadata_key(self):
-        return ".zmetadata"
-
-    def test_bad_format(self):
-        # setup store with consolidated metadata
-        store = dict()
-        consolidated = {
-            # bad format version
-            "zarr_consolidated_format": 0,
-        }
-        store[self.metadata_key] = json.dumps(consolidated).encode()
-
-        # check appropriate error is raised
-        with pytest.raises(MetadataError):
-            self.ConsolidatedMetadataClass(store)
-
-    def test_read_write(self):
-        # setup store with consolidated metadata
-        store = dict()
-        consolidated = {
-            "zarr_consolidated_format": 1,
-            "metadata": {
-                "foo": "bar",
-                "baz": 42,
-            },
-        }
-        store[self.metadata_key] = json.dumps(consolidated).encode()
-
-        # create consolidated store
-        cs = self.ConsolidatedMetadataClass(store)
-
-        # test __contains__, __getitem__
-        for key, value in consolidated["metadata"].items():
-            assert key in cs
-            assert value == cs[key]
-
-        # test __delitem__, __setitem__
-        with pytest.raises(PermissionError):
-            del cs["foo"]
-        with pytest.raises(PermissionError):
-            cs["bar"] = 0
-        with pytest.raises(PermissionError):
-            cs["spam"] = "eggs"
-
-
-# standalone test we do not want to run on each store.
-
-
-def test_fill_value_change():
-    a = zarr.v2.create((10, 10), dtype=int)
-
-    assert a[0, 0] == 0
-
-    a.fill_value = 1
-
-    assert a[0, 0] == 1
-
-    assert json.loads(a.store[".zarray"])["fill_value"] == 1
-
-
-def test_normalize_store_arg(tmpdir):
-    for ext, Class in [(".zip", ZipStore), (".n5", N5Store)]:
-        fn = tmpdir.join("store" + ext)
-        store = normalize_store_arg(str(fn), mode="w")
-        assert isinstance(store, Class)
-
-    if have_fsspec:
-        import fsspec
-
-        path = tempfile.mkdtemp()
-        store = normalize_store_arg("file://" + path, mode="w")
-        assert isinstance(store, FSStore)
-
-        store = normalize_store_arg(fsspec.get_mapper("file://" + path))
-        assert isinstance(store, FSStore)
-
-# todo: delete this
-def test_meta_prefix_6853(tmpdir):
-    """
-    This test ensures that groups can start with the name "meta". Added to resolve 
-    the issue described here: https://github.com/zarr-developers/zarr-python/issues/1105
-    """
-    fixture = pathlib.Path(str(tmpdir)) /  "fixture"
-    meta = fixture / "meta"
-    s = DirectoryStore(str(meta), dimension_separator=".")
-    a = zarr.v2.open(store=s, mode="w", shape=(2, 2), dtype="<i8")
-    a[:] = [[1, 2], [3, 4]]
-
-    fixtures = group(store=DirectoryStore(str(fixture)))
-    assert list(fixtures.arrays())
-
-
-def test_getitems_contexts():
-    class MyStore(CountingDict):
-        def __init__(self):
-            super().__init__()
-            self.last_contexts = None
-
-        def getitems(self, keys, *, contexts):
-            self.last_contexts = contexts
-            return super().getitems(keys, contexts=contexts)
-
-    store = MyStore()
-    z = zarr.v2.create(shape=(10,), chunks=1, store=store)
-
-    # By default, not contexts are given to the store's getitems()
-    z[0]
-    assert len(store.last_contexts) == 0
-
-    # Setting a non-default meta_array, will create contexts for the store's getitems()
-    z._meta_array = "my_meta_array"
-    z[0]
-    assert store.last_contexts == {"0": {"meta_array": "my_meta_array"}}
-    assert isinstance(store.last_contexts, ConstantMap)
-    # Accseeing different chunks should trigger different key request
-    z[1]
-    assert store.last_contexts == {"1": {"meta_array": "my_meta_array"}}
-    assert isinstance(store.last_contexts, ConstantMap)
-    z[2:4]
-    assert store.last_contexts == ConstantMap(["2", "3"], Context({"meta_array": "my_meta_array"}))
-    assert isinstance(store.last_contexts, ConstantMap)
diff --git a/tests/v2/test_storage_v3.py b/tests/v2/test_storage_v3.py
deleted file mode 100644
index a8bd5ca65c..0000000000
--- a/tests/v2/test_storage_v3.py
+++ /dev/null
@@ -1,692 +0,0 @@
-# import array
-# import atexit
-# import copy
-# import inspect
-# import os
-# import tempfile
-
-# import numpy as np
-import pytest
-
-pytest.skip("old v3 tests are disabled", allow_module_level=True)
-
-# import zarr
-# from zarr._storage.store import _get_hierarchy_metadata, v3_api_available, StorageTransformer
-# from zarr._storage.v3_storage_transformers import (
-#     DummyStorageTransfomer,
-#     ShardingStorageTransformer,
-#     v3_sharding_available,
-# )
-# from zarr.core import Array
-# from zarr.meta import _default_entry_point_metadata_v3
-# from zarr.storage import (
-#     atexit_rmglob,
-#     atexit_rmtree,
-#     data_root,
-#     default_compressor,
-#     getsize,
-#     init_array,
-#     meta_root,
-#     normalize_store_arg,
-# )
-# from zarr._storage.v3 import (
-#     ABSStoreV3,
-#     ConsolidatedMetadataStoreV3,
-#     DBMStoreV3,
-#     DirectoryStoreV3,
-#     FSStoreV3,
-#     KVStore,
-#     KVStoreV3,
-#     LMDBStoreV3,
-#     LRUStoreCacheV3,
-#     MemoryStoreV3,
-#     MongoDBStoreV3,
-#     RedisStoreV3,
-#     SQLiteStoreV3,
-#     StoreV3,
-#     ZipStoreV3,
-# )
-# from .util import CountingDictV3, have_fsspec, skip_test_env_var, mktemp
-
-# # pytest will fail to run if the following fixtures aren't imported here
-# from .test_storage import StoreTests as _StoreTests
-# from .test_storage import TestABSStore as _TestABSStore
-# from .test_storage import TestConsolidatedMetadataStore as _TestConsolidatedMetadataStore
-# from .test_storage import TestDBMStore as _TestDBMStore
-# from .test_storage import TestDBMStoreBerkeleyDB as _TestDBMStoreBerkeleyDB
-# from .test_storage import TestDBMStoreDumb as _TestDBMStoreDumb
-# from .test_storage import TestDBMStoreGnu as _TestDBMStoreGnu
-# from .test_storage import TestDBMStoreNDBM as _TestDBMStoreNDBM
-# from .test_storage import TestDirectoryStore as _TestDirectoryStore
-# from .test_storage import TestFSStore as _TestFSStore
-# from .test_storage import TestLMDBStore as _TestLMDBStore
-# from .test_storage import TestLRUStoreCache as _TestLRUStoreCache
-# from .test_storage import TestMemoryStore as _TestMemoryStore
-# from .test_storage import TestSQLiteStore as _TestSQLiteStore
-# from .test_storage import TestSQLiteStoreInMemory as _TestSQLiteStoreInMemory
-# from .test_storage import TestZipStore as _TestZipStore
-# from .test_storage import dimension_separator_fixture, s3, skip_if_nested_chunks
-
-
-# pytestmark = pytest.mark.skipif(not v3_api_available, reason="v3 api is not available")
-
-
-# @pytest.fixture(
-#     params=[
-#         (None, "/"),
-#         (".", "."),
-#         ("/", "/"),
-#     ]
-# )
-# def dimension_separator_fixture_v3(request):
-#     return request.param
-
-
-# class DummyStore:
-#     # contains all methods expected of Mutable Mapping
-
-#     def keys(self):
-#         """keys"""
-
-#     def values(self):
-#         """values"""
-
-#     def get(self, value, default=None):
-#         """get"""
-
-#     def __setitem__(self, key, value):
-#         """__setitem__"""
-
-#     def __getitem__(self, key):
-#         """__getitem__"""
-
-#     def __delitem__(self, key):
-#         """__delitem__"""
-
-#     def __contains__(self, key):
-#         """__contains__"""
-
-
-# class InvalidDummyStore:
-#     # does not contain expected methods of a MutableMapping
-
-#     def keys(self):
-#         """keys"""
-
-
-# def test_ensure_store_v3():
-#     class InvalidStore:
-#         pass
-
-#     with pytest.raises(ValueError):
-#         StoreV3._ensure_store(InvalidStore())
-
-#     # cannot initialize with a store from a different Zarr version
-#     with pytest.raises(ValueError):
-#         StoreV3._ensure_store(KVStore(dict()))
-
-#     assert StoreV3._ensure_store(None) is None
-
-#     # class with all methods of a MutableMapping will become a KVStoreV3
-#     assert isinstance(StoreV3._ensure_store(DummyStore), KVStoreV3)
-
-#     with pytest.raises(ValueError):
-#         # does not have the methods expected of a MutableMapping
-#         StoreV3._ensure_store(InvalidDummyStore)
-
-
-# def test_valid_key():
-#     store = KVStoreV3(dict)
-
-#     # only ascii keys are valid
-#     assert not store._valid_key(5)
-#     assert not store._valid_key(2.8)
-
-#     for key in store._valid_key_characters:
-#         assert store._valid_key(key)
-
-#     # other characters not in store._valid_key_characters are not allowed
-#     assert not store._valid_key("*")
-#     assert not store._valid_key("~")
-#     assert not store._valid_key("^")
-
-
-# def test_validate_key():
-#     store = KVStoreV3(dict)
-
-#     # zarr.json is a valid key
-#     store._validate_key("zarr.json")
-#     # but other keys not starting with meta/ or data/ are not
-#     with pytest.raises(ValueError):
-#         store._validate_key("zar.json")
-
-#     # valid ascii keys
-#     for valid in [
-#         meta_root + "arr1.array.json",
-#         data_root + "arr1.array.json",
-#         meta_root + "subfolder/item_1-0.group.json",
-#     ]:
-#         store._validate_key(valid)
-#         # but otherwise valid keys cannot end in /
-#         with pytest.raises(ValueError):
-#             assert store._validate_key(valid + "/")
-
-#     for invalid in [0, "*", "~", "^", "&"]:
-#         with pytest.raises(ValueError):
-#             store._validate_key(invalid)
-
-
-# class StoreV3Tests(_StoreTests):
-
-#     version = 3
-#     root = meta_root
-
-#     def test_getsize(self):
-#         # TODO: determine proper getsize() behavior for v3
-#         #       Currently returns the combined size of entries under
-#         #       meta/root/path and data/root/path.
-#         #       Any path not under meta/root/ or data/root/ (including zarr.json)
-#         #       returns size 0.
-
-#         store = self.create_store()
-#         if isinstance(store, dict) or hasattr(store, "getsize"):
-#             assert 0 == getsize(store, "zarr.json")
-#             store[meta_root + "foo/a"] = b"x"
-#             assert 1 == getsize(store)
-#             assert 1 == getsize(store, "foo")
-#             store[meta_root + "foo/b"] = b"x"
-#             assert 2 == getsize(store, "foo")
-#             assert 1 == getsize(store, "foo/b")
-#             store[meta_root + "bar/a"] = b"yy"
-#             assert 2 == getsize(store, "bar")
-#             store[data_root + "bar/a"] = b"zzz"
-#             assert 5 == getsize(store, "bar")
-#             store[data_root + "baz/a"] = b"zzz"
-#             assert 3 == getsize(store, "baz")
-#             assert 10 == getsize(store)
-#             store[data_root + "quux"] = array.array("B", b"zzzz")
-#             assert 14 == getsize(store)
-#             assert 4 == getsize(store, "quux")
-#             store[data_root + "spong"] = np.frombuffer(b"zzzzz", dtype="u1")
-#             assert 19 == getsize(store)
-#             assert 5 == getsize(store, "spong")
-#         store.close()
-
-#     def test_init_array(self, dimension_separator_fixture_v3):
-
-#         pass_dim_sep, want_dim_sep = dimension_separator_fixture_v3
-
-#         store = self.create_store()
-#         path = "arr1"
-#         transformer = DummyStorageTransfomer(
-#             "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
-#         )
-#         init_array(
-#             store,
-#             path=path,
-#             shape=1000,
-#             chunks=100,
-#             dimension_separator=pass_dim_sep,
-#             storage_transformers=[transformer],
-#         )
-
-#         # check metadata
-#         mkey = meta_root + path + ".array.json"
-#         assert mkey in store
-#         meta = store._metadata_class.decode_array_metadata(store[mkey])
-#         assert (1000,) == meta["shape"]
-#         assert (100,) == meta["chunk_grid"]["chunk_shape"]
-#         assert np.dtype(None) == meta["data_type"]
-#         assert default_compressor == meta["compressor"]
-#         assert meta["fill_value"] is None
-#         # Missing MUST be assumed to be "/"
-#         assert meta["chunk_grid"]["separator"] is want_dim_sep
-#         assert len(meta["storage_transformers"]) == 1
-#         assert isinstance(meta["storage_transformers"][0], DummyStorageTransfomer)
-#         assert meta["storage_transformers"][0].test_value == DummyStorageTransfomer.TEST_CONSTANT
-#         store.close()
-
-#     def test_list_prefix(self):
-
-#         store = self.create_store()
-#         path = "arr1"
-#         init_array(store, path=path, shape=1000, chunks=100)
-
-#         expected = [meta_root + "arr1.array.json", "zarr.json"]
-#         assert sorted(store.list_prefix("")) == expected
-
-#         expected = [meta_root + "arr1.array.json"]
-#         assert sorted(store.list_prefix(meta_root.rstrip("/"))) == expected
-
-#         # cannot start prefix with '/'
-#         with pytest.raises(ValueError):
-#             store.list_prefix(prefix="/" + meta_root.rstrip("/"))
-
-#     def test_equal(self):
-#         store = self.create_store()
-#         assert store == store
-
-#     def test_rename_nonexisting(self):
-#         store = self.create_store()
-#         if store.is_erasable():
-#             with pytest.raises(ValueError):
-#                 store.rename("a", "b")
-#         else:
-#             with pytest.raises(NotImplementedError):
-#                 store.rename("a", "b")
-
-#     def test_get_partial_values(self):
-#         store = self.create_store()
-#         store.supports_efficient_get_partial_values in [True, False]
-#         store[data_root + "foo"] = b"abcdefg"
-#         store[data_root + "baz"] = b"z"
-#         assert [b"a"] == store.get_partial_values([(data_root + "foo", (0, 1))])
-#         assert [
-#             b"d",
-#             b"b",
-#             b"z",
-#             b"abc",
-#             b"defg",
-#             b"defg",
-#             b"g",
-#             b"ef",
-#         ] == store.get_partial_values(
-#             [
-#                 (data_root + "foo", (3, 1)),
-#                 (data_root + "foo", (1, 1)),
-#                 (data_root + "baz", (0, 1)),
-#                 (data_root + "foo", (0, 3)),
-#                 (data_root + "foo", (3, 4)),
-#                 (data_root + "foo", (3, None)),
-#                 (data_root + "foo", (-1, None)),
-#                 (data_root + "foo", (-3, 2)),
-#             ]
-#         )
-
-#     def test_set_partial_values(self):
-#         store = self.create_store()
-#         store.supports_efficient_set_partial_values()
-#         store[data_root + "foo"] = b"abcdefg"
-#         store.set_partial_values([(data_root + "foo", 0, b"hey")])
-#         assert store[data_root + "foo"] == b"heydefg"
-
-#         store.set_partial_values([(data_root + "baz", 0, b"z")])
-#         assert store[data_root + "baz"] == b"z"
-#         store.set_partial_values(
-#             [
-#                 (data_root + "foo", 1, b"oo"),
-#                 (data_root + "baz", 1, b"zzz"),
-#                 (data_root + "baz", 4, b"aaaa"),
-#                 (data_root + "foo", 6, b"done"),
-#             ]
-#         )
-#         assert store[data_root + "foo"] == b"hoodefdone"
-#         assert store[data_root + "baz"] == b"zzzzaaaa"
-#         store.set_partial_values(
-#             [
-#                 (data_root + "foo", -2, b"NE"),
-#                 (data_root + "baz", -5, b"q"),
-#             ]
-#         )
-#         assert store[data_root + "foo"] == b"hoodefdoNE"
-#         assert store[data_root + "baz"] == b"zzzq"
-
-
-# class TestMappingStoreV3(StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         return KVStoreV3(dict())
-
-#     def test_set_invalid_content(self):
-#         # Generic mappings support non-buffer types
-#         pass
-
-
-# class TestMemoryStoreV3(_TestMemoryStore, StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         skip_if_nested_chunks(**kwargs)
-#         return MemoryStoreV3(**kwargs)
-
-
-# class TestDirectoryStoreV3(_TestDirectoryStore, StoreV3Tests):
-#     def create_store(self, normalize_keys=False, **kwargs):
-#         # For v3, don't have to skip if nested.
-#         # skip_if_nested_chunks(**kwargs)
-
-#         path = tempfile.mkdtemp()
-#         atexit.register(atexit_rmtree, path)
-#         store = DirectoryStoreV3(path, normalize_keys=normalize_keys, **kwargs)
-#         return store
-
-#     def test_rename_nonexisting(self):
-#         store = self.create_store()
-#         with pytest.raises(FileNotFoundError):
-#             store.rename(meta_root + "a", meta_root + "b")
-
-
-# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-# class TestFSStoreV3(_TestFSStore, StoreV3Tests):
-#     def create_store(self, normalize_keys=False, dimension_separator=".", path=None, **kwargs):
-
-#         if path is None:
-#             path = tempfile.mkdtemp()
-#             atexit.register(atexit_rmtree, path)
-
-#         store = FSStoreV3(
-#             path, normalize_keys=normalize_keys, dimension_separator=dimension_separator, **kwargs
-#         )
-#         return store
-
-#     def test_init_array(self):
-#         store = self.create_store()
-#         path = "arr1"
-#         init_array(store, path=path, shape=1000, chunks=100)
-
-#         # check metadata
-#         mkey = meta_root + path + ".array.json"
-#         assert mkey in store
-#         meta = store._metadata_class.decode_array_metadata(store[mkey])
-#         assert (1000,) == meta["shape"]
-#         assert (100,) == meta["chunk_grid"]["chunk_shape"]
-#         assert np.dtype(None) == meta["data_type"]
-#         assert meta["chunk_grid"]["separator"] == "/"
-
-
-# @pytest.mark.skipif(have_fsspec is False, reason="needs fsspec")
-# class TestFSStoreV3WithKeySeparator(StoreV3Tests):
-#     def create_store(self, normalize_keys=False, key_separator=".", **kwargs):
-
-#         # Since the user is passing key_separator, that will take priority.
-#         skip_if_nested_chunks(**kwargs)
-
-#         path = tempfile.mkdtemp()
-#         atexit.register(atexit_rmtree, path)
-#         return FSStoreV3(path, normalize_keys=normalize_keys, key_separator=key_separator)
-
-
-# # TODO: enable once N5StoreV3 has been implemented
-# # @pytest.mark.skipif(True, reason="N5StoreV3 not yet fully implemented")
-# # class TestN5StoreV3(_TestN5Store, TestDirectoryStoreV3, StoreV3Tests):
-
-
-# class TestZipStoreV3(_TestZipStore, StoreV3Tests):
-
-#     ZipStoreClass = ZipStoreV3
-
-#     def create_store(self, **kwargs):
-#         path = mktemp(suffix=".zip")
-#         atexit.register(os.remove, path)
-#         store = ZipStoreV3(path, mode="w", **kwargs)
-#         return store
-
-
-# class TestDBMStoreV3(_TestDBMStore, StoreV3Tests):
-#     def create_store(self, dimension_separator=None):
-#         path = mktemp(suffix=".anydbm")
-#         atexit.register(atexit_rmglob, path + "*")
-#         # create store using default dbm implementation
-#         store = DBMStoreV3(path, flag="n", dimension_separator=dimension_separator)
-#         return store
-
-
-# class TestDBMStoreV3Dumb(_TestDBMStoreDumb, StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         path = mktemp(suffix=".dumbdbm")
-#         atexit.register(atexit_rmglob, path + "*")
-
-#         import dbm.dumb as dumbdbm
-
-#         store = DBMStoreV3(path, flag="n", open=dumbdbm.open, **kwargs)
-#         return store
-
-
-# class TestDBMStoreV3Gnu(_TestDBMStoreGnu, StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         gdbm = pytest.importorskip("dbm.gnu")
-#         path = mktemp(suffix=".gdbm")  # pragma: no cover
-#         atexit.register(os.remove, path)  # pragma: no cover
-#         store = DBMStoreV3(
-#             path, flag="n", open=gdbm.open, write_lock=False, **kwargs
-#         )  # pragma: no cover
-#         return store  # pragma: no cover
-
-
-# class TestDBMStoreV3NDBM(_TestDBMStoreNDBM, StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         ndbm = pytest.importorskip("dbm.ndbm")
-#         path = mktemp(suffix=".ndbm")  # pragma: no cover
-#         atexit.register(atexit_rmglob, path + "*")  # pragma: no cover
-#         store = DBMStoreV3(path, flag="n", open=ndbm.open, **kwargs)  # pragma: no cover
-#         return store  # pragma: no cover
-
-
-# class TestDBMStoreV3BerkeleyDB(_TestDBMStoreBerkeleyDB, StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         bsddb3 = pytest.importorskip("bsddb3")
-#         path = mktemp(suffix=".dbm")
-#         atexit.register(os.remove, path)
-#         store = DBMStoreV3(path, flag="n", open=bsddb3.btopen, write_lock=False, **kwargs)
-#         return store
-
-
-# class TestLMDBStoreV3(_TestLMDBStore, StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         pytest.importorskip("lmdb")
-#         path = mktemp(suffix=".lmdb")
-#         atexit.register(atexit_rmtree, path)
-#         buffers = True
-#         store = LMDBStoreV3(path, buffers=buffers, **kwargs)
-#         return store
-
-
-# class TestSQLiteStoreV3(_TestSQLiteStore, StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         pytest.importorskip("sqlite3")
-#         path = mktemp(suffix=".db")
-#         atexit.register(atexit_rmtree, path)
-#         store = SQLiteStoreV3(path, **kwargs)
-#         return store
-
-
-# class TestSQLiteStoreV3InMemory(_TestSQLiteStoreInMemory, StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         pytest.importorskip("sqlite3")
-#         store = SQLiteStoreV3(":memory:", **kwargs)
-#         return store
-
-
-# @skip_test_env_var("ZARR_TEST_MONGO")
-# class TestMongoDBStoreV3(StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         pytest.importorskip("pymongo")
-#         store = MongoDBStoreV3(
-#             host="127.0.0.1", database="zarr_tests", collection="zarr_tests", **kwargs
-#         )
-#         # start with an empty store
-#         store.clear()
-#         return store
-
-
-# @skip_test_env_var("ZARR_TEST_REDIS")
-# class TestRedisStoreV3(StoreV3Tests):
-#     def create_store(self, **kwargs):
-#         # TODO: this is the default host for Redis on Travis,
-#         # we probably want to generalize this though
-#         pytest.importorskip("redis")
-#         store = RedisStoreV3(host="localhost", port=6379, **kwargs)
-#         # start with an empty store
-#         store.clear()
-#         return store
-
-
-# @pytest.mark.skipif(not v3_sharding_available, reason="sharding is disabled")
-# class TestStorageTransformerV3(TestMappingStoreV3):
-#     def create_store(self, **kwargs):
-#         inner_store = super().create_store(**kwargs)
-#         dummy_transformer = DummyStorageTransfomer(
-#             "dummy_type", test_value=DummyStorageTransfomer.TEST_CONSTANT
-#         )
-#         sharding_transformer = ShardingStorageTransformer(
-#             "indexed",
-#             chunks_per_shard=2,
-#         )
-#         path = "bla"
-#         init_array(
-#             inner_store,
-#             path=path,
-#             shape=1000,
-#             chunks=100,
-#             dimension_separator=".",
-#             storage_transformers=[dummy_transformer, sharding_transformer],
-#         )
-#         store = Array(store=inner_store, path=path).chunk_store
-#         store.erase_prefix("data/root/bla/")
-#         store.clear()
-#         return store
-
-#     def test_method_forwarding(self):
-#         store = self.create_store()
-#         inner_store = store.inner_store.inner_store
-#         assert store.list() == inner_store.list()
-#         assert store.list_dir(data_root) == inner_store.list_dir(data_root)
-
-#         assert store.is_readable()
-#         assert store.is_writeable()
-#         assert store.is_listable()
-#         inner_store._readable = False
-#         inner_store._writeable = False
-#         inner_store._listable = False
-#         assert not store.is_readable()
-#         assert not store.is_writeable()
-#         assert not store.is_listable()
-
-
-# class TestLRUStoreCacheV3(_TestLRUStoreCache, StoreV3Tests):
-
-#     CountingClass = CountingDictV3
-#     LRUStoreClass = LRUStoreCacheV3
-
-
-# @skip_test_env_var("ZARR_TEST_ABS")
-# class TestABSStoreV3(_TestABSStore, StoreV3Tests):
-
-#     ABSStoreClass = ABSStoreV3
-
-
-# def test_normalize_store_arg_v3(tmpdir):
-
-#     fn = tmpdir.join("store.zip")
-#     store = normalize_store_arg(str(fn), zarr_version=3, mode="w")
-#     assert isinstance(store, ZipStoreV3)
-#     assert "zarr.json" in store
-
-#     # can't pass storage_options to non-fsspec store
-#     with pytest.raises(ValueError):
-#         normalize_store_arg(str(fn), zarr_version=3, mode="w", storage_options={"some": "kwargs"})
-
-#     if have_fsspec:
-#         import fsspec
-
-#         path = tempfile.mkdtemp()
-#         store = normalize_store_arg("file://" + path, zarr_version=3, mode="w")
-#         assert isinstance(store, FSStoreV3)
-#         assert "zarr.json" in store
-
-#         store = normalize_store_arg(fsspec.get_mapper("file://" + path), zarr_version=3)
-#         assert isinstance(store, FSStoreV3)
-
-#         # regression for https://github.com/zarr-developers/zarr-python/issues/1382
-#         # contents of zarr.json are not important for this test
-#         out = {"version": 1, "refs": {"zarr.json": "{...}"}}
-#         store = normalize_store_arg(
-#             "reference://",
-#             storage_options={"fo": out, "remote_protocol": "memory"}, zarr_version=3
-#         )
-#         assert isinstance(store, FSStoreV3)
-
-#     fn = tmpdir.join("store.n5")
-#     with pytest.raises(NotImplementedError):
-#         normalize_store_arg(str(fn), zarr_version=3, mode="w")
-
-#     # error on zarr_version=3 with a v2 store
-#     with pytest.raises(ValueError):
-#         normalize_store_arg(KVStore(dict()), zarr_version=3, mode="w")
-
-#     # error on zarr_version=2 with a v3 store
-#     with pytest.raises(ValueError):
-#         normalize_store_arg(KVStoreV3(dict()), zarr_version=2, mode="w")
-
-
-# class TestConsolidatedMetadataStoreV3(_TestConsolidatedMetadataStore):
-
-#     version = 3
-#     ConsolidatedMetadataClass = ConsolidatedMetadataStoreV3
-
-#     @property
-#     def metadata_key(self):
-#         return meta_root + "consolidated/.zmetadata"
-
-#     def test_bad_store_version(self):
-#         with pytest.raises(ValueError):
-#             self.ConsolidatedMetadataClass(KVStore(dict()))
-
-
-# def test_get_hierarchy_metadata():
-#     store = KVStoreV3({})
-
-#     # error raised if 'jarr.json' is not in the store
-#     with pytest.raises(ValueError):
-#         _get_hierarchy_metadata(store)
-
-#     store["zarr.json"] = _default_entry_point_metadata_v3
-#     assert _get_hierarchy_metadata(store) == _default_entry_point_metadata_v3
-
-#     # ValueError if only a subset of keys are present
-#     store["zarr.json"] = {"zarr_format": "https://purl.org/zarr/spec/protocol/core/3.0"}
-#     with pytest.raises(ValueError):
-#         _get_hierarchy_metadata(store)
-
-#     # ValueError if any unexpected keys are present
-#     extra_metadata = copy.copy(_default_entry_point_metadata_v3)
-#     extra_metadata["extra_key"] = "value"
-#     store["zarr.json"] = extra_metadata
-#     with pytest.raises(ValueError):
-#         _get_hierarchy_metadata(store)
-
-
-# def test_top_level_imports():
-#     for store_name in [
-#         "ABSStoreV3",
-#         "DBMStoreV3",
-#         "KVStoreV3",
-#         "DirectoryStoreV3",
-#         "LMDBStoreV3",
-#         "LRUStoreCacheV3",
-#         "MemoryStoreV3",
-#         "MongoDBStoreV3",
-#         "RedisStoreV3",
-#         "SQLiteStoreV3",
-#         "ZipStoreV3",
-#     ]:
-#         if v3_api_available:
-#             assert hasattr(zarr, store_name)  # pragma: no cover
-#         else:
-#             assert not hasattr(zarr, store_name)  # pragma: no cover
-
-
-# def _get_public_and_dunder_methods(some_class):
-#     return set(
-#         name
-#         for name, _ in inspect.getmembers(some_class, predicate=inspect.isfunction)
-#         if not name.startswith("_") or name.startswith("__")
-#     )
-
-
-# def test_storage_transformer_interface():
-#     store_v3_methods = _get_public_and_dunder_methods(StoreV3)
-#     store_v3_methods.discard("__init__")
-#     # Note, getitems() isn't mandatory when get_partial_values() is available
-#     store_v3_methods.discard("getitems")
-#     storage_transformer_methods = _get_public_and_dunder_methods(StorageTransformer)
-#     storage_transformer_methods.discard("__init__")
-#     storage_transformer_methods.discard("get_config")
-#     assert storage_transformer_methods == store_v3_methods
diff --git a/tests/v2/test_sync.py b/tests/v2/test_sync.py
deleted file mode 100644
index 76d037c2db..0000000000
--- a/tests/v2/test_sync.py
+++ /dev/null
@@ -1,319 +0,0 @@
-import atexit
-import shutil
-import tempfile
-from multiprocessing import Pool as ProcessPool
-from multiprocessing import cpu_count
-from multiprocessing.pool import ThreadPool
-from tempfile import mkdtemp
-
-import numpy as np
-from numpy.testing import assert_array_equal
-
-from zarr.v2.attrs import Attributes
-from zarr.v2.core import Array
-from zarr.v2.hierarchy import Group
-from zarr.v2.storage import DirectoryStore, KVStore, atexit_rmtree, init_array, init_group
-from zarr.v2.sync import ProcessSynchronizer, ThreadSynchronizer
-
-# zarr_version fixture must be imported although not used directly here
-from .test_attrs import TestAttributes
-from .test_core import TestArray
-from .test_hierarchy import TestGroup
-
-
-class TestAttributesWithThreadSynchronizer(TestAttributes):
-    def init_attributes(self, store, read_only=False, cache=True):
-        key = ".zattrs"
-        synchronizer = ThreadSynchronizer()
-        return Attributes(
-            store, synchronizer=synchronizer, key=key, read_only=read_only, cache=cache
-        )
-
-
-class TestAttributesProcessSynchronizer(TestAttributes):
-    def init_attributes(self, store, read_only=False, cache=True):
-        key = ".zattrs"
-        sync_path = mkdtemp()
-        atexit.register(shutil.rmtree, sync_path)
-        synchronizer = ProcessSynchronizer(sync_path)
-        return Attributes(
-            store, synchronizer=synchronizer, key=key, read_only=read_only, cache=cache
-        )
-
-
-def _append(arg):
-    z, i = arg
-
-    x = np.empty(1000, dtype="i4")
-    x[:] = i
-    shape = z.append(x)
-    return shape
-
-
-def _set_arange(arg):
-    z, i = arg
-
-    x = np.arange(i * 1000, (i * 1000) + 1000, 1)
-    z[i * 1000 : (i * 1000) + 1000] = x
-    return i
-
-
-class MixinArraySyncTests:
-    def test_parallel_setitem(self):
-        n = 100
-
-        # setup
-        arr = self.create_array(shape=n * 1000, chunks=999, dtype="i4")
-        arr[:] = 0
-        pool = self.create_pool()
-
-        # parallel setitem
-        results = pool.map(_set_arange, zip([arr] * n, range(n)), chunksize=1)
-        results = sorted(results)
-
-        assert list(range(n)) == results
-        assert_array_equal(np.arange(n * 1000), arr[:])
-
-        pool.terminate()
-
-    def test_parallel_append(self):
-        n = 100
-
-        # setup
-        arr = self.create_array(shape=1000, chunks=999, dtype="i4")
-        arr[:] = 0
-        pool = self.create_pool()
-
-        # parallel append
-        results = pool.map(_append, zip([arr] * n, range(n)), chunksize=1)
-        results = sorted(results)
-
-        assert [((i + 2) * 1000,) for i in range(n)] == results
-        assert ((n + 1) * 1000,) == arr.shape
-
-        pool.terminate()
-
-
-class TestArrayWithThreadSynchronizer(TestArray, MixinArraySyncTests):
-    def create_array(self, read_only=False, **kwargs):
-        store = KVStore(dict())
-        cache_metadata = kwargs.pop("cache_metadata", True)
-        cache_attrs = kwargs.pop("cache_attrs", True)
-        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
-        init_array(store, **kwargs)
-        return Array(
-            store,
-            synchronizer=ThreadSynchronizer(),
-            read_only=read_only,
-            cache_metadata=cache_metadata,
-            cache_attrs=cache_attrs,
-            write_empty_chunks=write_empty_chunks,
-        )
-
-    # noinspection PyMethodMayBeStatic
-    def create_pool(self):
-        pool = ThreadPool(cpu_count())
-        return pool
-
-    def test_hexdigest(self):
-        # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
-        assert "f710da18d45d38d4aaf2afd7fb822fdd73d02957" == z.hexdigest()
-
-        # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<f4")
-        assert "1437428e69754b1e1a38bd7fc9e43669577620db" == z.hexdigest()
-
-        # Check basic 2-D array
-        z = self.create_array(
-            shape=(
-                20,
-                35,
-            ),
-            chunks=10,
-            dtype="<i4",
-        )
-        assert "6c530b6b9d73e108cc5ee7b6be3d552cc994bdbe" == z.hexdigest()
-
-        # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
-        z[200:400] = np.arange(200, 400, dtype="i4")
-        assert "4c0a76fb1222498e09dcd92f7f9221d6cea8b40e" == z.hexdigest()
-
-        # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
-        z.attrs["foo"] = "bar"
-        assert "05b0663ffe1785f38d3a459dec17e57a18f254af" == z.hexdigest()
-
-
-class TestArrayWithProcessSynchronizer(TestArray, MixinArraySyncTests):
-    def create_array(self, read_only=False, **kwargs):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = DirectoryStore(path)
-        cache_metadata = kwargs.pop("cache_metadata", False)
-        cache_attrs = kwargs.pop("cache_attrs", False)
-        write_empty_chunks = kwargs.pop("write_empty_chunks", True)
-        init_array(store, **kwargs)
-        sync_path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, sync_path)
-        synchronizer = ProcessSynchronizer(sync_path)
-        return Array(
-            store,
-            synchronizer=synchronizer,
-            read_only=read_only,
-            cache_metadata=cache_metadata,
-            cache_attrs=cache_attrs,
-            write_empty_chunks=write_empty_chunks,
-        )
-
-    # noinspection PyMethodMayBeStatic
-    def create_pool(self):
-        pool = ProcessPool(processes=cpu_count())
-        return pool
-
-    def test_hexdigest(self):
-        # Check basic 1-D array
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
-        assert "f710da18d45d38d4aaf2afd7fb822fdd73d02957" == z.hexdigest()
-
-        # Check basic 1-D array with different type
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<f4")
-        assert "1437428e69754b1e1a38bd7fc9e43669577620db" == z.hexdigest()
-
-        # Check basic 2-D array
-        z = self.create_array(
-            shape=(
-                20,
-                35,
-            ),
-            chunks=10,
-            dtype="<i4",
-        )
-        assert "6c530b6b9d73e108cc5ee7b6be3d552cc994bdbe" == z.hexdigest()
-
-        # Check basic 1-D array with some data
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
-        z[200:400] = np.arange(200, 400, dtype="i4")
-        assert "4c0a76fb1222498e09dcd92f7f9221d6cea8b40e" == z.hexdigest()
-
-        # Check basic 1-D array with attributes
-        z = self.create_array(shape=(1050,), chunks=100, dtype="<i4")
-        z.attrs["foo"] = "bar"
-        assert "05b0663ffe1785f38d3a459dec17e57a18f254af" == z.hexdigest()
-
-    def test_object_arrays_danger(self):
-        # skip this one, metadata get reloaded in each process
-        pass
-
-
-def _create_group(arg):
-    g, name = arg
-    h = g.create_group(name)
-    return h.name
-
-
-def _require_group(arg):
-    g, name = arg
-    h = g.require_group(name)
-    return h.name
-
-
-class MixinGroupSyncTests:
-    def test_parallel_create_group(self):
-        # setup
-        g = self.create_group()
-        pool = self.create_pool()
-
-        # parallel create group
-        n = 100
-        results = list(
-            pool.map(_create_group, zip([g] * n, [str(i) for i in range(n)]), chunksize=1)
-        )
-        assert n == len(results)
-        pool.close()
-        pool.terminate()
-
-        assert n == len(g)
-
-        pool.terminate()
-
-    def test_parallel_require_group(self):
-        # setup
-        g = self.create_group()
-        pool = self.create_pool()
-
-        # parallel require group
-        n = 100
-        results = list(
-            pool.map(_require_group, zip([g] * n, [str(i // 10) for i in range(n)]), chunksize=1)
-        )
-        assert n == len(results)
-        pool.close()
-        pool.terminate()
-
-        assert n // 10 == len(g)
-
-        pool.terminate()
-
-
-class TestGroupWithThreadSynchronizer(TestGroup, MixinGroupSyncTests):
-    def create_group(
-        self, store=None, path=None, read_only=False, chunk_store=None, synchronizer=None
-    ):
-        if store is None:
-            store, chunk_store = self.create_store()
-        init_group(store, path=path, chunk_store=chunk_store)
-        synchronizer = ThreadSynchronizer()
-        g = Group(
-            store,
-            path=path,
-            read_only=read_only,
-            chunk_store=chunk_store,
-            synchronizer=synchronizer,
-        )
-        return g
-
-    # noinspection PyMethodMayBeStatic
-    def create_pool(self):
-        pool = ThreadPool(cpu_count())
-        return pool
-
-    def test_synchronizer_property(self):
-        g = self.create_group()
-        assert isinstance(g.synchronizer, ThreadSynchronizer)
-
-
-class TestGroupWithProcessSynchronizer(TestGroup, MixinGroupSyncTests):
-    def create_store(self):
-        path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, path)
-        store = DirectoryStore(path)
-        return store, None
-
-    def create_group(
-        self, store=None, path=None, read_only=False, chunk_store=None, synchronizer=None
-    ):
-        if store is None:
-            store, chunk_store = self.create_store()
-        init_group(store, path=path, chunk_store=chunk_store)
-        sync_path = tempfile.mkdtemp()
-        atexit.register(atexit_rmtree, sync_path)
-        synchronizer = ProcessSynchronizer(sync_path)
-        g = Group(
-            store,
-            path=path,
-            read_only=read_only,
-            synchronizer=synchronizer,
-            chunk_store=chunk_store,
-        )
-        return g
-
-    # noinspection PyMethodMayBeStatic
-    def create_pool(self):
-        pool = ProcessPool(processes=cpu_count())
-        return pool
-
-    def test_synchronizer_property(self):
-        g = self.create_group()
-        assert isinstance(g.synchronizer, ProcessSynchronizer)
diff --git a/tests/v2/test_util.py b/tests/v2/test_util.py
deleted file mode 100644
index 0111165df9..0000000000
--- a/tests/v2/test_util.py
+++ /dev/null
@@ -1,292 +0,0 @@
-import re
-from unittest import mock
-
-import numpy as np
-import pytest
-
-from zarr.v2.core import Array
-from zarr.v2.util import (
-    ConstantMap,
-    all_equal,
-    flatten,
-    guess_chunks,
-    human_readable_size,
-    info_html_report,
-    info_text_report,
-    is_total_slice,
-    json_dumps,
-    normalize_chunks,
-    normalize_dimension_separator,
-    normalize_fill_value,
-    normalize_order,
-    normalize_resize_args,
-    normalize_shape,
-    retry_call,
-    tree_array_icon,
-    tree_group_icon,
-    tree_get_icon,
-    tree_widget,
-)
-
-
-def test_normalize_dimension_separator():
-    assert None is normalize_dimension_separator(None)
-    assert "/" == normalize_dimension_separator("/")
-    assert "." == normalize_dimension_separator(".")
-    with pytest.raises(ValueError):
-        normalize_dimension_separator("X")
-
-
-def test_normalize_shape():
-    assert (100,) == normalize_shape((100,))
-    assert (100,) == normalize_shape([100])
-    assert (100,) == normalize_shape(100)
-    with pytest.raises(TypeError):
-        normalize_shape(None)
-    with pytest.raises(ValueError):
-        normalize_shape("foo")
-
-
-def test_normalize_chunks():
-    assert (10,) == normalize_chunks((10,), (100,), 1)
-    assert (10,) == normalize_chunks([10], (100,), 1)
-    assert (10,) == normalize_chunks(10, (100,), 1)
-    assert (10, 10) == normalize_chunks((10, 10), (100, 10), 1)
-    assert (10, 10) == normalize_chunks(10, (100, 10), 1)
-    assert (10, 10) == normalize_chunks((10, None), (100, 10), 1)
-    assert (30, 30, 30) == normalize_chunks(30, (100, 20, 10), 1)
-    assert (30, 20, 10) == normalize_chunks((30,), (100, 20, 10), 1)
-    assert (30, 20, 10) == normalize_chunks((30, None), (100, 20, 10), 1)
-    assert (30, 20, 10) == normalize_chunks((30, None, None), (100, 20, 10), 1)
-    assert (30, 20, 10) == normalize_chunks((30, 20, None), (100, 20, 10), 1)
-    assert (30, 20, 10) == normalize_chunks((30, 20, 10), (100, 20, 10), 1)
-    with pytest.raises(ValueError):
-        normalize_chunks("foo", (100,), 1)
-    with pytest.raises(ValueError):
-        normalize_chunks((100, 10), (100,), 1)
-
-    # test auto-chunking
-    assert (100,) == normalize_chunks(None, (100,), 1)
-    assert (100,) == normalize_chunks(-1, (100,), 1)
-    assert (30, 20, 10) == normalize_chunks((30, -1, None), (100, 20, 10), 1)
-
-
-def test_is_total_slice():
-    # 1D
-    assert is_total_slice(Ellipsis, (100,))
-    assert is_total_slice(slice(None), (100,))
-    assert is_total_slice(slice(0, 100), (100,))
-    assert not is_total_slice(slice(0, 50), (100,))
-    assert not is_total_slice(slice(0, 100, 2), (100,))
-
-    # 2D
-    assert is_total_slice(Ellipsis, (100, 100))
-    assert is_total_slice(slice(None), (100, 100))
-    assert is_total_slice((slice(None), slice(None)), (100, 100))
-    assert is_total_slice((slice(0, 100), slice(0, 100)), (100, 100))
-    assert not is_total_slice((slice(0, 100), slice(0, 50)), (100, 100))
-    assert not is_total_slice((slice(0, 50), slice(0, 100)), (100, 100))
-    assert not is_total_slice((slice(0, 50), slice(0, 50)), (100, 100))
-    assert not is_total_slice((slice(0, 100, 2), slice(0, 100)), (100, 100))
-
-    with pytest.raises(TypeError):
-        is_total_slice("foo", (100,))
-
-
-def test_normalize_resize_args():
-    # 1D
-    assert (200,) == normalize_resize_args((100,), 200)
-    assert (200,) == normalize_resize_args((100,), (200,))
-
-    # 2D
-    assert (200, 100) == normalize_resize_args((100, 100), (200, 100))
-    assert (200, 100) == normalize_resize_args((100, 100), (200, None))
-    assert (200, 100) == normalize_resize_args((100, 100), 200, 100)
-    assert (200, 100) == normalize_resize_args((100, 100), 200, None)
-
-    with pytest.raises(ValueError):
-        normalize_resize_args((100,), (200, 100))
-
-
-def test_human_readable_size():
-    assert "100" == human_readable_size(100)
-    assert "1.0K" == human_readable_size(2**10)
-    assert "1.0M" == human_readable_size(2**20)
-    assert "1.0G" == human_readable_size(2**30)
-    assert "1.0T" == human_readable_size(2**40)
-    assert "1.0P" == human_readable_size(2**50)
-
-
-def test_normalize_order():
-    assert "F" == normalize_order("F")
-    assert "C" == normalize_order("C")
-    assert "F" == normalize_order("f")
-    assert "C" == normalize_order("c")
-    with pytest.raises(ValueError):
-        normalize_order("foo")
-
-
-def test_normalize_fill_value():
-    assert b"" == normalize_fill_value(0, dtype=np.dtype("S1"))
-    structured_dtype = np.dtype([("foo", "S3"), ("bar", "i4"), ("baz", "f8")])
-    expect = np.array((b"", 0, 0.0), dtype=structured_dtype)[()]
-    assert expect == normalize_fill_value(0, dtype=structured_dtype)
-    assert expect == normalize_fill_value(expect, dtype=structured_dtype)
-    assert "" == normalize_fill_value(0, dtype=np.dtype("U1"))
-
-
-def test_guess_chunks():
-    shapes = (
-        (100,),
-        (100, 100),
-        (1000000,),
-        (1000000000,),
-        (10000000000000000000000,),
-        (10000, 10000),
-        (10000000, 1000),
-        (1000, 10000000),
-        (10000000, 1000, 2),
-        (1000, 10000000, 2),
-        (10000, 10000, 10000),
-        (100000, 100000, 100000),
-        (1000000000, 1000000000, 1000000000),
-        (0,),
-        (0, 0),
-        (10, 0),
-        (0, 10),
-        (1, 2, 0, 4, 5),
-    )
-    for shape in shapes:
-        chunks = guess_chunks(shape, 1)
-        assert isinstance(chunks, tuple)
-        assert len(chunks) == len(shape)
-        # doesn't make any sense to allow chunks to have zero length dimension
-        assert all(0 < c <= max(s, 1) for c, s in zip(chunks, shape))
-
-    # ludicrous itemsize
-    chunks = guess_chunks((1000000,), 40000000000)
-    assert isinstance(chunks, tuple)
-    assert (1,) == chunks
-
-
-def test_info_text_report():
-    items = [("foo", "bar"), ("baz", "qux")]
-    expect = "foo : bar\nbaz : qux\n"
-    assert expect == info_text_report(items)
-
-
-def test_info_html_report():
-    items = [("foo", "bar"), ("baz", "qux")]
-    actual = info_html_report(items)
-    assert "<table" == actual[:6]
-    assert "</table>" == actual[-8:]
-
-
-def test_tree_get_icon():
-    assert tree_get_icon("Array") == tree_array_icon
-    assert tree_get_icon("Group") == tree_group_icon
-    with pytest.raises(ValueError):
-        tree_get_icon("Baz")
-
-
-@mock.patch.dict("sys.modules", {"ipytree": None})
-def test_tree_widget_missing_ipytree():
-    pattern = (
-        "Run `pip install zarr[jupyter]` or `conda install ipytree`"
-        "to get the required ipytree dependency for displaying the tree "
-        "widget. If using jupyterlab<3, you also need to run "
-        "`jupyter labextension install ipytree`"
-    )
-    with pytest.raises(ImportError, match=re.escape(pattern)):
-        tree_widget(None, None, None)
-
-
-def test_retry_call():
-    class Fixture:
-        def __init__(self, pass_on=1):
-            self.c = 0
-            self.pass_on = pass_on
-
-        def __call__(self):
-            self.c += 1
-            if self.c != self.pass_on:
-                raise PermissionError
-
-    for x in range(1, 11):
-        # Any number of failures less than 10 will be accepted.
-        fixture = Fixture(pass_on=x)
-        retry_call(fixture, exceptions=(PermissionError,), wait=0)
-        assert fixture.c == x
-
-    def fail(x):
-        # Failures after 10 will cause an error to be raised.
-        retry_call(Fixture(pass_on=x), exceptions=(Exception,), wait=0)
-
-    for x in range(11, 15):
-        pytest.raises(PermissionError, fail, x)
-
-
-def test_flatten():
-    assert list(
-        flatten(
-            [
-                "0",
-                [
-                    "1",
-                    [
-                        "2",
-                        [
-                            "3",
-                            [
-                                4,
-                            ],
-                        ],
-                    ],
-                ],
-            ]
-        )
-    ) == ["0", "1", "2", "3", 4]
-    assert list(flatten("foo")) == ["f", "o", "o"]
-    assert list(flatten(["foo"])) == ["foo"]
-
-
-def test_all_equal():
-    assert all_equal(0, np.zeros((10, 10, 10)))
-    assert not all_equal(1, np.zeros((10, 10, 10)))
-
-    assert all_equal(1, np.ones((10, 10, 10)))
-    assert not all_equal(1, 1 + np.ones((10, 10, 10)))
-
-    assert all_equal(np.nan, np.array([np.nan, np.nan]))
-    assert not all_equal(np.nan, np.array([np.nan, 1.0]))
-
-    assert all_equal({"a": -1}, np.array([{"a": -1}, {"a": -1}], dtype="object"))
-    assert not all_equal({"a": -1}, np.array([{"a": -1}, {"a": 2}], dtype="object"))
-
-    assert all_equal(np.timedelta64(999, "D"), np.array([999, 999], dtype="timedelta64[D]"))
-    assert not all_equal(np.timedelta64(999, "D"), np.array([999, 998], dtype="timedelta64[D]"))
-
-    # all_equal(None, *) always returns False
-    assert not all_equal(None, np.array([None, None]))
-    assert not all_equal(None, np.array([None, 10]))
-
-
-def test_json_dumps_numpy_dtype():
-    assert json_dumps(np.int64(0)) == json_dumps(0)
-    assert json_dumps(np.float32(0)) == json_dumps(float(0))
-    # Check that we raise the error of the superclass for unsupported object
-    with pytest.raises(TypeError):
-        json_dumps(Array)
-
-
-def test_constant_map():
-    val = object()
-    m = ConstantMap(keys=[1, 2], constant=val)
-    assert len(m) == 2
-    assert m[1] is val
-    assert m[2] is val
-    assert 1 in m
-    assert 0 not in m
-    with pytest.raises(KeyError):
-        m[0]
-    assert repr(m) == repr({1: val, 2: val})
diff --git a/tests/v2/util.py b/tests/v2/util.py
deleted file mode 100644
index 12c5e379f6..0000000000
--- a/tests/v2/util.py
+++ /dev/null
@@ -1,91 +0,0 @@
-import collections
-import os
-import tempfile
-from typing import Any, Mapping, Sequence
-from zarr.v2.context import Context
-
-from zarr.v2.storage import Store
-
-import pytest
-
-
-class CountingDict(Store):
-    def __init__(self):
-        self.wrapped = dict()
-        self.counter = collections.Counter()
-
-    def __len__(self):
-        self.counter["__len__"] += 1
-        return len(self.wrapped)
-
-    def keys(self):
-        self.counter["keys"] += 1
-        return self.wrapped.keys()
-
-    def __iter__(self):
-        self.counter["__iter__"] += 1
-        return iter(self.wrapped)
-
-    def __contains__(self, item):
-        self.counter["__contains__", item] += 1
-        return item in self.wrapped
-
-    def __getitem__(self, item):
-        self.counter["__getitem__", item] += 1
-        return self.wrapped[item]
-
-    def __setitem__(self, key, value):
-        self.counter["__setitem__", key] += 1
-        self.wrapped[key] = value
-
-    def __delitem__(self, key):
-        self.counter["__delitem__", key] += 1
-        del self.wrapped[key]
-
-    def getitems(
-        self, keys: Sequence[str], *, contexts: Mapping[str, Context]
-    ) -> Mapping[str, Any]:
-        for key in keys:
-            self.counter["__getitem__", key] += 1
-        return {k: self.wrapped[k] for k in keys if k in self.wrapped}
-
-
-def skip_test_env_var(name):
-    """Checks for environment variables indicating whether tests requiring services should be run"""
-    value = os.environ.get(name, "0")
-    return pytest.mark.skipif(value == "0", reason="Tests not enabled via environment variable")
-
-
-try:
-    import fsspec  # noqa: F401
-
-    have_fsspec = True
-except ImportError:  # pragma: no cover
-    have_fsspec = False
-
-
-def abs_container():
-    from azure.core.exceptions import ResourceExistsError
-    import azure.storage.blob as asb
-
-    URL = "http://127.0.0.1:10000"
-    ACCOUNT_NAME = "devstoreaccount1"
-    KEY = "Eby8vdM02xNOcqFlqUwJPLlmEtlCDXJ1OUzFT50uSRZ6IFsuFq2UVErCz4I6tq/K1SZFPTOtr/KBHBeksoGMGw=="
-    CONN_STR = (
-        f"DefaultEndpointsProtocol=http;AccountName={ACCOUNT_NAME};"
-        f"AccountKey={KEY};BlobEndpoint={URL}/{ACCOUNT_NAME};"
-    )
-
-    blob_service_client = asb.BlobServiceClient.from_connection_string(CONN_STR)
-    try:
-        container_client = blob_service_client.create_container("test")
-    except ResourceExistsError:
-        container_client = blob_service_client.get_container_client("test")
-
-    return container_client
-
-
-def mktemp(**kwargs):
-    f = tempfile.NamedTemporaryFile(**kwargs)
-    f.close()
-    return f.name
diff --git a/tests/v3/test_codecs/test_codecs.py b/tests/v3/test_codecs/test_codecs.py
index 57103d17c2..8e98cf20f5 100644
--- a/tests/v3/test_codecs/test_codecs.py
+++ b/tests/v3/test_codecs/test_codecs.py
@@ -7,7 +7,6 @@
 import numpy as np
 import pytest
 
-import zarr.v2.creation
 from zarr import Array, AsyncArray, config
 from zarr.codecs import (
     BytesCodec,
@@ -18,7 +17,6 @@
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.indexing import Selection, morton_order_iter
 from zarr.store import StorePath
-from zarr.testing.utils import assert_bytes_equal
 
 if TYPE_CHECKING:
     from zarr.abc.codec import Codec
@@ -118,21 +116,6 @@ async def test_order(
         assert not read_data.flags["F_CONTIGUOUS"]
         assert read_data.flags["C_CONTIGUOUS"]
 
-    if not with_sharding:
-        # Compare with zarr-python
-        z = zarr.v2.creation.create(
-            shape=data.shape,
-            chunks=(32, 8),
-            dtype="<u2",
-            order=store_order,
-            compressor=None,
-            fill_value=1,
-        )
-        z[:, :] = data
-        assert_bytes_equal(
-            await store.get(f"{path}/0.0", prototype=default_buffer_prototype()), z._store["0.0"]
-        )
-
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
 @pytest.mark.parametrize("input_order", ["F", "C"])
@@ -255,90 +238,6 @@ async def test_delete_empty_chunks(store: Store) -> None:
     assert await store.get(f"{path}/c0/0", prototype=default_buffer_prototype()) is None
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-async def test_zarr_compat(store: Store) -> None:
-    data = np.zeros((16, 18), dtype="uint16")
-    path = "zarr_compat3"
-    spath = StorePath(store, path)
-    a = await AsyncArray.create(
-        spath,
-        shape=data.shape,
-        chunk_shape=(10, 10),
-        dtype=data.dtype,
-        chunk_key_encoding=("v2", "."),
-        fill_value=1,
-    )
-
-    z2 = zarr.v2.creation.create(
-        shape=data.shape,
-        chunks=(10, 10),
-        dtype=data.dtype,
-        compressor=None,
-        fill_value=1,
-    )
-
-    await _AsyncArrayProxy(a)[:16, :18].set(data)
-    z2[:16, :18] = data
-    assert np.array_equal(data, await _AsyncArrayProxy(a)[:16, :18].get())
-    assert np.array_equal(data, z2[:16, :18])
-
-    assert_bytes_equal(
-        z2._store["0.0"], await store.get(f"{path}/0.0", prototype=default_buffer_prototype())
-    )
-    assert_bytes_equal(
-        z2._store["0.1"], await store.get(f"{path}/0.1", prototype=default_buffer_prototype())
-    )
-    assert_bytes_equal(
-        z2._store["1.0"], await store.get(f"{path}/1.0", prototype=default_buffer_prototype())
-    )
-    assert_bytes_equal(
-        z2._store["1.1"], await store.get(f"{path}/1.1", prototype=default_buffer_prototype())
-    )
-
-
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
-async def test_zarr_compat_F(store: Store) -> None:
-    data = np.zeros((16, 18), dtype="uint16", order="F")
-    path = "zarr_compatF3"
-    spath = StorePath(store, path)
-    a = await AsyncArray.create(
-        spath,
-        shape=data.shape,
-        chunk_shape=(10, 10),
-        dtype=data.dtype,
-        chunk_key_encoding=("v2", "."),
-        fill_value=1,
-        codecs=[TransposeCodec(order=order_from_dim("F", data.ndim)), BytesCodec()],
-    )
-
-    z2 = zarr.v2.creation.create(
-        shape=data.shape,
-        chunks=(10, 10),
-        dtype=data.dtype,
-        compressor=None,
-        order="F",
-        fill_value=1,
-    )
-
-    await _AsyncArrayProxy(a)[:16, :18].set(data)
-    z2[:16, :18] = data
-    assert np.array_equal(data, await _AsyncArrayProxy(a)[:16, :18].get())
-    assert np.array_equal(data, z2[:16, :18])
-
-    assert_bytes_equal(
-        z2._store["0.0"], await store.get(f"{path}/0.0", prototype=default_buffer_prototype())
-    )
-    assert_bytes_equal(
-        z2._store["0.1"], await store.get(f"{path}/0.1", prototype=default_buffer_prototype())
-    )
-    assert_bytes_equal(
-        z2._store["1.0"], await store.get(f"{path}/1.0", prototype=default_buffer_prototype())
-    )
-    assert_bytes_equal(
-        z2._store["1.1"], await store.get(f"{path}/1.1", prototype=default_buffer_prototype())
-    )
-
-
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
 async def test_dimension_names(store: Store) -> None:
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
diff --git a/tests/v3/test_codecs/test_endian.py b/tests/v3/test_codecs/test_endian.py
index 3c36c90b81..5b5b2eb899 100644
--- a/tests/v3/test_codecs/test_endian.py
+++ b/tests/v3/test_codecs/test_endian.py
@@ -3,13 +3,10 @@
 import numpy as np
 import pytest
 
-import zarr.v2.creation
 from zarr import AsyncArray
 from zarr.abc.store import Store
 from zarr.codecs import BytesCodec
-from zarr.core.buffer import default_buffer_prototype
 from zarr.store.common import StorePath
-from zarr.testing.utils import assert_bytes_equal
 
 from .test_codecs import _AsyncArrayProxy
 
@@ -34,19 +31,6 @@ async def test_endian(store: Store, endian: Literal["big", "little"]) -> None:
     readback_data = await _AsyncArrayProxy(a)[:, :].get()
     assert np.array_equal(data, readback_data)
 
-    # Compare with v2
-    z = zarr.v2.creation.create(
-        shape=data.shape,
-        chunks=(16, 16),
-        dtype=">u2" if endian == "big" else "<u2",
-        compressor=None,
-        fill_value=1,
-    )
-    z[:, :] = data
-    assert_bytes_equal(
-        await store.get(f"{path}/0.0", prototype=default_buffer_prototype()), z._store["0.0"]
-    )
-
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
 @pytest.mark.parametrize("dtype_input_endian", [">u2", "<u2"])
@@ -72,16 +56,3 @@ async def test_endian_write(
     await _AsyncArrayProxy(a)[:, :].set(data)
     readback_data = await _AsyncArrayProxy(a)[:, :].get()
     assert np.array_equal(data, readback_data)
-
-    # Compare with zarr-python
-    z = zarr.v2.creation.create(
-        shape=data.shape,
-        chunks=(16, 16),
-        dtype=">u2" if dtype_store_endian == "big" else "<u2",
-        compressor=None,
-        fill_value=1,
-    )
-    z[:, :] = data
-    assert_bytes_equal(
-        await store.get(f"{path}/0.0", prototype=default_buffer_prototype()), z._store["0.0"]
-    )
diff --git a/tests/v3/test_codecs/test_transpose.py b/tests/v3/test_codecs/test_transpose.py
index c42c56034a..4eff57bab9 100644
--- a/tests/v3/test_codecs/test_transpose.py
+++ b/tests/v3/test_codecs/test_transpose.py
@@ -3,11 +3,9 @@
 import numpy as np
 import pytest
 
-import zarr.v2.creation
 from zarr import Array, AsyncArray, config
 from zarr.abc.store import Store
 from zarr.codecs import BytesCodec, ShardingCodec, TransposeCodec
-from zarr.core.buffer import default_buffer_prototype
 from zarr.core.common import MemoryOrder
 from zarr.store.common import StorePath
 
@@ -70,21 +68,6 @@ async def test_transpose(
         assert not read_data.flags["F_CONTIGUOUS"]
         assert read_data.flags["C_CONTIGUOUS"]
 
-    if not with_sharding:
-        # Compare with zarr-python
-        z = zarr.v2.creation.create(
-            shape=data.shape,
-            chunks=(1, 32, 8),
-            dtype="<u2",
-            order="F",
-            compressor=None,
-            fill_value=1,
-        )
-        z[:, :] = data
-        assert await store.get(
-            "transpose/0.0", prototype=default_buffer_prototype()
-        ) == await store.get("transpose_zarr/0.0", default_buffer_prototype())
-
 
 @pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
 @pytest.mark.parametrize("order", [[1, 2, 0], [1, 2, 3, 0], [3, 2, 4, 0, 1]])

From 5e57f75e30a01370b6d5c2b764cd4f1adcf5f47e Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 24 Sep 2024 08:28:59 -0700
Subject: [PATCH 0695/1078] fix: selection with zarr arrays (#2137)

* fix: selection with zarr arrays

* fixup

* Update src/zarr/core/indexing.py

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Apply suggestions from code review

* lint

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 src/zarr/core/indexing.py | 27 ++++++++++++++++++++++++---
 tests/v3/test_indexing.py | 17 +++++++++++++++++
 2 files changed, 41 insertions(+), 3 deletions(-)

diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index caf57e212a..0ead269f44 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -35,7 +35,6 @@
 ArrayOfIntOrBool = npt.NDArray[np.intp] | npt.NDArray[np.bool_]
 BasicSelector = int | slice | EllipsisType
 Selector = BasicSelector | ArrayOfIntOrBool
-
 BasicSelection = BasicSelector | tuple[BasicSelector, ...]  # also used for BlockIndex
 CoordinateSelection = IntSequence | tuple[IntSequence, ...]
 MaskSelection = npt.NDArray[np.bool_]
@@ -75,6 +74,15 @@ def err_too_many_indices(selection: Any, shape: ChunkCoords) -> None:
     raise IndexError(f"too many indices for array; expected {len(shape)}, got {len(selection)}")
 
 
+def _zarr_array_to_int_or_bool_array(arr: Array) -> npt.NDArray[np.intp] | npt.NDArray[np.bool_]:
+    if arr.dtype.kind in ("i", "b"):
+        return np.asarray(arr)
+    else:
+        raise IndexError(
+            f"Invalid array dtype: {arr.dtype}. Arrays used as indices must be of integer or boolean type"
+        )
+
+
 @runtime_checkable
 class Indexer(Protocol):
     shape: ChunkCoords
@@ -842,7 +850,14 @@ def __iter__(self) -> Iterator[ChunkProjection]:
 class OIndex:
     array: Array
 
-    def __getitem__(self, selection: OrthogonalSelection) -> NDArrayLike:
+    # TODO: develop Array generic and move zarr.Array[np.intp] | zarr.Array[np.bool_] to ArrayOfIntOrBool
+    def __getitem__(self, selection: OrthogonalSelection | Array) -> NDArrayLike:
+        from zarr.core.array import Array
+
+        # if input is a Zarr array, we materialize it now.
+        if isinstance(selection, Array):
+            selection = _zarr_array_to_int_or_bool_array(selection)
+
         fields, new_selection = pop_fields(selection)
         new_selection = ensure_tuple(new_selection)
         new_selection = replace_lists(new_selection)
@@ -1130,7 +1145,13 @@ def __init__(self, selection: MaskSelection, shape: ChunkCoords, chunk_grid: Chu
 class VIndex:
     array: Array
 
-    def __getitem__(self, selection: CoordinateSelection | MaskSelection) -> NDArrayLike:
+    # TODO: develop Array generic and move zarr.Array[np.intp] | zarr.Array[np.bool_] to ArrayOfIntOrBool
+    def __getitem__(self, selection: CoordinateSelection | MaskSelection | Array) -> NDArrayLike:
+        from zarr.core.array import Array
+
+        # if input is a Zarr array, we materialize it now.
+        if isinstance(selection, Array):
+            selection = _zarr_array_to_int_or_bool_array(selection)
         fields, new_selection = pop_fields(selection)
         new_selection = ensure_tuple(new_selection)
         new_selection = replace_lists(new_selection)
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index 8b509f93d1..81dc67f388 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -1861,3 +1861,20 @@ def test_orthogonal_bool_indexing_like_numpy_ix(
     # note: in python 3.10 z[*selection] is not valid unpacking syntax
     actual = z[(*selection,)]
     assert_array_equal(expected, actual, err_msg=f"{selection=}")
+
+
+def test_indexing_with_zarr_array(store: StorePath) -> None:
+    # regression test for https://github.com/zarr-developers/zarr-python/issues/2133
+    a = np.arange(10)
+    za = zarr.array(a, chunks=2, store=store, path="a")
+    ix = [False, True, False, True, False, True, False, True, False, True]
+    ii = [0, 2, 4, 5]
+
+    zix = zarr.array(ix, chunks=2, store=store, dtype="bool", path="ix")
+    zii = zarr.array(ii, chunks=2, store=store, dtype="i4", path="ii")
+    assert_array_equal(a[ix], za[zix])
+    assert_array_equal(a[ix], za.oindex[zix])
+    assert_array_equal(a[ix], za.vindex[zix])
+
+    assert_array_equal(a[ii], za[zii])
+    assert_array_equal(a[ii], za.oindex[zii])

From 53f600b2e8fed934202f60d3ed4f1a23395ea248 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 24 Sep 2024 10:34:33 -0700
Subject: [PATCH 0696/1078] Update TEAM.md (#2227)

---
 TEAM.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/TEAM.md b/TEAM.md
index 824e57fa7f..e6975d7c04 100644
--- a/TEAM.md
+++ b/TEAM.md
@@ -8,6 +8,8 @@
 - @martindurant (Martin Durant)
 - @normanrz (Norman Rzepka)
 - @dstansby (David Stansby)
+- @dcherian (Deepak Cherian)
+- @TomAugspurger (Tom Augspurger)
 
 ## Emeritus core-developers
 - @alimanfoo (Alistair Miles)

From 4cbb17eb1c0e8aaca0fd32fa02de08dcdd1a01ab Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 25 Sep 2024 00:09:47 +0200
Subject: [PATCH 0697/1078] Apply and enforce more ruff rules (#2053)

* Apply ruff/Perflint rule PERF102

PERF102 When using only the keys of a dict use the `keys()` method

* Apply ruff/Perflint rule PERF401

PERF401 Use an async list comprehension to create a transformed list

* Apply ruff/flake8-pytest-style rule PT022

* Fix pre-commit warning

Ignore lint rules conflicting with the ruff formatter

* Apply ruff/pygrep-hooks rule PGH003

PGH003 Use specific rule codes when ignoring type issues

* Apply ruff/pygrep-hooks rule PGH004

PGH004 Use specific rule codes when using `noqa`

* Enforce ruff/pygrep-hooks rules (PGH)

* Apply ruff/flake8-comprehensions rule C417

C417 Unnecessary `map` usage (rewrite using a generator expression)

* Apply ruff/flake8-pyi rule PYI032

PYI032 Prefer `object` to `Any` for the second parameter to `__eq__`

* Apply ruff/flake8-pyi rule PYI036

PYI036 Returning Any from function

* Apply ruff/flake8-pyi rule PYI038

* Apply ruff/flake8-pyi rule PYI041

PYI041 Use `complex` instead of `float | complex`
PYI041 Use `float` instead of `int | float`

* Apply ruff/flake8-pyi rule PYI055

PYI055 Multiple `type` members in a union. Combine them into one.
---
 pyproject.toml                             | 28 ++++++++++++++++++----
 src/zarr/abc/store.py                      | 10 ++++++--
 src/zarr/api/asynchronous.py               | 10 ++++----
 src/zarr/codecs/transpose.py               |  6 ++---
 src/zarr/core/array.py                     |  7 +++---
 src/zarr/core/attributes.py                |  2 +-
 src/zarr/core/buffer/core.py               |  6 ++---
 src/zarr/core/buffer/cpu.py                |  4 ++--
 src/zarr/core/buffer/gpu.py                |  4 ++--
 src/zarr/core/group.py                     | 12 +++++-----
 src/zarr/core/indexing.py                  | 24 +++++++++++--------
 src/zarr/core/metadata/v3.py               | 12 +++++-----
 src/zarr/core/sync.py                      |  4 +---
 src/zarr/registry.py                       |  8 +++----
 src/zarr/store/common.py                   | 13 ++++------
 src/zarr/store/local.py                    |  2 +-
 src/zarr/store/memory.py                   |  9 ++++---
 src/zarr/store/remote.py                   |  3 ++-
 src/zarr/testing/strategies.py             |  5 ++--
 tests/v3/conftest.py                       |  7 +++---
 tests/v3/test_array.py                     |  2 +-
 tests/v3/test_group.py                     | 12 +++++-----
 tests/v3/test_indexing.py                  |  8 +++----
 tests/v3/test_metadata/test_v3.py          |  2 +-
 tests/v3/test_properties.py                |  9 +++----
 tests/v3/test_store/test_remote.py         |  5 +---
 tests/v3/test_store/test_stateful_store.py |  6 ++---
 tests/v3/test_v2.py                        |  2 +-
 28 files changed, 119 insertions(+), 103 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 63a58ac795..ed6c25893c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -207,18 +207,36 @@ extend-exclude = [
 
 [tool.ruff.lint]
 extend-select = [
-    "B",  # flake8-bugbear
-    "I",  # isort
-    "ISC",
-    "UP",  # pyupgrade
-    "RSE",
+    "B",   # flake8-bugbear
+    "I",   # isort
+    "ISC", # flake8-implicit-str-concat
+    "PGH", # pygrep-hooks
+    "PYI", # flake8-pyi
+    "RSE", # flake8-raise
     "RUF",
     "TCH", # flake8-type-checking
     "TRY", # tryceratops
+    "UP",  # pyupgrade
 ]
 ignore = [
+    "PYI013",
     "RUF005",
     "TRY003",
+    # https://docs.astral.sh/ruff/formatter/#conflicting-lint-rules
+    "W191",
+    "E111",
+    "E114",
+    "E117",
+    "D206",
+    "D300",
+    "Q000",
+    "Q001",
+    "Q002",
+    "Q003",
+    "COM812",
+    "COM819",
+    "ISC001",
+    "ISC002",
 ]
 
 [tool.mypy]
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index f95ba34efd..2f02ac36ad 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -1,6 +1,7 @@
 from abc import ABC, abstractmethod
 from asyncio import gather
 from collections.abc import AsyncGenerator, Iterable
+from types import TracebackType
 from typing import Any, NamedTuple, Protocol, runtime_checkable
 
 from typing_extensions import Self
@@ -35,7 +36,7 @@ class Store(ABC):
     _mode: AccessMode
     _is_open: bool
 
-    def __init__(self, mode: AccessModeLiteral = "r", *args: Any, **kwargs: Any):
+    def __init__(self, mode: AccessModeLiteral = "r", *args: Any, **kwargs: Any) -> None:
         self._is_open = False
         self._mode = AccessMode.from_literal(mode)
 
@@ -49,7 +50,12 @@ def __enter__(self) -> Self:
         """Enter a context manager that will close the store upon exiting."""
         return self
 
-    def __exit__(self, *args: Any) -> None:
+    def __exit__(
+        self,
+        exc_type: type[BaseException] | None,
+        exc_value: BaseException | None,
+        traceback: TracebackType | None,
+    ) -> None:
         """Close the store."""
         self.close()
 
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 5fbb38c5e7..95adcf2936 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -2,7 +2,7 @@
 
 import asyncio
 import warnings
-from typing import TYPE_CHECKING, Any, Literal, Union, cast
+from typing import TYPE_CHECKING, Any, Literal, cast
 
 import numpy as np
 import numpy.typing as npt
@@ -25,6 +25,10 @@
     from zarr.core.buffer import NDArrayLike
     from zarr.core.chunk_key_encodings import ChunkKeyEncoding
 
+    # TODO: this type could use some more thought
+    ArrayLike = AsyncArray | Array | npt.NDArray[Any]
+    PathLike = str
+
 __all__ = [
     "consolidate_metadata",
     "copy",
@@ -53,10 +57,6 @@
     "zeros_like",
 ]
 
-# TODO: this type could use some more thought, noqa to avoid "Variable "asynchronous.ArrayLike" is not valid as a type"
-ArrayLike = Union[AsyncArray | Array | npt.NDArray[Any]]  # noqa
-PathLike = str
-
 
 def _get_shape_chunks(a: ArrayLike | Any) -> tuple[ChunkCoords | None, ChunkCoords | None]:
     """helper function to get the shape and chunks from an array-like object"""
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index 45eb5bbe5f..40a4cdbf37 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -96,16 +96,14 @@ async def _decode_single(
         chunk_spec: ArraySpec,
     ) -> NDBuffer:
         inverse_order = np.argsort(self.order)
-        chunk_array = chunk_array.transpose(inverse_order)
-        return chunk_array
+        return chunk_array.transpose(inverse_order)
 
     async def _encode_single(
         self,
         chunk_array: NDBuffer,
         _chunk_spec: ArraySpec,
     ) -> NDBuffer | None:
-        chunk_array = chunk_array.transpose(self.order)
-        return chunk_array
+        return chunk_array.transpose(self.order)
 
     def compute_encoded_size(self, input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         return input_byte_length
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index b825ca4ca1..7d1aa33087 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -110,7 +110,7 @@ def __init__(
         metadata: ArrayMetadata,
         store_path: StorePath,
         order: Literal["C", "F"] | None = None,
-    ):
+    ) -> None:
         metadata_parsed = parse_array_metadata(metadata)
         order_parsed = parse_indexing_order(order or config.get("array.order"))
 
@@ -294,7 +294,7 @@ async def _create_v2(
         dtype: npt.DTypeLike,
         chunks: ChunkCoords,
         dimension_separator: Literal[".", "/"] | None = None,
-        fill_value: None | int | float = None,
+        fill_value: None | float = None,
         order: Literal["C", "F"] | None = None,
         filters: list[dict[str, JSON]] | None = None,
         compressor: dict[str, JSON] | None = None,
@@ -331,8 +331,7 @@ def from_dict(
         data: dict[str, JSON],
     ) -> AsyncArray:
         metadata = parse_array_metadata(data)
-        async_array = cls(metadata=metadata, store_path=store_path)
-        return async_array
+        return cls(metadata=metadata, store_path=store_path)
 
     @classmethod
     async def open(
diff --git a/src/zarr/core/attributes.py b/src/zarr/core/attributes.py
index 913a4b74ed..7f9864d1b5 100644
--- a/src/zarr/core/attributes.py
+++ b/src/zarr/core/attributes.py
@@ -13,7 +13,7 @@
 
 
 class Attributes(MutableMapping[str, JSON]):
-    def __init__(self, obj: Array | Group):
+    def __init__(self, obj: Array | Group) -> None:
         # key=".zattrs", read_only=False, cache=True, synchronizer=None
         self._obj = obj
 
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index ba629befa1..95c4e00e99 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -93,7 +93,7 @@ def ravel(self, order: Literal["K", "A", "C", "F"] = ...) -> Self: ...
 
     def all(self) -> bool: ...
 
-    def __eq__(self, other: Any) -> Self:  # type: ignore[explicit-override, override]
+    def __eq__(self, other: object) -> Self:  # type: ignore[explicit-override, override]
         """Element-wise equal
 
         Notes
@@ -136,7 +136,7 @@ class Buffer(ABC):
         array-like object that must be 1-dim, contiguous, and byte dtype.
     """
 
-    def __init__(self, array_like: ArrayLike):
+    def __init__(self, array_like: ArrayLike) -> None:
         if array_like.ndim != 1:
             raise ValueError("array_like: only 1-dim allowed")
         if array_like.dtype != np.dtype("b"):
@@ -313,7 +313,7 @@ class NDBuffer:
         ndarray-like object that is convertible to a regular Numpy array.
     """
 
-    def __init__(self, array: NDArrayLike):
+    def __init__(self, array: NDArrayLike) -> None:
         # assert array.ndim > 0
         assert array.dtype != object
         self._data = array
diff --git a/src/zarr/core/buffer/cpu.py b/src/zarr/core/buffer/cpu.py
index cef16209ec..a82584a477 100644
--- a/src/zarr/core/buffer/cpu.py
+++ b/src/zarr/core/buffer/cpu.py
@@ -45,7 +45,7 @@ class Buffer(core.Buffer):
         array-like object that must be 1-dim, contiguous, and byte dtype.
     """
 
-    def __init__(self, array_like: ArrayLike):
+    def __init__(self, array_like: ArrayLike) -> None:
         super().__init__(array_like)
 
     @classmethod
@@ -143,7 +143,7 @@ class NDBuffer(core.NDBuffer):
         ndarray-like object that is convertible to a regular Numpy array.
     """
 
-    def __init__(self, array: NDArrayLike):
+    def __init__(self, array: NDArrayLike) -> None:
         super().__init__(array)
 
     @classmethod
diff --git a/src/zarr/core/buffer/gpu.py b/src/zarr/core/buffer/gpu.py
index c817431d3d..1227175146 100644
--- a/src/zarr/core/buffer/gpu.py
+++ b/src/zarr/core/buffer/gpu.py
@@ -48,7 +48,7 @@ class Buffer(core.Buffer):
         array-like object that must be 1-dim, contiguous, and byte dtype.
     """
 
-    def __init__(self, array_like: ArrayLike):
+    def __init__(self, array_like: ArrayLike) -> None:
         if cp is None:
             raise ImportError(
                 "Cannot use zarr.buffer.gpu.Buffer without cupy. Please install cupy."
@@ -137,7 +137,7 @@ class NDBuffer(core.NDBuffer):
         ndarray-like object that is convertible to a regular Numpy array.
     """
 
-    def __init__(self, array: NDArrayLike):
+    def __init__(self, array: NDArrayLike) -> None:
         if cp is None:
             raise ImportError(
                 "Cannot use zarr.buffer.gpu.NDBuffer without cupy. Please install cupy."
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 7c56707a4f..b09968b62a 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -54,7 +54,7 @@ def parse_zarr_format(data: Any) -> ZarrFormat:
 def parse_attributes(data: Any) -> dict[str, Any]:
     if data is None:
         return {}
-    elif isinstance(data, dict) and all(map(lambda v: isinstance(v, str), data.keys())):
+    elif isinstance(data, dict) and all(isinstance(k, str) for k in data):
         return data
     msg = f"Expected dict with string keys. Got {type(data)} instead."
     raise TypeError(msg)
@@ -104,7 +104,9 @@ def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
                 ),
             }
 
-    def __init__(self, attributes: dict[str, Any] | None = None, zarr_format: ZarrFormat = 3):
+    def __init__(
+        self, attributes: dict[str, Any] | None = None, zarr_format: ZarrFormat = 3
+    ) -> None:
         attributes_parsed = parse_attributes(attributes)
         zarr_format_parsed = parse_zarr_format(zarr_format)
 
@@ -202,11 +204,10 @@ def from_dict(
         store_path: StorePath,
         data: dict[str, Any],
     ) -> AsyncGroup:
-        group = cls(
+        return cls(
             metadata=GroupMetadata.from_dict(data),
             store_path=store_path,
         )
-        return group
 
     async def getitem(
         self,
@@ -888,8 +889,7 @@ def members(self, max_depth: int | None = 0) -> tuple[tuple[str, Array | Group],
         """
         _members = self._sync_iter(self._async_group.members(max_depth=max_depth))
 
-        result = tuple(map(lambda kv: (kv[0], _parse_async_node(kv[1])), _members))
-        return result
+        return tuple((kv[0], _parse_async_node(kv[1])) for kv in _members)
 
     def __contains__(self, member: str) -> bool:
         return self._sync(self._async_group.contains(member))
diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index 0ead269f44..3968a057f8 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -54,7 +54,7 @@ class ArrayIndexError(IndexError):
 class BoundsCheckError(IndexError):
     _msg = ""
 
-    def __init__(self, dim_len: int):
+    def __init__(self, dim_len: int) -> None:
         self._msg = f"index out of bounds for dimension with length {dim_len}"
 
 
@@ -255,7 +255,7 @@ class IntDimIndexer:
     dim_chunk_len: int
     nitems: int = 1
 
-    def __init__(self, dim_sel: int, dim_len: int, dim_chunk_len: int):
+    def __init__(self, dim_sel: int, dim_len: int, dim_chunk_len: int) -> None:
         object.__setattr__(self, "dim_sel", normalize_integer_selection(dim_sel, dim_len))
         object.__setattr__(self, "dim_len", dim_len)
         object.__setattr__(self, "dim_chunk_len", dim_chunk_len)
@@ -279,7 +279,7 @@ class SliceDimIndexer:
     stop: int
     step: int
 
-    def __init__(self, dim_sel: slice, dim_len: int, dim_chunk_len: int):
+    def __init__(self, dim_sel: slice, dim_len: int, dim_chunk_len: int) -> None:
         # normalize
         start, stop, step = dim_sel.indices(dim_len)
         if step < 1:
@@ -453,7 +453,7 @@ def __init__(
         selection: BasicSelection,
         shape: ChunkCoords,
         chunk_grid: ChunkGrid,
-    ):
+    ) -> None:
         chunk_shape = get_chunk_shape(chunk_grid)
         # handle ellipsis
         selection_normalized = replace_ellipsis(selection, shape)
@@ -509,7 +509,7 @@ class BoolArrayDimIndexer:
     nitems: int
     dim_chunk_ixs: npt.NDArray[np.intp]
 
-    def __init__(self, dim_sel: npt.NDArray[np.bool_], dim_len: int, dim_chunk_len: int):
+    def __init__(self, dim_sel: npt.NDArray[np.bool_], dim_len: int, dim_chunk_len: int) -> None:
         # check number of dimensions
         if not is_bool_array(dim_sel, 1):
             raise IndexError("Boolean arrays in an orthogonal selection must be 1-dimensional only")
@@ -626,7 +626,7 @@ def __init__(
         wraparound: bool = True,
         boundscheck: bool = True,
         order: Order = Order.UNKNOWN,
-    ):
+    ) -> None:
         # ensure 1d array
         dim_sel = np.asanyarray(dim_sel)
         if not is_integer_array(dim_sel, 1):
@@ -766,7 +766,7 @@ class OrthogonalIndexer(Indexer):
     is_advanced: bool
     drop_axes: tuple[int, ...]
 
-    def __init__(self, selection: Selection, shape: ChunkCoords, chunk_grid: ChunkGrid):
+    def __init__(self, selection: Selection, shape: ChunkCoords, chunk_grid: ChunkGrid) -> None:
         chunk_shape = get_chunk_shape(chunk_grid)
 
         # handle ellipsis
@@ -880,7 +880,9 @@ class BlockIndexer(Indexer):
     shape: ChunkCoords
     drop_axes: ChunkCoords
 
-    def __init__(self, selection: BasicSelection, shape: ChunkCoords, chunk_grid: ChunkGrid):
+    def __init__(
+        self, selection: BasicSelection, shape: ChunkCoords, chunk_grid: ChunkGrid
+    ) -> None:
         chunk_shape = get_chunk_shape(chunk_grid)
 
         # handle ellipsis
@@ -1005,7 +1007,9 @@ class CoordinateIndexer(Indexer):
     chunk_shape: ChunkCoords
     drop_axes: ChunkCoords
 
-    def __init__(self, selection: CoordinateSelection, shape: ChunkCoords, chunk_grid: ChunkGrid):
+    def __init__(
+        self, selection: CoordinateSelection, shape: ChunkCoords, chunk_grid: ChunkGrid
+    ) -> None:
         chunk_shape = get_chunk_shape(chunk_grid)
 
         cdata_shape: ChunkCoords
@@ -1122,7 +1126,7 @@ def __iter__(self) -> Iterator[ChunkProjection]:
 
 @dataclass(frozen=True)
 class MaskIndexer(CoordinateIndexer):
-    def __init__(self, selection: MaskSelection, shape: ChunkCoords, chunk_grid: ChunkGrid):
+    def __init__(self, selection: MaskSelection, shape: ChunkCoords, chunk_grid: ChunkGrid) -> None:
         # some initial normalization
         selection_normalized = cast(tuple[MaskSelection], ensure_tuple(selection))
         selection_normalized = cast(tuple[MaskSelection], replace_lists(selection_normalized))
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 603cd343af..345655cc0b 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -292,35 +292,35 @@ def update_attributes(self, attributes: dict[str, JSON]) -> Self:
 
 @overload
 def parse_fill_value(
-    fill_value: int | float | complex | str | bytes | np.generic | Sequence[Any] | bool | None,
+    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool | None,
     dtype: BOOL_DTYPE,
 ) -> BOOL: ...
 
 
 @overload
 def parse_fill_value(
-    fill_value: int | float | complex | str | bytes | np.generic | Sequence[Any] | bool | None,
+    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool | None,
     dtype: INTEGER_DTYPE,
 ) -> INTEGER: ...
 
 
 @overload
 def parse_fill_value(
-    fill_value: int | float | complex | str | bytes | np.generic | Sequence[Any] | bool | None,
+    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool | None,
     dtype: FLOAT_DTYPE,
 ) -> FLOAT: ...
 
 
 @overload
 def parse_fill_value(
-    fill_value: int | float | complex | str | bytes | np.generic | Sequence[Any] | bool | None,
+    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool | None,
     dtype: COMPLEX_DTYPE,
 ) -> COMPLEX: ...
 
 
 @overload
 def parse_fill_value(
-    fill_value: int | float | complex | str | bytes | np.generic | Sequence[Any] | bool | None,
+    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool | None,
     dtype: np.dtype[Any],
 ) -> Any:
     # This dtype[Any] is unfortunately necessary right now.
@@ -334,7 +334,7 @@ def parse_fill_value(
 
 
 def parse_fill_value(
-    fill_value: int | float | complex | str | bytes | np.generic | Sequence[Any] | bool | None,
+    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool | None,
     dtype: BOOL_DTYPE | INTEGER_DTYPE | FLOAT_DTYPE | COMPLEX_DTYPE | np.dtype[Any],
 ) -> BOOL | INTEGER | FLOAT | COMPLEX | Any:
     """
diff --git a/src/zarr/core/sync.py b/src/zarr/core/sync.py
index db3dce79b2..755020ef3c 100644
--- a/src/zarr/core/sync.py
+++ b/src/zarr/core/sync.py
@@ -117,9 +117,7 @@ async def _collect_aiterator(data: AsyncIterator[T]) -> tuple[T, ...]:
     """
     Collect an entire async iterator into a tuple
     """
-    result = []
-    async for x in data:
-        result.append(x)
+    result = [x async for x in data]
     return tuple(result)
 
 
diff --git a/src/zarr/registry.py b/src/zarr/registry.py
index cde3b7d848..c6566d12b5 100644
--- a/src/zarr/registry.py
+++ b/src/zarr/registry.py
@@ -107,7 +107,7 @@ def fully_qualified_name(cls: type) -> str:
 
 
 def register_codec(key: str, codec_cls: type[Codec]) -> None:
-    if key not in __codec_registries.keys():
+    if key not in __codec_registries:
         __codec_registries[key] = Registry()
     __codec_registries[key].register(codec_cls)
 
@@ -158,7 +158,7 @@ def get_pipeline_class(reload_config: bool = False) -> type[CodecPipeline]:
     if pipeline_class:
         return pipeline_class
     raise BadConfigError(
-        f"Pipeline class '{path}' not found in registered pipelines: {list(__pipeline_registry.keys())}."
+        f"Pipeline class '{path}' not found in registered pipelines: {list(__pipeline_registry)}."
     )
 
 
@@ -172,7 +172,7 @@ def get_buffer_class(reload_config: bool = False) -> type[Buffer]:
     if buffer_class:
         return buffer_class
     raise BadConfigError(
-        f"Buffer class '{path}' not found in registered buffers: {list(__buffer_registry.keys())}."
+        f"Buffer class '{path}' not found in registered buffers: {list(__buffer_registry)}."
     )
 
 
@@ -185,7 +185,7 @@ def get_ndbuffer_class(reload_config: bool = False) -> type[NDBuffer]:
     if ndbuffer_class:
         return ndbuffer_class
     raise BadConfigError(
-        f"NDBuffer class '{path}' not found in registered buffers: {list(__ndbuffer_registry.keys())}."
+        f"NDBuffer class '{path}' not found in registered buffers: {list(__ndbuffer_registry)}."
     )
 
 
diff --git a/src/zarr/store/common.py b/src/zarr/store/common.py
index 196479dd67..0c126c63da 100644
--- a/src/zarr/store/common.py
+++ b/src/zarr/store/common.py
@@ -23,15 +23,14 @@ def _dereference_path(root: str, path: str) -> str:
     assert isinstance(path, str)
     root = root.rstrip("/")
     path = f"{root}/{path}" if root else path
-    path = path.rstrip("/")
-    return path
+    return path.rstrip("/")
 
 
 class StorePath:
     store: Store
     path: str
 
-    def __init__(self, store: Store, path: str | None = None):
+    def __init__(self, store: Store, path: str | None = None) -> None:
         self.store = store
         self.path = path or ""
 
@@ -64,10 +63,9 @@ def __str__(self) -> str:
     def __repr__(self) -> str:
         return f"StorePath({self.store.__class__.__name__}, {str(self)!r})"
 
-    def __eq__(self, other: Any) -> bool:
+    def __eq__(self, other: object) -> bool:
         try:
-            if self.store == other.store and self.path == other.path:
-                return True
+            return self.store == other.store and self.path == other.path  # type: ignore[attr-defined, no-any-return]
         except Exception:
             pass
         return False
@@ -266,8 +264,7 @@ async def contains_array(store_path: StorePath, zarr_format: ZarrFormat) -> bool
             except (ValueError, KeyError):
                 return False
     elif zarr_format == 2:
-        result = await (store_path / ZARRAY_JSON).exists()
-        return result
+        return await (store_path / ZARRAY_JSON).exists()
     msg = f"Invalid zarr_format provided. Got {zarr_format}, expected 2 or 3"
     raise ValueError(msg)
 
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index fd209cd7c3..39a94969eb 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -79,7 +79,7 @@ class LocalStore(Store):
 
     root: Path
 
-    def __init__(self, root: Path | str, *, mode: AccessModeLiteral = "r"):
+    def __init__(self, root: Path | str, *, mode: AccessModeLiteral = "r") -> None:
         super().__init__(mode=mode)
         if isinstance(root, str):
             root = Path(root)
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 7baa6aee26..83734e8942 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -30,7 +30,7 @@ def __init__(
         store_dict: MutableMapping[str, Buffer] | None = None,
         *,
         mode: AccessModeLiteral = "r",
-    ):
+    ) -> None:
         super().__init__(mode=mode)
         if store_dict is None:
             store_dict = {}
@@ -80,8 +80,7 @@ async def get_partial_values(
         async def _get(key: str, byte_range: tuple[int, int | None]) -> Buffer | None:
             return await self.get(key, prototype=prototype, byte_range=byte_range)
 
-        vals = await concurrent_map(key_ranges, _get, limit=None)
-        return vals
+        return await concurrent_map(key_ranges, _get, limit=None)
 
     async def exists(self, key: str) -> bool:
         return key in self._store_dict
@@ -137,7 +136,7 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
             prefix = prefix[:-1]
 
         if prefix == "":
-            keys_unique = set(k.split("/")[0] for k in self._store_dict.keys())
+            keys_unique = set(k.split("/")[0] for k in self._store_dict)
         else:
             # Our dictionary doesn't contain directory markers, but we want to include
             # a pseudo directory when there's a nested item and we're listing an
@@ -166,7 +165,7 @@ def __init__(
         store_dict: MutableMapping[str, Buffer] | None = None,
         *,
         mode: AccessModeLiteral = "r",
-    ):
+    ) -> None:
         super().__init__(mode=mode)
         if store_dict:
             self._store_dict = {k: gpu.Buffer.from_buffer(store_dict[k]) for k in iter(store_dict)}
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index ecb46a31d3..02bda6b1dd 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -39,7 +39,7 @@ def __init__(
         mode: AccessModeLiteral = "r",
         path: str = "/",
         allowed_exceptions: tuple[type[Exception], ...] = ALLOWED_EXCEPTIONS,
-    ):
+    ) -> None:
         """
         Parameters
         ----------
@@ -49,6 +49,7 @@ def __init__(
             keys, rather than some other IO failure
         storage_options: passed on to fsspec to make the filesystem instance. If url is a UPath,
             this must not be used.
+
         """
         super().__init__(mode=mode)
         self.fs = fs
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 3f9d1264d9..8a83f82b06 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -4,7 +4,7 @@
 import hypothesis.extra.numpy as npst
 import hypothesis.strategies as st
 import numpy as np
-from hypothesis import given, settings  # noqa
+from hypothesis import given, settings  # noqa: F401
 from hypothesis.strategies import SearchStrategy
 
 from zarr.core.array import Array
@@ -171,5 +171,4 @@ def key_ranges(keys: SearchStrategy = node_names) -> SearchStrategy[list]:
         st.none() | st.integers(min_value=0), st.none() | st.integers(min_value=0)
     )
     key_tuple = st.tuples(keys, byte_ranges)
-    key_range_st = st.lists(key_tuple, min_size=1, max_size=10)
-    return key_range_st
+    return st.lists(key_tuple, min_size=1, max_size=10)
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index d1ac410753..c3516f676c 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -14,8 +14,7 @@
 from zarr.store.remote import RemoteStore
 
 if TYPE_CHECKING:
-    from collections.abc import Generator, Iterator
-    from types import ModuleType
+    from collections.abc import Generator
     from typing import Any, Literal
 
     from _pytest.compat import LEGACY_PATH
@@ -99,13 +98,13 @@ async def async_group(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> As
 
 
 @pytest.fixture(params=["numpy", "cupy"])
-def xp(request: pytest.FixtureRequest) -> Iterator[ModuleType]:
+def xp(request: pytest.FixtureRequest) -> Any:
     """Fixture to parametrize over numpy-like libraries"""
 
     if request.param == "cupy":
         request.node.add_marker(pytest.mark.gpu)
 
-    yield pytest.importorskip(request.param)
+    return pytest.importorskip(request.param)
 
 
 @pytest.fixture(autouse=True)
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index b3362c52b0..06fd791e6e 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -27,7 +27,7 @@ def test_array_creation_existing_node(
     """
     spath = StorePath(store)
     group = Group.from_store(spath, zarr_format=zarr_format)
-    expected_exception: type[ContainsArrayError] | type[ContainsGroupError]
+    expected_exception: type[ContainsArrayError | ContainsGroupError]
     if extant_node == "array":
         expected_exception = ContainsArrayError
         _ = group.create_array("extant", shape=(10,), dtype="uint8")
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index c8310f33e5..8beb344b47 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -93,8 +93,8 @@ def test_group_members(store: Store, zarr_format: ZarrFormat) -> None:
     members_expected["subgroup"] = group.create_group("subgroup")
     # make a sub-sub-subgroup, to ensure that the children calculation doesn't go
     # too deep in the hierarchy
-    subsubgroup = members_expected["subgroup"].create_group("subsubgroup")  # type: ignore
-    subsubsubgroup = subsubgroup.create_group("subsubsubgroup")  # type: ignore
+    subsubgroup = members_expected["subgroup"].create_group("subsubgroup")
+    subsubsubgroup = subsubgroup.create_group("subsubsubgroup")
 
     members_expected["subarray"] = group.create_array(
         "subarray", shape=(100,), dtype="uint8", chunk_shape=(10,), exists_ok=True
@@ -271,7 +271,7 @@ def test_group_iter(store: Store, zarr_format: ZarrFormat) -> None:
 
     group = Group.from_store(store, zarr_format=zarr_format)
     with pytest.raises(NotImplementedError):
-        [x for x in group]  # type: ignore
+        [x for x in group]
 
 
 def test_group_len(store: Store, zarr_format: ZarrFormat) -> None:
@@ -281,7 +281,7 @@ def test_group_len(store: Store, zarr_format: ZarrFormat) -> None:
 
     group = Group.from_store(store, zarr_format=zarr_format)
     with pytest.raises(NotImplementedError):
-        len(group)  # type: ignore
+        len(group)
 
 
 def test_group_setitem(store: Store, zarr_format: ZarrFormat) -> None:
@@ -468,7 +468,7 @@ def test_group_creation_existing_node(
     """
     spath = StorePath(store)
     group = Group.from_store(spath, zarr_format=zarr_format)
-    expected_exception: type[ContainsArrayError] | type[ContainsGroupError]
+    expected_exception: type[ContainsArrayError | ContainsGroupError]
     attributes: dict[str, JSON] = {"old": True}
 
     if extant_node == "array":
@@ -550,7 +550,7 @@ async def test_asyncgroup_attrs(store: Store, zarr_format: ZarrFormat) -> None:
 
 
 async def test_asyncgroup_info(store: Store, zarr_format: ZarrFormat) -> None:
-    agroup = await AsyncGroup.from_store(  # noqa
+    agroup = await AsyncGroup.from_store(  # noqa: F841
         store,
         zarr_format=zarr_format,
     )
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index 81dc67f388..d2cf455e07 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -36,7 +36,7 @@
 
 @pytest.fixture
 async def store() -> AsyncGenerator[StorePath]:
-    yield StorePath(await MemoryStore.open(mode="w"))
+    return StorePath(await MemoryStore.open(mode="w"))
 
 
 def zarr_array_from_numpy_array(
@@ -1782,9 +1782,9 @@ async def test_accessed_chunks(
 
         # Combine and generate the cartesian product to determine the chunks keys that
         # will be accessed
-        chunks_accessed = []
-        for comb in itertools.product(*chunks_per_dim):
-            chunks_accessed.append(".".join([str(ci) for ci in comb]))
+        chunks_accessed = [
+            ".".join([str(ci) for ci in comb]) for comb in itertools.product(*chunks_per_dim)
+        ]
 
         counts_before = store.counter.copy()
 
diff --git a/tests/v3/test_metadata/test_v3.py b/tests/v3/test_metadata/test_v3.py
index d4cf0c73e3..f8e2ebd7b3 100644
--- a/tests/v3/test_metadata/test_v3.py
+++ b/tests/v3/test_metadata/test_v3.py
@@ -303,7 +303,7 @@ def test_parse_invalid_dtype_raises(data):
 @pytest.mark.parametrize(
     "data_type,fill_value", [("uint8", -1), ("int32", 22.5), ("float32", "foo")]
 )
-async def test_invalid_fill_value_raises(data_type: str, fill_value: int | float) -> None:
+async def test_invalid_fill_value_raises(data_type: str, fill_value: float) -> None:
     metadata_dict = {
         "zarr_format": 3,
         "node_type": "array",
diff --git a/tests/v3/test_properties.py b/tests/v3/test_properties.py
index a78e9207bd..250ede67b5 100644
--- a/tests/v3/test_properties.py
+++ b/tests/v3/test_properties.py
@@ -4,10 +4,11 @@
 
 pytest.importorskip("hypothesis")
 
-import hypothesis.extra.numpy as npst  # noqa
-import hypothesis.strategies as st  # noqa
-from hypothesis import given, settings  # noqa
-from zarr.testing.strategies import arrays, np_arrays, basic_indices  # noqa
+import hypothesis.extra.numpy as npst  # noqa: E402
+import hypothesis.strategies as st  # noqa: E402
+from hypothesis import given  # noqa: E402
+
+from zarr.testing.strategies import arrays, basic_indices, np_arrays  # noqa: E402
 
 
 @given(st.data())
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index 495a5e5c4f..a6457cfebc 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -86,10 +86,7 @@ def s3(s3_base: None) -> Generator[s3fs.S3FileSystem, None, None]:
 
 
 async def alist(it):
-    out = []
-    async for a in it:
-        out.append(a)
-    return out
+    return [a async for a in it]
 
 
 async def test_basic() -> None:
diff --git a/tests/v3/test_store/test_stateful_store.py b/tests/v3/test_store/test_stateful_store.py
index 1ecbd87cc1..85a31f9eb3 100644
--- a/tests/v3/test_store/test_stateful_store.py
+++ b/tests/v3/test_store/test_stateful_store.py
@@ -131,7 +131,7 @@ def get(self, key: str, data: DataObject) -> None:
     @rule(key=paths, data=st.data())
     def get_invalid_keys(self, key: str, data: DataObject) -> None:
         note("(get_invalid)")
-        assume(key not in self.model.keys())
+        assume(key not in self.model)
         assert self.store.get(key, self.prototype) is None
 
     @precondition(lambda self: len(self.model.keys()) > 0)
@@ -202,9 +202,9 @@ def check_paths_equal(self) -> None:
     @invariant()
     def check_vals_equal(self) -> None:
         note("Checking values equal")
-        for key, _val in self.model.items():
+        for key, val in self.model.items():
             store_item = self.store.get(key, self.prototype).to_bytes()
-            assert self.model[key].to_bytes() == store_item
+            assert val.to_bytes() == store_item
 
     @invariant()
     def check_num_keys_equal(self) -> None:
diff --git a/tests/v3/test_v2.py b/tests/v3/test_v2.py
index 9ddde68e23..c67f991a0d 100644
--- a/tests/v3/test_v2.py
+++ b/tests/v3/test_v2.py
@@ -9,7 +9,7 @@
 
 @pytest.fixture
 async def store() -> Iterator[StorePath]:
-    yield StorePath(await MemoryStore.open(mode="w"))
+    return StorePath(await MemoryStore.open(mode="w"))
 
 
 def test_simple(store: StorePath) -> None:

From fafd0bf7528599187ec601325f57113349f01d66 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Wed, 25 Sep 2024 11:22:11 -0500
Subject: [PATCH 0698/1078] Update V2 codec pipeline to use concrete classes
 (#2244)

The previous implementation used the codec config, rather than the codec
itself.
---
 src/zarr/codecs/_v2.py       | 12 ++++++------
 src/zarr/core/metadata/v2.py |  2 ++
 tests/v3/test_v2.py          | 20 ++++++++++++++++++++
 3 files changed, 28 insertions(+), 6 deletions(-)

diff --git a/src/zarr/codecs/_v2.py b/src/zarr/codecs/_v2.py
index c8bc558349..cc6129e604 100644
--- a/src/zarr/codecs/_v2.py
+++ b/src/zarr/codecs/_v2.py
@@ -8,16 +8,18 @@
 
 from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec
 from zarr.core.buffer import Buffer, NDBuffer, default_buffer_prototype
-from zarr.core.common import JSON, to_thread
+from zarr.core.common import to_thread
 from zarr.registry import get_ndbuffer_class
 
 if TYPE_CHECKING:
+    import numcodecs.abc
+
     from zarr.core.array_spec import ArraySpec
 
 
 @dataclass(frozen=True)
 class V2Compressor(ArrayBytesCodec):
-    compressor: dict[str, JSON] | None
+    compressor: numcodecs.abc.Codec | None
 
     is_fixed_size = False
 
@@ -27,9 +29,8 @@ async def _decode_single(
         chunk_spec: ArraySpec,
     ) -> NDBuffer:
         if self.compressor is not None:
-            compressor = numcodecs.get_codec(self.compressor)
             chunk_numpy_array = ensure_ndarray(
-                await to_thread(compressor.decode, chunk_bytes.as_array_like())
+                await to_thread(self.compressor.decode, chunk_bytes.as_array_like())
             )
         else:
             chunk_numpy_array = ensure_ndarray(chunk_bytes.as_array_like())
@@ -47,14 +48,13 @@ async def _encode_single(
     ) -> Buffer | None:
         chunk_numpy_array = chunk_array.as_numpy_array()
         if self.compressor is not None:
-            compressor = numcodecs.get_codec(self.compressor)
             if (
                 not chunk_numpy_array.flags.c_contiguous
                 and not chunk_numpy_array.flags.f_contiguous
             ):
                 chunk_numpy_array = chunk_numpy_array.copy(order="A")
             encoded_chunk_bytes = ensure_bytes(
-                await to_thread(compressor.encode, chunk_numpy_array)
+                await to_thread(self.compressor.encode, chunk_numpy_array)
             )
         else:
             encoded_chunk_bytes = ensure_bytes(chunk_numpy_array)
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index 34bdbb537f..27c1badafd 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -100,6 +100,8 @@ def _json_convert(
                     return o.str
                 else:
                     return o.descr
+            if isinstance(o, numcodecs.abc.Codec):
+                return o.get_config()
             if np.isscalar(o):
                 out: Any
                 if hasattr(o, "dtype") and o.dtype.kind == "M" and hasattr(o, "view"):
diff --git a/tests/v3/test_v2.py b/tests/v3/test_v2.py
index c67f991a0d..943c425f54 100644
--- a/tests/v3/test_v2.py
+++ b/tests/v3/test_v2.py
@@ -2,7 +2,10 @@
 
 import numpy as np
 import pytest
+from numcodecs import Delta
+from numcodecs.blosc import Blosc
 
+import zarr
 from zarr import Array
 from zarr.store import MemoryStore, StorePath
 
@@ -26,3 +29,20 @@ def test_simple(store: StorePath) -> None:
 
     a[:, :] = data
     assert np.array_equal(data, a[:, :])
+
+
+def test_codec_pipeline() -> None:
+    # https://github.com/zarr-developers/zarr-python/issues/2243
+    store = MemoryStore(mode="w")
+    array = zarr.create(
+        store=store,
+        shape=(1,),
+        dtype="i4",
+        zarr_format=2,
+        filters=[Delta(dtype="i4").get_config()],
+        compressor=Blosc().get_config(),
+    )
+    array[:] = 1
+    result = array[:]
+    expected = np.ones(1)
+    np.testing.assert_array_equal(result, expected)

From 692593bb32bcd8f526f1b611c8c6ff0bf758ceff Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Wed, 25 Sep 2024 10:47:25 -0600
Subject: [PATCH 0699/1078] Fix fill_value handling for complex dtypes (#2200)

* Fix fill_value handling for complex & datetime dtypes

* cleanup

* more cleanup

* more cleanup

* Fix default fill_value

* Fixes

* Add booleans

* Add v2, v3 specific dtypes

* Add version.py to gitignore

* cleanpu

* style: pre-commit fixes

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .gitignore                     |   2 +
 src/zarr/core/array.py         |   7 ---
 src/zarr/core/buffer/core.py   |   7 ++-
 src/zarr/core/metadata/v3.py   |   4 +-
 src/zarr/testing/strategies.py | 112 ++++++++++++++++++---------------
 tests/v3/test_properties.py    |  10 +--
 6 files changed, 77 insertions(+), 65 deletions(-)

diff --git a/.gitignore b/.gitignore
index a09fb54d5c..199ab10578 100644
--- a/.gitignore
+++ b/.gitignore
@@ -84,3 +84,5 @@ fixture/
 .DS_Store
 tests/.hypothesis
 .hypothesis/
+
+zarr/version.py
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 7d1aa33087..bc95252ee0 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -252,12 +252,6 @@ async def _create_v3(
         shape = parse_shapelike(shape)
         codecs = list(codecs) if codecs is not None else [BytesCodec()]
 
-        if fill_value is None:
-            if dtype == np.dtype("bool"):
-                fill_value = False
-            else:
-                fill_value = 0
-
         if chunk_key_encoding is None:
             chunk_key_encoding = ("default", "/")
         assert chunk_key_encoding is not None
@@ -281,7 +275,6 @@ async def _create_v3(
         )
 
         array = cls(metadata=metadata, store_path=store_path)
-
         await array._save_metadata(metadata)
         return array
 
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index 95c4e00e99..0a56db5e74 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -464,9 +464,14 @@ def __repr__(self) -> str:
 
     def all_equal(self, other: Any, equal_nan: bool = True) -> bool:
         """Compare to `other` using np.array_equal."""
+        if other is None:
+            # Handle None fill_value for Zarr V2
+            return False
         # use array_equal to obtain equal_nan=True functionality
         data, other = np.broadcast_arrays(self._data, other)
-        result = np.array_equal(self._data, other, equal_nan=equal_nan)
+        result = np.array_equal(
+            self._data, other, equal_nan=equal_nan if self._data.dtype.kind not in "US" else False
+        )
         return result
 
     def fill(self, value: Any) -> None:
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 345655cc0b..f1cb07fd4c 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -360,7 +360,7 @@ def parse_fill_value(
     if fill_value is None:
         return dtype.type(0)
     if isinstance(fill_value, Sequence) and not isinstance(fill_value, str):
-        if dtype in (np.complex64, np.complex128):
+        if dtype.type in (np.complex64, np.complex128):
             dtype = cast(COMPLEX_DTYPE, dtype)
             if len(fill_value) == 2:
                 # complex datatypes serialize to JSON arrays with two elements
@@ -391,7 +391,7 @@ def parse_fill_value(
         pass
     elif fill_value in ["Infinity", "-Infinity"] and not np.isfinite(casted_value):
         pass
-    elif dtype.kind == "f":
+    elif dtype.kind in "cf":
         # float comparison is not exact, especially when dtype <float64
         # so we us np.isclose for this comparison.
         # this also allows us to compare nan fill_values
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 8a83f82b06..588692e704 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -1,5 +1,4 @@
-import re
-from typing import Any
+from typing import Any, Literal
 
 import hypothesis.extra.numpy as npst
 import hypothesis.strategies as st
@@ -19,6 +18,35 @@
     max_leaves=3,
 )
 
+
+def v3_dtypes() -> st.SearchStrategy[np.dtype]:
+    return (
+        npst.boolean_dtypes()
+        | npst.integer_dtypes(endianness="=")
+        | npst.unsigned_integer_dtypes(endianness="=")
+        | npst.floating_dtypes(endianness="=")
+        | npst.complex_number_dtypes(endianness="=")
+        # | npst.byte_string_dtypes(endianness="=")
+        # | npst.unicode_string_dtypes()
+        # | npst.datetime64_dtypes()
+        # | npst.timedelta64_dtypes()
+    )
+
+
+def v2_dtypes() -> st.SearchStrategy[np.dtype]:
+    return (
+        npst.boolean_dtypes()
+        | npst.integer_dtypes(endianness="=")
+        | npst.unsigned_integer_dtypes(endianness="=")
+        | npst.floating_dtypes(endianness="=")
+        | npst.complex_number_dtypes(endianness="=")
+        | npst.byte_string_dtypes(endianness="=")
+        | npst.unicode_string_dtypes(endianness="=")
+        | npst.datetime64_dtypes()
+        # | npst.timedelta64_dtypes()
+    )
+
+
 # From https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html#node-names
 # 1. must not be the empty string ("")
 # 2. must not include the character "/"
@@ -33,21 +61,29 @@
 array_names = node_names
 attrs = st.none() | st.dictionaries(_attr_keys, _attr_values)
 paths = st.lists(node_names, min_size=1).map(lambda x: "/".join(x)) | st.just("/")
-np_arrays = npst.arrays(
-    # TODO: re-enable timedeltas once they are supported
-    dtype=npst.scalar_dtypes().filter(
-        lambda x: (x.kind not in ["m", "M"]) and (x.byteorder not in [">"])
-    ),
-    shape=npst.array_shapes(max_dims=4),
-)
 stores = st.builds(MemoryStore, st.just({}), mode=st.just("w"))
 compressors = st.sampled_from([None, "default"])
-format = st.sampled_from([2, 3])
+zarr_formats: st.SearchStrategy[Literal[2, 3]] = st.sampled_from([2, 3])
+array_shapes = npst.array_shapes(max_dims=4)
+
+
+@st.composite  # type: ignore[misc]
+def numpy_arrays(
+    draw: st.DrawFn,
+    *,
+    shapes: st.SearchStrategy[tuple[int, ...]] = array_shapes,
+    zarr_formats: st.SearchStrategy[Literal[2, 3]] = zarr_formats,
+) -> Any:
+    """
+    Generate numpy arrays that can be saved in the provided Zarr format.
+    """
+    zarr_format = draw(zarr_formats)
+    return draw(npst.arrays(dtype=v3_dtypes() if zarr_format == 3 else v2_dtypes(), shape=shapes))
 
 
 @st.composite  # type: ignore[misc]
 def np_array_and_chunks(
-    draw: st.DrawFn, *, arrays: st.SearchStrategy[np.ndarray] = np_arrays
+    draw: st.DrawFn, *, arrays: st.SearchStrategy[np.ndarray] = numpy_arrays
 ) -> tuple[np.ndarray, tuple[int]]:  # type: ignore[type-arg]
     """A hypothesis strategy to generate small sized random arrays.
 
@@ -66,73 +102,49 @@ def np_array_and_chunks(
 def arrays(
     draw: st.DrawFn,
     *,
+    shapes: st.SearchStrategy[tuple[int, ...]] = array_shapes,
     compressors: st.SearchStrategy = compressors,
     stores: st.SearchStrategy[StoreLike] = stores,
-    arrays: st.SearchStrategy[np.ndarray] = np_arrays,
     paths: st.SearchStrategy[None | str] = paths,
     array_names: st.SearchStrategy = array_names,
+    arrays: st.SearchStrategy | None = None,
     attrs: st.SearchStrategy = attrs,
-    format: st.SearchStrategy = format,
+    zarr_formats: st.SearchStrategy = zarr_formats,
 ) -> Array:
     store = draw(stores)
-    nparray, chunks = draw(np_array_and_chunks(arrays=arrays))
     path = draw(paths)
     name = draw(array_names)
     attributes = draw(attrs)
-    zarr_format = draw(format)
+    zarr_format = draw(zarr_formats)
+    if arrays is None:
+        arrays = numpy_arrays(shapes=shapes, zarr_formats=st.just(zarr_format))
+    nparray, chunks = draw(np_array_and_chunks(arrays=arrays))
+    # test that None works too.
+    fill_value = draw(st.one_of([st.none(), npst.from_dtype(nparray.dtype)]))
     # compressor = draw(compressors)
 
-    # TODO: clean this up
-    # if path is None and name is None:
-    #     array_path = None
-    #     array_name = None
-    # elif path is None and name is not None:
-    #     array_path = f"{name}"
-    #     array_name = f"/{name}"
-    # elif path is not None and name is None:
-    #     array_path = path
-    #     array_name = None
-    # elif path == "/":
-    #     assert name is not None
-    #     array_path = name
-    #     array_name = "/" + name
-    # else:
-    #     assert name is not None
-    #     array_path = f"{path}/{name}"
-    #     array_name = "/" + array_path
-
     expected_attrs = {} if attributes is None else attributes
 
     array_path = path + ("/" if not path.endswith("/") else "") + name
     root = Group.from_store(store, zarr_format=zarr_format)
-    fill_value_args: tuple[Any, ...] = tuple()
-    if nparray.dtype.kind == "M":
-        m = re.search(r"\[(.+)\]", nparray.dtype.str)
-        if not m:
-            raise ValueError(f"Couldn't find precision for dtype '{nparray.dtype}.")
-
-        fill_value_args = (
-            # e.g. ns, D
-            m.groups()[0],
-        )
 
     a = root.create_array(
         array_path,
         shape=nparray.shape,
         chunks=chunks,
-        dtype=nparray.dtype.str,
+        dtype=nparray.dtype,
         attributes=attributes,
-        # compressor=compressor,  # TODO: FIXME
-        fill_value=nparray.dtype.type(0, *fill_value_args),
+        # compressor=compressor,  # FIXME
+        fill_value=fill_value,
     )
 
     assert isinstance(a, Array)
+    assert a.fill_value is not None
+    assert isinstance(root[array_path], Array)
     assert nparray.shape == a.shape
     assert chunks == a.chunks
     assert array_path == a.path, (path, name, array_path, a.name, a.path)
-    # assert array_path == a.name, (path, name, array_path, a.name, a.path)
-    # assert a.basename is None  # TODO
-    # assert a.store == normalize_store_arg(store)
+    assert a.basename == name, (a.basename, name)
     assert dict(a.attrs) == expected_attrs
 
     a[:] = nparray
diff --git a/tests/v3/test_properties.py b/tests/v3/test_properties.py
index 250ede67b5..380a4d851e 100644
--- a/tests/v3/test_properties.py
+++ b/tests/v3/test_properties.py
@@ -8,13 +8,13 @@
 import hypothesis.strategies as st  # noqa: E402
 from hypothesis import given  # noqa: E402
 
-from zarr.testing.strategies import arrays, basic_indices, np_arrays  # noqa: E402
+from zarr.testing.strategies import arrays, basic_indices, numpy_arrays, zarr_formats  # noqa: E402
 
 
-@given(st.data())
-def test_roundtrip(data: st.DataObject) -> None:
-    nparray = data.draw(np_arrays)
-    zarray = data.draw(arrays(arrays=st.just(nparray)))
+@given(data=st.data(), zarr_format=zarr_formats)
+def test_roundtrip(data: st.DataObject, zarr_format: int) -> None:
+    nparray = data.draw(numpy_arrays(zarr_formats=st.just(zarr_format)))
+    zarray = data.draw(arrays(arrays=st.just(nparray), zarr_formats=st.just(zarr_format)))
     assert_array_equal(nparray, zarray[:])
 
 

From 1569eca42a5957c643bc82c78ea8e3d955a4bd3c Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 26 Sep 2024 00:18:52 +0200
Subject: [PATCH 0700/1078] Enforce ruff/flynt rules (FLY) (#2240)

* Apply ruff/flynt rule FLY002

FLY002 Consider f-string instead of string join

* Enforce ruff/flynt rules (FLY)
---
 pyproject.toml           | 1 +
 src/zarr/core/group.py   | 2 +-
 src/zarr/store/remote.py | 2 +-
 3 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index ed6c25893c..5f45d31831 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -208,6 +208,7 @@ extend-exclude = [
 [tool.ruff.lint]
 extend-select = [
     "B",   # flake8-bugbear
+    "FLY", # flynt
     "I",   # isort
     "ISC", # flake8-implicit-str-concat
     "PGH", # pygrep-hooks
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index b09968b62a..d7ad960b14 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -676,7 +676,7 @@ async def _members(
                     async for child_key, val in obj._members(
                         max_depth=max_depth, current_depth=current_depth + 1
                     ):
-                        yield "/".join([key, child_key]), val
+                        yield f"{key}/{child_key}", val
             except KeyError:
                 # keyerror is raised when `key` names an object (in the object storage sense),
                 # as opposed to a prefix, in the store under the prefix associated with this group
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 02bda6b1dd..7aea8a3780 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -234,6 +234,6 @@ async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
         AsyncGenerator[str, None]
         """
 
-        find_str = "/".join([self.path, prefix])
+        find_str = f"{self.path}/{prefix}"
         for onefile in await self.fs._find(find_str, detail=False, maxdepth=None, withdirs=False):
             yield onefile.removeprefix(find_str)

From 1d9658bb9f0ebacf2f50221b5af815ab6417e302 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 26 Sep 2024 00:21:51 +0200
Subject: [PATCH 0701/1078] Enforce ruff/flake8-return rules (RET) (#2237)

* Apply ruff/flake8-return rule RET501

RET501 Do not explicitly `return None` in function if it is the only possible return value

* Apply ruff/flake8-return rule RET504

RET504 Unnecessary assignment before `return` statement

* Enforce ruff/flake8-return rules (RET)
---
 pyproject.toml                             | 3 +++
 src/zarr/abc/store.py                      | 2 +-
 src/zarr/core/buffer/core.py               | 3 +--
 tests/v3/conftest.py                       | 6 ++----
 tests/v3/test_store/test_stateful_store.py | 8 ++------
 5 files changed, 9 insertions(+), 13 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 5f45d31831..8b50870eb2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -214,6 +214,7 @@ extend-select = [
     "PGH", # pygrep-hooks
     "PYI", # flake8-pyi
     "RSE", # flake8-raise
+    "RET", # flake8-return
     "RUF",
     "TCH", # flake8-type-checking
     "TRY", # tryceratops
@@ -221,6 +222,8 @@ extend-select = [
 ]
 ignore = [
     "PYI013",
+    "RET505",
+    "RET506",
     "RUF005",
     "TRY003",
     # https://docs.astral.sh/ruff/formatter/#conflicting-lint-rules
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 2f02ac36ad..c453733f00 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -170,7 +170,7 @@ async def _set_many(self, values: Iterable[tuple[str, Buffer]]) -> None:
         Insert multiple (key, value) pairs into storage.
         """
         await gather(*(self.set(key, value) for key, value in values))
-        return None
+        return
 
     @property
     @abstractmethod
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index 0a56db5e74..49f04aafa0 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -469,10 +469,9 @@ def all_equal(self, other: Any, equal_nan: bool = True) -> bool:
             return False
         # use array_equal to obtain equal_nan=True functionality
         data, other = np.broadcast_arrays(self._data, other)
-        result = np.array_equal(
+        return np.array_equal(
             self._data, other, equal_nan=equal_nan if self._data.dtype.kind not in "US" else False
         )
-        return result
 
     def fill(self, value: Any) -> None:
         self._data.fill(value)
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index c3516f676c..4a2ef26433 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -46,8 +46,7 @@ def path_type(request: pytest.FixtureRequest) -> Any:
 @pytest.fixture
 async def store_path(tmpdir: LEGACY_PATH) -> StorePath:
     store = await LocalStore.open(str(tmpdir), mode="w")
-    p = StorePath(store)
-    return p
+    return StorePath(store)
 
 
 @pytest.fixture(scope="function")
@@ -88,13 +87,12 @@ async def async_group(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> As
     param: AsyncGroupRequest = request.param
 
     store = await parse_store(param.store, str(tmpdir))
-    agroup = await AsyncGroup.from_store(
+    return await AsyncGroup.from_store(
         store,
         attributes=param.attributes,
         zarr_format=param.zarr_format,
         exists_ok=False,
     )
-    return agroup
 
 
 @pytest.fixture(params=["numpy", "cupy"])
diff --git a/tests/v3/test_store/test_stateful_store.py b/tests/v3/test_store/test_stateful_store.py
index 85a31f9eb3..057d1a9501 100644
--- a/tests/v3/test_store/test_stateful_store.py
+++ b/tests/v3/test_store/test_stateful_store.py
@@ -40,16 +40,12 @@ def list(self) -> list:
         return self._sync_iter(self.store.list())
 
     def get(self, key: str, prototype: BufferPrototype) -> zarr.core.buffer.Buffer:
-        obs = self._sync(self.store.get(key, prototype=prototype))
-        return obs
+        return self._sync(self.store.get(key, prototype=prototype))
 
     def get_partial_values(
         self, key_ranges: list, prototype: BufferPrototype
     ) -> zarr.core.buffer.Buffer:
-        obs_partial = self._sync(
-            self.store.get_partial_values(prototype=prototype, key_ranges=key_ranges)
-        )
-        return obs_partial
+        return self._sync(self.store.get_partial_values(prototype=prototype, key_ranges=key_ranges))
 
     def delete(self, path: str) -> None:
         return self._sync(self.store.delete(path))

From c06fa234d36f5cdffe4c7e156079c15d3b523d1d Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 26 Sep 2024 00:22:23 +0200
Subject: [PATCH 0702/1078] Fix multiple identical imports (#2241)

---
 src/zarr/core/array.py             | 1 -
 src/zarr/store/memory.py           | 1 -
 tests/v3/test_store/test_remote.py | 1 -
 3 files changed, 3 deletions(-)

diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index bc95252ee0..f7747e9b2b 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -9,7 +9,6 @@
 import numpy.typing as npt
 
 from zarr._compat import _deprecate_positional_args
-from zarr.abc.codec import Codec, CodecPipeline
 from zarr.abc.store import set_or_delete
 from zarr.codecs import BytesCodec
 from zarr.codecs._v2 import V2Compressor, V2Filters
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 83734e8942..351667f646 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -1,6 +1,5 @@
 from __future__ import annotations
 
-from collections.abc import AsyncGenerator, MutableMapping
 from typing import TYPE_CHECKING
 
 from zarr.abc.store import Store
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index a6457cfebc..ac77a50f8c 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -2,7 +2,6 @@
 
 import json
 import os
-from collections.abc import Generator
 from typing import TYPE_CHECKING
 
 import fsspec

From 9f825e1d5df4bfb9c322fe172cb24408b83f383f Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 26 Sep 2024 00:23:45 +0200
Subject: [PATCH 0703/1078] Enforce ruff/flake8-pytest-style rules (PT) (#2236)

* Apply ruff/flake8-pytest-style rule PT018

PT018 Assertion should be broken down into multiple parts

* Apply ruff/flake8-pytest-style rule PT007

PT007 Wrong values type in `@pytest.mark.parametrize` expected `list` of `tuple`

* Apply ruff/flake8-pytest-style rule PT006

PT006 Wrong type passed to first argument of
      `@pytest.mark.parametrize`; expected `tuple`

* Apply ruff/flake8-pytest-style rule PT003

PT003 `scope='function'` is implied in `@pytest.fixture()`

* Apply ruff/flake8-pytest-style rule PT001

PT001 Use `@pytest.fixture` over `@pytest.fixture()`

* Enforce ruff/flake8-pytest-style rules (PT)
---
 pyproject.toml                         |  4 ++++
 src/zarr/testing/store.py              | 10 +++++-----
 tests/v3/conftest.py                   | 12 ++++++------
 tests/v3/test_array.py                 | 22 +++++++++++-----------
 tests/v3/test_chunk_grids.py           |  4 ++--
 tests/v3/test_codec_entrypoints.py     |  2 +-
 tests/v3/test_codecs/test_blosc.py     |  2 +-
 tests/v3/test_codecs/test_codecs.py    | 16 ++++++++--------
 tests/v3/test_codecs/test_endian.py    |  4 ++--
 tests/v3/test_codecs/test_gzip.py      |  2 +-
 tests/v3/test_codecs/test_sharding.py  | 19 ++++++++++---------
 tests/v3/test_codecs/test_transpose.py |  6 +++---
 tests/v3/test_codecs/test_zstd.py      |  2 +-
 tests/v3/test_config.py                |  8 ++++----
 tests/v3/test_group.py                 | 16 ++++++++--------
 tests/v3/test_indexing.py              | 14 +++++++-------
 tests/v3/test_metadata/test_v3.py      |  4 ++--
 tests/v3/test_store/test_memory.py     |  8 ++++----
 tests/v3/test_store/test_remote.py     |  6 +++---
 tests/v3/test_store/test_zip.py        |  2 +-
 20 files changed, 84 insertions(+), 79 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 8b50870eb2..a10c22d08e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -212,6 +212,7 @@ extend-select = [
     "I",   # isort
     "ISC", # flake8-implicit-str-concat
     "PGH", # pygrep-hooks
+    "PT",  # flake8-pytest-style
     "PYI", # flake8-pyi
     "RSE", # flake8-raise
     "RET", # flake8-return
@@ -221,6 +222,9 @@ extend-select = [
     "UP",  # pyupgrade
 ]
 ignore = [
+    "PT004",  # deprecated
+    "PT011",  # TODO: apply this rule
+    "PT012",  # TODO: apply this rule
     "PYI013",
     "RET505",
     "RET506",
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index ebd4b85c90..70d2e16efd 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -37,11 +37,11 @@ def get(self, store: S, key: str) -> Buffer:
 
         raise NotImplementedError
 
-    @pytest.fixture(scope="function")
+    @pytest.fixture
     def store_kwargs(self) -> dict[str, Any]:
         return {"mode": "r+"}
 
-    @pytest.fixture(scope="function")
+    @pytest.fixture
     async def store(self, store_kwargs: dict[str, Any]) -> Store:
         return await self.store_cls.open(**store_kwargs)
 
@@ -97,7 +97,7 @@ def test_store_supports_listing(self, store: S) -> None:
 
     @pytest.mark.parametrize("key", ["c/0", "foo/c/0.0", "foo/0/0"])
     @pytest.mark.parametrize("data", [b"\x01\x02\x03\x04", b""])
-    @pytest.mark.parametrize("byte_range", (None, (0, None), (1, None), (1, 2), (None, 1)))
+    @pytest.mark.parametrize("byte_range", [None, (0, None), (1, None), (1, 2), (None, 1)])
     async def test_get(
         self, store: S, key: str, data: bytes, byte_range: None | tuple[int | None, int | None]
     ) -> None:
@@ -137,12 +137,12 @@ async def test_set_many(self, store: S) -> None:
 
     @pytest.mark.parametrize(
         "key_ranges",
-        (
+        [
             [],
             [("zarr.json", (0, 1))],
             [("c/0", (0, 1)), ("zarr.json", (0, None))],
             [("c/0/0", (0, 1)), ("c/0/1", (None, 2)), ("c/0/2", (0, 3))],
-        ),
+        ],
     )
     async def test_get_partial_values(
         self, store: S, key_ranges: list[tuple[str, tuple[int | None, int | None]]]
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index 4a2ef26433..fc1f950ad4 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -49,27 +49,27 @@ async def store_path(tmpdir: LEGACY_PATH) -> StorePath:
     return StorePath(store)
 
 
-@pytest.fixture(scope="function")
+@pytest.fixture
 async def local_store(tmpdir: LEGACY_PATH) -> LocalStore:
     return await LocalStore.open(str(tmpdir), mode="w")
 
 
-@pytest.fixture(scope="function")
+@pytest.fixture
 async def remote_store(url: str) -> RemoteStore:
     return await RemoteStore.open(url, mode="w")
 
 
-@pytest.fixture(scope="function")
+@pytest.fixture
 async def memory_store() -> MemoryStore:
     return await MemoryStore.open(mode="w")
 
 
-@pytest.fixture(scope="function")
+@pytest.fixture
 async def zip_store(tmpdir: LEGACY_PATH) -> ZipStore:
     return await ZipStore.open(str(tmpdir / "zarr.zip"), mode="w")
 
 
-@pytest.fixture(scope="function")
+@pytest.fixture
 async def store(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> Store:
     param = request.param
     return await parse_store(param, str(tmpdir))
@@ -82,7 +82,7 @@ class AsyncGroupRequest:
     attributes: dict[str, Any] = field(default_factory=dict)
 
 
-@pytest.fixture(scope="function")
+@pytest.fixture
 async def async_group(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> AsyncGroup:
     param: AsyncGroupRequest = request.param
 
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index 06fd791e6e..02358cb39b 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -12,8 +12,8 @@
 from zarr.store.common import StorePath
 
 
-@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
+@pytest.mark.parametrize("zarr_format", [2, 3])
 @pytest.mark.parametrize("exists_ok", [True, False])
 @pytest.mark.parametrize("extant_node", ["array", "group"])
 def test_array_creation_existing_node(
@@ -61,8 +61,8 @@ def test_array_creation_existing_node(
             )
 
 
-@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
+@pytest.mark.parametrize("zarr_format", [2, 3])
 def test_array_name_properties_no_group(
     store: LocalStore | MemoryStore, zarr_format: ZarrFormat
 ) -> None:
@@ -72,8 +72,8 @@ def test_array_name_properties_no_group(
     assert arr.basename is None
 
 
-@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
+@pytest.mark.parametrize("zarr_format", [2, 3])
 def test_array_name_properties_with_group(
     store: LocalStore | MemoryStore, zarr_format: ZarrFormat
 ) -> None:
@@ -123,7 +123,7 @@ def test_array_v3_fill_value_default(
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
 @pytest.mark.parametrize(
-    "dtype_str,fill_value",
+    ("dtype_str", "fill_value"),
     [("bool", True), ("uint8", 99), ("float32", -99.9), ("complex64", 3 + 4j)],
 )
 def test_array_v3_fill_value(store: MemoryStore, fill_value: int, dtype_str: str) -> None:
@@ -201,8 +201,8 @@ async def test_array_v3_nan_fill_value(store: MemoryStore) -> None:
     assert len([a async for a in store.list_prefix("/")]) == 0
 
 
-@pytest.mark.parametrize("store", ("local",), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
+@pytest.mark.parametrize("store", ["local"], indirect=["store"])
+@pytest.mark.parametrize("zarr_format", [2, 3])
 async def test_serializable_async_array(
     store: LocalStore | MemoryStore, zarr_format: ZarrFormat
 ) -> None:
@@ -219,8 +219,8 @@ async def test_serializable_async_array(
     # TODO: uncomment the parts of this test that will be impacted by the config/prototype changes in flight
 
 
-@pytest.mark.parametrize("store", ("local",), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
+@pytest.mark.parametrize("store", ["local"], indirect=["store"])
+@pytest.mark.parametrize("zarr_format", [2, 3])
 def test_serializable_sync_array(store: LocalStore, zarr_format: ZarrFormat) -> None:
     expected = Array.create(
         store=store, shape=(100,), chunks=(10,), zarr_format=zarr_format, dtype="i4"
diff --git a/tests/v3/test_chunk_grids.py b/tests/v3/test_chunk_grids.py
index e1b4df10a7..12166bd210 100644
--- a/tests/v3/test_chunk_grids.py
+++ b/tests/v3/test_chunk_grids.py
@@ -5,9 +5,9 @@
 
 
 @pytest.mark.parametrize(
-    "shape", ((0,), (0,) * 2, (1, 2, 0, 4, 5), (10, 0), (10,), (100,) * 3, (1000000,), (10000,) * 2)
+    "shape", [(0,), (0,) * 2, (1, 2, 0, 4, 5), (10, 0), (10,), (100,) * 3, (1000000,), (10000,) * 2]
 )
-@pytest.mark.parametrize("itemsize", (1, 2, 4))
+@pytest.mark.parametrize("itemsize", [1, 2, 4])
 def test_guess_chunks(shape: tuple[int, ...], itemsize: int) -> None:
     chunks = _guess_chunks(shape, itemsize)
     chunk_size = np.prod(chunks) * itemsize
diff --git a/tests/v3/test_codec_entrypoints.py b/tests/v3/test_codec_entrypoints.py
index 95dae68762..e1ef027dd4 100644
--- a/tests/v3/test_codec_entrypoints.py
+++ b/tests/v3/test_codec_entrypoints.py
@@ -10,7 +10,7 @@
 here = os.path.abspath(os.path.dirname(__file__))
 
 
-@pytest.fixture()
+@pytest.fixture
 def set_path() -> Generator[None, None, None]:
     sys.path.append(here)
     zarr.registry._collect_entrypoints()
diff --git a/tests/v3/test_codecs/test_blosc.py b/tests/v3/test_codecs/test_blosc.py
index 4c569055b7..982b0213b9 100644
--- a/tests/v3/test_codecs/test_blosc.py
+++ b/tests/v3/test_codecs/test_blosc.py
@@ -10,7 +10,7 @@
 from zarr.store.common import StorePath
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 @pytest.mark.parametrize("dtype", ["uint8", "uint16"])
 async def test_blosc_evolve(store: Store, dtype: str) -> None:
     typesize = np.dtype(dtype).itemsize
diff --git a/tests/v3/test_codecs/test_codecs.py b/tests/v3/test_codecs/test_codecs.py
index 8e98cf20f5..75b1d15d00 100644
--- a/tests/v3/test_codecs/test_codecs.py
+++ b/tests/v3/test_codecs/test_codecs.py
@@ -59,7 +59,7 @@ def test_sharding_pickle() -> None:
     pass
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 @pytest.mark.parametrize("input_order", ["F", "C"])
 @pytest.mark.parametrize("store_order", ["F", "C"])
 @pytest.mark.parametrize("runtime_write_order", ["F", "C"])
@@ -117,7 +117,7 @@ async def test_order(
         assert read_data.flags["C_CONTIGUOUS"]
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 @pytest.mark.parametrize("input_order", ["F", "C"])
 @pytest.mark.parametrize("runtime_write_order", ["F", "C"])
 @pytest.mark.parametrize("runtime_read_order", ["F", "C"])
@@ -159,7 +159,7 @@ def test_order_implicit(
         assert read_data.flags["C_CONTIGUOUS"]
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 def test_open(store: Store) -> None:
     spath = StorePath(store)
     a = Array.create(
@@ -205,7 +205,7 @@ def test_morton() -> None:
     ]
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 def test_write_partial_chunks(store: Store) -> None:
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
     spath = StorePath(store)
@@ -220,7 +220,7 @@ def test_write_partial_chunks(store: Store) -> None:
     assert np.array_equal(a[0:16, 0:16], data)
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 async def test_delete_empty_chunks(store: Store) -> None:
     data = np.ones((16, 16))
     path = "delete_empty_chunks"
@@ -238,7 +238,7 @@ async def test_delete_empty_chunks(store: Store) -> None:
     assert await store.get(f"{path}/c0/0", prototype=default_buffer_prototype()) is None
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 async def test_dimension_names(store: Store) -> None:
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
     path = "dimension_names"
@@ -272,7 +272,7 @@ async def test_dimension_names(store: Store) -> None:
     assert "dimension_names" not in json.loads(zarr_json_buffer.to_bytes())
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 def test_invalid_metadata(store: Store) -> None:
     spath = StorePath(store, "invalid_metadata")
     with pytest.raises(ValueError):
@@ -360,7 +360,7 @@ def test_invalid_metadata(store: Store) -> None:
         )
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 async def test_resize(store: Store) -> None:
     data = np.zeros((16, 18), dtype="uint16")
     path = "resize"
diff --git a/tests/v3/test_codecs/test_endian.py b/tests/v3/test_codecs/test_endian.py
index 5b5b2eb899..81b24e7349 100644
--- a/tests/v3/test_codecs/test_endian.py
+++ b/tests/v3/test_codecs/test_endian.py
@@ -11,7 +11,7 @@
 from .test_codecs import _AsyncArrayProxy
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 @pytest.mark.parametrize("endian", ["big", "little"])
 async def test_endian(store: Store, endian: Literal["big", "little"]) -> None:
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
@@ -32,7 +32,7 @@ async def test_endian(store: Store, endian: Literal["big", "little"]) -> None:
     assert np.array_equal(data, readback_data)
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 @pytest.mark.parametrize("dtype_input_endian", [">u2", "<u2"])
 @pytest.mark.parametrize("dtype_store_endian", ["big", "little"])
 async def test_endian_write(
diff --git a/tests/v3/test_codecs/test_gzip.py b/tests/v3/test_codecs/test_gzip.py
index 6495f8236c..277cbd9e4e 100644
--- a/tests/v3/test_codecs/test_gzip.py
+++ b/tests/v3/test_codecs/test_gzip.py
@@ -7,7 +7,7 @@
 from zarr.store.common import StorePath
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 def test_gzip(store: Store) -> None:
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
 
diff --git a/tests/v3/test_codecs/test_sharding.py b/tests/v3/test_codecs/test_sharding.py
index bd8aab5e03..ecf2ea7bd7 100644
--- a/tests/v3/test_codecs/test_sharding.py
+++ b/tests/v3/test_codecs/test_sharding.py
@@ -21,7 +21,7 @@
 from .test_codecs import _AsyncArrayProxy, order_from_dim
 
 
-@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
 @pytest.mark.parametrize("index_location", ["start", "end"])
 @pytest.mark.parametrize(
     "array_fixture",
@@ -76,7 +76,7 @@ def test_sharding(
 
 
 @pytest.mark.parametrize("index_location", ["start", "end"])
-@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
 @pytest.mark.parametrize(
     "array_fixture",
     [
@@ -126,7 +126,7 @@ def test_sharding_partial(
     indirect=["array_fixture"],
 )
 @pytest.mark.parametrize("index_location", ["start", "end"])
-@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
 def test_sharding_partial_read(
     store: Store, array_fixture: npt.NDArray[Any], index_location: ShardingCodecIndexLocation
 ) -> None:
@@ -163,7 +163,7 @@ def test_sharding_partial_read(
     indirect=["array_fixture"],
 )
 @pytest.mark.parametrize("index_location", ["start", "end"])
-@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
 def test_sharding_partial_overwrite(
     store: Store, array_fixture: npt.NDArray[Any], index_location: ShardingCodecIndexLocation
 ) -> None:
@@ -214,7 +214,7 @@ def test_sharding_partial_overwrite(
     "inner_index_location",
     ["start", "end"],
 )
-@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
 def test_nested_sharding(
     store: Store,
     array_fixture: npt.NDArray[Any],
@@ -247,7 +247,7 @@ def test_nested_sharding(
     assert np.array_equal(data, read_data)
 
 
-@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
 def test_open_sharding(store: Store) -> None:
     path = "open_sharding"
     spath = StorePath(store, path)
@@ -272,7 +272,7 @@ def test_open_sharding(store: Store) -> None:
     assert a.metadata == b.metadata
 
 
-@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
 def test_write_partial_sharded_chunks(store: Store) -> None:
     data = np.arange(0, 16 * 16, dtype="uint16").reshape((16, 16))
     spath = StorePath(store)
@@ -296,7 +296,7 @@ def test_write_partial_sharded_chunks(store: Store) -> None:
     assert np.array_equal(a[0:16, 0:16], data)
 
 
-@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
 async def test_delete_empty_shards(store: Store) -> None:
     if not store.supports_deletes:
         pytest.skip("store does not support deletes")
@@ -323,7 +323,8 @@ async def test_delete_empty_shards(store: Store) -> None:
     assert np.array_equal(data, await _AsyncArrayProxy(a)[:, :].get())
     assert await store.get(f"{path}/c/1/0", prototype=default_buffer_prototype()) is None
     chunk_bytes = await store.get(f"{path}/c/0/0", prototype=default_buffer_prototype())
-    assert chunk_bytes is not None and len(chunk_bytes) == 16 * 2 + 8 * 8 * 2 + 4
+    assert chunk_bytes is not None
+    assert len(chunk_bytes) == 16 * 2 + 8 * 8 * 2 + 4
 
 
 def test_pickle() -> None:
diff --git a/tests/v3/test_codecs/test_transpose.py b/tests/v3/test_codecs/test_transpose.py
index 4eff57bab9..a14ace7201 100644
--- a/tests/v3/test_codecs/test_transpose.py
+++ b/tests/v3/test_codecs/test_transpose.py
@@ -19,7 +19,7 @@
 @pytest.mark.parametrize("runtime_write_order", ["F", "C"])
 @pytest.mark.parametrize("runtime_read_order", ["F", "C"])
 @pytest.mark.parametrize("with_sharding", [True, False])
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 async def test_transpose(
     store: Store,
     input_order: MemoryOrder,
@@ -69,7 +69,7 @@ async def test_transpose(
         assert read_data.flags["C_CONTIGUOUS"]
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 @pytest.mark.parametrize("order", [[1, 2, 0], [1, 2, 3, 0], [3, 2, 4, 0, 1]])
 def test_transpose_non_self_inverse(store: Store, order: list[int]) -> None:
     shape = [i + 3 for i in range(len(order))]
@@ -88,7 +88,7 @@ def test_transpose_non_self_inverse(store: Store, order: list[int]) -> None:
     assert np.array_equal(data, read_data)
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 def test_transpose_invalid(
     store: Store,
 ) -> None:
diff --git a/tests/v3/test_codecs/test_zstd.py b/tests/v3/test_codecs/test_zstd.py
index 0726e5944c..cf80a8053c 100644
--- a/tests/v3/test_codecs/test_zstd.py
+++ b/tests/v3/test_codecs/test_zstd.py
@@ -7,7 +7,7 @@
 from zarr.store.common import StorePath
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 @pytest.mark.parametrize("checksum", [True, False])
 def test_zstd(store: Store, checksum: bool) -> None:
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
diff --git a/tests/v3/test_config.py b/tests/v3/test_config.py
index 115487ba87..79b28055d6 100644
--- a/tests/v3/test_config.py
+++ b/tests/v3/test_config.py
@@ -69,7 +69,7 @@ def test_config_defaults_set() -> None:
 
 
 @pytest.mark.parametrize(
-    "key, old_val, new_val",
+    ("key", "old_val", "new_val"),
     [("array.order", "C", "F"), ("async.concurrency", None, 10), ("json_indent", 2, 0)],
 )
 def test_config_defaults_can_be_overridden(key: str, old_val: Any, new_val: Any) -> None:
@@ -88,7 +88,7 @@ class MockClass:
     )
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 def test_config_codec_pipeline_class(store: Store) -> None:
     # has default value
     assert get_pipeline_class().__name__ != ""
@@ -139,7 +139,7 @@ class MockEnvCodecPipeline(CodecPipeline):
         assert get_pipeline_class(reload_config=True) == MockEnvCodecPipeline
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 def test_config_codec_implementation(store: Store) -> None:
     # has default value
     assert fully_qualified_name(get_codec_class("blosc")) == config.defaults[0]["codecs"]["blosc"]
@@ -172,7 +172,7 @@ async def _encode_single(
         assert get_codec_class("blosc", reload_config=True) == BloscCodec
 
 
-@pytest.mark.parametrize("store", ("local", "memory"), indirect=["store"])
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 def test_config_ndbuffer_implementation(store: Store) -> None:
     # has default value
     assert fully_qualified_name(get_ndbuffer_class()) == config.defaults[0]["ndbuffer"]
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 8beb344b47..22499dfb40 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -453,8 +453,8 @@ def test_group_array_creation(
     assert full_like_array.store_path.store == store
 
 
-@pytest.mark.parametrize("store", ("local", "memory", "zip"), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
+@pytest.mark.parametrize("zarr_format", [2, 3])
 @pytest.mark.parametrize("exists_ok", [True, False])
 @pytest.mark.parametrize("extant_node", ["array", "group"])
 def test_group_creation_existing_node(
@@ -601,10 +601,10 @@ async def test_asyncgroup_open_wrong_format(
 # should this be async?
 @pytest.mark.parametrize(
     "data",
-    (
+    [
         {"zarr_format": 3, "node_type": "group", "attributes": {"foo": 100}},
         {"zarr_format": 2, "attributes": {"foo": 100}},
-    ),
+    ],
 )
 def test_asyncgroup_from_dict(store: Store, data: dict[str, Any]) -> None:
     """
@@ -744,8 +744,8 @@ async def test_asyncgroup_update_attributes(store: Store, zarr_format: ZarrForma
     assert agroup_new_attributes.attrs == attributes_new
 
 
-@pytest.mark.parametrize("store", ("local",), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
+@pytest.mark.parametrize("store", ["local"], indirect=["store"])
+@pytest.mark.parametrize("zarr_format", [2, 3])
 async def test_serializable_async_group(store: LocalStore, zarr_format: ZarrFormat) -> None:
     expected = await AsyncGroup.from_store(
         store=store, attributes={"foo": 999}, zarr_format=zarr_format
@@ -755,8 +755,8 @@ async def test_serializable_async_group(store: LocalStore, zarr_format: ZarrForm
     assert actual == expected
 
 
-@pytest.mark.parametrize("store", ("local",), indirect=["store"])
-@pytest.mark.parametrize("zarr_format", (2, 3))
+@pytest.mark.parametrize("store", ["local"], indirect=["store"])
+@pytest.mark.parametrize("zarr_format", [2, 3])
 def test_serializable_sync_group(store: LocalStore, zarr_format: ZarrFormat) -> None:
     expected = Group.from_store(store=store, attributes={"foo": 999}, zarr_format=zarr_format)
     p = pickle.dumps(expected)
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index d2cf455e07..890c487b00 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -130,7 +130,7 @@ def test_replace_ellipsis() -> None:
 
 
 @pytest.mark.parametrize(
-    "value, dtype",
+    ("value", "dtype"),
     [
         (42, "uint8"),
         pytest.param(
@@ -138,7 +138,7 @@ def test_replace_ellipsis() -> None:
         ),
     ],
 )
-@pytest.mark.parametrize("use_out", (True, False))
+@pytest.mark.parametrize("use_out", [True, False])
 def test_get_basic_selection_0d(store: StorePath, use_out: bool, value: Any, dtype: Any) -> None:
     # setup
     arr_np = np.array(value, dtype=dtype)
@@ -385,7 +385,7 @@ def test_fancy_indexing_fallback_on_get_setitem(store: StorePath) -> None:
 
 
 @pytest.mark.parametrize(
-    "index,expected_result",
+    ("index", "expected_result"),
     [
         # Single iterable of integers
         ([0, 1], [[0, 1, 2], [3, 4, 5]]),
@@ -426,7 +426,7 @@ def test_orthogonal_indexing_fallback_on_getitem_2d(
 
 
 @pytest.mark.parametrize(
-    "index,expected_result",
+    ("index", "expected_result"),
     [
         # Single iterable of integers
         ([0, 1], [[[0, 1, 2], [3, 4, 5], [6, 7, 8]], [[9, 10, 11], [12, 13, 14], [15, 16, 17]]]),
@@ -466,7 +466,7 @@ def test_orthogonal_indexing_fallback_on_getitem_3d(
 
 
 @pytest.mark.parametrize(
-    "index,expected_result",
+    ("index", "expected_result"),
     [
         # Single iterable of integers
         ([0, 1], [[1, 1, 1], [1, 1, 1], [0, 0, 0]]),
@@ -509,7 +509,7 @@ def test_fancy_indexing_doesnt_mix_with_implicit_slicing(store: StorePath) -> No
 
 
 @pytest.mark.parametrize(
-    "value, dtype",
+    ("value", "dtype"),
     [
         (42, "uint8"),
         pytest.param(
@@ -1735,7 +1735,7 @@ def test_numpy_int_indexing(store: StorePath) -> None:
 
 
 @pytest.mark.parametrize(
-    "shape, chunks, ops",
+    ("shape", "chunks", "ops"),
     [
         # 1D test cases
         ((1070,), (50,), [("__getitem__", (slice(200, 400),))]),
diff --git a/tests/v3/test_metadata/test_v3.py b/tests/v3/test_metadata/test_v3.py
index f8e2ebd7b3..025d59422a 100644
--- a/tests/v3/test_metadata/test_v3.py
+++ b/tests/v3/test_metadata/test_v3.py
@@ -82,7 +82,7 @@ def test_parse_auto_fill_value(dtype_str: str) -> None:
 
 
 @pytest.mark.parametrize(
-    "fill_value,dtype_str",
+    ("fill_value", "dtype_str"),
     [
         (True, "bool"),
         (False, "bool"),
@@ -301,7 +301,7 @@ def test_parse_invalid_dtype_raises(data):
 
 
 @pytest.mark.parametrize(
-    "data_type,fill_value", [("uint8", -1), ("int32", 22.5), ("float32", "foo")]
+    ("data_type", "fill_value"), [("uint8", -1), ("int32", 22.5), ("float32", "foo")]
 )
 async def test_invalid_fill_value_raises(data_type: str, fill_value: float) -> None:
     metadata_dict = {
diff --git a/tests/v3/test_store/test_memory.py b/tests/v3/test_store/test_memory.py
index 2498cdc24a..4413047178 100644
--- a/tests/v3/test_store/test_memory.py
+++ b/tests/v3/test_store/test_memory.py
@@ -18,7 +18,7 @@ def set(self, store: MemoryStore, key: str, value: Buffer) -> None:
     def get(self, store: MemoryStore, key: str) -> Buffer:
         return store._store_dict[key]
 
-    @pytest.fixture(scope="function", params=[None, True])
+    @pytest.fixture(params=[None, True])
     def store_kwargs(
         self, request: pytest.FixtureRequest
     ) -> dict[str, str | None | dict[str, Buffer]]:
@@ -27,7 +27,7 @@ def store_kwargs(
             kwargs["store_dict"] = {}
         return kwargs
 
-    @pytest.fixture(scope="function")
+    @pytest.fixture
     def store(self, store_kwargs: str | None | dict[str, Buffer]) -> MemoryStore:
         return self.store_cls(**store_kwargs)
 
@@ -58,11 +58,11 @@ def set(self, store: GpuMemoryStore, key: str, value: Buffer) -> None:
     def get(self, store: MemoryStore, key: str) -> Buffer:
         return store._store_dict[key]
 
-    @pytest.fixture(scope="function", params=[None, {}])
+    @pytest.fixture(params=[None, {}])
     def store_kwargs(self, request) -> dict[str, str | None | dict[str, Buffer]]:
         return {"store_dict": request.param, "mode": "r+"}
 
-    @pytest.fixture(scope="function")
+    @pytest.fixture
     def store(self, store_kwargs: str | None | dict[str, gpu.Buffer]) -> GpuMemoryStore:
         return self.store_cls(**store_kwargs)
 
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index ac77a50f8c..6010f7eca8 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -55,7 +55,7 @@ def get_boto3_client() -> botocore.client.BaseClient:
     return session.create_client("s3", endpoint_url=endpoint_url)
 
 
-@pytest.fixture(autouse=True, scope="function")
+@pytest.fixture(autouse=True)
 def s3(s3_base: None) -> Generator[s3fs.S3FileSystem, None, None]:
     """
     Quoting Martin Durant:
@@ -110,14 +110,14 @@ class TestRemoteStoreS3(StoreTests[RemoteStore, cpu.Buffer]):
     store_cls = RemoteStore
     buffer_cls = cpu.Buffer
 
-    @pytest.fixture(scope="function")
+    @pytest.fixture
     def store_kwargs(self, request) -> dict[str, str | bool]:
         fs, path = fsspec.url_to_fs(
             f"s3://{test_bucket_name}", endpoint_url=endpoint_url, anon=False
         )
         return {"fs": fs, "path": path, "mode": "r+"}
 
-    @pytest.fixture(scope="function")
+    @pytest.fixture
     def store(self, store_kwargs: dict[str, str | bool]) -> RemoteStore:
         return self.store_cls(**store_kwargs)
 
diff --git a/tests/v3/test_store/test_zip.py b/tests/v3/test_store/test_zip.py
index 7c332e9a2e..595d1a3e53 100644
--- a/tests/v3/test_store/test_zip.py
+++ b/tests/v3/test_store/test_zip.py
@@ -22,7 +22,7 @@ class TestZipStore(StoreTests[ZipStore, cpu.Buffer]):
     store_cls = ZipStore
     buffer_cls = cpu.Buffer
 
-    @pytest.fixture(scope="function")
+    @pytest.fixture
     def store_kwargs(self, request) -> dict[str, str | bool]:
         fd, temp_path = tempfile.mkstemp()
         os.close(fd)

From 1574e8b14387bf6960dc1005edeacdac460a540f Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Thu, 26 Sep 2024 04:05:14 +0530
Subject: [PATCH 0704/1078] Replace Gitter with Zulip (#2254)

---
 .github/ISSUE_TEMPLATE/config.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
index 9cb5ec9a78..809e4e31b6 100644
--- a/.github/ISSUE_TEMPLATE/config.yml
+++ b/.github/ISSUE_TEMPLATE/config.yml
@@ -3,9 +3,9 @@ contact_links:
   - name: ✨ Propose a new major feature
     url: https://github.com/zarr-developers/zarr-specs
     about: A new major feature should be discussed in the Zarr specifications repository.
-  - name: ❓ Discuss something on gitter
-    url: https://gitter.im/zarr-developers/community
-    about: For questions like "How do I do X with Zarr?", you can move to our Gitter channel.
+  - name: ❓ Discuss something on ZulipChat
+    url: https://ossci.zulipchat.com/
+    about: For questions like "How do I do X with Zarr?", you can move to our ZulipChat.
   - name: ❓ Discuss something on GitHub Discussions
     url: https://github.com/zarr-developers/zarr-python/discussions
     about: For questions like "How do I do X with Zarr?", you can move to GitHub Discussions.

From 3ce7670ee39db5b36c4a83c67955077894f527ad Mon Sep 17 00:00:00 2001
From: jakirkham <jakirkham@gmail.com>
Date: Wed, 25 Sep 2024 15:42:42 -0700
Subject: [PATCH 0705/1078] Use `map(str, *)` in `test_accessed_chunks` (#2229)

* Update test_indexing.py

* style: pre-commit fixes

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 tests/v3/test_indexing.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index 890c487b00..da358afbd6 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -1782,9 +1782,7 @@ async def test_accessed_chunks(
 
         # Combine and generate the cartesian product to determine the chunks keys that
         # will be accessed
-        chunks_accessed = [
-            ".".join([str(ci) for ci in comb]) for comb in itertools.product(*chunks_per_dim)
-        ]
+        chunks_accessed = [".".join(map(str, comb)) for comb in itertools.product(*chunks_per_dim)]
 
         counts_before = store.counter.copy()
 

From e968ac5c3d6a03728228ff65908d9b8273801f39 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 26 Sep 2024 00:48:21 +0200
Subject: [PATCH 0706/1078] Enforce ruff/flake8-comprehensions rules (C4)
 (#2239)

* Apply ruff/flake8-comprehensions rule C401

C401 Unnecessary generator (rewrite as a `set` comprehension)

* Apply ruff/flake8-comprehensions rule C408

C408 Unnecessary `dict` call (rewrite as a literal)

* Apply ruff/flake8-comprehensions rule C409

C409 Unnecessary list comprehension passed to `tuple()` (rewrite as a generator)

* Apply ruff/flake8-comprehensions rule C416

C416 Unnecessary `list` comprehension (rewrite using `list()`)

* Enforce ruff/flake8-comprehensions rules (C4)

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 bench/compress_normal.py           | 2 +-
 pyproject.toml                     | 1 +
 src/zarr/codecs/sharding.py        | 8 ++++----
 src/zarr/store/memory.py           | 2 +-
 src/zarr/store/zip.py              | 2 +-
 tests/v3/test_group.py             | 2 +-
 tests/v3/test_store/test_remote.py | 2 +-
 7 files changed, 10 insertions(+), 9 deletions(-)

diff --git a/bench/compress_normal.py b/bench/compress_normal.py
index 608cfe8dce..179520a0e4 100644
--- a/bench/compress_normal.py
+++ b/bench/compress_normal.py
@@ -16,7 +16,7 @@
         a,
         chunks=1000000,
         compression="blosc",
-        compression_opts=dict(cname="lz4", clevel=5, shuffle=2),
+        compression_opts={"cname": "lz4", "clevel": 5, "shuffle": 2},
     )
     print(z)
 
diff --git a/pyproject.toml b/pyproject.toml
index a10c22d08e..33aa538141 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -208,6 +208,7 @@ extend-exclude = [
 [tool.ruff.lint]
 extend-select = [
     "B",   # flake8-bugbear
+    "C4",  # flake8-comprehensions
     "FLY", # flynt
     "I",   # isort
     "ISC", # flake8-implicit-str-concat
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index 3ae51ce54b..6282750f20 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -151,7 +151,7 @@ def is_dense(self, chunk_byte_length: int) -> bool:
 
         # Are all non-empty offsets unique?
         if len(
-            set(offset for offset, _ in sorted_offsets_and_lengths if offset != MAX_UINT_64)
+            {offset for offset, _ in sorted_offsets_and_lengths if offset != MAX_UINT_64}
         ) != len(sorted_offsets_and_lengths):
             return False
 
@@ -380,8 +380,8 @@ def to_dict(self) -> dict[str, JSON]:
             "name": "sharding_indexed",
             "configuration": {
                 "chunk_shape": self.chunk_shape,
-                "codecs": tuple([s.to_dict() for s in self.codecs]),
-                "index_codecs": tuple([s.to_dict() for s in self.index_codecs]),
+                "codecs": tuple(s.to_dict() for s in self.codecs),
+                "index_codecs": tuple(s.to_dict() for s in self.index_codecs),
                 "index_location": self.index_location.value,
             },
         }
@@ -477,7 +477,7 @@ async def _decode_partial_single(
         )
 
         indexed_chunks = list(indexer)
-        all_chunk_coords = set(chunk_coords for chunk_coords, _, _ in indexed_chunks)
+        all_chunk_coords = {chunk_coords for chunk_coords, _, _ in indexed_chunks}
 
         # reading bytes of all requested chunks
         shard_dict: ShardMapping = {}
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 351667f646..16599b2605 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -135,7 +135,7 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
             prefix = prefix[:-1]
 
         if prefix == "":
-            keys_unique = set(k.split("/")[0] for k in self._store_dict)
+            keys_unique = {k.split("/")[0] for k in self._store_dict}
         else:
             # Our dictionary doesn't contain directory markers, but we want to include
             # a pseudo directory when there's a nested item and we're listing an
diff --git a/src/zarr/store/zip.py b/src/zarr/store/zip.py
index 2e4927aced..2c3b16a65d 100644
--- a/src/zarr/store/zip.py
+++ b/src/zarr/store/zip.py
@@ -232,7 +232,7 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         keys = self._zf.namelist()
         seen = set()
         if prefix == "":
-            keys_unique = set(k.split("/")[0] for k in keys)
+            keys_unique = {k.split("/")[0] for k in keys}
             for key in keys_unique:
                 if key not in seen:
                     seen.add(key)
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 22499dfb40..8c6464d3b5 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -271,7 +271,7 @@ def test_group_iter(store: Store, zarr_format: ZarrFormat) -> None:
 
     group = Group.from_store(store, zarr_format=zarr_format)
     with pytest.raises(NotImplementedError):
-        [x for x in group]
+        list(group)
 
 
 def test_group_len(store: Store, zarr_format: ZarrFormat) -> None:
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index 6010f7eca8..ca74fc1842 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -92,7 +92,7 @@ async def test_basic() -> None:
     store = RemoteStore.from_url(
         f"s3://{test_bucket_name}",
         mode="w",
-        storage_options=dict(endpoint_url=endpoint_url, anon=False),
+        storage_options={"endpoint_url": endpoint_url, "anon": False},
     )
     assert await _collect_aiterator(store.list()) == ()
     assert not await store.exists("foo")

From c3f5401aa328388d12a8328e25d14419e4f254f3 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 26 Sep 2024 14:18:19 +0200
Subject: [PATCH 0707/1078] Remove unnecessary lambda expression (#2260)

---
 src/zarr/testing/strategies.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 588692e704..e77c14b486 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -60,7 +60,7 @@ def v2_dtypes() -> st.SearchStrategy[np.dtype]:
 )
 array_names = node_names
 attrs = st.none() | st.dictionaries(_attr_keys, _attr_values)
-paths = st.lists(node_names, min_size=1).map(lambda x: "/".join(x)) | st.just("/")
+paths = st.lists(node_names, min_size=1).map("/".join) | st.just("/")
 stores = st.builds(MemoryStore, st.just({}), mode=st.just("w"))
 compressors = st.sampled_from([None, "default"])
 zarr_formats: st.SearchStrategy[Literal[2, 3]] = st.sampled_from([2, 3])

From 265837cc7ac77fe237130a83eab36852e54d84bc Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 26 Sep 2024 17:45:47 +0200
Subject: [PATCH 0708/1078] No need to run DeepSource any more - we use ruff
 (#2261)

---
 .deepsource.toml | 7 -------
 1 file changed, 7 deletions(-)
 delete mode 100644 .deepsource.toml

diff --git a/.deepsource.toml b/.deepsource.toml
deleted file mode 100644
index e68653328f..0000000000
--- a/.deepsource.toml
+++ /dev/null
@@ -1,7 +0,0 @@
-version = 1
-
-test_patterns = ["zarr/tests/test_*.py"]
-
-[[analyzers]]
-name = "python"
-enabled = true

From 19ed733f13924f162d63279f6d3c42eb31de9a31 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 26 Sep 2024 19:25:03 +0200
Subject: [PATCH 0709/1078] Apply ruff/flake8-annotations rule ANN204 (#2258)

ANN204 Missing return type annotation for special method `__init__`
---
 src/zarr/core/metadata/v2.py | 2 +-
 src/zarr/core/metadata/v3.py | 2 +-
 src/zarr/store/zip.py        | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index 27c1badafd..4a9baaf8b8 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -52,7 +52,7 @@ def __init__(
         compressor: numcodecs.abc.Codec | dict[str, JSON] | None = None,
         filters: Iterable[numcodecs.abc.Codec | dict[str, JSON]] | None = None,
         attributes: dict[str, JSON] | None = None,
-    ):
+    ) -> None:
         """
         Metadata for a Zarr version 2 array.
         """
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index f1cb07fd4c..16bfc822a5 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -72,7 +72,7 @@ def parse_dimension_names(data: object) -> tuple[str | None, ...] | None:
 
 
 class V3JsonEncoder(json.JSONEncoder):
-    def __init__(self, *args: Any, **kwargs: Any):
+    def __init__(self, *args: Any, **kwargs: Any) -> None:
         self.indent = kwargs.pop("indent", config.get("json_indent"))
         super().__init__(*args, **kwargs)
 
diff --git a/src/zarr/store/zip.py b/src/zarr/store/zip.py
index 2c3b16a65d..cd9df4d374 100644
--- a/src/zarr/store/zip.py
+++ b/src/zarr/store/zip.py
@@ -56,7 +56,7 @@ def __init__(
         mode: ZipStoreAccessModeLiteral = "r",
         compression: int = zipfile.ZIP_STORED,
         allowZip64: bool = True,
-    ):
+    ) -> None:
         super().__init__(mode=mode)
 
         if isinstance(path, str):

From f0443dba39407365d94fbe77f2bfe683c7044ec2 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Thu, 26 Sep 2024 20:56:14 +0200
Subject: [PATCH 0710/1078] Add array storage helpers (#2065)

* implement store.list_prefix and store._set_dict

* simplify string handling

* add nchunks_initialized, and necessary additions for it

* rename _iter_chunks to _iter_chunk_coords

* fix test name

* bring in correct store list_dir implementations

* bump numcodecs to dodge zstd exception

* remove store._set_dict, and add _set_many and get_many instead

* update deprecation warning template

* add a type annotation

* refactor chunk iterators. they are not properties any more, just methods, and they can take an origin kwarg

* _get_many returns tuple[str, buffer]

* stricter store types

* fix types

* lint

* remove deprecation warnings

* fix zip list_prefix

* tests for nchunks_initialized, chunks_initialized; add selection_shape kwarg to grid iteration; make chunk grid iterators consistent for array and async array

* add nchunks test

* fix docstrings

* fix docstring

* revert unnecessary changes to project config
---
 src/zarr/abc/store.py              |  47 +++--
 src/zarr/codecs/sharding.py        |   6 +-
 src/zarr/core/array.py             | 275 ++++++++++++++++++++++++++++-
 src/zarr/core/common.py            |   2 +-
 src/zarr/core/indexing.py          |  80 +++++++++
 src/zarr/store/_utils.py           |   7 +-
 src/zarr/store/common.py           |   6 +-
 src/zarr/store/local.py            |  10 +-
 src/zarr/store/memory.py           |  10 +-
 src/zarr/store/remote.py           |  12 +-
 src/zarr/store/zip.py              |  12 +-
 src/zarr/testing/store.py          |  24 ++-
 tests/v3/conftest.py               |  10 ++
 tests/v3/test_array.py             |  73 ++++++++
 tests/v3/test_indexing.py          |  52 ++++++
 tests/v3/test_store/test_remote.py |   4 -
 16 files changed, 578 insertions(+), 52 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index c453733f00..42eb18ce0b 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -1,16 +1,24 @@
+from __future__ import annotations
+
 from abc import ABC, abstractmethod
 from asyncio import gather
 from collections.abc import AsyncGenerator, Iterable
-from types import TracebackType
-from typing import Any, NamedTuple, Protocol, runtime_checkable
+from typing import TYPE_CHECKING, Any, NamedTuple, Protocol, runtime_checkable
+
+if TYPE_CHECKING:
+    from collections.abc import AsyncGenerator, Iterable
+    from types import TracebackType
+    from typing import Any, TypeAlias
 
-from typing_extensions import Self
+    from typing_extensions import Self
 
-from zarr.core.buffer import Buffer, BufferPrototype
-from zarr.core.common import AccessModeLiteral, BytesLike
+    from zarr.core.buffer import Buffer, BufferPrototype
+    from zarr.core.common import AccessModeLiteral, BytesLike
 
 __all__ = ["Store", "AccessMode", "ByteGetter", "ByteSetter", "set_or_delete"]
 
+ByteRangeRequest: TypeAlias = tuple[int | None, int | None]
+
 
 class AccessMode(NamedTuple):
     str: AccessModeLiteral
@@ -100,14 +108,14 @@ async def get(
         self,
         key: str,
         prototype: BufferPrototype,
-        byte_range: tuple[int | None, int | None] | None = None,
+        byte_range: ByteRangeRequest | None = None,
     ) -> Buffer | None:
         """Retrieve the value associated with a given key.
 
         Parameters
         ----------
         key : str
-        byte_range : tuple[int, Optional[int]], optional
+        byte_range : tuple[int | None, int | None], optional
 
         Returns
         -------
@@ -119,13 +127,13 @@ async def get(
     async def get_partial_values(
         self,
         prototype: BufferPrototype,
-        key_ranges: list[tuple[str, tuple[int | None, int | None]]],
+        key_ranges: Iterable[tuple[str, ByteRangeRequest]],
     ) -> list[Buffer | None]:
         """Retrieve possibly partial values from given key_ranges.
 
         Parameters
         ----------
-        key_ranges : list[tuple[str, tuple[int, int]]]
+        key_ranges : Iterable[tuple[str, tuple[int | None, int | None]]]
             Ordered set of key, range pairs, a key may occur multiple times with different ranges
 
         Returns
@@ -195,7 +203,9 @@ def supports_partial_writes(self) -> bool:
         ...
 
     @abstractmethod
-    async def set_partial_values(self, key_start_values: list[tuple[str, int, BytesLike]]) -> None:
+    async def set_partial_values(
+        self, key_start_values: Iterable[tuple[str, int, BytesLike]]
+    ) -> None:
         """Store values at a given key, starting at byte range_start.
 
         Parameters
@@ -259,21 +269,32 @@ def close(self) -> None:
         """Close the store."""
         self._is_open = False
 
+    async def _get_many(
+        self, requests: Iterable[tuple[str, BufferPrototype, ByteRangeRequest | None]]
+    ) -> AsyncGenerator[tuple[str, Buffer | None], None]:
+        """
+        Retrieve a collection of objects from storage. In general this method does not guarantee
+        that objects will be retrieved in the order in which they were requested, so this method
+        yields tuple[str, Buffer | None] instead of just Buffer | None
+        """
+        for req in requests:
+            yield (req[0], await self.get(*req))
+
 
 @runtime_checkable
 class ByteGetter(Protocol):
     async def get(
-        self, prototype: BufferPrototype, byte_range: tuple[int, int | None] | None = None
+        self, prototype: BufferPrototype, byte_range: ByteRangeRequest | None = None
     ) -> Buffer | None: ...
 
 
 @runtime_checkable
 class ByteSetter(Protocol):
     async def get(
-        self, prototype: BufferPrototype, byte_range: tuple[int, int | None] | None = None
+        self, prototype: BufferPrototype, byte_range: ByteRangeRequest | None = None
     ) -> Buffer | None: ...
 
-    async def set(self, value: Buffer, byte_range: tuple[int, int] | None = None) -> None: ...
+    async def set(self, value: Buffer, byte_range: ByteRangeRequest | None = None) -> None: ...
 
     async def delete(self) -> None: ...
 
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index 6282750f20..2f8946e465 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -17,7 +17,7 @@
     Codec,
     CodecPipeline,
 )
-from zarr.abc.store import ByteGetter, ByteSetter
+from zarr.abc.store import ByteGetter, ByteRangeRequest, ByteSetter
 from zarr.codecs.bytes import BytesCodec
 from zarr.codecs.crc32c_ import Crc32cCodec
 from zarr.core.array_spec import ArraySpec
@@ -78,7 +78,7 @@ class _ShardingByteGetter(ByteGetter):
     chunk_coords: ChunkCoords
 
     async def get(
-        self, prototype: BufferPrototype, byte_range: tuple[int, int | None] | None = None
+        self, prototype: BufferPrototype, byte_range: ByteRangeRequest | None = None
     ) -> Buffer | None:
         assert byte_range is None, "byte_range is not supported within shards"
         assert (
@@ -91,7 +91,7 @@ async def get(
 class _ShardingByteSetter(_ShardingByteGetter, ByteSetter):
     shard_dict: ShardMutableMapping
 
-    async def set(self, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
+    async def set(self, value: Buffer, byte_range: ByteRangeRequest | None = None) -> None:
         assert byte_range is None, "byte_range is not supported within shards"
         self.shard_dict[self.chunk_coords] = value
 
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index f7747e9b2b..fac0facd7d 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -49,6 +49,8 @@
     OrthogonalSelection,
     Selection,
     VIndex,
+    _iter_grid,
+    ceildiv,
     check_fields,
     check_no_multi_fields,
     is_pure_fancy_indexing,
@@ -58,7 +60,7 @@
 )
 from zarr.core.metadata.v2 import ArrayV2Metadata
 from zarr.core.metadata.v3 import ArrayV3Metadata
-from zarr.core.sync import sync
+from zarr.core.sync import collect_aiterator, sync
 from zarr.registry import get_pipeline_class
 from zarr.store import StoreLike, StorePath, make_store_path
 from zarr.store.common import (
@@ -66,7 +68,7 @@
 )
 
 if TYPE_CHECKING:
-    from collections.abc import Iterable
+    from collections.abc import Iterable, Iterator, Sequence
 
     from zarr.abc.codec import Codec, CodecPipeline
     from zarr.core.metadata.common import ArrayMetadata
@@ -390,10 +392,12 @@ def shape(self) -> ChunkCoords:
     def chunks(self) -> ChunkCoords:
         if isinstance(self.metadata.chunk_grid, RegularChunkGrid):
             return self.metadata.chunk_grid.chunk_shape
-        else:
-            raise TypeError(
-                f"chunk attribute is only available for RegularChunkGrid, this array has a {self.metadata.chunk_grid}"
-            )
+
+        msg = (
+            f"The `chunks` attribute is only defined for arrays using `RegularChunkGrid`."
+            f"This array has a {self.metadata.chunk_grid} instead."
+        )
+        raise NotImplementedError(msg)
 
     @property
     def size(self) -> int:
@@ -434,6 +438,111 @@ def basename(self) -> str | None:
             return self.name.split("/")[-1]
         return None
 
+    @property
+    def cdata_shape(self) -> ChunkCoords:
+        """
+        The shape of the chunk grid for this array.
+        """
+        return tuple(ceildiv(s, c) for s, c in zip(self.shape, self.chunks, strict=False))
+
+    @property
+    def nchunks(self) -> int:
+        """
+        The number of chunks in the stored representation of this array.
+        """
+        return product(self.cdata_shape)
+
+    @property
+    def nchunks_initialized(self) -> int:
+        """
+        The number of chunks that have been persisted in storage.
+        """
+        return nchunks_initialized(self)
+
+    def _iter_chunk_coords(
+        self, *, origin: Sequence[int] | None = None, selection_shape: Sequence[int] | None = None
+    ) -> Iterator[ChunkCoords]:
+        """
+        Create an iterator over the coordinates of chunks in chunk grid space. If the `origin`
+        keyword is used, iteration will start at the chunk index specified by `origin`.
+        The default behavior is to start at the origin of the grid coordinate space.
+        If the `selection_shape` keyword is used, iteration will be bounded over a contiguous region
+        ranging from `[origin, origin + selection_shape]`, where the upper bound is exclusive as
+        per python indexing conventions.
+
+        Parameters
+        ----------
+        origin: Sequence[int] | None, default=None
+            The origin of the selection relative to the array's chunk grid.
+        selection_shape: Sequence[int] | None, default=None
+            The shape of the selection in chunk grid coordinates.
+
+        Yields
+        ------
+        chunk_coords: ChunkCoords
+            The coordinates of each chunk in the selection.
+        """
+        return _iter_grid(self.cdata_shape, origin=origin, selection_shape=selection_shape)
+
+    def _iter_chunk_keys(
+        self, *, origin: Sequence[int] | None = None, selection_shape: Sequence[int] | None = None
+    ) -> Iterator[str]:
+        """
+        Iterate over the storage keys of each chunk, relative to an optional origin, and optionally
+        limited to a contiguous region in chunk grid coordinates.
+
+        Parameters
+        ----------
+        origin: Sequence[int] | None, default=None
+            The origin of the selection relative to the array's chunk grid.
+        selection_shape: Sequence[int] | None, default=None
+            The shape of the selection in chunk grid coordinates.
+
+        Yields
+        ------
+        key: str
+            The storage key of each chunk in the selection.
+        """
+        # Iterate over the coordinates of chunks in chunk grid space.
+        for k in self._iter_chunk_coords(origin=origin, selection_shape=selection_shape):
+            # Encode the chunk key from the chunk coordinates.
+            yield self.metadata.encode_chunk_key(k)
+
+    def _iter_chunk_regions(
+        self, *, origin: Sequence[int] | None = None, selection_shape: Sequence[int] | None = None
+    ) -> Iterator[tuple[slice, ...]]:
+        """
+        Iterate over the regions spanned by each chunk.
+
+        Parameters
+        ----------
+        origin: Sequence[int] | None, default=None
+            The origin of the selection relative to the array's chunk grid.
+        selection_shape: Sequence[int] | None, default=None
+            The shape of the selection in chunk grid coordinates.
+
+        Yields
+        ------
+        region: tuple[slice, ...]
+            A tuple of slice objects representing the region spanned by each chunk in the selection.
+        """
+        for cgrid_position in self._iter_chunk_coords(
+            origin=origin, selection_shape=selection_shape
+        ):
+            out: tuple[slice, ...] = ()
+            for c_pos, c_shape in zip(cgrid_position, self.chunks, strict=False):
+                start = c_pos * c_shape
+                stop = start + c_shape
+                out += (slice(start, stop, 1),)
+            yield out
+
+    @property
+    def nbytes(self) -> int:
+        """
+        The number of bytes that can be stored in this array.
+        """
+        return self.nchunks * self.dtype.itemsize
+
     async def _get_selection(
         self,
         indexer: Indexer,
@@ -742,6 +851,106 @@ def read_only(self) -> bool:
     def fill_value(self) -> Any:
         return self.metadata.fill_value
 
+    @property
+    def cdata_shape(self) -> ChunkCoords:
+        """
+        The shape of the chunk grid for this array.
+        """
+        return tuple(ceildiv(s, c) for s, c in zip(self.shape, self.chunks, strict=False))
+
+    @property
+    def nchunks(self) -> int:
+        """
+        The number of chunks in the stored representation of this array.
+        """
+        return self._async_array.nchunks
+
+    def _iter_chunk_coords(
+        self, origin: Sequence[int] | None = None, selection_shape: Sequence[int] | None = None
+    ) -> Iterator[ChunkCoords]:
+        """
+        Create an iterator over the coordinates of chunks in chunk grid space. If the `origin`
+        keyword is used, iteration will start at the chunk index specified by `origin`.
+        The default behavior is to start at the origin of the grid coordinate space.
+        If the `selection_shape` keyword is used, iteration will be bounded over a contiguous region
+        ranging from `[origin, origin + selection_shape]`, where the upper bound is exclusive as
+        per python indexing conventions.
+
+        Parameters
+        ----------
+        origin: Sequence[int] | None, default=None
+            The origin of the selection relative to the array's chunk grid.
+        selection_shape: Sequence[int] | None, default=None
+            The shape of the selection in chunk grid coordinates.
+
+        Yields
+        ------
+        chunk_coords: ChunkCoords
+            The coordinates of each chunk in the selection.
+        """
+        yield from self._async_array._iter_chunk_coords(
+            origin=origin, selection_shape=selection_shape
+        )
+
+    @property
+    def nbytes(self) -> int:
+        """
+        The number of bytes that can be stored in this array.
+        """
+        return self._async_array.nbytes
+
+    @property
+    def nchunks_initialized(self) -> int:
+        """
+        The number of chunks that have been initialized in the stored representation of this array.
+        """
+        return self._async_array.nchunks_initialized
+
+    def _iter_chunk_keys(
+        self, origin: Sequence[int] | None = None, selection_shape: Sequence[int] | None = None
+    ) -> Iterator[str]:
+        """
+        Iterate over the storage keys of each chunk, relative to an optional origin, and optionally
+        limited to a contiguous region in chunk grid coordinates.
+
+        Parameters
+        ----------
+        origin: Sequence[int] | None, default=None
+            The origin of the selection relative to the array's chunk grid.
+        selection_shape: Sequence[int] | None, default=None
+            The shape of the selection in chunk grid coordinates.
+
+        Yields
+        ------
+        key: str
+            The storage key of each chunk in the selection.
+        """
+        yield from self._async_array._iter_chunk_keys(
+            origin=origin, selection_shape=selection_shape
+        )
+
+    def _iter_chunk_regions(
+        self, origin: Sequence[int] | None = None, selection_shape: Sequence[int] | None = None
+    ) -> Iterator[tuple[slice, ...]]:
+        """
+        Iterate over the regions spanned by each chunk.
+
+        Parameters
+        ----------
+        origin: Sequence[int] | None, default=None
+            The origin of the selection relative to the array's chunk grid.
+        selection_shape: Sequence[int] | None, default=None
+            The shape of the selection in chunk grid coordinates.
+
+        Yields
+        ------
+        region: tuple[slice, ...]
+            A tuple of slice objects representing the region spanned by each chunk in the selection.
+        """
+        yield from self._async_array._iter_chunk_regions(
+            origin=origin, selection_shape=selection_shape
+        )
+
     def __array__(
         self, dtype: npt.DTypeLike | None = None, copy: bool | None = None
     ) -> NDArrayLike:
@@ -2073,3 +2282,57 @@ def info(self) -> None:
         return sync(
             self._async_array.info(),
         )
+
+
+def nchunks_initialized(array: AsyncArray | Array) -> int:
+    """
+    Calculate the number of chunks that have been initialized, i.e. the number of chunks that have
+    been persisted to the storage backend.
+
+    Parameters
+    ----------
+    array : Array
+        The array to inspect.
+
+    Returns
+    -------
+    nchunks_initialized : int
+        The number of chunks that have been initialized.
+
+    See Also
+    --------
+    chunks_initialized
+    """
+    return len(chunks_initialized(array))
+
+
+def chunks_initialized(array: Array | AsyncArray) -> tuple[str, ...]:
+    """
+    Return the keys of the chunks that have been persisted to the storage backend.
+
+    Parameters
+    ----------
+    array : Array
+        The array to inspect.
+
+    Returns
+    -------
+    chunks_initialized : tuple[str, ...]
+        The keys of the chunks that have been initialized.
+
+    See Also
+    --------
+    nchunks_initialized
+
+    """
+    # TODO: make this compose with the underlying async iterator
+    store_contents = list(
+        collect_aiterator(array.store_path.store.list_prefix(prefix=array.store_path.path))
+    )
+    out: list[str] = []
+
+    for chunk_key in array._iter_chunk_keys():
+        if chunk_key in store_contents:
+            out.append(chunk_key)
+
+    return tuple(out)
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index 6847bd419f..80c743cc90 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -45,7 +45,7 @@ def product(tup: ChunkCoords) -> int:
 
 
 async def concurrent_map(
-    items: list[T], func: Callable[..., Awaitable[V]], limit: int | None = None
+    items: Iterable[T], func: Callable[..., Awaitable[V]], limit: int | None = None
 ) -> list[V]:
     if limit is None:
         return await asyncio.gather(*[func(*item) for item in items])
diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index 3968a057f8..1c153fc161 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -12,8 +12,10 @@
 from typing import (
     TYPE_CHECKING,
     Any,
+    Literal,
     NamedTuple,
     Protocol,
+    TypeAlias,
     TypeGuard,
     TypeVar,
     cast,
@@ -95,6 +97,84 @@ def ceildiv(a: float, b: float) -> int:
     return math.ceil(a / b)
 
 
+_ArrayIndexingOrder: TypeAlias = Literal["lexicographic"]
+
+
+def _iter_grid(
+    grid_shape: Sequence[int],
+    *,
+    origin: Sequence[int] | None = None,
+    selection_shape: Sequence[int] | None = None,
+    order: _ArrayIndexingOrder = "lexicographic",
+) -> Iterator[ChunkCoords]:
+    """
+    Iterate over the elements of grid of integers, with the option to restrict the domain of
+    iteration to a contiguous subregion of that grid.
+
+    Parameters
+    ----------
+    grid_shape: Sequence[int]
+        The size of the domain to iterate over.
+    origin: Sequence[int] | None, default=None
+        The first coordinate of the domain to return.
+    selection_shape: Sequence[int] | None, default=None
+        The shape of the selection.
+    order: Literal["lexicographic"], default="lexicographic"
+        The linear indexing order to use.
+
+    Returns
+    -------
+
+    itertools.product object
+        An iterator over tuples of integers
+
+    Examples
+    --------
+    >>> tuple(iter_grid((1,)))
+    ((0,),)
+
+    >>> tuple(iter_grid((2,3)))
+    ((0, 0), (0, 1), (0, 2), (1, 0), (1, 1), (1, 2))
+
+    >>> tuple(iter_grid((2,3)), origin=(1,1))
+    ((1, 1), (1, 2), (1, 3), (2, 1), (2, 2), (2, 3))
+
+    >>> tuple(iter_grid((2,3)), origin=(1,1), selection_shape=(2,2))
+    ((1, 1), (1, 2), (1, 3), (2, 1))
+    """
+    if origin is None:
+        origin_parsed = (0,) * len(grid_shape)
+    else:
+        if len(origin) != len(grid_shape):
+            msg = (
+                "Shape and origin parameters must have the same length."
+                f"Got {len(grid_shape)} elements in shape, but {len(origin)} elements in origin."
+            )
+            raise ValueError(msg)
+        origin_parsed = tuple(origin)
+    if selection_shape is None:
+        selection_shape_parsed = tuple(
+            g - o for o, g in zip(origin_parsed, grid_shape, strict=True)
+        )
+    else:
+        selection_shape_parsed = tuple(selection_shape)
+    if order == "lexicographic":
+        dimensions: tuple[range, ...] = ()
+        for idx, (o, gs, ss) in enumerate(
+            zip(origin_parsed, grid_shape, selection_shape_parsed, strict=True)
+        ):
+            if o + ss > gs:
+                raise IndexError(
+                    f"Invalid selection shape ({selection_shape}) for origin ({origin}) and grid shape ({grid_shape}) at axis {idx}."
+                )
+            dimensions += (range(o, o + ss),)
+        yield from itertools.product(*(dimensions))
+
+    else:
+        msg = f"Indexing order {order} is not supported at this time."  # type: ignore[unreachable]
+        raise NotImplementedError(msg)
+
+
 def is_integer(x: Any) -> TypeGuard[int]:
     """True if x is an integer (both pure Python or NumPy)."""
     return isinstance(x, numbers.Integral) and not is_bool(x)
diff --git a/src/zarr/store/_utils.py b/src/zarr/store/_utils.py
index 04a06351c5..cbc9c42bbd 100644
--- a/src/zarr/store/_utils.py
+++ b/src/zarr/store/_utils.py
@@ -1,4 +1,9 @@
-from zarr.core.buffer import Buffer
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from zarr.core.buffer import Buffer
 
 
 def _normalize_interval_index(
diff --git a/src/zarr/store/common.py b/src/zarr/store/common.py
index 0c126c63da..f39edb19ac 100644
--- a/src/zarr/store/common.py
+++ b/src/zarr/store/common.py
@@ -4,7 +4,7 @@
 from pathlib import Path
 from typing import TYPE_CHECKING, Any, Literal
 
-from zarr.abc.store import AccessMode, Store
+from zarr.abc.store import AccessMode, ByteRangeRequest, Store
 from zarr.core.buffer import Buffer, default_buffer_prototype
 from zarr.core.common import ZARR_JSON, ZARRAY_JSON, ZGROUP_JSON, ZarrFormat
 from zarr.errors import ContainsArrayAndGroupError, ContainsArrayError, ContainsGroupError
@@ -37,13 +37,13 @@ def __init__(self, store: Store, path: str | None = None) -> None:
     async def get(
         self,
         prototype: BufferPrototype | None = None,
-        byte_range: tuple[int, int | None] | None = None,
+        byte_range: ByteRangeRequest | None = None,
     ) -> Buffer | None:
         if prototype is None:
             prototype = default_buffer_prototype()
         return await self.store.get(self.path, prototype=prototype, byte_range=byte_range)
 
-    async def set(self, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
+    async def set(self, value: Buffer, byte_range: ByteRangeRequest | None = None) -> None:
         if byte_range is not None:
             raise NotImplementedError("Store.set does not have partial writes yet")
         await self.store.set(self.path, value)
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index 39a94969eb..f1bce769d2 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -6,12 +6,12 @@
 from pathlib import Path
 from typing import TYPE_CHECKING
 
-from zarr.abc.store import Store
+from zarr.abc.store import ByteRangeRequest, Store
 from zarr.core.buffer import Buffer
 from zarr.core.common import concurrent_map, to_thread
 
 if TYPE_CHECKING:
-    from collections.abc import AsyncGenerator
+    from collections.abc import AsyncGenerator, Iterable
 
     from zarr.core.buffer import BufferPrototype
     from zarr.core.common import AccessModeLiteral
@@ -131,7 +131,7 @@ async def get(
     async def get_partial_values(
         self,
         prototype: BufferPrototype,
-        key_ranges: list[tuple[str, tuple[int | None, int | None]]],
+        key_ranges: Iterable[tuple[str, ByteRangeRequest]],
     ) -> list[Buffer | None]:
         """
         Read byte ranges from multiple keys.
@@ -161,7 +161,9 @@ async def set(self, key: str, value: Buffer) -> None:
         path = self.root / key
         await to_thread(_put, path, value)
 
-    async def set_partial_values(self, key_start_values: list[tuple[str, int, bytes]]) -> None:
+    async def set_partial_values(
+        self, key_start_values: Iterable[tuple[str, int, bytes | bytearray | memoryview]]
+    ) -> None:
         self._check_writable()
         args = []
         for key, start, value in key_start_values:
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index 16599b2605..ee4107b0ab 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -2,13 +2,13 @@
 
 from typing import TYPE_CHECKING
 
-from zarr.abc.store import Store
+from zarr.abc.store import ByteRangeRequest, Store
 from zarr.core.buffer import Buffer, gpu
 from zarr.core.common import concurrent_map
 from zarr.store._utils import _normalize_interval_index
 
 if TYPE_CHECKING:
-    from collections.abc import AsyncGenerator, MutableMapping
+    from collections.abc import AsyncGenerator, Iterable, MutableMapping
 
     from zarr.core.buffer import BufferPrototype
     from zarr.core.common import AccessModeLiteral
@@ -73,10 +73,10 @@ async def get(
     async def get_partial_values(
         self,
         prototype: BufferPrototype,
-        key_ranges: list[tuple[str, tuple[int | None, int | None]]],
+        key_ranges: Iterable[tuple[str, ByteRangeRequest]],
     ) -> list[Buffer | None]:
         # All the key-ranges arguments goes with the same prototype
-        async def _get(key: str, byte_range: tuple[int, int | None]) -> Buffer | None:
+        async def _get(key: str, byte_range: ByteRangeRequest) -> Buffer | None:
             return await self.get(key, prototype=prototype, byte_range=byte_range)
 
         return await concurrent_map(key_ranges, _get, limit=None)
@@ -106,7 +106,7 @@ async def delete(self, key: str) -> None:
         except KeyError:
             pass  # Q(JH): why not raise?
 
-    async def set_partial_values(self, key_start_values: list[tuple[str, int, bytes]]) -> None:
+    async def set_partial_values(self, key_start_values: Iterable[tuple[str, int, bytes]]) -> None:
         raise NotImplementedError
 
     async def list(self) -> AsyncGenerator[str, None]:
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 7aea8a3780..284cd8d77f 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -4,11 +4,11 @@
 
 import fsspec
 
-from zarr.abc.store import Store
+from zarr.abc.store import ByteRangeRequest, Store
 from zarr.store.common import _dereference_path
 
 if TYPE_CHECKING:
-    from collections.abc import AsyncGenerator
+    from collections.abc import AsyncGenerator, Iterable
 
     from fsspec.asyn import AsyncFileSystem
 
@@ -110,7 +110,7 @@ async def get(
         self,
         key: str,
         prototype: BufferPrototype,
-        byte_range: tuple[int | None, int | None] | None = None,
+        byte_range: ByteRangeRequest | None = None,
     ) -> Buffer | None:
         if not self._is_open:
             await self._open()
@@ -177,7 +177,7 @@ async def exists(self, key: str) -> bool:
     async def get_partial_values(
         self,
         prototype: BufferPrototype,
-        key_ranges: list[tuple[str, tuple[int | None, int | None]]],
+        key_ranges: Iterable[tuple[str, ByteRangeRequest]],
     ) -> list[Buffer | None]:
         if key_ranges:
             paths, starts, stops = zip(
@@ -203,7 +203,9 @@ async def get_partial_values(
 
         return [None if isinstance(r, Exception) else prototype.buffer.from_bytes(r) for r in res]
 
-    async def set_partial_values(self, key_start_values: list[tuple[str, int, BytesLike]]) -> None:
+    async def set_partial_values(
+        self, key_start_values: Iterable[tuple[str, int, BytesLike]]
+    ) -> None:
         raise NotImplementedError
 
     async def list(self) -> AsyncGenerator[str, None]:
diff --git a/src/zarr/store/zip.py b/src/zarr/store/zip.py
index cd9df4d374..9496609138 100644
--- a/src/zarr/store/zip.py
+++ b/src/zarr/store/zip.py
@@ -7,11 +7,11 @@
 from pathlib import Path
 from typing import TYPE_CHECKING, Any, Literal
 
-from zarr.abc.store import Store
+from zarr.abc.store import ByteRangeRequest, Store
 from zarr.core.buffer import Buffer, BufferPrototype
 
 if TYPE_CHECKING:
-    from collections.abc import AsyncGenerator
+    from collections.abc import AsyncGenerator, Iterable
 
 ZipStoreAccessModeLiteral = Literal["r", "w", "a"]
 
@@ -128,7 +128,7 @@ def _get(
         self,
         key: str,
         prototype: BufferPrototype,
-        byte_range: tuple[int | None, int | None] | None = None,
+        byte_range: ByteRangeRequest | None = None,
     ) -> Buffer | None:
         try:
             with self._zf.open(key) as f:  # will raise KeyError
@@ -151,7 +151,7 @@ async def get(
         self,
         key: str,
         prototype: BufferPrototype,
-        byte_range: tuple[int | None, int | None] | None = None,
+        byte_range: ByteRangeRequest | None = None,
     ) -> Buffer | None:
         assert isinstance(key, str)
 
@@ -161,7 +161,7 @@ async def get(
     async def get_partial_values(
         self,
         prototype: BufferPrototype,
-        key_ranges: list[tuple[str, tuple[int | None, int | None]]],
+        key_ranges: Iterable[tuple[str, ByteRangeRequest]],
     ) -> list[Buffer | None]:
         out = []
         with self._lock:
@@ -188,7 +188,7 @@ async def set(self, key: str, value: Buffer) -> None:
         with self._lock:
             self._set(key, value)
 
-    async def set_partial_values(self, key_start_values: list[tuple[str, int, bytes]]) -> None:
+    async def set_partial_values(self, key_start_values: Iterable[tuple[str, int, bytes]]) -> None:
         raise NotImplementedError
 
     async def delete(self, key: str) -> None:
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 70d2e16efd..7b78b8ed00 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -5,7 +5,7 @@
 
 from zarr.abc.store import AccessMode, Store
 from zarr.core.buffer import Buffer, default_buffer_prototype
-from zarr.core.sync import _collect_aiterator
+from zarr.core.sync import _collect_aiterator, collect_aiterator
 from zarr.store._utils import _normalize_interval_index
 from zarr.testing.utils import assert_bytes_equal
 
@@ -111,6 +111,28 @@ async def test_get(
         expected = data_buf[start : start + length]
         assert_bytes_equal(observed, expected)
 
+    async def test_get_many(self, store: S) -> None:
+        """
+        Ensure that multiple keys can be retrieved at once with the _get_many method.
+        """
+        keys = tuple(map(str, range(10)))
+        values = tuple(f"{k}".encode() for k in keys)
+        for k, v in zip(keys, values, strict=False):
+            self.set(store, k, self.buffer_cls.from_bytes(v))
+        observed_buffers = collect_aiterator(
+            store._get_many(
+                zip(
+                    keys,
+                    (default_buffer_prototype(),) * len(keys),
+                    (None,) * len(keys),
+                    strict=False,
+                )
+            )
+        )
+        observed_kvs = sorted(((k, b.to_bytes()) for k, b in observed_buffers))  # type: ignore[union-attr]
+        expected_kvs = sorted(((k, b) for k, b in zip(keys, values, strict=False)))
+        assert observed_kvs == expected_kvs
+
     @pytest.mark.parametrize("key", ["zarr.json", "c/0", "foo/c/0.0", "foo/0/0"])
     @pytest.mark.parametrize("data", [b"\x01\x02\x03\x04", b""])
     async def test_set(self, store: S, key: str, data: bytes) -> None:
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index fc1f950ad4..15a0b55b0e 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -129,6 +129,16 @@ def array_fixture(request: pytest.FixtureRequest) -> npt.NDArray[Any]:
     )
 
 
+@pytest.fixture(params=(2, 3))
+def zarr_format(request: pytest.FixtureRequest) -> ZarrFormat:
+    if request.param == 2:
+        return 2
+    elif request.param == 3:
+        return 3
+    msg = f"Invalid zarr format requested. Got {request.param}, expected on of (2,3)."
+    raise ValueError(msg)
+
+
 settings.register_profile(
     "ci",
     max_examples=1000,
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index 02358cb39b..95bbde1740 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -1,12 +1,16 @@
 import pickle
+from itertools import accumulate
 from typing import Literal
 
 import numpy as np
 import pytest
 
 from zarr import Array, AsyncArray, Group
+from zarr.core.array import chunks_initialized
 from zarr.core.buffer.cpu import NDBuffer
 from zarr.core.common import ZarrFormat
+from zarr.core.indexing import ceildiv
+from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
 from zarr.store import LocalStore, MemoryStore
 from zarr.store.common import StorePath
@@ -232,3 +236,72 @@ def test_serializable_sync_array(store: LocalStore, zarr_format: ZarrFormat) ->
 
     assert actual == expected
     np.testing.assert_array_equal(actual[:], expected[:])
+
+
+@pytest.mark.parametrize("test_cls", [Array, AsyncArray])
+@pytest.mark.parametrize("nchunks", [2, 5, 10])
+def test_nchunks(test_cls: type[Array] | type[AsyncArray], nchunks: int) -> None:
+    """
+    Test that nchunks returns the number of chunks defined for the array.
+    """
+    store = MemoryStore({}, mode="w")
+    shape = 100
+    arr = Array.create(store, shape=(shape,), chunks=(ceildiv(shape, nchunks),), dtype="i4")
+    expected = nchunks
+    if test_cls == Array:
+        observed = arr.nchunks
+    else:
+        observed = arr._async_array.nchunks
+    assert observed == expected
+
+
+@pytest.mark.parametrize("test_cls", [Array, AsyncArray])
+def test_nchunks_initialized(test_cls: type[Array] | type[AsyncArray]) -> None:
+    """
+    Test that nchunks_initialized accurately returns the number of stored chunks.
+    """
+    store = MemoryStore({}, mode="w")
+    arr = Array.create(store, shape=(100,), chunks=(10,), dtype="i4")
+
+    # write chunks one at a time
+    for idx, region in enumerate(arr._iter_chunk_regions()):
+        arr[region] = 1
+        expected = idx + 1
+        if test_cls == Array:
+            observed = arr.nchunks_initialized
+        else:
+            observed = arr._async_array.nchunks_initialized
+        assert observed == expected
+
+    # delete chunks
+    for idx, key in enumerate(arr._iter_chunk_keys()):
+        sync(arr.store_path.store.delete(key))
+        if test_cls == Array:
+            observed = arr.nchunks_initialized
+        else:
+            observed = arr._async_array.nchunks_initialized
+        expected = arr.nchunks - idx - 1
+        assert observed == expected
+
+
+@pytest.mark.parametrize("test_cls", [Array, AsyncArray])
+def test_chunks_initialized(test_cls: type[Array] | type[AsyncArray]) -> None:
+    """
+    Test that chunks_initialized accurately returns the keys of stored chunks.
+    """
+    store = MemoryStore({}, mode="w")
+    arr = Array.create(store, shape=(100,), chunks=(10,), dtype="i4")
+
+    chunks_accumulated = tuple(
+        accumulate(tuple(tuple(v.split(" ")) for v in arr._iter_chunk_keys()))
+    )
+    for keys, region in zip(chunks_accumulated, arr._iter_chunk_regions(), strict=False):
+        arr[region] = 1
+
+        if test_cls == Array:
+            observed = sorted(chunks_initialized(arr))
+        else:
+            observed = sorted(chunks_initialized(arr._async_array))
+
+        expected = sorted(keys)
+        assert observed == expected
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index da358afbd6..59169c67b1 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import itertools
 from collections import Counter
 from typing import TYPE_CHECKING, Any
 from uuid import uuid4
@@ -16,6 +17,7 @@
     CoordinateSelection,
     OrthogonalSelection,
     Selection,
+    _iter_grid,
     make_slice_selection,
     normalize_integer_selection,
     oindex,
@@ -1861,6 +1863,56 @@ def test_orthogonal_bool_indexing_like_numpy_ix(
     assert_array_equal(expected, actual, err_msg=f"{selection=}")
 
 
+@pytest.mark.parametrize("ndim", [1, 2, 3])
+@pytest.mark.parametrize("origin_0d", [None, (0,), (1,)])
+@pytest.mark.parametrize("selection_shape_0d", [None, (2,), (3,)])
+def test_iter_grid(
+    ndim: int, origin_0d: tuple[int] | None, selection_shape_0d: tuple[int] | None
+) -> None:
+    """
+    Test that iter_grid works as expected for 1, 2, and 3 dimensions.
+    """
+    grid_shape = (5,) * ndim
+
+    if origin_0d is not None:
+        origin_kwarg = origin_0d * ndim
+        origin = origin_kwarg
+    else:
+        origin_kwarg = None
+        origin = (0,) * ndim
+
+    if selection_shape_0d is not None:
+        selection_shape_kwarg = selection_shape_0d * ndim
+        selection_shape = selection_shape_kwarg
+    else:
+        selection_shape_kwarg = None
+        selection_shape = tuple(gs - o for gs, o in zip(grid_shape, origin, strict=False))
+
+    observed = tuple(
+        _iter_grid(grid_shape, origin=origin_kwarg, selection_shape=selection_shape_kwarg)
+    )
+
+    # generate a numpy array of indices, and index it
+    coord_array = np.array(list(itertools.product(*[range(s) for s in grid_shape]))).reshape(
+        (*grid_shape, ndim)
+    )
+    coord_array_indexed = coord_array[
+        tuple(slice(o, o + s, 1) for o, s in zip(origin, selection_shape, strict=False))
+        + (range(ndim),)
+    ]
+
+    expected = tuple(map(tuple, coord_array_indexed.reshape(-1, ndim).tolist()))
+    assert observed == expected
+
+
+def test_iter_grid_invalid() -> None:
+    """
+    Ensure that a selection_shape that exceeds the grid_shape + origin produces an indexing error.
+    """
+    with pytest.raises(IndexError):
+        list(_iter_grid((5,), origin=(0,), selection_shape=(10,)))
+
+
 def test_indexing_with_zarr_array(store: StorePath) -> None:
     # regression test for https://github.com/zarr-developers/zarr-python/issues/2133
     a = np.arange(10)
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index ca74fc1842..18ba1e6d1c 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -84,10 +84,6 @@ def s3(s3_base: None) -> Generator[s3fs.S3FileSystem, None, None]:
 # ### end from s3fs ### #
 
 
-async def alist(it):
-    return [a async for a in it]
-
-
 async def test_basic() -> None:
     store = RemoteStore.from_url(
         f"s3://{test_bucket_name}",

From 33659289a8fb38f7ff3975cb262554bbe56cbd0e Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 26 Sep 2024 23:40:51 +0200
Subject: [PATCH 0711/1078] Apply assorted ruff/flake8-simplify rules (SIM)
 (#2259)

* Apply ruff/flake8-simplify rule SIM103

SIM103 Return the condition directly

* Apply ruff/flake8-simplify rule SIM118

SIM118 Use `key in dict` instead of `key in dict.keys()`
---
 src/zarr/core/indexing.py | 4 +---
 src/zarr/store/zip.py     | 5 +----
 src/zarr/testing/store.py | 4 ++--
 3 files changed, 4 insertions(+), 9 deletions(-)

diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index 1c153fc161..2cc70291dd 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -218,9 +218,7 @@ def is_scalar(value: Any, dtype: np.dtype[Any]) -> bool:
         return True
     if hasattr(value, "shape") and value.shape == ():
         return True
-    if isinstance(value, tuple) and dtype.names and len(value) == len(dtype.names):
-        return True
-    return False
+    return isinstance(value, tuple) and dtype.names is not None and len(value) == len(dtype.names)
 
 
 def is_pure_fancy_indexing(selection: Any, ndim: int) -> bool:
diff --git a/src/zarr/store/zip.py b/src/zarr/store/zip.py
index 9496609138..f9c4587092 100644
--- a/src/zarr/store/zip.py
+++ b/src/zarr/store/zip.py
@@ -110,10 +110,7 @@ async def clear(self) -> None:
 
     async def empty(self) -> bool:
         with self._lock:
-            if self._zf.namelist():
-                return False
-            else:
-                return True
+            return not self._zf.namelist()
 
     def __str__(self) -> str:
         return f"zip://{self.path}"
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 7b78b8ed00..5c75007347 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -248,7 +248,7 @@ async def test_list_prefix(self, store: S) -> None:
         for prefix in prefixes:
             observed = tuple(sorted(await _collect_aiterator(store.list_prefix(prefix))))
             expected: tuple[str, ...] = ()
-            for key in store_dict.keys():
+            for key in store_dict:
                 if key.startswith(prefix):
                     expected += (key.removeprefix(prefix),)
             expected = tuple(sorted(expected))
@@ -267,7 +267,7 @@ async def test_list_dir(self, store: S) -> None:
         await store._set_many(store_dict.items())
 
         keys_observed = await _collect_aiterator(store.list_dir(root))
-        keys_expected = {k.removeprefix(root + "/").split("/")[0] for k in store_dict.keys()}
+        keys_expected = {k.removeprefix(root + "/").split("/")[0] for k in store_dict}
 
         assert sorted(keys_observed) == sorted(keys_expected)
 

From 6984294a87fe4af66ee218edd9351864017efb92 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 26 Sep 2024 15:42:39 -0600
Subject: [PATCH 0712/1078] feature(store): add LoggingStore wrapper (#2231)

* feature(store): add LoggingStore wrapper

* add counter

* lint
---
 src/zarr/store/logging.py           | 162 ++++++++++++++++++++++++++++
 tests/v3/test_store/test_logging.py |  50 +++++++++
 2 files changed, 212 insertions(+)
 create mode 100644 src/zarr/store/logging.py
 create mode 100644 tests/v3/test_store/test_logging.py

diff --git a/src/zarr/store/logging.py b/src/zarr/store/logging.py
new file mode 100644
index 0000000000..792dc66d93
--- /dev/null
+++ b/src/zarr/store/logging.py
@@ -0,0 +1,162 @@
+from __future__ import annotations
+
+import inspect
+import logging
+import time
+from collections import defaultdict
+from contextlib import contextmanager
+from typing import TYPE_CHECKING
+
+from zarr.abc.store import AccessMode, Store
+
+if TYPE_CHECKING:
+    from collections.abc import AsyncGenerator, Generator
+
+    from zarr.core.buffer import Buffer, BufferPrototype
+
+
+class LoggingStore(Store):
+    _store: Store
+    counter: defaultdict[str, int]
+
+    def __init__(
+        self,
+        store: Store,
+        log_level: str = "DEBUG",
+        log_handler: logging.Handler | None = None,
+    ):
+        self._store = store
+        self.counter = defaultdict(int)
+
+        self._configure_logger(log_level, log_handler)
+
+    def _configure_logger(
+        self, log_level: str = "DEBUG", log_handler: logging.Handler | None = None
+    ) -> None:
+        self.log_level = log_level
+        self.logger = logging.getLogger(f"LoggingStore({self._store!s})")
+        self.logger.setLevel(log_level)
+
+        if not self.logger.hasHandlers():
+            if not log_handler:
+                log_handler = self._default_handler()
+            # Add handler to logger
+            self.logger.addHandler(log_handler)
+
+    def _default_handler(self) -> logging.Handler:
+        """Define a default log handler"""
+        handler = logging.StreamHandler()
+        handler.setLevel(self.log_level)
+        handler.setFormatter(
+            logging.Formatter("%(asctime)s - %(name)s - %(levelname)s - %(message)s")
+        )
+        return handler
+
+    @contextmanager
+    def log(self) -> Generator[None, None, None]:
+        method = inspect.stack()[2].function
+        op = f"{type(self._store).__name__}.{method}"
+        self.logger.info(f"Calling {op}")
+        start_time = time.time()
+        try:
+            self.counter[method] += 1
+            yield
+        finally:
+            end_time = time.time()
+            self.logger.info(f"Finished {op} in {end_time - start_time:.2f} seconds")
+
+    @property
+    def supports_writes(self) -> bool:
+        with self.log():
+            return self._store.supports_writes
+
+    @property
+    def supports_deletes(self) -> bool:
+        with self.log():
+            return self._store.supports_deletes
+
+    @property
+    def supports_partial_writes(self) -> bool:
+        with self.log():
+            return self._store.supports_partial_writes
+
+    @property
+    def supports_listing(self) -> bool:
+        with self.log():
+            return self._store.supports_listing
+
+    @property
+    def _mode(self) -> AccessMode:  # type: ignore[override]
+        with self.log():
+            return self._store._mode
+
+    @property
+    def _is_open(self) -> bool:  # type: ignore[override]
+        with self.log():
+            return self._store._is_open
+
+    async def empty(self) -> bool:
+        with self.log():
+            return await self._store.empty()
+
+    async def clear(self) -> None:
+        with self.log():
+            return await self._store.clear()
+
+    def __str__(self) -> str:
+        return f"logging-{self._store!s}"
+
+    def __repr__(self) -> str:
+        return f"LoggingStore({repr(self._store)!r})"
+
+    def __eq__(self, other: object) -> bool:
+        with self.log():
+            return self._store == other
+
+    async def get(
+        self,
+        key: str,
+        prototype: BufferPrototype,
+        byte_range: tuple[int | None, int | None] | None = None,
+    ) -> Buffer | None:
+        with self.log():
+            return await self._store.get(key=key, prototype=prototype, byte_range=byte_range)
+
+    async def get_partial_values(
+        self,
+        prototype: BufferPrototype,
+        key_ranges: list[tuple[str, tuple[int | None, int | None]]],
+    ) -> list[Buffer | None]:
+        with self.log():
+            return await self._store.get_partial_values(prototype=prototype, key_ranges=key_ranges)
+
+    async def exists(self, key: str) -> bool:
+        with self.log():
+            return await self._store.exists(key)
+
+    async def set(self, key: str, value: Buffer) -> None:
+        with self.log():
+            return await self._store.set(key=key, value=value)
+
+    async def delete(self, key: str) -> None:
+        with self.log():
+            return await self._store.delete(key=key)
+
+    async def set_partial_values(self, key_start_values: list[tuple[str, int, bytes]]) -> None:
+        with self.log():
+            return await self._store.set_partial_values(key_start_values=key_start_values)
+
+    async def list(self) -> AsyncGenerator[str, None]:
+        with self.log():
+            async for key in self._store.list():
+                yield key
+
+    async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
+        with self.log():
+            async for key in self._store.list_prefix(prefix=prefix):
+                yield key
+
+    async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
+        with self.log():
+            async for key in self._store.list_dir(prefix=prefix):
+                yield key
diff --git a/tests/v3/test_store/test_logging.py b/tests/v3/test_store/test_logging.py
new file mode 100644
index 0000000000..a263c2ae08
--- /dev/null
+++ b/tests/v3/test_store/test_logging.py
@@ -0,0 +1,50 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+import pytest
+
+import zarr
+from zarr.core.buffer import default_buffer_prototype
+from zarr.store.logging import LoggingStore
+
+if TYPE_CHECKING:
+    from zarr.abc.store import Store
+
+
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
+async def test_logging_store(store: Store, caplog) -> None:
+    wrapped = LoggingStore(store=store, log_level="DEBUG")
+    buffer = default_buffer_prototype().buffer
+
+    caplog.clear()
+    res = await wrapped.set("foo/bar/c/0", buffer.from_bytes(b"\x01\x02\x03\x04"))
+    assert res is None
+    assert len(caplog.record_tuples) == 2
+    for tup in caplog.record_tuples:
+        assert str(store) in tup[0]
+    assert f"Calling {type(store).__name__}.set" in caplog.record_tuples[0][2]
+    assert f"Finished {type(store).__name__}.set" in caplog.record_tuples[1][2]
+
+    caplog.clear()
+    keys = [k async for k in wrapped.list()]
+    assert keys == ["foo/bar/c/0"]
+    assert len(caplog.record_tuples) == 2
+    for tup in caplog.record_tuples:
+        assert str(store) in tup[0]
+    assert f"Calling {type(store).__name__}.list" in caplog.record_tuples[0][2]
+    assert f"Finished {type(store).__name__}.list" in caplog.record_tuples[1][2]
+
+
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
+async def test_logging_store_counter(store: Store) -> None:
+    wrapped = LoggingStore(store=store, log_level="DEBUG")
+
+    arr = zarr.create(shape=(10,), store=wrapped, overwrite=True)
+    arr[:] = 1
+
+    assert wrapped.counter["set"] == 2
+    assert wrapped.counter["get"] == 0  # 1 if overwrite=False
+    assert wrapped.counter["list"] == 0
+    assert wrapped.counter["list_dir"] == 0
+    assert wrapped.counter["list_prefix"] == 0

From 0e4cc7e6b1e11874197993b993d1a7834821f790 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 26 Sep 2024 16:03:00 -0600
Subject: [PATCH 0713/1078] chore(deps): drop support for python 3.10 and numpy
 1.24 (#2217)

* chore(deps): drop support for python 3.10 and numpy 124

* lint

* bump python in readthedocs

* fix array import in docs

* try on 3.12

* style: pre-commit fixes

* fixup

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .github/workflows/test.yml       |  4 +--
 .readthedocs.yaml                |  2 +-
 docs/release.rst                 |  4 +--
 docs/tutorial.rst                | 50 ++++++++++++++++----------------
 pyproject.toml                   | 25 ++++++++--------
 src/zarr/abc/codec.py            |  2 +-
 src/zarr/abc/metadata.py         |  2 +-
 src/zarr/abc/store.py            |  5 ++--
 src/zarr/codecs/blosc.py         |  2 +-
 src/zarr/codecs/bytes.py         |  2 +-
 src/zarr/codecs/crc32c_.py       |  2 +-
 src/zarr/codecs/gzip.py          |  2 +-
 src/zarr/codecs/pipeline.py      |  2 +-
 src/zarr/codecs/sharding.py      |  3 +-
 src/zarr/codecs/transpose.py     |  4 +--
 src/zarr/codecs/zstd.py          |  2 +-
 src/zarr/core/buffer/core.py     |  3 +-
 src/zarr/core/buffer/cpu.py      |  3 +-
 src/zarr/core/buffer/gpu.py      |  3 +-
 src/zarr/core/chunk_grids.py     |  3 +-
 src/zarr/core/metadata/common.py |  3 +-
 src/zarr/core/metadata/v2.py     |  3 +-
 src/zarr/core/metadata/v3.py     |  3 +-
 src/zarr/core/sync.py            |  2 +-
 src/zarr/store/logging.py        | 10 ++++---
 src/zarr/testing/buffer.py       |  3 +-
 26 files changed, 70 insertions(+), 79 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 48e579711b..5683b62dff 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -21,8 +21,8 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ['3.10', '3.11', '3.12']
-        numpy-version: ['1.24', '1.26', '2.0']
+        python-version: ['3.11', '3.12']
+        numpy-version: ['1.25', '1.26', '2.0']
         dependency-set: ["minimal", "optional"]
 
     steps:
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index cae58c064a..32a3f0e4e1 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -3,7 +3,7 @@ version: 2
 build:
   os: ubuntu-22.04
   tools:
-    python: "3.10"
+    python: "3.12"
 
 sphinx:
   configuration: docs/conf.py
diff --git a/docs/release.rst b/docs/release.rst
index dbf390a800..5c3a43a148 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -1142,7 +1142,7 @@ Documentation
 * Update docs to use ``python -m pytest``.
   By :user:`Ray Bell <raybellwaves>` :issue:`923`.
 
-* Fix versionadded tag in zarr.core.Array docstring.
+* Fix versionadded tag in zarr.Array docstring.
   By :user:`Juan Nunez-Iglesias <jni>` :issue:`852`.
 
 * Doctest seem to be stricter now, updating tostring() to tobytes().
@@ -1896,7 +1896,7 @@ Enhancements
   :user:`John Kirkham <jakirkham>`, :issue:`92`, :issue:`122`.
 
 * **Viewing an array as a different dtype**. The ``Array`` class has a new
-  :func:`zarr.core.Array.astype` method, which is a convenience that enables an
+  :func:`zarr.Array.astype` method, which is a convenience that enables an
   array to be viewed as a different dtype. By :user:`John Kirkham <jakirkham>`,
   :issue:`94`, :issue:`96`.
 
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 4099bac1c8..a40422490b 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -18,7 +18,7 @@ Zarr has several functions for creating arrays. For example::
     >>> import zarr
     >>> z = zarr.zeros((10000, 10000), chunks=(1000, 1000), dtype='i4')
     >>> z
-    <zarr.core.Array (10000, 10000) int32>
+    <zarr.Array (10000, 10000) int32>
 
 The code above creates a 2-dimensional array of 32-bit integers with 10000 rows
 and 10000 columns, divided into chunks where each chunk has 1000 rows and 1000
@@ -168,7 +168,7 @@ compression ratio. Zarr arrays provide a ``info`` property which can be used to
 print some diagnostics, e.g.::
 
     >>> z.info
-    Type               : zarr.core.Array
+    Type               : zarr.Array
     Data type          : int32
     Shape              : (10000, 10000)
     Chunk shape        : (1000, 1000)
@@ -260,7 +260,7 @@ Here is an example using a delta filter with the Blosc compressor::
     >>> data = np.arange(100000000, dtype='i4').reshape(10000, 10000)
     >>> z = zarr.array(data, chunks=(1000, 1000), filters=filters, compressor=compressor)
     >>> z.info
-    Type               : zarr.core.Array
+    Type               : zarr.Array
     Data type          : int32
     Shape              : (10000, 10000)
     Chunk shape        : (1000, 1000)
@@ -302,7 +302,7 @@ Groups can also contain arrays, e.g.::
 
     >>> z1 = bar.zeros('baz', shape=(10000, 10000), chunks=(1000, 1000), dtype='i4')
     >>> z1
-    <zarr.core.Array '/foo/bar/baz' (10000, 10000) int32>
+    <zarr.Array '/foo/bar/baz' (10000, 10000) int32>
 
 Arrays are known as "datasets" in HDF5 terminology. For compatibility with h5py,
 Zarr groups also implement the ``create_dataset()`` and ``require_dataset()``
@@ -310,7 +310,7 @@ methods, e.g.::
 
     >>> z = bar.create_dataset('quux', shape=(10000, 10000), chunks=(1000, 1000), dtype='i4')
     >>> z
-    <zarr.core.Array '/foo/bar/quux' (10000, 10000) int32>
+    <zarr.Array '/foo/bar/quux' (10000, 10000) int32>
 
 Members of a group can be accessed via the suffix notation, e.g.::
 
@@ -323,7 +323,7 @@ call, e.g.::
     >>> root['foo/bar']
     <zarr.hierarchy.Group '/foo/bar'>
     >>> root['foo/bar/baz']
-    <zarr.core.Array '/foo/bar/baz' (10000, 10000) int32>
+    <zarr.Array '/foo/bar/baz' (10000, 10000) int32>
 
 The :func:`zarr.hierarchy.Group.tree` method can be used to print a tree
 representation of the hierarchy, e.g.::
@@ -344,7 +344,7 @@ sub-directories, e.g.::
     <zarr.hierarchy.Group '/'>
     >>> z = root.zeros('foo/bar/baz', shape=(10000, 10000), chunks=(1000, 1000), dtype='i4')
     >>> z
-    <zarr.core.Array '/foo/bar/baz' (10000, 10000) int32>
+    <zarr.Array '/foo/bar/baz' (10000, 10000) int32>
 
 Groups can be used as context managers (in a ``with`` statement).
 If the underlying store has a ``close`` method, it will be called on exit.
@@ -388,7 +388,7 @@ property. E.g.::
 
     >>> bar.info
     Name               : /foo/bar
-    Type               : zarr.core.Array
+    Type               : zarr.Array
     Data type          : int64
     Shape              : (1000000,)
     Chunk shape        : (100000,)
@@ -403,7 +403,7 @@ property. E.g.::
 
     >>> baz.info
     Name               : /foo/baz
-    Type               : zarr.core.Array
+    Type               : zarr.Array
     Data type          : float32
     Shape              : (1000, 1000)
     Chunk shape        : (100, 100)
@@ -472,7 +472,7 @@ Note that although this functionality is similar to some of the advanced
 indexing capabilities available on NumPy arrays and on h5py datasets, **the Zarr
 API for advanced indexing is different from both NumPy and h5py**, so please
 read this section carefully.  For a complete description of the indexing API,
-see the documentation for the :class:`zarr.core.Array` class.
+see the documentation for the :class:`zarr.Array` class.
 
 Indexing with coordinate arrays
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
@@ -880,10 +880,10 @@ Here is an example using S3Map to read an array created previously::
     >>> root = zarr.group(store=store)
     >>> z = root['foo/bar/baz']
     >>> z
-    <zarr.core.Array '/foo/bar/baz' (21,) |S1>
+    <zarr.Array '/foo/bar/baz' (21,) |S1>
     >>> z.info
     Name               : /foo/bar/baz
-    Type               : zarr.core.Array
+    Type               : zarr.Array
     Data type          : |S1
     Shape              : (21,)
     Chunk shape        : (7,)
@@ -1150,7 +1150,7 @@ your array, then you can use an array with a fixed-length bytes dtype. E.g.::
 
     >>> z = zarr.zeros(10, dtype='S6')
     >>> z
-    <zarr.core.Array (10,) |S6>
+    <zarr.Array (10,) |S6>
     >>> z[0] = b'Hello'
     >>> z[1] = b'world!'
     >>> z[:]
@@ -1166,7 +1166,7 @@ A fixed-length unicode dtype is also available, e.g.::
     >>> text_data = greetings * 10000
     >>> z = zarr.array(text_data, dtype='U20')
     >>> z
-    <zarr.core.Array (120000,) <U20>
+    <zarr.Array (120000,) <U20>
     >>> z[:]
     array(['¡Hola mundo!', 'Hej Världen!', 'Servus Woid!', ...,
            'Helló, világ!', 'Zdravo svete!', 'เฮลโลเวิลด์'],
@@ -1182,7 +1182,7 @@ E.g. using ``VLenUTF8``::
     >>> import numcodecs
     >>> z = zarr.array(text_data, dtype=object, object_codec=numcodecs.VLenUTF8())
     >>> z
-    <zarr.core.Array (120000,) object>
+    <zarr.Array (120000,) object>
     >>> z.filters
     [VLenUTF8()]
     >>> z[:]
@@ -1194,7 +1194,7 @@ is a short-hand for ``dtype=object, object_codec=numcodecs.VLenUTF8()``, e.g.::
 
     >>> z = zarr.array(text_data, dtype=str)
     >>> z
-    <zarr.core.Array (120000,) object>
+    <zarr.Array (120000,) object>
     >>> z.filters
     [VLenUTF8()]
     >>> z[:]
@@ -1210,7 +1210,7 @@ e.g.::
     >>> bytes_data = [g.encode('utf-8') for g in greetings] * 10000
     >>> z = zarr.array(bytes_data, dtype=bytes)
     >>> z
-    <zarr.core.Array (120000,) object>
+    <zarr.Array (120000,) object>
     >>> z.filters
     [VLenBytes()]
     >>> z[:]
@@ -1225,7 +1225,7 @@ integer. E.g.::
     >>> categorize = numcodecs.Categorize(greetings, dtype=object)
     >>> z = zarr.array(text_data, dtype=object, object_codec=categorize)
     >>> z
-    <zarr.core.Array (120000,) object>
+    <zarr.Array (120000,) object>
     >>> z.filters
     [Categorize(dtype='|O', astype='|u1', labels=['¡Hola mundo!', 'Hej Världen!', 'Servus Woid!', ...])]
     >>> z[:]
@@ -1275,7 +1275,7 @@ and stores the same primitive type (a.k.a. a ragged array), the
 
     >>> z = zarr.empty(4, dtype=object, object_codec=numcodecs.VLenArray(int))
     >>> z
-    <zarr.core.Array (4,) object>
+    <zarr.Array (4,) object>
     >>> z.filters
     [VLenArray(dtype='<i8')]
     >>> z[0] = np.array([1, 3, 5])
@@ -1291,7 +1291,7 @@ primitive dtype such as 'i4' or 'f8'. E.g.::
 
     >>> z = zarr.empty(4, dtype='array:i8')
     >>> z
-    <zarr.core.Array (4,) object>
+    <zarr.Array (4,) object>
     >>> z.filters
     [VLenArray(dtype='<i8')]
     >>> z[0] = np.array([1, 3, 5])
@@ -1367,7 +1367,7 @@ ratios, depending on the correlation structure within the data. E.g.::
     >>> a = np.arange(100000000, dtype='i4').reshape(10000, 10000).T
     >>> c = zarr.array(a, chunks=(1000, 1000))
     >>> c.info
-    Type               : zarr.core.Array
+    Type               : zarr.Array
     Data type          : int32
     Shape              : (10000, 10000)
     Chunk shape        : (1000, 1000)
@@ -1381,7 +1381,7 @@ ratios, depending on the correlation structure within the data. E.g.::
     Chunks initialized : 100/100
     >>> f = zarr.array(a, chunks=(1000, 1000), order='F')
     >>> f.info
-    Type               : zarr.core.Array
+    Type               : zarr.Array
     Data type          : int32
     Shape              : (10000, 10000)
     Chunk shape        : (1000, 1000)
@@ -1549,7 +1549,7 @@ with thread synchronization::
     >>> z = zarr.zeros((10000, 10000), chunks=(1000, 1000), dtype='i4',
     ...                 synchronizer=zarr.ThreadSynchronizer())
     >>> z
-    <zarr.core.Array (10000, 10000) int32>
+    <zarr.Array (10000, 10000) int32>
 
 This array is safe to read or write within a multi-threaded program.
 
@@ -1563,7 +1563,7 @@ some networked file systems). E.g.::
     ...                     chunks=(1000, 1000), dtype='i4',
     ...                     synchronizer=synchronizer)
     >>> z
-    <zarr.core.Array (10000, 10000) int32>
+    <zarr.Array (10000, 10000) int32>
 
 This array is safe to read or write from multiple processes.
 
@@ -1631,7 +1631,7 @@ arrays, as long as the units are specified. E.g.::
 
     >>> z = zarr.array(['2007-07-13', '2006-01-13', '2010-08-13'], dtype='M8[D]')
     >>> z
-    <zarr.core.Array (3,) datetime64[D]>
+    <zarr.Array (3,) datetime64[D]>
     >>> z[:]
     array(['2007-07-13', '2006-01-13', '2010-08-13'], dtype='datetime64[D]')
     >>> z[0]
diff --git a/pyproject.toml b/pyproject.toml
index 33aa538141..9b7776ea65 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -20,13 +20,13 @@ maintainers = [
     { name = "Norman Rzepka" },
     { name = "Ryan Abernathey" }
 ]
-requires-python = ">=3.10"
+requires-python = ">=3.11"
 # If you add a new dependency here, please also add it to .pre-commit-config.yml
 dependencies = [
     'asciitree',
-    'numpy>=1.24',
+    'numpy>=1.25',
     'fasteners',
-    'numcodecs>=0.10.0',
+    'numcodecs>=0.10.2',
     'fsspec>2024',
     'crc32c',
     'typing_extensions',
@@ -45,7 +45,6 @@ classifiers = [
     'Topic :: Software Development :: Libraries :: Python Modules',
     'Operating System :: Unix',
     'Programming Language :: Python :: 3',
-    'Programming Language :: Python :: 3.10',
     'Programming Language :: Python :: 3.11',
     'Programming Language :: Python :: 3.12',
 ]
@@ -130,18 +129,18 @@ dependencies = [
 features = ["test", "extra"]
 
 [[tool.hatch.envs.test.matrix]]
-python = ["3.10", "3.11", "3.12"]
-numpy = ["1.24", "1.26", "2.0"]
+python = ["3.11", "3.12"]
+numpy = ["1.25", "1.26", "2.0"]
 version = ["minimal"]
 
 [[tool.hatch.envs.test.matrix]]
-python = ["3.10", "3.11", "3.12"]
-numpy = ["1.24", "1.26", "2.0"]
+python = ["3.11", "3.12"]
+numpy = ["1.25", "1.26", "2.0"]
 features = ["optional"]
 
 [[tool.hatch.envs.test.matrix]]
-python = ["3.10", "3.11", "3.12"]
-numpy = ["1.24", "1.26", "2.0"]
+python = ["3.11", "3.12"]
+numpy = ["1.25", "1.26", "2.0"]
 features = ["gpu"]
 
 [tool.hatch.envs.test.scripts]
@@ -161,8 +160,8 @@ dependencies = [
 features = ["test", "extra", "gpu"]
 
 [[tool.hatch.envs.gputest.matrix]]
-python = ["3.10", "3.11", "3.12"]
-numpy = ["1.24", "1.26", "2.0"]
+python = ["3.11", "3.12"]
+numpy = ["1.25", "1.26", "2.0"]
 version = ["minimal"]
 
 [tool.hatch.envs.gputest.scripts]
@@ -249,7 +248,7 @@ ignore = [
 ]
 
 [tool.mypy]
-python_version = "3.10"
+python_version = "3.11"
 ignore_missing_imports = true
 namespace_packages = false
 
diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index 2098d989e9..057e66c4b0 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -10,9 +10,9 @@
 
 if TYPE_CHECKING:
     from collections.abc import Awaitable, Callable, Iterable
+    from typing import Self
 
     import numpy as np
-    from typing_extensions import Self
 
     from zarr.abc.store import ByteGetter, ByteSetter
     from zarr.core.array_spec import ArraySpec
diff --git a/src/zarr/abc/metadata.py b/src/zarr/abc/metadata.py
index 7ea668c891..239d151c0c 100644
--- a/src/zarr/abc/metadata.py
+++ b/src/zarr/abc/metadata.py
@@ -4,7 +4,7 @@
 from typing import TYPE_CHECKING
 
 if TYPE_CHECKING:
-    from typing_extensions import Self
+    from typing import Self
 
     from zarr.core.common import JSON
 
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 42eb18ce0b..5f50360554 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -3,14 +3,13 @@
 from abc import ABC, abstractmethod
 from asyncio import gather
 from collections.abc import AsyncGenerator, Iterable
+from types import TracebackType
 from typing import TYPE_CHECKING, Any, NamedTuple, Protocol, runtime_checkable
 
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator, Iterable
     from types import TracebackType
-    from typing import Any, TypeAlias
-
-    from typing_extensions import Self
+    from typing import Any, Self, TypeAlias
 
     from zarr.core.buffer import Buffer, BufferPrototype
     from zarr.core.common import AccessModeLiteral, BytesLike
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index 7b10d91a6a..16bcf48a34 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -14,7 +14,7 @@
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
-    from typing_extensions import Self
+    from typing import Self
 
     from zarr.core.array_spec import ArraySpec
     from zarr.core.buffer import Buffer
diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index 7a683411e9..78c7b22fbc 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -13,7 +13,7 @@
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
-    from typing_extensions import Self
+    from typing import Self
 
     from zarr.core.array_spec import ArraySpec
 
diff --git a/src/zarr/codecs/crc32c_.py b/src/zarr/codecs/crc32c_.py
index f814ba15e5..3a6624ad25 100644
--- a/src/zarr/codecs/crc32c_.py
+++ b/src/zarr/codecs/crc32c_.py
@@ -12,7 +12,7 @@
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
-    from typing_extensions import Self
+    from typing import Self
 
     from zarr.core.array_spec import ArraySpec
     from zarr.core.buffer import Buffer
diff --git a/src/zarr/codecs/gzip.py b/src/zarr/codecs/gzip.py
index 0dd31009c4..6cc8517f20 100644
--- a/src/zarr/codecs/gzip.py
+++ b/src/zarr/codecs/gzip.py
@@ -11,7 +11,7 @@
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
-    from typing_extensions import Self
+    from typing import Self
 
     from zarr.core.array_spec import ArraySpec
     from zarr.core.buffer import Buffer
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index 182621c59f..6828377f97 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -21,9 +21,9 @@
 
 if TYPE_CHECKING:
     from collections.abc import Iterable, Iterator
+    from typing import Self
 
     import numpy as np
-    from typing_extensions import Self
 
     from zarr.abc.store import ByteGetter, ByteSetter
     from zarr.core.array_spec import ArraySpec
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index 2f8946e465..c818e3c66b 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -49,8 +49,7 @@
 
 if TYPE_CHECKING:
     from collections.abc import Awaitable, Callable, Iterator
-
-    from typing_extensions import Self
+    from typing import Self
 
     from zarr.core.common import JSON
 
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index 40a4cdbf37..3a471beaf5 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -12,9 +12,7 @@
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
-    from typing import Any
-
-    from typing_extensions import Self
+    from typing import Any, Self
 
     from zarr.core.buffer import NDBuffer
     from zarr.core.chunk_grids import ChunkGrid
diff --git a/src/zarr/codecs/zstd.py b/src/zarr/codecs/zstd.py
index 572d594d53..913d0f01c7 100644
--- a/src/zarr/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -13,7 +13,7 @@
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
-    from typing_extensions import Self
+    from typing import Self
 
     from zarr.core.array_spec import ArraySpec
     from zarr.core.buffer import Buffer
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index 49f04aafa0..c59c47bb67 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -23,8 +23,7 @@
 
 if TYPE_CHECKING:
     from collections.abc import Iterable, Sequence
-
-    from typing_extensions import Self
+    from typing import Self
 
     from zarr.codecs.bytes import Endian
     from zarr.core.common import BytesLike, ChunkCoords
diff --git a/src/zarr/core/buffer/cpu.py b/src/zarr/core/buffer/cpu.py
index a82584a477..187e2d82dc 100644
--- a/src/zarr/core/buffer/cpu.py
+++ b/src/zarr/core/buffer/cpu.py
@@ -17,8 +17,7 @@
 
 if TYPE_CHECKING:
     from collections.abc import Callable, Iterable
-
-    from typing_extensions import Self
+    from typing import Self
 
     from zarr.core.buffer.core import ArrayLike, NDArrayLike
     from zarr.core.common import BytesLike
diff --git a/src/zarr/core/buffer/gpu.py b/src/zarr/core/buffer/gpu.py
index 1227175146..d5daba0e9a 100644
--- a/src/zarr/core/buffer/gpu.py
+++ b/src/zarr/core/buffer/gpu.py
@@ -16,8 +16,7 @@
 
 if TYPE_CHECKING:
     from collections.abc import Iterable
-
-    from typing_extensions import Self
+    from typing import Self
 
     from zarr.core.common import BytesLike
 
diff --git a/src/zarr/core/chunk_grids.py b/src/zarr/core/chunk_grids.py
index 61723215c6..46209bd16b 100644
--- a/src/zarr/core/chunk_grids.py
+++ b/src/zarr/core/chunk_grids.py
@@ -23,8 +23,7 @@
 
 if TYPE_CHECKING:
     from collections.abc import Iterator
-
-    from typing_extensions import Self
+    from typing import Self
 
 
 def _guess_chunks(
diff --git a/src/zarr/core/metadata/common.py b/src/zarr/core/metadata/common.py
index 583375b4b7..7d71455a44 100644
--- a/src/zarr/core/metadata/common.py
+++ b/src/zarr/core/metadata/common.py
@@ -3,10 +3,9 @@
 from typing import TYPE_CHECKING
 
 if TYPE_CHECKING:
-    from typing import Any, Literal
+    from typing import Any, Literal, Self
 
     import numpy as np
-    from typing_extensions import Self
 
     from zarr.core.array_spec import ArraySpec
     from zarr.core.buffer import Buffer, BufferPrototype
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index 4a9baaf8b8..df7f2abaea 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -5,10 +5,9 @@
 from typing import TYPE_CHECKING
 
 if TYPE_CHECKING:
-    from typing import Any, Literal
+    from typing import Any, Literal, Self
 
     import numpy.typing as npt
-    from typing_extensions import Self
 
     from zarr.core.buffer import Buffer, BufferPrototype
     from zarr.core.common import JSON, ChunkCoords
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 16bfc822a5..8681c8250e 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -4,8 +4,9 @@
 from typing import TYPE_CHECKING, cast, overload
 
 if TYPE_CHECKING:
+    from typing import Self
+
     import numpy.typing as npt
-    from typing_extensions import Self
 
     from zarr.core.buffer import Buffer, BufferPrototype
     from zarr.core.chunk_grids import ChunkGrid
diff --git a/src/zarr/core/sync.py b/src/zarr/core/sync.py
index 755020ef3c..c572851e5e 100644
--- a/src/zarr/core/sync.py
+++ b/src/zarr/core/sync.py
@@ -83,7 +83,7 @@ def sync(
 
     finished, unfinished = wait([future], return_when=asyncio.ALL_COMPLETED, timeout=timeout)
     if len(unfinished) > 0:
-        raise asyncio.TimeoutError(f"Coroutine {coro} failed to finish in within {timeout}s")
+        raise TimeoutError(f"Coroutine {coro} failed to finish in within {timeout}s")
     assert len(finished) == 1
     return_result = next(iter(finished)).result()
 
diff --git a/src/zarr/store/logging.py b/src/zarr/store/logging.py
index 792dc66d93..0c05b42651 100644
--- a/src/zarr/store/logging.py
+++ b/src/zarr/store/logging.py
@@ -7,10 +7,10 @@
 from contextlib import contextmanager
 from typing import TYPE_CHECKING
 
-from zarr.abc.store import AccessMode, Store
+from zarr.abc.store import AccessMode, ByteRangeRequest, Store
 
 if TYPE_CHECKING:
-    from collections.abc import AsyncGenerator, Generator
+    from collections.abc import AsyncGenerator, Generator, Iterable
 
     from zarr.core.buffer import Buffer, BufferPrototype
 
@@ -125,7 +125,7 @@ async def get(
     async def get_partial_values(
         self,
         prototype: BufferPrototype,
-        key_ranges: list[tuple[str, tuple[int | None, int | None]]],
+        key_ranges: Iterable[tuple[str, ByteRangeRequest]],
     ) -> list[Buffer | None]:
         with self.log():
             return await self._store.get_partial_values(prototype=prototype, key_ranges=key_ranges)
@@ -142,7 +142,9 @@ async def delete(self, key: str) -> None:
         with self.log():
             return await self._store.delete(key=key)
 
-    async def set_partial_values(self, key_start_values: list[tuple[str, int, bytes]]) -> None:
+    async def set_partial_values(
+        self, key_start_values: Iterable[tuple[str, int, bytes | bytearray | memoryview]]
+    ) -> None:
         with self.log():
             return await self._store.set_partial_values(key_start_values=key_start_values)
 
diff --git a/src/zarr/testing/buffer.py b/src/zarr/testing/buffer.py
index 9d640d2c64..a0d70e78ea 100644
--- a/src/zarr/testing/buffer.py
+++ b/src/zarr/testing/buffer.py
@@ -11,8 +11,7 @@
 
 if TYPE_CHECKING:
     from collections.abc import Iterable
-
-    from typing_extensions import Self
+    from typing import Self
 
 
 __all__ = [

From 45156713a90e580ffc4aab427553aebb83248fac Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 26 Sep 2024 16:03:25 -0600
Subject: [PATCH 0714/1078] fix(async): set default concurrency to 10 tasks
 (#2256)

* fix(async): set default concurrency to 10 tasks

* fixup
---
 src/zarr/core/config.py | 2 +-
 tests/v3/test_config.py | 6 +++---
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/zarr/core/config.py b/src/zarr/core/config.py
index 45e4114389..735755616f 100644
--- a/src/zarr/core/config.py
+++ b/src/zarr/core/config.py
@@ -43,7 +43,7 @@ def reset(self) -> None:
         {
             "default_zarr_version": 3,
             "array": {"order": "C"},
-            "async": {"concurrency": None, "timeout": None},
+            "async": {"concurrency": 10, "timeout": None},
             "json_indent": 2,
             "codec_pipeline": {
                 "path": "zarr.codecs.pipeline.BatchedCodecPipeline",
diff --git a/tests/v3/test_config.py b/tests/v3/test_config.py
index 79b28055d6..e324367b3d 100644
--- a/tests/v3/test_config.py
+++ b/tests/v3/test_config.py
@@ -41,7 +41,7 @@ def test_config_defaults_set() -> None:
         {
             "default_zarr_version": 3,
             "array": {"order": "C"},
-            "async": {"concurrency": None, "timeout": None},
+            "async": {"concurrency": 10, "timeout": None},
             "json_indent": 2,
             "codec_pipeline": {
                 "path": "zarr.codecs.pipeline.BatchedCodecPipeline",
@@ -62,7 +62,7 @@ def test_config_defaults_set() -> None:
         }
     ]
     assert config.get("array.order") == "C"
-    assert config.get("async.concurrency") is None
+    assert config.get("async.concurrency") == 10
     assert config.get("async.timeout") is None
     assert config.get("codec_pipeline.batch_size") == 1
     assert config.get("json_indent") == 2
@@ -70,7 +70,7 @@ def test_config_defaults_set() -> None:
 
 @pytest.mark.parametrize(
     ("key", "old_val", "new_val"),
-    [("array.order", "C", "F"), ("async.concurrency", None, 10), ("json_indent", 2, 0)],
+    [("array.order", "C", "F"), ("async.concurrency", 10, 20), ("json_indent", 2, 0)],
 )
 def test_config_defaults_can_be_overridden(key: str, old_val: Any, new_val: Any) -> None:
     assert config.get(key) == old_val

From 5ca080d0fd21dbb2b6a8b101cc99d86de5039f08 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Fri, 27 Sep 2024 08:05:02 +0200
Subject: [PATCH 0715/1078] feat: metadata-only support for storage
 transformers metadata (#2180)

* feat: meager support for storage transformers metadata

* remove warning, and instead error when creating v3 arrays with storage transformers

* unbreak test fixture
---
 src/zarr/core/array.py            |  9 ++++++++-
 src/zarr/core/metadata/v3.py      | 21 +++++++++++++++++++++
 tests/v3/test_array.py            | 24 +++++++++++++++++++++++-
 tests/v3/test_metadata/test_v3.py | 11 +++++++++++
 4 files changed, 63 insertions(+), 2 deletions(-)

diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index fac0facd7d..fee3169e29 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -82,7 +82,14 @@ def parse_array_metadata(data: Any) -> ArrayV2Metadata | ArrayV3Metadata:
         return data
     elif isinstance(data, dict):
         if data["zarr_format"] == 3:
-            return ArrayV3Metadata.from_dict(data)
+            meta_out = ArrayV3Metadata.from_dict(data)
+            if len(meta_out.storage_transformers) > 0:
+                msg = (
+                    f"Array metadata contains storage transformers: {meta_out.storage_transformers}."
+                    "Arrays with storage transformers are not supported in zarr-python at this time."
+                )
+                raise ValueError(msg)
+            return meta_out
         elif data["zarr_format"] == 2:
             return ArrayV2Metadata.from_dict(data)
     raise TypeError
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 8681c8250e..f0c6dc6282 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -72,6 +72,23 @@ def parse_dimension_names(data: object) -> tuple[str | None, ...] | None:
         raise TypeError(msg)
 
 
+def parse_storage_transformers(data: object) -> tuple[dict[str, JSON], ...]:
+    """
+    Parse storage_transformers. Zarr python cannot use storage transformers
+    at this time, so this function doesn't attempt to validate them.
+    """
+    if data is None:
+        return ()
+    if isinstance(data, Iterable):
+        if len(tuple(data)) >= 1:
+            return data  # type: ignore[return-value]
+        else:
+            return ()
+    raise TypeError(
+        f"Invalid storage_transformers. Expected an iterable of dicts. Got {type(data)} instead."
+    )
+
+
 class V3JsonEncoder(json.JSONEncoder):
     def __init__(self, *args: Any, **kwargs: Any) -> None:
         self.indent = kwargs.pop("indent", config.get("json_indent"))
@@ -144,6 +161,7 @@ class ArrayV3Metadata(ArrayMetadata):
     dimension_names: tuple[str, ...] | None = None
     zarr_format: Literal[3] = field(default=3, init=False)
     node_type: Literal["array"] = field(default="array", init=False)
+    storage_transformers: tuple[dict[str, JSON], ...]
 
     def __init__(
         self,
@@ -156,6 +174,7 @@ def __init__(
         codecs: Iterable[Codec | dict[str, JSON]],
         attributes: None | dict[str, JSON],
         dimension_names: None | Iterable[str],
+        storage_transformers: None | Iterable[dict[str, JSON]] = None,
     ) -> None:
         """
         Because the class is a frozen dataclass, we set attributes using object.__setattr__
@@ -168,6 +187,7 @@ def __init__(
         fill_value_parsed = parse_fill_value(fill_value, dtype=data_type_parsed)
         attributes_parsed = parse_attributes(attributes)
         codecs_parsed_partial = parse_codecs(codecs)
+        storage_transformers_parsed = parse_storage_transformers(storage_transformers)
 
         array_spec = ArraySpec(
             shape=shape_parsed,
@@ -186,6 +206,7 @@ def __init__(
         object.__setattr__(self, "dimension_names", dimension_names_parsed)
         object.__setattr__(self, "fill_value", fill_value_parsed)
         object.__setattr__(self, "attributes", attributes_parsed)
+        object.__setattr__(self, "storage_transformers", storage_transformers_parsed)
 
         self._validate_metadata()
 
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index 95bbde1740..6224bc39e3 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -6,9 +6,10 @@
 import pytest
 
 from zarr import Array, AsyncArray, Group
+from zarr.codecs.bytes import BytesCodec
 from zarr.core.array import chunks_initialized
 from zarr.core.buffer.cpu import NDBuffer
-from zarr.core.common import ZarrFormat
+from zarr.core.common import JSON, ZarrFormat
 from zarr.core.indexing import ceildiv
 from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
@@ -238,6 +239,27 @@ def test_serializable_sync_array(store: LocalStore, zarr_format: ZarrFormat) ->
     np.testing.assert_array_equal(actual[:], expected[:])
 
 
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+def test_storage_transformers(store: MemoryStore) -> None:
+    """
+    Test that providing an actual storage transformer produces a warning and otherwise passes through
+    """
+    metadata_dict: dict[str, JSON] = {
+        "zarr_format": 3,
+        "node_type": "array",
+        "shape": (10,),
+        "chunk_grid": {"name": "regular", "configuration": {"chunk_shape": (1,)}},
+        "data_type": "uint8",
+        "chunk_key_encoding": {"name": "v2", "configuration": {"separator": "/"}},
+        "codecs": (BytesCodec().to_dict(),),
+        "fill_value": 0,
+        "storage_transformers": ({"test": "should_raise"}),
+    }
+    match = "Arrays with storage transformers are not supported in zarr-python at this time."
+    with pytest.raises(ValueError, match=match):
+        Array.from_dict(StorePath(store), data=metadata_dict)
+
+
 @pytest.mark.parametrize("test_cls", [Array, AsyncArray])
 @pytest.mark.parametrize("nchunks", [2, 5, 10])
 def test_nchunks(test_cls: type[Array] | type[AsyncArray], nchunks: int) -> None:
diff --git a/tests/v3/test_metadata/test_v3.py b/tests/v3/test_metadata/test_v3.py
index 025d59422a..71dc917c35 100644
--- a/tests/v3/test_metadata/test_v3.py
+++ b/tests/v3/test_metadata/test_v3.py
@@ -14,6 +14,7 @@
     from typing import Any
 
     from zarr.abc.codec import Codec
+    from zarr.core.common import JSON
 
 
 import numpy as np
@@ -196,6 +197,7 @@ def test_parse_fill_value_invalid_type_sequence(fill_value: Any, dtype_str: str)
 @pytest.mark.parametrize("chunk_key_encoding", ["v2", "default"])
 @pytest.mark.parametrize("dimension_separator", [".", "/", None])
 @pytest.mark.parametrize("dimension_names", ["nones", "strings", "missing"])
+@pytest.mark.parametrize("storage_transformers", [None, ()])
 def test_metadata_to_dict(
     chunk_grid: str,
     codecs: list[Codec],
@@ -204,6 +206,7 @@ def test_metadata_to_dict(
     dimension_separator: Literal[".", "/"] | None,
     dimension_names: Literal["nones", "strings", "missing"],
     attributes: None | dict[str, Any],
+    storage_transformers: None | tuple[dict[str, JSON]],
 ) -> None:
     shape = (1, 2, 3)
     data_type = "uint8"
@@ -234,6 +237,7 @@ def test_metadata_to_dict(
         "chunk_key_encoding": cke,
         "codecs": tuple(c.to_dict() for c in codecs),
         "fill_value": fill_value,
+        "storage_transformers": storage_transformers,
     }
 
     if attributes is not None:
@@ -244,9 +248,16 @@ def test_metadata_to_dict(
     metadata = ArrayV3Metadata.from_dict(metadata_dict)
     observed = metadata.to_dict()
     expected = metadata_dict.copy()
+
+    # if unset or None or (), storage_transformers gets normalized to ()
+    assert observed["storage_transformers"] == ()
+    observed.pop("storage_transformers")
+    expected.pop("storage_transformers")
+
     if attributes is None:
         assert observed["attributes"] == {}
         observed.pop("attributes")
+
     if dimension_separator is None:
         if chunk_key_encoding == "default":
             expected_cke_dict = DefaultChunkKeyEncoding(separator="/").to_dict()

From 1560d218c2b5990fe8f05c32a2209f31156960c8 Mon Sep 17 00:00:00 2001
From: Alex Goodman <agoodm@users.noreply.github.com>
Date: Fri, 27 Sep 2024 11:11:12 -0500
Subject: [PATCH 0716/1078] Default zarr.open to open_group if shape is not
 provided (#2158)

* Default zarr.open to open_group if shape is not provided

* linting

* Address failing tests

* Add check if store_path contains array to open()

* Allow AsyncArray constructor to accept dictionary metadata

* Explicitly construct array from metadata in open()

* Check if metadata input is dict rather than ArrayMetadata

* fixup

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: Joe Hamman <jhamman1@gmail.com>
---
 src/zarr/api/asynchronous.py |  14 ++++-
 src/zarr/core/array.py       | 103 +++++++++++++++++++----------------
 tests/v3/test_api.py         |   7 ++-
 3 files changed, 76 insertions(+), 48 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 95adcf2936..2b6f938478 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -7,7 +7,7 @@
 import numpy as np
 import numpy.typing as npt
 
-from zarr.core.array import Array, AsyncArray
+from zarr.core.array import Array, AsyncArray, get_array_metadata
 from zarr.core.common import JSON, AccessModeLiteral, ChunkCoords, MemoryOrder, ZarrFormat
 from zarr.core.config import config
 from zarr.core.group import AsyncGroup
@@ -230,6 +230,18 @@ async def open(
     if path is not None:
         store_path = store_path / path
 
+    if "shape" not in kwargs and mode in {"a", "w", "w-"}:
+        try:
+            metadata_dict = await get_array_metadata(store_path, zarr_format=zarr_format)
+            # for v2, the above would already have raised an exception if not an array
+            zarr_format = metadata_dict["zarr_format"]
+            is_v3_array = zarr_format == 3 and metadata_dict.get("node_type") == "array"
+            if is_v3_array or zarr_format == 2:
+                return AsyncArray(store_path=store_path, metadata=metadata_dict)
+        except (AssertionError, FileNotFoundError):
+            pass
+        return await open_group(store=store_path, zarr_format=zarr_format, mode=mode, **kwargs)
+
     try:
         return await open_array(store=store_path, zarr_format=zarr_format, mode=mode, **kwargs)
     except KeyError:
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index fee3169e29..cc52dd3ac6 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -106,6 +106,53 @@ def create_codec_pipeline(metadata: ArrayV2Metadata | ArrayV3Metadata) -> CodecP
         raise TypeError
 
 
+async def get_array_metadata(
+    store_path: StorePath, zarr_format: ZarrFormat | None = 3
+) -> dict[str, Any]:
+    if zarr_format == 2:
+        zarray_bytes, zattrs_bytes = await gather(
+            (store_path / ZARRAY_JSON).get(), (store_path / ZATTRS_JSON).get()
+        )
+        if zarray_bytes is None:
+            raise FileNotFoundError(store_path)
+    elif zarr_format == 3:
+        zarr_json_bytes = await (store_path / ZARR_JSON).get()
+        if zarr_json_bytes is None:
+            raise FileNotFoundError(store_path)
+    elif zarr_format is None:
+        zarr_json_bytes, zarray_bytes, zattrs_bytes = await gather(
+            (store_path / ZARR_JSON).get(),
+            (store_path / ZARRAY_JSON).get(),
+            (store_path / ZATTRS_JSON).get(),
+        )
+        if zarr_json_bytes is not None and zarray_bytes is not None:
+            # TODO: revisit this exception type
+            # alternatively, we could warn and favor v3
+            raise ValueError("Both zarr.json and .zarray objects exist")
+        if zarr_json_bytes is None and zarray_bytes is None:
+            raise FileNotFoundError(store_path)
+        # set zarr_format based on which keys were found
+        if zarr_json_bytes is not None:
+            zarr_format = 3
+        else:
+            zarr_format = 2
+    else:
+        raise ValueError(f"unexpected zarr_format: {zarr_format}")
+
+    metadata_dict: dict[str, Any]
+    if zarr_format == 2:
+        # V2 arrays are comprised of a .zarray and .zattrs objects
+        assert zarray_bytes is not None
+        metadata_dict = json.loads(zarray_bytes.to_bytes())
+        zattrs_dict = json.loads(zattrs_bytes.to_bytes()) if zattrs_bytes is not None else {}
+        metadata_dict["attributes"] = zattrs_dict
+    else:
+        # V3 arrays are comprised of a zarr.json object
+        assert zarr_json_bytes is not None
+        metadata_dict = json.loads(zarr_json_bytes.to_bytes())
+    return metadata_dict
+
+
 @dataclass(frozen=True)
 class AsyncArray:
     metadata: ArrayMetadata
@@ -115,10 +162,17 @@ class AsyncArray:
 
     def __init__(
         self,
-        metadata: ArrayMetadata,
+        metadata: ArrayMetadata | dict[str, Any],
         store_path: StorePath,
         order: Literal["C", "F"] | None = None,
     ) -> None:
+        if isinstance(metadata, dict):
+            zarr_format = metadata["zarr_format"]
+            if zarr_format == 2:
+                metadata = ArrayV2Metadata.from_dict(metadata)
+            else:
+                metadata = ArrayV3Metadata.from_dict(metadata)
+
         metadata_parsed = parse_array_metadata(metadata)
         order_parsed = parse_indexing_order(order or config.get("array.order"))
 
@@ -341,51 +395,8 @@ async def open(
         zarr_format: ZarrFormat | None = 3,
     ) -> AsyncArray:
         store_path = await make_store_path(store)
-
-        if zarr_format == 2:
-            zarray_bytes, zattrs_bytes = await gather(
-                (store_path / ZARRAY_JSON).get(), (store_path / ZATTRS_JSON).get()
-            )
-            if zarray_bytes is None:
-                raise FileNotFoundError(store_path)
-        elif zarr_format == 3:
-            zarr_json_bytes = await (store_path / ZARR_JSON).get()
-            if zarr_json_bytes is None:
-                raise FileNotFoundError(store_path)
-        elif zarr_format is None:
-            zarr_json_bytes, zarray_bytes, zattrs_bytes = await gather(
-                (store_path / ZARR_JSON).get(),
-                (store_path / ZARRAY_JSON).get(),
-                (store_path / ZATTRS_JSON).get(),
-            )
-            if zarr_json_bytes is not None and zarray_bytes is not None:
-                # TODO: revisit this exception type
-                # alternatively, we could warn and favor v3
-                raise ValueError("Both zarr.json and .zarray objects exist")
-            if zarr_json_bytes is None and zarray_bytes is None:
-                raise FileNotFoundError(store_path)
-            # set zarr_format based on which keys were found
-            if zarr_json_bytes is not None:
-                zarr_format = 3
-            else:
-                zarr_format = 2
-        else:
-            raise ValueError(f"unexpected zarr_format: {zarr_format}")
-
-        if zarr_format == 2:
-            # V2 arrays are comprised of a .zarray and .zattrs objects
-            assert zarray_bytes is not None
-            zarray_dict = json.loads(zarray_bytes.to_bytes())
-            zattrs_dict = json.loads(zattrs_bytes.to_bytes()) if zattrs_bytes is not None else {}
-            zarray_dict["attributes"] = zattrs_dict
-            return cls(store_path=store_path, metadata=ArrayV2Metadata.from_dict(zarray_dict))
-        else:
-            # V3 arrays are comprised of a zarr.json object
-            assert zarr_json_bytes is not None
-            return cls(
-                store_path=store_path,
-                metadata=ArrayV3Metadata.from_dict(json.loads(zarr_json_bytes.to_bytes())),
-            )
+        metadata_dict = await get_array_metadata(store_path, zarr_format=zarr_format)
+        return cls(store_path=store_path, metadata=metadata_dict)
 
     @property
     def ndim(self) -> int:
diff --git a/tests/v3/test_api.py b/tests/v3/test_api.py
index 1b4330eef3..0717d542cf 100644
--- a/tests/v3/test_api.py
+++ b/tests/v3/test_api.py
@@ -140,7 +140,12 @@ def test_open_with_mode_r_plus(tmp_path: pathlib.Path) -> None:
     z2[:] = 3
 
 
-def test_open_with_mode_a(tmp_path: pathlib.Path) -> None:
+async def test_open_with_mode_a(tmp_path: pathlib.Path) -> None:
+    # Open without shape argument should default to group
+    g = zarr.open(store=tmp_path, mode="a")
+    assert isinstance(g, Group)
+    await g.store_path.delete()
+
     # 'a' means read/write (create if doesn't exist)
     arr = zarr.open(store=tmp_path, mode="a", shape=(3, 3))
     assert isinstance(arr, Array)

From b6350a1d28d268d406b5619df3a3665dc51334ae Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Fri, 27 Sep 2024 10:50:06 -0600
Subject: [PATCH 0717/1078] Generalize stateful store test (#2202)

* Generalize stateful store test

* Fix for localstore

* cleanup

* Address feedback

* Limit binary size, and range for key_ranges

* small cleanup
---
 src/zarr/testing/strategies.py             | 10 ++--
 tests/v3/conftest.py                       | 11 +++-
 tests/v3/test_store/test_stateful_store.py | 63 +++++++++++++++-------
 3 files changed, 60 insertions(+), 24 deletions(-)

diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index e77c14b486..711201fc80 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -60,7 +60,8 @@ def v2_dtypes() -> st.SearchStrategy[np.dtype]:
 )
 array_names = node_names
 attrs = st.none() | st.dictionaries(_attr_keys, _attr_values)
-paths = st.lists(node_names, min_size=1).map("/".join) | st.just("/")
+keys = st.lists(node_names, min_size=1).map(lambda x: "/".join(x))
+paths = st.just("/") | keys
 stores = st.builds(MemoryStore, st.just({}), mode=st.just("w"))
 compressors = st.sampled_from([None, "default"])
 zarr_formats: st.SearchStrategy[Literal[2, 3]] = st.sampled_from([2, 3])
@@ -171,7 +172,9 @@ def basic_indices(draw: st.DrawFn, *, shape: tuple[int], **kwargs):  # type: ign
     )
 
 
-def key_ranges(keys: SearchStrategy = node_names) -> SearchStrategy[list]:
+def key_ranges(
+    keys: SearchStrategy = node_names, max_size: int | None = None
+) -> SearchStrategy[list[int]]:
     """
     Function to generate key_ranges strategy for get_partial_values()
     returns list strategy w/ form::
@@ -180,7 +183,8 @@ def key_ranges(keys: SearchStrategy = node_names) -> SearchStrategy[list]:
          (key, (range_start, range_step)),...]
     """
     byte_ranges = st.tuples(
-        st.none() | st.integers(min_value=0), st.none() | st.integers(min_value=0)
+        st.none() | st.integers(min_value=0, max_value=max_size),
+        st.none() | st.integers(min_value=0, max_value=max_size),
     )
     key_tuple = st.tuples(keys, byte_ranges)
     return st.lists(key_tuple, min_size=1, max_size=10)
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index 15a0b55b0e..87830f11f9 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -10,6 +10,8 @@
 from hypothesis import HealthCheck, Verbosity, settings
 
 from zarr import AsyncGroup, config
+from zarr.abc.store import Store
+from zarr.core.sync import sync
 from zarr.store import LocalStore, MemoryStore, StorePath, ZipStore
 from zarr.store.remote import RemoteStore
 
@@ -19,7 +21,6 @@
 
     from _pytest.compat import LEGACY_PATH
 
-    from zarr.abc.store import Store
     from zarr.core.common import ChunkCoords, MemoryOrder, ZarrFormat
 
 
@@ -75,6 +76,14 @@ async def store(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> Store:
     return await parse_store(param, str(tmpdir))
 
 
+@pytest.fixture(params=["local", "memory", "zip"])
+def sync_store(request: pytest.FixtureRequest, tmp_path: LEGACY_PATH) -> Store:
+    result = sync(parse_store(request.param, str(tmp_path)))
+    if not isinstance(result, Store):
+        raise TypeError("Wrong store class returned by test fixture! got " + result + " instead")
+    return result
+
+
 @dataclass
 class AsyncGroupRequest:
     zarr_format: ZarrFormat
diff --git a/tests/v3/test_store/test_stateful_store.py b/tests/v3/test_store/test_stateful_store.py
index 057d1a9501..1a43b55fef 100644
--- a/tests/v3/test_store/test_stateful_store.py
+++ b/tests/v3/test_store/test_stateful_store.py
@@ -1,21 +1,26 @@
 # Stateful tests for arbitrary Zarr stores.
-
-
 import hypothesis.strategies as st
+import pytest
 from hypothesis import assume, note
 from hypothesis.stateful import (
     RuleBasedStateMachine,
+    Settings,
+    initialize,
     invariant,
     precondition,
     rule,
+    run_state_machine_as_test,
 )
 from hypothesis.strategies import DataObject
 
 import zarr
 from zarr.abc.store import AccessMode, Store
 from zarr.core.buffer import BufferPrototype, cpu, default_buffer_prototype
-from zarr.store import MemoryStore
-from zarr.testing.strategies import key_ranges, paths
+from zarr.store import LocalStore, ZipStore
+from zarr.testing.strategies import key_ranges
+from zarr.testing.strategies import keys as zarr_keys
+
+MAX_BINARY_SIZE = 100
 
 
 class SyncStoreWrapper(zarr.core.sync.SyncMixin):
@@ -99,13 +104,17 @@ class ZarrStoreStateMachine(RuleBasedStateMachine):
         https://hypothesis.readthedocs.io/en/latest/stateful.html
     """
 
-    def __init__(self) -> None:
+    def __init__(self, store: Store) -> None:
         super().__init__()
         self.model: dict[str, bytes] = {}
-        self.store = SyncStoreWrapper(MemoryStore(mode="w"))
+        self.store = SyncStoreWrapper(store)
         self.prototype = default_buffer_prototype()
 
-    @rule(key=paths, data=st.binary(min_size=0, max_size=100))
+    @initialize()
+    def init_store(self):
+        self.store.clear()
+
+    @rule(key=zarr_keys, data=st.binary(min_size=0, max_size=MAX_BINARY_SIZE))
     def set(self, key: str, data: DataObject) -> None:
         note(f"(set) Setting {key!r} with {data}")
         assert not self.store.mode.readonly
@@ -114,7 +123,7 @@ def set(self, key: str, data: DataObject) -> None:
         self.model[key] = data_buf
 
     @precondition(lambda self: len(self.model.keys()) > 0)
-    @rule(key=paths, data=st.data())
+    @rule(key=zarr_keys, data=st.data())
     def get(self, key: str, data: DataObject) -> None:
         key = data.draw(
             st.sampled_from(sorted(self.model.keys()))
@@ -124,8 +133,8 @@ def get(self, key: str, data: DataObject) -> None:
         # to bytes here necessary because data_buf set to model in set()
         assert self.model[key].to_bytes() == (store_value.to_bytes())
 
-    @rule(key=paths, data=st.data())
-    def get_invalid_keys(self, key: str, data: DataObject) -> None:
+    @rule(key=zarr_keys, data=st.data())
+    def get_invalid_zarr_keys(self, key: str, data: DataObject) -> None:
         note("(get_invalid)")
         assume(key not in self.model)
         assert self.store.get(key, self.prototype) is None
@@ -133,7 +142,9 @@ def get_invalid_keys(self, key: str, data: DataObject) -> None:
     @precondition(lambda self: len(self.model.keys()) > 0)
     @rule(data=st.data())
     def get_partial_values(self, data: DataObject) -> None:
-        key_range = data.draw(key_ranges(keys=st.sampled_from(sorted(self.model.keys()))))
+        key_range = data.draw(
+            key_ranges(keys=st.sampled_from(sorted(self.model.keys())), max_size=MAX_BINARY_SIZE)
+        )
         note(f"(get partial) {key_range=}")
         obs_maybe = self.store.get_partial_values(key_range, self.prototype)
         observed = []
@@ -173,16 +184,20 @@ def clear(self) -> None:
         self.store.clear()
         self.model.clear()
 
+        assert self.store.empty()
+
         assert len(self.model.keys()) == len(list(self.store.list())) == 0
 
     @rule()
+    # Local store can be non-empty when there are subdirectories but no files
+    @precondition(lambda self: not isinstance(self.store.store, LocalStore))
     def empty(self) -> None:
         note("(empty)")
 
         # make sure they either both are or both aren't empty (same state)
         assert self.store.empty() == (not self.model)
 
-    @rule(key=paths)
+    @rule(key=zarr_keys)
     def exists(self, key: str) -> None:
         note("(exists)")
 
@@ -191,9 +206,9 @@ def exists(self, key: str) -> None:
     @invariant()
     def check_paths_equal(self) -> None:
         note("Checking that paths are equal")
-        paths = list(self.store.list())
+        paths = sorted(self.store.list())
 
-        assert list(self.model.keys()) == paths
+        assert sorted(self.model.keys()) == paths
 
     @invariant()
     def check_vals_equal(self) -> None:
@@ -203,19 +218,19 @@ def check_vals_equal(self) -> None:
             assert val.to_bytes() == store_item
 
     @invariant()
-    def check_num_keys_equal(self) -> None:
-        note("check num keys equal")
+    def check_num_zarr_keys_equal(self) -> None:
+        note("check num zarr_keys equal")
 
         assert len(self.model) == len(list(self.store.list()))
 
     @invariant()
-    def check_keys(self) -> None:
+    def check_zarr_keys(self) -> None:
         keys = list(self.store.list())
 
-        if len(keys) == 0:
+        if not keys:
             assert self.store.empty() is True
 
-        elif len(keys) != 0:
+        else:
             assert self.store.empty() is False
 
             for key in keys:
@@ -223,4 +238,12 @@ def check_keys(self) -> None:
         note("checking keys / exists / empty")
 
 
-StatefulStoreTest = ZarrStoreStateMachine.TestCase
+def test_zarr_hierarchy(sync_store: Store) -> None:
+    def mk_test_instance_sync():
+        return ZarrStoreStateMachine(sync_store)
+
+    if isinstance(sync_store, ZipStore):
+        pytest.skip(reason="ZipStore does not support delete")
+    if isinstance(sync_store, LocalStore):
+        pytest.skip(reason="This test has errors")
+    run_state_machine_as_test(mk_test_instance_sync, settings=Settings(report_multiple_bugs=True))

From 177a8c24d38badbfc74480012d1b76d09b0d6c22 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 27 Sep 2024 19:16:52 +0200
Subject: [PATCH 0718/1078] Enforce ruff/flake8-annotations rules (ANN) (#2264)

* Apply ruff/flake8-annotations rule ANN204

ANN204 Missing return type annotation for special method `__init__`

* Apply ruff/flake8-annotations rule ANN201

ANN201 Missing return type annotation for public function `basic_indices`

* Enforce ruff/flake8-annotations rules (ANN)

Disable lots of rules for now, especially in tests.
---
 pyproject.toml                 | 8 ++++++++
 src/zarr/store/logging.py      | 2 +-
 src/zarr/testing/strategies.py | 2 +-
 3 files changed, 10 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 9b7776ea65..7e1688738b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -206,6 +206,7 @@ extend-exclude = [
 
 [tool.ruff.lint]
 extend-select = [
+    "ANN", # flake8-annotations
     "B",   # flake8-bugbear
     "C4",  # flake8-comprehensions
     "FLY", # flynt
@@ -222,6 +223,10 @@ extend-select = [
     "UP",  # pyupgrade
 ]
 ignore = [
+    "ANN003",
+    "ANN101",
+    "ANN102",
+    "ANN401",
     "PT004",  # deprecated
     "PT011",  # TODO: apply this rule
     "PT012",  # TODO: apply this rule
@@ -247,6 +252,9 @@ ignore = [
     "ISC002",
 ]
 
+[tool.ruff.lint.extend-per-file-ignores]
+"tests/**" = ["ANN001", "ANN201"]
+
 [tool.mypy]
 python_version = "3.11"
 ignore_missing_imports = true
diff --git a/src/zarr/store/logging.py b/src/zarr/store/logging.py
index 0c05b42651..ee0614172b 100644
--- a/src/zarr/store/logging.py
+++ b/src/zarr/store/logging.py
@@ -24,7 +24,7 @@ def __init__(
         store: Store,
         log_level: str = "DEBUG",
         log_handler: logging.Handler | None = None,
-    ):
+    ) -> None:
         self._store = store
         self.counter = defaultdict(int)
 
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 711201fc80..ac5850323f 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -158,7 +158,7 @@ def is_negative_slice(idx: Any) -> bool:
 
 
 @st.composite  # type: ignore[misc]
-def basic_indices(draw: st.DrawFn, *, shape: tuple[int], **kwargs):  # type: ignore[no-untyped-def]
+def basic_indices(draw: st.DrawFn, *, shape: tuple[int], **kwargs) -> Any:  # type: ignore[no-untyped-def]
     """Basic indices without unsupported negative slices."""
     return draw(
         npst.basic_indices(shape=shape, **kwargs).filter(

From c52614a41b8fe34ae8e13a2595640722907f3e21 Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Fri, 27 Sep 2024 22:47:23 +0530
Subject: [PATCH 0719/1078] Added a new issue template for documentation issues
 (#2255)

* Add new template for documentation issues

* Minor fix

* Minor fix

* Change language

* Minor fix
---
 .github/ISSUE_TEMPLATE/bug_report.yml    |  4 ++--
 .github/ISSUE_TEMPLATE/config.yml        |  6 +++---
 .github/ISSUE_TEMPLATE/documentation.yml | 18 ++++++++++++++++++
 3 files changed, 23 insertions(+), 5 deletions(-)
 create mode 100644 .github/ISSUE_TEMPLATE/documentation.yml

diff --git a/.github/ISSUE_TEMPLATE/bug_report.yml b/.github/ISSUE_TEMPLATE/bug_report.yml
index ba05f23fcc..2e11f14613 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.yml
+++ b/.github/ISSUE_TEMPLATE/bug_report.yml
@@ -1,5 +1,5 @@
-name: 🐛 File a bug report
-description: X's behavior is deviating from its documented behavior.
+name: Bug Report
+description: Report incorrect behaviour in the library.
 labels: ["bug"]
 body:
   - type: markdown
diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
index 809e4e31b6..edbd88eaf2 100644
--- a/.github/ISSUE_TEMPLATE/config.yml
+++ b/.github/ISSUE_TEMPLATE/config.yml
@@ -1,11 +1,11 @@
 blank_issues_enabled: true
 contact_links:
-  - name: ✨ Propose a new major feature
+  - name: Propose a new major feature
     url: https://github.com/zarr-developers/zarr-specs
     about: A new major feature should be discussed in the Zarr specifications repository.
-  - name: ❓ Discuss something on ZulipChat
+  - name: Discuss something on ZulipChat
     url: https://ossci.zulipchat.com/
     about: For questions like "How do I do X with Zarr?", you can move to our ZulipChat.
-  - name: ❓ Discuss something on GitHub Discussions
+  - name: Discuss something on GitHub Discussions
     url: https://github.com/zarr-developers/zarr-python/discussions
     about: For questions like "How do I do X with Zarr?", you can move to GitHub Discussions.
diff --git a/.github/ISSUE_TEMPLATE/documentation.yml b/.github/ISSUE_TEMPLATE/documentation.yml
new file mode 100644
index 0000000000..c240666d1f
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/documentation.yml
@@ -0,0 +1,18 @@
+name: Documentation Improvement
+description: Report missing or wrong documentation. Alternatively, you can just open a pull request with the suggested change.
+title: "DOC: "
+labels: [documentation, help wanted]
+
+body:
+- type: textarea
+  attributes:
+    label: Describe the issue linked to the documentation
+    description: >
+      Please provide a description of what documentation you believe needs to be fixed/improved.
+  validations:
+    required: true
+- type: textarea
+  attributes:
+    label: Suggested fix for documentation
+    description: >
+      Please explain the suggested fix and why it's better than the existing documentation.

From 8e2c660383689b9edec2d30a4e6faad8a303cb57 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 27 Sep 2024 19:19:18 +0200
Subject: [PATCH 0720/1078] Apply new ruff rules (preview mode) (#2235)

* Apply ruff/Pyflakes rule F841

F841 Local variable is assigned to but never used

This issue is triggered in preview mode.

* Apply ruff/flake8-pyi PYI059

PYI059 `Generic[]` should always be the last base class

This future rule is triggered in preview mode.

* Apply ruff rule RUF021

RUF021 Parenthesize `a and b` expressions when chaining `and` and `or`
       together, to make the precedence clear

This future rule is triggered in preview mode.

* Apply ruff rule RUF022

RUF022 `__all__` is not sorted

This future rule is triggered in preview mode.
---
 src/zarr/__init__.py             |  8 ++++----
 src/zarr/abc/codec.py            |  8 ++++----
 src/zarr/abc/store.py            |  2 +-
 src/zarr/api/asynchronous.py     | 20 ++++++++++----------
 src/zarr/api/synchronous.py      | 20 ++++++++++----------
 src/zarr/convenience.py          | 12 ++++++------
 src/zarr/core/array.py           |  2 +-
 src/zarr/core/buffer/__init__.py |  2 +-
 src/zarr/core/buffer/core.py     |  2 +-
 src/zarr/creation.py             | 14 +++++++-------
 src/zarr/errors.py               |  4 ++--
 src/zarr/registry.py             | 14 +++++++-------
 src/zarr/store/__init__.py       |  8 ++++----
 src/zarr/store/common.py         |  2 +-
 src/zarr/testing/buffer.py       |  2 +-
 15 files changed, 60 insertions(+), 60 deletions(-)

diff --git a/src/zarr/__init__.py b/src/zarr/__init__.py
index 0259672f74..51116a929e 100644
--- a/src/zarr/__init__.py
+++ b/src/zarr/__init__.py
@@ -34,14 +34,13 @@
 assert not __version__.startswith("0.0.0")
 
 __all__ = [
-    "__version__",
-    "config",
     "Array",
     "AsyncArray",
-    "Group",
     "AsyncGroup",
-    "tree",
+    "Group",
+    "__version__",
     "array",
+    "config",
     "consolidate_metadata",
     "copy",
     "copy_all",
@@ -63,6 +62,7 @@
     "save",
     "save_array",
     "save_group",
+    "tree",
     "zeros",
     "zeros_like",
 ]
diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index 057e66c4b0..afe3e34bf6 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -20,13 +20,13 @@
     from zarr.core.indexing import SelectorTuple
 
 __all__ = [
-    "CodecInput",
-    "CodecOutput",
     "ArrayArrayCodec",
     "ArrayBytesCodec",
-    "BytesBytesCodec",
     "ArrayBytesCodecPartialDecodeMixin",
     "ArrayBytesCodecPartialEncodeMixin",
+    "BytesBytesCodec",
+    "CodecInput",
+    "CodecOutput",
     "CodecPipeline",
 ]
 
@@ -34,7 +34,7 @@
 CodecOutput = TypeVar("CodecOutput", bound=NDBuffer | Buffer)
 
 
-class _Codec(Generic[CodecInput, CodecOutput], Metadata):
+class _Codec(Metadata, Generic[CodecInput, CodecOutput]):
     """Generic base class for codecs.
     Please use ArrayArrayCodec, ArrayBytesCodec or BytesBytesCodec for subclassing.
 
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 5f50360554..c4d0f9dfc2 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -14,7 +14,7 @@
     from zarr.core.buffer import Buffer, BufferPrototype
     from zarr.core.common import AccessModeLiteral, BytesLike
 
-__all__ = ["Store", "AccessMode", "ByteGetter", "ByteSetter", "set_or_delete"]
+__all__ = ["AccessMode", "ByteGetter", "ByteSetter", "Store", "set_or_delete"]
 
 ByteRangeRequest: TypeAlias = tuple[int | None, int | None]
 
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 2b6f938478..76e65e6716 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -30,29 +30,29 @@
     PathLike = str
 
 __all__ = [
+    "array",
     "consolidate_metadata",
     "copy",
     "copy_all",
     "copy_store",
-    "load",
-    "open",
-    "open_consolidated",
-    "save",
-    "save_array",
-    "save_group",
-    "tree",
-    "array",
-    "group",
-    "open_group",
     "create",
     "empty",
     "empty_like",
     "full",
     "full_like",
+    "group",
+    "load",
     "ones",
     "ones_like",
+    "open",
     "open_array",
+    "open_consolidated",
+    "open_group",
     "open_like",
+    "save",
+    "save_array",
+    "save_group",
+    "tree",
     "zeros",
     "zeros_like",
 ]
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index bc4a7bfafd..a9f379ef45 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -14,29 +14,29 @@
     from zarr.store import StoreLike
 
 __all__ = [
+    "array",
     "consolidate_metadata",
     "copy",
     "copy_all",
     "copy_store",
-    "load",
-    "open",
-    "open_consolidated",
-    "save",
-    "save_array",
-    "save_group",
-    "tree",
-    "array",
-    "group",
-    "open_group",
     "create",
     "empty",
     "empty_like",
     "full",
     "full_like",
+    "group",
+    "load",
     "ones",
     "ones_like",
+    "open",
     "open_array",
+    "open_consolidated",
+    "open_group",
     "open_like",
+    "save",
+    "save_array",
+    "save_group",
+    "tree",
     "zeros",
     "zeros_like",
 ]
diff --git a/src/zarr/convenience.py b/src/zarr/convenience.py
index f0ff602d07..2551d455a4 100644
--- a/src/zarr/convenience.py
+++ b/src/zarr/convenience.py
@@ -15,17 +15,17 @@
 )
 
 __all__ = [
+    "consolidate_metadata",
+    "copy",
+    "copy_all",
+    "copy_store",
+    "load",
     "open",
+    "open_consolidated",
     "save",
-    "load",
     "save_array",
     "save_group",
-    "copy",
-    "copy_all",
-    "copy_store",
     "tree",
-    "consolidate_metadata",
-    "open_consolidated",
 ]
 
 warnings.warn(
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index cc52dd3ac6..25af055084 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -74,7 +74,7 @@
     from zarr.core.metadata.common import ArrayMetadata
 
 # Array and AsyncArray are defined in the base ``zarr`` namespace
-__all__ = ["parse_array_metadata", "create_codec_pipeline"]
+__all__ = ["create_codec_pipeline", "parse_array_metadata"]
 
 
 def parse_array_metadata(data: Any) -> ArrayV2Metadata | ArrayV3Metadata:
diff --git a/src/zarr/core/buffer/__init__.py b/src/zarr/core/buffer/__init__.py
index b18417b00b..ccb41e291c 100644
--- a/src/zarr/core/buffer/__init__.py
+++ b/src/zarr/core/buffer/__init__.py
@@ -11,9 +11,9 @@
 __all__ = [
     "ArrayLike",
     "Buffer",
+    "BufferPrototype",
     "NDArrayLike",
     "NDBuffer",
-    "BufferPrototype",
     "default_buffer_prototype",
     "numpy_buffer_prototype",
 ]
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index c59c47bb67..f2f81d9c51 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -467,7 +467,7 @@ def all_equal(self, other: Any, equal_nan: bool = True) -> bool:
             # Handle None fill_value for Zarr V2
             return False
         # use array_equal to obtain equal_nan=True functionality
-        data, other = np.broadcast_arrays(self._data, other)
+        _data, other = np.broadcast_arrays(self._data, other)
         return np.array_equal(
             self._data, other, equal_nan=equal_nan if self._data.dtype.kind not in "US" else False
         )
diff --git a/src/zarr/creation.py b/src/zarr/creation.py
index aa4b5a8088..63f93ba6f6 100644
--- a/src/zarr/creation.py
+++ b/src/zarr/creation.py
@@ -16,18 +16,18 @@
 )
 
 __all__ = [
+    "array",
     "create",
     "empty",
-    "zeros",
-    "ones",
-    "full",
-    "array",
-    "open_array",
     "empty_like",
-    "zeros_like",
-    "ones_like",
+    "full",
     "full_like",
+    "ones",
+    "ones_like",
+    "open_array",
     "open_like",
+    "zeros",
+    "zeros_like",
 ]
 
 warnings.warn(
diff --git a/src/zarr/errors.py b/src/zarr/errors.py
index f6321e474b..72efcedf2e 100644
--- a/src/zarr/errors.py
+++ b/src/zarr/errors.py
@@ -26,7 +26,7 @@ class ContainsArrayAndGroupError(_BaseZarrError):
 
 
 __all__ = [
-    "ContainsGroupError",
-    "ContainsArrayError",
     "ContainsArrayAndGroupError",
+    "ContainsArrayError",
+    "ContainsGroupError",
 ]
diff --git a/src/zarr/registry.py b/src/zarr/registry.py
index c6566d12b5..fcea834f04 100644
--- a/src/zarr/registry.py
+++ b/src/zarr/registry.py
@@ -15,20 +15,20 @@
 
 __all__ = [
     "Registry",
-    "register_codec",
-    "register_pipeline",
-    "register_buffer",
-    "register_ndbuffer",
-    "get_codec_class",
-    "get_pipeline_class",
     "get_buffer_class",
+    "get_codec_class",
     "get_ndbuffer_class",
+    "get_pipeline_class",
+    "register_buffer",
+    "register_codec",
+    "register_ndbuffer",
+    "register_pipeline",
 ]
 
 T = TypeVar("T")
 
 
-class Registry(Generic[T], dict[str, type[T]]):
+class Registry(dict[str, type[T]], Generic[T]):
     def __init__(self) -> None:
         super().__init__()
         self.lazy_load_list: list[EntryPoint] = []
diff --git a/src/zarr/store/__init__.py b/src/zarr/store/__init__.py
index 47bbccd66e..dadaf8346b 100644
--- a/src/zarr/store/__init__.py
+++ b/src/zarr/store/__init__.py
@@ -5,11 +5,11 @@
 from zarr.store.zip import ZipStore
 
 __all__ = [
-    "StorePath",
-    "StoreLike",
-    "make_store_path",
-    "RemoteStore",
     "LocalStore",
     "MemoryStore",
+    "RemoteStore",
+    "StoreLike",
+    "StorePath",
     "ZipStore",
+    "make_store_path",
 ]
diff --git a/src/zarr/store/common.py b/src/zarr/store/common.py
index f39edb19ac..c4d837e74d 100644
--- a/src/zarr/store/common.py
+++ b/src/zarr/store/common.py
@@ -137,7 +137,7 @@ def _is_fsspec_uri(uri: str) -> bool:
     >>> _is_fsspec_uri("local://my-directory")
     False
     """
-    return "://" in uri or "::" in uri and "local://" not in uri
+    return "://" in uri or ("::" in uri and "local://" not in uri)
 
 
 async def ensure_no_existing_node(store_path: StorePath, zarr_format: ZarrFormat) -> None:
diff --git a/src/zarr/testing/buffer.py b/src/zarr/testing/buffer.py
index a0d70e78ea..09e7b33aaf 100644
--- a/src/zarr/testing/buffer.py
+++ b/src/zarr/testing/buffer.py
@@ -15,9 +15,9 @@
 
 
 __all__ = [
-    "TestBuffer",
     "NDBufferUsingTestNDArrayLike",
     "StoreExpectingTestBuffer",
+    "TestBuffer",
 ]
 
 

From 2edc548d715ce325a0346844e763e882cd89c819 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Fri, 27 Sep 2024 16:00:02 -0500
Subject: [PATCH 0721/1078] Ensure parents are created when creating a node
 (#2262)

* Ensure parents are created when creating a node

This updates our Array and Group creation methods to
ensure that parents implicitly defined through a nested path are also
created.

To accomplish this semi-safely and efficiently, we require a new
setdefulat method on the Store class.

* use the API

* fixed logging store

* Update src/zarr/testing/store.py

* fixes

* fixup

* fixes

* pre-commit

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/abc/store.py                      | 18 +++++++++
 src/zarr/codecs/sharding.py                |  3 ++
 src/zarr/core/array.py                     | 47 ++++++++++++++++++++--
 src/zarr/core/group.py                     | 19 +++++++--
 src/zarr/store/common.py                   |  3 ++
 src/zarr/store/local.py                    | 20 ++++++++-
 src/zarr/store/logging.py                  |  5 +++
 src/zarr/store/memory.py                   |  8 +++-
 src/zarr/store/remote.py                   |  1 +
 src/zarr/store/zip.py                      |  7 ++++
 src/zarr/testing/store.py                  | 16 ++++++++
 tests/v3/test_array.py                     | 43 ++++++++++++++++++++
 tests/v3/test_group.py                     | 41 +++++++++++++++++++
 tests/v3/test_store/test_stateful_store.py |  2 +-
 14 files changed, 221 insertions(+), 12 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index c4d0f9dfc2..bd6befce74 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -172,6 +172,22 @@ async def set(self, key: str, value: Buffer) -> None:
         """
         ...
 
+    async def set_if_not_exists(self, key: str, value: Buffer) -> None:
+        """
+        Store a key to ``value`` if the key is not already present.
+
+        Parameters
+        -----------
+        key : str
+        value : Buffer
+        """
+        # Note for implementers: the default implementation provided here
+        # is not safe for concurrent writers. There's a race condition between
+        # the `exists` check and the `set` where another writer could set some
+        # value at `key` or delete `key`.
+        if not await self.exists(key):
+            await self.set(key, value)
+
     async def _set_many(self, values: Iterable[tuple[str, Buffer]]) -> None:
         """
         Insert multiple (key, value) pairs into storage.
@@ -297,6 +313,8 @@ async def set(self, value: Buffer, byte_range: ByteRangeRequest | None = None) -
 
     async def delete(self) -> None: ...
 
+    async def set_if_not_exists(self, default: Buffer) -> None: ...
+
 
 async def set_or_delete(byte_setter: ByteSetter, value: Buffer | None) -> None:
     if value is None:
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index c818e3c66b..2181e9eb76 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -97,6 +97,9 @@ async def set(self, value: Buffer, byte_range: ByteRangeRequest | None = None) -
     async def delete(self) -> None:
         del self.shard_dict[self.chunk_coords]
 
+    async def set_if_not_exists(self, default: Buffer) -> None:
+        self.shard_dict.setdefault(self.chunk_coords, default)
+
 
 class _ShardIndex(NamedTuple):
     # dtype uint64, shape (chunks_per_shard_0, chunks_per_shard_1, ..., 2)
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 25af055084..e1de15c747 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -13,7 +13,12 @@
 from zarr.codecs import BytesCodec
 from zarr.codecs._v2 import V2Compressor, V2Filters
 from zarr.core.attributes import Attributes
-from zarr.core.buffer import BufferPrototype, NDArrayLike, NDBuffer, default_buffer_prototype
+from zarr.core.buffer import (
+    BufferPrototype,
+    NDArrayLike,
+    NDBuffer,
+    default_buffer_prototype,
+)
 from zarr.core.chunk_grids import RegularChunkGrid, _guess_chunks
 from zarr.core.chunk_key_encodings import (
     ChunkKeyEncoding,
@@ -71,6 +76,7 @@
     from collections.abc import Iterable, Iterator, Sequence
 
     from zarr.abc.codec import Codec, CodecPipeline
+    from zarr.core.group import AsyncGroup
     from zarr.core.metadata.common import ArrayMetadata
 
 # Array and AsyncArray are defined in the base ``zarr`` namespace
@@ -337,7 +343,7 @@ async def _create_v3(
         )
 
         array = cls(metadata=metadata, store_path=store_path)
-        await array._save_metadata(metadata)
+        await array._save_metadata(metadata, ensure_parents=True)
         return array
 
     @classmethod
@@ -376,7 +382,7 @@ async def _create_v2(
             attributes=attributes,
         )
         array = cls(metadata=metadata, store_path=store_path)
-        await array._save_metadata(metadata)
+        await array._save_metadata(metadata, ensure_parents=True)
         return array
 
     @classmethod
@@ -621,9 +627,24 @@ async def getitem(
         )
         return await self._get_selection(indexer, prototype=prototype)
 
-    async def _save_metadata(self, metadata: ArrayMetadata) -> None:
+    async def _save_metadata(self, metadata: ArrayMetadata, ensure_parents: bool = False) -> None:
         to_save = metadata.to_buffer_dict(default_buffer_prototype())
         awaitables = [set_or_delete(self.store_path / key, value) for key, value in to_save.items()]
+
+        if ensure_parents:
+            # To enable zarr.create(store, path="a/b/c"), we need to create all the intermediate groups.
+            parents = _build_parents(self)
+
+            for parent in parents:
+                awaitables.extend(
+                    [
+                        (parent.store_path / key).set_if_not_exists(value)
+                        for key, value in parent.metadata.to_buffer_dict(
+                            default_buffer_prototype()
+                        ).items()
+                    ]
+                )
+
         await gather(*awaitables)
 
     async def _set_selection(
@@ -2354,3 +2375,21 @@ def chunks_initialized(array: Array | AsyncArray) -> tuple[str, ...]:
             out.append(chunk_key)
 
     return tuple(out)
+
+
+def _build_parents(node: AsyncArray | AsyncGroup) -> list[AsyncGroup]:
+    from zarr.core.group import AsyncGroup, GroupMetadata
+
+    required_parts = node.store_path.path.split("/")[:-1]
+    parents = []
+
+    for i, part in enumerate(required_parts):
+        path = "/".join(required_parts[:i] + [part])
+        parents.append(
+            AsyncGroup(
+                metadata=GroupMetadata(zarr_format=node.metadata.zarr_format),
+                store_path=StorePath(store=node.store_path.store, path=path),
+            )
+        )
+
+    return parents
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index d7ad960b14..79d03d3fce 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -13,7 +13,7 @@
 import zarr.api.asynchronous as async_api
 from zarr.abc.metadata import Metadata
 from zarr.abc.store import Store, set_or_delete
-from zarr.core.array import Array, AsyncArray
+from zarr.core.array import Array, AsyncArray, _build_parents
 from zarr.core.attributes import Attributes
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.common import (
@@ -144,7 +144,7 @@ async def from_store(
             metadata=GroupMetadata(attributes=attributes, zarr_format=zarr_format),
             store_path=store_path,
         )
-        await group._save_metadata()
+        await group._save_metadata(ensure_parents=True)
         return group
 
     @classmethod
@@ -279,9 +279,22 @@ async def delitem(self, key: str) -> None:
         else:
             raise ValueError(f"unexpected zarr_format: {self.metadata.zarr_format}")
 
-    async def _save_metadata(self) -> None:
+    async def _save_metadata(self, ensure_parents: bool = False) -> None:
         to_save = self.metadata.to_buffer_dict(default_buffer_prototype())
         awaitables = [set_or_delete(self.store_path / key, value) for key, value in to_save.items()]
+
+        if ensure_parents:
+            parents = _build_parents(self)
+            for parent in parents:
+                awaitables.extend(
+                    [
+                        (parent.store_path / key).set_if_not_exists(value)
+                        for key, value in parent.metadata.to_buffer_dict(
+                            default_buffer_prototype()
+                        ).items()
+                    ]
+                )
+
         await asyncio.gather(*awaitables)
 
     @property
diff --git a/src/zarr/store/common.py b/src/zarr/store/common.py
index c4d837e74d..ea0edbe5e8 100644
--- a/src/zarr/store/common.py
+++ b/src/zarr/store/common.py
@@ -51,6 +51,9 @@ async def set(self, value: Buffer, byte_range: ByteRangeRequest | None = None) -
     async def delete(self) -> None:
         await self.store.delete(self.path)
 
+    async def set_if_not_exists(self, default: Buffer) -> None:
+        await self.store.set_if_not_exists(self.path, default)
+
     async def exists(self) -> bool:
         return await self.store.exists(self.path)
 
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index f1bce769d2..23a87ea499 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -60,6 +60,7 @@ def _put(
     path: Path,
     value: Buffer,
     start: int | None = None,
+    exclusive: bool = False,
 ) -> int | None:
     path.parent.mkdir(parents=True, exist_ok=True)
     if start is not None:
@@ -68,7 +69,13 @@ def _put(
             f.write(value.as_numpy_array().tobytes())
         return None
     else:
-        return path.write_bytes(value.as_numpy_array().tobytes())
+        view = memoryview(value.as_numpy_array().tobytes())
+        if exclusive:
+            mode = "xb"
+        else:
+            mode = "wb"
+        with path.open(mode=mode) as f:
+            return f.write(view)
 
 
 class LocalStore(Store):
@@ -152,6 +159,15 @@ async def get_partial_values(
         return await concurrent_map(args, to_thread, limit=None)  # TODO: fix limit
 
     async def set(self, key: str, value: Buffer) -> None:
+        return await self._set(key, value)
+
+    async def set_if_not_exists(self, key: str, value: Buffer) -> None:
+        try:
+            return await self._set(key, value, exclusive=True)
+        except FileExistsError:
+            pass
+
+    async def _set(self, key: str, value: Buffer, exclusive: bool = False) -> None:
         if not self._is_open:
             await self._open()
         self._check_writable()
@@ -159,7 +175,7 @@ async def set(self, key: str, value: Buffer) -> None:
         if not isinstance(value, Buffer):
             raise TypeError("LocalStore.set(): `value` must a Buffer instance")
         path = self.root / key
-        await to_thread(_put, path, value)
+        await to_thread(_put, path, value, start=None, exclusive=exclusive)
 
     async def set_partial_values(
         self, key_start_values: Iterable[tuple[str, int, bytes | bytearray | memoryview]]
diff --git a/src/zarr/store/logging.py b/src/zarr/store/logging.py
index ee0614172b..3a4ae26c37 100644
--- a/src/zarr/store/logging.py
+++ b/src/zarr/store/logging.py
@@ -8,6 +8,7 @@
 from typing import TYPE_CHECKING
 
 from zarr.abc.store import AccessMode, ByteRangeRequest, Store
+from zarr.core.buffer import Buffer
 
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator, Generator, Iterable
@@ -138,6 +139,10 @@ async def set(self, key: str, value: Buffer) -> None:
         with self.log():
             return await self._store.set(key=key, value=value)
 
+    async def set_if_not_exists(self, key: str, default: Buffer) -> None:
+        with self.log():
+            return await self._store.set_if_not_exists(key=key, value=default)
+
     async def delete(self, key: str) -> None:
         with self.log():
             return await self._store.delete(key=key)
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index ee4107b0ab..d5294c9d2f 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -85,9 +85,8 @@ async def exists(self, key: str) -> bool:
         return key in self._store_dict
 
     async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
-        if not self._is_open:
-            await self._open()
         self._check_writable()
+        await self._ensure_open()
         assert isinstance(key, str)
         if not isinstance(value, Buffer):
             raise TypeError(f"Expected Buffer. Got {type(value)}.")
@@ -99,6 +98,11 @@ async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None
         else:
             self._store_dict[key] = value
 
+    async def set_if_not_exists(self, key: str, default: Buffer) -> None:
+        self._check_writable()
+        await self._ensure_open()
+        self._store_dict.setdefault(key, default)
+
     async def delete(self, key: str) -> None:
         self._check_writable()
         try:
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 284cd8d77f..6cc631d3b1 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -5,6 +5,7 @@
 import fsspec
 
 from zarr.abc.store import ByteRangeRequest, Store
+from zarr.core.buffer import Buffer
 from zarr.store.common import _dereference_path
 
 if TYPE_CHECKING:
diff --git a/src/zarr/store/zip.py b/src/zarr/store/zip.py
index f9c4587092..82ce7d024d 100644
--- a/src/zarr/store/zip.py
+++ b/src/zarr/store/zip.py
@@ -188,6 +188,13 @@ async def set(self, key: str, value: Buffer) -> None:
     async def set_partial_values(self, key_start_values: Iterable[tuple[str, int, bytes]]) -> None:
         raise NotImplementedError
 
+    async def set_if_not_exists(self, key: str, default: Buffer) -> None:
+        self._check_writable()
+        with self._lock:
+            members = self._zf.namelist()
+            if key not in members:
+                self._set(key, default)
+
     async def delete(self, key: str) -> None:
         raise NotImplementedError
 
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 5c75007347..ed49936d15 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -273,3 +273,19 @@ async def test_list_dir(self, store: S) -> None:
 
         keys_observed = await _collect_aiterator(store.list_dir(root + "/"))
         assert sorted(keys_expected) == sorted(keys_observed)
+
+    async def test_set_if_not_exists(self, store: S) -> None:
+        key = "k"
+        data_buf = self.buffer_cls.from_bytes(b"0000")
+        self.set(store, key, data_buf)
+
+        new = self.buffer_cls.from_bytes(b"1111")
+        await store.set_if_not_exists("k", new)  # no error
+
+        result = await store.get(key, default_buffer_prototype())
+        assert result == data_buf
+
+        await store.set_if_not_exists("k2", new)  # no error
+
+        result = await store.get("k2", default_buffer_prototype())
+        assert result == new
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index 6224bc39e3..5de4a4d126 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -5,11 +5,13 @@
 import numpy as np
 import pytest
 
+import zarr.api.asynchronous
 from zarr import Array, AsyncArray, Group
 from zarr.codecs.bytes import BytesCodec
 from zarr.core.array import chunks_initialized
 from zarr.core.buffer.cpu import NDBuffer
 from zarr.core.common import JSON, ZarrFormat
+from zarr.core.group import AsyncGroup
 from zarr.core.indexing import ceildiv
 from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
@@ -66,6 +68,47 @@ def test_array_creation_existing_node(
             )
 
 
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
+@pytest.mark.parametrize("zarr_format", [2, 3])
+async def test_create_creates_parents(
+    store: LocalStore | MemoryStore, zarr_format: ZarrFormat
+) -> None:
+    # prepare a root node, with some data set
+    await zarr.api.asynchronous.open_group(
+        store=store, path="a", zarr_format=zarr_format, attributes={"key": "value"}
+    )
+
+    # create a child node with a couple intermediates
+    await zarr.api.asynchronous.create(
+        shape=(2, 2), store=store, path="a/b/c/d", zarr_format=zarr_format
+    )
+    parts = ["a", "a/b", "a/b/c"]
+
+    if zarr_format == 2:
+        files = [".zattrs", ".zgroup"]
+    else:
+        files = ["zarr.json"]
+
+    expected = [f"{part}/{file}" for file in files for part in parts]
+
+    if zarr_format == 2:
+        expected.append("a/b/c/d/.zarray")
+        expected.append("a/b/c/d/.zattrs")
+    else:
+        expected.append("a/b/c/d/zarr.json")
+
+    expected = sorted(expected)
+
+    result = sorted([x async for x in store.list_prefix("")])
+
+    assert result == expected
+
+    paths = ["a", "a/b", "a/b/c"]
+    for path in paths:
+        g = await zarr.api.asynchronous.open_group(store=store, path=path)
+        assert isinstance(g, AsyncGroup)
+
+
 @pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
 @pytest.mark.parametrize("zarr_format", [2, 3])
 def test_array_name_properties_no_group(
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 8c6464d3b5..cb1681daa4 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -7,6 +7,7 @@
 import pytest
 
 import zarr
+import zarr.api.asynchronous
 from zarr import Array, AsyncArray, AsyncGroup, Group
 from zarr.abc.store import Store
 from zarr.core.buffer import default_buffer_prototype
@@ -56,6 +57,46 @@ def test_group_init(store: Store, zarr_format: ZarrFormat) -> None:
     assert group._async_group == agroup
 
 
+async def test_create_creates_parents(store: Store, zarr_format: ZarrFormat) -> None:
+    # prepare a root node, with some data set
+    await zarr.api.asynchronous.open_group(
+        store=store, path="a", zarr_format=zarr_format, attributes={"key": "value"}
+    )
+    # create a child node with a couple intermediates
+    await zarr.api.asynchronous.open_group(store=store, path="a/b/c/d", zarr_format=zarr_format)
+    parts = ["a", "a/b", "a/b/c"]
+
+    if zarr_format == 2:
+        files = [".zattrs", ".zgroup"]
+    else:
+        files = ["zarr.json"]
+
+    expected = [f"{part}/{file}" for file in files for part in parts]
+
+    if zarr_format == 2:
+        expected.append("a/b/c/d/.zgroup")
+        expected.append("a/b/c/d/.zattrs")
+    else:
+        expected.append("a/b/c/d/zarr.json")
+
+    expected = sorted(expected)
+
+    result = sorted([x async for x in store.list_prefix("")])
+
+    assert result == expected
+
+    paths = ["a", "a/b", "a/b/c"]
+    for path in paths:
+        g = await zarr.api.asynchronous.open_group(store=store, path=path)
+        assert isinstance(g, AsyncGroup)
+
+        if path == "a":
+            # ensure we didn't overwrite the root attributes
+            assert g.attrs == {"key": "value"}
+        else:
+            assert g.attrs == {}
+
+
 def test_group_name_properties(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test basic properties of groups
diff --git a/tests/v3/test_store/test_stateful_store.py b/tests/v3/test_store/test_stateful_store.py
index 1a43b55fef..efa1953a5c 100644
--- a/tests/v3/test_store/test_stateful_store.py
+++ b/tests/v3/test_store/test_stateful_store.py
@@ -239,7 +239,7 @@ def check_zarr_keys(self) -> None:
 
 
 def test_zarr_hierarchy(sync_store: Store) -> None:
-    def mk_test_instance_sync():
+    def mk_test_instance_sync() -> None:
         return ZarrStoreStateMachine(sync_store)
 
     if isinstance(sync_store, ZipStore):

From 73b884bdabc3518236d5f8435dee8dfe319babd0 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Fri, 27 Sep 2024 16:09:35 -0500
Subject: [PATCH 0722/1078] Allow mode casting for `Store`s (#2249)

* Allow mode casting

* fixup

* fixup

* fixup

* fixup

* match message

* Update src/zarr/testing/store.py

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* fixup

* fixup

* fixup

* fixup

* pre-commit

* log methods

* style: pre-commit fixes

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 src/zarr/abc/store.py               | 25 +++++++++++++++
 src/zarr/store/common.py            |  4 +--
 src/zarr/store/local.py             |  5 ++-
 src/zarr/store/logging.py           | 21 +++++++++++-
 src/zarr/store/memory.py            | 50 +++++++++++++++++++++++------
 src/zarr/store/remote.py            | 10 +++++-
 src/zarr/store/zip.py               |  5 ++-
 src/zarr/testing/store.py           | 38 +++++++++++++++++++++-
 tests/v3/test_store/test_logging.py |  8 +++++
 tests/v3/test_store/test_memory.py  | 25 +++++++++++++--
 tests/v3/test_store/test_zip.py     |  4 +++
 11 files changed, 176 insertions(+), 19 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index bd6befce74..920eaa7995 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -88,6 +88,31 @@ async def empty(self) -> bool: ...
     @abstractmethod
     async def clear(self) -> None: ...
 
+    @abstractmethod
+    def with_mode(self, mode: AccessModeLiteral) -> Self:
+        """
+        Return a new store of the same type pointing to the same location with a new mode.
+
+        The returned Store is not automatically opened. Call :meth:`Store.open` before
+        using.
+
+        Parameters
+        ----------
+        mode: AccessModeLiteral
+            The new mode to use.
+
+        Returns
+        -------
+        store:
+            A new store of the same type with the new mode.
+
+        Examples
+        --------
+        >>> writer = zarr.store.MemoryStore(mode="w")
+        >>> reader = writer.with_mode("r")
+        """
+        ...
+
     @property
     def mode(self) -> AccessMode:
         """Access mode of the store."""
diff --git a/src/zarr/store/common.py b/src/zarr/store/common.py
index ea0edbe5e8..2d9b1e82c2 100644
--- a/src/zarr/store/common.py
+++ b/src/zarr/store/common.py
@@ -92,8 +92,8 @@ async def make_store_path(
             assert AccessMode.from_literal(mode) == store_like.store.mode
         result = store_like
     elif isinstance(store_like, Store):
-        if mode is not None:
-            assert AccessMode.from_literal(mode) == store_like.mode
+        if mode is not None and mode != store_like.mode.str:
+            store_like = store_like.with_mode(mode)
         await store_like._ensure_open()
         result = StorePath(store_like)
     elif store_like is None:
diff --git a/src/zarr/store/local.py b/src/zarr/store/local.py
index 23a87ea499..0dc5c79e78 100644
--- a/src/zarr/store/local.py
+++ b/src/zarr/store/local.py
@@ -4,7 +4,7 @@
 import os
 import shutil
 from pathlib import Path
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Self
 
 from zarr.abc.store import ByteRangeRequest, Store
 from zarr.core.buffer import Buffer
@@ -110,6 +110,9 @@ async def empty(self) -> bool:
         else:
             return True
 
+    def with_mode(self, mode: AccessModeLiteral) -> Self:
+        return type(self)(root=self.root, mode=mode)
+
     def __str__(self) -> str:
         return f"file://{self.root}"
 
diff --git a/src/zarr/store/logging.py b/src/zarr/store/logging.py
index 3a4ae26c37..a9113aabe4 100644
--- a/src/zarr/store/logging.py
+++ b/src/zarr/store/logging.py
@@ -5,7 +5,7 @@
 import time
 from collections import defaultdict
 from contextlib import contextmanager
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Self
 
 from zarr.abc.store import AccessMode, ByteRangeRequest, Store
 from zarr.core.buffer import Buffer
@@ -14,6 +14,7 @@
     from collections.abc import AsyncGenerator, Generator, Iterable
 
     from zarr.core.buffer import Buffer, BufferPrototype
+    from zarr.core.common import AccessModeLiteral
 
 
 class LoggingStore(Store):
@@ -28,6 +29,8 @@ def __init__(
     ) -> None:
         self._store = store
         self.counter = defaultdict(int)
+        self.log_level = log_level
+        self.log_handler = log_handler
 
         self._configure_logger(log_level, log_handler)
 
@@ -96,6 +99,14 @@ def _is_open(self) -> bool:  # type: ignore[override]
         with self.log():
             return self._store._is_open
 
+    async def _open(self) -> None:
+        with self.log():
+            return await self._store._open()
+
+    async def _ensure_open(self) -> None:
+        with self.log():
+            return await self._store._ensure_open()
+
     async def empty(self) -> bool:
         with self.log():
             return await self._store.empty()
@@ -167,3 +178,11 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         with self.log():
             async for key in self._store.list_dir(prefix=prefix):
                 yield key
+
+    def with_mode(self, mode: AccessModeLiteral) -> Self:
+        with self.log():
+            return type(self)(
+                self._store.with_mode(mode),
+                log_level=self.log_level,
+                log_handler=self.log_handler,
+            )
diff --git a/src/zarr/store/memory.py b/src/zarr/store/memory.py
index d5294c9d2f..6aec9a6d0f 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/store/memory.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Self
 
 from zarr.abc.store import ByteRangeRequest, Store
 from zarr.core.buffer import Buffer, gpu
@@ -41,6 +41,9 @@ async def empty(self) -> bool:
     async def clear(self) -> None:
         self._store_dict.clear()
 
+    def with_mode(self, mode: AccessModeLiteral) -> Self:
+        return type(self)(store_dict=self._store_dict, mode=mode)
+
     def __str__(self) -> str:
         return f"memory://{id(self._store_dict)}"
 
@@ -156,22 +159,30 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
 
 class GpuMemoryStore(MemoryStore):
     """A GPU only memory store that stores every chunk in GPU memory irrespective
-    of the original location. This guarantees that chunks will always be in GPU
-    memory for downstream processing. For location agnostic use cases, it would
-    be better to use `MemoryStore` instead.
+    of the original location.
+
+    The dictionary of buffers to initialize this memory store with *must* be
+    GPU Buffers.
+
+    Writing data to this store through ``.set`` will move the buffer to the GPU
+    if necessary.
+
+    Parameters
+    ----------
+    store_dict: MutableMapping, optional
+        A mutable mapping with string keys and :class:`zarr.core.buffer.gpu.Buffer`
+        values.
     """
 
-    _store_dict: MutableMapping[str, Buffer]
+    _store_dict: MutableMapping[str, gpu.Buffer]  # type: ignore[assignment]
 
     def __init__(
         self,
-        store_dict: MutableMapping[str, Buffer] | None = None,
+        store_dict: MutableMapping[str, gpu.Buffer] | None = None,
         *,
         mode: AccessModeLiteral = "r",
     ) -> None:
-        super().__init__(mode=mode)
-        if store_dict:
-            self._store_dict = {k: gpu.Buffer.from_buffer(store_dict[k]) for k in iter(store_dict)}
+        super().__init__(store_dict=store_dict, mode=mode)  # type: ignore[arg-type]
 
     def __str__(self) -> str:
         return f"gpumemory://{id(self._store_dict)}"
@@ -179,6 +190,27 @@ def __str__(self) -> str:
     def __repr__(self) -> str:
         return f"GpuMemoryStore({str(self)!r})"
 
+    @classmethod
+    def from_dict(cls, store_dict: MutableMapping[str, Buffer]) -> Self:
+        """
+        Create a GpuMemoryStore from a dictionary of buffers at any location.
+
+        The dictionary backing the newly created ``GpuMemoryStore`` will not be
+        the same as ``store_dict``.
+
+        Parameters
+        ----------
+        store_dict: mapping
+            A mapping of strings keys to arbitrary Buffers. The buffer data
+            will be moved into a :class:`gpu.Buffer`.
+
+        Returns
+        -------
+        GpuMemoryStore
+        """
+        gpu_store_dict = {k: gpu.Buffer.from_buffer(v) for k, v in store_dict.items()}
+        return cls(gpu_store_dict)
+
     async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
         self._check_writable()
         assert isinstance(key, str)
diff --git a/src/zarr/store/remote.py b/src/zarr/store/remote.py
index 6cc631d3b1..9ef40ae226 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/store/remote.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, Any
+from typing import TYPE_CHECKING, Any, Self
 
 import fsspec
 
@@ -96,6 +96,14 @@ async def clear(self) -> None:
     async def empty(self) -> bool:
         return not await self.fs._find(self.path, withdirs=True)
 
+    def with_mode(self, mode: AccessModeLiteral) -> Self:
+        return type(self)(
+            fs=self.fs,
+            mode=mode,
+            path=self.path,
+            allowed_exceptions=self.allowed_exceptions,
+        )
+
     def __repr__(self) -> str:
         return f"<RemoteStore({type(self.fs).__name__}, {self.path})>"
 
diff --git a/src/zarr/store/zip.py b/src/zarr/store/zip.py
index 82ce7d024d..116d6de83a 100644
--- a/src/zarr/store/zip.py
+++ b/src/zarr/store/zip.py
@@ -5,7 +5,7 @@
 import time
 import zipfile
 from pathlib import Path
-from typing import TYPE_CHECKING, Any, Literal
+from typing import TYPE_CHECKING, Any, Literal, Self
 
 from zarr.abc.store import ByteRangeRequest, Store
 from zarr.core.buffer import Buffer, BufferPrototype
@@ -112,6 +112,9 @@ async def empty(self) -> bool:
         with self._lock:
             return not self._zf.namelist()
 
+    def with_mode(self, mode: ZipStoreAccessModeLiteral) -> Self:  # type: ignore[override]
+        raise NotImplementedError("ZipStore cannot be reopened with a new mode.")
+
     def __str__(self) -> str:
         return f"zip://{self.path}"
 
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index ed49936d15..5495e6fdfc 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -1,10 +1,11 @@
 import pickle
-from typing import Any, Generic, TypeVar
+from typing import Any, Generic, TypeVar, cast
 
 import pytest
 
 from zarr.abc.store import AccessMode, Store
 from zarr.core.buffer import Buffer, default_buffer_prototype
+from zarr.core.common import AccessModeLiteral
 from zarr.core.sync import _collect_aiterator, collect_aiterator
 from zarr.store._utils import _normalize_interval_index
 from zarr.testing.utils import assert_bytes_equal
@@ -274,6 +275,41 @@ async def test_list_dir(self, store: S) -> None:
         keys_observed = await _collect_aiterator(store.list_dir(root + "/"))
         assert sorted(keys_expected) == sorted(keys_observed)
 
+    async def test_with_mode(self, store: S) -> None:
+        data = b"0000"
+        self.set(store, "key", self.buffer_cls.from_bytes(data))
+        assert self.get(store, "key").to_bytes() == data
+
+        for mode in ["r", "a"]:
+            mode = cast(AccessModeLiteral, mode)
+            clone = store.with_mode(mode)
+            # await store.close()
+            await clone._ensure_open()
+            assert clone.mode == AccessMode.from_literal(mode)
+            assert isinstance(clone, type(store))
+
+            # earlier writes are visible
+            result = await clone.get("key", default_buffer_prototype())
+            assert result is not None
+            assert result.to_bytes() == data
+
+            # writes to original after with_mode is visible
+            self.set(store, "key-2", self.buffer_cls.from_bytes(data))
+            result = await clone.get("key-2", default_buffer_prototype())
+            assert result is not None
+            assert result.to_bytes() == data
+
+            if mode == "a":
+                # writes to clone is visible in the original
+                await clone.set("key-3", self.buffer_cls.from_bytes(data))
+                result = await clone.get("key-3", default_buffer_prototype())
+                assert result is not None
+                assert result.to_bytes() == data
+
+            else:
+                with pytest.raises(ValueError, match="store mode"):
+                    await clone.set("key-3", self.buffer_cls.from_bytes(data))
+
     async def test_set_if_not_exists(self, store: S) -> None:
         key = "k"
         data_buf = self.buffer_cls.from_bytes(b"0000")
diff --git a/tests/v3/test_store/test_logging.py b/tests/v3/test_store/test_logging.py
index a263c2ae08..b03c9b94fa 100644
--- a/tests/v3/test_store/test_logging.py
+++ b/tests/v3/test_store/test_logging.py
@@ -5,6 +5,7 @@
 import pytest
 
 import zarr
+import zarr.store
 from zarr.core.buffer import default_buffer_prototype
 from zarr.store.logging import LoggingStore
 
@@ -48,3 +49,10 @@ async def test_logging_store_counter(store: Store) -> None:
     assert wrapped.counter["list"] == 0
     assert wrapped.counter["list_dir"] == 0
     assert wrapped.counter["list_prefix"] == 0
+
+
+async def test_with_mode():
+    wrapped = LoggingStore(store=zarr.store.MemoryStore(mode="w"), log_level="INFO")
+    new = wrapped.with_mode(mode="r")
+    assert new.mode.str == "r"
+    assert new.log_level == "INFO"
diff --git a/tests/v3/test_store/test_memory.py b/tests/v3/test_store/test_memory.py
index 4413047178..efb61b332e 100644
--- a/tests/v3/test_store/test_memory.py
+++ b/tests/v3/test_store/test_memory.py
@@ -58,9 +58,14 @@ def set(self, store: GpuMemoryStore, key: str, value: Buffer) -> None:
     def get(self, store: MemoryStore, key: str) -> Buffer:
         return store._store_dict[key]
 
-    @pytest.fixture(params=[None, {}])
-    def store_kwargs(self, request) -> dict[str, str | None | dict[str, Buffer]]:
-        return {"store_dict": request.param, "mode": "r+"}
+    @pytest.fixture(params=[None, True])
+    def store_kwargs(
+        self, request: pytest.FixtureRequest
+    ) -> dict[str, str | None | dict[str, Buffer]]:
+        kwargs = {"store_dict": None, "mode": "r+"}
+        if request.param is True:
+            kwargs["store_dict"] = {}
+        return kwargs
 
     @pytest.fixture
     def store(self, store_kwargs: str | None | dict[str, gpu.Buffer]) -> GpuMemoryStore:
@@ -80,3 +85,17 @@ def test_store_supports_partial_writes(self, store: GpuMemoryStore) -> None:
 
     def test_list_prefix(self, store: GpuMemoryStore) -> None:
         assert True
+
+    def test_dict_reference(self, store: GpuMemoryStore) -> None:
+        store_dict = {}
+        result = GpuMemoryStore(store_dict=store_dict)
+        assert result._store_dict is store_dict
+
+    def test_from_dict(self):
+        d = {
+            "a": gpu.Buffer.from_bytes(b"aaaa"),
+            "b": cpu.Buffer.from_bytes(b"bbbb"),
+        }
+        result = GpuMemoryStore.from_dict(d)
+        for v in result._store_dict.values():
+            assert type(v) is gpu.Buffer
diff --git a/tests/v3/test_store/test_zip.py b/tests/v3/test_store/test_zip.py
index 595d1a3e53..e99b921be5 100644
--- a/tests/v3/test_store/test_zip.py
+++ b/tests/v3/test_store/test_zip.py
@@ -96,3 +96,7 @@ def test_api_integration(self, store: ZipStore) -> None:
             del root["bar"]
 
         store.close()
+
+    async def test_with_mode(self, store: ZipStore) -> None:
+        with pytest.raises(NotImplementedError, match="new mode"):
+            await super().test_with_mode(store)

From 6454c69bcac4450a6c334b84bc6c6baa5105765d Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sun, 29 Sep 2024 22:50:19 +0100
Subject: [PATCH 0723/1078] Bump verison of autoapi used to build docs (#2177)

* Bump verison of autoapi used to build docs

* Fix autoapi build

* Bump version of autoapi

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 docs/conf.py   | 13 +------------
 pyproject.toml |  4 ++--
 2 files changed, 3 insertions(+), 14 deletions(-)

diff --git a/docs/conf.py b/docs/conf.py
index c2805d6239..2cb9ac0161 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -61,7 +61,7 @@
 autoapi_member_order = "groupwise"
 autoapi_root = "_autoapi"
 autoapi_keep_files = True
-
+autoapi_options = [ 'members', 'undoc-members', 'show-inheritance', 'show-module-summary', 'imported-members', ]
 
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ["_templates"]
@@ -173,19 +173,8 @@
 html_logo = "_static/logo1.png"
 
 
-def autoapi_skip_modules(app: sphinx.application.Sphinx, what: str, name: str, obj: object, skip: bool, options: dict[str, Any]) -> bool:
-    """
-    Return True if a module should be skipped in th API docs.
-    """
-    parts = name.split(".")
-    if what == "module" and (any(part.startswith("_") for part in parts) or "v2" in name or name.startswith("zarr.core")):
-        return True
-    return False
-
-
 def setup(app: sphinx.application.Sphinx) -> None:
     app.add_css_file("custom.css")
-    app.connect("autoapi-skip-member", autoapi_skip_modules)
 
 
 # The name of an image file (relative to this directory) to use as a favicon of
diff --git a/pyproject.toml b/pyproject.toml
index 7e1688738b..80f709c945 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -78,9 +78,9 @@ gpu = [
     "cupy-cuda12x",
 ]
 docs = [
-    'sphinx<8',
+    'sphinx==7.4.7',
     'sphinx-autobuild>=2021.3.14',
-    'sphinx-autoapi<3.1',
+    'sphinx-autoapi==3.3.1',
     'sphinx_design',
     'sphinx-issues',
     'sphinx-copybutton',

From 97246cb9ebc382ca12e4d17886f01deb1d725523 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 30 Sep 2024 17:33:08 +0100
Subject: [PATCH 0724/1078] Bump the actions group across 1 directory with 2
 updates (#2257)

Updates the requirements on [sphinx](https://github.com/sphinx-doc/sphinx) and [sphinx-autoapi](https://github.com/readthedocs/sphinx-autoapi) to permit the latest version.

Updates `sphinx` to 8.0.2
- [Release notes](https://github.com/sphinx-doc/sphinx/releases)
- [Changelog](https://github.com/sphinx-doc/sphinx/blob/v8.0.2/CHANGES.rst)
- [Commits](https://github.com/sphinx-doc/sphinx/compare/v0.1.61611...v8.0.2)

Updates `sphinx-autoapi` to 3.3.2
- [Release notes](https://github.com/readthedocs/sphinx-autoapi/releases)
- [Changelog](https://github.com/readthedocs/sphinx-autoapi/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/readthedocs/sphinx-autoapi/compare/v0.2.0...v3.3.2)

---
updated-dependencies:
- dependency-name: sphinx
  dependency-type: direct:production
  dependency-group: actions
- dependency-name: sphinx-autoapi
  dependency-type: direct:production
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 80f709c945..1759d3919c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -78,9 +78,9 @@ gpu = [
     "cupy-cuda12x",
 ]
 docs = [
-    'sphinx==7.4.7',
+    'sphinx==8.0.2',
     'sphinx-autobuild>=2021.3.14',
-    'sphinx-autoapi==3.3.1',
+    'sphinx-autoapi==3.3.2',
     'sphinx_design',
     'sphinx-issues',
     'sphinx-copybutton',

From 2761845c5e0e5ac05ee625494b4aac96afc3c4d4 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 30 Sep 2024 14:45:28 -0700
Subject: [PATCH 0725/1078] chore: update pre-commit hooks (#2277)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.6.7 → v0.6.8](https://github.com/astral-sh/ruff-pre-commit/compare/v0.6.7...v0.6.8)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 99a69dc541..e7868d29d9 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.6.7
+    rev: v0.6.8
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]

From f3a2e0ad3b5b76e1015629f61e8548d0cab84190 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 1 Oct 2024 08:00:54 -0700
Subject: [PATCH 0726/1078] [v3] fix: zarr v2 compatibility fixes for Dask
 (#2186)

* fix: zarr v2 compatability fixes

- port normalize_chunks from v2
- add array.store property
- default to append in create

* move zarr.store to zarr.storage

also fix failing ci

* make chunks a tuple

* Apply suggestions from code review

* more merge conflict resolution

* fixups

* fixup zipstore

* Apply suggestions from code review

* Apply suggestions from code review

* add test

* extend test

* clean up parents

* debug race condition

* more debug

* Update src/zarr/core/array.py
---
 src/zarr/api/asynchronous.py               | 25 ++++++---
 src/zarr/api/synchronous.py                |  2 +-
 src/zarr/core/array.py                     | 59 ++++++++++++++--------
 src/zarr/core/chunk_grids.py               | 46 ++++++++++++++++-
 src/zarr/core/group.py                     | 22 ++++++--
 src/zarr/storage/__init__.py               | 15 ++++++
 src/zarr/{store => storage}/_utils.py      |  0
 src/zarr/{store => storage}/common.py      | 21 ++++----
 src/zarr/{store => storage}/local.py       |  0
 src/zarr/{store => storage}/logging.py     |  4 +-
 src/zarr/{store => storage}/memory.py      |  6 +--
 src/zarr/{store => storage}/remote.py      |  2 +-
 src/zarr/{store => storage}/zip.py         |  4 +-
 src/zarr/store/__init__.py                 | 15 ------
 src/zarr/testing/buffer.py                 |  2 +-
 src/zarr/testing/store.py                  |  6 +--
 src/zarr/testing/strategies.py             |  2 +-
 tests/v3/conftest.py                       |  4 +-
 tests/v3/test_api.py                       |  7 +--
 tests/v3/test_array.py                     |  9 ++--
 tests/v3/test_attributes.py                |  6 +--
 tests/v3/test_buffer.py                    |  4 +-
 tests/v3/test_chunk_grids.py               | 38 +++++++++++++-
 tests/v3/test_codecs/test_blosc.py         |  2 +-
 tests/v3/test_codecs/test_codecs.py        | 11 +---
 tests/v3/test_codecs/test_endian.py        |  2 +-
 tests/v3/test_codecs/test_gzip.py          |  2 +-
 tests/v3/test_codecs/test_sharding.py      |  2 +-
 tests/v3/test_codecs/test_transpose.py     |  2 +-
 tests/v3/test_codecs/test_zstd.py          |  2 +-
 tests/v3/test_group.py                     | 32 +++++++-----
 tests/v3/test_indexing.py                  |  4 +-
 tests/v3/test_store/test_core.py           | 10 ++--
 tests/v3/test_store/test_local.py          |  2 +-
 tests/v3/test_store/test_logging.py        |  6 +--
 tests/v3/test_store/test_memory.py         |  2 +-
 tests/v3/test_store/test_remote.py         |  2 +-
 tests/v3/test_store/test_stateful_store.py |  2 +-
 tests/v3/test_store/test_zip.py            |  2 +-
 tests/v3/test_sync.py                      |  2 +-
 tests/v3/test_v2.py                        |  2 +-
 41 files changed, 255 insertions(+), 133 deletions(-)
 create mode 100644 src/zarr/storage/__init__.py
 rename src/zarr/{store => storage}/_utils.py (100%)
 rename src/zarr/{store => storage}/common.py (94%)
 rename src/zarr/{store => storage}/local.py (100%)
 rename src/zarr/{store => storage}/logging.py (98%)
 rename src/zarr/{store => storage}/memory.py (97%)
 rename src/zarr/{store => storage}/remote.py (99%)
 rename src/zarr/{store => storage}/zip.py (98%)
 delete mode 100644 src/zarr/store/__init__.py

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 76e65e6716..62a973257c 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -7,14 +7,16 @@
 import numpy as np
 import numpy.typing as npt
 
+from zarr.abc.store import Store
 from zarr.core.array import Array, AsyncArray, get_array_metadata
 from zarr.core.common import JSON, AccessModeLiteral, ChunkCoords, MemoryOrder, ZarrFormat
 from zarr.core.config import config
 from zarr.core.group import AsyncGroup
 from zarr.core.metadata.v2 import ArrayV2Metadata
 from zarr.core.metadata.v3 import ArrayV3Metadata
-from zarr.store import (
+from zarr.storage import (
     StoreLike,
+    StorePath,
     make_store_path,
 )
 
@@ -225,6 +227,7 @@ async def open(
         Return type depends on what exists in the given store.
     """
     zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
+
     store_path = await make_store_path(store, mode=mode, storage_options=storage_options)
 
     if path is not None:
@@ -243,9 +246,9 @@ async def open(
         return await open_group(store=store_path, zarr_format=zarr_format, mode=mode, **kwargs)
 
     try:
-        return await open_array(store=store_path, zarr_format=zarr_format, mode=mode, **kwargs)
+        return await open_array(store=store_path, zarr_format=zarr_format, **kwargs)
     except KeyError:
-        return await open_group(store=store_path, zarr_format=zarr_format, mode=mode, **kwargs)
+        return await open_group(store=store_path, zarr_format=zarr_format, **kwargs)
 
 
 async def open_consolidated(*args: Any, **kwargs: Any) -> AsyncGroup:
@@ -319,7 +322,8 @@ async def save_array(
         or _default_zarr_version()
     )
 
-    store_path = await make_store_path(store, mode="w", storage_options=storage_options)
+    mode = kwargs.pop("mode", None)
+    store_path = await make_store_path(store, mode=mode, storage_options=storage_options)
     if path is not None:
         store_path = store_path / path
     new = await AsyncArray.create(
@@ -496,7 +500,9 @@ async def group(
 
     zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
 
-    store_path = await make_store_path(store, storage_options=storage_options)
+    mode = None if isinstance(store, Store) else cast(AccessModeLiteral, "a")
+
+    store_path = await make_store_path(store, mode=mode, storage_options=storage_options)
     if path is not None:
         store_path = store_path / path
 
@@ -769,7 +775,11 @@ async def create(
     if meta_array is not None:
         warnings.warn("meta_array is not yet implemented", RuntimeWarning, stacklevel=2)
 
-    mode = kwargs.pop("mode", cast(AccessModeLiteral, "r" if read_only else "w"))
+    mode = kwargs.pop("mode", None)
+    if mode is None:
+        if not isinstance(store, Store | StorePath):
+            mode = "a"
+
     store_path = await make_store_path(store, mode=mode, storage_options=storage_options)
     if path is not None:
         store_path = store_path / path
@@ -945,7 +955,8 @@ async def open_array(
         The opened array.
     """
 
-    store_path = await make_store_path(store, storage_options=storage_options)
+    mode = kwargs.pop("mode", None)
+    store_path = await make_store_path(store, mode=mode)
     if path is not None:
         store_path = store_path / path
 
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index a9f379ef45..f5d614058a 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -11,7 +11,7 @@
 if TYPE_CHECKING:
     from zarr.core.buffer import NDArrayLike
     from zarr.core.common import JSON, AccessModeLiteral, ChunkCoords, ZarrFormat
-    from zarr.store import StoreLike
+    from zarr.storage import StoreLike
 
 __all__ = [
     "array",
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index e1de15c747..9a78297c6f 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -3,13 +3,14 @@
 import json
 from asyncio import gather
 from dataclasses import dataclass, field, replace
+from logging import getLogger
 from typing import TYPE_CHECKING, Any, Literal, cast
 
 import numpy as np
 import numpy.typing as npt
 
 from zarr._compat import _deprecate_positional_args
-from zarr.abc.store import set_or_delete
+from zarr.abc.store import Store, set_or_delete
 from zarr.codecs import BytesCodec
 from zarr.codecs._v2 import V2Compressor, V2Filters
 from zarr.core.attributes import Attributes
@@ -19,7 +20,7 @@
     NDBuffer,
     default_buffer_prototype,
 )
-from zarr.core.chunk_grids import RegularChunkGrid, _guess_chunks
+from zarr.core.chunk_grids import RegularChunkGrid, normalize_chunks
 from zarr.core.chunk_key_encodings import (
     ChunkKeyEncoding,
     DefaultChunkKeyEncoding,
@@ -67,10 +68,8 @@
 from zarr.core.metadata.v3 import ArrayV3Metadata
 from zarr.core.sync import collect_aiterator, sync
 from zarr.registry import get_pipeline_class
-from zarr.store import StoreLike, StorePath, make_store_path
-from zarr.store.common import (
-    ensure_no_existing_node,
-)
+from zarr.storage import StoreLike, make_store_path
+from zarr.storage.common import StorePath, ensure_no_existing_node
 
 if TYPE_CHECKING:
     from collections.abc import Iterable, Iterator, Sequence
@@ -82,6 +81,8 @@
 # Array and AsyncArray are defined in the base ``zarr`` namespace
 __all__ = ["create_codec_pipeline", "parse_array_metadata"]
 
+logger = getLogger(__name__)
+
 
 def parse_array_metadata(data: Any) -> ArrayV2Metadata | ArrayV3Metadata:
     if isinstance(data, ArrayV2Metadata | ArrayV3Metadata):
@@ -222,15 +223,14 @@ async def create(
 
         shape = parse_shapelike(shape)
 
-        if chunk_shape is None:
-            if chunks is None:
-                chunk_shape = chunks = _guess_chunks(shape=shape, typesize=np.dtype(dtype).itemsize)
-            else:
-                chunks = parse_shapelike(chunks)
+        if chunks is not None and chunk_shape is not None:
+            raise ValueError("Only one of chunk_shape or chunks can be provided.")
 
-            chunk_shape = chunks
-        elif chunks is not None:
-            raise ValueError("Only one of chunk_shape or chunks must be provided.")
+        dtype = np.dtype(dtype)
+        if chunks:
+            _chunks = normalize_chunks(chunks, shape, dtype.itemsize)
+        else:
+            _chunks = normalize_chunks(chunk_shape, shape, dtype.itemsize)
 
         if zarr_format == 3:
             if dimension_separator is not None:
@@ -253,7 +253,7 @@ async def create(
                 store_path,
                 shape=shape,
                 dtype=dtype,
-                chunk_shape=chunk_shape,
+                chunk_shape=_chunks,
                 fill_value=fill_value,
                 chunk_key_encoding=chunk_key_encoding,
                 codecs=codecs,
@@ -276,7 +276,7 @@ async def create(
                 store_path,
                 shape=shape,
                 dtype=dtype,
-                chunks=chunk_shape,
+                chunks=_chunks,
                 dimension_separator=dimension_separator,
                 fill_value=fill_value,
                 order=order,
@@ -404,6 +404,10 @@ async def open(
         metadata_dict = await get_array_metadata(store_path, zarr_format=zarr_format)
         return cls(store_path=store_path, metadata=metadata_dict)
 
+    @property
+    def store(self) -> Store:
+        return self.store_path.store
+
     @property
     def ndim(self) -> int:
         return len(self.metadata.shape)
@@ -831,6 +835,10 @@ def open(
         async_array = sync(AsyncArray.open(store))
         return cls(async_array)
 
+    @property
+    def store(self) -> Store:
+        return self._async_array.store
+
     @property
     def ndim(self) -> int:
         return self._async_array.ndim
@@ -2380,15 +2388,26 @@ def chunks_initialized(array: Array | AsyncArray) -> tuple[str, ...]:
 def _build_parents(node: AsyncArray | AsyncGroup) -> list[AsyncGroup]:
     from zarr.core.group import AsyncGroup, GroupMetadata
 
-    required_parts = node.store_path.path.split("/")[:-1]
-    parents = []
+    store = node.store_path.store
+    path = node.store_path.path
+    if not path:
+        return []
+
+    required_parts = path.split("/")[:-1]
+    parents = [
+        # the root group
+        AsyncGroup(
+            metadata=GroupMetadata(zarr_format=node.metadata.zarr_format),
+            store_path=StorePath(store=store, path=""),
+        )
+    ]
 
     for i, part in enumerate(required_parts):
-        path = "/".join(required_parts[:i] + [part])
+        p = "/".join(required_parts[:i] + [part])
         parents.append(
             AsyncGroup(
                 metadata=GroupMetadata(zarr_format=node.metadata.zarr_format),
-                store_path=StorePath(store=node.store_path.store, path=path),
+                store_path=StorePath(store=store, path=p),
             )
         )
 
diff --git a/src/zarr/core/chunk_grids.py b/src/zarr/core/chunk_grids.py
index 46209bd16b..77734056b3 100644
--- a/src/zarr/core/chunk_grids.py
+++ b/src/zarr/core/chunk_grids.py
@@ -2,11 +2,12 @@
 
 import itertools
 import math
+import numbers
 import operator
 from abc import abstractmethod
 from dataclasses import dataclass
 from functools import reduce
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any
 
 import numpy as np
 
@@ -97,6 +98,49 @@ def _guess_chunks(
     return tuple(int(x) for x in chunks)
 
 
+def normalize_chunks(chunks: Any, shape: tuple[int, ...], typesize: int) -> tuple[int, ...]:
+    """Convenience function to normalize the `chunks` argument for an array
+    with the given `shape`."""
+
+    # N.B., expect shape already normalized
+
+    # handle auto-chunking
+    if chunks is None or chunks is True:
+        return _guess_chunks(shape, typesize)
+
+    # handle no chunking
+    if chunks is False:
+        return shape
+
+    # handle 1D convenience form
+    if isinstance(chunks, numbers.Integral):
+        chunks = tuple(int(chunks) for _ in shape)
+
+    # handle dask-style chunks (iterable of iterables)
+    if all(isinstance(c, (tuple | list)) for c in chunks):
+        # take first chunk size for each dimension
+        chunks = tuple(
+            c[0] for c in chunks
+        )  # TODO: check/error/warn for irregular chunks (e.g. if c[0] != c[1:-1])
+
+    # handle bad dimensionality
+    if len(chunks) > len(shape):
+        raise ValueError("too many dimensions in chunks")
+
+    # handle underspecified chunks
+    if len(chunks) < len(shape):
+        # assume chunks across remaining dimensions
+        chunks += shape[len(chunks) :]
+
+    # handle None or -1 in chunks
+    if -1 in chunks or None in chunks:
+        chunks = tuple(
+            s if c == -1 or c is None else int(c) for s, c in zip(shape, chunks, strict=False)
+        )
+
+    return tuple(int(c) for c in chunks)
+
+
 @dataclass(frozen=True)
 class ChunkGrid(Metadata):
     @classmethod
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 79d03d3fce..18caea3fd4 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -29,8 +29,8 @@
 )
 from zarr.core.config import config
 from zarr.core.sync import SyncMixin, sync
-from zarr.store import StoreLike, StorePath, make_store_path
-from zarr.store.common import ensure_no_existing_node
+from zarr.storage import StoreLike, make_store_path
+from zarr.storage.common import StorePath, ensure_no_existing_node
 
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator, Generator, Iterable, Iterator
@@ -176,7 +176,9 @@ async def open(
                 # alternatively, we could warn and favor v3
                 raise ValueError("Both zarr.json and .zgroup objects exist")
             if zarr_json_bytes is None and zgroup_bytes is None:
-                raise FileNotFoundError(store_path)
+                raise FileNotFoundError(
+                    f"could not find zarr.json or .zgroup objects in {store_path}"
+                )
             # set zarr_format based on which keys were found
             if zarr_json_bytes is not None:
                 zarr_format = 3
@@ -698,6 +700,10 @@ async def _members(
                     "Object at %s is not recognized as a component of a Zarr hierarchy.", key
                 )
 
+    async def keys(self) -> AsyncGenerator[str, None]:
+        async for key, _ in self.members():
+            yield key
+
     async def contains(self, member: str) -> bool:
         # TODO: this can be made more efficient.
         try:
@@ -821,15 +827,18 @@ def __delitem__(self, key: str) -> None:
         self._sync(self._async_group.delitem(key))
 
     def __iter__(self) -> Iterator[str]:
-        raise NotImplementedError
+        yield from self.keys()
 
     def __len__(self) -> int:
-        raise NotImplementedError
+        return self.nmembers()
 
     def __setitem__(self, key: str, value: Any) -> None:
         """__setitem__ is not supported in v3"""
         raise NotImplementedError
 
+    def __repr__(self) -> str:
+        return f"<Group {self.store_path}>"
+
     async def update_attributes_async(self, new_attributes: dict[str, Any]) -> Group:
         new_metadata = replace(self.metadata, attributes=new_attributes)
 
@@ -904,6 +913,9 @@ def members(self, max_depth: int | None = 0) -> tuple[tuple[str, Array | Group],
 
         return tuple((kv[0], _parse_async_node(kv[1])) for kv in _members)
 
+    def keys(self) -> Generator[str, None]:
+        yield from self._sync_iter(self._async_group.keys())
+
     def __contains__(self, member: str) -> bool:
         return self._sync(self._async_group.contains(member))
 
diff --git a/src/zarr/storage/__init__.py b/src/zarr/storage/__init__.py
new file mode 100644
index 0000000000..47f70bcc9e
--- /dev/null
+++ b/src/zarr/storage/__init__.py
@@ -0,0 +1,15 @@
+from zarr.storage.common import StoreLike, StorePath, make_store_path
+from zarr.storage.local import LocalStore
+from zarr.storage.memory import MemoryStore
+from zarr.storage.remote import RemoteStore
+from zarr.storage.zip import ZipStore
+
+__all__ = [
+    "LocalStore",
+    "MemoryStore",
+    "RemoteStore",
+    "StoreLike",
+    "StorePath",
+    "ZipStore",
+    "make_store_path",
+]
diff --git a/src/zarr/store/_utils.py b/src/zarr/storage/_utils.py
similarity index 100%
rename from src/zarr/store/_utils.py
rename to src/zarr/storage/_utils.py
diff --git a/src/zarr/store/common.py b/src/zarr/storage/common.py
similarity index 94%
rename from src/zarr/store/common.py
rename to src/zarr/storage/common.py
index 2d9b1e82c2..977fe4ba2b 100644
--- a/src/zarr/store/common.py
+++ b/src/zarr/storage/common.py
@@ -4,12 +4,12 @@
 from pathlib import Path
 from typing import TYPE_CHECKING, Any, Literal
 
-from zarr.abc.store import AccessMode, ByteRangeRequest, Store
+from zarr.abc.store import ByteRangeRequest, Store
 from zarr.core.buffer import Buffer, default_buffer_prototype
 from zarr.core.common import ZARR_JSON, ZARRAY_JSON, ZGROUP_JSON, ZarrFormat
 from zarr.errors import ContainsArrayAndGroupError, ContainsArrayError, ContainsGroupError
-from zarr.store.local import LocalStore
-from zarr.store.memory import MemoryStore
+from zarr.storage.local import LocalStore
+from zarr.storage.memory import MemoryStore
 
 # from zarr.store.remote import RemoteStore
 
@@ -83,13 +83,15 @@ async def make_store_path(
     mode: AccessModeLiteral | None = None,
     storage_options: dict[str, Any] | None = None,
 ) -> StorePath:
-    from zarr.store.remote import RemoteStore  # circular import
+    from zarr.storage.remote import RemoteStore  # circular import
 
     used_storage_options = False
 
     if isinstance(store_like, StorePath):
-        if mode is not None:
-            assert AccessMode.from_literal(mode) == store_like.store.mode
+        if mode is not None and mode != store_like.store.mode.str:
+            _store = store_like.store.with_mode(mode)
+            await _store._ensure_open()
+            store_like = StorePath(_store)
         result = store_like
     elif isinstance(store_like, Store):
         if mode is not None and mode != store_like.mode.str:
@@ -97,9 +99,8 @@ async def make_store_path(
         await store_like._ensure_open()
         result = StorePath(store_like)
     elif store_like is None:
-        if mode is None:
-            mode = "w"  # exception to the default mode = 'r'
-        result = StorePath(await MemoryStore.open(mode=mode))
+        # mode = "w" is an exception to the default mode = 'r'
+        result = StorePath(await MemoryStore.open(mode=mode or "w"))
     elif isinstance(store_like, Path):
         result = StorePath(await LocalStore.open(root=store_like, mode=mode or "r"))
     elif isinstance(store_like, str):
@@ -115,7 +116,7 @@ async def make_store_path(
     elif isinstance(store_like, dict):
         # We deliberate only consider dict[str, Buffer] here, and not arbitrary mutable mappings.
         # By only allowing dictionaries, which are in-memory, we know that MemoryStore appropriate.
-        result = StorePath(await MemoryStore.open(store_dict=store_like, mode=mode))
+        result = StorePath(await MemoryStore.open(store_dict=store_like, mode=mode or "r"))
     else:
         msg = f"Unsupported type for store_like: '{type(store_like).__name__}'"  # type: ignore[unreachable]
         raise TypeError(msg)
diff --git a/src/zarr/store/local.py b/src/zarr/storage/local.py
similarity index 100%
rename from src/zarr/store/local.py
rename to src/zarr/storage/local.py
diff --git a/src/zarr/store/logging.py b/src/zarr/storage/logging.py
similarity index 98%
rename from src/zarr/store/logging.py
rename to src/zarr/storage/logging.py
index a9113aabe4..52c7c7b84d 100644
--- a/src/zarr/store/logging.py
+++ b/src/zarr/storage/logging.py
@@ -150,9 +150,9 @@ async def set(self, key: str, value: Buffer) -> None:
         with self.log():
             return await self._store.set(key=key, value=value)
 
-    async def set_if_not_exists(self, key: str, default: Buffer) -> None:
+    async def set_if_not_exists(self, key: str, value: Buffer) -> None:
         with self.log():
-            return await self._store.set_if_not_exists(key=key, value=default)
+            return await self._store.set_if_not_exists(key=key, value=value)
 
     async def delete(self, key: str) -> None:
         with self.log():
diff --git a/src/zarr/store/memory.py b/src/zarr/storage/memory.py
similarity index 97%
rename from src/zarr/store/memory.py
rename to src/zarr/storage/memory.py
index 6aec9a6d0f..24ea7e0040 100644
--- a/src/zarr/store/memory.py
+++ b/src/zarr/storage/memory.py
@@ -5,7 +5,7 @@
 from zarr.abc.store import ByteRangeRequest, Store
 from zarr.core.buffer import Buffer, gpu
 from zarr.core.common import concurrent_map
-from zarr.store._utils import _normalize_interval_index
+from zarr.storage._utils import _normalize_interval_index
 
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator, Iterable, MutableMapping
@@ -101,10 +101,10 @@ async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None
         else:
             self._store_dict[key] = value
 
-    async def set_if_not_exists(self, key: str, default: Buffer) -> None:
+    async def set_if_not_exists(self, key: str, value: Buffer) -> None:
         self._check_writable()
         await self._ensure_open()
-        self._store_dict.setdefault(key, default)
+        self._store_dict.setdefault(key, value)
 
     async def delete(self, key: str) -> None:
         self._check_writable()
diff --git a/src/zarr/store/remote.py b/src/zarr/storage/remote.py
similarity index 99%
rename from src/zarr/store/remote.py
rename to src/zarr/storage/remote.py
index 9ef40ae226..9ff779ac77 100644
--- a/src/zarr/store/remote.py
+++ b/src/zarr/storage/remote.py
@@ -6,7 +6,7 @@
 
 from zarr.abc.store import ByteRangeRequest, Store
 from zarr.core.buffer import Buffer
-from zarr.store.common import _dereference_path
+from zarr.storage.common import _dereference_path
 
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator, Iterable
diff --git a/src/zarr/store/zip.py b/src/zarr/storage/zip.py
similarity index 98%
rename from src/zarr/store/zip.py
rename to src/zarr/storage/zip.py
index 116d6de83a..14d0a4362c 100644
--- a/src/zarr/store/zip.py
+++ b/src/zarr/storage/zip.py
@@ -191,12 +191,12 @@ async def set(self, key: str, value: Buffer) -> None:
     async def set_partial_values(self, key_start_values: Iterable[tuple[str, int, bytes]]) -> None:
         raise NotImplementedError
 
-    async def set_if_not_exists(self, key: str, default: Buffer) -> None:
+    async def set_if_not_exists(self, key: str, value: Buffer) -> None:
         self._check_writable()
         with self._lock:
             members = self._zf.namelist()
             if key not in members:
-                self._set(key, default)
+                self._set(key, value)
 
     async def delete(self, key: str) -> None:
         raise NotImplementedError
diff --git a/src/zarr/store/__init__.py b/src/zarr/store/__init__.py
deleted file mode 100644
index dadaf8346b..0000000000
--- a/src/zarr/store/__init__.py
+++ /dev/null
@@ -1,15 +0,0 @@
-from zarr.store.common import StoreLike, StorePath, make_store_path
-from zarr.store.local import LocalStore
-from zarr.store.memory import MemoryStore
-from zarr.store.remote import RemoteStore
-from zarr.store.zip import ZipStore
-
-__all__ = [
-    "LocalStore",
-    "MemoryStore",
-    "RemoteStore",
-    "StoreLike",
-    "StorePath",
-    "ZipStore",
-    "make_store_path",
-]
diff --git a/src/zarr/testing/buffer.py b/src/zarr/testing/buffer.py
index 09e7b33aaf..c3694e268b 100644
--- a/src/zarr/testing/buffer.py
+++ b/src/zarr/testing/buffer.py
@@ -7,7 +7,7 @@
 import numpy.typing as npt
 
 from zarr.core.buffer import Buffer, BufferPrototype, cpu
-from zarr.store import MemoryStore
+from zarr.storage import MemoryStore
 
 if TYPE_CHECKING:
     from collections.abc import Iterable
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 5495e6fdfc..853064c60d 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -6,8 +6,8 @@
 from zarr.abc.store import AccessMode, Store
 from zarr.core.buffer import Buffer, default_buffer_prototype
 from zarr.core.common import AccessModeLiteral
-from zarr.core.sync import _collect_aiterator, collect_aiterator
-from zarr.store._utils import _normalize_interval_index
+from zarr.core.sync import _collect_aiterator
+from zarr.storage._utils import _normalize_interval_index
 from zarr.testing.utils import assert_bytes_equal
 
 __all__ = ["StoreTests"]
@@ -120,7 +120,7 @@ async def test_get_many(self, store: S) -> None:
         values = tuple(f"{k}".encode() for k in keys)
         for k, v in zip(keys, values, strict=False):
             self.set(store, k, self.buffer_cls.from_bytes(v))
-        observed_buffers = collect_aiterator(
+        observed_buffers = await _collect_aiterator(
             store._get_many(
                 zip(
                     keys,
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index ac5850323f..234454e289 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -8,7 +8,7 @@
 
 from zarr.core.array import Array
 from zarr.core.group import Group
-from zarr.store import MemoryStore, StoreLike
+from zarr.storage import MemoryStore, StoreLike
 
 # Copied from Xarray
 _attr_keys = st.text(st.characters(), min_size=1)
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index 87830f11f9..ad3552ad65 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -12,8 +12,8 @@
 from zarr import AsyncGroup, config
 from zarr.abc.store import Store
 from zarr.core.sync import sync
-from zarr.store import LocalStore, MemoryStore, StorePath, ZipStore
-from zarr.store.remote import RemoteStore
+from zarr.storage import LocalStore, MemoryStore, StorePath, ZipStore
+from zarr.storage.remote import RemoteStore
 
 if TYPE_CHECKING:
     from collections.abc import Generator
diff --git a/tests/v3/test_api.py b/tests/v3/test_api.py
index 0717d542cf..218aec5c97 100644
--- a/tests/v3/test_api.py
+++ b/tests/v3/test_api.py
@@ -10,7 +10,7 @@
 from zarr.abc.store import Store
 from zarr.api.synchronous import create, group, load, open, open_group, save, save_array, save_group
 from zarr.core.common import ZarrFormat
-from zarr.store.memory import MemoryStore
+from zarr.storage.memory import MemoryStore
 
 
 def test_create_array(memory_store: Store) -> None:
@@ -43,8 +43,9 @@ async def test_open_array(memory_store: MemoryStore) -> None:
     assert z.shape == (100,)
 
     # open array, overwrite
-    store._store_dict = {}
-    z = open(store=store, shape=200, mode="w")  # mode="w"
+    # store._store_dict = {}
+    store = MemoryStore(mode="w")
+    z = open(store=store, shape=200)
     assert isinstance(z, Array)
     assert z.shape == (200,)
 
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index 5de4a4d126..5778f7e8fa 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -15,8 +15,8 @@
 from zarr.core.indexing import ceildiv
 from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
-from zarr.store import LocalStore, MemoryStore
-from zarr.store.common import StorePath
+from zarr.storage import LocalStore, MemoryStore
+from zarr.storage.common import StorePath
 
 
 @pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
@@ -92,10 +92,9 @@ async def test_create_creates_parents(
     expected = [f"{part}/{file}" for file in files for part in parts]
 
     if zarr_format == 2:
-        expected.append("a/b/c/d/.zarray")
-        expected.append("a/b/c/d/.zattrs")
+        expected.extend([".zattrs", ".zgroup", "a/b/c/d/.zarray", "a/b/c/d/.zattrs"])
     else:
-        expected.append("a/b/c/d/zarr.json")
+        expected.extend(["zarr.json", "a/b/c/d/zarr.json"])
 
     expected = sorted(expected)
 
diff --git a/tests/v3/test_attributes.py b/tests/v3/test_attributes.py
index 14c60492be..12097eb2bc 100644
--- a/tests/v3/test_attributes.py
+++ b/tests/v3/test_attributes.py
@@ -1,10 +1,10 @@
 import zarr.core
 import zarr.core.attributes
-import zarr.store
+import zarr.storage
 
 
 def test_put() -> None:
-    store = zarr.store.MemoryStore({}, mode="w")
+    store = zarr.storage.MemoryStore({}, mode="w")
     attrs = zarr.core.attributes.Attributes(
         zarr.Group.from_store(store, attributes={"a": 1, "b": 2})
     )
@@ -14,7 +14,7 @@ def test_put() -> None:
 
 
 def test_asdict() -> None:
-    store = zarr.store.MemoryStore({}, mode="w")
+    store = zarr.storage.MemoryStore({}, mode="w")
     attrs = zarr.core.attributes.Attributes(
         zarr.Group.from_store(store, attributes={"a": 1, "b": 2})
     )
diff --git a/tests/v3/test_buffer.py b/tests/v3/test_buffer.py
index cde3f85780..60816d764e 100644
--- a/tests/v3/test_buffer.py
+++ b/tests/v3/test_buffer.py
@@ -13,8 +13,8 @@
 from zarr.codecs.transpose import TransposeCodec
 from zarr.codecs.zstd import ZstdCodec
 from zarr.core.buffer import ArrayLike, BufferPrototype, NDArrayLike, cpu, gpu
-from zarr.store.common import StorePath
-from zarr.store.memory import MemoryStore
+from zarr.storage.common import StorePath
+from zarr.storage.memory import MemoryStore
 from zarr.testing.buffer import (
     NDBufferUsingTestNDArrayLike,
     StoreExpectingTestBuffer,
diff --git a/tests/v3/test_chunk_grids.py b/tests/v3/test_chunk_grids.py
index 12166bd210..4c69c483ae 100644
--- a/tests/v3/test_chunk_grids.py
+++ b/tests/v3/test_chunk_grids.py
@@ -1,7 +1,9 @@
+from typing import Any
+
 import numpy as np
 import pytest
 
-from zarr.core.chunk_grids import _guess_chunks
+from zarr.core.chunk_grids import _guess_chunks, normalize_chunks
 
 
 @pytest.mark.parametrize(
@@ -16,3 +18,37 @@ def test_guess_chunks(shape: tuple[int, ...], itemsize: int) -> None:
     assert chunk_size < (64 * 1024 * 1024)
     # doesn't make any sense to allow chunks to have zero length dimension
     assert all(0 < c <= max(s, 1) for c, s in zip(chunks, shape, strict=False))
+
+
+@pytest.mark.parametrize(
+    ("chunks", "shape", "typesize", "expected"),
+    [
+        ((10,), (100,), 1, (10,)),
+        ([10], (100,), 1, (10,)),
+        (10, (100,), 1, (10,)),
+        ((10, 10), (100, 10), 1, (10, 10)),
+        (10, (100, 10), 1, (10, 10)),
+        ((10, None), (100, 10), 1, (10, 10)),
+        (30, (100, 20, 10), 1, (30, 30, 30)),
+        ((30,), (100, 20, 10), 1, (30, 20, 10)),
+        ((30, None), (100, 20, 10), 1, (30, 20, 10)),
+        ((30, None, None), (100, 20, 10), 1, (30, 20, 10)),
+        ((30, 20, None), (100, 20, 10), 1, (30, 20, 10)),
+        ((30, 20, 10), (100, 20, 10), 1, (30, 20, 10)),
+        # auto chunking
+        (None, (100,), 1, (100,)),
+        (-1, (100,), 1, (100,)),
+        ((30, -1, None), (100, 20, 10), 1, (30, 20, 10)),
+    ],
+)
+def test_normalize_chunks(
+    chunks: Any, shape: tuple[int, ...], typesize: int, expected: tuple[int, ...]
+) -> None:
+    assert expected == normalize_chunks(chunks, shape, typesize)
+
+
+def test_normalize_chunks_errors() -> None:
+    with pytest.raises(ValueError):
+        normalize_chunks("foo", (100,), 1)
+    with pytest.raises(ValueError):
+        normalize_chunks((100, 10), (100,), 1)
diff --git a/tests/v3/test_codecs/test_blosc.py b/tests/v3/test_codecs/test_blosc.py
index 982b0213b9..416a2f784e 100644
--- a/tests/v3/test_codecs/test_blosc.py
+++ b/tests/v3/test_codecs/test_blosc.py
@@ -7,7 +7,7 @@
 from zarr.abc.store import Store
 from zarr.codecs import BloscCodec, BytesCodec, ShardingCodec
 from zarr.core.buffer import default_buffer_prototype
-from zarr.store.common import StorePath
+from zarr.storage.common import StorePath
 
 
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
diff --git a/tests/v3/test_codecs/test_codecs.py b/tests/v3/test_codecs/test_codecs.py
index 75b1d15d00..7a5fb979a1 100644
--- a/tests/v3/test_codecs/test_codecs.py
+++ b/tests/v3/test_codecs/test_codecs.py
@@ -16,7 +16,7 @@
 )
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.indexing import Selection, morton_order_iter
-from zarr.store import StorePath
+from zarr.storage import StorePath
 
 if TYPE_CHECKING:
     from zarr.abc.codec import Codec
@@ -274,15 +274,6 @@ async def test_dimension_names(store: Store) -> None:
 
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 def test_invalid_metadata(store: Store) -> None:
-    spath = StorePath(store, "invalid_metadata")
-    with pytest.raises(ValueError):
-        Array.create(
-            spath,
-            shape=(16, 16, 16),
-            chunk_shape=(16, 16),
-            dtype=np.dtype("uint8"),
-            fill_value=0,
-        )
     spath2 = StorePath(store, "invalid_endian")
     with pytest.raises(TypeError):
         Array.create(
diff --git a/tests/v3/test_codecs/test_endian.py b/tests/v3/test_codecs/test_endian.py
index 81b24e7349..db4e77451c 100644
--- a/tests/v3/test_codecs/test_endian.py
+++ b/tests/v3/test_codecs/test_endian.py
@@ -6,7 +6,7 @@
 from zarr import AsyncArray
 from zarr.abc.store import Store
 from zarr.codecs import BytesCodec
-from zarr.store.common import StorePath
+from zarr.storage.common import StorePath
 
 from .test_codecs import _AsyncArrayProxy
 
diff --git a/tests/v3/test_codecs/test_gzip.py b/tests/v3/test_codecs/test_gzip.py
index 277cbd9e4e..7b4d231813 100644
--- a/tests/v3/test_codecs/test_gzip.py
+++ b/tests/v3/test_codecs/test_gzip.py
@@ -4,7 +4,7 @@
 from zarr import Array
 from zarr.abc.store import Store
 from zarr.codecs import BytesCodec, GzipCodec
-from zarr.store.common import StorePath
+from zarr.storage.common import StorePath
 
 
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
diff --git a/tests/v3/test_codecs/test_sharding.py b/tests/v3/test_codecs/test_sharding.py
index ecf2ea7bd7..c0dcfbf350 100644
--- a/tests/v3/test_codecs/test_sharding.py
+++ b/tests/v3/test_codecs/test_sharding.py
@@ -15,7 +15,7 @@
     TransposeCodec,
 )
 from zarr.core.buffer import default_buffer_prototype
-from zarr.store.common import StorePath
+from zarr.storage.common import StorePath
 
 from ..conftest import ArrayRequest
 from .test_codecs import _AsyncArrayProxy, order_from_dim
diff --git a/tests/v3/test_codecs/test_transpose.py b/tests/v3/test_codecs/test_transpose.py
index a14ace7201..2b3914150e 100644
--- a/tests/v3/test_codecs/test_transpose.py
+++ b/tests/v3/test_codecs/test_transpose.py
@@ -7,7 +7,7 @@
 from zarr.abc.store import Store
 from zarr.codecs import BytesCodec, ShardingCodec, TransposeCodec
 from zarr.core.common import MemoryOrder
-from zarr.store.common import StorePath
+from zarr.storage.common import StorePath
 
 from .test_codecs import _AsyncArrayProxy
 
diff --git a/tests/v3/test_codecs/test_zstd.py b/tests/v3/test_codecs/test_zstd.py
index cf80a8053c..29efc29466 100644
--- a/tests/v3/test_codecs/test_zstd.py
+++ b/tests/v3/test_codecs/test_zstd.py
@@ -4,7 +4,7 @@
 from zarr import Array
 from zarr.abc.store import Store
 from zarr.codecs import BytesCodec, ZstdCodec
-from zarr.store.common import StorePath
+from zarr.storage.common import StorePath
 
 
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index cb1681daa4..15b9658e43 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -15,8 +15,8 @@
 from zarr.core.group import GroupMetadata
 from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
-from zarr.store import LocalStore, MemoryStore, StorePath
-from zarr.store.common import make_store_path
+from zarr.storage import LocalStore, MemoryStore, StorePath
+from zarr.storage.common import make_store_path
 
 from .conftest import parse_store
 
@@ -62,6 +62,19 @@ async def test_create_creates_parents(store: Store, zarr_format: ZarrFormat) ->
     await zarr.api.asynchronous.open_group(
         store=store, path="a", zarr_format=zarr_format, attributes={"key": "value"}
     )
+    objs = {x async for x in store.list()}
+    if zarr_format == 2:
+        assert objs == {".zgroup", ".zattrs", "a/.zgroup", "a/.zattrs"}
+    else:
+        assert objs == {"zarr.json", "a/zarr.json"}
+
+    # test that root group node was created
+    root = await zarr.api.asynchronous.open_group(
+        store=store,
+    )
+    agroup = await root.getitem("a")
+    assert agroup.attrs == {"key": "value"}
+
     # create a child node with a couple intermediates
     await zarr.api.asynchronous.open_group(store=store, path="a/b/c/d", zarr_format=zarr_format)
     parts = ["a", "a/b", "a/b/c"]
@@ -74,10 +87,9 @@ async def test_create_creates_parents(store: Store, zarr_format: ZarrFormat) ->
     expected = [f"{part}/{file}" for file in files for part in parts]
 
     if zarr_format == 2:
-        expected.append("a/b/c/d/.zgroup")
-        expected.append("a/b/c/d/.zattrs")
+        expected.extend([".zgroup", ".zattrs", "a/b/c/d/.zgroup", "a/b/c/d/.zattrs"])
     else:
-        expected.append("a/b/c/d/zarr.json")
+        expected.extend(["zarr.json", "a/b/c/d/zarr.json"])
 
     expected = sorted(expected)
 
@@ -230,9 +242,7 @@ def test_group_create(store: Store, exists_ok: bool, zarr_format: ZarrFormat) ->
 
     if not exists_ok:
         with pytest.raises(ContainsGroupError):
-            group = Group.from_store(
-                store, attributes=attributes, exists_ok=exists_ok, zarr_format=zarr_format
-            )
+            _ = Group.from_store(store, exists_ok=exists_ok, zarr_format=zarr_format)
 
 
 def test_group_open(store: Store, zarr_format: ZarrFormat, exists_ok: bool) -> None:
@@ -311,8 +321,7 @@ def test_group_iter(store: Store, zarr_format: ZarrFormat) -> None:
     """
 
     group = Group.from_store(store, zarr_format=zarr_format)
-    with pytest.raises(NotImplementedError):
-        list(group)
+    assert list(group) == []
 
 
 def test_group_len(store: Store, zarr_format: ZarrFormat) -> None:
@@ -321,8 +330,7 @@ def test_group_len(store: Store, zarr_format: ZarrFormat) -> None:
     """
 
     group = Group.from_store(store, zarr_format=zarr_format)
-    with pytest.raises(NotImplementedError):
-        len(group)
+    assert len(group) == 0
 
 
 def test_group_setitem(store: Store, zarr_format: ZarrFormat) -> None:
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index 59169c67b1..ce01c85b10 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -25,8 +25,8 @@
     replace_ellipsis,
 )
 from zarr.registry import get_ndbuffer_class
-from zarr.store.common import StorePath
-from zarr.store.memory import MemoryStore
+from zarr.storage.common import StorePath
+from zarr.storage.memory import MemoryStore
 
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator
diff --git a/tests/v3/test_store/test_core.py b/tests/v3/test_store/test_core.py
index f401491127..b2a8292ea9 100644
--- a/tests/v3/test_store/test_core.py
+++ b/tests/v3/test_store/test_core.py
@@ -3,10 +3,10 @@
 
 import pytest
 
-from zarr.store.common import StoreLike, StorePath, make_store_path
-from zarr.store.local import LocalStore
-from zarr.store.memory import MemoryStore
-from zarr.store.remote import RemoteStore
+from zarr.storage.common import StoreLike, StorePath, make_store_path
+from zarr.storage.local import LocalStore
+from zarr.storage.memory import MemoryStore
+from zarr.storage.remote import RemoteStore
 
 
 async def test_make_store_path(tmpdir: str) -> None:
@@ -59,7 +59,7 @@ async def test_make_store_path_fsspec(monkeypatch) -> None:
 )
 async def test_make_store_path_storage_options_raises(store_like: StoreLike) -> None:
     with pytest.raises(TypeError, match="storage_options"):
-        await make_store_path(store_like, storage_options={"foo": "bar"}, mode="w")
+        await make_store_path(store_like, storage_options={"foo": "bar"})
 
 
 async def test_unsupported() -> None:
diff --git a/tests/v3/test_store/test_local.py b/tests/v3/test_store/test_local.py
index bdd909c285..1fd466b393 100644
--- a/tests/v3/test_store/test_local.py
+++ b/tests/v3/test_store/test_local.py
@@ -3,7 +3,7 @@
 import pytest
 
 from zarr.core.buffer import Buffer, cpu
-from zarr.store.local import LocalStore
+from zarr.storage.local import LocalStore
 from zarr.testing.store import StoreTests
 
 
diff --git a/tests/v3/test_store/test_logging.py b/tests/v3/test_store/test_logging.py
index b03c9b94fa..0258244c50 100644
--- a/tests/v3/test_store/test_logging.py
+++ b/tests/v3/test_store/test_logging.py
@@ -5,9 +5,9 @@
 import pytest
 
 import zarr
-import zarr.store
+import zarr.storage
 from zarr.core.buffer import default_buffer_prototype
-from zarr.store.logging import LoggingStore
+from zarr.storage.logging import LoggingStore
 
 if TYPE_CHECKING:
     from zarr.abc.store import Store
@@ -52,7 +52,7 @@ async def test_logging_store_counter(store: Store) -> None:
 
 
 async def test_with_mode():
-    wrapped = LoggingStore(store=zarr.store.MemoryStore(mode="w"), log_level="INFO")
+    wrapped = LoggingStore(store=zarr.storage.MemoryStore(mode="w"), log_level="INFO")
     new = wrapped.with_mode(mode="r")
     assert new.mode.str == "r"
     assert new.log_level == "INFO"
diff --git a/tests/v3/test_store/test_memory.py b/tests/v3/test_store/test_memory.py
index efb61b332e..092aad2ba4 100644
--- a/tests/v3/test_store/test_memory.py
+++ b/tests/v3/test_store/test_memory.py
@@ -3,7 +3,7 @@
 import pytest
 
 from zarr.core.buffer import Buffer, cpu, gpu
-from zarr.store.memory import GpuMemoryStore, MemoryStore
+from zarr.storage.memory import GpuMemoryStore, MemoryStore
 from zarr.testing.store import StoreTests
 from zarr.testing.utils import gpu_test
 
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index 18ba1e6d1c..93a0d60dfd 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -12,7 +12,7 @@
 import zarr.api.asynchronous
 from zarr.core.buffer import Buffer, cpu, default_buffer_prototype
 from zarr.core.sync import _collect_aiterator, sync
-from zarr.store import RemoteStore
+from zarr.storage import RemoteStore
 from zarr.testing.store import StoreTests
 
 if TYPE_CHECKING:
diff --git a/tests/v3/test_store/test_stateful_store.py b/tests/v3/test_store/test_stateful_store.py
index efa1953a5c..9ac3bbc3f6 100644
--- a/tests/v3/test_store/test_stateful_store.py
+++ b/tests/v3/test_store/test_stateful_store.py
@@ -16,7 +16,7 @@
 import zarr
 from zarr.abc.store import AccessMode, Store
 from zarr.core.buffer import BufferPrototype, cpu, default_buffer_prototype
-from zarr.store import LocalStore, ZipStore
+from zarr.storage import LocalStore, ZipStore
 from zarr.testing.strategies import key_ranges
 from zarr.testing.strategies import keys as zarr_keys
 
diff --git a/tests/v3/test_store/test_zip.py b/tests/v3/test_store/test_zip.py
index e99b921be5..a99f9b95b0 100644
--- a/tests/v3/test_store/test_zip.py
+++ b/tests/v3/test_store/test_zip.py
@@ -10,7 +10,7 @@
 import zarr
 from zarr.abc.store import AccessMode
 from zarr.core.buffer import Buffer, cpu, default_buffer_prototype
-from zarr.store.zip import ZipStore
+from zarr.storage.zip import ZipStore
 from zarr.testing.store import StoreTests
 
 if TYPE_CHECKING:
diff --git a/tests/v3/test_sync.py b/tests/v3/test_sync.py
index 864c9e01cb..081e65f3d2 100644
--- a/tests/v3/test_sync.py
+++ b/tests/v3/test_sync.py
@@ -6,7 +6,7 @@
 
 import zarr
 from zarr.core.sync import SyncError, SyncMixin, _get_lock, _get_loop, sync
-from zarr.store.memory import MemoryStore
+from zarr.storage.memory import MemoryStore
 
 
 @pytest.fixture(params=[True, False])
diff --git a/tests/v3/test_v2.py b/tests/v3/test_v2.py
index 943c425f54..95a5f66602 100644
--- a/tests/v3/test_v2.py
+++ b/tests/v3/test_v2.py
@@ -7,7 +7,7 @@
 
 import zarr
 from zarr import Array
-from zarr.store import MemoryStore, StorePath
+from zarr.storage import MemoryStore, StorePath
 
 
 @pytest.fixture

From a9abbe7b3e6dcd6540a89a18dec1ed67a273fac6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Tue, 1 Oct 2024 18:28:21 +0200
Subject: [PATCH 0727/1078] Bump the requirements group across 1 directory with
 3 updates (#2284)

Bumps the requirements group with 3 updates in the / directory: [redis](https://github.com/redis/redis-py), [pymongo](https://github.com/mongodb/mongo-python-driver) and [h5py](https://github.com/h5py/h5py).


Updates `redis` from 5.0.8 to 5.1.0
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v5.0.8...v5.1.0)

Updates `pymongo` from 4.8.0 to 4.10.0
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/master/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.8.0...4.10.0)

Updates `h5py` from 3.11.0 to 3.12.1
- [Release notes](https://github.com/h5py/h5py/releases)
- [Changelog](https://github.com/h5py/h5py/blob/master/docs/release_guide.rst)
- [Commits](https://github.com/h5py/h5py/compare/3.11.0...3.12.1)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
- dependency-name: h5py
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 9d75d78e44..16a4bd868b 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -8,16 +8,16 @@ ipywidgets==8.1.5
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.21.0 # pyup: ignore
-redis==5.0.8
+redis==5.1.0
 types-redis
 types-setuptools
-pymongo==4.8.0
+pymongo==4.10.0
 # optional test requirements
 coverage
 pytest-cov==5.0.0
 pytest-doctestplus==1.2.1
 pytest-timeout==2.3.1
-h5py==3.11.0
+h5py==3.12.1
 fsspec==2023.12.2
 s3fs==2023.12.2
 moto[server]>=5.0.1

From b1c4e4725a36c61dbc18bd01b664ce1589191b75 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 1 Oct 2024 19:52:05 +0200
Subject: [PATCH 0728/1078] Fix low contrast box titles (#2287)

---
 docs/_static/custom.css | 2 --
 1 file changed, 2 deletions(-)

diff --git a/docs/_static/custom.css b/docs/_static/custom.css
index d7b2435335..04f99c680a 100644
--- a/docs/_static/custom.css
+++ b/docs/_static/custom.css
@@ -74,7 +74,6 @@ Nat Methods 8, 441 (2011). https://doi.org/10.1038/nmeth.1618
 .sd-card .sd-card-header {
   border: none;
   background-color: white;
-  color: #150458 !important;
   font-size: var(--pst-font-size-h5);
   font-weight: bold;
   padding: 2.5rem 0rem 0.5rem 0rem;
@@ -107,7 +106,6 @@ html[data-theme=dark] .sd-shadow-sm {
 
 html[data-theme=dark] .sd-card .sd-card-header {
   background-color:var(--pst-color-background);
-  color: #150458 !important;
 }
 
 html[data-theme=dark] .sd-card .sd-card-footer {

From 559c2e3e34b0e5f3d408083045baf3e9f7cc0cd7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 2 Oct 2024 08:39:24 +0200
Subject: [PATCH 0729/1078] Bump pymongo from 4.10.0 to 4.10.1 in the
 requirements group (#2288)

Bumps the requirements group with 1 update: [pymongo](https://github.com/mongodb/mongo-python-driver).


Updates `pymongo` from 4.10.0 to 4.10.1
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/master/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.10.0...4.10.1)

---
updated-dependencies:
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_optional.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 16a4bd868b..52c4a737a1 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -11,7 +11,7 @@ azure-storage-blob==12.21.0 # pyup: ignore
 redis==5.1.0
 types-redis
 types-setuptools
-pymongo==4.10.0
+pymongo==4.10.1
 # optional test requirements
 coverage
 pytest-cov==5.0.0

From 6b9ab9e29f526986c5c7519dd4063546d5a81d14 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 2 Oct 2024 16:30:35 +0200
Subject: [PATCH 0730/1078] Fix low contrast box titles (#2287) (#2292)

---
 docs/_static/custom.css | 2 --
 1 file changed, 2 deletions(-)

diff --git a/docs/_static/custom.css b/docs/_static/custom.css
index 87dd70e347..4e664a596b 100644
--- a/docs/_static/custom.css
+++ b/docs/_static/custom.css
@@ -74,7 +74,6 @@ Nat Methods 8, 441 (2011). https://doi.org/10.1038/nmeth.1618
 .sd-card .sd-card-header {
   border: none;
   background-color: white;
-  color: #150458 !important;
   font-size: var(--pst-font-size-h5);
   font-weight: bold;
   padding: 2.5rem 0rem 0.5rem 0rem;
@@ -107,7 +106,6 @@ html[data-theme=dark] .sd-shadow-sm {
 
 html[data-theme=dark] .sd-card .sd-card-header {
   background-color:var(--pst-color-background);
-  color: #150458 !important;
 }
 
 html[data-theme=dark] .sd-card .sd-card-footer {

From f13e954e961b19753c57bc2035828920b06142e2 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Wed, 2 Oct 2024 14:28:10 -0500
Subject: [PATCH 0731/1078] Ignore extra keys in v2 metadata (#2297)

* Ignore extra keys in v2 metadata

Ignore unexpected keys in Zarr V2 metadata, to enable reading zarr
files written by other systems, which might store additional data
in the top level of the `.zgroup` and `.zarray` files`

Closes https://github.com/zarr-developers/zarr-python/issues/2296
---
 src/zarr/core/group.py            | 11 ++++++++++-
 src/zarr/core/metadata/v2.py      | 13 ++++++++++++-
 tests/v3/test_array.py            |  1 +
 tests/v3/test_group.py            | 12 ++++++++++++
 tests/v3/test_metadata/test_v2.py | 26 ++++++++++++++++++++++++++
 5 files changed, 61 insertions(+), 2 deletions(-)

diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 18caea3fd4..08ac7665bd 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -3,7 +3,7 @@
 import asyncio
 import json
 import logging
-from dataclasses import asdict, dataclass, field, replace
+from dataclasses import asdict, dataclass, field, fields, replace
 from typing import TYPE_CHECKING, Literal, cast, overload
 
 import numpy as np
@@ -116,6 +116,15 @@ def __init__(
     @classmethod
     def from_dict(cls, data: dict[str, Any]) -> GroupMetadata:
         assert data.pop("node_type", None) in ("group", None)
+
+        zarr_format = data.get("zarr_format")
+        if zarr_format == 2 or zarr_format is None:
+            # zarr v2 allowed arbitrary keys here.
+            # We don't want the GroupMetadata constructor to fail just because someone put an
+            # extra key in the metadata.
+            expected = {x.name for x in fields(cls)}
+            data = {k: v for k, v in data.items() if k in expected}
+
         return cls(**data)
 
     def to_dict(self) -> dict[str, Any]:
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index df7f2abaea..19b44ec450 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -13,7 +13,7 @@
     from zarr.core.common import JSON, ChunkCoords
 
 import json
-from dataclasses import dataclass, field, replace
+from dataclasses import dataclass, field, fields, replace
 
 import numcodecs
 import numpy as np
@@ -140,6 +140,17 @@ def from_dict(cls, data: dict[str, Any]) -> ArrayV2Metadata:
         _data = data.copy()
         # check that the zarr_format attribute is correct
         _ = parse_zarr_format(_data.pop("zarr_format"))
+
+        # zarr v2 allowed arbitrary keys here.
+        # We don't want the ArrayV2Metadata constructor to fail just because someone put an
+        # extra key in the metadata.
+        expected = {x.name for x in fields(cls)}
+        # https://github.com/zarr-developers/zarr-python/issues/2269
+        # handle the renames
+        expected |= {"dtype", "chunks"}
+
+        _data = {k: v for k, v in _data.items() if k in expected}
+
         return cls(**_data)
 
     def to_dict(self) -> dict[str, JSON]:
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index 5778f7e8fa..291d284483 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -6,6 +6,7 @@
 import pytest
 
 import zarr.api.asynchronous
+import zarr.storage
 from zarr import Array, AsyncArray, Group
 from zarr.codecs.bytes import BytesCodec
 from zarr.core.array import chunks_initialized
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 15b9658e43..9d9f486051 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -963,3 +963,15 @@ async def test_open_mutable_mapping():
 def test_open_mutable_mapping_sync():
     group = zarr.open_group(store={}, mode="w")
     assert isinstance(group.store_path.store, MemoryStore)
+
+
+class TestGroupMetadata:
+    def test_from_dict_extra_fields(self):
+        data = {
+            "attributes": {"key": "value"},
+            "_nczarr_superblock": {"version": "2.0.0"},
+            "zarr_format": 2,
+        }
+        result = GroupMetadata.from_dict(data)
+        expected = GroupMetadata(attributes={"key": "value"}, zarr_format=2)
+        assert result == expected
diff --git a/tests/v3/test_metadata/test_v2.py b/tests/v3/test_metadata/test_v2.py
index 3ea702eecd..4cd222d812 100644
--- a/tests/v3/test_metadata/test_v2.py
+++ b/tests/v3/test_metadata/test_v2.py
@@ -72,3 +72,29 @@ def test_metadata_to_dict(
         observed.pop("dimension_separator")
 
     assert observed == expected
+
+
+def test_from_dict_extra_fields() -> None:
+    data = {
+        "_nczarr_array": {"dimrefs": ["/dim1", "/dim2"], "storage": "chunked"},
+        "attributes": {"key": "value"},
+        "chunks": [8],
+        "compressor": None,
+        "dtype": "<f8",
+        "fill_value": 0.0,
+        "filters": None,
+        "order": "C",
+        "shape": [8],
+        "zarr_format": 2,
+    }
+
+    result = ArrayV2Metadata.from_dict(data)
+    expected = ArrayV2Metadata(
+        attributes={"key": "value"},
+        shape=(8,),
+        dtype="float64",
+        chunks=(8,),
+        fill_value=0.0,
+        order="C",
+    )
+    assert result == expected

From d2cff48c860a50e642e41b409284187bcf181bab Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Thu, 3 Oct 2024 15:10:50 +0200
Subject: [PATCH 0732/1078] Remove acknowledgements page from docs (#2293)

---
 docs/_static/custom.js   |  1 -
 docs/acknowledgments.rst | 76 ----------------------------------------
 docs/index.rst           |  1 -
 3 files changed, 78 deletions(-)
 delete mode 100644 docs/acknowledgments.rst

diff --git a/docs/_static/custom.js b/docs/_static/custom.js
index dcb584ecd5..52f1cba9e0 100644
--- a/docs/_static/custom.js
+++ b/docs/_static/custom.js
@@ -6,7 +6,6 @@
         "highlights": "getting_started.html#highlights",
         "contributing": "contributing.html",
         "projects-using-zarr": "getting_started.html#projects-using-zarr",
-        "acknowledgments": "acknowledgments.html",
         "contents": "getting_started.html#contents",
         "indices-and-tables": "api.html#indices-and-tables"
     }
diff --git a/docs/acknowledgments.rst b/docs/acknowledgments.rst
deleted file mode 100644
index 4fce1e8ae4..0000000000
--- a/docs/acknowledgments.rst
+++ /dev/null
@@ -1,76 +0,0 @@
-Acknowledgments
-===============
-
-The following people have contributed to the development of Zarr by contributing code,
-documentation, code reviews, comments and/or ideas:
-
-* :user:`Alistair Miles <alimanfoo>`
-* :user:`Altay Sansal <tasansal>`
-* :user:`Anderson Banihirwe <andersy005>`
-* :user:`Andrew Fulton <andrewfulton9>`
-* :user:`Andrew Thomas <amcnicho>`
-* :user:`Anthony Scopatz <scopatz>`
-* :user:`Attila Bergou <abergou>`
-* :user:`BGCMHou <BGCMHou>`
-* :user:`Ben Jeffery <benjeffery>`
-* :user:`Ben Williams <benjaminhwilliams>`
-* :user:`Boaz Mohar <boazmohar>`
-* :user:`Charles Noyes <CSNoyes>`
-* :user:`Chris Barnes <clbarnes>`
-* :user:`David Baddeley <David-Baddeley>`
-* :user:`Davis Bennett <d-v-b>`
-* :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>`
-* :user:`Eduardo Gonzalez <eddienko>`
-* :user:`Elliott Sales de Andrade <QuLogic>`
-* :user:`Eric Prestat <ericpre>`
-* :user:`Eric Younkin <ericgyounkin>`
-* :user:`Francesc Alted <FrancescAlted>`
-* :user:`Greggory Lee <grlee77>`
-* :user:`Gregory R. Lee <grlee77>`
-* :user:`Ian Hunt-Isaak <ianhi>`
-* :user:`James Bourbeau <jrbourbeau>`
-* :user:`Jan Funke <funkey>`
-* :user:`Jerome Kelleher <jeromekelleher>`
-* :user:`Joe Hamman <jhamman>`
-* :user:`Joe Jevnik <llllllllll>`
-* :user:`John Kirkham <jakirkham>`
-* :user:`Josh Moore <joshmoore>`
-* :user:`Juan Nunez-Iglesias <jni>`
-* :user:`Justin Swaney <jmswaney>`
-* :user:`Mads R. B. Kristensen <madsbk>`
-* :user:`Mamy Ratsimbazafy <mratsim>`
-* :user:`Martin Durant <martindurant>`
-* :user:`Matthew Rocklin <mrocklin>`
-* :user:`Matthias Bussonnier <Carreau>`
-* :user:`Mattia Almansi <malmans2>`
-* :user:`Noah D Brenowitz <nbren12>`
-* :user:`Oren Watson <orenwatson>`
-* :user:`Pavithra Eswaramoorthy <pavithraes>`
-* :user:`Poruri Sai Rahul <rahulporuri>`
-* :user:`Prakhar Goel <newt0311>`
-* :user:`Raphael Dussin <raphaeldussin>`
-* :user:`Ray Bell <raybellwaves>`
-* :user:`Richard Scott <RichardScottOZ>`
-* :user:`Richard Shaw <jrs65>`
-* :user:`Ryan Abernathey <rabernat>`
-* :user:`Ryan Williams <ryan-williams>`
-* :user:`Saransh Chopra <Saransh-cpp>`
-* :user:`Sebastian Grill <yetyetanotherusername>`
-* :user:`Shikhar Goenka <shikharsg>`
-* :user:`Shivank Chaudhary <Alt-Shivam>`
-* :user:`Stephan Hoyer <shoyer>`
-* :user:`Stephan Saalfeld <axtimwalde>`
-* :user:`Tarik Onalan <onalant>`
-* :user:`Tim Crone <tjcrone>`
-* :user:`Tobias Kölling <d70-t>`
-* :user:`Tom Augspurger <TomAugspurger>`
-* :user:`Tom White <tomwhite>`
-* :user:`Tommy Tran <potter420>`
-* :user:`Trevor Manz <manzt>`
-* :user:`Vincent Schut <vincentschut>`
-* :user:`Vyas Ramasubramani <vyasr>`
-* :user:`Zain Patel <mzjp2>`
-* :user:`gsakkis`
-* :user:`hailiangzhang <hailiangzhang>`
-* :user:`pmav99 <pmav99>`
-* :user:`sbalmer <sbalmer>`
diff --git a/docs/index.rst b/docs/index.rst
index 92f9a3df18..da8e9bcf62 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -14,7 +14,6 @@ Zarr-Python
     spec
     release
     license
-    acknowledgments
     contributing
 
 **Version**: |version|

From 8dd1f24d0e714cd643192a9fb23319670a8f55de Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Thu, 3 Oct 2024 16:34:35 +0200
Subject: [PATCH 0733/1078] Add maximum character length for signatures in docs
 (#2299)

---
 docs/conf.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/conf.py b/docs/conf.py
index 2cb9ac0161..36a5b24b16 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -255,6 +255,8 @@ def setup(app: sphinx.application.Sphinx) -> None:
 # Output file base name for HTML help builder.
 htmlhelp_basename = "zarrdoc"
 
+maximum_signature_line_length = 80
+
 # -- Options for LaTeX output ---------------------------------------------
 
 latex_elements = {

From 01346dd8b94d69def538ae0c668b95d184da5261 Mon Sep 17 00:00:00 2001
From: Ryan Abernathey <ryan.abernathey@gmail.com>
Date: Fri, 4 Oct 2024 10:18:54 -0500
Subject: [PATCH 0734/1078] Change ArrayV3Metadata.data_type to DataType
 (#2278)

* change v3.metadata.data_type type

* implement suggestions
---
 src/zarr/core/metadata/v3.py      | 62 ++++++++++++++++++-------------
 tests/v3/test_metadata/test_v3.py | 11 +++---
 2 files changed, 42 insertions(+), 31 deletions(-)

diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index f0c6dc6282..692f778566 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -6,8 +6,6 @@
 if TYPE_CHECKING:
     from typing import Self
 
-    import numpy.typing as npt
-
     from zarr.core.buffer import Buffer, BufferPrototype
     from zarr.core.chunk_grids import ChunkGrid
     from zarr.core.common import JSON, ChunkCoords
@@ -20,6 +18,7 @@
 
 import numcodecs.abc
 import numpy as np
+import numpy.typing as npt
 
 from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec, Codec
 from zarr.core.array_spec import ArraySpec
@@ -31,6 +30,8 @@
 from zarr.core.metadata.common import ArrayMetadata, parse_attributes
 from zarr.registry import get_codec_class
 
+DEFAULT_DTYPE = "float64"
+
 
 def parse_zarr_format(data: object) -> Literal[3]:
     if data == 3:
@@ -152,7 +153,7 @@ def _replace_special_floats(obj: object) -> Any:
 @dataclass(frozen=True, kw_only=True)
 class ArrayV3Metadata(ArrayMetadata):
     shape: ChunkCoords
-    data_type: np.dtype[Any]
+    data_type: DataType
     chunk_grid: ChunkGrid
     chunk_key_encoding: ChunkKeyEncoding
     fill_value: Any
@@ -167,7 +168,7 @@ def __init__(
         self,
         *,
         shape: Iterable[int],
-        data_type: npt.DTypeLike,
+        data_type: npt.DTypeLike | DataType,
         chunk_grid: dict[str, JSON] | ChunkGrid,
         chunk_key_encoding: dict[str, JSON] | ChunkKeyEncoding,
         fill_value: Any,
@@ -180,18 +181,18 @@ def __init__(
         Because the class is a frozen dataclass, we set attributes using object.__setattr__
         """
         shape_parsed = parse_shapelike(shape)
-        data_type_parsed = parse_dtype(data_type)
+        data_type_parsed = DataType.parse(data_type)
         chunk_grid_parsed = ChunkGrid.from_dict(chunk_grid)
         chunk_key_encoding_parsed = ChunkKeyEncoding.from_dict(chunk_key_encoding)
         dimension_names_parsed = parse_dimension_names(dimension_names)
-        fill_value_parsed = parse_fill_value(fill_value, dtype=data_type_parsed)
+        fill_value_parsed = parse_fill_value(fill_value, dtype=data_type_parsed.to_numpy())
         attributes_parsed = parse_attributes(attributes)
         codecs_parsed_partial = parse_codecs(codecs)
         storage_transformers_parsed = parse_storage_transformers(storage_transformers)
 
         array_spec = ArraySpec(
             shape=shape_parsed,
-            dtype=data_type_parsed,
+            dtype=data_type_parsed.to_numpy(),
             fill_value=fill_value_parsed,
             order="C",  # TODO: order is not needed here.
             prototype=default_buffer_prototype(),  # TODO: prototype is not needed here.
@@ -224,11 +225,14 @@ def _validate_metadata(self) -> None:
         if self.fill_value is None:
             raise ValueError("`fill_value` is required.")
         for codec in self.codecs:
-            codec.validate(shape=self.shape, dtype=self.data_type, chunk_grid=self.chunk_grid)
+            codec.validate(
+                shape=self.shape, dtype=self.data_type.to_numpy(), chunk_grid=self.chunk_grid
+            )
 
     @property
     def dtype(self) -> np.dtype[Any]:
-        return self.data_type
+        """Interpret Zarr dtype as NumPy dtype"""
+        return self.data_type.to_numpy()
 
     @property
     def ndim(self) -> int:
@@ -266,13 +270,13 @@ def from_dict(cls, data: dict[str, JSON]) -> Self:
         _ = parse_node_type_array(_data.pop("node_type"))
 
         # check that the data_type attribute is valid
-        _ = DataType(_data["data_type"])
+        data_type = DataType.parse(_data.pop("data_type"))
 
         # dimension_names key is optional, normalize missing to `None`
         _data["dimension_names"] = _data.pop("dimension_names", None)
         # attributes key is optional, normalize missing to `None`
         _data["attributes"] = _data.pop("attributes", None)
-        return cls(**_data)  # type: ignore[arg-type]
+        return cls(**_data, data_type=data_type)  # type: ignore[arg-type]
 
     def to_dict(self) -> dict[str, JSON]:
         out_dict = super().to_dict()
@@ -490,8 +494,11 @@ def to_numpy_shortname(self) -> str:
         }
         return data_type_to_numpy[self]
 
+    def to_numpy(self) -> np.dtype[Any]:
+        return np.dtype(self.to_numpy_shortname())
+
     @classmethod
-    def from_dtype(cls, dtype: np.dtype[Any]) -> DataType:
+    def from_numpy(cls, dtype: np.dtype[Any]) -> DataType:
         dtype_to_data_type = {
             "|b1": "bool",
             "bool": "bool",
@@ -511,16 +518,21 @@ def from_dtype(cls, dtype: np.dtype[Any]) -> DataType:
         }
         return DataType[dtype_to_data_type[dtype.str]]
 
-
-def parse_dtype(data: npt.DTypeLike) -> np.dtype[Any]:
-    try:
-        dtype = np.dtype(data)
-    except (ValueError, TypeError) as e:
-        raise ValueError(f"Invalid V3 data_type: {data}") from e
-    # check that this is a valid v3 data_type
-    try:
-        _ = DataType.from_dtype(dtype)
-    except KeyError as e:
-        raise ValueError(f"Invalid V3 data_type: {dtype}") from e
-
-    return dtype
+    @classmethod
+    def parse(cls, dtype: None | DataType | Any) -> DataType:
+        if dtype is None:
+            # the default dtype
+            return DataType[DEFAULT_DTYPE]
+        if isinstance(dtype, DataType):
+            return dtype
+        else:
+            try:
+                dtype = np.dtype(dtype)
+            except (ValueError, TypeError) as e:
+                raise ValueError(f"Invalid V3 data_type: {dtype}") from e
+            # check that this is a valid v3 data_type
+            try:
+                data_type = DataType.from_numpy(dtype)
+            except KeyError as e:
+                raise ValueError(f"Invalid V3 data_type: {dtype}") from e
+            return data_type
diff --git a/tests/v3/test_metadata/test_v3.py b/tests/v3/test_metadata/test_v3.py
index 71dc917c35..534ef61d09 100644
--- a/tests/v3/test_metadata/test_v3.py
+++ b/tests/v3/test_metadata/test_v3.py
@@ -7,7 +7,7 @@
 from zarr.codecs.bytes import BytesCodec
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.chunk_key_encodings import DefaultChunkKeyEncoding, V2ChunkKeyEncoding
-from zarr.core.metadata.v3 import ArrayV3Metadata
+from zarr.core.metadata.v3 import ArrayV3Metadata, DataType
 
 if TYPE_CHECKING:
     from collections.abc import Sequence
@@ -22,7 +22,6 @@
 
 from zarr.core.metadata.v3 import (
     parse_dimension_names,
-    parse_dtype,
     parse_fill_value,
     parse_zarr_format,
 )
@@ -209,7 +208,7 @@ def test_metadata_to_dict(
     storage_transformers: None | tuple[dict[str, JSON]],
 ) -> None:
     shape = (1, 2, 3)
-    data_type = "uint8"
+    data_type = DataType.uint8
     if chunk_grid == "regular":
         cgrid = {"name": "regular", "configuration": {"chunk_shape": (1, 1, 1)}}
 
@@ -290,7 +289,7 @@ def test_metadata_to_dict(
 #     assert result["fill_value"] == fill_value
 
 
-async def test_invalid_dtype_raises() -> None:
+def test_invalid_dtype_raises() -> None:
     metadata_dict = {
         "zarr_format": 3,
         "node_type": "array",
@@ -301,14 +300,14 @@ async def test_invalid_dtype_raises() -> None:
         "codecs": (),
         "fill_value": np.datetime64(0, "ns"),
     }
-    with pytest.raises(ValueError, match=r".* is not a valid DataType"):
+    with pytest.raises(ValueError, match=r"Invalid V3 data_type: .*"):
         ArrayV3Metadata.from_dict(metadata_dict)
 
 
 @pytest.mark.parametrize("data", ["datetime64[s]", "foo", object()])
 def test_parse_invalid_dtype_raises(data):
     with pytest.raises(ValueError, match=r"Invalid V3 data_type: .*"):
-        parse_dtype(data)
+        DataType.parse(data)
 
 
 @pytest.mark.parametrize(

From 046c174c13d0363936f950078702fea1d0105922 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sat, 5 Oct 2024 22:07:34 +0200
Subject: [PATCH 0735/1078] Add BaseCodec to the docs (#2290)

---
 src/zarr/abc/codec.py | 15 ++++++++++-----
 1 file changed, 10 insertions(+), 5 deletions(-)

diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index afe3e34bf6..83e89d1474 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -20,6 +20,7 @@
     from zarr.core.indexing import SelectorTuple
 
 __all__ = [
+    "BaseCodec",
     "ArrayArrayCodec",
     "ArrayBytesCodec",
     "ArrayBytesCodecPartialDecodeMixin",
@@ -34,11 +35,15 @@
 CodecOutput = TypeVar("CodecOutput", bound=NDBuffer | Buffer)
 
 
-class _Codec(Metadata, Generic[CodecInput, CodecOutput]):
+class BaseCodec(Metadata, Generic[CodecInput, CodecOutput]):
     """Generic base class for codecs.
-    Please use ArrayArrayCodec, ArrayBytesCodec or BytesBytesCodec for subclassing.
 
     Codecs can be registered via zarr.codecs.registry.
+
+    Warnings
+    --------
+    This class is not intended to be directly, please use
+    ArrayArrayCodec, ArrayBytesCodec or BytesBytesCodec for subclassing.
     """
 
     is_fixed_size: bool
@@ -148,19 +153,19 @@ async def encode(
         return await _batching_helper(self._encode_single, chunks_and_specs)
 
 
-class ArrayArrayCodec(_Codec[NDBuffer, NDBuffer]):
+class ArrayArrayCodec(BaseCodec[NDBuffer, NDBuffer]):
     """Base class for array-to-array codecs."""
 
     ...
 
 
-class ArrayBytesCodec(_Codec[NDBuffer, Buffer]):
+class ArrayBytesCodec(BaseCodec[NDBuffer, Buffer]):
     """Base class for array-to-bytes codecs."""
 
     ...
 
 
-class BytesBytesCodec(_Codec[Buffer, Buffer]):
+class BytesBytesCodec(BaseCodec[Buffer, Buffer]):
     """Base class for bytes-to-bytes codecs."""
 
     ...

From a24e1943de308f0250584e5cb8af4b0e213e50d7 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sun, 6 Oct 2024 22:48:10 -0700
Subject: [PATCH 0736/1078] Bump pypa/gh-action-pypi-publish in the actions
 group (#2305)

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.10.2 to 1.10.3
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.2...v1.10.3)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index b03ea06bf7..f694039ce7 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -55,7 +55,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.10.2
+      - uses: pypa/gh-action-pypi-publish@v1.10.3
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From f175de475fd2d45e9df90ad313e0e57eb7ef7fa2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 7 Oct 2024 10:35:58 -0700
Subject: [PATCH 0737/1078] Bump pypa/gh-action-pypi-publish in the actions
 group (#2304)

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.10.2 to 1.10.3
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.2...v1.10.3)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index dccfbc208f..26b669abea 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -64,7 +64,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.10.2
+      - uses: pypa/gh-action-pypi-publish@v1.10.3
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From 1674282925d4b96d81e19ddbcf812f6f26f38b85 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 7 Oct 2024 10:36:11 -0700
Subject: [PATCH 0738/1078] fix: array creation prototype (#2306)

---
 src/zarr/core/group.py | 44 +++++++++++++++---------------------------
 tests/v3/test_group.py | 10 +++++-----
 2 files changed, 21 insertions(+), 33 deletions(-)

diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 08ac7665bd..adcaf46e6c 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -768,24 +768,20 @@ async def full(
         )
 
     async def empty_like(
-        self, *, name: str, prototype: async_api.ArrayLike, **kwargs: Any
+        self, *, name: str, data: async_api.ArrayLike, **kwargs: Any
     ) -> AsyncArray:
-        return await async_api.empty_like(a=prototype, store=self.store_path, path=name, **kwargs)
+        return await async_api.empty_like(a=data, store=self.store_path, path=name, **kwargs)
 
     async def zeros_like(
-        self, *, name: str, prototype: async_api.ArrayLike, **kwargs: Any
+        self, *, name: str, data: async_api.ArrayLike, **kwargs: Any
     ) -> AsyncArray:
-        return await async_api.zeros_like(a=prototype, store=self.store_path, path=name, **kwargs)
+        return await async_api.zeros_like(a=data, store=self.store_path, path=name, **kwargs)
 
-    async def ones_like(
-        self, *, name: str, prototype: async_api.ArrayLike, **kwargs: Any
-    ) -> AsyncArray:
-        return await async_api.ones_like(a=prototype, store=self.store_path, path=name, **kwargs)
+    async def ones_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> AsyncArray:
+        return await async_api.ones_like(a=data, store=self.store_path, path=name, **kwargs)
 
-    async def full_like(
-        self, *, name: str, prototype: async_api.ArrayLike, **kwargs: Any
-    ) -> AsyncArray:
-        return await async_api.full_like(a=prototype, store=self.store_path, path=name, **kwargs)
+    async def full_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> AsyncArray:
+        return await async_api.full_like(a=data, store=self.store_path, path=name, **kwargs)
 
     async def move(self, source: str, dest: str) -> None:
         raise NotImplementedError
@@ -1171,25 +1167,17 @@ def full(
             )
         )
 
-    def empty_like(self, *, name: str, prototype: async_api.ArrayLike, **kwargs: Any) -> Array:
-        return Array(
-            self._sync(self._async_group.empty_like(name=name, prototype=prototype, **kwargs))
-        )
+    def empty_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> Array:
+        return Array(self._sync(self._async_group.empty_like(name=name, data=data, **kwargs)))
 
-    def zeros_like(self, *, name: str, prototype: async_api.ArrayLike, **kwargs: Any) -> Array:
-        return Array(
-            self._sync(self._async_group.zeros_like(name=name, prototype=prototype, **kwargs))
-        )
+    def zeros_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> Array:
+        return Array(self._sync(self._async_group.zeros_like(name=name, data=data, **kwargs)))
 
-    def ones_like(self, *, name: str, prototype: async_api.ArrayLike, **kwargs: Any) -> Array:
-        return Array(
-            self._sync(self._async_group.ones_like(name=name, prototype=prototype, **kwargs))
-        )
+    def ones_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> Array:
+        return Array(self._sync(self._async_group.ones_like(name=name, data=data, **kwargs)))
 
-    def full_like(self, *, name: str, prototype: async_api.ArrayLike, **kwargs: Any) -> Array:
-        return Array(
-            self._sync(self._async_group.full_like(name=name, prototype=prototype, **kwargs))
-        )
+    def full_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> Array:
+        return Array(self._sync(self._async_group.full_like(name=name, data=data, **kwargs)))
 
     def move(self, source: str, dest: str) -> None:
         return self._sync(self._async_group.move(source, dest))
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 9d9f486051..d41955b274 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -447,7 +447,7 @@ def test_group_array_creation(
     assert empty_array.shape == shape
     assert empty_array.store_path.store == store
 
-    empty_like_array = group.empty_like(name="empty_like", prototype=empty_array)
+    empty_like_array = group.empty_like(name="empty_like", data=empty_array)
     assert isinstance(empty_like_array, Array)
     assert empty_like_array.fill_value == 0
     assert empty_like_array.shape == shape
@@ -459,7 +459,7 @@ def test_group_array_creation(
     assert empty_array_bool.shape == shape
     assert empty_array_bool.store_path.store == store
 
-    empty_like_array_bool = group.empty_like(name="empty_like_bool", prototype=empty_array_bool)
+    empty_like_array_bool = group.empty_like(name="empty_like_bool", data=empty_array_bool)
     assert isinstance(empty_like_array_bool, Array)
     assert not empty_like_array_bool.fill_value
     assert empty_like_array_bool.shape == shape
@@ -471,7 +471,7 @@ def test_group_array_creation(
     assert zeros_array.shape == shape
     assert zeros_array.store_path.store == store
 
-    zeros_like_array = group.zeros_like(name="zeros_like", prototype=zeros_array)
+    zeros_like_array = group.zeros_like(name="zeros_like", data=zeros_array)
     assert isinstance(zeros_like_array, Array)
     assert zeros_like_array.fill_value == 0
     assert zeros_like_array.shape == shape
@@ -483,7 +483,7 @@ def test_group_array_creation(
     assert ones_array.shape == shape
     assert ones_array.store_path.store == store
 
-    ones_like_array = group.ones_like(name="ones_like", prototype=ones_array)
+    ones_like_array = group.ones_like(name="ones_like", data=ones_array)
     assert isinstance(ones_like_array, Array)
     assert ones_like_array.fill_value == 1
     assert ones_like_array.shape == shape
@@ -495,7 +495,7 @@ def test_group_array_creation(
     assert full_array.shape == shape
     assert full_array.store_path.store == store
 
-    full_like_array = group.full_like(name="full_like", prototype=full_array, fill_value=43)
+    full_like_array = group.full_like(name="full_like", data=full_array, fill_value=43)
     assert isinstance(full_like_array, Array)
     assert full_like_array.fill_value == 43
     assert full_like_array.shape == shape

From cc50b4126e0cfd301713c521ae2503552a4b2033 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Mon, 7 Oct 2024 14:04:08 -0500
Subject: [PATCH 0739/1078] base64 encode fill value for some dtypes with
 `zarr_format=2` (#2286)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 src/zarr/abc/metadata.py     |  1 -
 src/zarr/core/metadata/v2.py | 20 +++++++++++++++++--
 tests/v3/test_v2.py          | 38 ++++++++++++++++++++++++++++++++++++
 3 files changed, 56 insertions(+), 3 deletions(-)

diff --git a/src/zarr/abc/metadata.py b/src/zarr/abc/metadata.py
index 239d151c0c..291ceb459c 100644
--- a/src/zarr/abc/metadata.py
+++ b/src/zarr/abc/metadata.py
@@ -22,7 +22,6 @@ def to_dict(self) -> dict[str, JSON]:
         are instances of `Metadata`. Sequences of `Metadata` are similarly recursed into, and
         the output of that recursion is collected in a list.
         """
-        ...
         out_dict = {}
         for field in fields(self):
             key = field.name
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index 19b44ec450..ec44673f9d 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -1,8 +1,9 @@
 from __future__ import annotations
 
+import base64
 from collections.abc import Iterable
 from enum import Enum
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, cast
 
 if TYPE_CHECKING:
     from typing import Any, Literal, Self
@@ -31,7 +32,7 @@ class ArrayV2Metadata(ArrayMetadata):
     shape: ChunkCoords
     chunk_grid: RegularChunkGrid
     data_type: np.dtype[Any]
-    fill_value: None | int | float = 0
+    fill_value: None | int | float | str | bytes = 0
     order: Literal["C", "F"] = "C"
     filters: tuple[numcodecs.abc.Codec, ...] | None = None
     dimension_separator: Literal[".", "/"] = "."
@@ -140,6 +141,13 @@ def from_dict(cls, data: dict[str, Any]) -> ArrayV2Metadata:
         _data = data.copy()
         # check that the zarr_format attribute is correct
         _ = parse_zarr_format(_data.pop("zarr_format"))
+        dtype = parse_dtype(_data["dtype"])
+
+        if dtype.kind in "SV":
+            fill_value_encoded = _data.get("fill_value")
+            if fill_value_encoded is not None:
+                fill_value = base64.standard_b64decode(fill_value_encoded)
+                _data["fill_value"] = fill_value
 
         # zarr v2 allowed arbitrary keys here.
         # We don't want the ArrayV2Metadata constructor to fail just because someone put an
@@ -155,6 +163,14 @@ def from_dict(cls, data: dict[str, Any]) -> ArrayV2Metadata:
 
     def to_dict(self) -> dict[str, JSON]:
         zarray_dict = super().to_dict()
+
+        if self.dtype.kind in "SV" and self.fill_value is not None:
+            # There's a relationship between self.dtype and self.fill_value
+            # that mypy isn't aware of. The fact that we have S or V dtype here
+            # means we should have a bytes-type fill_value.
+            fill_value = base64.standard_b64encode(cast(bytes, self.fill_value)).decode("ascii")
+            zarray_dict["fill_value"] = fill_value
+
         _ = zarray_dict.pop("chunk_grid")
         zarray_dict["chunks"] = self.chunk_grid.chunk_shape
 
diff --git a/tests/v3/test_v2.py b/tests/v3/test_v2.py
index 95a5f66602..f488782d78 100644
--- a/tests/v3/test_v2.py
+++ b/tests/v3/test_v2.py
@@ -1,3 +1,4 @@
+import json
 from collections.abc import Iterator
 
 import numpy as np
@@ -6,6 +7,9 @@
 from numcodecs.blosc import Blosc
 
 import zarr
+import zarr.core.buffer.cpu
+import zarr.core.metadata
+import zarr.storage
 from zarr import Array
 from zarr.storage import MemoryStore, StorePath
 
@@ -46,3 +50,37 @@ def test_codec_pipeline() -> None:
     result = array[:]
     expected = np.ones(1)
     np.testing.assert_array_equal(result, expected)
+
+
+@pytest.mark.parametrize("dtype", ["|S", "|V"])
+async def test_v2_encode_decode(dtype):
+    store = zarr.storage.MemoryStore(mode="w")
+    g = zarr.group(store=store, zarr_format=2)
+    g.create_array(
+        name="foo",
+        shape=(3,),
+        chunks=(3,),
+        dtype=dtype,
+        fill_value=b"X",
+    )
+
+    result = await store.get("foo/.zarray", zarr.core.buffer.default_buffer_prototype())
+    assert result is not None
+
+    serialized = json.loads(result.to_bytes())
+    expected = {
+        "chunks": [3],
+        "compressor": None,
+        "dtype": f"{dtype}0",
+        "fill_value": "WA==",
+        "filters": None,
+        "order": "C",
+        "shape": [3],
+        "zarr_format": 2,
+        "dimension_separator": ".",
+    }
+    assert serialized == expected
+
+    data = zarr.open_array(store=store, path="foo")[:]
+    expected = np.full((3,), b"X", dtype=dtype)
+    np.testing.assert_equal(data, expected)

From a1dfd016983733277ed9a925aaef6fb2a08938e5 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 7 Oct 2024 15:21:28 -0700
Subject: [PATCH 0740/1078] Bump the requirements group with 2 updates (#2303)

Bumps the requirements group with 2 updates: [numpy](https://github.com/numpy/numpy) and [redis](https://github.com/redis/redis-py).


Updates `numpy` from 2.1.1 to 2.1.2
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v2.1.1...v2.1.2)

Updates `redis` from 5.1.0 to 5.1.1
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v5.1.0...v5.1.1)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_numpy.txt    | 2 +-
 requirements_dev_optional.txt | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/requirements_dev_numpy.txt b/requirements_dev_numpy.txt
index 190610d3d3..4a619aa3ef 100644
--- a/requirements_dev_numpy.txt
+++ b/requirements_dev_numpy.txt
@@ -1,4 +1,4 @@
 # Break this out into a separate file to allow testing against
 # different versions of numpy. This file should pin to the latest
 # numpy version.
-numpy==2.1.1
+numpy==2.1.2
diff --git a/requirements_dev_optional.txt b/requirements_dev_optional.txt
index 52c4a737a1..df1d4fd793 100644
--- a/requirements_dev_optional.txt
+++ b/requirements_dev_optional.txt
@@ -8,7 +8,7 @@ ipywidgets==8.1.5
 # don't let pyup change pinning for azure-storage-blob, need to pin to older
 # version to get compatibility with azure storage emulator on appveyor (FIXME)
 azure-storage-blob==12.21.0 # pyup: ignore
-redis==5.1.0
+redis==5.1.1
 types-redis
 types-setuptools
 pymongo==4.10.1

From c258b275d717106be6cdbe403e585fe03f67961e Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 8 Oct 2024 08:49:41 +0200
Subject: [PATCH 0741/1078] chore: update pre-commit hooks (#2307)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* chore: update pre-commit hooks

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.6.8 → v0.6.9](https://github.com/astral-sh/ruff-pre-commit/compare/v0.6.8...v0.6.9)
- [github.com/pre-commit/pre-commit-hooks: v4.6.0 → v5.0.0](https://github.com/pre-commit/pre-commit-hooks/compare/v4.6.0...v5.0.0)

* Fix pre-commit config

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: David Stansby <dstansby@gmail.com>
---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e7868d29d9..80a0e6cc2f 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.6.8
+    rev: v0.6.9
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
@@ -18,7 +18,7 @@ repos:
       - id: codespell
         args: ["-L", "ba,ihs,kake,nd,noe,nwo,te,fo,zar", "-S", "fixture"]
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.6.0
+    rev: v5.0.0
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy

From 7e2be57e3d3c176730bb59aa23c77cd6005f4c85 Mon Sep 17 00:00:00 2001
From: Ryan Abernathey <ryan.abernathey@gmail.com>
Date: Tue, 8 Oct 2024 15:07:20 -0400
Subject: [PATCH 0742/1078] Add `string` and `bytes` dtypes plus `vlen-utf8`
 and `vlen-bytes` codecs (#2036)

* add legacy vlen-utf8 codec

* got it working again

* got strings working; broke everything else

* change v3.metadata.data_type type

* fixed tests

* satisfy mypy for tests

* make strings work

* add missing module

* store -> storage

* rename module

* add vlen bytes

* fix type assertions in test

* much better validation of fill value

* retype parse_fill_value

* tests pass but not mypy

* attempted to change parse_fill_value typing

* restore DEFAULT_DTYPE

* fixup

* docstring

* update test

* add better DataType tests

* more progress on typing; still not passing mypy

* fix typing yay!

* make types work with numpy <, 2

* Apply suggestions from code review

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* Apply suggestions from code review

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* apply Joe's suggestions

* add missing module

* make _STRING_DTYPE private to try to make sphinx happy

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Tom Augspurger <tom.w.augspurger@gmail.com>
Co-authored-by: Joe Hamman <jhamman1@gmail.com>
---
 src/zarr/codecs/__init__.py       |  21 +++
 src/zarr/codecs/vlen_utf8.py      | 117 +++++++++++++++++
 src/zarr/core/array.py            |   8 +-
 src/zarr/core/buffer/core.py      |   6 +-
 src/zarr/core/config.py           |   2 +
 src/zarr/core/metadata/v3.py      | 205 ++++++++++++++++++++----------
 src/zarr/core/strings.py          |  87 +++++++++++++
 tests/test_strings.py             |  35 +++++
 tests/v3/test_array.py            |  38 +++++-
 tests/v3/test_codecs/test_vlen.py |  95 ++++++++++++++
 tests/v3/test_config.py           |   2 +
 tests/v3/test_metadata/test_v3.py |  62 +++++----
 12 files changed, 584 insertions(+), 94 deletions(-)
 create mode 100644 src/zarr/codecs/vlen_utf8.py
 create mode 100644 src/zarr/core/strings.py
 create mode 100644 tests/test_strings.py
 create mode 100644 tests/v3/test_codecs/test_vlen.py

diff --git a/src/zarr/codecs/__init__.py b/src/zarr/codecs/__init__.py
index 9394284319..ac647d7863 100644
--- a/src/zarr/codecs/__init__.py
+++ b/src/zarr/codecs/__init__.py
@@ -1,5 +1,10 @@
 from __future__ import annotations
 
+from typing import TYPE_CHECKING, Any
+
+if TYPE_CHECKING:
+    import numpy as np
+
 from zarr.codecs.blosc import BloscCname, BloscCodec, BloscShuffle
 from zarr.codecs.bytes import BytesCodec, Endian
 from zarr.codecs.crc32c_ import Crc32cCodec
@@ -7,7 +12,9 @@
 from zarr.codecs.pipeline import BatchedCodecPipeline
 from zarr.codecs.sharding import ShardingCodec, ShardingCodecIndexLocation
 from zarr.codecs.transpose import TransposeCodec
+from zarr.codecs.vlen_utf8 import VLenBytesCodec, VLenUTF8Codec
 from zarr.codecs.zstd import ZstdCodec
+from zarr.core.metadata.v3 import DataType
 
 __all__ = [
     "BatchedCodecPipeline",
@@ -21,5 +28,19 @@
     "ShardingCodec",
     "ShardingCodecIndexLocation",
     "TransposeCodec",
+    "VLenUTF8Codec",
+    "VLenBytesCodec",
     "ZstdCodec",
 ]
+
+
+def _get_default_array_bytes_codec(
+    np_dtype: np.dtype[Any],
+) -> BytesCodec | VLenUTF8Codec | VLenBytesCodec:
+    dtype = DataType.from_numpy(np_dtype)
+    if dtype == DataType.string:
+        return VLenUTF8Codec()
+    elif dtype == DataType.bytes:
+        return VLenBytesCodec()
+    else:
+        return BytesCodec()
diff --git a/src/zarr/codecs/vlen_utf8.py b/src/zarr/codecs/vlen_utf8.py
new file mode 100644
index 0000000000..43544e0809
--- /dev/null
+++ b/src/zarr/codecs/vlen_utf8.py
@@ -0,0 +1,117 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import TYPE_CHECKING
+
+import numpy as np
+from numcodecs.vlen import VLenBytes, VLenUTF8
+
+from zarr.abc.codec import ArrayBytesCodec
+from zarr.core.buffer import Buffer, NDBuffer
+from zarr.core.common import JSON, parse_named_configuration
+from zarr.core.strings import cast_to_string_dtype
+from zarr.registry import register_codec
+
+if TYPE_CHECKING:
+    from typing import Self
+
+    from zarr.core.array_spec import ArraySpec
+
+
+# can use a global because there are no parameters
+_vlen_utf8_codec = VLenUTF8()
+_vlen_bytes_codec = VLenBytes()
+
+
+@dataclass(frozen=True)
+class VLenUTF8Codec(ArrayBytesCodec):
+    @classmethod
+    def from_dict(cls, data: dict[str, JSON]) -> Self:
+        _, configuration_parsed = parse_named_configuration(
+            data, "vlen-utf8", require_configuration=False
+        )
+        configuration_parsed = configuration_parsed or {}
+        return cls(**configuration_parsed)
+
+    def to_dict(self) -> dict[str, JSON]:
+        return {"name": "vlen-utf8", "configuration": {}}
+
+    def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
+        return self
+
+    async def _decode_single(
+        self,
+        chunk_bytes: Buffer,
+        chunk_spec: ArraySpec,
+    ) -> NDBuffer:
+        assert isinstance(chunk_bytes, Buffer)
+
+        raw_bytes = chunk_bytes.as_array_like()
+        decoded = _vlen_utf8_codec.decode(raw_bytes)
+        assert decoded.dtype == np.object_
+        decoded.shape = chunk_spec.shape
+        # coming out of the code, we know this is safe, so don't issue a warning
+        as_string_dtype = cast_to_string_dtype(decoded, safe=True)
+        return chunk_spec.prototype.nd_buffer.from_numpy_array(as_string_dtype)
+
+    async def _encode_single(
+        self,
+        chunk_array: NDBuffer,
+        chunk_spec: ArraySpec,
+    ) -> Buffer | None:
+        assert isinstance(chunk_array, NDBuffer)
+        return chunk_spec.prototype.buffer.from_bytes(
+            _vlen_utf8_codec.encode(chunk_array.as_numpy_array())
+        )
+
+    def compute_encoded_size(self, input_byte_length: int, _chunk_spec: ArraySpec) -> int:
+        # what is input_byte_length for an object dtype?
+        raise NotImplementedError("compute_encoded_size is not implemented for VLen codecs")
+
+
+@dataclass(frozen=True)
+class VLenBytesCodec(ArrayBytesCodec):
+    @classmethod
+    def from_dict(cls, data: dict[str, JSON]) -> Self:
+        _, configuration_parsed = parse_named_configuration(
+            data, "vlen-bytes", require_configuration=False
+        )
+        configuration_parsed = configuration_parsed or {}
+        return cls(**configuration_parsed)
+
+    def to_dict(self) -> dict[str, JSON]:
+        return {"name": "vlen-bytes", "configuration": {}}
+
+    def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
+        return self
+
+    async def _decode_single(
+        self,
+        chunk_bytes: Buffer,
+        chunk_spec: ArraySpec,
+    ) -> NDBuffer:
+        assert isinstance(chunk_bytes, Buffer)
+
+        raw_bytes = chunk_bytes.as_array_like()
+        decoded = _vlen_bytes_codec.decode(raw_bytes)
+        assert decoded.dtype == np.object_
+        decoded.shape = chunk_spec.shape
+        return chunk_spec.prototype.nd_buffer.from_numpy_array(decoded)
+
+    async def _encode_single(
+        self,
+        chunk_array: NDBuffer,
+        chunk_spec: ArraySpec,
+    ) -> Buffer | None:
+        assert isinstance(chunk_array, NDBuffer)
+        return chunk_spec.prototype.buffer.from_bytes(
+            _vlen_bytes_codec.encode(chunk_array.as_numpy_array())
+        )
+
+    def compute_encoded_size(self, input_byte_length: int, _chunk_spec: ArraySpec) -> int:
+        # what is input_byte_length for an object dtype?
+        raise NotImplementedError("compute_encoded_size is not implemented for VLen codecs")
+
+
+register_codec("vlen-utf8", VLenUTF8Codec)
+register_codec("vlen-bytes", VLenBytesCodec)
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 9a78297c6f..9f5591ce1e 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -11,7 +11,7 @@
 
 from zarr._compat import _deprecate_positional_args
 from zarr.abc.store import Store, set_or_delete
-from zarr.codecs import BytesCodec
+from zarr.codecs import _get_default_array_bytes_codec
 from zarr.codecs._v2 import V2Compressor, V2Filters
 from zarr.core.attributes import Attributes
 from zarr.core.buffer import (
@@ -318,7 +318,11 @@ async def _create_v3(
             await ensure_no_existing_node(store_path, zarr_format=3)
 
         shape = parse_shapelike(shape)
-        codecs = list(codecs) if codecs is not None else [BytesCodec()]
+        codecs = (
+            list(codecs)
+            if codecs is not None
+            else [_get_default_array_bytes_codec(np.dtype(dtype))]
+        )
 
         if chunk_key_encoding is None:
             chunk_key_encoding = ("default", "/")
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index f2f81d9c51..1fbf58c618 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -313,8 +313,6 @@ class NDBuffer:
     """
 
     def __init__(self, array: NDArrayLike) -> None:
-        # assert array.ndim > 0
-        assert array.dtype != object
         self._data = array
 
     @classmethod
@@ -467,9 +465,11 @@ def all_equal(self, other: Any, equal_nan: bool = True) -> bool:
             # Handle None fill_value for Zarr V2
             return False
         # use array_equal to obtain equal_nan=True functionality
+        # Since fill-value is a scalar, isn't there a faster path than allocating a new array for fill value
+        # every single time we have to write data?
         _data, other = np.broadcast_arrays(self._data, other)
         return np.array_equal(
-            self._data, other, equal_nan=equal_nan if self._data.dtype.kind not in "US" else False
+            self._data, other, equal_nan=equal_nan if self._data.dtype.kind not in "USTO" else False
         )
 
     def fill(self, value: Any) -> None:
diff --git a/src/zarr/core/config.py b/src/zarr/core/config.py
index 735755616f..3fe7d803d2 100644
--- a/src/zarr/core/config.py
+++ b/src/zarr/core/config.py
@@ -58,6 +58,8 @@ def reset(self) -> None:
                 "crc32c": "zarr.codecs.crc32c_.Crc32cCodec",
                 "sharding_indexed": "zarr.codecs.sharding.ShardingCodec",
                 "transpose": "zarr.codecs.transpose.TransposeCodec",
+                "vlen-utf8": "zarr.codecs.vlen_utf8.VLenUTF8Codec",
+                "vlen-bytes": "zarr.codecs.vlen_utf8.VLenBytesCodec",
             },
             "buffer": "zarr.core.buffer.cpu.Buffer",
             "ndbuffer": "zarr.core.buffer.cpu.NDBuffer",
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 692f778566..47c6106bfe 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -1,7 +1,7 @@
 from __future__ import annotations
 
 import warnings
-from typing import TYPE_CHECKING, cast, overload
+from typing import TYPE_CHECKING, overload
 
 if TYPE_CHECKING:
     from typing import Self
@@ -14,7 +14,7 @@
 from collections.abc import Iterable, Sequence
 from dataclasses import dataclass, field, replace
 from enum import Enum
-from typing import Any, Literal
+from typing import Any, Literal, cast
 
 import numcodecs.abc
 import numpy as np
@@ -28,6 +28,7 @@
 from zarr.core.common import ZARR_JSON, parse_named_configuration, parse_shapelike
 from zarr.core.config import config
 from zarr.core.metadata.common import ArrayMetadata, parse_attributes
+from zarr.core.strings import _STRING_DTYPE as STRING_NP_DTYPE
 from zarr.registry import get_codec_class
 
 DEFAULT_DTYPE = "float64"
@@ -63,6 +64,34 @@ def parse_codecs(data: object) -> tuple[Codec, ...]:
     return out
 
 
+def validate_codecs(codecs: tuple[Codec, ...], dtype: DataType) -> None:
+    """Check that the codecs are valid for the given dtype"""
+
+    # ensure that we have at least one ArrayBytesCodec
+    abcs: list[ArrayBytesCodec] = []
+    for codec in codecs:
+        if isinstance(codec, ArrayBytesCodec):
+            abcs.append(codec)
+    if len(abcs) == 0:
+        raise ValueError("At least one ArrayBytesCodec is required.")
+    elif len(abcs) > 1:
+        raise ValueError("Only one ArrayBytesCodec is allowed.")
+
+    abc = abcs[0]
+
+    # we need to have special codecs if we are decoding vlen strings or bytestrings
+    # TODO: use codec ID instead of class name
+    codec_id = abc.__class__.__name__
+    if dtype == DataType.string and not codec_id == "VLenUTF8Codec":
+        raise ValueError(
+            f"For string dtype, ArrayBytesCodec must be `VLenUTF8Codec`, got `{codec_id}`."
+        )
+    if dtype == DataType.bytes and not codec_id == "VLenBytesCodec":
+        raise ValueError(
+            f"For bytes dtype, ArrayBytesCodec must be `VLenBytesCodec`, got `{codec_id}`."
+        )
+
+
 def parse_dimension_names(data: object) -> tuple[str | None, ...] | None:
     if data is None:
         return data
@@ -185,7 +214,12 @@ def __init__(
         chunk_grid_parsed = ChunkGrid.from_dict(chunk_grid)
         chunk_key_encoding_parsed = ChunkKeyEncoding.from_dict(chunk_key_encoding)
         dimension_names_parsed = parse_dimension_names(dimension_names)
-        fill_value_parsed = parse_fill_value(fill_value, dtype=data_type_parsed.to_numpy())
+        if fill_value is None:
+            fill_value = default_fill_value(data_type_parsed)
+        # we pass a string here rather than an enum to make mypy happy
+        fill_value_parsed = parse_fill_value(
+            fill_value, dtype=cast(ALL_DTYPES, data_type_parsed.value)
+        )
         attributes_parsed = parse_attributes(attributes)
         codecs_parsed_partial = parse_codecs(codecs)
         storage_transformers_parsed = parse_storage_transformers(storage_transformers)
@@ -198,6 +232,7 @@ def __init__(
             prototype=default_buffer_prototype(),  # TODO: prototype is not needed here.
         )
         codecs_parsed = [c.evolve_from_array_spec(array_spec) for c in codecs_parsed_partial]
+        validate_codecs(codecs_parsed_partial, data_type_parsed)
 
         object.__setattr__(self, "shape", shape_parsed)
         object.__setattr__(self, "data_type", data_type_parsed)
@@ -297,72 +332,71 @@ def update_attributes(self, attributes: dict[str, JSON]) -> Self:
         return replace(self, attributes=attributes)
 
 
+# enum Literals can't be used in typing, so we have to restate all of the V3 dtypes as types
+# https://github.com/python/typing/issues/781
+
+BOOL_DTYPE = Literal["bool"]
 BOOL = np.bool_
-BOOL_DTYPE = np.dtypes.BoolDType
-INTEGER_DTYPE = (
-    np.dtypes.Int8DType
-    | np.dtypes.Int16DType
-    | np.dtypes.Int32DType
-    | np.dtypes.Int64DType
-    | np.dtypes.UInt8DType
-    | np.dtypes.UInt16DType
-    | np.dtypes.UInt32DType
-    | np.dtypes.UInt64DType
-)
+INTEGER_DTYPE = Literal["int8", "int16", "int32", "int64", "uint8", "uint16", "uint32", "uint64"]
 INTEGER = np.int8 | np.int16 | np.int32 | np.int64 | np.uint8 | np.uint16 | np.uint32 | np.uint64
-FLOAT_DTYPE = np.dtypes.Float16DType | np.dtypes.Float32DType | np.dtypes.Float64DType
+FLOAT_DTYPE = Literal["float16", "float32", "float64"]
 FLOAT = np.float16 | np.float32 | np.float64
-COMPLEX_DTYPE = np.dtypes.Complex64DType | np.dtypes.Complex128DType
+COMPLEX_DTYPE = Literal["complex64", "complex128"]
 COMPLEX = np.complex64 | np.complex128
+STRING_DTYPE = Literal["string"]
+STRING = np.str_
+BYTES_DTYPE = Literal["bytes"]
+BYTES = np.bytes_
+
+ALL_DTYPES = BOOL_DTYPE | INTEGER_DTYPE | FLOAT_DTYPE | COMPLEX_DTYPE | STRING_DTYPE | BYTES_DTYPE
 
 
 @overload
 def parse_fill_value(
-    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool | None,
+    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool,
     dtype: BOOL_DTYPE,
 ) -> BOOL: ...
 
 
 @overload
 def parse_fill_value(
-    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool | None,
+    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool,
     dtype: INTEGER_DTYPE,
 ) -> INTEGER: ...
 
 
 @overload
 def parse_fill_value(
-    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool | None,
+    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool,
     dtype: FLOAT_DTYPE,
 ) -> FLOAT: ...
 
 
 @overload
 def parse_fill_value(
-    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool | None,
+    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool,
     dtype: COMPLEX_DTYPE,
 ) -> COMPLEX: ...
 
 
 @overload
 def parse_fill_value(
-    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool | None,
-    dtype: np.dtype[Any],
-) -> Any:
-    # This dtype[Any] is unfortunately necessary right now.
-    # See https://github.com/zarr-developers/zarr-python/issues/2131#issuecomment-2318010899
-    # for more details, but `dtype` here (which comes from `parse_dtype`)
-    # is np.dtype[Any].
-    #
-    # If you want the specialized types rather than Any, you need to use `np.dtypes.<dtype>`
-    # rather than np.dtypes(<type>)
-    ...
+    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool,
+    dtype: STRING_DTYPE,
+) -> STRING: ...
 
 
+@overload
 def parse_fill_value(
-    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool | None,
-    dtype: BOOL_DTYPE | INTEGER_DTYPE | FLOAT_DTYPE | COMPLEX_DTYPE | np.dtype[Any],
-) -> BOOL | INTEGER | FLOAT | COMPLEX | Any:
+    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool,
+    dtype: BYTES_DTYPE,
+) -> BYTES: ...
+
+
+def parse_fill_value(
+    fill_value: Any,
+    dtype: ALL_DTYPES,
+) -> Any:
     """
     Parse `fill_value`, a potential fill value, into an instance of `dtype`, a data type.
     If `fill_value` is `None`, then this function will return the result of casting the value 0
@@ -376,29 +410,37 @@ def parse_fill_value(
     ----------
     fill_value: Any
         A potential fill value.
-    dtype: BOOL_DTYPE | INTEGER_DTYPE | FLOAT_DTYPE | COMPLEX_DTYPE
-        A numpy data type that models a data type defined in the Zarr V3 specification.
+    dtype: str
+        A valid Zarr V3 DataType.
 
     Returns
     -------
     A scalar instance of `dtype`
     """
+    data_type = DataType(dtype)
     if fill_value is None:
-        return dtype.type(0)
+        raise ValueError("Fill value cannot be None")
+    if data_type == DataType.string:
+        return np.str_(fill_value)
+    if data_type == DataType.bytes:
+        return np.bytes_(fill_value)
+
+    # the rest are numeric types
+    np_dtype = cast(np.dtype[np.generic], data_type.to_numpy())
+
     if isinstance(fill_value, Sequence) and not isinstance(fill_value, str):
-        if dtype.type in (np.complex64, np.complex128):
-            dtype = cast(COMPLEX_DTYPE, dtype)
+        if data_type in (DataType.complex64, DataType.complex128):
             if len(fill_value) == 2:
                 # complex datatypes serialize to JSON arrays with two elements
-                return dtype.type(complex(*fill_value))
+                return np_dtype.type(complex(*fill_value))
             else:
                 msg = (
-                    f"Got an invalid fill value for complex data type {dtype}."
+                    f"Got an invalid fill value for complex data type {data_type.value}."
                     f"Expected a sequence with 2 elements, but {fill_value!r} has "
                     f"length {len(fill_value)}."
                 )
                 raise ValueError(msg)
-        msg = f"Cannot parse non-string sequence {fill_value!r} as a scalar with type {dtype}."
+        msg = f"Cannot parse non-string sequence {fill_value!r} as a scalar with type {data_type.value}."
         raise TypeError(msg)
 
     # Cast the fill_value to the given dtype
@@ -409,27 +451,38 @@ def parse_fill_value(
         # fill_value != casted_value below.
         with warnings.catch_warnings():
             warnings.filterwarnings("ignore", category=DeprecationWarning)
-            casted_value = np.dtype(dtype).type(fill_value)
+            casted_value = np.dtype(np_dtype).type(fill_value)
     except (ValueError, OverflowError, TypeError) as e:
-        raise ValueError(f"fill value {fill_value!r} is not valid for dtype {dtype}") from e
+        raise ValueError(f"fill value {fill_value!r} is not valid for dtype {data_type}") from e
     # Check if the value is still representable by the dtype
     if fill_value == "NaN" and np.isnan(casted_value):
         pass
     elif fill_value in ["Infinity", "-Infinity"] and not np.isfinite(casted_value):
         pass
-    elif dtype.kind in "cf":
+    elif np_dtype.kind in "cf":
         # float comparison is not exact, especially when dtype <float64
         # so we us np.isclose for this comparison.
         # this also allows us to compare nan fill_values
         if not np.isclose(fill_value, casted_value, equal_nan=True):
-            raise ValueError(f"fill value {fill_value!r} is not valid for dtype {dtype}")
+            raise ValueError(f"fill value {fill_value!r} is not valid for dtype {data_type}")
     else:
         if fill_value != casted_value:
-            raise ValueError(f"fill value {fill_value!r} is not valid for dtype {dtype}")
+            raise ValueError(f"fill value {fill_value!r} is not valid for dtype {data_type}")
 
     return casted_value
 
 
+def default_fill_value(dtype: DataType) -> str | bytes | np.generic:
+    if dtype == DataType.string:
+        return ""
+    elif dtype == DataType.bytes:
+        return b""
+    else:
+        np_dtype = dtype.to_numpy()
+        np_dtype = cast(np.dtype[np.generic], np_dtype)
+        return np_dtype.type(0)
+
+
 # For type checking
 _bool = bool
 
@@ -449,9 +502,11 @@ class DataType(Enum):
     float64 = "float64"
     complex64 = "complex64"
     complex128 = "complex128"
+    string = "string"
+    bytes = "bytes"
 
     @property
-    def byte_count(self) -> int:
+    def byte_count(self) -> None | int:
         data_type_byte_counts = {
             DataType.bool: 1,
             DataType.int8: 1,
@@ -468,12 +523,15 @@ def byte_count(self) -> int:
             DataType.complex64: 8,
             DataType.complex128: 16,
         }
-        return data_type_byte_counts[self]
+        try:
+            return data_type_byte_counts[self]
+        except KeyError:
+            # string and bytes have variable length
+            return None
 
     @property
     def has_endianness(self) -> _bool:
-        # This might change in the future, e.g. for a complex with 2 8-bit floats
-        return self.byte_count != 1
+        return self.byte_count is not None and self.byte_count != 1
 
     def to_numpy_shortname(self) -> str:
         data_type_to_numpy = {
@@ -494,11 +552,26 @@ def to_numpy_shortname(self) -> str:
         }
         return data_type_to_numpy[self]
 
-    def to_numpy(self) -> np.dtype[Any]:
-        return np.dtype(self.to_numpy_shortname())
+    def to_numpy(self) -> np.dtypes.StringDType | np.dtypes.ObjectDType | np.dtype[np.generic]:
+        # note: it is not possible to round trip DataType <-> np.dtype
+        # due to the fact that DataType.string and DataType.bytes both
+        # generally return np.dtype("O") from this function, even though
+        # they can originate as fixed-length types (e.g. "<U10", "|S5")
+        if self == DataType.string:
+            return STRING_NP_DTYPE
+        elif self == DataType.bytes:
+            # for now always use object dtype for bytestrings
+            # TODO: consider whether we can use fixed-width types (e.g. '|S5') instead
+            return np.dtype("O")
+        else:
+            return np.dtype(self.to_numpy_shortname())
 
     @classmethod
     def from_numpy(cls, dtype: np.dtype[Any]) -> DataType:
+        if dtype.kind in "UT":
+            return DataType.string
+        elif dtype.kind == "S":
+            return DataType.bytes
         dtype_to_data_type = {
             "|b1": "bool",
             "bool": "bool",
@@ -521,18 +594,20 @@ def from_numpy(cls, dtype: np.dtype[Any]) -> DataType:
     @classmethod
     def parse(cls, dtype: None | DataType | Any) -> DataType:
         if dtype is None:
-            # the default dtype
             return DataType[DEFAULT_DTYPE]
         if isinstance(dtype, DataType):
             return dtype
-        else:
-            try:
-                dtype = np.dtype(dtype)
-            except (ValueError, TypeError) as e:
-                raise ValueError(f"Invalid V3 data_type: {dtype}") from e
-            # check that this is a valid v3 data_type
-            try:
-                data_type = DataType.from_numpy(dtype)
-            except KeyError as e:
-                raise ValueError(f"Invalid V3 data_type: {dtype}") from e
-            return data_type
+        try:
+            return DataType(dtype)
+        except ValueError:
+            pass
+        try:
+            dtype = np.dtype(dtype)
+        except (ValueError, TypeError) as e:
+            raise ValueError(f"Invalid V3 data_type: {dtype}") from e
+        # check that this is a valid v3 data_type
+        try:
+            data_type = DataType.from_numpy(dtype)
+        except KeyError as e:
+            raise ValueError(f"Invalid V3 data_type: {dtype}") from e
+        return data_type
diff --git a/src/zarr/core/strings.py b/src/zarr/core/strings.py
new file mode 100644
index 0000000000..9ec391c04a
--- /dev/null
+++ b/src/zarr/core/strings.py
@@ -0,0 +1,87 @@
+"""This module contains utilities for working with string arrays across
+different versions of Numpy.
+"""
+
+from typing import Any, Union, cast
+from warnings import warn
+
+import numpy as np
+
+# _STRING_DTYPE is the in-memory datatype that will be used for V3 string arrays
+# when reading data back from Zarr.
+# Any valid string-like datatype should be fine for *setting* data.
+
+_STRING_DTYPE: Union["np.dtypes.StringDType", "np.dtypes.ObjectDType"]
+_NUMPY_SUPPORTS_VLEN_STRING: bool
+
+
+def cast_array(
+    data: np.ndarray[Any, np.dtype[Any]],
+) -> np.ndarray[Any, Union["np.dtypes.StringDType", "np.dtypes.ObjectDType"]]:
+    raise NotImplementedError
+
+
+try:
+    # this new vlen string dtype was added in NumPy 2.0
+    _STRING_DTYPE = np.dtypes.StringDType()
+    _NUMPY_SUPPORTS_VLEN_STRING = True
+
+    def cast_array(
+        data: np.ndarray[Any, np.dtype[Any]],
+    ) -> np.ndarray[Any, np.dtypes.StringDType | np.dtypes.ObjectDType]:
+        out = data.astype(_STRING_DTYPE, copy=False)
+        return cast(np.ndarray[Any, np.dtypes.StringDType], out)
+
+except AttributeError:
+    # if not available, we fall back on an object array of strings, as in Zarr < 3
+    _STRING_DTYPE = np.dtypes.ObjectDType()
+    _NUMPY_SUPPORTS_VLEN_STRING = False
+
+    def cast_array(
+        data: np.ndarray[Any, np.dtype[Any]],
+    ) -> np.ndarray[Any, Union["np.dtypes.StringDType", "np.dtypes.ObjectDType"]]:
+        out = data.astype(_STRING_DTYPE, copy=False)
+        return cast(np.ndarray[Any, np.dtypes.ObjectDType], out)
+
+
+def cast_to_string_dtype(
+    data: np.ndarray[Any, np.dtype[Any]], safe: bool = False
+) -> np.ndarray[Any, Union["np.dtypes.StringDType", "np.dtypes.ObjectDType"]]:
+    """Take any data and attempt to cast to to our preferred string dtype.
+
+    data :  np.ndarray
+        The data to cast
+
+    safe : bool
+        If True, do not issue a warning if the data is cast from object to string dtype.
+
+    """
+    if np.issubdtype(data.dtype, np.str_):
+        # legacy fixed-width string type (e.g. "<U10")
+        return cast_array(data)
+        # out = data.astype(STRING_DTYPE, copy=False)
+        # return cast(np.ndarray[Any, np.dtypes.StringDType | np.dtypes.ObjectDType], out)
+    if _NUMPY_SUPPORTS_VLEN_STRING:
+        if np.issubdtype(data.dtype, _STRING_DTYPE):
+            # already a valid string variable length string dtype
+            return cast_array(data)
+    if np.issubdtype(data.dtype, np.object_):
+        # object arrays require more careful handling
+        if _NUMPY_SUPPORTS_VLEN_STRING:
+            try:
+                # cast to variable-length string dtype, fail if object contains non-string data
+                # mypy says "error: Unexpected keyword argument "coerce" for "StringDType"  [call-arg]"
+                # also: Value of type variable "_ScalarType" of "astype" of "ndarray" cannot be "str"  [type-var]
+                out = data.astype(np.dtypes.StringDType(coerce=False), copy=False)  # type: ignore[call-arg,type-var]
+                return cast_array(out)
+            except ValueError as e:
+                raise ValueError("Cannot cast object dtype to string dtype") from e
+        else:
+            if not safe:
+                warn(
+                    "Treating object array as valid string array. To avoid this warning, "
+                    "cast the data to a string dtype before passing to Zarr or upgrade to NumPy >= 2.",
+                    stacklevel=2,
+                )
+            return cast_array(data)
+    raise ValueError(f"Cannot cast dtype {data.dtype} to string dtype")
diff --git a/tests/test_strings.py b/tests/test_strings.py
new file mode 100644
index 0000000000..dca0570a25
--- /dev/null
+++ b/tests/test_strings.py
@@ -0,0 +1,35 @@
+"""Tests for the strings module."""
+
+import numpy as np
+import pytest
+
+from zarr.core.strings import _NUMPY_SUPPORTS_VLEN_STRING, _STRING_DTYPE, cast_to_string_dtype
+
+
+def test_string_defaults() -> None:
+    if _NUMPY_SUPPORTS_VLEN_STRING:
+        assert _STRING_DTYPE == np.dtypes.StringDType()
+    else:
+        assert _STRING_DTYPE == np.dtypes.ObjectDType()
+
+
+def test_cast_to_string_dtype() -> None:
+    d1 = np.array(["a", "b", "c"])
+    assert d1.dtype == np.dtype("<U1")
+    d1s = cast_to_string_dtype(d1)
+    assert d1s.dtype == _STRING_DTYPE
+
+    with pytest.raises(ValueError, match="Cannot cast dtype |S1"):
+        cast_to_string_dtype(d1.astype("|S1"))
+
+    if _NUMPY_SUPPORTS_VLEN_STRING:
+        assert cast_to_string_dtype(d1.astype("T")).dtype == _STRING_DTYPE
+        assert cast_to_string_dtype(d1.astype("O")).dtype == _STRING_DTYPE
+        with pytest.raises(ValueError, match="Cannot cast object dtype to string dtype"):
+            cast_to_string_dtype(np.array([1, "b", "c"], dtype="O"))
+    else:
+        with pytest.warns():
+            assert cast_to_string_dtype(d1.astype("O")).dtype == _STRING_DTYPE
+        with pytest.warns():
+            assert cast_to_string_dtype(np.array([1, "b", "c"], dtype="O")).dtype == _STRING_DTYPE
+        assert cast_to_string_dtype(d1.astype("O"), safe=True).dtype == _STRING_DTYPE
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index 291d284483..04adb2a224 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -8,7 +8,7 @@
 import zarr.api.asynchronous
 import zarr.storage
 from zarr import Array, AsyncArray, Group
-from zarr.codecs.bytes import BytesCodec
+from zarr.codecs import BytesCodec, VLenBytesCodec
 from zarr.core.array import chunks_initialized
 from zarr.core.buffer.cpu import NDBuffer
 from zarr.core.common import JSON, ZarrFormat
@@ -370,3 +370,39 @@ def test_chunks_initialized(test_cls: type[Array] | type[AsyncArray]) -> None:
 
         expected = sorted(keys)
         assert observed == expected
+
+
+def test_default_fill_values() -> None:
+    a = Array.create(MemoryStore({}, mode="w"), shape=5, chunk_shape=5, dtype="<U4")
+    assert a.fill_value == ""
+
+    b = Array.create(MemoryStore({}, mode="w"), shape=5, chunk_shape=5, dtype="<S4")
+    assert b.fill_value == b""
+
+    c = Array.create(MemoryStore({}, mode="w"), shape=5, chunk_shape=5, dtype="i")
+    assert c.fill_value == 0
+
+    d = Array.create(MemoryStore({}, mode="w"), shape=5, chunk_shape=5, dtype="f")
+    assert d.fill_value == 0.0
+
+
+def test_vlen_errors() -> None:
+    with pytest.raises(ValueError, match="At least one ArrayBytesCodec is required."):
+        Array.create(MemoryStore({}, mode="w"), shape=5, chunk_shape=5, dtype="<U4", codecs=[])
+
+    with pytest.raises(
+        ValueError,
+        match="For string dtype, ArrayBytesCodec must be `VLenUTF8Codec`, got `BytesCodec`.",
+    ):
+        Array.create(
+            MemoryStore({}, mode="w"), shape=5, chunk_shape=5, dtype="<U4", codecs=[BytesCodec()]
+        )
+
+    with pytest.raises(ValueError, match="Only one ArrayBytesCodec is allowed."):
+        Array.create(
+            MemoryStore({}, mode="w"),
+            shape=5,
+            chunk_shape=5,
+            dtype="<U4",
+            codecs=[BytesCodec(), VLenBytesCodec()],
+        )
diff --git a/tests/v3/test_codecs/test_vlen.py b/tests/v3/test_codecs/test_vlen.py
new file mode 100644
index 0000000000..c6f587931a
--- /dev/null
+++ b/tests/v3/test_codecs/test_vlen.py
@@ -0,0 +1,95 @@
+from typing import Any
+
+import numpy as np
+import pytest
+
+from zarr import Array
+from zarr.abc.codec import Codec
+from zarr.abc.store import Store
+from zarr.codecs import VLenBytesCodec, VLenUTF8Codec, ZstdCodec
+from zarr.core.metadata.v3 import ArrayV3Metadata, DataType
+from zarr.core.strings import _NUMPY_SUPPORTS_VLEN_STRING
+from zarr.storage.common import StorePath
+
+numpy_str_dtypes: list[type | None] = [None, str, np.dtypes.StrDType]
+expected_zarr_string_dtype: np.dtype[Any]
+if _NUMPY_SUPPORTS_VLEN_STRING:
+    numpy_str_dtypes.append(np.dtypes.StringDType)
+    expected_zarr_string_dtype = np.dtypes.StringDType()
+else:
+    expected_zarr_string_dtype = np.dtype("O")
+
+
+@pytest.mark.parametrize("store", ["memory", "local"], indirect=["store"])
+@pytest.mark.parametrize("dtype", numpy_str_dtypes)
+@pytest.mark.parametrize("as_object_array", [False, True])
+@pytest.mark.parametrize("codecs", [None, [VLenUTF8Codec()], [VLenUTF8Codec(), ZstdCodec()]])
+def test_vlen_string(
+    store: Store, dtype: None | np.dtype[Any], as_object_array: bool, codecs: None | list[Codec]
+) -> None:
+    strings = ["hello", "world", "this", "is", "a", "test"]
+    data = np.array(strings, dtype=dtype).reshape((2, 3))
+
+    sp = StorePath(store, path="string")
+    a = Array.create(
+        sp,
+        shape=data.shape,
+        chunk_shape=data.shape,
+        dtype=data.dtype,
+        fill_value="",
+        codecs=codecs,
+    )
+    assert isinstance(a.metadata, ArrayV3Metadata)  # needed for mypy
+
+    # should also work if input array is an object array, provided we explicitly specified
+    # a stringlike dtype when creating the Array
+    if as_object_array:
+        data = data.astype("O")
+
+    a[:, :] = data
+    assert np.array_equal(data, a[:, :])
+    assert a.metadata.data_type == DataType.string
+    assert a.dtype == expected_zarr_string_dtype
+
+    # test round trip
+    b = Array.open(sp)
+    assert isinstance(b.metadata, ArrayV3Metadata)  # needed for mypy
+    assert np.array_equal(data, b[:, :])
+    assert b.metadata.data_type == DataType.string
+    assert a.dtype == expected_zarr_string_dtype
+
+
+@pytest.mark.parametrize("store", ["memory", "local"], indirect=["store"])
+@pytest.mark.parametrize("as_object_array", [False, True])
+@pytest.mark.parametrize("codecs", [None, [VLenBytesCodec()], [VLenBytesCodec(), ZstdCodec()]])
+def test_vlen_bytes(store: Store, as_object_array: bool, codecs: None | list[Codec]) -> None:
+    bstrings = [b"hello", b"world", b"this", b"is", b"a", b"test"]
+    data = np.array(bstrings).reshape((2, 3))
+    assert data.dtype == "|S5"
+
+    sp = StorePath(store, path="string")
+    a = Array.create(
+        sp,
+        shape=data.shape,
+        chunk_shape=data.shape,
+        dtype=data.dtype,
+        fill_value=b"",
+        codecs=codecs,
+    )
+    assert isinstance(a.metadata, ArrayV3Metadata)  # needed for mypy
+
+    # should also work if input array is an object array, provided we explicitly specified
+    # a bytesting-like dtype when creating the Array
+    if as_object_array:
+        data = data.astype("O")
+    a[:, :] = data
+    assert np.array_equal(data, a[:, :])
+    assert a.metadata.data_type == DataType.bytes
+    assert a.dtype == "O"
+
+    # test round trip
+    b = Array.open(sp)
+    assert isinstance(b.metadata, ArrayV3Metadata)  # needed for mypy
+    assert np.array_equal(data, b[:, :])
+    assert b.metadata.data_type == DataType.bytes
+    assert a.dtype == "O"
diff --git a/tests/v3/test_config.py b/tests/v3/test_config.py
index e324367b3d..2adc51aa57 100644
--- a/tests/v3/test_config.py
+++ b/tests/v3/test_config.py
@@ -58,6 +58,8 @@ def test_config_defaults_set() -> None:
                 "crc32c": "zarr.codecs.crc32c_.Crc32cCodec",
                 "sharding_indexed": "zarr.codecs.sharding.ShardingCodec",
                 "transpose": "zarr.codecs.transpose.TransposeCodec",
+                "vlen-utf8": "zarr.codecs.vlen_utf8.VLenUTF8Codec",
+                "vlen-bytes": "zarr.codecs.vlen_utf8.VLenBytesCodec",
             },
         }
     ]
diff --git a/tests/v3/test_metadata/test_v3.py b/tests/v3/test_metadata/test_v3.py
index 534ef61d09..b55b2d7a65 100644
--- a/tests/v3/test_metadata/test_v3.py
+++ b/tests/v3/test_metadata/test_v3.py
@@ -21,6 +21,7 @@
 import pytest
 
 from zarr.core.metadata.v3 import (
+    default_fill_value,
     parse_dimension_names,
     parse_fill_value,
     parse_zarr_format,
@@ -46,8 +47,9 @@
 )
 
 complex_dtypes = ("complex64", "complex128")
+vlen_dtypes = ("string", "bytes")
 
-dtypes = (*bool_dtypes, *int_dtypes, *float_dtypes, *complex_dtypes)
+dtypes = (*bool_dtypes, *int_dtypes, *float_dtypes, *complex_dtypes, *vlen_dtypes)
 
 
 @pytest.mark.parametrize("data", [None, 1, 2, 4, 5, "3"])
@@ -72,13 +74,18 @@ def parse_dimension_names_valid(data: Sequence[str] | None) -> None:
 
 
 @pytest.mark.parametrize("dtype_str", dtypes)
-def test_parse_auto_fill_value(dtype_str: str) -> None:
+def test_default_fill_value(dtype_str: str) -> None:
     """
     Test that parse_fill_value(None, dtype) results in the 0 value for the given dtype.
     """
-    dtype = np.dtype(dtype_str)
-    fill_value = None
-    assert parse_fill_value(fill_value, dtype) == dtype.type(0)
+    dtype = DataType(dtype_str)
+    fill_value = default_fill_value(dtype)
+    if dtype == DataType.string:
+        assert fill_value == ""
+    elif dtype == DataType.bytes:
+        assert fill_value == b""
+    else:
+        assert fill_value == dtype.to_numpy().type(0)
 
 
 @pytest.mark.parametrize(
@@ -102,13 +109,12 @@ def test_parse_fill_value_valid(fill_value: Any, dtype_str: str) -> None:
     """
     Test that parse_fill_value(fill_value, dtype) casts fill_value to the given dtype.
     """
-    dtype = np.dtype(dtype_str)
-    parsed = parse_fill_value(fill_value, dtype)
+    parsed = parse_fill_value(fill_value, dtype_str)
 
     if np.isnan(fill_value):
         assert np.isnan(parsed)
     else:
-        assert parsed == dtype.type(fill_value)
+        assert parsed == DataType(dtype_str).to_numpy().type(fill_value)
 
 
 @pytest.mark.parametrize("fill_value", ["not a valid value"])
@@ -118,9 +124,8 @@ def test_parse_fill_value_invalid_value(fill_value: Any, dtype_str: str) -> None
     Test that parse_fill_value(fill_value, dtype) raises ValueError for invalid values.
     This test excludes bool because the bool constructor takes anything.
     """
-    dtype = np.dtype(dtype_str)
     with pytest.raises(ValueError):
-        parse_fill_value(fill_value, dtype)
+        parse_fill_value(fill_value, dtype_str)
 
 
 @pytest.mark.parametrize("fill_value", [[1.0, 0.0], [0, 1], complex(1, 1), np.complex64(0)])
@@ -130,12 +135,12 @@ def test_parse_fill_value_complex(fill_value: Any, dtype_str: str) -> None:
     Test that parse_fill_value(fill_value, dtype) correctly handles complex values represented
     as length-2 sequences
     """
-    dtype = np.dtype(dtype_str)
+    dtype = DataType(dtype_str)
     if isinstance(fill_value, list):
-        expected = dtype.type(complex(*fill_value))
+        expected = dtype.to_numpy().type(complex(*fill_value))
     else:
-        expected = dtype.type(fill_value)
-    assert expected == parse_fill_value(fill_value, dtype)
+        expected = dtype.to_numpy().type(fill_value)
+    assert expected == parse_fill_value(fill_value, dtype_str)
 
 
 @pytest.mark.parametrize("fill_value", [[1.0, 0.0, 3.0], [0, 1, 3], [1]])
@@ -145,14 +150,13 @@ def test_parse_fill_value_complex_invalid(fill_value: Any, dtype_str: str) -> No
     Test that parse_fill_value(fill_value, dtype) correctly rejects sequences with length not
     equal to 2
     """
-    dtype = np.dtype(dtype_str)
     match = (
-        f"Got an invalid fill value for complex data type {dtype}."
+        f"Got an invalid fill value for complex data type {dtype_str}."
         f"Expected a sequence with 2 elements, but {fill_value} has "
         f"length {len(fill_value)}."
     )
     with pytest.raises(ValueError, match=re.escape(match)):
-        parse_fill_value(fill_value=fill_value, dtype=dtype)
+        parse_fill_value(fill_value=fill_value, dtype=dtype_str)
 
 
 @pytest.mark.parametrize("fill_value", [{"foo": 10}])
@@ -162,9 +166,8 @@ def test_parse_fill_value_invalid_type(fill_value: Any, dtype_str: str) -> None:
     Test that parse_fill_value(fill_value, dtype) raises TypeError for invalid non-sequential types.
     This test excludes bool because the bool constructor takes anything.
     """
-    dtype = np.dtype(dtype_str)
     with pytest.raises(ValueError, match=r"fill value .* is not valid for dtype .*"):
-        parse_fill_value(fill_value, dtype)
+        parse_fill_value(fill_value, dtype_str)
 
 
 @pytest.mark.parametrize(
@@ -183,10 +186,9 @@ def test_parse_fill_value_invalid_type_sequence(fill_value: Any, dtype_str: str)
     This test excludes bool because the bool constructor takes anything, and complex because
     complex values can be created from length-2 sequences.
     """
-    dtype = np.dtype(dtype_str)
-    match = f"Cannot parse non-string sequence {fill_value} as a scalar with type {dtype}"
+    match = f"Cannot parse non-string sequence {fill_value} as a scalar with type {dtype_str}"
     with pytest.raises(TypeError, match=re.escape(match)):
-        parse_fill_value(fill_value, dtype)
+        parse_fill_value(fill_value, dtype_str)
 
 
 @pytest.mark.parametrize("chunk_grid", ["regular"])
@@ -337,7 +339,7 @@ async def test_special_float_fill_values(fill_value: str) -> None:
         "chunk_grid": {"name": "regular", "configuration": {"chunk_shape": (1,)}},
         "data_type": "float64",
         "chunk_key_encoding": {"name": "default", "separator": "."},
-        "codecs": (),
+        "codecs": [{"name": "bytes"}],
         "fill_value": fill_value,  # this is not a valid fill value for uint8
     }
     m = ArrayV3Metadata.from_dict(metadata_dict)
@@ -352,3 +354,17 @@ async def test_special_float_fill_values(fill_value: str) -> None:
     elif fill_value == "-Infinity":
         assert np.isneginf(m.fill_value)
         assert d["fill_value"] == "-Infinity"
+
+
+@pytest.mark.parametrize("dtype_str", dtypes)
+def test_dtypes(dtype_str: str) -> None:
+    dt = DataType(dtype_str)
+    np_dtype = dt.to_numpy()
+    if dtype_str not in vlen_dtypes:
+        # we can round trip "normal" dtypes
+        assert dt == DataType.from_numpy(np_dtype)
+        assert dt.byte_count == np_dtype.itemsize
+        assert dt.has_endianness == (dt.byte_count > 1)
+    else:
+        # return type for vlen types may vary depending on numpy version
+        assert dt.byte_count is None

From 5a134bf2c1c5e6655edd429ca554aa9699327463 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 8 Oct 2024 12:54:28 -0700
Subject: [PATCH 0743/1078] fix: add get(key, default) method to Group APIs
 (#2311)

* fix: add get(key, default) method to Group APIs

* add test
---
 src/zarr/core/group.py | 46 +++++++++++++++++++++++++++++++++++++++++-
 tests/v3/test_group.py | 19 +++++++++++++++++
 2 files changed, 64 insertions(+), 1 deletion(-)

diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index adcaf46e6c..debafed63a 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -4,7 +4,7 @@
 import json
 import logging
 from dataclasses import asdict, dataclass, field, fields, replace
-from typing import TYPE_CHECKING, Literal, cast, overload
+from typing import TYPE_CHECKING, Literal, TypeVar, cast, overload
 
 import numpy as np
 import numpy.typing as npt
@@ -42,6 +42,8 @@
 
 logger = logging.getLogger("zarr.group")
 
+DefaultT = TypeVar("DefaultT")
+
 
 def parse_zarr_format(data: Any) -> ZarrFormat:
     if data in (2, 3):
@@ -290,6 +292,28 @@ async def delitem(self, key: str) -> None:
         else:
             raise ValueError(f"unexpected zarr_format: {self.metadata.zarr_format}")
 
+    async def get(
+        self, key: str, default: DefaultT | None = None
+    ) -> AsyncArray | AsyncGroup | DefaultT | None:
+        """Obtain a group member, returning default if not found.
+
+        Parameters
+        ----------
+        key : string
+            Group member name.
+        default : object
+            Default value to return if key is not found (default: None).
+
+        Returns
+        -------
+        object
+            Group member (AsyncArray or AsyncGroup) or default if not found.
+        """
+        try:
+            return await self.getitem(key)
+        except KeyError:
+            return default
+
     async def _save_metadata(self, ensure_parents: bool = False) -> None:
         to_save = self.metadata.to_buffer_dict(default_buffer_prototype())
         awaitables = [set_or_delete(self.store_path / key, value) for key, value in to_save.items()]
@@ -828,6 +852,26 @@ def __getitem__(self, path: str) -> Array | Group:
         else:
             return Group(obj)
 
+    def get(self, path: str, default: DefaultT | None = None) -> Array | Group | DefaultT | None:
+        """Obtain a group member, returning default if not found.
+
+        Parameters
+        ----------
+        key : string
+            Group member name.
+        default : object
+            Default value to return if key is not found (default: None).
+
+        Returns
+        -------
+        object
+            Group member (Array or Group) or default if not found.
+        """
+        try:
+            return self[path]
+        except KeyError:
+            return default
+
     def __delitem__(self, key: str) -> None:
         self._sync(self._async_group.delitem(key))
 
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index d41955b274..2ff0a497f8 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -292,6 +292,25 @@ def test_group_getitem(store: Store, zarr_format: ZarrFormat) -> None:
         group["nope"]
 
 
+def test_group_get_with_default(store: Store, zarr_format: ZarrFormat) -> None:
+    group = Group.from_store(store, zarr_format=zarr_format)
+
+    # default behavior
+    result = group.get("subgroup")
+    assert result is None
+
+    # custom default
+    result = group.get("subgroup", 8)
+    assert result == 8
+
+    # now with a group
+    subgroup = group.require_group("subgroup")
+    subgroup.attrs["foo"] = "bar"
+
+    result = group.get("subgroup", 8)
+    assert result.attrs["foo"] == "bar"
+
+
 def test_group_delitem(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test the `Group.__delitem__` method.

From 8f4ef260adbc86e6b04efec679cb1ef0a54731e9 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 8 Oct 2024 21:40:09 -0700
Subject: [PATCH 0744/1078] fix(storage): change StoreTests get/set methods to
 async (#2313)

* fix(storage): change StoreTests get/set methods to async

* fixup
---
 src/zarr/testing/store.py          | 30 +++++++++++++++++-------------
 tests/v3/test_store/test_local.py  |  4 ++--
 tests/v3/test_store/test_memory.py |  8 ++++----
 tests/v3/test_store/test_remote.py |  4 ++--
 tests/v3/test_store/test_zip.py    |  4 ++--
 5 files changed, 27 insertions(+), 23 deletions(-)

diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 853064c60d..cda9a94243 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -21,7 +21,7 @@ class StoreTests(Generic[S, B]):
     store_cls: type[S]
     buffer_cls: type[B]
 
-    def set(self, store: S, key: str, value: Buffer) -> None:
+    async def set(self, store: S, key: str, value: Buffer) -> None:
         """
         Insert a value into a storage backend, with a specific key.
         This should not not use any store methods. Bypassing the store methods allows them to be
@@ -29,7 +29,7 @@ def set(self, store: S, key: str, value: Buffer) -> None:
         """
         raise NotImplementedError
 
-    def get(self, store: S, key: str) -> Buffer:
+    async def get(self, store: S, key: str) -> Buffer:
         """
         Retrieve a value from a storage backend, by key.
         This should not not use any store methods. Bypassing the store methods allows them to be
@@ -106,7 +106,7 @@ async def test_get(
         Ensure that data can be read from the store using the store.get method.
         """
         data_buf = self.buffer_cls.from_bytes(data)
-        self.set(store, key, data_buf)
+        await self.set(store, key, data_buf)
         observed = await store.get(key, prototype=default_buffer_prototype(), byte_range=byte_range)
         start, length = _normalize_interval_index(data_buf, interval=byte_range)
         expected = data_buf[start : start + length]
@@ -119,7 +119,7 @@ async def test_get_many(self, store: S) -> None:
         keys = tuple(map(str, range(10)))
         values = tuple(f"{k}".encode() for k in keys)
         for k, v in zip(keys, values, strict=False):
-            self.set(store, k, self.buffer_cls.from_bytes(v))
+            await self.set(store, k, self.buffer_cls.from_bytes(v))
         observed_buffers = await _collect_aiterator(
             store._get_many(
                 zip(
@@ -143,7 +143,7 @@ async def test_set(self, store: S, key: str, data: bytes) -> None:
         assert not store.mode.readonly
         data_buf = self.buffer_cls.from_bytes(data)
         await store.set(key, data_buf)
-        observed = self.get(store, key)
+        observed = await self.get(store, key)
         assert_bytes_equal(observed, data_buf)
 
     async def test_set_many(self, store: S) -> None:
@@ -156,7 +156,7 @@ async def test_set_many(self, store: S) -> None:
         store_dict = dict(zip(keys, data_buf, strict=True))
         await store._set_many(store_dict.items())
         for k, v in store_dict.items():
-            assert self.get(store, k).to_bytes() == v.to_bytes()
+            assert (await self.get(store, k)).to_bytes() == v.to_bytes()
 
     @pytest.mark.parametrize(
         "key_ranges",
@@ -172,7 +172,7 @@ async def test_get_partial_values(
     ) -> None:
         # put all of the data
         for key, _ in key_ranges:
-            self.set(store, key, self.buffer_cls.from_bytes(bytes(key, encoding="utf-8")))
+            await self.set(store, key, self.buffer_cls.from_bytes(bytes(key, encoding="utf-8")))
 
         # read back just part of it
         observed_maybe = await store.get_partial_values(
@@ -211,11 +211,15 @@ async def test_delete(self, store: S) -> None:
 
     async def test_empty(self, store: S) -> None:
         assert await store.empty()
-        self.set(store, "key", self.buffer_cls.from_bytes(bytes("something", encoding="utf-8")))
+        await self.set(
+            store, "key", self.buffer_cls.from_bytes(bytes("something", encoding="utf-8"))
+        )
         assert not await store.empty()
 
     async def test_clear(self, store: S) -> None:
-        self.set(store, "key", self.buffer_cls.from_bytes(bytes("something", encoding="utf-8")))
+        await self.set(
+            store, "key", self.buffer_cls.from_bytes(bytes("something", encoding="utf-8"))
+        )
         await store.clear()
         assert await store.empty()
 
@@ -277,8 +281,8 @@ async def test_list_dir(self, store: S) -> None:
 
     async def test_with_mode(self, store: S) -> None:
         data = b"0000"
-        self.set(store, "key", self.buffer_cls.from_bytes(data))
-        assert self.get(store, "key").to_bytes() == data
+        await self.set(store, "key", self.buffer_cls.from_bytes(data))
+        assert (await self.get(store, "key")).to_bytes() == data
 
         for mode in ["r", "a"]:
             mode = cast(AccessModeLiteral, mode)
@@ -294,7 +298,7 @@ async def test_with_mode(self, store: S) -> None:
             assert result.to_bytes() == data
 
             # writes to original after with_mode is visible
-            self.set(store, "key-2", self.buffer_cls.from_bytes(data))
+            await self.set(store, "key-2", self.buffer_cls.from_bytes(data))
             result = await clone.get("key-2", default_buffer_prototype())
             assert result is not None
             assert result.to_bytes() == data
@@ -313,7 +317,7 @@ async def test_with_mode(self, store: S) -> None:
     async def test_set_if_not_exists(self, store: S) -> None:
         key = "k"
         data_buf = self.buffer_cls.from_bytes(b"0000")
-        self.set(store, key, data_buf)
+        await self.set(store, key, data_buf)
 
         new = self.buffer_cls.from_bytes(b"1111")
         await store.set_if_not_exists("k", new)  # no error
diff --git a/tests/v3/test_store/test_local.py b/tests/v3/test_store/test_local.py
index 1fd466b393..8cdb4e8740 100644
--- a/tests/v3/test_store/test_local.py
+++ b/tests/v3/test_store/test_local.py
@@ -11,10 +11,10 @@ class TestLocalStore(StoreTests[LocalStore, cpu.Buffer]):
     store_cls = LocalStore
     buffer_cls = cpu.Buffer
 
-    def get(self, store: LocalStore, key: str) -> Buffer:
+    async def get(self, store: LocalStore, key: str) -> Buffer:
         return self.buffer_cls.from_bytes((store.root / key).read_bytes())
 
-    def set(self, store: LocalStore, key: str, value: Buffer) -> None:
+    async def set(self, store: LocalStore, key: str, value: Buffer) -> None:
         parent = (store.root / key).parent
         if not parent.exists():
             parent.mkdir(parents=True)
diff --git a/tests/v3/test_store/test_memory.py b/tests/v3/test_store/test_memory.py
index 092aad2ba4..bcd9fc4448 100644
--- a/tests/v3/test_store/test_memory.py
+++ b/tests/v3/test_store/test_memory.py
@@ -12,10 +12,10 @@ class TestMemoryStore(StoreTests[MemoryStore, cpu.Buffer]):
     store_cls = MemoryStore
     buffer_cls = cpu.Buffer
 
-    def set(self, store: MemoryStore, key: str, value: Buffer) -> None:
+    async def set(self, store: MemoryStore, key: str, value: Buffer) -> None:
         store._store_dict[key] = value
 
-    def get(self, store: MemoryStore, key: str) -> Buffer:
+    async def get(self, store: MemoryStore, key: str) -> Buffer:
         return store._store_dict[key]
 
     @pytest.fixture(params=[None, True])
@@ -52,10 +52,10 @@ class TestGpuMemoryStore(StoreTests[GpuMemoryStore, gpu.Buffer]):
     store_cls = GpuMemoryStore
     buffer_cls = gpu.Buffer
 
-    def set(self, store: GpuMemoryStore, key: str, value: Buffer) -> None:
+    async def set(self, store: GpuMemoryStore, key: str, value: Buffer) -> None:
         store._store_dict[key] = value
 
-    def get(self, store: MemoryStore, key: str) -> Buffer:
+    async def get(self, store: MemoryStore, key: str) -> Buffer:
         return store._store_dict[key]
 
     @pytest.fixture(params=[None, True])
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index 93a0d60dfd..308ed6f6d0 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -117,14 +117,14 @@ def store_kwargs(self, request) -> dict[str, str | bool]:
     def store(self, store_kwargs: dict[str, str | bool]) -> RemoteStore:
         return self.store_cls(**store_kwargs)
 
-    def get(self, store: RemoteStore, key: str) -> Buffer:
+    async def get(self, store: RemoteStore, key: str) -> Buffer:
         #  make a new, synchronous instance of the filesystem because this test is run in sync code
         new_fs = fsspec.filesystem(
             "s3", endpoint_url=store.fs.endpoint_url, anon=store.fs.anon, asynchronous=False
         )
         return self.buffer_cls.from_bytes(new_fs.cat(f"{store.path}/{key}"))
 
-    def set(self, store: RemoteStore, key: str, value: Buffer) -> None:
+    async def set(self, store: RemoteStore, key: str, value: Buffer) -> None:
         #  make a new, synchronous instance of the filesystem because this test is run in sync code
         new_fs = fsspec.filesystem(
             "s3", endpoint_url=store.fs.endpoint_url, anon=store.fs.anon, asynchronous=False
diff --git a/tests/v3/test_store/test_zip.py b/tests/v3/test_store/test_zip.py
index a99f9b95b0..48078b24fb 100644
--- a/tests/v3/test_store/test_zip.py
+++ b/tests/v3/test_store/test_zip.py
@@ -29,10 +29,10 @@ def store_kwargs(self, request) -> dict[str, str | bool]:
 
         return {"path": temp_path, "mode": "w"}
 
-    def get(self, store: ZipStore, key: str) -> Buffer:
+    async def get(self, store: ZipStore, key: str) -> Buffer:
         return store._get(key, prototype=default_buffer_prototype())
 
-    def set(self, store: ZipStore, key: str, value: Buffer) -> None:
+    async def set(self, store: ZipStore, key: str, value: Buffer) -> None:
         return store._set(key, value)
 
     def test_store_mode(self, store: ZipStore, store_kwargs: dict[str, Any]) -> None:

From aa46b451ae6a83e1befc2525ec9629953949aa79 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 8 Oct 2024 22:34:08 -0700
Subject: [PATCH 0745/1078] fix(store): speed up Store.open by avoiding
 empty/clear calls unless needed (#2314)

---
 src/zarr/abc/store.py           | 11 ++++-------
 src/zarr/testing/store.py       |  9 +++++++++
 tests/v3/test_store/test_zip.py |  4 ++++
 3 files changed, 17 insertions(+), 7 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 920eaa7995..159f1d2c4b 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -69,13 +69,10 @@ def __exit__(
     async def _open(self) -> None:
         if self._is_open:
             raise ValueError("store is already open")
-        if not await self.empty():
-            if self.mode.update or self.mode.readonly:
-                pass
-            elif self.mode.overwrite:
-                await self.clear()
-            else:
-                raise FileExistsError("Store already exists")
+        if self.mode.str == "w":
+            await self.clear()
+        elif self.mode.str == "w-" and not await self.empty():
+            raise FileExistsError("Store already exists")
         self._is_open = True
 
     async def _ensure_open(self) -> None:
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index cda9a94243..b4da75b06b 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -70,6 +70,15 @@ def test_store_mode(self, store: S, store_kwargs: dict[str, Any]) -> None:
         with pytest.raises(AttributeError):
             store.mode = AccessMode.from_literal("w")  # type: ignore[misc]
 
+    @pytest.mark.parametrize("mode", ["r", "r+", "a", "w", "w-"])
+    async def test_store_open_mode(
+        self, store_kwargs: dict[str, Any], mode: AccessModeLiteral
+    ) -> None:
+        store_kwargs["mode"] = mode
+        store = await self.store_cls.open(**store_kwargs)
+        assert store._is_open
+        assert store.mode == AccessMode.from_literal(mode)
+
     async def test_not_writable_store_raises(self, store_kwargs: dict[str, Any]) -> None:
         kwargs = {**store_kwargs, "mode": "r"}
         store = await self.store_cls.open(**kwargs)
diff --git a/tests/v3/test_store/test_zip.py b/tests/v3/test_store/test_zip.py
index 48078b24fb..d05422ecde 100644
--- a/tests/v3/test_store/test_zip.py
+++ b/tests/v3/test_store/test_zip.py
@@ -100,3 +100,7 @@ def test_api_integration(self, store: ZipStore) -> None:
     async def test_with_mode(self, store: ZipStore) -> None:
         with pytest.raises(NotImplementedError, match="new mode"):
             await super().test_with_mode(store)
+
+    @pytest.mark.parametrize("mode", ["a", "w"])
+    async def test_store_open_mode(self, store_kwargs: dict[str, Any], mode: str) -> None:
+        super().test_store_open_mode(store_kwargs, mode)

From 2e1ee2f72cdcf961ef397cf99cdd41f994dc42f4 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 9 Oct 2024 17:58:23 +0200
Subject: [PATCH 0746/1078] Keyword argument defined before variable positional
 arguments (#2321)

---
 src/zarr/abc/store.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 159f1d2c4b..7771a10464 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -43,7 +43,7 @@ class Store(ABC):
     _mode: AccessMode
     _is_open: bool
 
-    def __init__(self, mode: AccessModeLiteral = "r", *args: Any, **kwargs: Any) -> None:
+    def __init__(self, *args: Any, mode: AccessModeLiteral = "r", **kwargs: Any) -> None:
         self._is_open = False
         self._mode = AccessMode.from_literal(mode)
 

From 66afca63b4205a5ccd7ff430a16143d41275cd8b Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 9 Oct 2024 17:59:03 +0200
Subject: [PATCH 0747/1078] Assigning the same variable to itself (#2320)

---
 src/zarr/core/indexing.py | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index 2cc70291dd..d2e29b3b55 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -732,7 +732,6 @@ def __init__(
         order = Order(order)
 
         if order == Order.INCREASING:
-            dim_sel = dim_sel
             dim_out_sel = None
         elif order == Order.DECREASING:
             dim_sel = dim_sel[::-1]
@@ -880,9 +879,7 @@ def __init__(self, selection: Selection, shape: ChunkCoords, chunk_grid: ChunkGr
 
             dim_indexers.append(dim_indexer)
 
-        dim_indexers = dim_indexers
         shape = tuple(s.nitems for s in dim_indexers if not isinstance(s, IntDimIndexer))
-        chunk_shape = chunk_shape
         is_advanced = not is_basic_selection(selection)
         if is_advanced:
             drop_axes = tuple(
@@ -1017,7 +1014,6 @@ def __init__(
             if start >= dim_len or start < 0:
                 raise BoundsCheckError(dim_len)
 
-        dim_indexers = dim_indexers
         shape = tuple(s.nitems for s in dim_indexers)
 
         object.__setattr__(self, "dim_indexers", dim_indexers)

From 8362f0a1c6efe80a4a5f6d3291b7d1cae6e6b54f Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 9 Oct 2024 17:59:34 +0200
Subject: [PATCH 0748/1078] Apply ruff rules (RUF) (#2319)

* Apply ruff rule RUF022

RUF022 `__all__` is not sorted

* Apply ruff rule RUF031

RUF031 Avoid parentheses for tuples in subscripts.
---
 src/zarr/abc/codec.py       | 2 +-
 src/zarr/codecs/__init__.py | 2 +-
 tests/v3/test_indexing.py   | 6 +++---
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index 83e89d1474..73b1a598b9 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -20,11 +20,11 @@
     from zarr.core.indexing import SelectorTuple
 
 __all__ = [
-    "BaseCodec",
     "ArrayArrayCodec",
     "ArrayBytesCodec",
     "ArrayBytesCodecPartialDecodeMixin",
     "ArrayBytesCodecPartialEncodeMixin",
+    "BaseCodec",
     "BytesBytesCodec",
     "CodecInput",
     "CodecOutput",
diff --git a/src/zarr/codecs/__init__.py b/src/zarr/codecs/__init__.py
index ac647d7863..dc6c3f9154 100644
--- a/src/zarr/codecs/__init__.py
+++ b/src/zarr/codecs/__init__.py
@@ -28,8 +28,8 @@
     "ShardingCodec",
     "ShardingCodecIndexLocation",
     "TransposeCodec",
-    "VLenUTF8Codec",
     "VLenBytesCodec",
+    "VLenUTF8Codec",
     "ZstdCodec",
 ]
 
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index ce01c85b10..38ca24a7bb 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -1838,8 +1838,8 @@ def test_indexing_equals_numpy(store: StorePath, selection: Selection) -> None:
     a = np.arange(10000, dtype=int).reshape(1000, 10)
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
     # note: in python 3.10 a[*selection] is not valid unpacking syntax
-    expected = a[(*selection,)]
-    actual = z[(*selection,)]
+    expected = a[*selection,]
+    actual = z[*selection,]
     assert_array_equal(expected, actual, err_msg=f"selection: {selection}")
 
 
@@ -1859,7 +1859,7 @@ def test_orthogonal_bool_indexing_like_numpy_ix(
     z = zarr_array_from_numpy_array(store, a, chunk_shape=(300, 3))
     expected = a[np.ix_(*selection)]
     # note: in python 3.10 z[*selection] is not valid unpacking syntax
-    actual = z[(*selection,)]
+    actual = z[*selection,]
     assert_array_equal(expected, actual, err_msg=f"{selection=}")
 
 

From 75a5a2a95e7d4b1fc29b4f14d7a0852c14ff06a5 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 9 Oct 2024 18:00:01 +0200
Subject: [PATCH 0749/1078] Unnecessary lambda expression (#2318)

---
 src/zarr/testing/strategies.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 234454e289..d8d4ef4adf 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -60,7 +60,7 @@ def v2_dtypes() -> st.SearchStrategy[np.dtype]:
 )
 array_names = node_names
 attrs = st.none() | st.dictionaries(_attr_keys, _attr_values)
-keys = st.lists(node_names, min_size=1).map(lambda x: "/".join(x))
+keys = st.lists(node_names, min_size=1).map("/".join)
 paths = st.just("/") | keys
 stores = st.builds(MemoryStore, st.just({}), mode=st.just("w"))
 compressors = st.sampled_from([None, "default"])

From 9bce89006aa55d76ac80d0abcf132cd1e04048cb Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 9 Oct 2024 19:05:36 +0100
Subject: [PATCH 0750/1078] Add some numpydoc validation checks (#2316)

---
 .pre-commit-config.yaml      |  4 ++++
 pyproject.toml               |  4 ++++
 src/zarr/api/asynchronous.py | 30 +++++++++++++++---------------
 src/zarr/core/array.py       | 26 +++++++++++++-------------
 src/zarr/core/group.py       | 28 ++++++++++++++--------------
 src/zarr/storage/zip.py      | 12 ++++++------
 6 files changed, 56 insertions(+), 48 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 80a0e6cc2f..fa1e8bf754 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -49,3 +49,7 @@ repos:
     hooks:
       - id: rst-directive-colons
       - id: rst-inline-touching-normal
+  - repo: https://github.com/numpy/numpydoc
+    rev: v1.8.0
+    hooks:
+      - id: numpydoc-validation
diff --git a/pyproject.toml b/pyproject.toml
index 1759d3919c..b77260b005 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -319,3 +319,7 @@ ignore = [
 	"PC111",  # fix Python code in documentation - enable later
 	"PC180",  # for JavaScript - not interested
 ]
+
+[tool.numpydoc_validation]
+# See https://numpydoc.readthedocs.io/en/latest/validation.html#built-in-validation-checks for list of checks
+checks = ["GL06", "GL07", "GL10", "PR03", "PR05", "PR06"]
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 62a973257c..11e4219c0e 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -159,7 +159,7 @@ async def load(
 
     Parameters
     ----------
-    store : Store or string
+    store : Store or str
         Store or path to directory in file system or name of zip file.
     path : str or None, optional
         The path within the store from which to load.
@@ -203,7 +203,7 @@ async def open(
 
     Parameters
     ----------
-    store : Store or string, optional
+    store : Store or str, optional
         Store or path to directory in file system or name of zip file.
     mode : {'r', 'r+', 'a', 'w', 'w-'}, optional
         Persistence mode: 'r' means read only (must exist); 'r+' means
@@ -267,7 +267,7 @@ async def save(
 
     Parameters
     ----------
-    store : Store or string
+    store : Store or str
         Store or path to directory in file system or name of zip file.
     args : ndarray
         NumPy arrays with data to save.
@@ -303,7 +303,7 @@ async def save_array(
 
     Parameters
     ----------
-    store : Store or string
+    store : Store or str
         Store or path to directory in file system or name of zip file.
     arr : ndarray
         NumPy array with data to save.
@@ -351,7 +351,7 @@ async def save_group(
 
     Parameters
     ----------
-    store : Store or string
+    store : Store or str
         Store or path to directory in file system or name of zip file.
     args : ndarray
         NumPy arrays with data to save.
@@ -467,7 +467,7 @@ async def group(
 
     Parameters
     ----------
-    store : Store or string, optional
+    store : Store or str, optional
         Store or path to directory in file system.
     overwrite : bool, optional
         If True, delete any pre-existing data in `store` at `path` before
@@ -481,7 +481,7 @@ async def group(
         to all attribute read operations.
     synchronizer : object, optional
         Array synchronizer.
-    path : string, optional
+    path : str, optional
         Group path within store.
     meta_array : array-like, optional
         An array instance to use for determining arrays to create and return
@@ -547,7 +547,7 @@ async def open_group(
 
     Parameters
     ----------
-    store : Store, string, or mapping, optional
+    store : Store, str, or mapping, optional
         Store or path to directory in file system or name of zip file.
 
         Strings are interpreted as paths on the local file system
@@ -570,9 +570,9 @@ async def open_group(
         to all attribute read operations.
     synchronizer : object, optional
         Array synchronizer.
-    path : string, optional
+    path : str, optional
         Group path within store.
-    chunk_store : Store or string, optional
+    chunk_store : Store or str, optional
         Store or path to directory in file system or name of zip file.
     storage_options : dict
         If using an fsspec URL to create the store, these will be passed to
@@ -664,7 +664,7 @@ async def create(
         False, will be set to `shape`, i.e., single chunk for the whole array.
         If an int, the chunk size in each dimension will be given by the value
         of `chunks`. Default is True.
-    dtype : string or dtype, optional
+    dtype : str or dtype, optional
         NumPy dtype.
     compressor : Codec, optional
         Primary compressor.
@@ -672,14 +672,14 @@ async def create(
         Default value to use for uninitialized portions of the array.
     order : {'C', 'F'}, optional
         Memory layout to be used within each chunk.
-    store : Store or string
+    store : Store or str
         Store or path to directory in file system or name of zip file.
     synchronizer : object, optional
         Array synchronizer.
     overwrite : bool, optional
         If True, delete all pre-existing data in `store` at `path` before
         creating the array.
-    path : string, optional
+    path : str, optional
         Path under which array is stored.
     chunk_store : MutableMapping, optional
         Separate storage for chunks. If not provided, `store` will be used
@@ -937,11 +937,11 @@ async def open_array(
 
     Parameters
     ----------
-    store : Store or string
+    store : Store or str
         Store or path to directory in file system or name of zip file.
     zarr_format : {2, 3, None}, optional
         The zarr format to use when saving.
-    path : string, optional
+    path : str, optional
         Path in store to array.
     storage_options : dict
         If using an fsspec URL to create the store, these will be passed to
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 9f5591ce1e..61616d7feb 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -1288,11 +1288,11 @@ def get_basic_selection(
             array. May be any combination of int and/or slice or ellipsis for multidimensional arrays.
         out : NDBuffer, optional
             If given, load the selected data directly into this buffer.
+        prototype : BufferPrototype, optional
+            The prototype of the buffer to use for the output data. If not provided, the default buffer prototype is used.
         fields : str or sequence of str, optional
             For arrays with a structured dtype, one or more fields can be specified to
             extract data for.
-        prototype : BufferPrototype, optional
-            The prototype of the buffer to use for the output data. If not provided, the default buffer prototype is used.
 
         Returns
         -------
@@ -2284,6 +2284,17 @@ def resize(self, new_shape: ChunkCoords) -> Array:
         This method does not modify the original Array object. Instead, it returns a new Array
         with the specified shape.
 
+        Notes
+        -----
+        When resizing an array, the data are not rearranged in any way.
+
+        If one or more dimensions are shrunk, any chunks falling outside the
+        new array shape will be deleted from the underlying store.
+        However, it is noteworthy that the chunks partially falling inside the new array
+        (i.e. boundary chunks) will remain intact, and therefore,
+        the data falling outside the new array but inside the boundary chunks
+        would be restored by a subsequent resize operation that grows the array size.
+
         Examples
         --------
         >>> import zarr
@@ -2301,17 +2312,6 @@ def resize(self, new_shape: ChunkCoords) -> Array:
         (20000, 1000)
         >>> z2.shape
         (50, 50)
-
-        Notes
-        -----
-        When resizing an array, the data are not rearranged in any way.
-
-        If one or more dimensions are shrunk, any chunks falling outside the
-        new array shape will be deleted from the underlying store.
-        However, it is noteworthy that the chunks partially falling inside the new array
-        (i.e. boundary chunks) will remain intact, and therefore,
-        the data falling outside the new array but inside the boundary chunks
-        would be restored by a subsequent resize operation that grows the array size.
         """
         return type(self)(
             sync(
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index debafed63a..bf0e385d06 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -299,7 +299,7 @@ async def get(
 
         Parameters
         ----------
-        key : string
+        key : str
             Group member name.
         default : object
             Default value to return if key is not found (default: None).
@@ -396,7 +396,7 @@ async def require_group(self, name: str, overwrite: bool = False) -> AsyncGroup:
 
         Parameters
         ----------
-        name : string
+        name : str
             Group name.
         overwrite : bool, optional
             Overwrite any existing group with given `name` if present.
@@ -525,7 +525,7 @@ async def create_dataset(self, name: str, **kwargs: Any) -> AsyncArray:
 
         Parameters
         ----------
-        name : string
+        name : str
             Array name.
         kwargs : dict
             Additional arguments passed to :func:`zarr.AsyncGroup.create_array`.
@@ -558,11 +558,11 @@ async def require_dataset(
 
         Parameters
         ----------
-        name : string
+        name : str
             Array name.
         shape : int or tuple of ints
             Array shape.
-        dtype : string or dtype, optional
+        dtype : str or dtype, optional
             NumPy dtype.
         exact : bool, optional
             If True, require `dtype` to match exactly. If false, require
@@ -592,11 +592,11 @@ async def require_array(
 
         Parameters
         ----------
-        name : string
+        name : str
             Array name.
         shape : int or tuple of ints
             Array shape.
-        dtype : string or dtype, optional
+        dtype : str or dtype, optional
             NumPy dtype.
         exact : bool, optional
             If True, require `dtype` to match exactly. If false, require
@@ -857,7 +857,7 @@ def get(self, path: str, default: DefaultT | None = None) -> Array | Group | Def
 
         Parameters
         ----------
-        key : string
+        key : str
             Group member name.
         default : object
             Default value to return if key is not found (default: None).
@@ -1003,7 +1003,7 @@ def require_group(self, name: str, **kwargs: Any) -> Group:
 
         Parameters
         ----------
-        name : string
+        name : str
             Group name.
         overwrite : bool, optional
             Overwrite any existing group with given `name` if present.
@@ -1125,7 +1125,7 @@ def create_dataset(self, name: str, **kwargs: Any) -> Array:
 
         Parameters
         ----------
-        name : string
+        name : str
             Array name.
         kwargs : dict
             Additional arguments passed to :func:`zarr.Group.create_array`
@@ -1150,11 +1150,11 @@ def require_dataset(self, name: str, **kwargs: Any) -> Array:
 
         Parameters
         ----------
-        name : string
+        name : str
             Array name.
         shape : int or tuple of ints
             Array shape.
-        dtype : string or dtype, optional
+        dtype : str or dtype, optional
             NumPy dtype.
         exact : bool, optional
             If True, require `dtype` to match exactly. If false, require
@@ -1177,11 +1177,11 @@ def require_array(self, name: str, **kwargs: Any) -> Array:
 
         Parameters
         ----------
-        name : string
+        name : str
             Array name.
         shape : int or tuple of ints
             Array shape.
-        dtype : string or dtype, optional
+        dtype : str or dtype, optional
             NumPy dtype.
         exact : bool, optional
             If True, require `dtype` to match exactly. If false, require
diff --git a/src/zarr/storage/zip.py b/src/zarr/storage/zip.py
index 14d0a4362c..49e5903a9f 100644
--- a/src/zarr/storage/zip.py
+++ b/src/zarr/storage/zip.py
@@ -22,19 +22,19 @@ class ZipStore(Store):
 
     Parameters
     ----------
-    path : string
+    path : str
         Location of file.
-    compression : integer, optional
+    mode : str, optional
+        One of 'r' to read an existing file, 'w' to truncate and write a new
+        file, 'a' to append to an existing file, or 'x' to exclusively create
+        and write a new file.
+    compression : int, optional
         Compression method to use when writing to the archive.
     allowZip64 : bool, optional
         If True (the default) will create ZIP files that use the ZIP64
         extensions when the zipfile is larger than 2 GiB. If False
         will raise an exception when the ZIP file would require ZIP64
         extensions.
-    mode : string, optional
-        One of 'r' to read an existing file, 'w' to truncate and write a new
-        file, 'a' to append to an existing file, or 'x' to exclusively create
-        and write a new file.
     """
 
     supports_writes: bool = True

From 81a87d6a7850827a49cade08c91bcb1200833f3c Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Wed, 9 Oct 2024 20:23:31 -0500
Subject: [PATCH 0751/1078] Use implicit fill values for zarr v2 (#2274)

* Use implicit fill values for zarr v2
---
 src/zarr/codecs/pipeline.py       | 18 ++++++++++++++++--
 src/zarr/core/array.py            |  2 +-
 src/zarr/core/metadata/v2.py      | 21 +++++++++++++++++++++
 src/zarr/testing/strategies.py    |  3 ++-
 tests/v3/test_metadata/test_v2.py |  2 +-
 tests/v3/test_v2.py               | 22 ++++++++++++++++++++++
 6 files changed, 63 insertions(+), 5 deletions(-)

diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index 6828377f97..1226a04f06 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -17,6 +17,7 @@
 from zarr.core.common import ChunkCoords, concurrent_map
 from zarr.core.config import config
 from zarr.core.indexing import SelectorTuple, is_scalar, is_total_slice
+from zarr.core.metadata.v2 import _default_fill_value
 from zarr.registry import register_pipeline
 
 if TYPE_CHECKING:
@@ -247,7 +248,17 @@ async def read_batch(
                 if chunk_array is not None:
                     out[out_selection] = chunk_array
                 else:
-                    out[out_selection] = chunk_spec.fill_value
+                    fill_value = chunk_spec.fill_value
+
+                    if fill_value is None:
+                        # Zarr V2 allowed `fill_value` to be null in the metadata.
+                        # Zarr V3 requires it to be set. This has already been
+                        # validated when decoding the metadata, but we support reading
+                        # Zarr V2 data and need to support the case where fill_value
+                        # is None.
+                        fill_value = _default_fill_value(dtype=chunk_spec.dtype)
+
+                    out[out_selection] = fill_value
         else:
             chunk_bytes_batch = await concurrent_map(
                 [
@@ -274,7 +285,10 @@ async def read_batch(
                         tmp = tmp.squeeze(axis=drop_axes)
                     out[out_selection] = tmp
                 else:
-                    out[out_selection] = chunk_spec.fill_value
+                    fill_value = chunk_spec.fill_value
+                    if fill_value is None:
+                        fill_value = _default_fill_value(dtype=chunk_spec.dtype)
+                    out[out_selection] = fill_value
 
     def _merge_chunk_array(
         self,
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 61616d7feb..8d63d9c321 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -380,7 +380,7 @@ async def _create_v2(
             chunks=chunks,
             order=order,
             dimension_separator=dimension_separator,
-            fill_value=0 if fill_value is None else fill_value,
+            fill_value=fill_value,
             compressor=compressor,
             filters=filters,
             attributes=attributes,
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index ec44673f9d..6d8f2a8ab1 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -300,3 +300,24 @@ def parse_fill_value(fill_value: object, dtype: np.dtype[Any]) -> Any:
             raise ValueError(msg) from e
 
     return fill_value
+
+
+def _default_fill_value(dtype: np.dtype[Any]) -> Any:
+    """
+    Get the default fill value for a type.
+
+    Notes
+    -----
+    This differs from :func:`parse_fill_value`, which parses a fill value
+    stored in the Array metadata into an in-memory value. This only gives
+    the default fill value for some type.
+
+    This is useful for reading Zarr V2 arrays, which allow the fill
+    value to be unspecified.
+    """
+    if dtype.kind == "S":
+        return b""
+    elif dtype.kind == "U":
+        return ""
+    else:
+        return dtype.type(0)
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index d8d4ef4adf..bb9fda65a1 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -140,7 +140,8 @@ def arrays(
     )
 
     assert isinstance(a, Array)
-    assert a.fill_value is not None
+    if a.metadata.zarr_format == 3:
+        assert a.fill_value is not None
     assert isinstance(root[array_path], Array)
     assert nparray.shape == a.shape
     assert chunks == a.chunks
diff --git a/tests/v3/test_metadata/test_v2.py b/tests/v3/test_metadata/test_v2.py
index 4cd222d812..bf6e246668 100644
--- a/tests/v3/test_metadata/test_v2.py
+++ b/tests/v3/test_metadata/test_v2.py
@@ -28,7 +28,7 @@ def test_parse_zarr_format_invalid(data: Any) -> None:
 @pytest.mark.parametrize("attributes", [None, {"foo": "bar"}])
 @pytest.mark.parametrize("filters", [None, (), (numcodecs.GZip(),)])
 @pytest.mark.parametrize("compressor", [None, numcodecs.GZip()])
-@pytest.mark.parametrize("fill_value", [0, 1])
+@pytest.mark.parametrize("fill_value", [None, 0, 1])
 @pytest.mark.parametrize("order", ["C", "F"])
 @pytest.mark.parametrize("dimension_separator", [".", "/", None])
 def test_metadata_to_dict(
diff --git a/tests/v3/test_v2.py b/tests/v3/test_v2.py
index f488782d78..d981fbc893 100644
--- a/tests/v3/test_v2.py
+++ b/tests/v3/test_v2.py
@@ -1,5 +1,6 @@
 import json
 from collections.abc import Iterator
+from typing import Any
 
 import numpy as np
 import pytest
@@ -35,6 +36,27 @@ def test_simple(store: StorePath) -> None:
     assert np.array_equal(data, a[:, :])
 
 
+@pytest.mark.parametrize(
+    ("dtype", "fill_value"),
+    [
+        ("bool", False),
+        ("int64", 0),
+        ("float64", 0.0),
+        ("|S1", b""),
+        ("|U1", ""),
+        ("object", 0),
+        (str, ""),
+    ],
+)
+def test_implicit_fill_value(store: StorePath, dtype: str, fill_value: Any) -> None:
+    arr = zarr.open_array(store=store, shape=(4,), fill_value=None, zarr_format=2, dtype=dtype)
+    assert arr.metadata.fill_value is None
+    assert arr.metadata.to_dict()["fill_value"] is None
+    result = arr[:]
+    expected = np.full(arr.shape, fill_value, dtype=dtype)
+    np.testing.assert_array_equal(result, expected)
+
+
 def test_codec_pipeline() -> None:
     # https://github.com/zarr-developers/zarr-python/issues/2243
     store = MemoryStore(mode="w")

From 395604dcc86b9154ea673d15d9c9bb9a74db1538 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Wed, 9 Oct 2024 22:46:04 -0500
Subject: [PATCH 0752/1078] zarr.open should fall back to opening a group
 (#2310)

* zarr.open should fall back to opening a group

Closes https://github.com/zarr-developers/zarr-python/issues/2309

* fixup

* robuster

* fixup test

* Consistent version error

* more
---
 src/zarr/api/asynchronous.py      |  8 ++++++-
 src/zarr/api/synchronous.py       |  2 ++
 src/zarr/core/array.py            |  3 ++-
 src/zarr/core/group.py            |  3 ++-
 src/zarr/core/metadata/v3.py      |  5 +++--
 src/zarr/errors.py                | 15 +++++++++++++
 tests/v3/test_api.py              | 37 +++++++++++++++++++++++++++++++
 tests/v3/test_metadata/test_v3.py | 17 +++++++++++++-
 8 files changed, 84 insertions(+), 6 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 11e4219c0e..5239927aad 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -14,6 +14,7 @@
 from zarr.core.group import AsyncGroup
 from zarr.core.metadata.v2 import ArrayV2Metadata
 from zarr.core.metadata.v3 import ArrayV3Metadata
+from zarr.errors import NodeTypeValidationError
 from zarr.storage import (
     StoreLike,
     StorePath,
@@ -247,7 +248,10 @@ async def open(
 
     try:
         return await open_array(store=store_path, zarr_format=zarr_format, **kwargs)
-    except KeyError:
+    except (KeyError, NodeTypeValidationError):
+        # KeyError for a missing key
+        # NodeTypeValidationError for failing to parse node metadata as an array when it's
+        # actually a group
         return await open_group(store=store_path, zarr_format=zarr_format, **kwargs)
 
 
@@ -580,6 +584,8 @@ async def open_group(
     meta_array : array-like, optional
         An array instance to use for determining arrays to create and return
         to users. Use `numpy.empty(())` by default.
+    attributes : dict
+        A dictionary of JSON-serializable values with user-defined attributes.
 
     Returns
     -------
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index f5d614058a..d76216b781 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -207,6 +207,7 @@ def open_group(
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     meta_array: Any | None = None,  # not used in async api
+    attributes: dict[str, JSON] | None = None,
 ) -> Group:
     return Group(
         sync(
@@ -221,6 +222,7 @@ def open_group(
                 zarr_version=zarr_version,
                 zarr_format=zarr_format,
                 meta_array=meta_array,
+                attributes=attributes,
             )
         )
     )
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 8d63d9c321..fdf9aa623e 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -67,6 +67,7 @@
 from zarr.core.metadata.v2 import ArrayV2Metadata
 from zarr.core.metadata.v3 import ArrayV3Metadata
 from zarr.core.sync import collect_aiterator, sync
+from zarr.errors import MetadataValidationError
 from zarr.registry import get_pipeline_class
 from zarr.storage import StoreLike, make_store_path
 from zarr.storage.common import StorePath, ensure_no_existing_node
@@ -144,7 +145,7 @@ async def get_array_metadata(
         else:
             zarr_format = 2
     else:
-        raise ValueError(f"unexpected zarr_format: {zarr_format}")
+        raise MetadataValidationError("zarr_format", "2, 3, or None", zarr_format)
 
     metadata_dict: dict[str, Any]
     if zarr_format == 2:
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index bf0e385d06..4d43570325 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -29,6 +29,7 @@
 )
 from zarr.core.config import config
 from zarr.core.sync import SyncMixin, sync
+from zarr.errors import MetadataValidationError
 from zarr.storage import StoreLike, make_store_path
 from zarr.storage.common import StorePath, ensure_no_existing_node
 
@@ -196,7 +197,7 @@ async def open(
             else:
                 zarr_format = 2
         else:
-            raise ValueError(f"unexpected zarr_format: {zarr_format}")
+            raise MetadataValidationError("zarr_format", "2, 3, or None", zarr_format)
 
         if zarr_format == 2:
             # V2 groups are comprised of a .zgroup and .zattrs objects
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 47c6106bfe..12e26746df 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -29,6 +29,7 @@
 from zarr.core.config import config
 from zarr.core.metadata.common import ArrayMetadata, parse_attributes
 from zarr.core.strings import _STRING_DTYPE as STRING_NP_DTYPE
+from zarr.errors import MetadataValidationError, NodeTypeValidationError
 from zarr.registry import get_codec_class
 
 DEFAULT_DTYPE = "float64"
@@ -37,13 +38,13 @@
 def parse_zarr_format(data: object) -> Literal[3]:
     if data == 3:
         return 3
-    raise ValueError(f"Invalid value. Expected 3. Got {data}.")
+    raise MetadataValidationError("zarr_format", 3, data)
 
 
 def parse_node_type_array(data: object) -> Literal["array"]:
     if data == "array":
         return "array"
-    raise ValueError(f"Invalid value. Expected 'array'. Got {data}.")
+    raise NodeTypeValidationError("node_type", "array", data)
 
 
 def parse_codecs(data: object) -> tuple[Codec, ...]:
diff --git a/src/zarr/errors.py b/src/zarr/errors.py
index 72efcedf2e..e6d416bcc6 100644
--- a/src/zarr/errors.py
+++ b/src/zarr/errors.py
@@ -25,6 +25,21 @@ class ContainsArrayAndGroupError(_BaseZarrError):
     )
 
 
+class MetadataValidationError(_BaseZarrError):
+    """An exception raised when the Zarr metadata is invalid in some way"""
+
+    _msg = "Invalid value for '{}'. Expected '{}'. Got '{}'."
+
+
+class NodeTypeValidationError(MetadataValidationError):
+    """
+    Specialized exception when the node_type of the metadata document is incorrect..
+
+    This can be raised when the value is invalid or unexpected given the context,
+    for example an 'array' node when we expected a 'group'.
+    """
+
+
 __all__ = [
     "ContainsArrayAndGroupError",
     "ContainsArrayError",
diff --git a/tests/v3/test_api.py b/tests/v3/test_api.py
index 218aec5c97..0614185f68 100644
--- a/tests/v3/test_api.py
+++ b/tests/v3/test_api.py
@@ -6,10 +6,13 @@
 from numpy.testing import assert_array_equal
 
 import zarr
+import zarr.api.asynchronous
+import zarr.core.group
 from zarr import Array, Group
 from zarr.abc.store import Store
 from zarr.api.synchronous import create, group, load, open, open_group, save, save_array, save_group
 from zarr.core.common import ZarrFormat
+from zarr.errors import MetadataValidationError
 from zarr.storage.memory import MemoryStore
 
 
@@ -921,3 +924,37 @@ def test_open_group_positional_args_deprecated() -> None:
     store = MemoryStore({}, mode="w")
     with pytest.warns(FutureWarning, match="pass"):
         open_group(store, "w")
+
+
+def test_open_falls_back_to_open_group() -> None:
+    # https://github.com/zarr-developers/zarr-python/issues/2309
+    store = MemoryStore(mode="w")
+    zarr.open_group(store, attributes={"key": "value"})
+
+    group = zarr.open(store)
+    assert isinstance(group, Group)
+    assert group.attrs == {"key": "value"}
+
+
+async def test_open_falls_back_to_open_group_async() -> None:
+    # https://github.com/zarr-developers/zarr-python/issues/2309
+    store = MemoryStore(mode="w")
+    await zarr.api.asynchronous.open_group(store, attributes={"key": "value"})
+
+    group = await zarr.api.asynchronous.open(store=store)
+    assert isinstance(group, zarr.core.group.AsyncGroup)
+    assert group.attrs == {"key": "value"}
+
+
+async def test_metadata_validation_error() -> None:
+    with pytest.raises(
+        MetadataValidationError,
+        match="Invalid value for 'zarr_format'. Expected '2, 3, or None'. Got '3.0'.",
+    ):
+        await zarr.api.asynchronous.open_group(zarr_format="3.0")  # type: ignore[arg-type]
+
+    with pytest.raises(
+        MetadataValidationError,
+        match="Invalid value for 'zarr_format'. Expected '2, 3, or None'. Got '3.0'.",
+    ):
+        await zarr.api.asynchronous.open_array(shape=(1,), zarr_format="3.0")  # type: ignore[arg-type]
diff --git a/tests/v3/test_metadata/test_v3.py b/tests/v3/test_metadata/test_v3.py
index b55b2d7a65..f3b2968680 100644
--- a/tests/v3/test_metadata/test_v3.py
+++ b/tests/v3/test_metadata/test_v3.py
@@ -24,6 +24,7 @@
     default_fill_value,
     parse_dimension_names,
     parse_fill_value,
+    parse_node_type_array,
     parse_zarr_format,
 )
 
@@ -54,7 +55,9 @@
 
 @pytest.mark.parametrize("data", [None, 1, 2, 4, 5, "3"])
 def test_parse_zarr_format_invalid(data: Any) -> None:
-    with pytest.raises(ValueError, match=f"Invalid value. Expected 3. Got {data}"):
+    with pytest.raises(
+        ValueError, match=f"Invalid value for 'zarr_format'. Expected '3'. Got '{data}'."
+    ):
         parse_zarr_format(data)
 
 
@@ -62,6 +65,18 @@ def test_parse_zarr_format_valid() -> None:
     assert parse_zarr_format(3) == 3
 
 
+@pytest.mark.parametrize("data", [None, "group"])
+def test_parse_node_type_arrayinvalid(data: Any) -> None:
+    with pytest.raises(
+        ValueError, match=f"Invalid value for 'node_type'. Expected 'array'. Got '{data}'."
+    ):
+        parse_node_type_array(data)
+
+
+def test_parse_node_typevalid() -> None:
+    assert parse_node_type_array("array") == "array"
+
+
 @pytest.mark.parametrize("data", [(), [1, 2, "a"], {"foo": 10}])
 def parse_dimension_names_invalid(data: Any) -> None:
     with pytest.raises(TypeError, match="Expected either None or iterable of str,"):

From eaf5d7ab4c5a791ce112e0ced45bca2288eb9d69 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 10 Oct 2024 08:30:48 +0100
Subject: [PATCH 0753/1078] Bump numcodecs from 0.13.0 to 0.13.1 in the
 requirements group (#2326)

Bumps the requirements group with 1 update: [numcodecs](https://github.com/zarr-developers/numcodecs).


Updates `numcodecs` from 0.13.0 to 0.13.1
- [Release notes](https://github.com/zarr-developers/numcodecs/releases)
- [Changelog](https://github.com/zarr-developers/numcodecs/blob/main/docs/release.rst)
- [Commits](https://github.com/zarr-developers/numcodecs/compare/v0.13.0...v0.13.1)

---
updated-dependencies:
- dependency-name: numcodecs
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 requirements_dev_minimal.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements_dev_minimal.txt b/requirements_dev_minimal.txt
index 1d29404d6c..caa078cc82 100644
--- a/requirements_dev_minimal.txt
+++ b/requirements_dev_minimal.txt
@@ -1,7 +1,7 @@
 # library requirements
 asciitree==0.3.3
 fasteners==0.19
-numcodecs==0.13.0
+numcodecs==0.13.1
 msgpack-python==0.5.6
 setuptools-scm==8.1.0
 # test requirements

From 6b11bb8bf043e172e8513498df3ea34dd0f1e71d Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Thu, 10 Oct 2024 20:44:07 +0200
Subject: [PATCH 0754/1078] Refactor/rename v2 metadata fields (#2301)

* remove array v2 metadata data_type and chunk_grid attributes, using dtype and chunks instead

* remove inheritance from ArrayMetadata

* make asyncarray generic w.r.t metadata

* Copy tom augsburger's overload

* minimal typedicts for array metadata

* clean up imports

* make chunk_grid a cached property for v2 metadata

* add T suffix to type aliases

* make asyncarray.create overloads more specific, and add some comments

* use regular names for unions, but use T_ prefix for typevar

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/api/asynchronous.py       |  67 ++++++---
 src/zarr/core/array.py             | 224 +++++++++++++++++++++++------
 src/zarr/core/group.py             |  70 ++++++---
 src/zarr/core/metadata/__init__.py |  19 ++-
 src/zarr/core/metadata/common.py   |  55 +------
 src/zarr/core/metadata/v2.py       |  49 ++++---
 src/zarr/core/metadata/v3.py       |  17 ++-
 tests/v3/test_array.py             |  14 +-
 8 files changed, 342 insertions(+), 173 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 5239927aad..12f58a4e31 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -12,8 +12,7 @@
 from zarr.core.common import JSON, AccessModeLiteral, ChunkCoords, MemoryOrder, ZarrFormat
 from zarr.core.config import config
 from zarr.core.group import AsyncGroup
-from zarr.core.metadata.v2 import ArrayV2Metadata
-from zarr.core.metadata.v3 import ArrayV3Metadata
+from zarr.core.metadata import ArrayMetadataDict, ArrayV2Metadata, ArrayV3Metadata
 from zarr.errors import NodeTypeValidationError
 from zarr.storage import (
     StoreLike,
@@ -29,7 +28,7 @@
     from zarr.core.chunk_key_encodings import ChunkKeyEncoding
 
     # TODO: this type could use some more thought
-    ArrayLike = AsyncArray | Array | npt.NDArray[Any]
+    ArrayLike = AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | Array | npt.NDArray[Any]
     PathLike = str
 
 __all__ = [
@@ -98,11 +97,11 @@ def _like_args(a: ArrayLike, kwargs: dict[str, Any]) -> dict[str, Any]:
         if isinstance(a.metadata, ArrayV2Metadata):
             new["compressor"] = a.metadata.compressor
             new["filters"] = a.metadata.filters
-
-        if isinstance(a.metadata, ArrayV3Metadata):
-            new["codecs"] = a.metadata.codecs
         else:
-            raise TypeError(f"Unsupported zarr format: {a.metadata.zarr_format}")
+            # TODO: Remove type: ignore statement when type inference improves.
+            # mypy cannot correctly infer the type of a.metadata here for some reason.
+            new["codecs"] = a.metadata.codecs  # type: ignore[unreachable]
+
     else:
         # TODO: set default values compressor/codecs
         # to do this, we may need to evaluate if this is a v2 or v3 array
@@ -199,7 +198,7 @@ async def open(
     path: str | None = None,
     storage_options: dict[str, Any] | None = None,
     **kwargs: Any,  # TODO: type kwargs as valid args to open_array
-) -> AsyncArray | AsyncGroup:
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup:
     """Convenience function to open a group or array using file-mode-like semantics.
 
     Parameters
@@ -237,11 +236,13 @@ async def open(
     if "shape" not in kwargs and mode in {"a", "w", "w-"}:
         try:
             metadata_dict = await get_array_metadata(store_path, zarr_format=zarr_format)
+            # TODO: remove this cast when we fix typing for array metadata dicts
+            _metadata_dict = cast(ArrayMetadataDict, metadata_dict)
             # for v2, the above would already have raised an exception if not an array
-            zarr_format = metadata_dict["zarr_format"]
-            is_v3_array = zarr_format == 3 and metadata_dict.get("node_type") == "array"
+            zarr_format = _metadata_dict["zarr_format"]
+            is_v3_array = zarr_format == 3 and _metadata_dict.get("node_type") == "array"
             if is_v3_array or zarr_format == 2:
-                return AsyncArray(store_path=store_path, metadata=metadata_dict)
+                return AsyncArray(store_path=store_path, metadata=_metadata_dict)
         except (AssertionError, FileNotFoundError):
             pass
         return await open_group(store=store_path, zarr_format=zarr_format, mode=mode, **kwargs)
@@ -404,7 +405,9 @@ async def tree(*args: Any, **kwargs: Any) -> None:
     raise NotImplementedError
 
 
-async def array(data: npt.ArrayLike, **kwargs: Any) -> AsyncArray:
+async def array(
+    data: npt.ArrayLike, **kwargs: Any
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
     """Create an array filled with `data`.
 
     Parameters
@@ -658,7 +661,7 @@ async def create(
     dimension_names: Iterable[str] | None = None,
     storage_options: dict[str, Any] | None = None,
     **kwargs: Any,
-) -> AsyncArray:
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
     """Create an array.
 
     Parameters
@@ -810,7 +813,9 @@ async def create(
     )
 
 
-async def empty(shape: ChunkCoords, **kwargs: Any) -> AsyncArray:
+async def empty(
+    shape: ChunkCoords, **kwargs: Any
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
     """Create an empty array.
 
     Parameters
@@ -829,7 +834,9 @@ async def empty(shape: ChunkCoords, **kwargs: Any) -> AsyncArray:
     return await create(shape=shape, fill_value=None, **kwargs)
 
 
-async def empty_like(a: ArrayLike, **kwargs: Any) -> AsyncArray:
+async def empty_like(
+    a: ArrayLike, **kwargs: Any
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
     """Create an empty array like `a`.
 
     Parameters
@@ -849,7 +856,9 @@ async def empty_like(a: ArrayLike, **kwargs: Any) -> AsyncArray:
 
 
 # TODO: add type annotations for fill_value and kwargs
-async def full(shape: ChunkCoords, fill_value: Any, **kwargs: Any) -> AsyncArray:
+async def full(
+    shape: ChunkCoords, fill_value: Any, **kwargs: Any
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
     """Create an array, with `fill_value` being used as the default value for
     uninitialized portions of the array.
 
@@ -871,7 +880,9 @@ async def full(shape: ChunkCoords, fill_value: Any, **kwargs: Any) -> AsyncArray
 
 
 # TODO: add type annotations for kwargs
-async def full_like(a: ArrayLike, **kwargs: Any) -> AsyncArray:
+async def full_like(
+    a: ArrayLike, **kwargs: Any
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
     """Create a filled array like `a`.
 
     Parameters
@@ -892,7 +903,9 @@ async def full_like(a: ArrayLike, **kwargs: Any) -> AsyncArray:
     return await full(**like_kwargs)
 
 
-async def ones(shape: ChunkCoords, **kwargs: Any) -> AsyncArray:
+async def ones(
+    shape: ChunkCoords, **kwargs: Any
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
     """Create an array, with one being used as the default value for
     uninitialized portions of the array.
 
@@ -911,7 +924,9 @@ async def ones(shape: ChunkCoords, **kwargs: Any) -> AsyncArray:
     return await create(shape=shape, fill_value=1, **kwargs)
 
 
-async def ones_like(a: ArrayLike, **kwargs: Any) -> AsyncArray:
+async def ones_like(
+    a: ArrayLike, **kwargs: Any
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
     """Create an array of ones like `a`.
 
     Parameters
@@ -938,7 +953,7 @@ async def open_array(
     path: PathLike | None = None,
     storage_options: dict[str, Any] | None = None,
     **kwargs: Any,  # TODO: type kwargs as valid args to save
-) -> AsyncArray:
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
     """Open an array using file-mode-like semantics.
 
     Parameters
@@ -981,7 +996,9 @@ async def open_array(
         raise
 
 
-async def open_like(a: ArrayLike, path: str, **kwargs: Any) -> AsyncArray:
+async def open_like(
+    a: ArrayLike, path: str, **kwargs: Any
+) -> AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]:
     """Open a persistent array like `a`.
 
     Parameters
@@ -1004,7 +1021,9 @@ async def open_like(a: ArrayLike, path: str, **kwargs: Any) -> AsyncArray:
     return await open_array(path=path, **like_kwargs)
 
 
-async def zeros(shape: ChunkCoords, **kwargs: Any) -> AsyncArray:
+async def zeros(
+    shape: ChunkCoords, **kwargs: Any
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
     """Create an array, with zero being used as the default value for
     uninitialized portions of the array.
 
@@ -1023,7 +1042,9 @@ async def zeros(shape: ChunkCoords, **kwargs: Any) -> AsyncArray:
     return await create(shape=shape, fill_value=0, **kwargs)
 
 
-async def zeros_like(a: ArrayLike, **kwargs: Any) -> AsyncArray:
+async def zeros_like(
+    a: ArrayLike, **kwargs: Any
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
     """Create an array of zeros like `a`.
 
     Parameters
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index fdf9aa623e..d687c42194 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -4,7 +4,7 @@
 from asyncio import gather
 from dataclasses import dataclass, field, replace
 from logging import getLogger
-from typing import TYPE_CHECKING, Any, Literal, cast
+from typing import TYPE_CHECKING, Any, Generic, Literal, cast, overload
 
 import numpy as np
 import numpy.typing as npt
@@ -64,8 +64,15 @@
     is_scalar,
     pop_fields,
 )
-from zarr.core.metadata.v2 import ArrayV2Metadata
-from zarr.core.metadata.v3 import ArrayV3Metadata
+from zarr.core.metadata import (
+    ArrayMetadata,
+    ArrayMetadataDict,
+    ArrayV2Metadata,
+    ArrayV2MetadataDict,
+    ArrayV3Metadata,
+    ArrayV3MetadataDict,
+    T_ArrayMetadata,
+)
 from zarr.core.sync import collect_aiterator, sync
 from zarr.errors import MetadataValidationError
 from zarr.registry import get_pipeline_class
@@ -74,10 +81,10 @@
 
 if TYPE_CHECKING:
     from collections.abc import Iterable, Iterator, Sequence
+    from typing import Self
 
     from zarr.abc.codec import Codec, CodecPipeline
     from zarr.core.group import AsyncGroup
-    from zarr.core.metadata.common import ArrayMetadata
 
 # Array and AsyncArray are defined in the base ``zarr`` namespace
 __all__ = ["create_codec_pipeline", "parse_array_metadata"]
@@ -85,8 +92,8 @@
 logger = getLogger(__name__)
 
 
-def parse_array_metadata(data: Any) -> ArrayV2Metadata | ArrayV3Metadata:
-    if isinstance(data, ArrayV2Metadata | ArrayV3Metadata):
+def parse_array_metadata(data: Any) -> ArrayMetadata:
+    if isinstance(data, ArrayMetadata):
         return data
     elif isinstance(data, dict):
         if data["zarr_format"] == 3:
@@ -103,7 +110,7 @@ def parse_array_metadata(data: Any) -> ArrayV2Metadata | ArrayV3Metadata:
     raise TypeError
 
 
-def create_codec_pipeline(metadata: ArrayV2Metadata | ArrayV3Metadata) -> CodecPipeline:
+def create_codec_pipeline(metadata: ArrayMetadata) -> CodecPipeline:
     if isinstance(metadata, ArrayV3Metadata):
         return get_pipeline_class().from_codecs(metadata.codecs)
     elif isinstance(metadata, ArrayV2Metadata):
@@ -116,7 +123,7 @@ def create_codec_pipeline(metadata: ArrayV2Metadata | ArrayV3Metadata) -> CodecP
 
 async def get_array_metadata(
     store_path: StorePath, zarr_format: ZarrFormat | None = 3
-) -> dict[str, Any]:
+) -> dict[str, JSON]:
     if zarr_format == 2:
         zarray_bytes, zattrs_bytes = await gather(
             (store_path / ZARRAY_JSON).get(), (store_path / ZATTRS_JSON).get()
@@ -147,7 +154,7 @@ async def get_array_metadata(
     else:
         raise MetadataValidationError("zarr_format", "2, 3, or None", zarr_format)
 
-    metadata_dict: dict[str, Any]
+    metadata_dict: dict[str, JSON]
     if zarr_format == 2:
         # V2 arrays are comprised of a .zarray and .zattrs objects
         assert zarray_bytes is not None
@@ -162,24 +169,44 @@ async def get_array_metadata(
 
 
 @dataclass(frozen=True)
-class AsyncArray:
-    metadata: ArrayMetadata
+class AsyncArray(Generic[T_ArrayMetadata]):
+    metadata: T_ArrayMetadata
     store_path: StorePath
     codec_pipeline: CodecPipeline = field(init=False)
     order: Literal["C", "F"]
 
+    @overload
+    def __init__(
+        self: AsyncArray[ArrayV2Metadata],
+        metadata: ArrayV2Metadata | ArrayV2MetadataDict,
+        store_path: StorePath,
+        order: Literal["C", "F"] | None = None,
+    ) -> None: ...
+
+    @overload
+    def __init__(
+        self: AsyncArray[ArrayV3Metadata],
+        metadata: ArrayV3Metadata | ArrayV3MetadataDict,
+        store_path: StorePath,
+        order: Literal["C", "F"] | None = None,
+    ) -> None: ...
+
     def __init__(
         self,
-        metadata: ArrayMetadata | dict[str, Any],
+        metadata: ArrayMetadata | ArrayMetadataDict,
         store_path: StorePath,
         order: Literal["C", "F"] | None = None,
     ) -> None:
         if isinstance(metadata, dict):
             zarr_format = metadata["zarr_format"]
+            # TODO: remove this when we extensively type the dict representation of metadata
+            _metadata = cast(dict[str, JSON], metadata)
             if zarr_format == 2:
-                metadata = ArrayV2Metadata.from_dict(metadata)
+                metadata = ArrayV2Metadata.from_dict(_metadata)
+            elif zarr_format == 3:
+                metadata = ArrayV3Metadata.from_dict(_metadata)
             else:
-                metadata = ArrayV3Metadata.from_dict(metadata)
+                raise ValueError(f"Invalid zarr_format: {zarr_format}. Expected 2 or 3")
 
         metadata_parsed = parse_array_metadata(metadata)
         order_parsed = parse_indexing_order(order or config.get("array.order"))
@@ -189,6 +216,118 @@ def __init__(
         object.__setattr__(self, "order", order_parsed)
         object.__setattr__(self, "codec_pipeline", create_codec_pipeline(metadata=metadata_parsed))
 
+    # this overload defines the function signature when zarr_format is 2
+    @overload
+    @classmethod
+    async def create(
+        cls,
+        store: StoreLike,
+        *,
+        # v2 and v3
+        shape: ShapeLike,
+        dtype: npt.DTypeLike,
+        zarr_format: Literal[2],
+        fill_value: Any | None = None,
+        attributes: dict[str, JSON] | None = None,
+        chunks: ShapeLike | None = None,
+        dimension_separator: Literal[".", "/"] | None = None,
+        order: Literal["C", "F"] | None = None,
+        filters: list[dict[str, JSON]] | None = None,
+        compressor: dict[str, JSON] | None = None,
+        # runtime
+        exists_ok: bool = False,
+        data: npt.ArrayLike | None = None,
+    ) -> AsyncArray[ArrayV2Metadata]: ...
+
+    # this overload defines the function signature when zarr_format is 3
+    @overload
+    @classmethod
+    async def create(
+        cls,
+        store: StoreLike,
+        *,
+        # v2 and v3
+        shape: ShapeLike,
+        dtype: npt.DTypeLike,
+        zarr_format: Literal[3],
+        fill_value: Any | None = None,
+        attributes: dict[str, JSON] | None = None,
+        # v3 only
+        chunk_shape: ChunkCoords | None = None,
+        chunk_key_encoding: (
+            ChunkKeyEncoding
+            | tuple[Literal["default"], Literal[".", "/"]]
+            | tuple[Literal["v2"], Literal[".", "/"]]
+            | None
+        ) = None,
+        codecs: Iterable[Codec | dict[str, JSON]] | None = None,
+        dimension_names: Iterable[str] | None = None,
+        # runtime
+        exists_ok: bool = False,
+        data: npt.ArrayLike | None = None,
+    ) -> AsyncArray[ArrayV3Metadata]: ...
+
+    # this overload is necessary to handle the case where the `zarr_format` kwarg is unspecified
+    @overload
+    @classmethod
+    async def create(
+        cls,
+        store: StoreLike,
+        *,
+        # v2 and v3
+        shape: ShapeLike,
+        dtype: npt.DTypeLike,
+        zarr_format: Literal[3] = 3,
+        fill_value: Any | None = None,
+        attributes: dict[str, JSON] | None = None,
+        # v3 only
+        chunk_shape: ChunkCoords | None = None,
+        chunk_key_encoding: (
+            ChunkKeyEncoding
+            | tuple[Literal["default"], Literal[".", "/"]]
+            | tuple[Literal["v2"], Literal[".", "/"]]
+            | None
+        ) = None,
+        codecs: Iterable[Codec | dict[str, JSON]] | None = None,
+        dimension_names: Iterable[str] | None = None,
+        # runtime
+        exists_ok: bool = False,
+        data: npt.ArrayLike | None = None,
+    ) -> AsyncArray[ArrayV3Metadata]: ...
+
+    @overload
+    @classmethod
+    async def create(
+        cls,
+        store: StoreLike,
+        *,
+        # v2 and v3
+        shape: ShapeLike,
+        dtype: npt.DTypeLike,
+        zarr_format: ZarrFormat,
+        fill_value: Any | None = None,
+        attributes: dict[str, JSON] | None = None,
+        # v3 only
+        chunk_shape: ChunkCoords | None = None,
+        chunk_key_encoding: (
+            ChunkKeyEncoding
+            | tuple[Literal["default"], Literal[".", "/"]]
+            | tuple[Literal["v2"], Literal[".", "/"]]
+            | None
+        ) = None,
+        codecs: Iterable[Codec | dict[str, JSON]] | None = None,
+        dimension_names: Iterable[str] | None = None,
+        # v2 only
+        chunks: ShapeLike | None = None,
+        dimension_separator: Literal[".", "/"] | None = None,
+        order: Literal["C", "F"] | None = None,
+        filters: list[dict[str, JSON]] | None = None,
+        compressor: dict[str, JSON] | None = None,
+        # runtime
+        exists_ok: bool = False,
+        data: npt.ArrayLike | None = None,
+    ) -> AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]: ...
+
     @classmethod
     async def create(
         cls,
@@ -219,7 +358,7 @@ async def create(
         # runtime
         exists_ok: bool = False,
         data: npt.ArrayLike | None = None,
-    ) -> AsyncArray:
+    ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         store_path = await make_store_path(store)
 
         shape = parse_shapelike(shape)
@@ -232,7 +371,7 @@ async def create(
             _chunks = normalize_chunks(chunks, shape, dtype.itemsize)
         else:
             _chunks = normalize_chunks(chunk_shape, shape, dtype.itemsize)
-
+        result: AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]
         if zarr_format == 3:
             if dimension_separator is not None:
                 raise ValueError(
@@ -314,7 +453,7 @@ async def _create_v3(
         dimension_names: Iterable[str] | None = None,
         attributes: dict[str, JSON] | None = None,
         exists_ok: bool = False,
-    ) -> AsyncArray:
+    ) -> AsyncArray[ArrayV3Metadata]:
         if not exists_ok:
             await ensure_no_existing_node(store_path, zarr_format=3)
 
@@ -366,7 +505,7 @@ async def _create_v2(
         compressor: dict[str, JSON] | None = None,
         attributes: dict[str, JSON] | None = None,
         exists_ok: bool = False,
-    ) -> AsyncArray:
+    ) -> AsyncArray[ArrayV2Metadata]:
         if not exists_ok:
             await ensure_no_existing_node(store_path, zarr_format=2)
         if order is None:
@@ -395,7 +534,7 @@ def from_dict(
         cls,
         store_path: StorePath,
         data: dict[str, JSON],
-    ) -> AsyncArray:
+    ) -> AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]:
         metadata = parse_array_metadata(data)
         return cls(metadata=metadata, store_path=store_path)
 
@@ -404,10 +543,12 @@ async def open(
         cls,
         store: StoreLike,
         zarr_format: ZarrFormat | None = 3,
-    ) -> AsyncArray:
+    ) -> AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]:
         store_path = await make_store_path(store)
         metadata_dict = await get_array_metadata(store_path, zarr_format=zarr_format)
-        return cls(store_path=store_path, metadata=metadata_dict)
+        # TODO: remove this cast when we have better type hints
+        _metadata_dict = cast(ArrayV3MetadataDict, metadata_dict)
+        return cls(store_path=store_path, metadata=_metadata_dict)
 
     @property
     def store(self) -> Store:
@@ -500,7 +641,7 @@ def _iter_chunk_coords(
         keyword is used, iteration will start at the chunk index specified by `origin`.
         The default behavior is to start at the origin of the grid coordinate space.
         If the `selection_shape` keyword is used, iteration will be bounded over a contiguous region
-        ranging from `[origin, origin + selection_shape]`, where the upper bound is exclusive as
+        ranging from `[origin, origin selection_shape]`, where the upper bound is exclusive as
         per python indexing conventions.
 
         Parameters
@@ -724,9 +865,7 @@ async def setitem(
         )
         return await self._set_selection(indexer, value, prototype=prototype)
 
-    async def resize(
-        self, new_shape: ChunkCoords, delete_outside_chunks: bool = True
-    ) -> AsyncArray:
+    async def resize(self, new_shape: ChunkCoords, delete_outside_chunks: bool = True) -> Self:
         assert len(new_shape) == len(self.metadata.shape)
         new_metadata = self.metadata.update_shape(new_shape)
 
@@ -752,7 +891,7 @@ async def _delete_key(key: str) -> None:
         await self._save_metadata(new_metadata)
         return replace(self, metadata=new_metadata)
 
-    async def update_attributes(self, new_attributes: dict[str, JSON]) -> AsyncArray:
+    async def update_attributes(self, new_attributes: dict[str, JSON]) -> Self:
         new_metadata = self.metadata.update_attributes(new_attributes)
 
         # Write new metadata
@@ -768,7 +907,7 @@ async def info(self) -> None:
 
 @dataclass(frozen=True)
 class Array:
-    _async_array: AsyncArray
+    _async_array: AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]
 
     @classmethod
     @_deprecate_positional_args
@@ -2314,18 +2453,17 @@ def resize(self, new_shape: ChunkCoords) -> Array:
         >>> z2.shape
         (50, 50)
         """
-        return type(self)(
-            sync(
-                self._async_array.resize(new_shape),
-            )
-        )
+        resized = sync(self._async_array.resize(new_shape))
+        # TODO: remove this cast when type inference improves
+        _resized = cast(AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata], resized)
+        return type(self)(_resized)
 
     def update_attributes(self, new_attributes: dict[str, JSON]) -> Array:
-        return type(self)(
-            sync(
-                self._async_array.update_attributes(new_attributes),
-            )
-        )
+        # TODO: remove this cast when type inference improves
+        new_array = sync(self._async_array.update_attributes(new_attributes))
+        # TODO: remove this cast when type inference improves
+        _new_array = cast(AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata], new_array)
+        return type(self)(_new_array)
 
     def __repr__(self) -> str:
         return f"<Array {self.store_path} shape={self.shape} dtype={self.dtype}>"
@@ -2336,7 +2474,9 @@ def info(self) -> None:
         )
 
 
-def nchunks_initialized(array: AsyncArray | Array) -> int:
+def nchunks_initialized(
+    array: AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | Array,
+) -> int:
     """
     Calculate the number of chunks that have been initialized, i.e. the number of chunks that have
     been persisted to the storage backend.
@@ -2358,7 +2498,9 @@ def nchunks_initialized(array: AsyncArray | Array) -> int:
     return len(chunks_initialized(array))
 
 
-def chunks_initialized(array: Array | AsyncArray) -> tuple[str, ...]:
+def chunks_initialized(
+    array: Array | AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata],
+) -> tuple[str, ...]:
     """
     Return the keys of the chunks that have been persisted to the storage backend.
 
@@ -2390,7 +2532,9 @@ def chunks_initialized(array: Array | AsyncArray) -> tuple[str, ...]:
     return tuple(out)
 
 
-def _build_parents(node: AsyncArray | AsyncGroup) -> list[AsyncGroup]:
+def _build_parents(
+    node: AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup,
+) -> list[AsyncGroup]:
     from zarr.core.group import AsyncGroup, GroupMetadata
 
     store = node.store_path.store
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 4d43570325..dd5a25f098 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -40,6 +40,8 @@
     from zarr.abc.codec import Codec
     from zarr.core.buffer import Buffer, BufferPrototype
     from zarr.core.chunk_key_encodings import ChunkKeyEncoding
+    from zarr.core.metadata.v2 import ArrayV2Metadata
+    from zarr.core.metadata.v3 import ArrayV3Metadata
 
 logger = logging.getLogger("zarr.group")
 
@@ -64,14 +66,16 @@ def parse_attributes(data: Any) -> dict[str, Any]:
 
 
 @overload
-def _parse_async_node(node: AsyncArray) -> Array: ...
+def _parse_async_node(node: AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]) -> Array: ...
 
 
 @overload
 def _parse_async_node(node: AsyncGroup) -> Group: ...
 
 
-def _parse_async_node(node: AsyncArray | AsyncGroup) -> Array | Group:
+def _parse_async_node(
+    node: AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup,
+) -> Array | Group:
     """
     Wrap an AsyncArray in an Array, or an AsyncGroup in a Group.
     """
@@ -226,7 +230,7 @@ def from_dict(
     async def getitem(
         self,
         key: str,
-    ) -> AsyncArray | AsyncGroup:
+    ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup:
         store_path = self.store_path / key
         logger.debug("key=%s, store_path=%s", key, store_path)
 
@@ -295,7 +299,7 @@ async def delitem(self, key: str) -> None:
 
     async def get(
         self, key: str, default: DefaultT | None = None
-    ) -> AsyncArray | AsyncGroup | DefaultT | None:
+    ) -> AsyncArray[Any] | AsyncGroup | DefaultT | None:
         """Obtain a group member, returning default if not found.
 
         Parameters
@@ -411,7 +415,9 @@ async def require_group(self, name: str, overwrite: bool = False) -> AsyncGroup:
             grp = await self.create_group(name, exists_ok=True)
         else:
             try:
-                item: AsyncGroup | AsyncArray = await self.getitem(name)
+                item: (
+                    AsyncGroup | AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]
+                ) = await self.getitem(name)
                 if not isinstance(item, AsyncGroup):
                     raise TypeError(
                         f"Incompatible object ({item.__class__.__name__}) already exists"
@@ -455,7 +461,7 @@ async def create_array(
         # runtime
         exists_ok: bool = False,
         data: npt.ArrayLike | None = None,
-    ) -> AsyncArray:
+    ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         """
         Create a Zarr array within this AsyncGroup.
         This method lightly wraps AsyncArray.create.
@@ -518,7 +524,9 @@ async def create_array(
         )
 
     @deprecated("Use AsyncGroup.create_array instead.")
-    async def create_dataset(self, name: str, **kwargs: Any) -> AsyncArray:
+    async def create_dataset(
+        self, name: str, **kwargs: Any
+    ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         """Create an array.
 
         Arrays are known as "datasets" in HDF5 terminology. For compatibility
@@ -549,7 +557,7 @@ async def require_dataset(
         dtype: npt.DTypeLike = None,
         exact: bool = False,
         **kwargs: Any,
-    ) -> AsyncArray:
+    ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         """Obtain an array, creating if it doesn't exist.
 
         Arrays are known as "datasets" in HDF5 terminology. For compatibility
@@ -586,7 +594,7 @@ async def require_array(
         dtype: npt.DTypeLike = None,
         exact: bool = False,
         **kwargs: Any,
-    ) -> AsyncArray:
+    ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         """Obtain an array, creating if it doesn't exist.
 
         Other `kwargs` are as per :func:`zarr.AsyncGroup.create_dataset`.
@@ -670,7 +678,9 @@ async def nmembers(
     async def members(
         self,
         max_depth: int | None = 0,
-    ) -> AsyncGenerator[tuple[str, AsyncArray | AsyncGroup], None]:
+    ) -> AsyncGenerator[
+        tuple[str, AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup], None
+    ]:
         """
         Returns an AsyncGenerator over the arrays and groups contained in this group.
         This method requires that `store_path.store` supports directory listing.
@@ -693,7 +703,9 @@ async def members(
 
     async def _members(
         self, max_depth: int | None, current_depth: int
-    ) -> AsyncGenerator[tuple[str, AsyncArray | AsyncGroup], None]:
+    ) -> AsyncGenerator[
+        tuple[str, AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup], None
+    ]:
         if not self.store_path.store.supports_listing:
             msg = (
                 f"The store associated with this group ({type(self.store_path.store)}) "
@@ -760,7 +772,11 @@ async def group_values(self) -> AsyncGenerator[AsyncGroup, None]:
         async for _, group in self.groups():
             yield group
 
-    async def arrays(self) -> AsyncGenerator[tuple[str, AsyncArray], None]:
+    async def arrays(
+        self,
+    ) -> AsyncGenerator[
+        tuple[str, AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]], None
+    ]:
         async for key, value in self.members():
             if isinstance(value, AsyncArray):
                 yield key, value
@@ -769,43 +785,55 @@ async def array_keys(self) -> AsyncGenerator[str, None]:
         async for key, _ in self.arrays():
             yield key
 
-    async def array_values(self) -> AsyncGenerator[AsyncArray, None]:
+    async def array_values(
+        self,
+    ) -> AsyncGenerator[AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata], None]:
         async for _, array in self.arrays():
             yield array
 
     async def tree(self, expand: bool = False, level: int | None = None) -> Any:
         raise NotImplementedError
 
-    async def empty(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> AsyncArray:
+    async def empty(
+        self, *, name: str, shape: ChunkCoords, **kwargs: Any
+    ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         return await async_api.empty(shape=shape, store=self.store_path, path=name, **kwargs)
 
-    async def zeros(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> AsyncArray:
+    async def zeros(
+        self, *, name: str, shape: ChunkCoords, **kwargs: Any
+    ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         return await async_api.zeros(shape=shape, store=self.store_path, path=name, **kwargs)
 
-    async def ones(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> AsyncArray:
+    async def ones(
+        self, *, name: str, shape: ChunkCoords, **kwargs: Any
+    ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         return await async_api.ones(shape=shape, store=self.store_path, path=name, **kwargs)
 
     async def full(
         self, *, name: str, shape: ChunkCoords, fill_value: Any | None, **kwargs: Any
-    ) -> AsyncArray:
+    ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         return await async_api.full(
             shape=shape, fill_value=fill_value, store=self.store_path, path=name, **kwargs
         )
 
     async def empty_like(
         self, *, name: str, data: async_api.ArrayLike, **kwargs: Any
-    ) -> AsyncArray:
+    ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         return await async_api.empty_like(a=data, store=self.store_path, path=name, **kwargs)
 
     async def zeros_like(
         self, *, name: str, data: async_api.ArrayLike, **kwargs: Any
-    ) -> AsyncArray:
+    ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         return await async_api.zeros_like(a=data, store=self.store_path, path=name, **kwargs)
 
-    async def ones_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> AsyncArray:
+    async def ones_like(
+        self, *, name: str, data: async_api.ArrayLike, **kwargs: Any
+    ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         return await async_api.ones_like(a=data, store=self.store_path, path=name, **kwargs)
 
-    async def full_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> AsyncArray:
+    async def full_like(
+        self, *, name: str, data: async_api.ArrayLike, **kwargs: Any
+    ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         return await async_api.full_like(a=data, store=self.store_path, path=name, **kwargs)
 
     async def move(self, source: str, dest: str) -> None:
diff --git a/src/zarr/core/metadata/__init__.py b/src/zarr/core/metadata/__init__.py
index addf473397..f4374d9aba 100644
--- a/src/zarr/core/metadata/__init__.py
+++ b/src/zarr/core/metadata/__init__.py
@@ -1,4 +1,17 @@
-from .v2 import ArrayV2Metadata
-from .v3 import ArrayV3Metadata
+from typing import TypeAlias, TypeVar
 
-__all__ = ["ArrayV2Metadata", "ArrayV3Metadata"]
+from .v2 import ArrayV2Metadata, ArrayV2MetadataDict
+from .v3 import ArrayV3Metadata, ArrayV3MetadataDict
+
+ArrayMetadata: TypeAlias = ArrayV2Metadata | ArrayV3Metadata
+ArrayMetadataDict: TypeAlias = ArrayV2MetadataDict | ArrayV3MetadataDict
+T_ArrayMetadata = TypeVar("T_ArrayMetadata", ArrayV2Metadata, ArrayV3Metadata)
+
+__all__ = [
+    "ArrayV2Metadata",
+    "ArrayV3Metadata",
+    "ArrayMetadata",
+    "ArrayMetadataDict",
+    "ArrayV3MetadataDict",
+    "ArrayV2MetadataDict",
+]
diff --git a/src/zarr/core/metadata/common.py b/src/zarr/core/metadata/common.py
index 7d71455a44..3adb65cf02 100644
--- a/src/zarr/core/metadata/common.py
+++ b/src/zarr/core/metadata/common.py
@@ -3,60 +3,7 @@
 from typing import TYPE_CHECKING
 
 if TYPE_CHECKING:
-    from typing import Any, Literal, Self
-
-    import numpy as np
-
-    from zarr.core.array_spec import ArraySpec
-    from zarr.core.buffer import Buffer, BufferPrototype
-    from zarr.core.chunk_grids import ChunkGrid
-    from zarr.core.common import JSON, ChunkCoords, ZarrFormat
-
-from abc import ABC, abstractmethod
-from dataclasses import dataclass
-
-from zarr.abc.metadata import Metadata
-
-
-@dataclass(frozen=True, kw_only=True)
-class ArrayMetadata(Metadata, ABC):
-    shape: ChunkCoords
-    fill_value: Any
-    chunk_grid: ChunkGrid
-    attributes: dict[str, JSON]
-    zarr_format: ZarrFormat
-
-    @property
-    @abstractmethod
-    def dtype(self) -> np.dtype[Any]:
-        pass
-
-    @property
-    @abstractmethod
-    def ndim(self) -> int:
-        pass
-
-    @abstractmethod
-    def get_chunk_spec(
-        self, _chunk_coords: ChunkCoords, order: Literal["C", "F"], prototype: BufferPrototype
-    ) -> ArraySpec:
-        pass
-
-    @abstractmethod
-    def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
-        pass
-
-    @abstractmethod
-    def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
-        pass
-
-    @abstractmethod
-    def update_shape(self, shape: ChunkCoords) -> Self:
-        pass
-
-    @abstractmethod
-    def update_attributes(self, attributes: dict[str, JSON]) -> Self:
-        pass
+    from zarr.core.common import JSON
 
 
 def parse_attributes(data: None | dict[str, JSON]) -> dict[str, JSON]:
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index 6d8f2a8ab1..90f171fc40 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -3,7 +3,10 @@
 import base64
 from collections.abc import Iterable
 from enum import Enum
-from typing import TYPE_CHECKING, cast
+from functools import cached_property
+from typing import TYPE_CHECKING, TypedDict, cast
+
+from zarr.abc.metadata import Metadata
 
 if TYPE_CHECKING:
     from typing import Any, Literal, Self
@@ -24,14 +27,23 @@
 from zarr.core.chunk_key_encodings import parse_separator
 from zarr.core.common import ZARRAY_JSON, ZATTRS_JSON, parse_shapelike
 from zarr.core.config import config, parse_indexing_order
-from zarr.core.metadata.common import ArrayMetadata, parse_attributes
+from zarr.core.metadata.common import parse_attributes
+
+
+class ArrayV2MetadataDict(TypedDict):
+    """
+    A typed dictionary model for zarr v2 metadata.
+    """
+
+    zarr_format: Literal[2]
+    attributes: dict[str, JSON]
 
 
 @dataclass(frozen=True, kw_only=True)
-class ArrayV2Metadata(ArrayMetadata):
+class ArrayV2Metadata(Metadata):
     shape: ChunkCoords
-    chunk_grid: RegularChunkGrid
-    data_type: np.dtype[Any]
+    chunks: tuple[int, ...]
+    dtype: np.dtype[Any]
     fill_value: None | int | float | str | bytes = 0
     order: Literal["C", "F"] = "C"
     filters: tuple[numcodecs.abc.Codec, ...] | None = None
@@ -57,18 +69,18 @@ def __init__(
         Metadata for a Zarr version 2 array.
         """
         shape_parsed = parse_shapelike(shape)
-        data_type_parsed = parse_dtype(dtype)
+        dtype_parsed = parse_dtype(dtype)
         chunks_parsed = parse_shapelike(chunks)
         compressor_parsed = parse_compressor(compressor)
         order_parsed = parse_indexing_order(order)
         dimension_separator_parsed = parse_separator(dimension_separator)
         filters_parsed = parse_filters(filters)
-        fill_value_parsed = parse_fill_value(fill_value, dtype=data_type_parsed)
+        fill_value_parsed = parse_fill_value(fill_value, dtype=dtype_parsed)
         attributes_parsed = parse_attributes(attributes)
 
         object.__setattr__(self, "shape", shape_parsed)
-        object.__setattr__(self, "data_type", data_type_parsed)
-        object.__setattr__(self, "chunk_grid", RegularChunkGrid(chunk_shape=chunks_parsed))
+        object.__setattr__(self, "dtype", dtype_parsed)
+        object.__setattr__(self, "chunks", chunks_parsed)
         object.__setattr__(self, "compressor", compressor_parsed)
         object.__setattr__(self, "order", order_parsed)
         object.__setattr__(self, "dimension_separator", dimension_separator_parsed)
@@ -83,13 +95,9 @@ def __init__(
     def ndim(self) -> int:
         return len(self.shape)
 
-    @property
-    def dtype(self) -> np.dtype[Any]:
-        return self.data_type
-
-    @property
-    def chunks(self) -> ChunkCoords:
-        return self.chunk_grid.chunk_shape
+    @cached_property
+    def chunk_grid(self) -> RegularChunkGrid:
+        return RegularChunkGrid(chunk_shape=self.chunks)
 
     def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
         def _json_convert(
@@ -171,11 +179,8 @@ def to_dict(self) -> dict[str, JSON]:
             fill_value = base64.standard_b64encode(cast(bytes, self.fill_value)).decode("ascii")
             zarray_dict["fill_value"] = fill_value
 
-        _ = zarray_dict.pop("chunk_grid")
-        zarray_dict["chunks"] = self.chunk_grid.chunk_shape
-
-        _ = zarray_dict.pop("data_type")
-        zarray_dict["dtype"] = self.data_type.str
+        _ = zarray_dict.pop("dtype")
+        zarray_dict["dtype"] = self.dtype.str
 
         return zarray_dict
 
@@ -183,7 +188,7 @@ def get_chunk_spec(
         self, _chunk_coords: ChunkCoords, order: Literal["C", "F"], prototype: BufferPrototype
     ) -> ArraySpec:
         return ArraySpec(
-            shape=self.chunk_grid.chunk_shape,
+            shape=self.chunks,
             dtype=self.dtype,
             fill_value=self.fill_value,
             order=order,
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 12e26746df..c1a58e23e1 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -1,7 +1,9 @@
 from __future__ import annotations
 
 import warnings
-from typing import TYPE_CHECKING, overload
+from typing import TYPE_CHECKING, TypedDict, overload
+
+from zarr.abc.metadata import Metadata
 
 if TYPE_CHECKING:
     from typing import Self
@@ -27,7 +29,7 @@
 from zarr.core.chunk_key_encodings import ChunkKeyEncoding
 from zarr.core.common import ZARR_JSON, parse_named_configuration, parse_shapelike
 from zarr.core.config import config
-from zarr.core.metadata.common import ArrayMetadata, parse_attributes
+from zarr.core.metadata.common import parse_attributes
 from zarr.core.strings import _STRING_DTYPE as STRING_NP_DTYPE
 from zarr.errors import MetadataValidationError, NodeTypeValidationError
 from zarr.registry import get_codec_class
@@ -180,8 +182,17 @@ def _replace_special_floats(obj: object) -> Any:
     return obj
 
 
+class ArrayV3MetadataDict(TypedDict):
+    """
+    A typed dictionary model for zarr v3 metadata.
+    """
+
+    zarr_format: Literal[3]
+    attributes: dict[str, JSON]
+
+
 @dataclass(frozen=True, kw_only=True)
-class ArrayV3Metadata(ArrayMetadata):
+class ArrayV3Metadata(Metadata):
     shape: ChunkCoords
     data_type: DataType
     chunk_grid: ChunkGrid
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index 04adb2a224..c89cd253eb 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -1,6 +1,6 @@
 import pickle
 from itertools import accumulate
-from typing import Literal
+from typing import Any, Literal
 
 import numpy as np
 import pytest
@@ -303,9 +303,9 @@ def test_storage_transformers(store: MemoryStore) -> None:
         Array.from_dict(StorePath(store), data=metadata_dict)
 
 
-@pytest.mark.parametrize("test_cls", [Array, AsyncArray])
+@pytest.mark.parametrize("test_cls", [Array, AsyncArray[Any]])
 @pytest.mark.parametrize("nchunks", [2, 5, 10])
-def test_nchunks(test_cls: type[Array] | type[AsyncArray], nchunks: int) -> None:
+def test_nchunks(test_cls: type[Array] | type[AsyncArray[Any]], nchunks: int) -> None:
     """
     Test that nchunks returns the number of chunks defined for the array.
     """
@@ -320,8 +320,8 @@ def test_nchunks(test_cls: type[Array] | type[AsyncArray], nchunks: int) -> None
     assert observed == expected
 
 
-@pytest.mark.parametrize("test_cls", [Array, AsyncArray])
-def test_nchunks_initialized(test_cls: type[Array] | type[AsyncArray]) -> None:
+@pytest.mark.parametrize("test_cls", [Array, AsyncArray[Any]])
+def test_nchunks_initialized(test_cls: type[Array] | type[AsyncArray[Any]]) -> None:
     """
     Test that nchunks_initialized accurately returns the number of stored chunks.
     """
@@ -349,8 +349,8 @@ def test_nchunks_initialized(test_cls: type[Array] | type[AsyncArray]) -> None:
         assert observed == expected
 
 
-@pytest.mark.parametrize("test_cls", [Array, AsyncArray])
-def test_chunks_initialized(test_cls: type[Array] | type[AsyncArray]) -> None:
+@pytest.mark.parametrize("test_cls", [Array, AsyncArray[Any]])
+def test_chunks_initialized(test_cls: type[Array] | type[AsyncArray[Any]]) -> None:
     """
     Test that chunks_initialized accurately returns the keys of stored chunks.
     """

From 3964eab4cc4e05dc9580feccb151bc4db3782c9e Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Thu, 10 Oct 2024 14:02:40 -0500
Subject: [PATCH 0755/1078] Zarr-v3 Consolidated Metadata (#2113)

* Fixed MemoryStore.list_dir

Ensures that nested children are listed properly.

* fixup s3

* recursive Group.members

This PR adds a recursive=True flag to Group.members, for recursively
listing the members of some hierarhcy.

This is useful for Consolidated Metadata, which needs to recursively
inspect children. IMO, it's useful (and simple) enough to include
in the public API.

* Zarr-v3 Consolidated Metadata

Implements the optional Consolidated Metadata feature of zarr-v3.

* fixup

* read zarr-v2 consolidated metadata

* check writablem

* Handle non-root paths

* Some error handling

* cleanup

* refactor open

* remove dupe file

* v2 getitem

* fixup

* Optimzied members

* Impl flatten

* Fixups

* doc

* nest the tests

* fixup

* Fixups

* fixup

* fixup

* fixup

* fixup

* consistent open_consolidated handling

* fixup

* make clear that flat_to_nested mutates

* fixup

* fixup

* Fixup

* fixup

* fixup

* fixup

* fixup

* added docs

* fixup

* Ensure empty dict

* fixed name

* fixup nested

* removed dupe tests

* fixup

* doc fix

* fixups

* fixup

* fixup

* v2 writer

* fixup

* fixup

* path fix

* Fixed v2 use_consolidated=False

* fixupg

* Special case object dtype

Closes https://github.com/zarr-developers/zarr-python/issues/2315

* fixup

* docs

* pr review

* must_understand

* Updated from_dict checking

* cleanup

* cleanup

* Fixed fill_value

* fixup
---
 docs/consolidated_metadata.rst              |  74 +++
 docs/index.rst                              |   1 +
 src/zarr/api/asynchronous.py                | 112 +++-
 src/zarr/api/synchronous.py                 |  10 +-
 src/zarr/core/array.py                      |   4 +
 src/zarr/core/common.py                     |   2 +
 src/zarr/core/group.py                      | 487 ++++++++++++++++-
 src/zarr/core/metadata/v2.py                |   1 -
 src/zarr/core/metadata/v3.py                |  10 +-
 tests/v3/test_codecs/test_vlen.py           |   2 +-
 tests/v3/test_group.py                      | 301 ++++++++++-
 tests/v3/test_metadata/test_consolidated.py | 564 ++++++++++++++++++++
 tests/v3/test_metadata/test_v2.py           | 192 ++++++-
 tests/v3/test_metadata/test_v3.py           |  39 +-
 14 files changed, 1732 insertions(+), 67 deletions(-)
 create mode 100644 docs/consolidated_metadata.rst
 create mode 100644 tests/v3/test_metadata/test_consolidated.py

diff --git a/docs/consolidated_metadata.rst b/docs/consolidated_metadata.rst
new file mode 100644
index 0000000000..480a855831
--- /dev/null
+++ b/docs/consolidated_metadata.rst
@@ -0,0 +1,74 @@
+Consolidated Metadata
+=====================
+
+Zarr-Python implements the `Consolidated Metadata_` extension to the Zarr Spec.
+Consolidated metadata can reduce the time needed to load the metadata for an
+entire hierarchy, especially when the metadata is being served over a network.
+Consolidated metadata essentially stores all the metadata for a hierarchy in the
+metadata of the root Group.
+
+Usage
+-----
+
+If consolidated metadata is present in a Zarr Group's metadata then it is used
+by default.  The initial read to open the group will need to communicate with
+the store (reading from a file for a :class:`zarr.store.LocalStore`, making a
+network request for a :class:`zarr.store.RemoteStore`). After that, any subsequent
+metadata reads get child Group or Array nodes will *not* require reads from the store.
+
+In Python, the consolidated metadata is available on the ``.consolidated_metadata``
+attribute of the ``GroupMetadata`` object.
+
+.. code-block:: python
+
+   >>> import zarr
+   >>> store = zarr.store.MemoryStore({}, mode="w")
+   >>> group = zarr.open_group(store=store)
+   >>> group.create_array(shape=(1,), name="a")
+   >>> group.create_array(shape=(2, 2), name="b")
+   >>> group.create_array(shape=(3, 3, 3), name="c")
+   >>> zarr.consolidate_metadata(store)
+
+If we open that group, the Group's metadata has a :class:`zarr.ConsolidatedMetadata`
+that can be used.
+
+.. code-block:: python
+
+   >>> consolidated = zarr.open_group(store=store)
+   >>> consolidated.metadata.consolidated_metadata.metadata
+   {'b': ArrayV3Metadata(shape=(2, 2), fill_value=np.float64(0.0), ...),
+    'a': ArrayV3Metadata(shape=(1,), fill_value=np.float64(0.0), ...),
+    'c': ArrayV3Metadata(shape=(3, 3, 3), fill_value=np.float64(0.0), ...)}
+
+Operations on the group to get children automatically use the consolidated metadata.
+
+.. code-block:: python
+
+   >>> consolidated["a"]  # no read / HTTP request to the Store is required
+   <Array memory://.../a shape=(1,) dtype=float64>
+
+With nested groups, the consolidated metadata is available on the children, recursively.
+
+... code-block:: python
+
+    >>> child = group.create_group("child", attributes={"kind": "child"})
+    >>> grandchild = child.create_group("child", attributes={"kind": "grandchild"})
+    >>> consolidated = zarr.consolidate_metadata(store)
+
+    >>> consolidated["child"].metadata.consolidated_metadata
+    ConsolidatedMetadata(metadata={'child': GroupMetadata(attributes={'kind': 'grandchild'}, zarr_format=3, )}, ...)
+
+Synchronization and Concurrency
+-------------------------------
+
+Consolidated metadata is intended for read-heavy use cases on slowly changing
+hierarchies. For hierarchies where new nodes are constantly being added,
+removed, or modified, consolidated metadata may not be desirable.
+
+1. It will add some overhead to each update operation, since the metadata
+   would need to be re-consolidated to keep it in sync with the store.
+2. Readers using consolidated metadata will regularly see a "past" version
+   of the metadata, at the time they read the root node with its consolidated
+   metadata.
+
+.. _Consolidated Metadata: https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html#consolidated-metadata
\ No newline at end of file
diff --git a/docs/index.rst b/docs/index.rst
index da8e9bcf62..fd43d5e411 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -10,6 +10,7 @@ Zarr-Python
 
     getting_started
     tutorial
+    consolidated_metadata
     api/index
     spec
     release
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 12f58a4e31..a6363bc185 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import asyncio
+import dataclasses
 import warnings
 from typing import TYPE_CHECKING, Any, Literal, cast
 
@@ -9,9 +10,17 @@
 
 from zarr.abc.store import Store
 from zarr.core.array import Array, AsyncArray, get_array_metadata
-from zarr.core.common import JSON, AccessModeLiteral, ChunkCoords, MemoryOrder, ZarrFormat
+from zarr.core.buffer import NDArrayLike
+from zarr.core.chunk_key_encodings import ChunkKeyEncoding
+from zarr.core.common import (
+    JSON,
+    AccessModeLiteral,
+    ChunkCoords,
+    MemoryOrder,
+    ZarrFormat,
+)
 from zarr.core.config import config
-from zarr.core.group import AsyncGroup
+from zarr.core.group import AsyncGroup, ConsolidatedMetadata, GroupMetadata
 from zarr.core.metadata import ArrayMetadataDict, ArrayV2Metadata, ArrayV3Metadata
 from zarr.errors import NodeTypeValidationError
 from zarr.storage import (
@@ -132,8 +141,64 @@ def _default_zarr_version() -> ZarrFormat:
     return cast(ZarrFormat, int(config.get("default_zarr_version", 3)))
 
 
-async def consolidate_metadata(*args: Any, **kwargs: Any) -> AsyncGroup:
-    raise NotImplementedError
+async def consolidate_metadata(
+    store: StoreLike,
+    path: str | None = None,
+    zarr_format: ZarrFormat | None = None,
+) -> AsyncGroup:
+    """
+    Consolidate the metadata of all nodes in a hierarchy.
+
+    Upon completion, the metadata of the root node in the Zarr hierarchy will be
+    updated to include all the metadata of child nodes.
+
+    Parameters
+    ----------
+    store: StoreLike
+        The store-like object whose metadata you wish to consolidate.
+    path: str, optional
+        A path to a group in the store to consolidate at. Only children
+        below that group will be consolidated.
+
+        By default, the root node is used so all the metadata in the
+        store is consolidated.
+    zarr_format : {2, 3, None}, optional
+        The zarr format of the hierarchy. By default the zarr format
+        is inferred.
+
+    Returns
+    -------
+    group: AsyncGroup
+        The group, with the ``consolidated_metadata`` field set to include
+        the metadata of each child node.
+    """
+    store_path = await make_store_path(store)
+
+    if path is not None:
+        store_path = store_path / path
+
+    group = await AsyncGroup.open(store_path, zarr_format=zarr_format, use_consolidated=False)
+    group.store_path.store._check_writable()
+
+    members_metadata = {k: v.metadata async for k, v in group.members(max_depth=None)}
+
+    # While consolidating, we want to be explicit about when child groups
+    # are empty by inserting an empty dict for consolidated_metadata.metadata
+    for k, v in members_metadata.items():
+        if isinstance(v, GroupMetadata) and v.consolidated_metadata is None:
+            v = dataclasses.replace(v, consolidated_metadata=ConsolidatedMetadata(metadata={}))
+            members_metadata[k] = v
+
+    ConsolidatedMetadata._flat_to_nested(members_metadata)
+
+    consolidated_metadata = ConsolidatedMetadata(metadata=members_metadata)
+    metadata = dataclasses.replace(group.metadata, consolidated_metadata=consolidated_metadata)
+    group = dataclasses.replace(
+        group,
+        metadata=metadata,
+    )
+    await group._save_metadata()
+    return group
 
 
 async def copy(*args: Any, **kwargs: Any) -> tuple[int, int, int]:
@@ -256,8 +321,18 @@ async def open(
         return await open_group(store=store_path, zarr_format=zarr_format, **kwargs)
 
 
-async def open_consolidated(*args: Any, **kwargs: Any) -> AsyncGroup:
-    raise NotImplementedError
+async def open_consolidated(
+    *args: Any, use_consolidated: Literal[True] = True, **kwargs: Any
+) -> AsyncGroup:
+    """
+    Alias for :func:`open_group` with ``use_consolidated=True``.
+    """
+    if use_consolidated is not True:
+        raise TypeError(
+            "'use_consolidated' must be 'True' in 'open_consolidated'. Use 'open' with "
+            "'use_consolidated=False' to bypass consolidated metadata."
+        )
+    return await open_group(*args, use_consolidated=use_consolidated, **kwargs)
 
 
 async def save(
@@ -549,6 +624,7 @@ async def open_group(
     zarr_format: ZarrFormat | None = None,
     meta_array: Any | None = None,  # not used
     attributes: dict[str, JSON] | None = None,
+    use_consolidated: bool | str | None = None,
 ) -> AsyncGroup:
     """Open a group using file-mode-like semantics.
 
@@ -589,6 +665,22 @@ async def open_group(
         to users. Use `numpy.empty(())` by default.
     attributes : dict
         A dictionary of JSON-serializable values with user-defined attributes.
+    use_consolidated : bool or str, default None
+        Whether to use consolidated metadata.
+
+        By default, consolidated metadata is used if it's present in the
+        store (in the ``zarr.json`` for Zarr v3 and in the ``.zmetadata`` file
+        for Zarr v2).
+
+        To explicitly require consolidated metadata, set ``use_consolidated=True``,
+        which will raise an exception if consolidated metadata is not found.
+
+        To explicitly *not* use consolidated metadata, set ``use_consolidated=False``,
+        which will fall back to using the regular, non consolidated metadata.
+
+        Zarr v2 allowed configuring the key storing the consolidated metadata
+        (``.zmetadata`` by default). Specify the custom key as ``use_consolidated``
+        to load consolidated metadata from a non-default key.
 
     Returns
     -------
@@ -615,7 +707,9 @@ async def open_group(
         attributes = {}
 
     try:
-        return await AsyncGroup.open(store_path, zarr_format=zarr_format)
+        return await AsyncGroup.open(
+            store_path, zarr_format=zarr_format, use_consolidated=use_consolidated
+        )
     except (KeyError, FileNotFoundError):
         return await AsyncGroup.from_store(
             store_path,
@@ -777,7 +871,9 @@ async def create(
             )
         else:
             warnings.warn(
-                "dimension_separator is not yet implemented", RuntimeWarning, stacklevel=2
+                "dimension_separator is not yet implemented",
+                RuntimeWarning,
+                stacklevel=2,
             )
     if write_empty_chunks:
         warnings.warn("write_empty_chunks is not yet implemented", RuntimeWarning, stacklevel=2)
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index d76216b781..9dcd6fe2d5 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, Any
+from typing import TYPE_CHECKING, Any, Literal
 
 import zarr.api.asynchronous as async_api
 from zarr._compat import _deprecate_positional_args
@@ -90,8 +90,10 @@ def open(
         return Group(obj)
 
 
-def open_consolidated(*args: Any, **kwargs: Any) -> Group:
-    return Group(sync(async_api.open_consolidated(*args, **kwargs)))
+def open_consolidated(*args: Any, use_consolidated: Literal[True] = True, **kwargs: Any) -> Group:
+    return Group(
+        sync(async_api.open_consolidated(*args, use_consolidated=use_consolidated, **kwargs))
+    )
 
 
 def save(
@@ -208,6 +210,7 @@ def open_group(
     zarr_format: ZarrFormat | None = None,
     meta_array: Any | None = None,  # not used in async api
     attributes: dict[str, JSON] | None = None,
+    use_consolidated: bool | str | None = None,
 ) -> Group:
     return Group(
         sync(
@@ -223,6 +226,7 @@ def open_group(
                 zarr_format=zarr_format,
                 meta_array=meta_array,
                 attributes=attributes,
+                use_consolidated=use_consolidated,
             )
         )
     )
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index d687c42194..ef4921d46f 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -73,6 +73,7 @@
     ArrayV3MetadataDict,
     T_ArrayMetadata,
 )
+from zarr.core.metadata.v3 import parse_node_type_array
 from zarr.core.sync import collect_aiterator, sync
 from zarr.errors import MetadataValidationError
 from zarr.registry import get_pipeline_class
@@ -165,6 +166,9 @@ async def get_array_metadata(
         # V3 arrays are comprised of a zarr.json object
         assert zarr_json_bytes is not None
         metadata_dict = json.loads(zarr_json_bytes.to_bytes())
+
+        parse_node_type_array(metadata_dict.get("node_type"))
+
     return metadata_dict
 
 
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index 80c743cc90..2762b4d2e6 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -24,6 +24,7 @@
 ZARRAY_JSON = ".zarray"
 ZGROUP_JSON = ".zgroup"
 ZATTRS_JSON = ".zattrs"
+ZMETADATA_V2_JSON = ".zmetadata"
 
 ByteRangeRequest = tuple[int | None, int | None]
 BytesLike = bytes | bytearray | memoryview
@@ -31,6 +32,7 @@
 ChunkCoords = tuple[int, ...]
 ChunkCoordsLike = Iterable[int]
 ZarrFormat = Literal[2, 3]
+NodeType = Literal["array", "group"]
 JSON = None | str | int | float | Mapping[str, "JSON"] | tuple["JSON", ...]
 MemoryOrder = Literal["C", "F"]
 AccessModeLiteral = Literal["r", "r+", "a", "w", "w-"]
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index dd5a25f098..0b15e2f085 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1,10 +1,12 @@
 from __future__ import annotations
 
 import asyncio
+import itertools
 import json
 import logging
+from collections import defaultdict
 from dataclasses import asdict, dataclass, field, fields, replace
-from typing import TYPE_CHECKING, Literal, TypeVar, cast, overload
+from typing import TYPE_CHECKING, Literal, TypeVar, assert_never, cast, overload
 
 import numpy as np
 import numpy.typing as npt
@@ -22,12 +24,16 @@
     ZARRAY_JSON,
     ZATTRS_JSON,
     ZGROUP_JSON,
+    ZMETADATA_V2_JSON,
     ChunkCoords,
+    NodeType,
     ShapeLike,
     ZarrFormat,
     parse_shapelike,
 )
 from zarr.core.config import config
+from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
+from zarr.core.metadata.v3 import V3JsonEncoder
 from zarr.core.sync import SyncMixin, sync
 from zarr.errors import MetadataValidationError
 from zarr.storage import StoreLike, make_store_path
@@ -40,8 +46,6 @@
     from zarr.abc.codec import Codec
     from zarr.core.buffer import Buffer, BufferPrototype
     from zarr.core.chunk_key_encodings import ChunkKeyEncoding
-    from zarr.core.metadata.v2 import ArrayV2Metadata
-    from zarr.core.metadata.v3 import ArrayV3Metadata
 
 logger = logging.getLogger("zarr.group")
 
@@ -51,10 +55,16 @@
 def parse_zarr_format(data: Any) -> ZarrFormat:
     if data in (2, 3):
         return cast(Literal[2, 3], data)
-    msg = msg = f"Invalid zarr_format. Expected one 2 or 3. Got {data}."
+    msg = f"Invalid zarr_format. Expected one of 2 or 3. Got {data}."
     raise ValueError(msg)
 
 
+def parse_node_type(data: Any) -> NodeType:
+    if data in ("array", "group"):
+        return cast(Literal["array", "group"], data)
+    raise MetadataValidationError("node_type", "array or group", data)
+
+
 # todo: convert None to empty dict
 def parse_attributes(data: Any) -> dict[str, Any]:
     if data is None:
@@ -87,10 +97,207 @@ def _parse_async_node(
         raise TypeError(f"Unknown node type, got {type(node)}")
 
 
+@dataclass(frozen=True)
+class ConsolidatedMetadata:
+    """
+    Consolidated Metadata for this Group.
+
+    This stores the metadata of child nodes below this group. Any child groups
+    will have their consolidated metadata set appropriately.
+    """
+
+    metadata: dict[str, ArrayV2Metadata | ArrayV3Metadata | GroupMetadata]
+    kind: Literal["inline"] = "inline"
+    must_understand: Literal[False] = False
+
+    def to_dict(self) -> dict[str, JSON]:
+        return {
+            "kind": self.kind,
+            "must_understand": self.must_understand,
+            "metadata": {k: v.to_dict() for k, v in self.flattened_metadata.items()},
+        }
+
+    @classmethod
+    def from_dict(cls, data: dict[str, JSON]) -> ConsolidatedMetadata:
+        data = dict(data)
+
+        kind = data.get("kind")
+        if kind != "inline":
+            raise ValueError(f"Consolidated metadata kind='{kind}' is not supported.")
+
+        raw_metadata = data.get("metadata")
+        if not isinstance(raw_metadata, dict):
+            raise TypeError(f"Unexpected type for 'metadata': {type(raw_metadata)}")
+
+        metadata: dict[str, ArrayV2Metadata | ArrayV3Metadata | GroupMetadata] = {}
+        if raw_metadata:
+            for k, v in raw_metadata.items():
+                if not isinstance(v, dict):
+                    raise TypeError(
+                        f"Invalid value for metadata items. key='{k}', type='{type(v).__name__}'"
+                    )
+
+                # zarr_format is present in v2 and v3.
+                zarr_format = parse_zarr_format(v["zarr_format"])
+
+                if zarr_format == 3:
+                    node_type = parse_node_type(v.get("node_type", None))
+                    if node_type == "group":
+                        metadata[k] = GroupMetadata.from_dict(v)
+                    elif node_type == "array":
+                        metadata[k] = ArrayV3Metadata.from_dict(v)
+                    else:
+                        assert_never(node_type)
+                elif zarr_format == 2:
+                    if "shape" in v:
+                        metadata[k] = ArrayV2Metadata.from_dict(v)
+                    else:
+                        metadata[k] = GroupMetadata.from_dict(v)
+                else:
+                    assert_never(zarr_format)
+
+            cls._flat_to_nested(metadata)
+
+        return cls(metadata=metadata)
+
+    @staticmethod
+    def _flat_to_nested(
+        metadata: dict[str, ArrayV2Metadata | ArrayV3Metadata | GroupMetadata],
+    ) -> None:
+        """
+        Convert a flat metadata representation to a nested one.
+
+        Notes
+        -----
+        Flat metadata is used when persisting the consolidated metadata. The keys
+        include the full path, not just the node name. The key prefixes can be
+        used to determine which nodes are children of which other nodes.
+
+        Nested metadata is used in-memory. The outermost level will only have the
+        *immediate* children of the Group. All nested child groups will be stored
+        under the consolidated metadata of their immediate parent.
+        """
+        # We have a flat mapping from {k: v} where the keys include the *full*
+        # path segment:
+        #  {
+        #    "/a/b": { group_metadata },
+        #    "/a/b/array-0": { array_metadata },
+        #    "/a/b/array-1": { array_metadata },
+        #  }
+        #
+        # We want to reorganize the metadata such that each Group contains the
+        # array metadata of its immediate children.
+        # In the example, the group at `/a/b` will have consolidated metadata
+        # for its children `array-0` and `array-1`.
+        #
+        # metadata = dict(metadata)
+
+        keys = sorted(metadata, key=lambda k: k.count("/"))
+        grouped = {
+            k: list(v) for k, v in itertools.groupby(keys, key=lambda k: k.rsplit("/", 1)[0])
+        }
+
+        # we go top down and directly manipulate metadata.
+        for key, children_keys in grouped.items():
+            # key is a key like "a", "a/b", "a/b/c"
+            # The basic idea is to find the immediate parent (so "", "a", or "a/b")
+            # and update that node's consolidated metadata to include the metadata
+            # in children_keys
+            *prefixes, name = key.split("/")
+            parent = metadata
+
+            while prefixes:
+                # e.g. a/b/c has a parent "a/b". Walk through to get
+                # metadata["a"]["b"]
+                part = prefixes.pop(0)
+                # we can assume that parent[part] here is a group
+                # otherwise we wouldn't have a node with this `part` prefix.
+                # We can also assume that the parent node will have consolidated metadata,
+                # because we're walking top to bottom.
+                parent = parent[part].consolidated_metadata.metadata  # type: ignore[union-attr]
+
+            node = parent[name]
+            children_keys = list(children_keys)
+
+            if isinstance(node, ArrayV2Metadata | ArrayV3Metadata):
+                # These are already present, either thanks to being an array in the
+                # root, or by being collected as a child in the else clause
+                continue
+            children_keys = list(children_keys)
+            # We pop from metadata, since we're *moving* this under group
+            children = {
+                child_key.split("/")[-1]: metadata.pop(child_key)
+                for child_key in children_keys
+                if child_key != key
+            }
+            parent[name] = replace(
+                node, consolidated_metadata=ConsolidatedMetadata(metadata=children)
+            )
+
+    @property
+    def flattened_metadata(self) -> dict[str, ArrayV2Metadata | ArrayV3Metadata | GroupMetadata]:
+        """
+        Return the flattened representation of Consolidated Metadata.
+
+        The returned dictionary will have a key for each child node in the hierarchy
+        under this group. Under the default (nested) representation available through
+        ``self.metadata``, the dictionary only contains keys for immediate children.
+
+        The keys of the dictionary will include the full path to a child node from
+        the current group, where segments are joined by ``/``.
+
+        Examples
+        --------
+        >>> cm = ConsolidatedMetadata(
+        ...     metadata={
+        ...         "group-0": GroupMetadata(
+        ...             consolidated_metadata=ConsolidatedMetadata(
+        ...                 {
+        ...                     "group-0-0": GroupMetadata(),
+        ...                 }
+        ...             )
+        ...         ),
+        ...         "group-1": GroupMetadata(),
+        ...     }
+        ... )
+        {'group-0': GroupMetadata(attributes={}, zarr_format=3, consolidated_metadata=None, node_type='group'),
+         'group-0/group-0-0': GroupMetadata(attributes={}, zarr_format=3, consolidated_metadata=None, node_type='group'),
+         'group-1': GroupMetadata(attributes={}, zarr_format=3, consolidated_metadata=None, node_type='group')}
+        """
+        metadata = {}
+
+        def flatten(
+            key: str, group: GroupMetadata | ArrayV2Metadata | ArrayV3Metadata
+        ) -> dict[str, ArrayV2Metadata | ArrayV3Metadata | GroupMetadata]:
+            children: dict[str, ArrayV2Metadata | ArrayV3Metadata | GroupMetadata] = {}
+            if isinstance(group, ArrayV2Metadata | ArrayV3Metadata):
+                children[key] = group
+            else:
+                if group.consolidated_metadata and group.consolidated_metadata.metadata is not None:
+                    children[key] = replace(
+                        group, consolidated_metadata=ConsolidatedMetadata(metadata={})
+                    )
+                    for name, val in group.consolidated_metadata.metadata.items():
+                        full_key = f"{key}/{name}"
+                        if isinstance(val, GroupMetadata):
+                            children.update(flatten(full_key, val))
+                        else:
+                            children[full_key] = val
+                else:
+                    children[key] = replace(group, consolidated_metadata=None)
+            return children
+
+        for k, v in self.metadata.items():
+            metadata.update(flatten(k, v))
+
+        return metadata
+
+
 @dataclass(frozen=True)
 class GroupMetadata(Metadata):
     attributes: dict[str, Any] = field(default_factory=dict)
     zarr_format: ZarrFormat = 3
+    consolidated_metadata: ConsolidatedMetadata | None = None
     node_type: Literal["group"] = field(default="group", init=False)
 
     def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
@@ -98,11 +305,11 @@ def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
         if self.zarr_format == 3:
             return {
                 ZARR_JSON: prototype.buffer.from_bytes(
-                    json.dumps(self.to_dict(), indent=json_indent).encode()
+                    json.dumps(self.to_dict(), cls=V3JsonEncoder).encode()
                 )
             }
         else:
-            return {
+            items = {
                 ZGROUP_JSON: prototype.buffer.from_bytes(
                     json.dumps({"zarr_format": self.zarr_format}, indent=json_indent).encode()
                 ),
@@ -110,19 +317,58 @@ def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
                     json.dumps(self.attributes, indent=json_indent).encode()
                 ),
             }
+            if self.consolidated_metadata:
+                d = {
+                    ZGROUP_JSON: {"zarr_format": self.zarr_format},
+                    ZATTRS_JSON: self.attributes,
+                }
+                consolidated_metadata = self.consolidated_metadata.to_dict()["metadata"]
+                assert isinstance(consolidated_metadata, dict)
+                for k, v in consolidated_metadata.items():
+                    attrs = v.pop("attributes", None)
+                    d[f"{k}/{ZATTRS_JSON}"] = attrs
+                    if "shape" in v:
+                        # it's an array
+                        d[f"{k}/{ZARRAY_JSON}"] = v
+                    else:
+                        d[f"{k}/{ZGROUP_JSON}"] = {
+                            "zarr_format": self.zarr_format,
+                            "consolidated_metadata": {
+                                "metadata": {},
+                                "must_understand": False,
+                                "kind": "inline",
+                            },
+                        }
+
+                items[ZMETADATA_V2_JSON] = prototype.buffer.from_bytes(
+                    json.dumps(
+                        {"metadata": d, "zarr_consolidated_format": 1},
+                        cls=V3JsonEncoder,
+                    ).encode()
+                )
+
+            return items
 
     def __init__(
-        self, attributes: dict[str, Any] | None = None, zarr_format: ZarrFormat = 3
+        self,
+        attributes: dict[str, Any] | None = None,
+        zarr_format: ZarrFormat = 3,
+        consolidated_metadata: ConsolidatedMetadata | None = None,
     ) -> None:
         attributes_parsed = parse_attributes(attributes)
         zarr_format_parsed = parse_zarr_format(zarr_format)
 
         object.__setattr__(self, "attributes", attributes_parsed)
         object.__setattr__(self, "zarr_format", zarr_format_parsed)
+        object.__setattr__(self, "consolidated_metadata", consolidated_metadata)
 
     @classmethod
     def from_dict(cls, data: dict[str, Any]) -> GroupMetadata:
+        data = dict(data)
         assert data.pop("node_type", None) in ("group", None)
+        consolidated_metadata = data.pop("consolidated_metadata", None)
+        if consolidated_metadata:
+            data["consolidated_metadata"] = ConsolidatedMetadata.from_dict(consolidated_metadata)
 
         zarr_format = data.get("zarr_format")
         if zarr_format == 2 or zarr_format is None:
@@ -135,7 +381,10 @@ def from_dict(cls, data: dict[str, Any]) -> GroupMetadata:
         return cls(**data)
 
     def to_dict(self) -> dict[str, Any]:
-        return asdict(self)
+        result = asdict(replace(self, consolidated_metadata=None))
+        if self.consolidated_metadata:
+            result["consolidated_metadata"] = self.consolidated_metadata.to_dict()
+        return result
 
 
 @dataclass(frozen=True)
@@ -168,24 +417,71 @@ async def open(
         cls,
         store: StoreLike,
         zarr_format: Literal[2, 3, None] = 3,
+        use_consolidated: bool | str | None = None,
     ) -> AsyncGroup:
+        """
+        Open a new AsyncGroup
+
+        Parameters
+        ----------
+        store: StoreLike
+        zarr_format: {2, 3}, optional
+        use_consolidated: bool or str, default None
+            Whether to use consolidated metadata.
+
+            By default, consolidated metadata is used if it's present in the
+            store (in the ``zarr.json`` for Zarr v3 and in the ``.zmetadata`` file
+            for Zarr v2).
+
+            To explicitly require consolidated metadata, set ``use_consolidated=True``,
+            which will raise an exception if consolidated metadata is not found.
+
+            To explicitly *not* use consolidated metadata, set ``use_consolidated=False``,
+            which will fall back to using the regular, non consolidated metadata.
+
+            Zarr v2 allowed configuring the key storing the consolidated metadata
+            (``.zmetadata`` by default). Specify the custom key as ``use_consolidated``
+            to load consolidated metadata from a non-default key.
+        """
         store_path = await make_store_path(store)
 
+        consolidated_key = ZMETADATA_V2_JSON
+
+        if (zarr_format == 2 or zarr_format is None) and isinstance(use_consolidated, str):
+            consolidated_key = use_consolidated
+
         if zarr_format == 2:
-            zgroup_bytes, zattrs_bytes = await asyncio.gather(
-                (store_path / ZGROUP_JSON).get(), (store_path / ZATTRS_JSON).get()
+            paths = [store_path / ZGROUP_JSON, store_path / ZATTRS_JSON]
+            if use_consolidated or use_consolidated is None:
+                paths.append(store_path / consolidated_key)
+
+            zgroup_bytes, zattrs_bytes, *rest = await asyncio.gather(
+                *[path.get() for path in paths]
             )
             if zgroup_bytes is None:
                 raise FileNotFoundError(store_path)
+
+            if use_consolidated or use_consolidated is None:
+                maybe_consolidated_metadata_bytes = rest[0]
+
+            else:
+                maybe_consolidated_metadata_bytes = None
+
         elif zarr_format == 3:
             zarr_json_bytes = await (store_path / ZARR_JSON).get()
             if zarr_json_bytes is None:
                 raise FileNotFoundError(store_path)
         elif zarr_format is None:
-            zarr_json_bytes, zgroup_bytes, zattrs_bytes = await asyncio.gather(
+            (
+                zarr_json_bytes,
+                zgroup_bytes,
+                zattrs_bytes,
+                maybe_consolidated_metadata_bytes,
+            ) = await asyncio.gather(
                 (store_path / ZARR_JSON).get(),
                 (store_path / ZGROUP_JSON).get(),
                 (store_path / ZATTRS_JSON).get(),
+                (store_path / str(consolidated_key)).get(),
             )
             if zarr_json_bytes is not None and zgroup_bytes is not None:
                 # TODO: revisit this exception type
@@ -204,15 +500,87 @@ async def open(
             raise MetadataValidationError("zarr_format", "2, 3, or None", zarr_format)
 
         if zarr_format == 2:
-            # V2 groups are comprised of a .zgroup and .zattrs objects
+            # this is checked above, asserting here for mypy
             assert zgroup_bytes is not None
-            zgroup = json.loads(zgroup_bytes.to_bytes())
-            zattrs = json.loads(zattrs_bytes.to_bytes()) if zattrs_bytes is not None else {}
-            group_metadata = {**zgroup, "attributes": zattrs}
+
+            if use_consolidated and maybe_consolidated_metadata_bytes is None:
+                # the user requested consolidated metadata, but it was missing
+                raise ValueError(consolidated_key)
+
+            elif use_consolidated is False:
+                # the user explicitly opted out of consolidated_metadata.
+                # Discard anything we might have read.
+                maybe_consolidated_metadata_bytes = None
+
+            return cls._from_bytes_v2(
+                store_path, zgroup_bytes, zattrs_bytes, maybe_consolidated_metadata_bytes
+            )
         else:
             # V3 groups are comprised of a zarr.json object
             assert zarr_json_bytes is not None
-            group_metadata = json.loads(zarr_json_bytes.to_bytes())
+            if not isinstance(use_consolidated, bool | None):
+                raise TypeError("use_consolidated must be a bool or None for Zarr V3.")
+
+            return cls._from_bytes_v3(
+                store_path,
+                zarr_json_bytes,
+                use_consolidated=use_consolidated,
+            )
+
+    @classmethod
+    def _from_bytes_v2(
+        cls,
+        store_path: StorePath,
+        zgroup_bytes: Buffer,
+        zattrs_bytes: Buffer | None,
+        consolidated_metadata_bytes: Buffer | None,
+    ) -> AsyncGroup:
+        # V2 groups are comprised of a .zgroup and .zattrs objects
+        zgroup = json.loads(zgroup_bytes.to_bytes())
+        zattrs = json.loads(zattrs_bytes.to_bytes()) if zattrs_bytes is not None else {}
+        group_metadata = {**zgroup, "attributes": zattrs}
+
+        if consolidated_metadata_bytes is not None:
+            v2_consolidated_metadata = json.loads(consolidated_metadata_bytes.to_bytes())
+            v2_consolidated_metadata = v2_consolidated_metadata["metadata"]
+            # We already read zattrs and zgroup. Should we ignore these?
+            v2_consolidated_metadata.pop(".zattrs")
+            v2_consolidated_metadata.pop(".zgroup")
+
+            consolidated_metadata: defaultdict[str, dict[str, Any]] = defaultdict(dict)
+
+            # keys like air/.zarray, air/.zattrs
+            for k, v in v2_consolidated_metadata.items():
+                path, kind = k.rsplit("/.", 1)
+
+                if kind == "zarray":
+                    consolidated_metadata[path].update(v)
+                elif kind == "zattrs":
+                    consolidated_metadata[path]["attributes"] = v
+                elif kind == "zgroup":
+                    consolidated_metadata[path].update(v)
+                else:
+                    raise ValueError(f"Invalid file type '{kind}' at path '{path}")
+            group_metadata["consolidated_metadata"] = {
+                "metadata": dict(consolidated_metadata),
+                "kind": "inline",
+                "must_understand": False,
+            }
+
+        return cls.from_dict(store_path, group_metadata)
+
+    @classmethod
+    def _from_bytes_v3(
+        cls, store_path: StorePath, zarr_json_bytes: Buffer, use_consolidated: bool | None
+    ) -> AsyncGroup:
+        group_metadata = json.loads(zarr_json_bytes.to_bytes())
+        if use_consolidated and group_metadata.get("consolidated_metadata") is None:
+            msg = f"Consolidated metadata requested with 'use_consolidated=True' but not found in '{store_path.path}'."
+            raise ValueError(msg)
+
+        elif use_consolidated is False:
+            # Drop consolidated metadata if it's there.
+            group_metadata.pop("consolidated_metadata", None)
 
         return cls.from_dict(store_path, group_metadata)
 
@@ -234,13 +602,16 @@ async def getitem(
         store_path = self.store_path / key
         logger.debug("key=%s, store_path=%s", key, store_path)
 
+        # Consolidated metadata lets us avoid some I/O operations so try that first.
+        if self.metadata.consolidated_metadata is not None:
+            return self._getitem_consolidated(store_path, key, prefix=self.name)
+
         # Note:
         # in zarr-python v2, we first check if `key` references an Array, else if `key` references
         # a group,using standalone `contains_array` and `contains_group` functions. These functions
         # are reusable, but for v3 they would perform redundant I/O operations.
         # Not clear how much of that strategy we want to keep here.
-
-        if self.metadata.zarr_format == 3:
+        elif self.metadata.zarr_format == 3:
             zarr_json_bytes = await (store_path / ZARR_JSON).get()
             if zarr_json_bytes is None:
                 raise KeyError(key)
@@ -284,19 +655,54 @@ async def getitem(
         else:
             raise ValueError(f"unexpected zarr_format: {self.metadata.zarr_format}")
 
+    def _getitem_consolidated(
+        self, store_path: StorePath, key: str, prefix: str
+    ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup:
+        # getitem, in the special case where we have consolidated metadata.
+        # Note that this is a regular def (non async) function.
+        # This shouldn't do any additional I/O.
+
+        # the caller needs to verify this!
+        assert self.metadata.consolidated_metadata is not None
+
+        try:
+            metadata = self.metadata.consolidated_metadata.metadata[key]
+        except KeyError as e:
+            # The Group Metadata has consolidated metadata, but the key
+            # isn't present. We trust this to mean that the key isn't in
+            # the hierarchy, and *don't* fall back to checking the store.
+            msg = f"'{key}' not found in consolidated metadata."
+            raise KeyError(msg) from e
+
+        # update store_path to ensure that AsyncArray/Group.name is correct
+        if prefix != "/":
+            key = "/".join([prefix.lstrip("/"), key])
+        store_path = StorePath(store=store_path.store, path=key)
+
+        if isinstance(metadata, GroupMetadata):
+            return AsyncGroup(metadata=metadata, store_path=store_path)
+        else:
+            return AsyncArray(metadata=metadata, store_path=store_path)
+
     async def delitem(self, key: str) -> None:
         store_path = self.store_path / key
         if self.metadata.zarr_format == 3:
             await (store_path / ZARR_JSON).delete()
+
         elif self.metadata.zarr_format == 2:
             await asyncio.gather(
                 (store_path / ZGROUP_JSON).delete(),  # TODO: missing_ok=False
                 (store_path / ZARRAY_JSON).delete(),  # TODO: missing_ok=False
                 (store_path / ZATTRS_JSON).delete(),  # TODO: missing_ok=True
             )
+
         else:
             raise ValueError(f"unexpected zarr_format: {self.metadata.zarr_format}")
 
+        if self.metadata.consolidated_metadata:
+            self.metadata.consolidated_metadata.metadata.pop(key, None)
+            await self._save_metadata()
+
     async def get(
         self, key: str, default: DefaultT | None = None
     ) -> AsyncArray[Any] | AsyncGroup | DefaultT | None:
@@ -668,6 +1074,8 @@ async def nmembers(
         -------
         count : int
         """
+        if self.metadata.consolidated_metadata is not None:
+            return len(self.metadata.consolidated_metadata.flattened_metadata)
         # TODO: consider using aioitertools.builtins.sum for this
         # return await aioitertools.builtins.sum((1 async for _ in self.members()), start=0)
         n = 0
@@ -695,6 +1103,12 @@ async def members(
             ``max_depth=None`` to include all nodes, and some positive integer
             to consider children within that many levels of the root Group.
 
+        Returns
+        -------
+        path:
+            A string giving the path to the target, relative to the Group ``self``.
+        value: AsyncArray or AsyncGroup
+            The AsyncArray or AsyncGroup that is a child of ``self``.
         """
         if max_depth is not None and max_depth < 0:
             raise ValueError(f"max_depth must be None or >= 0. Got '{max_depth}' instead")
@@ -706,6 +1120,14 @@ async def _members(
     ) -> AsyncGenerator[
         tuple[str, AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup], None
     ]:
+        if self.metadata.consolidated_metadata is not None:
+            # we should be able to do members without any additional I/O
+            members = self._members_consolidated(max_depth, current_depth)
+
+            for member in members:
+                yield member
+            return
+
         if not self.store_path.store.supports_listing:
             msg = (
                 f"The store associated with this group ({type(self.store_path.store)}) "
@@ -719,6 +1141,11 @@ async def _members(
         # and scoped to specific zarr versions
         _skip_keys = ("zarr.json", ".zgroup", ".zattrs")
 
+        # hmm lots of I/O and logic interleaved here.
+        # We *could* have an async gen over self.metadata.consolidated_metadata.metadata.keys()
+        # and plug in here. `getitem` will skip I/O.
+        # Kinda a shame to have all the asyncio task overhead though, when it isn't needed.
+
         async for key in self.store_path.store.list_dir(self.store_path.path):
             if key in _skip_keys:
                 continue
@@ -743,9 +1170,31 @@ async def _members(
                 # as opposed to a prefix, in the store under the prefix associated with this group
                 # in which case `key` cannot be the name of a sub-array or sub-group.
                 logger.warning(
-                    "Object at %s is not recognized as a component of a Zarr hierarchy.", key
+                    "Object at %s is not recognized as a component of a Zarr hierarchy.",
+                    key,
                 )
 
+    def _members_consolidated(
+        self, max_depth: int | None, current_depth: int, prefix: str = ""
+    ) -> Generator[
+        tuple[str, AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup], None
+    ]:
+        consolidated_metadata = self.metadata.consolidated_metadata
+
+        # we kind of just want the top-level keys.
+        if consolidated_metadata is not None:
+            for key in consolidated_metadata.metadata.keys():
+                obj = self._getitem_consolidated(
+                    self.store_path, key, prefix=self.name
+                )  # Metadata -> Group/Array
+                key = f"{prefix}/{key}".lstrip("/")
+                yield key, obj
+
+                if ((max_depth is None) or (current_depth < max_depth)) and isinstance(
+                    obj, AsyncGroup
+                ):
+                    yield from obj._members_consolidated(max_depth, current_depth + 1, prefix=key)
+
     async def keys(self) -> AsyncGenerator[str, None]:
         async for key, _ in self.members():
             yield key
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index 90f171fc40..d1dd86880d 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -207,7 +207,6 @@ def update_attributes(self, attributes: dict[str, JSON]) -> Self:
 
 
 def parse_dtype(data: npt.DTypeLike) -> np.dtype[Any]:
-    # todo: real validation
     return np.dtype(data)
 
 
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index c1a58e23e1..b85932ef82 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -4,6 +4,7 @@
 from typing import TYPE_CHECKING, TypedDict, overload
 
 from zarr.abc.metadata import Metadata
+from zarr.core.buffer.core import default_buffer_prototype
 
 if TYPE_CHECKING:
     from typing import Self
@@ -24,10 +25,15 @@
 
 from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec, Codec
 from zarr.core.array_spec import ArraySpec
-from zarr.core.buffer import default_buffer_prototype
 from zarr.core.chunk_grids import ChunkGrid, RegularChunkGrid
 from zarr.core.chunk_key_encodings import ChunkKeyEncoding
-from zarr.core.common import ZARR_JSON, parse_named_configuration, parse_shapelike
+from zarr.core.common import (
+    JSON,
+    ZARR_JSON,
+    ChunkCoords,
+    parse_named_configuration,
+    parse_shapelike,
+)
 from zarr.core.config import config
 from zarr.core.metadata.common import parse_attributes
 from zarr.core.strings import _STRING_DTYPE as STRING_NP_DTYPE
diff --git a/tests/v3/test_codecs/test_vlen.py b/tests/v3/test_codecs/test_vlen.py
index c6f587931a..ca5ccb92fa 100644
--- a/tests/v3/test_codecs/test_vlen.py
+++ b/tests/v3/test_codecs/test_vlen.py
@@ -11,7 +11,7 @@
 from zarr.core.strings import _NUMPY_SUPPORTS_VLEN_STRING
 from zarr.storage.common import StorePath
 
-numpy_str_dtypes: list[type | None] = [None, str, np.dtypes.StrDType]
+numpy_str_dtypes: list[type | str | None] = [None, str, np.dtypes.StrDType]
 expected_zarr_string_dtype: np.dtype[Any]
 if _NUMPY_SUPPORTS_VLEN_STRING:
     numpy_str_dtypes.append(np.dtypes.StringDType)
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 2ff0a497f8..9b686a6618 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -8,14 +8,15 @@
 
 import zarr
 import zarr.api.asynchronous
+import zarr.api.synchronous
 from zarr import Array, AsyncArray, AsyncGroup, Group
 from zarr.abc.store import Store
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.common import JSON, ZarrFormat
-from zarr.core.group import GroupMetadata
+from zarr.core.group import ConsolidatedMetadata, GroupMetadata
 from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
-from zarr.storage import LocalStore, MemoryStore, StorePath
+from zarr.storage import LocalStore, MemoryStore, StorePath, ZipStore
 from zarr.storage.common import make_store_path
 
 from .conftest import parse_store
@@ -129,18 +130,23 @@ def test_group_name_properties(store: Store, zarr_format: ZarrFormat) -> None:
     assert bar.basename == "bar"
 
 
-def test_group_members(store: Store, zarr_format: ZarrFormat) -> None:
+@pytest.mark.parametrize("consolidated_metadata", [True, False])
+def test_group_members(store: Store, zarr_format: ZarrFormat, consolidated_metadata: bool) -> None:
     """
     Test that `Group.members` returns correct values, i.e. the arrays and groups
     (explicit and implicit) contained in that group.
     """
+    # group/
+    #   subgroup/
+    #     subsubgroup/
+    #       subsubsubgroup
+    #   subarray
 
     path = "group"
-    agroup = AsyncGroup(
-        metadata=GroupMetadata(zarr_format=zarr_format),
-        store_path=StorePath(store=store, path=path),
+    group = Group.from_store(
+        store=store,
+        zarr_format=zarr_format,
     )
-    group = Group(agroup)
     members_expected: dict[str, Array | Group] = {}
 
     members_expected["subgroup"] = group.create_group("subgroup")
@@ -156,7 +162,10 @@ def test_group_members(store: Store, zarr_format: ZarrFormat) -> None:
     # add an extra object to the domain of the group.
     # the list of children should ignore this object.
     sync(
-        store.set(f"{path}/extra_object-1", default_buffer_prototype().buffer.from_bytes(b"000000"))
+        store.set(
+            f"{path}/extra_object-1",
+            default_buffer_prototype().buffer.from_bytes(b"000000"),
+        )
     )
     # add an extra object under a directory-like prefix in the domain of the group.
     # this creates a directory with a random key in it
@@ -167,6 +176,11 @@ def test_group_members(store: Store, zarr_format: ZarrFormat) -> None:
             default_buffer_prototype().buffer.from_bytes(b"000000"),
         )
     )
+
+    if consolidated_metadata:
+        zarr.consolidate_metadata(store=store, zarr_format=zarr_format)
+        group = zarr.open_consolidated(store=store, zarr_format=zarr_format)
+
     members_observed = group.members()
     # members are not guaranteed to be ordered, so sort before comparing
     assert sorted(dict(members_observed)) == sorted(members_expected)
@@ -277,7 +291,8 @@ def test_group_open(store: Store, zarr_format: ZarrFormat, exists_ok: bool) -> N
         assert group_created_again.store_path == spath
 
 
-def test_group_getitem(store: Store, zarr_format: ZarrFormat) -> None:
+@pytest.mark.parametrize("consolidated", [True, False])
+def test_group_getitem(store: Store, zarr_format: ZarrFormat, consolidated: bool) -> None:
     """
     Test the `Group.__getitem__` method.
     """
@@ -286,6 +301,12 @@ def test_group_getitem(store: Store, zarr_format: ZarrFormat) -> None:
     subgroup = group.create_group(name="subgroup")
     subarray = group.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
 
+    if consolidated:
+        group = zarr.api.synchronous.consolidate_metadata(store=store, zarr_format=zarr_format)
+        object.__setattr__(
+            subgroup.metadata, "consolidated_metadata", ConsolidatedMetadata(metadata={})
+        )
+
     assert group["subgroup"] == subgroup
     assert group["subarray"] == subarray
     with pytest.raises(KeyError):
@@ -311,7 +332,8 @@ def test_group_get_with_default(store: Store, zarr_format: ZarrFormat) -> None:
     assert result.attrs["foo"] == "bar"
 
 
-def test_group_delitem(store: Store, zarr_format: ZarrFormat) -> None:
+@pytest.mark.parametrize("consolidated", [True, False])
+def test_group_delitem(store: Store, zarr_format: ZarrFormat, consolidated: bool) -> None:
     """
     Test the `Group.__delitem__` method.
     """
@@ -322,6 +344,12 @@ def test_group_delitem(store: Store, zarr_format: ZarrFormat) -> None:
     subgroup = group.create_group(name="subgroup")
     subarray = group.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
 
+    if consolidated:
+        group = zarr.api.synchronous.consolidate_metadata(store=store, zarr_format=zarr_format)
+        object.__setattr__(
+            subgroup.metadata, "consolidated_metadata", ConsolidatedMetadata(metadata={})
+        )
+
     assert group["subgroup"] == subgroup
     assert group["subarray"] == subarray
 
@@ -371,7 +399,8 @@ def test_group_contains(store: Store, zarr_format: ZarrFormat) -> None:
     assert "foo" in group
 
 
-def test_group_child_iterators(store: Store, zarr_format: ZarrFormat):
+@pytest.mark.parametrize("consolidate", [True, False])
+def test_group_child_iterators(store: Store, zarr_format: ZarrFormat, consolidate: bool):
     group = Group.from_store(store, zarr_format=zarr_format)
     expected_group_keys = ["g0", "g1"]
     expected_group_values = [group.create_group(name=name) for name in expected_group_keys]
@@ -385,6 +414,86 @@ def test_group_child_iterators(store: Store, zarr_format: ZarrFormat):
         group.create_array(name=name, shape=(1,)) for name in expected_array_keys
     ]
     expected_arrays = list(zip(expected_array_keys, expected_array_values, strict=False))
+    fill_value: float | None
+    if zarr_format == 2:
+        fill_value = None
+    else:
+        fill_value = np.float64(0.0)
+
+    if consolidate:
+        group = zarr.consolidate_metadata(store)
+        if zarr_format == 2:
+            metadata = {
+                "subarray": {
+                    "attributes": {},
+                    "dtype": "float64",
+                    "fill_value": fill_value,
+                    "shape": (1,),
+                    "chunks": (1,),
+                    "order": "C",
+                    "zarr_format": zarr_format,
+                },
+                "subgroup": {
+                    "attributes": {},
+                    "consolidated_metadata": {
+                        "metadata": {},
+                        "kind": "inline",
+                        "must_understand": False,
+                    },
+                    "node_type": "group",
+                    "zarr_format": zarr_format,
+                },
+            }
+        else:
+            metadata = {
+                "subarray": {
+                    "attributes": {},
+                    "chunk_grid": {
+                        "configuration": {"chunk_shape": (1,)},
+                        "name": "regular",
+                    },
+                    "chunk_key_encoding": {
+                        "configuration": {"separator": "/"},
+                        "name": "default",
+                    },
+                    "codecs": ({"configuration": {"endian": "little"}, "name": "bytes"},),
+                    "data_type": "float64",
+                    "fill_value": fill_value,
+                    "node_type": "array",
+                    "shape": (1,),
+                    "zarr_format": zarr_format,
+                },
+                "subgroup": {
+                    "attributes": {},
+                    "consolidated_metadata": {
+                        "metadata": {},
+                        "kind": "inline",
+                        "must_understand": False,
+                    },
+                    "node_type": "group",
+                    "zarr_format": zarr_format,
+                },
+            }
+
+        object.__setattr__(
+            expected_group_values[0].metadata,
+            "consolidated_metadata",
+            ConsolidatedMetadata.from_dict(
+                {
+                    "kind": "inline",
+                    "metadata": metadata,
+                    "must_understand": False,
+                }
+            ),
+        )
+        object.__setattr__(
+            expected_group_values[1].metadata,
+            "consolidated_metadata",
+            ConsolidatedMetadata(metadata={}),
+        )
+
+    result = sorted(group.groups(), key=lambda x: x[0])
+    assert result == expected_groups
 
     assert sorted(group.groups(), key=lambda x: x[0]) == expected_groups
     assert sorted(group.group_keys()) == expected_group_keys
@@ -718,7 +827,11 @@ async def test_asyncgroup_delitem(store: Store, zarr_format: ZarrFormat) -> None
     agroup = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
     array_name = "sub_array"
     _ = await agroup.create_array(
-        name=array_name, shape=(10,), dtype="uint8", chunk_shape=(2,), attributes={"foo": 100}
+        name=array_name,
+        shape=(10,),
+        dtype="uint8",
+        chunk_shape=(2,),
+        attributes={"foo": 100},
     )
     await agroup.delitem(array_name)
 
@@ -829,14 +942,13 @@ def test_serializable_sync_group(store: LocalStore, zarr_format: ZarrFormat) ->
     expected = Group.from_store(store=store, attributes={"foo": 999}, zarr_format=zarr_format)
     p = pickle.dumps(expected)
     actual = pickle.loads(p)
-
     assert actual == expected
 
 
-async def test_group_members_async(store: LocalStore | MemoryStore) -> None:
-    group = AsyncGroup(
-        GroupMetadata(),
-        store_path=StorePath(store=store, path="root"),
+@pytest.mark.parametrize("consolidated_metadata", [True, False])
+async def test_group_members_async(store: Store, consolidated_metadata: bool) -> None:
+    group = await AsyncGroup.from_store(
+        store=store,
     )
     a0 = await group.create_array("a0", shape=(1,))
     g0 = await group.create_group("g0")
@@ -879,6 +991,10 @@ async def test_group_members_async(store: LocalStore | MemoryStore) -> None:
     ]
     assert all_children == expected
 
+    if consolidated_metadata:
+        await zarr.api.asynchronous.consolidate_metadata(store=store)
+        group = await zarr.api.asynchronous.open_group(store=store)
+
     nmembers = await group.nmembers(max_depth=None)
     assert nmembers == 6
 
@@ -935,7 +1051,7 @@ async def test_require_groups(store: LocalStore | MemoryStore, zarr_format: Zarr
     assert no_group == ()
 
 
-async def test_create_dataset(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+async def test_create_dataset(store: Store, zarr_format: ZarrFormat) -> None:
     root = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
     with pytest.warns(DeprecationWarning):
         foo = await root.create_dataset("foo", shape=(10,), dtype="uint8")
@@ -949,7 +1065,7 @@ async def test_create_dataset(store: LocalStore | MemoryStore, zarr_format: Zarr
         await root.create_dataset("bar", shape=(100,), dtype="int8")
 
 
-async def test_require_array(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
+async def test_require_array(store: Store, zarr_format: ZarrFormat) -> None:
     root = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
     foo1 = await root.require_array("foo", shape=(10,), dtype="i8", attributes={"foo": 101})
     assert foo1.attrs == {"foo": 101}
@@ -974,6 +1090,25 @@ async def test_require_array(store: LocalStore | MemoryStore, zarr_format: ZarrF
         await root.require_array("bar", shape=(10,), dtype="int8")
 
 
+@pytest.mark.parametrize("consolidate", [True, False])
+def test_members_name(store: Store, consolidate: bool):
+    group = Group.from_store(store=store)
+    a = group.create_group(name="a")
+    a.create_array("array", shape=(1,))
+    b = a.create_group(name="b")
+    b.create_array("array", shape=(1,))
+
+    if consolidate:
+        group = zarr.api.synchronous.consolidate_metadata(store)
+
+    result = group["a"]["b"]
+    assert result.name == "/a/b"
+
+    paths = sorted(x.name for _, x in group.members(max_depth=None))
+    expected = ["/a", "/a/array", "/a/b", "/a/b/array"]
+    assert paths == expected
+
+
 async def test_open_mutable_mapping():
     group = await zarr.api.asynchronous.open_group(store={}, mode="w")
     assert isinstance(group.store_path.store, MemoryStore)
@@ -984,6 +1119,134 @@ def test_open_mutable_mapping_sync():
     assert isinstance(group.store_path.store, MemoryStore)
 
 
+class TestConsolidated:
+    async def test_group_getitem_consolidated(self, store: Store) -> None:
+        root = await AsyncGroup.from_store(store=store)
+        # Set up the test structure with
+        # /
+        #  g0/      # group /g0
+        #    g1/    # group /g0/g1
+        #      g2/  # group /g0/g1/g2
+        #  x1/      # group /x0
+        #    x2/    # group /x0/x1
+        #      x3/  # group /x0/x1/x2
+
+        g0 = await root.create_group("g0")
+        g1 = await g0.create_group("g1")
+        await g1.create_group("g2")
+
+        x0 = await root.create_group("x0")
+        x1 = await x0.create_group("x1")
+        await x1.create_group("x2")
+
+        await zarr.api.asynchronous.consolidate_metadata(store)
+
+        # On disk, we've consolidated all the metadata in the root zarr.json
+        group = await zarr.api.asynchronous.open(store=store)
+        rg0 = await group.getitem("g0")
+
+        expected = ConsolidatedMetadata(
+            metadata={
+                "g1": GroupMetadata(
+                    attributes={},
+                    zarr_format=3,
+                    consolidated_metadata=ConsolidatedMetadata(
+                        metadata={
+                            "g2": GroupMetadata(
+                                attributes={},
+                                zarr_format=3,
+                                consolidated_metadata=ConsolidatedMetadata(metadata={}),
+                            )
+                        }
+                    ),
+                ),
+            }
+        )
+        assert rg0.metadata.consolidated_metadata == expected
+
+        rg1 = await rg0.getitem("g1")
+        assert rg1.metadata.consolidated_metadata == expected.metadata["g1"].consolidated_metadata
+
+        rg2 = await rg1.getitem("g2")
+        assert rg2.metadata.consolidated_metadata == ConsolidatedMetadata(metadata={})
+
+    async def test_group_delitem_consolidated(self, store: Store) -> None:
+        if isinstance(store, ZipStore):
+            raise pytest.skip("Not implemented")
+
+        root = await AsyncGroup.from_store(store=store)
+        # Set up the test structure with
+        # /
+        #  g0/         # group /g0
+        #    g1/       # group /g0/g1
+        #      g2/     # group /g0/g1/g2
+        #        data  # array
+        #  x1/         # group /x0
+        #    x2/       # group /x0/x1
+        #      x3/     # group /x0/x1/x2
+        #        data  # array
+
+        g0 = await root.create_group("g0")
+        g1 = await g0.create_group("g1")
+        g2 = await g1.create_group("g2")
+        await g2.create_array("data", shape=(1,))
+
+        x0 = await root.create_group("x0")
+        x1 = await x0.create_group("x1")
+        x2 = await x1.create_group("x2")
+        await x2.create_array("data", shape=(1,))
+
+        await zarr.api.asynchronous.consolidate_metadata(store)
+
+        group = await zarr.api.asynchronous.open_consolidated(store=store)
+        assert len(group.metadata.consolidated_metadata.metadata) == 2
+        assert "g0" in group.metadata.consolidated_metadata.metadata
+
+        await group.delitem("g0")
+        assert len(group.metadata.consolidated_metadata.metadata) == 1
+        assert "g0" not in group.metadata.consolidated_metadata.metadata
+
+    def test_open_consolidated_raises(self, store: Store) -> None:
+        if isinstance(store, ZipStore):
+            raise pytest.skip("Not implemented")
+
+        root = Group.from_store(store=store)
+
+        # fine to be missing by default
+        zarr.open_group(store=store)
+
+        with pytest.raises(ValueError, match="Consolidated metadata requested."):
+            zarr.open_group(store=store, use_consolidated=True)
+
+        # Now create consolidated metadata...
+        root.create_group("g0")
+        zarr.consolidate_metadata(store)
+
+        # and explicitly ignore it.
+        group = zarr.open_group(store=store, use_consolidated=False)
+        assert group.metadata.consolidated_metadata is None
+
+    async def test_open_consolidated_raises_async(self, store: Store) -> None:
+        if isinstance(store, ZipStore):
+            raise pytest.skip("Not implemented")
+
+        root = await AsyncGroup.from_store(store=store)
+
+        # fine to be missing by default
+        await zarr.api.asynchronous.open_group(store=store)
+
+        with pytest.raises(ValueError, match="Consolidated metadata requested."):
+            await zarr.api.asynchronous.open_group(store=store, use_consolidated=True)
+
+        # Now create consolidated metadata...
+        await root.create_group("g0")
+        await zarr.api.asynchronous.consolidate_metadata(store)
+
+        # and explicitly ignore it.
+        group = await zarr.api.asynchronous.open_group(store=store, use_consolidated=False)
+        assert group.metadata.consolidated_metadata is None
+
+
 class TestGroupMetadata:
     def test_from_dict_extra_fields(self):
         data = {
diff --git a/tests/v3/test_metadata/test_consolidated.py b/tests/v3/test_metadata/test_consolidated.py
new file mode 100644
index 0000000000..c0218602f6
--- /dev/null
+++ b/tests/v3/test_metadata/test_consolidated.py
@@ -0,0 +1,564 @@
+from __future__ import annotations
+
+import json
+from typing import TYPE_CHECKING
+
+import numpy as np
+import pytest
+
+import zarr.api.asynchronous
+import zarr.api.synchronous
+import zarr.storage
+from zarr.api.asynchronous import (
+    AsyncGroup,
+    consolidate_metadata,
+    group,
+    open,
+    open_consolidated,
+)
+from zarr.core.buffer.core import default_buffer_prototype
+from zarr.core.group import ConsolidatedMetadata, GroupMetadata
+from zarr.core.metadata import ArrayV3Metadata
+from zarr.core.metadata.v2 import ArrayV2Metadata
+from zarr.storage.common import StorePath
+
+if TYPE_CHECKING:
+    from zarr.abc.store import Store
+    from zarr.core.common import ZarrFormat
+
+
+@pytest.fixture
+async def memory_store_with_hierarchy(memory_store: Store) -> None:
+    g = await group(store=memory_store, attributes={"foo": "bar"})
+    await g.create_array(name="air", shape=(1, 2, 3))
+    await g.create_array(name="lat", shape=(1,))
+    await g.create_array(name="lon", shape=(2,))
+    await g.create_array(name="time", shape=(3,))
+
+    child = await g.create_group("child", attributes={"key": "child"})
+    await child.create_array("array", shape=(4, 4), attributes={"key": "child"})
+
+    grandchild = await child.create_group("grandchild", attributes={"key": "grandchild"})
+    await grandchild.create_array("array", shape=(4, 4), attributes={"key": "grandchild"})
+    await grandchild.create_group("empty_group", attributes={"key": "empty"})
+    return memory_store
+
+
+class TestConsolidated:
+    async def test_open_consolidated_false_raises(self):
+        store = zarr.storage.MemoryStore()
+        with pytest.raises(TypeError, match="use_consolidated"):
+            await zarr.api.asynchronous.open_consolidated(store, use_consolidated=False)
+
+    def test_open_consolidated_false_raises_sync(self):
+        store = zarr.storage.MemoryStore()
+        with pytest.raises(TypeError, match="use_consolidated"):
+            zarr.open_consolidated(store, use_consolidated=False)
+
+    async def test_consolidated(self, memory_store_with_hierarchy: Store) -> None:
+        # TODO: Figure out desired keys in
+        # TODO: variety in the hierarchies
+        # More nesting
+        # arrays under arrays
+        # single array
+        # etc.
+        await consolidate_metadata(memory_store_with_hierarchy)
+        group2 = await AsyncGroup.open(memory_store_with_hierarchy)
+
+        array_metadata = {
+            "attributes": {},
+            "chunk_key_encoding": {
+                "configuration": {"separator": "/"},
+                "name": "default",
+            },
+            "codecs": ({"configuration": {"endian": "little"}, "name": "bytes"},),
+            "data_type": "float64",
+            "fill_value": np.float64(0.0),
+            "node_type": "array",
+            # "shape": (1, 2, 3),
+            "zarr_format": 3,
+        }
+
+        expected = GroupMetadata(
+            attributes={"foo": "bar"},
+            consolidated_metadata=ConsolidatedMetadata(
+                kind="inline",
+                must_understand=False,
+                metadata={
+                    "air": ArrayV3Metadata.from_dict(
+                        {
+                            **{
+                                "shape": (1, 2, 3),
+                                "chunk_grid": {
+                                    "configuration": {"chunk_shape": (1, 2, 3)},
+                                    "name": "regular",
+                                },
+                            },
+                            **array_metadata,
+                        }
+                    ),
+                    "lat": ArrayV3Metadata.from_dict(
+                        {
+                            **{
+                                "shape": (1,),
+                                "chunk_grid": {
+                                    "configuration": {"chunk_shape": (1,)},
+                                    "name": "regular",
+                                },
+                            },
+                            **array_metadata,
+                        }
+                    ),
+                    "lon": ArrayV3Metadata.from_dict(
+                        {
+                            **{"shape": (2,)},
+                            "chunk_grid": {
+                                "configuration": {"chunk_shape": (2,)},
+                                "name": "regular",
+                            },
+                            **array_metadata,
+                        }
+                    ),
+                    "time": ArrayV3Metadata.from_dict(
+                        {
+                            **{
+                                "shape": (3,),
+                                "chunk_grid": {
+                                    "configuration": {"chunk_shape": (3,)},
+                                    "name": "regular",
+                                },
+                            },
+                            **array_metadata,
+                        }
+                    ),
+                    "child": GroupMetadata(
+                        attributes={"key": "child"},
+                        consolidated_metadata=ConsolidatedMetadata(
+                            metadata={
+                                "array": ArrayV3Metadata.from_dict(
+                                    {
+                                        **array_metadata,
+                                        **{
+                                            "attributes": {"key": "child"},
+                                            "shape": (4, 4),
+                                            "chunk_grid": {
+                                                "configuration": {"chunk_shape": (4, 4)},
+                                                "name": "regular",
+                                            },
+                                        },
+                                    }
+                                ),
+                                "grandchild": GroupMetadata(
+                                    attributes={"key": "grandchild"},
+                                    consolidated_metadata=ConsolidatedMetadata(
+                                        metadata={
+                                            # known to be empty child group
+                                            "empty_group": GroupMetadata(
+                                                consolidated_metadata=ConsolidatedMetadata(
+                                                    metadata={}
+                                                ),
+                                                attributes={"key": "empty"},
+                                            ),
+                                            "array": ArrayV3Metadata.from_dict(
+                                                {
+                                                    **array_metadata,
+                                                    **{
+                                                        "attributes": {"key": "grandchild"},
+                                                        "shape": (4, 4),
+                                                        "chunk_grid": {
+                                                            "configuration": {
+                                                                "chunk_shape": (4, 4)
+                                                            },
+                                                            "name": "regular",
+                                                        },
+                                                    },
+                                                }
+                                            ),
+                                        }
+                                    ),
+                                ),
+                            },
+                        ),
+                    ),
+                },
+            ),
+        )
+
+        assert group2.metadata == expected
+        group3 = await open(store=memory_store_with_hierarchy)
+        assert group3.metadata == expected
+
+        group4 = await open_consolidated(store=memory_store_with_hierarchy)
+        assert group4.metadata == expected
+
+        result_raw = json.loads(
+            (
+                await memory_store_with_hierarchy.get(
+                    "zarr.json", prototype=default_buffer_prototype()
+                )
+            ).to_bytes()
+        )["consolidated_metadata"]
+        assert result_raw["kind"] == "inline"
+        assert sorted(result_raw["metadata"]) == [
+            "air",
+            "child",
+            "child/array",
+            "child/grandchild",
+            "child/grandchild/array",
+            "child/grandchild/empty_group",
+            "lat",
+            "lon",
+            "time",
+        ]
+
+    def test_consolidated_sync(self, memory_store):
+        g = zarr.api.synchronous.group(store=memory_store, attributes={"foo": "bar"})
+        g.create_array(name="air", shape=(1, 2, 3))
+        g.create_array(name="lat", shape=(1,))
+        g.create_array(name="lon", shape=(2,))
+        g.create_array(name="time", shape=(3,))
+
+        zarr.api.synchronous.consolidate_metadata(memory_store)
+        group2 = zarr.api.synchronous.Group.open(memory_store)
+
+        array_metadata = {
+            "attributes": {},
+            "chunk_key_encoding": {
+                "configuration": {"separator": "/"},
+                "name": "default",
+            },
+            "codecs": ({"configuration": {"endian": "little"}, "name": "bytes"},),
+            "data_type": "float64",
+            "fill_value": np.float64(0.0),
+            "node_type": "array",
+            # "shape": (1, 2, 3),
+            "zarr_format": 3,
+        }
+
+        expected = GroupMetadata(
+            attributes={"foo": "bar"},
+            consolidated_metadata=ConsolidatedMetadata(
+                kind="inline",
+                must_understand=False,
+                metadata={
+                    "air": ArrayV3Metadata.from_dict(
+                        {
+                            **{
+                                "shape": (1, 2, 3),
+                                "chunk_grid": {
+                                    "configuration": {"chunk_shape": (1, 2, 3)},
+                                    "name": "regular",
+                                },
+                            },
+                            **array_metadata,
+                        }
+                    ),
+                    "lat": ArrayV3Metadata.from_dict(
+                        {
+                            **{
+                                "shape": (1,),
+                                "chunk_grid": {
+                                    "configuration": {"chunk_shape": (1,)},
+                                    "name": "regular",
+                                },
+                            },
+                            **array_metadata,
+                        }
+                    ),
+                    "lon": ArrayV3Metadata.from_dict(
+                        {
+                            **{"shape": (2,)},
+                            "chunk_grid": {
+                                "configuration": {"chunk_shape": (2,)},
+                                "name": "regular",
+                            },
+                            **array_metadata,
+                        }
+                    ),
+                    "time": ArrayV3Metadata.from_dict(
+                        {
+                            **{
+                                "shape": (3,),
+                                "chunk_grid": {
+                                    "configuration": {"chunk_shape": (3,)},
+                                    "name": "regular",
+                                },
+                            },
+                            **array_metadata,
+                        }
+                    ),
+                },
+            ),
+        )
+        assert group2.metadata == expected
+        group3 = zarr.api.synchronous.open(store=memory_store)
+        assert group3.metadata == expected
+
+        group4 = zarr.api.synchronous.open_consolidated(store=memory_store)
+        assert group4.metadata == expected
+
+    async def test_not_writable_raises(self, memory_store: zarr.storage.MemoryStore) -> None:
+        await group(store=memory_store, attributes={"foo": "bar"})
+        read_store = zarr.storage.MemoryStore(store_dict=memory_store._store_dict)
+        with pytest.raises(ValueError, match="does not support writing"):
+            await consolidate_metadata(read_store)
+
+    async def test_non_root_node(self, memory_store_with_hierarchy: Store) -> None:
+        await consolidate_metadata(memory_store_with_hierarchy, path="child")
+        root = await AsyncGroup.open(memory_store_with_hierarchy)
+        child = await AsyncGroup.open(StorePath(memory_store_with_hierarchy) / "child")
+
+        assert root.metadata.consolidated_metadata is None
+        assert child.metadata.consolidated_metadata is not None
+        assert "air" not in child.metadata.consolidated_metadata.metadata
+        assert "grandchild" in child.metadata.consolidated_metadata.metadata
+
+    def test_consolidated_metadata_from_dict(self):
+        data = {"must_understand": False}
+
+        # missing kind
+        with pytest.raises(ValueError, match="kind='None'"):
+            ConsolidatedMetadata.from_dict(data)
+
+        # invalid kind
+        data["kind"] = "invalid"
+        with pytest.raises(ValueError, match="kind='invalid'"):
+            ConsolidatedMetadata.from_dict(data)
+
+        # missing metadata
+        data["kind"] = "inline"
+
+        with pytest.raises(TypeError, match="Unexpected type for 'metadata'"):
+            ConsolidatedMetadata.from_dict(data)
+
+        data["kind"] = "inline"
+        # empty is fine
+        data["metadata"] = {}
+        ConsolidatedMetadata.from_dict(data)
+
+    def test_flatten(self):
+        array_metadata = {
+            "attributes": {},
+            "chunk_key_encoding": {
+                "configuration": {"separator": "/"},
+                "name": "default",
+            },
+            "codecs": ({"configuration": {"endian": "little"}, "name": "bytes"},),
+            "data_type": "float64",
+            "fill_value": np.float64(0.0),
+            "node_type": "array",
+            # "shape": (1, 2, 3),
+            "zarr_format": 3,
+        }
+
+        metadata = ConsolidatedMetadata(
+            kind="inline",
+            must_understand=False,
+            metadata={
+                "air": ArrayV3Metadata.from_dict(
+                    {
+                        **{
+                            "shape": (1, 2, 3),
+                            "chunk_grid": {
+                                "configuration": {"chunk_shape": (1, 2, 3)},
+                                "name": "regular",
+                            },
+                        },
+                        **array_metadata,
+                    }
+                ),
+                "lat": ArrayV3Metadata.from_dict(
+                    {
+                        **{
+                            "shape": (1,),
+                            "chunk_grid": {
+                                "configuration": {"chunk_shape": (1,)},
+                                "name": "regular",
+                            },
+                        },
+                        **array_metadata,
+                    }
+                ),
+                "child": GroupMetadata(
+                    attributes={"key": "child"},
+                    consolidated_metadata=ConsolidatedMetadata(
+                        metadata={
+                            "array": ArrayV3Metadata.from_dict(
+                                {
+                                    **array_metadata,
+                                    **{
+                                        "attributes": {"key": "child"},
+                                        "shape": (4, 4),
+                                        "chunk_grid": {
+                                            "configuration": {"chunk_shape": (4, 4)},
+                                            "name": "regular",
+                                        },
+                                    },
+                                }
+                            ),
+                            "grandchild": GroupMetadata(
+                                attributes={"key": "grandchild"},
+                                consolidated_metadata=ConsolidatedMetadata(
+                                    metadata={
+                                        "array": ArrayV3Metadata.from_dict(
+                                            {
+                                                **array_metadata,
+                                                **{
+                                                    "attributes": {"key": "grandchild"},
+                                                    "shape": (4, 4),
+                                                    "chunk_grid": {
+                                                        "configuration": {"chunk_shape": (4, 4)},
+                                                        "name": "regular",
+                                                    },
+                                                },
+                                            }
+                                        )
+                                    }
+                                ),
+                            ),
+                        },
+                    ),
+                ),
+            },
+        )
+        result = metadata.flattened_metadata
+        expected = {
+            "air": metadata.metadata["air"],
+            "lat": metadata.metadata["lat"],
+            "child": GroupMetadata(
+                attributes={"key": "child"}, consolidated_metadata=ConsolidatedMetadata(metadata={})
+            ),
+            "child/array": metadata.metadata["child"].consolidated_metadata.metadata["array"],
+            "child/grandchild": GroupMetadata(
+                attributes={"key": "grandchild"},
+                consolidated_metadata=ConsolidatedMetadata(metadata={}),
+            ),
+            "child/grandchild/array": (
+                metadata.metadata["child"]
+                .consolidated_metadata.metadata["grandchild"]
+                .consolidated_metadata.metadata["array"]
+            ),
+        }
+        assert result == expected
+
+    def test_invalid_metadata_raises(self):
+        payload = {
+            "kind": "inline",
+            "must_understand": False,
+            "metadata": {
+                "foo": [1, 2, 3]  # invalid
+            },
+        }
+
+        with pytest.raises(TypeError, match="key='foo', type='list'"):
+            ConsolidatedMetadata.from_dict(payload)
+
+    def test_to_dict_empty(self):
+        meta = ConsolidatedMetadata(
+            metadata={
+                "empty": GroupMetadata(
+                    attributes={"key": "empty"},
+                    consolidated_metadata=ConsolidatedMetadata(metadata={}),
+                )
+            }
+        )
+        result = meta.to_dict()
+        expected = {
+            "kind": "inline",
+            "must_understand": False,
+            "metadata": {
+                "empty": {
+                    "attributes": {"key": "empty"},
+                    "consolidated_metadata": {
+                        "kind": "inline",
+                        "must_understand": False,
+                        "metadata": {},
+                    },
+                    "node_type": "group",
+                    "zarr_format": 3,
+                }
+            },
+        }
+        assert result == expected
+
+    @pytest.mark.parametrize("zarr_format", [2, 3])
+    async def test_open_consolidated_raises_async(self, zarr_format: ZarrFormat):
+        store = zarr.storage.MemoryStore(mode="w")
+        await AsyncGroup.from_store(store, zarr_format=zarr_format)
+        with pytest.raises(ValueError):
+            await zarr.api.asynchronous.open_consolidated(store, zarr_format=zarr_format)
+
+        with pytest.raises(ValueError):
+            await zarr.api.asynchronous.open_consolidated(store, zarr_format=None)
+
+    async def test_consolidated_metadata_v2(self):
+        store = zarr.storage.MemoryStore(mode="w")
+        g = await AsyncGroup.from_store(store, attributes={"key": "root"}, zarr_format=2)
+        await g.create_array(name="a", shape=(1,), attributes={"key": "a"})
+        g1 = await g.create_group(name="g1", attributes={"key": "g1"})
+        await g1.create_group(name="g2", attributes={"key": "g2"})
+
+        await zarr.api.asynchronous.consolidate_metadata(store)
+        result = await zarr.api.asynchronous.open_consolidated(store, zarr_format=2)
+
+        expected = GroupMetadata(
+            attributes={"key": "root"},
+            zarr_format=2,
+            consolidated_metadata=ConsolidatedMetadata(
+                metadata={
+                    "a": ArrayV2Metadata(
+                        shape=(1,),
+                        dtype="float64",
+                        attributes={"key": "a"},
+                        chunks=(1,),
+                        fill_value=None,
+                        order="C",
+                    ),
+                    "g1": GroupMetadata(
+                        attributes={"key": "g1"},
+                        zarr_format=2,
+                        consolidated_metadata=ConsolidatedMetadata(
+                            metadata={
+                                "g2": GroupMetadata(
+                                    attributes={"key": "g2"},
+                                    zarr_format=2,
+                                    consolidated_metadata=ConsolidatedMetadata(metadata={}),
+                                )
+                            }
+                        ),
+                    ),
+                }
+            ),
+        )
+        assert result.metadata == expected
+
+    @pytest.mark.parametrize("zarr_format", [2, 3])
+    async def test_use_consolidated_false(
+        self, memory_store: zarr.storage.MemoryStore, zarr_format: ZarrFormat
+    ) -> None:
+        with zarr.config.set(default_zarr_version=zarr_format):
+            g = await group(store=memory_store, attributes={"foo": "bar"})
+            await g.create_group(name="a")
+
+            # test a stale read
+            await zarr.api.asynchronous.consolidate_metadata(memory_store)
+            await g.create_group(name="b")
+
+            stale = await zarr.api.asynchronous.open_group(store=memory_store)
+            assert len([x async for x in stale.members()]) == 1
+            assert stale.metadata.consolidated_metadata
+            assert list(stale.metadata.consolidated_metadata.metadata) == ["a"]
+
+            # bypass stale data
+            good = await zarr.api.asynchronous.open_group(
+                store=memory_store, use_consolidated=False
+            )
+            assert len([x async for x in good.members()]) == 2
+
+            # reconsolidate
+            await zarr.api.asynchronous.consolidate_metadata(memory_store)
+
+            good = await zarr.api.asynchronous.open_group(store=memory_store)
+            assert len([x async for x in good.members()]) == 2
+            assert good.metadata.consolidated_metadata
+            assert sorted(good.metadata.consolidated_metadata.metadata) == ["a", "b"]
diff --git a/tests/v3/test_metadata/test_v2.py b/tests/v3/test_metadata/test_v2.py
index bf6e246668..089d5c98e1 100644
--- a/tests/v3/test_metadata/test_v2.py
+++ b/tests/v3/test_metadata/test_v2.py
@@ -1,8 +1,17 @@
 from __future__ import annotations
 
+import json
 from typing import TYPE_CHECKING, Literal
 
-from zarr.core.metadata.v2 import ArrayV2Metadata
+import numpy as np
+import pytest
+
+import zarr.api.asynchronous
+import zarr.storage
+from zarr.core.buffer import cpu
+from zarr.core.group import ConsolidatedMetadata, GroupMetadata
+from zarr.core.metadata import ArrayV2Metadata
+from zarr.core.metadata.v2 import parse_zarr_format
 
 if TYPE_CHECKING:
     from typing import Any
@@ -10,9 +19,6 @@
     from zarr.abc.codec import Codec
 
 import numcodecs
-import pytest
-
-from zarr.core.metadata.v2 import parse_zarr_format
 
 
 def test_parse_zarr_format_valid() -> None:
@@ -74,6 +80,184 @@ def test_metadata_to_dict(
     assert observed == expected
 
 
+class TestConsolidated:
+    @pytest.fixture
+    async def v2_consolidated_metadata(
+        self, memory_store: zarr.storage.MemoryStore
+    ) -> zarr.storage.MemoryStore:
+        zmetadata = {
+            "metadata": {
+                ".zattrs": {
+                    "Conventions": "COARDS",
+                },
+                ".zgroup": {"zarr_format": 2},
+                "air/.zarray": {
+                    "chunks": [730],
+                    "compressor": None,
+                    "dtype": "<i2",
+                    "fill_value": 0,
+                    "filters": None,
+                    "order": "C",
+                    "shape": [730],
+                    "zarr_format": 2,
+                },
+                "air/.zattrs": {
+                    "_ARRAY_DIMENSIONS": ["time"],
+                    "dataset": "NMC Reanalysis",
+                },
+                "time/.zarray": {
+                    "chunks": [730],
+                    "compressor": None,
+                    "dtype": "<f4",
+                    "fill_value": "0.0",
+                    "filters": None,
+                    "order": "C",
+                    "shape": [730],
+                    "zarr_format": 2,
+                },
+                "time/.zattrs": {
+                    "_ARRAY_DIMENSIONS": ["time"],
+                    "calendar": "standard",
+                    "long_name": "Time",
+                    "standard_name": "time",
+                    "units": "hours since 1800-01-01",
+                },
+                "nested/.zattrs": {"key": "value"},
+                "nested/.zgroup": {"zarr_format": 2},
+                "nested/array/.zarray": {
+                    "chunks": [730],
+                    "compressor": None,
+                    "dtype": "<f4",
+                    "fill_value": "0.0",
+                    "filters": None,
+                    "order": "C",
+                    "shape": [730],
+                    "zarr_format": 2,
+                },
+                "nested/array/.zattrs": {
+                    "calendar": "standard",
+                },
+            },
+            "zarr_consolidated_format": 1,
+        }
+        store_dict = {}
+        store = zarr.storage.MemoryStore(store_dict=store_dict, mode="a")
+        await store.set(
+            ".zattrs", cpu.Buffer.from_bytes(json.dumps({"Conventions": "COARDS"}).encode())
+        )
+        await store.set(".zgroup", cpu.Buffer.from_bytes(json.dumps({"zarr_format": 2}).encode()))
+        await store.set(".zmetadata", cpu.Buffer.from_bytes(json.dumps(zmetadata).encode()))
+        await store.set(
+            "air/.zarray",
+            cpu.Buffer.from_bytes(json.dumps(zmetadata["metadata"]["air/.zarray"]).encode()),
+        )
+        await store.set(
+            "air/.zattrs",
+            cpu.Buffer.from_bytes(json.dumps(zmetadata["metadata"]["air/.zattrs"]).encode()),
+        )
+        await store.set(
+            "time/.zarray",
+            cpu.Buffer.from_bytes(json.dumps(zmetadata["metadata"]["time/.zarray"]).encode()),
+        )
+        await store.set(
+            "time/.zattrs",
+            cpu.Buffer.from_bytes(json.dumps(zmetadata["metadata"]["time/.zattrs"]).encode()),
+        )
+
+        # and a nested group for fun
+        await store.set(
+            "nested/.zattrs", cpu.Buffer.from_bytes(json.dumps({"key": "value"}).encode())
+        )
+        await store.set(
+            "nested/.zgroup", cpu.Buffer.from_bytes(json.dumps({"zarr_format": 2}).encode())
+        )
+        await store.set(
+            "nested/array/.zarray",
+            cpu.Buffer.from_bytes(
+                json.dumps(zmetadata["metadata"]["nested/array/.zarray"]).encode()
+            ),
+        )
+        await store.set(
+            "nested/array/.zattrs",
+            cpu.Buffer.from_bytes(
+                json.dumps(zmetadata["metadata"]["nested/array/.zattrs"]).encode()
+            ),
+        )
+
+        return store
+
+    async def test_read_consolidated_metadata(
+        self, v2_consolidated_metadata: zarr.storage.MemoryStore
+    ):
+        # .zgroup, .zattrs, .metadata
+        store = v2_consolidated_metadata
+        group = zarr.open_consolidated(store=store, zarr_format=2)
+        assert group.metadata.consolidated_metadata is not None
+        expected = ConsolidatedMetadata(
+            metadata={
+                "air": ArrayV2Metadata(
+                    shape=(730,),
+                    fill_value=0,
+                    chunks=(730,),
+                    attributes={"_ARRAY_DIMENSIONS": ["time"], "dataset": "NMC Reanalysis"},
+                    dtype=np.dtype("int16"),
+                    order="C",
+                    filters=None,
+                    dimension_separator=".",
+                    compressor=None,
+                ),
+                "time": ArrayV2Metadata(
+                    shape=(730,),
+                    fill_value=0.0,
+                    chunks=(730,),
+                    attributes={
+                        "_ARRAY_DIMENSIONS": ["time"],
+                        "calendar": "standard",
+                        "long_name": "Time",
+                        "standard_name": "time",
+                        "units": "hours since 1800-01-01",
+                    },
+                    dtype=np.dtype("float32"),
+                    order="C",
+                    filters=None,
+                    dimension_separator=".",
+                    compressor=None,
+                ),
+                "nested": GroupMetadata(
+                    attributes={"key": "value"},
+                    zarr_format=2,
+                    consolidated_metadata=ConsolidatedMetadata(
+                        metadata={
+                            "array": ArrayV2Metadata(
+                                shape=(730,),
+                                fill_value=0.0,
+                                chunks=(730,),
+                                attributes={
+                                    "calendar": "standard",
+                                },
+                                dtype=np.dtype("float32"),
+                                order="C",
+                                filters=None,
+                                dimension_separator=".",
+                                compressor=None,
+                            )
+                        }
+                    ),
+                ),
+            },
+            kind="inline",
+            must_understand=False,
+        )
+        result = group.metadata.consolidated_metadata
+        assert result == expected
+
+    async def test_getitem_consolidated(self, v2_consolidated_metadata):
+        store = v2_consolidated_metadata
+        group = await zarr.api.asynchronous.open_consolidated(store=store, zarr_format=2)
+        air = await group.getitem("air")
+        assert air.metadata.shape == (730,)
+
+
 def test_from_dict_extra_fields() -> None:
     data = {
         "_nczarr_array": {"dimrefs": ["/dim1", "/dim2"], "storage": "chunked"},
diff --git a/tests/v3/test_metadata/test_v3.py b/tests/v3/test_metadata/test_v3.py
index f3b2968680..4e4ba23313 100644
--- a/tests/v3/test_metadata/test_v3.py
+++ b/tests/v3/test_metadata/test_v3.py
@@ -4,10 +4,22 @@
 import re
 from typing import TYPE_CHECKING, Literal
 
+import numpy as np
+import pytest
+
 from zarr.codecs.bytes import BytesCodec
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.chunk_key_encodings import DefaultChunkKeyEncoding, V2ChunkKeyEncoding
-from zarr.core.metadata.v3 import ArrayV3Metadata, DataType
+from zarr.core.group import parse_node_type
+from zarr.core.metadata.v3 import (
+    ArrayV3Metadata,
+    DataType,
+    default_fill_value,
+    parse_dimension_names,
+    parse_fill_value,
+    parse_zarr_format,
+)
+from zarr.errors import MetadataValidationError
 
 if TYPE_CHECKING:
     from collections.abc import Sequence
@@ -17,15 +29,8 @@
     from zarr.core.common import JSON
 
 
-import numpy as np
-import pytest
-
 from zarr.core.metadata.v3 import (
-    default_fill_value,
-    parse_dimension_names,
-    parse_fill_value,
     parse_node_type_array,
-    parse_zarr_format,
 )
 
 bool_dtypes = ("bool",)
@@ -65,15 +70,29 @@ def test_parse_zarr_format_valid() -> None:
     assert parse_zarr_format(3) == 3
 
 
+def test_parse_node_type_valid() -> None:
+    assert parse_node_type("array") == "array"
+    assert parse_node_type("group") == "group"
+
+
+@pytest.mark.parametrize("node_type", [None, 2, "other"])
+def test_parse_node_type_invalid(node_type: Any) -> None:
+    with pytest.raises(
+        MetadataValidationError,
+        match=f"Invalid value for 'node_type'. Expected 'array or group'. Got '{node_type}'.",
+    ):
+        parse_node_type(node_type)
+
+
 @pytest.mark.parametrize("data", [None, "group"])
-def test_parse_node_type_arrayinvalid(data: Any) -> None:
+def test_parse_node_type_array_invalid(data: Any) -> None:
     with pytest.raises(
         ValueError, match=f"Invalid value for 'node_type'. Expected 'array'. Got '{data}'."
     ):
         parse_node_type_array(data)
 
 
-def test_parse_node_typevalid() -> None:
+def test_parse_node_typev_array_alid() -> None:
     assert parse_node_type_array("array") == "array"
 
 

From b8f6cb9e0ee9f227fb8ec90938081769cd60460d Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 10 Oct 2024 13:09:08 -0700
Subject: [PATCH 0756/1078] feature(threading): use explicit/configurable
 thread pool executor (#2327)

---
 src/zarr/codecs/_v2.py    | 10 +++----
 src/zarr/codecs/blosc.py  |  7 +++--
 src/zarr/codecs/gzip.py   |  7 +++--
 src/zarr/codecs/zstd.py   |  7 +++--
 src/zarr/core/common.py   | 13 --------
 src/zarr/core/config.py   |  1 +
 src/zarr/core/sync.py     | 62 +++++++++++++++++++++++++++++++++++----
 src/zarr/storage/local.py | 15 +++++-----
 tests/v3/test_config.py   |  1 +
 tests/v3/test_sync.py     | 32 +++++++++++++++++++-
 10 files changed, 114 insertions(+), 41 deletions(-)

diff --git a/src/zarr/codecs/_v2.py b/src/zarr/codecs/_v2.py
index cc6129e604..46fd1cb806 100644
--- a/src/zarr/codecs/_v2.py
+++ b/src/zarr/codecs/_v2.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import asyncio
 from dataclasses import dataclass
 from typing import TYPE_CHECKING
 
@@ -8,7 +9,6 @@
 
 from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec
 from zarr.core.buffer import Buffer, NDBuffer, default_buffer_prototype
-from zarr.core.common import to_thread
 from zarr.registry import get_ndbuffer_class
 
 if TYPE_CHECKING:
@@ -30,7 +30,7 @@ async def _decode_single(
     ) -> NDBuffer:
         if self.compressor is not None:
             chunk_numpy_array = ensure_ndarray(
-                await to_thread(self.compressor.decode, chunk_bytes.as_array_like())
+                await asyncio.to_thread(self.compressor.decode, chunk_bytes.as_array_like())
             )
         else:
             chunk_numpy_array = ensure_ndarray(chunk_bytes.as_array_like())
@@ -54,7 +54,7 @@ async def _encode_single(
             ):
                 chunk_numpy_array = chunk_numpy_array.copy(order="A")
             encoded_chunk_bytes = ensure_bytes(
-                await to_thread(self.compressor.encode, chunk_numpy_array)
+                await asyncio.to_thread(self.compressor.encode, chunk_numpy_array)
             )
         else:
             encoded_chunk_bytes = ensure_bytes(chunk_numpy_array)
@@ -80,7 +80,7 @@ async def _decode_single(
         # apply filters in reverse order
         if self.filters is not None:
             for filter in self.filters[::-1]:
-                chunk_ndarray = await to_thread(filter.decode, chunk_ndarray)
+                chunk_ndarray = await asyncio.to_thread(filter.decode, chunk_ndarray)
 
         # ensure correct chunk shape
         if chunk_ndarray.shape != chunk_spec.shape:
@@ -100,7 +100,7 @@ async def _encode_single(
 
         if self.filters is not None:
             for filter in self.filters:
-                chunk_ndarray = await to_thread(filter.encode, chunk_ndarray)
+                chunk_ndarray = await asyncio.to_thread(filter.encode, chunk_ndarray)
 
         return get_ndbuffer_class().from_ndarray_like(chunk_ndarray)
 
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index 16bcf48a34..54a23c9c57 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import asyncio
 from dataclasses import dataclass, replace
 from enum import Enum
 from functools import cached_property
@@ -10,7 +11,7 @@
 
 from zarr.abc.codec import BytesBytesCodec
 from zarr.core.buffer.cpu import as_numpy_array_wrapper
-from zarr.core.common import JSON, parse_enum, parse_named_configuration, to_thread
+from zarr.core.common import JSON, parse_enum, parse_named_configuration
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
@@ -169,7 +170,7 @@ async def _decode_single(
         chunk_bytes: Buffer,
         chunk_spec: ArraySpec,
     ) -> Buffer:
-        return await to_thread(
+        return await asyncio.to_thread(
             as_numpy_array_wrapper, self._blosc_codec.decode, chunk_bytes, chunk_spec.prototype
         )
 
@@ -180,7 +181,7 @@ async def _encode_single(
     ) -> Buffer | None:
         # Since blosc only support host memory, we convert the input and output of the encoding
         # between numpy array and buffer
-        return await to_thread(
+        return await asyncio.to_thread(
             lambda chunk: chunk_spec.prototype.buffer.from_bytes(
                 self._blosc_codec.encode(chunk.as_numpy_array())
             ),
diff --git a/src/zarr/codecs/gzip.py b/src/zarr/codecs/gzip.py
index 6cc8517f20..c0ad5e1385 100644
--- a/src/zarr/codecs/gzip.py
+++ b/src/zarr/codecs/gzip.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import asyncio
 from dataclasses import dataclass
 from typing import TYPE_CHECKING
 
@@ -7,7 +8,7 @@
 
 from zarr.abc.codec import BytesBytesCodec
 from zarr.core.buffer.cpu import as_numpy_array_wrapper
-from zarr.core.common import JSON, parse_named_configuration, to_thread
+from zarr.core.common import JSON, parse_named_configuration
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
@@ -51,7 +52,7 @@ async def _decode_single(
         chunk_bytes: Buffer,
         chunk_spec: ArraySpec,
     ) -> Buffer:
-        return await to_thread(
+        return await asyncio.to_thread(
             as_numpy_array_wrapper, GZip(self.level).decode, chunk_bytes, chunk_spec.prototype
         )
 
@@ -60,7 +61,7 @@ async def _encode_single(
         chunk_bytes: Buffer,
         chunk_spec: ArraySpec,
     ) -> Buffer | None:
-        return await to_thread(
+        return await asyncio.to_thread(
             as_numpy_array_wrapper, GZip(self.level).encode, chunk_bytes, chunk_spec.prototype
         )
 
diff --git a/src/zarr/codecs/zstd.py b/src/zarr/codecs/zstd.py
index 913d0f01c7..949f762b20 100644
--- a/src/zarr/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import asyncio
 from dataclasses import dataclass
 from functools import cached_property
 from importlib.metadata import version
@@ -9,7 +10,7 @@
 
 from zarr.abc.codec import BytesBytesCodec
 from zarr.core.buffer.cpu import as_numpy_array_wrapper
-from zarr.core.common import JSON, parse_named_configuration, to_thread
+from zarr.core.common import JSON, parse_named_configuration
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
@@ -73,7 +74,7 @@ async def _decode_single(
         chunk_bytes: Buffer,
         chunk_spec: ArraySpec,
     ) -> Buffer:
-        return await to_thread(
+        return await asyncio.to_thread(
             as_numpy_array_wrapper, self._zstd_codec.decode, chunk_bytes, chunk_spec.prototype
         )
 
@@ -82,7 +83,7 @@ async def _encode_single(
         chunk_bytes: Buffer,
         chunk_spec: ArraySpec,
     ) -> Buffer | None:
-        return await to_thread(
+        return await asyncio.to_thread(
             as_numpy_array_wrapper, self._zstd_codec.encode, chunk_bytes, chunk_spec.prototype
         )
 
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index 2762b4d2e6..efce0f98f2 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -1,7 +1,6 @@
 from __future__ import annotations
 
 import asyncio
-import contextvars
 import functools
 import operator
 from collections.abc import Iterable, Mapping
@@ -10,7 +9,6 @@
     TYPE_CHECKING,
     Any,
     Literal,
-    ParamSpec,
     TypeVar,
     cast,
     overload,
@@ -62,17 +60,6 @@ async def run(item: tuple[Any]) -> V:
         return await asyncio.gather(*[asyncio.ensure_future(run(item)) for item in items])
 
 
-P = ParamSpec("P")
-U = TypeVar("U")
-
-
-async def to_thread(func: Callable[P, U], /, *args: P.args, **kwargs: P.kwargs) -> U:
-    loop = asyncio.get_running_loop()
-    ctx = contextvars.copy_context()
-    func_call = functools.partial(ctx.run, func, *args, **kwargs)
-    return await loop.run_in_executor(None, func_call)
-
-
 E = TypeVar("E", bound=Enum)
 
 
diff --git a/src/zarr/core/config.py b/src/zarr/core/config.py
index 3fe7d803d2..ec2c8c47a3 100644
--- a/src/zarr/core/config.py
+++ b/src/zarr/core/config.py
@@ -44,6 +44,7 @@ def reset(self) -> None:
             "default_zarr_version": 3,
             "array": {"order": "C"},
             "async": {"concurrency": 10, "timeout": None},
+            "threading": {"max_workers": None},
             "json_indent": 2,
             "codec_pipeline": {
                 "path": "zarr.codecs.pipeline.BatchedCodecPipeline",
diff --git a/src/zarr/core/sync.py b/src/zarr/core/sync.py
index c572851e5e..20f04f543b 100644
--- a/src/zarr/core/sync.py
+++ b/src/zarr/core/sync.py
@@ -1,8 +1,10 @@
 from __future__ import annotations
 
 import asyncio
+import atexit
+import logging
 import threading
-from concurrent.futures import wait
+from concurrent.futures import ThreadPoolExecutor, wait
 from typing import TYPE_CHECKING, TypeVar
 
 from typing_extensions import ParamSpec
@@ -13,6 +15,9 @@
     from collections.abc import AsyncIterator, Coroutine
     from typing import Any
 
+logger = logging.getLogger(__name__)
+
+
 P = ParamSpec("P")
 T = TypeVar("T")
 
@@ -23,7 +28,7 @@
     None
 ]  # global event loop for any non-async instance
 _lock: threading.Lock | None = None  # global lock placeholder
-get_running_loop = asyncio.get_running_loop
+_executor: ThreadPoolExecutor | None = None  # global executor placeholder
 
 
 class SyncError(Exception):
@@ -41,6 +46,51 @@ def _get_lock() -> threading.Lock:
     return _lock
 
 
+def _get_executor() -> ThreadPoolExecutor:
+    """Return Zarr Thread Pool Executor
+
+    The executor is allocated on first use.
+    """
+    global _executor
+    if not _executor:
+        max_workers = config.get("threading.max_workers", None)
+        print(max_workers)
+        # if max_workers is not None and max_workers > 0:
+        #     raise ValueError(max_workers)
+        _executor = ThreadPoolExecutor(max_workers=max_workers, thread_name_prefix="zarr_pool")
+        _get_loop().set_default_executor(_executor)
+    return _executor
+
+
+def cleanup_resources() -> None:
+    global _executor
+    if _executor:
+        _executor.shutdown(wait=True, cancel_futures=True)
+    _executor = None
+
+    if loop[0] is not None:
+        with _get_lock():
+            # Stop the event loop safely
+            loop[0].call_soon_threadsafe(loop[0].stop)  # Stop loop from another thread
+            if iothread[0] is not None:
+                iothread[0].join(timeout=0.2)  # Add a timeout to avoid hanging
+
+                if iothread[0].is_alive():
+                    logger.warning(
+                        "Thread did not finish cleanly; forcefully closing the event loop."
+                    )
+
+            # Forcefully close the event loop to release resources
+            loop[0].close()
+
+            # dereference the loop and iothread
+            loop[0] = None
+            iothread[0] = None
+
+
+atexit.register(cleanup_resources)
+
+
 async def _runner(coro: Coroutine[Any, Any, T]) -> T | BaseException:
     """
     Await a coroutine and return the result of running it. If awaiting the coroutine raises an
@@ -105,10 +155,10 @@ def _get_loop() -> asyncio.AbstractEventLoop:
             if loop[0] is None:
                 new_loop = asyncio.new_event_loop()
                 loop[0] = new_loop
-                th = threading.Thread(target=new_loop.run_forever, name="zarrIO")
-                th.daemon = True
-                th.start()
-                iothread[0] = th
+                iothread[0] = threading.Thread(target=new_loop.run_forever, name="zarr_io")
+                assert iothread[0] is not None
+                iothread[0].daemon = True
+                iothread[0].start()
     assert loop[0] is not None
     return loop[0]
 
diff --git a/src/zarr/storage/local.py b/src/zarr/storage/local.py
index 0dc5c79e78..1e1f3beec1 100644
--- a/src/zarr/storage/local.py
+++ b/src/zarr/storage/local.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import asyncio
 import io
 import os
 import shutil
@@ -8,7 +9,7 @@
 
 from zarr.abc.store import ByteRangeRequest, Store
 from zarr.core.buffer import Buffer
-from zarr.core.common import concurrent_map, to_thread
+from zarr.core.common import concurrent_map
 
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator, Iterable
@@ -134,7 +135,7 @@ async def get(
         path = self.root / key
 
         try:
-            return await to_thread(_get, path, prototype, byte_range)
+            return await asyncio.to_thread(_get, path, prototype, byte_range)
         except (FileNotFoundError, IsADirectoryError, NotADirectoryError):
             return None
 
@@ -159,7 +160,7 @@ async def get_partial_values(
             assert isinstance(key, str)
             path = self.root / key
             args.append((_get, path, prototype, byte_range))
-        return await concurrent_map(args, to_thread, limit=None)  # TODO: fix limit
+        return await concurrent_map(args, asyncio.to_thread, limit=None)  # TODO: fix limit
 
     async def set(self, key: str, value: Buffer) -> None:
         return await self._set(key, value)
@@ -178,7 +179,7 @@ async def _set(self, key: str, value: Buffer, exclusive: bool = False) -> None:
         if not isinstance(value, Buffer):
             raise TypeError("LocalStore.set(): `value` must a Buffer instance")
         path = self.root / key
-        await to_thread(_put, path, value, start=None, exclusive=exclusive)
+        await asyncio.to_thread(_put, path, value, start=None, exclusive=exclusive)
 
     async def set_partial_values(
         self, key_start_values: Iterable[tuple[str, int, bytes | bytearray | memoryview]]
@@ -189,7 +190,7 @@ async def set_partial_values(
             assert isinstance(key, str)
             path = self.root / key
             args.append((_put, path, value, start))
-        await concurrent_map(args, to_thread, limit=None)  # TODO: fix limit
+        await concurrent_map(args, asyncio.to_thread, limit=None)  # TODO: fix limit
 
     async def delete(self, key: str) -> None:
         self._check_writable()
@@ -197,11 +198,11 @@ async def delete(self, key: str) -> None:
         if path.is_dir():  # TODO: support deleting directories? shutil.rmtree?
             shutil.rmtree(path)
         else:
-            await to_thread(path.unlink, True)  # Q: we may want to raise if path is missing
+            await asyncio.to_thread(path.unlink, True)  # Q: we may want to raise if path is missing
 
     async def exists(self, key: str) -> bool:
         path = self.root / key
-        return await to_thread(path.is_file)
+        return await asyncio.to_thread(path.is_file)
 
     async def list(self) -> AsyncGenerator[str, None]:
         """Retrieve all keys in the store.
diff --git a/tests/v3/test_config.py b/tests/v3/test_config.py
index 2adc51aa57..62907588c7 100644
--- a/tests/v3/test_config.py
+++ b/tests/v3/test_config.py
@@ -42,6 +42,7 @@ def test_config_defaults_set() -> None:
             "default_zarr_version": 3,
             "array": {"order": "C"},
             "async": {"concurrency": 10, "timeout": None},
+            "threading": {"max_workers": None},
             "json_indent": 2,
             "codec_pipeline": {
                 "path": "zarr.codecs.pipeline.BatchedCodecPipeline",
diff --git a/tests/v3/test_sync.py b/tests/v3/test_sync.py
index 081e65f3d2..20dbf33d95 100644
--- a/tests/v3/test_sync.py
+++ b/tests/v3/test_sync.py
@@ -5,7 +5,15 @@
 import pytest
 
 import zarr
-from zarr.core.sync import SyncError, SyncMixin, _get_lock, _get_loop, sync
+from zarr.core.sync import (
+    SyncError,
+    SyncMixin,
+    _get_executor,
+    _get_lock,
+    _get_loop,
+    cleanup_resources,
+    sync,
+)
 from zarr.storage.memory import MemoryStore
 
 
@@ -17,6 +25,14 @@ def sync_loop(request: pytest.FixtureRequest) -> asyncio.AbstractEventLoop | Non
         return None
 
 
+@pytest.fixture
+def clean_state():
+    # use this fixture to make sure no existing threads/loops exist in zarr.core.sync
+    cleanup_resources()
+    yield
+    cleanup_resources()
+
+
 def test_get_loop() -> None:
     # test that calling _get_loop() twice returns the same loop
     loop = _get_loop()
@@ -129,3 +145,17 @@ def test_open_positional_args_deprecate():
     store = MemoryStore({}, mode="w")
     with pytest.warns(FutureWarning, match="pass"):
         zarr.open(store, "w", shape=(1,))
+
+
+@pytest.mark.parametrize("workers", [None, 1, 2])  #
+def test_get_executor(clean_state, workers) -> None:
+    with zarr.config.set({"threading.max_workers": workers}):
+        e = _get_executor()
+        if workers is not None and workers != 0:
+            assert e._max_workers == workers
+
+
+def test_cleanup_resources_idempotent() -> None:
+    _get_executor()  # trigger resource creation (iothread, loop, thread-pool)
+    cleanup_resources()
+    cleanup_resources()

From cef4552e5fdc4bcc6f21221d86888b90519472d9 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 10 Oct 2024 14:17:59 -0700
Subject: [PATCH 0757/1078] fix(RemoteStore): avoid listing all objects in
 remote store in empty() method (#2312)

* fix(RemoteStore): avoid listing all objects in remote store in empty() method

* use ls instead of walk
---
 src/zarr/storage/remote.py         | 4 +++-
 tests/v3/test_store/test_remote.py | 7 +++----
 2 files changed, 6 insertions(+), 5 deletions(-)

diff --git a/src/zarr/storage/remote.py b/src/zarr/storage/remote.py
index 9ff779ac77..1adc7ee419 100644
--- a/src/zarr/storage/remote.py
+++ b/src/zarr/storage/remote.py
@@ -94,7 +94,9 @@ async def clear(self) -> None:
             pass
 
     async def empty(self) -> bool:
-        return not await self.fs._find(self.path, withdirs=True)
+        # TODO: it would be nice if we didn't have to list all keys here
+        # it should be possible to stop after the first key is discovered
+        return not await self.fs._ls(self.path)
 
     def with_mode(self, mode: AccessModeLiteral) -> Self:
         return type(self)(
diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index 308ed6f6d0..083695ecce 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -135,14 +135,13 @@ def test_store_repr(self, store: RemoteStore) -> None:
         assert str(store) == "<RemoteStore(S3FileSystem, test)>"
 
     def test_store_supports_writes(self, store: RemoteStore) -> None:
-        assert True
+        assert store.supports_writes
 
-    @pytest.mark.xfail
     def test_store_supports_partial_writes(self, store: RemoteStore) -> None:
-        raise AssertionError
+        assert not store.supports_partial_writes
 
     def test_store_supports_listing(self, store: RemoteStore) -> None:
-        assert True
+        assert store.supports_listing
 
     async def test_remote_store_from_uri(
         self, store: RemoteStore, store_kwargs: dict[str, str | bool]

From bc938bdecef283352de5673dd079eed94f193979 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 11 Oct 2024 07:02:07 -0700
Subject: [PATCH 0758/1078] fix(attrs): update array attrs in place (#2329)

* fix(attrs): update array attrs in place

* improve test
---
 src/zarr/core/array.py |  9 ++++++---
 tests/v3/test_array.py | 12 ++++++++++++
 tests/v3/test_group.py |  9 +++++++++
 3 files changed, 27 insertions(+), 3 deletions(-)

diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index ef4921d46f..5195db62a8 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -896,11 +896,14 @@ async def _delete_key(key: str) -> None:
         return replace(self, metadata=new_metadata)
 
     async def update_attributes(self, new_attributes: dict[str, JSON]) -> Self:
-        new_metadata = self.metadata.update_attributes(new_attributes)
+        # metadata.attributes is "frozen" so we simply clear and update the dict
+        self.metadata.attributes.clear()
+        self.metadata.attributes.update(new_attributes)
 
         # Write new metadata
-        await self._save_metadata(new_metadata)
-        return replace(self, metadata=new_metadata)
+        await self._save_metadata(self.metadata)
+
+        return self
 
     def __repr__(self) -> str:
         return f"<AsyncArray {self.store_path} shape={self.shape} dtype={self.dtype}>"
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index c89cd253eb..b558c826d6 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -406,3 +406,15 @@ def test_vlen_errors() -> None:
             dtype="<U4",
             codecs=[BytesCodec(), VLenBytesCodec()],
         )
+
+
+@pytest.mark.parametrize("zarr_format", [2, 3])
+def test_update_attrs(zarr_format: int) -> None:
+    # regression test for https://github.com/zarr-developers/zarr-python/issues/2328
+    store = MemoryStore({}, mode="w")
+    arr = Array.create(store=store, shape=5, chunk_shape=5, dtype="f8", zarr_format=zarr_format)
+    arr.attrs["foo"] = "bar"
+    assert arr.attrs["foo"] == "bar"
+
+    arr2 = zarr.open_array(store=store, zarr_format=zarr_format)
+    assert arr2.attrs["foo"] == "bar"
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 9b686a6618..90933abeaa 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -1257,3 +1257,12 @@ def test_from_dict_extra_fields(self):
         result = GroupMetadata.from_dict(data)
         expected = GroupMetadata(attributes={"key": "value"}, zarr_format=2)
         assert result == expected
+
+
+def test_update_attrs() -> None:
+    # regression test for https://github.com/zarr-developers/zarr-python/issues/2328
+    root = Group.from_store(
+        MemoryStore({}, mode="w"),
+    )
+    root.attrs["foo"] = "bar"
+    assert root.attrs["foo"] == "bar"

From c2c5520b491b17e1ff643f973d0960ad8271ee75 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 11 Oct 2024 15:11:05 +0100
Subject: [PATCH 0759/1078] Use horizontal logo for docs (#2333)

* Use horizontal logo for docs

* Shrink bounding box of logo
---
 docs/_static/logo_horizontal.svg | 135 +++++++++++++++++++++++++++++++
 docs/conf.py                     |   2 +-
 2 files changed, 136 insertions(+), 1 deletion(-)
 create mode 100644 docs/_static/logo_horizontal.svg

diff --git a/docs/_static/logo_horizontal.svg b/docs/_static/logo_horizontal.svg
new file mode 100644
index 0000000000..90fa4bc3a8
--- /dev/null
+++ b/docs/_static/logo_horizontal.svg
@@ -0,0 +1,135 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<!-- Generator: Adobe Illustrator 26.1.0, SVG Export Plug-In . SVG Version: 6.00 Build 0)  -->
+
+<svg
+   version="1.1"
+   id="Layer_1"
+   x="0px"
+   y="0px"
+   viewBox="0 0 977.70001 387.62"
+   xml:space="preserve"
+   sodipodi:docname="zarr-pink-horizontal.svg"
+   width="977.70001"
+   height="387.62"
+   inkscape:version="1.3.2 (091e20e, 2023-11-25)"
+   xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"
+   xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd"
+   xmlns="http://www.w3.org/2000/svg"
+   xmlns:svg="http://www.w3.org/2000/svg"><defs
+   id="defs13" /><sodipodi:namedview
+   id="namedview13"
+   pagecolor="#ffffff"
+   bordercolor="#999999"
+   borderopacity="1"
+   inkscape:showpageshadow="2"
+   inkscape:pageopacity="0"
+   inkscape:pagecheckerboard="0"
+   inkscape:deskcolor="#d1d1d1"
+   inkscape:zoom="0.19666667"
+   inkscape:cx="485.59322"
+   inkscape:cy="193.22034"
+   inkscape:window-width="1312"
+   inkscape:window-height="449"
+   inkscape:window-x="0"
+   inkscape:window-y="37"
+   inkscape:window-maximized="0"
+   inkscape:current-layer="Layer_1" />
+<style
+   type="text/css"
+   id="style1">
+	.st0{fill:url(#SVGID_1_);}
+	.st1{fill:url(#SVGID_00000049916979490129985880000006134185012107569597_);}
+	.st2{fill:url(#SVGID_00000080914569712496215710000005892002110122160282_);}
+	.st3{fill:#262262;}
+	.st4{fill:#EF7943;}
+	.st5{fill:#FFFFFF;}
+	.st6{fill:#5B6670;}
+	.st7{fill:#323B68;}
+	.st8{fill:#21B0B7;}
+	.st9{fill:#114999;}
+	.st10{fill:#06262D;}
+	.st11{fill:url(#SVGID_00000023995174482401590100000014180229098725433524_);}
+	.st12{fill:#3D4543;}
+	.st13{fill:url(#SVGID_00000068637756729661439010000013771980727991085727_);}
+	.st14{fill:#E01073;}
+	.st15{fill:url(#SVGID_00000113312867394074002770000006285773742854329484_);}
+	.st16{fill:url(#SVGID_00000026857625296769212540000015742443253915618464_);}
+	.st17{fill:url(#SVGID_00000147191186001929186330000013043410487213114786_);}
+</style>
+<g
+   id="g13"
+   transform="translate(-109.8,-406.19)">
+	<linearGradient
+   id="SVGID_1_"
+   gradientUnits="userSpaceOnUse"
+   x1="303.03149"
+   y1="406.18561"
+   x2="303.03149"
+   y2="793.81427">
+		<stop
+   offset="0"
+   style="stop-color:#E58077"
+   id="stop1" />
+		<stop
+   offset="0.0872"
+   style="stop-color:#E57A77"
+   id="stop2" />
+		<stop
+   offset="0.2073"
+   style="stop-color:#E46876"
+   id="stop3" />
+		<stop
+   offset="0.3465"
+   style="stop-color:#E34B75"
+   id="stop4" />
+		<stop
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diff --git a/docs/conf.py b/docs/conf.py
index 36a5b24b16..ec85098372 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -170,7 +170,7 @@
 
 # The name of an image file (relative to this directory) to place at the top
 # of the sidebar.
-html_logo = "_static/logo1.png"
+html_logo = "_static/logo_horizontal.svg"
 
 
 def setup(app: sphinx.application.Sphinx) -> None:

From 7bcb92b202f169a23dd4474f3e3c4e30ce1efc48 Mon Sep 17 00:00:00 2001
From: Joseph Hamman <joe@earthmover.io>
Date: Fri, 11 Oct 2024 08:48:12 -0700
Subject: [PATCH 0760/1078] remove zarr.types from v2

---
 zarr/types.py | 14 --------------
 1 file changed, 14 deletions(-)
 delete mode 100644 zarr/types.py

diff --git a/zarr/types.py b/zarr/types.py
deleted file mode 100644
index cc29a350f5..0000000000
--- a/zarr/types.py
+++ /dev/null
@@ -1,14 +0,0 @@
-from typing import Literal, Protocol, Union
-
-ZARR_VERSION = Literal[2, 3]
-DIMENSION_SEPARATOR = Literal[".", "/"]
-MEMORY_ORDER = Literal["C", "F"]
-
-
-PathLike = Union[str, bytes, None]
-
-
-class MetaArray(Protocol):
-    def __array_function__(self, func, types, args, kwargs):
-        # To be extended
-        ...

From 0c679c84dbad6f6ab40a881676858a2643a60c04 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Fri, 11 Oct 2024 11:00:26 -0500
Subject: [PATCH 0761/1078] Special case `str` dtype in array creation (#2323)

* Special case object dtype

Closes https://github.com/zarr-developers/zarr-python/issues/2315

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/codecs/_v2.py            |  2 +-
 src/zarr/core/array.py            | 20 +++++++++++++++-----
 src/zarr/core/common.py           | 14 ++++++++++++++
 src/zarr/core/metadata/v2.py      |  2 +-
 tests/v3/test_codecs/test_vlen.py |  2 +-
 tests/v3/test_v2.py               | 21 +++++++++++++++++++--
 6 files changed, 51 insertions(+), 10 deletions(-)

diff --git a/src/zarr/codecs/_v2.py b/src/zarr/codecs/_v2.py
index 46fd1cb806..0f50264be8 100644
--- a/src/zarr/codecs/_v2.py
+++ b/src/zarr/codecs/_v2.py
@@ -36,7 +36,7 @@ async def _decode_single(
             chunk_numpy_array = ensure_ndarray(chunk_bytes.as_array_like())
 
         # ensure correct dtype
-        if str(chunk_numpy_array.dtype) != chunk_spec.dtype:
+        if str(chunk_numpy_array.dtype) != chunk_spec.dtype and not chunk_spec.dtype.hasobject:
             chunk_numpy_array = chunk_numpy_array.view(chunk_spec.dtype)
 
         return get_ndbuffer_class().from_numpy_array(chunk_numpy_array)
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 5195db62a8..ca405842e0 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -35,6 +35,7 @@
     ShapeLike,
     ZarrFormat,
     concurrent_map,
+    parse_dtype,
     parse_shapelike,
     product,
 )
@@ -365,16 +366,17 @@ async def create(
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         store_path = await make_store_path(store)
 
+        dtype_parsed = parse_dtype(dtype, zarr_format)
         shape = parse_shapelike(shape)
 
         if chunks is not None and chunk_shape is not None:
             raise ValueError("Only one of chunk_shape or chunks can be provided.")
 
-        dtype = np.dtype(dtype)
         if chunks:
-            _chunks = normalize_chunks(chunks, shape, dtype.itemsize)
+            _chunks = normalize_chunks(chunks, shape, dtype_parsed.itemsize)
         else:
-            _chunks = normalize_chunks(chunk_shape, shape, dtype.itemsize)
+            _chunks = normalize_chunks(chunk_shape, shape, dtype_parsed.itemsize)
+
         result: AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]
         if zarr_format == 3:
             if dimension_separator is not None:
@@ -396,7 +398,7 @@ async def create(
             result = await cls._create_v3(
                 store_path,
                 shape=shape,
-                dtype=dtype,
+                dtype=dtype_parsed,
                 chunk_shape=_chunks,
                 fill_value=fill_value,
                 chunk_key_encoding=chunk_key_encoding,
@@ -406,6 +408,14 @@ async def create(
                 exists_ok=exists_ok,
             )
         elif zarr_format == 2:
+            if dtype is str or dtype == "str":
+                # another special case: zarr v2 added the vlen-utf8 codec
+                vlen_codec: dict[str, JSON] = {"id": "vlen-utf8"}
+                if filters and not any(x["id"] == "vlen-utf8" for x in filters):
+                    filters = list(filters) + [vlen_codec]
+                else:
+                    filters = [vlen_codec]
+
             if codecs is not None:
                 raise ValueError(
                     "codecs cannot be used for arrays with version 2. Use filters and compressor instead."
@@ -419,7 +429,7 @@ async def create(
             result = await cls._create_v2(
                 store_path,
                 shape=shape,
-                dtype=dtype,
+                dtype=dtype_parsed,
                 chunks=_chunks,
                 dimension_separator=dimension_separator,
                 fill_value=fill_value,
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index efce0f98f2..0bc6245cb5 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -14,6 +14,10 @@
     overload,
 )
 
+import numpy as np
+
+from zarr.core.strings import _STRING_DTYPE
+
 if TYPE_CHECKING:
     from collections.abc import Awaitable, Callable, Iterator
 
@@ -151,3 +155,13 @@ def parse_order(data: Any) -> Literal["C", "F"]:
     if data in ("C", "F"):
         return cast(Literal["C", "F"], data)
     raise ValueError(f"Expected one of ('C', 'F'), got {data} instead.")
+
+
+def parse_dtype(dtype: Any, zarr_format: ZarrFormat) -> np.dtype[Any]:
+    if dtype is str or dtype == "str":
+        if zarr_format == 2:
+            # special case as object
+            return np.dtype("object")
+        else:
+            return _STRING_DTYPE
+    return np.dtype(dtype)
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index d1dd86880d..c5f34d2776 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -321,7 +321,7 @@ def _default_fill_value(dtype: np.dtype[Any]) -> Any:
     """
     if dtype.kind == "S":
         return b""
-    elif dtype.kind == "U":
+    elif dtype.kind in "UO":
         return ""
     else:
         return dtype.type(0)
diff --git a/tests/v3/test_codecs/test_vlen.py b/tests/v3/test_codecs/test_vlen.py
index ca5ccb92fa..aaea5dab83 100644
--- a/tests/v3/test_codecs/test_vlen.py
+++ b/tests/v3/test_codecs/test_vlen.py
@@ -11,7 +11,7 @@
 from zarr.core.strings import _NUMPY_SUPPORTS_VLEN_STRING
 from zarr.storage.common import StorePath
 
-numpy_str_dtypes: list[type | str | None] = [None, str, np.dtypes.StrDType]
+numpy_str_dtypes: list[type | str | None] = [None, str, "str", np.dtypes.StrDType]
 expected_zarr_string_dtype: np.dtype[Any]
 if _NUMPY_SUPPORTS_VLEN_STRING:
     numpy_str_dtypes.append(np.dtypes.StringDType)
diff --git a/tests/v3/test_v2.py b/tests/v3/test_v2.py
index d981fbc893..729ed0533f 100644
--- a/tests/v3/test_v2.py
+++ b/tests/v3/test_v2.py
@@ -2,6 +2,7 @@
 from collections.abc import Iterator
 from typing import Any
 
+import numcodecs.vlen
 import numpy as np
 import pytest
 from numcodecs import Delta
@@ -44,7 +45,7 @@ def test_simple(store: StorePath) -> None:
         ("float64", 0.0),
         ("|S1", b""),
         ("|U1", ""),
-        ("object", 0),
+        ("object", ""),
         (str, ""),
     ],
 )
@@ -53,7 +54,12 @@ def test_implicit_fill_value(store: StorePath, dtype: str, fill_value: Any) -> N
     assert arr.metadata.fill_value is None
     assert arr.metadata.to_dict()["fill_value"] is None
     result = arr[:]
-    expected = np.full(arr.shape, fill_value, dtype=dtype)
+    if dtype is str:
+        # special case
+        numpy_dtype = np.dtype(object)
+    else:
+        numpy_dtype = np.dtype(dtype)
+    expected = np.full(arr.shape, fill_value, dtype=numpy_dtype)
     np.testing.assert_array_equal(result, expected)
 
 
@@ -106,3 +112,14 @@ async def test_v2_encode_decode(dtype):
     data = zarr.open_array(store=store, path="foo")[:]
     expected = np.full((3,), b"X", dtype=dtype)
     np.testing.assert_equal(data, expected)
+
+
+@pytest.mark.parametrize("dtype", [str, "str"])
+async def test_create_dtype_str(dtype: Any) -> None:
+    arr = zarr.create(shape=3, dtype=dtype, zarr_format=2)
+    assert arr.dtype.kind == "O"
+    assert arr.metadata.to_dict()["dtype"] == "|O"
+    assert arr.metadata.filters == (numcodecs.vlen.VLenUTF8(),)
+    arr[:] = ["a", "bb", "ccc"]
+    result = arr[:]
+    np.testing.assert_array_equal(result, np.array(["a", "bb", "ccc"], dtype="object"))

From 42ab84761c53ebf39239b17795eb8421112f6a9c Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 11 Oct 2024 18:07:19 +0100
Subject: [PATCH 0762/1078] Add guide section to top level of docs (#2332)

---
 docs/{ => guide}/consolidated_metadata.rst | 0
 docs/guide/index.rst                       | 7 +++++++
 docs/index.rst                             | 2 +-
 3 files changed, 8 insertions(+), 1 deletion(-)
 rename docs/{ => guide}/consolidated_metadata.rst (100%)
 create mode 100644 docs/guide/index.rst

diff --git a/docs/consolidated_metadata.rst b/docs/guide/consolidated_metadata.rst
similarity index 100%
rename from docs/consolidated_metadata.rst
rename to docs/guide/consolidated_metadata.rst
diff --git a/docs/guide/index.rst b/docs/guide/index.rst
new file mode 100644
index 0000000000..106c35ce8d
--- /dev/null
+++ b/docs/guide/index.rst
@@ -0,0 +1,7 @@
+Guide
+=====
+
+.. toctree::
+    :maxdepth: 1
+
+    consolidated_metadata
diff --git a/docs/index.rst b/docs/index.rst
index fd43d5e411..8e1b0740cf 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -10,7 +10,7 @@ Zarr-Python
 
     getting_started
     tutorial
-    consolidated_metadata
+    guide/index
     api/index
     spec
     release

From 979b6f271bb6abaa55825bd12014807c727d3426 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Fri, 11 Oct 2024 16:08:53 -0500
Subject: [PATCH 0763/1078] Ensure paths created (#2337)

---
 src/zarr/storage/local.py         |  5 +++++
 tests/v3/test_store/test_local.py | 13 +++++++++++++
 2 files changed, 18 insertions(+)

diff --git a/src/zarr/storage/local.py b/src/zarr/storage/local.py
index 1e1f3beec1..da37cbfd5f 100644
--- a/src/zarr/storage/local.py
+++ b/src/zarr/storage/local.py
@@ -94,6 +94,11 @@ def __init__(self, root: Path | str, *, mode: AccessModeLiteral = "r") -> None:
         assert isinstance(root, Path)
         self.root = root
 
+    async def _open(self) -> None:
+        if not self.mode.readonly:
+            self.root.mkdir(parents=True, exist_ok=True)
+        return await super()._open()
+
     async def clear(self) -> None:
         self._check_writable()
         shutil.rmtree(self.root)
diff --git a/tests/v3/test_store/test_local.py b/tests/v3/test_store/test_local.py
index 8cdb4e8740..5352e3520a 100644
--- a/tests/v3/test_store/test_local.py
+++ b/tests/v3/test_store/test_local.py
@@ -1,11 +1,17 @@
 from __future__ import annotations
 
+from typing import TYPE_CHECKING
+
 import pytest
 
+import zarr
 from zarr.core.buffer import Buffer, cpu
 from zarr.storage.local import LocalStore
 from zarr.testing.store import StoreTests
 
+if TYPE_CHECKING:
+    import pathlib
+
 
 class TestLocalStore(StoreTests[LocalStore, cpu.Buffer]):
     store_cls = LocalStore
@@ -40,3 +46,10 @@ async def test_empty_with_empty_subdir(self, store: LocalStore) -> None:
         assert await store.empty()
         (store.root / "foo/bar").mkdir(parents=True)
         assert await store.empty()
+
+    def test_creates_new_directory(self, tmp_path: pathlib.Path):
+        target = tmp_path.joinpath("a", "b", "c")
+        assert not target.exists()
+
+        store = self.store_cls(root=target, mode="w")
+        zarr.group(store=store)

From ce5f53e3482727b7133def725af24576057aa164 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 11 Oct 2024 14:30:28 -0700
Subject: [PATCH 0764/1078] V3 main sync w/ merge (#2335)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Bump pypa/gh-action-pypi-publish from 1.8.10 to 1.8.11 (#1586)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.10 to 1.8.11.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.10...v1.8.11)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Bump conda-incubator/setup-miniconda from 2.3.0 to 3.0.1 (#1587)

Bumps [conda-incubator/setup-miniconda](https://github.com/conda-incubator/setup-miniconda) from 2.3.0 to 3.0.1.
- [Release notes](https://github.com/conda-incubator/setup-miniconda/releases)
- [Changelog](https://github.com/conda-incubator/setup-miniconda/blob/main/CHANGELOG.md)
- [Commits](https://github.com/conda-incubator/setup-miniconda/compare/v2.3.0...v3.0.1)

---
updated-dependencies:
- dependency-name: conda-incubator/setup-miniconda
  dependency-type: direct:production
  update-type: version-update:semver-major
...

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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* * Cache result of FSStore._fsspec_installed (#1581)

Prevent runtime-overhead in doing this check multiple times

* Bump version of black in pre-commit (#1559)

* Use list comprehension where applicable (#1555)

Even if this is only a test, list comprehensions are faster than
repeatedly call append().

Also use tuple instead of list when possible.

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Bump numcodecs from 0.11.0 to 0.12.1 (#1580)

Bumps [numcodecs](https://github.com/zarr-developers/numcodecs) from 0.11.0 to 0.12.1.
- [Release notes](https://github.com/zarr-developers/numcodecs/releases)
- [Changelog](https://github.com/zarr-developers/numcodecs/blob/main/docs/release.rst)
- [Commits](https://github.com/zarr-developers/numcodecs/compare/v0.11.0...v0.12.1)

---
updated-dependencies:
- dependency-name: numcodecs
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>

* Use format specification mini-language to format string (#1558)

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Single startswith() call instead of multiple ones (#1556)

It's faster and probably more readable.

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>

* Bump pymongo from 4.5.0 to 4.6.1 (#1585)

Bumps [pymongo](https://github.com/mongodb/mongo-python-driver) from 4.5.0 to 4.6.1.
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/master/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.5.0...4.6.1)

---
updated-dependencies:
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

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* Move codespell options around (#1196)

Starting with codespell 2.2.2, options can be specified in
`pyrpoject.toml` in addition to `setup.cfg`:
https://github.com/codespell-project/codespell#using-a-config-file

Specifying options in a config file instead of command line options in
`.pre-commit-config.yaml` ensures codespell uses the same options when
run as pre-commit hook or from the command line in the repository root
directory.

* Bump fsspec from 2023.10.0 to 2023.12.1 (#1600)

* Bump fsspec from 2023.10.0 to 2023.12.1

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2023.10.0 to 2023.12.1.
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2023.10.0...2023.12.1)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

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* Update s3fs as well

* Fix s3fs

---------

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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>

* Add type hints to zarr.create (#1536)

* Add type hints to zarr.create

* Use protocol for MetaArray

* Use protocol for Synchronizer

* Fix Path typing

* Add release note

* Fix dim separator typing

* Ignore ... in coverage reporting

* Fix chunk typing

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Remove unused mypy ignore comments (#1602)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Bump actions/setup-python from 4.7.1 to 5.0.0 (#1605)

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 4.7.1 to 5.0.0.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v4.7.1...v5.0.0)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-major
...

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* Bump github/codeql-action from 2 to 3 (#1609)

Bumps [github/codeql-action](https://github.com/github/codeql-action) from 2 to 3.
- [Release notes](https://github.com/github/codeql-action/releases)
- [Changelog](https://github.com/github/codeql-action/blob/main/CHANGELOG.md)
- [Commits](https://github.com/github/codeql-action/compare/v2...v3)

---
updated-dependencies:
- dependency-name: github/codeql-action
  dependency-type: direct:production
  update-type: version-update:semver-major
...

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* chore: update pre-commit hooks (#1448)

* chore: update pre-commit hooks

updates:
- https://github.com/charliermarsh/ruff-pre-commit → https://github.com/astral-sh/ruff-pre-commit
- [github.com/astral-sh/ruff-pre-commit: v0.0.224 → v0.1.8](https://github.com/astral-sh/ruff-pre-commit/compare/v0.0.224...v0.1.8)
- [github.com/psf/black: 23.10.1 → 23.12.0](https://github.com/psf/black/compare/23.10.1...23.12.0)
- [github.com/codespell-project/codespell: v2.2.5 → v2.2.6](https://github.com/codespell-project/codespell/compare/v2.2.5...v2.2.6)
- [github.com/pre-commit/pre-commit-hooks: v4.4.0 → v4.5.0](https://github.com/pre-commit/pre-commit-hooks/compare/v4.4.0...v4.5.0)
- [github.com/pre-commit/mirrors-mypy: v1.3.0 → v1.7.1](https://github.com/pre-commit/mirrors-mypy/compare/v1.3.0...v1.7.1)

* Attempt to fix ruff

* Use isinstance

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>

* chore: update pre-commit hooks (#1618)

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.1.8 → v0.1.9](https://github.com/astral-sh/ruff-pre-commit/compare/v0.1.8...v0.1.9)
- [github.com/psf/black: 23.12.0 → 23.12.1](https://github.com/psf/black/compare/23.12.0...23.12.1)
- [github.com/pre-commit/mirrors-mypy: v1.7.1 → v1.8.0](https://github.com/pre-commit/mirrors-mypy/compare/v1.7.1...v1.8.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Bump fsspec from 2023.12.1 to 2023.12.2 (#1606)

* Bump fsspec from 2023.12.1 to 2023.12.2

Bumps [fsspec](https://github.com/fsspec/filesystem_spec) from 2023.12.1 to 2023.12.2.
- [Commits](https://github.com/fsspec/filesystem_spec/compare/2023.12.1...2023.12.2)

---
updated-dependencies:
- dependency-name: fsspec
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

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* Update requirements_dev_optional.txt

---------

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* Bump pytest-doctestplus from 1.0.0 to 1.1.0 (#1619)

Bumps [pytest-doctestplus](https://github.com/scientific-python/pytest-doctestplus) from 1.0.0 to 1.1.0.
- [Release notes](https://github.com/scientific-python/pytest-doctestplus/releases)
- [Changelog](https://github.com/scientific-python/pytest-doctestplus/blob/main/CHANGES.rst)
- [Commits](https://github.com/scientific-python/pytest-doctestplus/compare/v1.0.0...v1.1.0)

---
updated-dependencies:
- dependency-name: pytest-doctestplus
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

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* Bump pytest from 7.4.3 to 7.4.4 (#1622)

* chore: update pre-commit hooks (#1626)

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.1.9 → v0.1.11](https://github.com/astral-sh/ruff-pre-commit/compare/v0.1.9...v0.1.11)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Create TEAM.md (#1628)

* Drop python 3.8 and numpy 1.20 (#1557)

* Drop 3.8 and add 3.12

* Try removing line_profiler

* Also bump the minimal numpy to 1.21

* Drop 3.12 again

* Revert "Try removing line_profiler"

This reverts commit 837854bec99a9d25aece2ead9666f01690d228cc.

* Update release.rst

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: jakirkham <jakirkham@gmail.com>

* Add Norman Rzepka to core-dev team (#1630)

* chore: update pre-commit hooks (#1633)

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.1.11 → v0.1.13](https://github.com/astral-sh/ruff-pre-commit/compare/v0.1.11...v0.1.13)

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* Bump actions/download-artifact from 3 to 4 (#1611)

* Bump actions/download-artifact from 3 to 4

Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 3 to 4.
- [Release notes](https://github.com/actions/download-artifact/releases)
- [Commits](https://github.com/actions/download-artifact/compare/v3...v4)

---
updated-dependencies:
- dependency-name: actions/download-artifact
  dependency-type: direct:production
  update-type: version-update:semver-major
...

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* Also bump upload-artifact

see https://github.com/actions/download-artifact?tab=readme-ov-file#breaking-changes

> Downloading artifacts that were created from action/upload-artifact@v3 and below are not supported.

---------

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* Update tutorial.rst to include section about accessing Zip Files on S3 (#1615)

* Update tutorial.rst to include section about accessing Zip Files on S3

Per discussion here, add information about about accessing zip files on s3:
https://github.com/zarr-developers/zarr-python/discussions/1613

* Update release.rst

* Implement d-v-b's suggestions

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>

* doc(v3): add v3 roadmap and design document (#1583)

* doc(v3): add v3 roadmap and design document

* Update v3-roadmap-and-design.md

* updates after latest round of reviews

* Update v3-roadmap-and-design.md

Co-authored-by: Norman Rzepka <code@normanrz.com>

* Update v3-roadmap-and-design.md

Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>

---------

Co-authored-by: Norman Rzepka <code@normanrz.com>
Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>

* chore: update pre-commit hooks (#1636)

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.1.13 → v0.1.14](https://github.com/astral-sh/ruff-pre-commit/compare/v0.1.13...v0.1.14)

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* Fix zarr sync (#1663)

This patch removes fasteners and disables zarr.sync which uses process and thread

Co-authored-by: Wei Ouyang <oeway007@gmail.com>

* Update release.rst (#1621)

* Update release.rst

* Update release.rst

* Change 2.16.2 → 2.17.0

* Update moto for test_s3

* Skip bsddb3 tests to prevent warning failure

* Fix more user warning tests

* Fix even more user warning tests

* Skip coverage for importorskips

* Move to have_X skip method for deps

* Update release.rst (PR#1663)

* Fix test_core.py 'compile' issues

* Add black formatting

* Drop Windows/3.9 build due to unrelated failures

* fix typo

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>

* Bump numpy from 1.24.3 to 1.26.1 (#1543)

Bumps [numpy](https://github.com/numpy/numpy) from 1.24.3 to 1.26.1.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.24.3...v1.26.1)

---
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  dependency-type: direct:development
  update-type: version-update:semver-minor
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* chore: update pre-commit hooks (#1642)

* chore: update pre-commit hooks

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.1.14 → v0.2.1](https://github.com/astral-sh/ruff-pre-commit/compare/v0.1.14...v0.2.1)
- [github.com/psf/black: 23.12.1 → 24.2.0](https://github.com/psf/black/compare/23.12.1...24.2.0)

* run black incl. comments for '...'

---------

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Co-authored-by: Josh Moore <josh@openmicroscopy.org>

* Bump ipywidgets from 8.1.0 to 8.1.1 (#1538)

Bumps [ipywidgets](https://github.com/jupyter-widgets/ipywidgets) from 8.1.0 to 8.1.1.
- [Release notes](https://github.com/jupyter-widgets/ipywidgets/releases)
- [Commits](https://github.com/jupyter-widgets/ipywidgets/compare/8.1.0...8.1.1)

---
updated-dependencies:
- dependency-name: ipywidgets
  dependency-type: direct:development
  update-type: version-update:semver-patch
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* Proper argument for numpy.reshape (#1425)

`numpy.reshape` not only accepts a tuple of ints, but also a simple int.

Besides `(10)` is not a tuple and is identical to `10`, unlike `(10,)`.

* Bump ipywidgets from 8.1.1 to 8.1.2 (#1666)

Bumps [ipywidgets](https://github.com/jupyter-widgets/ipywidgets) from 8.1.1 to 8.1.2.
- [Release notes](https://github.com/jupyter-widgets/ipywidgets/releases)
- [Commits](https://github.com/jupyter-widgets/ipywidgets/compare/8.1.1...8.1.2)

---
updated-dependencies:
- dependency-name: ipywidgets
  dependency-type: direct:development
  update-type: version-update:semver-patch
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* docs: ZIP-related tweaks (#1641)

* docs: use 'ZIP archive' instead of 'zip file'; clarify utility of caching in s3 + ZIP example; style

* docs: update release notes, correct spelling of greg lee's name in past release notes, and fix markup in past release notes

* docs: use 'ZIP archive' instead of 'zip file'; clarify utility of caching in s3 + ZIP example; style

* docs: update release notes, correct spelling of greg lee's name in past release notes, and fix markup in past release notes

* Bump numpy from 1.26.1 to 1.26.4 (#1669)

Bumps [numpy](https://github.com/numpy/numpy) from 1.26.1 to 1.26.4.
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.26.1...v1.26.4)

---
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- dependency-name: numpy
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

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* Change occurrences of % and format() to f-strings (#1423)

Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>

* chore: update pre-commit hooks (#1672)

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.2.1 → v0.2.2](https://github.com/astral-sh/ruff-pre-commit/compare/v0.2.1...v0.2.2)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Bump pymongo from 4.6.1 to 4.6.2 (#1674)

Bumps [pymongo](https://github.com/mongodb/mongo-python-driver) from 4.6.1 to 4.6.2.
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/4.6.2/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.6.1...4.6.2)

---
updated-dependencies:
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

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* Bump conda-incubator/setup-miniconda from 3.0.1 to 3.0.2 (#1677)

Bumps [conda-incubator/setup-miniconda](https://github.com/conda-incubator/setup-miniconda) from 3.0.1 to 3.0.2.
- [Release notes](https://github.com/conda-incubator/setup-miniconda/releases)
- [Changelog](https://github.com/conda-incubator/setup-miniconda/blob/main/CHANGELOG.md)
- [Commits](https://github.com/conda-incubator/setup-miniconda/compare/v3.0.1...v3.0.2)

---
updated-dependencies:
- dependency-name: conda-incubator/setup-miniconda
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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* Update config.yml with Zulip

* Type dimension separator (#1620)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Replace Gitter with new Zulip Chat link (#1685)

* Replace Gitter with Zulip

* Replace Gitter with Zulip in remaining places

* Bump redis from 5.0.1 to 5.0.2 (#1688)

Bumps [redis](https://github.com/redis/redis-py) from 5.0.1 to 5.0.2.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v5.0.1...v5.0.2)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

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* Bump pypa/gh-action-pypi-publish from 1.8.11 to 1.8.12 (#1691)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.11 to 1.8.12.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.11...v1.8.12)

---
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- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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* Bump pytest-doctestplus from 1.1.0 to 1.2.0 (#1693)

Bumps [pytest-doctestplus](https://github.com/scientific-python/pytest-doctestplus) from 1.1.0 to 1.2.0.
- [Release notes](https://github.com/scientific-python/pytest-doctestplus/releases)
- [Changelog](https://github.com/scientific-python/pytest-doctestplus/blob/main/CHANGES.rst)
- [Commits](https://github.com/scientific-python/pytest-doctestplus/compare/v1.1.0...v1.2.0)

---
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- dependency-name: pytest-doctestplus
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

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* Fix RTD build (#1694)

* Update release.rst for v2.17.1 (#1673)

* Update release.rst for v2.17.1

* Change the copyright year from 2023 → 2024.

* Update release.rst for v2.17.1

* Bump pytest-timeout from 2.2.0 to 2.3.1 (#1697)

Bumps [pytest-timeout](https://github.com/pytest-dev/pytest-timeout) from 2.2.0 to 2.3.1.
- [Commits](https://github.com/pytest-dev/pytest-timeout/compare/2.2.0...2.3.1)

---
updated-dependencies:
- dependency-name: pytest-timeout
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

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* Bump conda-incubator/setup-miniconda from 3.0.2 to 3.0.3 (#1690)

Bumps [conda-incubator/setup-miniconda](https://github.com/conda-incubator/setup-miniconda) from 3.0.2 to 3.0.3.
- [Release notes](https://github.com/conda-incubator/setup-miniconda/releases)
- [Changelog](https://github.com/conda-incubator/setup-miniconda/blob/main/CHANGELOG.md)
- [Commits](https://github.com/conda-incubator/setup-miniconda/compare/v3.0.2...v3.0.3)

---
updated-dependencies:
- dependency-name: conda-incubator/setup-miniconda
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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* docs(tutorial.rst): fix link to GCSMap (#1689)

* Update installation.rst stating version support policy (#1665)

* Update installation.rst stating version support policy

* Update docs/installation.rst

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* Update docs/installation.rst

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* Bump pypa/gh-action-pypi-publish from 1.8.12 to 1.8.14 (#1700)

Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.8.12 to 1.8.14.
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.12...v1.8.14)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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* Bump pytest-doctestplus from 1.2.0 to 1.2.1 (#1699)

Bumps [pytest-doctestplus](https://github.com/scientific-python/pytest-doctestplus) from 1.2.0 to 1.2.1.
- [Release notes](https://github.com/scientific-python/pytest-doctestplus/releases)
- [Changelog](https://github.com/scientific-python/pytest-doctestplus/blob/main/CHANGES.rst)
- [Commits](https://github.com/scientific-python/pytest-doctestplus/compare/v1.2.0...v1.2.1)

---
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- dependency-name: pytest-doctestplus
  dependency-type: direct:development
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* Bump redis from 5.0.2 to 5.0.3 (#1698)

Bumps [redis](https://github.com/redis/redis-py) from 5.0.2 to 5.0.3.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v5.0.2...v5.0.3)

---
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* Add Python 3.12 to CI (#1719)

* Update python-package.yml

* bump numpy versions

* bump min python version

* Update release.rst

* Bump pytest-cov from 4.1.0 to 5.0.0 (#1722)

Bumps [pytest-cov](https://github.com/pytest-dev/pytest-cov) from 4.1.0 to 5.0.0.
- [Changelog](https://github.com/pytest-dev/pytest-cov/blob/master/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest-cov/compare/v4.1.0...v5.0.0)

---
updated-dependencies:
- dependency-name: pytest-cov
  dependency-type: direct:development
  update-type: version-update:semver-major
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* chore: update pre-commit hooks (#1708)

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.2.2 → v0.3.3](https://github.com/astral-sh/ruff-pre-commit/compare/v0.2.2...v0.3.3)
- [github.com/psf/black: 24.2.0 → 24.3.0](https://github.com/psf/black/compare/24.2.0...24.3.0)
- [github.com/pre-commit/mirrors-mypy: v1.8.0 → v1.9.0](https://github.com/pre-commit/mirrors-mypy/compare/v1.8.0...v1.9.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>

* chore: update pre-commit hooks (#1723)

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.3.3 → v0.3.4](https://github.com/astral-sh/ruff-pre-commit/compare/v0.3.3...v0.3.4)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Fix release notes (following #1719) (#1725)

* Override ipython repr methods. (#1724)

Closes #1716

This avoids expensive lookups against object stores.

* Bump pymongo from 4.6.2 to 4.6.3 (#1729)

* Remove v1 and v2 specification (#1582)

* Remove v1 and v2 specification

* fix warning

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* chore: update pre-commit hooks (#1738)

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.3.4 → v0.3.5](https://github.com/astral-sh/ruff-pre-commit/compare/v0.3.4...v0.3.5)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Optimize Array.info and Group.info (#1733)

* Optimize Array.info.

Avoid repeated computes of the same value (getsize)

* Don't have InfoReporter query items twice.

Apparently IPython will run both __repr__ and _repr_html_
so we were calling `getsize` twice.

* Group too

* Apply suggestions from code review

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* Bump actions/setup-python from 5.0.0 to 5.1.0 (#1736)

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 5.0.0 to 5.1.0.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v5.0.0...v5.1.0)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

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* Couple fixes (#1737)

* Use `is` when comparing `type` of two objects

* Unnecessary `None` provided as default

* Fix tests with Pytest 8 (#1714)

* Bump pytest version

* Use editable install when testing

---------

Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>

* Avoid redundant __contains__ (#1739)

Let's try grabbing the array.json and group.json files,
and check for `*NotFoundError`, instead of using contains first.

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Array & Group: Use already loaded attributes to populate cache. (#1734)

* Array: Use already loaded attributes to populate cache.

* Group: Use already loaded attributes to populate cache.

* Fix

* Add release note

* Optimize attribute setting (#1741)

* Optimize attribute setting

* Add release note

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Make sure fs exceptions are raised if not MissingFs exceptions (clone) (#1604)

* Make sure fs exceptions are raised if not Missing

* lint

* add missing argument in tests, lint

* clear memory filesystem during test

* improve commenting

* add memory_store fixture, getitems performance

* Update release.rst

* improve FSStore.test_exception coverage

---------

Co-authored-by: Martin Durant <martin.durant@alumni.utoronto.ca>
Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>

* chore(release): update changelog for 2.17.2 (#1775)

* chore(docs): reset release notes as unreleased (#1776)

* Bump codecov/codecov-action from 3 to 4 (#1647)

* Bump codecov/codecov-action from 3 to 4

Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 3 to 4.
- [Release notes](https://github.com/codecov/codecov-action/releases)
- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)
- [Commits](https://github.com/codecov/codecov-action/compare/v3...v4)

---
updated-dependencies:
- dependency-name: codecov/codecov-action
  dependency-type: direct:production
  update-type: version-update:semver-major
...

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* Set codecov env

---------

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* Update release.rst for v2.17.2 (#1778)

* Update release.rst for v2.17.2

* Minor edits

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Deprecate the experimental v3 implementation (#1802)

* deprecate(exp-v3): Add a future warning about the pending removal of the experimental v3 implementation

* ignore warning

* add test

* chore: update pre-commit hooks (#1779)

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.3.5 → v0.3.7](https://github.com/astral-sh/ruff-pre-commit/compare/v0.3.5...v0.3.7)
- [github.com/psf/black: 24.3.0 → 24.4.0](https://github.com/psf/black/compare/24.3.0...24.4.0)
- [github.com/pre-commit/pre-commit-hooks: v4.5.0 → v4.6.0](https://github.com/pre-commit/pre-commit-hooks/compare/v4.5.0...v4.6.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Fix `is_total_slice` for size-1 dimensions (#1800)

Closes #1730

Co-authored-by: Ryan Abernathey <ryan.abernathey@gmail.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>

* add note to the top of the release page noting the plan for 2.18.* and 3.0 (#1816)

* Bump conda-incubator/setup-miniconda from 3.0.3 to 3.0.4 (#1824)

Bumps [conda-incubator/setup-miniconda](https://github.com/conda-incubator/setup-miniconda) from 3.0.3 to 3.0.4.
- [Release notes](https://github.com/conda-incubator/setup-miniconda/releases)
- [Changelog](https://github.com/conda-incubator/setup-miniconda/blob/main/CHANGELOG.md)
- [Commits](https://github.com/conda-incubator/setup-miniconda/compare/v3.0.3...v3.0.4)

---
updated-dependencies:
- dependency-name: conda-incubator/setup-miniconda
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

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* dep(docs): deprecate experimental v3 support in docs (#1807)

* dep(docs): deprecate experimental v3 support in docs

* Apply suggestions from code review

Co-authored-by: Josh Moore <josh@openmicroscopy.org>
Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>

---------

Co-authored-by: Josh Moore <josh@openmicroscopy.org>
Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>

* Bump h5py from 3.10.0 to 3.11.0 (#1786)

Bumps [h5py](https://github.com/h5py/h5py) from 3.10.0 to 3.11.0.
- [Release notes](https://github.com/h5py/h5py/releases)
- [Changelog](https://github.com/h5py/h5py/blob/master/docs/release_guide.rst)
- [Commits](https://github.com/h5py/h5py/compare/3.10.0...3.11.0)

---
updated-dependencies:
- dependency-name: h5py
  dependency-type: direct:development
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>

* Bump redis from 5.0.3 to 5.0.4 (#1810)

Bumps [redis](https://github.com/redis/redis-py) from 5.0.3 to 5.0.4.
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v5.0.3...v5.0.4)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
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* deprecate(stores): add deprecation warnings to stores that we plan to remove in v3 (#1801)

* deprecate(stores): add deprecation warnings to DBMStore, LMDBStore, SQLiteStore, MongoDBStore, RedisStore, and ABSStore

* filter warnings in pytest config

* more deprecation warnings in docstrings

* add release note

* use np.inf instead of PINF/NINF (#1842)

* use np.inf instead of PINF/NINF

* update release notes

* chore: update pre-commit hooks (#1825)

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.4.1 → v0.4.3](https://github.com/astral-sh/ruff-pre-commit/compare/v0.4.1...v0.4.3)
- [github.com/psf/black: 24.4.0 → 24.4.2](https://github.com/psf/black/compare/24.4.0...24.4.2)
- [github.com/pre-commit/mirrors-mypy: v1.9.0 → v1.10.0](https://github.com/pre-commit/mirrors-mypy/compare/v1.9.0...v1.10.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Enable ruff/bugbear rules (B) and fix issues (#1702)

* Enable ruff/bugbear rules (B)

As suggested by Repo-Review.

* Fix ruff/bugbear issue (B007)

B007 Loop control variable `key` not used within loop body

https://docs.astral.sh/ruff/rules/unused-loop-control-variable/

* Fix ruff/bugbear issue (B015)

B015 Pointless comparison. Did you mean to assign a value?
     Otherwise, prepend `assert` or remove it.

https://docs.astral.sh/ruff/rules/useless-comparison/

* Fix ruff/bugbear issues (B028)

B028 No explicit `stacklevel` keyword argument found

https://docs.astral.sh/ruff/rules/no-explicit-stacklevel/

* Fix ruff/bugbear issues (B904)

B904 Within an `except` clause, raise exceptions with `raise ... from err` or
     `raise ... from None` to distinguish them from errors in exception handling

https://docs.astral.sh/ruff/rules/raise-without-from-inside-except/

* Document changes in docs/release.rst

* Disable ruff/bugbear rule (B017)

B017 `pytest.raises(Exception)` should be considered evil

https://docs.astral.sh/ruff/rules/assert-raises-exception/

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Release notes for 2.18.0 (#1843)

* doc: cleanup release notes for 2.18.0

* Update release.rst (#1850)

* Group dependabot updates (#1854)

* chore: update pre-commit hooks (#1876)

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.4.3 → v0.4.4](https://github.com/astral-sh/ruff-pre-commit/compare/v0.4.3...v0.4.4)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Fix a regression with scalar indexing due to #1800 (#1875)

* release notes for 2.18.1 (#1885)

* reset release notes (#1886)

* Add zstd to old V3 supported codecs (#1914)

* add zstd to old V3 supported codecs

* get to full test coverage and add release note

* fix pre-commit

* doc: update release notes for 2.18.2 (#1915)

* Drop support for Python 3.9

* Revert "Drop support for Python 3.9"

This reverts commit a054afbbdaf7c8560d0ce5df77af969bc863e335.

* Update TEAM.md (#2071)

* [v2] Fix doctests with numpy 2.0 (#2073)

* Fix version number in built docs (#2044)

* Fix orthogonal indexing with scalar. (#1947)

Co-authored-by: David Stansby <dstansby@gmail.com>

* Bump the requirements group across 1 directory with 7 updates (#2092)

Bumps the requirements group with 7 updates in the / directory:

| Package | From | To |
| --- | --- | --- |
| [numpy](https://github.com/numpy/numpy) | `1.26.4` | `2.0.1` |
| [ipywidgets](https://github.com/jupyter-widgets/ipywidgets) | `8.1.2` | `8.1.3` |
| [setuptools-scm](https://github.com/pypa/setuptools_scm) | `8.0.4` | `8.1.0` |
| [pytest](https://github.com/pytest-dev/pytest) | `8.1.1` | `8.3.2` |
| [lmdb](https://github.com/jnwatson/py-lmdb) | `1.4.1` | `1.5.1` |
| [redis](https://github.com/redis/redis-py) | `5.0.4` | `5.0.8` |
| [pymongo](https://github.com/mongodb/mongo-python-driver) | `4.6.3` | `4.8.0` |



Updates `numpy` from 1.26.4 to 2.0.1
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v1.26.4...v2.0.1)

Updates `ipywidgets` from 8.1.2 to 8.1.3
- [Release notes](https://github.com/jupyter-widgets/ipywidgets/releases)
- [Commits](https://github.com/jupyter-widgets/ipywidgets/compare/8.1.2...8.1.3)

Updates `setuptools-scm` from 8.0.4 to 8.1.0
- [Release notes](https://github.com/pypa/setuptools_scm/releases)
- [Changelog](https://github.com/pypa/setuptools_scm/blob/main/CHANGELOG.md)
- [Commits](https://github.com/pypa/setuptools_scm/compare/v8.0.4...v8.1.0)

Updates `pytest` from 8.1.1 to 8.3.2
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/8.1.1...8.3.2)

Updates `lmdb` from 1.4.1 to 1.5.1
- [Changelog](https://github.com/jnwatson/py-lmdb/blob/master/ChangeLog)
- [Commits](https://github.com/jnwatson/py-lmdb/compare/py-lmdb_1.4.1...py-lmdb_1.5.1)

Updates `redis` from 5.0.4 to 5.0.8
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v5.0.4...v5.0.8)

Updates `pymongo` from 4.6.3 to 4.8.0
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/master/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.6.3...4.8.0)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:development
  update-type: version-update:semver-major
  dependency-group: requirements
- dependency-name: ipywidgets
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
- dependency-name: setuptools-scm
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
- dependency-name: lmdb
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Bump the actions group with 2 updates (#2087)

Bumps the actions group with 2 updates: [actions/setup-python](https://github.com/actions/setup-python) and [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `actions/setup-python` from 5.1.0 to 5.1.1
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v5.1.0...v5.1.1)

Updates `pypa/gh-action-pypi-publish` from 1.8.14 to 1.9.0
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.8.14...v1.9.0)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [v2] Drop support for Python 3.9 (#2074)

* Drop support for Python 3.9

* Ignore B905 ruff rule

* Fix release notes

* Fix Array.__array__ for numpy 2.1 (#2106)

* Fix Array.__array__ for numpy 2.1

* Add changelog

* Depend on np.array for array coercions

* Bump test version of numcodecs (#2114)

* Bump test version of numcodecs

* Fix test for numcodecs 0.13

* fix: numpy 1.24 compat for Array.__array__ (#2123)

* Deprecate N5Store (#2103)

* deprecate(n5): add deprecation warning to N5Store

* also deprecate N5FSStore

* docs

* fix doc

* Run tests on numpy 1.23 (#2124)

* Bump the requirements group across 1 directory with 3 updates (#2129)

Bumps the requirements group with 3 updates in the / directory: [numpy](https://github.com/numpy/numpy), [ipywidgets](https://github.com/jupyter-widgets/ipywidgets) and [azure-storage-blob](https://github.com/Azure/azure-sdk-for-python).


Updates `numpy` from 2.0.1 to 2.1.0
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v2.0.1...v2.1.0)

Updates `ipywidgets` from 8.1.3 to 8.1.5
- [Release notes](https://github.com/jupyter-widgets/ipywidgets/releases)
- [Commits](https://github.com/jupyter-widgets/ipywidgets/compare/8.1.3...8.1.5)

Updates `azure-storage-blob` from 12.16.0 to 12.21.0
- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)
- [Changelog](https://github.com/Azure/azure-sdk-for-python/blob/main/doc/esrp_release.md)
- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-storage-blob_12.16.0...azure-storage-blob_12.21.0)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
- dependency-name: ipywidgets
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
- dependency-name: azure-storage-blob
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore: bump minimum numpy version to 1.24 (#2127)

* chore: bump minimum version to 1.24

* Update .github/workflows/python-package.yml

* Remove un-needed package installs in CI (#2095)

* Bump the actions group with 2 updates (#2146)

Bumps the actions group with 2 updates: [actions/setup-python](https://github.com/actions/setup-python) and [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `actions/setup-python` from 5.1.1 to 5.2.0
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v5.1.1...v5.2.0)

Updates `pypa/gh-action-pypi-publish` from 1.9.0 to 1.10.0
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.9.0...v1.10.0)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: actions
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Bump numpy from 2.1.0 to 2.1.1 in the requirements group (#2151)

Bumps the requirements group with 1 update: [numpy](https://github.com/numpy/numpy).


Updates `numpy` from 2.1.0 to 2.1.1
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v2.1.0...v2.1.1)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore(docs): update release notes ahead of 2.18.4 (#2152)

* Bump pypa/gh-action-pypi-publish from 1.10.0 to 1.10.1 in the actions group (#2161)

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.10.0 to 1.10.1
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.0...v1.10.1)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* [docs] remove primary sidebar from tutorial (#2142)

* remove primary sidebar from tutorial

* lint

* Bump pytest from 8.3.2 to 8.3.3 in the requirements group (#2172)

Bumps the requirements group with 1 update: [pytest](https://github.com/pytest-dev/pytest).


Updates `pytest` from 8.3.2 to 8.3.3
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/8.3.2...8.3.3)

---
updated-dependencies:
- dependency-name: pytest
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Bump pypa/gh-action-pypi-publish in the actions group (#2220)

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.10.1 to 1.10.2
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.1...v1.10.2)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Update TEAM.md (#2227)

* Bump the requirements group across 1 directory with 3 updates (#2284)

Bumps the requirements group with 3 updates in the / directory: [redis](https://github.com/redis/redis-py), [pymongo](https://github.com/mongodb/mongo-python-driver) and [h5py](https://github.com/h5py/h5py).


Updates `redis` from 5.0.8 to 5.1.0
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v5.0.8...v5.1.0)

Updates `pymongo` from 4.8.0 to 4.10.0
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/master/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.8.0...4.10.0)

Updates `h5py` from 3.11.0 to 3.12.1
- [Release notes](https://github.com/h5py/h5py/releases)
- [Changelog](https://github.com/h5py/h5py/blob/master/docs/release_guide.rst)
- [Commits](https://github.com/h5py/h5py/compare/3.11.0...3.12.1)

---
updated-dependencies:
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
- dependency-name: h5py
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Bump pymongo from 4.10.0 to 4.10.1 in the requirements group (#2288)

Bumps the requirements group with 1 update: [pymongo](https://github.com/mongodb/mongo-python-driver).


Updates `pymongo` from 4.10.0 to 4.10.1
- [Release notes](https://github.com/mongodb/mongo-python-driver/releases)
- [Changelog](https://github.com/mongodb/mongo-python-driver/blob/master/doc/changelog.rst)
- [Commits](https://github.com/mongodb/mongo-python-driver/compare/4.10.0...4.10.1)

---
updated-dependencies:
- dependency-name: pymongo
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Fix low contrast box titles (#2287) (#2292)

* Bump pypa/gh-action-pypi-publish in the actions group (#2304)

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.10.2 to 1.10.3
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.2...v1.10.3)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Bump the requirements group with 2 updates (#2303)

Bumps the requirements group with 2 updates: [numpy](https://github.com/numpy/numpy) and [redis](https://github.com/redis/redis-py).


Updates `numpy` from 2.1.1 to 2.1.2
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](https://github.com/numpy/numpy/compare/v2.1.1...v2.1.2)

Updates `redis` from 5.1.0 to 5.1.1
- [Release notes](https://github.com/redis/redis-py/releases)
- [Changelog](https://github.com/redis/redis-py/blob/master/CHANGES)
- [Commits](https://github.com/redis/redis-py/compare/v5.1.0...v5.1.1)

---
updated-dependencies:
- dependency-name: numpy
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
- dependency-name: redis
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Bump numcodecs from 0.13.0 to 0.13.1 in the requirements group (#2326)

Bumps the requirements group with 1 update: [numcodecs](https://github.com/zarr-developers/numcodecs).


Updates `numcodecs` from 0.13.0 to 0.13.1
- [Release notes](https://github.com/zarr-developers/numcodecs/releases)
- [Changelog](https://github.com/zarr-developers/numcodecs/blob/main/docs/release.rst)
- [Commits](https://github.com/zarr-developers/numcodecs/compare/v0.13.0...v0.13.1)

---
updated-dependencies:
- dependency-name: numcodecs
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* remove zarr.types from v2

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Janick Martinez Esturo <janick@jme.pub>
Co-authored-by: David Stansby <dstansby@gmail.com>
Co-authored-by: Dimitri Papadopoulos Orfanos <3234522+DimitriPapadopoulos@users.noreply.github.com>
Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Josh Moore <josh@openmicroscopy.org>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: jakirkham <jakirkham@gmail.com>
Co-authored-by: Jeff Peck <jeffrey.peck@10xgenomics.com>
Co-authored-by: Norman Rzepka <code@normanrz.com>
Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>
Co-authored-by: Hood Chatham <roberthoodchatham@gmail.com>
Co-authored-by: Wei Ouyang <oeway007@gmail.com>
Co-authored-by: Daniel Jahn (dahn) <dahnjahn@gmail.com>
Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>
Co-authored-by: Ian Carroll <carroll.ian@gmail.com>
Co-authored-by: Martin Durant <martin.durant@alumni.utoronto.ca>
Co-authored-by: Ryan Abernathey <ryan.abernathey@gmail.com>
Co-authored-by: Jonny Saunders <sneakers-the-rat@protonmail.com>
---
 .github/ISSUE_TEMPLATE/bug_report.yml |   2 +-
 .github/workflows/releases.yml        |   2 +-
 LICENSE.txt                           |   2 +-
 README.md                             |   6 +-
 TEAM.md                               |  29 ++
 docs/conf.py                          |  16 +-
 docs/index.rst                        |   4 +-
 docs/installation.rst                 |   5 +
 docs/release.rst                      |  33 ++
 docs/spec/v1.rst                      | 267 +-----------
 docs/spec/v2.rst                      | 562 +-------------------------
 docs/spec/v3.rst                      |   2 +-
 docs/tutorial.rst                     |  40 +-
 pyproject.toml                        |   1 +
 v3-roadmap-and-design.md              | 429 ++++++++++++++++++++
 15 files changed, 549 insertions(+), 851 deletions(-)
 create mode 100644 TEAM.md
 create mode 100644 v3-roadmap-and-design.md

diff --git a/.github/ISSUE_TEMPLATE/bug_report.yml b/.github/ISSUE_TEMPLATE/bug_report.yml
index 2e11f14613..705cd31cb5 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.yml
+++ b/.github/ISSUE_TEMPLATE/bug_report.yml
@@ -27,7 +27,7 @@ body:
     attributes:
       label: Python Version
       description: Version of Python interpreter
-      placeholder: 3.8.5, 3.9, 3.10, etc.
+      placeholder: 3.10, 3.11, 3.12 etc.
     validations:
       required: true
   - type: input
diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index f694039ce7..bab53958dc 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -16,7 +16,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v5
+      - uses: actions/setup-python@v5.2.0
         name: Install Python
         with:
           python-version: '3.11'
diff --git a/LICENSE.txt b/LICENSE.txt
index 850a0d8772..a4de1c39d3 100644
--- a/LICENSE.txt
+++ b/LICENSE.txt
@@ -1,6 +1,6 @@
 The MIT License (MIT)
 
-Copyright (c) 2015-2023 Zarr Developers <https://github.com/zarr-developers>
+Copyright (c) 2015-2024 Zarr Developers <https://github.com/zarr-developers>
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
diff --git a/README.md b/README.md
index b035ffa597..e379c9719f 100644
--- a/README.md
+++ b/README.md
@@ -70,10 +70,10 @@
   </td>
 </tr>
 <tr>
-	<td>Gitter</td>
+	<td>Zulip</td>
 	<td>
-		<a href="https://gitter.im/zarr-developers/community">
-		<img src="https://badges.gitter.im/zarr-developers/community.svg" />
+		<a href="https://ossci.zulipchat.com/">
+		<img src="https://img.shields.io/badge/zulip-join_chat-brightgreen.svg" />
 		</a>
 	</td>
 </tr>
diff --git a/TEAM.md b/TEAM.md
new file mode 100644
index 0000000000..e6975d7c04
--- /dev/null
+++ b/TEAM.md
@@ -0,0 +1,29 @@
+## Active core-developers
+- @joshmoore (Josh Moore)
+- @jni (Juan Nunez-Iglesias)
+- @rabernat (Ryan Abernathey)
+- @jhamman (Joe Hamman)
+- @d-v-b (Davis Bennett)
+- @jakirkham (jakirkham)
+- @martindurant (Martin Durant)
+- @normanrz (Norman Rzepka)
+- @dstansby (David Stansby)
+- @dcherian (Deepak Cherian)
+- @TomAugspurger (Tom Augspurger)
+
+## Emeritus core-developers
+- @alimanfoo (Alistair Miles)
+- @shoyer (Stephan Hoyer)
+- @ryan-williams (Ryan Williams)
+- @jrbourbeau (James Bourbeau)
+- @mzjp2 (Zain Patel)
+- @grlee77 (Gregory Lee)
+
+## Former core-developers
+- @jeromekelleher (Jerome Kelleher)
+- @tjcrone (Tim Crone)
+- @funkey (Jan Funke)
+- @shikharsg
+- @Carreau (Matthias Bussonnier)
+- @dazzag24
+- @WardF (Ward Fisher)
diff --git a/docs/conf.py b/docs/conf.py
index ec85098372..0a328ac25f 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -19,11 +19,8 @@
 
 import sphinx.application
 
-# The version info for the project you're documenting, acts as replacement for
-# |version| and |release|, also used in various other places throughout the
-# built documents.
-#
-# The short X.Y version.
+from importlib.metadata import version as get_version
+
 import zarr
 import sphinx
 
@@ -79,12 +76,11 @@
 
 # General information about the project.
 project = "zarr"
-copyright = "2023, Zarr Developers"
+copyright = "2024, Zarr Developers"
 author = "Zarr Developers"
 
-version = zarr.__version__
-# The full version, including alpha/beta/rc tags.
-release = zarr.__version__
+version = get_version("zarr")
+release = get_version("zarr")
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
@@ -205,7 +201,7 @@ def setup(app: sphinx.application.Sphinx) -> None:
 # html_use_smartypants = True
 
 # Custom sidebar templates, maps document names to template names.
-# html_sidebars = {}
+html_sidebars = {"tutorial": []}
 
 # Additional templates that should be rendered to pages, maps page names to
 # template names.
diff --git a/docs/index.rst b/docs/index.rst
index 8e1b0740cf..6b90b5a773 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -19,13 +19,13 @@ Zarr-Python
 
 **Version**: |version|
 
-**Download documentation**: `PDF/Zipped HTML/EPUB <https://readthedocs.org/projects/zarr/downloads/>`_
+**Download documentation**: `PDF/Zipped HTML <https://readthedocs.org/projects/zarr/downloads/>`_
 
 **Useful links**:
 `Installation <installation.html>`_ |
 `Source Repository <https://github.com/zarr-developers/zarr-python>`_ |
 `Issue Tracker <https://github.com/zarr-developers/zarr-python/issues>`_ |
-`Gitter <https://gitter.im/zarr-developers/community>`_
+`Zulip Chat <https://ossci.zulipchat.com/>`_
 
 Zarr is a file storage format for chunked, compressed, N-dimensional arrays based on an open-source specification.
 
diff --git a/docs/installation.rst b/docs/installation.rst
index 3d4ac41072..86da6d1035 100644
--- a/docs/installation.rst
+++ b/docs/installation.rst
@@ -6,6 +6,11 @@ Zarr depends on NumPy. It is generally best to `install NumPy
 appropriate for your operating system and Python distribution. Other dependencies should be
 installed automatically if using one of the installation methods below.
 
+Note: Zarr has endorsed `Scientific-Python SPEC 0 <https://scientific-python.org/specs/spec-0000/>`_ and now follows the version support window as outlined below: 
+
+- Python: 36 months after initial release
+- Core package dependencies (e.g. NumPy): 24 months after initial release
+
 Install Zarr from PyPI::
 
     $ pip install zarr
diff --git a/docs/release.rst b/docs/release.rst
index 5c3a43a148..0b6775c4a6 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -303,6 +303,39 @@ Documentation
 * doc: update release notes for 3.0.0.alpha.
   By :user:`Joe Hamman <jhamman>` :issue:`1959`.
 
+.. _release_2.18.3:
+
+2.18.3
+------
+
+Enhancements
+~~~~~~~~~~~~
+* Added support for creating a copy of data when converting a `zarr.Array`
+  to a numpy array.
+  By :user:`David Stansby <dstansby>` (:issue:`2106`) and 
+  :user:`Joe Hamman <jhamman>` (:issue:`2123`).
+
+Maintenance
+~~~~~~~~~~~
+* Removed support for Python 3.9.
+  By :user:`David Stansby <dstansby>` (:issue:`2074`).
+
+* Fix a regression when using orthogonal indexing with a scalar.
+  By :user:`Deepak Cherian <dcherian>` :issue:`1931`
+
+* Added compatibility with NumPy 2.1.
+  By :user:`David Stansby <dstansby>`
+
+* Bump minimum NumPy version to 1.24.
+  :user:`Joe Hamman <jhamman>` (:issue:`2127`).
+
+Deprecations
+~~~~~~~~~~~~
+
+* Deprecate :class:`zarr.n5.N5Store` and :class:`zarr.n5.N5FSStore`. These
+  stores are slated to be removed in Zarr Python 3.0.
+  By :user:`Joe Hamman <jhamman>` :issue:`2085`.
+
 .. _release_2.18.2:
 
 2.18.2
diff --git a/docs/spec/v1.rst b/docs/spec/v1.rst
index 13f68ef36e..27a0490e0a 100644
--- a/docs/spec/v1.rst
+++ b/docs/spec/v1.rst
@@ -3,268 +3,5 @@
 Zarr Storage Specification Version 1
 ====================================
 
-This document provides a technical specification of the protocol and
-format used for storing a Zarr array. The key words "MUST", "MUST
-NOT", "REQUIRED", "SHALL", "SHALL NOT", "SHOULD", "SHOULD NOT",
-"RECOMMENDED", "MAY", and "OPTIONAL" in this document are to be
-interpreted as described in `RFC 2119
-<https://www.ietf.org/rfc/rfc2119.txt>`_.
-
-Status
-------
-
-This specification is deprecated. See :ref:`spec` for the latest version.
-
-Storage
--------
-
-A Zarr array can be stored in any storage system that provides a
-key/value interface, where a key is an ASCII string and a value is an
-arbitrary sequence of bytes, and the supported operations are read
-(get the sequence of bytes associated with a given key), write (set
-the sequence of bytes associated with a given key) and delete (remove
-a key/value pair).
-
-For example, a directory in a file system can provide this interface,
-where keys are file names, values are file contents, and files can be
-read, written or deleted via the operating system. Equally, an S3
-bucket can provide this interface, where keys are resource names,
-values are resource contents, and resources can be read, written or
-deleted via HTTP.
-
-Below an "array store" refers to any system implementing this
-interface.
-
-Metadata
---------
-
-Each array requires essential configuration metadata to be stored,
-enabling correct interpretation of the stored data. This metadata is
-encoded using JSON and stored as the value of the 'meta' key within an
-array store.
-
-The metadata resource is a JSON object. The following keys MUST be
-present within the object:
-
-zarr_format
-    An integer defining the version of the storage specification to which the
-    array store adheres.
-shape
-    A list of integers defining the length of each dimension of the array.
-chunks
-    A list of integers defining the length of each dimension of a chunk of the
-    array. Note that all chunks within a Zarr array have the same shape.
-dtype
-    A string or list defining a valid data type for the array. See also
-    the subsection below on data type encoding.
-compression
-    A string identifying the primary compression library used to compress
-    each chunk of the array.
-compression_opts
-    An integer, string or dictionary providing options to the primary
-    compression library.
-fill_value
-    A scalar value providing the default value to use for uninitialized
-    portions of the array.
-order
-    Either 'C' or 'F', defining the layout of bytes within each chunk of the
-    array. 'C' means row-major order, i.e., the last dimension varies fastest;
-    'F' means column-major order, i.e., the first dimension varies fastest.
-
-Other keys MAY be present within the metadata object however they MUST
-NOT alter the interpretation of the required fields defined above.
-
-For example, the JSON object below defines a 2-dimensional array of
-64-bit little-endian floating point numbers with 10000 rows and 10000
-columns, divided into chunks of 1000 rows and 1000 columns (so there
-will be 100 chunks in total arranged in a 10 by 10 grid). Within each
-chunk the data are laid out in C contiguous order, and each chunk is
-compressed using the Blosc compression library::
-
-    {
-        "chunks": [
-            1000,
-            1000
-        ],
-        "compression": "blosc",
-        "compression_opts": {
-            "clevel": 5,
-            "cname": "lz4",
-            "shuffle": 1
-        },
-        "dtype": "<f8",
-        "fill_value": null,
-        "order": "C",
-        "shape": [
-            10000,
-            10000
-        ],
-        "zarr_format": 1
-    }
-
-Data type encoding
-~~~~~~~~~~~~~~~~~~
-
-Simple data types are encoded within the array metadata resource as a
-string, following the `NumPy array protocol type string (typestr)
-format
-<numpy:arrays.interface>`_. The
-format consists of 3 parts: a character describing the byteorder of
-the data (``<``: little-endian, ``>``: big-endian, ``|``:
-not-relevant), a character code giving the basic type of the array,
-and an integer providing the number of bytes the type uses. The byte
-order MUST be specified. E.g., ``"<f8"``, ``">i4"``, ``"|b1"`` and
-``"|S12"`` are valid data types.
-
-Structure data types (i.e., with multiple named fields) are encoded as
-a list of two-element lists, following `NumPy array protocol type
-descriptions (descr)
-<numpy:arrays.interface>`_.
-For example, the JSON list ``[["r", "|u1"], ["g", "|u1"], ["b",
-"|u1"]]`` defines a data type composed of three single-byte unsigned
-integers labelled 'r', 'g' and 'b'.
-
-Chunks
-------
-
-Each chunk of the array is compressed by passing the raw bytes for the
-chunk through the primary compression library to obtain a new sequence
-of bytes comprising the compressed chunk data. No header is added to
-the compressed bytes or any other modification made. The internal
-structure of the compressed bytes will depend on which primary
-compressor was used. For example, the `Blosc compressor
-<https://github.com/Blosc/c-blosc/blob/main/README_HEADER.rst>`_
-produces a sequence of bytes that begins with a 16-byte header
-followed by compressed data.
-
-The compressed sequence of bytes for each chunk is stored under a key
-formed from the index of the chunk within the grid of chunks
-representing the array. To form a string key for a chunk, the indices
-are converted to strings and concatenated with the period character
-('.') separating each index. For example, given an array with shape
-(10000, 10000) and chunk shape (1000, 1000) there will be 100 chunks
-laid out in a 10 by 10 grid. The chunk with indices (0, 0) provides
-data for rows 0-999 and columns 0-999 and is stored under the key
-'0.0'; the chunk with indices (2, 4) provides data for rows 2000-2999
-and columns 4000-4999 and is stored under the key '2.4'; etc.
-
-There is no need for all chunks to be present within an array
-store. If a chunk is not present then it is considered to be in an
-uninitialized state.  An uninitialized chunk MUST be treated as if it
-was uniformly filled with the value of the 'fill_value' field in the
-array metadata. If the 'fill_value' field is ``null`` then the
-contents of the chunk are undefined.
-
-Note that all chunks in an array have the same shape. If the length of
-any array dimension is not exactly divisible by the length of the
-corresponding chunk dimension then some chunks will overhang the edge
-of the array. The contents of any chunk region falling outside the
-array are undefined.
-
-Attributes
-----------
-
-Each array can also be associated with custom attributes, which are
-simple key/value items with application-specific meaning. Custom
-attributes are encoded as a JSON object and stored under the 'attrs'
-key within an array store. Even if the attributes are empty, the
-'attrs' key MUST be present within an array store.
-
-For example, the JSON object below encodes three attributes named
-'foo', 'bar' and 'baz'::
-
-    {
-        "foo": 42,
-        "bar": "apples",
-        "baz": [1, 2, 3, 4]
-    }
-
-Example
--------
-
-Below is an example of storing a Zarr array, using a directory on the
-local file system as storage.
-
-Initialize the store::
-
-    >>> import zarr
-    >>> store = zarr.DirectoryStore('example.zarr')
-    >>> zarr.init_store(store, shape=(20, 20), chunks=(10, 10),
-    ...                 dtype='i4', fill_value=42, compression='zlib',
-    ...                 compression_opts=1, overwrite=True)
-
-No chunks are initialized yet, so only the 'meta' and 'attrs' keys
-have been set::
-
-    >>> import os
-    >>> sorted(os.listdir('example.zarr'))
-    ['attrs', 'meta']
-
-Inspect the array metadata::
-
-    >>> print(open('example.zarr/meta').read())
-    {
-        "chunks": [
-            10,
-            10
-        ],
-        "compression": "zlib",
-        "compression_opts": 1,
-        "dtype": "<i4",
-        "fill_value": 42,
-        "order": "C",
-        "shape": [
-            20,
-            20
-        ],
-        "zarr_format": 1
-    }
-
-Inspect the array attributes::
-
-    >>> print(open('example.zarr/attrs').read())
-    {}
-
-Set some data::
-
-    >>> z = zarr.Array(store)
-    >>> z[0:10, 0:10] = 1
-    >>> sorted(os.listdir('example.zarr'))
-    ['0.0', 'attrs', 'meta']
-
-Set some more data::
-
-    >>> z[0:10, 10:20] = 2
-    >>> z[10:20, :] = 3
-    >>> sorted(os.listdir('example.zarr'))
-    ['0.0', '0.1', '1.0', '1.1', 'attrs', 'meta']
-
-Manually decompress a single chunk for illustration::
-
-    >>> import zlib
-    >>> b = zlib.decompress(open('example.zarr/0.0', 'rb').read())
-    >>> import numpy as np
-    >>> a = np.frombuffer(b, dtype='<i4')
-    >>> a
-    array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
-           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
-           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
-           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
-           1, 1, 1, 1, 1, 1, 1, 1], dtype=int32)
-
-Modify the array attributes::
-
-    >>> z.attrs['foo'] = 42
-    >>> z.attrs['bar'] = 'apples'
-    >>> z.attrs['baz'] = [1, 2, 3, 4]
-    >>> print(open('example.zarr/attrs').read())
-    {
-        "bar": "apples",
-        "baz": [
-            1,
-            2,
-            3,
-            4
-        ],
-        "foo": 42
-    }
+The V1 Specification has been migrated to its website →
+https://zarr-specs.readthedocs.io/.
diff --git a/docs/spec/v2.rst b/docs/spec/v2.rst
index c1e12e1218..deb6d46ce6 100644
--- a/docs/spec/v2.rst
+++ b/docs/spec/v2.rst
@@ -3,563 +3,5 @@
 Zarr Storage Specification Version 2
 ====================================
 
-This document provides a technical specification of the protocol and format
-used for storing Zarr arrays. The key words "MUST", "MUST NOT", "REQUIRED",
-"SHALL", "SHALL NOT", "SHOULD", "SHOULD NOT", "RECOMMENDED", "MAY", and
-"OPTIONAL" in this document are to be interpreted as described in `RFC 2119
-<https://www.ietf.org/rfc/rfc2119.txt>`_.
-
-Status
-------
-
-This specification is the latest version. See :ref:`spec` for previous
-versions.
-
-.. _spec_v2_storage:
-
-Storage
--------
-
-A Zarr array can be stored in any storage system that provides a key/value
-interface, where a key is an ASCII string and a value is an arbitrary sequence
-of bytes, and the supported operations are read (get the sequence of bytes
-associated with a given key), write (set the sequence of bytes associated with
-a given key) and delete (remove a key/value pair).
-
-For example, a directory in a file system can provide this interface, where
-keys are file names, values are file contents, and files can be read, written
-or deleted via the operating system. Equally, an S3 bucket can provide this
-interface, where keys are resource names, values are resource contents, and
-resources can be read, written or deleted via HTTP.
-
-Below an "array store" refers to any system implementing this interface.
-
-.. _spec_v2_array:
-
-Arrays
-------
-
-.. _spec_v2_array_metadata:
-
-Metadata
-~~~~~~~~
-
-Each array requires essential configuration metadata to be stored, enabling
-correct interpretation of the stored data. This metadata is encoded using JSON
-and stored as the value of the ".zarray" key within an array store.
-
-The metadata resource is a JSON object. The following keys MUST be present
-within the object:
-
-zarr_format
-    An integer defining the version of the storage specification to which the
-    array store adheres.
-shape
-    A list of integers defining the length of each dimension of the array.
-chunks
-    A list of integers defining the length of each dimension of a chunk of the
-    array. Note that all chunks within a Zarr array have the same shape.
-dtype
-    A string or list defining a valid data type for the array. See also
-    the subsection below on data type encoding.
-compressor
-    A JSON object identifying the primary compression codec and providing
-    configuration parameters, or ``null`` if no compressor is to be used.
-    The object MUST contain an ``"id"`` key identifying the codec to be used.
-fill_value
-    A scalar value providing the default value to use for uninitialized
-    portions of the array, or ``null`` if no fill_value is to be used.
-order
-    Either "C" or "F", defining the layout of bytes within each chunk of the
-    array. "C" means row-major order, i.e., the last dimension varies fastest;
-    "F" means column-major order, i.e., the first dimension varies fastest.
-filters
-    A list of JSON objects providing codec configurations, or ``null`` if no
-    filters are to be applied. Each codec configuration object MUST contain a
-    ``"id"`` key identifying the codec to be used.
-
-The following keys MAY be present within the object:
-
-dimension_separator
-    If present, either the string ``"."`` or ``"/"`` defining the separator placed
-    between the dimensions of a chunk. If the value is not set, then the
-    default MUST be assumed to be ``"."``, leading to chunk keys of the form "0.0".
-    Arrays defined with ``"/"`` as the dimension separator can be considered to have
-    nested, or hierarchical, keys of the form "0/0" that SHOULD where possible
-    produce a directory-like structure.
-
-Other keys SHOULD NOT be present within the metadata object and SHOULD be
-ignored by implementations.
-
-For example, the JSON object below defines a 2-dimensional array of 64-bit
-little-endian floating point numbers with 10000 rows and 10000 columns, divided
-into chunks of 1000 rows and 1000 columns (so there will be 100 chunks in total
-arranged in a 10 by 10 grid). Within each chunk the data are laid out in C
-contiguous order. Each chunk is encoded using a delta filter and compressed
-using the Blosc compression library prior to storage::
-
-    {
-        "chunks": [
-            1000,
-            1000
-        ],
-        "compressor": {
-            "id": "blosc",
-            "cname": "lz4",
-            "clevel": 5,
-            "shuffle": 1
-        },
-        "dtype": "<f8",
-        "fill_value": "NaN",
-        "filters": [
-            {"id": "delta", "dtype": "<f8", "astype": "<f4"}
-        ],
-        "order": "C",
-        "shape": [
-            10000,
-            10000
-        ],
-        "zarr_format": 2
-    }
-
-.. _spec_v2_array_dtype:
-
-Data type encoding
-~~~~~~~~~~~~~~~~~~
-
-Simple data types are encoded within the array metadata as a string,
-following the :ref:`NumPy array protocol type string (typestr) format
-<numpy:arrays.interface>`. The format
-consists of 3 parts:
-
-* One character describing the byteorder of the data (``"<"``: little-endian;
-  ``">"``: big-endian; ``"|"``: not-relevant)
-* One character code giving the basic type of the array (``"b"``: Boolean (integer
-  type where all values are only True or False); ``"i"``: integer; ``"u"``: unsigned
-  integer; ``"f"``: floating point; ``"c"``: complex floating point; ``"m"``: timedelta;
-  ``"M"``: datetime; ``"S"``: string (fixed-length sequence of char); ``"U"``: unicode
-  (fixed-length sequence of Py_UNICODE); ``"V"``: other (void * – each item is a
-  fixed-size chunk of memory))
-* An integer specifying the number of bytes the type uses.
-
-The byte order MUST be specified. E.g., ``"<f8"``, ``">i4"``, ``"|b1"`` and
-``"|S12"`` are valid data type encodings.
-
-For datetime64 ("M") and timedelta64 ("m") data types, these MUST also include the
-units within square brackets. A list of valid units and their definitions are given in
-the :ref:`NumPy documentation on Datetimes and Timedeltas
-<numpy:arrays.dtypes.dateunits>`.
-For example, ``"<M8[ns]"`` specifies a datetime64 data type with nanosecond time units.
-
-Structured data types (i.e., with multiple named fields) are encoded
-as a list of lists, following :ref:`NumPy array protocol type descriptions
-(descr)
-<numpy:arrays.interface>`. Each
-sub-list has the form ``[fieldname, datatype, shape]`` where ``shape``
-is optional. ``fieldname`` is a string, ``datatype`` is a string
-specifying a simple data type (see above), and ``shape`` is a list of
-integers specifying subarray shape. For example, the JSON list below
-defines a data type composed of three single-byte unsigned integer
-fields named "r", "g" and "b"::
-
-    [["r", "|u1"], ["g", "|u1"], ["b", "|u1"]]
-
-For example, the JSON list below defines a data type composed of three
-fields named "x", "y" and "z", where "x" and "y" each contain 32-bit
-floats, and each item in "z" is a 2 by 2 array of floats::
-
-    [["x", "<f4"], ["y", "<f4"], ["z", "<f4", [2, 2]]]
-
-Structured data types may also be nested, e.g., the following JSON
-list defines a data type with two fields "foo" and "bar", where "bar"
-has two sub-fields "baz" and "qux"::
-
-    [["foo", "<f4"], ["bar", [["baz", "<f4"], ["qux", "<i4"]]]]
-
-.. _spec_v2_array_fill_value:
-
-Fill value encoding
-~~~~~~~~~~~~~~~~~~~
-
-For simple floating point data types, the following table MUST be used to
-encode values of the "fill_value" field:
-
-=================  ===============
-Value              JSON encoding
-=================  ===============
-Not a Number       ``"NaN"``
-Positive Infinity  ``"Infinity"``
-Negative Infinity  ``"-Infinity"``
-=================  ===============
-
-If an array has a fixed length byte string data type (e.g., ``"|S12"``), or a
-structured data type, and if the fill value is not null, then the fill value
-MUST be encoded as an ASCII string using the standard Base64 alphabet.
-
-.. _spec_v2_array_chunks:
-
-Chunks
-~~~~~~
-
-Each chunk of the array is compressed by passing the raw bytes for the chunk
-through the primary compression library to obtain a new sequence of bytes
-comprising the compressed chunk data. No header is added to the compressed
-bytes or any other modification made. The internal structure of the compressed
-bytes will depend on which primary compressor was used. For example, the `Blosc
-compressor <https://github.com/Blosc/c-blosc/blob/main/README_CHUNK_FORMAT.rst>`_
-produces a sequence of bytes that begins with a 16-byte header followed by
-compressed data.
-
-The compressed sequence of bytes for each chunk is stored under a key formed
-from the index of the chunk within the grid of chunks representing the array.
-To form a string key for a chunk, the indices are converted to strings and
-concatenated with the period character (".") separating each index. For
-example, given an array with shape (10000, 10000) and chunk shape (1000, 1000)
-there will be 100 chunks laid out in a 10 by 10 grid. The chunk with indices
-(0, 0) provides data for rows 0-999 and columns 0-999 and is stored under the
-key "0.0"; the chunk with indices (2, 4) provides data for rows 2000-2999 and
-columns 4000-4999 and is stored under the key "2.4"; etc.
-
-There is no need for all chunks to be present within an array store. If a chunk
-is not present then it is considered to be in an uninitialized state.  An
-uninitialized chunk MUST be treated as if it was uniformly filled with the value
-of the "fill_value" field in the array metadata. If the "fill_value" field is
-``null`` then the contents of the chunk are undefined.
-
-Note that all chunks in an array have the same shape. If the length of any
-array dimension is not exactly divisible by the length of the corresponding
-chunk dimension then some chunks will overhang the edge of the array. The
-contents of any chunk region falling outside the array are undefined.
-
-.. _spec_v2_array_filters:
-
-Filters
-~~~~~~~
-
-Optionally a sequence of one or more filters can be used to transform chunk
-data prior to compression. When storing data, filters are applied in the order
-specified in array metadata to encode data, then the encoded data are passed to
-the primary compressor. When retrieving data, stored chunk data are
-decompressed by the primary compressor then decoded using filters in the
-reverse order.
-
-.. _spec_v2_hierarchy:
-
-Hierarchies
------------
-
-.. _spec_v2_hierarchy_paths:
-
-Logical storage paths
-~~~~~~~~~~~~~~~~~~~~~
-
-Multiple arrays can be stored in the same array store by associating each array
-with a different logical path. A logical path is simply an ASCII string. The
-logical path is used to form a prefix for keys used by the array. For example,
-if an array is stored at logical path "foo/bar" then the array metadata will be
-stored under the key "foo/bar/.zarray", the user-defined attributes will be
-stored under the key "foo/bar/.zattrs", and the chunks will be stored under
-keys like "foo/bar/0.0", "foo/bar/0.1", etc.
-
-To ensure consistent behaviour across different storage systems, logical paths
-MUST be normalized as follows:
-
-* Replace all backward slash characters ("\\\\") with forward slash characters
-  ("/")
-* Strip any leading "/" characters
-* Strip any trailing "/" characters
-* Collapse any sequence of more than one "/" character into a single "/"
-  character
-
-The key prefix is then obtained by appending a single "/" character to the
-normalized logical path.
-
-After normalization, if splitting a logical path by the "/" character results
-in any path segment equal to the string "." or the string ".." then an error
-MUST be raised.
-
-N.B., how the underlying array store processes requests to store values under
-keys containing the "/" character is entirely up to the store implementation
-and is not constrained by this specification. E.g., an array store could simply
-treat all keys as opaque ASCII strings; equally, an array store could map
-logical paths onto some kind of hierarchical storage (e.g., directories on a
-file system).
-
-.. _spec_v2_hierarchy_groups:
-
-Groups
-~~~~~~
-
-Arrays can be organized into groups which can also contain other groups. A
-group is created by storing group metadata under the ".zgroup" key under some
-logical path. E.g., a group exists at the root of an array store if the
-".zgroup" key exists in the store, and a group exists at logical path "foo/bar"
-if the "foo/bar/.zgroup" key exists in the store.
-
-If the user requests a group to be created under some logical path, then groups
-MUST also be created at all ancestor paths. E.g., if the user requests group
-creation at path "foo/bar" then groups MUST be created at path "foo" and the
-root of the store, if they don't already exist.
-
-If the user requests an array to be created under some logical path, then
-groups MUST also be created at all ancestor paths. E.g., if the user requests
-array creation at path "foo/bar/baz" then groups must be created at path
-"foo/bar", path "foo", and the root of the store, if they don't already exist.
-
-The group metadata resource is a JSON object. The following keys MUST be present
-within the object:
-
-zarr_format
-    An integer defining the version of the storage specification to which the
-    array store adheres.
-
-Other keys MUST NOT be present within the metadata object.
-
-The members of a group are arrays and groups stored under logical paths that
-are direct children of the parent group's logical path. E.g., if groups exist
-under the logical paths "foo" and "foo/bar" and an array exists at logical path
-"foo/baz" then the members of the group at path "foo" are the group at path
-"foo/bar" and the array at path "foo/baz".
-
-.. _spec_v2_attrs:
-
-Attributes
-----------
-
-An array or group can be associated with custom attributes, which are arbitrary
-key/value pairs with application-specific meaning. Custom attributes are encoded
-as a JSON object and stored under the ".zattrs" key within an array store. The
-".zattrs" key does not have to be present, and if it is absent the attributes
-should be treated as empty.
-
-For example, the JSON object below encodes three attributes named
-"foo", "bar" and "baz"::
-
-    {
-        "foo": 42,
-        "bar": "apples",
-        "baz": [1, 2, 3, 4]
-    }
-
-.. _spec_v2_examples:
-
-Examples
---------
-
-Storing a single array
-~~~~~~~~~~~~~~~~~~~~~~
-
-Below is an example of storing a Zarr array, using a directory on the
-local file system as storage.
-
-Create an array::
-
-    >>> import zarr
-    >>> store = zarr.DirectoryStore('data/example.zarr')
-    >>> a = zarr.create(shape=(20, 20), chunks=(10, 10), dtype='i4',
-    ...                 fill_value=42, compressor=zarr.Zlib(level=1),
-    ...                 store=store, overwrite=True)
-
-No chunks are initialized yet, so only the ".zarray" and ".zattrs" keys
-have been set in the store::
-
-    >>> import os
-    >>> sorted(os.listdir('data/example.zarr'))
-    ['.zarray']
-
-Inspect the array metadata::
-
-    >>> print(open('data/example.zarr/.zarray').read())
-    {
-        "chunks": [
-            10,
-            10
-        ],
-        "compressor": {
-            "id": "zlib",
-            "level": 1
-        },
-        "dtype": "<i4",
-        "fill_value": 42,
-        "filters": null,
-        "order": "C",
-        "shape": [
-            20,
-            20
-        ],
-        "zarr_format": 2
-    }
-
-Chunks are initialized on demand. E.g., set some data::
-
-    >>> a[0:10, 0:10] = 1
-    >>> sorted(os.listdir('data/example.zarr'))
-    ['.zarray', '0.0']
-
-Set some more data::
-
-    >>> a[0:10, 10:20] = 2
-    >>> a[10:20, :] = 3
-    >>> sorted(os.listdir('data/example.zarr'))
-    ['.zarray', '0.0', '0.1', '1.0', '1.1']
-
-Manually decompress a single chunk for illustration::
-
-    >>> import zlib
-    >>> buf = zlib.decompress(open('data/example.zarr/0.0', 'rb').read())
-    >>> import numpy as np
-    >>> chunk = np.frombuffer(buf, dtype='<i4')
-    >>> chunk
-    array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
-           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
-           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
-           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
-           1, 1, 1, 1, 1, 1, 1, 1], dtype=int32)
-
-Modify the array attributes::
-
-    >>> a.attrs['foo'] = 42
-    >>> a.attrs['bar'] = 'apples'
-    >>> a.attrs['baz'] = [1, 2, 3, 4]
-    >>> sorted(os.listdir('data/example.zarr'))
-    ['.zarray', '.zattrs', '0.0', '0.1', '1.0', '1.1']
-    >>> print(open('data/example.zarr/.zattrs').read())
-    {
-        "bar": "apples",
-        "baz": [
-            1,
-            2,
-            3,
-            4
-        ],
-        "foo": 42
-    }
-
-Storing multiple arrays in a hierarchy
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-Below is an example of storing multiple Zarr arrays organized into a group
-hierarchy, using a directory on the local file system as storage. This storage
-implementation maps logical paths onto directory paths on the file system,
-however this is an implementation choice and is not required.
-
-Setup the store::
-
-    >>> import zarr
-    >>> store = zarr.DirectoryStore('data/group.zarr')
-
-Create the root group::
-
-    >>> root_grp = zarr.group(store, overwrite=True)
-
-The metadata resource for the root group has been created::
-
-    >>> import os
-    >>> sorted(os.listdir('data/group.zarr'))
-    ['.zgroup']
-
-Inspect the group metadata::
-
-    >>> print(open('data/group.zarr/.zgroup').read())
-    {
-        "zarr_format": 2
-    }
-
-Create a sub-group::
-
-    >>> sub_grp = root_grp.create_group('foo')
-
-What has been stored::
-
-    >>> sorted(os.listdir('data/group.zarr'))
-    ['.zgroup', 'foo']
-    >>> sorted(os.listdir('data/group.zarr/foo'))
-    ['.zgroup']
-
-Create an array within the sub-group::
-
-    >>> a = sub_grp.create_dataset('bar', shape=(20, 20), chunks=(10, 10))
-    >>> a[:] = 42
-
-Set a custom attributes::
-
-    >>> a.attrs['comment'] = 'answer to life, the universe and everything'
-
-What has been stored::
-
-    >>> sorted(os.listdir('data/group.zarr'))
-    ['.zgroup', 'foo']
-    >>> sorted(os.listdir('data/group.zarr/foo'))
-    ['.zgroup', 'bar']
-    >>> sorted(os.listdir('data/group.zarr/foo/bar'))
-    ['.zarray', '.zattrs', '0.0', '0.1', '1.0', '1.1']
-
-Here is the same example using a Zip file as storage::
-
-    >>> store = zarr.ZipStore('data/group.zip', mode='w')
-    >>> root_grp = zarr.group(store)
-    >>> sub_grp = root_grp.create_group('foo')
-    >>> a = sub_grp.create_dataset('bar', shape=(20, 20), chunks=(10, 10))
-    >>> a[:] = 42
-    >>> a.attrs['comment'] = 'answer to life, the universe and everything'
-    >>> store.close()
-
-What has been stored::
-
-    >>> import zipfile
-    >>> zf = zipfile.ZipFile('data/group.zip', mode='r')
-    >>> for name in sorted(zf.namelist()):
-    ...     print(name)
-    .zgroup
-    foo/.zgroup
-    foo/bar/.zarray
-    foo/bar/.zattrs
-    foo/bar/0.0
-    foo/bar/0.1
-    foo/bar/1.0
-    foo/bar/1.1
-
-.. _spec_v2_changes:
-
-Changes
--------
-
-Version 2 clarifications
-~~~~~~~~~~~~~~~~~~~~~~~~
-
-The following changes have been made to the version 2 specification since it was
-initially published to clarify ambiguities and add some missing information.
-
-* The specification now describes how bytes fill values should be encoded and
-  decoded for arrays with a fixed-length byte string data type (:issue:`165`,
-  :issue:`176`).
-
-* The specification now clarifies that units must be specified for datetime64 and
-  timedelta64 data types (:issue:`85`, :issue:`215`).
-
-* The specification now clarifies that the '.zattrs' key does not have to be present for
-  either arrays or groups, and if absent then custom attributes should be treated as
-  empty.
-
-* The specification now describes how structured datatypes with
-  subarray shapes and/or with nested structured data types are encoded
-  in array metadata (:issue:`111`, :issue:`296`).
-
-* Clarified the key/value pairs of custom attributes as "arbitrary" rather than
-  "simple".
-
-Changes from version 1 to version 2
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-The following changes were made between version 1 and version 2 of this specification:
-
-* Added support for storing multiple arrays in the same store and organising
-  arrays into hierarchies using groups.
-* Array metadata is now stored under the ".zarray" key instead of the "meta"
-  key.
-* Custom attributes are now stored under the ".zattrs" key instead of the
-  "attrs" key.
-* Added support for filters.
-* Changed encoding of "fill_value" field within array metadata.
-* Changed encoding of compressor information within array metadata to be
-  consistent with representation of filter information.
+The V2 Specification has been migrated to its website →
+https://zarr-specs.readthedocs.io/.
diff --git a/docs/spec/v3.rst b/docs/spec/v3.rst
index bd8852707b..3d39f35ba6 100644
--- a/docs/spec/v3.rst
+++ b/docs/spec/v3.rst
@@ -1,7 +1,7 @@
 .. _spec_v3:
 
 Zarr Storage Specification Version 3
-=======================================================
+====================================
 
 The V3 Specification has been migrated to its website →
 https://zarr-specs.readthedocs.io/.
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index a40422490b..619392a175 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -774,7 +774,7 @@ the following code::
 
 Any other compatible storage class could be used in place of
 :class:`zarr.storage.DirectoryStore` in the code examples above. For example,
-here is an array stored directly into a Zip file, via the
+here is an array stored directly into a ZIP archive, via the
 :class:`zarr.storage.ZipStore` class::
 
     >>> store = zarr.ZipStore('data/example.zip', mode='w')
@@ -798,12 +798,12 @@ Re-open and check that data have been written::
            [42, 42, 42, ..., 42, 42, 42]], dtype=int32)
     >>> store.close()
 
-Note that there are some limitations on how Zip files can be used, because items
-within a Zip file cannot be updated in place. This means that data in the array
+Note that there are some limitations on how ZIP archives can be used, because items
+within a ZIP archive cannot be updated in place. This means that data in the array
 should only be written once and write operations should be aligned with chunk
 boundaries. Note also that the ``close()`` method must be called after writing
 any data to the store, otherwise essential records will not be written to the
-underlying zip file.
+underlying ZIP archive.
 
 Another storage alternative is the :class:`zarr.storage.DBMStore` class, added
 in Zarr version 2.2. This class allows any DBM-style database to be used for
@@ -846,7 +846,7 @@ respectively require the `redis-py <https://redis-py.readthedocs.io>`_ and
 `pymongo <https://api.mongodb.com/python/current/>`_ packages to be installed.
 
 For compatibility with the `N5 <https://github.com/saalfeldlab/n5>`_ data format, Zarr also provides
-an N5 backend (this is currently an experimental feature). Similar to the zip storage class, an
+an N5 backend (this is currently an experimental feature). Similar to the ZIP storage class, an
 :class:`zarr.n5.N5Store` can be instantiated directly::
 
     >>> store = zarr.N5Store('data/example.n5')
@@ -868,7 +868,7 @@ implementations of the ``MutableMapping`` interface for Amazon S3 (`S3Map
 Distributed File System (`HDFSMap
 <https://hdfs3.readthedocs.io/en/latest/api.html#hdfs3.mapping.HDFSMap>`_) and
 Google Cloud Storage (`GCSMap
-<http://gcsfs.readthedocs.io/en/latest/api.html#gcsfs.mapping.GCSMap>`_), which
+<https://gcsfs.readthedocs.io/en/latest/api.html#gcsfs.core.GCSFileSystem.get_mapper>`_), which
 can be used with Zarr.
 
 Here is an example using S3Map to read an array created previously::
@@ -1000,6 +1000,32 @@ separately from Zarr.
 
 .. _tutorial_copy:
 
+Accessing ZIP archives on S3
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+The built-in :class:`zarr.storage.ZipStore` will only work with paths on the local file-system; however
+it is possible to access ZIP-archived Zarr data on the cloud via the `ZipFileSystem <https://filesystem-spec.readthedocs.io/en/latest/_modules/fsspec/implementations/zip.html>`_
+class from ``fsspec``. The following example demonstrates how to access
+a ZIP-archived Zarr group on s3 using `s3fs <https://s3fs.readthedocs.io/en/latest/>`_ and ``ZipFileSystem``:
+
+    >>> s3_path = "s3://path/to/my.zarr.zip"
+    >>> 
+    >>> s3 = s3fs.S3FileSystem()
+    >>> f = s3.open(s3_path)
+    >>> fs = ZipFileSystem(f, mode="r")
+    >>> store = FSMap("", fs, check=False)
+    >>> 
+    >>> # caching may improve performance when repeatedly reading the same data
+    >>> cache = zarr.storage.LRUStoreCache(store, max_size=2**28)
+    >>> z = zarr.group(store=cache)
+
+This store can also be generated with ``fsspec``'s handler chaining, like so:
+
+    >>> store = zarr.storage.FSStore(url=f"zip::{s3_path}",  mode="r")
+
+This can be especially useful if you have a very large ZIP-archived Zarr array or group on s3
+and only need to access a small portion of it.
+
 Consolidating metadata
 ~~~~~~~~~~~~~~~~~~~~~~
 
@@ -1136,7 +1162,7 @@ re-compression, and so should be faster. E.g.::
      └── spam (100,) int64
     >>> new_root['foo/bar/baz'][:]
     array([ 0,  1,  2,  ..., 97, 98, 99])
-    >>> store2.close()  # zip stores need to be closed
+    >>> store2.close()  # ZIP stores need to be closed
 
 .. _tutorial_strings:
 
diff --git a/pyproject.toml b/pyproject.toml
index b77260b005..2bc2b526e8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -109,6 +109,7 @@ Homepage = "https://github.com/zarr-developers/zarr-python"
 exclude_lines = [
     "pragma: no cover",
     "pragma: ${PY_MAJOR_VERSION} no cover",
+    '.*\.\.\.' # Ignore "..." lines
 ]
 
 [tool.coverage.run]
diff --git a/v3-roadmap-and-design.md b/v3-roadmap-and-design.md
new file mode 100644
index 0000000000..696799e56f
--- /dev/null
+++ b/v3-roadmap-and-design.md
@@ -0,0 +1,429 @@
+# Zarr Python Roadmap
+
+- Status: draft
+- Author: Joe Hamman
+- Created On: October 31, 2023
+- Input from:
+    - Davis Bennett / @d-v-b
+    - Norman Rzepka / @normanrz
+    - Deepak Cherian @dcherian
+    - Brian Davis / @monodeldiablo
+    - Oliver McCormack / @olimcc
+    - Ryan Abernathey / @rabernat
+    - Jack Kelly / @JackKelly
+    - Martin Durrant / @martindurant
+
+## Introduction
+
+This document lays out a design proposal for version 3.0 of the [Zarr-Python](https://zarr.readthedocs.io/en/stable/) package. A specific focus of the design is to bring Zarr-Python's API up to date with the [Zarr V3 specification](https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html), with the hope of enabling the development of the many features and extensions that motivated the V3 Spec. The ideas presented here are expected to result in a major release of Zarr-Python (version 3.0) including significant a number of breaking API changes.
+For clarity, “V3” will be used to describe the version of the Zarr specification and “3.0” will be used to describe the release tag of the Zarr-Python project.
+
+### Current status of V3 in Zarr-Python
+
+During the development of the V3 Specification, a [prototype implementation](https://github.com/zarr-developers/zarr-python/pull/898) was added to the Zarr-Python library. Since that implementation, the V3 spec evolved in significant ways and as a result, the Zarr-Python library is now out of sync with the approved spec. Downstream libraries (e.g. [Xarray](https://github.com/pydata/xarray)) have added support for this implementation and will need to migrate to the accepted spec when its available in Zarr-Python.
+
+## Goals
+
+- Provide a complete implementation of Zarr V3 through the Zarr-Python API
+- Clear the way for exciting extensions / ZEPs (i.e. [sharding](https://zarr-specs.readthedocs.io/en/latest/v3/codecs/sharding-indexed/v1.0.html), [variable chunking](https://zarr.dev/zeps/draft/ZEP0003.html), etc.)
+- Provide a developer API that can be used to implement and register V3 extensions
+- Improve the performance of Zarr-Python by streamlining the interface between the Store layer and higher level APIs (e.g. Groups and Arrays)
+- Clean up the internal and user facing APIs 
+- Improve code quality and robustness (e.g. achieve 100% type hint coverage)
+- Align the Zarr-Python array API with the [array API Standard](https://data-apis.org/array-api/latest/)
+
+## Examples of what 3.0 will enable?
+1. Reading and writing V3 spec-compliant groups and arrays
+2. V3 extensions including sharding and variable chunking.
+3. Improved performance by leveraging concurrency when creating/reading/writing to stores (imagine a `create_hierarchy(zarr_objects)` function).
+4. User-developed extensions (e.g. storage-transformers) can be registered with Zarr-Python at runtime
+
+## Non-goals (of this document)
+
+- Implementation of any unaccepted Zarr V3 extensions
+- Major revisions to the Zarr V3 spec
+
+## Requirements
+
+1. Read and write spec compliant V2 and V3 data
+2. Limit unnecessary traffic to/from the store
+3. Cleanly define the Array/Group/Store abstractions
+4. Cleanly define how V2 will be supported going forward
+5. Provide a clear roadmap to help users upgrade to 3.0
+6. Developer tools / hooks for registering extensions
+
+## Design
+
+### Async API
+
+Zarr-Python is an IO library. As such, supporting concurrent action against the storage layer is critical to achieving acceptable performance. The Zarr-Python 2 was not designed with asynchronous computation in mind and as a result has struggled to effectively leverage the benefits of concurrency. At one point, `getitems` and `setitems` support was added to the Zarr store model but that is only used for operating on a set of chunks in a single variable. 
+
+With Zarr-Python 3.0, we have the opportunity to revisit this design. The proposal here is as follows:
+
+1. The `Store` interface will be entirely async. 
+2. On top of the async `Store` interface, we will provide an  `AsyncArray` and `AsyncGroup` interface.
+3. Finally, the primary user facing API will be synchronous `Array` and `Group` classes that wrap the async equivalents.
+
+**Examples**
+
+- **Store**
+    
+    ```python
+    class Store:
+        ...
+        async def get(self, key: str) -> bytes:
+            ...
+        async def get_partial_values(self, key_ranges: List[Tuple[str, Tuple[int, Optional[int]]]]) -> bytes:
+            ...
+    # (no sync interface here)
+    ``` 
+- **Array**
+    
+    ```python
+    class AsyncArray:
+        ...
+    
+        async def getitem(self, selection: Selection) -> np.ndarray:
+           # the core logic for getitem goes here
+    
+    class Array:
+        _async_array: AsyncArray
+    
+        def __getitem__(self, selection: Selection) -> np.ndarray:
+            return sync(self._async_array.getitem(selection))
+    ```
+- **Group**
+    
+    ```python
+    class AsyncGroup:
+        ...
+    
+        async def create_group(self, path: str, **kwargs) -> AsyncGroup:
+           # the core logic for create_group goes here
+    
+    class Group:
+        _async_group: AsyncGroup
+    
+        def create_group(self, path: str, **kwargs) -> Group:
+            return sync(self._async_group.create_group(path, **kwargs))
+    ```
+**Internal Synchronization API**
+
+With the `Store` and core `AsyncArray`/ `AsyncGroup` classes being predominantly async, Zarr-Python will need an internal API to provide a synchronous API. The proposal here is to use the approach in [fsspec](https://github.com/fsspec/filesystem_spec/blob/master/fsspec/asyn.py) to provide a high-level `sync` function that takes an `awaitable` and runs it in its managed IO Loop / thread. 
+
+**FAQ**
+1. Why two levels of Arrays/groups?
+  a. First, this is an intentional decision and departure from the current Zarrita implementation
+  b. The idea is that users rarely want to mix interfaces. Either they are working within an async context (currently quite rare) or they are in a typical synchronous context. 
+  c. Splitting the two will allow us to clearly define behavior on the `AsyncObj` and simply wrap it in the `SyncObj`.
+2. What if a store is only has a synchronous backend?
+  a. First off, this is expected to be a fairly rare occurrence. Most storage backends have async interfaces.
+  b. But in the event a storage backend doesn’t have a async interface, there is nothing wrong with putting synchronous code in `async` methods. There are approaches to enabling concurrent action through wrappers like AsyncIO's `loop.run_in_executor` ([ref 1](https://stackoverflow.com/questions/38865050/is-await-in-python3-cooperative-multitasking ), [ref 2](https://stackoverflow.com/a/43263397/732596), [ref 3](https://bbc.github.io/cloudfit-public-docs/asyncio/asyncio-part-5.html), [ref 4](https://docs.python.org/3/library/asyncio-eventloop.html#asyncio.loop.run_in_executor).  
+3. Will Zarr help manage the async contexts encouraged by some libraries (e.g. [AioBotoCore](https://aiobotocore.readthedocs.io/en/latest/tutorial.html#using-botocore))?
+  a. Many async IO libraries require entering an async context before interacting with the API. We expect some experimentation to be needed here but the initial design will follow something close to what fsspec does ([example in s3fs](https://github.com/fsspec/s3fs/blob/949442693ec940b35cda3420c17a864fbe426567/s3fs/core.py#L527)).
+4. Why not provide a synchronous Store interface?
+  a. We could but this design is simpler. It would mean supporting it in the `AsyncGroup` and `AsyncArray` classes which, may be more trouble than its worth. Storage backends that do not have an async API will be encouraged to wrap blocking calls in an async wrapper (e.g. `loop.run_in_executor`).
+
+### Store API
+
+The `Store` API is specified directly in the V3 specification. All V3 stores should implement this abstract API, omitting Write and List support as needed. As described above, all stores will be expected to expose the required methods as async methods.
+
+**Example**
+
+```python
+class ReadWriteStore:
+		...
+    async def get(self, key: str) -> bytes:
+        ...
+
+    async def get_partial_values(self, key_ranges: List[Tuple[str, int, int]) -> bytes:
+        ...
+		
+    async def set(self, key: str, value: Union[bytes, bytearray, memoryview]) -> None:
+        ...  # required for writable stores
+
+    async def set_partial_values(self, key_start_values: List[Tuple[str, int, Union[bytes, bytearray, memoryview]]]) -> None:
+        ...  # required for writable stores
+
+    async def list(self) -> List[str]:
+        ...  # required for listable stores
+
+    async def list_prefix(self, prefix: str) -> List[str]:
+        ...  # required for listable stores
+
+    async def list_dir(self, prefix: str) -> List[str]:
+        ...  # required for listable stores
+
+    # additional (optional methods)
+    async def getsize(self, prefix: str) -> int:
+        ...
+        
+    async def rename(self, src: str, dest: str) -> None
+        ...
+        
+```
+
+Recognizing that there are many Zarr applications today that rely on the `MutableMapping` interface supported by Zarr-Python 2, a wrapper store will be developed to allow existing stores to plug directly into this API.
+
+### Array API
+
+The user facing array interface will implement a subset of the [Array API Standard](https://data-apis.org/array-api/latest/). Most of the computational parts of the Array API Standard don’t fit into Zarr right now. That’s okay. What matters most is that we ensure we can give downstream applications a compliant API. 
+
+*Note, Zarr already does most of this so this is more about formalizing the relationship than a substantial change in API.*
+
+|  | Included | Not Included | Unknown / Maybe possible? |
+| --- | --- | --- | --- |
+| Attributes | `dtype` | `mT` | `device` |
+| | `ndim` | `T` | |
+| | `shape` | | |
+| | `size` | | |
+| Methods | `__getitem__` | `__array_namespace__` | `to_device` |
+| | `__setitem__` | `__abs__` | `__bool__` |
+| | `__eq__` | `__add__` | `__complex__` |
+| | `__bool__` | `__and__` | `__dlpack__` |
+| | | `__floordiv__` | `__dlpack_device__` |
+| | | `__ge__` | `__float__` |
+| | | `__gt__` | `__index__` |
+| | | `__invert__` | `__int__` |
+| | | `__le__` | |
+| | | `__lshift__` | |
+| | | `__lt__` | |
+| | | `__matmul__` | |
+| | | `__mod__` | |
+| | | `__mul__` | |
+| | | `__ne__` | |
+| | | `__neg__` | |
+| | | `__or__` | |
+| | | `__pos__` | |
+| | | `__pow__` | |
+| | | `__rshift__` | |
+| | | `__sub__` | |
+| | | `__truediv__` | |
+| | | `__xor__` | |
+| Creation functions (`zarr.creation`) | `zeros` | | `arange` |
+| | `zeros_like` | | `asarray` |
+| | `ones` | | `eye` |
+| | `ones_like` | | `from_dlpack` |
+| | `full` | | `linspace` |
+| | `full_like` | | `meshgrid` |
+| | `empty` | | `tril` |
+| | `empty_like` | | `triu` |
+
+In addition to the core array API defined above, the Array class should have the following Zarr specific properties:
+
+- `.metadata` (see Metadata Interface below)
+- `.attrs` - (pull from metadata object)
+- `.info` - (pull from existing property †)
+
+*† In Zarr-Python 2, the info property lists the store to identify initialized chunks. By default this will be turned off in 3.0 but will be configurable.*
+
+**Indexing**
+
+Zarr-Python currently supports `__getitem__` style indexing and the special `oindex` and `vindex` indexers. These are not part of the current Array API standard (see [data-apis/array-api\#669](https://github.com/data-apis/array-api/issues/669)) but they have been [proposed as a NEP](https://numpy.org/neps/nep-0021-advanced-indexing.html). Zarr-Python will maintain these in 3.0.
+
+We are also exploring a new high-level indexing API that will enabled optimized batch/concurrent loading of many chunks. We expect this to be important to enable performant loading of data in the context of sharding. See [this discussion](https://github.com/zarr-developers/zarr-python/discussions/1569) for more detail.
+
+Concurrent indexing across multiple arrays will be possible using the AsyncArray API.
+
+**Async and Sync Array APIs**
+
+Most the logic to support Zarr Arrays will live in the `AsyncArray` class. There are a few notable differences that should be called out.
+
+| Sync Method | Async Method |
+| --- | --- |
+| `__getitem__` | `getitem` |
+| `__setitem__` | `setitem` |
+| `__eq__` | `equals` |
+
+**Metadata interface**
+
+Zarr-Python 2.* closely mirrors the V2 spec metadata schema in the Array and Group classes. In 3.0, we plan to move the underlying metadata representation to a separate interface (e.g. `Array.metadata`). This interface will return either a `V2ArrayMetadata` or `V3ArrayMetadata` object (both will inherit from a parent `ArrayMetadataABC` class. The  `V2ArrayMetadata` and `V3ArrayMetadata` classes will be responsible for producing valid JSON representations of their metadata, and yielding a consistent view to the `Array` or `Group` class.
+
+### Group API
+
+The main question is how closely we should follow the existing Zarr-Python implementation / `MutableMapping` interface. The table below shows the primary `Group` methods in Zarr-Python 2 and attempts to identify if and how they would be implemented in 3.0.
+
+| V2 Group Methods | `AsyncGroup` | `Group` | `h5py_compat.Group`` |
+| --- | --- | --- | --- |
+| `__len__` | `length` | `__len__` | `__len__` |
+| `__iter__` | `__aiter__` | `__iter__` | `__iter__` |
+| `__contains__` | `contains` | `__contains__` | `__contains__` |
+| `__getitem__` | `getitem` | `__getitem__` | `__getitem__` |
+| `__enter__` | N/A | N/A | `__enter__` |
+| `__exit__` | N/A | N/A | `__exit__` |
+| `group_keys` | `group_keys` | `group_keys` | N/A |
+| `groups` | `groups` | `groups` | N/A |
+| `array_keys` | `array_key` | `array_keys` | N/A |
+| `arrays` | `arrays`* | `arrays` | N/A |
+| `visit` | ? | ? | `visit` |
+| `visitkeys` | ? | ? | ? |
+| `visitvalues` | ? | ? | ? |
+| `visititems` | ? | ? | `visititems` |
+| `tree` | `tree` | `tree` | `Both` |
+| `create_group` | `create_group` | `create_group` | `create_group` |
+| `require_group` | N/A | N/A | `require_group` |
+| `create_groups` | ? | ? | N/A |
+| `require_groups` | ? | ? | ? |
+| `create_dataset` | N/A | N/A | `create_dataset` |
+| `require_dataset` | N/A | N/A | `require_dataset` |
+| `create` | `create_array` | `create_array` | N/A |
+| `empty` | `empty` | `empty` | N/A |
+| `zeros` | `zeros` | `zeros` | N/A |
+| `ones` | `ones` | `ones` | N/A |
+| `full` | `full` | `full` | N/A |
+| `array` | `create_array` | `create_array` | N/A |
+| `empty_like` | `empty_like` | `empty_like` | N/A |
+| `zeros_like` | `zeros_like` | `zeros_like` | N/A |
+| `ones_like` | `ones_like` | `ones_like` | N/A |
+| `full_like` | `full_like` | `full_like` | N/A |
+| `move` | `move` | `move` | `move` |
+
+**`zarr.h5compat.Group`**
+
+Zarr-Python 2.* made an attempt to align its API with that of [h5py](https://docs.h5py.org/en/stable/index.html). With 3.0, we will relax this alignment in favor of providing an explicit compatibility module (`zarr.h5py_compat`). This module will expose the `Group` and `Dataset` APIs that map to Zarr-Python’s `Group` and `Array` objects. 
+
+### Creation API
+
+Zarr-Python 2.* bundles together the creation and serialization of Zarr objects. Zarr-Python 3.* will make it possible to create objects in memory separate from serializing them. This will specifically enable writing hierarchies of Zarr objects in a single batch step. For example:
+
+```python
+
+arr1 = Array(shape=(10, 10), path="foo/bar", dtype="i4", store=store)
+arr2 = Array(shape=(10, 10), path="foo/spam", dtype="f8", store=store)
+
+arr1.save()
+arr2.save()
+
+# or equivalently
+
+zarr.save_many([arr1 ,arr2])
+```
+
+*Note: this batch creation API likely needs additional design effort prior to implementation.*
+
+### Plugin API
+
+Zarr V3 was designed to be extensible at multiple layers. Zarr-Python will support these extensions through a combination of [Abstract Base Classes](https://docs.python.org/3/library/abc.html) (ABCs) and [Entrypoints](https://packaging.python.org/en/latest/specifications/entry-points/). 
+
+**ABCs**
+
+Zarr V3 will expose Abstract base classes for the following objects:
+
+- `Store`, `ReadStore`, `ReadWriteStore`, `ReadListStore`, and `ReadWriteListStore`
+- `BaseArray`, `SynchronousArray`, and `AsynchronousArray`
+- `BaseGroup`, `SynchronousGroup`, and `AsynchronousGroup`
+- `Codec`, `ArrayArrayCodec`, `ArrayBytesCodec`, `BytesBytesCodec`
+
+**Entrypoints**
+
+Lots more thinking here but the idea here is to provide entrypoints for `data type`, `chunk grid`, `chunk key encoding`, `codecs`,  `storage_transformers` and `stores`.  These might look something like:
+
+```
+entry_points="""
+    [zarr.codecs]
+    blosc_codec=codec_plugin:make_blosc_codec
+    zlib_codec=codec_plugin:make_zlib_codec
+"""
+```
+
+### Python type hints and static analysis
+
+Target 100% Mypy coverage in 3.0 source. 
+
+### Observability
+
+A persistent problem in Zarr-Python is diagnosing problems that span many parts of the stack. To address this in 3.0, we will add a basic logging framework that can be used to debug behavior at various levels of the stack. We propose to add the separate loggers for the following namespaces:
+
+- `array`
+- `group`
+- `store`
+- `codec`
+
+These should be documented such that users know how to activate them and developers know how to use them when developing extensions.
+
+### Dependencies
+
+Today, Zarr-Python has the following required dependencies:
+
+```python
+dependencies = [
+    'asciitree',
+    'numpy>=1.20,!=1.21.0',
+    'fasteners',
+    'numcodecs>=0.10.0',
+]
+```
+
+What other dependencies should be considered?
+
+1. Attrs - Zarrita makes extensive use of the Attrs library
+2. Fsspec - Zarrita has a hard dependency on Fsspec. This could be easily relaxed though.
+
+## Breaking changes relative to Zarr-Python 2.*
+
+1. H5py compat moved to a stand alone module?
+2. `Group.__getitem__` support moved to `Group.members.__getitem__`?
+3. Others? 
+
+## Open questions
+
+1. How to treat V2
+    a. Note: Zarrita currently implements a separate `V2Array` and `V3Array` classes. This feels less than ideal.
+    b. We could easily convert metadata from v2 to the V3 Array, but what about writing? 
+    c. Ideally, we don’t have completely separate code paths. But if its too complicated to support both within one interface, its probably better.
+2. How and when to remove the current implementation of V3.
+    a. It's hidden behind a hard-to-use feature flag so we probably don't need to do anything.
+4. How to model runtime configuration?
+5. Which extensions belong in Zarr-Python and which belong in separate packages?
+    a. We don't need to take a strong position on this here. It's likely that someone will want to put Sharding in. That will be useful to develop in parallel because it will give us a good test case for the plugin interface.
+
+## Testing
+
+Zarr-python 3.0 adds a major new dimension to Zarr: Async support. This also comes with a compatibility risk, we will need to thoroughly test support in key execution environments. Testing plan:
+- Reuse the existing test suite for testing the `v3` API.
+    - `xfail` tests that expose breaking changes with `3.0 - breaking change` description. This will help identify additional and/or unintentional breaking changes
+    - Rework tests that were only testing internal APIs.
+- Add a set of functional / integration tests targeting real-world workflows in various contexts (e.g. w/ Dask)
+
+## Development process
+
+Zarr-Python 3.0 will introduce a number of new APIs and breaking changes to existing APIs. In order to facilitate ongoing support for Zarr-Python 2.*, we will take on the following development process:
+
+- Create a `v3` branch that can be use for developing the core functionality apart from the `main` branch. This will allow us to support ongoing work and bug fixes on the `main` branch.
+- Put the `3.0` APIs inside a `zarr.v3` module. Imports from this namespace will all be new APIs that users can develop and test against once the `v3` branch is merged to `main`.
+- Kickstart the process by pulling in the current state of `zarrita` - which has many of the features described in this design.
+- Release a series of 2.* releases with the `v3` namespace
+- When `v3` is complete, move contents of `v3` to the package root
+
+**Milestones**
+
+Below are a set of specific milestones leading toward the completion of this process. As work begins, we expect this list to grow in specificity.
+
+1. Port current version of Zarrita to Zarr-Python
+2. Formalize Async interface by splitting `Array` and `Group` objects into Sync and Async versions
+4. Implement "fancy" indexing operations on the `AsyncArray`
+6. Implement an abstract base class for the `Store` interface and a wrapper `Store` to make use of existing `MutableMapping` stores. 
+7. Rework the existing unit test suite to use the `v3` namespace.
+8. Develop a plugin interface for extensions
+9. Develop a set of functional and integration tests
+10. Work with downstream libraries (Xarray, Dask, etc.) to test new APIs 
+
+## TODOs
+
+The following subjects are not covered in detail above but perhaps should be. Including them here so they are not forgotten.
+
+1. [Store] Should Zarr provide an API for caching objects after first read/list/etc. Read only stores?
+2. [Array] buffer protocol support
+3. [Array] `meta_array` support
+4. [Extensions] Define how Zarr-Python will consume the various plugin types
+5. [Misc] H5py compatibility requires a bit more work and a champion to drive it forward.
+6. [Misc] Define `chunk_store` API in 3.0
+7. [Misc] Define `synchronizer` API in 3.0
+
+## References
+
+1. [Zarr-Python repository](https://github.com/zarr-developers/zarr-python)
+2. [Zarr core specification (version 3.0) — Zarr specs  documentation](https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html#)
+3. [Zarrita repository](https://github.com/scalableminds/zarrita)
+4. [Async-Zarr](https://github.com/martindurant/async-zarr)
+5. [Zarr-Python Discussion Topic](https://github.com/zarr-developers/zarr-python/discussions/1569)

From 124640aef093ffdd6bf8d23e15d7559620d506df Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 11 Oct 2024 15:13:40 -0700
Subject: [PATCH 0765/1078] Revert "V3 main sync w/ merge (#2335)" (#2339)

This reverts commit ce5f53e3482727b7133def725af24576057aa164.
---
 .github/ISSUE_TEMPLATE/bug_report.yml |   2 +-
 .github/workflows/releases.yml        |   2 +-
 LICENSE.txt                           |   2 +-
 README.md                             |   6 +-
 TEAM.md                               |  29 --
 docs/conf.py                          |  16 +-
 docs/index.rst                        |   4 +-
 docs/installation.rst                 |   5 -
 docs/release.rst                      |  33 --
 docs/spec/v1.rst                      | 267 +++++++++++-
 docs/spec/v2.rst                      | 562 +++++++++++++++++++++++++-
 docs/spec/v3.rst                      |   2 +-
 docs/tutorial.rst                     |  40 +-
 pyproject.toml                        |   1 -
 v3-roadmap-and-design.md              | 429 --------------------
 15 files changed, 851 insertions(+), 549 deletions(-)
 delete mode 100644 TEAM.md
 delete mode 100644 v3-roadmap-and-design.md

diff --git a/.github/ISSUE_TEMPLATE/bug_report.yml b/.github/ISSUE_TEMPLATE/bug_report.yml
index 705cd31cb5..2e11f14613 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.yml
+++ b/.github/ISSUE_TEMPLATE/bug_report.yml
@@ -27,7 +27,7 @@ body:
     attributes:
       label: Python Version
       description: Version of Python interpreter
-      placeholder: 3.10, 3.11, 3.12 etc.
+      placeholder: 3.8.5, 3.9, 3.10, etc.
     validations:
       required: true
   - type: input
diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index bab53958dc..f694039ce7 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -16,7 +16,7 @@ jobs:
           submodules: true
           fetch-depth: 0
 
-      - uses: actions/setup-python@v5.2.0
+      - uses: actions/setup-python@v5
         name: Install Python
         with:
           python-version: '3.11'
diff --git a/LICENSE.txt b/LICENSE.txt
index a4de1c39d3..850a0d8772 100644
--- a/LICENSE.txt
+++ b/LICENSE.txt
@@ -1,6 +1,6 @@
 The MIT License (MIT)
 
-Copyright (c) 2015-2024 Zarr Developers <https://github.com/zarr-developers>
+Copyright (c) 2015-2023 Zarr Developers <https://github.com/zarr-developers>
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
diff --git a/README.md b/README.md
index e379c9719f..b035ffa597 100644
--- a/README.md
+++ b/README.md
@@ -70,10 +70,10 @@
   </td>
 </tr>
 <tr>
-	<td>Zulip</td>
+	<td>Gitter</td>
 	<td>
-		<a href="https://ossci.zulipchat.com/">
-		<img src="https://img.shields.io/badge/zulip-join_chat-brightgreen.svg" />
+		<a href="https://gitter.im/zarr-developers/community">
+		<img src="https://badges.gitter.im/zarr-developers/community.svg" />
 		</a>
 	</td>
 </tr>
diff --git a/TEAM.md b/TEAM.md
deleted file mode 100644
index e6975d7c04..0000000000
--- a/TEAM.md
+++ /dev/null
@@ -1,29 +0,0 @@
-## Active core-developers
-- @joshmoore (Josh Moore)
-- @jni (Juan Nunez-Iglesias)
-- @rabernat (Ryan Abernathey)
-- @jhamman (Joe Hamman)
-- @d-v-b (Davis Bennett)
-- @jakirkham (jakirkham)
-- @martindurant (Martin Durant)
-- @normanrz (Norman Rzepka)
-- @dstansby (David Stansby)
-- @dcherian (Deepak Cherian)
-- @TomAugspurger (Tom Augspurger)
-
-## Emeritus core-developers
-- @alimanfoo (Alistair Miles)
-- @shoyer (Stephan Hoyer)
-- @ryan-williams (Ryan Williams)
-- @jrbourbeau (James Bourbeau)
-- @mzjp2 (Zain Patel)
-- @grlee77 (Gregory Lee)
-
-## Former core-developers
-- @jeromekelleher (Jerome Kelleher)
-- @tjcrone (Tim Crone)
-- @funkey (Jan Funke)
-- @shikharsg
-- @Carreau (Matthias Bussonnier)
-- @dazzag24
-- @WardF (Ward Fisher)
diff --git a/docs/conf.py b/docs/conf.py
index 0a328ac25f..ec85098372 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -19,8 +19,11 @@
 
 import sphinx.application
 
-from importlib.metadata import version as get_version
-
+# The version info for the project you're documenting, acts as replacement for
+# |version| and |release|, also used in various other places throughout the
+# built documents.
+#
+# The short X.Y version.
 import zarr
 import sphinx
 
@@ -76,11 +79,12 @@
 
 # General information about the project.
 project = "zarr"
-copyright = "2024, Zarr Developers"
+copyright = "2023, Zarr Developers"
 author = "Zarr Developers"
 
-version = get_version("zarr")
-release = get_version("zarr")
+version = zarr.__version__
+# The full version, including alpha/beta/rc tags.
+release = zarr.__version__
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
@@ -201,7 +205,7 @@ def setup(app: sphinx.application.Sphinx) -> None:
 # html_use_smartypants = True
 
 # Custom sidebar templates, maps document names to template names.
-html_sidebars = {"tutorial": []}
+# html_sidebars = {}
 
 # Additional templates that should be rendered to pages, maps page names to
 # template names.
diff --git a/docs/index.rst b/docs/index.rst
index 6b90b5a773..8e1b0740cf 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -19,13 +19,13 @@ Zarr-Python
 
 **Version**: |version|
 
-**Download documentation**: `PDF/Zipped HTML <https://readthedocs.org/projects/zarr/downloads/>`_
+**Download documentation**: `PDF/Zipped HTML/EPUB <https://readthedocs.org/projects/zarr/downloads/>`_
 
 **Useful links**:
 `Installation <installation.html>`_ |
 `Source Repository <https://github.com/zarr-developers/zarr-python>`_ |
 `Issue Tracker <https://github.com/zarr-developers/zarr-python/issues>`_ |
-`Zulip Chat <https://ossci.zulipchat.com/>`_
+`Gitter <https://gitter.im/zarr-developers/community>`_
 
 Zarr is a file storage format for chunked, compressed, N-dimensional arrays based on an open-source specification.
 
diff --git a/docs/installation.rst b/docs/installation.rst
index 86da6d1035..3d4ac41072 100644
--- a/docs/installation.rst
+++ b/docs/installation.rst
@@ -6,11 +6,6 @@ Zarr depends on NumPy. It is generally best to `install NumPy
 appropriate for your operating system and Python distribution. Other dependencies should be
 installed automatically if using one of the installation methods below.
 
-Note: Zarr has endorsed `Scientific-Python SPEC 0 <https://scientific-python.org/specs/spec-0000/>`_ and now follows the version support window as outlined below: 
-
-- Python: 36 months after initial release
-- Core package dependencies (e.g. NumPy): 24 months after initial release
-
 Install Zarr from PyPI::
 
     $ pip install zarr
diff --git a/docs/release.rst b/docs/release.rst
index 0b6775c4a6..5c3a43a148 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -303,39 +303,6 @@ Documentation
 * doc: update release notes for 3.0.0.alpha.
   By :user:`Joe Hamman <jhamman>` :issue:`1959`.
 
-.. _release_2.18.3:
-
-2.18.3
-------
-
-Enhancements
-~~~~~~~~~~~~
-* Added support for creating a copy of data when converting a `zarr.Array`
-  to a numpy array.
-  By :user:`David Stansby <dstansby>` (:issue:`2106`) and 
-  :user:`Joe Hamman <jhamman>` (:issue:`2123`).
-
-Maintenance
-~~~~~~~~~~~
-* Removed support for Python 3.9.
-  By :user:`David Stansby <dstansby>` (:issue:`2074`).
-
-* Fix a regression when using orthogonal indexing with a scalar.
-  By :user:`Deepak Cherian <dcherian>` :issue:`1931`
-
-* Added compatibility with NumPy 2.1.
-  By :user:`David Stansby <dstansby>`
-
-* Bump minimum NumPy version to 1.24.
-  :user:`Joe Hamman <jhamman>` (:issue:`2127`).
-
-Deprecations
-~~~~~~~~~~~~
-
-* Deprecate :class:`zarr.n5.N5Store` and :class:`zarr.n5.N5FSStore`. These
-  stores are slated to be removed in Zarr Python 3.0.
-  By :user:`Joe Hamman <jhamman>` :issue:`2085`.
-
 .. _release_2.18.2:
 
 2.18.2
diff --git a/docs/spec/v1.rst b/docs/spec/v1.rst
index 27a0490e0a..13f68ef36e 100644
--- a/docs/spec/v1.rst
+++ b/docs/spec/v1.rst
@@ -3,5 +3,268 @@
 Zarr Storage Specification Version 1
 ====================================
 
-The V1 Specification has been migrated to its website →
-https://zarr-specs.readthedocs.io/.
+This document provides a technical specification of the protocol and
+format used for storing a Zarr array. The key words "MUST", "MUST
+NOT", "REQUIRED", "SHALL", "SHALL NOT", "SHOULD", "SHOULD NOT",
+"RECOMMENDED", "MAY", and "OPTIONAL" in this document are to be
+interpreted as described in `RFC 2119
+<https://www.ietf.org/rfc/rfc2119.txt>`_.
+
+Status
+------
+
+This specification is deprecated. See :ref:`spec` for the latest version.
+
+Storage
+-------
+
+A Zarr array can be stored in any storage system that provides a
+key/value interface, where a key is an ASCII string and a value is an
+arbitrary sequence of bytes, and the supported operations are read
+(get the sequence of bytes associated with a given key), write (set
+the sequence of bytes associated with a given key) and delete (remove
+a key/value pair).
+
+For example, a directory in a file system can provide this interface,
+where keys are file names, values are file contents, and files can be
+read, written or deleted via the operating system. Equally, an S3
+bucket can provide this interface, where keys are resource names,
+values are resource contents, and resources can be read, written or
+deleted via HTTP.
+
+Below an "array store" refers to any system implementing this
+interface.
+
+Metadata
+--------
+
+Each array requires essential configuration metadata to be stored,
+enabling correct interpretation of the stored data. This metadata is
+encoded using JSON and stored as the value of the 'meta' key within an
+array store.
+
+The metadata resource is a JSON object. The following keys MUST be
+present within the object:
+
+zarr_format
+    An integer defining the version of the storage specification to which the
+    array store adheres.
+shape
+    A list of integers defining the length of each dimension of the array.
+chunks
+    A list of integers defining the length of each dimension of a chunk of the
+    array. Note that all chunks within a Zarr array have the same shape.
+dtype
+    A string or list defining a valid data type for the array. See also
+    the subsection below on data type encoding.
+compression
+    A string identifying the primary compression library used to compress
+    each chunk of the array.
+compression_opts
+    An integer, string or dictionary providing options to the primary
+    compression library.
+fill_value
+    A scalar value providing the default value to use for uninitialized
+    portions of the array.
+order
+    Either 'C' or 'F', defining the layout of bytes within each chunk of the
+    array. 'C' means row-major order, i.e., the last dimension varies fastest;
+    'F' means column-major order, i.e., the first dimension varies fastest.
+
+Other keys MAY be present within the metadata object however they MUST
+NOT alter the interpretation of the required fields defined above.
+
+For example, the JSON object below defines a 2-dimensional array of
+64-bit little-endian floating point numbers with 10000 rows and 10000
+columns, divided into chunks of 1000 rows and 1000 columns (so there
+will be 100 chunks in total arranged in a 10 by 10 grid). Within each
+chunk the data are laid out in C contiguous order, and each chunk is
+compressed using the Blosc compression library::
+
+    {
+        "chunks": [
+            1000,
+            1000
+        ],
+        "compression": "blosc",
+        "compression_opts": {
+            "clevel": 5,
+            "cname": "lz4",
+            "shuffle": 1
+        },
+        "dtype": "<f8",
+        "fill_value": null,
+        "order": "C",
+        "shape": [
+            10000,
+            10000
+        ],
+        "zarr_format": 1
+    }
+
+Data type encoding
+~~~~~~~~~~~~~~~~~~
+
+Simple data types are encoded within the array metadata resource as a
+string, following the `NumPy array protocol type string (typestr)
+format
+<numpy:arrays.interface>`_. The
+format consists of 3 parts: a character describing the byteorder of
+the data (``<``: little-endian, ``>``: big-endian, ``|``:
+not-relevant), a character code giving the basic type of the array,
+and an integer providing the number of bytes the type uses. The byte
+order MUST be specified. E.g., ``"<f8"``, ``">i4"``, ``"|b1"`` and
+``"|S12"`` are valid data types.
+
+Structure data types (i.e., with multiple named fields) are encoded as
+a list of two-element lists, following `NumPy array protocol type
+descriptions (descr)
+<numpy:arrays.interface>`_.
+For example, the JSON list ``[["r", "|u1"], ["g", "|u1"], ["b",
+"|u1"]]`` defines a data type composed of three single-byte unsigned
+integers labelled 'r', 'g' and 'b'.
+
+Chunks
+------
+
+Each chunk of the array is compressed by passing the raw bytes for the
+chunk through the primary compression library to obtain a new sequence
+of bytes comprising the compressed chunk data. No header is added to
+the compressed bytes or any other modification made. The internal
+structure of the compressed bytes will depend on which primary
+compressor was used. For example, the `Blosc compressor
+<https://github.com/Blosc/c-blosc/blob/main/README_HEADER.rst>`_
+produces a sequence of bytes that begins with a 16-byte header
+followed by compressed data.
+
+The compressed sequence of bytes for each chunk is stored under a key
+formed from the index of the chunk within the grid of chunks
+representing the array. To form a string key for a chunk, the indices
+are converted to strings and concatenated with the period character
+('.') separating each index. For example, given an array with shape
+(10000, 10000) and chunk shape (1000, 1000) there will be 100 chunks
+laid out in a 10 by 10 grid. The chunk with indices (0, 0) provides
+data for rows 0-999 and columns 0-999 and is stored under the key
+'0.0'; the chunk with indices (2, 4) provides data for rows 2000-2999
+and columns 4000-4999 and is stored under the key '2.4'; etc.
+
+There is no need for all chunks to be present within an array
+store. If a chunk is not present then it is considered to be in an
+uninitialized state.  An uninitialized chunk MUST be treated as if it
+was uniformly filled with the value of the 'fill_value' field in the
+array metadata. If the 'fill_value' field is ``null`` then the
+contents of the chunk are undefined.
+
+Note that all chunks in an array have the same shape. If the length of
+any array dimension is not exactly divisible by the length of the
+corresponding chunk dimension then some chunks will overhang the edge
+of the array. The contents of any chunk region falling outside the
+array are undefined.
+
+Attributes
+----------
+
+Each array can also be associated with custom attributes, which are
+simple key/value items with application-specific meaning. Custom
+attributes are encoded as a JSON object and stored under the 'attrs'
+key within an array store. Even if the attributes are empty, the
+'attrs' key MUST be present within an array store.
+
+For example, the JSON object below encodes three attributes named
+'foo', 'bar' and 'baz'::
+
+    {
+        "foo": 42,
+        "bar": "apples",
+        "baz": [1, 2, 3, 4]
+    }
+
+Example
+-------
+
+Below is an example of storing a Zarr array, using a directory on the
+local file system as storage.
+
+Initialize the store::
+
+    >>> import zarr
+    >>> store = zarr.DirectoryStore('example.zarr')
+    >>> zarr.init_store(store, shape=(20, 20), chunks=(10, 10),
+    ...                 dtype='i4', fill_value=42, compression='zlib',
+    ...                 compression_opts=1, overwrite=True)
+
+No chunks are initialized yet, so only the 'meta' and 'attrs' keys
+have been set::
+
+    >>> import os
+    >>> sorted(os.listdir('example.zarr'))
+    ['attrs', 'meta']
+
+Inspect the array metadata::
+
+    >>> print(open('example.zarr/meta').read())
+    {
+        "chunks": [
+            10,
+            10
+        ],
+        "compression": "zlib",
+        "compression_opts": 1,
+        "dtype": "<i4",
+        "fill_value": 42,
+        "order": "C",
+        "shape": [
+            20,
+            20
+        ],
+        "zarr_format": 1
+    }
+
+Inspect the array attributes::
+
+    >>> print(open('example.zarr/attrs').read())
+    {}
+
+Set some data::
+
+    >>> z = zarr.Array(store)
+    >>> z[0:10, 0:10] = 1
+    >>> sorted(os.listdir('example.zarr'))
+    ['0.0', 'attrs', 'meta']
+
+Set some more data::
+
+    >>> z[0:10, 10:20] = 2
+    >>> z[10:20, :] = 3
+    >>> sorted(os.listdir('example.zarr'))
+    ['0.0', '0.1', '1.0', '1.1', 'attrs', 'meta']
+
+Manually decompress a single chunk for illustration::
+
+    >>> import zlib
+    >>> b = zlib.decompress(open('example.zarr/0.0', 'rb').read())
+    >>> import numpy as np
+    >>> a = np.frombuffer(b, dtype='<i4')
+    >>> a
+    array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
+           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
+           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
+           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
+           1, 1, 1, 1, 1, 1, 1, 1], dtype=int32)
+
+Modify the array attributes::
+
+    >>> z.attrs['foo'] = 42
+    >>> z.attrs['bar'] = 'apples'
+    >>> z.attrs['baz'] = [1, 2, 3, 4]
+    >>> print(open('example.zarr/attrs').read())
+    {
+        "bar": "apples",
+        "baz": [
+            1,
+            2,
+            3,
+            4
+        ],
+        "foo": 42
+    }
diff --git a/docs/spec/v2.rst b/docs/spec/v2.rst
index deb6d46ce6..c1e12e1218 100644
--- a/docs/spec/v2.rst
+++ b/docs/spec/v2.rst
@@ -3,5 +3,563 @@
 Zarr Storage Specification Version 2
 ====================================
 
-The V2 Specification has been migrated to its website →
-https://zarr-specs.readthedocs.io/.
+This document provides a technical specification of the protocol and format
+used for storing Zarr arrays. The key words "MUST", "MUST NOT", "REQUIRED",
+"SHALL", "SHALL NOT", "SHOULD", "SHOULD NOT", "RECOMMENDED", "MAY", and
+"OPTIONAL" in this document are to be interpreted as described in `RFC 2119
+<https://www.ietf.org/rfc/rfc2119.txt>`_.
+
+Status
+------
+
+This specification is the latest version. See :ref:`spec` for previous
+versions.
+
+.. _spec_v2_storage:
+
+Storage
+-------
+
+A Zarr array can be stored in any storage system that provides a key/value
+interface, where a key is an ASCII string and a value is an arbitrary sequence
+of bytes, and the supported operations are read (get the sequence of bytes
+associated with a given key), write (set the sequence of bytes associated with
+a given key) and delete (remove a key/value pair).
+
+For example, a directory in a file system can provide this interface, where
+keys are file names, values are file contents, and files can be read, written
+or deleted via the operating system. Equally, an S3 bucket can provide this
+interface, where keys are resource names, values are resource contents, and
+resources can be read, written or deleted via HTTP.
+
+Below an "array store" refers to any system implementing this interface.
+
+.. _spec_v2_array:
+
+Arrays
+------
+
+.. _spec_v2_array_metadata:
+
+Metadata
+~~~~~~~~
+
+Each array requires essential configuration metadata to be stored, enabling
+correct interpretation of the stored data. This metadata is encoded using JSON
+and stored as the value of the ".zarray" key within an array store.
+
+The metadata resource is a JSON object. The following keys MUST be present
+within the object:
+
+zarr_format
+    An integer defining the version of the storage specification to which the
+    array store adheres.
+shape
+    A list of integers defining the length of each dimension of the array.
+chunks
+    A list of integers defining the length of each dimension of a chunk of the
+    array. Note that all chunks within a Zarr array have the same shape.
+dtype
+    A string or list defining a valid data type for the array. See also
+    the subsection below on data type encoding.
+compressor
+    A JSON object identifying the primary compression codec and providing
+    configuration parameters, or ``null`` if no compressor is to be used.
+    The object MUST contain an ``"id"`` key identifying the codec to be used.
+fill_value
+    A scalar value providing the default value to use for uninitialized
+    portions of the array, or ``null`` if no fill_value is to be used.
+order
+    Either "C" or "F", defining the layout of bytes within each chunk of the
+    array. "C" means row-major order, i.e., the last dimension varies fastest;
+    "F" means column-major order, i.e., the first dimension varies fastest.
+filters
+    A list of JSON objects providing codec configurations, or ``null`` if no
+    filters are to be applied. Each codec configuration object MUST contain a
+    ``"id"`` key identifying the codec to be used.
+
+The following keys MAY be present within the object:
+
+dimension_separator
+    If present, either the string ``"."`` or ``"/"`` defining the separator placed
+    between the dimensions of a chunk. If the value is not set, then the
+    default MUST be assumed to be ``"."``, leading to chunk keys of the form "0.0".
+    Arrays defined with ``"/"`` as the dimension separator can be considered to have
+    nested, or hierarchical, keys of the form "0/0" that SHOULD where possible
+    produce a directory-like structure.
+
+Other keys SHOULD NOT be present within the metadata object and SHOULD be
+ignored by implementations.
+
+For example, the JSON object below defines a 2-dimensional array of 64-bit
+little-endian floating point numbers with 10000 rows and 10000 columns, divided
+into chunks of 1000 rows and 1000 columns (so there will be 100 chunks in total
+arranged in a 10 by 10 grid). Within each chunk the data are laid out in C
+contiguous order. Each chunk is encoded using a delta filter and compressed
+using the Blosc compression library prior to storage::
+
+    {
+        "chunks": [
+            1000,
+            1000
+        ],
+        "compressor": {
+            "id": "blosc",
+            "cname": "lz4",
+            "clevel": 5,
+            "shuffle": 1
+        },
+        "dtype": "<f8",
+        "fill_value": "NaN",
+        "filters": [
+            {"id": "delta", "dtype": "<f8", "astype": "<f4"}
+        ],
+        "order": "C",
+        "shape": [
+            10000,
+            10000
+        ],
+        "zarr_format": 2
+    }
+
+.. _spec_v2_array_dtype:
+
+Data type encoding
+~~~~~~~~~~~~~~~~~~
+
+Simple data types are encoded within the array metadata as a string,
+following the :ref:`NumPy array protocol type string (typestr) format
+<numpy:arrays.interface>`. The format
+consists of 3 parts:
+
+* One character describing the byteorder of the data (``"<"``: little-endian;
+  ``">"``: big-endian; ``"|"``: not-relevant)
+* One character code giving the basic type of the array (``"b"``: Boolean (integer
+  type where all values are only True or False); ``"i"``: integer; ``"u"``: unsigned
+  integer; ``"f"``: floating point; ``"c"``: complex floating point; ``"m"``: timedelta;
+  ``"M"``: datetime; ``"S"``: string (fixed-length sequence of char); ``"U"``: unicode
+  (fixed-length sequence of Py_UNICODE); ``"V"``: other (void * – each item is a
+  fixed-size chunk of memory))
+* An integer specifying the number of bytes the type uses.
+
+The byte order MUST be specified. E.g., ``"<f8"``, ``">i4"``, ``"|b1"`` and
+``"|S12"`` are valid data type encodings.
+
+For datetime64 ("M") and timedelta64 ("m") data types, these MUST also include the
+units within square brackets. A list of valid units and their definitions are given in
+the :ref:`NumPy documentation on Datetimes and Timedeltas
+<numpy:arrays.dtypes.dateunits>`.
+For example, ``"<M8[ns]"`` specifies a datetime64 data type with nanosecond time units.
+
+Structured data types (i.e., with multiple named fields) are encoded
+as a list of lists, following :ref:`NumPy array protocol type descriptions
+(descr)
+<numpy:arrays.interface>`. Each
+sub-list has the form ``[fieldname, datatype, shape]`` where ``shape``
+is optional. ``fieldname`` is a string, ``datatype`` is a string
+specifying a simple data type (see above), and ``shape`` is a list of
+integers specifying subarray shape. For example, the JSON list below
+defines a data type composed of three single-byte unsigned integer
+fields named "r", "g" and "b"::
+
+    [["r", "|u1"], ["g", "|u1"], ["b", "|u1"]]
+
+For example, the JSON list below defines a data type composed of three
+fields named "x", "y" and "z", where "x" and "y" each contain 32-bit
+floats, and each item in "z" is a 2 by 2 array of floats::
+
+    [["x", "<f4"], ["y", "<f4"], ["z", "<f4", [2, 2]]]
+
+Structured data types may also be nested, e.g., the following JSON
+list defines a data type with two fields "foo" and "bar", where "bar"
+has two sub-fields "baz" and "qux"::
+
+    [["foo", "<f4"], ["bar", [["baz", "<f4"], ["qux", "<i4"]]]]
+
+.. _spec_v2_array_fill_value:
+
+Fill value encoding
+~~~~~~~~~~~~~~~~~~~
+
+For simple floating point data types, the following table MUST be used to
+encode values of the "fill_value" field:
+
+=================  ===============
+Value              JSON encoding
+=================  ===============
+Not a Number       ``"NaN"``
+Positive Infinity  ``"Infinity"``
+Negative Infinity  ``"-Infinity"``
+=================  ===============
+
+If an array has a fixed length byte string data type (e.g., ``"|S12"``), or a
+structured data type, and if the fill value is not null, then the fill value
+MUST be encoded as an ASCII string using the standard Base64 alphabet.
+
+.. _spec_v2_array_chunks:
+
+Chunks
+~~~~~~
+
+Each chunk of the array is compressed by passing the raw bytes for the chunk
+through the primary compression library to obtain a new sequence of bytes
+comprising the compressed chunk data. No header is added to the compressed
+bytes or any other modification made. The internal structure of the compressed
+bytes will depend on which primary compressor was used. For example, the `Blosc
+compressor <https://github.com/Blosc/c-blosc/blob/main/README_CHUNK_FORMAT.rst>`_
+produces a sequence of bytes that begins with a 16-byte header followed by
+compressed data.
+
+The compressed sequence of bytes for each chunk is stored under a key formed
+from the index of the chunk within the grid of chunks representing the array.
+To form a string key for a chunk, the indices are converted to strings and
+concatenated with the period character (".") separating each index. For
+example, given an array with shape (10000, 10000) and chunk shape (1000, 1000)
+there will be 100 chunks laid out in a 10 by 10 grid. The chunk with indices
+(0, 0) provides data for rows 0-999 and columns 0-999 and is stored under the
+key "0.0"; the chunk with indices (2, 4) provides data for rows 2000-2999 and
+columns 4000-4999 and is stored under the key "2.4"; etc.
+
+There is no need for all chunks to be present within an array store. If a chunk
+is not present then it is considered to be in an uninitialized state.  An
+uninitialized chunk MUST be treated as if it was uniformly filled with the value
+of the "fill_value" field in the array metadata. If the "fill_value" field is
+``null`` then the contents of the chunk are undefined.
+
+Note that all chunks in an array have the same shape. If the length of any
+array dimension is not exactly divisible by the length of the corresponding
+chunk dimension then some chunks will overhang the edge of the array. The
+contents of any chunk region falling outside the array are undefined.
+
+.. _spec_v2_array_filters:
+
+Filters
+~~~~~~~
+
+Optionally a sequence of one or more filters can be used to transform chunk
+data prior to compression. When storing data, filters are applied in the order
+specified in array metadata to encode data, then the encoded data are passed to
+the primary compressor. When retrieving data, stored chunk data are
+decompressed by the primary compressor then decoded using filters in the
+reverse order.
+
+.. _spec_v2_hierarchy:
+
+Hierarchies
+-----------
+
+.. _spec_v2_hierarchy_paths:
+
+Logical storage paths
+~~~~~~~~~~~~~~~~~~~~~
+
+Multiple arrays can be stored in the same array store by associating each array
+with a different logical path. A logical path is simply an ASCII string. The
+logical path is used to form a prefix for keys used by the array. For example,
+if an array is stored at logical path "foo/bar" then the array metadata will be
+stored under the key "foo/bar/.zarray", the user-defined attributes will be
+stored under the key "foo/bar/.zattrs", and the chunks will be stored under
+keys like "foo/bar/0.0", "foo/bar/0.1", etc.
+
+To ensure consistent behaviour across different storage systems, logical paths
+MUST be normalized as follows:
+
+* Replace all backward slash characters ("\\\\") with forward slash characters
+  ("/")
+* Strip any leading "/" characters
+* Strip any trailing "/" characters
+* Collapse any sequence of more than one "/" character into a single "/"
+  character
+
+The key prefix is then obtained by appending a single "/" character to the
+normalized logical path.
+
+After normalization, if splitting a logical path by the "/" character results
+in any path segment equal to the string "." or the string ".." then an error
+MUST be raised.
+
+N.B., how the underlying array store processes requests to store values under
+keys containing the "/" character is entirely up to the store implementation
+and is not constrained by this specification. E.g., an array store could simply
+treat all keys as opaque ASCII strings; equally, an array store could map
+logical paths onto some kind of hierarchical storage (e.g., directories on a
+file system).
+
+.. _spec_v2_hierarchy_groups:
+
+Groups
+~~~~~~
+
+Arrays can be organized into groups which can also contain other groups. A
+group is created by storing group metadata under the ".zgroup" key under some
+logical path. E.g., a group exists at the root of an array store if the
+".zgroup" key exists in the store, and a group exists at logical path "foo/bar"
+if the "foo/bar/.zgroup" key exists in the store.
+
+If the user requests a group to be created under some logical path, then groups
+MUST also be created at all ancestor paths. E.g., if the user requests group
+creation at path "foo/bar" then groups MUST be created at path "foo" and the
+root of the store, if they don't already exist.
+
+If the user requests an array to be created under some logical path, then
+groups MUST also be created at all ancestor paths. E.g., if the user requests
+array creation at path "foo/bar/baz" then groups must be created at path
+"foo/bar", path "foo", and the root of the store, if they don't already exist.
+
+The group metadata resource is a JSON object. The following keys MUST be present
+within the object:
+
+zarr_format
+    An integer defining the version of the storage specification to which the
+    array store adheres.
+
+Other keys MUST NOT be present within the metadata object.
+
+The members of a group are arrays and groups stored under logical paths that
+are direct children of the parent group's logical path. E.g., if groups exist
+under the logical paths "foo" and "foo/bar" and an array exists at logical path
+"foo/baz" then the members of the group at path "foo" are the group at path
+"foo/bar" and the array at path "foo/baz".
+
+.. _spec_v2_attrs:
+
+Attributes
+----------
+
+An array or group can be associated with custom attributes, which are arbitrary
+key/value pairs with application-specific meaning. Custom attributes are encoded
+as a JSON object and stored under the ".zattrs" key within an array store. The
+".zattrs" key does not have to be present, and if it is absent the attributes
+should be treated as empty.
+
+For example, the JSON object below encodes three attributes named
+"foo", "bar" and "baz"::
+
+    {
+        "foo": 42,
+        "bar": "apples",
+        "baz": [1, 2, 3, 4]
+    }
+
+.. _spec_v2_examples:
+
+Examples
+--------
+
+Storing a single array
+~~~~~~~~~~~~~~~~~~~~~~
+
+Below is an example of storing a Zarr array, using a directory on the
+local file system as storage.
+
+Create an array::
+
+    >>> import zarr
+    >>> store = zarr.DirectoryStore('data/example.zarr')
+    >>> a = zarr.create(shape=(20, 20), chunks=(10, 10), dtype='i4',
+    ...                 fill_value=42, compressor=zarr.Zlib(level=1),
+    ...                 store=store, overwrite=True)
+
+No chunks are initialized yet, so only the ".zarray" and ".zattrs" keys
+have been set in the store::
+
+    >>> import os
+    >>> sorted(os.listdir('data/example.zarr'))
+    ['.zarray']
+
+Inspect the array metadata::
+
+    >>> print(open('data/example.zarr/.zarray').read())
+    {
+        "chunks": [
+            10,
+            10
+        ],
+        "compressor": {
+            "id": "zlib",
+            "level": 1
+        },
+        "dtype": "<i4",
+        "fill_value": 42,
+        "filters": null,
+        "order": "C",
+        "shape": [
+            20,
+            20
+        ],
+        "zarr_format": 2
+    }
+
+Chunks are initialized on demand. E.g., set some data::
+
+    >>> a[0:10, 0:10] = 1
+    >>> sorted(os.listdir('data/example.zarr'))
+    ['.zarray', '0.0']
+
+Set some more data::
+
+    >>> a[0:10, 10:20] = 2
+    >>> a[10:20, :] = 3
+    >>> sorted(os.listdir('data/example.zarr'))
+    ['.zarray', '0.0', '0.1', '1.0', '1.1']
+
+Manually decompress a single chunk for illustration::
+
+    >>> import zlib
+    >>> buf = zlib.decompress(open('data/example.zarr/0.0', 'rb').read())
+    >>> import numpy as np
+    >>> chunk = np.frombuffer(buf, dtype='<i4')
+    >>> chunk
+    array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
+           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
+           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
+           1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
+           1, 1, 1, 1, 1, 1, 1, 1], dtype=int32)
+
+Modify the array attributes::
+
+    >>> a.attrs['foo'] = 42
+    >>> a.attrs['bar'] = 'apples'
+    >>> a.attrs['baz'] = [1, 2, 3, 4]
+    >>> sorted(os.listdir('data/example.zarr'))
+    ['.zarray', '.zattrs', '0.0', '0.1', '1.0', '1.1']
+    >>> print(open('data/example.zarr/.zattrs').read())
+    {
+        "bar": "apples",
+        "baz": [
+            1,
+            2,
+            3,
+            4
+        ],
+        "foo": 42
+    }
+
+Storing multiple arrays in a hierarchy
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+Below is an example of storing multiple Zarr arrays organized into a group
+hierarchy, using a directory on the local file system as storage. This storage
+implementation maps logical paths onto directory paths on the file system,
+however this is an implementation choice and is not required.
+
+Setup the store::
+
+    >>> import zarr
+    >>> store = zarr.DirectoryStore('data/group.zarr')
+
+Create the root group::
+
+    >>> root_grp = zarr.group(store, overwrite=True)
+
+The metadata resource for the root group has been created::
+
+    >>> import os
+    >>> sorted(os.listdir('data/group.zarr'))
+    ['.zgroup']
+
+Inspect the group metadata::
+
+    >>> print(open('data/group.zarr/.zgroup').read())
+    {
+        "zarr_format": 2
+    }
+
+Create a sub-group::
+
+    >>> sub_grp = root_grp.create_group('foo')
+
+What has been stored::
+
+    >>> sorted(os.listdir('data/group.zarr'))
+    ['.zgroup', 'foo']
+    >>> sorted(os.listdir('data/group.zarr/foo'))
+    ['.zgroup']
+
+Create an array within the sub-group::
+
+    >>> a = sub_grp.create_dataset('bar', shape=(20, 20), chunks=(10, 10))
+    >>> a[:] = 42
+
+Set a custom attributes::
+
+    >>> a.attrs['comment'] = 'answer to life, the universe and everything'
+
+What has been stored::
+
+    >>> sorted(os.listdir('data/group.zarr'))
+    ['.zgroup', 'foo']
+    >>> sorted(os.listdir('data/group.zarr/foo'))
+    ['.zgroup', 'bar']
+    >>> sorted(os.listdir('data/group.zarr/foo/bar'))
+    ['.zarray', '.zattrs', '0.0', '0.1', '1.0', '1.1']
+
+Here is the same example using a Zip file as storage::
+
+    >>> store = zarr.ZipStore('data/group.zip', mode='w')
+    >>> root_grp = zarr.group(store)
+    >>> sub_grp = root_grp.create_group('foo')
+    >>> a = sub_grp.create_dataset('bar', shape=(20, 20), chunks=(10, 10))
+    >>> a[:] = 42
+    >>> a.attrs['comment'] = 'answer to life, the universe and everything'
+    >>> store.close()
+
+What has been stored::
+
+    >>> import zipfile
+    >>> zf = zipfile.ZipFile('data/group.zip', mode='r')
+    >>> for name in sorted(zf.namelist()):
+    ...     print(name)
+    .zgroup
+    foo/.zgroup
+    foo/bar/.zarray
+    foo/bar/.zattrs
+    foo/bar/0.0
+    foo/bar/0.1
+    foo/bar/1.0
+    foo/bar/1.1
+
+.. _spec_v2_changes:
+
+Changes
+-------
+
+Version 2 clarifications
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+The following changes have been made to the version 2 specification since it was
+initially published to clarify ambiguities and add some missing information.
+
+* The specification now describes how bytes fill values should be encoded and
+  decoded for arrays with a fixed-length byte string data type (:issue:`165`,
+  :issue:`176`).
+
+* The specification now clarifies that units must be specified for datetime64 and
+  timedelta64 data types (:issue:`85`, :issue:`215`).
+
+* The specification now clarifies that the '.zattrs' key does not have to be present for
+  either arrays or groups, and if absent then custom attributes should be treated as
+  empty.
+
+* The specification now describes how structured datatypes with
+  subarray shapes and/or with nested structured data types are encoded
+  in array metadata (:issue:`111`, :issue:`296`).
+
+* Clarified the key/value pairs of custom attributes as "arbitrary" rather than
+  "simple".
+
+Changes from version 1 to version 2
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+The following changes were made between version 1 and version 2 of this specification:
+
+* Added support for storing multiple arrays in the same store and organising
+  arrays into hierarchies using groups.
+* Array metadata is now stored under the ".zarray" key instead of the "meta"
+  key.
+* Custom attributes are now stored under the ".zattrs" key instead of the
+  "attrs" key.
+* Added support for filters.
+* Changed encoding of "fill_value" field within array metadata.
+* Changed encoding of compressor information within array metadata to be
+  consistent with representation of filter information.
diff --git a/docs/spec/v3.rst b/docs/spec/v3.rst
index 3d39f35ba6..bd8852707b 100644
--- a/docs/spec/v3.rst
+++ b/docs/spec/v3.rst
@@ -1,7 +1,7 @@
 .. _spec_v3:
 
 Zarr Storage Specification Version 3
-====================================
+=======================================================
 
 The V3 Specification has been migrated to its website →
 https://zarr-specs.readthedocs.io/.
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 619392a175..a40422490b 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -774,7 +774,7 @@ the following code::
 
 Any other compatible storage class could be used in place of
 :class:`zarr.storage.DirectoryStore` in the code examples above. For example,
-here is an array stored directly into a ZIP archive, via the
+here is an array stored directly into a Zip file, via the
 :class:`zarr.storage.ZipStore` class::
 
     >>> store = zarr.ZipStore('data/example.zip', mode='w')
@@ -798,12 +798,12 @@ Re-open and check that data have been written::
            [42, 42, 42, ..., 42, 42, 42]], dtype=int32)
     >>> store.close()
 
-Note that there are some limitations on how ZIP archives can be used, because items
-within a ZIP archive cannot be updated in place. This means that data in the array
+Note that there are some limitations on how Zip files can be used, because items
+within a Zip file cannot be updated in place. This means that data in the array
 should only be written once and write operations should be aligned with chunk
 boundaries. Note also that the ``close()`` method must be called after writing
 any data to the store, otherwise essential records will not be written to the
-underlying ZIP archive.
+underlying zip file.
 
 Another storage alternative is the :class:`zarr.storage.DBMStore` class, added
 in Zarr version 2.2. This class allows any DBM-style database to be used for
@@ -846,7 +846,7 @@ respectively require the `redis-py <https://redis-py.readthedocs.io>`_ and
 `pymongo <https://api.mongodb.com/python/current/>`_ packages to be installed.
 
 For compatibility with the `N5 <https://github.com/saalfeldlab/n5>`_ data format, Zarr also provides
-an N5 backend (this is currently an experimental feature). Similar to the ZIP storage class, an
+an N5 backend (this is currently an experimental feature). Similar to the zip storage class, an
 :class:`zarr.n5.N5Store` can be instantiated directly::
 
     >>> store = zarr.N5Store('data/example.n5')
@@ -868,7 +868,7 @@ implementations of the ``MutableMapping`` interface for Amazon S3 (`S3Map
 Distributed File System (`HDFSMap
 <https://hdfs3.readthedocs.io/en/latest/api.html#hdfs3.mapping.HDFSMap>`_) and
 Google Cloud Storage (`GCSMap
-<https://gcsfs.readthedocs.io/en/latest/api.html#gcsfs.core.GCSFileSystem.get_mapper>`_), which
+<http://gcsfs.readthedocs.io/en/latest/api.html#gcsfs.mapping.GCSMap>`_), which
 can be used with Zarr.
 
 Here is an example using S3Map to read an array created previously::
@@ -1000,32 +1000,6 @@ separately from Zarr.
 
 .. _tutorial_copy:
 
-Accessing ZIP archives on S3
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-The built-in :class:`zarr.storage.ZipStore` will only work with paths on the local file-system; however
-it is possible to access ZIP-archived Zarr data on the cloud via the `ZipFileSystem <https://filesystem-spec.readthedocs.io/en/latest/_modules/fsspec/implementations/zip.html>`_
-class from ``fsspec``. The following example demonstrates how to access
-a ZIP-archived Zarr group on s3 using `s3fs <https://s3fs.readthedocs.io/en/latest/>`_ and ``ZipFileSystem``:
-
-    >>> s3_path = "s3://path/to/my.zarr.zip"
-    >>> 
-    >>> s3 = s3fs.S3FileSystem()
-    >>> f = s3.open(s3_path)
-    >>> fs = ZipFileSystem(f, mode="r")
-    >>> store = FSMap("", fs, check=False)
-    >>> 
-    >>> # caching may improve performance when repeatedly reading the same data
-    >>> cache = zarr.storage.LRUStoreCache(store, max_size=2**28)
-    >>> z = zarr.group(store=cache)
-
-This store can also be generated with ``fsspec``'s handler chaining, like so:
-
-    >>> store = zarr.storage.FSStore(url=f"zip::{s3_path}",  mode="r")
-
-This can be especially useful if you have a very large ZIP-archived Zarr array or group on s3
-and only need to access a small portion of it.
-
 Consolidating metadata
 ~~~~~~~~~~~~~~~~~~~~~~
 
@@ -1162,7 +1136,7 @@ re-compression, and so should be faster. E.g.::
      └── spam (100,) int64
     >>> new_root['foo/bar/baz'][:]
     array([ 0,  1,  2,  ..., 97, 98, 99])
-    >>> store2.close()  # ZIP stores need to be closed
+    >>> store2.close()  # zip stores need to be closed
 
 .. _tutorial_strings:
 
diff --git a/pyproject.toml b/pyproject.toml
index 2bc2b526e8..b77260b005 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -109,7 +109,6 @@ Homepage = "https://github.com/zarr-developers/zarr-python"
 exclude_lines = [
     "pragma: no cover",
     "pragma: ${PY_MAJOR_VERSION} no cover",
-    '.*\.\.\.' # Ignore "..." lines
 ]
 
 [tool.coverage.run]
diff --git a/v3-roadmap-and-design.md b/v3-roadmap-and-design.md
deleted file mode 100644
index 696799e56f..0000000000
--- a/v3-roadmap-and-design.md
+++ /dev/null
@@ -1,429 +0,0 @@
-# Zarr Python Roadmap
-
-- Status: draft
-- Author: Joe Hamman
-- Created On: October 31, 2023
-- Input from:
-    - Davis Bennett / @d-v-b
-    - Norman Rzepka / @normanrz
-    - Deepak Cherian @dcherian
-    - Brian Davis / @monodeldiablo
-    - Oliver McCormack / @olimcc
-    - Ryan Abernathey / @rabernat
-    - Jack Kelly / @JackKelly
-    - Martin Durrant / @martindurant
-
-## Introduction
-
-This document lays out a design proposal for version 3.0 of the [Zarr-Python](https://zarr.readthedocs.io/en/stable/) package. A specific focus of the design is to bring Zarr-Python's API up to date with the [Zarr V3 specification](https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html), with the hope of enabling the development of the many features and extensions that motivated the V3 Spec. The ideas presented here are expected to result in a major release of Zarr-Python (version 3.0) including significant a number of breaking API changes.
-For clarity, “V3” will be used to describe the version of the Zarr specification and “3.0” will be used to describe the release tag of the Zarr-Python project.
-
-### Current status of V3 in Zarr-Python
-
-During the development of the V3 Specification, a [prototype implementation](https://github.com/zarr-developers/zarr-python/pull/898) was added to the Zarr-Python library. Since that implementation, the V3 spec evolved in significant ways and as a result, the Zarr-Python library is now out of sync with the approved spec. Downstream libraries (e.g. [Xarray](https://github.com/pydata/xarray)) have added support for this implementation and will need to migrate to the accepted spec when its available in Zarr-Python.
-
-## Goals
-
-- Provide a complete implementation of Zarr V3 through the Zarr-Python API
-- Clear the way for exciting extensions / ZEPs (i.e. [sharding](https://zarr-specs.readthedocs.io/en/latest/v3/codecs/sharding-indexed/v1.0.html), [variable chunking](https://zarr.dev/zeps/draft/ZEP0003.html), etc.)
-- Provide a developer API that can be used to implement and register V3 extensions
-- Improve the performance of Zarr-Python by streamlining the interface between the Store layer and higher level APIs (e.g. Groups and Arrays)
-- Clean up the internal and user facing APIs 
-- Improve code quality and robustness (e.g. achieve 100% type hint coverage)
-- Align the Zarr-Python array API with the [array API Standard](https://data-apis.org/array-api/latest/)
-
-## Examples of what 3.0 will enable?
-1. Reading and writing V3 spec-compliant groups and arrays
-2. V3 extensions including sharding and variable chunking.
-3. Improved performance by leveraging concurrency when creating/reading/writing to stores (imagine a `create_hierarchy(zarr_objects)` function).
-4. User-developed extensions (e.g. storage-transformers) can be registered with Zarr-Python at runtime
-
-## Non-goals (of this document)
-
-- Implementation of any unaccepted Zarr V3 extensions
-- Major revisions to the Zarr V3 spec
-
-## Requirements
-
-1. Read and write spec compliant V2 and V3 data
-2. Limit unnecessary traffic to/from the store
-3. Cleanly define the Array/Group/Store abstractions
-4. Cleanly define how V2 will be supported going forward
-5. Provide a clear roadmap to help users upgrade to 3.0
-6. Developer tools / hooks for registering extensions
-
-## Design
-
-### Async API
-
-Zarr-Python is an IO library. As such, supporting concurrent action against the storage layer is critical to achieving acceptable performance. The Zarr-Python 2 was not designed with asynchronous computation in mind and as a result has struggled to effectively leverage the benefits of concurrency. At one point, `getitems` and `setitems` support was added to the Zarr store model but that is only used for operating on a set of chunks in a single variable. 
-
-With Zarr-Python 3.0, we have the opportunity to revisit this design. The proposal here is as follows:
-
-1. The `Store` interface will be entirely async. 
-2. On top of the async `Store` interface, we will provide an  `AsyncArray` and `AsyncGroup` interface.
-3. Finally, the primary user facing API will be synchronous `Array` and `Group` classes that wrap the async equivalents.
-
-**Examples**
-
-- **Store**
-    
-    ```python
-    class Store:
-        ...
-        async def get(self, key: str) -> bytes:
-            ...
-        async def get_partial_values(self, key_ranges: List[Tuple[str, Tuple[int, Optional[int]]]]) -> bytes:
-            ...
-    # (no sync interface here)
-    ``` 
-- **Array**
-    
-    ```python
-    class AsyncArray:
-        ...
-    
-        async def getitem(self, selection: Selection) -> np.ndarray:
-           # the core logic for getitem goes here
-    
-    class Array:
-        _async_array: AsyncArray
-    
-        def __getitem__(self, selection: Selection) -> np.ndarray:
-            return sync(self._async_array.getitem(selection))
-    ```
-- **Group**
-    
-    ```python
-    class AsyncGroup:
-        ...
-    
-        async def create_group(self, path: str, **kwargs) -> AsyncGroup:
-           # the core logic for create_group goes here
-    
-    class Group:
-        _async_group: AsyncGroup
-    
-        def create_group(self, path: str, **kwargs) -> Group:
-            return sync(self._async_group.create_group(path, **kwargs))
-    ```
-**Internal Synchronization API**
-
-With the `Store` and core `AsyncArray`/ `AsyncGroup` classes being predominantly async, Zarr-Python will need an internal API to provide a synchronous API. The proposal here is to use the approach in [fsspec](https://github.com/fsspec/filesystem_spec/blob/master/fsspec/asyn.py) to provide a high-level `sync` function that takes an `awaitable` and runs it in its managed IO Loop / thread. 
-
-**FAQ**
-1. Why two levels of Arrays/groups?
-  a. First, this is an intentional decision and departure from the current Zarrita implementation
-  b. The idea is that users rarely want to mix interfaces. Either they are working within an async context (currently quite rare) or they are in a typical synchronous context. 
-  c. Splitting the two will allow us to clearly define behavior on the `AsyncObj` and simply wrap it in the `SyncObj`.
-2. What if a store is only has a synchronous backend?
-  a. First off, this is expected to be a fairly rare occurrence. Most storage backends have async interfaces.
-  b. But in the event a storage backend doesn’t have a async interface, there is nothing wrong with putting synchronous code in `async` methods. There are approaches to enabling concurrent action through wrappers like AsyncIO's `loop.run_in_executor` ([ref 1](https://stackoverflow.com/questions/38865050/is-await-in-python3-cooperative-multitasking ), [ref 2](https://stackoverflow.com/a/43263397/732596), [ref 3](https://bbc.github.io/cloudfit-public-docs/asyncio/asyncio-part-5.html), [ref 4](https://docs.python.org/3/library/asyncio-eventloop.html#asyncio.loop.run_in_executor).  
-3. Will Zarr help manage the async contexts encouraged by some libraries (e.g. [AioBotoCore](https://aiobotocore.readthedocs.io/en/latest/tutorial.html#using-botocore))?
-  a. Many async IO libraries require entering an async context before interacting with the API. We expect some experimentation to be needed here but the initial design will follow something close to what fsspec does ([example in s3fs](https://github.com/fsspec/s3fs/blob/949442693ec940b35cda3420c17a864fbe426567/s3fs/core.py#L527)).
-4. Why not provide a synchronous Store interface?
-  a. We could but this design is simpler. It would mean supporting it in the `AsyncGroup` and `AsyncArray` classes which, may be more trouble than its worth. Storage backends that do not have an async API will be encouraged to wrap blocking calls in an async wrapper (e.g. `loop.run_in_executor`).
-
-### Store API
-
-The `Store` API is specified directly in the V3 specification. All V3 stores should implement this abstract API, omitting Write and List support as needed. As described above, all stores will be expected to expose the required methods as async methods.
-
-**Example**
-
-```python
-class ReadWriteStore:
-		...
-    async def get(self, key: str) -> bytes:
-        ...
-
-    async def get_partial_values(self, key_ranges: List[Tuple[str, int, int]) -> bytes:
-        ...
-		
-    async def set(self, key: str, value: Union[bytes, bytearray, memoryview]) -> None:
-        ...  # required for writable stores
-
-    async def set_partial_values(self, key_start_values: List[Tuple[str, int, Union[bytes, bytearray, memoryview]]]) -> None:
-        ...  # required for writable stores
-
-    async def list(self) -> List[str]:
-        ...  # required for listable stores
-
-    async def list_prefix(self, prefix: str) -> List[str]:
-        ...  # required for listable stores
-
-    async def list_dir(self, prefix: str) -> List[str]:
-        ...  # required for listable stores
-
-    # additional (optional methods)
-    async def getsize(self, prefix: str) -> int:
-        ...
-        
-    async def rename(self, src: str, dest: str) -> None
-        ...
-        
-```
-
-Recognizing that there are many Zarr applications today that rely on the `MutableMapping` interface supported by Zarr-Python 2, a wrapper store will be developed to allow existing stores to plug directly into this API.
-
-### Array API
-
-The user facing array interface will implement a subset of the [Array API Standard](https://data-apis.org/array-api/latest/). Most of the computational parts of the Array API Standard don’t fit into Zarr right now. That’s okay. What matters most is that we ensure we can give downstream applications a compliant API. 
-
-*Note, Zarr already does most of this so this is more about formalizing the relationship than a substantial change in API.*
-
-|  | Included | Not Included | Unknown / Maybe possible? |
-| --- | --- | --- | --- |
-| Attributes | `dtype` | `mT` | `device` |
-| | `ndim` | `T` | |
-| | `shape` | | |
-| | `size` | | |
-| Methods | `__getitem__` | `__array_namespace__` | `to_device` |
-| | `__setitem__` | `__abs__` | `__bool__` |
-| | `__eq__` | `__add__` | `__complex__` |
-| | `__bool__` | `__and__` | `__dlpack__` |
-| | | `__floordiv__` | `__dlpack_device__` |
-| | | `__ge__` | `__float__` |
-| | | `__gt__` | `__index__` |
-| | | `__invert__` | `__int__` |
-| | | `__le__` | |
-| | | `__lshift__` | |
-| | | `__lt__` | |
-| | | `__matmul__` | |
-| | | `__mod__` | |
-| | | `__mul__` | |
-| | | `__ne__` | |
-| | | `__neg__` | |
-| | | `__or__` | |
-| | | `__pos__` | |
-| | | `__pow__` | |
-| | | `__rshift__` | |
-| | | `__sub__` | |
-| | | `__truediv__` | |
-| | | `__xor__` | |
-| Creation functions (`zarr.creation`) | `zeros` | | `arange` |
-| | `zeros_like` | | `asarray` |
-| | `ones` | | `eye` |
-| | `ones_like` | | `from_dlpack` |
-| | `full` | | `linspace` |
-| | `full_like` | | `meshgrid` |
-| | `empty` | | `tril` |
-| | `empty_like` | | `triu` |
-
-In addition to the core array API defined above, the Array class should have the following Zarr specific properties:
-
-- `.metadata` (see Metadata Interface below)
-- `.attrs` - (pull from metadata object)
-- `.info` - (pull from existing property †)
-
-*† In Zarr-Python 2, the info property lists the store to identify initialized chunks. By default this will be turned off in 3.0 but will be configurable.*
-
-**Indexing**
-
-Zarr-Python currently supports `__getitem__` style indexing and the special `oindex` and `vindex` indexers. These are not part of the current Array API standard (see [data-apis/array-api\#669](https://github.com/data-apis/array-api/issues/669)) but they have been [proposed as a NEP](https://numpy.org/neps/nep-0021-advanced-indexing.html). Zarr-Python will maintain these in 3.0.
-
-We are also exploring a new high-level indexing API that will enabled optimized batch/concurrent loading of many chunks. We expect this to be important to enable performant loading of data in the context of sharding. See [this discussion](https://github.com/zarr-developers/zarr-python/discussions/1569) for more detail.
-
-Concurrent indexing across multiple arrays will be possible using the AsyncArray API.
-
-**Async and Sync Array APIs**
-
-Most the logic to support Zarr Arrays will live in the `AsyncArray` class. There are a few notable differences that should be called out.
-
-| Sync Method | Async Method |
-| --- | --- |
-| `__getitem__` | `getitem` |
-| `__setitem__` | `setitem` |
-| `__eq__` | `equals` |
-
-**Metadata interface**
-
-Zarr-Python 2.* closely mirrors the V2 spec metadata schema in the Array and Group classes. In 3.0, we plan to move the underlying metadata representation to a separate interface (e.g. `Array.metadata`). This interface will return either a `V2ArrayMetadata` or `V3ArrayMetadata` object (both will inherit from a parent `ArrayMetadataABC` class. The  `V2ArrayMetadata` and `V3ArrayMetadata` classes will be responsible for producing valid JSON representations of their metadata, and yielding a consistent view to the `Array` or `Group` class.
-
-### Group API
-
-The main question is how closely we should follow the existing Zarr-Python implementation / `MutableMapping` interface. The table below shows the primary `Group` methods in Zarr-Python 2 and attempts to identify if and how they would be implemented in 3.0.
-
-| V2 Group Methods | `AsyncGroup` | `Group` | `h5py_compat.Group`` |
-| --- | --- | --- | --- |
-| `__len__` | `length` | `__len__` | `__len__` |
-| `__iter__` | `__aiter__` | `__iter__` | `__iter__` |
-| `__contains__` | `contains` | `__contains__` | `__contains__` |
-| `__getitem__` | `getitem` | `__getitem__` | `__getitem__` |
-| `__enter__` | N/A | N/A | `__enter__` |
-| `__exit__` | N/A | N/A | `__exit__` |
-| `group_keys` | `group_keys` | `group_keys` | N/A |
-| `groups` | `groups` | `groups` | N/A |
-| `array_keys` | `array_key` | `array_keys` | N/A |
-| `arrays` | `arrays`* | `arrays` | N/A |
-| `visit` | ? | ? | `visit` |
-| `visitkeys` | ? | ? | ? |
-| `visitvalues` | ? | ? | ? |
-| `visititems` | ? | ? | `visititems` |
-| `tree` | `tree` | `tree` | `Both` |
-| `create_group` | `create_group` | `create_group` | `create_group` |
-| `require_group` | N/A | N/A | `require_group` |
-| `create_groups` | ? | ? | N/A |
-| `require_groups` | ? | ? | ? |
-| `create_dataset` | N/A | N/A | `create_dataset` |
-| `require_dataset` | N/A | N/A | `require_dataset` |
-| `create` | `create_array` | `create_array` | N/A |
-| `empty` | `empty` | `empty` | N/A |
-| `zeros` | `zeros` | `zeros` | N/A |
-| `ones` | `ones` | `ones` | N/A |
-| `full` | `full` | `full` | N/A |
-| `array` | `create_array` | `create_array` | N/A |
-| `empty_like` | `empty_like` | `empty_like` | N/A |
-| `zeros_like` | `zeros_like` | `zeros_like` | N/A |
-| `ones_like` | `ones_like` | `ones_like` | N/A |
-| `full_like` | `full_like` | `full_like` | N/A |
-| `move` | `move` | `move` | `move` |
-
-**`zarr.h5compat.Group`**
-
-Zarr-Python 2.* made an attempt to align its API with that of [h5py](https://docs.h5py.org/en/stable/index.html). With 3.0, we will relax this alignment in favor of providing an explicit compatibility module (`zarr.h5py_compat`). This module will expose the `Group` and `Dataset` APIs that map to Zarr-Python’s `Group` and `Array` objects. 
-
-### Creation API
-
-Zarr-Python 2.* bundles together the creation and serialization of Zarr objects. Zarr-Python 3.* will make it possible to create objects in memory separate from serializing them. This will specifically enable writing hierarchies of Zarr objects in a single batch step. For example:
-
-```python
-
-arr1 = Array(shape=(10, 10), path="foo/bar", dtype="i4", store=store)
-arr2 = Array(shape=(10, 10), path="foo/spam", dtype="f8", store=store)
-
-arr1.save()
-arr2.save()
-
-# or equivalently
-
-zarr.save_many([arr1 ,arr2])
-```
-
-*Note: this batch creation API likely needs additional design effort prior to implementation.*
-
-### Plugin API
-
-Zarr V3 was designed to be extensible at multiple layers. Zarr-Python will support these extensions through a combination of [Abstract Base Classes](https://docs.python.org/3/library/abc.html) (ABCs) and [Entrypoints](https://packaging.python.org/en/latest/specifications/entry-points/). 
-
-**ABCs**
-
-Zarr V3 will expose Abstract base classes for the following objects:
-
-- `Store`, `ReadStore`, `ReadWriteStore`, `ReadListStore`, and `ReadWriteListStore`
-- `BaseArray`, `SynchronousArray`, and `AsynchronousArray`
-- `BaseGroup`, `SynchronousGroup`, and `AsynchronousGroup`
-- `Codec`, `ArrayArrayCodec`, `ArrayBytesCodec`, `BytesBytesCodec`
-
-**Entrypoints**
-
-Lots more thinking here but the idea here is to provide entrypoints for `data type`, `chunk grid`, `chunk key encoding`, `codecs`,  `storage_transformers` and `stores`.  These might look something like:
-
-```
-entry_points="""
-    [zarr.codecs]
-    blosc_codec=codec_plugin:make_blosc_codec
-    zlib_codec=codec_plugin:make_zlib_codec
-"""
-```
-
-### Python type hints and static analysis
-
-Target 100% Mypy coverage in 3.0 source. 
-
-### Observability
-
-A persistent problem in Zarr-Python is diagnosing problems that span many parts of the stack. To address this in 3.0, we will add a basic logging framework that can be used to debug behavior at various levels of the stack. We propose to add the separate loggers for the following namespaces:
-
-- `array`
-- `group`
-- `store`
-- `codec`
-
-These should be documented such that users know how to activate them and developers know how to use them when developing extensions.
-
-### Dependencies
-
-Today, Zarr-Python has the following required dependencies:
-
-```python
-dependencies = [
-    'asciitree',
-    'numpy>=1.20,!=1.21.0',
-    'fasteners',
-    'numcodecs>=0.10.0',
-]
-```
-
-What other dependencies should be considered?
-
-1. Attrs - Zarrita makes extensive use of the Attrs library
-2. Fsspec - Zarrita has a hard dependency on Fsspec. This could be easily relaxed though.
-
-## Breaking changes relative to Zarr-Python 2.*
-
-1. H5py compat moved to a stand alone module?
-2. `Group.__getitem__` support moved to `Group.members.__getitem__`?
-3. Others? 
-
-## Open questions
-
-1. How to treat V2
-    a. Note: Zarrita currently implements a separate `V2Array` and `V3Array` classes. This feels less than ideal.
-    b. We could easily convert metadata from v2 to the V3 Array, but what about writing? 
-    c. Ideally, we don’t have completely separate code paths. But if its too complicated to support both within one interface, its probably better.
-2. How and when to remove the current implementation of V3.
-    a. It's hidden behind a hard-to-use feature flag so we probably don't need to do anything.
-4. How to model runtime configuration?
-5. Which extensions belong in Zarr-Python and which belong in separate packages?
-    a. We don't need to take a strong position on this here. It's likely that someone will want to put Sharding in. That will be useful to develop in parallel because it will give us a good test case for the plugin interface.
-
-## Testing
-
-Zarr-python 3.0 adds a major new dimension to Zarr: Async support. This also comes with a compatibility risk, we will need to thoroughly test support in key execution environments. Testing plan:
-- Reuse the existing test suite for testing the `v3` API.
-    - `xfail` tests that expose breaking changes with `3.0 - breaking change` description. This will help identify additional and/or unintentional breaking changes
-    - Rework tests that were only testing internal APIs.
-- Add a set of functional / integration tests targeting real-world workflows in various contexts (e.g. w/ Dask)
-
-## Development process
-
-Zarr-Python 3.0 will introduce a number of new APIs and breaking changes to existing APIs. In order to facilitate ongoing support for Zarr-Python 2.*, we will take on the following development process:
-
-- Create a `v3` branch that can be use for developing the core functionality apart from the `main` branch. This will allow us to support ongoing work and bug fixes on the `main` branch.
-- Put the `3.0` APIs inside a `zarr.v3` module. Imports from this namespace will all be new APIs that users can develop and test against once the `v3` branch is merged to `main`.
-- Kickstart the process by pulling in the current state of `zarrita` - which has many of the features described in this design.
-- Release a series of 2.* releases with the `v3` namespace
-- When `v3` is complete, move contents of `v3` to the package root
-
-**Milestones**
-
-Below are a set of specific milestones leading toward the completion of this process. As work begins, we expect this list to grow in specificity.
-
-1. Port current version of Zarrita to Zarr-Python
-2. Formalize Async interface by splitting `Array` and `Group` objects into Sync and Async versions
-4. Implement "fancy" indexing operations on the `AsyncArray`
-6. Implement an abstract base class for the `Store` interface and a wrapper `Store` to make use of existing `MutableMapping` stores. 
-7. Rework the existing unit test suite to use the `v3` namespace.
-8. Develop a plugin interface for extensions
-9. Develop a set of functional and integration tests
-10. Work with downstream libraries (Xarray, Dask, etc.) to test new APIs 
-
-## TODOs
-
-The following subjects are not covered in detail above but perhaps should be. Including them here so they are not forgotten.
-
-1. [Store] Should Zarr provide an API for caching objects after first read/list/etc. Read only stores?
-2. [Array] buffer protocol support
-3. [Array] `meta_array` support
-4. [Extensions] Define how Zarr-Python will consume the various plugin types
-5. [Misc] H5py compatibility requires a bit more work and a champion to drive it forward.
-6. [Misc] Define `chunk_store` API in 3.0
-7. [Misc] Define `synchronizer` API in 3.0
-
-## References
-
-1. [Zarr-Python repository](https://github.com/zarr-developers/zarr-python)
-2. [Zarr core specification (version 3.0) — Zarr specs  documentation](https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html#)
-3. [Zarrita repository](https://github.com/scalableminds/zarrita)
-4. [Async-Zarr](https://github.com/martindurant/async-zarr)
-5. [Zarr-Python Discussion Topic](https://github.com/zarr-developers/zarr-python/discussions/1569)

From d9017342d873dc4f6a9735a2603c471b1cfd94a8 Mon Sep 17 00:00:00 2001
From: Ryan Abernathey <ryan.abernathey@gmail.com>
Date: Sat, 12 Oct 2024 10:36:52 -0400
Subject: [PATCH 0766/1078] fix RemoteStore.empty

---
 src/zarr/storage/remote.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/src/zarr/storage/remote.py b/src/zarr/storage/remote.py
index 1adc7ee419..9be412000a 100644
--- a/src/zarr/storage/remote.py
+++ b/src/zarr/storage/remote.py
@@ -96,7 +96,10 @@ async def clear(self) -> None:
     async def empty(self) -> bool:
         # TODO: it would be nice if we didn't have to list all keys here
         # it should be possible to stop after the first key is discovered
-        return not await self.fs._ls(self.path)
+        try:
+            return not await self.fs._ls(self.path)
+        except FileNotFoundError:
+            return True
 
     def with_mode(self, mode: AccessModeLiteral) -> Self:
         return type(self)(

From 5ec909aa5458a2d7c2c0913a3ee4010f38fa2065 Mon Sep 17 00:00:00 2001
From: Joseph Hamman <joe@earthmover.io>
Date: Sat, 12 Oct 2024 19:27:25 -0700
Subject: [PATCH 0767/1078] test

---
 tests/v3/test_store/test_remote.py | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/tests/v3/test_store/test_remote.py b/tests/v3/test_store/test_remote.py
index 083695ecce..c8e9a162b0 100644
--- a/tests/v3/test_store/test_remote.py
+++ b/tests/v3/test_store/test_remote.py
@@ -186,3 +186,10 @@ def test_from_upath(self) -> None:
         path = UPath(f"s3://{test_bucket_name}", endpoint_url=endpoint_url, anon=False)
         result = RemoteStore.from_upath(path)
         assert result.fs.endpoint_url == endpoint_url
+
+    async def test_empty_nonexistent_path(self, store_kwargs) -> None:
+        # regression test for https://github.com/zarr-developers/zarr-python/pull/2343
+        store_kwargs["mode"] = "w-"
+        store_kwargs["path"] += "/abc"
+        store = await self.store_cls.open(**store_kwargs)
+        assert await store.empty()

From d2dc162185a94f86371fc01504f93ad75b735c7f Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Sun, 13 Oct 2024 00:49:49 -0700
Subject: [PATCH 0768/1078] document storage classes and some developer apis
 (#2279)

* fix: zarr v2 compatability fixes

- port normalize_chunks from v2
- add array.store property
- default to append in create

* move zarr.store to zarr.storage

also fix failing ci

* make chunks a tuple

* Apply suggestions from code review

* more merge conflict resolution

* fixups

* fixup zipstore

* Apply suggestions from code review

* Apply suggestions from code review

* add test

* extend test

* clean up parents

* debug race condition

* more debug

* document storage classes and some developer apis

* Update src/zarr/core/array.py

* inherit docstrings from baseclass

* fix sphinx warning

* # docstring inherited

* add storage guide

* add missing file

* update links

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 docs/guide/consolidated_metadata.rst |   6 +-
 docs/guide/index.rst                 |   1 +
 docs/guide/storage.rst               | 101 ++++++++++++++++++++++
 src/zarr/abc/store.py                |  87 ++++++++++++++++++-
 src/zarr/storage/__init__.py         |   2 +
 src/zarr/storage/common.py           | 123 +++++++++++++++++++++++++++
 src/zarr/storage/local.py            |  87 +++++++------------
 src/zarr/storage/logging.py          |  36 ++++++++
 src/zarr/storage/memory.py           |  49 +++++++----
 src/zarr/storage/remote.py           |  97 +++++++++++++++------
 src/zarr/storage/zip.py              |  36 +++++---
 11 files changed, 513 insertions(+), 112 deletions(-)
 create mode 100644 docs/guide/storage.rst

diff --git a/docs/guide/consolidated_metadata.rst b/docs/guide/consolidated_metadata.rst
index 480a855831..5010d32481 100644
--- a/docs/guide/consolidated_metadata.rst
+++ b/docs/guide/consolidated_metadata.rst
@@ -12,8 +12,8 @@ Usage
 
 If consolidated metadata is present in a Zarr Group's metadata then it is used
 by default.  The initial read to open the group will need to communicate with
-the store (reading from a file for a :class:`zarr.store.LocalStore`, making a
-network request for a :class:`zarr.store.RemoteStore`). After that, any subsequent
+the store (reading from a file for a :class:`zarr.storage.LocalStore`, making a
+network request for a :class:`zarr.storage.RemoteStore`). After that, any subsequent
 metadata reads get child Group or Array nodes will *not* require reads from the store.
 
 In Python, the consolidated metadata is available on the ``.consolidated_metadata``
@@ -22,7 +22,7 @@ attribute of the ``GroupMetadata`` object.
 .. code-block:: python
 
    >>> import zarr
-   >>> store = zarr.store.MemoryStore({}, mode="w")
+   >>> store = zarr.storage.MemoryStore({}, mode="w")
    >>> group = zarr.open_group(store=store)
    >>> group.create_array(shape=(1,), name="a")
    >>> group.create_array(shape=(2, 2), name="b")
diff --git a/docs/guide/index.rst b/docs/guide/index.rst
index 106c35ce8d..f841dbb85d 100644
--- a/docs/guide/index.rst
+++ b/docs/guide/index.rst
@@ -4,4 +4,5 @@ Guide
 .. toctree::
     :maxdepth: 1
 
+    storage
     consolidated_metadata
diff --git a/docs/guide/storage.rst b/docs/guide/storage.rst
new file mode 100644
index 0000000000..dfda553c43
--- /dev/null
+++ b/docs/guide/storage.rst
@@ -0,0 +1,101 @@
+Storage
+=======
+
+Zarr-Python supports multiple storage backends, including: local file systems,
+Zip files, remote stores via ``fspec`` (S3, HTTP, etc.), and in-memory stores. In
+Zarr-Python 3, stores must implement the abstract store API from
+:class:`zarr.abc.store.Store`. 
+
+.. note::
+   Unlike Zarr-Python 2 where the store interface was built around a generic ``MutableMapping``
+   API, Zarr-Python 3 utilizes a custom store API that utilizes Python's AsyncIO library.
+
+Implicit Store Creation
+-----------------------
+
+In most cases, it is not required to create a ``Store`` object explicitly. Passing a string
+to Zarr's top level API will result in the store being created automatically.
+
+.. code-block:: python
+
+   >>> import zarr
+   >>> zarr.open("data/foo/bar", mode="r")  # implicitly creates a LocalStore
+   <Group file://data/foo/bar>
+   >>> zarr.open("s3://foo/bar", mode="r")  # implicitly creates a RemoteStore
+   <Group s3://foo/bar>
+   >>> data = {}
+   >>> zarr.open(data, mode="w")  # implicitly creates a MemoryStore
+   <Group memory://4791444288>
+
+Explicit Store Creation
+-----------------------
+
+In some cases, it may be helpful to create a store instance directly. Zarr-Python offers four
+built-in store: :class:`zarr.storage.LocalStore`, :class:`zarr.storage.RemoteStore`,
+:class:`zarr.storage.ZipStore`, and :class:`zarr.storage.MemoryStore`.
+
+Local Store
+~~~~~~~~~~~
+
+The :class:`zarr.storage.LocalStore` stores data in a nested set of directories on a local
+filesystem.
+
+.. code-block:: python
+
+   >>> import zarr
+   >>> store = zarr.storage.LocalStore("data/foo/bar", mode="r")
+   >>> zarr.open(store=store)
+   <Group file://data/foo/bar>
+
+Zip Store
+~~~~~~~~~
+
+The :class:`zarr.storage.ZipStore` stores the contents of a Zarr hierarchy in a single 
+Zip file. The `Zip Store specification_` is currently in draft form. 
+
+.. code-block:: python
+
+   >>> import zarr
+   >>> store = zarr.storage.ZipStore("data.zip", mode="w")
+   >>> zarr.open(store=store, shape=(2,))
+   <Array zip://data.zip shape=(2,) dtype=float64
+
+Remote Store
+~~~~~~~~~~~~
+
+The :class:`zarr.storage.RemoteStore` stores the contents of a Zarr hierarchy in following the same
+logical layout as the ``LocalStore``, except the store is assumed to be on a remote storage system
+such as cloud object storage (e.g. AWS S3, Google Cloud Storage, Azure Blob Store). The 
+:class:`zarr.storage.RemoteStore` is backed by `Fsspec_` and can support any Fsspec backend
+that implements the `AbstractFileSystem` API,
+
+.. code-block:: python
+
+   >>> import zarr
+   >>> store = zarr.storage.RemoteStore("gs://foo/bar", mode="r")
+   >>> zarr.open(store=store)
+   <Array <RemoteStore(GCSFileSystem, foo/bar)> shape=(10, 20) dtype=float32>
+
+Memory Store
+~~~~~~~~~~~~
+
+The :class:`zarr.storage.RemoteStore` a in-memory store that allows for serialization of
+Zarr data (metadata and chunks) to a dictionary. 
+
+.. code-block:: python
+
+   >>> import zarr
+   >>> data = {}
+   >>> store = zarr.storage.MemoryStore(data, mode="w")
+   >>> zarr.open(store=store, shape=(2, ))
+   <Array memory://4943638848 shape=(2,) dtype=float64>
+
+Developing custom stores
+------------------------
+
+Zarr-Python :class:`zarr.abc.store.Store` API is meant to be extended. The Store Abstract Base
+Class includes all of the methods needed to be a fully operational store in Zarr Python.
+Zarr also provides a test harness for custom stores: :class:`zarr.testing.store.StoreTests`.
+
+.. _Zip Store Specification: https://github.com/zarr-developers/zarr-specs/pull/311
+.. _Fsspec: https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html#consolidated-metadata
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 7771a10464..261e56dd01 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -20,6 +20,8 @@
 
 
 class AccessMode(NamedTuple):
+    """Access mode flags."""
+
     str: AccessModeLiteral
     readonly: bool
     overwrite: bool
@@ -28,6 +30,24 @@ class AccessMode(NamedTuple):
 
     @classmethod
     def from_literal(cls, mode: AccessModeLiteral) -> Self:
+        """
+        Create an AccessMode instance from a literal.
+
+        Parameters
+        ----------
+        mode : AccessModeLiteral
+            One of 'r', 'r+', 'w', 'w-', 'a'.
+
+        Returns
+        -------
+        AccessMode
+            The created instance.
+
+        Raises
+        ------
+        ValueError
+            If mode is not one of 'r', 'r+', 'w', 'w-', 'a'.
+        """
         if mode in ("r", "r+", "a", "w", "w-"):
             return cls(
                 str=mode,
@@ -40,6 +60,10 @@ def from_literal(cls, mode: AccessModeLiteral) -> Self:
 
 
 class Store(ABC):
+    """
+    Abstract base class for Zarr stores.
+    """
+
     _mode: AccessMode
     _is_open: bool
 
@@ -49,6 +73,21 @@ def __init__(self, *args: Any, mode: AccessModeLiteral = "r", **kwargs: Any) ->
 
     @classmethod
     async def open(cls, *args: Any, **kwargs: Any) -> Self:
+        """
+        Create and open the store.
+
+        Parameters
+        ----------
+        *args : Any
+            Positional arguments to pass to the store constructor.
+        **kwargs : Any
+            Keyword arguments to pass to the store constructor.
+
+        Returns
+        -------
+        Store
+            The opened store instance.
+        """
         store = cls(*args, **kwargs)
         await store._open()
         return store
@@ -67,6 +106,20 @@ def __exit__(
         self.close()
 
     async def _open(self) -> None:
+        """
+        Open the store.
+
+        Raises
+        ------
+        ValueError
+            If the store is already open.
+        FileExistsError
+            If ``mode='w-'`` and the store already exists.
+
+        Notes
+        -----
+        * When ``mode='w'`` and the store already exists, it will be cleared.
+        """
         if self._is_open:
             raise ValueError("store is already open")
         if self.mode.str == "w":
@@ -76,14 +129,30 @@ async def _open(self) -> None:
         self._is_open = True
 
     async def _ensure_open(self) -> None:
+        """Open the store if it is not already open."""
         if not self._is_open:
             await self._open()
 
     @abstractmethod
-    async def empty(self) -> bool: ...
+    async def empty(self) -> bool:
+        """
+        Check if the store is empty.
+
+        Returns
+        -------
+        bool
+            True if the store is empty, False otherwise.
+        """
+        ...
 
     @abstractmethod
-    async def clear(self) -> None: ...
+    async def clear(self) -> None:
+        """
+        Clear the store.
+
+        Remove all keys and values from the store.
+        """
+        ...
 
     @abstractmethod
     def with_mode(self, mode: AccessModeLiteral) -> Self:
@@ -116,6 +185,7 @@ def mode(self) -> AccessMode:
         return self._mode
 
     def _check_writable(self) -> None:
+        """Raise an exception if the store is not writable."""
         if self.mode.readonly:
             raise ValueError("store mode does not support writing")
 
@@ -199,7 +269,7 @@ async def set_if_not_exists(self, key: str, value: Buffer) -> None:
         Store a key to ``value`` if the key is not already present.
 
         Parameters
-        -----------
+        ----------
         key : str
         value : Buffer
         """
@@ -339,6 +409,17 @@ async def set_if_not_exists(self, default: Buffer) -> None: ...
 
 
 async def set_or_delete(byte_setter: ByteSetter, value: Buffer | None) -> None:
+    """Set or delete a value in a byte setter
+
+    Parameters
+    ----------
+    byte_setter : ByteSetter
+    value : Buffer | None
+
+    Notes
+    -----
+    If value is None, the key will be deleted.
+    """
     if value is None:
         await byte_setter.delete()
     else:
diff --git a/src/zarr/storage/__init__.py b/src/zarr/storage/__init__.py
index 47f70bcc9e..6703aa2723 100644
--- a/src/zarr/storage/__init__.py
+++ b/src/zarr/storage/__init__.py
@@ -1,11 +1,13 @@
 from zarr.storage.common import StoreLike, StorePath, make_store_path
 from zarr.storage.local import LocalStore
+from zarr.storage.logging import LoggingStore
 from zarr.storage.memory import MemoryStore
 from zarr.storage.remote import RemoteStore
 from zarr.storage.zip import ZipStore
 
 __all__ = [
     "LocalStore",
+    "LoggingStore",
     "MemoryStore",
     "RemoteStore",
     "StoreLike",
diff --git a/src/zarr/storage/common.py b/src/zarr/storage/common.py
index 977fe4ba2b..101e8f38af 100644
--- a/src/zarr/storage/common.py
+++ b/src/zarr/storage/common.py
@@ -27,6 +27,17 @@ def _dereference_path(root: str, path: str) -> str:
 
 
 class StorePath:
+    """
+    Path-like interface for a Store.
+
+    Parameters
+    ----------
+    store : Store
+        The store to use.
+    path : str
+        The path within the store.
+    """
+
     store: Store
     path: str
 
@@ -39,25 +50,80 @@ async def get(
         prototype: BufferPrototype | None = None,
         byte_range: ByteRangeRequest | None = None,
     ) -> Buffer | None:
+        """
+        Read bytes from the store.
+
+        Parameters
+        ----------
+        prototype : BufferPrototype, optional
+            The buffer prototype to use when reading the bytes.
+        byte_range : ByteRangeRequest, optional
+            The range of bytes to read.
+
+        Returns
+        -------
+        buffer : Buffer or None
+            The read bytes, or None if the key does not exist.
+        """
         if prototype is None:
             prototype = default_buffer_prototype()
         return await self.store.get(self.path, prototype=prototype, byte_range=byte_range)
 
     async def set(self, value: Buffer, byte_range: ByteRangeRequest | None = None) -> None:
+        """
+        Write bytes to the store.
+
+        Parameters
+        ----------
+        value : Buffer
+            The buffer to write.
+        byte_range : ByteRangeRequest, optional
+            The range of bytes to write. If None, the entire buffer is written.
+
+        Raises
+        ------
+        NotImplementedError
+            If `byte_range` is not None, because Store.set does not support partial writes yet.
+        """
         if byte_range is not None:
             raise NotImplementedError("Store.set does not have partial writes yet")
         await self.store.set(self.path, value)
 
     async def delete(self) -> None:
+        """
+        Delete the key from the store.
+
+        Raises
+        ------
+        NotImplementedError
+            If the store does not support deletion.
+        """
         await self.store.delete(self.path)
 
     async def set_if_not_exists(self, default: Buffer) -> None:
+        """
+        Store a key to ``value`` if the key is not already present.
+
+        Parameters
+        ----------
+        default : Buffer
+            The buffer to store if the key is not already present.
+        """
         await self.store.set_if_not_exists(self.path, default)
 
     async def exists(self) -> bool:
+        """
+        Check if the key exists in the store.
+
+        Returns
+        -------
+        bool
+            True if the key exists in the store, False otherwise.
+        """
         return await self.store.exists(self.path)
 
     def __truediv__(self, other: str) -> StorePath:
+        """combine this store path with another path"""
         return self.__class__(self.store, _dereference_path(self.path, other))
 
     def __str__(self) -> str:
@@ -67,6 +133,19 @@ def __repr__(self) -> str:
         return f"StorePath({self.store.__class__.__name__}, {str(self)!r})"
 
     def __eq__(self, other: object) -> bool:
+        """
+        Check if two StorePath objects are equal.
+
+        Returns
+        -------
+        bool
+            True if the two objects are equal, False otherwise.
+
+        Notes
+        -----
+        Two StorePath objects are considered equal if their stores are equal
+        and their paths are equal.
+        """
         try:
             return self.store == other.store and self.path == other.path  # type: ignore[attr-defined, no-any-return]
         except Exception:
@@ -83,6 +162,50 @@ async def make_store_path(
     mode: AccessModeLiteral | None = None,
     storage_options: dict[str, Any] | None = None,
 ) -> StorePath:
+    """
+    Convert a `StoreLike` object into a StorePath object.
+
+    This function takes a `StoreLike` object and returns a `StorePath` object.  The
+    `StoreLike` object can be a `Store`, `StorePath`, `Path`, `str`, or `dict[str, Buffer]`.
+    If the `StoreLike` object is a Store or `StorePath`, it is converted to a
+    `StorePath` object.  If the `StoreLike` object is a Path or str, it is converted
+    to a LocalStore object and then to a `StorePath` object.  If the `StoreLike`
+    object is a dict[str, Buffer], it is converted to a `MemoryStore` object and
+    then to a `StorePath` object.
+
+    If the `StoreLike` object is None, a `MemoryStore` object is created and
+    converted to a `StorePath` object.
+
+    If the `StoreLike` object is a str and starts with a protocol, it is
+    converted to a RemoteStore object and then to a `StorePath` object.
+
+    If the `StoreLike` object is a dict[str, Buffer] and the mode is not None,
+    the `MemoryStore` object is created with the given mode.
+
+    If the `StoreLike` object is a str and starts with a protocol, the
+    RemoteStore object is created with the given mode and storage options.
+
+    Parameters
+    ----------
+    store_like : StoreLike | None
+        The object to convert to a `StorePath` object.
+    mode : AccessModeLiteral | None, optional
+        The mode to use when creating the `StorePath` object.  If None, the
+        default mode is 'r'.
+    storage_options : dict[str, Any] | None, optional
+        The storage options to use when creating the `RemoteStore` object.  If
+        None, the default storage options are used.
+
+    Returns
+    -------
+    StorePath
+        The converted StorePath object.
+
+    Raises
+    ------
+    TypeError
+        If the StoreLike object is not one of the supported types.
+    """
     from zarr.storage.remote import RemoteStore  # circular import
 
     used_storage_options = False
diff --git a/src/zarr/storage/local.py b/src/zarr/storage/local.py
index da37cbfd5f..b80b04e1d0 100644
--- a/src/zarr/storage/local.py
+++ b/src/zarr/storage/local.py
@@ -21,19 +21,6 @@
 def _get(
     path: Path, prototype: BufferPrototype, byte_range: tuple[int | None, int | None] | None
 ) -> Buffer:
-    """
-    Fetch a contiguous region of bytes from a file.
-
-    Parameters
-    ----------
-    path: Path
-        The file to read bytes from.
-    byte_range: tuple[int, int | None] | None = None
-        The range of bytes to read. If `byte_range` is `None`, then the entire file will be read.
-        If `byte_range` is a tuple, the first value specifies the index of the first byte to read,
-        and the second value specifies the total number of bytes to read. If the total value is
-        `None`, then the entire file after the first byte will be read.
-    """
     if byte_range is not None:
         if byte_range[0] is None:
             start = 0
@@ -80,6 +67,25 @@ def _put(
 
 
 class LocalStore(Store):
+    """
+    Local file system store.
+
+    Parameters
+    ----------
+    root : str or Path
+        Directory to use as root of store.
+    mode : str
+        Mode in which to open the store. Either 'r', 'r+', 'a', 'w', 'w-'.
+
+    Attributes
+    ----------
+    supports_writes
+    supports_deletes
+    supports_partial_writes
+    supports_listing
+    root
+    """
+
     supports_writes: bool = True
     supports_deletes: bool = True
     supports_partial_writes: bool = True
@@ -100,11 +106,13 @@ async def _open(self) -> None:
         return await super()._open()
 
     async def clear(self) -> None:
+        # docstring inherited
         self._check_writable()
         shutil.rmtree(self.root)
         self.root.mkdir()
 
     async def empty(self) -> bool:
+        # docstring inherited
         try:
             with os.scandir(self.root) as it:
                 for entry in it:
@@ -117,6 +125,7 @@ async def empty(self) -> bool:
             return True
 
     def with_mode(self, mode: AccessModeLiteral) -> Self:
+        # docstring inherited
         return type(self)(root=self.root, mode=mode)
 
     def __str__(self) -> str:
@@ -134,6 +143,7 @@ async def get(
         prototype: BufferPrototype,
         byte_range: tuple[int | None, int | None] | None = None,
     ) -> Buffer | None:
+        # docstring inherited
         if not self._is_open:
             await self._open()
         assert isinstance(key, str)
@@ -149,17 +159,7 @@ async def get_partial_values(
         prototype: BufferPrototype,
         key_ranges: Iterable[tuple[str, ByteRangeRequest]],
     ) -> list[Buffer | None]:
-        """
-        Read byte ranges from multiple keys.
-
-        Parameters
-        ----------
-        key_ranges: List[Tuple[str, Tuple[int, int]]]
-            A list of (key, (start, length)) tuples. The first element of the tuple is the name of
-            the key in storage to fetch bytes from. The second element the tuple defines the byte
-            range to retrieve. These values are arguments to `get`, as this method wraps
-            concurrent invocation of `get`.
-        """
+        # docstring inherited
         args = []
         for key, byte_range in key_ranges:
             assert isinstance(key, str)
@@ -168,9 +168,11 @@ async def get_partial_values(
         return await concurrent_map(args, asyncio.to_thread, limit=None)  # TODO: fix limit
 
     async def set(self, key: str, value: Buffer) -> None:
+        # docstring inherited
         return await self._set(key, value)
 
     async def set_if_not_exists(self, key: str, value: Buffer) -> None:
+        # docstring inherited
         try:
             return await self._set(key, value, exclusive=True)
         except FileExistsError:
@@ -189,6 +191,7 @@ async def _set(self, key: str, value: Buffer, exclusive: bool = False) -> None:
     async def set_partial_values(
         self, key_start_values: Iterable[tuple[str, int, bytes | bytearray | memoryview]]
     ) -> None:
+        # docstring inherited
         self._check_writable()
         args = []
         for key, start, value in key_start_values:
@@ -198,6 +201,7 @@ async def set_partial_values(
         await concurrent_map(args, asyncio.to_thread, limit=None)  # TODO: fix limit
 
     async def delete(self, key: str) -> None:
+        # docstring inherited
         self._check_writable()
         path = self.root / key
         if path.is_dir():  # TODO: support deleting directories? shutil.rmtree?
@@ -206,53 +210,26 @@ async def delete(self, key: str) -> None:
             await asyncio.to_thread(path.unlink, True)  # Q: we may want to raise if path is missing
 
     async def exists(self, key: str) -> bool:
+        # docstring inherited
         path = self.root / key
         return await asyncio.to_thread(path.is_file)
 
     async def list(self) -> AsyncGenerator[str, None]:
-        """Retrieve all keys in the store.
-
-        Returns
-        -------
-        AsyncGenerator[str, None]
-        """
+        # docstring inherited
         to_strip = str(self.root) + "/"
         for p in list(self.root.rglob("*")):
             if p.is_file():
                 yield str(p).replace(to_strip, "")
 
     async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
-        """
-        Retrieve all keys in the store that begin with a given prefix. Keys are returned with the
-        common leading prefix removed.
-
-        Parameters
-        ----------
-        prefix : str
-
-        Returns
-        -------
-        AsyncGenerator[str, None]
-        """
+        # docstring inherited
         to_strip = os.path.join(str(self.root / prefix))
         for p in (self.root / prefix).rglob("*"):
             if p.is_file():
                 yield str(p.relative_to(to_strip))
 
     async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
-        """
-        Retrieve all keys and prefixes with a given prefix and which do not contain the character
-        “/” after the given prefix.
-
-        Parameters
-        ----------
-        prefix : str
-
-        Returns
-        -------
-        AsyncGenerator[str, None]
-        """
-
+        # docstring inherited
         base = self.root / prefix
         to_strip = str(base) + "/"
 
diff --git a/src/zarr/storage/logging.py b/src/zarr/storage/logging.py
index 52c7c7b84d..2e0436b048 100644
--- a/src/zarr/storage/logging.py
+++ b/src/zarr/storage/logging.py
@@ -18,6 +18,24 @@
 
 
 class LoggingStore(Store):
+    """
+    Store wrapper that logs all calls to the wrapped store.
+
+    Parameters
+    ----------
+    store: Store
+        Store to wrap
+    log_level: str
+        Log level
+    log_handler: logging.Handler
+        Log handler
+
+    Attributes
+    ----------
+    counter: dict
+        Counter of number of times each method has been called
+    """
+
     _store: Store
     counter: defaultdict[str, int]
 
@@ -58,6 +76,11 @@ def _default_handler(self) -> logging.Handler:
 
     @contextmanager
     def log(self) -> Generator[None, None, None]:
+        """Context manager to log method calls
+
+        Each call to the wrapped store is logged to the configured logger and added to
+        the counter dict.
+        """
         method = inspect.stack()[2].function
         op = f"{type(self._store).__name__}.{method}"
         self.logger.info(f"Calling {op}")
@@ -108,10 +131,12 @@ async def _ensure_open(self) -> None:
             return await self._store._ensure_open()
 
     async def empty(self) -> bool:
+        # docstring inherited
         with self.log():
             return await self._store.empty()
 
     async def clear(self) -> None:
+        # docstring inherited
         with self.log():
             return await self._store.clear()
 
@@ -131,6 +156,7 @@ async def get(
         prototype: BufferPrototype,
         byte_range: tuple[int | None, int | None] | None = None,
     ) -> Buffer | None:
+        # docstring inherited
         with self.log():
             return await self._store.get(key=key, prototype=prototype, byte_range=byte_range)
 
@@ -139,47 +165,57 @@ async def get_partial_values(
         prototype: BufferPrototype,
         key_ranges: Iterable[tuple[str, ByteRangeRequest]],
     ) -> list[Buffer | None]:
+        # docstring inherited
         with self.log():
             return await self._store.get_partial_values(prototype=prototype, key_ranges=key_ranges)
 
     async def exists(self, key: str) -> bool:
+        # docstring inherited
         with self.log():
             return await self._store.exists(key)
 
     async def set(self, key: str, value: Buffer) -> None:
+        # docstring inherited
         with self.log():
             return await self._store.set(key=key, value=value)
 
     async def set_if_not_exists(self, key: str, value: Buffer) -> None:
+        # docstring inherited
         with self.log():
             return await self._store.set_if_not_exists(key=key, value=value)
 
     async def delete(self, key: str) -> None:
+        # docstring inherited
         with self.log():
             return await self._store.delete(key=key)
 
     async def set_partial_values(
         self, key_start_values: Iterable[tuple[str, int, bytes | bytearray | memoryview]]
     ) -> None:
+        # docstring inherited
         with self.log():
             return await self._store.set_partial_values(key_start_values=key_start_values)
 
     async def list(self) -> AsyncGenerator[str, None]:
+        # docstring inherited
         with self.log():
             async for key in self._store.list():
                 yield key
 
     async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
+        # docstring inherited
         with self.log():
             async for key in self._store.list_prefix(prefix=prefix):
                 yield key
 
     async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
+        # docstring inherited
         with self.log():
             async for key in self._store.list_dir(prefix=prefix):
                 yield key
 
     def with_mode(self, mode: AccessModeLiteral) -> Self:
+        # docstring inherited
         with self.log():
             return type(self)(
                 self._store.with_mode(mode),
diff --git a/src/zarr/storage/memory.py b/src/zarr/storage/memory.py
index 24ea7e0040..673c2a75d5 100644
--- a/src/zarr/storage/memory.py
+++ b/src/zarr/storage/memory.py
@@ -14,9 +14,25 @@
     from zarr.core.common import AccessModeLiteral
 
 
-# TODO: this store could easily be extended to wrap any MutableMapping store from v2
-# When that is done, the `MemoryStore` will just be a store that wraps a dict.
 class MemoryStore(Store):
+    """
+    In-memory store for testing purposes.
+
+    Parameters
+    ----------
+    store_dict : dict
+        Initial data
+    mode : str
+        Access mode
+
+    Attributes
+    ----------
+    supports_writes
+    supports_deletes
+    supports_partial_writes
+    supports_listing
+    """
+
     supports_writes: bool = True
     supports_deletes: bool = True
     supports_partial_writes: bool = True
@@ -36,12 +52,15 @@ def __init__(
         self._store_dict = store_dict
 
     async def empty(self) -> bool:
+        # docstring inherited
         return not self._store_dict
 
     async def clear(self) -> None:
+        # docstring inherited
         self._store_dict.clear()
 
     def with_mode(self, mode: AccessModeLiteral) -> Self:
+        # docstring inherited
         return type(self)(store_dict=self._store_dict, mode=mode)
 
     def __str__(self) -> str:
@@ -63,6 +82,7 @@ async def get(
         prototype: BufferPrototype,
         byte_range: tuple[int | None, int | None] | None = None,
     ) -> Buffer | None:
+        # docstring inherited
         if not self._is_open:
             await self._open()
         assert isinstance(key, str)
@@ -78,6 +98,8 @@ async def get_partial_values(
         prototype: BufferPrototype,
         key_ranges: Iterable[tuple[str, ByteRangeRequest]],
     ) -> list[Buffer | None]:
+        # docstring inherited
+
         # All the key-ranges arguments goes with the same prototype
         async def _get(key: str, byte_range: ByteRangeRequest) -> Buffer | None:
             return await self.get(key, prototype=prototype, byte_range=byte_range)
@@ -85,9 +107,11 @@ async def _get(key: str, byte_range: ByteRangeRequest) -> Buffer | None:
         return await concurrent_map(key_ranges, _get, limit=None)
 
     async def exists(self, key: str) -> bool:
+        # docstring inherited
         return key in self._store_dict
 
     async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
+        # docstring inherited
         self._check_writable()
         await self._ensure_open()
         assert isinstance(key, str)
@@ -102,42 +126,36 @@ async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None
             self._store_dict[key] = value
 
     async def set_if_not_exists(self, key: str, value: Buffer) -> None:
+        # docstring inherited
         self._check_writable()
         await self._ensure_open()
         self._store_dict.setdefault(key, value)
 
     async def delete(self, key: str) -> None:
+        # docstring inherited
         self._check_writable()
         try:
             del self._store_dict[key]
         except KeyError:
-            pass  # Q(JH): why not raise?
+            pass
 
     async def set_partial_values(self, key_start_values: Iterable[tuple[str, int, bytes]]) -> None:
+        # docstring inherited
         raise NotImplementedError
 
     async def list(self) -> AsyncGenerator[str, None]:
+        # docstring inherited
         for key in self._store_dict:
             yield key
 
     async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
+        # docstring inherited
         for key in self._store_dict:
             if key.startswith(prefix):
                 yield key.removeprefix(prefix)
 
     async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
-        """
-        Retrieve all keys in the store that begin with a given prefix. Keys are returned with the
-        common leading prefix removed.
-
-        Parameters
-        ----------
-        prefix : str
-
-        Returns
-        -------
-        AsyncGenerator[str, None]
-        """
+        # docstring inherited
         if prefix.endswith("/"):
             prefix = prefix[:-1]
 
@@ -212,6 +230,7 @@ def from_dict(cls, store_dict: MutableMapping[str, Buffer]) -> Self:
         return cls(gpu_store_dict)
 
     async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None = None) -> None:
+        # docstring inherited
         self._check_writable()
         assert isinstance(key, str)
         if not isinstance(value, Buffer):
diff --git a/src/zarr/storage/remote.py b/src/zarr/storage/remote.py
index 1adc7ee419..9782a98772 100644
--- a/src/zarr/storage/remote.py
+++ b/src/zarr/storage/remote.py
@@ -25,6 +25,30 @@
 
 
 class RemoteStore(Store):
+    """
+    A remote Store based on FSSpec
+
+    Parameters
+    ----------
+    fs : AsyncFileSystem
+        The Async FSSpec filesystem to use with this store.
+    mode : AccessModeLiteral
+        The access mode to use.
+    path : str
+        The root path of the store.
+    allowed_exceptions : tuple[type[Exception], ...]
+        When fetching data, these cases will be deemed to correspond to missing keys.
+
+    Attributes
+    ----------
+    fs
+    allowed_exceptions
+    supports_writes
+    supports_deletes
+    supports_partial_writes
+    supports_listing
+    """
+
     # based on FSSpec
     supports_writes: bool = True
     supports_deletes: bool = True
@@ -41,17 +65,6 @@ def __init__(
         path: str = "/",
         allowed_exceptions: tuple[type[Exception], ...] = ALLOWED_EXCEPTIONS,
     ) -> None:
-        """
-        Parameters
-        ----------
-        url: root of the datastore. In fsspec notation, this is usually like "protocol://path/to".
-            Can also be a upath.UPath instance/
-        allowed_exceptions: when fetching data, these cases will be deemed to correspond to missing
-            keys, rather than some other IO failure
-        storage_options: passed on to fsspec to make the filesystem instance. If url is a UPath,
-            this must not be used.
-
-        """
         super().__init__(mode=mode)
         self.fs = fs
         self.path = path
@@ -67,6 +80,23 @@ def from_upath(
         mode: AccessModeLiteral = "r",
         allowed_exceptions: tuple[type[Exception], ...] = ALLOWED_EXCEPTIONS,
     ) -> RemoteStore:
+        """
+        Create a RemoteStore from an upath object.
+
+        Parameters
+        ----------
+        upath : UPath
+            The upath to the root of the store.
+        mode : str, optional
+            The mode of the store. Defaults to "r".
+        allowed_exceptions : tuple, optional
+            The exceptions that are allowed to be raised when accessing the
+            store. Defaults to ALLOWED_EXCEPTIONS.
+
+        Returns
+        -------
+        RemoteStore
+        """
         return cls(
             fs=upath.fs,
             path=upath.path.rstrip("/"),
@@ -82,10 +112,30 @@ def from_url(
         mode: AccessModeLiteral = "r",
         allowed_exceptions: tuple[type[Exception], ...] = ALLOWED_EXCEPTIONS,
     ) -> RemoteStore:
+        """
+        Create a RemoteStore from a URL.
+
+        Parameters
+        ----------
+        url : str
+            The URL to the root of the store.
+        storage_options : dict, optional
+            The options to pass to fsspec when creating the filesystem.
+        mode : str, optional
+            The mode of the store. Defaults to "r".
+        allowed_exceptions : tuple, optional
+            The exceptions that are allowed to be raised when accessing the
+            store. Defaults to ALLOWED_EXCEPTIONS.
+
+        Returns
+        -------
+        RemoteStore
+        """
         fs, path = fsspec.url_to_fs(url, **storage_options)
         return cls(fs=fs, path=path, mode=mode, allowed_exceptions=allowed_exceptions)
 
     async def clear(self) -> None:
+        # docstring inherited
         try:
             for subpath in await self.fs._find(self.path, withdirs=True):
                 if subpath != self.path:
@@ -94,11 +144,14 @@ async def clear(self) -> None:
             pass
 
     async def empty(self) -> bool:
+        # docstring inherited
+
         # TODO: it would be nice if we didn't have to list all keys here
         # it should be possible to stop after the first key is discovered
         return not await self.fs._ls(self.path)
 
     def with_mode(self, mode: AccessModeLiteral) -> Self:
+        # docstring inherited
         return type(self)(
             fs=self.fs,
             mode=mode,
@@ -123,6 +176,7 @@ async def get(
         prototype: BufferPrototype,
         byte_range: ByteRangeRequest | None = None,
     ) -> Buffer | None:
+        # docstring inherited
         if not self._is_open:
             await self._open()
         path = _dereference_path(self.path, key)
@@ -161,6 +215,7 @@ async def set(
         value: Buffer,
         byte_range: tuple[int, int] | None = None,
     ) -> None:
+        # docstring inherited
         if not self._is_open:
             await self._open()
         self._check_writable()
@@ -171,6 +226,7 @@ async def set(
         await self.fs._pipe_file(path, value.to_bytes())
 
     async def delete(self, key: str) -> None:
+        # docstring inherited
         self._check_writable()
         path = _dereference_path(self.path, key)
         try:
@@ -181,6 +237,7 @@ async def delete(self, key: str) -> None:
             pass
 
     async def exists(self, key: str) -> bool:
+        # docstring inherited
         path = _dereference_path(self.path, key)
         exists: bool = await self.fs._exists(path)
         return exists
@@ -190,6 +247,7 @@ async def get_partial_values(
         prototype: BufferPrototype,
         key_ranges: Iterable[tuple[str, ByteRangeRequest]],
     ) -> list[Buffer | None]:
+        # docstring inherited
         if key_ranges:
             paths, starts, stops = zip(
                 *(
@@ -217,14 +275,17 @@ async def get_partial_values(
     async def set_partial_values(
         self, key_start_values: Iterable[tuple[str, int, BytesLike]]
     ) -> None:
+        # docstring inherited
         raise NotImplementedError
 
     async def list(self) -> AsyncGenerator[str, None]:
+        # docstring inherited
         allfiles = await self.fs._find(self.path, detail=False, withdirs=False)
         for onefile in (a.replace(self.path + "/", "") for a in allfiles):
             yield onefile
 
     async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
+        # docstring inherited
         prefix = f"{self.path}/{prefix.rstrip('/')}"
         try:
             allfiles = await self.fs._ls(prefix, detail=False)
@@ -234,19 +295,7 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
             yield onefile.removeprefix(self.path).removeprefix("/")
 
     async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
-        """
-        Retrieve all keys in the store that begin with a given prefix. Keys are returned with the
-        common leading prefix removed.
-
-        Parameters
-        ----------
-        prefix : str
-
-        Returns
-        -------
-        AsyncGenerator[str, None]
-        """
-
+        # docstring inherited
         find_str = f"{self.path}/{prefix}"
         for onefile in await self.fs._find(find_str, detail=False, maxdepth=None, withdirs=False):
             yield onefile.removeprefix(find_str)
diff --git a/src/zarr/storage/zip.py b/src/zarr/storage/zip.py
index 49e5903a9f..c9cb579586 100644
--- a/src/zarr/storage/zip.py
+++ b/src/zarr/storage/zip.py
@@ -35,6 +35,17 @@ class ZipStore(Store):
         extensions when the zipfile is larger than 2 GiB. If False
         will raise an exception when the ZIP file would require ZIP64
         extensions.
+
+    Attributes
+    ----------
+    allowed_exceptions
+    supports_writes
+    supports_deletes
+    supports_partial_writes
+    supports_listing
+    path
+    compression
+    allowZip64
     """
 
     supports_writes: bool = True
@@ -95,11 +106,13 @@ def __setstate__(self, state: Any) -> None:
         self._sync_open()
 
     def close(self) -> None:
+        # docstring inherited
         super().close()
         with self._lock:
             self._zf.close()
 
     async def clear(self) -> None:
+        # docstring inherited
         with self._lock:
             self._check_writable()
             self._zf.close()
@@ -109,10 +122,12 @@ async def clear(self) -> None:
             )
 
     async def empty(self) -> bool:
+        # docstring inherited
         with self._lock:
             return not self._zf.namelist()
 
     def with_mode(self, mode: ZipStoreAccessModeLiteral) -> Self:  # type: ignore[override]
+        # docstring inherited
         raise NotImplementedError("ZipStore cannot be reopened with a new mode.")
 
     def __str__(self) -> str:
@@ -130,6 +145,7 @@ def _get(
         prototype: BufferPrototype,
         byte_range: ByteRangeRequest | None = None,
     ) -> Buffer | None:
+        # docstring inherited
         try:
             with self._zf.open(key) as f:  # will raise KeyError
                 if byte_range is None:
@@ -153,6 +169,7 @@ async def get(
         prototype: BufferPrototype,
         byte_range: ByteRangeRequest | None = None,
     ) -> Buffer | None:
+        # docstring inherited
         assert isinstance(key, str)
 
         with self._lock:
@@ -163,6 +180,7 @@ async def get_partial_values(
         prototype: BufferPrototype,
         key_ranges: Iterable[tuple[str, ByteRangeRequest]],
     ) -> list[Buffer | None]:
+        # docstring inherited
         out = []
         with self._lock:
             for key, byte_range in key_ranges:
@@ -181,6 +199,7 @@ def _set(self, key: str, value: Buffer) -> None:
         self._zf.writestr(keyinfo, value.to_bytes())
 
     async def set(self, key: str, value: Buffer) -> None:
+        # docstring inherited
         self._check_writable()
         assert isinstance(key, str)
         if not isinstance(value, Buffer):
@@ -199,9 +218,11 @@ async def set_if_not_exists(self, key: str, value: Buffer) -> None:
                 self._set(key, value)
 
     async def delete(self, key: str) -> None:
+        # docstring inherited
         raise NotImplementedError
 
     async def exists(self, key: str) -> bool:
+        # docstring inherited
         with self._lock:
             try:
                 self._zf.getinfo(key)
@@ -211,28 +232,19 @@ async def exists(self, key: str) -> bool:
                 return True
 
     async def list(self) -> AsyncGenerator[str, None]:
+        # docstring inherited
         with self._lock:
             for key in self._zf.namelist():
                 yield key
 
     async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
-        """
-        Retrieve all keys in the store that begin with a given prefix. Keys are returned with the
-        common leading prefix removed.
-
-        Parameters
-        ----------
-        prefix : str
-
-        Returns
-        -------
-        AsyncGenerator[str, None]
-        """
+        # docstring inherited
         async for key in self.list():
             if key.startswith(prefix):
                 yield key.removeprefix(prefix)
 
     async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
+        # docstring inherited
         if prefix.endswith("/"):
             prefix = prefix[:-1]
 

From 76f835c8337edeaa24225229666f942ea0af36bb Mon Sep 17 00:00:00 2001
From: Joseph Hamman <joe@earthmover.io>
Date: Sun, 13 Oct 2024 08:49:43 -0700
Subject: [PATCH 0769/1078] feature(logging): include keys in logging store
 logs

---
 src/zarr/storage/logging.py | 55 +++++++++++++++++++++++++++----------
 src/zarr/storage/remote.py  | 30 +++++++++++++++++++-
 2 files changed, 69 insertions(+), 16 deletions(-)

diff --git a/src/zarr/storage/logging.py b/src/zarr/storage/logging.py
index 52c7c7b84d..8def9e6c9e 100644
--- a/src/zarr/storage/logging.py
+++ b/src/zarr/storage/logging.py
@@ -5,7 +5,7 @@
 import time
 from collections import defaultdict
 from contextlib import contextmanager
-from typing import TYPE_CHECKING, Self
+from typing import TYPE_CHECKING, Any, Self
 
 from zarr.abc.store import AccessMode, ByteRangeRequest, Store
 from zarr.core.buffer import Buffer
@@ -57,9 +57,16 @@ def _default_handler(self) -> logging.Handler:
         return handler
 
     @contextmanager
-    def log(self) -> Generator[None, None, None]:
+    def log(self, hint: Any = "") -> Generator[None, None, None]:
+        """Context manager to log method calls
+
+        Each call to the wrapped store is logged to the configured logger and added to
+        the counter dict.
+        """
         method = inspect.stack()[2].function
         op = f"{type(self._store).__name__}.{method}"
+        if hint:
+            op += f"({hint})"
         self.logger.info(f"Calling {op}")
         start_time = time.time()
         try:
@@ -67,7 +74,7 @@ def log(self) -> Generator[None, None, None]:
             yield
         finally:
             end_time = time.time()
-            self.logger.info(f"Finished {op} in {end_time - start_time:.2f} seconds")
+            self.logger.info(f"Finished {op} [{end_time - start_time:.2f}s]")
 
     @property
     def supports_writes(self) -> bool:
@@ -95,10 +102,15 @@ def _mode(self) -> AccessMode:  # type: ignore[override]
             return self._store._mode
 
     @property
-    def _is_open(self) -> bool:  # type: ignore[override]
+    def _is_open(self) -> bool:
         with self.log():
             return self._store._is_open
 
+    @_is_open.setter
+    def _is_open(self, value: bool) -> None:
+        with self.log(value):
+            self._store._is_open = value
+
     async def _open(self) -> None:
         with self.log():
             return await self._store._open()
@@ -122,7 +134,7 @@ def __repr__(self) -> str:
         return f"LoggingStore({repr(self._store)!r})"
 
     def __eq__(self, other: object) -> bool:
-        with self.log():
+        with self.log(other):
             return self._store == other
 
     async def get(
@@ -131,7 +143,8 @@ async def get(
         prototype: BufferPrototype,
         byte_range: tuple[int | None, int | None] | None = None,
     ) -> Buffer | None:
-        with self.log():
+        # docstring inherited
+        with self.log(key):
             return await self._store.get(key=key, prototype=prototype, byte_range=byte_range)
 
     async def get_partial_values(
@@ -139,48 +152,60 @@ async def get_partial_values(
         prototype: BufferPrototype,
         key_ranges: Iterable[tuple[str, ByteRangeRequest]],
     ) -> list[Buffer | None]:
-        with self.log():
+        # docstring inherited
+        keys = ",".join([k[0] for k in key_ranges])
+        with self.log(keys):
             return await self._store.get_partial_values(prototype=prototype, key_ranges=key_ranges)
 
     async def exists(self, key: str) -> bool:
-        with self.log():
+        # docstring inherited
+        with self.log(key):
             return await self._store.exists(key)
 
     async def set(self, key: str, value: Buffer) -> None:
-        with self.log():
+        # docstring inherited
+        with self.log(key):
             return await self._store.set(key=key, value=value)
 
     async def set_if_not_exists(self, key: str, value: Buffer) -> None:
-        with self.log():
+        # docstring inherited
+        with self.log(key):
             return await self._store.set_if_not_exists(key=key, value=value)
 
     async def delete(self, key: str) -> None:
-        with self.log():
+        # docstring inherited
+        with self.log(key):
             return await self._store.delete(key=key)
 
     async def set_partial_values(
         self, key_start_values: Iterable[tuple[str, int, bytes | bytearray | memoryview]]
     ) -> None:
-        with self.log():
+        # docstring inherited
+        keys = ",".join([k[0] for k in key_start_values])
+        with self.log(keys):
             return await self._store.set_partial_values(key_start_values=key_start_values)
 
     async def list(self) -> AsyncGenerator[str, None]:
+        # docstring inherited
         with self.log():
             async for key in self._store.list():
                 yield key
 
     async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
-        with self.log():
+        # docstring inherited
+        with self.log(prefix):
             async for key in self._store.list_prefix(prefix=prefix):
                 yield key
 
     async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
-        with self.log():
+        # docstring inherited
+        with self.log(prefix):
             async for key in self._store.list_dir(prefix=prefix):
                 yield key
 
     def with_mode(self, mode: AccessModeLiteral) -> Self:
-        with self.log():
+        # docstring inherited
+        with self.log(mode):
             return type(self)(
                 self._store.with_mode(mode),
                 log_level=self.log_level,
diff --git a/src/zarr/storage/remote.py b/src/zarr/storage/remote.py
index 1adc7ee419..cf2fcb3f0d 100644
--- a/src/zarr/storage/remote.py
+++ b/src/zarr/storage/remote.py
@@ -82,7 +82,35 @@ def from_url(
         mode: AccessModeLiteral = "r",
         allowed_exceptions: tuple[type[Exception], ...] = ALLOWED_EXCEPTIONS,
     ) -> RemoteStore:
-        fs, path = fsspec.url_to_fs(url, **storage_options)
+        """
+        Create a RemoteStore from a URL.
+
+        Parameters
+        ----------
+        url : str
+            The URL to the root of the store.
+        storage_options : dict, optional
+            The options to pass to fsspec when creating the filesystem.
+        mode : str, optional
+            The mode of the store. Defaults to "r".
+        allowed_exceptions : tuple, optional
+            The exceptions that are allowed to be raised when accessing the
+            store. Defaults to ALLOWED_EXCEPTIONS.
+
+        Returns
+        -------
+        RemoteStore
+        """
+        opts = storage_options or {}
+        opts = {"asynchronous": True, **opts}
+
+        fs, path = fsspec.url_to_fs(url, **opts)
+
+        # fsspec is not consistent about removing the scheme from the path, so check and strip it here
+        # https://github.com/fsspec/filesystem_spec/issues/1722
+        if "://" in path:
+            _, path = path.split("://", maxsplit=1)
+
         return cls(fs=fs, path=path, mode=mode, allowed_exceptions=allowed_exceptions)
 
     async def clear(self) -> None:

From 20d83922aeb2505a1a0521c4b9a44d7cb1d621c4 Mon Sep 17 00:00:00 2001
From: Joseph Hamman <joe@earthmover.io>
Date: Sun, 13 Oct 2024 08:55:13 -0700
Subject: [PATCH 0770/1078] fix bad merge

---
 src/zarr/storage/remote.py | 11 +----------
 1 file changed, 1 insertion(+), 10 deletions(-)

diff --git a/src/zarr/storage/remote.py b/src/zarr/storage/remote.py
index 7990232b95..9782a98772 100644
--- a/src/zarr/storage/remote.py
+++ b/src/zarr/storage/remote.py
@@ -131,16 +131,7 @@ def from_url(
         -------
         RemoteStore
         """
-        opts = storage_options or {}
-        opts = {"asynchronous": True, **opts}
-
-        fs, path = fsspec.url_to_fs(url, **opts)
-
-        # fsspec is not consistent about removing the scheme from the path, so check and strip it here
-        # https://github.com/fsspec/filesystem_spec/issues/1722
-        if "://" in path:
-            _, path = path.split("://", maxsplit=1)
-
+        fs, path = fsspec.url_to_fs(url, **storage_options)
         return cls(fs=fs, path=path, mode=mode, allowed_exceptions=allowed_exceptions)
 
     async def clear(self) -> None:

From d78d177ff0d54aec4cc1bcf272375eef91221e33 Mon Sep 17 00:00:00 2001
From: Joseph Hamman <joe@earthmover.io>
Date: Sun, 13 Oct 2024 12:24:56 -0700
Subject: [PATCH 0771/1078] fix(consolidated metadata): skip .zmetadata key in
 members search

---
 src/zarr/core/group.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 0b15e2f085..110d127584 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1139,7 +1139,8 @@ async def _members(
             raise ValueError(msg)
         # would be nice to make these special keys accessible programmatically,
         # and scoped to specific zarr versions
-        _skip_keys = ("zarr.json", ".zgroup", ".zattrs")
+        # especially true for `.zmetadata` which is configurable
+        _skip_keys = ("zarr.json", ".zgroup", ".zattrs", ".zmetadata")
 
         # hmm lots of I/O and logic interleaved here.
         # We *could* have an async gen over self.metadata.consolidated_metadata.metadata.keys()

From b6e89350e9376751cb136a6d4c32d51081d80323 Mon Sep 17 00:00:00 2001
From: Joseph Hamman <joe@earthmover.io>
Date: Sun, 13 Oct 2024 12:50:12 -0700
Subject: [PATCH 0772/1078] test + userwarning

---
 src/zarr/core/group.py |  8 +++++---
 tests/v3/test_group.py | 11 +++++++++--
 2 files changed, 14 insertions(+), 5 deletions(-)

diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 110d127584..e85057e2f6 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -4,6 +4,7 @@
 import itertools
 import json
 import logging
+import warnings
 from collections import defaultdict
 from dataclasses import asdict, dataclass, field, fields, replace
 from typing import TYPE_CHECKING, Literal, TypeVar, assert_never, cast, overload
@@ -1170,9 +1171,10 @@ async def _members(
                 # keyerror is raised when `key` names an object (in the object storage sense),
                 # as opposed to a prefix, in the store under the prefix associated with this group
                 # in which case `key` cannot be the name of a sub-array or sub-group.
-                logger.warning(
-                    "Object at %s is not recognized as a component of a Zarr hierarchy.",
-                    key,
+                warnings.warn(
+                    f"Object at {key} is not recognized as a component of a Zarr hierarchy.",
+                    UserWarning,
+                    stacklevel=1,
                 )
 
     def _members_consolidated(
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 90933abeaa..7aa9e0c939 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import pickle
+import warnings
 from typing import TYPE_CHECKING, Any, Literal, cast
 
 import numpy as np
@@ -1091,8 +1092,8 @@ async def test_require_array(store: Store, zarr_format: ZarrFormat) -> None:
 
 
 @pytest.mark.parametrize("consolidate", [True, False])
-def test_members_name(store: Store, consolidate: bool):
-    group = Group.from_store(store=store)
+async def test_members_name(store: Store, consolidate: bool, zarr_format: ZarrFormat):
+    group = Group.from_store(store=store, zarr_format=zarr_format)
     a = group.create_group(name="a")
     a.create_array("array", shape=(1,))
     b = a.create_group(name="b")
@@ -1108,6 +1109,12 @@ def test_members_name(store: Store, consolidate: bool):
     expected = ["/a", "/a/array", "/a/b", "/a/b/array"]
     assert paths == expected
 
+    # regression test for https://github.com/zarr-developers/zarr-python/pull/2356
+    g = zarr.open_group(store, use_consolidated=False)
+    with warnings.catch_warnings():
+        warnings.simplefilter("error")
+        assert list(g)
+
 
 async def test_open_mutable_mapping():
     group = await zarr.api.asynchronous.open_group(store={}, mode="w")

From 2b1e90b9e3566bf2a2da1d20dad258c0ba816b18 Mon Sep 17 00:00:00 2001
From: Joseph Hamman <joe@earthmover.io>
Date: Sun, 13 Oct 2024 13:18:25 -0700
Subject: [PATCH 0773/1078] fixup tests

---
 tests/v3/test_group.py | 20 ++++++++++++++++----
 1 file changed, 16 insertions(+), 4 deletions(-)

diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 7aa9e0c939..20960f0346 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import contextlib
 import pickle
 import warnings
 from typing import TYPE_CHECKING, Any, Literal, cast
@@ -178,22 +179,33 @@ def test_group_members(store: Store, zarr_format: ZarrFormat, consolidated_metad
         )
     )
 
+    # this warning shows up when extra objects show up in the hierarchy
+    warn_context = pytest.warns(
+        UserWarning, match=r"Object at .* is not recognized as a component of a Zarr hierarchy."
+    )
     if consolidated_metadata:
-        zarr.consolidate_metadata(store=store, zarr_format=zarr_format)
+        with warn_context:
+            zarr.consolidate_metadata(store=store, zarr_format=zarr_format)
+        # now that we've consolidated the store, we shouldn't get the warnings from the unrecognized objects anymore
+        # we use a nullcontext to handle these cases
+        warn_context = contextlib.nullcontext()
         group = zarr.open_consolidated(store=store, zarr_format=zarr_format)
 
-    members_observed = group.members()
+    with warn_context:
+        members_observed = group.members()
     # members are not guaranteed to be ordered, so sort before comparing
     assert sorted(dict(members_observed)) == sorted(members_expected)
 
     # partial
-    members_observed = group.members(max_depth=1)
+    with warn_context:
+        members_observed = group.members(max_depth=1)
     members_expected["subgroup/subsubgroup"] = subsubgroup
     # members are not guaranteed to be ordered, so sort before comparing
     assert sorted(dict(members_observed)) == sorted(members_expected)
 
     # total
-    members_observed = group.members(max_depth=None)
+    with warn_context:
+        members_observed = group.members(max_depth=None)
     members_expected["subgroup/subsubgroup/subsubsubgroup"] = subsubsubgroup
     # members are not guaranteed to be ordered, so sort before comparing
     assert sorted(dict(members_observed)) == sorted(members_expected)

From 016ec25d867125db3b1c13a9e13a4f13eb4d4dbf Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Mon, 14 Oct 2024 19:55:42 +0200
Subject: [PATCH 0774/1078] Update deprecated stage names (#2362)

---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index fa1e8bf754..0dd5bd73df 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -2,7 +2,7 @@ ci:
   autoupdate_commit_msg: "chore: update pre-commit hooks"
   autofix_commit_msg: "style: pre-commit fixes"
   autofix_prs: false
-default_stages: [commit, push]
+default_stages: [pre-commit, pre-push]
 default_language_version:
   python: python3
 repos:

From 243ee1b200ba874a28d3e94af7d0940ddaabb26c Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Mon, 14 Oct 2024 19:56:07 +0200
Subject: [PATCH 0775/1078] Multiple imports for an import name (#2361)

---
 src/zarr/abc/store.py        | 3 +--
 src/zarr/api/asynchronous.py | 2 --
 src/zarr/storage/logging.py  | 1 -
 tests/v3/test_indexing.py    | 1 -
 4 files changed, 1 insertion(+), 6 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 261e56dd01..85e335089d 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -2,9 +2,8 @@
 
 from abc import ABC, abstractmethod
 from asyncio import gather
-from collections.abc import AsyncGenerator, Iterable
 from types import TracebackType
-from typing import TYPE_CHECKING, Any, NamedTuple, Protocol, runtime_checkable
+from typing import TYPE_CHECKING, NamedTuple, Protocol, runtime_checkable
 
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator, Iterable
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index a6363bc185..559049ae4f 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -10,8 +10,6 @@
 
 from zarr.abc.store import Store
 from zarr.core.array import Array, AsyncArray, get_array_metadata
-from zarr.core.buffer import NDArrayLike
-from zarr.core.chunk_key_encodings import ChunkKeyEncoding
 from zarr.core.common import (
     JSON,
     AccessModeLiteral,
diff --git a/src/zarr/storage/logging.py b/src/zarr/storage/logging.py
index 195c94630f..59a796dc18 100644
--- a/src/zarr/storage/logging.py
+++ b/src/zarr/storage/logging.py
@@ -8,7 +8,6 @@
 from typing import TYPE_CHECKING, Any, Self
 
 from zarr.abc.store import AccessMode, ByteRangeRequest, Store
-from zarr.core.buffer import Buffer
 
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator, Generator, Iterable
diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index 38ca24a7bb..0ea9cda39d 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -1769,7 +1769,6 @@ async def test_accessed_chunks(
     # chunks: chunk size
     # ops: list of tuples with (optype, tuple of slices)
     # optype = "__getitem__" or "__setitem__", tuple length must match number of dims
-    import itertools
 
     # Use a counting dict as the backing store so we can track the items access
     store = await CountingDict.open()

From c646028fe24e21a2744ceff8a6fe60f16d0186ba Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Mon, 14 Oct 2024 18:56:19 +0100
Subject: [PATCH 0776/1078] Fix logo height in doc navbar (#2352)

---
 docs/_static/custom.css | 7 -------
 1 file changed, 7 deletions(-)

diff --git a/docs/_static/custom.css b/docs/_static/custom.css
index 04f99c680a..1d32606f9a 100644
--- a/docs/_static/custom.css
+++ b/docs/_static/custom.css
@@ -1,12 +1,5 @@
 @import url('https://fonts.googleapis.com/css2?family=Lato:ital,wght@0,400;0,700;0,900;1,400;1,700;1,900&family=Open+Sans:ital,wght@0,400;0,600;1,400;1,600&display=swap');
 
-.navbar-brand img {
-   height: 75px;
-}
-.navbar-brand {
-   height: 75px;
-}
-
 body {
   font-family: 'Open Sans', sans-serif;
 }

From 840a3f7bd7a4952cce1281981aac555959e66e18 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 14 Oct 2024 11:11:58 -0700
Subject: [PATCH 0777/1078] Bump sphinx from 8.0.2 to 8.1.3 in the actions
 group across 1 directory (#2360)

Bumps the actions group with 1 update in the / directory: [sphinx](https://github.com/sphinx-doc/sphinx).


Updates `sphinx` from 8.0.2 to 8.1.3
- [Release notes](https://github.com/sphinx-doc/sphinx/releases)
- [Changelog](https://github.com/sphinx-doc/sphinx/blob/master/CHANGES.rst)
- [Commits](https://github.com/sphinx-doc/sphinx/compare/v8.0.2...v8.1.3)

---
updated-dependencies:
- dependency-name: sphinx
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 2bc2b526e8..593be36b75 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -78,7 +78,7 @@ gpu = [
     "cupy-cuda12x",
 ]
 docs = [
-    'sphinx==8.0.2',
+    'sphinx==8.1.3',
     'sphinx-autobuild>=2021.3.14',
     'sphinx-autoapi==3.3.2',
     'sphinx_design',

From fe752a2a2b0e91dbe566ab9874da5bb56957a688 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 15 Oct 2024 08:52:19 -0700
Subject: [PATCH 0778/1078] test(ci): change branch name in v3 workflows
 (#2368)

---
 .github/workflows/gpu_test.yml    | 6 +++---
 .github/workflows/hypothesis.yaml | 2 --
 .github/workflows/test.yml        | 6 +++---
 3 files changed, 6 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/gpu_test.yml b/.github/workflows/gpu_test.yml
index e0be897532..f9e36e9c2e 100644
--- a/.github/workflows/gpu_test.yml
+++ b/.github/workflows/gpu_test.yml
@@ -1,13 +1,13 @@
 # This workflow will install Python dependencies, run tests and lint with a variety of Python versions
 # For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
 
-name: GPU Test V3
+name: GPU Test
 
 on:
   push:
-    branches: [ v3 ]
+    branches: [ main ]
   pull_request:
-    branches: [ v3 ]
+    branches: [ main ]
   workflow_dispatch:
 
 env:
diff --git a/.github/workflows/hypothesis.yaml b/.github/workflows/hypothesis.yaml
index c5a239c274..85d48bddb1 100644
--- a/.github/workflows/hypothesis.yaml
+++ b/.github/workflows/hypothesis.yaml
@@ -3,11 +3,9 @@ on:
   push:
     branches:
       - "main"
-      - "v3"
   pull_request:
     branches:
       - "main"
-      - "v3"
     types: [opened, reopened, synchronize, labeled]
   schedule:
     - cron: "0 0 * * *" # Daily “At 00:00” UTC
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 5683b62dff..ae24fca6f5 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -1,13 +1,13 @@
 # This workflow will install Python dependencies, run tests and lint with a variety of Python versions
 # For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
 
-name: Test V3
+name: Test
 
 on:
   push:
-    branches: [ v3 ]
+    branches: [ main ]
   pull_request:
-    branches: [ v3 ]
+    branches: [ main ]
   workflow_dispatch:
 
 concurrency:

From d43b6c75b3b640ad7e9ec654db855d82c79e1fb4 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 15 Oct 2024 18:20:36 +0200
Subject: [PATCH 0779/1078] Use lazy % formatting in logging functions (#2366)

* Use lazy % formatting in logging functions

* f-string should be more efficient

* Space before unit symbol

From "SI Unit rules and style conventions":
https://physics.nist.gov/cuu/Units/checklist.html

	There is a space between the numerical value and unit symbol,
	even when the value is used in an adjectival sense, except in
	the case of superscript units for plane angle.

* Enforce ruff/flake8-logging-format rules (G)

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 pyproject.toml              | 1 +
 src/zarr/core/sync.py       | 2 +-
 src/zarr/storage/logging.py | 6 +++---
 3 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 593be36b75..059fa8fdb7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -211,6 +211,7 @@ extend-select = [
     "B",   # flake8-bugbear
     "C4",  # flake8-comprehensions
     "FLY", # flynt
+    "G",   # flake8-logging-format
     "I",   # isort
     "ISC", # flake8-implicit-str-concat
     "PGH", # pygrep-hooks
diff --git a/src/zarr/core/sync.py b/src/zarr/core/sync.py
index 20f04f543b..8c5bc9c397 100644
--- a/src/zarr/core/sync.py
+++ b/src/zarr/core/sync.py
@@ -133,7 +133,7 @@ def sync(
 
     finished, unfinished = wait([future], return_when=asyncio.ALL_COMPLETED, timeout=timeout)
     if len(unfinished) > 0:
-        raise TimeoutError(f"Coroutine {coro} failed to finish in within {timeout}s")
+        raise TimeoutError(f"Coroutine {coro} failed to finish in within {timeout} s")
     assert len(finished) == 1
     return_result = next(iter(finished)).result()
 
diff --git a/src/zarr/storage/logging.py b/src/zarr/storage/logging.py
index 59a796dc18..a29661729f 100644
--- a/src/zarr/storage/logging.py
+++ b/src/zarr/storage/logging.py
@@ -83,15 +83,15 @@ def log(self, hint: Any = "") -> Generator[None, None, None]:
         method = inspect.stack()[2].function
         op = f"{type(self._store).__name__}.{method}"
         if hint:
-            op += f"({hint})"
-        self.logger.info(f"Calling {op}")
+            op = f"{op}({hint})"
+        self.logger.info("Calling %s", op)
         start_time = time.time()
         try:
             self.counter[method] += 1
             yield
         finally:
             end_time = time.time()
-            self.logger.info(f"Finished {op} [{end_time - start_time:.2f}s]")
+            self.logger.info("Finished %s [%.2f s]", op, end_time - start_time)
 
     @property
     def supports_writes(self) -> bool:

From e0c4f6e2026292b37b110e2cc970be2a8164fd71 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 15 Oct 2024 11:02:30 -0700
Subject: [PATCH 0780/1078] Move roadmap and v3-design documument to docs
 (#2354)

* move roadmap to docs

* formatting and minor copy editing
---
 docs/index.rst           |   1 +
 docs/roadmap.rst         | 696 +++++++++++++++++++++++++++++++++++++++
 v3-roadmap-and-design.md | 429 ------------------------
 3 files changed, 697 insertions(+), 429 deletions(-)
 create mode 100644 docs/roadmap.rst
 delete mode 100644 v3-roadmap-and-design.md

diff --git a/docs/index.rst b/docs/index.rst
index 6b90b5a773..d0b41ed634 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -16,6 +16,7 @@ Zarr-Python
     release
     license
     contributing
+    roadmap
 
 **Version**: |version|
 
diff --git a/docs/roadmap.rst b/docs/roadmap.rst
new file mode 100644
index 0000000000..93f2a26896
--- /dev/null
+++ b/docs/roadmap.rst
@@ -0,0 +1,696 @@
+Roadmap
+=======
+
+-  Status: active
+-  Author: Joe Hamman
+-  Created On: October 31, 2023
+-  Input from:
+
+   -  Davis Bennett / @d-v-b
+   -  Norman Rzepka / @normanrz
+   -  Deepak Cherian @dcherian
+   -  Brian Davis / @monodeldiablo
+   -  Oliver McCormack / @olimcc
+   -  Ryan Abernathey / @rabernat
+   -  Jack Kelly / @JackKelly
+   -  Martin Durrant / @martindurant
+
+.. note::
+   
+   This document was written in the early stages of the 3.0 refactor. Some
+   aspects of the design have changed since this was originally written.
+   Questions and discussion about the contents of this document should be directed to
+   `this GitHub Discussion <https://github.com/zarr-developers/zarr-python/discussions/1569>`__.
+
+Introduction
+------------
+
+This document lays out a design proposal for version 3.0 of the
+`Zarr-Python <https://zarr.readthedocs.io/en/stable/>`__ package. A
+specific focus of the design is to bring Zarr-Python’s API up to date
+with the `Zarr V3
+specification <https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html>`__,
+with the hope of enabling the development of the many features and
+extensions that motivated the V3 Spec. The ideas presented here are
+expected to result in a major release of Zarr-Python (version 3.0)
+including significant a number of breaking API changes. For clarity,
+“V3” will be used to describe the version of the Zarr specification and
+“3.0” will be used to describe the release tag of the Zarr-Python
+project.
+
+Current status of V3 in Zarr-Python
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+During the development of the V3 Specification, a `prototype
+implementation <https://github.com/zarr-developers/zarr-python/pull/898>`__
+was added to the Zarr-Python library. Since that implementation, the V3
+spec evolved in significant ways and as a result, the Zarr-Python
+library is now out of sync with the approved spec. Downstream libraries
+(e.g. `Xarray <https://github.com/pydata/xarray>`__) have added support
+for this implementation and will need to migrate to the accepted spec
+when its available in Zarr-Python.
+
+Goals
+-----
+
+-  Provide a complete implementation of Zarr V3 through the Zarr-Python
+   API
+-  Clear the way for exciting extensions / ZEPs
+   (i.e. `sharding <https://zarr-specs.readthedocs.io/en/latest/v3/codecs/sharding-indexed/v1.0.html>`__,
+   `variable chunking <https://zarr.dev/zeps/draft/ZEP0003.html>`__,
+   etc.)
+-  Provide a developer API that can be used to implement and register V3
+   extensions
+-  Improve the performance of Zarr-Python by streamlining the interface
+   between the Store layer and higher level APIs (e.g. Groups and
+   Arrays)
+-  Clean up the internal and user facing APIs
+-  Improve code quality and robustness (e.g. achieve 100% type hint
+   coverage)
+-  Align the Zarr-Python array API with the `array API
+   Standard <https://data-apis.org/array-api/latest/>`__
+
+Examples of what 3.0 will enable?
+---------------------------------
+
+1. Reading and writing V3 spec-compliant groups and arrays
+2. V3 extensions including sharding and variable chunking.
+3. Improved performance by leveraging concurrency when
+   creating/reading/writing to stores (imagine a
+   ``create_hierarchy(zarr_objects)`` function).
+4. User-developed extensions (e.g. storage-transformers) can be
+   registered with Zarr-Python at runtime
+
+Non-goals (of this document)
+----------------------------
+
+-  Implementation of any unaccepted Zarr V3 extensions
+-  Major revisions to the Zarr V3 spec
+
+Requirements
+------------
+
+1. Read and write spec compliant V2 and V3 data
+2. Limit unnecessary traffic to/from the store
+3. Cleanly define the Array/Group/Store abstractions
+4. Cleanly define how V2 will be supported going forward
+5. Provide a clear roadmap to help users upgrade to 3.0
+6. Developer tools / hooks for registering extensions
+
+Design
+------
+
+Async API
+~~~~~~~~~
+
+Zarr-Python is an IO library. As such, supporting concurrent action
+against the storage layer is critical to achieving acceptable
+performance. The Zarr-Python 2 was not designed with asynchronous
+computation in mind and as a result has struggled to effectively
+leverage the benefits of concurrency. At one point, ``getitems`` and
+``setitems`` support was added to the Zarr store model but that is only
+used for operating on a set of chunks in a single variable.
+
+With Zarr-Python 3.0, we have the opportunity to revisit this design.
+The proposal here is as follows:
+
+1. The ``Store`` interface will be entirely async.
+2. On top of the async ``Store`` interface, we will provide an
+   ``AsyncArray`` and ``AsyncGroup`` interface.
+3. Finally, the primary user facing API will be synchronous ``Array``
+   and ``Group`` classes that wrap the async equivalents.
+
+**Examples**
+
+-  **Store**
+
+   .. code:: python
+
+      class Store:
+          ...
+          async def get(self, key: str) -> bytes:
+              ...
+          async def get_partial_values(self, key_ranges: List[Tuple[str, Tuple[int, Optional[int]]]]) -> bytes:
+              ...
+      # (no sync interface here)
+
+-  **Array**
+
+   .. code:: python
+
+      class AsyncArray:
+          ...
+
+          async def getitem(self, selection: Selection) -> np.ndarray:
+             # the core logic for getitem goes here
+
+      class Array:
+          _async_array: AsyncArray
+
+          def __getitem__(self, selection: Selection) -> np.ndarray:
+              return sync(self._async_array.getitem(selection))
+
+-  **Group**
+
+   .. code:: python
+
+      class AsyncGroup:
+          ...
+
+          async def create_group(self, path: str, **kwargs) -> AsyncGroup:
+             # the core logic for create_group goes here
+
+      class Group:
+          _async_group: AsyncGroup
+
+          def create_group(self, path: str, **kwargs) -> Group:
+              return sync(self._async_group.create_group(path, **kwargs))
+
+   **Internal Synchronization API**
+
+With the ``Store`` and core ``AsyncArray``/ ``AsyncGroup`` classes being
+predominantly async, Zarr-Python will need an internal API to provide a
+synchronous API. The proposal here is to use the approach in
+`fsspec <https://github.com/fsspec/filesystem_spec/blob/master/fsspec/asyn.py>`__
+to provide a high-level ``sync`` function that takes an ``awaitable``
+and runs it in its managed IO Loop / thread.
+
+| **FAQ** 1. Why two levels of Arrays/groups? a. First, this is an
+  intentional decision and departure from the current Zarrita
+  implementation b. The idea is that users rarely want to mix
+  interfaces. Either they are working within an async context (currently
+  quite rare) or they are in a typical synchronous context. c. Splitting
+  the two will allow us to clearly define behavior on the ``AsyncObj``
+  and simply wrap it in the ``SyncObj``. 2. What if a store is only has
+  a synchronous backend? a. First off, this is expected to be a fairly
+  rare occurrence. Most storage backends have async interfaces. b. But
+  in the event a storage backend doesn’t have a async interface, there
+  is nothing wrong with putting synchronous code in ``async`` methods.
+  There are approaches to enabling concurrent action through wrappers
+  like AsyncIO’s ``loop.run_in_executor`` (`ref
+  1 <https://stackoverflow.com/questions/38865050/is-await-in-python3-cooperative-multitasking>`__,
+  `ref 2 <https://stackoverflow.com/a/43263397/732596>`__, `ref
+  3 <https://bbc.github.io/cloudfit-public-docs/asyncio/asyncio-part-5.html>`__,
+  `ref
+  4 <https://docs.python.org/3/library/asyncio-eventloop.html#asyncio.loop.run_in_executor>`__.
+| 3. Will Zarr help manage the async contexts encouraged by some
+  libraries
+  (e.g. `AioBotoCore <https://aiobotocore.readthedocs.io/en/latest/tutorial.html#using-botocore>`__)?
+  a. Many async IO libraries require entering an async context before
+  interacting with the API. We expect some experimentation to be needed
+  here but the initial design will follow something close to what fsspec
+  does (`example in
+  s3fs <https://github.com/fsspec/s3fs/blob/949442693ec940b35cda3420c17a864fbe426567/s3fs/core.py#L527>`__).
+  4. Why not provide a synchronous Store interface? a. We could but this
+  design is simpler. It would mean supporting it in the ``AsyncGroup``
+  and ``AsyncArray`` classes which, may be more trouble than its worth.
+  Storage backends that do not have an async API will be encouraged to
+  wrap blocking calls in an async wrapper
+  (e.g. ``loop.run_in_executor``).
+
+Store API
+~~~~~~~~~
+
+The ``Store`` API is specified directly in the V3 specification. All V3
+stores should implement this abstract API, omitting Write and List
+support as needed. As described above, all stores will be expected to
+expose the required methods as async methods.
+
+**Example**
+
+.. code:: python
+
+   class ReadWriteStore:
+           ...
+       async def get(self, key: str) -> bytes:
+           ...
+
+       async def get_partial_values(self, key_ranges: List[Tuple[str, int, int]) -> bytes:
+           ...
+           
+       async def set(self, key: str, value: Union[bytes, bytearray, memoryview]) -> None:
+           ...  # required for writable stores
+
+       async def set_partial_values(self, key_start_values: List[Tuple[str, int, Union[bytes, bytearray, memoryview]]]) -> None:
+           ...  # required for writable stores
+
+       async def list(self) -> List[str]:
+           ...  # required for listable stores
+
+       async def list_prefix(self, prefix: str) -> List[str]:
+           ...  # required for listable stores
+
+       async def list_dir(self, prefix: str) -> List[str]:
+           ...  # required for listable stores
+
+       # additional (optional methods)
+       async def getsize(self, prefix: str) -> int:
+           ...
+           
+       async def rename(self, src: str, dest: str) -> None
+           ...
+           
+
+Recognizing that there are many Zarr applications today that rely on the
+``MutableMapping`` interface supported by Zarr-Python 2, a wrapper store
+will be developed to allow existing stores to plug directly into this
+API.
+
+Array API
+~~~~~~~~~
+
+The user facing array interface will implement a subset of the `Array
+API Standard <https://data-apis.org/array-api/latest/>`__. Most of the
+computational parts of the Array API Standard don’t fit into Zarr right
+now. That’s okay. What matters most is that we ensure we can give
+downstream applications a compliant API.
+
+*Note, Zarr already does most of this so this is more about formalizing
+the relationship than a substantial change in API.*
+
++------------------------+------------------------+-------------------------+-------------------------+
+|                        | Included               | Not Included            | Unknown / Maybe Possible|
++========================+========================+=========================+=========================+
+| **Attributes**         | ``dtype``              | ``mT``                  | ``device``              |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        | ``ndim``               | ``T``                   |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        | ``shape``              |                         |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        | ``size``               |                         |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+| **Methods**            | ``__getitem__``        | ``__array_namespace__`` | ``to_device``           |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        | ``__setitem__``        | ``__abs__``             | ``__bool__``            |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        | ``__eq__``             | ``__add__``             | ``__complex__``         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        | ``__bool__``           | ``__and__``             | ``__dlpack__``          |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__floordiv__``        | ``__dlpack_device__``   |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__ge__``              | ``__float__``           |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__gt__``              | ``__index__``           |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__invert__``          | ``__int__``             |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__le__``              |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__lshift__``          |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__lt__``              |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__matmul__``          |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__mod__``             |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__mul__``             |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__ne__``              |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__neg__``             |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__or__``              |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__pos__``             |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__pow__``             |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__rshift__``          |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__sub__``             |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__truediv__``         |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        |                        | ``__xor__``             |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+| **Creation functions** | ``zeros``              |                         | ``arange``              |
+| (``zarr.creation``)    |                        |                         |                         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        | ``zeros_like``         |                         | ``asarray``             |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        | ``ones``               |                         | ``eye``                 |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        | ``ones_like``          |                         | ``from_dlpack``         |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        | ``full``               |                         | ``linspace``            |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        | ``full_like``          |                         | ``meshgrid``            |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        | ``empty``              |                         | ``tril``                |
++------------------------+------------------------+-------------------------+-------------------------+
+|                        | ``empty_like``         |                         | ``triu``                |
++------------------------+------------------------+-------------------------+-------------------------+
+
+In addition to the core array API defined above, the Array class should
+have the following Zarr specific properties:
+
+-  ``.metadata`` (see Metadata Interface below)
+-  ``.attrs`` - (pulled from metadata object)
+-  ``.info`` - (repolicated from existing property †)
+
+*† In Zarr-Python 2, the info property listed the store to identify
+initialized chunks. By default this will be turned off in 3.0 but will
+be configurable.*
+
+**Indexing**
+
+Zarr-Python currently supports ``__getitem__`` style indexing and the
+special ``oindex`` and ``vindex`` indexers. These are not part of the
+current Array API standard (see
+`data-apis/array-api#669 <https://github.com/data-apis/array-api/issues/669>`__)
+but they have been `proposed as a
+NEP <https://numpy.org/neps/nep-0021-advanced-indexing.html>`__.
+Zarr-Python will maintain these in 3.0.
+
+We are also exploring a new high-level indexing API that will enabled
+optimized batch/concurrent loading of many chunks. We expect this to be
+important to enable performant loading of data in the context of
+sharding. See `this
+discussion <https://github.com/zarr-developers/zarr-python/discussions/1569>`__
+for more detail.
+
+Concurrent indexing across multiple arrays will be possible using the
+AsyncArray API.
+
+**Async and Sync Array APIs**
+
+Most the logic to support Zarr Arrays will live in the ``AsyncArray``
+class. There are a few notable differences that should be called out.
+
+=============== ============
+Sync Method     Async Method
+=============== ============
+``__getitem__`` ``getitem``
+``__setitem__`` ``setitem``
+``__eq__``      ``equals``
+=============== ============
+
+**Metadata interface**
+
+Zarr-Python 2.\* closely mirrors the V2 spec metadata schema in the
+Array and Group classes. In 3.0, we plan to move the underlying metadata
+representation to a separate interface (e.g. ``Array.metadata``). This
+interface will return either a ``V2ArrayMetadata`` or
+``V3ArrayMetadata`` object (both will inherit from a parent
+``ArrayMetadataABC`` class. The ``V2ArrayMetadata`` and
+``V3ArrayMetadata`` classes will be responsible for producing valid JSON
+representations of their metadata, and yielding a consistent view to the
+``Array`` or ``Group`` class.
+
+Group API
+~~~~~~~~~
+
+The main question is how closely we should follow the existing
+Zarr-Python implementation / ``MutableMapping`` interface. The table
+below shows the primary ``Group`` methods in Zarr-Python 2 and attempts
+to identify if and how they would be implemented in 3.0.
+
++---------------------+------------------+------------------+-----------------------+
+| V2 Group Methods    | ``AsyncGroup``   | ``Group``        | ``h5py_compat.Group`` |
++=====================+==================+==================+=======================+
+| ``__len__``         | ``length``       | ``__len__``      | ``__len__``           |
++---------------------+------------------+------------------+-----------------------+
+| ``__iter__``        | ``__aiter__``    | ``__iter__``     | ``__iter__``          |
++---------------------+------------------+------------------+-----------------------+
+| ``__contains__``    | ``contains``     | ``__contains__`` | ``__contains__``      |
++---------------------+------------------+------------------+-----------------------+
+| ``__getitem__``     | ``getitem``      | ``__getitem__``  | ``__getitem__``       |
++---------------------+------------------+------------------+-----------------------+
+| ``__enter__``       | N/A              | N/A              | ``__enter__``         |
++---------------------+------------------+------------------+-----------------------+
+| ``__exit__``        | N/A              | N/A              | ``__exit__``          |
++---------------------+------------------+------------------+-----------------------+
+| ``group_keys``      | ``group_keys``   | ``group_keys``   | N/A                   |
++---------------------+------------------+------------------+-----------------------+
+| ``groups``          | ``groups``       | ``groups``       | N/A                   |
++---------------------+------------------+------------------+-----------------------+
+| ``array_keys``      | ``array_key``    | ``array_keys``   | N/A                   |
++---------------------+------------------+------------------+-----------------------+
+| ``arrays``          | ``arrays``       | ``arrays``       | N/A                   |
++---------------------+------------------+------------------+-----------------------+
+| ``visit``           | ?                | ?                | ``visit``             |
++---------------------+------------------+------------------+-----------------------+
+| ``visitkeys``       | ?                | ?                | ?                     |
++---------------------+------------------+------------------+-----------------------+
+| ``visitvalues``     | ?                | ?                | ?                     |
++---------------------+------------------+------------------+-----------------------+
+| ``visititems``      | ?                | ?                | ``visititems``        |
++---------------------+------------------+------------------+-----------------------+
+| ``tree``            | ``tree``         | ``tree``         | ``Both``              |
++---------------------+------------------+------------------+-----------------------+
+| ``create_group``    | ``create_group`` | ``create_group`` | ``create_group``      |
++---------------------+------------------+------------------+-----------------------+
+| ``require_group``   | N/A              | N/A              | ``require_group``     |
++---------------------+------------------+------------------+-----------------------+
+| ``create_groups``   | ?                | ?                | N/A                   |
++---------------------+------------------+------------------+-----------------------+
+| ``require_groups``  | ?                | ?                | ?                     |
++---------------------+------------------+------------------+-----------------------+
+| ``create_dataset``  | N/A              | N/A              | ``create_dataset``    |
++---------------------+------------------+------------------+-----------------------+
+| ``require_dataset`` | N/A              | N/A              | ``require_dataset``   |
++---------------------+------------------+------------------+-----------------------+
+| ``create``          | ``create_array`` | ``create_array`` | N/A                   |
++---------------------+------------------+------------------+-----------------------+
+| ``empty``           | ``empty``        | ``empty``        | N/A                   |
++---------------------+------------------+------------------+-----------------------+
+| ``zeros``           | ``zeros``        | ``zeros``        | N/A                   |
++---------------------+------------------+------------------+-----------------------+
+| ``ones``            | ``ones``         | ``ones``         | N/A                   |
++---------------------+------------------+------------------+-----------------------+
+| ``full``            | ``full``         | ``full``         | N/A                   |
++---------------------+------------------+------------------+-----------------------+
+| ``array``           | ``create_array`` | ``create_array`` | N/A                   |
++---------------------+------------------+------------------+-----------------------+
+| ``empty_like``      | ``empty_like``   | ``empty_like``   | N/A                   |
++---------------------+------------------+------------------+-----------------------+
+| ``zeros_like``      | ``zeros_like``   | ``zeros_like``   | N/A                   |
++---------------------+------------------+------------------+-----------------------+
+| ``ones_like``       | ``ones_like``    | ``ones_like``    | N/A                   |
++---------------------+------------------+------------------+-----------------------+
+| ``full_like``       | ``full_like``    | ``full_like``    | N/A                   |
++---------------------+------------------+------------------+-----------------------+
+| ``move``            | ``move``         | ``move``         | ``move``              |
++---------------------+------------------+------------------+-----------------------+
+
+**``zarr.h5compat.Group``**
+--
+Zarr-Python 2.\* made an attempt to align its API with that of
+`h5py <https://docs.h5py.org/en/stable/index.html>`__. With 3.0, we will
+relax this alignment in favor of providing an explicit compatibility
+module (``zarr.h5py_compat``). This module will expose the ``Group`` and
+``Dataset`` APIs that map to Zarr-Python’s ``Group`` and ``Array``
+objects.
+
+Creation API
+~~~~~~~~~~~~
+
+Zarr-Python 2.\* bundles together the creation and serialization of Zarr
+objects. Zarr-Python 3.\* will make it possible to create objects in
+memory separate from serializing them. This will specifically enable
+writing hierarchies of Zarr objects in a single batch step. For example:
+
+.. code:: python
+
+
+   arr1 = Array(shape=(10, 10), path="foo/bar", dtype="i4", store=store)
+   arr2 = Array(shape=(10, 10), path="foo/spam", dtype="f8", store=store)
+
+   arr1.save()
+   arr2.save()
+
+   # or equivalently
+
+   zarr.save_many([arr1 ,arr2])
+
+*Note: this batch creation API likely needs additional design effort
+prior to implementation.*
+
+Plugin API
+~~~~~~~~~~
+
+Zarr V3 was designed to be extensible at multiple layers. Zarr-Python
+will support these extensions through a combination of `Abstract Base
+Classes <https://docs.python.org/3/library/abc.html>`__ (ABCs) and
+`Entrypoints <https://packaging.python.org/en/latest/specifications/entry-points/>`__.
+
+**ABCs**
+
+Zarr V3 will expose Abstract base classes for the following objects:
+
+-  ``Store``, ``ReadStore``, ``ReadWriteStore``, ``ReadListStore``, and
+   ``ReadWriteListStore``
+-  ``BaseArray``, ``SynchronousArray``, and ``AsynchronousArray``
+-  ``BaseGroup``, ``SynchronousGroup``, and ``AsynchronousGroup``
+-  ``Codec``, ``ArrayArrayCodec``, ``ArrayBytesCodec``,
+   ``BytesBytesCodec``
+
+**Entrypoints**
+
+Lots more thinking here but the idea here is to provide entrypoints for
+``data type``, ``chunk grid``, ``chunk key encoding``, ``codecs``,
+``storage_transformers`` and ``stores``. These might look something
+like:
+
+::
+
+   entry_points="""
+       [zarr.codecs]
+       blosc_codec=codec_plugin:make_blosc_codec
+       zlib_codec=codec_plugin:make_zlib_codec
+   """
+
+Python type hints and static analysis
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+Target 100% Mypy coverage in 3.0 source.
+
+Observability
+~~~~~~~~~~~~~
+
+A persistent problem in Zarr-Python is diagnosing problems that span
+many parts of the stack. To address this in 3.0, we will add a basic
+logging framework that can be used to debug behavior at various levels
+of the stack. We propose to add the separate loggers for the following
+namespaces:
+
+-  ``array``
+-  ``group``
+-  ``store``
+-  ``codec``
+
+These should be documented such that users know how to activate them and
+developers know how to use them when developing extensions.
+
+Dependencies
+~~~~~~~~~~~~
+
+Today, Zarr-Python has the following required dependencies:
+
+.. code:: python
+
+   dependencies = [
+       'asciitree',
+       'numpy>=1.20,!=1.21.0',
+       'fasteners',
+       'numcodecs>=0.10.0',
+   ]
+
+What other dependencies should be considered?
+
+1. Attrs - Zarrita makes extensive use of the Attrs library
+2. Fsspec - Zarrita has a hard dependency on Fsspec. This could be
+   easily relaxed though.
+
+Breaking changes relative to Zarr-Python 2.\*
+---------------------------------------------
+
+1. H5py compat moved to a stand alone module?
+2. ``Group.__getitem__`` support moved to ``Group.members.__getitem__``?
+3. Others?
+
+Open questions
+--------------
+
+1. How to treat V2
+
+   a. Note: Zarrita currently implements a separate ``V2Array`` and
+      ``V3Array`` classes. This feels less than ideal.
+   b. We could easily convert metadata from v2 to the V3 Array, but what
+      about writing?
+   c. Ideally, we don’t have completely separate code paths. But if its
+      too complicated to support both within one interface, its probably
+      better.
+
+2. How and when to remove the current implementation of V3.
+
+   a. It’s hidden behind a hard-to-use feature flag so we probably don’t
+      need to do anything.
+
+3. How to model runtime configuration?
+4. Which extensions belong in Zarr-Python and which belong in separate
+   packages?
+
+   a. We don’t need to take a strong position on this here. It’s likely
+      that someone will want to put Sharding in. That will be useful to
+      develop in parallel because it will give us a good test case for
+      the plugin interface.
+
+Testing
+-------
+
+Zarr-python 3.0 adds a major new dimension to Zarr: Async support. This
+also comes with a compatibility risk, we will need to thoroughly test
+support in key execution environments. Testing plan: - Reuse the
+existing test suite for testing the ``v3`` API. - ``xfail`` tests that
+expose breaking changes with ``3.0 - breaking change`` description. This
+will help identify additional and/or unintentional breaking changes -
+Rework tests that were only testing internal APIs. - Add a set of
+functional / integration tests targeting real-world workflows in various
+contexts (e.g. w/ Dask)
+
+Development process
+-------------------
+
+Zarr-Python 3.0 will introduce a number of new APIs and breaking changes
+to existing APIs. In order to facilitate ongoing support for Zarr-Python
+2.*, we will take on the following development process:
+
+-  Create a ``v3`` branch that can be use for developing the core
+   functionality apart from the ``main`` branch. This will allow us to
+   support ongoing work and bug fixes on the ``main`` branch.
+-  Put the ``3.0`` APIs inside a ``zarr.v3`` module. Imports from this
+   namespace will all be new APIs that users can develop and test
+   against once the ``v3`` branch is merged to ``main``.
+-  Kickstart the process by pulling in the current state of ``zarrita``
+   - which has many of the features described in this design.
+-  Release a series of 2.\* releases with the ``v3`` namespace
+-  When ``v3`` is complete, move contents of ``v3`` to the package root
+
+**Milestones**
+
+Below are a set of specific milestones leading toward the completion of
+this process. As work begins, we expect this list to grow in
+specificity.
+
+1. Port current version of Zarrita to Zarr-Python
+2. Formalize Async interface by splitting ``Array`` and ``Group``
+   objects into Sync and Async versions
+3. Implement “fancy” indexing operations on the ``AsyncArray``
+4. Implement an abstract base class for the ``Store`` interface and a
+   wrapper ``Store`` to make use of existing ``MutableMapping`` stores.
+5. Rework the existing unit test suite to use the ``v3`` namespace.
+6. Develop a plugin interface for extensions
+7. Develop a set of functional and integration tests
+8. Work with downstream libraries (Xarray, Dask, etc.) to test new APIs
+
+TODOs
+-----
+
+The following subjects are not covered in detail above but perhaps
+should be. Including them here so they are not forgotten.
+
+1. [Store] Should Zarr provide an API for caching objects after first
+   read/list/etc. Read only stores?
+2. [Array] buffer protocol support
+3. [Array] ``meta_array`` support
+4. [Extensions] Define how Zarr-Python will consume the various plugin
+   types
+5. [Misc] H5py compatibility requires a bit more work and a champion to
+   drive it forward.
+6. [Misc] Define ``chunk_store`` API in 3.0
+7. [Misc] Define ``synchronizer`` API in 3.0
+
+References
+----------
+
+1. `Zarr-Python
+   repository <https://github.com/zarr-developers/zarr-python>`__
+2. `Zarr core specification (version 3.0) — Zarr specs
+   documentation <https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html#>`__
+3. `Zarrita repository <https://github.com/scalableminds/zarrita>`__
+4. `Async-Zarr <https://github.com/martindurant/async-zarr>`__
+5. `Zarr-Python Discussion
+   Topic <https://github.com/zarr-developers/zarr-python/discussions/1569>`__
diff --git a/v3-roadmap-and-design.md b/v3-roadmap-and-design.md
deleted file mode 100644
index 696799e56f..0000000000
--- a/v3-roadmap-and-design.md
+++ /dev/null
@@ -1,429 +0,0 @@
-# Zarr Python Roadmap
-
-- Status: draft
-- Author: Joe Hamman
-- Created On: October 31, 2023
-- Input from:
-    - Davis Bennett / @d-v-b
-    - Norman Rzepka / @normanrz
-    - Deepak Cherian @dcherian
-    - Brian Davis / @monodeldiablo
-    - Oliver McCormack / @olimcc
-    - Ryan Abernathey / @rabernat
-    - Jack Kelly / @JackKelly
-    - Martin Durrant / @martindurant
-
-## Introduction
-
-This document lays out a design proposal for version 3.0 of the [Zarr-Python](https://zarr.readthedocs.io/en/stable/) package. A specific focus of the design is to bring Zarr-Python's API up to date with the [Zarr V3 specification](https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html), with the hope of enabling the development of the many features and extensions that motivated the V3 Spec. The ideas presented here are expected to result in a major release of Zarr-Python (version 3.0) including significant a number of breaking API changes.
-For clarity, “V3” will be used to describe the version of the Zarr specification and “3.0” will be used to describe the release tag of the Zarr-Python project.
-
-### Current status of V3 in Zarr-Python
-
-During the development of the V3 Specification, a [prototype implementation](https://github.com/zarr-developers/zarr-python/pull/898) was added to the Zarr-Python library. Since that implementation, the V3 spec evolved in significant ways and as a result, the Zarr-Python library is now out of sync with the approved spec. Downstream libraries (e.g. [Xarray](https://github.com/pydata/xarray)) have added support for this implementation and will need to migrate to the accepted spec when its available in Zarr-Python.
-
-## Goals
-
-- Provide a complete implementation of Zarr V3 through the Zarr-Python API
-- Clear the way for exciting extensions / ZEPs (i.e. [sharding](https://zarr-specs.readthedocs.io/en/latest/v3/codecs/sharding-indexed/v1.0.html), [variable chunking](https://zarr.dev/zeps/draft/ZEP0003.html), etc.)
-- Provide a developer API that can be used to implement and register V3 extensions
-- Improve the performance of Zarr-Python by streamlining the interface between the Store layer and higher level APIs (e.g. Groups and Arrays)
-- Clean up the internal and user facing APIs 
-- Improve code quality and robustness (e.g. achieve 100% type hint coverage)
-- Align the Zarr-Python array API with the [array API Standard](https://data-apis.org/array-api/latest/)
-
-## Examples of what 3.0 will enable?
-1. Reading and writing V3 spec-compliant groups and arrays
-2. V3 extensions including sharding and variable chunking.
-3. Improved performance by leveraging concurrency when creating/reading/writing to stores (imagine a `create_hierarchy(zarr_objects)` function).
-4. User-developed extensions (e.g. storage-transformers) can be registered with Zarr-Python at runtime
-
-## Non-goals (of this document)
-
-- Implementation of any unaccepted Zarr V3 extensions
-- Major revisions to the Zarr V3 spec
-
-## Requirements
-
-1. Read and write spec compliant V2 and V3 data
-2. Limit unnecessary traffic to/from the store
-3. Cleanly define the Array/Group/Store abstractions
-4. Cleanly define how V2 will be supported going forward
-5. Provide a clear roadmap to help users upgrade to 3.0
-6. Developer tools / hooks for registering extensions
-
-## Design
-
-### Async API
-
-Zarr-Python is an IO library. As such, supporting concurrent action against the storage layer is critical to achieving acceptable performance. The Zarr-Python 2 was not designed with asynchronous computation in mind and as a result has struggled to effectively leverage the benefits of concurrency. At one point, `getitems` and `setitems` support was added to the Zarr store model but that is only used for operating on a set of chunks in a single variable. 
-
-With Zarr-Python 3.0, we have the opportunity to revisit this design. The proposal here is as follows:
-
-1. The `Store` interface will be entirely async. 
-2. On top of the async `Store` interface, we will provide an  `AsyncArray` and `AsyncGroup` interface.
-3. Finally, the primary user facing API will be synchronous `Array` and `Group` classes that wrap the async equivalents.
-
-**Examples**
-
-- **Store**
-    
-    ```python
-    class Store:
-        ...
-        async def get(self, key: str) -> bytes:
-            ...
-        async def get_partial_values(self, key_ranges: List[Tuple[str, Tuple[int, Optional[int]]]]) -> bytes:
-            ...
-    # (no sync interface here)
-    ``` 
-- **Array**
-    
-    ```python
-    class AsyncArray:
-        ...
-    
-        async def getitem(self, selection: Selection) -> np.ndarray:
-           # the core logic for getitem goes here
-    
-    class Array:
-        _async_array: AsyncArray
-    
-        def __getitem__(self, selection: Selection) -> np.ndarray:
-            return sync(self._async_array.getitem(selection))
-    ```
-- **Group**
-    
-    ```python
-    class AsyncGroup:
-        ...
-    
-        async def create_group(self, path: str, **kwargs) -> AsyncGroup:
-           # the core logic for create_group goes here
-    
-    class Group:
-        _async_group: AsyncGroup
-    
-        def create_group(self, path: str, **kwargs) -> Group:
-            return sync(self._async_group.create_group(path, **kwargs))
-    ```
-**Internal Synchronization API**
-
-With the `Store` and core `AsyncArray`/ `AsyncGroup` classes being predominantly async, Zarr-Python will need an internal API to provide a synchronous API. The proposal here is to use the approach in [fsspec](https://github.com/fsspec/filesystem_spec/blob/master/fsspec/asyn.py) to provide a high-level `sync` function that takes an `awaitable` and runs it in its managed IO Loop / thread. 
-
-**FAQ**
-1. Why two levels of Arrays/groups?
-  a. First, this is an intentional decision and departure from the current Zarrita implementation
-  b. The idea is that users rarely want to mix interfaces. Either they are working within an async context (currently quite rare) or they are in a typical synchronous context. 
-  c. Splitting the two will allow us to clearly define behavior on the `AsyncObj` and simply wrap it in the `SyncObj`.
-2. What if a store is only has a synchronous backend?
-  a. First off, this is expected to be a fairly rare occurrence. Most storage backends have async interfaces.
-  b. But in the event a storage backend doesn’t have a async interface, there is nothing wrong with putting synchronous code in `async` methods. There are approaches to enabling concurrent action through wrappers like AsyncIO's `loop.run_in_executor` ([ref 1](https://stackoverflow.com/questions/38865050/is-await-in-python3-cooperative-multitasking ), [ref 2](https://stackoverflow.com/a/43263397/732596), [ref 3](https://bbc.github.io/cloudfit-public-docs/asyncio/asyncio-part-5.html), [ref 4](https://docs.python.org/3/library/asyncio-eventloop.html#asyncio.loop.run_in_executor).  
-3. Will Zarr help manage the async contexts encouraged by some libraries (e.g. [AioBotoCore](https://aiobotocore.readthedocs.io/en/latest/tutorial.html#using-botocore))?
-  a. Many async IO libraries require entering an async context before interacting with the API. We expect some experimentation to be needed here but the initial design will follow something close to what fsspec does ([example in s3fs](https://github.com/fsspec/s3fs/blob/949442693ec940b35cda3420c17a864fbe426567/s3fs/core.py#L527)).
-4. Why not provide a synchronous Store interface?
-  a. We could but this design is simpler. It would mean supporting it in the `AsyncGroup` and `AsyncArray` classes which, may be more trouble than its worth. Storage backends that do not have an async API will be encouraged to wrap blocking calls in an async wrapper (e.g. `loop.run_in_executor`).
-
-### Store API
-
-The `Store` API is specified directly in the V3 specification. All V3 stores should implement this abstract API, omitting Write and List support as needed. As described above, all stores will be expected to expose the required methods as async methods.
-
-**Example**
-
-```python
-class ReadWriteStore:
-		...
-    async def get(self, key: str) -> bytes:
-        ...
-
-    async def get_partial_values(self, key_ranges: List[Tuple[str, int, int]) -> bytes:
-        ...
-		
-    async def set(self, key: str, value: Union[bytes, bytearray, memoryview]) -> None:
-        ...  # required for writable stores
-
-    async def set_partial_values(self, key_start_values: List[Tuple[str, int, Union[bytes, bytearray, memoryview]]]) -> None:
-        ...  # required for writable stores
-
-    async def list(self) -> List[str]:
-        ...  # required for listable stores
-
-    async def list_prefix(self, prefix: str) -> List[str]:
-        ...  # required for listable stores
-
-    async def list_dir(self, prefix: str) -> List[str]:
-        ...  # required for listable stores
-
-    # additional (optional methods)
-    async def getsize(self, prefix: str) -> int:
-        ...
-        
-    async def rename(self, src: str, dest: str) -> None
-        ...
-        
-```
-
-Recognizing that there are many Zarr applications today that rely on the `MutableMapping` interface supported by Zarr-Python 2, a wrapper store will be developed to allow existing stores to plug directly into this API.
-
-### Array API
-
-The user facing array interface will implement a subset of the [Array API Standard](https://data-apis.org/array-api/latest/). Most of the computational parts of the Array API Standard don’t fit into Zarr right now. That’s okay. What matters most is that we ensure we can give downstream applications a compliant API. 
-
-*Note, Zarr already does most of this so this is more about formalizing the relationship than a substantial change in API.*
-
-|  | Included | Not Included | Unknown / Maybe possible? |
-| --- | --- | --- | --- |
-| Attributes | `dtype` | `mT` | `device` |
-| | `ndim` | `T` | |
-| | `shape` | | |
-| | `size` | | |
-| Methods | `__getitem__` | `__array_namespace__` | `to_device` |
-| | `__setitem__` | `__abs__` | `__bool__` |
-| | `__eq__` | `__add__` | `__complex__` |
-| | `__bool__` | `__and__` | `__dlpack__` |
-| | | `__floordiv__` | `__dlpack_device__` |
-| | | `__ge__` | `__float__` |
-| | | `__gt__` | `__index__` |
-| | | `__invert__` | `__int__` |
-| | | `__le__` | |
-| | | `__lshift__` | |
-| | | `__lt__` | |
-| | | `__matmul__` | |
-| | | `__mod__` | |
-| | | `__mul__` | |
-| | | `__ne__` | |
-| | | `__neg__` | |
-| | | `__or__` | |
-| | | `__pos__` | |
-| | | `__pow__` | |
-| | | `__rshift__` | |
-| | | `__sub__` | |
-| | | `__truediv__` | |
-| | | `__xor__` | |
-| Creation functions (`zarr.creation`) | `zeros` | | `arange` |
-| | `zeros_like` | | `asarray` |
-| | `ones` | | `eye` |
-| | `ones_like` | | `from_dlpack` |
-| | `full` | | `linspace` |
-| | `full_like` | | `meshgrid` |
-| | `empty` | | `tril` |
-| | `empty_like` | | `triu` |
-
-In addition to the core array API defined above, the Array class should have the following Zarr specific properties:
-
-- `.metadata` (see Metadata Interface below)
-- `.attrs` - (pull from metadata object)
-- `.info` - (pull from existing property †)
-
-*† In Zarr-Python 2, the info property lists the store to identify initialized chunks. By default this will be turned off in 3.0 but will be configurable.*
-
-**Indexing**
-
-Zarr-Python currently supports `__getitem__` style indexing and the special `oindex` and `vindex` indexers. These are not part of the current Array API standard (see [data-apis/array-api\#669](https://github.com/data-apis/array-api/issues/669)) but they have been [proposed as a NEP](https://numpy.org/neps/nep-0021-advanced-indexing.html). Zarr-Python will maintain these in 3.0.
-
-We are also exploring a new high-level indexing API that will enabled optimized batch/concurrent loading of many chunks. We expect this to be important to enable performant loading of data in the context of sharding. See [this discussion](https://github.com/zarr-developers/zarr-python/discussions/1569) for more detail.
-
-Concurrent indexing across multiple arrays will be possible using the AsyncArray API.
-
-**Async and Sync Array APIs**
-
-Most the logic to support Zarr Arrays will live in the `AsyncArray` class. There are a few notable differences that should be called out.
-
-| Sync Method | Async Method |
-| --- | --- |
-| `__getitem__` | `getitem` |
-| `__setitem__` | `setitem` |
-| `__eq__` | `equals` |
-
-**Metadata interface**
-
-Zarr-Python 2.* closely mirrors the V2 spec metadata schema in the Array and Group classes. In 3.0, we plan to move the underlying metadata representation to a separate interface (e.g. `Array.metadata`). This interface will return either a `V2ArrayMetadata` or `V3ArrayMetadata` object (both will inherit from a parent `ArrayMetadataABC` class. The  `V2ArrayMetadata` and `V3ArrayMetadata` classes will be responsible for producing valid JSON representations of their metadata, and yielding a consistent view to the `Array` or `Group` class.
-
-### Group API
-
-The main question is how closely we should follow the existing Zarr-Python implementation / `MutableMapping` interface. The table below shows the primary `Group` methods in Zarr-Python 2 and attempts to identify if and how they would be implemented in 3.0.
-
-| V2 Group Methods | `AsyncGroup` | `Group` | `h5py_compat.Group`` |
-| --- | --- | --- | --- |
-| `__len__` | `length` | `__len__` | `__len__` |
-| `__iter__` | `__aiter__` | `__iter__` | `__iter__` |
-| `__contains__` | `contains` | `__contains__` | `__contains__` |
-| `__getitem__` | `getitem` | `__getitem__` | `__getitem__` |
-| `__enter__` | N/A | N/A | `__enter__` |
-| `__exit__` | N/A | N/A | `__exit__` |
-| `group_keys` | `group_keys` | `group_keys` | N/A |
-| `groups` | `groups` | `groups` | N/A |
-| `array_keys` | `array_key` | `array_keys` | N/A |
-| `arrays` | `arrays`* | `arrays` | N/A |
-| `visit` | ? | ? | `visit` |
-| `visitkeys` | ? | ? | ? |
-| `visitvalues` | ? | ? | ? |
-| `visititems` | ? | ? | `visititems` |
-| `tree` | `tree` | `tree` | `Both` |
-| `create_group` | `create_group` | `create_group` | `create_group` |
-| `require_group` | N/A | N/A | `require_group` |
-| `create_groups` | ? | ? | N/A |
-| `require_groups` | ? | ? | ? |
-| `create_dataset` | N/A | N/A | `create_dataset` |
-| `require_dataset` | N/A | N/A | `require_dataset` |
-| `create` | `create_array` | `create_array` | N/A |
-| `empty` | `empty` | `empty` | N/A |
-| `zeros` | `zeros` | `zeros` | N/A |
-| `ones` | `ones` | `ones` | N/A |
-| `full` | `full` | `full` | N/A |
-| `array` | `create_array` | `create_array` | N/A |
-| `empty_like` | `empty_like` | `empty_like` | N/A |
-| `zeros_like` | `zeros_like` | `zeros_like` | N/A |
-| `ones_like` | `ones_like` | `ones_like` | N/A |
-| `full_like` | `full_like` | `full_like` | N/A |
-| `move` | `move` | `move` | `move` |
-
-**`zarr.h5compat.Group`**
-
-Zarr-Python 2.* made an attempt to align its API with that of [h5py](https://docs.h5py.org/en/stable/index.html). With 3.0, we will relax this alignment in favor of providing an explicit compatibility module (`zarr.h5py_compat`). This module will expose the `Group` and `Dataset` APIs that map to Zarr-Python’s `Group` and `Array` objects. 
-
-### Creation API
-
-Zarr-Python 2.* bundles together the creation and serialization of Zarr objects. Zarr-Python 3.* will make it possible to create objects in memory separate from serializing them. This will specifically enable writing hierarchies of Zarr objects in a single batch step. For example:
-
-```python
-
-arr1 = Array(shape=(10, 10), path="foo/bar", dtype="i4", store=store)
-arr2 = Array(shape=(10, 10), path="foo/spam", dtype="f8", store=store)
-
-arr1.save()
-arr2.save()
-
-# or equivalently
-
-zarr.save_many([arr1 ,arr2])
-```
-
-*Note: this batch creation API likely needs additional design effort prior to implementation.*
-
-### Plugin API
-
-Zarr V3 was designed to be extensible at multiple layers. Zarr-Python will support these extensions through a combination of [Abstract Base Classes](https://docs.python.org/3/library/abc.html) (ABCs) and [Entrypoints](https://packaging.python.org/en/latest/specifications/entry-points/). 
-
-**ABCs**
-
-Zarr V3 will expose Abstract base classes for the following objects:
-
-- `Store`, `ReadStore`, `ReadWriteStore`, `ReadListStore`, and `ReadWriteListStore`
-- `BaseArray`, `SynchronousArray`, and `AsynchronousArray`
-- `BaseGroup`, `SynchronousGroup`, and `AsynchronousGroup`
-- `Codec`, `ArrayArrayCodec`, `ArrayBytesCodec`, `BytesBytesCodec`
-
-**Entrypoints**
-
-Lots more thinking here but the idea here is to provide entrypoints for `data type`, `chunk grid`, `chunk key encoding`, `codecs`,  `storage_transformers` and `stores`.  These might look something like:
-
-```
-entry_points="""
-    [zarr.codecs]
-    blosc_codec=codec_plugin:make_blosc_codec
-    zlib_codec=codec_plugin:make_zlib_codec
-"""
-```
-
-### Python type hints and static analysis
-
-Target 100% Mypy coverage in 3.0 source. 
-
-### Observability
-
-A persistent problem in Zarr-Python is diagnosing problems that span many parts of the stack. To address this in 3.0, we will add a basic logging framework that can be used to debug behavior at various levels of the stack. We propose to add the separate loggers for the following namespaces:
-
-- `array`
-- `group`
-- `store`
-- `codec`
-
-These should be documented such that users know how to activate them and developers know how to use them when developing extensions.
-
-### Dependencies
-
-Today, Zarr-Python has the following required dependencies:
-
-```python
-dependencies = [
-    'asciitree',
-    'numpy>=1.20,!=1.21.0',
-    'fasteners',
-    'numcodecs>=0.10.0',
-]
-```
-
-What other dependencies should be considered?
-
-1. Attrs - Zarrita makes extensive use of the Attrs library
-2. Fsspec - Zarrita has a hard dependency on Fsspec. This could be easily relaxed though.
-
-## Breaking changes relative to Zarr-Python 2.*
-
-1. H5py compat moved to a stand alone module?
-2. `Group.__getitem__` support moved to `Group.members.__getitem__`?
-3. Others? 
-
-## Open questions
-
-1. How to treat V2
-    a. Note: Zarrita currently implements a separate `V2Array` and `V3Array` classes. This feels less than ideal.
-    b. We could easily convert metadata from v2 to the V3 Array, but what about writing? 
-    c. Ideally, we don’t have completely separate code paths. But if its too complicated to support both within one interface, its probably better.
-2. How and when to remove the current implementation of V3.
-    a. It's hidden behind a hard-to-use feature flag so we probably don't need to do anything.
-4. How to model runtime configuration?
-5. Which extensions belong in Zarr-Python and which belong in separate packages?
-    a. We don't need to take a strong position on this here. It's likely that someone will want to put Sharding in. That will be useful to develop in parallel because it will give us a good test case for the plugin interface.
-
-## Testing
-
-Zarr-python 3.0 adds a major new dimension to Zarr: Async support. This also comes with a compatibility risk, we will need to thoroughly test support in key execution environments. Testing plan:
-- Reuse the existing test suite for testing the `v3` API.
-    - `xfail` tests that expose breaking changes with `3.0 - breaking change` description. This will help identify additional and/or unintentional breaking changes
-    - Rework tests that were only testing internal APIs.
-- Add a set of functional / integration tests targeting real-world workflows in various contexts (e.g. w/ Dask)
-
-## Development process
-
-Zarr-Python 3.0 will introduce a number of new APIs and breaking changes to existing APIs. In order to facilitate ongoing support for Zarr-Python 2.*, we will take on the following development process:
-
-- Create a `v3` branch that can be use for developing the core functionality apart from the `main` branch. This will allow us to support ongoing work and bug fixes on the `main` branch.
-- Put the `3.0` APIs inside a `zarr.v3` module. Imports from this namespace will all be new APIs that users can develop and test against once the `v3` branch is merged to `main`.
-- Kickstart the process by pulling in the current state of `zarrita` - which has many of the features described in this design.
-- Release a series of 2.* releases with the `v3` namespace
-- When `v3` is complete, move contents of `v3` to the package root
-
-**Milestones**
-
-Below are a set of specific milestones leading toward the completion of this process. As work begins, we expect this list to grow in specificity.
-
-1. Port current version of Zarrita to Zarr-Python
-2. Formalize Async interface by splitting `Array` and `Group` objects into Sync and Async versions
-4. Implement "fancy" indexing operations on the `AsyncArray`
-6. Implement an abstract base class for the `Store` interface and a wrapper `Store` to make use of existing `MutableMapping` stores. 
-7. Rework the existing unit test suite to use the `v3` namespace.
-8. Develop a plugin interface for extensions
-9. Develop a set of functional and integration tests
-10. Work with downstream libraries (Xarray, Dask, etc.) to test new APIs 
-
-## TODOs
-
-The following subjects are not covered in detail above but perhaps should be. Including them here so they are not forgotten.
-
-1. [Store] Should Zarr provide an API for caching objects after first read/list/etc. Read only stores?
-2. [Array] buffer protocol support
-3. [Array] `meta_array` support
-4. [Extensions] Define how Zarr-Python will consume the various plugin types
-5. [Misc] H5py compatibility requires a bit more work and a champion to drive it forward.
-6. [Misc] Define `chunk_store` API in 3.0
-7. [Misc] Define `synchronizer` API in 3.0
-
-## References
-
-1. [Zarr-Python repository](https://github.com/zarr-developers/zarr-python)
-2. [Zarr core specification (version 3.0) — Zarr specs  documentation](https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html#)
-3. [Zarrita repository](https://github.com/scalableminds/zarrita)
-4. [Async-Zarr](https://github.com/martindurant/async-zarr)
-5. [Zarr-Python Discussion Topic](https://github.com/zarr-developers/zarr-python/discussions/1569)

From 1197bbe3f8d992c7abc961fc7da59be94b3869dd Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 15 Oct 2024 20:21:19 +0200
Subject: [PATCH 0781/1078] Multiple imports for an import name (#2367)

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/abc/store.py      | 1 -
 src/zarr/storage/remote.py | 1 -
 2 files changed, 2 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 85e335089d..40c8129afe 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -2,7 +2,6 @@
 
 from abc import ABC, abstractmethod
 from asyncio import gather
-from types import TracebackType
 from typing import TYPE_CHECKING, NamedTuple, Protocol, runtime_checkable
 
 if TYPE_CHECKING:
diff --git a/src/zarr/storage/remote.py b/src/zarr/storage/remote.py
index 6945f129ed..0a0ec7f7cc 100644
--- a/src/zarr/storage/remote.py
+++ b/src/zarr/storage/remote.py
@@ -5,7 +5,6 @@
 import fsspec
 
 from zarr.abc.store import ByteRangeRequest, Store
-from zarr.core.buffer import Buffer
 from zarr.storage.common import _dereference_path
 
 if TYPE_CHECKING:

From da675fe7b64beb83f0c27395b0ed00f4dddfdfbf Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 15 Oct 2024 20:30:29 +0200
Subject: [PATCH 0782/1078] Enforce ruff/pycodestyle warnings (W) (#2369)

* Apply ruff/pycodestyle rule W291

W291 Trailing whitespace

* Enforce ruff/pycodestyle warnings (W)

It looks like `ruff format` does not catch all trailing spaces.

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 pyproject.toml       | 1 +
 src/zarr/registry.py | 6 +++---
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 059fa8fdb7..9e890f3a7d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -223,6 +223,7 @@ extend-select = [
     "TCH", # flake8-type-checking
     "TRY", # tryceratops
     "UP",  # pyupgrade
+    "W",   # pycodestyle warnings
 ]
 ignore = [
     "ANN003",
diff --git a/src/zarr/registry.py b/src/zarr/registry.py
index fcea834f04..12b0738016 100644
--- a/src/zarr/registry.py
+++ b/src/zarr/registry.py
@@ -48,9 +48,9 @@ def register(self, cls: type[T]) -> None:
 __ndbuffer_registry: Registry[NDBuffer] = Registry()
 
 """
-The registry module is responsible for managing implementations of codecs, pipelines, buffers and ndbuffers and 
-collecting them from entrypoints.
-The implementation used is determined by the config
+The registry module is responsible for managing implementations of codecs,
+pipelines, buffers and ndbuffers and collecting them from entrypoints.
+The implementation used is determined by the config.
 """
 
 

From 41a567e3029093b7e82f5dd490b335fb7fd1ae20 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 16 Oct 2024 00:04:10 +0200
Subject: [PATCH 0783/1078] Apply ruff/pycodestyle preview rule E262 (#2370)

E262 Inline comment should start with `# `

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 tests/v3/test_indexing.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/v3/test_indexing.py b/tests/v3/test_indexing.py
index 0ea9cda39d..b3a1990686 100644
--- a/tests/v3/test_indexing.py
+++ b/tests/v3/test_indexing.py
@@ -683,7 +683,7 @@ def test_get_orthogonal_selection_2d(store: StorePath) -> None:
         with pytest.raises(IndexError):
             z.get_orthogonal_selection(selection_2d_bad)  # type: ignore[arg-type]
         with pytest.raises(IndexError):
-            z.oindex[selection_2d_bad]  #  type: ignore[index]
+            z.oindex[selection_2d_bad]  # type: ignore[index]
 
 
 def _test_get_orthogonal_selection_3d(

From 77976c8b7db64af1bf003dca98a9ae87e58ffb85 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 16 Oct 2024 00:19:39 +0200
Subject: [PATCH 0784/1078] Fix typo (#2382)

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/core/sync.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/core/sync.py b/src/zarr/core/sync.py
index 8c5bc9c397..f7d4529478 100644
--- a/src/zarr/core/sync.py
+++ b/src/zarr/core/sync.py
@@ -133,7 +133,7 @@ def sync(
 
     finished, unfinished = wait([future], return_when=asyncio.ALL_COMPLETED, timeout=timeout)
     if len(unfinished) > 0:
-        raise TimeoutError(f"Coroutine {coro} failed to finish in within {timeout} s")
+        raise TimeoutError(f"Coroutine {coro} failed to finish within {timeout} s")
     assert len(finished) == 1
     return_result = next(iter(finished)).result()
 

From 428d6da9cd18581835b5ff90b6ec71d32228db8a Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 16 Oct 2024 00:21:27 +0200
Subject: [PATCH 0785/1078] Imported name is not used anywhere in the module
 (#2379)

---
 docs/conf.py           | 1 -
 tests/v3/test_array.py | 1 -
 tests/v3/test_v2.py    | 2 --
 3 files changed, 4 deletions(-)

diff --git a/docs/conf.py b/docs/conf.py
index 0a328ac25f..72c6130a16 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -21,7 +21,6 @@
 
 from importlib.metadata import version as get_version
 
-import zarr
 import sphinx
 
 # If extensions (or modules to document with autodoc) are in another directory,
diff --git a/tests/v3/test_array.py b/tests/v3/test_array.py
index b558c826d6..829a04d304 100644
--- a/tests/v3/test_array.py
+++ b/tests/v3/test_array.py
@@ -6,7 +6,6 @@
 import pytest
 
 import zarr.api.asynchronous
-import zarr.storage
 from zarr import Array, AsyncArray, Group
 from zarr.codecs import BytesCodec, VLenBytesCodec
 from zarr.core.array import chunks_initialized
diff --git a/tests/v3/test_v2.py b/tests/v3/test_v2.py
index 729ed0533f..439b15b64c 100644
--- a/tests/v3/test_v2.py
+++ b/tests/v3/test_v2.py
@@ -9,8 +9,6 @@
 from numcodecs.blosc import Blosc
 
 import zarr
-import zarr.core.buffer.cpu
-import zarr.core.metadata
 import zarr.storage
 from zarr import Array
 from zarr.storage import MemoryStore, StorePath

From 879d3d7adab4adea1f7c7f9c905d200d9f2cf852 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 16 Oct 2024 00:44:01 +0200
Subject: [PATCH 0786/1078] Missing mandatory keyword argument `shape` (#2376)

---
 src/zarr/core/group.py | 30 ++++++++++++++++++++++++------
 1 file changed, 24 insertions(+), 6 deletions(-)

diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index e85057e2f6..e25f70eef6 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -932,7 +932,11 @@ async def create_array(
 
     @deprecated("Use AsyncGroup.create_array instead.")
     async def create_dataset(
-        self, name: str, **kwargs: Any
+        self,
+        name: str,
+        *,
+        shape: ShapeLike,
+        **kwargs: Any,
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         """Create an array.
 
@@ -943,6 +947,8 @@ async def create_dataset(
         ----------
         name : str
             Array name.
+        shape : int or tuple of ints
+            Array shape.
         kwargs : dict
             Additional arguments passed to :func:`zarr.AsyncGroup.create_array`.
 
@@ -953,7 +959,7 @@ async def create_dataset(
         .. deprecated:: 3.0.0
             The h5py compatibility methods will be removed in 3.1.0. Use `AsyncGroup.create_array` instead.
         """
-        return await self.create_array(name, **kwargs)
+        return await self.create_array(name, shape=shape, **kwargs)
 
     @deprecated("Use AsyncGroup.require_array instead.")
     async def require_dataset(
@@ -1621,7 +1627,13 @@ def create_dataset(self, name: str, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.create_dataset(name, **kwargs)))
 
     @deprecated("Use Group.require_array instead.")
-    def require_dataset(self, name: str, **kwargs: Any) -> Array:
+    def require_dataset(
+        self,
+        name: str,
+        *,
+        shape: ShapeLike,
+        **kwargs: Any,
+    ) -> Array:
         """Obtain an array, creating if it doesn't exist.
 
         Arrays are known as "datasets" in HDF5 terminology. For compatibility
@@ -1648,9 +1660,15 @@ def require_dataset(self, name: str, **kwargs: Any) -> Array:
         .. deprecated:: 3.0.0
             The h5py compatibility methods will be removed in 3.1.0. Use `Group.require_array` instead.
         """
-        return Array(self._sync(self._async_group.require_array(name, **kwargs)))
+        return Array(self._sync(self._async_group.require_array(name, shape=shape, **kwargs)))
 
-    def require_array(self, name: str, **kwargs: Any) -> Array:
+    def require_array(
+        self,
+        name: str,
+        *,
+        shape: ShapeLike,
+        **kwargs: Any,
+    ) -> Array:
         """Obtain an array, creating if it doesn't exist.
 
 
@@ -1672,7 +1690,7 @@ def require_array(self, name: str, **kwargs: Any) -> Array:
         -------
         a : Array
         """
-        return Array(self._sync(self._async_group.require_array(name, **kwargs)))
+        return Array(self._sync(self._async_group.require_array(name, shape=shape, **kwargs)))
 
     def empty(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.empty(name=name, shape=shape, **kwargs)))

From 818746c7351ffd3667937c4a3cb99f939370deca Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 16 Oct 2024 00:44:18 +0200
Subject: [PATCH 0787/1078] Update ruff rules to ignore (#2374)

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 pyproject.toml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/pyproject.toml b/pyproject.toml
index 9e890f3a7d..3dc46a0f9c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -231,6 +231,7 @@ ignore = [
     "ANN102",
     "ANN401",
     "PT004",  # deprecated
+    "PT005",  # deprecated
     "PT011",  # TODO: apply this rule
     "PT012",  # TODO: apply this rule
     "PYI013",
@@ -238,6 +239,8 @@ ignore = [
     "RET506",
     "RUF005",
     "TRY003",
+    "UP027",  # deprecated
+    "UP038",  # https://github.com/astral-sh/ruff/issues/7871
     # https://docs.astral.sh/ruff/formatter/#conflicting-lint-rules
     "W191",
     "E111",

From 11312534ebe683d73cbbcc2da9e88933cb00cc14 Mon Sep 17 00:00:00 2001
From: Emma Marshall <55526386+e-marshall@users.noreply.github.com>
Date: Tue, 15 Oct 2024 16:58:21 -0600
Subject: [PATCH 0788/1078] Docstrings for arraymodule (#2276)

* start to docstrings for arraymodule

* incorporating toms edits, overriding mypy error...

* fix attrs

* Update src/zarr/core/array.py

Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>

* fix store -> storage

* remove properties from asyncarray docstring

---------

Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/core/array.py | 339 ++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 336 insertions(+), 3 deletions(-)

diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index ca405842e0..0e73d44563 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -175,6 +175,32 @@ async def get_array_metadata(
 
 @dataclass(frozen=True)
 class AsyncArray(Generic[T_ArrayMetadata]):
+    """
+    An asynchronous array class representing a chunked array stored in a Zarr store.
+
+    Parameters
+    ----------
+    metadata : ArrayMetadata
+        The metadata of the array.
+    store_path : StorePath
+        The path to the Zarr store.
+    codec_pipeline : CodecPipeline, optional
+        The codec pipeline used for encoding and decoding chunks, by default None.
+    order : {'C', 'F'}, optional
+        The order of the array data in memory, by default None.
+
+    Attributes
+    ----------
+    metadata : ArrayMetadata
+        The metadata of the array.
+    store_path : StorePath
+        The path to the Zarr store.
+    codec_pipeline : CodecPipeline
+        The codec pipeline used for encoding and decoding chunks.
+    order : {'C', 'F'}
+        The order of the array data in memory.
+    """
+
     metadata: T_ArrayMetadata
     store_path: StorePath
     codec_pipeline: CodecPipeline = field(init=False)
@@ -364,6 +390,69 @@ async def create(
         exists_ok: bool = False,
         data: npt.ArrayLike | None = None,
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
+        """
+        Method to create a new asynchronous array instance.
+
+        Parameters
+        ----------
+        store : StoreLike
+            The store where the array will be created.
+        shape : ShapeLike
+            The shape of the array.
+        dtype : npt.DTypeLike
+            The data type of the array.
+        zarr_format : ZarrFormat, optional
+            The Zarr format version (default is 3).
+        fill_value : Any, optional
+            The fill value of the array (default is None).
+        attributes : dict[str, JSON], optional
+            The attributes of the array (default is None).
+        chunk_shape : ChunkCoords, optional
+            The shape of the array's chunks (default is None).
+        chunk_key_encoding : ChunkKeyEncoding, optional
+            The chunk key encoding (default is None).
+        codecs : Iterable[Codec | dict[str, JSON]], optional
+            The codecs used to encode the data (default is None).
+        dimension_names : Iterable[str], optional
+            The names of the dimensions (default is None).
+        chunks : ShapeLike, optional
+            The shape of the array's chunks (default is None).
+            V2 only. V3 arrays should not have 'chunks' parameter.
+        dimension_separator : Literal[".", "/"], optional
+            The dimension separator (default is None).
+            V2 only. V3 arrays cannot have a dimension separator.
+        order : Literal["C", "F"], optional
+            The order of the array (default is None).
+            V2 only. V3 arrays should not have 'order' parameter.
+        filters : list[dict[str, JSON]], optional
+            The filters used to compress the data (default is None).
+            V2 only. V3 arrays should not have 'filters' parameter.
+        compressor : dict[str, JSON], optional
+            The compressor used to compress the data (default is None).
+            V2 only. V3 arrays should not have 'compressor' parameter.
+        exists_ok : bool, optional
+            Whether to raise an error if the store already exists (default is False).
+        data : npt.ArrayLike, optional
+            The data to be inserted into the array (default is None).
+
+        Returns
+        -------
+        AsyncArray
+            The created asynchronous array instance.
+
+        Examples
+        --------
+        >>> import zarr
+        >>> store = zarr.storage.MemoryStore(mode='w')
+        >>> async_arr = await zarr.core.array.AsyncArray.create(
+        >>>     store=store,
+        >>>     shape=(100,100),
+        >>>     chunks=(10,10),
+        >>>     dtype='i4',
+        >>>     fill_value=0)
+        <AsyncArray memory://140349042942400 shape=(100, 100) dtype=int32>
+
+        """
         store_path = await make_store_path(store)
 
         dtype_parsed = parse_dtype(dtype, zarr_format)
@@ -558,6 +647,28 @@ async def open(
         store: StoreLike,
         zarr_format: ZarrFormat | None = 3,
     ) -> AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]:
+        """
+        Async method to open an existing Zarr array from a given store.
+
+        Parameters
+        ----------
+        store : StoreLike
+            The store containing the Zarr array.
+        zarr_format : ZarrFormat | None, optional
+            The Zarr format version (default is 3).
+
+        Returns
+        -------
+        AsyncArray
+            The opened Zarr array.
+
+        Examples
+        --------
+        >>> import zarr
+        >>>  store = zarr.storage.MemoryStore(mode='w')
+        >>>  async_arr = await AsyncArray.open(store) # doctest: +ELLIPSIS
+        <AsyncArray memory://... shape=(100, 100) dtype=int32>
+        """
         store_path = await make_store_path(store)
         metadata_dict = await get_array_metadata(store_path, zarr_format=zarr_format)
         # TODO: remove this cast when we have better type hints
@@ -570,14 +681,38 @@ def store(self) -> Store:
 
     @property
     def ndim(self) -> int:
+        """Returns the number of dimensions in the Array.
+
+        Returns
+        -------
+        int
+            The number of dimensions in the Array.
+        """
         return len(self.metadata.shape)
 
     @property
     def shape(self) -> ChunkCoords:
+        """Returns the shape of the Array.
+
+        Returns
+        -------
+        tuple
+            The shape of the Array.
+        """
         return self.metadata.shape
 
     @property
     def chunks(self) -> ChunkCoords:
+        """Returns the chunk shape of the Array.
+
+        Only defined for arrays using using `RegularChunkGrid`.
+        If array doesn't use `RegularChunkGrid`, `NotImplementedError` is raised.
+
+        Returns
+        -------
+        ChunkCoords:
+            The chunk shape of the Array.
+        """
         if isinstance(self.metadata.chunk_grid, RegularChunkGrid):
             return self.metadata.chunk_grid.chunk_shape
 
@@ -589,28 +724,69 @@ def chunks(self) -> ChunkCoords:
 
     @property
     def size(self) -> int:
+        """Returns the total number of elements in the array
+
+        Returns
+        -------
+        int
+            Total number of elements in the array
+        """
         return np.prod(self.metadata.shape).item()
 
     @property
     def dtype(self) -> np.dtype[Any]:
+        """Returns the data type of the array.
+
+        Returns
+        -------
+        np.dtype
+            Data type of the array
+        """
         return self.metadata.dtype
 
     @property
     def attrs(self) -> dict[str, JSON]:
+        """Returns the attributes of the array.
+
+        Returns
+        -------
+        dict
+            Attributes of the array
+        """
         return self.metadata.attributes
 
     @property
     def read_only(self) -> bool:
+        """Returns True if the array is read-only.
+
+        Returns
+        -------
+        bool
+            True if the array is read-only
+        """
+        # Backwards compatibility for 2.x
         return self.store_path.store.mode.readonly
 
     @property
     def path(self) -> str:
-        """Storage path."""
+        """Storage path.
+
+        Returns
+        -------
+        str
+            The path to the array in the Zarr store.
+        """
         return self.store_path.path
 
     @property
     def name(self) -> str | None:
-        """Array name following h5py convention."""
+        """Array name following h5py convention.
+
+        Returns
+        -------
+        str
+            The name of the array.
+        """
         if self.path:
             # follow h5py convention: add leading slash
             name = self.path
@@ -621,7 +797,13 @@ def name(self) -> str | None:
 
     @property
     def basename(self) -> str | None:
-        """Final component of name."""
+        """Final component of name.
+
+        Returns
+        -------
+        str
+            The basename or final component of the array name.
+        """
         if self.name is not None:
             return self.name.split("/")[-1]
         return None
@@ -630,6 +812,11 @@ def basename(self) -> str | None:
     def cdata_shape(self) -> ChunkCoords:
         """
         The shape of the chunk grid for this array.
+
+        Returns
+        -------
+        Tuple[int]
+            The shape of the chunk grid for this array.
         """
         return tuple(ceildiv(s, c) for s, c in zip(self.shape, self.chunks, strict=False))
 
@@ -637,6 +824,11 @@ def cdata_shape(self) -> ChunkCoords:
     def nchunks(self) -> int:
         """
         The number of chunks in the stored representation of this array.
+
+        Returns
+        -------
+        int
+            The total number of chunks in the array.
         """
         return product(self.cdata_shape)
 
@@ -644,6 +836,11 @@ def nchunks(self) -> int:
     def nchunks_initialized(self) -> int:
         """
         The number of chunks that have been persisted in storage.
+
+        Returns
+        -------
+        int
+            The number of initialized chunks in the array.
         """
         return nchunks_initialized(self)
 
@@ -782,6 +979,36 @@ async def getitem(
         *,
         prototype: BufferPrototype | None = None,
     ) -> NDArrayLike:
+        """
+        Asynchronous function that retrieves a subset of the array's data based on the provided selection.
+
+        Parameters
+        ----------
+        selection : BasicSelection
+            A selection object specifying the subset of data to retrieve.
+        prototype : BufferPrototype, optional
+            A buffer prototype to use for the retrieved data (default is None).
+
+        Returns
+        -------
+        NDArrayLike
+            The retrieved subset of the array's data.
+
+        Examples
+        --------
+        >>> import zarr
+        >>>  store = zarr.storage.MemoryStore(mode='w')
+        >>>  async_arr = await zarr.core.array.AsyncArray.create(
+        ...      store=store,
+        ...      shape=(100,100),
+        ...      chunks=(10,10),
+        ...      dtype='i4',
+        ...      fill_value=0)
+        <AsyncArray memory://... shape=(100, 100) dtype=int32>
+        >>> await async_arr.getitem((0,1)) # doctest: +ELLIPSIS
+        array(0, dtype=int32)
+
+        """
         if prototype is None:
             prototype = default_buffer_prototype()
         indexer = BasicIndexer(
@@ -924,6 +1151,18 @@ async def info(self) -> None:
 
 @dataclass(frozen=True)
 class Array:
+    """Instantiate an array from an initialized store.
+
+    Parameters
+    ----------
+    store : StoreLike
+        The array store that has already been initialized.
+    shape : ChunkCoords
+        The shape of the array.
+    dtype : npt.DTypeLike
+        The dtype of the array.
+    """
+
     _async_array: AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]
 
     @classmethod
@@ -957,6 +1196,42 @@ def create(
         # runtime
         exists_ok: bool = False,
     ) -> Array:
+        """Creates a new Array instance from an initialized store.
+
+        Parameters
+        ----------
+        store : StoreLike
+            The array store that has already been initialized.
+        shape : ChunkCoords
+            The shape of the array.
+        dtype : npt.DTypeLike
+            The data type of the array.
+        chunk_shape : ChunkCoords, optional
+            The shape of the Array's chunks (default is None).
+        chunk_key_encoding : ChunkKeyEncoding, optional
+            The chunk key encoding (default is None).
+        codecs : Iterable[Codec | dict[str, JSON]], optional
+            The codecs used to encode the data (default is None).
+        dimension_names : Iterable[str], optional
+            The names of the dimensions (default is None).
+        chunks : ChunkCoords, optional
+            The shape of the Array's chunks (default is None).
+        dimension_separator : Literal[".", "/"], optional
+            The dimension separator (default is None).
+        order : Literal["C", "F"], optional
+            The order of the array (default is None).
+        filters : list[dict[str, JSON]], optional
+            The filters used to compress the data (default is None).
+        compressor : dict[str, JSON], optional
+            The compressor used to compress the data (default is None).
+        exists_ok : bool, optional
+            Whether to raise an error if the store already exists (default is False).
+
+        Returns
+        -------
+        Array
+            Array created from the store.
+        """
         async_array = sync(
             AsyncArray.create(
                 store=store,
@@ -993,6 +1268,18 @@ def open(
         cls,
         store: StoreLike,
     ) -> Array:
+        """Opens an existing Array from a store.
+
+        Parameters
+        ----------
+        store : Store
+            Store containing the Array.
+
+        Returns
+        -------
+        Array
+            Array opened from the store.
+        """
         async_array = sync(AsyncArray.open(store))
         return cls(async_array)
 
@@ -1002,26 +1289,72 @@ def store(self) -> Store:
 
     @property
     def ndim(self) -> int:
+        """Returns the number of dimensions in the array.
+
+        Returns
+        -------
+        int
+            The number of dimensions in the array.
+        """
         return self._async_array.ndim
 
     @property
     def shape(self) -> ChunkCoords:
+        """Returns the shape of the array.
+
+        Returns
+        -------
+        ChunkCoords
+            The shape of the array.
+        """
         return self._async_array.shape
 
     @property
     def chunks(self) -> ChunkCoords:
+        """Returns a tuple of integers describing the length of each dimension of a chunk of the array.
+
+        Returns
+        -------
+        tuple
+            A tuple of integers representing the length of each dimension of a chunk.
+        """
         return self._async_array.chunks
 
     @property
     def size(self) -> int:
+        """Returns the total number of elements in the array.
+
+        Returns
+        -------
+        int
+            Total number of elements in the array.
+        """
         return self._async_array.size
 
     @property
     def dtype(self) -> np.dtype[Any]:
+        """Returns the NumPy data type.
+
+        Returns
+        -------
+        np.dtype
+            The NumPy data type.
+        """
         return self._async_array.dtype
 
     @property
     def attrs(self) -> Attributes:
+        """Returns a MutableMapping containing user-defined attributes.
+
+        Returns
+        -------
+        attrs : MutableMapping
+            A MutableMapping object containing user-defined attributes.
+
+        Notes
+        -----
+        Note that attribute values must be JSON serializable.
+        """
         return Attributes(self)
 
     @property

From 29246d6d969deb3726d32942ff5d617cbdccf3d7 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Wed, 16 Oct 2024 19:04:15 +0200
Subject: [PATCH 0789/1078] fix/normalize storage paths (#2384)

* bring in path normalization function from v2, and add a failing test

* rephrase comment

* simplify storepath creation

* Update tests/v3/test_api.py

Co-authored-by: Joe Hamman <joe@earthmover.io>

* refactor: remove redundant zarr format fixture

* replace assertion with an informative error message

* fix incorrect path concatenation in make_store_path, and refactor store_path tests

* remove upath import because we don't need it

* apply suggestions from code review

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/api/asynchronous.py     | 33 ++++--------
 src/zarr/storage/_utils.py       | 38 +++++++++++++
 src/zarr/storage/common.py       | 34 ++++++++----
 src/zarr/storage/local.py        |  5 +-
 tests/v3/conftest.py             |  2 +-
 tests/v3/test_api.py             | 27 +++++++++-
 tests/v3/test_group.py           | 14 ++---
 tests/v3/test_store/test_core.py | 92 ++++++++++++++++++++++++++------
 8 files changed, 180 insertions(+), 65 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 559049ae4f..e500562c4c 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -170,10 +170,7 @@ async def consolidate_metadata(
         The group, with the ``consolidated_metadata`` field set to include
         the metadata of each child node.
     """
-    store_path = await make_store_path(store)
-
-    if path is not None:
-        store_path = store_path / path
+    store_path = await make_store_path(store, path=path)
 
     group = await AsyncGroup.open(store_path, zarr_format=zarr_format, use_consolidated=False)
     group.store_path.store._check_writable()
@@ -291,10 +288,7 @@ async def open(
     """
     zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
 
-    store_path = await make_store_path(store, mode=mode, storage_options=storage_options)
-
-    if path is not None:
-        store_path = store_path / path
+    store_path = await make_store_path(store, mode=mode, path=path, storage_options=storage_options)
 
     if "shape" not in kwargs and mode in {"a", "w", "w-"}:
         try:
@@ -401,9 +395,7 @@ async def save_array(
     )
 
     mode = kwargs.pop("mode", None)
-    store_path = await make_store_path(store, mode=mode, storage_options=storage_options)
-    if path is not None:
-        store_path = store_path / path
+    store_path = await make_store_path(store, path=path, mode=mode, storage_options=storage_options)
     new = await AsyncArray.create(
         store_path,
         zarr_format=zarr_format,
@@ -582,9 +574,7 @@ async def group(
 
     mode = None if isinstance(store, Store) else cast(AccessModeLiteral, "a")
 
-    store_path = await make_store_path(store, mode=mode, storage_options=storage_options)
-    if path is not None:
-        store_path = store_path / path
+    store_path = await make_store_path(store, path=path, mode=mode, storage_options=storage_options)
 
     if chunk_store is not None:
         warnings.warn("chunk_store is not yet implemented", RuntimeWarning, stacklevel=2)
@@ -697,9 +687,7 @@ async def open_group(
     if chunk_store is not None:
         warnings.warn("chunk_store is not yet implemented", RuntimeWarning, stacklevel=2)
 
-    store_path = await make_store_path(store, mode=mode, storage_options=storage_options)
-    if path is not None:
-        store_path = store_path / path
+    store_path = await make_store_path(store, mode=mode, storage_options=storage_options, path=path)
 
     if attributes is None:
         attributes = {}
@@ -883,9 +871,7 @@ async def create(
         if not isinstance(store, Store | StorePath):
             mode = "a"
 
-    store_path = await make_store_path(store, mode=mode, storage_options=storage_options)
-    if path is not None:
-        store_path = store_path / path
+    store_path = await make_store_path(store, path=path, mode=mode, storage_options=storage_options)
 
     return await AsyncArray.create(
         store_path,
@@ -925,6 +911,7 @@ async def empty(
     retrieve data from an empty Zarr array, any values may be returned,
     and these are not guaranteed to be stable from one access to the next.
     """
+
     return await create(shape=shape, fill_value=None, **kwargs)
 
 
@@ -1044,7 +1031,7 @@ async def open_array(
     store: StoreLike | None = None,
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
-    path: PathLike | None = None,
+    path: PathLike = "",
     storage_options: dict[str, Any] | None = None,
     **kwargs: Any,  # TODO: type kwargs as valid args to save
 ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
@@ -1071,9 +1058,7 @@ async def open_array(
     """
 
     mode = kwargs.pop("mode", None)
-    store_path = await make_store_path(store, mode=mode)
-    if path is not None:
-        store_path = store_path / path
+    store_path = await make_store_path(store, path=path, mode=mode)
 
     zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
 
diff --git a/src/zarr/storage/_utils.py b/src/zarr/storage/_utils.py
index cbc9c42bbd..ae39468897 100644
--- a/src/zarr/storage/_utils.py
+++ b/src/zarr/storage/_utils.py
@@ -1,11 +1,49 @@
 from __future__ import annotations
 
+import re
+from pathlib import Path
 from typing import TYPE_CHECKING
 
 if TYPE_CHECKING:
     from zarr.core.buffer import Buffer
 
 
+def normalize_path(path: str | bytes | Path | None) -> str:
+    if path is None:
+        result = ""
+    elif isinstance(path, bytes):
+        result = str(path, "ascii")
+
+    # handle pathlib.Path
+    elif isinstance(path, Path):
+        result = str(path)
+
+    elif isinstance(path, str):
+        result = path
+
+    else:
+        raise TypeError(f'Object {path} has an invalid type for "path": {type(path).__name__}')
+
+    # convert backslash to forward slash
+    result = result.replace("\\", "/")
+
+    # remove leading and trailing slashes
+    result = result.strip("/")
+
+    # collapse any repeated slashes
+    pat = re.compile(r"//+")
+    result = pat.sub("/", result)
+
+    # disallow path segments with just '.' or '..'
+    segments = result.split("/")
+    if any(s in {".", ".."} for s in segments):
+        raise ValueError(
+            f"The path {path!r} is invalid because its string representation contains '.' or '..' segments."
+        )
+
+    return result
+
+
 def _normalize_interval_index(
     data: Buffer, interval: None | tuple[int | None, int | None]
 ) -> tuple[int, int]:
diff --git a/src/zarr/storage/common.py b/src/zarr/storage/common.py
index 101e8f38af..b640a7729b 100644
--- a/src/zarr/storage/common.py
+++ b/src/zarr/storage/common.py
@@ -8,6 +8,7 @@
 from zarr.core.buffer import Buffer, default_buffer_prototype
 from zarr.core.common import ZARR_JSON, ZARRAY_JSON, ZGROUP_JSON, ZarrFormat
 from zarr.errors import ContainsArrayAndGroupError, ContainsArrayError, ContainsGroupError
+from zarr.storage._utils import normalize_path
 from zarr.storage.local import LocalStore
 from zarr.storage.memory import MemoryStore
 
@@ -41,9 +42,9 @@ class StorePath:
     store: Store
     path: str
 
-    def __init__(self, store: Store, path: str | None = None) -> None:
+    def __init__(self, store: Store, path: str = "") -> None:
         self.store = store
-        self.path = path or ""
+        self.path = path
 
     async def get(
         self,
@@ -159,6 +160,7 @@ def __eq__(self, other: object) -> bool:
 async def make_store_path(
     store_like: StoreLike | None,
     *,
+    path: str | None = "",
     mode: AccessModeLiteral | None = None,
     storage_options: dict[str, Any] | None = None,
 ) -> StorePath:
@@ -189,6 +191,9 @@ async def make_store_path(
     ----------
     store_like : StoreLike | None
         The object to convert to a `StorePath` object.
+    path: str | None, optional
+        The path to use when creating the `StorePath` object.  If None, the
+        default path is the empty string.
     mode : AccessModeLiteral | None, optional
         The mode to use when creating the `StorePath` object.  If None, the
         default mode is 'r'.
@@ -209,37 +214,44 @@ async def make_store_path(
     from zarr.storage.remote import RemoteStore  # circular import
 
     used_storage_options = False
-
+    path_normalized = normalize_path(path)
     if isinstance(store_like, StorePath):
         if mode is not None and mode != store_like.store.mode.str:
             _store = store_like.store.with_mode(mode)
             await _store._ensure_open()
-            store_like = StorePath(_store)
-        result = store_like
+            store_like = StorePath(_store, path=store_like.path)
+        result = store_like / path_normalized
     elif isinstance(store_like, Store):
         if mode is not None and mode != store_like.mode.str:
             store_like = store_like.with_mode(mode)
         await store_like._ensure_open()
-        result = StorePath(store_like)
+        result = StorePath(store_like, path=path_normalized)
     elif store_like is None:
         # mode = "w" is an exception to the default mode = 'r'
-        result = StorePath(await MemoryStore.open(mode=mode or "w"))
+        result = StorePath(await MemoryStore.open(mode=mode or "w"), path=path_normalized)
     elif isinstance(store_like, Path):
-        result = StorePath(await LocalStore.open(root=store_like, mode=mode or "r"))
+        result = StorePath(
+            await LocalStore.open(root=store_like, mode=mode or "r"), path=path_normalized
+        )
     elif isinstance(store_like, str):
         storage_options = storage_options or {}
 
         if _is_fsspec_uri(store_like):
             used_storage_options = True
             result = StorePath(
-                RemoteStore.from_url(store_like, storage_options=storage_options, mode=mode or "r")
+                RemoteStore.from_url(store_like, storage_options=storage_options, mode=mode or "r"),
+                path=path_normalized,
             )
         else:
-            result = StorePath(await LocalStore.open(root=Path(store_like), mode=mode or "r"))
+            result = StorePath(
+                await LocalStore.open(root=Path(store_like), mode=mode or "r"), path=path_normalized
+            )
     elif isinstance(store_like, dict):
         # We deliberate only consider dict[str, Buffer] here, and not arbitrary mutable mappings.
         # By only allowing dictionaries, which are in-memory, we know that MemoryStore appropriate.
-        result = StorePath(await MemoryStore.open(store_dict=store_like, mode=mode or "r"))
+        result = StorePath(
+            await MemoryStore.open(store_dict=store_like, mode=mode or "r"), path=path_normalized
+        )
     else:
         msg = f"Unsupported type for store_like: '{type(store_like).__name__}'"  # type: ignore[unreachable]
         raise TypeError(msg)
diff --git a/src/zarr/storage/local.py b/src/zarr/storage/local.py
index b80b04e1d0..5c03009a97 100644
--- a/src/zarr/storage/local.py
+++ b/src/zarr/storage/local.py
@@ -97,7 +97,10 @@ def __init__(self, root: Path | str, *, mode: AccessModeLiteral = "r") -> None:
         super().__init__(mode=mode)
         if isinstance(root, str):
             root = Path(root)
-        assert isinstance(root, Path)
+        if not isinstance(root, Path):
+            raise TypeError(
+                f'"root" must be a string or Path instance. Got an object with type {type(root)} instead.'
+            )
         self.root = root
 
     async def _open(self) -> None:
diff --git a/tests/v3/conftest.py b/tests/v3/conftest.py
index ad3552ad65..8c66406c9b 100644
--- a/tests/v3/conftest.py
+++ b/tests/v3/conftest.py
@@ -138,7 +138,7 @@ def array_fixture(request: pytest.FixtureRequest) -> npt.NDArray[Any]:
     )
 
 
-@pytest.fixture(params=(2, 3))
+@pytest.fixture(params=(2, 3), ids=["zarr2", "zarr3"])
 def zarr_format(request: pytest.FixtureRequest) -> ZarrFormat:
     if request.param == 2:
         return 2
diff --git a/tests/v3/test_api.py b/tests/v3/test_api.py
index 0614185f68..4952254f65 100644
--- a/tests/v3/test_api.py
+++ b/tests/v3/test_api.py
@@ -1,5 +1,6 @@
 import pathlib
 import warnings
+from typing import Literal
 
 import numpy as np
 import pytest
@@ -10,9 +11,19 @@
 import zarr.core.group
 from zarr import Array, Group
 from zarr.abc.store import Store
-from zarr.api.synchronous import create, group, load, open, open_group, save, save_array, save_group
+from zarr.api.synchronous import (
+    create,
+    group,
+    load,
+    open,
+    open_group,
+    save,
+    save_array,
+    save_group,
+)
 from zarr.core.common import ZarrFormat
 from zarr.errors import MetadataValidationError
+from zarr.storage._utils import normalize_path
 from zarr.storage.memory import MemoryStore
 
 
@@ -37,6 +48,20 @@ def test_create_array(memory_store: Store) -> None:
     assert z.chunks == (40,)
 
 
+@pytest.mark.parametrize("path", ["foo", "/", "/foo", "///foo/bar"])
+@pytest.mark.parametrize("node_type", ["array", "group"])
+def test_open_normalized_path(
+    memory_store: MemoryStore, path: str, node_type: Literal["array", "group"]
+) -> None:
+    node: Group | Array
+    if node_type == "group":
+        node = group(store=memory_store, path=path)
+    elif node_type == "array":
+        node = create(store=memory_store, path=path, shape=(2,))
+
+    assert node.path == normalize_path(path)
+
+
 async def test_open_array(memory_store: MemoryStore) -> None:
     store = memory_store
 
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 20960f0346..4f062d5316 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -3,7 +3,7 @@
 import contextlib
 import pickle
 import warnings
-from typing import TYPE_CHECKING, Any, Literal, cast
+from typing import TYPE_CHECKING, Any, Literal
 
 import numpy as np
 import pytest
@@ -14,7 +14,6 @@
 from zarr import Array, AsyncArray, AsyncGroup, Group
 from zarr.abc.store import Store
 from zarr.core.buffer import default_buffer_prototype
-from zarr.core.common import JSON, ZarrFormat
 from zarr.core.group import ConsolidatedMetadata, GroupMetadata
 from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
@@ -26,6 +25,8 @@
 if TYPE_CHECKING:
     from _pytest.compat import LEGACY_PATH
 
+    from zarr.core.common import JSON, ZarrFormat
+
 
 @pytest.fixture(params=["local", "memory", "zip"])
 async def store(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> Store:
@@ -43,14 +44,6 @@ def exists_ok(request: pytest.FixtureRequest) -> bool:
     return result
 
 
-@pytest.fixture(params=[2, 3], ids=["zarr2", "zarr3"])
-def zarr_format(request: pytest.FixtureRequest) -> ZarrFormat:
-    result = request.param
-    if result not in (2, 3):
-        raise ValueError("Wrong value returned from test fixture.")
-    return cast(ZarrFormat, result)
-
-
 def test_group_init(store: Store, zarr_format: ZarrFormat) -> None:
     """
     Test that initializing a group from an asyncgroup works.
@@ -587,6 +580,7 @@ def test_group_array_creation(
     assert empty_array.fill_value == 0
     assert empty_array.shape == shape
     assert empty_array.store_path.store == store
+    assert empty_array.store_path.path == "empty"
 
     empty_like_array = group.empty_like(name="empty_like", data=empty_array)
     assert isinstance(empty_like_array, Array)
diff --git a/tests/v3/test_store/test_core.py b/tests/v3/test_store/test_core.py
index b2a8292ea9..771dc3c43e 100644
--- a/tests/v3/test_store/test_core.py
+++ b/tests/v3/test_store/test_core.py
@@ -1,39 +1,71 @@
 import tempfile
 from pathlib import Path
+from typing import Literal
 
 import pytest
+from _pytest.compat import LEGACY_PATH
+from upath import UPath
 
+from zarr.storage._utils import normalize_path
 from zarr.storage.common import StoreLike, StorePath, make_store_path
 from zarr.storage.local import LocalStore
 from zarr.storage.memory import MemoryStore
 from zarr.storage.remote import RemoteStore
 
 
-async def test_make_store_path(tmpdir: str) -> None:
-    # None
-    store_path = await make_store_path(None)
+@pytest.mark.parametrize("path", [None, "", "bar"])
+async def test_make_store_path_none(path: str) -> None:
+    """
+    Test that creating a store_path with None creates a memorystore
+    """
+    store_path = await make_store_path(None, path=path)
     assert isinstance(store_path.store, MemoryStore)
-
-    # str
-    store_path = await make_store_path(str(tmpdir))
+    assert store_path.path == normalize_path(path)
+
+
+@pytest.mark.parametrize("path", [None, "", "bar"])
+@pytest.mark.parametrize("store_type", [str, Path, LocalStore])
+@pytest.mark.parametrize("mode", ["r", "w", "a"])
+async def test_make_store_path_local(
+    tmpdir: LEGACY_PATH,
+    store_type: type[str] | type[Path] | type[LocalStore],
+    path: str,
+    mode: Literal["r", "w", "a"],
+) -> None:
+    """
+    Test the various ways of invoking make_store_path that create a LocalStore
+    """
+    store_like = store_type(str(tmpdir))
+    store_path = await make_store_path(store_like, path=path, mode=mode)
     assert isinstance(store_path.store, LocalStore)
     assert Path(store_path.store.root) == Path(tmpdir)
-
-    # Path
-    store_path = await make_store_path(Path(tmpdir))
+    assert store_path.path == normalize_path(path)
+    assert store_path.store.mode.str == mode
+
+
+@pytest.mark.parametrize("path", [None, "", "bar"])
+@pytest.mark.parametrize("mode", ["r", "w", "a"])
+async def test_make_store_path_store_path(
+    tmpdir: LEGACY_PATH, path: str, mode: Literal["r", "w", "a"]
+) -> None:
+    """
+    Test invoking make_store_path when the input is another store_path. In particular we want to ensure
+    that a new path is handled correctly.
+    """
+    store_like = StorePath(LocalStore(str(tmpdir)), path="root")
+    store_path = await make_store_path(store_like, path=path, mode=mode)
     assert isinstance(store_path.store, LocalStore)
     assert Path(store_path.store.root) == Path(tmpdir)
+    path_normalized = normalize_path(path)
+    assert store_path.path == (store_like / path_normalized).path
 
-    # Store
-    store_path = await make_store_path(store_path.store)
-    assert isinstance(store_path.store, LocalStore)
-    assert Path(store_path.store.root) == Path(tmpdir)
+    assert store_path.store.mode.str == mode
 
-    # StorePath
-    store_path = await make_store_path(store_path)
-    assert isinstance(store_path.store, LocalStore)
-    assert Path(store_path.store.root) == Path(tmpdir)
 
+async def test_make_store_path_invalid() -> None:
+    """
+    Test that invalid types raise TypeError
+    """
     with pytest.raises(TypeError):
         await make_store_path(1)  # type: ignore[arg-type]
 
@@ -65,3 +97,29 @@ async def test_make_store_path_storage_options_raises(store_like: StoreLike) ->
 async def test_unsupported() -> None:
     with pytest.raises(TypeError, match="Unsupported type for store_like: 'int'"):
         await make_store_path(1)  # type: ignore[arg-type]
+
+
+@pytest.mark.parametrize(
+    "path",
+    [
+        "/foo/bar",
+        "//foo/bar",
+        "foo///bar",
+        "foo/bar///",
+        Path("foo/bar"),
+        b"foo/bar",
+        UPath("foo/bar"),
+    ],
+)
+def test_normalize_path_valid(path: str | bytes | Path | UPath) -> None:
+    assert normalize_path(path) == "foo/bar"
+
+
+def test_normalize_path_none():
+    assert normalize_path(None) == ""
+
+
+@pytest.mark.parametrize("path", [".", ".."])
+def test_normalize_path_invalid(path: str):
+    with pytest.raises(ValueError):
+        normalize_path(path)

From 28389fe5ee6a0380889decd7c1b00cfab2c72de0 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 17 Oct 2024 05:50:21 +0200
Subject: [PATCH 0790/1078] Enforce ruff/flake8-pyi rule PYI013 (#2389)

PYI013 Non-empty class body must not contain `...`

Note that documentation is enough to fill the class body.
---
 pyproject.toml        | 1 -
 src/zarr/abc/codec.py | 6 ------
 2 files changed, 7 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 3dc46a0f9c..0cd3cd2bc9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -234,7 +234,6 @@ ignore = [
     "PT005",  # deprecated
     "PT011",  # TODO: apply this rule
     "PT012",  # TODO: apply this rule
-    "PYI013",
     "RET505",
     "RET506",
     "RUF005",
diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index 73b1a598b9..3548874409 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -156,20 +156,14 @@ async def encode(
 class ArrayArrayCodec(BaseCodec[NDBuffer, NDBuffer]):
     """Base class for array-to-array codecs."""
 
-    ...
-
 
 class ArrayBytesCodec(BaseCodec[NDBuffer, Buffer]):
     """Base class for array-to-bytes codecs."""
 
-    ...
-
 
 class BytesBytesCodec(BaseCodec[Buffer, Buffer]):
     """Base class for bytes-to-bytes codecs."""
 
-    ...
-
 
 Codec = ArrayArrayCodec | ArrayBytesCodec | BytesBytesCodec
 

From de3d0616f211a44ed06099f65dce864e26f11499 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Wed, 16 Oct 2024 20:52:55 -0700
Subject: [PATCH 0791/1078] deps: remove fasteners from list of dependencies
 (#2386)

---
 .pre-commit-config.yaml | 1 -
 pyproject.toml          | 1 -
 2 files changed, 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 0dd5bd73df..4667b20de1 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -31,7 +31,6 @@ repos:
           - asciitree
           - crc32c
           - donfig
-          - fasteners
           - numcodecs
           - numpy
           - typing_extensions
diff --git a/pyproject.toml b/pyproject.toml
index 0cd3cd2bc9..ac54eb20e6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,7 +25,6 @@ requires-python = ">=3.11"
 dependencies = [
     'asciitree',
     'numpy>=1.25',
-    'fasteners',
     'numcodecs>=0.10.2',
     'fsspec>2024',
     'crc32c',

From e914c5c79c20fd5fa220adadd015def2b13120aa Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 17 Oct 2024 05:55:55 +0200
Subject: [PATCH 0792/1078] Enforce ruff/flake8-annotations rule ANN003 (#2388)

ANN003 Missing type annotation

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 pyproject.toml                 | 5 ++---
 src/zarr/testing/strategies.py | 2 +-
 2 files changed, 3 insertions(+), 4 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index ac54eb20e6..0b69f749fd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -225,9 +225,8 @@ extend-select = [
     "W",   # pycodestyle warnings
 ]
 ignore = [
-    "ANN003",
-    "ANN101",
-    "ANN102",
+    "ANN101", # deprecated
+    "ANN102", # deprecated
     "ANN401",
     "PT004",  # deprecated
     "PT005",  # deprecated
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index bb9fda65a1..2c17fbf79d 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -159,7 +159,7 @@ def is_negative_slice(idx: Any) -> bool:
 
 
 @st.composite  # type: ignore[misc]
-def basic_indices(draw: st.DrawFn, *, shape: tuple[int], **kwargs) -> Any:  # type: ignore[no-untyped-def]
+def basic_indices(draw: st.DrawFn, *, shape: tuple[int], **kwargs: Any) -> Any:
     """Basic indices without unsupported negative slices."""
     return draw(
         npst.basic_indices(shape=shape, **kwargs).filter(

From 85c9b5f429f8820d2f215a5a83462c0a06da607c Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 17 Oct 2024 05:56:54 +0200
Subject: [PATCH 0793/1078] Enforce ruff/Perflint rules (PERF) (#2372)

* Apply ruff/Perflint rule PERF401

PERF401 Use a list comprehension to create a transformed list

* Enforce ruff/Perflint rules (PERF)
---
 pyproject.toml               | 33 +++++++++++++++++----------------
 src/zarr/core/array.py       |  8 +-------
 src/zarr/core/metadata/v3.py |  5 +----
 3 files changed, 19 insertions(+), 27 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 0b69f749fd..e633c2d0e3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -206,23 +206,24 @@ extend-exclude = [
 
 [tool.ruff.lint]
 extend-select = [
-    "ANN", # flake8-annotations
-    "B",   # flake8-bugbear
-    "C4",  # flake8-comprehensions
-    "FLY", # flynt
-    "G",   # flake8-logging-format
-    "I",   # isort
-    "ISC", # flake8-implicit-str-concat
-    "PGH", # pygrep-hooks
-    "PT",  # flake8-pytest-style
-    "PYI", # flake8-pyi
-    "RSE", # flake8-raise
-    "RET", # flake8-return
+    "ANN",  # flake8-annotations
+    "B",    # flake8-bugbear
+    "C4",   # flake8-comprehensions
+    "FLY",  # flynt
+    "G",    # flake8-logging-format
+    "I",    # isort
+    "ISC",  # flake8-implicit-str-concat
+    "PERF", # Perflint
+    "PGH",  # pygrep-hooks
+    "PT",   # flake8-pytest-style
+    "PYI",  # flake8-pyi
+    "RSE",  # flake8-raise
+    "RET",  # flake8-return
     "RUF",
-    "TCH", # flake8-type-checking
-    "TRY", # tryceratops
-    "UP",  # pyupgrade
-    "W",   # pycodestyle warnings
+    "TCH",  # flake8-type-checking
+    "TRY",  # tryceratops
+    "UP",   # pyupgrade
+    "W",    # pycodestyle warnings
 ]
 ignore = [
     "ANN101", # deprecated
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 0e73d44563..da477056ee 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -2873,13 +2873,7 @@ def chunks_initialized(
     store_contents = list(
         collect_aiterator(array.store_path.store.list_prefix(prefix=array.store_path.path))
     )
-    out: list[str] = []
-
-    for chunk_key in array._iter_chunk_keys():
-        if chunk_key in store_contents:
-            out.append(chunk_key)
-
-    return tuple(out)
+    return tuple(chunk_key for chunk_key in array._iter_chunk_keys() if chunk_key in store_contents)
 
 
 def _build_parents(
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index b85932ef82..8aedd2b7b6 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -77,10 +77,7 @@ def validate_codecs(codecs: tuple[Codec, ...], dtype: DataType) -> None:
     """Check that the codecs are valid for the given dtype"""
 
     # ensure that we have at least one ArrayBytesCodec
-    abcs: list[ArrayBytesCodec] = []
-    for codec in codecs:
-        if isinstance(codec, ArrayBytesCodec):
-            abcs.append(codec)
+    abcs: list[ArrayBytesCodec] = [codec for codec in codecs if isinstance(codec, ArrayBytesCodec)]
     if len(abcs) == 0:
         raise ValueError("At least one ArrayBytesCodec is required.")
     elif len(abcs) > 1:

From 3a7426f2972687d6213fa453d36bd9f7589c71f1 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 17 Oct 2024 05:49:29 -0700
Subject: [PATCH 0794/1078] chore: update package maintainers (#2387)

* chore: update package maintainers

* Update pyproject.toml

Co-authored-by: David Stansby <dstansby@gmail.com>

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 pyproject.toml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index e633c2d0e3..bee7c6abd5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,7 +18,10 @@ maintainers = [
     { name = "Juan Nunez-Iglesias", email = "juan.nunez-iglesias@monash.edu" },
     { name = "Martin Durant", email = "mdurant@anaconda.com" },
     { name = "Norman Rzepka" },
-    { name = "Ryan Abernathey" }
+    { name = "Ryan Abernathey" },
+    { name = "David Stansby" },
+    { name = "Tom Augspurger", email = "tom.w.augspurger@gmail.com" },
+    { name = "Deepak Cherian" }
 ]
 requires-python = ">=3.11"
 # If you add a new dependency here, please also add it to .pre-commit-config.yml

From 4d663ccf3cfa1d1106d7cdcf019890aaadf426b2 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Thu, 17 Oct 2024 09:27:02 -0500
Subject: [PATCH 0795/1078] Fixed consolidated Group getitem with multi-part
 key (#2363)

* Fixed consolidated Group getitem with multi-part key

This fixes `Group.__getitem__` when indexing with a key
like 'subgroup/array'. The basic idea is to rewrite the indexing
operation as `group['subgroup']['array']` by splitting the key
and doing each operation independently.

Closes https://github.com/zarr-developers/zarr-python/issues/2358

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/core/group.py | 88 ++++++++++++++++++++++++------------------
 tests/v3/test_group.py | 52 ++++++++++++++++++++++++-
 2 files changed, 101 insertions(+), 39 deletions(-)

diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index e25f70eef6..d797ed7370 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -572,7 +572,10 @@ def _from_bytes_v2(
 
     @classmethod
     def _from_bytes_v3(
-        cls, store_path: StorePath, zarr_json_bytes: Buffer, use_consolidated: bool | None
+        cls,
+        store_path: StorePath,
+        zarr_json_bytes: Buffer,
+        use_consolidated: bool | None,
     ) -> AsyncGroup:
         group_metadata = json.loads(zarr_json_bytes.to_bytes())
         if use_consolidated and group_metadata.get("consolidated_metadata") is None:
@@ -666,14 +669,33 @@ def _getitem_consolidated(
         # the caller needs to verify this!
         assert self.metadata.consolidated_metadata is not None
 
-        try:
-            metadata = self.metadata.consolidated_metadata.metadata[key]
-        except KeyError as e:
-            # The Group Metadata has consolidated metadata, but the key
-            # isn't present. We trust this to mean that the key isn't in
-            # the hierarchy, and *don't* fall back to checking the store.
-            msg = f"'{key}' not found in consolidated metadata."
-            raise KeyError(msg) from e
+        # we support nested getitems like group/subgroup/array
+        indexers = key.split("/")
+        indexers.reverse()
+        metadata: ArrayV2Metadata | ArrayV3Metadata | GroupMetadata = self.metadata
+
+        while indexers:
+            indexer = indexers.pop()
+            if isinstance(metadata, ArrayV2Metadata | ArrayV3Metadata):
+                # we've indexed into an array with group["array/subarray"]. Invalid.
+                raise KeyError(key)
+            if metadata.consolidated_metadata is None:
+                # we've indexed into a group without consolidated metadata.
+                # This isn't normal; typically, consolidated metadata
+                # will include explicit markers for when there are no child
+                # nodes as metadata={}.
+                # We have some freedom in exactly how we interpret this case.
+                # For now, we treat None as the same as {}, i.e. we don't
+                # have any children.
+                raise KeyError(key)
+            try:
+                metadata = metadata.consolidated_metadata.metadata[indexer]
+            except KeyError as e:
+                # The Group Metadata has consolidated metadata, but the key
+                # isn't present. We trust this to mean that the key isn't in
+                # the hierarchy, and *don't* fall back to checking the store.
+                msg = f"'{key}' not found in consolidated metadata."
+                raise KeyError(msg) from e
 
         # update store_path to ensure that AsyncArray/Group.name is correct
         if prefix != "/":
@@ -932,11 +954,7 @@ async def create_array(
 
     @deprecated("Use AsyncGroup.create_array instead.")
     async def create_dataset(
-        self,
-        name: str,
-        *,
-        shape: ShapeLike,
-        **kwargs: Any,
+        self, name: str, **kwargs: Any
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         """Create an array.
 
@@ -947,8 +965,6 @@ async def create_dataset(
         ----------
         name : str
             Array name.
-        shape : int or tuple of ints
-            Array shape.
         kwargs : dict
             Additional arguments passed to :func:`zarr.AsyncGroup.create_array`.
 
@@ -959,7 +975,7 @@ async def create_dataset(
         .. deprecated:: 3.0.0
             The h5py compatibility methods will be removed in 3.1.0. Use `AsyncGroup.create_array` instead.
         """
-        return await self.create_array(name, shape=shape, **kwargs)
+        return await self.create_array(name, **kwargs)
 
     @deprecated("Use AsyncGroup.require_array instead.")
     async def require_dataset(
@@ -1081,6 +1097,8 @@ async def nmembers(
         -------
         count : int
         """
+        # check if we can use consolidated metadata, which requires that we have non-None
+        # consolidated metadata at all points in the hierarchy.
         if self.metadata.consolidated_metadata is not None:
             return len(self.metadata.consolidated_metadata.flattened_metadata)
         # TODO: consider using aioitertools.builtins.sum for this
@@ -1094,7 +1112,8 @@ async def members(
         self,
         max_depth: int | None = 0,
     ) -> AsyncGenerator[
-        tuple[str, AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup], None
+        tuple[str, AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup],
+        None,
     ]:
         """
         Returns an AsyncGenerator over the arrays and groups contained in this group.
@@ -1125,12 +1144,12 @@ async def members(
     async def _members(
         self, max_depth: int | None, current_depth: int
     ) -> AsyncGenerator[
-        tuple[str, AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup], None
+        tuple[str, AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup],
+        None,
     ]:
         if self.metadata.consolidated_metadata is not None:
             # we should be able to do members without any additional I/O
             members = self._members_consolidated(max_depth, current_depth)
-
             for member in members:
                 yield member
             return
@@ -1186,7 +1205,8 @@ async def _members(
     def _members_consolidated(
         self, max_depth: int | None, current_depth: int, prefix: str = ""
     ) -> Generator[
-        tuple[str, AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup], None
+        tuple[str, AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup],
+        None,
     ]:
         consolidated_metadata = self.metadata.consolidated_metadata
 
@@ -1271,7 +1291,11 @@ async def full(
         self, *, name: str, shape: ChunkCoords, fill_value: Any | None, **kwargs: Any
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         return await async_api.full(
-            shape=shape, fill_value=fill_value, store=self.store_path, path=name, **kwargs
+            shape=shape,
+            fill_value=fill_value,
+            store=self.store_path,
+            path=name,
+            **kwargs,
         )
 
     async def empty_like(
@@ -1627,13 +1651,7 @@ def create_dataset(self, name: str, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.create_dataset(name, **kwargs)))
 
     @deprecated("Use Group.require_array instead.")
-    def require_dataset(
-        self,
-        name: str,
-        *,
-        shape: ShapeLike,
-        **kwargs: Any,
-    ) -> Array:
+    def require_dataset(self, name: str, **kwargs: Any) -> Array:
         """Obtain an array, creating if it doesn't exist.
 
         Arrays are known as "datasets" in HDF5 terminology. For compatibility
@@ -1660,15 +1678,9 @@ def require_dataset(
         .. deprecated:: 3.0.0
             The h5py compatibility methods will be removed in 3.1.0. Use `Group.require_array` instead.
         """
-        return Array(self._sync(self._async_group.require_array(name, shape=shape, **kwargs)))
+        return Array(self._sync(self._async_group.require_array(name, **kwargs)))
 
-    def require_array(
-        self,
-        name: str,
-        *,
-        shape: ShapeLike,
-        **kwargs: Any,
-    ) -> Array:
+    def require_array(self, name: str, **kwargs: Any) -> Array:
         """Obtain an array, creating if it doesn't exist.
 
 
@@ -1690,7 +1702,7 @@ def require_array(
         -------
         a : Array
         """
-        return Array(self._sync(self._async_group.require_array(name, shape=shape, **kwargs)))
+        return Array(self._sync(self._async_group.require_array(name, **kwargs)))
 
     def empty(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.empty(name=name, shape=shape, **kwargs)))
diff --git a/tests/v3/test_group.py b/tests/v3/test_group.py
index 4f062d5316..2530f64ff4 100644
--- a/tests/v3/test_group.py
+++ b/tests/v3/test_group.py
@@ -306,18 +306,53 @@ def test_group_getitem(store: Store, zarr_format: ZarrFormat, consolidated: bool
     group = Group.from_store(store, zarr_format=zarr_format)
     subgroup = group.create_group(name="subgroup")
     subarray = group.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
+    subsubarray = subgroup.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
 
     if consolidated:
         group = zarr.api.synchronous.consolidate_metadata(store=store, zarr_format=zarr_format)
+        # we're going to assume that `group.metadata` is correct, and reuse that to focus
+        # on indexing in this test. Other tests verify the correctness of group.metadata
         object.__setattr__(
-            subgroup.metadata, "consolidated_metadata", ConsolidatedMetadata(metadata={})
+            subgroup.metadata,
+            "consolidated_metadata",
+            ConsolidatedMetadata(
+                metadata={"subarray": group.metadata.consolidated_metadata.metadata["subarray"]}
+            ),
         )
 
     assert group["subgroup"] == subgroup
     assert group["subarray"] == subarray
+    assert group["subgroup"]["subarray"] == subsubarray
+    assert group["subgroup/subarray"] == subsubarray
+
     with pytest.raises(KeyError):
         group["nope"]
 
+    with pytest.raises(KeyError, match="subarray/subsubarray"):
+        group["subarray/subsubarray"]
+
+    # Now test the mixed case
+    if consolidated:
+        object.__setattr__(
+            group.metadata.consolidated_metadata.metadata["subgroup"],
+            "consolidated_metadata",
+            None,
+        )
+
+        # test the implementation directly
+        with pytest.raises(KeyError):
+            group._async_group._getitem_consolidated(
+                group.store_path, "subgroup/subarray", prefix="/"
+            )
+
+        with pytest.raises(KeyError):
+            # We've chosen to trust the consolidted metadata, which doesn't
+            # contain this array
+            group["subgroup/subarray"]
+
+        with pytest.raises(KeyError, match="subarray/subsubarray"):
+            group["subarray/subsubarray"]
+
 
 def test_group_get_with_default(store: Store, zarr_format: ZarrFormat) -> None:
     group = Group.from_store(store, zarr_format=zarr_format)
@@ -1008,6 +1043,21 @@ async def test_group_members_async(store: Store, consolidated_metadata: bool) ->
     with pytest.raises(ValueError, match="max_depth"):
         [x async for x in group.members(max_depth=-1)]
 
+    if consolidated_metadata:
+        # test for mixed known and unknown metadata.
+        # For now, we trust the consolidated metadata.
+        object.__setattr__(
+            group.metadata.consolidated_metadata.metadata["g0"].consolidated_metadata.metadata[
+                "g1"
+            ],
+            "consolidated_metadata",
+            None,
+        )
+        all_children = sorted([x async for x in group.members(max_depth=None)], key=lambda x: x[0])
+        assert len(all_children) == 4
+        nmembers = await group.nmembers(max_depth=None)
+        assert nmembers == 4
+
 
 async def test_require_group(store: LocalStore | MemoryStore, zarr_format: ZarrFormat) -> None:
     root = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)

From 435073ce92813cdd1954088fb7c5a72c242da0b9 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 17 Oct 2024 11:36:00 -0700
Subject: [PATCH 0796/1078] chore: add python 3.13 to ci / pyproject.toml
 (#2385)

* chore: add python 3.13 to ci / pyproject.toml

* update hatch matrix
---
 .github/workflows/test.yml | 2 +-
 pyproject.toml             | 9 +++++----
 2 files changed, 6 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index ae24fca6f5..3bd6226922 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -21,7 +21,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ['3.11', '3.12']
+        python-version: ['3.11', '3.12', '3.13']
         numpy-version: ['1.25', '1.26', '2.0']
         dependency-set: ["minimal", "optional"]
 
diff --git a/pyproject.toml b/pyproject.toml
index bee7c6abd5..116a646276 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -49,6 +49,7 @@ classifiers = [
     'Programming Language :: Python :: 3',
     'Programming Language :: Python :: 3.11',
     'Programming Language :: Python :: 3.12',
+    'Programming Language :: Python :: 3.13',
 ]
 license = {text = "MIT License"}
 keywords = ["Python", "compressed", "ndimensional-arrays", "zarr"]
@@ -132,17 +133,17 @@ dependencies = [
 features = ["test", "extra"]
 
 [[tool.hatch.envs.test.matrix]]
-python = ["3.11", "3.12"]
+python = ["3.11", "3.12", "3.13"]
 numpy = ["1.25", "1.26", "2.0"]
 version = ["minimal"]
 
 [[tool.hatch.envs.test.matrix]]
-python = ["3.11", "3.12"]
+python = ["3.11", "3.12", "3.13"]
 numpy = ["1.25", "1.26", "2.0"]
 features = ["optional"]
 
 [[tool.hatch.envs.test.matrix]]
-python = ["3.11", "3.12"]
+python = ["3.11", "3.12", "3.13"]
 numpy = ["1.25", "1.26", "2.0"]
 features = ["gpu"]
 
@@ -163,7 +164,7 @@ dependencies = [
 features = ["test", "extra", "gpu"]
 
 [[tool.hatch.envs.gputest.matrix]]
-python = ["3.11", "3.12"]
+python = ["3.11", "3.12", "3.13"]
 numpy = ["1.25", "1.26", "2.0"]
 version = ["minimal"]
 

From e35c4fcfcf91e2f693dd789379657eacddc4332d Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Fri, 18 Oct 2024 17:27:04 +0200
Subject: [PATCH 0797/1078] move v3/tests to tests (#2396)

* move v3/tests to tests and fix various mypy issues

* test(ci): change branch name in v3 workflows (#2368)

* Use lazy % formatting in logging functions (#2366)

* Use lazy % formatting in logging functions

* f-string should be more efficient

* Space before unit symbol

From "SI Unit rules and style conventions":
https://physics.nist.gov/cuu/Units/checklist.html

	There is a space between the numerical value and unit symbol,
	even when the value is used in an adjectival sense, except in
	the case of superscript units for plane angle.

* Enforce ruff/flake8-logging-format rules (G)

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Move roadmap and v3-design documument to docs (#2354)

* move roadmap to docs

* formatting and minor copy editing

* Multiple imports for an import name (#2367)

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Enforce ruff/pycodestyle warnings (W) (#2369)

* Apply ruff/pycodestyle rule W291

W291 Trailing whitespace

* Enforce ruff/pycodestyle warnings (W)

It looks like `ruff format` does not catch all trailing spaces.

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Apply ruff/pycodestyle preview rule E262 (#2370)

E262 Inline comment should start with `# `

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Fix typo (#2382)

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Imported name is not used anywhere in the module (#2379)

* Missing mandatory keyword argument `shape` (#2376)

* Update ruff rules to ignore (#2374)

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Docstrings for arraymodule (#2276)

* start to docstrings for arraymodule

* incorporating toms edits, overriding mypy error...

* fix attrs

* Update src/zarr/core/array.py

Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>

* fix store -> storage

* remove properties from asyncarray docstring

---------

Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>

* fix/normalize storage paths (#2384)

* bring in path normalization function from v2, and add a failing test

* rephrase comment

* simplify storepath creation

* Update tests/v3/test_api.py

Co-authored-by: Joe Hamman <joe@earthmover.io>

* refactor: remove redundant zarr format fixture

* replace assertion with an informative error message

* fix incorrect path concatenation in make_store_path, and refactor store_path tests

* remove upath import because we don't need it

* apply suggestions from code review

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Enforce ruff/flake8-pyi rule PYI013 (#2389)

PYI013 Non-empty class body must not contain `...`

Note that documentation is enough to fill the class body.

* deps: remove fasteners from list of dependencies (#2386)

* Enforce ruff/flake8-annotations rule ANN003 (#2388)

ANN003 Missing type annotation

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Enforce ruff/Perflint rules (PERF) (#2372)

* Apply ruff/Perflint rule PERF401

PERF401 Use a list comprehension to create a transformed list

* Enforce ruff/Perflint rules (PERF)

* chore: update package maintainers (#2387)

* chore: update package maintainers

* Update pyproject.toml

Co-authored-by: David Stansby <dstansby@gmail.com>

---------

Co-authored-by: David Stansby <dstansby@gmail.com>

* Fixed consolidated Group getitem with multi-part key (#2363)

* Fixed consolidated Group getitem with multi-part key

This fixes `Group.__getitem__` when indexing with a key
like 'subgroup/array'. The basic idea is to rewrite the indexing
operation as `group['subgroup']['array']` by splitting the key
and doing each operation independently.

Closes https://github.com/zarr-developers/zarr-python/issues/2358

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>

* chore: add python 3.13 to ci / pyproject.toml (#2385)

* chore: add python 3.13 to ci / pyproject.toml

* update hatch matrix

* remove references to dead test dir in pyproject.toml

* remove v3 reference in test

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: Dimitri Papadopoulos Orfanos <3234522+DimitriPapadopoulos@users.noreply.github.com>
Co-authored-by: Emma Marshall <55526386+e-marshall@users.noreply.github.com>
Co-authored-by: Sanket Verma <svsanketverma5@gmail.com>
Co-authored-by: David Stansby <dstansby@gmail.com>
Co-authored-by: Tom Augspurger <tom.w.augspurger@gmail.com>
---
 pyproject.toml                                | 27 +++++++++----------
 src/zarr/testing/utils.py                     | 17 +++++++++---
 tests/{v3 => }/conftest.py                    |  0
 .../entry_points.txt                          |  0
 .../package_with_entrypoint/__init__.py       |  0
 tests/{v3 => }/test_api.py                    |  0
 tests/{v3 => }/test_array.py                  |  0
 tests/{v3 => }/test_attributes.py             |  0
 tests/{v3 => }/test_buffer.py                 |  0
 tests/{v3 => }/test_chunk_grids.py            |  0
 tests/{v3 => }/test_codec_entrypoints.py      |  0
 tests/{v3 => test_codecs}/__init__.py         |  0
 tests/{v3 => }/test_codecs/test_blosc.py      |  0
 tests/{v3 => }/test_codecs/test_codecs.py     |  0
 tests/{v3 => }/test_codecs/test_endian.py     |  0
 tests/{v3 => }/test_codecs/test_gzip.py       |  0
 tests/{v3 => }/test_codecs/test_sharding.py   |  0
 tests/{v3 => }/test_codecs/test_transpose.py  |  0
 tests/{v3 => }/test_codecs/test_vlen.py       |  0
 tests/{v3 => }/test_codecs/test_zstd.py       |  0
 tests/{v3 => }/test_common.py                 |  0
 tests/{v3 => }/test_config.py                 |  2 +-
 tests/{v3 => }/test_group.py                  |  0
 tests/{v3 => }/test_indexing.py               |  0
 .../test_codecs => test_metadata}/__init__.py |  0
 .../test_metadata/test_consolidated.py        |  0
 tests/{v3 => }/test_metadata/test_v2.py       |  0
 tests/{v3 => }/test_metadata/test_v3.py       |  0
 tests/{v3 => }/test_properties.py             |  0
 .../test_metadata => test_store}/__init__.py  |  0
 tests/{v3 => }/test_store/test_core.py        |  0
 tests/{v3 => }/test_store/test_local.py       |  0
 tests/{v3 => }/test_store/test_logging.py     |  0
 tests/{v3 => }/test_store/test_memory.py      |  0
 tests/{v3 => }/test_store/test_remote.py      |  0
 .../test_store/test_stateful_store.py         |  0
 tests/{v3 => }/test_store/test_zip.py         |  0
 tests/{v3 => }/test_sync.py                   |  0
 tests/{v3 => }/test_v2.py                     |  0
 tests/v3/test_store/__init__.py               |  0
 40 files changed, 27 insertions(+), 19 deletions(-)
 rename tests/{v3 => }/conftest.py (100%)
 rename tests/{v3 => }/package_with_entrypoint-0.1.dist-info/entry_points.txt (100%)
 rename tests/{v3 => }/package_with_entrypoint/__init__.py (100%)
 rename tests/{v3 => }/test_api.py (100%)
 rename tests/{v3 => }/test_array.py (100%)
 rename tests/{v3 => }/test_attributes.py (100%)
 rename tests/{v3 => }/test_buffer.py (100%)
 rename tests/{v3 => }/test_chunk_grids.py (100%)
 rename tests/{v3 => }/test_codec_entrypoints.py (100%)
 rename tests/{v3 => test_codecs}/__init__.py (100%)
 rename tests/{v3 => }/test_codecs/test_blosc.py (100%)
 rename tests/{v3 => }/test_codecs/test_codecs.py (100%)
 rename tests/{v3 => }/test_codecs/test_endian.py (100%)
 rename tests/{v3 => }/test_codecs/test_gzip.py (100%)
 rename tests/{v3 => }/test_codecs/test_sharding.py (100%)
 rename tests/{v3 => }/test_codecs/test_transpose.py (100%)
 rename tests/{v3 => }/test_codecs/test_vlen.py (100%)
 rename tests/{v3 => }/test_codecs/test_zstd.py (100%)
 rename tests/{v3 => }/test_common.py (100%)
 rename tests/{v3 => }/test_config.py (98%)
 rename tests/{v3 => }/test_group.py (100%)
 rename tests/{v3 => }/test_indexing.py (100%)
 rename tests/{v3/test_codecs => test_metadata}/__init__.py (100%)
 rename tests/{v3 => }/test_metadata/test_consolidated.py (100%)
 rename tests/{v3 => }/test_metadata/test_v2.py (100%)
 rename tests/{v3 => }/test_metadata/test_v3.py (100%)
 rename tests/{v3 => }/test_properties.py (100%)
 rename tests/{v3/test_metadata => test_store}/__init__.py (100%)
 rename tests/{v3 => }/test_store/test_core.py (100%)
 rename tests/{v3 => }/test_store/test_local.py (100%)
 rename tests/{v3 => }/test_store/test_logging.py (100%)
 rename tests/{v3 => }/test_store/test_memory.py (100%)
 rename tests/{v3 => }/test_store/test_remote.py (100%)
 rename tests/{v3 => }/test_store/test_stateful_store.py (100%)
 rename tests/{v3 => }/test_store/test_zip.py (100%)
 rename tests/{v3 => }/test_sync.py (100%)
 rename tests/{v3 => }/test_v2.py (100%)
 delete mode 100644 tests/v3/test_store/__init__.py

diff --git a/pyproject.toml b/pyproject.toml
index 116a646276..574b09b076 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -153,7 +153,7 @@ run-coverage-gpu = "pip install cupy-cuda12x && pytest -m gpu --cov-config=pypro
 run = "run-coverage --no-cov"
 run-verbose = "run-coverage --verbose"
 run-mypy = "mypy src"
-run-hypothesis = "pytest --hypothesis-profile ci tests/v3/test_properties.py tests/v3/test_store/test_stateful*"
+run-hypothesis = "pytest --hypothesis-profile ci tests/test_properties.py tests/test_store/test_stateful*"
 list-env = "pip list"
 
 [tool.hatch.envs.gputest]
@@ -173,7 +173,7 @@ run-coverage = "pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov=tests"
 run = "run-coverage --no-cov"
 run-verbose = "run-coverage --verbose"
 run-mypy = "mypy src"
-run-hypothesis = "pytest --hypothesis-profile ci tests/v3/test_properties.py tests/v3/test_store/test_stateful*"
+run-hypothesis = "pytest --hypothesis-profile ci tests/test_properties.py tests/test_store/test_stateful*"
 list-env = "pip list"
 
 [tool.hatch.envs.docs]
@@ -282,18 +282,17 @@ ignore_errors = true
 
 [[tool.mypy.overrides]]
 module = [
-    "tests.v2.*",
-    "tests.v3.package_with_entrypoint.*",
-    "tests.v3.test_codecs.test_codecs",
-    "tests.v3.test_codecs.test_transpose",
-    "tests.v3.test_metadata.*",
-    "tests.v3.test_store.*",
-    "tests.v3.test_config",
-    "tests.v3.test_group",
-    "tests.v3.test_indexing",
-    "tests.v3.test_properties",
-    "tests.v3.test_sync",
-    "tests.v3.test_v2",
+    "tests.package_with_entrypoint.*",
+    "tests.test_codecs.test_codecs",
+    "tests.test_codecs.test_transpose",
+    "tests.test_metadata.*",
+    "tests.test_store.*",
+    "tests.test_config",
+    "tests.test_group",
+    "tests.test_indexing",
+    "tests.test_properties",
+    "tests.test_sync",
+    "tests.test_v2",
 ]
 ignore_errors = true
 
diff --git a/src/zarr/testing/utils.py b/src/zarr/testing/utils.py
index 9d6dfa7e18..c7b6e7939c 100644
--- a/src/zarr/testing/utils.py
+++ b/src/zarr/testing/utils.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, Any, cast
+from collections.abc import Callable, Coroutine
+from typing import TYPE_CHECKING, Any, TypeVar, cast
 
 import pytest
 
@@ -37,8 +38,16 @@ def has_cupy() -> bool:
         return False
 
 
+T_Callable = TypeVar("T_Callable", bound=Callable[[], Coroutine[Any, Any, None]])
+
+
 # Decorator for GPU tests
-def gpu_test(func: Any) -> Any:
-    return pytest.mark.gpu(
-        pytest.mark.skipif(not has_cupy(), reason="CuPy not installed or no GPU available")(func)
+def gpu_test(func: T_Callable) -> T_Callable:
+    return cast(
+        T_Callable,
+        pytest.mark.gpu(
+            pytest.mark.skipif(not has_cupy(), reason="CuPy not installed or no GPU available")(
+                func
+            )
+        ),
     )
diff --git a/tests/v3/conftest.py b/tests/conftest.py
similarity index 100%
rename from tests/v3/conftest.py
rename to tests/conftest.py
diff --git a/tests/v3/package_with_entrypoint-0.1.dist-info/entry_points.txt b/tests/package_with_entrypoint-0.1.dist-info/entry_points.txt
similarity index 100%
rename from tests/v3/package_with_entrypoint-0.1.dist-info/entry_points.txt
rename to tests/package_with_entrypoint-0.1.dist-info/entry_points.txt
diff --git a/tests/v3/package_with_entrypoint/__init__.py b/tests/package_with_entrypoint/__init__.py
similarity index 100%
rename from tests/v3/package_with_entrypoint/__init__.py
rename to tests/package_with_entrypoint/__init__.py
diff --git a/tests/v3/test_api.py b/tests/test_api.py
similarity index 100%
rename from tests/v3/test_api.py
rename to tests/test_api.py
diff --git a/tests/v3/test_array.py b/tests/test_array.py
similarity index 100%
rename from tests/v3/test_array.py
rename to tests/test_array.py
diff --git a/tests/v3/test_attributes.py b/tests/test_attributes.py
similarity index 100%
rename from tests/v3/test_attributes.py
rename to tests/test_attributes.py
diff --git a/tests/v3/test_buffer.py b/tests/test_buffer.py
similarity index 100%
rename from tests/v3/test_buffer.py
rename to tests/test_buffer.py
diff --git a/tests/v3/test_chunk_grids.py b/tests/test_chunk_grids.py
similarity index 100%
rename from tests/v3/test_chunk_grids.py
rename to tests/test_chunk_grids.py
diff --git a/tests/v3/test_codec_entrypoints.py b/tests/test_codec_entrypoints.py
similarity index 100%
rename from tests/v3/test_codec_entrypoints.py
rename to tests/test_codec_entrypoints.py
diff --git a/tests/v3/__init__.py b/tests/test_codecs/__init__.py
similarity index 100%
rename from tests/v3/__init__.py
rename to tests/test_codecs/__init__.py
diff --git a/tests/v3/test_codecs/test_blosc.py b/tests/test_codecs/test_blosc.py
similarity index 100%
rename from tests/v3/test_codecs/test_blosc.py
rename to tests/test_codecs/test_blosc.py
diff --git a/tests/v3/test_codecs/test_codecs.py b/tests/test_codecs/test_codecs.py
similarity index 100%
rename from tests/v3/test_codecs/test_codecs.py
rename to tests/test_codecs/test_codecs.py
diff --git a/tests/v3/test_codecs/test_endian.py b/tests/test_codecs/test_endian.py
similarity index 100%
rename from tests/v3/test_codecs/test_endian.py
rename to tests/test_codecs/test_endian.py
diff --git a/tests/v3/test_codecs/test_gzip.py b/tests/test_codecs/test_gzip.py
similarity index 100%
rename from tests/v3/test_codecs/test_gzip.py
rename to tests/test_codecs/test_gzip.py
diff --git a/tests/v3/test_codecs/test_sharding.py b/tests/test_codecs/test_sharding.py
similarity index 100%
rename from tests/v3/test_codecs/test_sharding.py
rename to tests/test_codecs/test_sharding.py
diff --git a/tests/v3/test_codecs/test_transpose.py b/tests/test_codecs/test_transpose.py
similarity index 100%
rename from tests/v3/test_codecs/test_transpose.py
rename to tests/test_codecs/test_transpose.py
diff --git a/tests/v3/test_codecs/test_vlen.py b/tests/test_codecs/test_vlen.py
similarity index 100%
rename from tests/v3/test_codecs/test_vlen.py
rename to tests/test_codecs/test_vlen.py
diff --git a/tests/v3/test_codecs/test_zstd.py b/tests/test_codecs/test_zstd.py
similarity index 100%
rename from tests/v3/test_codecs/test_zstd.py
rename to tests/test_codecs/test_zstd.py
diff --git a/tests/v3/test_common.py b/tests/test_common.py
similarity index 100%
rename from tests/v3/test_common.py
rename to tests/test_common.py
diff --git a/tests/v3/test_config.py b/tests/test_config.py
similarity index 98%
rename from tests/v3/test_config.py
rename to tests/test_config.py
index 62907588c7..c4cf794c5f 100644
--- a/tests/v3/test_config.py
+++ b/tests/test_config.py
@@ -87,7 +87,7 @@ class MockClass:
 
     assert (
         fully_qualified_name(MockClass)
-        == "tests.v3.test_config.test_fully_qualified_name.<locals>.MockClass"
+        == "tests.test_config.test_fully_qualified_name.<locals>.MockClass"
     )
 
 
diff --git a/tests/v3/test_group.py b/tests/test_group.py
similarity index 100%
rename from tests/v3/test_group.py
rename to tests/test_group.py
diff --git a/tests/v3/test_indexing.py b/tests/test_indexing.py
similarity index 100%
rename from tests/v3/test_indexing.py
rename to tests/test_indexing.py
diff --git a/tests/v3/test_codecs/__init__.py b/tests/test_metadata/__init__.py
similarity index 100%
rename from tests/v3/test_codecs/__init__.py
rename to tests/test_metadata/__init__.py
diff --git a/tests/v3/test_metadata/test_consolidated.py b/tests/test_metadata/test_consolidated.py
similarity index 100%
rename from tests/v3/test_metadata/test_consolidated.py
rename to tests/test_metadata/test_consolidated.py
diff --git a/tests/v3/test_metadata/test_v2.py b/tests/test_metadata/test_v2.py
similarity index 100%
rename from tests/v3/test_metadata/test_v2.py
rename to tests/test_metadata/test_v2.py
diff --git a/tests/v3/test_metadata/test_v3.py b/tests/test_metadata/test_v3.py
similarity index 100%
rename from tests/v3/test_metadata/test_v3.py
rename to tests/test_metadata/test_v3.py
diff --git a/tests/v3/test_properties.py b/tests/test_properties.py
similarity index 100%
rename from tests/v3/test_properties.py
rename to tests/test_properties.py
diff --git a/tests/v3/test_metadata/__init__.py b/tests/test_store/__init__.py
similarity index 100%
rename from tests/v3/test_metadata/__init__.py
rename to tests/test_store/__init__.py
diff --git a/tests/v3/test_store/test_core.py b/tests/test_store/test_core.py
similarity index 100%
rename from tests/v3/test_store/test_core.py
rename to tests/test_store/test_core.py
diff --git a/tests/v3/test_store/test_local.py b/tests/test_store/test_local.py
similarity index 100%
rename from tests/v3/test_store/test_local.py
rename to tests/test_store/test_local.py
diff --git a/tests/v3/test_store/test_logging.py b/tests/test_store/test_logging.py
similarity index 100%
rename from tests/v3/test_store/test_logging.py
rename to tests/test_store/test_logging.py
diff --git a/tests/v3/test_store/test_memory.py b/tests/test_store/test_memory.py
similarity index 100%
rename from tests/v3/test_store/test_memory.py
rename to tests/test_store/test_memory.py
diff --git a/tests/v3/test_store/test_remote.py b/tests/test_store/test_remote.py
similarity index 100%
rename from tests/v3/test_store/test_remote.py
rename to tests/test_store/test_remote.py
diff --git a/tests/v3/test_store/test_stateful_store.py b/tests/test_store/test_stateful_store.py
similarity index 100%
rename from tests/v3/test_store/test_stateful_store.py
rename to tests/test_store/test_stateful_store.py
diff --git a/tests/v3/test_store/test_zip.py b/tests/test_store/test_zip.py
similarity index 100%
rename from tests/v3/test_store/test_zip.py
rename to tests/test_store/test_zip.py
diff --git a/tests/v3/test_sync.py b/tests/test_sync.py
similarity index 100%
rename from tests/v3/test_sync.py
rename to tests/test_sync.py
diff --git a/tests/v3/test_v2.py b/tests/test_v2.py
similarity index 100%
rename from tests/v3/test_v2.py
rename to tests/test_v2.py
diff --git a/tests/v3/test_store/__init__.py b/tests/v3/test_store/__init__.py
deleted file mode 100644
index e69de29bb2..0000000000

From ee112b93bd9ca1a59c87a48d81156b95ca049242 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Fri, 18 Oct 2024 17:36:47 +0200
Subject: [PATCH 0798/1078] fix reading partial shards (#2397)

---
 src/zarr/codecs/sharding.py        |  4 ++--
 tests/test_codecs/test_sharding.py | 36 ++++++++++++++++++++++++++++++
 2 files changed, 38 insertions(+), 2 deletions(-)

diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index 2181e9eb76..d01e116f9a 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -129,7 +129,7 @@ def get_chunk_slice(self, chunk_coords: ChunkCoords) -> tuple[int, int] | None:
         if (chunk_start, chunk_len) == (MAX_UINT_64, MAX_UINT_64):
             return None
         else:
-            return (int(chunk_start), int(chunk_start) + int(chunk_len))
+            return (int(chunk_start), int(chunk_len))
 
     def set_chunk_slice(self, chunk_coords: ChunkCoords, chunk_slice: slice | None) -> None:
         localized_chunk = self._localize_chunk(chunk_coords)
@@ -203,7 +203,7 @@ def create_empty(
     def __getitem__(self, chunk_coords: ChunkCoords) -> Buffer:
         chunk_byte_slice = self.index.get_chunk_slice(chunk_coords)
         if chunk_byte_slice:
-            return self.buf[chunk_byte_slice[0] : chunk_byte_slice[1]]
+            return self.buf[chunk_byte_slice[0] : (chunk_byte_slice[0] + chunk_byte_slice[1])]
         raise KeyError
 
     def __len__(self) -> int:
diff --git a/tests/test_codecs/test_sharding.py b/tests/test_codecs/test_sharding.py
index c0dcfbf350..f827a0720e 100644
--- a/tests/test_codecs/test_sharding.py
+++ b/tests/test_codecs/test_sharding.py
@@ -118,6 +118,42 @@ def test_sharding_partial(
     assert np.array_equal(data, read_data)
 
 
+@pytest.mark.parametrize("index_location", ["start", "end"])
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
+@pytest.mark.parametrize(
+    "array_fixture",
+    [
+        ArrayRequest(shape=(128,) * 3, dtype="uint16", order="F"),
+    ],
+    indirect=["array_fixture"],
+)
+def test_sharding_partial_readwrite(
+    store: Store, array_fixture: npt.NDArray[Any], index_location: ShardingCodecIndexLocation
+) -> None:
+    data = array_fixture
+    spath = StorePath(store)
+    a = Array.create(
+        spath,
+        shape=data.shape,
+        chunk_shape=data.shape,
+        dtype=data.dtype,
+        fill_value=0,
+        codecs=[
+            ShardingCodec(
+                chunk_shape=(1, data.shape[1], data.shape[2]),
+                codecs=[BytesCodec()],
+                index_location=index_location,
+            )
+        ],
+    )
+
+    a[:] = data
+
+    for x in range(data.shape[0]):
+        read_data = a[x, :, :]
+        assert np.array_equal(data[x], read_data)
+
+
 @pytest.mark.parametrize(
     "array_fixture",
     [

From 5f3a5128a4e0cc7b160c5461f6e2575aaa3a3e77 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Fri, 18 Oct 2024 20:48:24 +0200
Subject: [PATCH 0799/1078] sharding with empty inner chunk and index location
 start (#2336)

* test_sharding_with_empty_inner_chunk

* only update non-empty chunks offset

* format

* Update test_sharding.py

* format

---------

Co-authored-by: Norman Rzepka <code@normanrz.com>
---
 src/zarr/codecs/pipeline.py        |  1 -
 src/zarr/codecs/sharding.py        |  3 ++-
 tests/test_codecs/test_sharding.py | 27 +++++++++++++++++++++++++++
 3 files changed, 29 insertions(+), 2 deletions(-)

diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/codecs/pipeline.py
index 1226a04f06..038a2eeac2 100644
--- a/src/zarr/codecs/pipeline.py
+++ b/src/zarr/codecs/pipeline.py
@@ -162,7 +162,6 @@ async def decode_batch(
     ) -> Iterable[NDBuffer | None]:
         chunk_bytes_batch: Iterable[Buffer | None]
         chunk_bytes_batch, chunk_specs = _unzip2(chunk_bytes_and_specs)
-
         (
             aa_codecs_with_spec,
             ab_codec_with_spec,
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index d01e116f9a..e7fd14ecb3 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -265,7 +265,8 @@ async def finalize(
     ) -> Buffer:
         index_bytes = await index_encoder(self.index)
         if index_location == ShardingCodecIndexLocation.start:
-            self.index.offsets_and_lengths[..., 0] += len(index_bytes)
+            empty_chunks_mask = self.index.offsets_and_lengths[..., 0] == MAX_UINT_64
+            self.index.offsets_and_lengths[~empty_chunks_mask, 0] += len(index_bytes)
             index_bytes = await index_encoder(self.index)  # encode again with corrected offsets
             out_buf = index_bytes + self.buf
         else:
diff --git a/tests/test_codecs/test_sharding.py b/tests/test_codecs/test_sharding.py
index f827a0720e..85315c8780 100644
--- a/tests/test_codecs/test_sharding.py
+++ b/tests/test_codecs/test_sharding.py
@@ -366,3 +366,30 @@ async def test_delete_empty_shards(store: Store) -> None:
 def test_pickle() -> None:
     codec = ShardingCodec(chunk_shape=(8, 8))
     assert pickle.loads(pickle.dumps(codec)) == codec
+
+
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
+@pytest.mark.parametrize(
+    "index_location", [ShardingCodecIndexLocation.start, ShardingCodecIndexLocation.end]
+)
+async def test_sharding_with_empty_inner_chunk(
+    store: Store, index_location: ShardingCodecIndexLocation
+) -> None:
+    data = np.arange(0, 16 * 16, dtype="uint32").reshape((16, 16))
+    fill_value = 1
+
+    path = f"sharding_with_empty_inner_chunk_{index_location}"
+    spath = StorePath(store, path)
+    a = await AsyncArray.create(
+        spath,
+        shape=(16, 16),
+        chunk_shape=(8, 8),
+        dtype="uint32",
+        fill_value=fill_value,
+        codecs=[ShardingCodec(chunk_shape=(4, 4), index_location=index_location)],
+    )
+    data[:4, :4] = fill_value
+    await a.setitem(..., data)
+    print("read data")
+    data_read = await a.getitem(...)
+    assert np.array_equal(data_read, data)

From afdbb75a2898bff58f9bbc4613aed1e397b9169e Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sat, 19 Oct 2024 16:44:11 +0100
Subject: [PATCH 0800/1078] Add some more numpydoc rules/associated fixes
 (#2399)

* Add GL09 validation

* Add SS02 rule

* Add SS04

* Enable PR02 rule
---
 pyproject.toml               |  13 +++-
 src/zarr/abc/codec.py        |  20 +++---
 src/zarr/abc/store.py        |   2 +-
 src/zarr/api/asynchronous.py |  24 ++++----
 src/zarr/core/array.py       |  42 +++++--------
 src/zarr/core/buffer/core.py |   2 +-
 src/zarr/core/buffer/cpu.py  |   2 +-
 src/zarr/core/buffer/gpu.py  |   2 +-
 src/zarr/core/chunk_grids.py |  10 +--
 src/zarr/core/group.py       | 114 ++++++++++++++++-------------------
 src/zarr/core/indexing.py    |  12 ++--
 src/zarr/core/metadata/v2.py |   5 +-
 src/zarr/core/metadata/v3.py |   4 +-
 src/zarr/storage/common.py   |  20 +++---
 src/zarr/storage/logging.py  |   8 +--
 src/zarr/storage/memory.py   |   4 +-
 tests/test_api.py            |   2 +-
 17 files changed, 137 insertions(+), 149 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 574b09b076..80cb71ff83 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -329,4 +329,15 @@ ignore = [
 
 [tool.numpydoc_validation]
 # See https://numpydoc.readthedocs.io/en/latest/validation.html#built-in-validation-checks for list of checks
-checks = ["GL06", "GL07", "GL10", "PR03", "PR05", "PR06"]
+checks = [
+    "GL06",
+    "GL07",
+    "GL09",
+    "GL10",
+    "SS02",
+    "SS04",
+    "PR02",
+    "PR03",
+    "PR05",
+    "PR06",
+]
diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index 3548874409..f27152e84c 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -85,7 +85,7 @@ def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
 
         Parameters
         ----------
-        chunk_spec : ArraySpec
+        array_spec : ArraySpec
 
         Returns
         -------
@@ -99,11 +99,11 @@ def validate(self, *, shape: ChunkCoords, dtype: np.dtype[Any], chunk_grid: Chun
 
         Parameters
         ----------
-        shape: ChunkCoords
+        shape : ChunkCoords
             The array shape
-        dtype: np.dtype[Any]
+        dtype : np.dtype[Any]
             The array data type
-        chunk_grid: ChunkGrid
+        chunk_grid : ChunkGrid
             The array chunk grid
         """
         ...
@@ -292,11 +292,11 @@ def validate(self, *, shape: ChunkCoords, dtype: np.dtype[Any], chunk_grid: Chun
 
         Parameters
         ----------
-        shape: ChunkCoords
+        shape : ChunkCoords
             The array shape
-        dtype: np.dtype[Any]
+        dtype : np.dtype[Any]
             The array data type
-        chunk_grid: ChunkGrid
+        chunk_grid : ChunkGrid
             The array chunk grid
         """
         ...
@@ -308,7 +308,7 @@ def compute_encoded_size(self, byte_length: int, array_spec: ArraySpec) -> int:
 
         Parameters
         ----------
-        input_byte_length : int
+        byte_length : int
         array_spec : ArraySpec
 
         Returns
@@ -327,7 +327,7 @@ async def decode(
 
         Parameters
         ----------
-        chunks_and_specs : Iterable[tuple[Buffer | None, ArraySpec]]
+        chunk_bytes_and_specs : Iterable[tuple[Buffer | None, ArraySpec]]
             Ordered set of encoded chunks with their accompanying chunk spec.
 
         Returns
@@ -346,7 +346,7 @@ async def encode(
 
         Parameters
         ----------
-        chunks_and_specs : Iterable[tuple[NDBuffer | None, ArraySpec]]
+        chunk_arrays_and_specs : Iterable[tuple[NDBuffer | None, ArraySpec]]
             Ordered set of to-be-encoded chunks with their accompanying chunk spec.
 
         Returns
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 40c8129afe..3e233e8a1d 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -162,7 +162,7 @@ def with_mode(self, mode: AccessModeLiteral) -> Self:
 
         Parameters
         ----------
-        mode: AccessModeLiteral
+        mode : AccessModeLiteral
             The new mode to use.
 
         Returns
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index e500562c4c..2c423ff59b 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -68,7 +68,7 @@
 
 
 def _get_shape_chunks(a: ArrayLike | Any) -> tuple[ChunkCoords | None, ChunkCoords | None]:
-    """helper function to get the shape and chunks from an array-like object"""
+    """Helper function to get the shape and chunks from an array-like object"""
     shape = None
     chunks = None
 
@@ -86,7 +86,7 @@ def _get_shape_chunks(a: ArrayLike | Any) -> tuple[ChunkCoords | None, ChunkCoor
 
 
 def _like_args(a: ArrayLike, kwargs: dict[str, Any]) -> dict[str, Any]:
-    """set default values for shape and chunks if they are not present in the array-like object"""
+    """Set default values for shape and chunks if they are not present in the array-like object"""
 
     new = kwargs.copy()
 
@@ -121,7 +121,7 @@ def _like_args(a: ArrayLike, kwargs: dict[str, Any]) -> dict[str, Any]:
 def _handle_zarr_version_or_format(
     *, zarr_version: ZarrFormat | None, zarr_format: ZarrFormat | None
 ) -> ZarrFormat | None:
-    """handle the deprecated zarr_version kwarg and return zarr_format"""
+    """Handle the deprecated zarr_version kwarg and return zarr_format"""
     if zarr_format is not None and zarr_version is not None and zarr_format != zarr_version:
         raise ValueError(
             f"zarr_format {zarr_format} does not match zarr_version {zarr_version}, please only set one"
@@ -135,7 +135,7 @@ def _handle_zarr_version_or_format(
 
 
 def _default_zarr_version() -> ZarrFormat:
-    """return the default zarr_version"""
+    """Return the default zarr_version"""
     return cast(ZarrFormat, int(config.get("default_zarr_version", 3)))
 
 
@@ -152,9 +152,9 @@ async def consolidate_metadata(
 
     Parameters
     ----------
-    store: StoreLike
+    store : StoreLike
         The store-like object whose metadata you wish to consolidate.
-    path: str, optional
+    path : str, optional
         A path to a group in the store to consolidate at. Only children
         below that group will be consolidated.
 
@@ -341,13 +341,13 @@ async def save(
     ----------
     store : Store or str
         Store or path to directory in file system or name of zip file.
-    args : ndarray
+    *args : ndarray
         NumPy arrays with data to save.
     zarr_format : {2, 3, None}, optional
         The zarr format to use when saving.
     path : str or None, optional
         The path within the group where the arrays will be saved.
-    kwargs
+    **kwargs
         NumPy arrays with data to save.
     """
     zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
@@ -386,7 +386,7 @@ async def save_array(
     storage_options : dict
         If using an fsspec URL to create the store, these will be passed to
         the backend implementation. Ignored otherwise.
-    kwargs
+    **kwargs
         Passed through to :func:`create`, e.g., compressor.
     """
     zarr_format = (
@@ -423,7 +423,7 @@ async def save_group(
     ----------
     store : Store or str
         Store or path to directory in file system or name of zip file.
-    args : ndarray
+    *args : ndarray
         NumPy arrays with data to save.
     zarr_format : {2, 3, None}, optional
         The zarr format to use when saving.
@@ -432,7 +432,7 @@ async def save_group(
     storage_options : dict
         If using an fsspec URL to create the store, these will be passed to
         the backend implementation. Ignored otherwise.
-    kwargs
+    **kwargs
         NumPy arrays with data to save.
     """
     zarr_format = (
@@ -479,7 +479,7 @@ async def array(
     ----------
     data : array_like
         The data to fill the array with.
-    kwargs
+    **kwargs
         Passed through to :func:`create`.
 
     Returns
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index da477056ee..0418d1dc52 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -184,8 +184,6 @@ class AsyncArray(Generic[T_ArrayMetadata]):
         The metadata of the array.
     store_path : StorePath
         The path to the Zarr store.
-    codec_pipeline : CodecPipeline, optional
-        The codec pipeline used for encoding and decoding chunks, by default None.
     order : {'C', 'F'}, optional
         The order of the array data in memory, by default None.
 
@@ -857,9 +855,9 @@ def _iter_chunk_coords(
 
         Parameters
         ----------
-        origin: Sequence[int] | None, default=None
+        origin : Sequence[int] | None, default=None
             The origin of the selection relative to the array's chunk grid.
-        selection_shape: Sequence[int] | None, default=None
+        selection_shape : Sequence[int] | None, default=None
             The shape of the selection in chunk grid coordinates.
 
         Yields
@@ -878,9 +876,9 @@ def _iter_chunk_keys(
 
         Parameters
         ----------
-        origin: Sequence[int] | None, default=None
+        origin : Sequence[int] | None, default=None
             The origin of the selection relative to the array's chunk grid.
-        selection_shape: Sequence[int] | None, default=None
+        selection_shape : Sequence[int] | None, default=None
             The shape of the selection in chunk grid coordinates.
 
         Yields
@@ -901,9 +899,9 @@ def _iter_chunk_regions(
 
         Parameters
         ----------
-        origin: Sequence[int] | None, default=None
+        origin : Sequence[int] | None, default=None
             The origin of the selection relative to the array's chunk grid.
-        selection_shape: Sequence[int] | None, default=None
+        selection_shape : Sequence[int] | None, default=None
             The shape of the selection in chunk grid coordinates.
 
         Yields
@@ -1151,17 +1149,7 @@ async def info(self) -> None:
 
 @dataclass(frozen=True)
 class Array:
-    """Instantiate an array from an initialized store.
-
-    Parameters
-    ----------
-    store : StoreLike
-        The array store that has already been initialized.
-    shape : ChunkCoords
-        The shape of the array.
-    dtype : npt.DTypeLike
-        The dtype of the array.
-    """
+    """Instantiate an array from an initialized store."""
 
     _async_array: AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]
 
@@ -1419,9 +1407,9 @@ def _iter_chunk_coords(
 
         Parameters
         ----------
-        origin: Sequence[int] | None, default=None
+        origin : Sequence[int] | None, default=None
             The origin of the selection relative to the array's chunk grid.
-        selection_shape: Sequence[int] | None, default=None
+        selection_shape : Sequence[int] | None, default=None
             The shape of the selection in chunk grid coordinates.
 
         Yields
@@ -1456,9 +1444,9 @@ def _iter_chunk_keys(
 
         Parameters
         ----------
-        origin: Sequence[int] | None, default=None
+        origin : Sequence[int] | None, default=None
             The origin of the selection relative to the array's chunk grid.
-        selection_shape: Sequence[int] | None, default=None
+        selection_shape : Sequence[int] | None, default=None
             The shape of the selection in chunk grid coordinates.
 
         Yields
@@ -1478,9 +1466,9 @@ def _iter_chunk_regions(
 
         Parameters
         ----------
-        origin: Sequence[int] | None, default=None
+        origin : Sequence[int] | None, default=None
             The origin of the selection relative to the array's chunk grid.
-        selection_shape: Sequence[int] | None, default=None
+        selection_shape : Sequence[int] | None, default=None
             The shape of the selection in chunk grid coordinates.
 
         Yields
@@ -2231,7 +2219,7 @@ def get_mask_selection(
 
         Parameters
         ----------
-        selection : ndarray, bool
+        mask : ndarray, bool
             A Boolean array of the same shape as the array against which the selection is
             being made.
         out : NDBuffer, optional
@@ -2314,7 +2302,7 @@ def set_mask_selection(
 
         Parameters
         ----------
-        selection : ndarray, bool
+        mask : ndarray, bool
             A Boolean array of the same shape as the array against which the selection is
             being made.
         value : npt.ArrayLike
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index 1fbf58c618..9a07583c93 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -308,7 +308,7 @@ class NDBuffer:
 
     Parameters
     ----------
-    ndarray_like
+    array : ndarray_like
         ndarray-like object that is convertible to a regular Numpy array.
     """
 
diff --git a/src/zarr/core/buffer/cpu.py b/src/zarr/core/buffer/cpu.py
index 187e2d82dc..5019075496 100644
--- a/src/zarr/core/buffer/cpu.py
+++ b/src/zarr/core/buffer/cpu.py
@@ -138,7 +138,7 @@ class NDBuffer(core.NDBuffer):
 
     Parameters
     ----------
-    ndarray_like
+    array
         ndarray-like object that is convertible to a regular Numpy array.
     """
 
diff --git a/src/zarr/core/buffer/gpu.py b/src/zarr/core/buffer/gpu.py
index d5daba0e9a..6941c8897e 100644
--- a/src/zarr/core/buffer/gpu.py
+++ b/src/zarr/core/buffer/gpu.py
@@ -132,7 +132,7 @@ class NDBuffer(core.NDBuffer):
 
     Parameters
     ----------
-    ndarray_like
+    array
         ndarray-like object that is convertible to a regular Numpy array.
     """
 
diff --git a/src/zarr/core/chunk_grids.py b/src/zarr/core/chunk_grids.py
index 77734056b3..aace45d438 100644
--- a/src/zarr/core/chunk_grids.py
+++ b/src/zarr/core/chunk_grids.py
@@ -42,15 +42,15 @@ def _guess_chunks(
 
     Parameters
     ----------
-    shape: ChunkCoords
+    shape : ChunkCoords
         The chunk shape.
-    typesize: int
+    typesize : int
         The size, in bytes, of each element of the chunk.
-    increment_bytes: int = 256 * 1024
+    increment_bytes : int = 256 * 1024
         The number of bytes used to increment or decrement the target chunk size in bytes.
-    min_bytes: int = 128 * 1024
+    min_bytes : int = 128 * 1024
         The soft lower bound on the final chunk size in bytes.
-    max_bytes: int = 64 * 1024 * 1024
+    max_bytes : int = 64 * 1024 * 1024
         The hard upper bound on the final chunk size in bytes.
 
     Returns
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index d797ed7370..ba68213574 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -425,9 +425,9 @@ async def open(
 
         Parameters
         ----------
-        store: StoreLike
-        zarr_format: {2, 3}, optional
-        use_consolidated: bool or str, default None
+        store : StoreLike
+        zarr_format : {2, 3}, optional
+        use_consolidated : bool or str, default None
             Whether to use consolidated metadata.
 
             By default, consolidated metadata is used if it's present in the
@@ -897,32 +897,32 @@ async def create_array(
 
         Parameters
         ----------
-        name: str
+        name : str
             The name of the array.
-        shape: tuple[int, ...]
+        shape : tuple[int, ...]
             The shape of the array.
-        dtype: np.DtypeLike = float64
+        dtype : np.DtypeLike = float64
             The data type of the array.
-        chunk_shape: tuple[int, ...] | None = None
+        chunk_shape : tuple[int, ...] | None = None
             The shape of the chunks of the array. V3 only.
-        chunk_key_encoding: ChunkKeyEncoding | tuple[Literal["default"], Literal[".", "/"]] | tuple[Literal["v2"], Literal[".", "/"]] | None = None
+        chunk_key_encoding : ChunkKeyEncoding | tuple[Literal["default"], Literal[".", "/"]] | tuple[Literal["v2"], Literal[".", "/"]] | None = None
             A specification of how the chunk keys are represented in storage.
-        codecs: Iterable[Codec | dict[str, JSON]] | None = None
+        codecs : Iterable[Codec | dict[str, JSON]] | None = None
             An iterable of Codec or dict serializations thereof. The elements of
             this collection specify the transformation from array values to stored bytes.
-        dimension_names: Iterable[str] | None = None
+        dimension_names : Iterable[str] | None = None
             The names of the dimensions of the array. V3 only.
-        chunks: ChunkCoords | None = None
+        chunks : ChunkCoords | None = None
             The shape of the chunks of the array. V2 only.
-        dimension_separator: Literal[".", "/"] | None = None
+        dimension_separator : Literal[".", "/"] | None = None
             The delimiter used for the chunk keys.
-        order: Literal["C", "F"] | None = None
+        order : Literal["C", "F"] | None = None
             The memory order of the array.
-        filters: list[dict[str, JSON]] | None = None
+        filters : list[dict[str, JSON]] | None = None
             Filters for the array.
-        compressor: dict[str, JSON] | None = None
+        compressor : dict[str, JSON] | None = None
             The compressor for the array.
-        exists_ok: bool = False
+        exists_ok : bool = False
             If True, a pre-existing array or group at the path of this array will
             be overwritten. If False, the presence of a pre-existing array or group is
             an error.
@@ -965,7 +965,7 @@ async def create_dataset(
         ----------
         name : str
             Array name.
-        kwargs : dict
+        **kwargs : dict
             Additional arguments passed to :func:`zarr.AsyncGroup.create_array`.
 
         Returns
@@ -1368,7 +1368,7 @@ def get(self, path: str, default: DefaultT | None = None) -> Array | Group | Def
 
         Parameters
         ----------
-        key : str
+        path : str
             Group member name.
         default : object
             Default value to return if key is not found (default: None).
@@ -1516,8 +1516,6 @@ def require_group(self, name: str, **kwargs: Any) -> Group:
         ----------
         name : str
             Group name.
-        overwrite : bool, optional
-            Overwrite any existing group with given `name` if present.
 
         Returns
         -------
@@ -1567,36 +1565,36 @@ def create_array(
 
         Parameters
         ----------
-        name: str
+        name : str
             The name of the array.
-        shape: tuple[int, ...]
+        shape : tuple[int, ...]
             The shape of the array.
-        dtype: np.DtypeLike = float64
+        dtype : np.DtypeLike = float64
             The data type of the array.
-        chunk_shape: tuple[int, ...] | None = None
+        chunk_shape : tuple[int, ...] | None = None
             The shape of the chunks of the array. V3 only.
-        chunk_key_encoding: ChunkKeyEncoding | tuple[Literal["default"], Literal[".", "/"]] | tuple[Literal["v2"], Literal[".", "/"]] | None = None
+        chunk_key_encoding : ChunkKeyEncoding | tuple[Literal["default"], Literal[".", "/"]] | tuple[Literal["v2"], Literal[".", "/"]] | None = None
             A specification of how the chunk keys are represented in storage.
-        codecs: Iterable[Codec | dict[str, JSON]] | None = None
+        codecs : Iterable[Codec | dict[str, JSON]] | None = None
             An iterable of Codec or dict serializations thereof. The elements of this collection
             specify the transformation from array values to stored bytes.
-        dimension_names: Iterable[str] | None = None
+        dimension_names : Iterable[str] | None = None
             The names of the dimensions of the array. V3 only.
-        chunks: ChunkCoords | None = None
+        chunks : ChunkCoords | None = None
             The shape of the chunks of the array. V2 only.
-        dimension_separator: Literal[".", "/"] | None = None
+        dimension_separator : Literal[".", "/"] | None = None
             The delimiter used for the chunk keys.
-        order: Literal["C", "F"] | None = None
+        order : Literal["C", "F"] | None = None
             The memory order of the array.
-        filters: list[dict[str, JSON]] | None = None
+        filters : list[dict[str, JSON]] | None = None
             Filters for the array.
-        compressor: dict[str, JSON] | None = None
+        compressor : dict[str, JSON] | None = None
             The compressor for the array.
-        exists_ok: bool = False
+        exists_ok : bool = False
             If True, a pre-existing array or group at the path of this array will
             be overwritten. If False, the presence of a pre-existing array or group is
             an error.
-        data: npt.ArrayLike | None = None
+        data : npt.ArrayLike | None = None
             Array data to initialize the array with.
 
         Returns
@@ -1638,7 +1636,7 @@ def create_dataset(self, name: str, **kwargs: Any) -> Array:
         ----------
         name : str
             Array name.
-        kwargs : dict
+        **kwargs : dict
             Additional arguments passed to :func:`zarr.Group.create_array`
 
         Returns
@@ -1663,13 +1661,8 @@ def require_dataset(self, name: str, **kwargs: Any) -> Array:
         ----------
         name : str
             Array name.
-        shape : int or tuple of ints
-            Array shape.
-        dtype : str or dtype, optional
-            NumPy dtype.
-        exact : bool, optional
-            If True, require `dtype` to match exactly. If false, require
-            `dtype` can be cast from array dtype.
+        **kwargs :
+            See :func:`zarr.Group.create_dataset`.
 
         Returns
         -------
@@ -1690,13 +1683,8 @@ def require_array(self, name: str, **kwargs: Any) -> Array:
         ----------
         name : str
             Array name.
-        shape : int or tuple of ints
-            Array shape.
-        dtype : str or dtype, optional
-            NumPy dtype.
-        exact : bool, optional
-            If True, require `dtype` to match exactly. If false, require
-            `dtype` can be cast from array dtype.
+        **kwargs :
+            See :func:`zarr.Group.create_array`.
 
         Returns
         -------
@@ -1772,36 +1760,36 @@ def array(
 
         Parameters
         ----------
-        name: str
+        name : str
             The name of the array.
-        shape: tuple[int, ...]
+        shape : tuple[int, ...]
             The shape of the array.
-        dtype: np.DtypeLike = float64
+        dtype : np.DtypeLike = float64
             The data type of the array.
-        chunk_shape: tuple[int, ...] | None = None
+        chunk_shape : tuple[int, ...] | None = None
             The shape of the chunks of the array. V3 only.
-        chunk_key_encoding: ChunkKeyEncoding | tuple[Literal["default"], Literal[".", "/"]] | tuple[Literal["v2"], Literal[".", "/"]] | None = None
+        chunk_key_encoding : ChunkKeyEncoding | tuple[Literal["default"], Literal[".", "/"]] | tuple[Literal["v2"], Literal[".", "/"]] | None = None
             A specification of how the chunk keys are represented in storage.
-        codecs: Iterable[Codec | dict[str, JSON]] | None = None
+        codecs : Iterable[Codec | dict[str, JSON]] | None = None
             An iterable of Codec or dict serializations thereof. The elements of
             this collection specify the transformation from array values to stored bytes.
-        dimension_names: Iterable[str] | None = None
+        dimension_names : Iterable[str] | None = None
             The names of the dimensions of the array. V3 only.
-        chunks: ChunkCoords | None = None
+        chunks : ChunkCoords | None = None
             The shape of the chunks of the array. V2 only.
-        dimension_separator: Literal[".", "/"] | None = None
+        dimension_separator : Literal[".", "/"] | None = None
             The delimiter used for the chunk keys.
-        order: Literal["C", "F"] | None = None
+        order : Literal["C", "F"] | None = None
             The memory order of the array.
-        filters: list[dict[str, JSON]] | None = None
+        filters : list[dict[str, JSON]] | None = None
             Filters for the array.
-        compressor: dict[str, JSON] | None = None
+        compressor : dict[str, JSON] | None = None
             The compressor for the array.
-        exists_ok: bool = False
+        exists_ok : bool = False
             If True, a pre-existing array or group at the path of this array will
             be overwritten. If False, the presence of a pre-existing array or group is
             an error.
-        data: npt.ArrayLike | None = None
+        data : npt.ArrayLike | None = None
             Array data to initialize the array with.
 
         Returns
diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index d2e29b3b55..bffe5270d6 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -113,13 +113,13 @@ def _iter_grid(
 
     Parameters
     ----------
-    grid_shape: Sequence[int]
+    grid_shape : Sequence[int]
         The size of the domain to iterate over.
-    origin: Sequence[int] | None, default=None
+    origin : Sequence[int] | None, default=None
         The first coordinate of the domain to return.
-    selection_shape: Sequence[int] | None, default=None
+    selection_shape : Sequence[int] | None, default=None
         The shape of the selection.
-    order: Literal["lexicographic"], default="lexicographic"
+    order : Literal["lexicographic"], default="lexicographic"
         The linear indexing order to use.
 
     Returns
@@ -310,7 +310,7 @@ def normalize_integer_selection(dim_sel: int, dim_len: int) -> int:
 class ChunkDimProjection(NamedTuple):
     """A mapping from chunk to output array for a single dimension.
 
-    Parameters
+    Attributes
     ----------
     dim_chunk_ix
         Index of chunk.
@@ -482,7 +482,7 @@ class ChunkProjection(NamedTuple):
     chunk array for loading into an output array. Can also be used to extract items from a
     value array for setting/updating in a chunk array.
 
-    Parameters
+    Attributes
     ----------
     chunk_coords
         Indices of chunk.
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index c5f34d2776..2e18336050 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -266,12 +266,13 @@ def parse_fill_value(fill_value: object, dtype: np.dtype[Any]) -> Any:
 
     Parameters
     ----------
-    fill_value: Any
+    fill_value : Any
         A potential fill value.
-    dtype: np.dtype[Any]
+    dtype : np.dtype[Any]
         A numpy dtype.
 
     Returns
+    -------
         An instance of `dtype`, or `None`, or any python object (in the case of an object dtype)
     """
 
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 8aedd2b7b6..e9d2f92d8a 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -423,9 +423,9 @@ def parse_fill_value(
 
     Parameters
     ----------
-    fill_value: Any
+    fill_value : Any
         A potential fill value.
-    dtype: str
+    dtype : str
         A valid Zarr V3 DataType.
 
     Returns
diff --git a/src/zarr/storage/common.py b/src/zarr/storage/common.py
index b640a7729b..9ed8c274d9 100644
--- a/src/zarr/storage/common.py
+++ b/src/zarr/storage/common.py
@@ -124,7 +124,7 @@ async def exists(self) -> bool:
         return await self.store.exists(self.path)
 
     def __truediv__(self, other: str) -> StorePath:
-        """combine this store path with another path"""
+        """Combine this store path with another path"""
         return self.__class__(self.store, _dereference_path(self.path, other))
 
     def __str__(self) -> str:
@@ -191,7 +191,7 @@ async def make_store_path(
     ----------
     store_like : StoreLike | None
         The object to convert to a `StorePath` object.
-    path: str | None, optional
+    path : str | None, optional
         The path to use when creating the `StorePath` object.  If None, the
         default path is the empty string.
     mode : AccessModeLiteral | None, optional
@@ -286,9 +286,9 @@ async def ensure_no_existing_node(store_path: StorePath, zarr_format: ZarrFormat
 
     Parameters
     ----------
-    store_path: StorePath
+    store_path : StorePath
         The storage location to check.
-    zarr_format: ZarrFormat
+    zarr_format : ZarrFormat
         The Zarr format to check.
 
     Raises
@@ -318,7 +318,7 @@ async def _contains_node_v3(store_path: StorePath) -> Literal["array", "group",
 
     Parameters
     ----------
-    store_path: StorePath
+    store_path : StorePath
         The location in storage to check.
 
     Returns
@@ -352,7 +352,7 @@ async def _contains_node_v2(store_path: StorePath) -> Literal["array", "group",
 
     Parameters
     ----------
-    store_path: StorePath
+    store_path : StorePath
         The location in storage to check.
 
     Returns
@@ -379,9 +379,9 @@ async def contains_array(store_path: StorePath, zarr_format: ZarrFormat) -> bool
 
     Parameters
     ----------
-    store_path: StorePath
+    store_path : StorePath
         The StorePath to check for an existing group.
-    zarr_format:
+    zarr_format :
         The zarr format to check for.
 
     Returns
@@ -415,9 +415,9 @@ async def contains_group(store_path: StorePath, zarr_format: ZarrFormat) -> bool
     Parameters
     ----------
 
-    store_path: StorePath
+    store_path : StorePath
         The StorePath to check for an existing group.
-    zarr_format:
+    zarr_format :
         The zarr format to check for.
 
     Returns
diff --git a/src/zarr/storage/logging.py b/src/zarr/storage/logging.py
index a29661729f..66fd1687e8 100644
--- a/src/zarr/storage/logging.py
+++ b/src/zarr/storage/logging.py
@@ -22,16 +22,16 @@ class LoggingStore(Store):
 
     Parameters
     ----------
-    store: Store
+    store : Store
         Store to wrap
-    log_level: str
+    log_level : str
         Log level
-    log_handler: logging.Handler
+    log_handler : logging.Handler
         Log handler
 
     Attributes
     ----------
-    counter: dict
+    counter : dict
         Counter of number of times each method has been called
     """
 
diff --git a/src/zarr/storage/memory.py b/src/zarr/storage/memory.py
index 673c2a75d5..a5e5e28ef8 100644
--- a/src/zarr/storage/memory.py
+++ b/src/zarr/storage/memory.py
@@ -187,7 +187,7 @@ class GpuMemoryStore(MemoryStore):
 
     Parameters
     ----------
-    store_dict: MutableMapping, optional
+    store_dict : MutableMapping, optional
         A mutable mapping with string keys and :class:`zarr.core.buffer.gpu.Buffer`
         values.
     """
@@ -218,7 +218,7 @@ def from_dict(cls, store_dict: MutableMapping[str, Buffer]) -> Self:
 
         Parameters
         ----------
-        store_dict: mapping
+        store_dict : mapping
             A mapping of strings keys to arbitrary Buffers. The buffer data
             will be moved into a :class:`gpu.Buffer`.
 
diff --git a/tests/test_api.py b/tests/test_api.py
index 4952254f65..9b7b4f8b9a 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -116,7 +116,7 @@ async def test_open_group(memory_store: MemoryStore) -> None:
 async def test_open_group_unspecified_version(
     tmpdir: pathlib.Path, zarr_format: ZarrFormat
 ) -> None:
-    """regression test for https://github.com/zarr-developers/zarr-python/issues/2175"""
+    """Regression test for https://github.com/zarr-developers/zarr-python/issues/2175"""
 
     # create a group with specified zarr format (could be 2, 3, or None)
     _ = await zarr.api.asynchronous.open_group(

From 9dd9ac640f215dc1f9176979940b9f419e51e25a Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Sat, 19 Oct 2024 17:55:14 +0200
Subject: [PATCH 0801/1078] Enforce ruff/refurb rules (FURB) (#2373)

* Apply ruff/refurb rule FURB110

FURB110 Replace ternary `if` expression with `or` operator

* Apply ruff/refurb rule FURB118

FURB118 Use `operator.itemgetter(0)` instead of defining a lambda

* Apply ruff/refurb rule FURB140

FURB140 Use `itertools.starmap` instead of the generator

* Apply ruff/refurb rule FURB188

FURB188 Prefer `removesuffix` over conditionally replacing with slice.

* Apply ruff/refurb rules (FURB)

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 pyproject.toml               |  1 +
 src/zarr/abc/store.py        |  3 ++-
 src/zarr/core/array.py       |  5 +++--
 src/zarr/core/chunk_grids.py |  2 +-
 src/zarr/core/common.py      |  3 ++-
 src/zarr/core/indexing.py    |  4 ++--
 src/zarr/storage/memory.py   |  3 +--
 src/zarr/storage/zip.py      |  3 +--
 tests/test_group.py          | 19 ++++++++++++-------
 9 files changed, 25 insertions(+), 18 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 80cb71ff83..84ec8b9a5d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -214,6 +214,7 @@ extend-select = [
     "B",    # flake8-bugbear
     "C4",   # flake8-comprehensions
     "FLY",  # flynt
+    "FURB", # refurb
     "G",    # flake8-logging-format
     "I",    # isort
     "ISC",  # flake8-implicit-str-concat
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 3e233e8a1d..a995a6bf38 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -2,6 +2,7 @@
 
 from abc import ABC, abstractmethod
 from asyncio import gather
+from itertools import starmap
 from typing import TYPE_CHECKING, NamedTuple, Protocol, runtime_checkable
 
 if TYPE_CHECKING:
@@ -282,7 +283,7 @@ async def _set_many(self, values: Iterable[tuple[str, Buffer]]) -> None:
         """
         Insert multiple (key, value) pairs into storage.
         """
-        await gather(*(self.set(key, value) for key, value in values))
+        await gather(*starmap(self.set, values))
         return
 
     @property
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 0418d1dc52..6e3430c41a 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -3,6 +3,7 @@
 import json
 from asyncio import gather
 from dataclasses import dataclass, field, replace
+from itertools import starmap
 from logging import getLogger
 from typing import TYPE_CHECKING, Any, Generic, Literal, cast, overload
 
@@ -816,7 +817,7 @@ def cdata_shape(self) -> ChunkCoords:
         Tuple[int]
             The shape of the chunk grid for this array.
         """
-        return tuple(ceildiv(s, c) for s, c in zip(self.shape, self.chunks, strict=False))
+        return tuple(starmap(ceildiv, zip(self.shape, self.chunks, strict=False)))
 
     @property
     def nchunks(self) -> int:
@@ -1385,7 +1386,7 @@ def cdata_shape(self) -> ChunkCoords:
         """
         The shape of the chunk grid for this array.
         """
-        return tuple(ceildiv(s, c) for s, c in zip(self.shape, self.chunks, strict=False))
+        return tuple(starmap(ceildiv, zip(self.shape, self.chunks, strict=False)))
 
     @property
     def nchunks(self) -> int:
diff --git a/src/zarr/core/chunk_grids.py b/src/zarr/core/chunk_grids.py
index aace45d438..ed7f8a1f45 100644
--- a/src/zarr/core/chunk_grids.py
+++ b/src/zarr/core/chunk_grids.py
@@ -188,6 +188,6 @@ def all_chunk_coords(self, array_shape: ChunkCoords) -> Iterator[ChunkCoords]:
     def get_nchunks(self, array_shape: ChunkCoords) -> int:
         return reduce(
             operator.mul,
-            (ceildiv(s, c) for s, c in zip(array_shape, self.chunk_shape, strict=True)),
+            itertools.starmap(ceildiv, zip(array_shape, self.chunk_shape, strict=True)),
             1,
         )
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index 0bc6245cb5..f3f49b0d5d 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -5,6 +5,7 @@
 import operator
 from collections.abc import Iterable, Mapping
 from enum import Enum
+from itertools import starmap
 from typing import (
     TYPE_CHECKING,
     Any,
@@ -52,7 +53,7 @@ async def concurrent_map(
     items: Iterable[T], func: Callable[..., Awaitable[V]], limit: int | None = None
 ) -> list[V]:
     if limit is None:
-        return await asyncio.gather(*[func(*item) for item in items])
+        return await asyncio.gather(*list(starmap(func, items)))
 
     else:
         sem = asyncio.Semaphore(limit)
diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index bffe5270d6..f1d5fd16d1 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -1129,7 +1129,7 @@ def __init__(
         chunks_multi_index_broadcast = np.broadcast_arrays(*chunks_multi_index)
 
         # remember shape of selection, because we will flatten indices for processing
-        sel_shape = selection_broadcast[0].shape if selection_broadcast[0].shape else (1,)
+        sel_shape = selection_broadcast[0].shape or (1,)
 
         # flatten selection
         selection_broadcast = tuple(dim_sel.reshape(-1) for dim_sel in selection_broadcast)
@@ -1150,7 +1150,7 @@ def __init__(
         else:
             sel_sort = None
 
-        shape = selection_broadcast[0].shape if selection_broadcast[0].shape else (1,)
+        shape = selection_broadcast[0].shape or (1,)
 
         # precompute number of selected items for each chunk
         chunk_nitems = np.bincount(chunks_raveled_indices, minlength=nchunks)
diff --git a/src/zarr/storage/memory.py b/src/zarr/storage/memory.py
index a5e5e28ef8..f942d57b95 100644
--- a/src/zarr/storage/memory.py
+++ b/src/zarr/storage/memory.py
@@ -156,8 +156,7 @@ async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
 
     async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         # docstring inherited
-        if prefix.endswith("/"):
-            prefix = prefix[:-1]
+        prefix = prefix.rstrip("/")
 
         if prefix == "":
             keys_unique = {k.split("/")[0] for k in self._store_dict}
diff --git a/src/zarr/storage/zip.py b/src/zarr/storage/zip.py
index c9cb579586..204a381bdb 100644
--- a/src/zarr/storage/zip.py
+++ b/src/zarr/storage/zip.py
@@ -245,8 +245,7 @@ async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
 
     async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         # docstring inherited
-        if prefix.endswith("/"):
-            prefix = prefix[:-1]
+        prefix = prefix.rstrip("/")
 
         keys = self._zf.namelist()
         seen = set()
diff --git a/tests/test_group.py b/tests/test_group.py
index 2530f64ff4..f4063f6ef9 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import contextlib
+import operator
 import pickle
 import warnings
 from typing import TYPE_CHECKING, Any, Literal
@@ -533,14 +534,14 @@ def test_group_child_iterators(store: Store, zarr_format: ZarrFormat, consolidat
             ConsolidatedMetadata(metadata={}),
         )
 
-    result = sorted(group.groups(), key=lambda x: x[0])
+    result = sorted(group.groups(), key=operator.itemgetter(0))
     assert result == expected_groups
 
-    assert sorted(group.groups(), key=lambda x: x[0]) == expected_groups
+    assert sorted(group.groups(), key=operator.itemgetter(0)) == expected_groups
     assert sorted(group.group_keys()) == expected_group_keys
     assert sorted(group.group_values(), key=lambda x: x.name) == expected_group_values
 
-    assert sorted(group.arrays(), key=lambda x: x[0]) == expected_arrays
+    assert sorted(group.arrays(), key=operator.itemgetter(0)) == expected_arrays
     assert sorted(group.array_keys()) == expected_array_keys
     assert sorted(group.array_values(), key=lambda x: x.name) == expected_array_values
 
@@ -1000,7 +1001,7 @@ async def test_group_members_async(store: Store, consolidated_metadata: bool) ->
     g2 = await g1.create_group("g2")
 
     # immediate children
-    children = sorted([x async for x in group.members()], key=lambda x: x[0])
+    children = sorted([x async for x in group.members()], key=operator.itemgetter(0))
     assert children == [
         ("a0", a0),
         ("g0", g0),
@@ -1010,7 +1011,7 @@ async def test_group_members_async(store: Store, consolidated_metadata: bool) ->
     assert nmembers == 2
 
     # partial
-    children = sorted([x async for x in group.members(max_depth=1)], key=lambda x: x[0])
+    children = sorted([x async for x in group.members(max_depth=1)], key=operator.itemgetter(0))
     expected = [
         ("a0", a0),
         ("g0", g0),
@@ -1022,7 +1023,9 @@ async def test_group_members_async(store: Store, consolidated_metadata: bool) ->
     assert nmembers == 4
 
     # all children
-    all_children = sorted([x async for x in group.members(max_depth=None)], key=lambda x: x[0])
+    all_children = sorted(
+        [x async for x in group.members(max_depth=None)], key=operator.itemgetter(0)
+    )
     expected = [
         ("a0", a0),
         ("g0", g0),
@@ -1053,7 +1056,9 @@ async def test_group_members_async(store: Store, consolidated_metadata: bool) ->
             "consolidated_metadata",
             None,
         )
-        all_children = sorted([x async for x in group.members(max_depth=None)], key=lambda x: x[0])
+        all_children = sorted(
+            [x async for x in group.members(max_depth=None)], key=operator.itemgetter(0)
+        )
         assert len(all_children) == 4
         nmembers = await group.nmembers(max_depth=None)
         assert nmembers == 4

From 649915f1e1b457ba45fccdac7ec862d335d25136 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Sat, 19 Oct 2024 15:54:26 -0700
Subject: [PATCH 0802/1078] chore(ci): removed unused codeql action (#2414)

---
 .github/workflows/codeql-analysis.yml | 72 ---------------------------
 1 file changed, 72 deletions(-)
 delete mode 100644 .github/workflows/codeql-analysis.yml

diff --git a/.github/workflows/codeql-analysis.yml b/.github/workflows/codeql-analysis.yml
deleted file mode 100644
index bb3d433629..0000000000
--- a/.github/workflows/codeql-analysis.yml
+++ /dev/null
@@ -1,72 +0,0 @@
-# For most projects, this workflow file will not need changing; you simply need
-# to commit it to your repository.
-#
-# You may wish to alter this file to override the set of languages analyzed,
-# or to provide custom queries or build logic.
-#
-# ******** NOTE ********
-# We have attempted to detect the languages in your repository. Please check
-# the `language` matrix defined below to confirm you have the correct set of
-# supported CodeQL languages.
-#
-name: "CodeQL"
-
-on:
-  push:
-    branches: [ "main" ]
-  pull_request:
-    # The branches below must be a subset of the branches above
-    branches: [ "main" ]
-  schedule:
-    - cron: '29 0 * * 1'
-
-jobs:
-  analyze:
-    name: Analyze
-    runs-on: ubuntu-latest
-    permissions:
-      actions: read
-      contents: read
-      security-events: write
-
-    strategy:
-      fail-fast: false
-      matrix:
-        language: [ 'python' ]
-        # CodeQL supports [ 'cpp', 'csharp', 'go', 'java', 'javascript', 'python', 'ruby' ]
-        # Learn more about CodeQL language support at https://aka.ms/codeql-docs/language-support
-
-    steps:
-    - name: Checkout repository
-      uses: actions/checkout@v4
-
-    # Initializes the CodeQL tools for scanning.
-    - name: Initialize CodeQL
-      uses: github/codeql-action/init@v3
-      with:
-        languages: ${{ matrix.language }}
-        # If you wish to specify custom queries, you can do so here or in a config file.
-        # By default, queries listed here will override any specified in a config file.
-        # Prefix the list here with "+" to use these queries and those in the config file.
-        
-        # Details on CodeQL's query packs refer to : https://docs.github.com/en/code-security/code-scanning/automatically-scanning-your-code-for-vulnerabilities-and-errors/configuring-code-scanning#using-queries-in-ql-packs
-        # queries: security-extended,security-and-quality
-
-        
-    # Autobuild attempts to build any compiled languages  (C/C++, C#, or Java).
-    # If this step fails, then you should remove it and run the build manually (see below)
-    - name: Autobuild
-      uses: github/codeql-action/autobuild@v3
-
-    # ℹ️ Command-line programs to run using the OS shell.
-    # 📚 See https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#jobsjob_idstepsrun
-
-    #   If the Autobuild fails above, remove it and uncomment the following three lines. 
-    #   modify them (or add more) to build your code if your project, please refer to the EXAMPLE below for guidance.
-
-    # - run: |
-    #   echo "Run, Build Application using script"
-    #   ./location_of_script_within_repo/buildscript.sh
-
-    - name: Perform CodeQL Analysis
-      uses: github/codeql-action/analyze@v3

From 329612e6cc809091fe6458b6c45d8c6add96dd8b Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Sun, 20 Oct 2024 08:27:23 -0700
Subject: [PATCH 0803/1078] fix(group): deprecate positional args in
 Group.{zeros,ones,etc.} (#2416)

* fix(group): deprecate positional args in Group.{zeros,ones,etc.}

* fixup
---
 src/zarr/core/group.py | 11 +++++++++++
 tests/test_group.py    | 20 ++++++++++++++++++++
 2 files changed, 31 insertions(+)

diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index ba68213574..6e54b7ec9b 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -14,6 +14,7 @@
 from typing_extensions import deprecated
 
 import zarr.api.asynchronous as async_api
+from zarr._compat import _deprecate_positional_args
 from zarr.abc.metadata import Metadata
 from zarr.abc.store import Store, set_or_delete
 from zarr.core.array import Array, AsyncArray, _build_parents
@@ -1531,6 +1532,7 @@ def create(self, *args: Any, **kwargs: Any) -> Array:
         # Backwards compatibility for 2.x
         return self.create_array(*args, **kwargs)
 
+    @_deprecate_positional_args
     def create_array(
         self,
         name: str,
@@ -1692,15 +1694,19 @@ def require_array(self, name: str, **kwargs: Any) -> Array:
         """
         return Array(self._sync(self._async_group.require_array(name, **kwargs)))
 
+    @_deprecate_positional_args
     def empty(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.empty(name=name, shape=shape, **kwargs)))
 
+    @_deprecate_positional_args
     def zeros(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.zeros(name=name, shape=shape, **kwargs)))
 
+    @_deprecate_positional_args
     def ones(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.ones(name=name, shape=shape, **kwargs)))
 
+    @_deprecate_positional_args
     def full(
         self, *, name: str, shape: ChunkCoords, fill_value: Any | None, **kwargs: Any
     ) -> Array:
@@ -1710,15 +1716,19 @@ def full(
             )
         )
 
+    @_deprecate_positional_args
     def empty_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.empty_like(name=name, data=data, **kwargs)))
 
+    @_deprecate_positional_args
     def zeros_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.zeros_like(name=name, data=data, **kwargs)))
 
+    @_deprecate_positional_args
     def ones_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.ones_like(name=name, data=data, **kwargs)))
 
+    @_deprecate_positional_args
     def full_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.full_like(name=name, data=data, **kwargs)))
 
@@ -1726,6 +1736,7 @@ def move(self, source: str, dest: str) -> None:
         return self._sync(self._async_group.move(source, dest))
 
     @deprecated("Use Group.create_array instead.")
+    @_deprecate_positional_args
     def array(
         self,
         name: str,
diff --git a/tests/test_group.py b/tests/test_group.py
index f4063f6ef9..21e4ef4e50 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -1334,3 +1334,23 @@ def test_update_attrs() -> None:
     )
     root.attrs["foo"] = "bar"
     assert root.attrs["foo"] == "bar"
+
+
+@pytest.mark.parametrize("method", ["empty", "zeros", "ones", "full"])
+def test_group_deprecated_positional_args(method: str) -> None:
+    if method == "full":
+        kwargs = {"fill_value": 0}
+    else:
+        kwargs = {}
+
+    root = zarr.group()
+    with pytest.warns(FutureWarning, match=r"Pass name=.* as keyword args."):
+        arr = getattr(root, method)("foo", shape=1, **kwargs)
+        assert arr.shape == (1,)
+
+    method += "_like"
+    data = np.ones(1)
+
+    with pytest.warns(FutureWarning, match=r"Pass name=.*, data=.* as keyword args."):
+        arr = getattr(root, method)("foo_like", data, **kwargs)
+        assert arr.shape == data.shape

From 37fde7defadf13b6894487987e99e098f027dcf6 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Mon, 21 Oct 2024 19:09:13 +0200
Subject: [PATCH 0804/1078] Get rid of pep8speaks - replaced by ruff (#2421)

---
 .pep8speaks.yml | 4 ----
 1 file changed, 4 deletions(-)
 delete mode 100644 .pep8speaks.yml

diff --git a/.pep8speaks.yml b/.pep8speaks.yml
deleted file mode 100644
index a000ded163..0000000000
--- a/.pep8speaks.yml
+++ /dev/null
@@ -1,4 +0,0 @@
-pycodestyle:
-    max-line-length: 100
-    exclude:
-        - docs

From 1e8c0a80e600282c8cd21ed02aa60d98ced5ae9f Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 21 Oct 2024 12:42:56 -0700
Subject: [PATCH 0805/1078] test(ci): add test environment for upstream
 dependencies (#2418)

---
 .github/workflows/test.yml | 27 +++++++++++++++++++++++++++
 pyproject.toml             | 29 +++++++++++++++++++++++++++++
 src/zarr/codecs/zstd.py    |  7 ++++---
 3 files changed, 60 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 3bd6226922..e09975e444 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -43,3 +43,30 @@ jobs:
     - name: Run Tests
       run: |
         hatch env run --env test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} run
+
+  upstream:
+    name: py=${{ matrix.python-version }}-upstream
+
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ['3.13']
+
+    steps:
+    - uses: actions/checkout@v4
+    - name: Set up Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: ${{ matrix.python-version }}
+        cache: 'pip'
+    - name: Install Hatch
+      run: |
+        python -m pip install --upgrade pip 
+        pip install hatch
+    - name: Set Up Hatch Env
+      run: |
+        hatch env create upstream
+        hatch env run -e upstream list-env
+    - name: Run Tests
+      run: |
+        hatch env run --env upstream run
diff --git a/pyproject.toml b/pyproject.toml
index 84ec8b9a5d..e3d8a310b1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -183,6 +183,35 @@ features = ['docs']
 build = "cd docs && make html"
 serve = "sphinx-autobuild docs docs/_build --host 0.0.0.0"
 
+[tool.hatch.envs.upstream]
+dependencies = [
+    'numpy',  # from scientific-python-nightly-wheels
+    'numcodecs @ git+https://github.com/zarr-developers/numcodecs',
+    'fsspec @ git+https://github.com/fsspec/filesystem_spec',
+    's3fs @ git+https://github.com/fsspec/s3fs',
+    'universal_pathlib @ git+https://github.com/fsspec/universal_pathlib',
+    'crc32c @ git+https://github.com/ICRAR/crc32c',
+    'typing_extensions @ git+https://github.com/python/typing_extensions',
+    'donfig @ git+https://github.com/pytroll/donfig',
+    # test deps
+    'hypothesis',
+    'pytest',
+    'pytest-cov',
+    'pytest-asyncio',
+    'moto[s3]',
+]
+
+[tool.hatch.envs.upstream.env-vars]
+PIP_INDEX_URL = "https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/"
+PIP_EXTRA_INDEX_URL = "https://pypi.org/simple/"
+PIP_PRE = "1"
+
+[tool.hatch.envs.upstream.scripts]
+run = "pytest --verbose"
+run-mypy = "mypy src"
+run-hypothesis = "pytest --hypothesis-profile ci tests/test_properties.py tests/test_store/test_stateful*"
+list-env = "pip list"
+
 [tool.ruff]
 line-length = 100
 force-exclude = true
diff --git a/src/zarr/codecs/zstd.py b/src/zarr/codecs/zstd.py
index 949f762b20..b4a4a13c29 100644
--- a/src/zarr/codecs/zstd.py
+++ b/src/zarr/codecs/zstd.py
@@ -3,10 +3,11 @@
 import asyncio
 from dataclasses import dataclass
 from functools import cached_property
-from importlib.metadata import version
 from typing import TYPE_CHECKING
 
+import numcodecs
 from numcodecs.zstd import Zstd
+from packaging.version import Version
 
 from zarr.abc.codec import BytesBytesCodec
 from zarr.core.buffer.cpu import as_numpy_array_wrapper
@@ -43,8 +44,8 @@ class ZstdCodec(BytesBytesCodec):
 
     def __init__(self, *, level: int = 0, checksum: bool = False) -> None:
         # numcodecs 0.13.0 introduces the checksum attribute for the zstd codec
-        _numcodecs_version = tuple(map(int, version("numcodecs").split(".")))
-        if _numcodecs_version < (0, 13, 0):  # pragma: no cover
+        _numcodecs_version = Version(numcodecs.__version__)
+        if _numcodecs_version < Version("0.13.0"):
             raise RuntimeError(
                 "numcodecs version >= 0.13.0 is required to use the zstd codec. "
                 f"Version {_numcodecs_version} is currently installed."

From 4a18c5a597f5849f01ae4da24f690449100f0408 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 21 Oct 2024 12:43:23 -0700
Subject: [PATCH 0806/1078] fix(array): thread order parameter through to
 Array.__init__ (#2417)

---
 src/zarr/api/asynchronous.py | 10 +++-------
 src/zarr/core/array.py       | 35 +++++++++++++++++------------------
 src/zarr/core/array_spec.py  |  8 ++++----
 src/zarr/core/metadata/v2.py |  8 ++++----
 src/zarr/core/metadata/v3.py |  3 ++-
 tests/test_api.py            | 18 +++++++++++++++++-
 tests/test_array.py          | 21 ++++++++++++++++++++-
 7 files changed, 67 insertions(+), 36 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 2c423ff59b..680433565e 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -712,7 +712,7 @@ async def create(
     dtype: npt.DTypeLike | None = None,
     compressor: dict[str, JSON] | None = None,  # TODO: default and type change
     fill_value: Any | None = 0,  # TODO: need type
-    order: MemoryOrder | None = None,  # TODO: default change
+    order: MemoryOrder | None = None,
     store: str | StoreLike | None = None,
     synchronizer: Any | None = None,
     overwrite: bool = False,
@@ -761,6 +761,7 @@ async def create(
         Default value to use for uninitialized portions of the array.
     order : {'C', 'F'}, optional
         Memory layout to be used within each chunk.
+        Default is set in Zarr's config (`array.order`).
     store : Store or str
         Store or path to directory in file system or name of zip file.
     synchronizer : object, optional
@@ -834,12 +835,6 @@ async def create(
         else:
             chunk_shape = shape
 
-    if order is not None:
-        warnings.warn(
-            "order is deprecated, use config `array.order` instead",
-            DeprecationWarning,
-            stacklevel=2,
-        )
     if synchronizer is not None:
         warnings.warn("synchronizer is not yet implemented", RuntimeWarning, stacklevel=2)
     if chunk_store is not None:
@@ -889,6 +884,7 @@ async def create(
         codecs=codecs,
         dimension_names=dimension_names,
         attributes=attributes,
+        order=order,
         **kwargs,
     )
 
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 6e3430c41a..bdafa33f67 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -33,6 +33,7 @@
     ZARRAY_JSON,
     ZATTRS_JSON,
     ChunkCoords,
+    MemoryOrder,
     ShapeLike,
     ZarrFormat,
     concurrent_map,
@@ -203,14 +204,14 @@ class AsyncArray(Generic[T_ArrayMetadata]):
     metadata: T_ArrayMetadata
     store_path: StorePath
     codec_pipeline: CodecPipeline = field(init=False)
-    order: Literal["C", "F"]
+    order: MemoryOrder
 
     @overload
     def __init__(
         self: AsyncArray[ArrayV2Metadata],
         metadata: ArrayV2Metadata | ArrayV2MetadataDict,
         store_path: StorePath,
-        order: Literal["C", "F"] | None = None,
+        order: MemoryOrder | None = None,
     ) -> None: ...
 
     @overload
@@ -218,14 +219,14 @@ def __init__(
         self: AsyncArray[ArrayV3Metadata],
         metadata: ArrayV3Metadata | ArrayV3MetadataDict,
         store_path: StorePath,
-        order: Literal["C", "F"] | None = None,
+        order: MemoryOrder | None = None,
     ) -> None: ...
 
     def __init__(
         self,
         metadata: ArrayMetadata | ArrayMetadataDict,
         store_path: StorePath,
-        order: Literal["C", "F"] | None = None,
+        order: MemoryOrder | None = None,
     ) -> None:
         if isinstance(metadata, dict):
             zarr_format = metadata["zarr_format"]
@@ -261,7 +262,7 @@ async def create(
         attributes: dict[str, JSON] | None = None,
         chunks: ShapeLike | None = None,
         dimension_separator: Literal[".", "/"] | None = None,
-        order: Literal["C", "F"] | None = None,
+        order: MemoryOrder | None = None,
         filters: list[dict[str, JSON]] | None = None,
         compressor: dict[str, JSON] | None = None,
         # runtime
@@ -350,7 +351,7 @@ async def create(
         # v2 only
         chunks: ShapeLike | None = None,
         dimension_separator: Literal[".", "/"] | None = None,
-        order: Literal["C", "F"] | None = None,
+        order: MemoryOrder | None = None,
         filters: list[dict[str, JSON]] | None = None,
         compressor: dict[str, JSON] | None = None,
         # runtime
@@ -382,7 +383,7 @@ async def create(
         # v2 only
         chunks: ShapeLike | None = None,
         dimension_separator: Literal[".", "/"] | None = None,
-        order: Literal["C", "F"] | None = None,
+        order: MemoryOrder | None = None,
         filters: list[dict[str, JSON]] | None = None,
         compressor: dict[str, JSON] | None = None,
         # runtime
@@ -422,7 +423,6 @@ async def create(
             V2 only. V3 arrays cannot have a dimension separator.
         order : Literal["C", "F"], optional
             The order of the array (default is None).
-            V2 only. V3 arrays should not have 'order' parameter.
         filters : list[dict[str, JSON]], optional
             The filters used to compress the data (default is None).
             V2 only. V3 arrays should not have 'filters' parameter.
@@ -471,10 +471,6 @@ async def create(
                 raise ValueError(
                     "dimension_separator cannot be used for arrays with version 3. Use chunk_key_encoding instead."
                 )
-            if order is not None:
-                raise ValueError(
-                    "order cannot be used for arrays with version 3. Use a transpose codec instead."
-                )
             if filters is not None:
                 raise ValueError(
                     "filters cannot be used for arrays with version 3. Use array-to-array codecs instead."
@@ -494,6 +490,7 @@ async def create(
                 dimension_names=dimension_names,
                 attributes=attributes,
                 exists_ok=exists_ok,
+                order=order,
             )
         elif zarr_format == 2:
             if dtype is str or dtype == "str":
@@ -545,6 +542,7 @@ async def _create_v3(
         dtype: npt.DTypeLike,
         chunk_shape: ChunkCoords,
         fill_value: Any | None = None,
+        order: MemoryOrder | None = None,
         chunk_key_encoding: (
             ChunkKeyEncoding
             | tuple[Literal["default"], Literal[".", "/"]]
@@ -588,7 +586,7 @@ async def _create_v3(
             attributes=attributes or {},
         )
 
-        array = cls(metadata=metadata, store_path=store_path)
+        array = cls(metadata=metadata, store_path=store_path, order=order)
         await array._save_metadata(metadata, ensure_parents=True)
         return array
 
@@ -602,7 +600,7 @@ async def _create_v2(
         chunks: ChunkCoords,
         dimension_separator: Literal[".", "/"] | None = None,
         fill_value: None | float = None,
-        order: Literal["C", "F"] | None = None,
+        order: MemoryOrder | None = None,
         filters: list[dict[str, JSON]] | None = None,
         compressor: dict[str, JSON] | None = None,
         attributes: dict[str, JSON] | None = None,
@@ -610,8 +608,9 @@ async def _create_v2(
     ) -> AsyncArray[ArrayV2Metadata]:
         if not exists_ok:
             await ensure_no_existing_node(store_path, zarr_format=2)
+
         if order is None:
-            order = "C"
+            order = parse_indexing_order(config.get("array.order"))
 
         if dimension_separator is None:
             dimension_separator = "."
@@ -627,7 +626,7 @@ async def _create_v2(
             filters=filters,
             attributes=attributes,
         )
-        array = cls(metadata=metadata, store_path=store_path)
+        array = cls(metadata=metadata, store_path=store_path, order=order)
         await array._save_metadata(metadata, ensure_parents=True)
         return array
 
@@ -1179,7 +1178,7 @@ def create(
         # v2 only
         chunks: ChunkCoords | None = None,
         dimension_separator: Literal[".", "/"] | None = None,
-        order: Literal["C", "F"] | None = None,
+        order: MemoryOrder | None = None,
         filters: list[dict[str, JSON]] | None = None,
         compressor: dict[str, JSON] | None = None,
         # runtime
@@ -1370,7 +1369,7 @@ def store_path(self) -> StorePath:
         return self._async_array.store_path
 
     @property
-    def order(self) -> Literal["C", "F"]:
+    def order(self) -> MemoryOrder:
         return self._async_array.order
 
     @property
diff --git a/src/zarr/core/array_spec.py b/src/zarr/core/array_spec.py
index e84a81cb05..c4d9c363fa 100644
--- a/src/zarr/core/array_spec.py
+++ b/src/zarr/core/array_spec.py
@@ -1,11 +1,11 @@
 from __future__ import annotations
 
 from dataclasses import dataclass
-from typing import TYPE_CHECKING, Any, Literal
+from typing import TYPE_CHECKING, Any
 
 import numpy as np
 
-from zarr.core.common import parse_fill_value, parse_order, parse_shapelike
+from zarr.core.common import MemoryOrder, parse_fill_value, parse_order, parse_shapelike
 
 if TYPE_CHECKING:
     from zarr.core.buffer import BufferPrototype
@@ -17,7 +17,7 @@ class ArraySpec:
     shape: ChunkCoords
     dtype: np.dtype[Any]
     fill_value: Any
-    order: Literal["C", "F"]
+    order: MemoryOrder
     prototype: BufferPrototype
 
     def __init__(
@@ -25,7 +25,7 @@ def __init__(
         shape: ChunkCoords,
         dtype: np.dtype[Any],
         fill_value: Any,
-        order: Literal["C", "F"],
+        order: MemoryOrder,
         prototype: BufferPrototype,
     ) -> None:
         shape_parsed = parse_shapelike(shape)
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index 2e18336050..f18f2e4e8d 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -25,7 +25,7 @@
 from zarr.core.array_spec import ArraySpec
 from zarr.core.chunk_grids import RegularChunkGrid
 from zarr.core.chunk_key_encodings import parse_separator
-from zarr.core.common import ZARRAY_JSON, ZATTRS_JSON, parse_shapelike
+from zarr.core.common import ZARRAY_JSON, ZATTRS_JSON, MemoryOrder, parse_shapelike
 from zarr.core.config import config, parse_indexing_order
 from zarr.core.metadata.common import parse_attributes
 
@@ -45,7 +45,7 @@ class ArrayV2Metadata(Metadata):
     chunks: tuple[int, ...]
     dtype: np.dtype[Any]
     fill_value: None | int | float | str | bytes = 0
-    order: Literal["C", "F"] = "C"
+    order: MemoryOrder = "C"
     filters: tuple[numcodecs.abc.Codec, ...] | None = None
     dimension_separator: Literal[".", "/"] = "."
     compressor: numcodecs.abc.Codec | None = None
@@ -59,7 +59,7 @@ def __init__(
         dtype: npt.DTypeLike,
         chunks: ChunkCoords,
         fill_value: Any,
-        order: Literal["C", "F"],
+        order: MemoryOrder,
         dimension_separator: Literal[".", "/"] = ".",
         compressor: numcodecs.abc.Codec | dict[str, JSON] | None = None,
         filters: Iterable[numcodecs.abc.Codec | dict[str, JSON]] | None = None,
@@ -185,7 +185,7 @@ def to_dict(self) -> dict[str, JSON]:
         return zarray_dict
 
     def get_chunk_spec(
-        self, _chunk_coords: ChunkCoords, order: Literal["C", "F"], prototype: BufferPrototype
+        self, _chunk_coords: ChunkCoords, order: MemoryOrder, prototype: BufferPrototype
     ) -> ArraySpec:
         return ArraySpec(
             shape=self.chunks,
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index e9d2f92d8a..6b6f28dd96 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -31,6 +31,7 @@
     JSON,
     ZARR_JSON,
     ChunkCoords,
+    MemoryOrder,
     parse_named_configuration,
     parse_shapelike,
 )
@@ -289,7 +290,7 @@ def ndim(self) -> int:
         return len(self.shape)
 
     def get_chunk_spec(
-        self, _chunk_coords: ChunkCoords, order: Literal["C", "F"], prototype: BufferPrototype
+        self, _chunk_coords: ChunkCoords, order: MemoryOrder, prototype: BufferPrototype
     ) -> ArraySpec:
         assert isinstance(
             self.chunk_grid, RegularChunkGrid
diff --git a/tests/test_api.py b/tests/test_api.py
index 9b7b4f8b9a..5b62e3a2fa 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -21,7 +21,7 @@
     save_array,
     save_group,
 )
-from zarr.core.common import ZarrFormat
+from zarr.core.common import MemoryOrder, ZarrFormat
 from zarr.errors import MetadataValidationError
 from zarr.storage._utils import normalize_path
 from zarr.storage.memory import MemoryStore
@@ -206,6 +206,22 @@ def test_open_with_mode_w_minus(tmp_path: pathlib.Path) -> None:
         zarr.open(store=tmp_path, mode="w-")
 
 
+@pytest.mark.parametrize("order", ["C", "F", None])
+@pytest.mark.parametrize("zarr_format", [2, 3])
+def test_array_order(order: MemoryOrder | None, zarr_format: ZarrFormat) -> None:
+    arr = zarr.ones(shape=(2, 2), order=order, zarr_format=zarr_format)
+    expected = order or zarr.config.get("array.order")
+    assert arr.order == expected
+
+    vals = np.asarray(arr)
+    if expected == "C":
+        assert vals.flags.c_contiguous
+    elif expected == "F":
+        assert vals.flags.f_contiguous
+    else:
+        raise AssertionError
+
+
 # def test_lazy_loader():
 #     foo = np.arange(100)
 #     bar = np.arange(100, 0, -1)
diff --git a/tests/test_array.py b/tests/test_array.py
index 829a04d304..f182cb1a14 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -10,7 +10,7 @@
 from zarr.codecs import BytesCodec, VLenBytesCodec
 from zarr.core.array import chunks_initialized
 from zarr.core.buffer.cpu import NDBuffer
-from zarr.core.common import JSON, ZarrFormat
+from zarr.core.common import JSON, MemoryOrder, ZarrFormat
 from zarr.core.group import AsyncGroup
 from zarr.core.indexing import ceildiv
 from zarr.core.sync import sync
@@ -417,3 +417,22 @@ def test_update_attrs(zarr_format: int) -> None:
 
     arr2 = zarr.open_array(store=store, zarr_format=zarr_format)
     assert arr2.attrs["foo"] == "bar"
+
+
+@pytest.mark.parametrize("order", ["C", "F", None])
+@pytest.mark.parametrize("zarr_format", [2, 3])
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+def test_array_create_order(
+    order: MemoryOrder | None, zarr_format: int, store: MemoryStore
+) -> None:
+    arr = Array.create(store=store, shape=(2, 2), order=order, zarr_format=zarr_format, dtype="i4")
+    expected = order or zarr.config.get("array.order")
+    assert arr.order == expected
+
+    vals = np.asarray(arr)
+    if expected == "C":
+        assert vals.flags.c_contiguous
+    elif expected == "F":
+        assert vals.flags.f_contiguous
+    else:
+        raise AssertionError

From a9d6d74c4a4d4efcdb64015919d0a5685a7e0239 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 21 Oct 2024 13:26:22 -0700
Subject: [PATCH 0807/1078] test(ci): Add CI for minimum supported dependency
 versions (#2423)

* test(ci): add test environment for upstream dependencies

* try PIP_INDEX_URL again

* test(ci): add test environment for oldest supported dependency versions

* use a matrix again
---
 .github/workflows/test.yml | 19 ++++++++++-------
 pyproject.toml             | 43 ++++++++++++++++++++++++++++++++------
 src/zarr/storage/remote.py | 10 ++++++---
 3 files changed, 56 insertions(+), 16 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index e09975e444..d32f6f793c 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -44,14 +44,19 @@ jobs:
       run: |
         hatch env run --env test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} run
 
-  upstream:
-    name: py=${{ matrix.python-version }}-upstream
+  test-upstream-and-min-deps:
+    name: py=${{ matrix.python-version }}-${{ matrix.dependency-set }}
 
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ['3.13']
-
+        python-version: ['3.11', "3.13"]
+        dependency-set: ["upstream", "min_deps"]
+        exclude:
+          - python-version: "3.13"
+            dependency-set: min_deps
+          - python-version: "3.11"
+            dependency-set: upstream
     steps:
     - uses: actions/checkout@v4
     - name: Set up Python
@@ -65,8 +70,8 @@ jobs:
         pip install hatch
     - name: Set Up Hatch Env
       run: |
-        hatch env create upstream
-        hatch env run -e upstream list-env
+        hatch env create ${{ matrix.dependency-set }}
+        hatch env run -e ${{ matrix.dependency-set }} list-env
     - name: Run Tests
       run: |
-        hatch env run --env upstream run
+        hatch env run --env ${{ matrix.dependency-set }} run
diff --git a/pyproject.toml b/pyproject.toml
index e3d8a310b1..ef2ccd9469 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,12 +28,13 @@ requires-python = ">=3.11"
 dependencies = [
     'asciitree',
     'numpy>=1.25',
-    'numcodecs>=0.10.2',
-    'fsspec>2024',
-    'crc32c',
-    'typing_extensions',
-    'donfig',
+    'numcodecs>=0.13',
+    'fsspec>=2022.10.0',
+    'crc32c>=2.3',
+    'typing_extensions>=4.6',
+    'donfig>=0.8',
 ]
+
 dynamic = [
   "version",
 ]
@@ -98,7 +99,7 @@ extra = [
 ]
 optional = [
     'lmdb',
-    'universal-pathlib',
+    'universal-pathlib>=0.0.22',
 ]
 
 [project.urls]
@@ -184,6 +185,7 @@ build = "cd docs && make html"
 serve = "sphinx-autobuild docs docs/_build --host 0.0.0.0"
 
 [tool.hatch.envs.upstream]
+python = "3.13"
 dependencies = [
     'numpy',  # from scientific-python-nightly-wheels
     'numcodecs @ git+https://github.com/zarr-developers/numcodecs',
@@ -212,6 +214,35 @@ run-mypy = "mypy src"
 run-hypothesis = "pytest --hypothesis-profile ci tests/test_properties.py tests/test_store/test_stateful*"
 list-env = "pip list"
 
+[tool.hatch.envs.min_deps]
+description = """Test environment for minimum supported dependencies
+
+See Spec 0000 for details and drop schedule: https://scientific-python.org/specs/spec-0000/
+"""
+python = "3.11"
+dependencies = [
+    'numpy==1.25.*',
+    'numcodecs==0.13.*',  # 0.13 needed for? (should be 0.11)
+    'fsspec==2022.10.0',
+    's3fs==2022.10.0',
+    'universal_pathlib==0.0.22',
+    'crc32c==2.3.*',
+    'typing_extensions==4.6.*',  # 4.5 needed for @deprecated, 4.6 for Buffer
+    'donfig==0.8.*',
+    # test deps
+    'hypothesis',
+    'pytest',
+    'pytest-cov',
+    'pytest-asyncio',
+    'moto[s3]',
+]
+
+[tool.hatch.envs.min_deps.scripts]
+run = "pytest --verbose"
+run-hypothesis = "pytest --hypothesis-profile ci tests/test_properties.py tests/test_store/test_stateful*"
+list-env = "pip list"
+
+
 [tool.ruff]
 line-length = 100
 force-exclude = true
diff --git a/src/zarr/storage/remote.py b/src/zarr/storage/remote.py
index 0a0ec7f7cc..812b1e24f9 100644
--- a/src/zarr/storage/remote.py
+++ b/src/zarr/storage/remote.py
@@ -2,8 +2,6 @@
 
 from typing import TYPE_CHECKING, Any, Self
 
-import fsspec
-
 from zarr.abc.store import ByteRangeRequest, Store
 from zarr.storage.common import _dereference_path
 
@@ -130,7 +128,13 @@ def from_url(
         -------
         RemoteStore
         """
-        fs, path = fsspec.url_to_fs(url, **storage_options)
+        try:
+            from fsspec import url_to_fs
+        except ImportError:
+            # before fsspec==2024.3.1
+            from fsspec.core import url_to_fs
+
+        fs, path = url_to_fs(url, **storage_options)
         return cls(fs=fs, path=path, mode=mode, allowed_exceptions=allowed_exceptions)
 
     async def clear(self) -> None:

From 5807cba192773630dfd172715558423d5a32bb01 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 22 Oct 2024 11:17:11 -0700
Subject: [PATCH 0808/1078] fix(remotestore): raise error if path includes
 scheme (#2348)

* fix(remotestore): raise error if path includes scheme

* fixup

* fixup

* strip scheme in from_url in case fsspec fails to

* style: pre-commit fixes

* disable cache in listing ops

* update docs

* use listings cache again

* no refresh

* style: pre-commit fixes

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 docs/guide/storage.rst          |  2 +-
 src/zarr/abc/store.py           |  2 +-
 src/zarr/storage/remote.py      | 42 +++++++++++++++++++++++++++++++--
 tests/test_store/test_core.py   |  5 +---
 tests/test_store/test_remote.py | 35 ++++++++++++++++++++++-----
 5 files changed, 72 insertions(+), 14 deletions(-)

diff --git a/docs/guide/storage.rst b/docs/guide/storage.rst
index dfda553c43..0019f993a2 100644
--- a/docs/guide/storage.rst
+++ b/docs/guide/storage.rst
@@ -72,7 +72,7 @@ that implements the `AbstractFileSystem` API,
 .. code-block:: python
 
    >>> import zarr
-   >>> store = zarr.storage.RemoteStore("gs://foo/bar", mode="r")
+   >>> store = zarr.storage.RemoteStore.from_url("gs://foo/bar", mode="r")
    >>> zarr.open(store=store)
    <Array <RemoteStore(GCSFileSystem, foo/bar)> shape=(10, 20) dtype=float32>
 
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index a995a6bf38..045da7e84a 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -168,7 +168,7 @@ def with_mode(self, mode: AccessModeLiteral) -> Self:
 
         Returns
         -------
-        store:
+        store
             A new store of the same type with the new mode.
 
         Examples
diff --git a/src/zarr/storage/remote.py b/src/zarr/storage/remote.py
index 812b1e24f9..1f7d5f7a12 100644
--- a/src/zarr/storage/remote.py
+++ b/src/zarr/storage/remote.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import warnings
 from typing import TYPE_CHECKING, Any, Self
 
 from zarr.abc.store import ByteRangeRequest, Store
@@ -32,7 +33,8 @@ class RemoteStore(Store):
     mode : AccessModeLiteral
         The access mode to use.
     path : str
-        The root path of the store.
+        The root path of the store. This should be a relative path and must not include the
+        filesystem scheme.
     allowed_exceptions : tuple[type[Exception], ...]
         When fetching data, these cases will be deemed to correspond to missing keys.
 
@@ -44,6 +46,23 @@ class RemoteStore(Store):
     supports_deletes
     supports_partial_writes
     supports_listing
+
+    Raises
+    ------
+    TypeError
+        If the Filesystem does not support async operations.
+    ValueError
+        If the path argument includes a scheme.
+
+    Warns
+    -----
+    UserWarning
+        If the file system (fs) was not created with `asynchronous=True`.
+
+    See Also
+    --------
+    RemoteStore.from_upath
+    RemoteStore.from_url
     """
 
     # based on FSSpec
@@ -69,6 +88,15 @@ def __init__(
 
         if not self.fs.async_impl:
             raise TypeError("Filesystem needs to support async operations.")
+        if not self.fs.asynchronous:
+            warnings.warn(
+                f"fs ({fs}) was not created with `asynchronous=True`, this may lead to surprising behavior",
+                stacklevel=2,
+            )
+        if "://" in path and not path.startswith("http"):
+            # `not path.startswith("http")` is a special case for the http filesystem (¯\_(ツ)_/¯)
+            scheme, _ = path.split("://", maxsplit=1)
+            raise ValueError(f"path argument to RemoteStore must not include scheme ({scheme}://)")
 
     @classmethod
     def from_upath(
@@ -134,7 +162,17 @@ def from_url(
             # before fsspec==2024.3.1
             from fsspec.core import url_to_fs
 
-        fs, path = url_to_fs(url, **storage_options)
+        opts = storage_options or {}
+        opts = {"asynchronous": True, **opts}
+
+        fs, path = url_to_fs(url, **opts)
+
+        # fsspec is not consistent about removing the scheme from the path, so check and strip it here
+        # https://github.com/fsspec/filesystem_spec/issues/1722
+        if "://" in path and not path.startswith("http"):
+            # `not path.startswith("http")` is a special case for the http filesystem (¯\_(ツ)_/¯)
+            path = fs._strip_protocol(path)
+
         return cls(fs=fs, path=path, mode=mode, allowed_exceptions=allowed_exceptions)
 
     async def clear(self) -> None:
diff --git a/tests/test_store/test_core.py b/tests/test_store/test_core.py
index 771dc3c43e..38292e23c9 100644
--- a/tests/test_store/test_core.py
+++ b/tests/test_store/test_core.py
@@ -71,10 +71,7 @@ async def test_make_store_path_invalid() -> None:
 
 
 async def test_make_store_path_fsspec(monkeypatch) -> None:
-    import fsspec.implementations.memory
-
-    monkeypatch.setattr(fsspec.implementations.memory.MemoryFileSystem, "async_impl", True)
-    store_path = await make_store_path("memory://")
+    store_path = await make_store_path("http://foo.com/bar")
     assert isinstance(store_path.store, RemoteStore)
 
 
diff --git a/tests/test_store/test_remote.py b/tests/test_store/test_remote.py
index c8e9a162b0..2ad1fd787b 100644
--- a/tests/test_store/test_remote.py
+++ b/tests/test_store/test_remote.py
@@ -86,10 +86,12 @@ def s3(s3_base: None) -> Generator[s3fs.S3FileSystem, None, None]:
 
 async def test_basic() -> None:
     store = RemoteStore.from_url(
-        f"s3://{test_bucket_name}",
+        f"s3://{test_bucket_name}/foo/spam/",
         mode="w",
         storage_options={"endpoint_url": endpoint_url, "anon": False},
     )
+    assert store.fs.asynchronous
+    assert store.path == f"{test_bucket_name}/foo/spam"
     assert await _collect_aiterator(store.list()) == ()
     assert not await store.exists("foo")
     data = b"hello"
@@ -109,7 +111,7 @@ class TestRemoteStoreS3(StoreTests[RemoteStore, cpu.Buffer]):
     @pytest.fixture
     def store_kwargs(self, request) -> dict[str, str | bool]:
         fs, path = fsspec.url_to_fs(
-            f"s3://{test_bucket_name}", endpoint_url=endpoint_url, anon=False
+            f"s3://{test_bucket_name}", endpoint_url=endpoint_url, anon=False, asynchronous=True
         )
         return {"fs": fs, "path": path, "mode": "r+"}
 
@@ -143,9 +145,7 @@ def test_store_supports_partial_writes(self, store: RemoteStore) -> None:
     def test_store_supports_listing(self, store: RemoteStore) -> None:
         assert store.supports_listing
 
-    async def test_remote_store_from_uri(
-        self, store: RemoteStore, store_kwargs: dict[str, str | bool]
-    ):
+    async def test_remote_store_from_uri(self, store: RemoteStore):
         storage_options = {
             "endpoint_url": endpoint_url,
             "anon": False,
@@ -183,9 +183,32 @@ async def test_remote_store_from_uri(
         assert dict(group.attrs) == {"key": "value-3"}
 
     def test_from_upath(self) -> None:
-        path = UPath(f"s3://{test_bucket_name}", endpoint_url=endpoint_url, anon=False)
+        path = UPath(
+            f"s3://{test_bucket_name}/foo/bar/",
+            endpoint_url=endpoint_url,
+            anon=False,
+            asynchronous=True,
+        )
         result = RemoteStore.from_upath(path)
         assert result.fs.endpoint_url == endpoint_url
+        assert result.fs.asynchronous
+        assert result.path == f"{test_bucket_name}/foo/bar"
+
+    def test_init_raises_if_path_has_scheme(self, store_kwargs) -> None:
+        # regression test for https://github.com/zarr-developers/zarr-python/issues/2342
+        store_kwargs["path"] = "s3://" + store_kwargs["path"]
+        with pytest.raises(
+            ValueError, match="path argument to RemoteStore must not include scheme .*"
+        ):
+            self.store_cls(**store_kwargs)
+
+    def test_init_warns_if_fs_asynchronous_is_false(self) -> None:
+        fs, path = fsspec.url_to_fs(
+            f"s3://{test_bucket_name}", endpoint_url=endpoint_url, anon=False, asynchronous=False
+        )
+        store_kwargs = {"fs": fs, "path": path, "mode": "r+"}
+        with pytest.warns(UserWarning, match=r".* was not created with `asynchronous=True`.*"):
+            self.store_cls(**store_kwargs)
 
     async def test_empty_nonexistent_path(self, store_kwargs) -> None:
         # regression test for https://github.com/zarr-developers/zarr-python/pull/2343

From 8a33df7fb0568c92a40c57874e07b68e371a4a59 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 22 Oct 2024 13:19:23 -0700
Subject: [PATCH 0809/1078] chore: update pre-commit hooks (#2427)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.6.9 → v0.7.0](https://github.com/astral-sh/ruff-pre-commit/compare/v0.6.9...v0.7.0)
- [github.com/pre-commit/mirrors-mypy: v1.11.2 → v1.12.1](https://github.com/pre-commit/mirrors-mypy/compare/v1.11.2...v1.12.1)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 4667b20de1..55488c2372 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.6.9
+    rev: v0.7.0
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
@@ -22,7 +22,7 @@ repos:
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.11.2
+    rev: v1.12.1
     hooks:
       - id: mypy
         files: src|tests

From 6ce05265472771e922e69012105d2210e3405aa9 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Wed, 23 Oct 2024 08:37:55 -0700
Subject: [PATCH 0810/1078] [v3] Array.append (#2413)

* feature(array): implement Array.append

changes the Array.resize to be an inplace operation

* better error message

* no more warn

* style: pre-commit fixes

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 src/zarr/core/array.py           | 130 ++++++++++++++++++---
 tests/test_array.py              | 188 +++++++++++++++++++++++++++++++
 tests/test_codecs/test_codecs.py |   3 +-
 3 files changed, 302 insertions(+), 19 deletions(-)

diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index bdafa33f67..8c4d797e9a 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -2,7 +2,7 @@
 
 import json
 from asyncio import gather
-from dataclasses import dataclass, field, replace
+from dataclasses import dataclass, field
 from itertools import starmap
 from logging import getLogger
 from typing import TYPE_CHECKING, Any, Generic, Literal, cast, overload
@@ -1104,15 +1104,15 @@ async def setitem(
         )
         return await self._set_selection(indexer, value, prototype=prototype)
 
-    async def resize(self, new_shape: ChunkCoords, delete_outside_chunks: bool = True) -> Self:
+    async def resize(self, new_shape: ShapeLike, delete_outside_chunks: bool = True) -> None:
+        new_shape = parse_shapelike(new_shape)
         assert len(new_shape) == len(self.metadata.shape)
         new_metadata = self.metadata.update_shape(new_shape)
 
-        # Remove all chunks outside of the new shape
-        old_chunk_coords = set(self.metadata.chunk_grid.all_chunk_coords(self.metadata.shape))
-        new_chunk_coords = set(self.metadata.chunk_grid.all_chunk_coords(new_shape))
-
         if delete_outside_chunks:
+            # Remove all chunks outside of the new shape
+            old_chunk_coords = set(self.metadata.chunk_grid.all_chunk_coords(self.metadata.shape))
+            new_chunk_coords = set(self.metadata.chunk_grid.all_chunk_coords(new_shape))
 
             async def _delete_key(key: str) -> None:
                 await (self.store_path / key).delete()
@@ -1128,7 +1128,63 @@ async def _delete_key(key: str) -> None:
 
         # Write new metadata
         await self._save_metadata(new_metadata)
-        return replace(self, metadata=new_metadata)
+
+        # Update metadata (in place)
+        object.__setattr__(self, "metadata", new_metadata)
+
+    async def append(self, data: npt.ArrayLike, axis: int = 0) -> ChunkCoords:
+        """Append `data` to `axis`.
+
+        Parameters
+        ----------
+        data : array-like
+            Data to be appended.
+        axis : int
+            Axis along which to append.
+
+        Returns
+        -------
+        new_shape : tuple
+
+        Notes
+        -----
+        The size of all dimensions other than `axis` must match between this
+        array and `data`.
+        """
+        # ensure data is array-like
+        if not hasattr(data, "shape"):
+            data = np.asanyarray(data)
+
+        self_shape_preserved = tuple(s for i, s in enumerate(self.shape) if i != axis)
+        data_shape_preserved = tuple(s for i, s in enumerate(data.shape) if i != axis)
+        if self_shape_preserved != data_shape_preserved:
+            raise ValueError(
+                f"shape of data to append is not compatible with the array. "
+                f"The shape of the data is ({data_shape_preserved})"
+                f"and the shape of the array is ({self_shape_preserved})."
+                "All dimensions must match except for the dimension being "
+                "appended."
+            )
+        # remember old shape
+        old_shape = self.shape
+
+        # determine new shape
+        new_shape = tuple(
+            self.shape[i] if i != axis else self.shape[i] + data.shape[i]
+            for i in range(len(self.shape))
+        )
+
+        # resize
+        await self.resize(new_shape)
+
+        # store data
+        append_selection = tuple(
+            slice(None) if i != axis else slice(old_shape[i], new_shape[i])
+            for i in range(len(self.shape))
+        )
+        await self.setitem(append_selection, data)
+
+        return new_shape
 
     async def update_attributes(self, new_attributes: dict[str, JSON]) -> Self:
         # metadata.attributes is "frozen" so we simply clear and update the dict
@@ -1147,7 +1203,8 @@ async def info(self) -> None:
         raise NotImplementedError
 
 
-@dataclass(frozen=True)
+# TODO: Array can be a frozen data class again once property setters (e.g. shape) are removed
+@dataclass(frozen=False)
 class Array:
     """Instantiate an array from an initialized store."""
 
@@ -1297,6 +1354,11 @@ def shape(self) -> ChunkCoords:
         """
         return self._async_array.shape
 
+    @shape.setter
+    def shape(self, value: ChunkCoords) -> None:
+        """Sets the shape of the array by calling resize."""
+        self.resize(value)
+
     @property
     def chunks(self) -> ChunkCoords:
         """Returns a tuple of integers describing the length of each dimension of a chunk of the array.
@@ -2754,18 +2816,18 @@ def blocks(self) -> BlockIndex:
         :func:`set_block_selection` for documentation and examples."""
         return BlockIndex(self)
 
-    def resize(self, new_shape: ChunkCoords) -> Array:
+    def resize(self, new_shape: ShapeLike) -> None:
         """
         Change the shape of the array by growing or shrinking one or more
         dimensions.
 
-        This method does not modify the original Array object. Instead, it returns a new Array
-        with the specified shape.
+        Parameters
+        ----------
+        new_shape : tuple
+            New shape of the array.
 
         Notes
         -----
-        When resizing an array, the data are not rearranged in any way.
-
         If one or more dimensions are shrunk, any chunks falling outside the
         new array shape will be deleted from the underlying store.
         However, it is noteworthy that the chunks partially falling inside the new array
@@ -2778,7 +2840,6 @@ def resize(self, new_shape: ChunkCoords) -> Array:
         >>> import zarr
         >>> z = zarr.zeros(shape=(10000, 10000),
         >>>                chunk_shape=(1000, 1000),
-        >>>                store=StorePath(MemoryStore(mode="w")),
         >>>                dtype="i4",)
         >>> z.shape
         (10000, 10000)
@@ -2791,10 +2852,43 @@ def resize(self, new_shape: ChunkCoords) -> Array:
         >>> z2.shape
         (50, 50)
         """
-        resized = sync(self._async_array.resize(new_shape))
-        # TODO: remove this cast when type inference improves
-        _resized = cast(AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata], resized)
-        return type(self)(_resized)
+        sync(self._async_array.resize(new_shape))
+
+    def append(self, data: npt.ArrayLike, axis: int = 0) -> ChunkCoords:
+        """Append `data` to `axis`.
+
+        Parameters
+        ----------
+        data : array-like
+            Data to be appended.
+        axis : int
+            Axis along which to append.
+
+        Returns
+        -------
+        new_shape : tuple
+
+        Notes
+        -----
+        The size of all dimensions other than `axis` must match between this
+        array and `data`.
+
+        Examples
+        --------
+        >>> import numpy as np
+        >>> import zarr
+        >>> a = np.arange(10000000, dtype='i4').reshape(10000, 1000)
+        >>> z = zarr.array(a, chunks=(1000, 100))
+        >>> z.shape
+        (10000, 1000)
+        >>> z.append(a)
+        (20000, 1000)
+        >>> z.append(np.vstack([a, a]), axis=1)
+        (20000, 2000)
+        >>> z.shape
+        (20000, 2000)
+        """
+        return sync(self._async_array.append(data, axis=axis))
 
     def update_attributes(self, new_attributes: dict[str, JSON]) -> Array:
         # TODO: remove this cast when type inference improves
diff --git a/tests/test_array.py b/tests/test_array.py
index f182cb1a14..ae8e7f99c2 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -419,6 +419,194 @@ def test_update_attrs(zarr_format: int) -> None:
     assert arr2.attrs["foo"] == "bar"
 
 
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("zarr_format", [2, 3])
+def test_resize_1d(store: MemoryStore, zarr_format: int) -> None:
+    z = zarr.create(
+        shape=105, chunks=10, dtype="i4", fill_value=0, store=store, zarr_format=zarr_format
+    )
+    a = np.arange(105, dtype="i4")
+    z[:] = a
+    assert (105,) == z.shape
+    assert (105,) == z[:].shape
+    assert np.dtype("i4") == z.dtype
+    assert np.dtype("i4") == z[:].dtype
+    assert (10,) == z.chunks
+    np.testing.assert_array_equal(a, z[:])
+
+    z.resize(205)
+    assert (205,) == z.shape
+    assert (205,) == z[:].shape
+    assert np.dtype("i4") == z.dtype
+    assert np.dtype("i4") == z[:].dtype
+    assert (10,) == z.chunks
+    np.testing.assert_array_equal(a, z[:105])
+    np.testing.assert_array_equal(np.zeros(100, dtype="i4"), z[105:])
+
+    z.resize(55)
+    assert (55,) == z.shape
+    assert (55,) == z[:].shape
+    assert np.dtype("i4") == z.dtype
+    assert np.dtype("i4") == z[:].dtype
+    assert (10,) == z.chunks
+    np.testing.assert_array_equal(a[:55], z[:])
+
+    # via shape setter
+    new_shape = (105,)
+    z.shape = new_shape
+    assert new_shape == z.shape
+    assert new_shape == z[:].shape
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("zarr_format", [2, 3])
+def test_resize_2d(store: MemoryStore, zarr_format: int) -> None:
+    z = zarr.create(
+        shape=(105, 105),
+        chunks=(10, 10),
+        dtype="i4",
+        fill_value=0,
+        store=store,
+        zarr_format=zarr_format,
+    )
+    a = np.arange(105 * 105, dtype="i4").reshape((105, 105))
+    z[:] = a
+    assert (105, 105) == z.shape
+    assert (105, 105) == z[:].shape
+    assert np.dtype("i4") == z.dtype
+    assert np.dtype("i4") == z[:].dtype
+    assert (10, 10) == z.chunks
+    np.testing.assert_array_equal(a, z[:])
+
+    z.resize((205, 205))
+    assert (205, 205) == z.shape
+    assert (205, 205) == z[:].shape
+    assert np.dtype("i4") == z.dtype
+    assert np.dtype("i4") == z[:].dtype
+    assert (10, 10) == z.chunks
+    np.testing.assert_array_equal(a, z[:105, :105])
+    np.testing.assert_array_equal(np.zeros((100, 205), dtype="i4"), z[105:, :])
+    np.testing.assert_array_equal(np.zeros((205, 100), dtype="i4"), z[:, 105:])
+
+    z.resize((55, 55))
+    assert (55, 55) == z.shape
+    assert (55, 55) == z[:].shape
+    assert np.dtype("i4") == z.dtype
+    assert np.dtype("i4") == z[:].dtype
+    assert (10, 10) == z.chunks
+    np.testing.assert_array_equal(a[:55, :55], z[:])
+
+    z.resize((55, 1))
+    assert (55, 1) == z.shape
+    assert (55, 1) == z[:].shape
+    assert np.dtype("i4") == z.dtype
+    assert np.dtype("i4") == z[:].dtype
+    assert (10, 10) == z.chunks
+    np.testing.assert_array_equal(a[:55, :1], z[:])
+
+    z.resize((1, 55))
+    assert (1, 55) == z.shape
+    assert (1, 55) == z[:].shape
+    assert np.dtype("i4") == z.dtype
+    assert np.dtype("i4") == z[:].dtype
+    assert (10, 10) == z.chunks
+    np.testing.assert_array_equal(a[:1, :10], z[:, :10])
+    np.testing.assert_array_equal(np.zeros((1, 55 - 10), dtype="i4"), z[:, 10:55])
+
+    # via shape setter
+    new_shape = (105, 105)
+    z.shape = new_shape
+    assert new_shape == z.shape
+    assert new_shape == z[:].shape
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("zarr_format", [2, 3])
+def test_append_1d(store: MemoryStore, zarr_format: int) -> None:
+    a = np.arange(105)
+    z = zarr.create(shape=a.shape, chunks=10, dtype=a.dtype, store=store, zarr_format=zarr_format)
+    z[:] = a
+    assert a.shape == z.shape
+    assert a.dtype == z.dtype
+    assert (10,) == z.chunks
+    np.testing.assert_array_equal(a, z[:])
+
+    b = np.arange(105, 205)
+    e = np.append(a, b)
+    assert z.shape == (105,)
+    z.append(b)
+    assert e.shape == z.shape
+    assert e.dtype == z.dtype
+    assert (10,) == z.chunks
+    np.testing.assert_array_equal(e, z[:])
+
+    # check append handles array-like
+    c = [1, 2, 3]
+    f = np.append(e, c)
+    z.append(c)
+    assert f.shape == z.shape
+    assert f.dtype == z.dtype
+    assert (10,) == z.chunks
+    np.testing.assert_array_equal(f, z[:])
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("zarr_format", [2, 3])
+def test_append_2d(store: MemoryStore, zarr_format: int) -> None:
+    a = np.arange(105 * 105, dtype="i4").reshape((105, 105))
+    z = zarr.create(
+        shape=a.shape, chunks=(10, 10), dtype=a.dtype, store=store, zarr_format=zarr_format
+    )
+    z[:] = a
+    assert a.shape == z.shape
+    assert a.dtype == z.dtype
+    assert (10, 10) == z.chunks
+    actual = z[:]
+    np.testing.assert_array_equal(a, actual)
+
+    b = np.arange(105 * 105, 2 * 105 * 105, dtype="i4").reshape((105, 105))
+    e = np.append(a, b, axis=0)
+    z.append(b)
+    assert e.shape == z.shape
+    assert e.dtype == z.dtype
+    assert (10, 10) == z.chunks
+    actual = z[:]
+    np.testing.assert_array_equal(e, actual)
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("zarr_format", [2, 3])
+def test_append_2d_axis(store: MemoryStore, zarr_format: int) -> None:
+    a = np.arange(105 * 105, dtype="i4").reshape((105, 105))
+    z = zarr.create(
+        shape=a.shape, chunks=(10, 10), dtype=a.dtype, store=store, zarr_format=zarr_format
+    )
+    z[:] = a
+    assert a.shape == z.shape
+    assert a.dtype == z.dtype
+    assert (10, 10) == z.chunks
+    np.testing.assert_array_equal(a, z[:])
+
+    b = np.arange(105 * 105, 2 * 105 * 105, dtype="i4").reshape((105, 105))
+    e = np.append(a, b, axis=1)
+    z.append(b, axis=1)
+    assert e.shape == z.shape
+    assert e.dtype == z.dtype
+    assert (10, 10) == z.chunks
+    np.testing.assert_array_equal(e, z[:])
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("zarr_format", [2, 3])
+def test_append_bad_shape(store: MemoryStore, zarr_format: int) -> None:
+    a = np.arange(100)
+    z = zarr.create(shape=a.shape, chunks=10, dtype=a.dtype, store=store, zarr_format=zarr_format)
+    z[:] = a
+    b = a.reshape(10, 10)
+    with pytest.raises(ValueError):
+        z.append(b)
+
+
 @pytest.mark.parametrize("order", ["C", "F", None])
 @pytest.mark.parametrize("zarr_format", [2, 3])
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
diff --git a/tests/test_codecs/test_codecs.py b/tests/test_codecs/test_codecs.py
index 7a5fb979a1..0f2f892915 100644
--- a/tests/test_codecs/test_codecs.py
+++ b/tests/test_codecs/test_codecs.py
@@ -371,8 +371,9 @@ async def test_resize(store: Store) -> None:
     assert await store.get(f"{path}/0.1", prototype=default_buffer_prototype()) is not None
     assert await store.get(f"{path}/1.0", prototype=default_buffer_prototype()) is not None
 
-    a = await a.resize((10, 12))
+    await a.resize((10, 12))
     assert a.metadata.shape == (10, 12)
+    assert a.shape == (10, 12)
     assert await store.get(f"{path}/0.0", prototype=default_buffer_prototype()) is not None
     assert await store.get(f"{path}/0.1", prototype=default_buffer_prototype()) is not None
     assert await store.get(f"{path}/1.0", prototype=default_buffer_prototype()) is None

From bc588a760a804f783c4242d4435863a43a5f3f9f Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Wed, 23 Oct 2024 13:30:49 -0600
Subject: [PATCH 0811/1078] Fix JSON encoding of complex fill values (#2432)

* Fix JSON encoding of complex fill values

We were not replacing NaNs and Infs with the string versions.

* Fix decoding of complex fill values

* try excluding `math.inf`

* Check complex numbers explicitly

* Update src/zarr/core/metadata/v3.py
---
 src/zarr/core/metadata/v3.py | 26 ++++++++++++++++++++++----
 tests/test_array.py          | 23 +++++++++++++++++++++++
 2 files changed, 45 insertions(+), 4 deletions(-)

diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 6b6f28dd96..7a38e9fd70 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -43,6 +43,13 @@
 
 DEFAULT_DTYPE = "float64"
 
+# Keep in sync with _replace_special_floats
+SPECIAL_FLOATS_ENCODED = {
+    "Infinity": np.inf,
+    "-Infinity": -np.inf,
+    "NaN": np.nan,
+}
+
 
 def parse_zarr_format(data: object) -> Literal[3]:
     if data == 3:
@@ -149,7 +156,7 @@ def default(self, o: object) -> Any:
                 if isinstance(out, complex):
                     # python complex types are not JSON serializable, so we use the
                     # serialization defined in the zarr v3 spec
-                    return [out.real, out.imag]
+                    return _replace_special_floats([out.real, out.imag])
                 elif np.isnan(out):
                     return "NaN"
                 elif np.isinf(out):
@@ -447,8 +454,11 @@ def parse_fill_value(
     if isinstance(fill_value, Sequence) and not isinstance(fill_value, str):
         if data_type in (DataType.complex64, DataType.complex128):
             if len(fill_value) == 2:
+                decoded_fill_value = tuple(
+                    SPECIAL_FLOATS_ENCODED.get(value, value) for value in fill_value
+                )
                 # complex datatypes serialize to JSON arrays with two elements
-                return np_dtype.type(complex(*fill_value))
+                return np_dtype.type(complex(*decoded_fill_value))
             else:
                 msg = (
                     f"Got an invalid fill value for complex data type {data_type.value}."
@@ -475,12 +485,20 @@ def parse_fill_value(
         pass
     elif fill_value in ["Infinity", "-Infinity"] and not np.isfinite(casted_value):
         pass
-    elif np_dtype.kind in "cf":
+    elif np_dtype.kind == "f":
         # float comparison is not exact, especially when dtype <float64
-        # so we us np.isclose for this comparison.
+        # so we use np.isclose for this comparison.
         # this also allows us to compare nan fill_values
         if not np.isclose(fill_value, casted_value, equal_nan=True):
             raise ValueError(f"fill value {fill_value!r} is not valid for dtype {data_type}")
+    elif np_dtype.kind == "c":
+        # confusingly np.isclose(np.inf, np.inf + 0j) is False on numpy<2, so compare real and imag parts
+        # explicitly.
+        if not (
+            np.isclose(np.real(fill_value), np.real(casted_value), equal_nan=True)
+            and np.isclose(np.imag(fill_value), np.imag(casted_value), equal_nan=True)
+        ):
+            raise ValueError(f"fill value {fill_value!r} is not valid for dtype {data_type}")
     else:
         if fill_value != casted_value:
             raise ValueError(f"fill value {fill_value!r} is not valid for dtype {data_type}")
diff --git a/tests/test_array.py b/tests/test_array.py
index ae8e7f99c2..6451c7fe5e 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -1,3 +1,5 @@
+import json
+import math
 import pickle
 from itertools import accumulate
 from typing import Any, Literal
@@ -9,6 +11,7 @@
 from zarr import Array, AsyncArray, Group
 from zarr.codecs import BytesCodec, VLenBytesCodec
 from zarr.core.array import chunks_initialized
+from zarr.core.buffer import default_buffer_prototype
 from zarr.core.buffer.cpu import NDBuffer
 from zarr.core.common import JSON, MemoryOrder, ZarrFormat
 from zarr.core.group import AsyncGroup
@@ -624,3 +627,23 @@ def test_array_create_order(
         assert vals.flags.f_contiguous
     else:
         raise AssertionError
+
+
+@pytest.mark.parametrize(
+    ("fill_value", "expected"),
+    [
+        (np.nan * 1j, ["NaN", "NaN"]),
+        (np.nan, ["NaN", 0.0]),
+        (np.inf, ["Infinity", 0.0]),
+        (np.inf * 1j, ["NaN", "Infinity"]),
+        (-np.inf, ["-Infinity", 0.0]),
+        (math.inf, ["Infinity", 0.0]),
+    ],
+)
+async def test_special_complex_fill_values_roundtrip(fill_value: Any, expected: list[Any]) -> None:
+    store = MemoryStore({}, mode="w")
+    Array.create(store=store, shape=(1,), dtype=np.complex64, fill_value=fill_value)
+    content = await store.get("zarr.json", prototype=default_buffer_prototype())
+    assert content is not None
+    actual = json.loads(content.to_bytes())
+    assert actual["fill_value"] == expected

From 87ca1508f8c362a91e29ad7aa0759ab26047c792 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Thu, 24 Oct 2024 22:44:30 +0200
Subject: [PATCH 0812/1078] support zero-sized chunks (#2434)

* support zero-sized chunks

* fix imports

* add min_side=0 to testing strategies

* fix property tests

---------

Co-authored-by: Deepak Cherian <deepak@cherian.net>
---
 src/zarr/core/indexing.py      |  4 +++-
 src/zarr/testing/strategies.py | 15 +++++++++++----
 tests/test_indexing.py         | 10 +++++++++-
 tests/test_properties.py       |  6 ++++--
 4 files changed, 27 insertions(+), 8 deletions(-)

diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index f1d5fd16d1..1873d5c83c 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -94,6 +94,8 @@ def __iter__(self) -> Iterator[ChunkProjection]: ...
 
 
 def ceildiv(a: float, b: float) -> int:
+    if a == 0:
+        return 0
     return math.ceil(a / b)
 
 
@@ -374,7 +376,7 @@ def __init__(self, dim_sel: slice, dim_len: int, dim_chunk_len: int) -> None:
 
     def __iter__(self) -> Iterator[ChunkDimProjection]:
         # figure out the range of chunks we need to visit
-        dim_chunk_ix_from = self.start // self.dim_chunk_len
+        dim_chunk_ix_from = 0 if self.start == 0 else self.start // self.dim_chunk_len
         dim_chunk_ix_to = ceildiv(self.stop, self.dim_chunk_len)
 
         # iterate over chunks in range
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 2c17fbf79d..c82e168cf1 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -65,7 +65,7 @@ def v2_dtypes() -> st.SearchStrategy[np.dtype]:
 stores = st.builds(MemoryStore, st.just({}), mode=st.just("w"))
 compressors = st.sampled_from([None, "default"])
 zarr_formats: st.SearchStrategy[Literal[2, 3]] = st.sampled_from([2, 3])
-array_shapes = npst.array_shapes(max_dims=4)
+array_shapes = npst.array_shapes(max_dims=4, min_side=0)
 
 
 @st.composite  # type: ignore[misc]
@@ -85,7 +85,7 @@ def numpy_arrays(
 @st.composite  # type: ignore[misc]
 def np_array_and_chunks(
     draw: st.DrawFn, *, arrays: st.SearchStrategy[np.ndarray] = numpy_arrays
-) -> tuple[np.ndarray, tuple[int]]:  # type: ignore[type-arg]
+) -> tuple[np.ndarray, tuple[int, ...]]:  # type: ignore[type-arg]
     """A hypothesis strategy to generate small sized random arrays.
 
     Returns: a tuple of the array and a suitable random chunking for it.
@@ -93,9 +93,16 @@ def np_array_and_chunks(
     array = draw(arrays)
     # We want this strategy to shrink towards arrays with smaller number of chunks
     # 1. st.integers() shrinks towards smaller values. So we use that to generate number of chunks
-    numchunks = draw(st.tuples(*[st.integers(min_value=1, max_value=size) for size in array.shape]))
+    numchunks = draw(
+        st.tuples(
+            *[st.integers(min_value=0 if size == 0 else 1, max_value=size) for size in array.shape]
+        )
+    )
     # 2. and now generate the chunks tuple
-    chunks = tuple(size // nchunks for size, nchunks in zip(array.shape, numchunks, strict=True))
+    chunks = tuple(
+        size // nchunks if nchunks > 0 else 0
+        for size, nchunks in zip(array.shape, numchunks, strict=True)
+    )
     return (array, chunks)
 
 
diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index b3a1990686..2c51f3da3a 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -11,6 +11,7 @@
 from numpy.testing import assert_array_equal
 
 import zarr
+from zarr import Array
 from zarr.core.buffer import BufferPrototype, default_buffer_prototype
 from zarr.core.indexing import (
     BasicSelection,
@@ -31,7 +32,6 @@
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator
 
-    from zarr.core.array import Array
     from zarr.core.buffer.core import Buffer
     from zarr.core.common import ChunkCoords
 
@@ -1927,3 +1927,11 @@ def test_indexing_with_zarr_array(store: StorePath) -> None:
 
     assert_array_equal(a[ii], za[zii])
     assert_array_equal(a[ii], za.oindex[zii])
+
+
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
+@pytest.mark.parametrize("shape", [(0, 2, 3), (0), (3, 0)])
+def test_zero_sized_chunks(store: StorePath, shape: list[int]) -> None:
+    z = Array.create(store=store, shape=shape, chunk_shape=shape, zarr_format=3, dtype="f8")
+    z[...] = 42
+    assert_array_equal(z[...], np.zeros(shape, dtype="f8"))
diff --git a/tests/test_properties.py b/tests/test_properties.py
index 380a4d851e..f70753ceb5 100644
--- a/tests/test_properties.py
+++ b/tests/test_properties.py
@@ -6,7 +6,7 @@
 
 import hypothesis.extra.numpy as npst  # noqa: E402
 import hypothesis.strategies as st  # noqa: E402
-from hypothesis import given  # noqa: E402
+from hypothesis import assume, given  # noqa: E402
 
 from zarr.testing.strategies import arrays, basic_indices, numpy_arrays, zarr_formats  # noqa: E402
 
@@ -35,11 +35,13 @@ def test_basic_indexing(data: st.DataObject) -> None:
 @given(data=st.data())
 def test_vindex(data: st.DataObject) -> None:
     zarray = data.draw(arrays())
+    # integer_array_indices can't handle 0-size dimensions.
+    assume(all(s > 0 for s in zarray.shape))
     nparray = zarray[:]
 
     indexer = data.draw(
         npst.integer_array_indices(
-            shape=nparray.shape, result_shape=npst.array_shapes(max_dims=None)
+            shape=nparray.shape, result_shape=npst.array_shapes(min_side=1, max_dims=None)
         )
     )
     actual = zarray.vindex[indexer]

From 109f71f6ddec95e2eba034646c582885ad2bb44b Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Fri, 25 Oct 2024 00:47:57 +0200
Subject: [PATCH 0813/1078] Refactors v2 codec handling (#2425)

* refactors codec pipeline for v2

* async

* rm ensure_bytes
---
 src/zarr/codecs/_v2.py | 115 +++++++++++++++++------------------------
 src/zarr/core/array.py |   7 ++-
 tests/test_v2.py       |   9 ++++
 3 files changed, 60 insertions(+), 71 deletions(-)

diff --git a/src/zarr/codecs/_v2.py b/src/zarr/codecs/_v2.py
index 0f50264be8..30504ad204 100644
--- a/src/zarr/codecs/_v2.py
+++ b/src/zarr/codecs/_v2.py
@@ -5,20 +5,21 @@
 from typing import TYPE_CHECKING
 
 import numcodecs
-from numcodecs.compat import ensure_bytes, ensure_ndarray
+from numcodecs.compat import ensure_ndarray_like
 
-from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec
-from zarr.core.buffer import Buffer, NDBuffer, default_buffer_prototype
+from zarr.abc.codec import ArrayBytesCodec
 from zarr.registry import get_ndbuffer_class
 
 if TYPE_CHECKING:
     import numcodecs.abc
 
     from zarr.core.array_spec import ArraySpec
+    from zarr.core.buffer import Buffer, NDBuffer
 
 
 @dataclass(frozen=True)
-class V2Compressor(ArrayBytesCodec):
+class V2Codec(ArrayBytesCodec):
+    filters: tuple[numcodecs.abc.Codec, ...] | None
     compressor: numcodecs.abc.Codec | None
 
     is_fixed_size = False
@@ -28,81 +29,61 @@ async def _decode_single(
         chunk_bytes: Buffer,
         chunk_spec: ArraySpec,
     ) -> NDBuffer:
-        if self.compressor is not None:
-            chunk_numpy_array = ensure_ndarray(
-                await asyncio.to_thread(self.compressor.decode, chunk_bytes.as_array_like())
-            )
+        cdata = chunk_bytes.as_array_like()
+        # decompress
+        if self.compressor:
+            chunk = await asyncio.to_thread(self.compressor.decode, cdata)
         else:
-            chunk_numpy_array = ensure_ndarray(chunk_bytes.as_array_like())
+            chunk = cdata
+
+        # apply filters
+        if self.filters:
+            for f in reversed(self.filters):
+                chunk = await asyncio.to_thread(f.decode, chunk)
+
+        # view as numpy array with correct dtype
+        chunk = ensure_ndarray_like(chunk)
+        # special case object dtype, because incorrect handling can lead to
+        # segfaults and other bad things happening
+        if chunk_spec.dtype != object:
+            chunk = chunk.view(chunk_spec.dtype)
+        elif chunk.dtype != object:
+            # If we end up here, someone must have hacked around with the filters.
+            # We cannot deal with object arrays unless there is an object
+            # codec in the filter chain, i.e., a filter that converts from object
+            # array to something else during encoding, and converts back to object
+            # array during decoding.
+            raise RuntimeError("cannot read object array without object codec")
 
-        # ensure correct dtype
-        if str(chunk_numpy_array.dtype) != chunk_spec.dtype and not chunk_spec.dtype.hasobject:
-            chunk_numpy_array = chunk_numpy_array.view(chunk_spec.dtype)
+        # ensure correct chunk shape
+        chunk = chunk.reshape(-1, order="A")
+        chunk = chunk.reshape(chunk_spec.shape, order=chunk_spec.order)
 
-        return get_ndbuffer_class().from_numpy_array(chunk_numpy_array)
+        return get_ndbuffer_class().from_ndarray_like(chunk)
 
     async def _encode_single(
-        self,
-        chunk_array: NDBuffer,
-        _chunk_spec: ArraySpec,
-    ) -> Buffer | None:
-        chunk_numpy_array = chunk_array.as_numpy_array()
-        if self.compressor is not None:
-            if (
-                not chunk_numpy_array.flags.c_contiguous
-                and not chunk_numpy_array.flags.f_contiguous
-            ):
-                chunk_numpy_array = chunk_numpy_array.copy(order="A")
-            encoded_chunk_bytes = ensure_bytes(
-                await asyncio.to_thread(self.compressor.encode, chunk_numpy_array)
-            )
-        else:
-            encoded_chunk_bytes = ensure_bytes(chunk_numpy_array)
-
-        return default_buffer_prototype().buffer.from_bytes(encoded_chunk_bytes)
-
-    def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec) -> int:
-        raise NotImplementedError
-
-
-@dataclass(frozen=True)
-class V2Filters(ArrayArrayCodec):
-    filters: tuple[numcodecs.abc.Codec, ...] | None
-
-    is_fixed_size = False
-
-    async def _decode_single(
         self,
         chunk_array: NDBuffer,
         chunk_spec: ArraySpec,
-    ) -> NDBuffer:
-        chunk_ndarray = chunk_array.as_ndarray_like()
-        # apply filters in reverse order
-        if self.filters is not None:
-            for filter in self.filters[::-1]:
-                chunk_ndarray = await asyncio.to_thread(filter.decode, chunk_ndarray)
-
-        # ensure correct chunk shape
-        if chunk_ndarray.shape != chunk_spec.shape:
-            chunk_ndarray = chunk_ndarray.reshape(
-                chunk_spec.shape,
-                order=chunk_spec.order,
-            )
+    ) -> Buffer | None:
+        chunk = chunk_array.as_ndarray_like()
 
-        return get_ndbuffer_class().from_ndarray_like(chunk_ndarray)
+        # apply filters
+        if self.filters:
+            for f in self.filters:
+                chunk = await asyncio.to_thread(f.encode, chunk)
 
-    async def _encode_single(
-        self,
-        chunk_array: NDBuffer,
-        chunk_spec: ArraySpec,
-    ) -> NDBuffer | None:
-        chunk_ndarray = chunk_array.as_ndarray_like().ravel(order=chunk_spec.order)
+        # check object encoding
+        if ensure_ndarray_like(chunk).dtype == object:
+            raise RuntimeError("cannot write object array without object codec")
 
-        if self.filters is not None:
-            for filter in self.filters:
-                chunk_ndarray = await asyncio.to_thread(filter.encode, chunk_ndarray)
+        # compress
+        if self.compressor:
+            cdata = await asyncio.to_thread(self.compressor.encode, chunk)
+        else:
+            cdata = chunk
 
-        return get_ndbuffer_class().from_ndarray_like(chunk_ndarray)
+        return chunk_spec.prototype.buffer.from_bytes(cdata)
 
     def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         raise NotImplementedError
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 8c4d797e9a..a4b86b85ae 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -13,7 +13,7 @@
 from zarr._compat import _deprecate_positional_args
 from zarr.abc.store import Store, set_or_delete
 from zarr.codecs import _get_default_array_bytes_codec
-from zarr.codecs._v2 import V2Compressor, V2Filters
+from zarr.codecs._v2 import V2Codec
 from zarr.core.attributes import Attributes
 from zarr.core.buffer import (
     BufferPrototype,
@@ -118,9 +118,8 @@ def create_codec_pipeline(metadata: ArrayMetadata) -> CodecPipeline:
     if isinstance(metadata, ArrayV3Metadata):
         return get_pipeline_class().from_codecs(metadata.codecs)
     elif isinstance(metadata, ArrayV2Metadata):
-        return get_pipeline_class().from_codecs(
-            [V2Filters(metadata.filters), V2Compressor(metadata.compressor)]
-        )
+        v2_codec = V2Codec(filters=metadata.filters, compressor=metadata.compressor)
+        return get_pipeline_class().from_codecs([v2_codec])
     else:
         raise TypeError
 
diff --git a/tests/test_v2.py b/tests/test_v2.py
index 439b15b64c..3dd17848fb 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -121,3 +121,12 @@ async def test_create_dtype_str(dtype: Any) -> None:
     arr[:] = ["a", "bb", "ccc"]
     result = arr[:]
     np.testing.assert_array_equal(result, np.array(["a", "bb", "ccc"], dtype="object"))
+
+
+@pytest.mark.parametrize("filters", [[], [numcodecs.Delta(dtype="<i4")], [numcodecs.Zlib(level=2)]])
+def test_v2_filters_codecs(filters: Any) -> None:
+    array_fixture = [42]
+    arr = zarr.create(shape=1, dtype="<i4", zarr_format=2, filters=filters)
+    arr[:] = array_fixture
+    result = arr[:]
+    np.testing.assert_array_equal(result, array_fixture)

From f4af51c6433b826147f32655618e12c6a166f83b Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 24 Oct 2024 15:51:47 -0700
Subject: [PATCH 0814/1078] feature(group): add group setitem api (#2393)

* feature(group): add group setitem api

* arrays proxy

* rollback to simple version

* rollback deprecation

* rollback ...

* Update tests/test_group.py
---
 src/zarr/api/asynchronous.py |  8 ++++++--
 src/zarr/core/group.py       | 24 ++++++++++++++++++++++--
 src/zarr/storage/zip.py      |  5 ++++-
 tests/test_group.py          | 21 +++++++++++++++++++--
 4 files changed, 51 insertions(+), 7 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 680433565e..cd8c3543ca 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -396,12 +396,16 @@ async def save_array(
 
     mode = kwargs.pop("mode", None)
     store_path = await make_store_path(store, path=path, mode=mode, storage_options=storage_options)
+    if np.isscalar(arr):
+        arr = np.array(arr)
+    shape = arr.shape
+    chunks = getattr(arr, "chunks", None)  # for array-likes with chunks attribute
     new = await AsyncArray.create(
         store_path,
         zarr_format=zarr_format,
-        shape=arr.shape,
+        shape=shape,
         dtype=arr.dtype,
-        chunks=arr.shape,
+        chunks=chunks,
         **kwargs,
     )
     await new.setitem(slice(None), arr)
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 6e54b7ec9b..46f37700eb 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -600,6 +600,23 @@ def from_dict(
             store_path=store_path,
         )
 
+    async def setitem(self, key: str, value: Any) -> None:
+        """Fastpath for creating a new array
+
+        New arrays will be created with default array settings for the array type.
+
+        Parameters
+        ----------
+        key : str
+            Array name
+        value : array-like
+            Array data
+        """
+        path = self.store_path / key
+        await async_api.save_array(
+            store=path, arr=value, zarr_format=self.metadata.zarr_format, exists_ok=True
+        )
+
     async def getitem(
         self,
         key: str,
@@ -1394,8 +1411,11 @@ def __len__(self) -> int:
         return self.nmembers()
 
     def __setitem__(self, key: str, value: Any) -> None:
-        """__setitem__ is not supported in v3"""
-        raise NotImplementedError
+        """Fastpath for creating a new array.
+
+        New arrays will be created using default settings for the array type.
+        """
+        self._sync(self._async_group.setitem(key, value))
 
     def __repr__(self) -> str:
         return f"<Group {self.store_path}>"
diff --git a/src/zarr/storage/zip.py b/src/zarr/storage/zip.py
index 204a381bdb..d9e1aa1300 100644
--- a/src/zarr/storage/zip.py
+++ b/src/zarr/storage/zip.py
@@ -219,7 +219,10 @@ async def set_if_not_exists(self, key: str, value: Buffer) -> None:
 
     async def delete(self, key: str) -> None:
         # docstring inherited
-        raise NotImplementedError
+        # we choose to only raise NotImplementedError here if the key exists
+        # this allows the array/group APIs to avoid the overhead of existence checks
+        if await self.exists(key):
+            raise NotImplementedError
 
     async def exists(self, key: str) -> bool:
         # docstring inherited
diff --git a/tests/test_group.py b/tests/test_group.py
index 21e4ef4e50..bcdc6ff0da 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -427,8 +427,25 @@ def test_group_setitem(store: Store, zarr_format: ZarrFormat) -> None:
     Test the `Group.__setitem__` method.
     """
     group = Group.from_store(store, zarr_format=zarr_format)
-    with pytest.raises(NotImplementedError):
-        group["key"] = 10
+    arr = np.ones((2, 4))
+    group["key"] = arr
+    assert list(group.array_keys()) == ["key"]
+    assert group["key"].shape == (2, 4)
+    np.testing.assert_array_equal(group["key"][:], arr)
+
+    if store.supports_deletes:
+        key = "key"
+    else:
+        # overwriting with another array requires deletes
+        # for stores that don't support this, we just use a new key
+        key = "key2"
+
+    # overwrite with another array
+    arr = np.zeros((3, 5))
+    group[key] = arr
+    assert key in list(group.array_keys())
+    assert group[key].shape == (3, 5)
+    np.testing.assert_array_equal(group[key], arr)
 
 
 def test_group_contains(store: Store, zarr_format: ZarrFormat) -> None:

From 4a3bbf1cbb89e90ea9ca4d6d75dae23ed4b957c9 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 24 Oct 2024 16:27:41 -0700
Subject: [PATCH 0815/1078] test(ci): test on windows and osx (#2431)

* test(ci): test on windows and osx

* add os to name

* bail on making np upper bound super flexible

* remove lmdb

* remove types-redis

* fixup

* tweak timeout

* to_posix in LocalStore

* no mo windows

* Update src/zarr/storage/local.py

* Update .github/workflows/test.yml

* style: pre-commit fixes

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .github/workflows/gpu_test.yml    |  2 +-
 .github/workflows/hypothesis.yaml |  2 +-
 .github/workflows/test.yml        | 25 ++++++++++++++++++++++---
 .pre-commit-config.yaml           |  2 --
 pyproject.toml                    | 11 ++++-------
 src/zarr/storage/local.py         | 12 +++++++-----
 tests/test_sync.py                |  4 ++--
 7 files changed, 37 insertions(+), 21 deletions(-)

diff --git a/.github/workflows/gpu_test.yml b/.github/workflows/gpu_test.yml
index f9e36e9c2e..0403a9c06e 100644
--- a/.github/workflows/gpu_test.yml
+++ b/.github/workflows/gpu_test.yml
@@ -25,7 +25,7 @@ jobs:
     strategy:
       matrix:
         python-version: ['3.11']
-        numpy-version: ['2.0']
+        numpy-version: ['2.1']
         dependency-set: ["minimal"]
 
     steps:
diff --git a/.github/workflows/hypothesis.yaml b/.github/workflows/hypothesis.yaml
index 85d48bddb1..1029063ef4 100644
--- a/.github/workflows/hypothesis.yaml
+++ b/.github/workflows/hypothesis.yaml
@@ -26,7 +26,7 @@ jobs:
     strategy:
       matrix:
         python-version: ['3.11']
-        numpy-version: ['1.26']
+        numpy-version: ['2.1']
         dependency-set: ["optional"]
 
     steps:
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index d32f6f793c..2866ed4b85 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -16,14 +16,33 @@ concurrency:
 
 jobs:
   test:
-    name: py=${{ matrix.python-version }}, np=${{ matrix.numpy-version }}, deps=${{ matrix.dependency-set }}
+    name: os=${{ matrix.os }}, py=${{ matrix.python-version }}, np=${{ matrix.numpy-version }}, deps=${{ matrix.dependency-set }}
 
-    runs-on: ubuntu-latest
     strategy:
       matrix:
         python-version: ['3.11', '3.12', '3.13']
-        numpy-version: ['1.25', '1.26', '2.0']
+        numpy-version: ['1.25', '2.1']
         dependency-set: ["minimal", "optional"]
+        os: ["ubuntu-latest"]
+        include:
+          - python-version: '3.11'
+            numpy-version: '1.25'
+            dependency-set: 'optional'
+            os: 'macos-latest'
+          - python-version: '3.13'
+            numpy-version: '2.1'
+            dependency-set: 'optional'
+            os: 'macos-latest'
+          # https://github.com/zarr-developers/zarr-python/issues/2438
+          # - python-version: '3.11'
+          #   numpy-version: '1.25'
+          #   dependency-set: 'optional'
+          #   os: 'windows-latest'
+          # - python-version: '3.13'
+          #   numpy-version: '2.1'
+          #   dependency-set: 'optional'
+          #   os: 'windows-latest'
+    runs-on: ${{ matrix.os }}
 
     steps:
     - uses: actions/checkout@v4
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 55488c2372..40cddb50cd 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -37,8 +37,6 @@ repos:
           - universal-pathlib
           # Tests
           - pytest
-          # Zarr v2
-          - types-redis
   - repo: https://github.com/scientific-python/cookie
     rev: 2024.08.19
     hooks:
diff --git a/pyproject.toml b/pyproject.toml
index ef2ccd9469..7be1999480 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -61,7 +61,6 @@ test = [
     "pytest",
     "pytest-cov",
     "msgpack",
-    "lmdb",
     "s3fs",
     "pytest-asyncio",
     "moto[s3]",
@@ -92,13 +91,11 @@ docs = [
     'numpydoc',
     'numcodecs[msgpack]',
     'msgpack',
-    'lmdb',
 ]
 extra = [
     'msgpack',
 ]
 optional = [
-    'lmdb',
     'universal-pathlib>=0.0.22',
 ]
 
@@ -135,17 +132,17 @@ features = ["test", "extra"]
 
 [[tool.hatch.envs.test.matrix]]
 python = ["3.11", "3.12", "3.13"]
-numpy = ["1.25", "1.26", "2.0"]
+numpy = ["1.25", "2.1"]
 version = ["minimal"]
 
 [[tool.hatch.envs.test.matrix]]
 python = ["3.11", "3.12", "3.13"]
-numpy = ["1.25", "1.26", "2.0"]
+numpy = ["1.25", "2.1"]
 features = ["optional"]
 
 [[tool.hatch.envs.test.matrix]]
 python = ["3.11", "3.12", "3.13"]
-numpy = ["1.25", "1.26", "2.0"]
+numpy = ["1.25", "2.1"]
 features = ["gpu"]
 
 [tool.hatch.envs.test.scripts]
@@ -166,7 +163,7 @@ features = ["test", "extra", "gpu"]
 
 [[tool.hatch.envs.gputest.matrix]]
 python = ["3.11", "3.12", "3.13"]
-numpy = ["1.25", "1.26", "2.0"]
+numpy = ["1.25", "2.1"]
 version = ["minimal"]
 
 [tool.hatch.envs.gputest.scripts]
diff --git a/src/zarr/storage/local.py b/src/zarr/storage/local.py
index 5c03009a97..ba13c2c661 100644
--- a/src/zarr/storage/local.py
+++ b/src/zarr/storage/local.py
@@ -219,17 +219,19 @@ async def exists(self, key: str) -> bool:
 
     async def list(self) -> AsyncGenerator[str, None]:
         # docstring inherited
-        to_strip = str(self.root) + "/"
+        to_strip = self.root.as_posix() + "/"
         for p in list(self.root.rglob("*")):
             if p.is_file():
-                yield str(p).replace(to_strip, "")
+                yield p.as_posix().replace(to_strip, "")
 
     async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
         # docstring inherited
-        to_strip = os.path.join(str(self.root / prefix))
+        to_strip = (
+            (self.root / prefix).as_posix() + "/"
+        )  # TODO: fixme in https://github.com/zarr-developers/zarr-python/issues/2438
         for p in (self.root / prefix).rglob("*"):
             if p.is_file():
-                yield str(p.relative_to(to_strip))
+                yield p.as_posix().replace(to_strip, "")
 
     async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         # docstring inherited
@@ -239,6 +241,6 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         try:
             key_iter = base.iterdir()
             for key in key_iter:
-                yield str(key).replace(to_strip, "")
+                yield key.as_posix().replace(to_strip, "")
         except (FileNotFoundError, NotADirectoryError):
             pass
diff --git a/tests/test_sync.py b/tests/test_sync.py
index 20dbf33d95..a6216a4852 100644
--- a/tests/test_sync.py
+++ b/tests/test_sync.py
@@ -61,13 +61,13 @@ def test_sync_raises(sync_loop: asyncio.AbstractEventLoop | None) -> None:
 
 
 def test_sync_timeout() -> None:
-    duration = 0.002
+    duration = 0.02
 
     async def foo() -> None:
         await asyncio.sleep(duration)
 
     with pytest.raises(asyncio.TimeoutError):
-        sync(foo(), timeout=duration / 2)
+        sync(foo(), timeout=duration / 10)
 
 
 def test_sync_raises_if_no_coroutine(sync_loop: asyncio.AbstractEventLoop | None) -> None:

From c8cd1479436c5cc6707e2a475bbaa17f11cc2afa Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 28 Oct 2024 08:49:25 +0000
Subject: [PATCH 0816/1078] Bump sphinx-autoapi from 3.3.2 to 3.3.3 in the
 requirements group (#2441)

Bumps the requirements group with 1 update: [sphinx-autoapi](https://github.com/readthedocs/sphinx-autoapi).


Updates `sphinx-autoapi` from 3.3.2 to 3.3.3
- [Release notes](https://github.com/readthedocs/sphinx-autoapi/releases)
- [Changelog](https://github.com/readthedocs/sphinx-autoapi/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/readthedocs/sphinx-autoapi/compare/v3.3.2...v3.3.3)

---
updated-dependencies:
- dependency-name: sphinx-autoapi
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: requirements
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 7be1999480..bb9fa4df85 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -83,7 +83,7 @@ gpu = [
 docs = [
     'sphinx==8.1.3',
     'sphinx-autobuild>=2021.3.14',
-    'sphinx-autoapi==3.3.2',
+    'sphinx-autoapi==3.3.3',
     'sphinx_design',
     'sphinx-issues',
     'sphinx-copybutton',

From 4c3081c9b4678d1de438e0d2ee8e0fa368a61f17 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 28 Oct 2024 18:33:14 -0700
Subject: [PATCH 0817/1078] chore: update pre-commit hooks (#2443)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.7.0 → v0.7.1](https://github.com/astral-sh/ruff-pre-commit/compare/v0.7.0...v0.7.1)
- [github.com/pre-commit/mirrors-mypy: v1.12.1 → v1.13.0](https://github.com/pre-commit/mirrors-mypy/compare/v1.12.1...v1.13.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 40cddb50cd..d6df002fb9 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.7.0
+    rev: v0.7.1
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
@@ -22,7 +22,7 @@ repos:
     hooks:
     - id: check-yaml
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.12.1
+    rev: v1.13.0
     hooks:
       - id: mypy
         files: src|tests

From 0f56ac218dc81412749f8e7596bb637db20d329b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 4 Nov 2024 09:27:06 -0800
Subject: [PATCH 0818/1078] Bump pypa/gh-action-pypi-publish in the actions
 group (#2457)

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.10.3 to 1.11.0
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.3...v1.11.0)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index bab53958dc..bb24f0eb78 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -55,7 +55,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.10.3
+      - uses: pypa/gh-action-pypi-publish@v1.11.0
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From a82d0476656cd2de12145abd899c81eb8c726ed3 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Mon, 4 Nov 2024 11:45:57 -0600
Subject: [PATCH 0819/1078] Make AsyncArray.nchunks_initialized async (#2449)

* Make AsyncArray.nchunks_initialized async

This changes the API of AysncArray.nchunks_initialized to
change it from a property to an async function. The motivation
here comes from

1. general cleanliness (a property access calling async functions doing
   I/O feels a bit wrong)
2. Work on Array.info, where I hit a strange error, I think from jumping
   from a

   - sync Array.info_complete ->
   - async AsyncArray.info_complete ->
   - sync AsyncArray.nchunks_initialzed ->
   - sync collect_aiterator (async list_prefix)

   With this change, we'll be able to jump from sync to async just once
   at the boundary.

```
  File "/Users/tom/gh/zarr-developers/zarr-python/src/zarr/core/array.py", line 3011, in info_complete
    return sync(self._async_array.info_complete())
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/tom/gh/zarr-developers/zarr-python/src/zarr/core/sync.py", line 141, in sync
    raise return_result
  File "/Users/tom/gh/zarr-developers/zarr-python/src/zarr/core/sync.py", line 100, in _runner
    return await coro
           ^^^^^^^^^^
  File "/Users/tom/gh/zarr-developers/zarr-python/src/zarr/core/array.py", line 1223, in info_complete
    "count_chunks_initialized": self.nchunks_initialized,  # this should be async?
                                ^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/tom/gh/zarr-developers/zarr-python/src/zarr/core/array.py", line 844, in nchunks_initialized
    return nchunks_initialized(self)
           ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/tom/gh/zarr-developers/zarr-python/src/zarr/core/array.py", line 3035, in nchunks_initialized
    return len(chunks_initialized(array))
               ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/tom/gh/zarr-developers/zarr-python/src/zarr/core/array.py", line 3061, in chunks_initialized
    collect_aiterator(array.store_path.store.list_prefix(prefix=array.store_path.path))
  File "/Users/tom/gh/zarr-developers/zarr-python/src/zarr/core/sync.py", line 178, in collect_aiterator
    return sync(_collect_aiterator(data))
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/tom/gh/zarr-developers/zarr-python/src/zarr/core/sync.py", line 128, in sync
    raise SyncError("Calling sync() from within a running loop")
zarr.core.sync.SyncError: Calling sync() from within a running loop
```

* fixup

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 src/zarr/core/array.py | 89 +++++++++++++++++++++++-------------------
 tests/test_array.py    | 16 +++-----
 2 files changed, 54 insertions(+), 51 deletions(-)

diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index a4b86b85ae..c3d6fca543 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -77,7 +77,7 @@
     T_ArrayMetadata,
 )
 from zarr.core.metadata.v3 import parse_node_type_array
-from zarr.core.sync import collect_aiterator, sync
+from zarr.core.sync import sync
 from zarr.errors import MetadataValidationError
 from zarr.registry import get_pipeline_class
 from zarr.storage import StoreLike, make_store_path
@@ -829,17 +829,31 @@ def nchunks(self) -> int:
         """
         return product(self.cdata_shape)
 
-    @property
-    def nchunks_initialized(self) -> int:
+    async def nchunks_initialized(self) -> int:
         """
-        The number of chunks that have been persisted in storage.
+        Calculate the number of chunks that have been initialized, i.e. the number of chunks that have
+        been persisted to the storage backend.
 
         Returns
         -------
-        int
-            The number of initialized chunks in the array.
+        nchunks_initialized : int
+            The number of chunks that have been initialized.
+
+        Notes
+        -----
+        On :class:`AsyncArray` this is an asynchronous method, unlike the (synchronous)
+        property :attr:`Array.nchunks_initialized`.
+
+        Examples
+        --------
+        >>> arr = await zarr.api.asynchronous.create(shape=(10,), chunks=(2,))
+        >>> await arr.nchunks_initialized()
+        0
+        >>> await arr.setitem(slice(5), 1)
+        >>> await arr.nchunks_initialized()
+        3
         """
-        return nchunks_initialized(self)
+        return len(await chunks_initialized(self))
 
     def _iter_chunk_coords(
         self, *, origin: Sequence[int] | None = None, selection_shape: Sequence[int] | None = None
@@ -1492,9 +1506,29 @@ def nbytes(self) -> int:
     @property
     def nchunks_initialized(self) -> int:
         """
-        The number of chunks that have been initialized in the stored representation of this array.
+        Calculate the number of chunks that have been initialized, i.e. the number of chunks that have
+        been persisted to the storage backend.
+
+        Returns
+        -------
+        nchunks_initialized : int
+            The number of chunks that have been initialized.
+
+        Notes
+        -----
+        On :class:`Array` this is a (synchronous) property, unlike asynchronous function
+        :meth:`AsyncArray.nchunks_initialized`.
+
+        Examples
+        --------
+        >>> arr = await zarr.create(shape=(10,), chunks=(2,))
+        >>> arr.nchunks_initialized
+        0
+        >>> arr[:5] = 1
+        >>> arr.nchunks_initialized
+        3
         """
-        return self._async_array.nchunks_initialized
+        return sync(self._async_array.nchunks_initialized())
 
     def _iter_chunk_keys(
         self, origin: Sequence[int] | None = None, selection_shape: Sequence[int] | None = None
@@ -2905,39 +2939,15 @@ def info(self) -> None:
         )
 
 
-def nchunks_initialized(
-    array: AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | Array,
-) -> int:
-    """
-    Calculate the number of chunks that have been initialized, i.e. the number of chunks that have
-    been persisted to the storage backend.
-
-    Parameters
-    ----------
-    array : Array
-        The array to inspect.
-
-    Returns
-    -------
-    nchunks_initialized : int
-        The number of chunks that have been initialized.
-
-    See Also
-    --------
-    chunks_initialized
-    """
-    return len(chunks_initialized(array))
-
-
-def chunks_initialized(
-    array: Array | AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata],
+async def chunks_initialized(
+    array: AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata],
 ) -> tuple[str, ...]:
     """
     Return the keys of the chunks that have been persisted to the storage backend.
 
     Parameters
     ----------
-    array : Array
+    array : AsyncArray
         The array to inspect.
 
     Returns
@@ -2950,10 +2960,9 @@ def chunks_initialized(
     nchunks_initialized
 
     """
-    # TODO: make this compose with the underlying async iterator
-    store_contents = list(
-        collect_aiterator(array.store_path.store.list_prefix(prefix=array.store_path.path))
-    )
+    store_contents = [
+        x async for x in array.store_path.store.list_prefix(prefix=array.store_path.path)
+    ]
     return tuple(chunk_key for chunk_key in array._iter_chunk_keys() if chunk_key in store_contents)
 
 
diff --git a/tests/test_array.py b/tests/test_array.py
index 6451c7fe5e..285649490d 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -323,7 +323,7 @@ def test_nchunks(test_cls: type[Array] | type[AsyncArray[Any]], nchunks: int) ->
 
 
 @pytest.mark.parametrize("test_cls", [Array, AsyncArray[Any]])
-def test_nchunks_initialized(test_cls: type[Array] | type[AsyncArray[Any]]) -> None:
+async def test_nchunks_initialized(test_cls: type[Array] | type[AsyncArray[Any]]) -> None:
     """
     Test that nchunks_initialized accurately returns the number of stored chunks.
     """
@@ -337,7 +337,7 @@ def test_nchunks_initialized(test_cls: type[Array] | type[AsyncArray[Any]]) -> N
         if test_cls == Array:
             observed = arr.nchunks_initialized
         else:
-            observed = arr._async_array.nchunks_initialized
+            observed = await arr._async_array.nchunks_initialized()
         assert observed == expected
 
     # delete chunks
@@ -346,13 +346,12 @@ def test_nchunks_initialized(test_cls: type[Array] | type[AsyncArray[Any]]) -> N
         if test_cls == Array:
             observed = arr.nchunks_initialized
         else:
-            observed = arr._async_array.nchunks_initialized
+            observed = await arr._async_array.nchunks_initialized()
         expected = arr.nchunks - idx - 1
         assert observed == expected
 
 
-@pytest.mark.parametrize("test_cls", [Array, AsyncArray[Any]])
-def test_chunks_initialized(test_cls: type[Array] | type[AsyncArray[Any]]) -> None:
+async def test_chunks_initialized() -> None:
     """
     Test that chunks_initialized accurately returns the keys of stored chunks.
     """
@@ -364,12 +363,7 @@ def test_chunks_initialized(test_cls: type[Array] | type[AsyncArray[Any]]) -> No
     )
     for keys, region in zip(chunks_accumulated, arr._iter_chunk_regions(), strict=False):
         arr[region] = 1
-
-        if test_cls == Array:
-            observed = sorted(chunks_initialized(arr))
-        else:
-            observed = sorted(chunks_initialized(arr._async_array))
-
+        observed = sorted(await chunks_initialized(arr._async_array))
         expected = sorted(keys)
         assert observed == expected
 

From 7bceb58dd69a87820b5655b9248dc0110fcbc2d9 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 4 Nov 2024 20:50:23 -0800
Subject: [PATCH 0820/1078] chore: update pre-commit hooks (#2462)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.7.1 → v0.7.2](https://github.com/astral-sh/ruff-pre-commit/compare/v0.7.1...v0.7.2)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index d6df002fb9..1c5edaec5f 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.7.1
+    rev: v0.7.2
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]

From a31046c718b2a536e665784965dd328232f00f47 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Mon, 4 Nov 2024 20:58:56 -0800
Subject: [PATCH 0821/1078] Feature: store learns to delete prefixes when
 overwriting/creating hierarchy nodes (#2430)

* fix(array): thread order parameter through to array __init__

* type fixes

* move defaults

* apply MemoryOrder type to ArrayV2Metadata

* more more

* more more more

* feature(store,group,array): stores learn to delete prefixes when
overwriting nodes

- add Store.delete_dir and Store.delete_prefix
- update array and group creation methods to call delete_dir
- change list_prefix to return absolue keys

* fixup

* fixup

* respond to review

* fixup

* fixup

* Update src/zarr/abc/store.py

* style: pre-commit fixes

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 src/zarr/abc/store.py            | 18 ++++++++++++++++--
 src/zarr/core/array.py           | 14 ++++++++++++--
 src/zarr/core/group.py           | 21 ++++++++-------------
 src/zarr/storage/common.py       |  9 +++++++++
 src/zarr/storage/local.py        |  5 ++---
 src/zarr/storage/logging.py      |  5 +++++
 src/zarr/storage/memory.py       | 11 ++++++++---
 src/zarr/storage/remote.py       |  7 ++++---
 src/zarr/storage/zip.py          |  2 +-
 src/zarr/testing/store.py        | 20 +++++++++++++++++---
 tests/test_array.py              |  2 ++
 tests/test_group.py              | 23 ++++++++++++++++++++++-
 tests/test_store/test_logging.py |  7 ++++++-
 tests/test_store/test_zip.py     |  6 +-----
 14 files changed, 113 insertions(+), 37 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 045da7e84a..eefe04d50c 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -342,8 +342,8 @@ def list(self) -> AsyncGenerator[str, None]:
     @abstractmethod
     def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
         """
-        Retrieve all keys in the store that begin with a given prefix. Keys are returned with the
-        common leading prefix removed.
+        Retrieve all keys in the store that begin with a given prefix. Keys are returned relative
+        to the root of the store.
 
         Parameters
         ----------
@@ -371,6 +371,20 @@ def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         """
         ...
 
+    async def delete_dir(self, prefix: str) -> None:
+        """
+        Remove all keys and prefixes in the store that begin with a given prefix.
+        """
+        if not self.supports_deletes:
+            raise NotImplementedError
+        if not self.supports_listing:
+            raise NotImplementedError
+        self._check_writable()
+        if not prefix.endswith("/"):
+            prefix += "/"
+        async for key in self.list_prefix(prefix):
+            await self.delete(key)
+
     def close(self) -> None:
         """Close the store."""
         self._is_open = False
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index c3d6fca543..1646959cb5 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -553,7 +553,12 @@ async def _create_v3(
         attributes: dict[str, JSON] | None = None,
         exists_ok: bool = False,
     ) -> AsyncArray[ArrayV3Metadata]:
-        if not exists_ok:
+        if exists_ok:
+            if store_path.store.supports_deletes:
+                await store_path.delete_dir()
+            else:
+                await ensure_no_existing_node(store_path, zarr_format=3)
+        else:
             await ensure_no_existing_node(store_path, zarr_format=3)
 
         shape = parse_shapelike(shape)
@@ -605,7 +610,12 @@ async def _create_v2(
         attributes: dict[str, JSON] | None = None,
         exists_ok: bool = False,
     ) -> AsyncArray[ArrayV2Metadata]:
-        if not exists_ok:
+        if exists_ok:
+            if store_path.store.supports_deletes:
+                await store_path.delete_dir()
+            else:
+                await ensure_no_existing_node(store_path, zarr_format=2)
+        else:
             await ensure_no_existing_node(store_path, zarr_format=2)
 
         if order is None:
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 46f37700eb..86cf191ca2 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -404,7 +404,13 @@ async def from_store(
         zarr_format: ZarrFormat = 3,
     ) -> AsyncGroup:
         store_path = await make_store_path(store)
-        if not exists_ok:
+
+        if exists_ok:
+            if store_path.store.supports_deletes:
+                await store_path.delete_dir()
+            else:
+                await ensure_no_existing_node(store_path, zarr_format=zarr_format)
+        else:
             await ensure_no_existing_node(store_path, zarr_format=zarr_format)
         attributes = attributes or {}
         group = cls(
@@ -727,19 +733,8 @@ def _getitem_consolidated(
 
     async def delitem(self, key: str) -> None:
         store_path = self.store_path / key
-        if self.metadata.zarr_format == 3:
-            await (store_path / ZARR_JSON).delete()
-
-        elif self.metadata.zarr_format == 2:
-            await asyncio.gather(
-                (store_path / ZGROUP_JSON).delete(),  # TODO: missing_ok=False
-                (store_path / ZARRAY_JSON).delete(),  # TODO: missing_ok=False
-                (store_path / ZATTRS_JSON).delete(),  # TODO: missing_ok=True
-            )
-
-        else:
-            raise ValueError(f"unexpected zarr_format: {self.metadata.zarr_format}")
 
+        await store_path.delete_dir()
         if self.metadata.consolidated_metadata:
             self.metadata.consolidated_metadata.metadata.pop(key, None)
             await self._save_metadata()
diff --git a/src/zarr/storage/common.py b/src/zarr/storage/common.py
index 9ed8c274d9..337fbc59a4 100644
--- a/src/zarr/storage/common.py
+++ b/src/zarr/storage/common.py
@@ -101,6 +101,15 @@ async def delete(self) -> None:
         """
         await self.store.delete(self.path)
 
+    async def delete_dir(self) -> None:
+        """
+        Delete all keys with the given prefix from the store.
+        """
+        path = self.path
+        if not path.endswith("/"):
+            path += "/"
+        await self.store.delete_dir(path)
+
     async def set_if_not_exists(self, default: Buffer) -> None:
         """
         Store a key to ``value`` if the key is not already present.
diff --git a/src/zarr/storage/local.py b/src/zarr/storage/local.py
index ba13c2c661..331c9857c5 100644
--- a/src/zarr/storage/local.py
+++ b/src/zarr/storage/local.py
@@ -226,9 +226,8 @@ async def list(self) -> AsyncGenerator[str, None]:
 
     async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
         # docstring inherited
-        to_strip = (
-            (self.root / prefix).as_posix() + "/"
-        )  # TODO: fixme in https://github.com/zarr-developers/zarr-python/issues/2438
+        to_strip = self.root.as_posix() + "/"
+        prefix = prefix.rstrip("/")
         for p in (self.root / prefix).rglob("*"):
             if p.is_file():
                 yield p.as_posix().replace(to_strip, "")
diff --git a/src/zarr/storage/logging.py b/src/zarr/storage/logging.py
index 66fd1687e8..be259579ef 100644
--- a/src/zarr/storage/logging.py
+++ b/src/zarr/storage/logging.py
@@ -222,6 +222,11 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
             async for key in self._store.list_dir(prefix=prefix):
                 yield key
 
+    async def delete_dir(self, prefix: str) -> None:
+        # docstring inherited
+        with self.log(prefix):
+            await self._store.delete_dir(prefix=prefix)
+
     def with_mode(self, mode: AccessModeLiteral) -> Self:
         # docstring inherited
         with self.log(mode):
diff --git a/src/zarr/storage/memory.py b/src/zarr/storage/memory.py
index f942d57b95..fa4ede2a82 100644
--- a/src/zarr/storage/memory.py
+++ b/src/zarr/storage/memory.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+from logging import getLogger
 from typing import TYPE_CHECKING, Self
 
 from zarr.abc.store import ByteRangeRequest, Store
@@ -14,6 +15,9 @@
     from zarr.core.common import AccessModeLiteral
 
 
+logger = getLogger(__name__)
+
+
 class MemoryStore(Store):
     """
     In-memory store for testing purposes.
@@ -137,7 +141,7 @@ async def delete(self, key: str) -> None:
         try:
             del self._store_dict[key]
         except KeyError:
-            pass
+            logger.debug("Key %s does not exist.", key)
 
     async def set_partial_values(self, key_start_values: Iterable[tuple[str, int, bytes]]) -> None:
         # docstring inherited
@@ -150,9 +154,10 @@ async def list(self) -> AsyncGenerator[str, None]:
 
     async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
         # docstring inherited
-        for key in self._store_dict:
+        # note: we materialize all dict keys into a list here so we can mutate the dict in-place (e.g. in delete_prefix)
+        for key in list(self._store_dict):
             if key.startswith(prefix):
-                yield key.removeprefix(prefix)
+                yield key
 
     async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         # docstring inherited
diff --git a/src/zarr/storage/remote.py b/src/zarr/storage/remote.py
index 1f7d5f7a12..ca7a010bd9 100644
--- a/src/zarr/storage/remote.py
+++ b/src/zarr/storage/remote.py
@@ -340,6 +340,7 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
 
     async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
         # docstring inherited
-        find_str = f"{self.path}/{prefix}"
-        for onefile in await self.fs._find(find_str, detail=False, maxdepth=None, withdirs=False):
-            yield onefile.removeprefix(find_str)
+        for onefile in await self.fs._find(
+            f"{self.path}/{prefix}", detail=False, maxdepth=None, withdirs=False
+        ):
+            yield onefile.removeprefix(f"{self.path}/")
diff --git a/src/zarr/storage/zip.py b/src/zarr/storage/zip.py
index d9e1aa1300..cf9b338cf7 100644
--- a/src/zarr/storage/zip.py
+++ b/src/zarr/storage/zip.py
@@ -244,7 +244,7 @@ async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
         # docstring inherited
         async for key in self.list():
             if key.startswith(prefix):
-                yield key.removeprefix(prefix)
+                yield key
 
     async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         # docstring inherited
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index b4da75b06b..3aece0f4a9 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -213,11 +213,26 @@ async def test_exists(self, store: S) -> None:
         assert await store.exists("foo/zarr.json")
 
     async def test_delete(self, store: S) -> None:
+        if not store.supports_deletes:
+            pytest.skip("store does not support deletes")
         await store.set("foo/zarr.json", self.buffer_cls.from_bytes(b"bar"))
         assert await store.exists("foo/zarr.json")
         await store.delete("foo/zarr.json")
         assert not await store.exists("foo/zarr.json")
 
+    async def test_delete_dir(self, store: S) -> None:
+        if not store.supports_deletes:
+            pytest.skip("store does not support deletes")
+        await store.set("zarr.json", self.buffer_cls.from_bytes(b"root"))
+        await store.set("foo-bar/zarr.json", self.buffer_cls.from_bytes(b"root"))
+        await store.set("foo/zarr.json", self.buffer_cls.from_bytes(b"bar"))
+        await store.set("foo/c/0", self.buffer_cls.from_bytes(b"chunk"))
+        await store.delete_dir("foo")
+        assert await store.exists("zarr.json")
+        assert await store.exists("foo-bar/zarr.json")
+        assert not await store.exists("foo/zarr.json")
+        assert not await store.exists("foo/c/0")
+
     async def test_empty(self, store: S) -> None:
         assert await store.empty()
         await self.set(
@@ -249,8 +264,7 @@ async def test_list(self, store: S) -> None:
     async def test_list_prefix(self, store: S) -> None:
         """
         Test that the `list_prefix` method works as intended. Given a prefix, it should return
-        all the keys in storage that start with this prefix. Keys should be returned with the shared
-        prefix removed.
+        all the keys in storage that start with this prefix.
         """
         prefixes = ("", "a/", "a/b/", "a/b/c/")
         data = self.buffer_cls.from_bytes(b"")
@@ -264,7 +278,7 @@ async def test_list_prefix(self, store: S) -> None:
             expected: tuple[str, ...] = ()
             for key in store_dict:
                 if key.startswith(prefix):
-                    expected += (key.removeprefix(prefix),)
+                    expected += (key,)
             expected = tuple(sorted(expected))
             assert observed == expected
 
diff --git a/tests/test_array.py b/tests/test_array.py
index 285649490d..b8af261335 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -51,6 +51,8 @@ def test_array_creation_existing_node(
     new_dtype = "float32"
 
     if exists_ok:
+        if not store.supports_deletes:
+            pytest.skip("store does not support deletes")
         arr_new = Array.create(
             spath / "extant",
             shape=new_shape,
diff --git a/tests/test_group.py b/tests/test_group.py
index bcdc6ff0da..6bacca4889 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -290,6 +290,10 @@ def test_group_open(store: Store, zarr_format: ZarrFormat, exists_ok: bool) -> N
         with pytest.raises(ContainsGroupError):
             Group.from_store(store, attributes=attrs, zarr_format=zarr_format, exists_ok=exists_ok)
     else:
+        if not store.supports_deletes:
+            pytest.skip(
+                "Store does not support deletes but `exists_ok` is True, requiring deletes to override a group"
+            )
         group_created_again = Group.from_store(
             store, attributes=new_attrs, zarr_format=zarr_format, exists_ok=exists_ok
         )
@@ -720,6 +724,8 @@ def test_group_creation_existing_node(
     new_attributes = {"new": True}
 
     if exists_ok:
+        if not store.supports_deletes:
+            pytest.skip("store does not support deletes but exists_ok is True")
         node_new = Group.from_store(
             spath / "extant",
             attributes=new_attributes,
@@ -1092,7 +1098,9 @@ async def test_require_group(store: LocalStore | MemoryStore, zarr_format: ZarrF
     assert foo_group.attrs == {"foo": 100}
 
     # test that we can get the group using require_group and overwrite=True
-    foo_group = await root.require_group("foo", overwrite=True)
+    if store.supports_deletes:
+        foo_group = await root.require_group("foo", overwrite=True)
+        assert foo_group.attrs == {}
 
     _ = await foo_group.create_array(
         "bar", shape=(10,), dtype="uint8", chunk_shape=(2,), attributes={"foo": 100}
@@ -1371,3 +1379,16 @@ def test_group_deprecated_positional_args(method: str) -> None:
     with pytest.warns(FutureWarning, match=r"Pass name=.*, data=.* as keyword args."):
         arr = getattr(root, method)("foo_like", data, **kwargs)
         assert arr.shape == data.shape
+
+
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
+def test_delitem_removes_children(store: Store, zarr_format: ZarrFormat) -> None:
+    # https://github.com/zarr-developers/zarr-python/issues/2191
+    g1 = zarr.group(store=store, zarr_format=zarr_format)
+    g1.create_group("0")
+    g1.create_group("0/0")
+    arr = g1.create_array("0/0/0", shape=(1,))
+    arr[:] = 1
+    del g1["0"]
+    with pytest.raises(KeyError):
+        g1["0/0"]
diff --git a/tests/test_store/test_logging.py b/tests/test_store/test_logging.py
index 0258244c50..50db5c1c5b 100644
--- a/tests/test_store/test_logging.py
+++ b/tests/test_store/test_logging.py
@@ -45,10 +45,15 @@ async def test_logging_store_counter(store: Store) -> None:
     arr[:] = 1
 
     assert wrapped.counter["set"] == 2
-    assert wrapped.counter["get"] == 0  # 1 if overwrite=False
     assert wrapped.counter["list"] == 0
     assert wrapped.counter["list_dir"] == 0
     assert wrapped.counter["list_prefix"] == 0
+    if store.supports_deletes:
+        assert wrapped.counter["get"] == 0  # 1 if overwrite=False
+        assert wrapped.counter["delete_dir"] == 1
+    else:
+        assert wrapped.counter["get"] == 1
+        assert wrapped.counter["delete_dir"] == 0
 
 
 async def test_with_mode():
diff --git a/tests/test_store/test_zip.py b/tests/test_store/test_zip.py
index d05422ecde..8dee474498 100644
--- a/tests/test_store/test_zip.py
+++ b/tests/test_store/test_zip.py
@@ -14,7 +14,6 @@
 from zarr.testing.store import StoreTests
 
 if TYPE_CHECKING:
-    from collections.abc import Coroutine
     from typing import Any
 
 
@@ -65,9 +64,6 @@ def test_store_supports_partial_writes(self, store: ZipStore) -> None:
     def test_store_supports_listing(self, store: ZipStore) -> None:
         assert store.supports_listing
 
-    def test_delete(self, store: ZipStore) -> Coroutine[Any, Any, None]:
-        pass
-
     def test_api_integration(self, store: ZipStore) -> None:
         root = zarr.open_group(store=store)
 
@@ -103,4 +99,4 @@ async def test_with_mode(self, store: ZipStore) -> None:
 
     @pytest.mark.parametrize("mode", ["a", "w"])
     async def test_store_open_mode(self, store_kwargs: dict[str, Any], mode: str) -> None:
-        super().test_store_open_mode(store_kwargs, mode)
+        await super().test_store_open_mode(store_kwargs, mode)

From 4a097e1715a3da6b4e82d314d59bd1f067b85606 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Tue, 5 Nov 2024 06:04:35 +0100
Subject: [PATCH 0822/1078] Move BatchedCodecPipeline to zarr.core (#2086)

* mv BatchedCodecPipeline to zarr.core

* fix for tests

* import codec_pipeline and buffer in zarr.core.__init__
---
 src/zarr/codecs/__init__.py                             | 2 --
 src/zarr/codecs/registry.py                             | 0
 src/zarr/core/__init__.py                               | 4 ++++
 src/zarr/{codecs/pipeline.py => core/codec_pipeline.py} | 0
 src/zarr/core/config.py                                 | 2 +-
 tests/test_config.py                                    | 9 +++++----
 6 files changed, 10 insertions(+), 7 deletions(-)
 delete mode 100644 src/zarr/codecs/registry.py
 rename src/zarr/{codecs/pipeline.py => core/codec_pipeline.py} (100%)

diff --git a/src/zarr/codecs/__init__.py b/src/zarr/codecs/__init__.py
index dc6c3f9154..e407d94892 100644
--- a/src/zarr/codecs/__init__.py
+++ b/src/zarr/codecs/__init__.py
@@ -9,7 +9,6 @@
 from zarr.codecs.bytes import BytesCodec, Endian
 from zarr.codecs.crc32c_ import Crc32cCodec
 from zarr.codecs.gzip import GzipCodec
-from zarr.codecs.pipeline import BatchedCodecPipeline
 from zarr.codecs.sharding import ShardingCodec, ShardingCodecIndexLocation
 from zarr.codecs.transpose import TransposeCodec
 from zarr.codecs.vlen_utf8 import VLenBytesCodec, VLenUTF8Codec
@@ -17,7 +16,6 @@
 from zarr.core.metadata.v3 import DataType
 
 __all__ = [
-    "BatchedCodecPipeline",
     "BloscCname",
     "BloscCodec",
     "BloscShuffle",
diff --git a/src/zarr/codecs/registry.py b/src/zarr/codecs/registry.py
deleted file mode 100644
index e69de29bb2..0000000000
diff --git a/src/zarr/core/__init__.py b/src/zarr/core/__init__.py
index e69de29bb2..cbacfe3422 100644
--- a/src/zarr/core/__init__.py
+++ b/src/zarr/core/__init__.py
@@ -0,0 +1,4 @@
+from __future__ import annotations
+
+from zarr.core.buffer import Buffer, NDBuffer  # noqa: F401
+from zarr.core.codec_pipeline import BatchedCodecPipeline  # noqa: F401
diff --git a/src/zarr/codecs/pipeline.py b/src/zarr/core/codec_pipeline.py
similarity index 100%
rename from src/zarr/codecs/pipeline.py
rename to src/zarr/core/codec_pipeline.py
diff --git a/src/zarr/core/config.py b/src/zarr/core/config.py
index ec2c8c47a3..29f5e139fe 100644
--- a/src/zarr/core/config.py
+++ b/src/zarr/core/config.py
@@ -47,7 +47,7 @@ def reset(self) -> None:
             "threading": {"max_workers": None},
             "json_indent": 2,
             "codec_pipeline": {
-                "path": "zarr.codecs.pipeline.BatchedCodecPipeline",
+                "path": "zarr.core.codec_pipeline.BatchedCodecPipeline",
                 "batch_size": 1,
             },
             "codecs": {
diff --git a/tests/test_config.py b/tests/test_config.py
index c4cf794c5f..ddabffb467 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -11,9 +11,10 @@
 from zarr import Array, zeros
 from zarr.abc.codec import CodecInput, CodecOutput, CodecPipeline
 from zarr.abc.store import ByteSetter, Store
-from zarr.codecs import BatchedCodecPipeline, BloscCodec, BytesCodec, Crc32cCodec, ShardingCodec
+from zarr.codecs import BloscCodec, BytesCodec, Crc32cCodec, ShardingCodec
 from zarr.core.array_spec import ArraySpec
 from zarr.core.buffer import NDBuffer
+from zarr.core.codec_pipeline import BatchedCodecPipeline
 from zarr.core.config import BadConfigError, config
 from zarr.core.indexing import SelectorTuple
 from zarr.registry import (
@@ -45,7 +46,7 @@ def test_config_defaults_set() -> None:
             "threading": {"max_workers": None},
             "json_indent": 2,
             "codec_pipeline": {
-                "path": "zarr.codecs.pipeline.BatchedCodecPipeline",
+                "path": "zarr.core.codec_pipeline.BatchedCodecPipeline",
                 "batch_size": 1,
             },
             "buffer": "zarr.core.buffer.cpu.Buffer",
@@ -96,8 +97,8 @@ def test_config_codec_pipeline_class(store: Store) -> None:
     # has default value
     assert get_pipeline_class().__name__ != ""
 
-    config.set({"codec_pipeline.name": "zarr.codecs.pipeline.BatchedCodecPipeline"})
-    assert get_pipeline_class() == zarr.codecs.pipeline.BatchedCodecPipeline
+    config.set({"codec_pipeline.name": "zarr.core.codec_pipeline.BatchedCodecPipeline"})
+    assert get_pipeline_class() == zarr.core.codec_pipeline.BatchedCodecPipeline
 
     _mock = Mock()
 

From f092351da288efc18b336cf02a6e6ff8622e0cfc Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 5 Nov 2024 06:09:29 +0100
Subject: [PATCH 0823/1078] Apply assorted ruff/Pylint rules (PLR) (#2371)

* Apply ruff/Pylint rule PLR1711

PLR1711 Useless `return` statement at end of function

* Apply ruff/Pylint rule PLR2044

PLR2044 Line with empty comment

* Apply ruff/Pylint rule PLR6104

PLR6104 Use `+=`, `*=`, `/=` to perform an augmented assignment directly

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/abc/store.py              | 1 -
 src/zarr/codecs/sharding.py        | 2 +-
 src/zarr/core/indexing.py          | 6 +++---
 tests/test_codecs/test_sharding.py | 2 +-
 tests/test_sync.py                 | 2 +-
 5 files changed, 6 insertions(+), 7 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index eefe04d50c..11cb5ef40f 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -284,7 +284,6 @@ async def _set_many(self, values: Iterable[tuple[str, Buffer]]) -> None:
         Insert multiple (key, value) pairs into storage.
         """
         await gather(*starmap(self.set, values))
-        return
 
     @property
     @abstractmethod
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index e7fd14ecb3..5372d5ec50 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -252,7 +252,7 @@ def create_empty(
     def __setitem__(self, chunk_coords: ChunkCoords, value: Buffer) -> None:
         chunk_start = len(self.buf)
         chunk_length = len(value)
-        self.buf = self.buf + value
+        self.buf += value
         self.index.set_chunk_slice(chunk_coords, slice(chunk_start, chunk_start + chunk_length))
 
     def __delitem__(self, chunk_coords: ChunkCoords) -> None:
diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index 1873d5c83c..eda2444302 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -675,7 +675,7 @@ def check(a: npt.NDArray[Any]) -> Order:
 def wraparound_indices(x: npt.NDArray[Any], dim_len: int) -> None:
     loc_neg = x < 0
     if np.any(loc_neg):
-        x[loc_neg] = x[loc_neg] + dim_len
+        x[loc_neg] += dim_len
 
 
 def boundscheck_indices(x: npt.NDArray[Any], dim_len: int) -> None:
@@ -1000,8 +1000,8 @@ def __init__(
                 if stop < 0:
                     stop = dim_numchunks + stop
 
-                start = start * dim_chunk_size
-                stop = stop * dim_chunk_size
+                start *= dim_chunk_size
+                stop *= dim_chunk_size
                 slice_ = slice(start, stop)
 
             else:
diff --git a/tests/test_codecs/test_sharding.py b/tests/test_codecs/test_sharding.py
index 85315c8780..78f32fef0e 100644
--- a/tests/test_codecs/test_sharding.py
+++ b/tests/test_codecs/test_sharding.py
@@ -229,7 +229,7 @@ def test_sharding_partial_overwrite(
     read_data = a[0:10, 0:10, 0:10]
     assert np.array_equal(data, read_data)
 
-    data = data + 10
+    data += 10
     a[:10, :10, :10] = data
     read_data = a[0:10, 0:10, 0:10]
     assert np.array_equal(data, read_data)
diff --git a/tests/test_sync.py b/tests/test_sync.py
index a6216a4852..bff3837e2f 100644
--- a/tests/test_sync.py
+++ b/tests/test_sync.py
@@ -147,7 +147,7 @@ def test_open_positional_args_deprecate():
         zarr.open(store, "w", shape=(1,))
 
 
-@pytest.mark.parametrize("workers", [None, 1, 2])  #
+@pytest.mark.parametrize("workers", [None, 1, 2])
 def test_get_executor(clean_state, workers) -> None:
     with zarr.config.set({"threading.max_workers": workers}):
         e = _get_executor()

From d1075de5c1ab5f08942b3c6096b37052216deaf4 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Tue, 5 Nov 2024 06:18:36 +0100
Subject: [PATCH 0824/1078] Zarr.save argument check (#2446)

* add argument check

* test

* test zarr.save with multiple arrays

* fix path for zarr.save args

* improve test readability

* fix typing

* support other array types

Co-authored-by: Tom Augspurger <tom.augspurger88@gmail.com>

* support NDArrayLike

* fix typing

* fix typing

* fix typing

* format

---------

Co-authored-by: Tom Augspurger <tom.augspurger88@gmail.com>
---
 src/zarr/api/asynchronous.py | 16 ++++++++++++++--
 tests/test_api.py            | 31 +++++++++++++++++++++++++++++++
 2 files changed, 45 insertions(+), 2 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index cd8c3543ca..434e9fdc2c 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -10,6 +10,7 @@
 
 from zarr.abc.store import Store
 from zarr.core.array import Array, AsyncArray, get_array_metadata
+from zarr.core.buffer import NDArrayLike
 from zarr.core.common import (
     JSON,
     AccessModeLiteral,
@@ -31,7 +32,6 @@
     from collections.abc import Iterable
 
     from zarr.abc.codec import Codec
-    from zarr.core.buffer import NDArrayLike
     from zarr.core.chunk_key_encodings import ChunkKeyEncoding
 
     # TODO: this type could use some more thought
@@ -393,6 +393,8 @@ async def save_array(
         _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
         or _default_zarr_version()
     )
+    if not isinstance(arr, NDArrayLike):
+        raise TypeError("arr argument must be numpy or other NDArrayLike array")
 
     mode = kwargs.pop("mode", None)
     store_path = await make_store_path(store, path=path, mode=mode, storage_options=storage_options)
@@ -447,16 +449,26 @@ async def save_group(
         or _default_zarr_version()
     )
 
+    for arg in args:
+        if not isinstance(arg, NDArrayLike):
+            raise TypeError(
+                "All arguments must be numpy or other NDArrayLike arrays (except store, path, storage_options, and zarr_format)"
+            )
+    for k, v in kwargs.items():
+        if not isinstance(v, NDArrayLike):
+            raise TypeError(f"Keyword argument '{k}' must be a numpy or other NDArrayLike array")
+
     if len(args) == 0 and len(kwargs) == 0:
         raise ValueError("at least one array must be provided")
     aws = []
     for i, arr in enumerate(args):
+        _path = f"{path}/arr_{i}" if path is not None else f"arr_{i}"
         aws.append(
             save_array(
                 store,
                 arr,
                 zarr_format=zarr_format,
-                path=f"{path}/arr_{i}",
+                path=_path,
                 storage_options=storage_options,
             )
         )
diff --git a/tests/test_api.py b/tests/test_api.py
index 5b62e3a2fa..6d9eb0e888 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -132,6 +132,33 @@ async def test_open_group_unspecified_version(
         assert g2.metadata.zarr_format == zarr_format
 
 
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
+@pytest.mark.parametrize("n_args", [10, 1, 0])
+@pytest.mark.parametrize("n_kwargs", [10, 1, 0])
+def test_save(store: Store, n_args: int, n_kwargs: int) -> None:
+    data = np.arange(10)
+    args = [np.arange(10) for _ in range(n_args)]
+    kwargs = {f"arg_{i}": data for i in range(n_kwargs)}
+
+    if n_kwargs == 0 and n_args == 0:
+        with pytest.raises(ValueError):
+            save(store)
+    elif n_args == 1 and n_kwargs == 0:
+        save(store, *args)
+        array = open(store)
+        assert isinstance(array, Array)
+        assert_array_equal(array[:], data)
+    else:
+        save(store, *args, **kwargs)  # type: ignore[arg-type]
+        group = open(store)
+        assert isinstance(group, Group)
+        for array in group.array_values():
+            assert_array_equal(array[:], data)
+        for k in kwargs.keys():
+            assert k in group
+        assert group.nmembers() == n_args + n_kwargs
+
+
 def test_save_errors() -> None:
     with pytest.raises(ValueError):
         # no arrays provided
@@ -142,6 +169,10 @@ def test_save_errors() -> None:
     with pytest.raises(ValueError):
         # no arrays provided
         save("data/group.zarr")
+    with pytest.raises(TypeError):
+        # mode is no valid argument and would get handled as an array
+        a = np.arange(10)
+        zarr.save("data/example.zarr", a, mode="w")
 
 
 def test_open_with_mode_r(tmp_path: pathlib.Path) -> None:

From ca46bab505f2bf95ea4c575a70c1716a53565394 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 5 Nov 2024 07:57:43 +0100
Subject: [PATCH 0825/1078] Add more ruff rules (#2460)

* Enforce ruff/flake8-executable rules (EXE)

* Enforce ruff/flake8-future-annotations rules (FA)

* Enforce ruff/flake8-logging rules (LOG)

* Apply ruff/flake8-pie rule PIE790

PIE790 Unnecessary `pass` statement
PIE790 Unnecessary `...` literal

* Apply ruff/flake8-pie rule PIE800

PIE800 Unnecessary spread `**`

* Apply ruff/flake8-pie rule PIE808

PIE808 Unnecessary `start` argument in `range`

* Enforce ruff/flake8-pie rules (PIE)

* Apply ruff preview rule RUF022

RUF022 `__all__` is not sorted

* Sort pyproject.toml

* Apply ruff/flake8-simplify rule SIM102

SIM102 Use a single `if` statement instead of nested `if` statements

* Apply ruff/flake8-simplify rule SIM114

SIM114 Combine `if` branches using logical `or` operator

* Apply ruff/flake8-simplify rule SIM118

SIM118 Use `key in dict` instead of `key in dict.keys()`

* Enforce ruff/flake8-simplify rules (SIM)

* Enforce ruff/flake8-slots rules (SLOT)
---
 pyproject.toml                           |  11 +-
 src/zarr/abc/codec.py                    |   1 -
 src/zarr/abc/metadata.py                 |   1 -
 src/zarr/api/asynchronous.py             |   5 +-
 src/zarr/codecs/gzip.py                  |   2 +-
 src/zarr/core/chunk_grids.py             |   2 +-
 src/zarr/core/group.py                   |   2 +-
 src/zarr/core/indexing.py                |  11 +-
 src/zarr/core/metadata/__init__.py       |   6 +-
 src/zarr/core/metadata/v3.py             |   6 +-
 src/zarr/core/strings.py                 |   7 +-
 tests/test_api.py                        |   2 +-
 tests/test_codecs/test_codecs.py         |   1 -
 tests/test_metadata/test_consolidated.py | 134 +++++++++--------------
 14 files changed, 84 insertions(+), 107 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index bb9fa4df85..dc0e4730eb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -269,19 +269,25 @@ extend-exclude = [
 extend-select = [
     "ANN",  # flake8-annotations
     "B",    # flake8-bugbear
+    "EXE",  # flake8-executable
     "C4",   # flake8-comprehensions
+    "FA",   # flake8-future-annotations
     "FLY",  # flynt
     "FURB", # refurb
     "G",    # flake8-logging-format
     "I",    # isort
     "ISC",  # flake8-implicit-str-concat
+    "LOG",  # flake8-logging
     "PERF", # Perflint
+    "PIE",  # flake8-pie
     "PGH",  # pygrep-hooks
     "PT",   # flake8-pytest-style
     "PYI",  # flake8-pyi
-    "RSE",  # flake8-raise
     "RET",  # flake8-return
+    "RSE",  # flake8-raise
     "RUF",
+    "SIM",  # flake8-simplify
+    "SLOT", # flake8-slots
     "TCH",  # flake8-type-checking
     "TRY",  # tryceratops
     "UP",   # pyupgrade
@@ -298,6 +304,7 @@ ignore = [
     "RET505",
     "RET506",
     "RUF005",
+    "SIM108",
     "TRY003",
     "UP027",  # deprecated
     "UP038",  # https://github.com/astral-sh/ruff/issues/7871
@@ -319,7 +326,7 @@ ignore = [
 ]
 
 [tool.ruff.lint.extend-per-file-ignores]
-"tests/**" = ["ANN001", "ANN201"]
+"tests/**" = ["ANN001", "ANN201", "RUF029", "SIM117", "SIM300"]
 
 [tool.mypy]
 python_version = "3.11"
diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index f27152e84c..fabd042dbe 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -106,7 +106,6 @@ def validate(self, *, shape: ChunkCoords, dtype: np.dtype[Any], chunk_grid: Chun
         chunk_grid : ChunkGrid
             The array chunk grid
         """
-        ...
 
     async def _decode_single(self, chunk_data: CodecOutput, chunk_spec: ArraySpec) -> CodecInput:
         raise NotImplementedError
diff --git a/src/zarr/abc/metadata.py b/src/zarr/abc/metadata.py
index 291ceb459c..a56f986645 100644
--- a/src/zarr/abc/metadata.py
+++ b/src/zarr/abc/metadata.py
@@ -42,6 +42,5 @@ def from_dict(cls, data: dict[str, JSON]) -> Self:
         """
         Create an instance of the model from a dictionary
         """
-        ...
 
         return cls(**data)
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 434e9fdc2c..40f9b8d5f4 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -878,9 +878,8 @@ async def create(
         warnings.warn("meta_array is not yet implemented", RuntimeWarning, stacklevel=2)
 
     mode = kwargs.pop("mode", None)
-    if mode is None:
-        if not isinstance(store, Store | StorePath):
-            mode = "a"
+    if mode is None and not isinstance(store, Store | StorePath):
+        mode = "a"
 
     store_path = await make_store_path(store, path=path, mode=mode, storage_options=storage_options)
 
diff --git a/src/zarr/codecs/gzip.py b/src/zarr/codecs/gzip.py
index c0ad5e1385..b6e693148e 100644
--- a/src/zarr/codecs/gzip.py
+++ b/src/zarr/codecs/gzip.py
@@ -21,7 +21,7 @@
 def parse_gzip_level(data: JSON) -> int:
     if not isinstance(data, (int)):
         raise TypeError(f"Expected int, got {type(data)}")
-    if data not in range(0, 10):
+    if data not in range(10):
         raise ValueError(
             f"Expected an integer from the inclusive range (0, 9). Got {data} instead."
         )
diff --git a/src/zarr/core/chunk_grids.py b/src/zarr/core/chunk_grids.py
index ed7f8a1f45..afecc6824f 100644
--- a/src/zarr/core/chunk_grids.py
+++ b/src/zarr/core/chunk_grids.py
@@ -182,7 +182,7 @@ def to_dict(self) -> dict[str, JSON]:
 
     def all_chunk_coords(self, array_shape: ChunkCoords) -> Iterator[ChunkCoords]:
         return itertools.product(
-            *(range(0, ceildiv(s, c)) for s, c in zip(array_shape, self.chunk_shape, strict=False))
+            *(range(ceildiv(s, c)) for s, c in zip(array_shape, self.chunk_shape, strict=False))
         )
 
     def get_nchunks(self, array_shape: ChunkCoords) -> int:
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 86cf191ca2..1054ba980b 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1225,7 +1225,7 @@ def _members_consolidated(
 
         # we kind of just want the top-level keys.
         if consolidated_metadata is not None:
-            for key in consolidated_metadata.metadata.keys():
+            for key in consolidated_metadata.metadata:
                 obj = self._getitem_consolidated(
                     self.store_path, key, prefix=self.name
                 )  # Metadata -> Group/Array
diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index eda2444302..723dadfb48 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -241,12 +241,13 @@ def is_pure_fancy_indexing(selection: Any, ndim: int) -> bool:
         # is mask selection
         return True
 
-    if ndim == 1:
-        if is_integer_list(selection) or is_integer_array(selection) or is_bool_list(selection):
-            return True
+    if ndim == 1 and (
+        is_integer_list(selection) or is_integer_array(selection) or is_bool_list(selection)
+    ):
+        return True
 
-        # if not, we go through the normal path below, because a 1-tuple
-        # of integers is also allowed.
+    # if not, we go through the normal path below, because a 1-tuple
+    # of integers is also allowed.
     no_slicing = (
         isinstance(selection, tuple)
         and len(selection) == ndim
diff --git a/src/zarr/core/metadata/__init__.py b/src/zarr/core/metadata/__init__.py
index f4374d9aba..43b5ec98fe 100644
--- a/src/zarr/core/metadata/__init__.py
+++ b/src/zarr/core/metadata/__init__.py
@@ -8,10 +8,10 @@
 T_ArrayMetadata = TypeVar("T_ArrayMetadata", ArrayV2Metadata, ArrayV3Metadata)
 
 __all__ = [
-    "ArrayV2Metadata",
-    "ArrayV3Metadata",
     "ArrayMetadata",
     "ArrayMetadataDict",
-    "ArrayV3MetadataDict",
+    "ArrayV2Metadata",
     "ArrayV2MetadataDict",
+    "ArrayV3Metadata",
+    "ArrayV3MetadataDict",
 ]
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 7a38e9fd70..6ea9ed69f1 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -481,9 +481,9 @@ def parse_fill_value(
     except (ValueError, OverflowError, TypeError) as e:
         raise ValueError(f"fill value {fill_value!r} is not valid for dtype {data_type}") from e
     # Check if the value is still representable by the dtype
-    if fill_value == "NaN" and np.isnan(casted_value):
-        pass
-    elif fill_value in ["Infinity", "-Infinity"] and not np.isfinite(casted_value):
+    if (fill_value == "NaN" and np.isnan(casted_value)) or (
+        fill_value in ["Infinity", "-Infinity"] and not np.isfinite(casted_value)
+    ):
         pass
     elif np_dtype.kind == "f":
         # float comparison is not exact, especially when dtype <float64
diff --git a/src/zarr/core/strings.py b/src/zarr/core/strings.py
index 9ec391c04a..ffca0c3b0c 100644
--- a/src/zarr/core/strings.py
+++ b/src/zarr/core/strings.py
@@ -61,10 +61,9 @@ def cast_to_string_dtype(
         return cast_array(data)
         # out = data.astype(STRING_DTYPE, copy=False)
         # return cast(np.ndarray[Any, np.dtypes.StringDType | np.dtypes.ObjectDType], out)
-    if _NUMPY_SUPPORTS_VLEN_STRING:
-        if np.issubdtype(data.dtype, _STRING_DTYPE):
-            # already a valid string variable length string dtype
-            return cast_array(data)
+    if _NUMPY_SUPPORTS_VLEN_STRING and np.issubdtype(data.dtype, _STRING_DTYPE):
+        # already a valid string variable length string dtype
+        return cast_array(data)
     if np.issubdtype(data.dtype, np.object_):
         # object arrays require more careful handling
         if _NUMPY_SUPPORTS_VLEN_STRING:
diff --git a/tests/test_api.py b/tests/test_api.py
index 6d9eb0e888..7e6ef4ce9b 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -154,7 +154,7 @@ def test_save(store: Store, n_args: int, n_kwargs: int) -> None:
         assert isinstance(group, Group)
         for array in group.array_values():
             assert_array_equal(array[:], data)
-        for k in kwargs.keys():
+        for k in kwargs:
             assert k in group
         assert group.nmembers() == n_args + n_kwargs
 
diff --git a/tests/test_codecs/test_codecs.py b/tests/test_codecs/test_codecs.py
index 0f2f892915..dfb8e1c595 100644
--- a/tests/test_codecs/test_codecs.py
+++ b/tests/test_codecs/test_codecs.py
@@ -56,7 +56,6 @@ def test_sharding_pickle() -> None:
     """
     Test that sharding codecs can be pickled
     """
-    pass
 
 
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
diff --git a/tests/test_metadata/test_consolidated.py b/tests/test_metadata/test_consolidated.py
index c0218602f6..d9143d09d6 100644
--- a/tests/test_metadata/test_consolidated.py
+++ b/tests/test_metadata/test_consolidated.py
@@ -87,31 +87,27 @@ async def test_consolidated(self, memory_store_with_hierarchy: Store) -> None:
                 metadata={
                     "air": ArrayV3Metadata.from_dict(
                         {
-                            **{
-                                "shape": (1, 2, 3),
-                                "chunk_grid": {
-                                    "configuration": {"chunk_shape": (1, 2, 3)},
-                                    "name": "regular",
-                                },
+                            "shape": (1, 2, 3),
+                            "chunk_grid": {
+                                "configuration": {"chunk_shape": (1, 2, 3)},
+                                "name": "regular",
                             },
                             **array_metadata,
                         }
                     ),
                     "lat": ArrayV3Metadata.from_dict(
                         {
-                            **{
-                                "shape": (1,),
-                                "chunk_grid": {
-                                    "configuration": {"chunk_shape": (1,)},
-                                    "name": "regular",
-                                },
+                            "shape": (1,),
+                            "chunk_grid": {
+                                "configuration": {"chunk_shape": (1,)},
+                                "name": "regular",
                             },
                             **array_metadata,
                         }
                     ),
                     "lon": ArrayV3Metadata.from_dict(
                         {
-                            **{"shape": (2,)},
+                            "shape": (2,),
                             "chunk_grid": {
                                 "configuration": {"chunk_shape": (2,)},
                                 "name": "regular",
@@ -121,12 +117,10 @@ async def test_consolidated(self, memory_store_with_hierarchy: Store) -> None:
                     ),
                     "time": ArrayV3Metadata.from_dict(
                         {
-                            **{
-                                "shape": (3,),
-                                "chunk_grid": {
-                                    "configuration": {"chunk_shape": (3,)},
-                                    "name": "regular",
-                                },
+                            "shape": (3,),
+                            "chunk_grid": {
+                                "configuration": {"chunk_shape": (3,)},
+                                "name": "regular",
                             },
                             **array_metadata,
                         }
@@ -138,13 +132,11 @@ async def test_consolidated(self, memory_store_with_hierarchy: Store) -> None:
                                 "array": ArrayV3Metadata.from_dict(
                                     {
                                         **array_metadata,
-                                        **{
-                                            "attributes": {"key": "child"},
-                                            "shape": (4, 4),
-                                            "chunk_grid": {
-                                                "configuration": {"chunk_shape": (4, 4)},
-                                                "name": "regular",
-                                            },
+                                        "attributes": {"key": "child"},
+                                        "shape": (4, 4),
+                                        "chunk_grid": {
+                                            "configuration": {"chunk_shape": (4, 4)},
+                                            "name": "regular",
                                         },
                                     }
                                 ),
@@ -162,15 +154,11 @@ async def test_consolidated(self, memory_store_with_hierarchy: Store) -> None:
                                             "array": ArrayV3Metadata.from_dict(
                                                 {
                                                     **array_metadata,
-                                                    **{
-                                                        "attributes": {"key": "grandchild"},
-                                                        "shape": (4, 4),
-                                                        "chunk_grid": {
-                                                            "configuration": {
-                                                                "chunk_shape": (4, 4)
-                                                            },
-                                                            "name": "regular",
-                                                        },
+                                                    "attributes": {"key": "grandchild"},
+                                                    "shape": (4, 4),
+                                                    "chunk_grid": {
+                                                        "configuration": {"chunk_shape": (4, 4)},
+                                                        "name": "regular",
                                                     },
                                                 }
                                             ),
@@ -243,31 +231,27 @@ def test_consolidated_sync(self, memory_store):
                 metadata={
                     "air": ArrayV3Metadata.from_dict(
                         {
-                            **{
-                                "shape": (1, 2, 3),
-                                "chunk_grid": {
-                                    "configuration": {"chunk_shape": (1, 2, 3)},
-                                    "name": "regular",
-                                },
+                            "shape": (1, 2, 3),
+                            "chunk_grid": {
+                                "configuration": {"chunk_shape": (1, 2, 3)},
+                                "name": "regular",
                             },
                             **array_metadata,
                         }
                     ),
                     "lat": ArrayV3Metadata.from_dict(
                         {
-                            **{
-                                "shape": (1,),
-                                "chunk_grid": {
-                                    "configuration": {"chunk_shape": (1,)},
-                                    "name": "regular",
-                                },
+                            "shape": (1,),
+                            "chunk_grid": {
+                                "configuration": {"chunk_shape": (1,)},
+                                "name": "regular",
                             },
                             **array_metadata,
                         }
                     ),
                     "lon": ArrayV3Metadata.from_dict(
                         {
-                            **{"shape": (2,)},
+                            "shape": (2,),
                             "chunk_grid": {
                                 "configuration": {"chunk_shape": (2,)},
                                 "name": "regular",
@@ -277,12 +261,10 @@ def test_consolidated_sync(self, memory_store):
                     ),
                     "time": ArrayV3Metadata.from_dict(
                         {
-                            **{
-                                "shape": (3,),
-                                "chunk_grid": {
-                                    "configuration": {"chunk_shape": (3,)},
-                                    "name": "regular",
-                                },
+                            "shape": (3,),
+                            "chunk_grid": {
+                                "configuration": {"chunk_shape": (3,)},
+                                "name": "regular",
                             },
                             **array_metadata,
                         }
@@ -357,24 +339,20 @@ def test_flatten(self):
             metadata={
                 "air": ArrayV3Metadata.from_dict(
                     {
-                        **{
-                            "shape": (1, 2, 3),
-                            "chunk_grid": {
-                                "configuration": {"chunk_shape": (1, 2, 3)},
-                                "name": "regular",
-                            },
+                        "shape": (1, 2, 3),
+                        "chunk_grid": {
+                            "configuration": {"chunk_shape": (1, 2, 3)},
+                            "name": "regular",
                         },
                         **array_metadata,
                     }
                 ),
                 "lat": ArrayV3Metadata.from_dict(
                     {
-                        **{
-                            "shape": (1,),
-                            "chunk_grid": {
-                                "configuration": {"chunk_shape": (1,)},
-                                "name": "regular",
-                            },
+                        "shape": (1,),
+                        "chunk_grid": {
+                            "configuration": {"chunk_shape": (1,)},
+                            "name": "regular",
                         },
                         **array_metadata,
                     }
@@ -386,13 +364,11 @@ def test_flatten(self):
                             "array": ArrayV3Metadata.from_dict(
                                 {
                                     **array_metadata,
-                                    **{
-                                        "attributes": {"key": "child"},
-                                        "shape": (4, 4),
-                                        "chunk_grid": {
-                                            "configuration": {"chunk_shape": (4, 4)},
-                                            "name": "regular",
-                                        },
+                                    "attributes": {"key": "child"},
+                                    "shape": (4, 4),
+                                    "chunk_grid": {
+                                        "configuration": {"chunk_shape": (4, 4)},
+                                        "name": "regular",
                                     },
                                 }
                             ),
@@ -403,13 +379,11 @@ def test_flatten(self):
                                         "array": ArrayV3Metadata.from_dict(
                                             {
                                                 **array_metadata,
-                                                **{
-                                                    "attributes": {"key": "grandchild"},
-                                                    "shape": (4, 4),
-                                                    "chunk_grid": {
-                                                        "configuration": {"chunk_shape": (4, 4)},
-                                                        "name": "regular",
-                                                    },
+                                                "attributes": {"key": "grandchild"},
+                                                "shape": (4, 4),
+                                                "chunk_grid": {
+                                                    "configuration": {"chunk_shape": (4, 4)},
+                                                    "name": "regular",
                                                 },
                                             }
                                         )

From f05413e30c0f5c35a7fb3d02e0d2f53f7e7c2bfe Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 5 Nov 2024 18:46:59 +0100
Subject: [PATCH 0826/1078] `AsyncGenerator` should not yield `None` (#2464)

The `None` was added in 0e035fb, let's try to remove it.
---
 src/zarr/abc/store.py       | 9 +++------
 src/zarr/storage/local.py   | 6 +++---
 src/zarr/storage/logging.py | 6 +++---
 src/zarr/storage/memory.py  | 6 +++---
 src/zarr/storage/remote.py  | 6 +++---
 src/zarr/storage/zip.py     | 6 +++---
 6 files changed, 18 insertions(+), 21 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 11cb5ef40f..c02dc9d00b 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -329,17 +329,16 @@ def supports_listing(self) -> bool:
         ...
 
     @abstractmethod
-    def list(self) -> AsyncGenerator[str, None]:
+    def list(self) -> AsyncGenerator[str]:
         """Retrieve all keys in the store.
 
         Returns
         -------
         AsyncGenerator[str, None]
         """
-        ...
 
     @abstractmethod
-    def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
+    def list_prefix(self, prefix: str) -> AsyncGenerator[str]:
         """
         Retrieve all keys in the store that begin with a given prefix. Keys are returned relative
         to the root of the store.
@@ -352,10 +351,9 @@ def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
         -------
         AsyncGenerator[str, None]
         """
-        ...
 
     @abstractmethod
-    def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
+    def list_dir(self, prefix: str) -> AsyncGenerator[str]:
         """
         Retrieve all keys and prefixes with a given prefix and which do not contain the character
         “/” after the given prefix.
@@ -368,7 +366,6 @@ def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         -------
         AsyncGenerator[str, None]
         """
-        ...
 
     async def delete_dir(self, prefix: str) -> None:
         """
diff --git a/src/zarr/storage/local.py b/src/zarr/storage/local.py
index 331c9857c5..c1c711e263 100644
--- a/src/zarr/storage/local.py
+++ b/src/zarr/storage/local.py
@@ -217,14 +217,14 @@ async def exists(self, key: str) -> bool:
         path = self.root / key
         return await asyncio.to_thread(path.is_file)
 
-    async def list(self) -> AsyncGenerator[str, None]:
+    async def list(self) -> AsyncGenerator[str]:
         # docstring inherited
         to_strip = self.root.as_posix() + "/"
         for p in list(self.root.rglob("*")):
             if p.is_file():
                 yield p.as_posix().replace(to_strip, "")
 
-    async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
+    async def list_prefix(self, prefix: str) -> AsyncGenerator[str]:
         # docstring inherited
         to_strip = self.root.as_posix() + "/"
         prefix = prefix.rstrip("/")
@@ -232,7 +232,7 @@ async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
             if p.is_file():
                 yield p.as_posix().replace(to_strip, "")
 
-    async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
+    async def list_dir(self, prefix: str) -> AsyncGenerator[str]:
         # docstring inherited
         base = self.root / prefix
         to_strip = str(base) + "/"
diff --git a/src/zarr/storage/logging.py b/src/zarr/storage/logging.py
index be259579ef..eb65daddb8 100644
--- a/src/zarr/storage/logging.py
+++ b/src/zarr/storage/logging.py
@@ -204,19 +204,19 @@ async def set_partial_values(
         with self.log(keys):
             return await self._store.set_partial_values(key_start_values=key_start_values)
 
-    async def list(self) -> AsyncGenerator[str, None]:
+    async def list(self) -> AsyncGenerator[str]:
         # docstring inherited
         with self.log():
             async for key in self._store.list():
                 yield key
 
-    async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
+    async def list_prefix(self, prefix: str) -> AsyncGenerator[str]:
         # docstring inherited
         with self.log(prefix):
             async for key in self._store.list_prefix(prefix=prefix):
                 yield key
 
-    async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
+    async def list_dir(self, prefix: str) -> AsyncGenerator[str]:
         # docstring inherited
         with self.log(prefix):
             async for key in self._store.list_dir(prefix=prefix):
diff --git a/src/zarr/storage/memory.py b/src/zarr/storage/memory.py
index fa4ede2a82..df33876df7 100644
--- a/src/zarr/storage/memory.py
+++ b/src/zarr/storage/memory.py
@@ -147,19 +147,19 @@ async def set_partial_values(self, key_start_values: Iterable[tuple[str, int, by
         # docstring inherited
         raise NotImplementedError
 
-    async def list(self) -> AsyncGenerator[str, None]:
+    async def list(self) -> AsyncGenerator[str]:
         # docstring inherited
         for key in self._store_dict:
             yield key
 
-    async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
+    async def list_prefix(self, prefix: str) -> AsyncGenerator[str]:
         # docstring inherited
         # note: we materialize all dict keys into a list here so we can mutate the dict in-place (e.g. in delete_prefix)
         for key in list(self._store_dict):
             if key.startswith(prefix):
                 yield key
 
-    async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
+    async def list_dir(self, prefix: str) -> AsyncGenerator[str]:
         # docstring inherited
         prefix = prefix.rstrip("/")
 
diff --git a/src/zarr/storage/remote.py b/src/zarr/storage/remote.py
index ca7a010bd9..d471c85f59 100644
--- a/src/zarr/storage/remote.py
+++ b/src/zarr/storage/remote.py
@@ -322,13 +322,13 @@ async def set_partial_values(
         # docstring inherited
         raise NotImplementedError
 
-    async def list(self) -> AsyncGenerator[str, None]:
+    async def list(self) -> AsyncGenerator[str]:
         # docstring inherited
         allfiles = await self.fs._find(self.path, detail=False, withdirs=False)
         for onefile in (a.replace(self.path + "/", "") for a in allfiles):
             yield onefile
 
-    async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
+    async def list_dir(self, prefix: str) -> AsyncGenerator[str]:
         # docstring inherited
         prefix = f"{self.path}/{prefix.rstrip('/')}"
         try:
@@ -338,7 +338,7 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         for onefile in (a.replace(prefix + "/", "") for a in allfiles):
             yield onefile.removeprefix(self.path).removeprefix("/")
 
-    async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
+    async def list_prefix(self, prefix: str) -> AsyncGenerator[str]:
         # docstring inherited
         for onefile in await self.fs._find(
             f"{self.path}/{prefix}", detail=False, maxdepth=None, withdirs=False
diff --git a/src/zarr/storage/zip.py b/src/zarr/storage/zip.py
index cf9b338cf7..a45cc1672e 100644
--- a/src/zarr/storage/zip.py
+++ b/src/zarr/storage/zip.py
@@ -234,19 +234,19 @@ async def exists(self, key: str) -> bool:
             else:
                 return True
 
-    async def list(self) -> AsyncGenerator[str, None]:
+    async def list(self) -> AsyncGenerator[str]:
         # docstring inherited
         with self._lock:
             for key in self._zf.namelist():
                 yield key
 
-    async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
+    async def list_prefix(self, prefix: str) -> AsyncGenerator[str]:
         # docstring inherited
         async for key in self.list():
             if key.startswith(prefix):
                 yield key
 
-    async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
+    async def list_dir(self, prefix: str) -> AsyncGenerator[str]:
         # docstring inherited
         prefix = prefix.rstrip("/")
 

From 473308a9765eea053a2041f23b1da04da427bc1b Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Tue, 5 Nov 2024 23:07:00 +0100
Subject: [PATCH 0827/1078] use as_posix correctly for str and for listdir
 (#2467)

* use as_posix for str and for listdir

* release the windows workflows

* unbreak gha
---
 .github/workflows/test.yml     | 17 ++++++++---------
 src/zarr/storage/local.py      |  6 ++----
 tests/test_store/test_local.py |  2 +-
 3 files changed, 11 insertions(+), 14 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 2866ed4b85..c388ba31de 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -33,15 +33,14 @@ jobs:
             numpy-version: '2.1'
             dependency-set: 'optional'
             os: 'macos-latest'
-          # https://github.com/zarr-developers/zarr-python/issues/2438
-          # - python-version: '3.11'
-          #   numpy-version: '1.25'
-          #   dependency-set: 'optional'
-          #   os: 'windows-latest'
-          # - python-version: '3.13'
-          #   numpy-version: '2.1'
-          #   dependency-set: 'optional'
-          #   os: 'windows-latest'
+          - python-version: '3.11'
+            numpy-version: '1.25'
+            dependency-set: 'optional'
+            os: 'windows-latest'
+          - python-version: '3.13'
+            numpy-version: '2.1'
+            dependency-set: 'optional'
+            os: 'windows-latest'
     runs-on: ${{ matrix.os }}
 
     steps:
diff --git a/src/zarr/storage/local.py b/src/zarr/storage/local.py
index c1c711e263..b8b67003ca 100644
--- a/src/zarr/storage/local.py
+++ b/src/zarr/storage/local.py
@@ -132,7 +132,7 @@ def with_mode(self, mode: AccessModeLiteral) -> Self:
         return type(self)(root=self.root, mode=mode)
 
     def __str__(self) -> str:
-        return f"file://{self.root}"
+        return f"file://{self.root.as_posix()}"
 
     def __repr__(self) -> str:
         return f"LocalStore({str(self)!r})"
@@ -235,11 +235,9 @@ async def list_prefix(self, prefix: str) -> AsyncGenerator[str]:
     async def list_dir(self, prefix: str) -> AsyncGenerator[str]:
         # docstring inherited
         base = self.root / prefix
-        to_strip = str(base) + "/"
-
         try:
             key_iter = base.iterdir()
             for key in key_iter:
-                yield key.as_posix().replace(to_strip, "")
+                yield key.relative_to(base).as_posix()
         except (FileNotFoundError, NotADirectoryError):
             pass
diff --git a/tests/test_store/test_local.py b/tests/test_store/test_local.py
index 5352e3520a..79236e547a 100644
--- a/tests/test_store/test_local.py
+++ b/tests/test_store/test_local.py
@@ -31,7 +31,7 @@ def store_kwargs(self, tmpdir) -> dict[str, str]:
         return {"root": str(tmpdir), "mode": "r+"}
 
     def test_store_repr(self, store: LocalStore) -> None:
-        assert str(store) == f"file://{store.root!s}"
+        assert str(store) == f"file://{store.root.as_posix()!s}"
 
     def test_store_supports_writes(self, store: LocalStore) -> None:
         assert store.supports_writes

From 680142f6f370d862f305a9b37f3c0ce2ce802e76 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 5 Nov 2024 23:07:15 +0100
Subject: [PATCH 0828/1078] Missing mandatory keyword argument (#2465)

The keyword argument `shape` is mandatory.
---
 src/zarr/core/group.py | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 1054ba980b..9a54b346b0 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -967,7 +967,7 @@ async def create_array(
 
     @deprecated("Use AsyncGroup.create_array instead.")
     async def create_dataset(
-        self, name: str, **kwargs: Any
+        self, name: str, *, shape: ShapeLike, **kwargs: Any
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         """Create an array.
 
@@ -988,7 +988,7 @@ async def create_dataset(
         .. deprecated:: 3.0.0
             The h5py compatibility methods will be removed in 3.1.0. Use `AsyncGroup.create_array` instead.
         """
-        return await self.create_array(name, **kwargs)
+        return await self.create_array(name, shape=shape, **kwargs)
 
     @deprecated("Use AsyncGroup.require_array instead.")
     async def require_dataset(
@@ -1666,7 +1666,7 @@ def create_dataset(self, name: str, **kwargs: Any) -> Array:
         return Array(self._sync(self._async_group.create_dataset(name, **kwargs)))
 
     @deprecated("Use Group.require_array instead.")
-    def require_dataset(self, name: str, **kwargs: Any) -> Array:
+    def require_dataset(self, name: str, *, shape: ShapeLike, **kwargs: Any) -> Array:
         """Obtain an array, creating if it doesn't exist.
 
         Arrays are known as "datasets" in HDF5 terminology. For compatibility
@@ -1688,9 +1688,9 @@ def require_dataset(self, name: str, **kwargs: Any) -> Array:
         .. deprecated:: 3.0.0
             The h5py compatibility methods will be removed in 3.1.0. Use `Group.require_array` instead.
         """
-        return Array(self._sync(self._async_group.require_array(name, **kwargs)))
+        return Array(self._sync(self._async_group.require_array(name, shape=shape, **kwargs)))
 
-    def require_array(self, name: str, **kwargs: Any) -> Array:
+    def require_array(self, name: str, *, shape: ShapeLike, **kwargs: Any) -> Array:
         """Obtain an array, creating if it doesn't exist.
 
 
@@ -1707,7 +1707,7 @@ def require_array(self, name: str, **kwargs: Any) -> Array:
         -------
         a : Array
         """
-        return Array(self._sync(self._async_group.require_array(name, **kwargs)))
+        return Array(self._sync(self._async_group.require_array(name, shape=shape, **kwargs)))
 
     @_deprecate_positional_args
     def empty(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> Array:

From 498cb788b29900183dbcfd7633c48afd5cee8a95 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 7 Nov 2024 22:01:44 +0100
Subject: [PATCH 0829/1078] Remove useless `{...!s}` (#2471)

---
 src/zarr/storage/logging.py    | 4 ++--
 tests/test_store/test_local.py | 2 +-
 tests/test_store/test_zip.py   | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/zarr/storage/logging.py b/src/zarr/storage/logging.py
index eb65daddb8..d3e55c0687 100644
--- a/src/zarr/storage/logging.py
+++ b/src/zarr/storage/logging.py
@@ -55,7 +55,7 @@ def _configure_logger(
         self, log_level: str = "DEBUG", log_handler: logging.Handler | None = None
     ) -> None:
         self.log_level = log_level
-        self.logger = logging.getLogger(f"LoggingStore({self._store!s})")
+        self.logger = logging.getLogger(f"LoggingStore({self._store})")
         self.logger.setLevel(log_level)
 
         if not self.logger.hasHandlers():
@@ -147,7 +147,7 @@ async def clear(self) -> None:
             return await self._store.clear()
 
     def __str__(self) -> str:
-        return f"logging-{self._store!s}"
+        return f"logging-{self._store}"
 
     def __repr__(self) -> str:
         return f"LoggingStore({repr(self._store)!r})"
diff --git a/tests/test_store/test_local.py b/tests/test_store/test_local.py
index 79236e547a..239364a06d 100644
--- a/tests/test_store/test_local.py
+++ b/tests/test_store/test_local.py
@@ -31,7 +31,7 @@ def store_kwargs(self, tmpdir) -> dict[str, str]:
         return {"root": str(tmpdir), "mode": "r+"}
 
     def test_store_repr(self, store: LocalStore) -> None:
-        assert str(store) == f"file://{store.root.as_posix()!s}"
+        assert str(store) == f"file://{store.root.as_posix()}"
 
     def test_store_supports_writes(self, store: LocalStore) -> None:
         assert store.supports_writes
diff --git a/tests/test_store/test_zip.py b/tests/test_store/test_zip.py
index 8dee474498..8f73989319 100644
--- a/tests/test_store/test_zip.py
+++ b/tests/test_store/test_zip.py
@@ -53,7 +53,7 @@ async def test_not_writable_store_raises(self, store_kwargs: dict[str, Any]) ->
             await store.set("foo", cpu.Buffer.from_bytes(b"bar"))
 
     def test_store_repr(self, store: ZipStore) -> None:
-        assert str(store) == f"zip://{store.path!s}"
+        assert str(store) == f"zip://{store.path}"
 
     def test_store_supports_writes(self, store: ZipStore) -> None:
         assert store.supports_writes

From 13d9ce0483a5dfca2e5119e6662882279054f742 Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Fri, 8 Nov 2024 21:41:57 +0530
Subject: [PATCH 0830/1078] Add docstrings for array module (#2281)

* Add docstrings for array module

* style: pre-commit fixes

* Add more docstrings

* Remove docstrings for internal functions

* Fix pre-commit

* Minor fix

* Precommit fix

* Update src/zarr/core/array.py

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* Update src/zarr/core/array.py

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* Update src/zarr/core/array.py

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* Update src/zarr/core/array.py

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Joe Hamman <jhamman1@gmail.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/core/array.py | 156 +++++++++++++++++++++++++++++++++++++++++
 1 file changed, 156 insertions(+)

diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 1646959cb5..78e496818b 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -645,6 +645,29 @@ def from_dict(
         store_path: StorePath,
         data: dict[str, JSON],
     ) -> AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]:
+        """
+        Create a Zarr array from a dictionary, with support for both Zarr v2 and v3 metadata.
+
+        Parameters
+        ----------
+        store_path : StorePath
+            The path within the store where the array should be created.
+
+        data : dict
+            A dictionary representing the array data. This dictionary should include necessary metadata
+            for the array, such as shape, dtype, and other attributes. The format of the metadata
+            will determine whether a Zarr v2 or v3 array is created.
+
+        Returns
+        -------
+        AsyncArray[ArrayV3Metadata] or AsyncArray[ArrayV2Metadata]
+            The created Zarr array, either using v2 or v3 metadata based on the provided data.
+
+        Raises
+        ------
+        ValueError
+            If the dictionary data is invalid or incompatible with either Zarr v2 or v3 array creation.
+        """
         metadata = parse_array_metadata(data)
         return cls(metadata=metadata, store_path=store_path)
 
@@ -1040,6 +1063,9 @@ async def getitem(
         return await self._get_selection(indexer, prototype=prototype)
 
     async def _save_metadata(self, metadata: ArrayMetadata, ensure_parents: bool = False) -> None:
+        """
+        Asynchronously save the array metadata.
+        """
         to_save = metadata.to_buffer_dict(default_buffer_prototype())
         awaitables = [set_or_delete(self.store_path / key, value) for key, value in to_save.items()]
 
@@ -1118,6 +1144,39 @@ async def setitem(
         value: npt.ArrayLike,
         prototype: BufferPrototype | None = None,
     ) -> None:
+        """
+        Asynchronously set values in the array using basic indexing.
+
+        Parameters
+        ----------
+        selection : BasicSelection
+            The selection defining the region of the array to set.
+
+        value : numpy.typing.ArrayLike
+            The values to be written into the selected region of the array.
+
+        prototype : BufferPrototype or None, optional
+            A prototype buffer that defines the structure and properties of the array chunks being modified.
+            If None, the default buffer prototype is used. Default is None.
+
+        Returns
+        -------
+        None
+            This method does not return any value.
+
+        Raises
+        ------
+        IndexError
+            If the selection is out of bounds for the array.
+
+        ValueError
+            If the values are not compatible with the array's dtype or shape.
+
+        Notes
+        -----
+        - This method is asynchronous and should be awaited.
+        - Supports basic indexing, where the selection is contiguous and does not involve advanced indexing.
+        """
         if prototype is None:
             prototype = default_buffer_prototype()
         indexer = BasicIndexer(
@@ -1128,6 +1187,32 @@ async def setitem(
         return await self._set_selection(indexer, value, prototype=prototype)
 
     async def resize(self, new_shape: ShapeLike, delete_outside_chunks: bool = True) -> None:
+        """
+        Asynchronously resize the array to a new shape.
+
+        Parameters
+        ----------
+        new_shape : ChunkCoords
+            The desired new shape of the array.
+
+        delete_outside_chunks : bool, optional
+            If True (default), chunks that fall outside the new shape will be deleted. If False,
+            the data in those chunks will be preserved.
+
+        Returns
+        -------
+        AsyncArray
+            The resized array.
+
+        Raises
+        ------
+        ValueError
+            If the new shape is incompatible with the current array's chunking configuration.
+
+        Notes
+        -----
+        - This method is asynchronous and should be awaited.
+        """
         new_shape = parse_shapelike(new_shape)
         assert len(new_shape) == len(self.metadata.shape)
         new_metadata = self.metadata.update_shape(new_shape)
@@ -1210,6 +1295,31 @@ async def append(self, data: npt.ArrayLike, axis: int = 0) -> ChunkCoords:
         return new_shape
 
     async def update_attributes(self, new_attributes: dict[str, JSON]) -> Self:
+        """
+        Asynchronously update the array's attributes.
+
+        Parameters
+        ----------
+        new_attributes : dict of str to JSON
+            A dictionary of new attributes to update or add to the array. The keys represent attribute
+            names, and the values must be JSON-compatible.
+
+        Returns
+        -------
+        AsyncArray
+            The array with the updated attributes.
+
+        Raises
+        ------
+        ValueError
+            If the attributes are invalid or incompatible with the array's metadata.
+
+        Notes
+        -----
+        - This method is asynchronous and should be awaited.
+        - The updated attributes will be merged with existing attributes, and any conflicts will be
+          overwritten by the new values.
+        """
         # metadata.attributes is "frozen" so we simply clear and update the dict
         self.metadata.attributes.clear()
         self.metadata.attributes.update(new_attributes)
@@ -1328,6 +1438,28 @@ def from_dict(
         store_path: StorePath,
         data: dict[str, JSON],
     ) -> Array:
+        """
+        Create a Zarr array from a dictionary.
+
+        Parameters
+        ----------
+        store_path : StorePath
+            The path within the store where the array should be created.
+
+        data : dict
+            A dictionary representing the array data. This dictionary should include necessary metadata
+            for the array, such as shape, dtype, fill value, and attributes.
+
+        Returns
+        -------
+        Array
+            The created Zarr array.
+
+        Raises
+        ------
+        ValueError
+            If the dictionary data is invalid or missing required fields for array creation.
+        """
         async_array = AsyncArray.from_dict(store_path=store_path, data=data)
         return cls(async_array)
 
@@ -2934,6 +3066,30 @@ def append(self, data: npt.ArrayLike, axis: int = 0) -> ChunkCoords:
         return sync(self._async_array.append(data, axis=axis))
 
     def update_attributes(self, new_attributes: dict[str, JSON]) -> Array:
+        """
+        Update the array's attributes.
+
+        Parameters
+        ----------
+        new_attributes : dict
+            A dictionary of new attributes to update or add to the array. The keys represent attribute
+            names, and the values must be JSON-compatible.
+
+        Returns
+        -------
+        Array
+            The array with the updated attributes.
+
+        Raises
+        ------
+        ValueError
+            If the attributes are invalid or incompatible with the array's metadata.
+
+        Notes
+        -----
+        - The updated attributes will be merged with existing attributes, and any conflicts will be
+          overwritten by the new values.
+        """
         # TODO: remove this cast when type inference improves
         new_array = sync(self._async_array.update_attributes(new_attributes))
         # TODO: remove this cast when type inference improves

From 693e11c60b6f7883169b9b6070d19e43dc86eda1 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 8 Nov 2024 18:55:05 +0100
Subject: [PATCH 0831/1078] =?UTF-8?q?AsyncGenerator=20=E2=86=92=20AsyncIte?=
 =?UTF-8?q?rator=20(#2381)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/zarr/abc/store.py       | 23 ++++++++++++++++-------
 src/zarr/storage/local.py   |  8 ++++----
 src/zarr/storage/logging.py |  8 ++++----
 src/zarr/storage/memory.py  |  8 ++++----
 src/zarr/storage/remote.py  |  8 ++++----
 src/zarr/storage/zip.py     |  8 ++++----
 6 files changed, 36 insertions(+), 27 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index c02dc9d00b..e7acce78da 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -6,7 +6,7 @@
 from typing import TYPE_CHECKING, NamedTuple, Protocol, runtime_checkable
 
 if TYPE_CHECKING:
-    from collections.abc import AsyncGenerator, Iterable
+    from collections.abc import AsyncGenerator, AsyncIterator, Iterable
     from types import TracebackType
     from typing import Any, Self, TypeAlias
 
@@ -329,16 +329,19 @@ def supports_listing(self) -> bool:
         ...
 
     @abstractmethod
-    def list(self) -> AsyncGenerator[str]:
+    def list(self) -> AsyncIterator[str]:
         """Retrieve all keys in the store.
 
         Returns
         -------
-        AsyncGenerator[str, None]
+        AsyncIterator[str]
         """
+        # This method should be async, like overridden methods in child classes.
+        # However, that's not straightforward:
+        # https://stackoverflow.com/questions/68905848
 
     @abstractmethod
-    def list_prefix(self, prefix: str) -> AsyncGenerator[str]:
+    def list_prefix(self, prefix: str) -> AsyncIterator[str]:
         """
         Retrieve all keys in the store that begin with a given prefix. Keys are returned relative
         to the root of the store.
@@ -349,11 +352,14 @@ def list_prefix(self, prefix: str) -> AsyncGenerator[str]:
 
         Returns
         -------
-        AsyncGenerator[str, None]
+        AsyncIterator[str]
         """
+        # This method should be async, like overridden methods in child classes.
+        # However, that's not straightforward:
+        # https://stackoverflow.com/questions/68905848
 
     @abstractmethod
-    def list_dir(self, prefix: str) -> AsyncGenerator[str]:
+    def list_dir(self, prefix: str) -> AsyncIterator[str]:
         """
         Retrieve all keys and prefixes with a given prefix and which do not contain the character
         “/” after the given prefix.
@@ -364,8 +370,11 @@ def list_dir(self, prefix: str) -> AsyncGenerator[str]:
 
         Returns
         -------
-        AsyncGenerator[str, None]
+        AsyncIterator[str]
         """
+        # This method should be async, like overridden methods in child classes.
+        # However, that's not straightforward:
+        # https://stackoverflow.com/questions/68905848
 
     async def delete_dir(self, prefix: str) -> None:
         """
diff --git a/src/zarr/storage/local.py b/src/zarr/storage/local.py
index b8b67003ca..f8ff40d52f 100644
--- a/src/zarr/storage/local.py
+++ b/src/zarr/storage/local.py
@@ -12,7 +12,7 @@
 from zarr.core.common import concurrent_map
 
 if TYPE_CHECKING:
-    from collections.abc import AsyncGenerator, Iterable
+    from collections.abc import AsyncIterator, Iterable
 
     from zarr.core.buffer import BufferPrototype
     from zarr.core.common import AccessModeLiteral
@@ -217,14 +217,14 @@ async def exists(self, key: str) -> bool:
         path = self.root / key
         return await asyncio.to_thread(path.is_file)
 
-    async def list(self) -> AsyncGenerator[str]:
+    async def list(self) -> AsyncIterator[str]:
         # docstring inherited
         to_strip = self.root.as_posix() + "/"
         for p in list(self.root.rglob("*")):
             if p.is_file():
                 yield p.as_posix().replace(to_strip, "")
 
-    async def list_prefix(self, prefix: str) -> AsyncGenerator[str]:
+    async def list_prefix(self, prefix: str) -> AsyncIterator[str]:
         # docstring inherited
         to_strip = self.root.as_posix() + "/"
         prefix = prefix.rstrip("/")
@@ -232,7 +232,7 @@ async def list_prefix(self, prefix: str) -> AsyncGenerator[str]:
             if p.is_file():
                 yield p.as_posix().replace(to_strip, "")
 
-    async def list_dir(self, prefix: str) -> AsyncGenerator[str]:
+    async def list_dir(self, prefix: str) -> AsyncIterator[str]:
         # docstring inherited
         base = self.root / prefix
         try:
diff --git a/src/zarr/storage/logging.py b/src/zarr/storage/logging.py
index d3e55c0687..e79b7fa44c 100644
--- a/src/zarr/storage/logging.py
+++ b/src/zarr/storage/logging.py
@@ -10,7 +10,7 @@
 from zarr.abc.store import AccessMode, ByteRangeRequest, Store
 
 if TYPE_CHECKING:
-    from collections.abc import AsyncGenerator, Generator, Iterable
+    from collections.abc import AsyncIterator, Generator, Iterable
 
     from zarr.core.buffer import Buffer, BufferPrototype
     from zarr.core.common import AccessModeLiteral
@@ -204,19 +204,19 @@ async def set_partial_values(
         with self.log(keys):
             return await self._store.set_partial_values(key_start_values=key_start_values)
 
-    async def list(self) -> AsyncGenerator[str]:
+    async def list(self) -> AsyncIterator[str]:
         # docstring inherited
         with self.log():
             async for key in self._store.list():
                 yield key
 
-    async def list_prefix(self, prefix: str) -> AsyncGenerator[str]:
+    async def list_prefix(self, prefix: str) -> AsyncIterator[str]:
         # docstring inherited
         with self.log(prefix):
             async for key in self._store.list_prefix(prefix=prefix):
                 yield key
 
-    async def list_dir(self, prefix: str) -> AsyncGenerator[str]:
+    async def list_dir(self, prefix: str) -> AsyncIterator[str]:
         # docstring inherited
         with self.log(prefix):
             async for key in self._store.list_dir(prefix=prefix):
diff --git a/src/zarr/storage/memory.py b/src/zarr/storage/memory.py
index df33876df7..a62c30ea36 100644
--- a/src/zarr/storage/memory.py
+++ b/src/zarr/storage/memory.py
@@ -9,7 +9,7 @@
 from zarr.storage._utils import _normalize_interval_index
 
 if TYPE_CHECKING:
-    from collections.abc import AsyncGenerator, Iterable, MutableMapping
+    from collections.abc import AsyncIterator, Iterable, MutableMapping
 
     from zarr.core.buffer import BufferPrototype
     from zarr.core.common import AccessModeLiteral
@@ -147,19 +147,19 @@ async def set_partial_values(self, key_start_values: Iterable[tuple[str, int, by
         # docstring inherited
         raise NotImplementedError
 
-    async def list(self) -> AsyncGenerator[str]:
+    async def list(self) -> AsyncIterator[str]:
         # docstring inherited
         for key in self._store_dict:
             yield key
 
-    async def list_prefix(self, prefix: str) -> AsyncGenerator[str]:
+    async def list_prefix(self, prefix: str) -> AsyncIterator[str]:
         # docstring inherited
         # note: we materialize all dict keys into a list here so we can mutate the dict in-place (e.g. in delete_prefix)
         for key in list(self._store_dict):
             if key.startswith(prefix):
                 yield key
 
-    async def list_dir(self, prefix: str) -> AsyncGenerator[str]:
+    async def list_dir(self, prefix: str) -> AsyncIterator[str]:
         # docstring inherited
         prefix = prefix.rstrip("/")
 
diff --git a/src/zarr/storage/remote.py b/src/zarr/storage/remote.py
index d471c85f59..9628069776 100644
--- a/src/zarr/storage/remote.py
+++ b/src/zarr/storage/remote.py
@@ -7,7 +7,7 @@
 from zarr.storage.common import _dereference_path
 
 if TYPE_CHECKING:
-    from collections.abc import AsyncGenerator, Iterable
+    from collections.abc import AsyncIterator, Iterable
 
     from fsspec.asyn import AsyncFileSystem
 
@@ -322,13 +322,13 @@ async def set_partial_values(
         # docstring inherited
         raise NotImplementedError
 
-    async def list(self) -> AsyncGenerator[str]:
+    async def list(self) -> AsyncIterator[str]:
         # docstring inherited
         allfiles = await self.fs._find(self.path, detail=False, withdirs=False)
         for onefile in (a.replace(self.path + "/", "") for a in allfiles):
             yield onefile
 
-    async def list_dir(self, prefix: str) -> AsyncGenerator[str]:
+    async def list_dir(self, prefix: str) -> AsyncIterator[str]:
         # docstring inherited
         prefix = f"{self.path}/{prefix.rstrip('/')}"
         try:
@@ -338,7 +338,7 @@ async def list_dir(self, prefix: str) -> AsyncGenerator[str]:
         for onefile in (a.replace(prefix + "/", "") for a in allfiles):
             yield onefile.removeprefix(self.path).removeprefix("/")
 
-    async def list_prefix(self, prefix: str) -> AsyncGenerator[str]:
+    async def list_prefix(self, prefix: str) -> AsyncIterator[str]:
         # docstring inherited
         for onefile in await self.fs._find(
             f"{self.path}/{prefix}", detail=False, maxdepth=None, withdirs=False
diff --git a/src/zarr/storage/zip.py b/src/zarr/storage/zip.py
index a45cc1672e..bdae1b597b 100644
--- a/src/zarr/storage/zip.py
+++ b/src/zarr/storage/zip.py
@@ -11,7 +11,7 @@
 from zarr.core.buffer import Buffer, BufferPrototype
 
 if TYPE_CHECKING:
-    from collections.abc import AsyncGenerator, Iterable
+    from collections.abc import AsyncIterator, Iterable
 
 ZipStoreAccessModeLiteral = Literal["r", "w", "a"]
 
@@ -234,19 +234,19 @@ async def exists(self, key: str) -> bool:
             else:
                 return True
 
-    async def list(self) -> AsyncGenerator[str]:
+    async def list(self) -> AsyncIterator[str]:
         # docstring inherited
         with self._lock:
             for key in self._zf.namelist():
                 yield key
 
-    async def list_prefix(self, prefix: str) -> AsyncGenerator[str]:
+    async def list_prefix(self, prefix: str) -> AsyncIterator[str]:
         # docstring inherited
         async for key in self.list():
             if key.startswith(prefix):
                 yield key
 
-    async def list_dir(self, prefix: str) -> AsyncGenerator[str]:
+    async def list_dir(self, prefix: str) -> AsyncIterator[str]:
         # docstring inherited
         prefix = prefix.rstrip("/")
 

From a2abb24798896dcb860b45a5b70fcb3b92d07074 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 11 Nov 2024 10:59:23 -0700
Subject: [PATCH 0832/1078] Bump pypa/gh-action-pypi-publish from 1.11.0 to
 1.12.2 in the actions group (#2479)

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.11.0 to 1.12.2
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.11.0...v1.12.2)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index bb24f0eb78..34d6696413 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -55,7 +55,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.11.0
+      - uses: pypa/gh-action-pypi-publish@v1.12.2
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From c3beb508539199dbf6990aa5cc5d6dc13bb47461 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Mon, 11 Nov 2024 11:59:17 -0700
Subject: [PATCH 0833/1078] Stateful tests for array/group manipulation (#2189)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Stateful tests for array/group manipulation

Port over some stateful tests from [Arraylake](https://docs.earthmover.io/).

Co-authored-by: Sebastián Galkin <paraseba@users.noreply.github.com>

* add TODOs

---------

Co-authored-by: Sebastián Galkin <paraseba@users.noreply.github.com>
---
 tests/test_store/test_stateful_hierarchy.py | 223 ++++++++++++++++++++
 1 file changed, 223 insertions(+)
 create mode 100644 tests/test_store/test_stateful_hierarchy.py

diff --git a/tests/test_store/test_stateful_hierarchy.py b/tests/test_store/test_stateful_hierarchy.py
new file mode 100644
index 0000000000..40c8f44992
--- /dev/null
+++ b/tests/test_store/test_stateful_hierarchy.py
@@ -0,0 +1,223 @@
+import hypothesis.extra.numpy as npst
+import hypothesis.strategies as st
+import pytest
+from hypothesis import assume, note
+from hypothesis.stateful import (
+    RuleBasedStateMachine,
+    Settings,
+    initialize,
+    invariant,
+    precondition,
+    rule,
+    run_state_machine_as_test,
+)
+
+import zarr
+from zarr import Array
+from zarr.abc.store import Store
+from zarr.core.sync import SyncMixin
+from zarr.storage import MemoryStore, ZipStore
+from zarr.testing.strategies import node_names, np_array_and_chunks, numpy_arrays
+
+
+def split_prefix_name(path):
+    split = path.rsplit("/", maxsplit=1)
+    if len(split) > 1:
+        prefix, name = split
+    else:
+        prefix = ""
+        (name,) = split
+    return prefix, name
+
+
+class ZarrHierarchyStateMachine(SyncMixin, RuleBasedStateMachine):
+    """
+    This state machine models operations that modify a zarr store's
+    hierarchy. That is, user actions that modify arrays/groups as well
+    as list operations. It is intended to be used by external stores, and
+    compares their results to a MemoryStore that is assumed to be perfect.
+    """
+
+    def __init__(self, store) -> None:
+        super().__init__()
+
+        self.store = store
+
+        self.model = MemoryStore(mode="w")
+        zarr.group(store=self.model)
+
+        # Track state of the hierarchy, these should contain fully qualified paths
+        self.all_groups = set()
+        self.all_arrays = set()
+
+    @initialize()
+    def init_store(self):
+        # This lets us reuse the fixture provided store.
+        self._sync(self.store.clear())
+        zarr.group(store=self.store)
+
+    def can_add(self, path):
+        return path not in self.all_groups and path not in self.all_arrays
+
+    # -------------------- store operations -----------------------
+    @rule(name=node_names, data=st.data())
+    def add_group(self, name, data):
+        if self.all_groups:
+            parent = data.draw(st.sampled_from(sorted(self.all_groups)), label="Group parent")
+        else:
+            parent = ""
+        path = f"{parent}/{name}".lstrip("/")
+        assume(self.can_add(path))
+        note(f"Adding group: path='{path}'")
+        self.all_groups.add(path)
+        zarr.group(store=self.store, path=path)
+        zarr.group(store=self.model, path=path)
+
+    @rule(
+        data=st.data(),
+        name=node_names,
+        array_and_chunks=np_array_and_chunks(arrays=numpy_arrays(zarr_formats=st.just(3))),
+    )
+    def add_array(self, data, name, array_and_chunks):
+        array, chunks = array_and_chunks
+        fill_value = data.draw(npst.from_dtype(array.dtype))
+        if self.all_groups:
+            parent = data.draw(st.sampled_from(sorted(self.all_groups)), label="Array parent")
+        else:
+            parent = ""
+        # TODO: support creating deeper paths
+        # TODO: support overwriting potentially by just skipping `self.can_add`
+        path = f"{parent}/{name}".lstrip("/")
+        assume(self.can_add(path))
+        note(f"Adding array:  path='{path}'  shape={array.shape}  chunks={chunks}")
+        for store in [self.store, self.model]:
+            zarr.array(array, chunks=chunks, path=path, store=store, fill_value=fill_value)
+        self.all_arrays.add(path)
+
+    # @precondition(lambda self: bool(self.all_groups))
+    # @precondition(lambda self: bool(self.all_arrays))
+    # @rule(data=st.data())
+    # def move_array(self, data):
+    #     array_path = data.draw(st.sampled_from(self.all_arrays), label="Array move source")
+    #     to_group = data.draw(st.sampled_from(self.all_groups), label="Array move destination")
+
+    #     # fixme renaiming to self?
+    #     array_name = os.path.basename(array_path)
+    #     assume(self.model.can_add(to_group, array_name))
+    #     new_path = f"{to_group}/{array_name}".lstrip("/")
+    #     note(f"moving array '{array_path}' -> '{new_path}'")
+    #     self.model.rename(array_path, new_path)
+    #     self.repo.store.rename(array_path, new_path)
+
+    # @precondition(lambda self: len(self.all_groups) >= 2)
+    # @rule(data=st.data())
+    # def move_group(self, data):
+    #     from_group = data.draw(st.sampled_from(self.all_groups), label="Group move source")
+    #     to_group = data.draw(st.sampled_from(self.all_groups), label="Group move destination")
+    #     assume(not to_group.startswith(from_group))
+
+    #     from_group_name = os.path.basename(from_group)
+    #     assume(self.model.can_add(to_group, from_group_name))
+    #     # fixme renaiming to self?
+    #     new_path = f"{to_group}/{from_group_name}".lstrip("/")
+    #     note(f"moving group '{from_group}' -> '{new_path}'")
+    #     self.model.rename(from_group, new_path)
+    #     self.repo.store.rename(from_group, new_path)
+
+    @precondition(lambda self: len(self.all_arrays) >= 1)
+    @rule(data=st.data())
+    def delete_array_using_del(self, data):
+        array_path = data.draw(
+            st.sampled_from(sorted(self.all_arrays)), label="Array deletion target"
+        )
+        prefix, array_name = split_prefix_name(array_path)
+        note(f"Deleting array '{array_path}' ({prefix=!r}, {array_name=!r}) using del")
+        for store in [self.model, self.store]:
+            group = zarr.open_group(path=prefix, store=store)
+            group[array_name]  # check that it exists
+            del group[array_name]
+        self.all_arrays.remove(array_path)
+
+    @precondition(lambda self: len(self.all_groups) >= 2)  # fixme don't delete root
+    @rule(data=st.data())
+    def delete_group_using_del(self, data):
+        group_path = data.draw(
+            st.sampled_from(sorted(self.all_groups)), label="Group deletion target"
+        )
+        prefix, group_name = split_prefix_name(group_path)
+        note(f"Deleting group '{group_path=!r}', {prefix=!r}, {group_name=!r} using delete")
+        members = zarr.open_group(store=self.model, path=group_path).members(max_depth=None)
+        for _, obj in members:
+            if isinstance(obj, Array):
+                self.all_arrays.remove(obj.path)
+            else:
+                self.all_groups.remove(obj.path)
+        for store in [self.store, self.model]:
+            group = zarr.open_group(store=store, path=prefix)
+            group[group_name]  # check that it exists
+            del group[group_name]
+        if group_path != "/":
+            # The root group is always present
+            self.all_groups.remove(group_path)
+
+    # # --------------- assertions -----------------
+    # def check_group_arrays(self, group):
+    #     # note(f"Checking arrays of '{group}'")
+    #     g1 = self.model.get_group(group)
+    #     g2 = zarr.open_group(path=group, mode="r", store=self.repo.store)
+    #     model_arrays = sorted(g1.arrays(), key=itemgetter(0))
+    #     our_arrays = sorted(g2.arrays(), key=itemgetter(0))
+    #     for (n1, a1), (n2, a2) in zip_longest(model_arrays, our_arrays):
+    #         assert n1 == n2
+    #         assert_array_equal(a1, a2)
+
+    # def check_subgroups(self, group_path):
+    #     g1 = self.model.get_group(group_path)
+    #     g2 = zarr.open_group(path=group_path, mode="r", store=self.repo.store)
+    #     g1_children = [name for (name, _) in g1.groups()]
+    #     g2_children = [name for (name, _) in g2.groups()]
+    #     # note(f"Checking {len(g1_children)} subgroups of group '{group_path}'")
+    #     assert g1_children == g2_children
+
+    # def check_list_prefix_from_group(self, group):
+    #     prefix = f"meta/root/{group}"
+    #     model_list = sorted(self.model.list_prefix(prefix))
+    #     al_list = sorted(self.repo.store.list_prefix(prefix))
+    #     # note(f"Checking {len(model_list)} keys under '{prefix}'")
+    #     assert model_list == al_list
+
+    #     prefix = f"data/root/{group}"
+    #     model_list = sorted(self.model.list_prefix(prefix))
+    #     al_list = sorted(self.repo.store.list_prefix(prefix))
+    #     # note(f"Checking {len(model_list)} keys under '{prefix}'")
+    #     assert model_list == al_list
+
+    # @precondition(lambda self: self.model.is_persistent_session())
+    # @rule(data=st.data())
+    # def check_group_path(self, data):
+    #     t0 = time.time()
+    #     group = data.draw(st.sampled_from(self.all_groups))
+    #     self.check_list_prefix_from_group(group)
+    #     self.check_subgroups(group)
+    #     self.check_group_arrays(group)
+    #     t1 = time.time()
+    #     note(f"Checks took {t1 - t0} sec.")
+
+    @invariant()
+    def check_list_prefix_from_root(self):
+        model_list = self._sync_iter(self.model.list_prefix(""))
+        store_list = self._sync_iter(self.store.list_prefix(""))
+        note(f"Checking {len(model_list)} keys")
+        assert sorted(model_list) == sorted(store_list)
+
+
+def test_zarr_hierarchy(sync_store: Store):
+    def mk_test_instance_sync() -> ZarrHierarchyStateMachine:
+        return ZarrHierarchyStateMachine(sync_store)
+
+    if isinstance(sync_store, ZipStore):
+        pytest.skip(reason="ZipStore does not support delete")
+    if isinstance(sync_store, MemoryStore):
+        run_state_machine_as_test(
+            mk_test_instance_sync, settings=Settings(report_multiple_bugs=False)
+        )

From e5135f9143198f41459b059213754b1c1bf7e440 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Mon, 11 Nov 2024 13:01:16 -0600
Subject: [PATCH 0834/1078] Added info for Group and Array (#2400)

* Added group info

* Basic array

* fixup

* docs, tests

* fixup

* fixup

* docstringsx

* fixup

* chunk info

* fixup

* wip - split to chunks_initialized

* fixup

* fixup

* update docs

* fixup test

* lint

* fixup test

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/core/_info.py | 135 +++++++++++++++++++++++++++++++++++++++++
 src/zarr/core/array.py | 115 +++++++++++++++++++++++++++++++++--
 src/zarr/core/group.py | 103 +++++++++++++++++++++++++++++--
 tests/test_array.py    |  35 +++++++++++
 tests/test_group.py    |  42 ++++++++++---
 tests/test_info.py     | 133 ++++++++++++++++++++++++++++++++++++++++
 6 files changed, 545 insertions(+), 18 deletions(-)
 create mode 100644 src/zarr/core/_info.py
 create mode 100644 tests/test_info.py

diff --git a/src/zarr/core/_info.py b/src/zarr/core/_info.py
new file mode 100644
index 0000000000..4708967390
--- /dev/null
+++ b/src/zarr/core/_info.py
@@ -0,0 +1,135 @@
+import dataclasses
+import textwrap
+from typing import Any, Literal
+
+import numcodecs.abc
+import numpy as np
+
+from zarr.abc.codec import Codec
+from zarr.core.metadata.v3 import DataType
+
+
+@dataclasses.dataclass(kw_only=True)
+class GroupInfo:
+    """
+    Visual summary for a Group.
+
+    Note that this method and its properties is not part of
+    Zarr's public API.
+    """
+
+    _name: str
+    _type: Literal["Group"] = "Group"
+    _zarr_format: Literal[2, 3]
+    _read_only: bool
+    _store_type: str
+    _count_members: int | None = None
+    _count_arrays: int | None = None
+    _count_groups: int | None = None
+
+    def __repr__(self) -> str:
+        template = textwrap.dedent("""\
+        Name        : {_name}
+        Type        : {_type}
+        Zarr format : {_zarr_format}
+        Read-only   : {_read_only}
+        Store type  : {_store_type}""")
+
+        if self._count_members is not None:
+            template += "\nNo. members : {_count_members}"
+        if self._count_arrays is not None:
+            template += "\nNo. arrays  : {_count_arrays}"
+        if self._count_groups is not None:
+            template += "\nNo. groups  : {_count_groups}"
+        return template.format(**dataclasses.asdict(self))
+
+
+def human_readable_size(size: int) -> str:
+    if size < 2**10:
+        return f"{size}"
+    elif size < 2**20:
+        return f"{size / float(2**10):.1f}K"
+    elif size < 2**30:
+        return f"{size / float(2**20):.1f}M"
+    elif size < 2**40:
+        return f"{size / float(2**30):.1f}G"
+    elif size < 2**50:
+        return f"{size / float(2**40):.1f}T"
+    else:
+        return f"{size / float(2**50):.1f}P"
+
+
+def byte_info(size: int) -> str:
+    if size < 2**10:
+        return str(size)
+    else:
+        return f"{size} ({human_readable_size(size)})"
+
+
+@dataclasses.dataclass(kw_only=True)
+class ArrayInfo:
+    """
+    Visual summary for an Array.
+
+    Note that this method and its properties is not part of
+    Zarr's public API.
+    """
+
+    _type: Literal["Array"] = "Array"
+    _zarr_format: Literal[2, 3]
+    _data_type: np.dtype[Any] | DataType
+    _shape: tuple[int, ...]
+    _chunk_shape: tuple[int, ...] | None = None
+    _order: Literal["C", "F"]
+    _read_only: bool
+    _store_type: str
+    _compressor: numcodecs.abc.Codec | None = None
+    _filters: tuple[numcodecs.abc.Codec, ...] | None = None
+    _codecs: list[Codec] | None = None
+    _count_bytes: int | None = None
+    _count_bytes_stored: int | None = None
+    _count_chunks_initialized: int | None = None
+
+    def __repr__(self) -> str:
+        template = textwrap.dedent("""\
+        Type               : {_type}
+        Zarr format        : {_zarr_format}
+        Data type          : {_data_type}
+        Shape              : {_shape}
+        Chunk shape        : {_chunk_shape}
+        Order              : {_order}
+        Read-only          : {_read_only}
+        Store type         : {_store_type}""")
+
+        kwargs = dataclasses.asdict(self)
+        if self._chunk_shape is None:
+            # for non-regular chunk grids
+            kwargs["chunk_shape"] = "<variable>"
+        if self._compressor is not None:
+            template += "\nCompressor         : {_compressor}"
+
+        if self._filters is not None:
+            template += "\nFilters            : {_filters}"
+
+        if self._codecs is not None:
+            template += "\nCodecs             : {_codecs}"
+
+        if self._count_bytes is not None:
+            template += "\nNo. bytes          : {_count_bytes}"
+            kwargs["_count_bytes"] = byte_info(self._count_bytes)
+
+        if self._count_bytes_stored is not None:
+            template += "\nNo. bytes stored   : {_count_bytes_stored}"
+            kwargs["_count_stored"] = byte_info(self._count_bytes_stored)
+
+        if (
+            self._count_bytes is not None
+            and self._count_bytes_stored is not None
+            and self._count_bytes_stored > 0
+        ):
+            template += "\nStorage ratio      : {_storage_ratio}"
+            kwargs["_storage_ratio"] = f"{self._count_bytes / self._count_bytes_stored:.1f}"
+
+        if self._count_chunks_initialized is not None:
+            template += "\nChunks Initialized : {_count_chunks_initialized}"
+        return template.format(**kwargs)
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 78e496818b..1808a86302 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -14,6 +14,7 @@
 from zarr.abc.store import Store, set_or_delete
 from zarr.codecs import _get_default_array_bytes_codec
 from zarr.codecs._v2 import V2Codec
+from zarr.core._info import ArrayInfo
 from zarr.core.attributes import Attributes
 from zarr.core.buffer import (
     BufferPrototype,
@@ -1332,9 +1333,65 @@ async def update_attributes(self, new_attributes: dict[str, JSON]) -> Self:
     def __repr__(self) -> str:
         return f"<AsyncArray {self.store_path} shape={self.shape} dtype={self.dtype}>"
 
-    async def info(self) -> None:
+    @property
+    def info(self) -> Any:
+        """
+        Return the statically known information for an array.
+
+        Returns
+        -------
+        ArrayInfo
+
+        See Also
+        --------
+        AsyncArray.info_complete
+            All information about a group, including dynamic information
+            like the number of bytes and chunks written.
+        """
+        return self._info()
+
+    async def info_complete(self) -> Any:
+        # TODO: get the size of the object from the store.
+        extra = {
+            "count_chunks_initialized": await self.nchunks_initialized(),
+            # count_bytes_stored isn't yet implemented.
+        }
+        return self._info(extra=extra)
+
         raise NotImplementedError
 
+    def _info(self, extra: dict[str, int] | None = None) -> Any:
+        kwargs: dict[str, Any] = {}
+        if self.metadata.zarr_format == 2:
+            assert isinstance(self.metadata, ArrayV2Metadata)
+            if self.metadata.compressor is not None:
+                kwargs["_compressor"] = self.metadata.compressor
+            if self.metadata.filters is not None:
+                kwargs["_filters"] = self.metadata.filters
+            kwargs["_data_type"] = self.metadata.dtype
+            kwargs["_chunk_shape"] = self.metadata.chunks
+        else:
+            kwargs["_codecs"] = self.metadata.codecs
+            kwargs["_data_type"] = self.metadata.data_type
+            # just regular?
+            chunk_grid = self.metadata.chunk_grid
+            if isinstance(chunk_grid, RegularChunkGrid):
+                kwargs["_chunk_shape"] = chunk_grid.chunk_shape
+            else:
+                raise NotImplementedError(
+                    "'info' is not yet implemented for chunk grids of type {type(self.metadata.chunk_grid)}"
+                )
+
+        return ArrayInfo(
+            _zarr_format=self.metadata.zarr_format,
+            _shape=self.shape,
+            _order=self.order,
+            _read_only=self.store_path.store.mode.readonly,
+            _store_type=type(self.store_path.store).__name__,
+            _count_bytes=self.dtype.itemsize * self.size,
+            **kwargs,
+        )
+
 
 # TODO: Array can be a frozen data class again once property setters (e.g. shape) are removed
 @dataclass(frozen=False)
@@ -3099,10 +3156,58 @@ def update_attributes(self, new_attributes: dict[str, JSON]) -> Array:
     def __repr__(self) -> str:
         return f"<Array {self.store_path} shape={self.shape} dtype={self.dtype}>"
 
-    def info(self) -> None:
-        return sync(
-            self._async_array.info(),
-        )
+    @property
+    def info(self) -> Any:
+        """
+        Return the statically known information for an array.
+
+        Returns
+        -------
+        ArrayInfo
+
+        See Also
+        --------
+        Array.info_complete
+            All information about a group, including dynamic information
+            like the number of bytes and chunks written.
+
+        Examples
+        --------
+        >>> arr = zarr.create(shape=(10,), chunks=(2,), dtype="float32")
+        >>> arr.info
+        Type               : Array
+        Zarr format        : 3
+        Data type          : DataType.float32
+        Shape              : (10,)
+        Chunk shape        : (2,)
+        Order              : C
+        Read-only          : False
+        Store type         : MemoryStore
+        Codecs             : [BytesCodec(endian=<Endian.little: 'little'>)]
+        No. bytes          : 40
+        """
+        return self._async_array.info
+
+    def info_complete(self) -> Any:
+        """
+        Returns all the information about an array, including information from the Store.
+
+        In addition to the statically known information like ``name`` and ``zarr_format``,
+        this includes additional information like the size of the array in bytes and
+        the number of chunks written.
+
+        Note that this method will need to read metadata from the store.
+
+        Returns
+        -------
+        ArrayInfo
+
+        See Also
+        --------
+        Array.info
+            The statically known subset of metadata about an array.
+        """
+        return sync(self._async_array.info_complete())
 
 
 async def chunks_initialized(
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 9a54b346b0..160306049d 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -17,6 +17,7 @@
 from zarr._compat import _deprecate_positional_args
 from zarr.abc.metadata import Metadata
 from zarr.abc.store import Store, set_or_delete
+from zarr.core._info import GroupInfo
 from zarr.core.array import Array, AsyncArray, _build_parents
 from zarr.core.attributes import Attributes
 from zarr.core.buffer import default_buffer_prototype
@@ -805,8 +806,72 @@ def attrs(self) -> dict[str, Any]:
         return self.metadata.attributes
 
     @property
-    def info(self) -> None:
-        raise NotImplementedError
+    def info(self) -> Any:
+        """
+        Return a visual representation of the statically known information about a group.
+
+        Note that this doesn't include dynamic information, like the number of child
+        Groups or Arrays.
+
+        Returns
+        -------
+        GroupInfo
+
+        See Also
+        --------
+        AsyncGroup.info_complete
+            All information about a group, including dynamic information
+        """
+
+        if self.metadata.consolidated_metadata:
+            members = list(self.metadata.consolidated_metadata.flattened_metadata.values())
+        else:
+            members = None
+        return self._info(members=members)
+
+    async def info_complete(self) -> Any:
+        """
+        Return all the information for a group.
+
+        This includes dynamic information like the number
+        of child Groups or Arrays. If this group doesn't contain consolidated
+        metadata then this will need to read from the backing Store.
+
+        Returns
+        -------
+        GroupInfo
+
+        See Also
+        --------
+        AsyncGroup.info
+        """
+        members = [x[1].metadata async for x in self.members(max_depth=None)]
+        return self._info(members=members)
+
+    def _info(
+        self, members: list[ArrayV2Metadata | ArrayV3Metadata | GroupMetadata] | None = None
+    ) -> Any:
+        kwargs = {}
+        if members is not None:
+            kwargs["_count_members"] = len(members)
+            count_arrays = 0
+            count_groups = 0
+            for member in members:
+                if isinstance(member, GroupMetadata):
+                    count_groups += 1
+                else:
+                    count_arrays += 1
+            kwargs["_count_arrays"] = count_arrays
+            kwargs["_count_groups"] = count_groups
+
+        return GroupInfo(
+            _name=self.store_path.path,
+            _read_only=self.store_path.store.mode.readonly,
+            _store_type=type(self.store_path.store).__name__,
+            _zarr_format=self.metadata.zarr_format,
+            # maybe do a typeddict
+            **kwargs,  # type: ignore[arg-type]
+        )
 
     @property
     def store(self) -> Store:
@@ -1454,8 +1519,38 @@ def attrs(self) -> Attributes:
         return Attributes(self)
 
     @property
-    def info(self) -> None:
-        raise NotImplementedError
+    def info(self) -> Any:
+        """
+        Return the statically known information for a group.
+
+        Returns
+        -------
+        GroupInfo
+
+        See Also
+        --------
+        Group.info_complete
+            All information about a group, including dynamic information
+            like the children members.
+        """
+        return self._async_group.info
+
+    def info_complete(self) -> Any:
+        """
+        Return information for a group.
+
+        If this group doesn't contain consolidated metadata then
+        this will need to read from the backing Store.
+
+        Returns
+        -------
+        GroupInfo
+
+        See Also
+        --------
+        Group.info
+        """
+        return self._sync(self._async_group.info_complete())
 
     @property
     def store(self) -> Store:
diff --git a/tests/test_array.py b/tests/test_array.py
index b8af261335..5f73f2f44e 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -10,12 +10,14 @@
 import zarr.api.asynchronous
 from zarr import Array, AsyncArray, Group
 from zarr.codecs import BytesCodec, VLenBytesCodec
+from zarr.core._info import ArrayInfo
 from zarr.core.array import chunks_initialized
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.buffer.cpu import NDBuffer
 from zarr.core.common import JSON, MemoryOrder, ZarrFormat
 from zarr.core.group import AsyncGroup
 from zarr.core.indexing import ceildiv
+from zarr.core.metadata.v3 import DataType
 from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
 from zarr.storage import LocalStore, MemoryStore
@@ -418,6 +420,39 @@ def test_update_attrs(zarr_format: int) -> None:
     assert arr2.attrs["foo"] == "bar"
 
 
+class TestInfo:
+    def test_info_v2(self) -> None:
+        arr = zarr.create(shape=(4, 4), chunks=(2, 2), zarr_format=2)
+        result = arr.info
+        expected = ArrayInfo(
+            _zarr_format=2,
+            _data_type=np.dtype("float64"),
+            _shape=(4, 4),
+            _chunk_shape=(2, 2),
+            _order="C",
+            _read_only=False,
+            _store_type="MemoryStore",
+            _count_bytes=128,
+        )
+        assert result == expected
+
+    def test_info_v3(self) -> None:
+        arr = zarr.create(shape=(4, 4), chunks=(2, 2), zarr_format=3)
+        result = arr.info
+        expected = ArrayInfo(
+            _zarr_format=3,
+            _data_type=DataType.parse("float64"),
+            _shape=(4, 4),
+            _chunk_shape=(2, 2),
+            _order="C",
+            _read_only=False,
+            _store_type="MemoryStore",
+            _codecs=[BytesCodec()],
+            _count_bytes=128,
+        )
+        assert result == expected
+
+
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
 @pytest.mark.parametrize("zarr_format", [2, 3])
 def test_resize_1d(store: MemoryStore, zarr_format: int) -> None:
diff --git a/tests/test_group.py b/tests/test_group.py
index 6bacca4889..6e185097fd 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -12,8 +12,10 @@
 import zarr
 import zarr.api.asynchronous
 import zarr.api.synchronous
+import zarr.storage
 from zarr import Array, AsyncArray, AsyncGroup, Group
 from zarr.abc.store import Store
+from zarr.core._info import GroupInfo
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.group import ConsolidatedMetadata, GroupMetadata
 from zarr.core.sync import sync
@@ -792,15 +794,6 @@ async def test_asyncgroup_attrs(store: Store, zarr_format: ZarrFormat) -> None:
     assert agroup.attrs == agroup.metadata.attributes == attributes
 
 
-async def test_asyncgroup_info(store: Store, zarr_format: ZarrFormat) -> None:
-    agroup = await AsyncGroup.from_store(  # noqa: F841
-        store,
-        zarr_format=zarr_format,
-    )
-    pytest.xfail("Info is not implemented for metadata yet")
-    # assert agroup.info == agroup.metadata.info
-
-
 async def test_asyncgroup_open(
     store: Store,
     zarr_format: ZarrFormat,
@@ -1352,6 +1345,37 @@ def test_from_dict_extra_fields(self):
         assert result == expected
 
 
+class TestInfo:
+    def test_info(self):
+        store = zarr.storage.MemoryStore(mode="w")
+        A = zarr.group(store=store, path="A")
+        B = A.create_group(name="B")
+
+        B.create_array(name="x", shape=(1,))
+        B.create_array(name="y", shape=(2,))
+
+        result = A.info
+        expected = GroupInfo(
+            _name="A",
+            _read_only=False,
+            _store_type="MemoryStore",
+            _zarr_format=3,
+        )
+        assert result == expected
+
+        result = A.info_complete()
+        expected = GroupInfo(
+            _name="A",
+            _read_only=False,
+            _store_type="MemoryStore",
+            _zarr_format=3,
+            _count_members=3,
+            _count_arrays=2,
+            _count_groups=1,
+        )
+        assert result == expected
+
+
 def test_update_attrs() -> None:
     # regression test for https://github.com/zarr-developers/zarr-python/issues/2328
     root = Group.from_store(
diff --git a/tests/test_info.py b/tests/test_info.py
new file mode 100644
index 0000000000..5d9264aa13
--- /dev/null
+++ b/tests/test_info.py
@@ -0,0 +1,133 @@
+import textwrap
+
+import numpy as np
+import pytest
+
+from zarr.codecs.bytes import BytesCodec
+from zarr.core._info import ArrayInfo, GroupInfo, human_readable_size
+from zarr.core.common import ZarrFormat
+
+ZARR_FORMATS = [2, 3]
+
+
+@pytest.mark.parametrize("zarr_format", ZARR_FORMATS)
+def test_group_info_repr(zarr_format: ZarrFormat) -> None:
+    info = GroupInfo(
+        _name="a", _store_type="MemoryStore", _read_only=False, _zarr_format=zarr_format
+    )
+    result = repr(info)
+    expected = textwrap.dedent(f"""\
+        Name        : a
+        Type        : Group
+        Zarr format : {zarr_format}
+        Read-only   : False
+        Store type  : MemoryStore""")
+    assert result == expected
+
+
+@pytest.mark.parametrize("zarr_format", ZARR_FORMATS)
+def test_group_info_complete(zarr_format: ZarrFormat) -> None:
+    info = GroupInfo(
+        _name="a",
+        _store_type="MemoryStore",
+        _zarr_format=zarr_format,
+        _read_only=False,
+        _count_arrays=10,
+        _count_groups=4,
+        _count_members=14,
+    )
+    result = repr(info)
+    expected = textwrap.dedent(f"""\
+        Name        : a
+        Type        : Group
+        Zarr format : {zarr_format}
+        Read-only   : False
+        Store type  : MemoryStore
+        No. members : 14
+        No. arrays  : 10
+        No. groups  : 4""")
+    assert result == expected
+
+
+@pytest.mark.parametrize("zarr_format", ZARR_FORMATS)
+def test_array_info(zarr_format: ZarrFormat) -> None:
+    info = ArrayInfo(
+        _zarr_format=zarr_format,
+        _data_type=np.dtype("int32"),
+        _shape=(100, 100),
+        _chunk_shape=(10, 100),
+        _order="C",
+        _read_only=True,
+        _store_type="MemoryStore",
+        _codecs=[BytesCodec()],
+    )
+    result = repr(info)
+    assert result == textwrap.dedent(f"""\
+        Type               : Array
+        Zarr format        : {zarr_format}
+        Data type          : int32
+        Shape              : (100, 100)
+        Chunk shape        : (10, 100)
+        Order              : C
+        Read-only          : True
+        Store type         : MemoryStore
+        Codecs             : [{{'endian': <Endian.little: 'little'>}}]""")
+
+
+@pytest.mark.parametrize("zarr_format", ZARR_FORMATS)
+@pytest.mark.parametrize("bytes_things", [(1_000_000, "976.6K", 500_000, "500000", "2.0", 5)])
+def test_array_info_complete(
+    zarr_format: ZarrFormat, bytes_things: tuple[int, str, int, str, str, int]
+) -> None:
+    (
+        count_bytes,
+        count_bytes_formatted,
+        count_bytes_stored,
+        count_bytes_stored_formatted,
+        storage_ratio_formatted,
+        count_chunks_initialized,
+    ) = bytes_things
+    info = ArrayInfo(
+        _zarr_format=zarr_format,
+        _data_type=np.dtype("int32"),
+        _shape=(100, 100),
+        _chunk_shape=(10, 100),
+        _order="C",
+        _read_only=True,
+        _store_type="MemoryStore",
+        _codecs=[BytesCodec()],
+        _count_bytes=count_bytes,
+        _count_bytes_stored=count_bytes_stored,
+        _count_chunks_initialized=count_chunks_initialized,
+    )
+    result = repr(info)
+    assert result == textwrap.dedent(f"""\
+        Type               : Array
+        Zarr format        : {zarr_format}
+        Data type          : int32
+        Shape              : (100, 100)
+        Chunk shape        : (10, 100)
+        Order              : C
+        Read-only          : True
+        Store type         : MemoryStore
+        Codecs             : [{{'endian': <Endian.little: 'little'>}}]
+        No. bytes          : {count_bytes} ({count_bytes_formatted})
+        No. bytes stored   : {count_bytes_stored_formatted}
+        Storage ratio      : {storage_ratio_formatted}
+        Chunks Initialized : 5""")
+
+
+@pytest.mark.parametrize(
+    ("size", "expected"),
+    [
+        (1, "1"),
+        (2**10, "1.0K"),
+        (2**20, "1.0M"),
+        (2**30, "1.0G"),
+        (2**40, "1.0T"),
+        (2**50, "1.0P"),
+    ],
+)
+def test_human_readable_size(size: int, expected: str) -> None:
+    result = human_readable_size(size)
+    assert result == expected

From 846f33b2cb473cdbf6191d851b943ecf9ef1b13e Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 11 Nov 2024 13:13:00 -0800
Subject: [PATCH 0835/1078] chore: update pre-commit hooks (#2482)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.7.2 → v0.7.3](https://github.com/astral-sh/ruff-pre-commit/compare/v0.7.2...v0.7.3)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 1c5edaec5f..dd9660fa5f 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.7.2
+    rev: v0.7.3
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]

From 2fa008269818d03bdf861bd3c32b1456ed25cb0d Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Mon, 11 Nov 2024 14:14:09 -0700
Subject: [PATCH 0836/1078] Explicitly clear store in hypothesis strategy
 (#2481)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 src/zarr/testing/strategies.py | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index c82e168cf1..9d254e7481 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -8,6 +8,7 @@
 
 from zarr.core.array import Array
 from zarr.core.group import Group
+from zarr.core.sync import sync
 from zarr.storage import MemoryStore, StoreLike
 
 # Copied from Xarray
@@ -42,7 +43,7 @@ def v2_dtypes() -> st.SearchStrategy[np.dtype]:
         | npst.complex_number_dtypes(endianness="=")
         | npst.byte_string_dtypes(endianness="=")
         | npst.unicode_string_dtypes(endianness="=")
-        | npst.datetime64_dtypes()
+        | npst.datetime64_dtypes(endianness="=")
         # | npst.timedelta64_dtypes()
     )
 
@@ -62,7 +63,10 @@ def v2_dtypes() -> st.SearchStrategy[np.dtype]:
 attrs = st.none() | st.dictionaries(_attr_keys, _attr_values)
 keys = st.lists(node_names, min_size=1).map("/".join)
 paths = st.just("/") | keys
-stores = st.builds(MemoryStore, st.just({}), mode=st.just("w"))
+# st.builds will only call a new store constructor for different keyword arguments
+# i.e. stores.examples() will always return the same object per Store class.
+# So we map a clear to reset the store.
+stores = st.builds(MemoryStore, st.just({})).map(lambda x: sync(x.clear()))
 compressors = st.sampled_from([None, "default"])
 zarr_formats: st.SearchStrategy[Literal[2, 3]] = st.sampled_from([2, 3])
 array_shapes = npst.array_shapes(max_dims=4, min_side=0)

From 97d654b6135c4ff96aa01a86bfcc06888fb95ebf Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Mon, 11 Nov 2024 22:46:23 +0100
Subject: [PATCH 0837/1078] Assorted small fixes for f-strings (#2477)

* Manually apply ruff/pyupgrade rule UP030

UP030 Use implicit references for positional format fields

* Explicitly add single quotes instead of using "!r"

Successive `str` and `repr` conversions? If there is a need for quotes,
explictly use quotes.
---
 src/zarr/core/indexing.py  | 2 +-
 src/zarr/errors.py         | 6 +++---
 src/zarr/storage/common.py | 2 +-
 src/zarr/storage/local.py  | 2 +-
 src/zarr/storage/memory.py | 4 ++--
 src/zarr/storage/zip.py    | 2 +-
 6 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index 723dadfb48..3d47f5f183 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -68,7 +68,7 @@ class VindexInvalidSelectionError(IndexError):
     _msg = (
         "unsupported selection type for vectorized indexing; only "
         "coordinate selection (tuple of integer arrays) and mask selection "
-        "(single Boolean array) are supported; got {0!r}"
+        "(single Boolean array) are supported; got {!r}"
     )
 
 
diff --git a/src/zarr/errors.py b/src/zarr/errors.py
index e6d416bcc6..5eb696d935 100644
--- a/src/zarr/errors.py
+++ b/src/zarr/errors.py
@@ -9,17 +9,17 @@ def __init__(self, *args: Any) -> None:
 
 
 class ContainsGroupError(_BaseZarrError):
-    _msg = "A group exists in store {0!r} at path {1!r}."
+    _msg = "A group exists in store {!r} at path {!r}."
 
 
 class ContainsArrayError(_BaseZarrError):
-    _msg = "An array exists in store {0!r} at path {1!r}."
+    _msg = "An array exists in store {!r} at path {!r}."
 
 
 class ContainsArrayAndGroupError(_BaseZarrError):
     _msg = (
         "Array and group metadata documents (.zarray and .zgroup) were both found in store "
-        "{0!r} at path {1!r}."
+        "{!r} at path {!r}. "
         "Only one of these files may be present in a given directory / prefix. "
         "Remove the .zarray file, or the .zgroup file, or both."
     )
diff --git a/src/zarr/storage/common.py b/src/zarr/storage/common.py
index 337fbc59a4..1317ab7983 100644
--- a/src/zarr/storage/common.py
+++ b/src/zarr/storage/common.py
@@ -140,7 +140,7 @@ def __str__(self) -> str:
         return _dereference_path(str(self.store), self.path)
 
     def __repr__(self) -> str:
-        return f"StorePath({self.store.__class__.__name__}, {str(self)!r})"
+        return f"StorePath({self.store.__class__.__name__}, '{self}')"
 
     def __eq__(self, other: object) -> bool:
         """
diff --git a/src/zarr/storage/local.py b/src/zarr/storage/local.py
index f8ff40d52f..a5d0f6429c 100644
--- a/src/zarr/storage/local.py
+++ b/src/zarr/storage/local.py
@@ -135,7 +135,7 @@ def __str__(self) -> str:
         return f"file://{self.root.as_posix()}"
 
     def __repr__(self) -> str:
-        return f"LocalStore({str(self)!r})"
+        return f"LocalStore('{self}')"
 
     def __eq__(self, other: object) -> bool:
         return isinstance(other, type(self)) and self.root == other.root
diff --git a/src/zarr/storage/memory.py b/src/zarr/storage/memory.py
index a62c30ea36..85abe1697f 100644
--- a/src/zarr/storage/memory.py
+++ b/src/zarr/storage/memory.py
@@ -71,7 +71,7 @@ def __str__(self) -> str:
         return f"memory://{id(self._store_dict)}"
 
     def __repr__(self) -> str:
-        return f"MemoryStore({str(self)!r})"
+        return f"MemoryStore('{self}')"
 
     def __eq__(self, other: object) -> bool:
         return (
@@ -210,7 +210,7 @@ def __str__(self) -> str:
         return f"gpumemory://{id(self._store_dict)}"
 
     def __repr__(self) -> str:
-        return f"GpuMemoryStore({str(self)!r})"
+        return f"GpuMemoryStore('{self}')"
 
     @classmethod
     def from_dict(cls, store_dict: MutableMapping[str, Buffer]) -> Self:
diff --git a/src/zarr/storage/zip.py b/src/zarr/storage/zip.py
index bdae1b597b..968f81cdec 100644
--- a/src/zarr/storage/zip.py
+++ b/src/zarr/storage/zip.py
@@ -134,7 +134,7 @@ def __str__(self) -> str:
         return f"zip://{self.path}"
 
     def __repr__(self) -> str:
-        return f"ZipStore({str(self)!r})"
+        return f"ZipStore('{self}')"
 
     def __eq__(self, other: object) -> bool:
         return isinstance(other, type(self)) and self.path == other.path

From 3ab3607c418855f70754562c50301ec7e10c24ad Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 12 Nov 2024 17:59:00 +0100
Subject: [PATCH 0838/1078] Unreachable code (#2483)

Introduced by #2400 / e5135f9.
---
 src/zarr/core/array.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 1808a86302..20446abe7d 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -1358,8 +1358,6 @@ async def info_complete(self) -> Any:
         }
         return self._info(extra=extra)
 
-        raise NotImplementedError
-
     def _info(self, extra: dict[str, int] | None = None) -> Any:
         kwargs: dict[str, Any] = {}
         if self.metadata.zarr_format == 2:

From e49647b99a660088d62e3d4748b00f45e40b5733 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 12 Nov 2024 16:51:31 -0800
Subject: [PATCH 0839/1078] Refactor: store mode and initialization (#2442)

* fix(array): thread order parameter through to array __init__

* type fixes

* move defaults

* apply MemoryOrder type to ArrayV2Metadata

* more more

* more more more

* feature(store,group,array): stores learn to delete prefixes when
overwriting nodes

- add Store.delete_dir and Store.delete_prefix
- update array and group creation methods to call delete_dir
- change list_prefix to return absolue keys

* fixup

* fixup

* respond to review

* fixup

* fixup

* fix(store): refactor store initialization to include only r or w permissions

* Apply suggestions from code review

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* store -> readonly

* fixups

* fixups

* fixups

* fixup

* readonly -> read_only

* fixup

* Fix hypothesis

* fixup for windows

* respond to reviews

* is_empty

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Deepak Cherian <deepak@cherian.net>
---
 docs/guide/storage.rst                      |  12 +-
 src/zarr/abc/store.py                       | 125 +++++-------------
 src/zarr/api/asynchronous.py                |  89 ++++++++-----
 src/zarr/api/synchronous.py                 |   6 +-
 src/zarr/core/array.py                      |   4 +-
 src/zarr/core/group.py                      |   4 +-
 src/zarr/storage/common.py                  | 137 ++++++++++++++------
 src/zarr/storage/local.py                   |  31 +----
 src/zarr/storage/logging.py                 |  22 +---
 src/zarr/storage/memory.py                  |  25 ++--
 src/zarr/storage/remote.py                  |  49 +++----
 src/zarr/storage/zip.py                     |  26 ++--
 src/zarr/testing/store.py                   |  82 ++++--------
 src/zarr/testing/strategies.py              |   4 +-
 tests/conftest.py                           |  14 +-
 tests/test_api.py                           |  24 ++--
 tests/test_array.py                         |  30 ++---
 tests/test_attributes.py                    |   4 +-
 tests/test_buffer.py                        |   8 +-
 tests/test_config.py                        |   6 +-
 tests/test_group.py                         |  12 +-
 tests/test_indexing.py                      |   4 +-
 tests/test_metadata/test_consolidated.py    |   6 +-
 tests/test_metadata/test_v2.py              |   2 +-
 tests/test_store/test_core.py               |  25 ++--
 tests/test_store/test_local.py              |   8 +-
 tests/test_store/test_logging.py            |   7 -
 tests/test_store/test_memory.py             |   4 +-
 tests/test_store/test_remote.py             |   8 +-
 tests/test_store/test_stateful_hierarchy.py |   2 +-
 tests/test_store/test_stateful_store.py     |  26 ++--
 tests/test_store/test_zip.py                |  45 ++++---
 tests/test_sync.py                          |   2 +-
 tests/test_v2.py                            |   6 +-
 34 files changed, 399 insertions(+), 460 deletions(-)

diff --git a/docs/guide/storage.rst b/docs/guide/storage.rst
index 0019f993a2..69de796b3d 100644
--- a/docs/guide/storage.rst
+++ b/docs/guide/storage.rst
@@ -2,7 +2,7 @@ Storage
 =======
 
 Zarr-Python supports multiple storage backends, including: local file systems,
-Zip files, remote stores via ``fspec`` (S3, HTTP, etc.), and in-memory stores. In
+Zip files, remote stores via ``fsspec`` (S3, HTTP, etc.), and in-memory stores. In
 Zarr-Python 3, stores must implement the abstract store API from
 :class:`zarr.abc.store.Store`. 
 
@@ -19,9 +19,9 @@ to Zarr's top level API will result in the store being created automatically.
 .. code-block:: python
 
    >>> import zarr
-   >>> zarr.open("data/foo/bar", mode="r")  # implicitly creates a LocalStore
+   >>> zarr.open("data/foo/bar", mode="r")  # implicitly creates a read-only LocalStore
    <Group file://data/foo/bar>
-   >>> zarr.open("s3://foo/bar", mode="r")  # implicitly creates a RemoteStore
+   >>> zarr.open("s3://foo/bar", mode="r")  # implicitly creates a read-only RemoteStore
    <Group s3://foo/bar>
    >>> data = {}
    >>> zarr.open(data, mode="w")  # implicitly creates a MemoryStore
@@ -43,7 +43,7 @@ filesystem.
 .. code-block:: python
 
    >>> import zarr
-   >>> store = zarr.storage.LocalStore("data/foo/bar", mode="r")
+   >>> store = zarr.storage.LocalStore("data/foo/bar", read_only=True)
    >>> zarr.open(store=store)
    <Group file://data/foo/bar>
 
@@ -72,7 +72,7 @@ that implements the `AbstractFileSystem` API,
 .. code-block:: python
 
    >>> import zarr
-   >>> store = zarr.storage.RemoteStore.from_url("gs://foo/bar", mode="r")
+   >>> store = zarr.storage.RemoteStore.from_url("gs://foo/bar", read_only=True)
    >>> zarr.open(store=store)
    <Array <RemoteStore(GCSFileSystem, foo/bar)> shape=(10, 20) dtype=float32>
 
@@ -86,7 +86,7 @@ Zarr data (metadata and chunks) to a dictionary.
 
    >>> import zarr
    >>> data = {}
-   >>> store = zarr.storage.MemoryStore(data, mode="w")
+   >>> store = zarr.storage.MemoryStore(data)
    >>> zarr.open(store=store, shape=(2, ))
    <Array memory://4943638848 shape=(2,) dtype=float64>
 
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index e7acce78da..fa3c7f3bdf 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -3,7 +3,7 @@
 from abc import ABC, abstractmethod
 from asyncio import gather
 from itertools import starmap
-from typing import TYPE_CHECKING, NamedTuple, Protocol, runtime_checkable
+from typing import TYPE_CHECKING, Protocol, runtime_checkable
 
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator, AsyncIterator, Iterable
@@ -11,64 +11,24 @@
     from typing import Any, Self, TypeAlias
 
     from zarr.core.buffer import Buffer, BufferPrototype
-    from zarr.core.common import AccessModeLiteral, BytesLike
+    from zarr.core.common import BytesLike
 
-__all__ = ["AccessMode", "ByteGetter", "ByteSetter", "Store", "set_or_delete"]
+__all__ = ["ByteGetter", "ByteSetter", "Store", "set_or_delete"]
 
 ByteRangeRequest: TypeAlias = tuple[int | None, int | None]
 
 
-class AccessMode(NamedTuple):
-    """Access mode flags."""
-
-    str: AccessModeLiteral
-    readonly: bool
-    overwrite: bool
-    create: bool
-    update: bool
-
-    @classmethod
-    def from_literal(cls, mode: AccessModeLiteral) -> Self:
-        """
-        Create an AccessMode instance from a literal.
-
-        Parameters
-        ----------
-        mode : AccessModeLiteral
-            One of 'r', 'r+', 'w', 'w-', 'a'.
-
-        Returns
-        -------
-        AccessMode
-            The created instance.
-
-        Raises
-        ------
-        ValueError
-            If mode is not one of 'r', 'r+', 'w', 'w-', 'a'.
-        """
-        if mode in ("r", "r+", "a", "w", "w-"):
-            return cls(
-                str=mode,
-                readonly=mode == "r",
-                overwrite=mode == "w",
-                create=mode in ("a", "w", "w-"),
-                update=mode in ("r+", "a"),
-            )
-        raise ValueError("mode must be one of 'r', 'r+', 'w', 'w-', 'a'")
-
-
 class Store(ABC):
     """
     Abstract base class for Zarr stores.
     """
 
-    _mode: AccessMode
+    _read_only: bool
     _is_open: bool
 
-    def __init__(self, *args: Any, mode: AccessModeLiteral = "r", **kwargs: Any) -> None:
+    def __init__(self, *, read_only: bool = False) -> None:
         self._is_open = False
-        self._mode = AccessMode.from_literal(mode)
+        self._read_only = read_only
 
     @classmethod
     async def open(cls, *args: Any, **kwargs: Any) -> Self:
@@ -112,19 +72,9 @@ async def _open(self) -> None:
         ------
         ValueError
             If the store is already open.
-        FileExistsError
-            If ``mode='w-'`` and the store already exists.
-
-        Notes
-        -----
-        * When ``mode='w'`` and the store already exists, it will be cleared.
         """
         if self._is_open:
             raise ValueError("store is already open")
-        if self.mode.str == "w":
-            await self.clear()
-        elif self.mode.str == "w-" and not await self.empty():
-            raise FileExistsError("Store already exists")
         self._is_open = True
 
     async def _ensure_open(self) -> None:
@@ -132,61 +82,50 @@ async def _ensure_open(self) -> None:
         if not self._is_open:
             await self._open()
 
-    @abstractmethod
-    async def empty(self) -> bool:
+    async def is_empty(self, prefix: str) -> bool:
         """
-        Check if the store is empty.
+        Check if the directory is empty.
+
+        Parameters
+        ----------
+        prefix : str
+            Prefix of keys to check.
 
         Returns
         -------
         bool
             True if the store is empty, False otherwise.
         """
-        ...
+        if not self.supports_listing:
+            raise NotImplementedError
+        if prefix != "" and not prefix.endswith("/"):
+            prefix += "/"
+        async for _ in self.list_prefix(prefix):
+            return False
+        return True
 
-    @abstractmethod
     async def clear(self) -> None:
         """
         Clear the store.
 
         Remove all keys and values from the store.
         """
-        ...
-
-    @abstractmethod
-    def with_mode(self, mode: AccessModeLiteral) -> Self:
-        """
-        Return a new store of the same type pointing to the same location with a new mode.
-
-        The returned Store is not automatically opened. Call :meth:`Store.open` before
-        using.
-
-        Parameters
-        ----------
-        mode : AccessModeLiteral
-            The new mode to use.
-
-        Returns
-        -------
-        store
-            A new store of the same type with the new mode.
-
-        Examples
-        --------
-        >>> writer = zarr.store.MemoryStore(mode="w")
-        >>> reader = writer.with_mode("r")
-        """
-        ...
+        if not self.supports_deletes:
+            raise NotImplementedError
+        if not self.supports_listing:
+            raise NotImplementedError
+        self._check_writable()
+        await self.delete_dir("")
 
     @property
-    def mode(self) -> AccessMode:
-        """Access mode of the store."""
-        return self._mode
+    def read_only(self) -> bool:
+        """Is the store read-only?"""
+        return self._read_only
 
     def _check_writable(self) -> None:
         """Raise an exception if the store is not writable."""
-        if self.mode.readonly:
-            raise ValueError("store mode does not support writing")
+        if self.read_only:
+            raise ValueError("store was opened in read-only mode and does not support writing")
 
     @abstractmethod
     def __eq__(self, value: object) -> bool:
@@ -385,7 +324,7 @@ async def delete_dir(self, prefix: str) -> None:
         if not self.supports_listing:
             raise NotImplementedError
         self._check_writable()
-        if not prefix.endswith("/"):
+        if prefix != "" and not prefix.endswith("/"):
             prefix += "/"
         async for key in self.list_prefix(prefix):
             await self.delete(key)
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 40f9b8d5f4..94ecfee4d6 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -8,7 +8,6 @@
 import numpy as np
 import numpy.typing as npt
 
-from zarr.abc.store import Store
 from zarr.core.array import Array, AsyncArray, get_array_metadata
 from zarr.core.buffer import NDArrayLike
 from zarr.core.common import (
@@ -24,7 +23,6 @@
 from zarr.errors import NodeTypeValidationError
 from zarr.storage import (
     StoreLike,
-    StorePath,
     make_store_path,
 )
 
@@ -67,6 +65,18 @@
 ]
 
 
+_READ_MODES: tuple[AccessModeLiteral, ...] = ("r", "r+", "a")
+_CREATE_MODES: tuple[AccessModeLiteral, ...] = ("a", "w", "w-")
+_OVERWRITE_MODES: tuple[AccessModeLiteral, ...] = ("a", "r+", "w")
+
+
+def _infer_exists_ok(mode: AccessModeLiteral) -> bool:
+    """
+    Check that an ``AccessModeLiteral`` is compatible with overwriting an existing Zarr node.
+    """
+    return mode in _OVERWRITE_MODES
+
+
 def _get_shape_chunks(a: ArrayLike | Any) -> tuple[ChunkCoords | None, ChunkCoords | None]:
     """Helper function to get the shape and chunks from an array-like object"""
     shape = None
@@ -252,7 +262,7 @@ async def load(
 async def open(
     *,
     store: StoreLike | None = None,
-    mode: AccessModeLiteral | None = None,  # type and value changed
+    mode: AccessModeLiteral = "a",
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     path: str | None = None,
@@ -290,7 +300,8 @@ async def open(
 
     store_path = await make_store_path(store, mode=mode, path=path, storage_options=storage_options)
 
-    if "shape" not in kwargs and mode in {"a", "w", "w-"}:
+    # TODO: the mode check below seems wrong!
+    if "shape" not in kwargs and mode in {"a", "r", "r+"}:
         try:
             metadata_dict = await get_array_metadata(store_path, zarr_format=zarr_format)
             # TODO: remove this cast when we fix typing for array metadata dicts
@@ -300,17 +311,17 @@ async def open(
             is_v3_array = zarr_format == 3 and _metadata_dict.get("node_type") == "array"
             if is_v3_array or zarr_format == 2:
                 return AsyncArray(store_path=store_path, metadata=_metadata_dict)
-        except (AssertionError, FileNotFoundError):
+        except (AssertionError, FileNotFoundError, NodeTypeValidationError):
             pass
         return await open_group(store=store_path, zarr_format=zarr_format, mode=mode, **kwargs)
 
     try:
-        return await open_array(store=store_path, zarr_format=zarr_format, **kwargs)
+        return await open_array(store=store_path, zarr_format=zarr_format, mode=mode, **kwargs)
     except (KeyError, NodeTypeValidationError):
         # KeyError for a missing key
         # NodeTypeValidationError for failing to parse node metadata as an array when it's
         # actually a group
-        return await open_group(store=store_path, zarr_format=zarr_format, **kwargs)
+        return await open_group(store=store_path, zarr_format=zarr_format, mode=mode, **kwargs)
 
 
 async def open_consolidated(
@@ -396,18 +407,20 @@ async def save_array(
     if not isinstance(arr, NDArrayLike):
         raise TypeError("arr argument must be numpy or other NDArrayLike array")
 
-    mode = kwargs.pop("mode", None)
+    mode = kwargs.pop("mode", "a")
     store_path = await make_store_path(store, path=path, mode=mode, storage_options=storage_options)
     if np.isscalar(arr):
         arr = np.array(arr)
     shape = arr.shape
     chunks = getattr(arr, "chunks", None)  # for array-likes with chunks attribute
+    exists_ok = kwargs.pop("exists_ok", None) or _infer_exists_ok(mode)
     new = await AsyncArray.create(
         store_path,
         zarr_format=zarr_format,
         shape=shape,
         dtype=arr.dtype,
         chunks=chunks,
+        exists_ok=exists_ok,
         **kwargs,
     )
     await new.setitem(slice(None), arr)
@@ -441,6 +454,9 @@ async def save_group(
     **kwargs
         NumPy arrays with data to save.
     """
+
+    store_path = await make_store_path(store, path=path, mode="w", storage_options=storage_options)
+
     zarr_format = (
         _handle_zarr_version_or_format(
             zarr_version=zarr_version,
@@ -465,7 +481,7 @@ async def save_group(
         _path = f"{path}/arr_{i}" if path is not None else f"arr_{i}"
         aws.append(
             save_array(
-                store,
+                store_path,
                 arr,
                 zarr_format=zarr_format,
                 path=_path,
@@ -473,12 +489,7 @@ async def save_group(
             )
         )
     for k, arr in kwargs.items():
-        _path = f"{path}/{k}" if path is not None else k
-        aws.append(
-            save_array(
-                store, arr, zarr_format=zarr_format, path=_path, storage_options=storage_options
-            )
-        )
+        aws.append(save_array(store_path, arr, zarr_format=zarr_format, path=k))
     await asyncio.gather(*aws)
 
 
@@ -588,8 +599,11 @@ async def group(
 
     zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
 
-    mode = None if isinstance(store, Store) else cast(AccessModeLiteral, "a")
-
+    mode: AccessModeLiteral
+    if overwrite:
+        mode = "w"
+    else:
+        mode = "r+"
     store_path = await make_store_path(store, path=path, mode=mode, storage_options=storage_options)
 
     if chunk_store is not None:
@@ -607,9 +621,10 @@ async def group(
     try:
         return await AsyncGroup.open(store=store_path, zarr_format=zarr_format)
     except (KeyError, FileNotFoundError):
+        _zarr_format = zarr_format or _default_zarr_version()
         return await AsyncGroup.from_store(
             store=store_path,
-            zarr_format=zarr_format or _default_zarr_version(),
+            zarr_format=_zarr_format,
             exists_ok=overwrite,
             attributes=attributes,
         )
@@ -618,7 +633,7 @@ async def group(
 async def open_group(
     store: StoreLike | None = None,
     *,  # Note: this is a change from v2
-    mode: AccessModeLiteral | None = None,
+    mode: AccessModeLiteral = "a",
     cache_attrs: bool | None = None,  # not used, default changed
     synchronizer: Any = None,  # not used
     path: str | None = None,
@@ -709,16 +724,22 @@ async def open_group(
         attributes = {}
 
     try:
-        return await AsyncGroup.open(
-            store_path, zarr_format=zarr_format, use_consolidated=use_consolidated
-        )
+        if mode in _READ_MODES:
+            return await AsyncGroup.open(
+                store_path, zarr_format=zarr_format, use_consolidated=use_consolidated
+            )
     except (KeyError, FileNotFoundError):
+        pass
+    if mode in _CREATE_MODES:
+        exists_ok = _infer_exists_ok(mode)
+        _zarr_format = zarr_format or _default_zarr_version()
         return await AsyncGroup.from_store(
             store_path,
-            zarr_format=zarr_format or _default_zarr_version(),
-            exists_ok=True,
+            zarr_format=_zarr_format,
+            exists_ok=exists_ok,
             attributes=attributes,
         )
+    raise FileNotFoundError(f"Unable to find group: {store_path}")
 
 
 async def create(
@@ -861,6 +882,8 @@ async def create(
         warnings.warn("cache_attrs is not yet implemented", RuntimeWarning, stacklevel=2)
     if object_codec is not None:
         warnings.warn("object_codec is not yet implemented", RuntimeWarning, stacklevel=2)
+    if read_only is not None:
+        warnings.warn("read_only is not yet implemented", RuntimeWarning, stacklevel=2)
     if dimension_separator is not None:
         if zarr_format == 3:
             raise ValueError(
@@ -878,11 +901,9 @@ async def create(
         warnings.warn("meta_array is not yet implemented", RuntimeWarning, stacklevel=2)
 
     mode = kwargs.pop("mode", None)
-    if mode is None and not isinstance(store, Store | StorePath):
+    if mode is None:
         mode = "a"
-
     store_path = await make_store_path(store, path=path, mode=mode, storage_options=storage_options)
-
     return await AsyncArray.create(
         store_path,
         shape=shape,
@@ -890,7 +911,7 @@ async def create(
         dtype=dtype,
         compressor=compressor,
         fill_value=fill_value,
-        exists_ok=overwrite,  # TODO: name change
+        exists_ok=overwrite,
         filters=filters,
         dimension_separator=dimension_separator,
         zarr_format=zarr_format,
@@ -1060,7 +1081,7 @@ async def open_array(
         If using an fsspec URL to create the store, these will be passed to
         the backend implementation. Ignored otherwise.
     **kwargs
-        Any keyword arguments to pass to the array constructor.
+        Any keyword arguments to pass to ``create``.
 
     Returns
     -------
@@ -1069,18 +1090,20 @@ async def open_array(
     """
 
     mode = kwargs.pop("mode", None)
-    store_path = await make_store_path(store, path=path, mode=mode)
+    store_path = await make_store_path(store, path=path, mode=mode, storage_options=storage_options)
 
     zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
 
     try:
         return await AsyncArray.open(store_path, zarr_format=zarr_format)
     except FileNotFoundError:
-        if store_path.store.mode.create:
+        if not store_path.read_only:
+            exists_ok = _infer_exists_ok(mode)
+            _zarr_format = zarr_format or _default_zarr_version()
             return await create(
                 store=store_path,
-                zarr_format=zarr_format or _default_zarr_version(),
-                overwrite=store_path.store.mode.overwrite,
+                zarr_format=_zarr_format,
+                overwrite=exists_ok,
                 **kwargs,
             )
         raise
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 9dcd6fe2d5..9616c41355 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -68,7 +68,7 @@ def load(
 def open(
     store: StoreLike | None = None,
     *,
-    mode: AccessModeLiteral | None = None,  # type and value changed
+    mode: AccessModeLiteral = "a",
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     path: str | None = None,
@@ -199,8 +199,8 @@ def group(
 @_deprecate_positional_args
 def open_group(
     store: StoreLike | None = None,
-    *,  # Note: this is a change from v2
-    mode: AccessModeLiteral | None = None,  # not used in async api
+    *,
+    mode: AccessModeLiteral = "a",
     cache_attrs: bool | None = None,  # default changed, not used in async api
     synchronizer: Any = None,  # not used in async api
     path: str | None = None,
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 20446abe7d..eeff8378ae 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -796,7 +796,7 @@ def read_only(self) -> bool:
             True if the array is read-only
         """
         # Backwards compatibility for 2.x
-        return self.store_path.store.mode.readonly
+        return self.store_path.read_only
 
     @property
     def path(self) -> str:
@@ -1384,7 +1384,7 @@ def _info(self, extra: dict[str, int] | None = None) -> Any:
             _zarr_format=self.metadata.zarr_format,
             _shape=self.shape,
             _order=self.order,
-            _read_only=self.store_path.store.mode.readonly,
+            _read_only=self.read_only,
             _store_type=type(self.store_path.store).__name__,
             _count_bytes=self.dtype.itemsize * self.size,
             **kwargs,
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 160306049d..86d5d4794a 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -866,7 +866,7 @@ def _info(
 
         return GroupInfo(
             _name=self.store_path.path,
-            _read_only=self.store_path.store.mode.readonly,
+            _read_only=self.read_only,
             _store_type=type(self.store_path.store).__name__,
             _zarr_format=self.metadata.zarr_format,
             # maybe do a typeddict
@@ -880,7 +880,7 @@ def store(self) -> Store:
     @property
     def read_only(self) -> bool:
         # Backwards compatibility for 2.x
-        return self.store_path.store.mode.readonly
+        return self.store_path.read_only
 
     @property
     def synchronizer(self) -> None:
diff --git a/src/zarr/storage/common.py b/src/zarr/storage/common.py
index 1317ab7983..0485a33576 100644
--- a/src/zarr/storage/common.py
+++ b/src/zarr/storage/common.py
@@ -6,7 +6,7 @@
 
 from zarr.abc.store import ByteRangeRequest, Store
 from zarr.core.buffer import Buffer, default_buffer_prototype
-from zarr.core.common import ZARR_JSON, ZARRAY_JSON, ZGROUP_JSON, ZarrFormat
+from zarr.core.common import ZARR_JSON, ZARRAY_JSON, ZGROUP_JSON, AccessModeLiteral, ZarrFormat
 from zarr.errors import ContainsArrayAndGroupError, ContainsArrayError, ContainsGroupError
 from zarr.storage._utils import normalize_path
 from zarr.storage.local import LocalStore
@@ -16,7 +16,6 @@
 
 if TYPE_CHECKING:
     from zarr.core.buffer import BufferPrototype
-    from zarr.core.common import AccessModeLiteral
 
 
 def _dereference_path(root: str, path: str) -> str:
@@ -46,6 +45,62 @@ def __init__(self, store: Store, path: str = "") -> None:
         self.store = store
         self.path = path
 
+    @property
+    def read_only(self) -> bool:
+        return self.store.read_only
+
+    @classmethod
+    async def open(
+        cls, store: Store, path: str, mode: AccessModeLiteral | None = None
+    ) -> StorePath:
+        """
+        Open StorePath based on the provided mode.
+
+        * If the mode is 'w-' and the StorePath contains keys, raise a FileExistsError.
+        * If the mode is 'w', delete all keys nested within the StorePath
+        * If the mode is 'a', 'r', or 'r+', do nothing
+
+        Parameters
+        ----------
+        mode : AccessModeLiteral
+            The mode to use when initializing the store path.
+
+        Raises
+        ------
+        FileExistsError
+            If the mode is 'w-' and the store path already exists.
+        """
+
+        await store._ensure_open()
+        self = cls(store, path)
+
+        # fastpath if mode is None
+        if mode is None:
+            return self
+
+        if store.read_only and mode != "r":
+            raise ValueError(f"Store is read-only but mode is '{mode}'")
+
+        match mode:
+            case "w-":
+                if not await self.is_empty():
+                    msg = (
+                        f"{self} is not empty, but `mode` is set to 'w-'."
+                        "Either remove the existing objects in storage,"
+                        "or set `mode` to a value that handles pre-existing objects"
+                        "in storage, like `a` or `w`."
+                    )
+                    raise FileExistsError(msg)
+            case "w":
+                await self.delete_dir()
+            case "a" | "r" | "r+":
+                # No init action
+                pass
+            case _:
+                raise ValueError(f"Invalid mode: {mode}")
+
+        return self
+
     async def get(
         self,
         prototype: BufferPrototype | None = None,
@@ -132,6 +187,17 @@ async def exists(self) -> bool:
         """
         return await self.store.exists(self.path)
 
+    async def is_empty(self) -> bool:
+        """
+        Check if any keys exist in the store with the given prefix.
+
+        Returns
+        -------
+        bool
+            True if no keys exist in the store with the given prefix, False otherwise.
+        """
+        return await self.store.is_empty(self.path)
+
     def __truediv__(self, other: str) -> StorePath:
         """Combine this store path with another path"""
         return self.__class__(self.store, _dereference_path(self.path, other))
@@ -203,7 +269,7 @@ async def make_store_path(
     path : str | None, optional
         The path to use when creating the `StorePath` object.  If None, the
         default path is the empty string.
-    mode : AccessModeLiteral | None, optional
+    mode : StoreAccessMode | None, optional
         The mode to use when creating the `StorePath` object.  If None, the
         default mode is 'r'.
     storage_options : dict[str, Any] | None, optional
@@ -225,45 +291,36 @@ async def make_store_path(
     used_storage_options = False
     path_normalized = normalize_path(path)
     if isinstance(store_like, StorePath):
-        if mode is not None and mode != store_like.store.mode.str:
-            _store = store_like.store.with_mode(mode)
-            await _store._ensure_open()
-            store_like = StorePath(_store, path=store_like.path)
         result = store_like / path_normalized
-    elif isinstance(store_like, Store):
-        if mode is not None and mode != store_like.mode.str:
-            store_like = store_like.with_mode(mode)
-        await store_like._ensure_open()
-        result = StorePath(store_like, path=path_normalized)
-    elif store_like is None:
-        # mode = "w" is an exception to the default mode = 'r'
-        result = StorePath(await MemoryStore.open(mode=mode or "w"), path=path_normalized)
-    elif isinstance(store_like, Path):
-        result = StorePath(
-            await LocalStore.open(root=store_like, mode=mode or "r"), path=path_normalized
-        )
-    elif isinstance(store_like, str):
-        storage_options = storage_options or {}
-
-        if _is_fsspec_uri(store_like):
-            used_storage_options = True
-            result = StorePath(
-                RemoteStore.from_url(store_like, storage_options=storage_options, mode=mode or "r"),
-                path=path_normalized,
-            )
-        else:
-            result = StorePath(
-                await LocalStore.open(root=Path(store_like), mode=mode or "r"), path=path_normalized
-            )
-    elif isinstance(store_like, dict):
-        # We deliberate only consider dict[str, Buffer] here, and not arbitrary mutable mappings.
-        # By only allowing dictionaries, which are in-memory, we know that MemoryStore appropriate.
-        result = StorePath(
-            await MemoryStore.open(store_dict=store_like, mode=mode or "r"), path=path_normalized
-        )
     else:
-        msg = f"Unsupported type for store_like: '{type(store_like).__name__}'"  # type: ignore[unreachable]
-        raise TypeError(msg)
+        assert mode in (None, "r", "r+", "a", "w", "w-")
+        # if mode 'r' was provided, we'll open any new stores as read-only
+        _read_only = mode == "r"
+        if isinstance(store_like, Store):
+            store = store_like
+        elif store_like is None:
+            store = await MemoryStore.open(read_only=_read_only)
+        elif isinstance(store_like, Path):
+            store = await LocalStore.open(root=store_like, read_only=_read_only)
+        elif isinstance(store_like, str):
+            storage_options = storage_options or {}
+
+            if _is_fsspec_uri(store_like):
+                used_storage_options = True
+                store = RemoteStore.from_url(
+                    store_like, storage_options=storage_options, read_only=_read_only
+                )
+            else:
+                store = await LocalStore.open(root=Path(store_like), read_only=_read_only)
+        elif isinstance(store_like, dict):
+            # We deliberate only consider dict[str, Buffer] here, and not arbitrary mutable mappings.
+            # By only allowing dictionaries, which are in-memory, we know that MemoryStore appropriate.
+            store = await MemoryStore.open(store_dict=store_like, read_only=_read_only)
+        else:
+            msg = f"Unsupported type for store_like: '{type(store_like).__name__}'"  # type: ignore[unreachable]
+            raise TypeError(msg)
+
+        result = await StorePath.open(store, path=path_normalized, mode=mode)
 
     if storage_options and not used_storage_options:
         msg = "'storage_options' was provided but unused. 'storage_options' is only used for fsspec filesystem stores."
diff --git a/src/zarr/storage/local.py b/src/zarr/storage/local.py
index a5d0f6429c..f6e94ae479 100644
--- a/src/zarr/storage/local.py
+++ b/src/zarr/storage/local.py
@@ -2,10 +2,9 @@
 
 import asyncio
 import io
-import os
 import shutil
 from pathlib import Path
-from typing import TYPE_CHECKING, Self
+from typing import TYPE_CHECKING
 
 from zarr.abc.store import ByteRangeRequest, Store
 from zarr.core.buffer import Buffer
@@ -15,7 +14,6 @@
     from collections.abc import AsyncIterator, Iterable
 
     from zarr.core.buffer import BufferPrototype
-    from zarr.core.common import AccessModeLiteral
 
 
 def _get(
@@ -74,8 +72,8 @@ class LocalStore(Store):
     ----------
     root : str or Path
         Directory to use as root of store.
-    mode : str
-        Mode in which to open the store. Either 'r', 'r+', 'a', 'w', 'w-'.
+    read_only : bool
+        Whether the store is read-only
 
     Attributes
     ----------
@@ -93,8 +91,8 @@ class LocalStore(Store):
 
     root: Path
 
-    def __init__(self, root: Path | str, *, mode: AccessModeLiteral = "r") -> None:
-        super().__init__(mode=mode)
+    def __init__(self, root: Path | str, *, read_only: bool = False) -> None:
+        super().__init__(read_only=read_only)
         if isinstance(root, str):
             root = Path(root)
         if not isinstance(root, Path):
@@ -104,7 +102,7 @@ def __init__(self, root: Path | str, *, mode: AccessModeLiteral = "r") -> None:
         self.root = root
 
     async def _open(self) -> None:
-        if not self.mode.readonly:
+        if not self.read_only:
             self.root.mkdir(parents=True, exist_ok=True)
         return await super()._open()
 
@@ -114,23 +112,6 @@ async def clear(self) -> None:
         shutil.rmtree(self.root)
         self.root.mkdir()
 
-    async def empty(self) -> bool:
-        # docstring inherited
-        try:
-            with os.scandir(self.root) as it:
-                for entry in it:
-                    if entry.is_file():
-                        # stop once a file is found
-                        return False
-        except FileNotFoundError:
-            return True
-        else:
-            return True
-
-    def with_mode(self, mode: AccessModeLiteral) -> Self:
-        # docstring inherited
-        return type(self)(root=self.root, mode=mode)
-
     def __str__(self) -> str:
         return f"file://{self.root.as_posix()}"
 
diff --git a/src/zarr/storage/logging.py b/src/zarr/storage/logging.py
index e79b7fa44c..3b11ddbba7 100644
--- a/src/zarr/storage/logging.py
+++ b/src/zarr/storage/logging.py
@@ -5,15 +5,14 @@
 import time
 from collections import defaultdict
 from contextlib import contextmanager
-from typing import TYPE_CHECKING, Any, Self
+from typing import TYPE_CHECKING, Any
 
-from zarr.abc.store import AccessMode, ByteRangeRequest, Store
+from zarr.abc.store import ByteRangeRequest, Store
 
 if TYPE_CHECKING:
     from collections.abc import AsyncIterator, Generator, Iterable
 
     from zarr.core.buffer import Buffer, BufferPrototype
-    from zarr.core.common import AccessModeLiteral
 
 
 class LoggingStore(Store):
@@ -114,9 +113,9 @@ def supports_listing(self) -> bool:
             return self._store.supports_listing
 
     @property
-    def _mode(self) -> AccessMode:  # type: ignore[override]
+    def read_only(self) -> bool:
         with self.log():
-            return self._store._mode
+            return self._store.read_only
 
     @property
     def _is_open(self) -> bool:
@@ -136,10 +135,10 @@ async def _ensure_open(self) -> None:
         with self.log():
             return await self._store._ensure_open()
 
-    async def empty(self) -> bool:
+    async def is_empty(self, prefix: str = "") -> bool:
         # docstring inherited
         with self.log():
-            return await self._store.empty()
+            return await self._store.is_empty(prefix=prefix)
 
     async def clear(self) -> None:
         # docstring inherited
@@ -226,12 +225,3 @@ async def delete_dir(self, prefix: str) -> None:
         # docstring inherited
         with self.log(prefix):
             await self._store.delete_dir(prefix=prefix)
-
-    def with_mode(self, mode: AccessModeLiteral) -> Self:
-        # docstring inherited
-        with self.log(mode):
-            return type(self)(
-                self._store.with_mode(mode),
-                log_level=self.log_level,
-                log_handler=self.log_handler,
-            )
diff --git a/src/zarr/storage/memory.py b/src/zarr/storage/memory.py
index 85abe1697f..74d7758863 100644
--- a/src/zarr/storage/memory.py
+++ b/src/zarr/storage/memory.py
@@ -12,7 +12,6 @@
     from collections.abc import AsyncIterator, Iterable, MutableMapping
 
     from zarr.core.buffer import BufferPrototype
-    from zarr.core.common import AccessModeLiteral
 
 
 logger = getLogger(__name__)
@@ -26,8 +25,8 @@ class MemoryStore(Store):
     ----------
     store_dict : dict
         Initial data
-    mode : str
-        Access mode
+    read_only : bool
+        Whether the store is read-only
 
     Attributes
     ----------
@@ -48,25 +47,17 @@ def __init__(
         self,
         store_dict: MutableMapping[str, Buffer] | None = None,
         *,
-        mode: AccessModeLiteral = "r",
+        read_only: bool = False,
     ) -> None:
-        super().__init__(mode=mode)
+        super().__init__(read_only=read_only)
         if store_dict is None:
             store_dict = {}
         self._store_dict = store_dict
 
-    async def empty(self) -> bool:
-        # docstring inherited
-        return not self._store_dict
-
     async def clear(self) -> None:
         # docstring inherited
         self._store_dict.clear()
 
-    def with_mode(self, mode: AccessModeLiteral) -> Self:
-        # docstring inherited
-        return type(self)(store_dict=self._store_dict, mode=mode)
-
     def __str__(self) -> str:
         return f"memory://{id(self._store_dict)}"
 
@@ -77,7 +68,7 @@ def __eq__(self, other: object) -> bool:
         return (
             isinstance(other, type(self))
             and self._store_dict == other._store_dict
-            and self.mode == other.mode
+            and self.read_only == other.read_only
         )
 
     async def get(
@@ -194,6 +185,8 @@ class GpuMemoryStore(MemoryStore):
     store_dict : MutableMapping, optional
         A mutable mapping with string keys and :class:`zarr.core.buffer.gpu.Buffer`
         values.
+    read_only : bool
+        Whether to open the store in read-only mode.
     """
 
     _store_dict: MutableMapping[str, gpu.Buffer]  # type: ignore[assignment]
@@ -202,9 +195,9 @@ def __init__(
         self,
         store_dict: MutableMapping[str, gpu.Buffer] | None = None,
         *,
-        mode: AccessModeLiteral = "r",
+        read_only: bool = False,
     ) -> None:
-        super().__init__(store_dict=store_dict, mode=mode)  # type: ignore[arg-type]
+        super().__init__(store_dict=store_dict, read_only=read_only)  # type: ignore[arg-type]
 
     def __str__(self) -> str:
         return f"gpumemory://{id(self._store_dict)}"
diff --git a/src/zarr/storage/remote.py b/src/zarr/storage/remote.py
index 9628069776..c08963bfaa 100644
--- a/src/zarr/storage/remote.py
+++ b/src/zarr/storage/remote.py
@@ -1,7 +1,7 @@
 from __future__ import annotations
 
 import warnings
-from typing import TYPE_CHECKING, Any, Self
+from typing import TYPE_CHECKING, Any
 
 from zarr.abc.store import ByteRangeRequest, Store
 from zarr.storage.common import _dereference_path
@@ -12,7 +12,7 @@
     from fsspec.asyn import AsyncFileSystem
 
     from zarr.core.buffer import Buffer, BufferPrototype
-    from zarr.core.common import AccessModeLiteral, BytesLike
+    from zarr.core.common import BytesLike
 
 
 ALLOWED_EXCEPTIONS: tuple[type[Exception], ...] = (
@@ -30,8 +30,8 @@ class RemoteStore(Store):
     ----------
     fs : AsyncFileSystem
         The Async FSSpec filesystem to use with this store.
-    mode : AccessModeLiteral
-        The access mode to use.
+    read_only : bool
+        Whether the store is read-only
     path : str
         The root path of the store. This should be a relative path and must not include the
         filesystem scheme.
@@ -77,11 +77,11 @@ class RemoteStore(Store):
     def __init__(
         self,
         fs: AsyncFileSystem,
-        mode: AccessModeLiteral = "r",
+        read_only: bool = False,
         path: str = "/",
         allowed_exceptions: tuple[type[Exception], ...] = ALLOWED_EXCEPTIONS,
     ) -> None:
-        super().__init__(mode=mode)
+        super().__init__(read_only=read_only)
         self.fs = fs
         self.path = path
         self.allowed_exceptions = allowed_exceptions
@@ -102,7 +102,7 @@ def __init__(
     def from_upath(
         cls,
         upath: Any,
-        mode: AccessModeLiteral = "r",
+        read_only: bool = False,
         allowed_exceptions: tuple[type[Exception], ...] = ALLOWED_EXCEPTIONS,
     ) -> RemoteStore:
         """
@@ -112,8 +112,8 @@ def from_upath(
         ----------
         upath : UPath
             The upath to the root of the store.
-        mode : str, optional
-            The mode of the store. Defaults to "r".
+        read_only : bool
+            Whether the store is read-only, defaults to False.
         allowed_exceptions : tuple, optional
             The exceptions that are allowed to be raised when accessing the
             store. Defaults to ALLOWED_EXCEPTIONS.
@@ -125,7 +125,7 @@ def from_upath(
         return cls(
             fs=upath.fs,
             path=upath.path.rstrip("/"),
-            mode=mode,
+            read_only=read_only,
             allowed_exceptions=allowed_exceptions,
         )
 
@@ -134,7 +134,7 @@ def from_url(
         cls,
         url: str,
         storage_options: dict[str, Any] | None = None,
-        mode: AccessModeLiteral = "r",
+        read_only: bool = False,
         allowed_exceptions: tuple[type[Exception], ...] = ALLOWED_EXCEPTIONS,
     ) -> RemoteStore:
         """
@@ -146,8 +146,8 @@ def from_url(
             The URL to the root of the store.
         storage_options : dict, optional
             The options to pass to fsspec when creating the filesystem.
-        mode : str, optional
-            The mode of the store. Defaults to "r".
+        read_only : bool
+            Whether the store is read-only, defaults to False.
         allowed_exceptions : tuple, optional
             The exceptions that are allowed to be raised when accessing the
             store. Defaults to ALLOWED_EXCEPTIONS.
@@ -173,7 +173,7 @@ def from_url(
             # `not path.startswith("http")` is a special case for the http filesystem (¯\_(ツ)_/¯)
             path = fs._strip_protocol(path)
 
-        return cls(fs=fs, path=path, mode=mode, allowed_exceptions=allowed_exceptions)
+        return cls(fs=fs, path=path, read_only=read_only, allowed_exceptions=allowed_exceptions)
 
     async def clear(self) -> None:
         # docstring inherited
@@ -184,25 +184,6 @@ async def clear(self) -> None:
         except FileNotFoundError:
             pass
 
-    async def empty(self) -> bool:
-        # docstring inherited
-
-        # TODO: it would be nice if we didn't have to list all keys here
-        # it should be possible to stop after the first key is discovered
-        try:
-            return not await self.fs._ls(self.path)
-        except FileNotFoundError:
-            return True
-
-    def with_mode(self, mode: AccessModeLiteral) -> Self:
-        # docstring inherited
-        return type(self)(
-            fs=self.fs,
-            mode=mode,
-            path=self.path,
-            allowed_exceptions=self.allowed_exceptions,
-        )
-
     def __repr__(self) -> str:
         return f"<RemoteStore({type(self.fs).__name__}, {self.path})>"
 
@@ -210,7 +191,7 @@ def __eq__(self, other: object) -> bool:
         return (
             isinstance(other, type(self))
             and self.path == other.path
-            and self.mode == other.mode
+            and self.read_only == other.read_only
             and self.fs == other.fs
         )
 
diff --git a/src/zarr/storage/zip.py b/src/zarr/storage/zip.py
index 968f81cdec..755588fb7a 100644
--- a/src/zarr/storage/zip.py
+++ b/src/zarr/storage/zip.py
@@ -5,7 +5,7 @@
 import time
 import zipfile
 from pathlib import Path
-from typing import TYPE_CHECKING, Any, Literal, Self
+from typing import TYPE_CHECKING, Any, Literal
 
 from zarr.abc.store import ByteRangeRequest, Store
 from zarr.core.buffer import Buffer, BufferPrototype
@@ -65,10 +65,14 @@ def __init__(
         path: Path | str,
         *,
         mode: ZipStoreAccessModeLiteral = "r",
+        read_only: bool | None = None,
         compression: int = zipfile.ZIP_STORED,
         allowZip64: bool = True,
     ) -> None:
-        super().__init__(mode=mode)
+        if read_only is None:
+            read_only = mode == "r"
+
+        super().__init__(read_only=read_only)
 
         if isinstance(path, str):
             path = Path(path)
@@ -121,15 +125,6 @@ async def clear(self) -> None:
                 self.path, mode="w", compression=self.compression, allowZip64=self.allowZip64
             )
 
-    async def empty(self) -> bool:
-        # docstring inherited
-        with self._lock:
-            return not self._zf.namelist()
-
-    def with_mode(self, mode: ZipStoreAccessModeLiteral) -> Self:  # type: ignore[override]
-        # docstring inherited
-        raise NotImplementedError("ZipStore cannot be reopened with a new mode.")
-
     def __str__(self) -> str:
         return f"zip://{self.path}"
 
@@ -217,10 +212,19 @@ async def set_if_not_exists(self, key: str, value: Buffer) -> None:
             if key not in members:
                 self._set(key, value)
 
+    async def delete_dir(self, prefix: str) -> None:
+        # only raise NotImplementedError if any keys are found
+        self._check_writable()
+        if not prefix.endswith("/"):
+            prefix += "/"
+        async for _ in self.list_prefix(prefix):
+            raise NotImplementedError
+
     async def delete(self, key: str) -> None:
         # docstring inherited
         # we choose to only raise NotImplementedError here if the key exists
         # this allows the array/group APIs to avoid the overhead of existence checks
+        self._check_writable()
         if await self.exists(key):
             raise NotImplementedError
 
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 3aece0f4a9..b544bf87e2 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -1,11 +1,10 @@
 import pickle
-from typing import Any, Generic, TypeVar, cast
+from typing import Any, Generic, TypeVar
 
 import pytest
 
-from zarr.abc.store import AccessMode, Store
+from zarr.abc.store import Store
 from zarr.core.buffer import Buffer, default_buffer_prototype
-from zarr.core.common import AccessModeLiteral
 from zarr.core.sync import _collect_aiterator
 from zarr.storage._utils import _normalize_interval_index
 from zarr.testing.utils import assert_bytes_equal
@@ -40,7 +39,7 @@ async def get(self, store: S, key: str) -> Buffer:
 
     @pytest.fixture
     def store_kwargs(self) -> dict[str, Any]:
-        return {"mode": "r+"}
+        return {"read_only": False}
 
     @pytest.fixture
     async def store(self, store_kwargs: dict[str, Any]) -> Store:
@@ -63,27 +62,25 @@ def test_serializable_store(self, store: S) -> None:
         foo = pickle.dumps(store)
         assert pickle.loads(foo) == store
 
-    def test_store_mode(self, store: S, store_kwargs: dict[str, Any]) -> None:
-        assert store.mode == AccessMode.from_literal("r+")
-        assert not store.mode.readonly
+    def test_store_read_only(self, store: S) -> None:
+        assert not store.read_only
 
         with pytest.raises(AttributeError):
-            store.mode = AccessMode.from_literal("w")  # type: ignore[misc]
+            store.read_only = False  # type: ignore[misc]
 
-    @pytest.mark.parametrize("mode", ["r", "r+", "a", "w", "w-"])
-    async def test_store_open_mode(
-        self, store_kwargs: dict[str, Any], mode: AccessModeLiteral
+    @pytest.mark.parametrize("read_only", [True, False])
+    async def test_store_open_read_only(
+        self, store_kwargs: dict[str, Any], read_only: bool
     ) -> None:
-        store_kwargs["mode"] = mode
+        store_kwargs["read_only"] = read_only
         store = await self.store_cls.open(**store_kwargs)
         assert store._is_open
-        assert store.mode == AccessMode.from_literal(mode)
+        assert store.read_only == read_only
 
-    async def test_not_writable_store_raises(self, store_kwargs: dict[str, Any]) -> None:
-        kwargs = {**store_kwargs, "mode": "r"}
+    async def test_read_only_store_raises(self, store_kwargs: dict[str, Any]) -> None:
+        kwargs = {**store_kwargs, "read_only": True}
         store = await self.store_cls.open(**kwargs)
-        assert store.mode == AccessMode.from_literal("r")
-        assert store.mode.readonly
+        assert store.read_only
 
         # set
         with pytest.raises(ValueError):
@@ -149,7 +146,7 @@ async def test_set(self, store: S, key: str, data: bytes) -> None:
         """
         Ensure that data can be written to the store using the store.set method.
         """
-        assert not store.mode.readonly
+        assert not store.read_only
         data_buf = self.buffer_cls.from_bytes(data)
         await store.set(key, data_buf)
         observed = await self.get(store, key)
@@ -233,19 +230,23 @@ async def test_delete_dir(self, store: S) -> None:
         assert not await store.exists("foo/zarr.json")
         assert not await store.exists("foo/c/0")
 
-    async def test_empty(self, store: S) -> None:
-        assert await store.empty()
+    async def test_is_empty(self, store: S) -> None:
+        assert await store.is_empty("")
         await self.set(
-            store, "key", self.buffer_cls.from_bytes(bytes("something", encoding="utf-8"))
+            store, "foo/bar", self.buffer_cls.from_bytes(bytes("something", encoding="utf-8"))
         )
-        assert not await store.empty()
+        assert not await store.is_empty("")
+        assert await store.is_empty("fo")
+        assert not await store.is_empty("foo/")
+        assert not await store.is_empty("foo")
+        assert await store.is_empty("spam/")
 
     async def test_clear(self, store: S) -> None:
         await self.set(
             store, "key", self.buffer_cls.from_bytes(bytes("something", encoding="utf-8"))
         )
         await store.clear()
-        assert await store.empty()
+        assert await store.is_empty("")
 
     async def test_list(self, store: S) -> None:
         assert await _collect_aiterator(store.list()) == ()
@@ -302,41 +303,6 @@ async def test_list_dir(self, store: S) -> None:
         keys_observed = await _collect_aiterator(store.list_dir(root + "/"))
         assert sorted(keys_expected) == sorted(keys_observed)
 
-    async def test_with_mode(self, store: S) -> None:
-        data = b"0000"
-        await self.set(store, "key", self.buffer_cls.from_bytes(data))
-        assert (await self.get(store, "key")).to_bytes() == data
-
-        for mode in ["r", "a"]:
-            mode = cast(AccessModeLiteral, mode)
-            clone = store.with_mode(mode)
-            # await store.close()
-            await clone._ensure_open()
-            assert clone.mode == AccessMode.from_literal(mode)
-            assert isinstance(clone, type(store))
-
-            # earlier writes are visible
-            result = await clone.get("key", default_buffer_prototype())
-            assert result is not None
-            assert result.to_bytes() == data
-
-            # writes to original after with_mode is visible
-            await self.set(store, "key-2", self.buffer_cls.from_bytes(data))
-            result = await clone.get("key-2", default_buffer_prototype())
-            assert result is not None
-            assert result.to_bytes() == data
-
-            if mode == "a":
-                # writes to clone is visible in the original
-                await clone.set("key-3", self.buffer_cls.from_bytes(data))
-                result = await clone.get("key-3", default_buffer_prototype())
-                assert result is not None
-                assert result.to_bytes() == data
-
-            else:
-                with pytest.raises(ValueError, match="store mode"):
-                    await clone.set("key-3", self.buffer_cls.from_bytes(data))
-
     async def test_set_if_not_exists(self, store: S) -> None:
         key = "k"
         data_buf = self.buffer_cls.from_bytes(b"0000")
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 9d254e7481..aed5b82e57 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -6,8 +6,8 @@
 from hypothesis import given, settings  # noqa: F401
 from hypothesis.strategies import SearchStrategy
 
+import zarr
 from zarr.core.array import Array
-from zarr.core.group import Group
 from zarr.core.sync import sync
 from zarr.storage import MemoryStore, StoreLike
 
@@ -138,7 +138,7 @@ def arrays(
     expected_attrs = {} if attributes is None else attributes
 
     array_path = path + ("/" if not path.endswith("/") else "") + name
-    root = Group.from_store(store, zarr_format=zarr_format)
+    root = zarr.open_group(store, mode="w", zarr_format=zarr_format)
 
     a = root.create_array(
         array_path,
diff --git a/tests/conftest.py b/tests/conftest.py
index 8c66406c9b..35f31d39b3 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -28,11 +28,11 @@ async def parse_store(
     store: Literal["local", "memory", "remote", "zip"], path: str
 ) -> LocalStore | MemoryStore | RemoteStore | ZipStore:
     if store == "local":
-        return await LocalStore.open(path, mode="w")
+        return await LocalStore.open(path)
     if store == "memory":
-        return await MemoryStore.open(mode="w")
+        return await MemoryStore.open()
     if store == "remote":
-        return await RemoteStore.open(url=path, mode="w")
+        return await RemoteStore.open(url=path)
     if store == "zip":
         return await ZipStore.open(path + "/zarr.zip", mode="w")
     raise AssertionError
@@ -46,23 +46,23 @@ def path_type(request: pytest.FixtureRequest) -> Any:
 # todo: harmonize this with local_store fixture
 @pytest.fixture
 async def store_path(tmpdir: LEGACY_PATH) -> StorePath:
-    store = await LocalStore.open(str(tmpdir), mode="w")
+    store = await LocalStore.open(str(tmpdir))
     return StorePath(store)
 
 
 @pytest.fixture
 async def local_store(tmpdir: LEGACY_PATH) -> LocalStore:
-    return await LocalStore.open(str(tmpdir), mode="w")
+    return await LocalStore.open(str(tmpdir))
 
 
 @pytest.fixture
 async def remote_store(url: str) -> RemoteStore:
-    return await RemoteStore.open(url, mode="w")
+    return await RemoteStore.open(url)
 
 
 @pytest.fixture
 async def memory_store() -> MemoryStore:
-    return await MemoryStore.open(mode="w")
+    return await MemoryStore.open()
 
 
 @pytest.fixture
diff --git a/tests/test_api.py b/tests/test_api.py
index 7e6ef4ce9b..fa3d80014d 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -72,15 +72,15 @@ async def test_open_array(memory_store: MemoryStore) -> None:
 
     # open array, overwrite
     # store._store_dict = {}
-    store = MemoryStore(mode="w")
+    store = MemoryStore()
     z = open(store=store, shape=200)
     assert isinstance(z, Array)
     assert z.shape == (200,)
 
     # open array, read-only
     store_cls = type(store)
-    ro_store = await store_cls.open(store_dict=store._store_dict, mode="r")
-    z = open(store=ro_store)
+    ro_store = await store_cls.open(store_dict=store._store_dict, read_only=True)
+    z = open(store=ro_store, mode="r")
     assert isinstance(z, Array)
     assert z.shape == (200,)
     assert z.read_only
@@ -106,10 +106,10 @@ async def test_open_group(memory_store: MemoryStore) -> None:
 
     # open group, read-only
     store_cls = type(store)
-    ro_store = await store_cls.open(store_dict=store._store_dict, mode="r")
-    g = open_group(store=ro_store)
+    ro_store = await store_cls.open(store_dict=store._store_dict, read_only=True)
+    g = open_group(store=ro_store, mode="r")
     assert isinstance(g, Group)
-    # assert g.read_only
+    assert g.read_only
 
 
 @pytest.mark.parametrize("zarr_format", [None, 2, 3])
@@ -965,13 +965,13 @@ def test_tree() -> None:
 
 
 def test_open_positional_args_deprecated() -> None:
-    store = MemoryStore({}, mode="w")
+    store = MemoryStore()
     with pytest.warns(FutureWarning, match="pass"):
         open(store, "w", shape=(1,))
 
 
 def test_save_array_positional_args_deprecated() -> None:
-    store = MemoryStore({}, mode="w")
+    store = MemoryStore()
     with warnings.catch_warnings():
         warnings.filterwarnings(
             "ignore", message="zarr_version is deprecated", category=DeprecationWarning
@@ -987,20 +987,20 @@ def test_save_array_positional_args_deprecated() -> None:
 
 
 def test_group_positional_args_deprecated() -> None:
-    store = MemoryStore({}, mode="w")
+    store = MemoryStore()
     with pytest.warns(FutureWarning, match="pass"):
         group(store, True)
 
 
 def test_open_group_positional_args_deprecated() -> None:
-    store = MemoryStore({}, mode="w")
+    store = MemoryStore()
     with pytest.warns(FutureWarning, match="pass"):
         open_group(store, "w")
 
 
 def test_open_falls_back_to_open_group() -> None:
     # https://github.com/zarr-developers/zarr-python/issues/2309
-    store = MemoryStore(mode="w")
+    store = MemoryStore()
     zarr.open_group(store, attributes={"key": "value"})
 
     group = zarr.open(store)
@@ -1010,7 +1010,7 @@ def test_open_falls_back_to_open_group() -> None:
 
 async def test_open_falls_back_to_open_group_async() -> None:
     # https://github.com/zarr-developers/zarr-python/issues/2309
-    store = MemoryStore(mode="w")
+    store = MemoryStore()
     await zarr.api.asynchronous.open_group(store, attributes={"key": "value"})
 
     group = await zarr.api.asynchronous.open(store=store)
diff --git a/tests/test_array.py b/tests/test_array.py
index 5f73f2f44e..3948896186 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -196,13 +196,13 @@ def test_array_v3_fill_value(store: MemoryStore, fill_value: int, dtype_str: str
 
 
 def test_create_positional_args_deprecated() -> None:
-    store = MemoryStore({}, mode="w")
+    store = MemoryStore()
     with pytest.warns(FutureWarning, match="Pass"):
         Array.create(store, (2, 2), dtype="f8")
 
 
 def test_selection_positional_args_deprecated() -> None:
-    store = MemoryStore({}, mode="w")
+    store = MemoryStore()
     arr = Array.create(store, shape=(2, 2), dtype="f8")
 
     with pytest.warns(FutureWarning, match="Pass out"):
@@ -315,7 +315,7 @@ def test_nchunks(test_cls: type[Array] | type[AsyncArray[Any]], nchunks: int) ->
     """
     Test that nchunks returns the number of chunks defined for the array.
     """
-    store = MemoryStore({}, mode="w")
+    store = MemoryStore()
     shape = 100
     arr = Array.create(store, shape=(shape,), chunks=(ceildiv(shape, nchunks),), dtype="i4")
     expected = nchunks
@@ -331,7 +331,7 @@ async def test_nchunks_initialized(test_cls: type[Array] | type[AsyncArray[Any]]
     """
     Test that nchunks_initialized accurately returns the number of stored chunks.
     """
-    store = MemoryStore({}, mode="w")
+    store = MemoryStore()
     arr = Array.create(store, shape=(100,), chunks=(10,), dtype="i4")
 
     # write chunks one at a time
@@ -359,7 +359,7 @@ async def test_chunks_initialized() -> None:
     """
     Test that chunks_initialized accurately returns the keys of stored chunks.
     """
-    store = MemoryStore({}, mode="w")
+    store = MemoryStore()
     arr = Array.create(store, shape=(100,), chunks=(10,), dtype="i4")
 
     chunks_accumulated = tuple(
@@ -373,34 +373,32 @@ async def test_chunks_initialized() -> None:
 
 
 def test_default_fill_values() -> None:
-    a = Array.create(MemoryStore({}, mode="w"), shape=5, chunk_shape=5, dtype="<U4")
+    a = Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="<U4")
     assert a.fill_value == ""
 
-    b = Array.create(MemoryStore({}, mode="w"), shape=5, chunk_shape=5, dtype="<S4")
+    b = Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="<S4")
     assert b.fill_value == b""
 
-    c = Array.create(MemoryStore({}, mode="w"), shape=5, chunk_shape=5, dtype="i")
+    c = Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="i")
     assert c.fill_value == 0
 
-    d = Array.create(MemoryStore({}, mode="w"), shape=5, chunk_shape=5, dtype="f")
+    d = Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="f")
     assert d.fill_value == 0.0
 
 
 def test_vlen_errors() -> None:
     with pytest.raises(ValueError, match="At least one ArrayBytesCodec is required."):
-        Array.create(MemoryStore({}, mode="w"), shape=5, chunk_shape=5, dtype="<U4", codecs=[])
+        Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="<U4", codecs=[])
 
     with pytest.raises(
         ValueError,
         match="For string dtype, ArrayBytesCodec must be `VLenUTF8Codec`, got `BytesCodec`.",
     ):
-        Array.create(
-            MemoryStore({}, mode="w"), shape=5, chunk_shape=5, dtype="<U4", codecs=[BytesCodec()]
-        )
+        Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="<U4", codecs=[BytesCodec()])
 
     with pytest.raises(ValueError, match="Only one ArrayBytesCodec is allowed."):
         Array.create(
-            MemoryStore({}, mode="w"),
+            MemoryStore(),
             shape=5,
             chunk_shape=5,
             dtype="<U4",
@@ -411,7 +409,7 @@ def test_vlen_errors() -> None:
 @pytest.mark.parametrize("zarr_format", [2, 3])
 def test_update_attrs(zarr_format: int) -> None:
     # regression test for https://github.com/zarr-developers/zarr-python/issues/2328
-    store = MemoryStore({}, mode="w")
+    store = MemoryStore()
     arr = Array.create(store=store, shape=5, chunk_shape=5, dtype="f8", zarr_format=zarr_format)
     arr.attrs["foo"] = "bar"
     assert arr.attrs["foo"] == "bar"
@@ -672,7 +670,7 @@ def test_array_create_order(
     ],
 )
 async def test_special_complex_fill_values_roundtrip(fill_value: Any, expected: list[Any]) -> None:
-    store = MemoryStore({}, mode="w")
+    store = MemoryStore()
     Array.create(store=store, shape=(1,), dtype=np.complex64, fill_value=fill_value)
     content = await store.get("zarr.json", prototype=default_buffer_prototype())
     assert content is not None
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index 12097eb2bc..b26db5df89 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -4,7 +4,7 @@
 
 
 def test_put() -> None:
-    store = zarr.storage.MemoryStore({}, mode="w")
+    store = zarr.storage.MemoryStore()
     attrs = zarr.core.attributes.Attributes(
         zarr.Group.from_store(store, attributes={"a": 1, "b": 2})
     )
@@ -14,7 +14,7 @@ def test_put() -> None:
 
 
 def test_asdict() -> None:
-    store = zarr.storage.MemoryStore({}, mode="w")
+    store = zarr.storage.MemoryStore()
     attrs = zarr.core.attributes.Attributes(
         zarr.Group.from_store(store, attributes={"a": 1, "b": 2})
     )
diff --git a/tests/test_buffer.py b/tests/test_buffer.py
index 60816d764e..7a275516c6 100644
--- a/tests/test_buffer.py
+++ b/tests/test_buffer.py
@@ -48,7 +48,7 @@ async def test_async_array_prototype() -> None:
 
     expect = np.zeros((9, 9), dtype="uint16", order="F")
     a = await AsyncArray.create(
-        StorePath(StoreExpectingTestBuffer(mode="w")) / "test_async_array_prototype",
+        StorePath(StoreExpectingTestBuffer()) / "test_async_array_prototype",
         shape=expect.shape,
         chunk_shape=(5, 5),
         dtype=expect.dtype,
@@ -77,7 +77,7 @@ async def test_async_array_gpu_prototype() -> None:
 
     expect = cp.zeros((9, 9), dtype="uint16", order="F")
     a = await AsyncArray.create(
-        StorePath(MemoryStore(mode="w")) / "test_async_array_gpu_prototype",
+        StorePath(MemoryStore()) / "test_async_array_gpu_prototype",
         shape=expect.shape,
         chunk_shape=(5, 5),
         dtype=expect.dtype,
@@ -99,7 +99,7 @@ async def test_async_array_gpu_prototype() -> None:
 async def test_codecs_use_of_prototype() -> None:
     expect = np.zeros((10, 10), dtype="uint16", order="F")
     a = await AsyncArray.create(
-        StorePath(StoreExpectingTestBuffer(mode="w")) / "test_codecs_use_of_prototype",
+        StorePath(StoreExpectingTestBuffer()) / "test_codecs_use_of_prototype",
         shape=expect.shape,
         chunk_shape=(5, 5),
         dtype=expect.dtype,
@@ -134,7 +134,7 @@ async def test_codecs_use_of_prototype() -> None:
 async def test_codecs_use_of_gpu_prototype() -> None:
     expect = cp.zeros((10, 10), dtype="uint16", order="F")
     a = await AsyncArray.create(
-        StorePath(MemoryStore(mode="w")) / "test_codecs_use_of_gpu_prototype",
+        StorePath(MemoryStore()) / "test_codecs_use_of_gpu_prototype",
         shape=expect.shape,
         chunk_shape=(5, 5),
         dtype=expect.dtype,
diff --git a/tests/test_config.py b/tests/test_config.py
index ddabffb467..2e919a0add 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -201,7 +201,7 @@ def test_config_buffer_implementation() -> None:
     # has default value
     assert fully_qualified_name(get_buffer_class()) == config.defaults[0]["buffer"]
 
-    arr = zeros(shape=(100), store=StoreExpectingTestBuffer(mode="w"))
+    arr = zeros(shape=(100), store=StoreExpectingTestBuffer())
 
     # AssertionError of StoreExpectingTestBuffer when not using my buffer
     with pytest.raises(AssertionError):
@@ -219,7 +219,7 @@ def test_config_buffer_implementation() -> None:
     data2d = np.arange(1000).reshape(100, 10)
     arr_sharding = zeros(
         shape=(100, 10),
-        store=StoreExpectingTestBuffer(mode="w"),
+        store=StoreExpectingTestBuffer(),
         codecs=[ShardingCodec(chunk_shape=(10, 10))],
     )
     arr_sharding[:] = data2d
@@ -227,7 +227,7 @@ def test_config_buffer_implementation() -> None:
 
     arr_Crc32c = zeros(
         shape=(100, 10),
-        store=StoreExpectingTestBuffer(mode="w"),
+        store=StoreExpectingTestBuffer(),
         codecs=[BytesCodec(), Crc32cCodec()],
     )
     arr_Crc32c[:] = data2d
diff --git a/tests/test_group.py b/tests/test_group.py
index 6e185097fd..afa290207d 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -1196,12 +1196,16 @@ async def test_members_name(store: Store, consolidate: bool, zarr_format: ZarrFo
 
 
 async def test_open_mutable_mapping():
-    group = await zarr.api.asynchronous.open_group(store={}, mode="w")
+    group = await zarr.api.asynchronous.open_group(
+        store={},
+    )
     assert isinstance(group.store_path.store, MemoryStore)
 
 
 def test_open_mutable_mapping_sync():
-    group = zarr.open_group(store={}, mode="w")
+    group = zarr.open_group(
+        store={},
+    )
     assert isinstance(group.store_path.store, MemoryStore)
 
 
@@ -1347,7 +1351,7 @@ def test_from_dict_extra_fields(self):
 
 class TestInfo:
     def test_info(self):
-        store = zarr.storage.MemoryStore(mode="w")
+        store = zarr.storage.MemoryStore()
         A = zarr.group(store=store, path="A")
         B = A.create_group(name="B")
 
@@ -1379,7 +1383,7 @@ def test_info(self):
 def test_update_attrs() -> None:
     # regression test for https://github.com/zarr-developers/zarr-python/issues/2328
     root = Group.from_store(
-        MemoryStore({}, mode="w"),
+        MemoryStore(),
     )
     root.attrs["foo"] = "bar"
     assert root.attrs["foo"] == "bar"
diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index 2c51f3da3a..6f80705d9d 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -38,7 +38,7 @@
 
 @pytest.fixture
 async def store() -> AsyncGenerator[StorePath]:
-    return StorePath(await MemoryStore.open(mode="w"))
+    return StorePath(await MemoryStore.open())
 
 
 def zarr_array_from_numpy_array(
@@ -62,7 +62,7 @@ class CountingDict(MemoryStore):
 
     @classmethod
     async def open(cls) -> CountingDict:
-        store = await super().open(mode="w")
+        store = await super().open()
         store.counter = Counter()
         return store
 
diff --git a/tests/test_metadata/test_consolidated.py b/tests/test_metadata/test_consolidated.py
index d9143d09d6..85e32f5d68 100644
--- a/tests/test_metadata/test_consolidated.py
+++ b/tests/test_metadata/test_consolidated.py
@@ -281,7 +281,7 @@ def test_consolidated_sync(self, memory_store):
 
     async def test_not_writable_raises(self, memory_store: zarr.storage.MemoryStore) -> None:
         await group(store=memory_store, attributes={"foo": "bar"})
-        read_store = zarr.storage.MemoryStore(store_dict=memory_store._store_dict)
+        read_store = zarr.storage.MemoryStore(store_dict=memory_store._store_dict, read_only=True)
         with pytest.raises(ValueError, match="does not support writing"):
             await consolidate_metadata(read_store)
 
@@ -457,7 +457,7 @@ def test_to_dict_empty(self):
 
     @pytest.mark.parametrize("zarr_format", [2, 3])
     async def test_open_consolidated_raises_async(self, zarr_format: ZarrFormat):
-        store = zarr.storage.MemoryStore(mode="w")
+        store = zarr.storage.MemoryStore()
         await AsyncGroup.from_store(store, zarr_format=zarr_format)
         with pytest.raises(ValueError):
             await zarr.api.asynchronous.open_consolidated(store, zarr_format=zarr_format)
@@ -466,7 +466,7 @@ async def test_open_consolidated_raises_async(self, zarr_format: ZarrFormat):
             await zarr.api.asynchronous.open_consolidated(store, zarr_format=None)
 
     async def test_consolidated_metadata_v2(self):
-        store = zarr.storage.MemoryStore(mode="w")
+        store = zarr.storage.MemoryStore()
         g = await AsyncGroup.from_store(store, attributes={"key": "root"}, zarr_format=2)
         await g.create_array(name="a", shape=(1,), attributes={"key": "a"})
         g1 = await g.create_group(name="g1", attributes={"key": "g1"})
diff --git a/tests/test_metadata/test_v2.py b/tests/test_metadata/test_v2.py
index 089d5c98e1..003aef331f 100644
--- a/tests/test_metadata/test_v2.py
+++ b/tests/test_metadata/test_v2.py
@@ -141,7 +141,7 @@ async def v2_consolidated_metadata(
             "zarr_consolidated_format": 1,
         }
         store_dict = {}
-        store = zarr.storage.MemoryStore(store_dict=store_dict, mode="a")
+        store = zarr.storage.MemoryStore(store_dict=store_dict)
         await store.set(
             ".zattrs", cpu.Buffer.from_bytes(json.dumps({"Conventions": "COARDS"}).encode())
         )
diff --git a/tests/test_store/test_core.py b/tests/test_store/test_core.py
index 38292e23c9..4d3f305e53 100644
--- a/tests/test_store/test_core.py
+++ b/tests/test_store/test_core.py
@@ -1,11 +1,11 @@
 import tempfile
 from pathlib import Path
-from typing import Literal
 
 import pytest
 from _pytest.compat import LEGACY_PATH
 from upath import UPath
 
+from zarr.core.common import AccessModeLiteral
 from zarr.storage._utils import normalize_path
 from zarr.storage.common import StoreLike, StorePath, make_store_path
 from zarr.storage.local import LocalStore
@@ -24,13 +24,13 @@ async def test_make_store_path_none(path: str) -> None:
 
 
 @pytest.mark.parametrize("path", [None, "", "bar"])
-@pytest.mark.parametrize("store_type", [str, Path, LocalStore])
-@pytest.mark.parametrize("mode", ["r", "w", "a"])
+@pytest.mark.parametrize("store_type", [str, Path])
+@pytest.mark.parametrize("mode", ["r", "w"])
 async def test_make_store_path_local(
     tmpdir: LEGACY_PATH,
     store_type: type[str] | type[Path] | type[LocalStore],
     path: str,
-    mode: Literal["r", "w", "a"],
+    mode: AccessModeLiteral,
 ) -> None:
     """
     Test the various ways of invoking make_store_path that create a LocalStore
@@ -40,26 +40,27 @@ async def test_make_store_path_local(
     assert isinstance(store_path.store, LocalStore)
     assert Path(store_path.store.root) == Path(tmpdir)
     assert store_path.path == normalize_path(path)
-    assert store_path.store.mode.str == mode
+    assert store_path.read_only == (mode == "r")
 
 
 @pytest.mark.parametrize("path", [None, "", "bar"])
-@pytest.mark.parametrize("mode", ["r", "w", "a"])
+@pytest.mark.parametrize("mode", ["r", "w"])
 async def test_make_store_path_store_path(
-    tmpdir: LEGACY_PATH, path: str, mode: Literal["r", "w", "a"]
+    tmpdir: LEGACY_PATH, path: str, mode: AccessModeLiteral
 ) -> None:
     """
     Test invoking make_store_path when the input is another store_path. In particular we want to ensure
     that a new path is handled correctly.
     """
-    store_like = StorePath(LocalStore(str(tmpdir)), path="root")
+    ro = mode == "r"
+    store_like = await StorePath.open(LocalStore(str(tmpdir), read_only=ro), path="root", mode=mode)
     store_path = await make_store_path(store_like, path=path, mode=mode)
     assert isinstance(store_path.store, LocalStore)
     assert Path(store_path.store.root) == Path(tmpdir)
     path_normalized = normalize_path(path)
     assert store_path.path == (store_like / path_normalized).path
 
-    assert store_path.store.mode.str == mode
+    assert store_path.read_only == ro
 
 
 async def test_make_store_path_invalid() -> None:
@@ -79,10 +80,10 @@ async def test_make_store_path_fsspec(monkeypatch) -> None:
     "store_like",
     [
         None,
-        str(tempfile.TemporaryDirectory()),
+        tempfile.TemporaryDirectory().name,
         Path(tempfile.TemporaryDirectory().name),
-        StorePath(store=MemoryStore(store_dict={}, mode="w"), path="/"),
-        MemoryStore(store_dict={}, mode="w"),
+        StorePath(store=MemoryStore(store_dict={}), path="/"),
+        MemoryStore(store_dict={}),
         {},
     ],
 )
diff --git a/tests/test_store/test_local.py b/tests/test_store/test_local.py
index 239364a06d..c614d32c26 100644
--- a/tests/test_store/test_local.py
+++ b/tests/test_store/test_local.py
@@ -28,7 +28,7 @@ async def set(self, store: LocalStore, key: str, value: Buffer) -> None:
 
     @pytest.fixture
     def store_kwargs(self, tmpdir) -> dict[str, str]:
-        return {"root": str(tmpdir), "mode": "r+"}
+        return {"root": str(tmpdir)}
 
     def test_store_repr(self, store: LocalStore) -> None:
         assert str(store) == f"file://{store.root.as_posix()}"
@@ -43,13 +43,13 @@ def test_store_supports_listing(self, store: LocalStore) -> None:
         assert store.supports_listing
 
     async def test_empty_with_empty_subdir(self, store: LocalStore) -> None:
-        assert await store.empty()
+        assert await store.is_empty("")
         (store.root / "foo/bar").mkdir(parents=True)
-        assert await store.empty()
+        assert await store.is_empty("")
 
     def test_creates_new_directory(self, tmp_path: pathlib.Path):
         target = tmp_path.joinpath("a", "b", "c")
         assert not target.exists()
 
-        store = self.store_cls(root=target, mode="w")
+        store = self.store_cls(root=target)
         zarr.group(store=store)
diff --git a/tests/test_store/test_logging.py b/tests/test_store/test_logging.py
index 50db5c1c5b..aed1f06fa2 100644
--- a/tests/test_store/test_logging.py
+++ b/tests/test_store/test_logging.py
@@ -54,10 +54,3 @@ async def test_logging_store_counter(store: Store) -> None:
     else:
         assert wrapped.counter["get"] == 1
         assert wrapped.counter["delete_dir"] == 0
-
-
-async def test_with_mode():
-    wrapped = LoggingStore(store=zarr.storage.MemoryStore(mode="w"), log_level="INFO")
-    new = wrapped.with_mode(mode="r")
-    assert new.mode.str == "r"
-    assert new.log_level == "INFO"
diff --git a/tests/test_store/test_memory.py b/tests/test_store/test_memory.py
index bcd9fc4448..56ccb4d3be 100644
--- a/tests/test_store/test_memory.py
+++ b/tests/test_store/test_memory.py
@@ -22,7 +22,7 @@ async def get(self, store: MemoryStore, key: str) -> Buffer:
     def store_kwargs(
         self, request: pytest.FixtureRequest
     ) -> dict[str, str | None | dict[str, Buffer]]:
-        kwargs = {"store_dict": None, "mode": "r+"}
+        kwargs = {"store_dict": None}
         if request.param is True:
             kwargs["store_dict"] = {}
         return kwargs
@@ -62,7 +62,7 @@ async def get(self, store: MemoryStore, key: str) -> Buffer:
     def store_kwargs(
         self, request: pytest.FixtureRequest
     ) -> dict[str, str | None | dict[str, Buffer]]:
-        kwargs = {"store_dict": None, "mode": "r+"}
+        kwargs = {"store_dict": None}
         if request.param is True:
             kwargs["store_dict"] = {}
         return kwargs
diff --git a/tests/test_store/test_remote.py b/tests/test_store/test_remote.py
index 2ad1fd787b..aee620796c 100644
--- a/tests/test_store/test_remote.py
+++ b/tests/test_store/test_remote.py
@@ -87,7 +87,6 @@ def s3(s3_base: None) -> Generator[s3fs.S3FileSystem, None, None]:
 async def test_basic() -> None:
     store = RemoteStore.from_url(
         f"s3://{test_bucket_name}/foo/spam/",
-        mode="w",
         storage_options={"endpoint_url": endpoint_url, "anon": False},
     )
     assert store.fs.asynchronous
@@ -113,7 +112,7 @@ def store_kwargs(self, request) -> dict[str, str | bool]:
         fs, path = fsspec.url_to_fs(
             f"s3://{test_bucket_name}", endpoint_url=endpoint_url, anon=False, asynchronous=True
         )
-        return {"fs": fs, "path": path, "mode": "r+"}
+        return {"fs": fs, "path": path}
 
     @pytest.fixture
     def store(self, store_kwargs: dict[str, str | bool]) -> RemoteStore:
@@ -206,13 +205,12 @@ def test_init_warns_if_fs_asynchronous_is_false(self) -> None:
         fs, path = fsspec.url_to_fs(
             f"s3://{test_bucket_name}", endpoint_url=endpoint_url, anon=False, asynchronous=False
         )
-        store_kwargs = {"fs": fs, "path": path, "mode": "r+"}
+        store_kwargs = {"fs": fs, "path": path}
         with pytest.warns(UserWarning, match=r".* was not created with `asynchronous=True`.*"):
             self.store_cls(**store_kwargs)
 
     async def test_empty_nonexistent_path(self, store_kwargs) -> None:
         # regression test for https://github.com/zarr-developers/zarr-python/pull/2343
-        store_kwargs["mode"] = "w-"
         store_kwargs["path"] += "/abc"
         store = await self.store_cls.open(**store_kwargs)
-        assert await store.empty()
+        assert await store.is_empty("")
diff --git a/tests/test_store/test_stateful_hierarchy.py b/tests/test_store/test_stateful_hierarchy.py
index 40c8f44992..844e1227da 100644
--- a/tests/test_store/test_stateful_hierarchy.py
+++ b/tests/test_store/test_stateful_hierarchy.py
@@ -43,7 +43,7 @@ def __init__(self, store) -> None:
 
         self.store = store
 
-        self.model = MemoryStore(mode="w")
+        self.model = MemoryStore()
         zarr.group(store=self.model)
 
         # Track state of the hierarchy, these should contain fully qualified paths
diff --git a/tests/test_store/test_stateful_store.py b/tests/test_store/test_stateful_store.py
index 9ac3bbc3f6..751c1ac746 100644
--- a/tests/test_store/test_stateful_store.py
+++ b/tests/test_store/test_stateful_store.py
@@ -14,7 +14,7 @@
 from hypothesis.strategies import DataObject
 
 import zarr
-from zarr.abc.store import AccessMode, Store
+from zarr.abc.store import Store
 from zarr.core.buffer import BufferPrototype, cpu, default_buffer_prototype
 from zarr.storage import LocalStore, ZipStore
 from zarr.testing.strategies import key_ranges
@@ -35,8 +35,8 @@ def __init__(self, store: Store) -> None:
         self.store = store
 
     @property
-    def mode(self) -> AccessMode:
-        return self.store.mode
+    def read_only(self) -> bool:
+        return self.store.read_only
 
     def set(self, key: str, data_buffer: zarr.core.buffer.Buffer) -> None:
         return self._sync(self.store.set(key, data_buffer))
@@ -55,8 +55,8 @@ def get_partial_values(
     def delete(self, path: str) -> None:
         return self._sync(self.store.delete(path))
 
-    def empty(self) -> bool:
-        return self._sync(self.store.empty())
+    def is_empty(self, prefix: str) -> bool:
+        return self._sync(self.store.is_empty(prefix=prefix))
 
     def clear(self) -> None:
         return self._sync(self.store.clear())
@@ -117,7 +117,7 @@ def init_store(self):
     @rule(key=zarr_keys, data=st.binary(min_size=0, max_size=MAX_BINARY_SIZE))
     def set(self, key: str, data: DataObject) -> None:
         note(f"(set) Setting {key!r} with {data}")
-        assert not self.store.mode.readonly
+        assert not self.store.read_only
         data_buf = cpu.Buffer.from_bytes(data)
         self.store.set(key, data_buf)
         self.model[key] = data_buf
@@ -179,23 +179,23 @@ def delete(self, data: DataObject) -> None:
 
     @rule()
     def clear(self) -> None:
-        assert not self.store.mode.readonly
+        assert not self.store.read_only
         note("(clear)")
         self.store.clear()
         self.model.clear()
 
-        assert self.store.empty()
+        assert self.store.is_empty("")
 
         assert len(self.model.keys()) == len(list(self.store.list())) == 0
 
     @rule()
     # Local store can be non-empty when there are subdirectories but no files
     @precondition(lambda self: not isinstance(self.store.store, LocalStore))
-    def empty(self) -> None:
-        note("(empty)")
+    def is_empty(self) -> None:
+        note("(is_empty)")
 
         # make sure they either both are or both aren't empty (same state)
-        assert self.store.empty() == (not self.model)
+        assert self.store.is_empty("") == (not self.model)
 
     @rule(key=zarr_keys)
     def exists(self, key: str) -> None:
@@ -228,10 +228,10 @@ def check_zarr_keys(self) -> None:
         keys = list(self.store.list())
 
         if not keys:
-            assert self.store.empty() is True
+            assert self.store.is_empty("") is True
 
         else:
-            assert self.store.empty() is False
+            assert self.store.is_empty("") is False
 
             for key in keys:
                 assert self.store.exists(key) is True
diff --git a/tests/test_store/test_zip.py b/tests/test_store/test_zip.py
index 8f73989319..df22b76e1e 100644
--- a/tests/test_store/test_zip.py
+++ b/tests/test_store/test_zip.py
@@ -2,13 +2,13 @@
 
 import os
 import tempfile
+import zipfile
 from typing import TYPE_CHECKING
 
 import numpy as np
 import pytest
 
 import zarr
-from zarr.abc.store import AccessMode
 from zarr.core.buffer import Buffer, cpu, default_buffer_prototype
 from zarr.storage.zip import ZipStore
 from zarr.testing.store import StoreTests
@@ -25,8 +25,9 @@ class TestZipStore(StoreTests[ZipStore, cpu.Buffer]):
     def store_kwargs(self, request) -> dict[str, str | bool]:
         fd, temp_path = tempfile.mkstemp()
         os.close(fd)
+        os.unlink(temp_path)
 
-        return {"path": temp_path, "mode": "w"}
+        return {"path": temp_path, "mode": "w", "read_only": False}
 
     async def get(self, store: ZipStore, key: str) -> Buffer:
         return store._get(key, prototype=default_buffer_prototype())
@@ -34,19 +35,18 @@ async def get(self, store: ZipStore, key: str) -> Buffer:
     async def set(self, store: ZipStore, key: str, value: Buffer) -> None:
         return store._set(key, value)
 
-    def test_store_mode(self, store: ZipStore, store_kwargs: dict[str, Any]) -> None:
-        assert store.mode == AccessMode.from_literal(store_kwargs["mode"])
-        assert not store.mode.readonly
+    def test_store_read_only(self, store: ZipStore, store_kwargs: dict[str, Any]) -> None:
+        assert not store.read_only
 
-    async def test_not_writable_store_raises(self, store_kwargs: dict[str, Any]) -> None:
+    async def test_read_only_store_raises(self, store_kwargs: dict[str, Any]) -> None:
         # we need to create the zipfile in write mode before switching to read mode
         store = await self.store_cls.open(**store_kwargs)
         store.close()
 
-        kwargs = {**store_kwargs, "mode": "r"}
+        kwargs = {**store_kwargs, "mode": "a", "read_only": True}
         store = await self.store_cls.open(**kwargs)
-        assert store.mode == AccessMode.from_literal("r")
-        assert store.mode.readonly
+        assert store._zmode == "a"
+        assert store.read_only
 
         # set
         with pytest.raises(ValueError):
@@ -65,7 +65,7 @@ def test_store_supports_listing(self, store: ZipStore) -> None:
         assert store.supports_listing
 
     def test_api_integration(self, store: ZipStore) -> None:
-        root = zarr.open_group(store=store)
+        root = zarr.open_group(store=store, mode="a")
 
         data = np.arange(10000, dtype=np.uint16).reshape(100, 100)
         z = root.create_array(
@@ -93,10 +93,21 @@ def test_api_integration(self, store: ZipStore) -> None:
 
         store.close()
 
-    async def test_with_mode(self, store: ZipStore) -> None:
-        with pytest.raises(NotImplementedError, match="new mode"):
-            await super().test_with_mode(store)
-
-    @pytest.mark.parametrize("mode", ["a", "w"])
-    async def test_store_open_mode(self, store_kwargs: dict[str, Any], mode: str) -> None:
-        await super().test_store_open_mode(store_kwargs, mode)
+    @pytest.mark.parametrize("read_only", [True, False])
+    async def test_store_open_read_only(
+        self, store_kwargs: dict[str, Any], read_only: bool
+    ) -> None:
+        if read_only == "r":
+            # create an empty zipfile
+            with zipfile.ZipFile(store_kwargs["path"], mode="w"):
+                pass
+
+        await super().test_store_open_read_only(store_kwargs, read_only)
+
+    @pytest.mark.parametrize(("zip_mode", "read_only"), [("w", False), ("a", False), ("x", False)])
+    async def test_zip_open_mode_translation(
+        self, store_kwargs: dict[str, Any], zip_mode: str, read_only: bool
+    ) -> None:
+        kws = {**store_kwargs, "mode": zip_mode}
+        store = await self.store_cls.open(**kws)
+        assert store.read_only == read_only
diff --git a/tests/test_sync.py b/tests/test_sync.py
index bff3837e2f..02b3b594fd 100644
--- a/tests/test_sync.py
+++ b/tests/test_sync.py
@@ -142,7 +142,7 @@ def bar(self) -> list[int]:
 
 
 def test_open_positional_args_deprecate():
-    store = MemoryStore({}, mode="w")
+    store = MemoryStore()
     with pytest.warns(FutureWarning, match="pass"):
         zarr.open(store, "w", shape=(1,))
 
diff --git a/tests/test_v2.py b/tests/test_v2.py
index 3dd17848fb..94aa513ce8 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -16,7 +16,7 @@
 
 @pytest.fixture
 async def store() -> Iterator[StorePath]:
-    return StorePath(await MemoryStore.open(mode="w"))
+    return StorePath(await MemoryStore.open())
 
 
 def test_simple(store: StorePath) -> None:
@@ -63,7 +63,7 @@ def test_implicit_fill_value(store: StorePath, dtype: str, fill_value: Any) -> N
 
 def test_codec_pipeline() -> None:
     # https://github.com/zarr-developers/zarr-python/issues/2243
-    store = MemoryStore(mode="w")
+    store = MemoryStore()
     array = zarr.create(
         store=store,
         shape=(1,),
@@ -80,7 +80,7 @@ def test_codec_pipeline() -> None:
 
 @pytest.mark.parametrize("dtype", ["|S", "|V"])
 async def test_v2_encode_decode(dtype):
-    store = zarr.storage.MemoryStore(mode="w")
+    store = zarr.storage.MemoryStore()
     g = zarr.group(store=store, zarr_format=2)
     g.create_array(
         name="foo",

From 89e1d4f23c33bb11a0641e0589bcfdf3555c34ae Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Wed, 13 Nov 2024 15:16:49 -0600
Subject: [PATCH 0840/1078] Added Group.tree method (#2433)

* Added Group.tree method

* fixup

* Fixup

* remove repr_tree.ipynb

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 docs/tutorial.rst         |   14 +-
 notebooks/repr_tree.ipynb | 1388 -------------------------------------
 pyproject.toml            |    4 +
 src/zarr/core/_tree.py    |   64 ++
 src/zarr/core/group.py    |   46 +-
 tests/test_tree.py        |   59 ++
 6 files changed, 180 insertions(+), 1395 deletions(-)
 delete mode 100644 notebooks/repr_tree.ipynb
 create mode 100644 src/zarr/core/_tree.py
 create mode 100644 tests/test_tree.py

diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 619392a175..5d977c48a5 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -330,10 +330,10 @@ representation of the hierarchy, e.g.::
 
     >>> root.tree()
     /
-     └── foo
-         └── bar
-             ├── baz (10000, 10000) int32
-             └── quux (10000, 10000) int32
+    └── foo
+        └── bar
+            ├── baz (10000, 10000) int32
+            └── quux (10000, 10000) int32
 
 The :func:`zarr.convenience.open` function provides a convenient way to create or
 re-open a group stored in a directory on the file-system, with sub-groups stored in
@@ -424,6 +424,12 @@ Groups also have the :func:`zarr.hierarchy.Group.tree` method, e.g.::
          ├── bar (1000000,) int64
          └── baz (1000, 1000) float32
 
+
+.. note::
+
+   :func:`zarr.Group.tree` requires the optional `rich <https://rich.readthedocs.io/en/stable/>`_
+   dependency. It can be installed with the ``[tree]`` extra.
+
 If you're using Zarr within a Jupyter notebook (requires
 `ipytree <https://github.com/QuantStack/ipytree>`_), calling ``tree()`` will generate an
 interactive tree representation, see the `repr_tree.ipynb notebook
diff --git a/notebooks/repr_tree.ipynb b/notebooks/repr_tree.ipynb
deleted file mode 100644
index dde8bbb9a0..0000000000
--- a/notebooks/repr_tree.ipynb
+++ /dev/null
@@ -1,1388 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'2.3.3.dev87'"
-      ]
-     },
-     "execution_count": 1,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import zarr\n",
-    "zarr.__version__"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "g1 = zarr.group()\n",
-    "g2 = g1.create_group('foo')\n",
-    "g3 = g1.create_group('bar')\n",
-    "g3.create_group('baz')\n",
-    "g3.create_dataset('xxx', shape=100)\n",
-    "g3.create_dataset('yyy', shape=(100, 100), dtype='i4')\n",
-    "g5 = g3.create_group('quux')\n",
-    "g5.create_dataset('aaa', shape=100)\n",
-    "g5.create_dataset('bbb', shape=(100, 100), dtype='i4')\n",
-    "g7 = g3.create_group('zoo')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Generate text (unicode) tree:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/\n",
-      " ├── bar\n",
-      " │   ├── baz\n",
-      " │   ├── quux\n",
-      " │   │   ├── aaa (100,) float64\n",
-      " │   │   └── bbb (100, 100) int32\n",
-      " │   ├── xxx (100,) float64\n",
-      " │   ├── yyy (100, 100) int32\n",
-      " │   └── zoo\n",
-      " └── foo\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(g1.tree())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The ``level`` parameter controls how deep the tree is."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/\n",
-      " ├── bar\n",
-      " └── foo\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(g1.tree(level=1))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/\n",
-      " ├── bar\n",
-      " │   ├── baz\n",
-      " │   ├── quux\n",
-      " │   ├── xxx (100,) float64\n",
-      " │   ├── yyy (100, 100) int32\n",
-      " │   └── zoo\n",
-      " └── foo\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(g1.tree(level=2))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Alternative plain ASCII tree:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/\n",
-      " +-- bar\n",
-      " |   +-- baz\n",
-      " |   +-- quux\n",
-      " |   |   +-- aaa (100,) float64\n",
-      " |   |   +-- bbb (100, 100) int32\n",
-      " |   +-- xxx (100,) float64\n",
-      " |   +-- yyy (100, 100) int32\n",
-      " |   +-- zoo\n",
-      " +-- foo\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(bytes(g1.tree()).decode())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "HTML trees:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "dc848c2195a54f1386f67cc631871449",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Tree(nodes=(Node(disabled=True, name='/', nodes=(Node(disabled=True, name='bar', nodes=(Node(disabled=True, na…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "g1.tree()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Use ``expand=True`` to have all groups automatically expanded."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "9459567637cf48cca67ba0145cc3a626",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Tree(nodes=(Node(disabled=True, name='/', nodes=(Node(disabled=True, name='bar', nodes=(Node(disabled=True, na…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "g1.tree(expand=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "1c635a91c6a444fab7bcb33a33c73097",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Tree(nodes=(Node(disabled=True, name='/', nodes=(Node(disabled=True, name='bar', nodes=(Node(disabled=True, na…"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "g1.tree(expand=True, level=2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "0a32522e7c3b4f95b2258027502167f7",
-       "version_major": 2,
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-      "state": {
-       "_id": "26731003-f7ac-45fa-955d-181a02ba2b3d",
-       "_model_module_version": "0.1.3",
-       "_view_module_version": "0.1.3",
-       "disabled": true,
-       "name": "/",
-       "nodes": [
-        "IPY_MODEL_120c8e8cb7664fa0aa0a6ca27a1c5f3f",
-        "IPY_MODEL_60e395b510714a92b02b331dedac2c22"
-       ]
-      }
-     },
-     "fda99f8dbbbe4636a0bab906c5267b81": {
-      "model_module": "ipytree",
-      "model_module_version": "0.1.3",
-      "model_name": "NodeModel",
-      "state": {
-       "_id": "093bd8d7-6f8d-4017-85eb-edf3260c4a30",
-       "_model_module_version": "0.1.3",
-       "_view_module_version": "0.1.3",
-       "disabled": true,
-       "name": "baz",
-       "opened": false
-      }
-     }
-    },
-    "version_major": 2,
-    "version_minor": 0
-   }
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/pyproject.toml b/pyproject.toml
index dc0e4730eb..1fe4558caf 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -97,6 +97,10 @@ extra = [
 ]
 optional = [
     'universal-pathlib>=0.0.22',
+    'rich'
+]
+tree = [
+    'rich',
 ]
 
 [project.urls]
diff --git a/src/zarr/core/_tree.py b/src/zarr/core/_tree.py
new file mode 100644
index 0000000000..8e3b0c306d
--- /dev/null
+++ b/src/zarr/core/_tree.py
@@ -0,0 +1,64 @@
+import io
+from collections.abc import Sequence
+from typing import Any
+
+from zarr.core.group import AsyncGroup
+
+try:
+    import rich
+    import rich.console
+    import rich.tree
+except ImportError as e:
+    raise ImportError("'rich' is required for Group.tree") from e
+
+
+class TreeRepr:
+    """
+    A simple object with a tree-like repr for the Zarr Group.
+
+    Note that this object and it's implementation isn't considered part
+    of Zarr's public API.
+    """
+
+    def __init__(self, tree: rich.tree.Tree) -> None:
+        self._tree = tree
+
+    def __repr__(self) -> str:
+        terminal = rich.get_console()
+        console = rich.console.Console(file=io.StringIO(), color_system=terminal.color_system)
+        console.print(self._tree)
+        return str(console.file.getvalue())
+
+    def _repr_mimebundle_(
+        self,
+        include: Sequence[str],
+        exclude: Sequence[str],
+        **kwargs: Any,
+    ) -> dict[str, str]:
+        # For jupyter support.
+        # Unsure why mypy infers the return type to by Any
+        return self._tree._repr_mimebundle_(include=include, exclude=exclude, **kwargs)  # type: ignore[no-any-return]
+
+
+async def group_tree_async(group: AsyncGroup, max_depth: int | None = None) -> TreeRepr:
+    tree = rich.tree.Tree(label=f"[bold]{group.name}[/bold]")
+    nodes = {"": tree}
+    members = sorted([x async for x in group.members(max_depth=max_depth)])
+
+    for key, node in members:
+        if key.count("/") == 0:
+            parent_key = ""
+        else:
+            parent_key = key.rsplit("/", 1)[0]
+        parent = nodes[parent_key]
+
+        # We want what the spec calls the node "name", the part excluding all leading
+        # /'s and path segments. But node.name includes all that, so we build it here.
+        name = key.rsplit("/")[-1]
+        if isinstance(node, AsyncGroup):
+            label = f"[bold]{name}[/bold]"
+        else:
+            label = f"[bold]{name}[/bold] {node.shape} {node.dtype}"
+        nodes[key] = parent.add(label)
+
+    return TreeRepr(tree)
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 86d5d4794a..0f21f8ee6b 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1347,8 +1347,30 @@ async def array_values(
         async for _, array in self.arrays():
             yield array
 
-    async def tree(self, expand: bool = False, level: int | None = None) -> Any:
-        raise NotImplementedError
+    async def tree(self, expand: bool | None = None, level: int | None = None) -> Any:
+        """
+        Return a tree-like representation of a hierarchy.
+
+        This requires the optional ``rich`` dependency.
+
+        Parameters
+        ----------
+        expand : bool, optional
+            This keyword is not yet supported. A NotImplementedError is raised if
+            it's used.
+        level : int, optional
+            The maximum depth below this Group to display in the tree.
+
+        Returns
+        -------
+        TreeRepr
+            A pretty-printable object displaying the hierarchy.
+        """
+        from zarr.core._tree import group_tree_async
+
+        if expand is not None:
+            raise NotImplementedError("'expanded' is not yet implemented.")
+        return await group_tree_async(self, max_depth=level)
 
     async def empty(
         self, *, name: str, shape: ChunkCoords, **kwargs: Any
@@ -1614,7 +1636,25 @@ def array_values(self) -> Generator[Array, None]:
         for _, array in self.arrays():
             yield array
 
-    def tree(self, expand: bool = False, level: int | None = None) -> Any:
+    def tree(self, expand: bool | None = None, level: int | None = None) -> Any:
+        """
+        Return a tree-like representation of a hierarchy.
+
+        This requires the optional ``rich`` dependency.
+
+        Parameters
+        ----------
+        expand : bool, optional
+            This keyword is not yet supported. A NotImplementedError is raised if
+            it's used.
+        level : int, optional
+            The maximum depth below this Group to display in the tree.
+
+        Returns
+        -------
+        TreeRepr
+            A pretty-printable object displaying the hierarchy.
+        """
         return self._sync(self._async_group.tree(expand=expand, level=level))
 
     def create_group(self, name: str, **kwargs: Any) -> Group:
diff --git a/tests/test_tree.py b/tests/test_tree.py
new file mode 100644
index 0000000000..e8bcae0ee3
--- /dev/null
+++ b/tests/test_tree.py
@@ -0,0 +1,59 @@
+import textwrap
+from typing import Any
+
+import pytest
+
+import zarr
+
+pytest.importorskip("rich")
+
+
+@pytest.mark.parametrize("root_name", [None, "root"])
+def test_tree(root_name: Any) -> None:
+    g = zarr.group(path=root_name)
+    A = g.create_group("A")
+    B = g.create_group("B")
+    C = B.create_group("C")
+    D = C.create_group("C")
+
+    A.create_array(name="x", shape=(2), dtype="float64")
+    A.create_array(name="y", shape=(0,), dtype="int8")
+    B.create_array(name="x", shape=(0,))
+    C.create_array(name="x", shape=(0,))
+    D.create_array(name="x", shape=(0,))
+
+    result = repr(g.tree())
+    root = root_name or ""
+
+    BOPEN = "\x1b[1m"
+    BCLOSE = "\x1b[0m"
+
+    expected = textwrap.dedent(f"""\
+        {BOPEN}/{root}{BCLOSE}
+        ├── {BOPEN}A{BCLOSE}
+        │   ├── {BOPEN}x{BCLOSE} (2,) float64
+        │   └── {BOPEN}y{BCLOSE} (0,) int8
+        └── {BOPEN}B{BCLOSE}
+            ├── {BOPEN}C{BCLOSE}
+            │   ├── {BOPEN}C{BCLOSE}
+            │   │   └── {BOPEN}x{BCLOSE} (0,) float64
+            │   └── {BOPEN}x{BCLOSE} (0,) float64
+            └── {BOPEN}x{BCLOSE} (0,) float64
+        """)
+
+    assert result == expected
+
+    result = repr(g.tree(level=0))
+    expected = textwrap.dedent(f"""\
+        {BOPEN}/{root}{BCLOSE}
+        ├── {BOPEN}A{BCLOSE}
+        └── {BOPEN}B{BCLOSE}
+        """)
+
+    assert result == expected
+
+
+def test_expand_not_implemented() -> None:
+    g = zarr.group()
+    with pytest.raises(NotImplementedError):
+        g.tree(expand=True)

From 7ba52966dc8c6f3b772918f8a8fe27bba1227c34 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Thu, 14 Nov 2024 15:55:57 +0100
Subject: [PATCH 0841/1078] Bump numcodecs (#2488)

* Bump numcodecs

* fix min_deps
---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 1fe4558caf..09797ae3d4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,7 +28,7 @@ requires-python = ">=3.11"
 dependencies = [
     'asciitree',
     'numpy>=1.25',
-    'numcodecs>=0.13',
+    'numcodecs>=0.14',
     'fsspec>=2022.10.0',
     'crc32c>=2.3',
     'typing_extensions>=4.6',
@@ -223,7 +223,7 @@ See Spec 0000 for details and drop schedule: https://scientific-python.org/specs
 python = "3.11"
 dependencies = [
     'numpy==1.25.*',
-    'numcodecs==0.13.*',  # 0.13 needed for? (should be 0.11)
+    'numcodecs==0.14.*',  # 0.14 needed for zarr3 codecs
     'fsspec==2022.10.0',
     's3fs==2022.10.0',
     'universal_pathlib==0.0.22',

From f74e53aca5311ec077da71585dd962c4af7b8a11 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Thu, 14 Nov 2024 13:43:07 -0600
Subject: [PATCH 0842/1078] Added Store.getsize (#2426)

* Added Store.getsize

Closes https://github.com/zarr-developers/zarr-python/issues/2420

* fixups

* lint

* wip

* Use prefix

* fixup

* Maybe fixup

* lint

* revert buffer chnages

* fixup

* fixup

* Remove AsyncIterable support

* fixup

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 src/zarr/abc/store.py                    | 68 ++++++++++++++++++++++++
 src/zarr/core/array.py                   | 13 +++++
 src/zarr/core/common.py                  |  4 +-
 src/zarr/storage/local.py                |  9 +++-
 src/zarr/storage/logging.py              |  8 +++
 src/zarr/storage/remote.py               | 13 +++++
 src/zarr/testing/store.py                | 23 ++++++++
 tests/test_array.py                      | 24 +++++++++
 tests/test_indexing.py                   |  1 +
 tests/test_metadata/test_consolidated.py |  2 +-
 tests/test_v2.py                         |  1 +
 11 files changed, 163 insertions(+), 3 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index fa3c7f3bdf..bd0a7ad503 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -5,6 +5,10 @@
 from itertools import starmap
 from typing import TYPE_CHECKING, Protocol, runtime_checkable
 
+from zarr.core.buffer.core import default_buffer_prototype
+from zarr.core.common import concurrent_map
+from zarr.core.config import config
+
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator, AsyncIterator, Iterable
     from types import TracebackType
@@ -344,6 +348,70 @@ async def _get_many(
         for req in requests:
             yield (req[0], await self.get(*req))
 
+    async def getsize(self, key: str) -> int:
+        """
+        Return the size, in bytes, of a value in a Store.
+
+        Parameters
+        ----------
+        key : str
+
+        Returns
+        -------
+        nbytes : int
+            The size of the value (in bytes).
+
+        Raises
+        ------
+        FileNotFoundError
+            When the given key does not exist in the store.
+        """
+        # Note to implementers: this default implementation is very inefficient since
+        # it requires reading the entire object. Many systems will have ways to get the
+        # size of an object without reading it.
+        value = await self.get(key, prototype=default_buffer_prototype())
+        if value is None:
+            raise FileNotFoundError(key)
+        return len(value)
+
+    async def getsize_prefix(self, prefix: str) -> int:
+        """
+        Return the size, in bytes, of all values under a prefix.
+
+        Parameters
+        ----------
+        prefix : str
+            The prefix of the directory to measure.
+
+        Returns
+        -------
+        nbytes : int
+            The sum of the sizes of the values in the directory (in bytes).
+
+        See Also
+        --------
+        zarr.Array.nbytes_stored
+        Store.getsize
+
+        Notes
+        -----
+        ``getsize_prefix`` is just provided as a potentially faster alternative to
+        listing all the keys under a prefix calling :meth:`Store.getsize` on each.
+
+        In general, ``prefix`` should be the path of an Array or Group in the Store.
+        Implementations may differ on the behavior when some other ``prefix``
+        is provided.
+        """
+        # TODO: Overlap listing keys with getsize calls.
+        # Currently, we load the list of keys into memory and only then move
+        # on to getting sizes. Ideally we would overlap those two, which should
+        # improve tail latency and might reduce memory pressure (since not all keys
+        # would be in memory at once).
+        keys = [(x,) async for x in self.list_prefix(prefix)]
+        limit = config.get("async.concurrency")
+        sizes = await concurrent_map(keys, self.getsize, limit=limit)
+        return sum(sizes)
+
 
 @runtime_checkable
 class ByteGetter(Protocol):
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index eeff8378ae..249168723f 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -889,6 +889,9 @@ async def nchunks_initialized(self) -> int:
         """
         return len(await chunks_initialized(self))
 
+    async def nbytes_stored(self) -> int:
+        return await self.store_path.store.getsize_prefix(self.store_path.path)
+
     def _iter_chunk_coords(
         self, *, origin: Sequence[int] | None = None, selection_shape: Sequence[int] | None = None
     ) -> Iterator[ChunkCoords]:
@@ -1727,6 +1730,16 @@ def nchunks_initialized(self) -> int:
         """
         return sync(self._async_array.nchunks_initialized())
 
+    def nbytes_stored(self) -> int:
+        """
+        Determine the size, in bytes, of the array actually written to the store.
+
+        Returns
+        -------
+        size : int
+        """
+        return sync(self._async_array.nbytes_stored())
+
     def _iter_chunk_keys(
         self, origin: Sequence[int] | None = None, selection_shape: Sequence[int] | None = None
     ) -> Iterator[str]:
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index f3f49b0d5d..e76ddd030d 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -50,7 +50,9 @@ def product(tup: ChunkCoords) -> int:
 
 
 async def concurrent_map(
-    items: Iterable[T], func: Callable[..., Awaitable[V]], limit: int | None = None
+    items: Iterable[T],
+    func: Callable[..., Awaitable[V]],
+    limit: int | None = None,
 ) -> list[V]:
     if limit is None:
         return await asyncio.gather(*list(starmap(func, items)))
diff --git a/src/zarr/storage/local.py b/src/zarr/storage/local.py
index f6e94ae479..f9b1747c31 100644
--- a/src/zarr/storage/local.py
+++ b/src/zarr/storage/local.py
@@ -2,12 +2,14 @@
 
 import asyncio
 import io
+import os
 import shutil
 from pathlib import Path
 from typing import TYPE_CHECKING
 
 from zarr.abc.store import ByteRangeRequest, Store
 from zarr.core.buffer import Buffer
+from zarr.core.buffer.core import default_buffer_prototype
 from zarr.core.common import concurrent_map
 
 if TYPE_CHECKING:
@@ -124,10 +126,12 @@ def __eq__(self, other: object) -> bool:
     async def get(
         self,
         key: str,
-        prototype: BufferPrototype,
+        prototype: BufferPrototype | None = None,
         byte_range: tuple[int | None, int | None] | None = None,
     ) -> Buffer | None:
         # docstring inherited
+        if prototype is None:
+            prototype = default_buffer_prototype()
         if not self._is_open:
             await self._open()
         assert isinstance(key, str)
@@ -222,3 +226,6 @@ async def list_dir(self, prefix: str) -> AsyncIterator[str]:
                 yield key.relative_to(base).as_posix()
         except (FileNotFoundError, NotADirectoryError):
             pass
+
+    async def getsize(self, key: str) -> int:
+        return os.path.getsize(self.root / key)
diff --git a/src/zarr/storage/logging.py b/src/zarr/storage/logging.py
index 3b11ddbba7..bc90b4f30f 100644
--- a/src/zarr/storage/logging.py
+++ b/src/zarr/storage/logging.py
@@ -225,3 +225,11 @@ async def delete_dir(self, prefix: str) -> None:
         # docstring inherited
         with self.log(prefix):
             await self._store.delete_dir(prefix=prefix)
+
+    async def getsize(self, key: str) -> int:
+        with self.log(key):
+            return await self._store.getsize(key)
+
+    async def getsize_prefix(self, prefix: str) -> int:
+        with self.log(prefix):
+            return await self._store.getsize_prefix(prefix)
diff --git a/src/zarr/storage/remote.py b/src/zarr/storage/remote.py
index c08963bfaa..2b8329c9fa 100644
--- a/src/zarr/storage/remote.py
+++ b/src/zarr/storage/remote.py
@@ -325,3 +325,16 @@ async def list_prefix(self, prefix: str) -> AsyncIterator[str]:
             f"{self.path}/{prefix}", detail=False, maxdepth=None, withdirs=False
         ):
             yield onefile.removeprefix(f"{self.path}/")
+
+    async def getsize(self, key: str) -> int:
+        path = _dereference_path(self.path, key)
+        info = await self.fs._info(path)
+
+        size = info.get("size")
+
+        if size is None:
+            # Not all filesystems support size. Fall back to reading the entire object
+            return await super().getsize(key)
+        else:
+            # fsspec doesn't have typing. We'll need to assume or verify this is true
+            return int(size)
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index b544bf87e2..d26d83e566 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -318,3 +318,26 @@ async def test_set_if_not_exists(self, store: S) -> None:
 
         result = await store.get("k2", default_buffer_prototype())
         assert result == new
+
+    async def test_getsize(self, store: S) -> None:
+        key = "k"
+        data = self.buffer_cls.from_bytes(b"0" * 10)
+        await self.set(store, key, data)
+
+        result = await store.getsize(key)
+        assert isinstance(result, int)
+        assert result > 0
+
+    async def test_getsize_raises(self, store: S) -> None:
+        with pytest.raises(FileNotFoundError):
+            await store.getsize("not-a-real-key")
+
+    async def test_getsize_prefix(self, store: S) -> None:
+        prefix = "array/c/"
+        for i in range(10):
+            data = self.buffer_cls.from_bytes(b"0" * 10)
+            await self.set(store, f"{prefix}/{i}", data)
+
+        result = await store.getsize_prefix(prefix)
+        assert isinstance(result, int)
+        assert result > 0
diff --git a/tests/test_array.py b/tests/test_array.py
index 3948896186..975873053d 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -372,6 +372,30 @@ async def test_chunks_initialized() -> None:
         assert observed == expected
 
 
+def test_nbytes_stored() -> None:
+    arr = zarr.create(shape=(100,), chunks=(10,), dtype="i4")
+    result = arr.nbytes_stored()
+    assert result == 366  # the size of the metadata document. This is a fragile test.
+    arr[:50] = 1
+    result = arr.nbytes_stored()
+    assert result == 566  # the size with 5 chunks filled.
+    arr[50:] = 2
+    result = arr.nbytes_stored()
+    assert result == 766  # the size with all chunks filled.
+
+
+async def test_nbytes_stored_async() -> None:
+    arr = await zarr.api.asynchronous.create(shape=(100,), chunks=(10,), dtype="i4")
+    result = await arr.nbytes_stored()
+    assert result == 366  # the size of the metadata document. This is a fragile test.
+    await arr.setitem(slice(50), 1)
+    result = await arr.nbytes_stored()
+    assert result == 566  # the size with 5 chunks filled.
+    await arr.setitem(slice(50, 100), 2)
+    result = await arr.nbytes_stored()
+    assert result == 766  # the size with all chunks filled.
+
+
 def test_default_fill_values() -> None:
     a = Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="<U4")
     assert a.fill_value == ""
diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index 6f80705d9d..479ce201b0 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -32,6 +32,7 @@
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator
 
+    from zarr.core.buffer import BufferPrototype
     from zarr.core.buffer.core import Buffer
     from zarr.core.common import ChunkCoords
 
diff --git a/tests/test_metadata/test_consolidated.py b/tests/test_metadata/test_consolidated.py
index 85e32f5d68..8ae9cc81fd 100644
--- a/tests/test_metadata/test_consolidated.py
+++ b/tests/test_metadata/test_consolidated.py
@@ -16,7 +16,7 @@
     open,
     open_consolidated,
 )
-from zarr.core.buffer.core import default_buffer_prototype
+from zarr.core.buffer import default_buffer_prototype
 from zarr.core.group import ConsolidatedMetadata, GroupMetadata
 from zarr.core.metadata import ArrayV3Metadata
 from zarr.core.metadata.v2 import ArrayV2Metadata
diff --git a/tests/test_v2.py b/tests/test_v2.py
index 94aa513ce8..b6ce4f97b0 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -9,6 +9,7 @@
 from numcodecs.blosc import Blosc
 
 import zarr
+import zarr.core.buffer
 import zarr.storage
 from zarr import Array
 from zarr.storage import MemoryStore, StorePath

From ec0efad4c580da20ae4256275462b14f97877341 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Fri, 15 Nov 2024 20:35:55 +0100
Subject: [PATCH 0843/1078] fix open_array for mode r+ (#2494)

* fix open_array for mode r+

* fix v2 fill value test

* use zarr.create instead of zarr.open_array
---
 src/zarr/api/asynchronous.py |  2 +-
 tests/test_api.py            | 16 ++++++++++++++++
 tests/test_v2.py             |  5 +++--
 3 files changed, 20 insertions(+), 3 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 94ecfee4d6..3f36614cc2 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -1097,7 +1097,7 @@ async def open_array(
     try:
         return await AsyncArray.open(store_path, zarr_format=zarr_format)
     except FileNotFoundError:
-        if not store_path.read_only:
+        if not store_path.read_only and mode in _CREATE_MODES:
             exists_ok = _infer_exists_ok(mode)
             _zarr_format = zarr_format or _default_zarr_version()
             return await create(
diff --git a/tests/test_api.py b/tests/test_api.py
index fa3d80014d..c7fc88241f 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -1030,3 +1030,19 @@ async def test_metadata_validation_error() -> None:
         match="Invalid value for 'zarr_format'. Expected '2, 3, or None'. Got '3.0'.",
     ):
         await zarr.api.asynchronous.open_array(shape=(1,), zarr_format="3.0")  # type: ignore[arg-type]
+
+
+@pytest.mark.parametrize(
+    "store",
+    ["local", "memory", "zip"],
+    indirect=True,
+)
+def test_open_array_with_mode_r_plus(store: Store) -> None:
+    # 'r+' means read/write (must exist)
+    with pytest.raises(FileNotFoundError):
+        zarr.open_array(store=store, mode="r+")
+    zarr.ones(store=store, shape=(3, 3))
+    z2 = zarr.open_array(store=store, mode="r+")
+    assert isinstance(z2, Array)
+    assert (z2[:] == 1).all()
+    z2[:] = 3
diff --git a/tests/test_v2.py b/tests/test_v2.py
index b6ce4f97b0..e6b50ab2ae 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -36,6 +36,7 @@ def test_simple(store: StorePath) -> None:
     assert np.array_equal(data, a[:, :])
 
 
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
 @pytest.mark.parametrize(
     ("dtype", "fill_value"),
     [
@@ -48,8 +49,8 @@ def test_simple(store: StorePath) -> None:
         (str, ""),
     ],
 )
-def test_implicit_fill_value(store: StorePath, dtype: str, fill_value: Any) -> None:
-    arr = zarr.open_array(store=store, shape=(4,), fill_value=None, zarr_format=2, dtype=dtype)
+def test_implicit_fill_value(store: MemoryStore, dtype: str, fill_value: Any) -> None:
+    arr = zarr.create(store=store, shape=(4,), fill_value=None, zarr_format=2, dtype=dtype)
     assert arr.metadata.fill_value is None
     assert arr.metadata.to_dict()["fill_value"] is None
     result = arr[:]

From 26b6d8d62d58af6605f3ab78b51663ef455680f3 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Fri, 15 Nov 2024 20:52:19 +0100
Subject: [PATCH 0844/1078] don't normalize paths in StorePath.delete_dir
 (#2493)

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/storage/common.py | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/src/zarr/storage/common.py b/src/zarr/storage/common.py
index 0485a33576..1e33967414 100644
--- a/src/zarr/storage/common.py
+++ b/src/zarr/storage/common.py
@@ -160,10 +160,7 @@ async def delete_dir(self) -> None:
         """
         Delete all keys with the given prefix from the store.
         """
-        path = self.path
-        if not path.endswith("/"):
-            path += "/"
-        await self.store.delete_dir(path)
+        await self.store.delete_dir(self.path)
 
     async def set_if_not_exists(self, default: Buffer) -> None:
         """

From 6e4b1fde559c6ce74a431777674f78f93132dddc Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Fri, 15 Nov 2024 23:33:34 +0100
Subject: [PATCH 0845/1078] handle empty string prefix in zipstore delete dir
 (#2492)

---
 src/zarr/storage/zip.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/storage/zip.py b/src/zarr/storage/zip.py
index 755588fb7a..a186b3cf59 100644
--- a/src/zarr/storage/zip.py
+++ b/src/zarr/storage/zip.py
@@ -215,7 +215,7 @@ async def set_if_not_exists(self, key: str, value: Buffer) -> None:
     async def delete_dir(self, prefix: str) -> None:
         # only raise NotImplementedError if any keys are found
         self._check_writable()
-        if not prefix.endswith("/"):
+        if prefix != "" and not prefix.endswith("/"):
             prefix += "/"
         async for _ in self.list_prefix(prefix):
             raise NotImplementedError

From d6508b57332d8af829b1b399708561a8903e7c45 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Mon, 18 Nov 2024 05:52:15 +0100
Subject: [PATCH 0846/1078] Add documentation for `zarr.core.group` (#2452)

* docstrings

* docstrings for Group

* format

* fix group documentation indentation

* fix group documentation indentation

* add docstrings

* Apply suggestions from code review

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>
---
 src/zarr/core/group.py | 677 ++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 661 insertions(+), 16 deletions(-)

diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 0f21f8ee6b..13a8c7209a 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -56,6 +56,7 @@
 
 
 def parse_zarr_format(data: Any) -> ZarrFormat:
+    """Parse the zarr_format field from metadata."""
     if data in (2, 3):
         return cast(Literal[2, 3], data)
     msg = f"Invalid zarr_format. Expected one of 2 or 3. Got {data}."
@@ -63,6 +64,7 @@ def parse_zarr_format(data: Any) -> ZarrFormat:
 
 
 def parse_node_type(data: Any) -> NodeType:
+    """Parse the node_type field from metadata."""
     if data in ("array", "group"):
         return cast(Literal["array", "group"], data)
     raise MetadataValidationError("node_type", "array or group", data)
@@ -70,6 +72,7 @@ def parse_node_type(data: Any) -> NodeType:
 
 # todo: convert None to empty dict
 def parse_attributes(data: Any) -> dict[str, Any]:
+    """Parse the attributes field from metadata."""
     if data is None:
         return {}
     elif isinstance(data, dict) and all(isinstance(k, str) for k in data):
@@ -89,9 +92,7 @@ def _parse_async_node(node: AsyncGroup) -> Group: ...
 def _parse_async_node(
     node: AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup,
 ) -> Array | Group:
-    """
-    Wrap an AsyncArray in an Array, or an AsyncGroup in a Group.
-    """
+    """Wrap an AsyncArray in an Array, or an AsyncGroup in a Group."""
     if isinstance(node, AsyncArray):
         return Array(node)
     elif isinstance(node, AsyncGroup):
@@ -298,6 +299,10 @@ def flatten(
 
 @dataclass(frozen=True)
 class GroupMetadata(Metadata):
+    """
+    Metadata for a Group.
+    """
+
     attributes: dict[str, Any] = field(default_factory=dict)
     zarr_format: ZarrFormat = 3
     consolidated_metadata: ConsolidatedMetadata | None = None
@@ -392,6 +397,10 @@ def to_dict(self) -> dict[str, Any]:
 
 @dataclass(frozen=True)
 class AsyncGroup:
+    """
+    Asynchronous Group object.
+    """
+
     metadata: GroupMetadata
     store_path: StorePath
 
@@ -428,8 +437,7 @@ async def open(
         zarr_format: Literal[2, 3, None] = 3,
         use_consolidated: bool | str | None = None,
     ) -> AsyncGroup:
-        """
-        Open a new AsyncGroup
+        """Open a new AsyncGroup
 
         Parameters
         ----------
@@ -608,8 +616,8 @@ def from_dict(
         )
 
     async def setitem(self, key: str, value: Any) -> None:
-        """Fastpath for creating a new array
-
+        """
+        Fastpath for creating a new array
         New arrays will be created with default array settings for the array type.
 
         Parameters
@@ -628,6 +636,18 @@ async def getitem(
         self,
         key: str,
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup:
+        """
+        Get a subarray or subgroup from the group.
+
+        Parameters
+        ----------
+        key : str
+            Array or group name
+
+        Returns
+        -------
+        AsyncArray or AsyncGroup
+        """
         store_path = self.store_path / key
         logger.debug("key=%s, store_path=%s", key, store_path)
 
@@ -733,6 +753,13 @@ def _getitem_consolidated(
             return AsyncArray(metadata=metadata, store_path=store_path)
 
     async def delitem(self, key: str) -> None:
+        """Delete a group member.
+
+        Parameters
+        ----------
+        key : str
+            Array or group name
+        """
         store_path = self.store_path / key
 
         await store_path.delete_dir()
@@ -895,6 +922,21 @@ async def create_group(
         exists_ok: bool = False,
         attributes: dict[str, Any] | None = None,
     ) -> AsyncGroup:
+        """Create a sub-group.
+
+        Parameters
+        ----------
+        name : str
+            Group name.
+        exists_ok : bool, optional
+            If True, do not raise an error if the group already exists.
+        attributes : dict, optional
+            Group attributes.
+
+        Returns
+        -------
+        g : AsyncGroup
+        """
         attributes = attributes or {}
         return await type(self).from_store(
             self.store_path / name,
@@ -936,7 +978,17 @@ async def require_group(self, name: str, overwrite: bool = False) -> AsyncGroup:
         return grp
 
     async def require_groups(self, *names: str) -> tuple[AsyncGroup, ...]:
-        """Convenience method to require multiple groups in a single call."""
+        """Convenience method to require multiple groups in a single call.
+
+        Parameters
+        ----------
+        *names : str
+            Group names.
+
+        Returns
+        -------
+        Tuple[AsyncGroup, ...]
+        """
         if not names:
             return ()
         return tuple(await asyncio.gather(*(self.require_group(name) for name in names)))
@@ -1144,6 +1196,17 @@ async def require_array(
         return ds
 
     async def update_attributes(self, new_attributes: dict[str, Any]) -> AsyncGroup:
+        """Update group attributes.
+
+        Parameters
+        ----------
+        new_attributes : dict
+            New attributes to set on the group.
+
+        Returns
+        -------
+        self : AsyncGroup
+        """
         # metadata.attributes is "frozen" so we simply clear and update the dict
         self.metadata.attributes.clear()
         self.metadata.attributes.update(new_attributes)
@@ -1160,8 +1223,7 @@ async def nmembers(
         self,
         max_depth: int | None = 0,
     ) -> int:
-        """
-        Count the number of members in this group.
+        """Count the number of members in this group.
 
         Parameters
         ----------
@@ -1303,10 +1365,22 @@ def _members_consolidated(
                     yield from obj._members_consolidated(max_depth, current_depth + 1, prefix=key)
 
     async def keys(self) -> AsyncGenerator[str, None]:
+        """Iterate over member names."""
         async for key, _ in self.members():
             yield key
 
     async def contains(self, member: str) -> bool:
+        """Check if a member exists in the group.
+
+        Parameters
+        ----------
+        member : str
+            Member name.
+
+        Returns
+        -------
+        bool
+        """
         # TODO: this can be made more efficient.
         try:
             await self.getitem(member)
@@ -1316,15 +1390,18 @@ async def contains(self, member: str) -> bool:
             return True
 
     async def groups(self) -> AsyncGenerator[tuple[str, AsyncGroup], None]:
+        """Iterate over subgroups."""
         async for name, value in self.members():
             if isinstance(value, AsyncGroup):
                 yield name, value
 
     async def group_keys(self) -> AsyncGenerator[str, None]:
+        """Iterate over group names."""
         async for key, _ in self.groups():
             yield key
 
     async def group_values(self) -> AsyncGenerator[AsyncGroup, None]:
+        """Iterate over group values."""
         async for _, group in self.groups():
             yield group
 
@@ -1333,17 +1410,20 @@ async def arrays(
     ) -> AsyncGenerator[
         tuple[str, AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]], None
     ]:
+        """Iterate over arrays."""
         async for key, value in self.members():
             if isinstance(value, AsyncArray):
                 yield key, value
 
     async def array_keys(self) -> AsyncGenerator[str, None]:
+        """Iterate over array names."""
         async for key, _ in self.arrays():
             yield key
 
     async def array_values(
         self,
     ) -> AsyncGenerator[AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata], None]:
+        """Iterate over array values."""
         async for _, array in self.arrays():
             yield array
 
@@ -1375,21 +1455,89 @@ async def tree(self, expand: bool | None = None, level: int | None = None) -> An
     async def empty(
         self, *, name: str, shape: ChunkCoords, **kwargs: Any
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
+        """Create an empty array in this Group.
+
+        Parameters
+        ----------
+        name : str
+            Name of the array.
+        shape : int or tuple of int
+            Shape of the empty array.
+        **kwargs
+            Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+        Notes
+        -----
+        The contents of an empty Zarr array are not defined. On attempting to
+        retrieve data from an empty Zarr array, any values may be returned,
+        and these are not guaranteed to be stable from one access to the next.
+        """
+
         return await async_api.empty(shape=shape, store=self.store_path, path=name, **kwargs)
 
     async def zeros(
         self, *, name: str, shape: ChunkCoords, **kwargs: Any
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
+        """Create an array, with zero being used as the default value for uninitialized portions of the array.
+
+        Parameters
+        ----------
+        name : str
+            Name of the array.
+        shape : int or tuple of int
+            Shape of the empty array.
+        **kwargs
+            Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+        Returns
+        -------
+        AsyncArray
+            The new array.
+        """
         return await async_api.zeros(shape=shape, store=self.store_path, path=name, **kwargs)
 
     async def ones(
         self, *, name: str, shape: ChunkCoords, **kwargs: Any
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
+        """Create an array, with one being used as the default value for uninitialized portions of the array.
+
+        Parameters
+        ----------
+        name : str
+            Name of the array.
+        shape : int or tuple of int
+            Shape of the empty array.
+        **kwargs
+            Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+        Returns
+        -------
+        AsyncArray
+            The new array.
+        """
         return await async_api.ones(shape=shape, store=self.store_path, path=name, **kwargs)
 
     async def full(
         self, *, name: str, shape: ChunkCoords, fill_value: Any | None, **kwargs: Any
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
+        """Create an array, with "fill_value" being used as the default value for uninitialized portions of the array.
+
+        Parameters
+        ----------
+        name : str
+            Name of the array.
+        shape : int or tuple of int
+            Shape of the empty array.
+        fill_value : scalar
+            Value to fill the array with.
+        **kwargs
+            Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+        Returns
+        -------
+        AsyncArray
+            The new array.
+        """
         return await async_api.full(
             shape=shape,
             fill_value=fill_value,
@@ -1401,24 +1549,94 @@ async def full(
     async def empty_like(
         self, *, name: str, data: async_api.ArrayLike, **kwargs: Any
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
+        """Create an empty sub-array like `data`.
+
+        Parameters
+        ----------
+        name : str
+            Name of the array.
+        data : array-like
+            The array to create an empty array like.
+        **kwargs
+            Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+        Returns
+        -------
+        AsyncArray
+            The new array.
+        """
         return await async_api.empty_like(a=data, store=self.store_path, path=name, **kwargs)
 
     async def zeros_like(
         self, *, name: str, data: async_api.ArrayLike, **kwargs: Any
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
+        """Create a sub-array of zeros like `data`.
+
+        Parameters
+        ----------
+        name : str
+            Name of the array.
+        data : array-like
+            The array to create the new array like.
+        **kwargs
+            Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+        Returns
+        -------
+        AsyncArray
+            The new array.
+        """
         return await async_api.zeros_like(a=data, store=self.store_path, path=name, **kwargs)
 
     async def ones_like(
         self, *, name: str, data: async_api.ArrayLike, **kwargs: Any
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
+        """Create a sub-array of ones like `data`.
+
+        Parameters
+        ----------
+        name : str
+            Name of the array.
+        data : array-like
+            The array to create the new array like.
+        **kwargs
+            Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+        Returns
+        -------
+        AsyncArray
+            The new array.
+        """
         return await async_api.ones_like(a=data, store=self.store_path, path=name, **kwargs)
 
     async def full_like(
         self, *, name: str, data: async_api.ArrayLike, **kwargs: Any
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
+        """Create a sub-array like `data` filled with the `fill_value` of `data` .
+
+        Parameters
+        ----------
+        name : str
+            Name of the array.
+        data : array-like
+            The array to create the new array like.
+        **kwargs
+            Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+        Returns
+        -------
+        AsyncArray
+            The new array.
+        """
         return await async_api.full_like(a=data, store=self.store_path, path=name, **kwargs)
 
     async def move(self, source: str, dest: str) -> None:
+        """Move a sub-group or sub-array from one path to another.
+
+        Notes
+        -----
+        Not implemented
+        """
         raise NotImplementedError
 
 
@@ -1435,6 +1653,28 @@ def from_store(
         zarr_format: ZarrFormat = 3,
         exists_ok: bool = False,
     ) -> Group:
+        """Instantiate a group from an initialized store.
+
+        Parameters
+        ----------
+        store : StoreLike
+            StoreLike containing the Group.
+        attributes : dict, optional
+            A dictionary of JSON-serializable values with user-defined attributes.
+        zarr_format : {2, 3}, optional
+            Zarr storage format version.
+        exists_ok : bool, optional
+            If True, do not raise an error if the group already exists.
+
+        Returns
+        -------
+        Group
+            Group instantiated from the store.
+
+        Raises
+        ------
+        ContainsArrayError, ContainsGroupError, ContainsArrayAndGroupError
+        """
         attributes = attributes or {}
         obj = sync(
             AsyncGroup.from_store(
@@ -1453,10 +1693,50 @@ def open(
         store: StoreLike,
         zarr_format: Literal[2, 3, None] = 3,
     ) -> Group:
+        """Open a group from an initialized store.
+
+        Parameters
+        ----------
+        store : StoreLike
+            Store containing the Group.
+        zarr_format : {2, 3, None}, optional
+            Zarr storage format version.
+
+        Returns
+        -------
+        Group
+            Group instantiated from the store.
+        """
         obj = sync(AsyncGroup.open(store, zarr_format=zarr_format))
         return cls(obj)
 
     def __getitem__(self, path: str) -> Array | Group:
+        """Obtain a group member.
+
+        Parameters
+        ----------
+        path : str
+            Group member name.
+
+        Returns
+        -------
+        Array | Group
+            Group member (Array or Group) at the specified key
+
+        Examples
+        --------
+        >>> import zarr
+        >>> group = Group.from_store(zarr.storage.MemoryStore()
+        >>> group.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
+        >>> group.create_group(name="subgroup").create_array(name="subarray", shape=(10,), chunk_shape=(10,))
+        >>> group["subarray"]
+        <Array memory://132270269438272/subarray shape=(10,) dtype=float64>
+        >>> group["subgroup"]
+        <Group memory://132270269438272/subgroup>
+        >>> group["subgroup"]["subarray"]
+        <Array memory://132270269438272/subgroup/subarray shape=(10,) dtype=float64>
+
+        """
         obj = self._sync(self._async_group.getitem(path))
         if isinstance(obj, AsyncArray):
             return Array(obj)
@@ -1477,6 +1757,19 @@ def get(self, path: str, default: DefaultT | None = None) -> Array | Group | Def
         -------
         object
             Group member (Array or Group) or default if not found.
+
+        Examples
+        --------
+        >>> import zarr
+        >>> group = Group.from_store(zarr.storage.MemoryStore()
+        >>> group.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
+        >>> group.create_group(name="subgroup")
+        >>> group.get("subarray")
+        <Array memory://132270269438272/subarray shape=(10,) dtype=float64>
+        >>> group.get("subgroup")
+        <Group memory://132270269438272/subgroup>
+        >>> group.get("nonexistent", None)
+
         """
         try:
             return self[path]
@@ -1484,18 +1777,67 @@ def get(self, path: str, default: DefaultT | None = None) -> Array | Group | Def
             return default
 
     def __delitem__(self, key: str) -> None:
+        """Delete a group member.
+
+        Parameters
+        ----------
+        key : str
+            Group member name.
+
+        Examples
+        --------
+        >>> import zarr
+        >>> group = Group.from_store(zarr.storage.MemoryStore()
+        >>> group.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
+        >>> del group["subarray"]
+        >>> "subarray" in group
+        False
+        """
         self._sync(self._async_group.delitem(key))
 
     def __iter__(self) -> Iterator[str]:
+        """Return an iterator over group member names.
+        Examples
+        --------
+        >>> import zarr
+        >>> g1 = zarr.group()
+        >>> g2 = g1.create_group('foo')
+        >>> g3 = g1.create_group('bar')
+        >>> d1 = g1.create_array('baz', shape=(10,), chunk_shape=(10,))
+        >>> d2 = g1.create_array('quux', shape=(10,), chunk_shape=(10,))
+        >>> for name in g1:
+        ...     print(name)
+        baz
+        bar
+        foo
+        quux
+        """
         yield from self.keys()
 
     def __len__(self) -> int:
+        """Number of members."""
         return self.nmembers()
 
     def __setitem__(self, key: str, value: Any) -> None:
         """Fastpath for creating a new array.
 
         New arrays will be created using default settings for the array type.
+        If you need to create an array with custom settings, use the `create_array` method.
+
+        Parameters
+        ----------
+        key : str
+            Array name.
+        value : Any
+            Array data.
+
+        Examples
+        --------
+        >>> import zarr
+        >>> group = zarr.group()
+        >>> group["foo"] = zarr.zeros((10,))
+        >>> group["foo"]
+        <Array memory://132270269438272/foo shape=(10,) dtype=float64>
         """
         self._sync(self._async_group.setitem(key, value))
 
@@ -1503,6 +1845,16 @@ def __repr__(self) -> str:
         return f"<Group {self.store_path}>"
 
     async def update_attributes_async(self, new_attributes: dict[str, Any]) -> Group:
+        """Update the attributes of this group.
+
+        Example
+        -------
+        >>> import zarr
+        >>> group = zarr.group()
+        >>> await group.update_attributes_async({"foo": "bar"})
+        >>> group.attrs.asdict()
+        {'foo': 'bar'}
+        """
         new_metadata = replace(self.metadata, attributes=new_attributes)
 
         # Write new metadata
@@ -1515,10 +1867,12 @@ async def update_attributes_async(self, new_attributes: dict[str, Any]) -> Group
 
     @property
     def store_path(self) -> StorePath:
+        """Path-like interface for the Store."""
         return self._async_group.store_path
 
     @property
     def metadata(self) -> GroupMetadata:
+        """Group metadata."""
         return self._async_group.metadata
 
     @property
@@ -1538,6 +1892,7 @@ def basename(self) -> str:
 
     @property
     def attrs(self) -> Attributes:
+        """Attributes of this Group"""
         return Attributes(self)
 
     @property
@@ -1591,10 +1946,34 @@ def synchronizer(self) -> None:
         return self._async_group.synchronizer
 
     def update_attributes(self, new_attributes: dict[str, Any]) -> Group:
+        """Update the attributes of this group.
+        Example
+        -------
+        >>> import zarr
+        >>> group = zarr.group()
+        >>> group.update_attributes({"foo": "bar"})
+        >>> group.attrs.asdict()
+        {'foo': 'bar'}
+        """
         self._sync(self._async_group.update_attributes(new_attributes))
         return self
 
     def nmembers(self, max_depth: int | None = 0) -> int:
+        """Count the number of members in this group.
+
+        Parameters
+        ----------
+        max_depth : int, default 0
+            The maximum number of levels of the hierarchy to include. By
+            default, (``max_depth=0``) only immediate children are included. Set
+            ``max_depth=None`` to include all nodes, and some positive integer
+            to consider children within that many levels of the root Group.
+
+        Returns
+        -------
+        count : int
+        """
+
         return self._sync(self._async_group.nmembers(max_depth=max_depth))
 
     def members(self, max_depth: int | None = 0) -> tuple[tuple[str, Array | Group], ...]:
@@ -1607,32 +1986,132 @@ def members(self, max_depth: int | None = 0) -> tuple[tuple[str, Array | Group],
         return tuple((kv[0], _parse_async_node(kv[1])) for kv in _members)
 
     def keys(self) -> Generator[str, None]:
+        """Return an iterator over group member names.
+
+        Examples
+        --------
+        >>> import zarr
+        >>> g1 = zarr.group()
+        >>> g2 = g1.create_group('foo')
+        >>> g3 = g1.create_group('bar')
+        >>> d1 = g1.create_array('baz', shape=(10,), chunk_shape=(10,))
+        >>> d2 = g1.create_array('quux', shape=(10,), chunk_shape=(10,))
+        >>> for name in g1.keys():
+        ...     print(name)
+        baz
+        bar
+        foo
+        quux
+        """
         yield from self._sync_iter(self._async_group.keys())
 
     def __contains__(self, member: str) -> bool:
+        """Test for group membership.
+
+        Examples
+        --------
+        >>> import zarr
+        >>> g1 = zarr.group()
+        >>> g2 = g1.create_group('foo')
+        >>> d1 = g1.create_array('bar', shape=(10,), chunk_shape=(10,))
+        >>> 'foo' in g1
+        True
+        >>> 'bar' in g1
+        True
+        >>> 'baz' in g1
+        False
+
+        """
         return self._sync(self._async_group.contains(member))
 
     def groups(self) -> Generator[tuple[str, Group], None]:
+        """Return the sub-groups of this group as a generator of (name, group) pairs.
+
+        Example
+        -------
+        >>> import zarr
+        >>> group = zarr.group()
+        >>> group.create_group("subgroup")
+        >>> for name, subgroup in group.groups():
+        ...     print(name, subgroup)
+        subgroup <Group memory://132270269438272/subgroup>
+        """
         for name, async_group in self._sync_iter(self._async_group.groups()):
             yield name, Group(async_group)
 
     def group_keys(self) -> Generator[str, None]:
+        """Return an iterator over group member names.
+
+        Examples
+        --------
+        >>> import zarr
+        >>> group = zarr.group()
+        >>> group.create_group("subgroup")
+        >>> for name in group.group_keys():
+        ...     print(name)
+        subgroup
+        """
         for name, _ in self.groups():
             yield name
 
     def group_values(self) -> Generator[Group, None]:
+        """Return an iterator over group members.
+
+        Examples
+        --------
+        >>> import zarr
+        >>> group = zarr.group()
+        >>> group.create_group("subgroup")
+        >>> for subgroup in group.group_values():
+        ...     print(subgroup)
+        <Group memory://132270269438272/subgroup>
+        """
         for _, group in self.groups():
             yield group
 
     def arrays(self) -> Generator[tuple[str, Array], None]:
+        """Return the sub-arrays of this group as a generator of (name, array) pairs
+
+        Examples
+        --------
+        >>> import zarr
+        >>> group = zarr.group()
+        >>> group.create_array("subarray", shape=(10,), chunk_shape=(10,))
+        >>> for name, subarray in group.arrays():
+        ...     print(name, subarray)
+        subarray <Array memory://140198565357056/subarray shape=(10,) dtype=float64>
+        """
         for name, async_array in self._sync_iter(self._async_group.arrays()):
             yield name, Array(async_array)
 
     def array_keys(self) -> Generator[str, None]:
+        """Return an iterator over group member names.
+
+        Examples
+        --------
+        >>> import zarr
+        >>> group = zarr.group()
+        >>> group.create_array("subarray", shape=(10,), chunk_shape=(10,))
+        >>> for name in group.array_keys():
+        ...     print(name)
+        subarray
+        """
+
         for name, _ in self.arrays():
             yield name
 
     def array_values(self) -> Generator[Array, None]:
+        """Return an iterator over group members.
+
+        Examples
+        --------
+        >>> import zarr
+        >>> group = zarr.group()
+        >>> group.create_array("subarray", shape=(10,), chunk_shape=(10,))
+        >>> for subarray in group.array_values():
+        ...     print(subarray)
+        <Array memory://140198565357056/subarray shape=(10,) dtype=float64>
+        """
         for _, array in self.arrays():
             yield array
 
@@ -1658,6 +2137,25 @@ def tree(self, expand: bool | None = None, level: int | None = None) -> Any:
         return self._sync(self._async_group.tree(expand=expand, level=level))
 
     def create_group(self, name: str, **kwargs: Any) -> Group:
+        """Create a sub-group.
+
+        Parameters
+        ----------
+        name : str
+            Name of the new subgroup.
+
+        Returns
+        -------
+        Group
+
+        Examples
+        --------
+        >>> import zarr
+        >>> group = zarr.group()
+        >>> subgroup = group.create_group("subgroup")
+        >>> subgroup
+        <Group memory://132270269438272/subgroup>
+        """
         return Group(self._sync(self._async_group.create_group(name, **kwargs)))
 
     def require_group(self, name: str, **kwargs: Any) -> Group:
@@ -1675,7 +2173,17 @@ def require_group(self, name: str, **kwargs: Any) -> Group:
         return Group(self._sync(self._async_group.require_group(name, **kwargs)))
 
     def require_groups(self, *names: str) -> tuple[Group, ...]:
-        """Convenience method to require multiple groups in a single call."""
+        """Convenience method to require multiple groups in a single call.
+
+        Parameters
+        ----------
+        *names : str
+            Group names.
+
+        Returns
+        -------
+        groups : tuple of Groups
+        """
         return tuple(map(Group, self._sync(self._async_group.require_groups(*names))))
 
     def create(self, *args: Any, **kwargs: Any) -> Array:
@@ -1711,8 +2219,8 @@ def create_array(
         exists_ok: bool = False,
         data: npt.ArrayLike | None = None,
     ) -> Array:
-        """
-        Create a zarr array within this AsyncGroup.
+        """Create a zarr array within this AsyncGroup.
+
         This method lightly wraps AsyncArray.create.
 
         Parameters
@@ -1828,7 +2336,6 @@ def require_dataset(self, name: str, *, shape: ShapeLike, **kwargs: Any) -> Arra
     def require_array(self, name: str, *, shape: ShapeLike, **kwargs: Any) -> Array:
         """Obtain an array, creating if it doesn't exist.
 
-
         Other `kwargs` are as per :func:`zarr.Group.create_array`.
 
         Parameters
@@ -1846,20 +2353,87 @@ def require_array(self, name: str, *, shape: ShapeLike, **kwargs: Any) -> Array:
 
     @_deprecate_positional_args
     def empty(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> Array:
+        """Create an empty array in this Group.
+
+        Parameters
+        ----------
+        name : str
+            Name of the array.
+        shape : int or tuple of int
+            Shape of the empty array.
+        **kwargs
+            Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+        Notes
+        -----
+        The contents of an empty Zarr array are not defined. On attempting to
+        retrieve data from an empty Zarr array, any values may be returned,
+        and these are not guaranteed to be stable from one access to the next.
+        """
         return Array(self._sync(self._async_group.empty(name=name, shape=shape, **kwargs)))
 
     @_deprecate_positional_args
     def zeros(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> Array:
+        """Create an array, with zero being used as the default value for uninitialized portions of the array.
+
+        Parameters
+        ----------
+        name : str
+            Name of the array.
+        shape : int or tuple of int
+            Shape of the empty array.
+        **kwargs
+            Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+        Returns
+        -------
+        Array
+            The new array.
+        """
         return Array(self._sync(self._async_group.zeros(name=name, shape=shape, **kwargs)))
 
     @_deprecate_positional_args
     def ones(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> Array:
+        """Create an array, with one being used as the default value for uninitialized portions of the array.
+
+        Parameters
+        ----------
+        name : str
+            Name of the array.
+        shape : int or tuple of int
+            Shape of the empty array.
+        **kwargs
+            Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+        Returns
+        -------
+        Array
+            The new array.
+        """
         return Array(self._sync(self._async_group.ones(name=name, shape=shape, **kwargs)))
 
     @_deprecate_positional_args
     def full(
         self, *, name: str, shape: ChunkCoords, fill_value: Any | None, **kwargs: Any
     ) -> Array:
+        """Create an array, with "fill_value" being used as the default value for uninitialized portions of the array.
+
+        Parameters
+        ----------
+        name : str
+            Name of the array.
+        shape : int or tuple of int
+            Shape of the empty array.
+        fill_value : scalar
+            Value to fill the array with.
+        **kwargs
+            Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+        Returns
+        -------
+        Array
+            The new array.
+        """
         return Array(
             self._sync(
                 self._async_group.full(name=name, shape=shape, fill_value=fill_value, **kwargs)
@@ -1868,21 +2442,92 @@ def full(
 
     @_deprecate_positional_args
     def empty_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> Array:
+        """Create an empty sub-array like `data`.
+
+        Parameters
+        ----------
+        name : str
+            Name of the array.
+        data : array-like
+            The array to create an empty array like.
+        **kwargs
+            Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+        Returns
+        -------
+        Array
+            The new array.
+        """
         return Array(self._sync(self._async_group.empty_like(name=name, data=data, **kwargs)))
 
     @_deprecate_positional_args
     def zeros_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> Array:
+        """Create a sub-array of zeros like `data`.
+
+        Parameters
+        ----------
+        name : str
+            Name of the array.
+        data : array-like
+            The array to create the new array like.
+        **kwargs
+            Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+        Returns
+        -------
+        Array
+            The new array.
+        """
+
         return Array(self._sync(self._async_group.zeros_like(name=name, data=data, **kwargs)))
 
     @_deprecate_positional_args
     def ones_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> Array:
+        """Create a sub-array of ones like `data`.
+
+        Parameters
+        ----------
+        name : str
+            Name of the array.
+        data : array-like
+            The array to create the new array like.
+        **kwargs
+            Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+        Returns
+        -------
+        Array
+            The new array.
+        """
         return Array(self._sync(self._async_group.ones_like(name=name, data=data, **kwargs)))
 
     @_deprecate_positional_args
     def full_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> Array:
+        """Create a sub-array like `data` filled with the `fill_value` of `data` .
+
+        Parameters
+        ----------
+        name : str
+            Name of the array.
+        data : array-like
+            The array to create the new array like.
+        **kwargs
+            Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+        Returns
+        -------
+        Array
+            The new array.
+        """
         return Array(self._sync(self._async_group.full_like(name=name, data=data, **kwargs)))
 
     def move(self, source: str, dest: str) -> None:
+        """Move a sub-group or sub-array from one path to another.
+
+        Notes
+        -----
+        Not implemented
+        """
         return self._sync(self._async_group.move(source, dest))
 
     @deprecated("Use Group.create_array instead.")
@@ -1915,8 +2560,8 @@ def array(
         exists_ok: bool = False,
         data: npt.ArrayLike | None = None,
     ) -> Array:
-        """
-        Create a zarr array within this AsyncGroup.
+        """Create a zarr array within this AsyncGroup.
+
         This method lightly wraps `AsyncArray.create`.
 
         Parameters

From eb85ee7ba32df4983b80ae9e60686e7d2f35349e Mon Sep 17 00:00:00 2001
From: Sanket Verma <svsanketverma5@gmail.com>
Date: Mon, 18 Nov 2024 22:05:23 +0530
Subject: [PATCH 0847/1078] Add CZI badge (#2489)

Add CZI Badge
---
 README.md | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/README.md b/README.md
index e379c9719f..5ee6748ada 100644
--- a/README.md
+++ b/README.md
@@ -78,6 +78,13 @@
 	</td>
 </tr>
 <tr>
+	<td>Funding</td>
+	<td>
+		<a href="https://chanzuckerberg.com/eoss/">
+			<img src="https://img.shields.io/badge/funded%20by-EOSS-FF414B.svg?logo=data:image/svg+xml;base64,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" alt="CZI's Essential Open Source Software for Science">
+		</a>
+	</td>
+</tr>
 	<td>Citation</td>
 	<td>
 		<a href="https://doi.org/10.5281/zenodo.3773450">

From 7c2ebe2619781d15fa187aff9a86c7f5448994fb Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 18 Nov 2024 22:02:26 +0100
Subject: [PATCH 0848/1078] chore: update pre-commit hooks (#2502)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.7.3 → v0.7.4](https://github.com/astral-sh/ruff-pre-commit/compare/v0.7.3...v0.7.4)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index dd9660fa5f..7273985572 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.7.3
+    rev: v0.7.4
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]

From d005ff77bc4efaf52f8e43d17f11d27f43d19ee0 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Thu, 21 Nov 2024 16:04:23 +0100
Subject: [PATCH 0849/1078] [v3] Import crc32c through numcodecs (#2510)

* Import crc32c through numcodecs

* remove more crc32c references
---
 pyproject.toml | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 09797ae3d4..42990f4e8f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,9 +28,8 @@ requires-python = ">=3.11"
 dependencies = [
     'asciitree',
     'numpy>=1.25',
-    'numcodecs>=0.14',
+    'numcodecs[crc32c]>=0.14',
     'fsspec>=2022.10.0',
-    'crc32c>=2.3',
     'typing_extensions>=4.6',
     'donfig>=0.8',
 ]
@@ -193,7 +192,6 @@ dependencies = [
     'fsspec @ git+https://github.com/fsspec/filesystem_spec',
     's3fs @ git+https://github.com/fsspec/s3fs',
     'universal_pathlib @ git+https://github.com/fsspec/universal_pathlib',
-    'crc32c @ git+https://github.com/ICRAR/crc32c',
     'typing_extensions @ git+https://github.com/python/typing_extensions',
     'donfig @ git+https://github.com/pytroll/donfig',
     # test deps
@@ -227,7 +225,6 @@ dependencies = [
     'fsspec==2022.10.0',
     's3fs==2022.10.0',
     'universal_pathlib==0.0.22',
-    'crc32c==2.3.*',
     'typing_extensions==4.6.*',  # 4.5 needed for @deprecated, 4.6 for Buffer
     'donfig==0.8.*',
     # test deps

From 3dd04ce7194cebd68149ec71eb79e22b66bc57f0 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Thu, 21 Nov 2024 22:58:36 +0100
Subject: [PATCH 0850/1078] Remove asciitree dependency (#2511)

* rm asciitree

* no format
---
 .pre-commit-config.yaml | 4 +---
 pyproject.toml          | 1 -
 2 files changed, 1 insertion(+), 4 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 7273985572..0511cfaf86 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -28,10 +28,8 @@ repos:
         files: src|tests
         additional_dependencies:
           # Package dependencies
-          - asciitree
-          - crc32c
           - donfig
-          - numcodecs
+          - numcodecs[crc32c]
           - numpy
           - typing_extensions
           - universal-pathlib
diff --git a/pyproject.toml b/pyproject.toml
index 42990f4e8f..63ecdd85be 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -26,7 +26,6 @@ maintainers = [
 requires-python = ">=3.11"
 # If you add a new dependency here, please also add it to .pre-commit-config.yml
 dependencies = [
-    'asciitree',
     'numpy>=1.25',
     'numcodecs[crc32c]>=0.14',
     'fsspec>=2022.10.0',

From 76904eac556a71817eb7ea2e54df703cba919a12 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Fri, 22 Nov 2024 04:42:51 +0100
Subject: [PATCH 0851/1078] Refactor/narrow array name type (#2499)

* array name is not nullable

* alter test for nullable array name

* assert a.name is not None

* assert a.name is not None, outside of the conditional
---
 src/zarr/core/array.py         | 23 +++++++++--------------
 src/zarr/testing/strategies.py |  1 +
 tests/test_array.py            |  4 ++--
 3 files changed, 12 insertions(+), 16 deletions(-)

diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 249168723f..1e815d4d0e 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -810,7 +810,7 @@ def path(self) -> str:
         return self.store_path.path
 
     @property
-    def name(self) -> str | None:
+    def name(self) -> str:
         """Array name following h5py convention.
 
         Returns
@@ -818,16 +818,14 @@ def name(self) -> str | None:
         str
             The name of the array.
         """
-        if self.path:
-            # follow h5py convention: add leading slash
-            name = self.path
-            if name[0] != "/":
-                name = "/" + name
-            return name
-        return None
+        # follow h5py convention: add leading slash
+        name = self.path
+        if not name.startswith("/"):
+            name = "/" + name
+        return name
 
     @property
-    def basename(self) -> str | None:
+    def basename(self) -> str:
         """Final component of name.
 
         Returns
@@ -835,9 +833,7 @@ def basename(self) -> str | None:
         str
             The basename or final component of the array name.
         """
-        if self.name is not None:
-            return self.name.split("/")[-1]
-        return None
+        return self.name.split("/")[-1]
 
     @property
     def cdata_shape(self) -> ChunkCoords:
@@ -1626,8 +1622,7 @@ def path(self) -> str:
         return self._async_array.path
 
     @property
-    def name(self) -> str | None:
-        """Array name following h5py convention."""
+    def name(self) -> str:
         return self._async_array.name
 
     @property
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index aed5b82e57..f0a7e97d3a 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -153,6 +153,7 @@ def arrays(
     assert isinstance(a, Array)
     if a.metadata.zarr_format == 3:
         assert a.fill_value is not None
+    assert a.name is not None
     assert isinstance(root[array_path], Array)
     assert nparray.shape == a.shape
     assert chunks == a.chunks
diff --git a/tests/test_array.py b/tests/test_array.py
index 975873053d..f0f36cf70d 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -122,8 +122,8 @@ def test_array_name_properties_no_group(
 ) -> None:
     arr = Array.create(store=store, shape=(100,), chunks=(10,), zarr_format=zarr_format, dtype="i4")
     assert arr.path == ""
-    assert arr.name is None
-    assert arr.basename is None
+    assert arr.name == "/"
+    assert arr.basename == ""
 
 
 @pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])

From 7be0ac9c41978fd770023276950522808631998e Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 26 Nov 2024 15:33:43 +0100
Subject: [PATCH 0852/1078] chore: update pre-commit hooks (#2517)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.7.4 → v0.8.0](https://github.com/astral-sh/ruff-pre-commit/compare/v0.7.4...v0.8.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 0511cfaf86..6506f7349d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.7.4
+    rev: v0.8.0
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]

From 29612464491cb53c782b46e9246fd951a4185695 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 29 Nov 2024 16:56:38 +0100
Subject: [PATCH 0853/1078] Multiple imports for an import name (#2504)

---
 tests/test_indexing.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index 479ce201b0..3dc93ba474 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -12,7 +12,7 @@
 
 import zarr
 from zarr import Array
-from zarr.core.buffer import BufferPrototype, default_buffer_prototype
+from zarr.core.buffer import default_buffer_prototype
 from zarr.core.indexing import (
     BasicSelection,
     CoordinateSelection,

From 206d145a5aedfccdbd2b44e4c40916b14530b239 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Fri, 29 Nov 2024 10:37:17 -0600
Subject: [PATCH 0854/1078] Added Array.info_complete (#2514)

Now that Store.getsize is a thing, we can do info_complete which
includes the number of chunks written and the size of those bytes.

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Norman Rzepka <code@normanrz.com>
---
 src/zarr/core/array.py | 53 ++++++++++++++++++++++-----
 tests/test_array.py    | 82 ++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 127 insertions(+), 8 deletions(-)

diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 1e815d4d0e..71a6f9d380 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -1346,18 +1346,53 @@ def info(self) -> Any:
         AsyncArray.info_complete
             All information about a group, including dynamic information
             like the number of bytes and chunks written.
+
+        Examples
+        --------
+
+        >>> arr = await zarr.api.asynchronous.create(
+        ...     path="array", shape=(3, 4, 5), chunks=(2, 2, 2))
+        ... )
+        >>> arr.info
+        Type               : Array
+        Zarr format        : 3
+        Data type          : DataType.float64
+        Shape              : (3, 4, 5)
+        Chunk shape        : (2, 2, 2)
+        Order              : C
+        Read-only          : False
+        Store type         : MemoryStore
+        Codecs             : [{'endian': <Endian.little: 'little'>}]
+        No. bytes          : 480
         """
         return self._info()
 
     async def info_complete(self) -> Any:
-        # TODO: get the size of the object from the store.
-        extra = {
-            "count_chunks_initialized": await self.nchunks_initialized(),
-            # count_bytes_stored isn't yet implemented.
-        }
-        return self._info(extra=extra)
-
-    def _info(self, extra: dict[str, int] | None = None) -> Any:
+        """
+        Return all the information for an array, including dynamic information like a storage size.
+
+        In addition to the static information, this provides
+
+        - The count of chunks initialized
+        - The sum of the bytes written
+
+        Returns
+        -------
+        ArrayInfo
+
+        See Also
+        --------
+        AsyncArray.info
+            A property giving just the statically known information about an array.
+        """
+        return self._info(
+            await self.nchunks_initialized(),
+            await self.store_path.store.getsize_prefix(self.store_path.path),
+        )
+
+    def _info(
+        self, count_chunks_initialized: int | None = None, count_bytes_stored: int | None = None
+    ) -> Any:
         kwargs: dict[str, Any] = {}
         if self.metadata.zarr_format == 2:
             assert isinstance(self.metadata, ArrayV2Metadata)
@@ -1386,6 +1421,8 @@ def _info(self, extra: dict[str, int] | None = None) -> Any:
             _read_only=self.read_only,
             _store_type=type(self.store_path.store).__name__,
             _count_bytes=self.dtype.itemsize * self.size,
+            _count_bytes_stored=count_bytes_stored,
+            _count_chunks_initialized=count_chunks_initialized,
             **kwargs,
         )
 
diff --git a/tests/test_array.py b/tests/test_array.py
index f0f36cf70d..86da801d1f 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -1,3 +1,4 @@
+import dataclasses
 import json
 import math
 import pickle
@@ -474,6 +475,87 @@ def test_info_v3(self) -> None:
         )
         assert result == expected
 
+    def test_info_complete(self) -> None:
+        arr = zarr.create(shape=(4, 4), chunks=(2, 2), zarr_format=3)
+        result = arr.info_complete()
+        expected = ArrayInfo(
+            _zarr_format=3,
+            _data_type=DataType.parse("float64"),
+            _shape=(4, 4),
+            _chunk_shape=(2, 2),
+            _order="C",
+            _read_only=False,
+            _store_type="MemoryStore",
+            _codecs=[BytesCodec()],
+            _count_bytes=128,
+            _count_chunks_initialized=0,
+            _count_bytes_stored=373,  # the metadata?
+        )
+        assert result == expected
+
+        arr[:2, :2] = 10
+        result = arr.info_complete()
+        expected = dataclasses.replace(
+            expected, _count_chunks_initialized=1, _count_bytes_stored=405
+        )
+        assert result == expected
+
+    async def test_info_v2_async(self) -> None:
+        arr = await zarr.api.asynchronous.create(shape=(4, 4), chunks=(2, 2), zarr_format=2)
+        result = arr.info
+        expected = ArrayInfo(
+            _zarr_format=2,
+            _data_type=np.dtype("float64"),
+            _shape=(4, 4),
+            _chunk_shape=(2, 2),
+            _order="C",
+            _read_only=False,
+            _store_type="MemoryStore",
+            _count_bytes=128,
+        )
+        assert result == expected
+
+    async def test_info_v3_async(self) -> None:
+        arr = await zarr.api.asynchronous.create(shape=(4, 4), chunks=(2, 2), zarr_format=3)
+        result = arr.info
+        expected = ArrayInfo(
+            _zarr_format=3,
+            _data_type=DataType.parse("float64"),
+            _shape=(4, 4),
+            _chunk_shape=(2, 2),
+            _order="C",
+            _read_only=False,
+            _store_type="MemoryStore",
+            _codecs=[BytesCodec()],
+            _count_bytes=128,
+        )
+        assert result == expected
+
+    async def test_info_complete_async(self) -> None:
+        arr = await zarr.api.asynchronous.create(shape=(4, 4), chunks=(2, 2), zarr_format=3)
+        result = await arr.info_complete()
+        expected = ArrayInfo(
+            _zarr_format=3,
+            _data_type=DataType.parse("float64"),
+            _shape=(4, 4),
+            _chunk_shape=(2, 2),
+            _order="C",
+            _read_only=False,
+            _store_type="MemoryStore",
+            _codecs=[BytesCodec()],
+            _count_bytes=128,
+            _count_chunks_initialized=0,
+            _count_bytes_stored=373,  # the metadata?
+        )
+        assert result == expected
+
+        await arr.setitem((slice(2), slice(2)), 10)
+        result = await arr.info_complete()
+        expected = dataclasses.replace(
+            expected, _count_chunks_initialized=1, _count_bytes_stored=405
+        )
+        assert result == expected
+
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
 @pytest.mark.parametrize("zarr_format", [2, 3])

From cdd6a7484bbc2430b1883a2bf2d2ad8ad7943885 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Fri, 29 Nov 2024 17:59:16 +0100
Subject: [PATCH 0855/1078] Fix iterating over sharding index (#2392)

* test_sharding_with_empty_inner_chunk

* tests for failing read with sharding

* replace morton order by np unravel index

* format

* Revert "replace morton order by np unravel index"

This reverts commit adc3240108ea61a9df9dfa8e40f7cf20a94eed77.

* skip morton indices out of bound

* improve test_sharding_with_chunks_per_shard

* format

---------

Co-authored-by: Norman Rzepka <code@normanrz.com>
---
 src/zarr/core/indexing.py          | 11 +++++++++--
 tests/test_codecs/test_codecs.py   | 20 ++++++++++++++++++++
 tests/test_codecs/test_sharding.py | 29 +++++++++++++++++++++++++++++
 3 files changed, 58 insertions(+), 2 deletions(-)

diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index 3d47f5f183..ca227be094 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -1346,8 +1346,15 @@ def decode_morton(z: int, chunk_shape: ChunkCoords) -> ChunkCoords:
 
 
 def morton_order_iter(chunk_shape: ChunkCoords) -> Iterator[ChunkCoords]:
-    for i in range(product(chunk_shape)):
-        yield decode_morton(i, chunk_shape)
+    i = 0
+    order: list[ChunkCoords] = []
+    while len(order) < product(chunk_shape):
+        m = decode_morton(i, chunk_shape)
+        if m not in order and all(x < y for x, y in zip(m, chunk_shape, strict=False)):
+            order.append(m)
+        i += 1
+    for j in range(product(chunk_shape)):
+        yield order[j]
 
 
 def c_order_iter(chunks_per_shard: ChunkCoords) -> Iterator[ChunkCoords]:
diff --git a/tests/test_codecs/test_codecs.py b/tests/test_codecs/test_codecs.py
index dfb8e1c595..2025e72937 100644
--- a/tests/test_codecs/test_codecs.py
+++ b/tests/test_codecs/test_codecs.py
@@ -204,6 +204,26 @@ def test_morton() -> None:
     ]
 
 
+@pytest.mark.parametrize(
+    "shape",
+    [
+        [2, 2, 2],
+        [5, 2],
+        [2, 5],
+        [2, 9, 2],
+        [3, 2, 12],
+        [2, 5, 1],
+        [4, 3, 6, 2, 7],
+        [3, 2, 1, 6, 4, 5, 2],
+    ],
+)
+def test_morton2(shape) -> None:
+    order = list(morton_order_iter(shape))
+    for i, x in enumerate(order):
+        assert x not in order[:i]  # no duplicates
+        assert all(x[j] < shape[j] for j in range(len(shape)))  # all indices are within bounds
+
+
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 def test_write_partial_chunks(store: Store) -> None:
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
diff --git a/tests/test_codecs/test_sharding.py b/tests/test_codecs/test_sharding.py
index 78f32fef0e..51c82067f3 100644
--- a/tests/test_codecs/test_sharding.py
+++ b/tests/test_codecs/test_sharding.py
@@ -393,3 +393,32 @@ async def test_sharding_with_empty_inner_chunk(
     print("read data")
     data_read = await a.getitem(...)
     assert np.array_equal(data_read, data)
+
+
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
+@pytest.mark.parametrize(
+    "index_location",
+    [ShardingCodecIndexLocation.start, ShardingCodecIndexLocation.end],
+)
+@pytest.mark.parametrize("chunks_per_shard", [(5, 2), (2, 5), (5, 5)])
+async def test_sharding_with_chunks_per_shard(
+    store: Store, index_location: ShardingCodecIndexLocation, chunks_per_shard: tuple[int]
+) -> None:
+    chunk_shape = (2, 1)
+    shape = [x * y for x, y in zip(chunks_per_shard, chunk_shape, strict=False)]
+    data = np.ones(np.prod(shape), dtype="int32").reshape(shape)
+    fill_value = 42
+
+    path = f"test_sharding_with_chunks_per_shard_{index_location}"
+    spath = StorePath(store, path)
+    a = Array.create(
+        spath,
+        shape=shape,
+        chunk_shape=shape,
+        dtype="int32",
+        fill_value=fill_value,
+        codecs=[ShardingCodec(chunk_shape=chunk_shape, index_location=index_location)],
+    )
+    a[...] = data
+    data_read = a[...]
+    assert np.array_equal(data_read, data)

From f8e3432305279e1104219ea9cf998a75009c40a5 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 29 Nov 2024 18:51:23 +0100
Subject: [PATCH 0856/1078] Imported name is not used anywhere in the module
 (#2520)

---
 tests/test_store/test_logging.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tests/test_store/test_logging.py b/tests/test_store/test_logging.py
index aed1f06fa2..c0630dffd8 100644
--- a/tests/test_store/test_logging.py
+++ b/tests/test_store/test_logging.py
@@ -5,7 +5,6 @@
 import pytest
 
 import zarr
-import zarr.storage
 from zarr.core.buffer import default_buffer_prototype
 from zarr.storage.logging import LoggingStore
 

From 90b3aea9e6fee4dd25abbe40bcff0c6508910a17 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Sun, 1 Dec 2024 21:40:53 +0100
Subject: [PATCH 0857/1078] Update ruff and associated changes (#2522)

* Upgrade ruff to 0.8.1

Remove deprecated rules:
https://astral.sh/blog/ruff-v0.8.0#removal-of-six-deprecated-rules

* Apply ruff/flake8-pyi rule PYI061

PYI061 `Literal[None, ...]` can be replaced with `Literal[...] | None`
---
 .pre-commit-config.yaml | 2 +-
 pyproject.toml          | 5 -----
 src/zarr/core/group.py  | 4 ++--
 3 files changed, 3 insertions(+), 8 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6506f7349d..6068d0003d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.8.0
+    rev: v0.8.1
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
diff --git a/pyproject.toml b/pyproject.toml
index 63ecdd85be..c4c3a7a4e2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -294,11 +294,7 @@ extend-select = [
     "W",    # pycodestyle warnings
 ]
 ignore = [
-    "ANN101", # deprecated
-    "ANN102", # deprecated
     "ANN401",
-    "PT004",  # deprecated
-    "PT005",  # deprecated
     "PT011",  # TODO: apply this rule
     "PT012",  # TODO: apply this rule
     "RET505",
@@ -306,7 +302,6 @@ ignore = [
     "RUF005",
     "SIM108",
     "TRY003",
-    "UP027",  # deprecated
     "UP038",  # https://github.com/astral-sh/ruff/issues/7871
     # https://docs.astral.sh/ruff/formatter/#conflicting-lint-rules
     "W191",
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 13a8c7209a..2ca6e209fd 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -434,7 +434,7 @@ async def from_store(
     async def open(
         cls,
         store: StoreLike,
-        zarr_format: Literal[2, 3, None] = 3,
+        zarr_format: Literal[2, 3] | None = 3,
         use_consolidated: bool | str | None = None,
     ) -> AsyncGroup:
         """Open a new AsyncGroup
@@ -1691,7 +1691,7 @@ def from_store(
     def open(
         cls,
         store: StoreLike,
-        zarr_format: Literal[2, 3, None] = 3,
+        zarr_format: Literal[2, 3] | None = 3,
     ) -> Group:
         """Open a group from an initialized store.
 

From 501ae9eaf1f5df774b2981db7020a4e6d1490606 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Mon, 2 Dec 2024 03:25:39 +0100
Subject: [PATCH 0858/1078] [v3] Makes data contiguous in v2 codec (#2515)

* fixes #2501

* typing

* only use c-contiguous

* more tests

* typing

* tests

* astype with copy=False

---------

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>
---
 src/zarr/codecs/_v2.py       |  6 ++++-
 src/zarr/core/buffer/core.py |  8 +++++-
 tests/test_v2.py             | 51 +++++++++++++++++++++++++++++++++---
 3 files changed, 60 insertions(+), 5 deletions(-)

diff --git a/src/zarr/codecs/_v2.py b/src/zarr/codecs/_v2.py
index 30504ad204..df0d8ecb0a 100644
--- a/src/zarr/codecs/_v2.py
+++ b/src/zarr/codecs/_v2.py
@@ -5,7 +5,7 @@
 from typing import TYPE_CHECKING
 
 import numcodecs
-from numcodecs.compat import ensure_ndarray_like
+from numcodecs.compat import ensure_bytes, ensure_ndarray_like
 
 from zarr.abc.codec import ArrayBytesCodec
 from zarr.registry import get_ndbuffer_class
@@ -68,6 +68,9 @@ async def _encode_single(
     ) -> Buffer | None:
         chunk = chunk_array.as_ndarray_like()
 
+        # ensure contiguous and correct order
+        chunk = chunk.astype(chunk_spec.dtype, order=chunk_spec.order, copy=False)
+
         # apply filters
         if self.filters:
             for f in self.filters:
@@ -83,6 +86,7 @@ async def _encode_single(
         else:
             cdata = chunk
 
+        cdata = ensure_bytes(cdata)
         return chunk_spec.prototype.buffer.from_bytes(cdata)
 
     def compute_encoded_size(self, _input_byte_length: int, _chunk_spec: ArraySpec) -> int:
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index 9a07583c93..7ddedfe064 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -80,7 +80,13 @@ def reshape(
 
     def view(self, dtype: npt.DTypeLike) -> Self: ...
 
-    def astype(self, dtype: npt.DTypeLike, order: Literal["K", "A", "C", "F"] = ...) -> Self: ...
+    def astype(
+        self,
+        dtype: npt.DTypeLike,
+        order: Literal["K", "A", "C", "F"] = ...,
+        *,
+        copy: bool = ...,
+    ) -> Self: ...
 
     def fill(self, value: Any) -> None: ...
 
diff --git a/tests/test_v2.py b/tests/test_v2.py
index e6b50ab2ae..68c07e2024 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -1,6 +1,6 @@
 import json
 from collections.abc import Iterator
-from typing import Any
+from typing import Any, Literal
 
 import numcodecs.vlen
 import numpy as np
@@ -126,9 +126,54 @@ async def test_create_dtype_str(dtype: Any) -> None:
 
 
 @pytest.mark.parametrize("filters", [[], [numcodecs.Delta(dtype="<i4")], [numcodecs.Zlib(level=2)]])
-def test_v2_filters_codecs(filters: Any) -> None:
+@pytest.mark.parametrize("order", ["C", "F"])
+def test_v2_filters_codecs(filters: Any, order: Literal["C", "F"]) -> None:
     array_fixture = [42]
-    arr = zarr.create(shape=1, dtype="<i4", zarr_format=2, filters=filters)
+    arr = zarr.create(shape=1, dtype="<i4", zarr_format=2, filters=filters, order=order)
     arr[:] = array_fixture
     result = arr[:]
     np.testing.assert_array_equal(result, array_fixture)
+
+
+@pytest.mark.parametrize("array_order", ["C", "F"])
+@pytest.mark.parametrize("data_order", ["C", "F"])
+def test_v2_non_contiguous(array_order: Literal["C", "F"], data_order: Literal["C", "F"]) -> None:
+    arr = zarr.Array.create(
+        MemoryStore({}),
+        shape=(10, 8),
+        chunks=(3, 3),
+        fill_value=np.nan,
+        dtype="float64",
+        zarr_format=2,
+        exists_ok=True,
+        order=array_order,
+    )
+
+    # Non-contiguous write
+    a = np.arange(arr.shape[0] * arr.shape[1]).reshape(arr.shape, order=data_order)
+    arr[slice(6, 9, None), slice(3, 6, None)] = a[
+        slice(6, 9, None), slice(3, 6, None)
+    ]  # The slice on the RHS is important
+    np.testing.assert_array_equal(
+        arr[slice(6, 9, None), slice(3, 6, None)], a[slice(6, 9, None), slice(3, 6, None)]
+    )
+
+    arr = zarr.Array.create(
+        MemoryStore({}),
+        shape=(10, 8),
+        chunks=(3, 3),
+        fill_value=np.nan,
+        dtype="float64",
+        zarr_format=2,
+        exists_ok=True,
+        order=array_order,
+    )
+
+    # Contiguous write
+    a = np.arange(9).reshape((3, 3), order=data_order)
+    if data_order == "F":
+        assert a.flags.f_contiguous
+    else:
+        assert a.flags.c_contiguous
+    arr[slice(6, 9, None), slice(3, 6, None)] = a
+    np.testing.assert_array_equal(arr[slice(6, 9, None), slice(3, 6, None)], a)

From 58ff3ec25583de1d370684af18b755dc5b6e8444 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Mon, 2 Dec 2024 09:39:25 -0700
Subject: [PATCH 0859/1078] Error when attempting to set with an array of
 incompatible shape. (#2512)

* Error when attempt to set with an array of incompatible shape.

Closes #2469

* Fix typing

* fix isinstance check
---
 src/zarr/core/array.py |  8 ++++++++
 tests/test_indexing.py | 18 ++++++++++++++++++
 2 files changed, 26 insertions(+)

diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 71a6f9d380..a6317e7a9e 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -2881,6 +2881,14 @@ def set_coordinate_selection(
         if hasattr(value, "shape") and len(value.shape) > 1:
             value = np.array(value).reshape(-1)
 
+        if not is_scalar(value, self.dtype) and (
+            isinstance(value, NDArrayLike) and indexer.shape != value.shape
+        ):
+            raise ValueError(
+                f"Attempting to set a selection of {indexer.sel_shape[0]} "
+                f"elements with an array of {value.shape[0]} elements."
+            )
+
         sync(self._async_array._set_selection(indexer, value, fields=fields, prototype=prototype))
 
     @_deprecate_positional_args
diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index 3dc93ba474..04eb53e364 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -1936,3 +1936,21 @@ def test_zero_sized_chunks(store: StorePath, shape: list[int]) -> None:
     z = Array.create(store=store, shape=shape, chunk_shape=shape, zarr_format=3, dtype="f8")
     z[...] = 42
     assert_array_equal(z[...], np.zeros(shape, dtype="f8"))
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=["store"])
+def test_vectorized_indexing_incompatible_shape(store) -> None:
+    # GH2469
+    shape = (4, 4)
+    chunks = (2, 2)
+    fill_value = 32767
+    arr = zarr.create(
+        shape,
+        store=store,
+        chunks=chunks,
+        dtype=np.int16,
+        fill_value=fill_value,
+        codecs=[zarr.codecs.BytesCodec(), zarr.codecs.BloscCodec()],
+    )
+    with pytest.raises(ValueError, match="Attempting to set"):
+        arr[np.array([1, 2]), np.array([1, 2])] = np.array([[-1, -2], [-3, -4]])

From 44bcd16f208b3eefc167bc95e26f7d2c8834f805 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 2 Dec 2024 21:53:41 -0700
Subject: [PATCH 0860/1078] Bump sphinx-autoapi from 3.3.3 to 3.4.0 in the
 actions group (#2525)

Bumps the actions group with 1 update: [sphinx-autoapi](https://github.com/readthedocs/sphinx-autoapi).


Updates `sphinx-autoapi` from 3.3.3 to 3.4.0
- [Release notes](https://github.com/readthedocs/sphinx-autoapi/releases)
- [Changelog](https://github.com/readthedocs/sphinx-autoapi/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/readthedocs/sphinx-autoapi/compare/v3.3.3...v3.4.0)

---
updated-dependencies:
- dependency-name: sphinx-autoapi
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index c4c3a7a4e2..16595c6b5b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -81,7 +81,7 @@ gpu = [
 docs = [
     'sphinx==8.1.3',
     'sphinx-autobuild>=2021.3.14',
-    'sphinx-autoapi==3.3.3',
+    'sphinx-autoapi==3.4.0',
     'sphinx_design',
     'sphinx-issues',
     'sphinx-copybutton',

From bda158a600592c1eb90706980f8c76f27e6a10a8 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 3 Dec 2024 06:28:53 +0100
Subject: [PATCH 0861/1078] =?UTF-8?q?zarr.store=20=E2=86=92=20zarr.storage?=
 =?UTF-8?q?=20(#2523)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Also discard commented out code. Code commented out without a comment
doesn't help. The reason here was circular imports.
---
 src/zarr/api/asynchronous.py | 6 +++---
 src/zarr/storage/common.py   | 2 --
 2 files changed, 3 insertions(+), 5 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 3f36614cc2..e5d09f8c3a 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -653,12 +653,12 @@ async def open_group(
         Store or path to directory in file system or name of zip file.
 
         Strings are interpreted as paths on the local file system
-        and used as the ``root`` argument to :class:`zarr.store.LocalStore`.
+        and used as the ``root`` argument to :class:`zarr.storage.LocalStore`.
 
         Dictionaries are used as the ``store_dict`` argument in
-        :class:`zarr.store.MemoryStore``.
+        :class:`zarr.storage.MemoryStore``.
 
-        By default (``store=None``) a new :class:`zarr.store.MemoryStore`
+        By default (``store=None``) a new :class:`zarr.storage.MemoryStore`
         is created.
 
     mode : {'r', 'r+', 'a', 'w', 'w-'}, optional
diff --git a/src/zarr/storage/common.py b/src/zarr/storage/common.py
index 1e33967414..e9d57197e1 100644
--- a/src/zarr/storage/common.py
+++ b/src/zarr/storage/common.py
@@ -12,8 +12,6 @@
 from zarr.storage.local import LocalStore
 from zarr.storage.memory import MemoryStore
 
-# from zarr.store.remote import RemoteStore
-
 if TYPE_CHECKING:
     from zarr.core.buffer import BufferPrototype
 

From 6ee3d400a8f337fefe1c5373e27fc9db2f958b92 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Wed, 4 Dec 2024 22:06:31 -0700
Subject: [PATCH 0862/1078] Move stateful tests to public testing API (#2531)

* Move stateful tests to public testing API

* consolidate a bit
---
 pyproject.toml                              |   1 +
 src/zarr/testing/stateful.py                | 437 ++++++++++++++++++++
 tests/test_store/test_stateful.py           |  33 ++
 tests/test_store/test_stateful_hierarchy.py | 223 ----------
 tests/test_store/test_stateful_store.py     | 249 -----------
 5 files changed, 471 insertions(+), 472 deletions(-)
 create mode 100644 src/zarr/testing/stateful.py
 create mode 100644 tests/test_store/test_stateful.py
 delete mode 100644 tests/test_store/test_stateful_hierarchy.py
 delete mode 100644 tests/test_store/test_stateful_store.py

diff --git a/pyproject.toml b/pyproject.toml
index 16595c6b5b..888d0e0eb4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -342,6 +342,7 @@ ignore_errors = true
 
 [[tool.mypy.overrides]]
 module = [
+    "zarr.testing.stateful",  # lots of hypothesis decorator errors
     "tests.package_with_entrypoint.*",
     "tests.test_codecs.test_codecs",
     "tests.test_codecs.test_transpose",
diff --git a/src/zarr/testing/stateful.py b/src/zarr/testing/stateful.py
new file mode 100644
index 0000000000..cc0f220807
--- /dev/null
+++ b/src/zarr/testing/stateful.py
@@ -0,0 +1,437 @@
+import builtins
+from typing import Any
+
+import hypothesis.extra.numpy as npst
+import hypothesis.strategies as st
+import numpy as np
+from hypothesis import assume, note
+from hypothesis.stateful import (
+    RuleBasedStateMachine,
+    initialize,
+    invariant,
+    precondition,
+    rule,
+)
+from hypothesis.strategies import DataObject
+
+import zarr
+from zarr import Array
+from zarr.abc.store import Store
+from zarr.core.buffer import Buffer, BufferPrototype, cpu, default_buffer_prototype
+from zarr.core.sync import SyncMixin
+from zarr.storage import LocalStore, MemoryStore
+from zarr.testing.strategies import key_ranges, node_names, np_array_and_chunks, numpy_arrays
+from zarr.testing.strategies import keys as zarr_keys
+
+MAX_BINARY_SIZE = 100
+
+
+def split_prefix_name(path: str) -> tuple[str, str]:
+    split = path.rsplit("/", maxsplit=1)
+    if len(split) > 1:
+        prefix, name = split
+    else:
+        prefix = ""
+        (name,) = split
+    return prefix, name
+
+
+class ZarrHierarchyStateMachine(SyncMixin, RuleBasedStateMachine):
+    """
+    This state machine models operations that modify a zarr store's
+    hierarchy. That is, user actions that modify arrays/groups as well
+    as list operations. It is intended to be used by external stores, and
+    compares their results to a MemoryStore that is assumed to be perfect.
+    """
+
+    def __init__(self, store: Store) -> None:
+        super().__init__()
+
+        self.store = store
+
+        self.model = MemoryStore()
+        zarr.group(store=self.model)
+
+        # Track state of the hierarchy, these should contain fully qualified paths
+        self.all_groups: set[str] = set()
+        self.all_arrays: set[str] = set()
+
+    @initialize()
+    def init_store(self) -> None:
+        # This lets us reuse the fixture provided store.
+        self._sync(self.store.clear())
+        zarr.group(store=self.store)
+
+    def can_add(self, path: str) -> bool:
+        return path not in self.all_groups and path not in self.all_arrays
+
+    # -------------------- store operations -----------------------
+    @rule(name=node_names, data=st.data())
+    def add_group(self, name: str, data: DataObject) -> None:
+        if self.all_groups:
+            parent = data.draw(st.sampled_from(sorted(self.all_groups)), label="Group parent")
+        else:
+            parent = ""
+        path = f"{parent}/{name}".lstrip("/")
+        assume(self.can_add(path))
+        note(f"Adding group: path='{path}'")
+        self.all_groups.add(path)
+        zarr.group(store=self.store, path=path)
+        zarr.group(store=self.model, path=path)
+
+    @rule(
+        data=st.data(),
+        name=node_names,
+        array_and_chunks=np_array_and_chunks(arrays=numpy_arrays(zarr_formats=st.just(3))),
+    )
+    def add_array(
+        self,
+        data: DataObject,
+        name: str,
+        array_and_chunks: tuple[np.ndarray[Any, Any], tuple[int, ...]],
+    ) -> None:
+        array, chunks = array_and_chunks
+        fill_value = data.draw(npst.from_dtype(array.dtype))
+        if self.all_groups:
+            parent = data.draw(st.sampled_from(sorted(self.all_groups)), label="Array parent")
+        else:
+            parent = ""
+        # TODO: support creating deeper paths
+        # TODO: support overwriting potentially by just skipping `self.can_add`
+        path = f"{parent}/{name}".lstrip("/")
+        assume(self.can_add(path))
+        note(f"Adding array:  path='{path}'  shape={array.shape}  chunks={chunks}")
+        for store in [self.store, self.model]:
+            zarr.array(array, chunks=chunks, path=path, store=store, fill_value=fill_value)
+        self.all_arrays.add(path)
+
+    # @precondition(lambda self: bool(self.all_groups))
+    # @precondition(lambda self: bool(self.all_arrays))
+    # @rule(data=st.data())
+    # def move_array(self, data):
+    #     array_path = data.draw(st.sampled_from(self.all_arrays), label="Array move source")
+    #     to_group = data.draw(st.sampled_from(self.all_groups), label="Array move destination")
+
+    #     # fixme renaiming to self?
+    #     array_name = os.path.basename(array_path)
+    #     assume(self.model.can_add(to_group, array_name))
+    #     new_path = f"{to_group}/{array_name}".lstrip("/")
+    #     note(f"moving array '{array_path}' -> '{new_path}'")
+    #     self.model.rename(array_path, new_path)
+    #     self.repo.store.rename(array_path, new_path)
+
+    # @precondition(lambda self: len(self.all_groups) >= 2)
+    # @rule(data=st.data())
+    # def move_group(self, data):
+    #     from_group = data.draw(st.sampled_from(self.all_groups), label="Group move source")
+    #     to_group = data.draw(st.sampled_from(self.all_groups), label="Group move destination")
+    #     assume(not to_group.startswith(from_group))
+
+    #     from_group_name = os.path.basename(from_group)
+    #     assume(self.model.can_add(to_group, from_group_name))
+    #     # fixme renaiming to self?
+    #     new_path = f"{to_group}/{from_group_name}".lstrip("/")
+    #     note(f"moving group '{from_group}' -> '{new_path}'")
+    #     self.model.rename(from_group, new_path)
+    #     self.repo.store.rename(from_group, new_path)
+
+    @precondition(lambda self: len(self.all_arrays) >= 1)
+    @rule(data=st.data())
+    def delete_array_using_del(self, data: DataObject) -> None:
+        array_path = data.draw(
+            st.sampled_from(sorted(self.all_arrays)), label="Array deletion target"
+        )
+        prefix, array_name = split_prefix_name(array_path)
+        note(f"Deleting array '{array_path}' ({prefix=!r}, {array_name=!r}) using del")
+        for store in [self.model, self.store]:
+            group = zarr.open_group(path=prefix, store=store)
+            group[array_name]  # check that it exists
+            del group[array_name]
+        self.all_arrays.remove(array_path)
+
+    @precondition(lambda self: len(self.all_groups) >= 2)  # fixme don't delete root
+    @rule(data=st.data())
+    def delete_group_using_del(self, data: DataObject) -> None:
+        group_path = data.draw(
+            st.sampled_from(sorted(self.all_groups)), label="Group deletion target"
+        )
+        prefix, group_name = split_prefix_name(group_path)
+        note(f"Deleting group '{group_path=!r}', {prefix=!r}, {group_name=!r} using delete")
+        members = zarr.open_group(store=self.model, path=group_path).members(max_depth=None)
+        for _, obj in members:
+            if isinstance(obj, Array):
+                self.all_arrays.remove(obj.path)
+            else:
+                self.all_groups.remove(obj.path)
+        for store in [self.store, self.model]:
+            group = zarr.open_group(store=store, path=prefix)
+            group[group_name]  # check that it exists
+            del group[group_name]
+        if group_path != "/":
+            # The root group is always present
+            self.all_groups.remove(group_path)
+
+    # # --------------- assertions -----------------
+    # def check_group_arrays(self, group):
+    #     # note(f"Checking arrays of '{group}'")
+    #     g1 = self.model.get_group(group)
+    #     g2 = zarr.open_group(path=group, mode="r", store=self.repo.store)
+    #     model_arrays = sorted(g1.arrays(), key=itemgetter(0))
+    #     our_arrays = sorted(g2.arrays(), key=itemgetter(0))
+    #     for (n1, a1), (n2, a2) in zip_longest(model_arrays, our_arrays):
+    #         assert n1 == n2
+    #         assert_array_equal(a1, a2)
+
+    # def check_subgroups(self, group_path):
+    #     g1 = self.model.get_group(group_path)
+    #     g2 = zarr.open_group(path=group_path, mode="r", store=self.repo.store)
+    #     g1_children = [name for (name, _) in g1.groups()]
+    #     g2_children = [name for (name, _) in g2.groups()]
+    #     # note(f"Checking {len(g1_children)} subgroups of group '{group_path}'")
+    #     assert g1_children == g2_children
+
+    # def check_list_prefix_from_group(self, group):
+    #     prefix = f"meta/root/{group}"
+    #     model_list = sorted(self.model.list_prefix(prefix))
+    #     al_list = sorted(self.repo.store.list_prefix(prefix))
+    #     # note(f"Checking {len(model_list)} keys under '{prefix}'")
+    #     assert model_list == al_list
+
+    #     prefix = f"data/root/{group}"
+    #     model_list = sorted(self.model.list_prefix(prefix))
+    #     al_list = sorted(self.repo.store.list_prefix(prefix))
+    #     # note(f"Checking {len(model_list)} keys under '{prefix}'")
+    #     assert model_list == al_list
+
+    # @precondition(lambda self: self.model.is_persistent_session())
+    # @rule(data=st.data())
+    # def check_group_path(self, data):
+    #     t0 = time.time()
+    #     group = data.draw(st.sampled_from(self.all_groups))
+    #     self.check_list_prefix_from_group(group)
+    #     self.check_subgroups(group)
+    #     self.check_group_arrays(group)
+    #     t1 = time.time()
+    #     note(f"Checks took {t1 - t0} sec.")
+
+    @invariant()
+    def check_list_prefix_from_root(self) -> None:
+        model_list = self._sync_iter(self.model.list_prefix(""))
+        store_list = self._sync_iter(self.store.list_prefix(""))
+        note(f"Checking {len(model_list)} keys")
+        assert sorted(model_list) == sorted(store_list)
+
+
+class SyncStoreWrapper(zarr.core.sync.SyncMixin):
+    def __init__(self, store: Store) -> None:
+        """Synchronous Store wrapper
+
+        This class holds synchronous methods that map to async methods of Store classes.
+        The synchronous wrapper is needed because hypothesis' stateful testing infra does
+        not support asyncio so we redefine sync versions of the Store API.
+        https://github.com/HypothesisWorks/hypothesis/issues/3712#issuecomment-1668999041
+        """
+        self.store = store
+
+    @property
+    def read_only(self) -> bool:
+        return self.store.read_only
+
+    def set(self, key: str, data_buffer: Buffer) -> None:
+        return self._sync(self.store.set(key, data_buffer))
+
+    def list(self) -> builtins.list[str]:
+        return self._sync_iter(self.store.list())
+
+    def get(self, key: str, prototype: BufferPrototype) -> Buffer | None:
+        return self._sync(self.store.get(key, prototype=prototype))
+
+    def get_partial_values(
+        self, key_ranges: builtins.list[Any], prototype: BufferPrototype
+    ) -> builtins.list[Buffer | None]:
+        return self._sync(self.store.get_partial_values(prototype=prototype, key_ranges=key_ranges))
+
+    def delete(self, path: str) -> None:
+        return self._sync(self.store.delete(path))
+
+    def is_empty(self, prefix: str) -> bool:
+        return self._sync(self.store.is_empty(prefix=prefix))
+
+    def clear(self) -> None:
+        return self._sync(self.store.clear())
+
+    def exists(self, key: str) -> bool:
+        return self._sync(self.store.exists(key))
+
+    def list_dir(self, prefix: str) -> None:
+        raise NotImplementedError
+
+    def list_prefix(self, prefix: str) -> None:
+        raise NotImplementedError
+
+    def set_partial_values(self, key_start_values: Any) -> None:
+        raise NotImplementedError
+
+    @property
+    def supports_listing(self) -> bool:
+        return self.store.supports_listing
+
+    @property
+    def supports_partial_writes(self) -> bool:
+        return self.supports_partial_writes
+
+    @property
+    def supports_writes(self) -> bool:
+        return self.store.supports_writes
+
+
+class ZarrStoreStateMachine(RuleBasedStateMachine):
+    """ "
+    Zarr store state machine
+
+        This is a subclass of a Hypothesis RuleBasedStateMachine.
+        It is testing a framework to ensure that the state of a Zarr store matches
+        an expected state after a set of random operations. It contains a store
+        (currently, a Zarr MemoryStore) and a model, a simplified version of a
+        zarr store (in this case, a dict). It also contains rules which represent
+        actions that can be applied to a zarr store. Rules apply an action to both
+        the store and the model, and invariants assert that the state of the model
+        is equal to the state of the store. Hypothesis then generates sequences of
+        rules, running invariants after each rule. It raises an error if a sequence
+        produces discontinuity between state of the model and state of the store
+        (ie. an invariant is violated).
+        https://hypothesis.readthedocs.io/en/latest/stateful.html
+    """
+
+    def __init__(self, store: Store) -> None:
+        super().__init__()
+        self.model: dict[str, Buffer] = {}
+        self.store = SyncStoreWrapper(store)
+        self.prototype = default_buffer_prototype()
+
+    @initialize()
+    def init_store(self) -> None:
+        self.store.clear()
+
+    @rule(key=zarr_keys, data=st.binary(min_size=0, max_size=MAX_BINARY_SIZE))
+    def set(self, key: str, data: DataObject) -> None:
+        note(f"(set) Setting {key!r} with {data}")
+        assert not self.store.read_only
+        data_buf = cpu.Buffer.from_bytes(data)
+        self.store.set(key, data_buf)
+        self.model[key] = data_buf
+
+    @precondition(lambda self: len(self.model.keys()) > 0)
+    @rule(key=zarr_keys, data=st.data())
+    def get(self, key: str, data: DataObject) -> None:
+        key = data.draw(
+            st.sampled_from(sorted(self.model.keys()))
+        )  # hypothesis wants to sample from sorted list
+        note("(get)")
+        store_value = self.store.get(key, self.prototype)
+        # to bytes here necessary because data_buf set to model in set()
+        assert self.model[key] == store_value
+
+    @rule(key=zarr_keys, data=st.data())
+    def get_invalid_zarr_keys(self, key: str, data: DataObject) -> None:
+        note("(get_invalid)")
+        assume(key not in self.model)
+        assert self.store.get(key, self.prototype) is None
+
+    @precondition(lambda self: len(self.model.keys()) > 0)
+    @rule(data=st.data())
+    def get_partial_values(self, data: DataObject) -> None:
+        key_range = data.draw(
+            key_ranges(keys=st.sampled_from(sorted(self.model.keys())), max_size=MAX_BINARY_SIZE)
+        )
+        note(f"(get partial) {key_range=}")
+        obs_maybe = self.store.get_partial_values(key_range, self.prototype)
+        observed = []
+
+        for obs in obs_maybe:
+            assert obs is not None
+            observed.append(obs.to_bytes())
+
+        model_vals_ls = []
+
+        for key, byte_range in key_range:
+            start = byte_range[0] or 0
+            step = byte_range[1]
+            stop = start + step if step is not None else None
+            model_vals_ls.append(self.model[key][start:stop])
+
+        assert all(
+            obs == exp.to_bytes() for obs, exp in zip(observed, model_vals_ls, strict=True)
+        ), (
+            observed,
+            model_vals_ls,
+        )
+
+    @precondition(lambda self: len(self.model.keys()) > 0)
+    @rule(data=st.data())
+    def delete(self, data: DataObject) -> None:
+        key = data.draw(st.sampled_from(sorted(self.model.keys())))
+        note(f"(delete) Deleting {key=}")
+
+        self.store.delete(key)
+        del self.model[key]
+
+    @rule()
+    def clear(self) -> None:
+        assert not self.store.read_only
+        note("(clear)")
+        self.store.clear()
+        self.model.clear()
+
+        assert self.store.is_empty("")
+
+        assert len(self.model.keys()) == len(list(self.store.list())) == 0
+
+    @rule()
+    # Local store can be non-empty when there are subdirectories but no files
+    @precondition(lambda self: not isinstance(self.store.store, LocalStore))
+    def is_empty(self) -> None:
+        note("(is_empty)")
+
+        # make sure they either both are or both aren't empty (same state)
+        assert self.store.is_empty("") == (not self.model)
+
+    @rule(key=zarr_keys)
+    def exists(self, key: str) -> None:
+        note("(exists)")
+
+        assert self.store.exists(key) == (key in self.model)
+
+    @invariant()
+    def check_paths_equal(self) -> None:
+        note("Checking that paths are equal")
+        paths = sorted(self.store.list())
+
+        assert sorted(self.model.keys()) == paths
+
+    @invariant()
+    def check_vals_equal(self) -> None:
+        note("Checking values equal")
+        for key, val in self.model.items():
+            store_item = self.store.get(key, self.prototype)
+            assert val == store_item
+
+    @invariant()
+    def check_num_zarr_keys_equal(self) -> None:
+        note("check num zarr_keys equal")
+
+        assert len(self.model) == len(list(self.store.list()))
+
+    @invariant()
+    def check_zarr_keys(self) -> None:
+        keys = list(self.store.list())
+
+        if not keys:
+            assert self.store.is_empty("") is True
+
+        else:
+            assert self.store.is_empty("") is False
+
+            for key in keys:
+                assert self.store.exists(key) is True
+        note("checking keys / exists / empty")
diff --git a/tests/test_store/test_stateful.py b/tests/test_store/test_stateful.py
new file mode 100644
index 0000000000..ae10ca8d79
--- /dev/null
+++ b/tests/test_store/test_stateful.py
@@ -0,0 +1,33 @@
+# Stateful tests for arbitrary Zarr stores.
+import pytest
+from hypothesis.stateful import (
+    Settings,
+    run_state_machine_as_test,
+)
+
+from zarr.abc.store import Store
+from zarr.storage import LocalStore, MemoryStore, ZipStore
+from zarr.testing.stateful import ZarrHierarchyStateMachine, ZarrStoreStateMachine
+
+
+def test_zarr_hierarchy(sync_store: Store):
+    def mk_test_instance_sync() -> ZarrHierarchyStateMachine:
+        return ZarrHierarchyStateMachine(sync_store)
+
+    if isinstance(sync_store, ZipStore):
+        pytest.skip(reason="ZipStore does not support delete")
+    if isinstance(sync_store, MemoryStore):
+        run_state_machine_as_test(
+            mk_test_instance_sync, settings=Settings(report_multiple_bugs=False)
+        )
+
+
+def test_zarr_store(sync_store: Store) -> None:
+    def mk_test_instance_sync() -> None:
+        return ZarrStoreStateMachine(sync_store)
+
+    if isinstance(sync_store, ZipStore):
+        pytest.skip(reason="ZipStore does not support delete")
+    if isinstance(sync_store, LocalStore):
+        pytest.skip(reason="This test has errors")
+    run_state_machine_as_test(mk_test_instance_sync, settings=Settings(report_multiple_bugs=True))
diff --git a/tests/test_store/test_stateful_hierarchy.py b/tests/test_store/test_stateful_hierarchy.py
deleted file mode 100644
index 844e1227da..0000000000
--- a/tests/test_store/test_stateful_hierarchy.py
+++ /dev/null
@@ -1,223 +0,0 @@
-import hypothesis.extra.numpy as npst
-import hypothesis.strategies as st
-import pytest
-from hypothesis import assume, note
-from hypothesis.stateful import (
-    RuleBasedStateMachine,
-    Settings,
-    initialize,
-    invariant,
-    precondition,
-    rule,
-    run_state_machine_as_test,
-)
-
-import zarr
-from zarr import Array
-from zarr.abc.store import Store
-from zarr.core.sync import SyncMixin
-from zarr.storage import MemoryStore, ZipStore
-from zarr.testing.strategies import node_names, np_array_and_chunks, numpy_arrays
-
-
-def split_prefix_name(path):
-    split = path.rsplit("/", maxsplit=1)
-    if len(split) > 1:
-        prefix, name = split
-    else:
-        prefix = ""
-        (name,) = split
-    return prefix, name
-
-
-class ZarrHierarchyStateMachine(SyncMixin, RuleBasedStateMachine):
-    """
-    This state machine models operations that modify a zarr store's
-    hierarchy. That is, user actions that modify arrays/groups as well
-    as list operations. It is intended to be used by external stores, and
-    compares their results to a MemoryStore that is assumed to be perfect.
-    """
-
-    def __init__(self, store) -> None:
-        super().__init__()
-
-        self.store = store
-
-        self.model = MemoryStore()
-        zarr.group(store=self.model)
-
-        # Track state of the hierarchy, these should contain fully qualified paths
-        self.all_groups = set()
-        self.all_arrays = set()
-
-    @initialize()
-    def init_store(self):
-        # This lets us reuse the fixture provided store.
-        self._sync(self.store.clear())
-        zarr.group(store=self.store)
-
-    def can_add(self, path):
-        return path not in self.all_groups and path not in self.all_arrays
-
-    # -------------------- store operations -----------------------
-    @rule(name=node_names, data=st.data())
-    def add_group(self, name, data):
-        if self.all_groups:
-            parent = data.draw(st.sampled_from(sorted(self.all_groups)), label="Group parent")
-        else:
-            parent = ""
-        path = f"{parent}/{name}".lstrip("/")
-        assume(self.can_add(path))
-        note(f"Adding group: path='{path}'")
-        self.all_groups.add(path)
-        zarr.group(store=self.store, path=path)
-        zarr.group(store=self.model, path=path)
-
-    @rule(
-        data=st.data(),
-        name=node_names,
-        array_and_chunks=np_array_and_chunks(arrays=numpy_arrays(zarr_formats=st.just(3))),
-    )
-    def add_array(self, data, name, array_and_chunks):
-        array, chunks = array_and_chunks
-        fill_value = data.draw(npst.from_dtype(array.dtype))
-        if self.all_groups:
-            parent = data.draw(st.sampled_from(sorted(self.all_groups)), label="Array parent")
-        else:
-            parent = ""
-        # TODO: support creating deeper paths
-        # TODO: support overwriting potentially by just skipping `self.can_add`
-        path = f"{parent}/{name}".lstrip("/")
-        assume(self.can_add(path))
-        note(f"Adding array:  path='{path}'  shape={array.shape}  chunks={chunks}")
-        for store in [self.store, self.model]:
-            zarr.array(array, chunks=chunks, path=path, store=store, fill_value=fill_value)
-        self.all_arrays.add(path)
-
-    # @precondition(lambda self: bool(self.all_groups))
-    # @precondition(lambda self: bool(self.all_arrays))
-    # @rule(data=st.data())
-    # def move_array(self, data):
-    #     array_path = data.draw(st.sampled_from(self.all_arrays), label="Array move source")
-    #     to_group = data.draw(st.sampled_from(self.all_groups), label="Array move destination")
-
-    #     # fixme renaiming to self?
-    #     array_name = os.path.basename(array_path)
-    #     assume(self.model.can_add(to_group, array_name))
-    #     new_path = f"{to_group}/{array_name}".lstrip("/")
-    #     note(f"moving array '{array_path}' -> '{new_path}'")
-    #     self.model.rename(array_path, new_path)
-    #     self.repo.store.rename(array_path, new_path)
-
-    # @precondition(lambda self: len(self.all_groups) >= 2)
-    # @rule(data=st.data())
-    # def move_group(self, data):
-    #     from_group = data.draw(st.sampled_from(self.all_groups), label="Group move source")
-    #     to_group = data.draw(st.sampled_from(self.all_groups), label="Group move destination")
-    #     assume(not to_group.startswith(from_group))
-
-    #     from_group_name = os.path.basename(from_group)
-    #     assume(self.model.can_add(to_group, from_group_name))
-    #     # fixme renaiming to self?
-    #     new_path = f"{to_group}/{from_group_name}".lstrip("/")
-    #     note(f"moving group '{from_group}' -> '{new_path}'")
-    #     self.model.rename(from_group, new_path)
-    #     self.repo.store.rename(from_group, new_path)
-
-    @precondition(lambda self: len(self.all_arrays) >= 1)
-    @rule(data=st.data())
-    def delete_array_using_del(self, data):
-        array_path = data.draw(
-            st.sampled_from(sorted(self.all_arrays)), label="Array deletion target"
-        )
-        prefix, array_name = split_prefix_name(array_path)
-        note(f"Deleting array '{array_path}' ({prefix=!r}, {array_name=!r}) using del")
-        for store in [self.model, self.store]:
-            group = zarr.open_group(path=prefix, store=store)
-            group[array_name]  # check that it exists
-            del group[array_name]
-        self.all_arrays.remove(array_path)
-
-    @precondition(lambda self: len(self.all_groups) >= 2)  # fixme don't delete root
-    @rule(data=st.data())
-    def delete_group_using_del(self, data):
-        group_path = data.draw(
-            st.sampled_from(sorted(self.all_groups)), label="Group deletion target"
-        )
-        prefix, group_name = split_prefix_name(group_path)
-        note(f"Deleting group '{group_path=!r}', {prefix=!r}, {group_name=!r} using delete")
-        members = zarr.open_group(store=self.model, path=group_path).members(max_depth=None)
-        for _, obj in members:
-            if isinstance(obj, Array):
-                self.all_arrays.remove(obj.path)
-            else:
-                self.all_groups.remove(obj.path)
-        for store in [self.store, self.model]:
-            group = zarr.open_group(store=store, path=prefix)
-            group[group_name]  # check that it exists
-            del group[group_name]
-        if group_path != "/":
-            # The root group is always present
-            self.all_groups.remove(group_path)
-
-    # # --------------- assertions -----------------
-    # def check_group_arrays(self, group):
-    #     # note(f"Checking arrays of '{group}'")
-    #     g1 = self.model.get_group(group)
-    #     g2 = zarr.open_group(path=group, mode="r", store=self.repo.store)
-    #     model_arrays = sorted(g1.arrays(), key=itemgetter(0))
-    #     our_arrays = sorted(g2.arrays(), key=itemgetter(0))
-    #     for (n1, a1), (n2, a2) in zip_longest(model_arrays, our_arrays):
-    #         assert n1 == n2
-    #         assert_array_equal(a1, a2)
-
-    # def check_subgroups(self, group_path):
-    #     g1 = self.model.get_group(group_path)
-    #     g2 = zarr.open_group(path=group_path, mode="r", store=self.repo.store)
-    #     g1_children = [name for (name, _) in g1.groups()]
-    #     g2_children = [name for (name, _) in g2.groups()]
-    #     # note(f"Checking {len(g1_children)} subgroups of group '{group_path}'")
-    #     assert g1_children == g2_children
-
-    # def check_list_prefix_from_group(self, group):
-    #     prefix = f"meta/root/{group}"
-    #     model_list = sorted(self.model.list_prefix(prefix))
-    #     al_list = sorted(self.repo.store.list_prefix(prefix))
-    #     # note(f"Checking {len(model_list)} keys under '{prefix}'")
-    #     assert model_list == al_list
-
-    #     prefix = f"data/root/{group}"
-    #     model_list = sorted(self.model.list_prefix(prefix))
-    #     al_list = sorted(self.repo.store.list_prefix(prefix))
-    #     # note(f"Checking {len(model_list)} keys under '{prefix}'")
-    #     assert model_list == al_list
-
-    # @precondition(lambda self: self.model.is_persistent_session())
-    # @rule(data=st.data())
-    # def check_group_path(self, data):
-    #     t0 = time.time()
-    #     group = data.draw(st.sampled_from(self.all_groups))
-    #     self.check_list_prefix_from_group(group)
-    #     self.check_subgroups(group)
-    #     self.check_group_arrays(group)
-    #     t1 = time.time()
-    #     note(f"Checks took {t1 - t0} sec.")
-
-    @invariant()
-    def check_list_prefix_from_root(self):
-        model_list = self._sync_iter(self.model.list_prefix(""))
-        store_list = self._sync_iter(self.store.list_prefix(""))
-        note(f"Checking {len(model_list)} keys")
-        assert sorted(model_list) == sorted(store_list)
-
-
-def test_zarr_hierarchy(sync_store: Store):
-    def mk_test_instance_sync() -> ZarrHierarchyStateMachine:
-        return ZarrHierarchyStateMachine(sync_store)
-
-    if isinstance(sync_store, ZipStore):
-        pytest.skip(reason="ZipStore does not support delete")
-    if isinstance(sync_store, MemoryStore):
-        run_state_machine_as_test(
-            mk_test_instance_sync, settings=Settings(report_multiple_bugs=False)
-        )
diff --git a/tests/test_store/test_stateful_store.py b/tests/test_store/test_stateful_store.py
deleted file mode 100644
index 751c1ac746..0000000000
--- a/tests/test_store/test_stateful_store.py
+++ /dev/null
@@ -1,249 +0,0 @@
-# Stateful tests for arbitrary Zarr stores.
-import hypothesis.strategies as st
-import pytest
-from hypothesis import assume, note
-from hypothesis.stateful import (
-    RuleBasedStateMachine,
-    Settings,
-    initialize,
-    invariant,
-    precondition,
-    rule,
-    run_state_machine_as_test,
-)
-from hypothesis.strategies import DataObject
-
-import zarr
-from zarr.abc.store import Store
-from zarr.core.buffer import BufferPrototype, cpu, default_buffer_prototype
-from zarr.storage import LocalStore, ZipStore
-from zarr.testing.strategies import key_ranges
-from zarr.testing.strategies import keys as zarr_keys
-
-MAX_BINARY_SIZE = 100
-
-
-class SyncStoreWrapper(zarr.core.sync.SyncMixin):
-    def __init__(self, store: Store) -> None:
-        """Synchronous Store wrapper
-
-        This class holds synchronous methods that map to async methods of Store classes.
-        The synchronous wrapper is needed because hypothesis' stateful testing infra does
-        not support asyncio so we redefine sync versions of the Store API.
-        https://github.com/HypothesisWorks/hypothesis/issues/3712#issuecomment-1668999041
-        """
-        self.store = store
-
-    @property
-    def read_only(self) -> bool:
-        return self.store.read_only
-
-    def set(self, key: str, data_buffer: zarr.core.buffer.Buffer) -> None:
-        return self._sync(self.store.set(key, data_buffer))
-
-    def list(self) -> list:
-        return self._sync_iter(self.store.list())
-
-    def get(self, key: str, prototype: BufferPrototype) -> zarr.core.buffer.Buffer:
-        return self._sync(self.store.get(key, prototype=prototype))
-
-    def get_partial_values(
-        self, key_ranges: list, prototype: BufferPrototype
-    ) -> zarr.core.buffer.Buffer:
-        return self._sync(self.store.get_partial_values(prototype=prototype, key_ranges=key_ranges))
-
-    def delete(self, path: str) -> None:
-        return self._sync(self.store.delete(path))
-
-    def is_empty(self, prefix: str) -> bool:
-        return self._sync(self.store.is_empty(prefix=prefix))
-
-    def clear(self) -> None:
-        return self._sync(self.store.clear())
-
-    def exists(self, key) -> bool:
-        return self._sync(self.store.exists(key))
-
-    def list_dir(self, prefix):
-        raise NotImplementedError
-
-    def list_prefix(self, prefix: str):
-        raise NotImplementedError
-
-    def set_partial_values(self, key_start_values):
-        raise NotImplementedError
-
-    @property
-    def supports_listing(self) -> bool:
-        return self.store.supports_listing
-
-    @property
-    def supports_partial_writes(self) -> bool:
-        return self.supports_partial_writes
-
-    @property
-    def supports_writes(self) -> bool:
-        return self.store.supports_writes
-
-
-class ZarrStoreStateMachine(RuleBasedStateMachine):
-    """ "
-    Zarr store state machine
-
-        This is a subclass of a Hypothesis RuleBasedStateMachine.
-        It is testing a framework to ensure that the state of a Zarr store matches
-        an expected state after a set of random operations. It contains a store
-        (currently, a Zarr MemoryStore) and a model, a simplified version of a
-        zarr store (in this case, a dict). It also contains rules which represent
-        actions that can be applied to a zarr store. Rules apply an action to both
-        the store and the model, and invariants assert that the state of the model
-        is equal to the state of the store. Hypothesis then generates sequences of
-        rules, running invariants after each rule. It raises an error if a sequence
-        produces discontinuity between state of the model and state of the store
-        (ie. an invariant is violated).
-        https://hypothesis.readthedocs.io/en/latest/stateful.html
-    """
-
-    def __init__(self, store: Store) -> None:
-        super().__init__()
-        self.model: dict[str, bytes] = {}
-        self.store = SyncStoreWrapper(store)
-        self.prototype = default_buffer_prototype()
-
-    @initialize()
-    def init_store(self):
-        self.store.clear()
-
-    @rule(key=zarr_keys, data=st.binary(min_size=0, max_size=MAX_BINARY_SIZE))
-    def set(self, key: str, data: DataObject) -> None:
-        note(f"(set) Setting {key!r} with {data}")
-        assert not self.store.read_only
-        data_buf = cpu.Buffer.from_bytes(data)
-        self.store.set(key, data_buf)
-        self.model[key] = data_buf
-
-    @precondition(lambda self: len(self.model.keys()) > 0)
-    @rule(key=zarr_keys, data=st.data())
-    def get(self, key: str, data: DataObject) -> None:
-        key = data.draw(
-            st.sampled_from(sorted(self.model.keys()))
-        )  # hypothesis wants to sample from sorted list
-        note("(get)")
-        store_value = self.store.get(key, self.prototype)
-        # to bytes here necessary because data_buf set to model in set()
-        assert self.model[key].to_bytes() == (store_value.to_bytes())
-
-    @rule(key=zarr_keys, data=st.data())
-    def get_invalid_zarr_keys(self, key: str, data: DataObject) -> None:
-        note("(get_invalid)")
-        assume(key not in self.model)
-        assert self.store.get(key, self.prototype) is None
-
-    @precondition(lambda self: len(self.model.keys()) > 0)
-    @rule(data=st.data())
-    def get_partial_values(self, data: DataObject) -> None:
-        key_range = data.draw(
-            key_ranges(keys=st.sampled_from(sorted(self.model.keys())), max_size=MAX_BINARY_SIZE)
-        )
-        note(f"(get partial) {key_range=}")
-        obs_maybe = self.store.get_partial_values(key_range, self.prototype)
-        observed = []
-
-        for obs in obs_maybe:
-            assert obs is not None
-            observed.append(obs.to_bytes())
-
-        model_vals_ls = []
-
-        for key, byte_range in key_range:
-            start = byte_range[0] or 0
-            step = byte_range[1]
-            stop = start + step if step is not None else None
-            model_vals_ls.append(self.model[key][start:stop])
-
-        assert all(
-            obs == exp.to_bytes() for obs, exp in zip(observed, model_vals_ls, strict=True)
-        ), (
-            observed,
-            model_vals_ls,
-        )
-
-    @precondition(lambda self: len(self.model.keys()) > 0)
-    @rule(data=st.data())
-    def delete(self, data: DataObject) -> None:
-        key = data.draw(st.sampled_from(sorted(self.model.keys())))
-        note(f"(delete) Deleting {key=}")
-
-        self.store.delete(key)
-        del self.model[key]
-
-    @rule()
-    def clear(self) -> None:
-        assert not self.store.read_only
-        note("(clear)")
-        self.store.clear()
-        self.model.clear()
-
-        assert self.store.is_empty("")
-
-        assert len(self.model.keys()) == len(list(self.store.list())) == 0
-
-    @rule()
-    # Local store can be non-empty when there are subdirectories but no files
-    @precondition(lambda self: not isinstance(self.store.store, LocalStore))
-    def is_empty(self) -> None:
-        note("(is_empty)")
-
-        # make sure they either both are or both aren't empty (same state)
-        assert self.store.is_empty("") == (not self.model)
-
-    @rule(key=zarr_keys)
-    def exists(self, key: str) -> None:
-        note("(exists)")
-
-        assert self.store.exists(key) == (key in self.model)
-
-    @invariant()
-    def check_paths_equal(self) -> None:
-        note("Checking that paths are equal")
-        paths = sorted(self.store.list())
-
-        assert sorted(self.model.keys()) == paths
-
-    @invariant()
-    def check_vals_equal(self) -> None:
-        note("Checking values equal")
-        for key, val in self.model.items():
-            store_item = self.store.get(key, self.prototype).to_bytes()
-            assert val.to_bytes() == store_item
-
-    @invariant()
-    def check_num_zarr_keys_equal(self) -> None:
-        note("check num zarr_keys equal")
-
-        assert len(self.model) == len(list(self.store.list()))
-
-    @invariant()
-    def check_zarr_keys(self) -> None:
-        keys = list(self.store.list())
-
-        if not keys:
-            assert self.store.is_empty("") is True
-
-        else:
-            assert self.store.is_empty("") is False
-
-            for key in keys:
-                assert self.store.exists(key) is True
-        note("checking keys / exists / empty")
-
-
-def test_zarr_hierarchy(sync_store: Store) -> None:
-    def mk_test_instance_sync() -> None:
-        return ZarrStoreStateMachine(sync_store)
-
-    if isinstance(sync_store, ZipStore):
-        pytest.skip(reason="ZipStore does not support delete")
-    if isinstance(sync_store, LocalStore):
-        pytest.skip(reason="This test has errors")
-    run_state_machine_as_test(mk_test_instance_sync, settings=Settings(report_multiple_bugs=True))

From ae6e8e6d0ec64bd3bff7ee8419152a1e30f10537 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Thu, 5 Dec 2024 09:06:04 +0100
Subject: [PATCH 0863/1078] add a complete step to the test CU (#2521)

---
 .github/workflows/test.yml | 19 +++++++++++++++++++
 1 file changed, 19 insertions(+)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index c388ba31de..1c25dcb1f4 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -93,3 +93,22 @@ jobs:
     - name: Run Tests
       run: |
         hatch env run --env ${{ matrix.dependency-set }} run
+
+  test-complete:
+    name: Test complete
+
+    needs:
+      [
+        test,
+        test-upstream-and-min-deps,
+      ]
+    if: always()
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check failure
+        if: |
+          contains(needs.*.result, 'failure') ||
+          contains(needs.*.result, 'cancelled')
+        run: exit 1
+      - name: Success
+        run: echo Success!
\ No newline at end of file

From 2fe12a7f424ac78c18a688d0a75049a3df67c98f Mon Sep 17 00:00:00 2001
From: Ross Barnowski <rossbar@caltech.edu>
Date: Thu, 5 Dec 2024 00:22:35 -0800
Subject: [PATCH 0864/1078] Proposed updates to contributor guide. (#2513)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: David Stansby <dstansby@gmail.com>
---
 docs/contributing.rst | 9 ++++-----
 1 file changed, 4 insertions(+), 5 deletions(-)

diff --git a/docs/contributing.rst b/docs/contributing.rst
index a65b3d104d..8038330239 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -92,12 +92,11 @@ the following::
     $ mkdir -p ~/pyenv/zarr-dev
     $ python -m venv ~/pyenv/zarr-dev
     $ source ~/pyenv/zarr-dev/bin/activate
-    $ pip install -r requirements_dev_minimal.txt -r requirements_dev_numpy.txt
-    $ pip install -e .[docs]
+    $ pip install -e .[test,docs]
 
 To verify that your development environment is working, you can run the unit tests::
 
-    $ python -m pytest -v zarr
+    $ python -m pytest -v tests
 
 Creating a branch
 ~~~~~~~~~~~~~~~~~
@@ -149,7 +148,7 @@ and invoke::
 Some tests require optional dependencies to be installed, otherwise
 the tests will be skipped. To install all optional dependencies, run::
 
-    $ pip install -r requirements_dev_optional.txt
+    $ pip install pytest-doctestplus
 
 To also run the doctests within docstrings (requires optional
 dependencies to be installed), run::
@@ -234,7 +233,7 @@ should run and pass as doctests under Python 3.8. To run doctests,
 activate your development environment, install optional requirements,
 and run::
 
-    $ python -m pytest -v --doctest-plus zarr
+    $ python -m pytest -v --doctest-plus tests
 
 Zarr uses Sphinx for documentation, hosted on readthedocs.org. Documentation is
 written in the RestructuredText markup language (.rst files) in the ``docs`` folder.

From fd688c41a103c518564c917b54073a518db0e1f9 Mon Sep 17 00:00:00 2001
From: Florian Aymanns <florian.aymanns@epfl.ch>
Date: Thu, 5 Dec 2024 19:47:42 +0100
Subject: [PATCH 0865/1078] Parse chunk shape to check for float values (#2535)

* Test that shapes and chunk shapes containing floats raise a TypeError

* Parse chunk shape

* Move check for floats from create to normalize_chunks

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/core/chunk_grids.py | 3 +++
 tests/test_api.py            | 8 ++++++++
 2 files changed, 11 insertions(+)

diff --git a/src/zarr/core/chunk_grids.py b/src/zarr/core/chunk_grids.py
index afecc6824f..ea050e39ef 100644
--- a/src/zarr/core/chunk_grids.py
+++ b/src/zarr/core/chunk_grids.py
@@ -138,6 +138,9 @@ def normalize_chunks(chunks: Any, shape: tuple[int, ...], typesize: int) -> tupl
             s if c == -1 or c is None else int(c) for s, c in zip(shape, chunks, strict=False)
         )
 
+    if not all(isinstance(c, numbers.Integral) for c in chunks):
+        raise TypeError("non integer value in chunks")
+
     return tuple(int(c) for c in chunks)
 
 
diff --git a/tests/test_api.py b/tests/test_api.py
index c7fc88241f..11977e8e32 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -47,6 +47,14 @@ def test_create_array(memory_store: Store) -> None:
     assert z.shape == (400,)
     assert z.chunks == (40,)
 
+    # create array with float shape
+    with pytest.raises(TypeError):
+        z = create(shape=(400.5, 100), store=store, overwrite=True)
+
+    # create array with float chunk shape
+    with pytest.raises(TypeError):
+        z = create(shape=(400, 100), chunks=(16, 16.5), store=store, overwrite=True)
+
 
 @pytest.mark.parametrize("path", ["foo", "/", "/foo", "///foo/bar"])
 @pytest.mark.parametrize("node_type", ["array", "group"])

From 0cca6b061e1f98594b206c69ecfc9f1c8972b4ea Mon Sep 17 00:00:00 2001
From: Joe Hamman <jhamman1@gmail.com>
Date: Fri, 6 Dec 2024 02:21:51 -0800
Subject: [PATCH 0866/1078] chore(deps): make fsspec and upath optional
 dependencies (#2534)

* chore(deps): make fsspec and upath optional dependencies

* bump minimal env

* release notes
---
 docs/release.rst                | 26 ++++++++++++++++++++++++--
 pyproject.toml                  | 11 +++++------
 tests/test_store/test_core.py   | 10 +++++++---
 tests/test_store/test_remote.py |  6 +++---
 4 files changed, 39 insertions(+), 14 deletions(-)

diff --git a/docs/release.rst b/docs/release.rst
index 0b6775c4a6..7f424c00e2 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -18,10 +18,32 @@ Release notes
    See `GH1777 <https://github.com/zarr-developers/zarr-python/issues/1777>`_ for more details on the upcoming
    3.0 release.
 
+.. release_3.0.0-beta:
+
+3.0.0-beta series
+-----------------
+
+.. warning::
+   Zarr-Python 3.0.0-beta is a pre-release of the upcoming 3.0 release. This release is not feature complete or
+   expected to be ready for production applications.
+
+.. note::
+   The complete release notes for 3.0 have not been added to this document yet. See the
+   `3.0.0-beta <https://github.com/zarr-developers/zarr-python/releases/tag/v3.0.0-beta>`_ release on GitHub
+   for a record of changes included in this release.
+
+Dependency Changes
+~~~~~~~~~~~~~~~~~~
+
+* fsspec was moved from a required dependency to an optional one. Users should install
+  fsspec and any relevant implementations (e.g. s3fs) before using the ``RemoteStore``.
+  By :user:`Joe Hamman <jhamman>` :issue:`2391`.
+
+
 .. release_3.0.0-alpha:
 
-3.0.0-alpha
------------
+3.0.0-alpha series
+------------------
 
 .. warning::
    Zarr-Python 3.0.0-alpha is a pre-release of the upcoming 3.0 release. This release is not feature complete or
diff --git a/pyproject.toml b/pyproject.toml
index 888d0e0eb4..5f2d7569b9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,8 +28,7 @@ requires-python = ">=3.11"
 dependencies = [
     'numpy>=1.25',
     'numcodecs[crc32c]>=0.14',
-    'fsspec>=2022.10.0',
-    'typing_extensions>=4.6',
+    'typing_extensions>=4.9',
     'donfig>=0.8',
 ]
 
@@ -54,16 +53,16 @@ license = {text = "MIT License"}
 keywords = ["Python", "compressed", "ndimensional-arrays", "zarr"]
 
 [project.optional-dependencies]
+fsspec = [
+    "fsspec>=2023.10.0",
+]
 test = [
     "coverage",
     "pytest",
     "pytest-cov",
-    "msgpack",
     "s3fs",
     "pytest-asyncio",
     "moto[s3]",
-    "flask-cors",
-    "flask",
     "requests",
     "mypy",
     "hypothesis",
@@ -224,7 +223,7 @@ dependencies = [
     'fsspec==2022.10.0',
     's3fs==2022.10.0',
     'universal_pathlib==0.0.22',
-    'typing_extensions==4.6.*',  # 4.5 needed for @deprecated, 4.6 for Buffer
+    'typing_extensions==4.9.*',
     'donfig==0.8.*',
     # test deps
     'hypothesis',
diff --git a/tests/test_store/test_core.py b/tests/test_store/test_core.py
index 4d3f305e53..81ed3744a9 100644
--- a/tests/test_store/test_core.py
+++ b/tests/test_store/test_core.py
@@ -3,7 +3,6 @@
 
 import pytest
 from _pytest.compat import LEGACY_PATH
-from upath import UPath
 
 from zarr.core.common import AccessModeLiteral
 from zarr.storage._utils import normalize_path
@@ -72,6 +71,7 @@ async def test_make_store_path_invalid() -> None:
 
 
 async def test_make_store_path_fsspec(monkeypatch) -> None:
+    pytest.importorskip("fsspec")
     store_path = await make_store_path("http://foo.com/bar")
     assert isinstance(store_path.store, RemoteStore)
 
@@ -106,13 +106,17 @@ async def test_unsupported() -> None:
         "foo/bar///",
         Path("foo/bar"),
         b"foo/bar",
-        UPath("foo/bar"),
     ],
 )
-def test_normalize_path_valid(path: str | bytes | Path | UPath) -> None:
+def test_normalize_path_valid(path: str | bytes | Path) -> None:
     assert normalize_path(path) == "foo/bar"
 
 
+def test_normalize_path_upath() -> None:
+    upath = pytest.importorskip("upath")
+    assert normalize_path(upath.UPath("foo/bar")) == "foo/bar"
+
+
 def test_normalize_path_none():
     assert normalize_path(None) == ""
 
diff --git a/tests/test_store/test_remote.py b/tests/test_store/test_remote.py
index aee620796c..c7f33e4b39 100644
--- a/tests/test_store/test_remote.py
+++ b/tests/test_store/test_remote.py
@@ -4,10 +4,8 @@
 import os
 from typing import TYPE_CHECKING
 
-import fsspec
 import pytest
 from botocore.session import Session
-from upath import UPath
 
 import zarr.api.asynchronous
 from zarr.core.buffer import Buffer, cpu, default_buffer_prototype
@@ -21,6 +19,7 @@
     import botocore.client
 
 
+fsspec = pytest.importorskip("fsspec")
 s3fs = pytest.importorskip("s3fs")
 requests = pytest.importorskip("requests")
 moto_server = pytest.importorskip("moto.moto_server.threaded_moto_server")
@@ -182,7 +181,8 @@ async def test_remote_store_from_uri(self, store: RemoteStore):
         assert dict(group.attrs) == {"key": "value-3"}
 
     def test_from_upath(self) -> None:
-        path = UPath(
+        upath = pytest.importorskip("upath")
+        path = upath.UPath(
             f"s3://{test_bucket_name}/foo/bar/",
             endpoint_url=endpoint_url,
             anon=False,

From 333a9e3220841debbcd4472d43f0347e64389f2e Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Sat, 7 Dec 2024 09:31:54 -0800
Subject: [PATCH 0867/1078] [v3] implement / deprecate zarr.tree (#2537)

---
 src/zarr/api/asynchronous.py | 26 ++++++++++++++++++++++++--
 src/zarr/api/synchronous.py  |  7 +++++--
 src/zarr/core/group.py       |  2 +-
 tests/test_api.py            |  7 ++++---
 4 files changed, 34 insertions(+), 8 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index e5d09f8c3a..26822f725b 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -7,6 +7,7 @@
 
 import numpy as np
 import numpy.typing as npt
+from typing_extensions import deprecated
 
 from zarr.core.array import Array, AsyncArray, get_array_metadata
 from zarr.core.buffer import NDArrayLike
@@ -493,8 +494,29 @@ async def save_group(
     await asyncio.gather(*aws)
 
 
-async def tree(*args: Any, **kwargs: Any) -> None:
-    raise NotImplementedError
+@deprecated("Use AsyncGroup.tree instead.")
+async def tree(grp: AsyncGroup, expand: bool | None = None, level: int | None = None) -> Any:
+    """Provide a rich display of the hierarchy.
+
+    Parameters
+    ----------
+    grp : Group
+        Zarr or h5py group.
+    expand : bool, optional
+        Only relevant for HTML representation. If True, tree will be fully expanded.
+    level : int, optional
+        Maximum depth to descend into hierarchy.
+
+    Returns
+    -------
+    TreeRepr
+        A pretty-printable object displaying the hierarchy.
+
+    .. deprecated:: 3.0.0
+        `zarr.tree()` is deprecated and will be removed in a future release.
+        Use `group.tree()` instead.
+    """
+    return await grp.tree(expand=expand, level=level)
 
 
 async def array(
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 9616c41355..8e8ecf40b8 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -2,6 +2,8 @@
 
 from typing import TYPE_CHECKING, Any, Literal
 
+from typing_extensions import deprecated
+
 import zarr.api.asynchronous as async_api
 from zarr._compat import _deprecate_positional_args
 from zarr.core.array import Array, AsyncArray
@@ -155,8 +157,9 @@ def save_group(
     )
 
 
-def tree(*args: Any, **kwargs: Any) -> None:
-    return sync(async_api.tree(*args, **kwargs))
+@deprecated("Use Group.tree instead.")
+def tree(grp: Group, expand: bool | None = None, level: int | None = None) -> Any:
+    return sync(async_api.tree(grp._async_group, expand=expand, level=level))
 
 
 # TODO: add type annotations for kwargs
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 2ca6e209fd..adc6399276 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1449,7 +1449,7 @@ async def tree(self, expand: bool | None = None, level: int | None = None) -> An
         from zarr.core._tree import group_tree_async
 
         if expand is not None:
-            raise NotImplementedError("'expanded' is not yet implemented.")
+            raise NotImplementedError("'expand' is not yet implemented.")
         return await group_tree_async(self, max_depth=level)
 
     async def empty(
diff --git a/tests/test_api.py b/tests/test_api.py
index 11977e8e32..90f6dae110 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -294,15 +294,16 @@ def test_load_array(memory_store: Store) -> None:
 
 
 def test_tree() -> None:
+    pytest.importorskip("rich")
     g1 = zarr.group()
     g1.create_group("foo")
     g3 = g1.create_group("bar")
     g3.create_group("baz")
     g5 = g3.create_group("qux")
     g5.create_array("baz", shape=100, chunks=10)
-    # TODO: complete after tree has been reimplemented
-    # assert repr(zarr.tree(g1)) == repr(g1.tree())
-    # assert str(zarr.tree(g1)) == str(g1.tree())
+    with pytest.warns(DeprecationWarning):
+        assert repr(zarr.tree(g1)) == repr(g1.tree())
+        assert str(zarr.tree(g1)) == str(g1.tree())
 
 
 # @pytest.mark.parametrize("stores_from_path", [False, True])

From ed0f199e8542b410ae655c8168a49a0be6237cd4 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sun, 8 Dec 2024 23:18:01 +0000
Subject: [PATCH 0868/1078] Improve installation page (#2538)

* Make code blocks console

* Clean up installation page

* Split into pip/conda

* Fix doc headings

* Fix contributing link

* Fix contributing link
---
 docs/installation.rst  | 38 ++++++++++++++++++++++++--------------
 src/zarr/core/group.py | 13 +++++++------
 2 files changed, 31 insertions(+), 20 deletions(-)

diff --git a/docs/installation.rst b/docs/installation.rst
index 86da6d1035..b39b54b250 100644
--- a/docs/installation.rst
+++ b/docs/installation.rst
@@ -1,27 +1,37 @@
 Installation
 ============
 
-Zarr depends on NumPy. It is generally best to `install NumPy
-<https://numpy.org/doc/stable/user/install.html>`_ first using whatever method is most
-appropriate for your operating system and Python distribution. Other dependencies should be
-installed automatically if using one of the installation methods below.
+pip
+---
 
-Note: Zarr has endorsed `Scientific-Python SPEC 0 <https://scientific-python.org/specs/spec-0000/>`_ and now follows the version support window as outlined below: 
+.. code-block:: console
 
-- Python: 36 months after initial release
-- Core package dependencies (e.g. NumPy): 24 months after initial release
+    $ pip install zarr
 
-Install Zarr from PyPI::
+There are a number of optional dependency groups you can install for extra functionality.
+These can be installed using ``pip install "zarr[<extra>]"``, e.g. ``pip install "zarr[gpu]"``
 
-    $ pip install zarr
+- ``gpu``: support for GPUs
+- ``fsspec``: support for reading/writing to remote data stores
+- ``tree``: support for pretty printing of directory trees
 
-Alternatively, install Zarr via conda::
+conda
+-----
+
+.. code-block:: console
 
     $ conda install -c conda-forge zarr
 
-To install the latest development version of Zarr, you can use pip with the
-latest GitHub main::
+Conda does not support optional dependencies, so you will have to manually install any packages
+needed to enable extra functionality.
+
+Dependency support
+------------------
+Zarr has endorsed `Scientific-Python SPEC 0 <https://scientific-python.org/specs/spec-0000/>`_ and now follows the version support window as outlined below:
 
-    $ pip install git+https://github.com/zarr-developers/zarr-python.git
+- Python: 36 months after initial release
+- Core package dependencies (e.g. NumPy): 24 months after initial release
 
-To work with Zarr source code in development, see `Contributing <contributing.html>`_.
\ No newline at end of file
+Development
+-----------
+To install the latest development version of Zarr, see `the contributing guide <contributing.html>`_.
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index adc6399276..3613e3e12b 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1847,8 +1847,8 @@ def __repr__(self) -> str:
     async def update_attributes_async(self, new_attributes: dict[str, Any]) -> Group:
         """Update the attributes of this group.
 
-        Example
-        -------
+        Examples
+        --------
         >>> import zarr
         >>> group = zarr.group()
         >>> await group.update_attributes_async({"foo": "bar"})
@@ -1947,8 +1947,9 @@ def synchronizer(self) -> None:
 
     def update_attributes(self, new_attributes: dict[str, Any]) -> Group:
         """Update the attributes of this group.
-        Example
-        -------
+
+        Examples
+        --------
         >>> import zarr
         >>> group = zarr.group()
         >>> group.update_attributes({"foo": "bar"})
@@ -2027,8 +2028,8 @@ def __contains__(self, member: str) -> bool:
     def groups(self) -> Generator[tuple[str, Group], None]:
         """Return the sub-groups of this group as a generator of (name, group) pairs.
 
-        Example
-        -------
+        Examples
+        --------
         >>> import zarr
         >>> group = zarr.group()
         >>> group.create_group("subgroup")

From 1a7595760aadd4fa53528efc68b64b757f5ee342 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 9 Dec 2024 22:06:20 +0000
Subject: [PATCH 0869/1078] chore: update pre-commit hooks (#2547)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.8.1 → v0.8.2](https://github.com/astral-sh/ruff-pre-commit/compare/v0.8.1...v0.8.2)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6068d0003d..2ad539daf4 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ default_language_version:
   python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.8.1
+    rev: v0.8.2
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]

From ec67b128dec2bc28c08a9f73308c9731e77c10c2 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 12 Dec 2024 04:55:23 +0100
Subject: [PATCH 0870/1078] Improve pre-commit configuration (#2551)

---
 .pre-commit-config.yaml | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2ad539daf4..b300752b31 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,10 +1,9 @@
 ci:
   autoupdate_commit_msg: "chore: update pre-commit hooks"
+  autoupdate_schedule: "monthly"
   autofix_commit_msg: "style: pre-commit fixes"
   autofix_prs: false
 default_stages: [pre-commit, pre-push]
-default_language_version:
-  python: python3
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
     rev: v0.8.2
@@ -16,7 +15,7 @@ repos:
     rev: v2.3.0
     hooks:
       - id: codespell
-        args: ["-L", "ba,ihs,kake,nd,noe,nwo,te,fo,zar", "-S", "fixture"]
+        args: ["-L", "fo,ihs,kake,te", "-S", "fixture"]
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v5.0.0
     hooks:

From 4e53a70728c69330bc096877a6172618cb717aa5 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 12 Dec 2024 11:03:46 +0100
Subject: [PATCH 0871/1078] Apply ruff preview rule RUF036 (#2524)

RUF036 `None` not at the end of the type annotation.

The `None` literal represents the absence of a value. For readability,
it's preferred to write the more informative type expressions first.
---
 src/zarr/core/array.py           |  2 +-
 src/zarr/core/common.py          |  2 +-
 src/zarr/core/metadata/common.py |  2 +-
 src/zarr/core/metadata/v2.py     |  2 +-
 src/zarr/core/metadata/v3.py     | 10 +++++-----
 src/zarr/storage/_utils.py       |  2 +-
 src/zarr/testing/store.py        |  2 +-
 src/zarr/testing/strategies.py   |  2 +-
 tests/test_codecs/test_vlen.py   |  4 ++--
 tests/test_metadata/test_v2.py   |  2 +-
 tests/test_metadata/test_v3.py   |  4 ++--
 tests/test_store/test_memory.py  |  8 ++++----
 12 files changed, 21 insertions(+), 21 deletions(-)

diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index a6317e7a9e..5e5089911e 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -604,7 +604,7 @@ async def _create_v2(
         dtype: npt.DTypeLike,
         chunks: ChunkCoords,
         dimension_separator: Literal[".", "/"] | None = None,
-        fill_value: None | float = None,
+        fill_value: float | None = None,
         order: MemoryOrder | None = None,
         filters: list[dict[str, JSON]] | None = None,
         compressor: dict[str, JSON] | None = None,
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index e76ddd030d..a4bf33451c 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -36,7 +36,7 @@
 ChunkCoordsLike = Iterable[int]
 ZarrFormat = Literal[2, 3]
 NodeType = Literal["array", "group"]
-JSON = None | str | int | float | Mapping[str, "JSON"] | tuple["JSON", ...]
+JSON = str | int | float | Mapping[str, "JSON"] | tuple["JSON", ...] | None
 MemoryOrder = Literal["C", "F"]
 AccessModeLiteral = Literal["r", "r+", "a", "w", "w-"]
 
diff --git a/src/zarr/core/metadata/common.py b/src/zarr/core/metadata/common.py
index 3adb65cf02..44d3eb292b 100644
--- a/src/zarr/core/metadata/common.py
+++ b/src/zarr/core/metadata/common.py
@@ -6,7 +6,7 @@
     from zarr.core.common import JSON
 
 
-def parse_attributes(data: None | dict[str, JSON]) -> dict[str, JSON]:
+def parse_attributes(data: dict[str, JSON] | None) -> dict[str, JSON]:
     if data is None:
         return {}
 
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index f18f2e4e8d..50f375203f 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -44,7 +44,7 @@ class ArrayV2Metadata(Metadata):
     shape: ChunkCoords
     chunks: tuple[int, ...]
     dtype: np.dtype[Any]
-    fill_value: None | int | float | str | bytes = 0
+    fill_value: int | float | str | bytes | None = 0
     order: MemoryOrder = "C"
     filters: tuple[numcodecs.abc.Codec, ...] | None = None
     dimension_separator: Literal[".", "/"] = "."
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 6ea9ed69f1..b800ae4d73 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -225,9 +225,9 @@ def __init__(
         chunk_key_encoding: dict[str, JSON] | ChunkKeyEncoding,
         fill_value: Any,
         codecs: Iterable[Codec | dict[str, JSON]],
-        attributes: None | dict[str, JSON],
-        dimension_names: None | Iterable[str],
-        storage_transformers: None | Iterable[dict[str, JSON]] = None,
+        attributes: dict[str, JSON] | None,
+        dimension_names: Iterable[str] | None,
+        storage_transformers: Iterable[dict[str, JSON]] | None = None,
     ) -> None:
         """
         Because the class is a frozen dataclass, we set attributes using object.__setattr__
@@ -540,7 +540,7 @@ class DataType(Enum):
     bytes = "bytes"
 
     @property
-    def byte_count(self) -> None | int:
+    def byte_count(self) -> int | None:
         data_type_byte_counts = {
             DataType.bool: 1,
             DataType.int8: 1,
@@ -626,7 +626,7 @@ def from_numpy(cls, dtype: np.dtype[Any]) -> DataType:
         return DataType[dtype_to_data_type[dtype.str]]
 
     @classmethod
-    def parse(cls, dtype: None | DataType | Any) -> DataType:
+    def parse(cls, dtype: DataType | Any | None) -> DataType:
         if dtype is None:
             return DataType[DEFAULT_DTYPE]
         if isinstance(dtype, DataType):
diff --git a/src/zarr/storage/_utils.py b/src/zarr/storage/_utils.py
index ae39468897..7ba82b00fd 100644
--- a/src/zarr/storage/_utils.py
+++ b/src/zarr/storage/_utils.py
@@ -45,7 +45,7 @@ def normalize_path(path: str | bytes | Path | None) -> str:
 
 
 def _normalize_interval_index(
-    data: Buffer, interval: None | tuple[int | None, int | None]
+    data: Buffer, interval: tuple[int | None, int | None] | None
 ) -> tuple[int, int]:
     """
     Convert an implicit interval into an explicit start and length
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index d26d83e566..b793f2d67b 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -106,7 +106,7 @@ def test_store_supports_listing(self, store: S) -> None:
     @pytest.mark.parametrize("data", [b"\x01\x02\x03\x04", b""])
     @pytest.mark.parametrize("byte_range", [None, (0, None), (1, None), (1, 2), (None, 1)])
     async def test_get(
-        self, store: S, key: str, data: bytes, byte_range: None | tuple[int | None, int | None]
+        self, store: S, key: str, data: bytes, byte_range: tuple[int | None, int | None] | None
     ) -> None:
         """
         Ensure that data can be read from the store using the store.get method.
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index f0a7e97d3a..85a67e3e69 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -117,7 +117,7 @@ def arrays(
     shapes: st.SearchStrategy[tuple[int, ...]] = array_shapes,
     compressors: st.SearchStrategy = compressors,
     stores: st.SearchStrategy[StoreLike] = stores,
-    paths: st.SearchStrategy[None | str] = paths,
+    paths: st.SearchStrategy[str | None] = paths,
     array_names: st.SearchStrategy = array_names,
     arrays: st.SearchStrategy | None = None,
     attrs: st.SearchStrategy = attrs,
diff --git a/tests/test_codecs/test_vlen.py b/tests/test_codecs/test_vlen.py
index aaea5dab83..05b2e25267 100644
--- a/tests/test_codecs/test_vlen.py
+++ b/tests/test_codecs/test_vlen.py
@@ -25,7 +25,7 @@
 @pytest.mark.parametrize("as_object_array", [False, True])
 @pytest.mark.parametrize("codecs", [None, [VLenUTF8Codec()], [VLenUTF8Codec(), ZstdCodec()]])
 def test_vlen_string(
-    store: Store, dtype: None | np.dtype[Any], as_object_array: bool, codecs: None | list[Codec]
+    store: Store, dtype: np.dtype[Any] | None, as_object_array: bool, codecs: list[Codec] | None
 ) -> None:
     strings = ["hello", "world", "this", "is", "a", "test"]
     data = np.array(strings, dtype=dtype).reshape((2, 3))
@@ -62,7 +62,7 @@ def test_vlen_string(
 @pytest.mark.parametrize("store", ["memory", "local"], indirect=["store"])
 @pytest.mark.parametrize("as_object_array", [False, True])
 @pytest.mark.parametrize("codecs", [None, [VLenBytesCodec()], [VLenBytesCodec(), ZstdCodec()]])
-def test_vlen_bytes(store: Store, as_object_array: bool, codecs: None | list[Codec]) -> None:
+def test_vlen_bytes(store: Store, as_object_array: bool, codecs: list[Codec] | None) -> None:
     bstrings = [b"hello", b"world", b"this", b"is", b"a", b"test"]
     data = np.array(bstrings).reshape((2, 3))
     assert data.dtype == "|S5"
diff --git a/tests/test_metadata/test_v2.py b/tests/test_metadata/test_v2.py
index 003aef331f..69dbd4645b 100644
--- a/tests/test_metadata/test_v2.py
+++ b/tests/test_metadata/test_v2.py
@@ -43,7 +43,7 @@ def test_metadata_to_dict(
     fill_value: Any,
     order: Literal["C", "F"],
     dimension_separator: Literal[".", "/"] | None,
-    attributes: None | dict[str, Any],
+    attributes: dict[str, Any] | None,
 ) -> None:
     shape = (1, 2, 3)
     chunks = (1,) * len(shape)
diff --git a/tests/test_metadata/test_v3.py b/tests/test_metadata/test_v3.py
index 4e4ba23313..6f7fba6dd1 100644
--- a/tests/test_metadata/test_v3.py
+++ b/tests/test_metadata/test_v3.py
@@ -240,8 +240,8 @@ def test_metadata_to_dict(
     chunk_key_encoding: Literal["v2", "default"],
     dimension_separator: Literal[".", "/"] | None,
     dimension_names: Literal["nones", "strings", "missing"],
-    attributes: None | dict[str, Any],
-    storage_transformers: None | tuple[dict[str, JSON]],
+    attributes: dict[str, Any] | None,
+    storage_transformers: tuple[dict[str, JSON]] | None,
 ) -> None:
     shape = (1, 2, 3)
     data_type = DataType.uint8
diff --git a/tests/test_store/test_memory.py b/tests/test_store/test_memory.py
index 56ccb4d3be..4ca4ebb817 100644
--- a/tests/test_store/test_memory.py
+++ b/tests/test_store/test_memory.py
@@ -21,14 +21,14 @@ async def get(self, store: MemoryStore, key: str) -> Buffer:
     @pytest.fixture(params=[None, True])
     def store_kwargs(
         self, request: pytest.FixtureRequest
-    ) -> dict[str, str | None | dict[str, Buffer]]:
+    ) -> dict[str, str | dict[str, Buffer] | None]:
         kwargs = {"store_dict": None}
         if request.param is True:
             kwargs["store_dict"] = {}
         return kwargs
 
     @pytest.fixture
-    def store(self, store_kwargs: str | None | dict[str, Buffer]) -> MemoryStore:
+    def store(self, store_kwargs: str | dict[str, Buffer] | None) -> MemoryStore:
         return self.store_cls(**store_kwargs)
 
     def test_store_repr(self, store: MemoryStore) -> None:
@@ -61,14 +61,14 @@ async def get(self, store: MemoryStore, key: str) -> Buffer:
     @pytest.fixture(params=[None, True])
     def store_kwargs(
         self, request: pytest.FixtureRequest
-    ) -> dict[str, str | None | dict[str, Buffer]]:
+    ) -> dict[str, str | dict[str, Buffer] | None]:
         kwargs = {"store_dict": None}
         if request.param is True:
             kwargs["store_dict"] = {}
         return kwargs
 
     @pytest.fixture
-    def store(self, store_kwargs: str | None | dict[str, gpu.Buffer]) -> GpuMemoryStore:
+    def store(self, store_kwargs: str | dict[str, gpu.Buffer] | None) -> GpuMemoryStore:
         return self.store_cls(**store_kwargs)
 
     def test_store_repr(self, store: GpuMemoryStore) -> None:

From 01b73a72c0b6f9ec81de5d168980524dfa5197a5 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Fri, 13 Dec 2024 00:39:05 +0100
Subject: [PATCH 0872/1078] rename exists_ok to overwrite (#2548)

---
 src/zarr/api/asynchronous.py | 18 +++++------
 src/zarr/core/array.py       | 30 ++++++++---------
 src/zarr/core/group.py       | 40 +++++++++++------------
 tests/conftest.py            |  2 +-
 tests/test_array.py          | 10 +++---
 tests/test_group.py          | 62 ++++++++++++++++++------------------
 tests/test_v2.py             |  4 +--
 7 files changed, 83 insertions(+), 83 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 26822f725b..b5dbb0cfa5 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -71,7 +71,7 @@
 _OVERWRITE_MODES: tuple[AccessModeLiteral, ...] = ("a", "r+", "w")
 
 
-def _infer_exists_ok(mode: AccessModeLiteral) -> bool:
+def _infer_overwrite(mode: AccessModeLiteral) -> bool:
     """
     Check that an ``AccessModeLiteral`` is compatible with overwriting an existing Zarr node.
     """
@@ -414,14 +414,14 @@ async def save_array(
         arr = np.array(arr)
     shape = arr.shape
     chunks = getattr(arr, "chunks", None)  # for array-likes with chunks attribute
-    exists_ok = kwargs.pop("exists_ok", None) or _infer_exists_ok(mode)
+    overwrite = kwargs.pop("overwrite", None) or _infer_overwrite(mode)
     new = await AsyncArray.create(
         store_path,
         zarr_format=zarr_format,
         shape=shape,
         dtype=arr.dtype,
         chunks=chunks,
-        exists_ok=exists_ok,
+        overwrite=overwrite,
         **kwargs,
     )
     await new.setitem(slice(None), arr)
@@ -647,7 +647,7 @@ async def group(
         return await AsyncGroup.from_store(
             store=store_path,
             zarr_format=_zarr_format,
-            exists_ok=overwrite,
+            overwrite=overwrite,
             attributes=attributes,
         )
 
@@ -753,12 +753,12 @@ async def open_group(
     except (KeyError, FileNotFoundError):
         pass
     if mode in _CREATE_MODES:
-        exists_ok = _infer_exists_ok(mode)
+        overwrite = _infer_overwrite(mode)
         _zarr_format = zarr_format or _default_zarr_version()
         return await AsyncGroup.from_store(
             store_path,
             zarr_format=_zarr_format,
-            exists_ok=exists_ok,
+            overwrite=overwrite,
             attributes=attributes,
         )
     raise FileNotFoundError(f"Unable to find group: {store_path}")
@@ -933,7 +933,7 @@ async def create(
         dtype=dtype,
         compressor=compressor,
         fill_value=fill_value,
-        exists_ok=overwrite,
+        overwrite=overwrite,
         filters=filters,
         dimension_separator=dimension_separator,
         zarr_format=zarr_format,
@@ -1120,12 +1120,12 @@ async def open_array(
         return await AsyncArray.open(store_path, zarr_format=zarr_format)
     except FileNotFoundError:
         if not store_path.read_only and mode in _CREATE_MODES:
-            exists_ok = _infer_exists_ok(mode)
+            overwrite = _infer_overwrite(mode)
             _zarr_format = zarr_format or _default_zarr_version()
             return await create(
                 store=store_path,
                 zarr_format=_zarr_format,
-                overwrite=exists_ok,
+                overwrite=overwrite,
                 **kwargs,
             )
         raise
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 5e5089911e..aab7e2a527 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -266,7 +266,7 @@ async def create(
         filters: list[dict[str, JSON]] | None = None,
         compressor: dict[str, JSON] | None = None,
         # runtime
-        exists_ok: bool = False,
+        overwrite: bool = False,
         data: npt.ArrayLike | None = None,
     ) -> AsyncArray[ArrayV2Metadata]: ...
 
@@ -294,7 +294,7 @@ async def create(
         codecs: Iterable[Codec | dict[str, JSON]] | None = None,
         dimension_names: Iterable[str] | None = None,
         # runtime
-        exists_ok: bool = False,
+        overwrite: bool = False,
         data: npt.ArrayLike | None = None,
     ) -> AsyncArray[ArrayV3Metadata]: ...
 
@@ -322,7 +322,7 @@ async def create(
         codecs: Iterable[Codec | dict[str, JSON]] | None = None,
         dimension_names: Iterable[str] | None = None,
         # runtime
-        exists_ok: bool = False,
+        overwrite: bool = False,
         data: npt.ArrayLike | None = None,
     ) -> AsyncArray[ArrayV3Metadata]: ...
 
@@ -355,7 +355,7 @@ async def create(
         filters: list[dict[str, JSON]] | None = None,
         compressor: dict[str, JSON] | None = None,
         # runtime
-        exists_ok: bool = False,
+        overwrite: bool = False,
         data: npt.ArrayLike | None = None,
     ) -> AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]: ...
 
@@ -387,7 +387,7 @@ async def create(
         filters: list[dict[str, JSON]] | None = None,
         compressor: dict[str, JSON] | None = None,
         # runtime
-        exists_ok: bool = False,
+        overwrite: bool = False,
         data: npt.ArrayLike | None = None,
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         """
@@ -429,7 +429,7 @@ async def create(
         compressor : dict[str, JSON], optional
             The compressor used to compress the data (default is None).
             V2 only. V3 arrays should not have 'compressor' parameter.
-        exists_ok : bool, optional
+        overwrite : bool, optional
             Whether to raise an error if the store already exists (default is False).
         data : npt.ArrayLike, optional
             The data to be inserted into the array (default is None).
@@ -489,7 +489,7 @@ async def create(
                 codecs=codecs,
                 dimension_names=dimension_names,
                 attributes=attributes,
-                exists_ok=exists_ok,
+                overwrite=overwrite,
                 order=order,
             )
         elif zarr_format == 2:
@@ -522,7 +522,7 @@ async def create(
                 filters=filters,
                 compressor=compressor,
                 attributes=attributes,
-                exists_ok=exists_ok,
+                overwrite=overwrite,
             )
         else:
             raise ValueError(f"Insupported zarr_format. Got: {zarr_format}")
@@ -552,9 +552,9 @@ async def _create_v3(
         codecs: Iterable[Codec | dict[str, JSON]] | None = None,
         dimension_names: Iterable[str] | None = None,
         attributes: dict[str, JSON] | None = None,
-        exists_ok: bool = False,
+        overwrite: bool = False,
     ) -> AsyncArray[ArrayV3Metadata]:
-        if exists_ok:
+        if overwrite:
             if store_path.store.supports_deletes:
                 await store_path.delete_dir()
             else:
@@ -609,9 +609,9 @@ async def _create_v2(
         filters: list[dict[str, JSON]] | None = None,
         compressor: dict[str, JSON] | None = None,
         attributes: dict[str, JSON] | None = None,
-        exists_ok: bool = False,
+        overwrite: bool = False,
     ) -> AsyncArray[ArrayV2Metadata]:
-        if exists_ok:
+        if overwrite:
             if store_path.store.supports_deletes:
                 await store_path.delete_dir()
             else:
@@ -1463,7 +1463,7 @@ def create(
         filters: list[dict[str, JSON]] | None = None,
         compressor: dict[str, JSON] | None = None,
         # runtime
-        exists_ok: bool = False,
+        overwrite: bool = False,
     ) -> Array:
         """Creates a new Array instance from an initialized store.
 
@@ -1493,7 +1493,7 @@ def create(
             The filters used to compress the data (default is None).
         compressor : dict[str, JSON], optional
             The compressor used to compress the data (default is None).
-        exists_ok : bool, optional
+        overwrite : bool, optional
             Whether to raise an error if the store already exists (default is False).
 
         Returns
@@ -1518,7 +1518,7 @@ def create(
                 order=order,
                 filters=filters,
                 compressor=compressor,
-                exists_ok=exists_ok,
+                overwrite=overwrite,
             ),
         )
         return cls(async_array)
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 3613e3e12b..f46c5126b2 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -410,12 +410,12 @@ async def from_store(
         store: StoreLike,
         *,
         attributes: dict[str, Any] | None = None,
-        exists_ok: bool = False,
+        overwrite: bool = False,
         zarr_format: ZarrFormat = 3,
     ) -> AsyncGroup:
         store_path = await make_store_path(store)
 
-        if exists_ok:
+        if overwrite:
             if store_path.store.supports_deletes:
                 await store_path.delete_dir()
             else:
@@ -629,7 +629,7 @@ async def setitem(self, key: str, value: Any) -> None:
         """
         path = self.store_path / key
         await async_api.save_array(
-            store=path, arr=value, zarr_format=self.metadata.zarr_format, exists_ok=True
+            store=path, arr=value, zarr_format=self.metadata.zarr_format, overwrite=True
         )
 
     async def getitem(
@@ -919,7 +919,7 @@ async def create_group(
         self,
         name: str,
         *,
-        exists_ok: bool = False,
+        overwrite: bool = False,
         attributes: dict[str, Any] | None = None,
     ) -> AsyncGroup:
         """Create a sub-group.
@@ -928,7 +928,7 @@ async def create_group(
         ----------
         name : str
             Group name.
-        exists_ok : bool, optional
+        overwrite : bool, optional
             If True, do not raise an error if the group already exists.
         attributes : dict, optional
             Group attributes.
@@ -941,7 +941,7 @@ async def create_group(
         return await type(self).from_store(
             self.store_path / name,
             attributes=attributes,
-            exists_ok=exists_ok,
+            overwrite=overwrite,
             zarr_format=self.metadata.zarr_format,
         )
 
@@ -960,8 +960,8 @@ async def require_group(self, name: str, overwrite: bool = False) -> AsyncGroup:
         g : AsyncGroup
         """
         if overwrite:
-            # TODO: check that exists_ok=True errors if an array exists where the group is being created
-            grp = await self.create_group(name, exists_ok=True)
+            # TODO: check that overwrite=True errors if an array exists where the group is being created
+            grp = await self.create_group(name, overwrite=True)
         else:
             try:
                 item: (
@@ -1018,7 +1018,7 @@ async def create_array(
         filters: list[dict[str, JSON]] | None = None,
         compressor: dict[str, JSON] | None = None,
         # runtime
-        exists_ok: bool = False,
+        overwrite: bool = False,
         data: npt.ArrayLike | None = None,
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         """
@@ -1052,7 +1052,7 @@ async def create_array(
             Filters for the array.
         compressor : dict[str, JSON] | None = None
             The compressor for the array.
-        exists_ok : bool = False
+        overwrite : bool = False
             If True, a pre-existing array or group at the path of this array will
             be overwritten. If False, the presence of a pre-existing array or group is
             an error.
@@ -1077,7 +1077,7 @@ async def create_array(
             order=order,
             filters=filters,
             compressor=compressor,
-            exists_ok=exists_ok,
+            overwrite=overwrite,
             zarr_format=self.metadata.zarr_format,
             data=data,
         )
@@ -1651,7 +1651,7 @@ def from_store(
         *,
         attributes: dict[str, Any] | None = None,
         zarr_format: ZarrFormat = 3,
-        exists_ok: bool = False,
+        overwrite: bool = False,
     ) -> Group:
         """Instantiate a group from an initialized store.
 
@@ -1663,7 +1663,7 @@ def from_store(
             A dictionary of JSON-serializable values with user-defined attributes.
         zarr_format : {2, 3}, optional
             Zarr storage format version.
-        exists_ok : bool, optional
+        overwrite : bool, optional
             If True, do not raise an error if the group already exists.
 
         Returns
@@ -1680,7 +1680,7 @@ def from_store(
             AsyncGroup.from_store(
                 store,
                 attributes=attributes,
-                exists_ok=exists_ok,
+                overwrite=overwrite,
                 zarr_format=zarr_format,
             ),
         )
@@ -2217,7 +2217,7 @@ def create_array(
         filters: list[dict[str, JSON]] | None = None,
         compressor: dict[str, JSON] | None = None,
         # runtime
-        exists_ok: bool = False,
+        overwrite: bool = False,
         data: npt.ArrayLike | None = None,
     ) -> Array:
         """Create a zarr array within this AsyncGroup.
@@ -2251,7 +2251,7 @@ def create_array(
             Filters for the array.
         compressor : dict[str, JSON] | None = None
             The compressor for the array.
-        exists_ok : bool = False
+        overwrite : bool = False
             If True, a pre-existing array or group at the path of this array will
             be overwritten. If False, the presence of a pre-existing array or group is
             an error.
@@ -2280,7 +2280,7 @@ def create_array(
                     order=order,
                     filters=filters,
                     compressor=compressor,
-                    exists_ok=exists_ok,
+                    overwrite=overwrite,
                     data=data,
                 )
             )
@@ -2558,7 +2558,7 @@ def array(
         filters: list[dict[str, JSON]] | None = None,
         compressor: dict[str, JSON] | None = None,
         # runtime
-        exists_ok: bool = False,
+        overwrite: bool = False,
         data: npt.ArrayLike | None = None,
     ) -> Array:
         """Create a zarr array within this AsyncGroup.
@@ -2592,7 +2592,7 @@ def array(
             Filters for the array.
         compressor : dict[str, JSON] | None = None
             The compressor for the array.
-        exists_ok : bool = False
+        overwrite : bool = False
             If True, a pre-existing array or group at the path of this array will
             be overwritten. If False, the presence of a pre-existing array or group is
             an error.
@@ -2622,7 +2622,7 @@ def array(
                     order=order,
                     filters=filters,
                     compressor=compressor,
-                    exists_ok=exists_ok,
+                    overwrite=overwrite,
                     data=data,
                 )
             )
diff --git a/tests/conftest.py b/tests/conftest.py
index 35f31d39b3..fbef922931 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -100,7 +100,7 @@ async def async_group(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> As
         store,
         attributes=param.attributes,
         zarr_format=param.zarr_format,
-        exists_ok=False,
+        overwrite=False,
     )
 
 
diff --git a/tests/test_array.py b/tests/test_array.py
index 86da801d1f..263b536784 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -27,12 +27,12 @@
 
 @pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
 @pytest.mark.parametrize("zarr_format", [2, 3])
-@pytest.mark.parametrize("exists_ok", [True, False])
+@pytest.mark.parametrize("overwrite", [True, False])
 @pytest.mark.parametrize("extant_node", ["array", "group"])
 def test_array_creation_existing_node(
     store: LocalStore | MemoryStore,
     zarr_format: ZarrFormat,
-    exists_ok: bool,
+    overwrite: bool,
     extant_node: Literal["array", "group"],
 ) -> None:
     """
@@ -53,14 +53,14 @@ def test_array_creation_existing_node(
     new_shape = (2, 2)
     new_dtype = "float32"
 
-    if exists_ok:
+    if overwrite:
         if not store.supports_deletes:
             pytest.skip("store does not support deletes")
         arr_new = Array.create(
             spath / "extant",
             shape=new_shape,
             dtype=new_dtype,
-            exists_ok=exists_ok,
+            overwrite=overwrite,
             zarr_format=zarr_format,
         )
         assert arr_new.shape == new_shape
@@ -71,7 +71,7 @@ def test_array_creation_existing_node(
                 spath / "extant",
                 shape=new_shape,
                 dtype=new_dtype,
-                exists_ok=exists_ok,
+                overwrite=overwrite,
                 zarr_format=zarr_format,
             )
 
diff --git a/tests/test_group.py b/tests/test_group.py
index afa290207d..416e10af9a 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -40,7 +40,7 @@ async def store(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> Store:
 
 
 @pytest.fixture(params=[True, False])
-def exists_ok(request: pytest.FixtureRequest) -> bool:
+def overwrite(request: pytest.FixtureRequest) -> bool:
     result = request.param
     if not isinstance(result, bool):
         raise TypeError("Wrong type returned by test fixture.")
@@ -154,7 +154,7 @@ def test_group_members(store: Store, zarr_format: ZarrFormat, consolidated_metad
     subsubsubgroup = subsubgroup.create_group("subsubsubgroup")
 
     members_expected["subarray"] = group.create_array(
-        "subarray", shape=(100,), dtype="uint8", chunk_shape=(10,), exists_ok=True
+        "subarray", shape=(100,), dtype="uint8", chunk_shape=(10,), overwrite=True
     )
 
     # add an extra object to the domain of the group.
@@ -227,7 +227,7 @@ def test_group(store: Store, zarr_format: ZarrFormat) -> None:
     # create an array from the "bar" group
     data = np.arange(0, 4 * 4, dtype="uint16").reshape((4, 4))
     arr = bar.create_array(
-        "baz", shape=data.shape, dtype=data.dtype, chunk_shape=(2, 2), exists_ok=True
+        "baz", shape=data.shape, dtype=data.dtype, chunk_shape=(2, 2), overwrite=True
     )
     arr[:] = data
 
@@ -252,23 +252,23 @@ def test_group(store: Store, zarr_format: ZarrFormat) -> None:
     assert dict(bar3.attrs) == {"baz": "qux", "name": "bar"}
 
 
-def test_group_create(store: Store, exists_ok: bool, zarr_format: ZarrFormat) -> None:
+def test_group_create(store: Store, overwrite: bool, zarr_format: ZarrFormat) -> None:
     """
     Test that `Group.from_store` works as expected.
     """
     attributes = {"foo": 100}
     group = Group.from_store(
-        store, attributes=attributes, zarr_format=zarr_format, exists_ok=exists_ok
+        store, attributes=attributes, zarr_format=zarr_format, overwrite=overwrite
     )
 
     assert group.attrs == attributes
 
-    if not exists_ok:
+    if not overwrite:
         with pytest.raises(ContainsGroupError):
-            _ = Group.from_store(store, exists_ok=exists_ok, zarr_format=zarr_format)
+            _ = Group.from_store(store, overwrite=overwrite, zarr_format=zarr_format)
 
 
-def test_group_open(store: Store, zarr_format: ZarrFormat, exists_ok: bool) -> None:
+def test_group_open(store: Store, zarr_format: ZarrFormat, overwrite: bool) -> None:
     """
     Test the `Group.open` method.
     """
@@ -280,24 +280,24 @@ def test_group_open(store: Store, zarr_format: ZarrFormat, exists_ok: bool) -> N
     # create the group
     attrs = {"path": "foo"}
     group_created = Group.from_store(
-        store, attributes=attrs, zarr_format=zarr_format, exists_ok=exists_ok
+        store, attributes=attrs, zarr_format=zarr_format, overwrite=overwrite
     )
     assert group_created.attrs == attrs
     assert group_created.metadata.zarr_format == zarr_format
     assert group_created.store_path == spath
 
-    # attempt to create a new group in place, to test exists_ok
+    # attempt to create a new group in place, to test overwrite
     new_attrs = {"path": "bar"}
-    if not exists_ok:
+    if not overwrite:
         with pytest.raises(ContainsGroupError):
-            Group.from_store(store, attributes=attrs, zarr_format=zarr_format, exists_ok=exists_ok)
+            Group.from_store(store, attributes=attrs, zarr_format=zarr_format, overwrite=overwrite)
     else:
         if not store.supports_deletes:
             pytest.skip(
-                "Store does not support deletes but `exists_ok` is True, requiring deletes to override a group"
+                "Store does not support deletes but `overwrite` is True, requiring deletes to override a group"
             )
         group_created_again = Group.from_store(
-            store, attributes=new_attrs, zarr_format=zarr_format, exists_ok=exists_ok
+            store, attributes=new_attrs, zarr_format=zarr_format, overwrite=overwrite
         )
         assert group_created_again.attrs == new_attrs
         assert group_created_again.metadata.zarr_format == zarr_format
@@ -597,7 +597,7 @@ async def test_group_update_attributes_async(store: Store, zarr_format: ZarrForm
 def test_group_create_array(
     store: Store,
     zarr_format: ZarrFormat,
-    exists_ok: bool,
+    overwrite: bool,
     method: Literal["create_array", "array"],
 ) -> None:
     """
@@ -616,7 +616,7 @@ def test_group_create_array(
     else:
         raise AssertionError
 
-    if not exists_ok:
+    if not overwrite:
         if method == "create_array":
             with pytest.raises(ContainsArrayError):
                 group.create_array(name="array", shape=shape, dtype=dtype, data=data)
@@ -698,12 +698,12 @@ def test_group_array_creation(
 
 @pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
 @pytest.mark.parametrize("zarr_format", [2, 3])
-@pytest.mark.parametrize("exists_ok", [True, False])
+@pytest.mark.parametrize("overwrite", [True, False])
 @pytest.mark.parametrize("extant_node", ["array", "group"])
 def test_group_creation_existing_node(
     store: Store,
     zarr_format: ZarrFormat,
-    exists_ok: bool,
+    overwrite: bool,
     extant_node: Literal["array", "group"],
 ) -> None:
     """
@@ -725,14 +725,14 @@ def test_group_creation_existing_node(
 
     new_attributes = {"new": True}
 
-    if exists_ok:
+    if overwrite:
         if not store.supports_deletes:
-            pytest.skip("store does not support deletes but exists_ok is True")
+            pytest.skip("store does not support deletes but overwrite is True")
         node_new = Group.from_store(
             spath / "extant",
             attributes=new_attributes,
             zarr_format=zarr_format,
-            exists_ok=exists_ok,
+            overwrite=overwrite,
         )
         assert node_new.attrs == new_attributes
     else:
@@ -741,13 +741,13 @@ def test_group_creation_existing_node(
                 spath / "extant",
                 attributes=new_attributes,
                 zarr_format=zarr_format,
-                exists_ok=exists_ok,
+                overwrite=overwrite,
             )
 
 
 async def test_asyncgroup_create(
     store: Store,
-    exists_ok: bool,
+    overwrite: bool,
     zarr_format: ZarrFormat,
 ) -> None:
     """
@@ -758,19 +758,19 @@ async def test_asyncgroup_create(
     agroup = await AsyncGroup.from_store(
         store,
         attributes=attributes,
-        exists_ok=exists_ok,
+        overwrite=overwrite,
         zarr_format=zarr_format,
     )
 
     assert agroup.metadata == GroupMetadata(zarr_format=zarr_format, attributes=attributes)
     assert agroup.store_path == await make_store_path(store)
 
-    if not exists_ok:
+    if not overwrite:
         with pytest.raises(ContainsGroupError):
             agroup = await AsyncGroup.from_store(
                 spath,
                 attributes=attributes,
-                exists_ok=exists_ok,
+                overwrite=overwrite,
                 zarr_format=zarr_format,
             )
         # create an array at our target path
@@ -782,7 +782,7 @@ async def test_asyncgroup_create(
             _ = await AsyncGroup.from_store(
                 StorePath(store=store) / collision_name,
                 attributes=attributes,
-                exists_ok=exists_ok,
+                overwrite=overwrite,
                 zarr_format=zarr_format,
             )
 
@@ -805,7 +805,7 @@ async def test_asyncgroup_open(
     group_w = await AsyncGroup.from_store(
         store=store,
         attributes=attributes,
-        exists_ok=False,
+        overwrite=False,
         zarr_format=zarr_format,
     )
 
@@ -819,7 +819,7 @@ async def test_asyncgroup_open_wrong_format(
     store: Store,
     zarr_format: ZarrFormat,
 ) -> None:
-    _ = await AsyncGroup.from_store(store=store, exists_ok=False, zarr_format=zarr_format)
+    _ = await AsyncGroup.from_store(store=store, overwrite=False, zarr_format=zarr_format)
     zarr_format_wrong: ZarrFormat
     # try opening with the wrong zarr format
     if zarr_format == 3:
@@ -932,7 +932,7 @@ async def test_asyncgroup_create_group(
 
 
 async def test_asyncgroup_create_array(
-    store: Store, zarr_format: ZarrFormat, exists_ok: bool
+    store: Store, zarr_format: ZarrFormat, overwrite: bool
 ) -> None:
     """
     Test that the AsyncGroup.create_array method works correctly. We ensure that array properties
@@ -941,7 +941,7 @@ async def test_asyncgroup_create_array(
 
     agroup = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
 
-    if not exists_ok:
+    if not overwrite:
         with pytest.raises(ContainsGroupError):
             agroup = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
 
diff --git a/tests/test_v2.py b/tests/test_v2.py
index 68c07e2024..890d4039a3 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -145,7 +145,7 @@ def test_v2_non_contiguous(array_order: Literal["C", "F"], data_order: Literal["
         fill_value=np.nan,
         dtype="float64",
         zarr_format=2,
-        exists_ok=True,
+        overwrite=True,
         order=array_order,
     )
 
@@ -165,7 +165,7 @@ def test_v2_non_contiguous(array_order: Literal["C", "F"], data_order: Literal["
         fill_value=np.nan,
         dtype="float64",
         zarr_format=2,
-        exists_ok=True,
+        overwrite=True,
         order=array_order,
     )
 

From 122760fc3440f2f35f5904e9dc7973d5188bdaca Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Fri, 13 Dec 2024 17:04:00 +0100
Subject: [PATCH 0873/1078] Feat/latency store (#2474)

* feat: add wrapperstore

* feat: add latencystore

* rename noisysetter -> noisygetter

* rename _wrapped to _store

* loggingstore inherits from wrapperstore

* Update src/zarr/storage/wrapper.py

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* back to asynciterators

* update docstrings

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>
Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>
---
 src/zarr/storage/__init__.py     |   2 +
 src/zarr/storage/logging.py      |  12 +--
 src/zarr/storage/wrapper.py      | 139 +++++++++++++++++++++++++++++++
 src/zarr/testing/store.py        |  96 +++++++++++++++------
 tests/test_store/test_wrapper.py |  46 ++++++++++
 5 files changed, 266 insertions(+), 29 deletions(-)
 create mode 100644 src/zarr/storage/wrapper.py
 create mode 100644 tests/test_store/test_wrapper.py

diff --git a/src/zarr/storage/__init__.py b/src/zarr/storage/__init__.py
index 6703aa2723..17b11f54a6 100644
--- a/src/zarr/storage/__init__.py
+++ b/src/zarr/storage/__init__.py
@@ -3,6 +3,7 @@
 from zarr.storage.logging import LoggingStore
 from zarr.storage.memory import MemoryStore
 from zarr.storage.remote import RemoteStore
+from zarr.storage.wrapper import WrapperStore
 from zarr.storage.zip import ZipStore
 
 __all__ = [
@@ -12,6 +13,7 @@
     "RemoteStore",
     "StoreLike",
     "StorePath",
+    "WrapperStore",
     "ZipStore",
     "make_store_path",
 ]
diff --git a/src/zarr/storage/logging.py b/src/zarr/storage/logging.py
index bc90b4f30f..9ec3a9be18 100644
--- a/src/zarr/storage/logging.py
+++ b/src/zarr/storage/logging.py
@@ -7,15 +7,19 @@
 from contextlib import contextmanager
 from typing import TYPE_CHECKING, Any
 
-from zarr.abc.store import ByteRangeRequest, Store
+from zarr.abc.store import Store
+from zarr.storage.wrapper import WrapperStore
 
 if TYPE_CHECKING:
     from collections.abc import AsyncIterator, Generator, Iterable
 
+    from zarr.abc.store import ByteRangeRequest
     from zarr.core.buffer import Buffer, BufferPrototype
 
+    counter: defaultdict[str, int]
+
 
-class LoggingStore(Store):
+class LoggingStore(WrapperStore[Store]):
     """
     Store wrapper that logs all calls to the wrapped store.
 
@@ -34,7 +38,6 @@ class LoggingStore(Store):
         Counter of number of times each method has been called
     """
 
-    _store: Store
     counter: defaultdict[str, int]
 
     def __init__(
@@ -43,11 +46,10 @@ def __init__(
         log_level: str = "DEBUG",
         log_handler: logging.Handler | None = None,
     ) -> None:
-        self._store = store
+        super().__init__(store)
         self.counter = defaultdict(int)
         self.log_level = log_level
         self.log_handler = log_handler
-
         self._configure_logger(log_level, log_handler)
 
     def _configure_logger(
diff --git a/src/zarr/storage/wrapper.py b/src/zarr/storage/wrapper.py
new file mode 100644
index 0000000000..c160100084
--- /dev/null
+++ b/src/zarr/storage/wrapper.py
@@ -0,0 +1,139 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Generic, TypeVar
+
+if TYPE_CHECKING:
+    from collections.abc import AsyncGenerator, AsyncIterator, Iterable
+    from types import TracebackType
+    from typing import Any, Self
+
+    from zarr.abc.store import ByteRangeRequest
+    from zarr.core.buffer import Buffer, BufferPrototype
+    from zarr.core.common import BytesLike
+
+from zarr.abc.store import Store
+
+T_Store = TypeVar("T_Store", bound=Store)
+
+
+class WrapperStore(Store, Generic[T_Store]):
+    """
+    A store class that wraps an existing ``Store`` instance.
+    By default all of the store methods are delegated to the wrapped store instance, which is
+    accessible via the ``._store`` attribute of this class.
+
+    Use this class to modify or extend the behavior of the other store classes.
+    """
+
+    _store: T_Store
+
+    def __init__(self, store: T_Store) -> None:
+        self._store = store
+
+    @classmethod
+    async def open(cls: type[Self], store_cls: type[T_Store], *args: Any, **kwargs: Any) -> Self:
+        store = store_cls(*args, **kwargs)
+        await store._open()
+        return cls(store=store)
+
+    def __enter__(self) -> Self:
+        return type(self)(self._store.__enter__())
+
+    def __exit__(
+        self,
+        exc_type: type[BaseException] | None,
+        exc_value: BaseException | None,
+        traceback: TracebackType | None,
+    ) -> None:
+        return self._store.__exit__(exc_type, exc_value, traceback)
+
+    async def _open(self) -> None:
+        await self._store._open()
+
+    async def _ensure_open(self) -> None:
+        await self._store._ensure_open()
+
+    async def is_empty(self, prefix: str) -> bool:
+        return await self._store.is_empty(prefix)
+
+    async def clear(self) -> None:
+        return await self._store.clear()
+
+    @property
+    def read_only(self) -> bool:
+        return self._store.read_only
+
+    def _check_writable(self) -> None:
+        return self._store._check_writable()
+
+    def __eq__(self, value: object) -> bool:
+        return type(self) is type(value) and self._store.__eq__(value)
+
+    async def get(
+        self, key: str, prototype: BufferPrototype, byte_range: ByteRangeRequest | None = None
+    ) -> Buffer | None:
+        return await self._store.get(key, prototype, byte_range)
+
+    async def get_partial_values(
+        self,
+        prototype: BufferPrototype,
+        key_ranges: Iterable[tuple[str, ByteRangeRequest]],
+    ) -> list[Buffer | None]:
+        return await self._store.get_partial_values(prototype, key_ranges)
+
+    async def exists(self, key: str) -> bool:
+        return await self._store.exists(key)
+
+    async def set(self, key: str, value: Buffer) -> None:
+        await self._store.set(key, value)
+
+    async def set_if_not_exists(self, key: str, value: Buffer) -> None:
+        return await self._store.set_if_not_exists(key, value)
+
+    async def _set_many(self, values: Iterable[tuple[str, Buffer]]) -> None:
+        await self._store._set_many(values)
+
+    @property
+    def supports_writes(self) -> bool:
+        return self._store.supports_writes
+
+    @property
+    def supports_deletes(self) -> bool:
+        return self._store.supports_deletes
+
+    async def delete(self, key: str) -> None:
+        await self._store.delete(key)
+
+    @property
+    def supports_partial_writes(self) -> bool:
+        return self._store.supports_partial_writes
+
+    async def set_partial_values(
+        self, key_start_values: Iterable[tuple[str, int, BytesLike]]
+    ) -> None:
+        return await self._store.set_partial_values(key_start_values)
+
+    @property
+    def supports_listing(self) -> bool:
+        return self._store.supports_listing
+
+    def list(self) -> AsyncIterator[str]:
+        return self._store.list()
+
+    def list_prefix(self, prefix: str) -> AsyncIterator[str]:
+        return self._store.list_prefix(prefix)
+
+    def list_dir(self, prefix: str) -> AsyncIterator[str]:
+        return self._store.list_dir(prefix)
+
+    async def delete_dir(self, prefix: str) -> None:
+        return await self._store.delete_dir(prefix)
+
+    def close(self) -> None:
+        self._store.close()
+
+    async def _get_many(
+        self, requests: Iterable[tuple[str, BufferPrototype, ByteRangeRequest | None]]
+    ) -> AsyncGenerator[tuple[str, Buffer | None], None]:
+        async for req in self._store._get_many(requests):
+            yield req
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index b793f2d67b..53dee012bf 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -1,9 +1,20 @@
+from __future__ import annotations
+
+import asyncio
 import pickle
-from typing import Any, Generic, TypeVar
+from typing import TYPE_CHECKING, Generic, TypeVar
+
+from zarr.storage.wrapper import WrapperStore
+
+if TYPE_CHECKING:
+    from typing import Any
+
+    from zarr.abc.store import ByteRangeRequest
+    from zarr.core.buffer.core import BufferPrototype
 
 import pytest
 
-from zarr.abc.store import Store
+from zarr.abc.store import ByteRangeRequest, Store
 from zarr.core.buffer import Buffer, default_buffer_prototype
 from zarr.core.sync import _collect_aiterator
 from zarr.storage._utils import _normalize_interval_index
@@ -319,25 +330,62 @@ async def test_set_if_not_exists(self, store: S) -> None:
         result = await store.get("k2", default_buffer_prototype())
         assert result == new
 
-    async def test_getsize(self, store: S) -> None:
-        key = "k"
-        data = self.buffer_cls.from_bytes(b"0" * 10)
-        await self.set(store, key, data)
-
-        result = await store.getsize(key)
-        assert isinstance(result, int)
-        assert result > 0
-
-    async def test_getsize_raises(self, store: S) -> None:
-        with pytest.raises(FileNotFoundError):
-            await store.getsize("not-a-real-key")
-
-    async def test_getsize_prefix(self, store: S) -> None:
-        prefix = "array/c/"
-        for i in range(10):
-            data = self.buffer_cls.from_bytes(b"0" * 10)
-            await self.set(store, f"{prefix}/{i}", data)
-
-        result = await store.getsize_prefix(prefix)
-        assert isinstance(result, int)
-        assert result > 0
+
+class LatencyStore(WrapperStore[Store]):
+    """
+    A wrapper class that takes any store class in its constructor and
+    adds latency to the `set` and `get` methods. This can be used for
+    performance testing.
+    """
+
+    get_latency: float
+    set_latency: float
+
+    def __init__(self, cls: Store, *, get_latency: float = 0, set_latency: float = 0) -> None:
+        self.get_latency = float(get_latency)
+        self.set_latency = float(set_latency)
+        self._store = cls
+
+    async def set(self, key: str, value: Buffer) -> None:
+        """
+        Add latency to the ``set`` method.
+
+        Calls ``asyncio.sleep(self.set_latency)`` before invoking the wrapped ``set`` method.
+
+        Parameters
+        ----------
+        key : str
+            The key to set
+        value : Buffer
+            The value to set
+
+        Returns
+        -------
+        None
+        """
+        await asyncio.sleep(self.set_latency)
+        await self._store.set(key, value)
+
+    async def get(
+        self, key: str, prototype: BufferPrototype, byte_range: ByteRangeRequest | None = None
+    ) -> Buffer | None:
+        """
+        Add latency to the ``get`` method.
+
+        Calls ``asyncio.sleep(self.get_latency)`` before invoking the wrapped ``get`` method.
+
+        Parameters
+        ----------
+        key : str
+            The key to get
+        prototype : BufferPrototype
+            The BufferPrototype to use.
+        byte_range : ByteRangeRequest, optional
+            An optional byte range.
+
+        Returns
+        -------
+        buffer : Buffer or None
+        """
+        await asyncio.sleep(self.get_latency)
+        return await self._store.get(key, prototype=prototype, byte_range=byte_range)
diff --git a/tests/test_store/test_wrapper.py b/tests/test_store/test_wrapper.py
new file mode 100644
index 0000000000..1caf9c9ae4
--- /dev/null
+++ b/tests/test_store/test_wrapper.py
@@ -0,0 +1,46 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+import pytest
+
+from zarr.core.buffer.cpu import Buffer, buffer_prototype
+from zarr.storage.wrapper import WrapperStore
+
+if TYPE_CHECKING:
+    from zarr.abc.store import Store
+    from zarr.core.buffer.core import BufferPrototype
+
+
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=True)
+async def test_wrapped_set(store: Store, capsys: pytest.CaptureFixture[str]) -> None:
+    # define a class that prints when it sets
+    class NoisySetter(WrapperStore):
+        async def set(self, key: str, value: Buffer) -> None:
+            print(f"setting {key}")
+            await super().set(key, value)
+
+    key = "foo"
+    value = Buffer.from_bytes(b"bar")
+    store_wrapped = NoisySetter(store)
+    await store_wrapped.set(key, value)
+    captured = capsys.readouterr()
+    assert f"setting {key}" in captured.out
+    assert await store_wrapped.get(key, buffer_prototype) == value
+
+
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=True)
+async def test_wrapped_get(store: Store, capsys: pytest.CaptureFixture[str]) -> None:
+    # define a class that prints when it sets
+    class NoisyGetter(WrapperStore):
+        def get(self, key: str, prototype: BufferPrototype) -> None:
+            print(f"getting {key}")
+            return super().get(key, prototype=prototype)
+
+    key = "foo"
+    value = Buffer.from_bytes(b"bar")
+    store_wrapped = NoisyGetter(store)
+    await store_wrapped.set(key, value)
+    assert await store_wrapped.get(key, buffer_prototype) == value
+    captured = capsys.readouterr()
+    assert f"getting {key}" in captured.out

From ab1a7b3758a7e14952b546e4f18d1d9e59168f5d Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Sat, 14 Dec 2024 20:20:56 -0500
Subject: [PATCH 0874/1078] rename RemoteStore -> FsspecStore (#2557)

* rename RemoteStore -> FsspecStore

* release note

* fix store type

* fixup doc build
---
 docs/release.rst                              |  2 ++
 src/zarr/storage/__init__.py                  |  4 +--
 src/zarr/storage/common.py                    |  4 +--
 src/zarr/storage/{remote.py => fsspec.py}     | 22 +++++++-------
 tests/conftest.py                             | 16 +++++-----
 tests/test_store/test_core.py                 |  4 +--
 .../{test_remote.py => test_fsspec.py}        | 30 +++++++++----------
 7 files changed, 42 insertions(+), 40 deletions(-)
 rename src/zarr/storage/{remote.py => fsspec.py} (96%)
 rename tests/test_store/{test_remote.py => test_fsspec.py} (89%)

diff --git a/docs/release.rst b/docs/release.rst
index 7f424c00e2..dd60502e85 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -39,6 +39,8 @@ Dependency Changes
   fsspec and any relevant implementations (e.g. s3fs) before using the ``RemoteStore``.
   By :user:`Joe Hamman <jhamman>` :issue:`2391`.
 
+* ``RemoteStore`` was renamed to ``FsspecStore``.
+  By :user:`Joe Hamman <jhamman>` :issue:`2557`.
 
 .. release_3.0.0-alpha:
 
diff --git a/src/zarr/storage/__init__.py b/src/zarr/storage/__init__.py
index 17b11f54a6..6f3ec59b01 100644
--- a/src/zarr/storage/__init__.py
+++ b/src/zarr/storage/__init__.py
@@ -1,16 +1,16 @@
 from zarr.storage.common import StoreLike, StorePath, make_store_path
+from zarr.storage.fsspec import FsspecStore
 from zarr.storage.local import LocalStore
 from zarr.storage.logging import LoggingStore
 from zarr.storage.memory import MemoryStore
-from zarr.storage.remote import RemoteStore
 from zarr.storage.wrapper import WrapperStore
 from zarr.storage.zip import ZipStore
 
 __all__ = [
+    "FsspecStore",
     "LocalStore",
     "LoggingStore",
     "MemoryStore",
-    "RemoteStore",
     "StoreLike",
     "StorePath",
     "WrapperStore",
diff --git a/src/zarr/storage/common.py b/src/zarr/storage/common.py
index e9d57197e1..973c8b13e3 100644
--- a/src/zarr/storage/common.py
+++ b/src/zarr/storage/common.py
@@ -281,7 +281,7 @@ async def make_store_path(
     TypeError
         If the StoreLike object is not one of the supported types.
     """
-    from zarr.storage.remote import RemoteStore  # circular import
+    from zarr.storage.fsspec import FsspecStore  # circular import
 
     used_storage_options = False
     path_normalized = normalize_path(path)
@@ -302,7 +302,7 @@ async def make_store_path(
 
             if _is_fsspec_uri(store_like):
                 used_storage_options = True
-                store = RemoteStore.from_url(
+                store = FsspecStore.from_url(
                     store_like, storage_options=storage_options, read_only=_read_only
                 )
             else:
diff --git a/src/zarr/storage/remote.py b/src/zarr/storage/fsspec.py
similarity index 96%
rename from src/zarr/storage/remote.py
rename to src/zarr/storage/fsspec.py
index 2b8329c9fa..c9edd8f8ac 100644
--- a/src/zarr/storage/remote.py
+++ b/src/zarr/storage/fsspec.py
@@ -22,7 +22,7 @@
 )
 
 
-class RemoteStore(Store):
+class FsspecStore(Store):
     """
     A remote Store based on FSSpec
 
@@ -61,8 +61,8 @@ class RemoteStore(Store):
 
     See Also
     --------
-    RemoteStore.from_upath
-    RemoteStore.from_url
+    FsspecStore.from_upath
+    FsspecStore.from_url
     """
 
     # based on FSSpec
@@ -96,7 +96,7 @@ def __init__(
         if "://" in path and not path.startswith("http"):
             # `not path.startswith("http")` is a special case for the http filesystem (¯\_(ツ)_/¯)
             scheme, _ = path.split("://", maxsplit=1)
-            raise ValueError(f"path argument to RemoteStore must not include scheme ({scheme}://)")
+            raise ValueError(f"path argument to FsspecStore must not include scheme ({scheme}://)")
 
     @classmethod
     def from_upath(
@@ -104,9 +104,9 @@ def from_upath(
         upath: Any,
         read_only: bool = False,
         allowed_exceptions: tuple[type[Exception], ...] = ALLOWED_EXCEPTIONS,
-    ) -> RemoteStore:
+    ) -> FsspecStore:
         """
-        Create a RemoteStore from an upath object.
+        Create a FsspecStore from an upath object.
 
         Parameters
         ----------
@@ -120,7 +120,7 @@ def from_upath(
 
         Returns
         -------
-        RemoteStore
+        FsspecStore
         """
         return cls(
             fs=upath.fs,
@@ -136,9 +136,9 @@ def from_url(
         storage_options: dict[str, Any] | None = None,
         read_only: bool = False,
         allowed_exceptions: tuple[type[Exception], ...] = ALLOWED_EXCEPTIONS,
-    ) -> RemoteStore:
+    ) -> FsspecStore:
         """
-        Create a RemoteStore from a URL.
+        Create a FsspecStore from a URL.
 
         Parameters
         ----------
@@ -154,7 +154,7 @@ def from_url(
 
         Returns
         -------
-        RemoteStore
+        FsspecStore
         """
         try:
             from fsspec import url_to_fs
@@ -185,7 +185,7 @@ async def clear(self) -> None:
             pass
 
     def __repr__(self) -> str:
-        return f"<RemoteStore({type(self.fs).__name__}, {self.path})>"
+        return f"<FsspecStore({type(self.fs).__name__}, {self.path})>"
 
     def __eq__(self, other: object) -> bool:
         return (
diff --git a/tests/conftest.py b/tests/conftest.py
index fbef922931..ee31d0d071 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -13,7 +13,7 @@
 from zarr.abc.store import Store
 from zarr.core.sync import sync
 from zarr.storage import LocalStore, MemoryStore, StorePath, ZipStore
-from zarr.storage.remote import RemoteStore
+from zarr.storage.fsspec import FsspecStore
 
 if TYPE_CHECKING:
     from collections.abc import Generator
@@ -25,14 +25,14 @@
 
 
 async def parse_store(
-    store: Literal["local", "memory", "remote", "zip"], path: str
-) -> LocalStore | MemoryStore | RemoteStore | ZipStore:
+    store: Literal["local", "memory", "fsspec", "zip"], path: str
+) -> LocalStore | MemoryStore | FsspecStore | ZipStore:
     if store == "local":
         return await LocalStore.open(path)
     if store == "memory":
         return await MemoryStore.open()
-    if store == "remote":
-        return await RemoteStore.open(url=path)
+    if store == "fsspec":
+        return await FsspecStore.open(url=path)
     if store == "zip":
         return await ZipStore.open(path + "/zarr.zip", mode="w")
     raise AssertionError
@@ -56,8 +56,8 @@ async def local_store(tmpdir: LEGACY_PATH) -> LocalStore:
 
 
 @pytest.fixture
-async def remote_store(url: str) -> RemoteStore:
-    return await RemoteStore.open(url)
+async def remote_store(url: str) -> FsspecStore:
+    return await FsspecStore.open(url)
 
 
 @pytest.fixture
@@ -87,7 +87,7 @@ def sync_store(request: pytest.FixtureRequest, tmp_path: LEGACY_PATH) -> Store:
 @dataclass
 class AsyncGroupRequest:
     zarr_format: ZarrFormat
-    store: Literal["local", "remote", "memory", "zip"]
+    store: Literal["local", "fsspec", "memory", "zip"]
     attributes: dict[str, Any] = field(default_factory=dict)
 
 
diff --git a/tests/test_store/test_core.py b/tests/test_store/test_core.py
index 81ed3744a9..48f8d2a529 100644
--- a/tests/test_store/test_core.py
+++ b/tests/test_store/test_core.py
@@ -7,9 +7,9 @@
 from zarr.core.common import AccessModeLiteral
 from zarr.storage._utils import normalize_path
 from zarr.storage.common import StoreLike, StorePath, make_store_path
+from zarr.storage.fsspec import FsspecStore
 from zarr.storage.local import LocalStore
 from zarr.storage.memory import MemoryStore
-from zarr.storage.remote import RemoteStore
 
 
 @pytest.mark.parametrize("path", [None, "", "bar"])
@@ -73,7 +73,7 @@ async def test_make_store_path_invalid() -> None:
 async def test_make_store_path_fsspec(monkeypatch) -> None:
     pytest.importorskip("fsspec")
     store_path = await make_store_path("http://foo.com/bar")
-    assert isinstance(store_path.store, RemoteStore)
+    assert isinstance(store_path.store, FsspecStore)
 
 
 @pytest.mark.parametrize(
diff --git a/tests/test_store/test_remote.py b/tests/test_store/test_fsspec.py
similarity index 89%
rename from tests/test_store/test_remote.py
rename to tests/test_store/test_fsspec.py
index c7f33e4b39..b307f2cdf4 100644
--- a/tests/test_store/test_remote.py
+++ b/tests/test_store/test_fsspec.py
@@ -10,7 +10,7 @@
 import zarr.api.asynchronous
 from zarr.core.buffer import Buffer, cpu, default_buffer_prototype
 from zarr.core.sync import _collect_aiterator, sync
-from zarr.storage import RemoteStore
+from zarr.storage import FsspecStore
 from zarr.testing.store import StoreTests
 
 if TYPE_CHECKING:
@@ -84,7 +84,7 @@ def s3(s3_base: None) -> Generator[s3fs.S3FileSystem, None, None]:
 
 
 async def test_basic() -> None:
-    store = RemoteStore.from_url(
+    store = FsspecStore.from_url(
         f"s3://{test_bucket_name}/foo/spam/",
         storage_options={"endpoint_url": endpoint_url, "anon": False},
     )
@@ -102,8 +102,8 @@ async def test_basic() -> None:
     assert out[0].to_bytes() == data[1:]
 
 
-class TestRemoteStoreS3(StoreTests[RemoteStore, cpu.Buffer]):
-    store_cls = RemoteStore
+class TestFsspecStoreS3(StoreTests[FsspecStore, cpu.Buffer]):
+    store_cls = FsspecStore
     buffer_cls = cpu.Buffer
 
     @pytest.fixture
@@ -114,36 +114,36 @@ def store_kwargs(self, request) -> dict[str, str | bool]:
         return {"fs": fs, "path": path}
 
     @pytest.fixture
-    def store(self, store_kwargs: dict[str, str | bool]) -> RemoteStore:
+    def store(self, store_kwargs: dict[str, str | bool]) -> FsspecStore:
         return self.store_cls(**store_kwargs)
 
-    async def get(self, store: RemoteStore, key: str) -> Buffer:
+    async def get(self, store: FsspecStore, key: str) -> Buffer:
         #  make a new, synchronous instance of the filesystem because this test is run in sync code
         new_fs = fsspec.filesystem(
             "s3", endpoint_url=store.fs.endpoint_url, anon=store.fs.anon, asynchronous=False
         )
         return self.buffer_cls.from_bytes(new_fs.cat(f"{store.path}/{key}"))
 
-    async def set(self, store: RemoteStore, key: str, value: Buffer) -> None:
+    async def set(self, store: FsspecStore, key: str, value: Buffer) -> None:
         #  make a new, synchronous instance of the filesystem because this test is run in sync code
         new_fs = fsspec.filesystem(
             "s3", endpoint_url=store.fs.endpoint_url, anon=store.fs.anon, asynchronous=False
         )
         new_fs.write_bytes(f"{store.path}/{key}", value.to_bytes())
 
-    def test_store_repr(self, store: RemoteStore) -> None:
-        assert str(store) == "<RemoteStore(S3FileSystem, test)>"
+    def test_store_repr(self, store: FsspecStore) -> None:
+        assert str(store) == "<FsspecStore(S3FileSystem, test)>"
 
-    def test_store_supports_writes(self, store: RemoteStore) -> None:
+    def test_store_supports_writes(self, store: FsspecStore) -> None:
         assert store.supports_writes
 
-    def test_store_supports_partial_writes(self, store: RemoteStore) -> None:
+    def test_store_supports_partial_writes(self, store: FsspecStore) -> None:
         assert not store.supports_partial_writes
 
-    def test_store_supports_listing(self, store: RemoteStore) -> None:
+    def test_store_supports_listing(self, store: FsspecStore) -> None:
         assert store.supports_listing
 
-    async def test_remote_store_from_uri(self, store: RemoteStore):
+    async def test_fsspec_store_from_uri(self, store: FsspecStore) -> None:
         storage_options = {
             "endpoint_url": endpoint_url,
             "anon": False,
@@ -188,7 +188,7 @@ def test_from_upath(self) -> None:
             anon=False,
             asynchronous=True,
         )
-        result = RemoteStore.from_upath(path)
+        result = FsspecStore.from_upath(path)
         assert result.fs.endpoint_url == endpoint_url
         assert result.fs.asynchronous
         assert result.path == f"{test_bucket_name}/foo/bar"
@@ -197,7 +197,7 @@ def test_init_raises_if_path_has_scheme(self, store_kwargs) -> None:
         # regression test for https://github.com/zarr-developers/zarr-python/issues/2342
         store_kwargs["path"] = "s3://" + store_kwargs["path"]
         with pytest.raises(
-            ValueError, match="path argument to RemoteStore must not include scheme .*"
+            ValueError, match="path argument to FsspecStore must not include scheme .*"
         ):
             self.store_cls(**store_kwargs)
 

From 9972066af88cb5e64f1ba5d4564d66572703e6cc Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 16 Dec 2024 12:23:13 +0000
Subject: [PATCH 0875/1078] Bump pypa/gh-action-pypi-publish in the actions
 group (#2562)

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.12.2 to 1.12.3
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.2...v1.12.3)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 34d6696413..375d9651d5 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -55,7 +55,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.12.2
+      - uses: pypa/gh-action-pypi-publish@v1.12.3
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From 77d0b112cb8211d3e033c502f35c96d230b78647 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Mon, 16 Dec 2024 12:43:18 +0000
Subject: [PATCH 0876/1078] Clean up optional dependency groups (#2541)

* Clean up optional dependency groups

* Fix hatch envs

* Remove jupyter extra

* Drop upath and tree dependency groups

* Change fsspec group to remote group

* Add a v3 what's new

* Fix optional group

* Fix spelling

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 docs/guide/index.rst       |  1 +
 docs/guide/whatsnew_v3.rst | 14 ++++++++++++++
 pyproject.toml             | 33 ++++++++++-----------------------
 3 files changed, 25 insertions(+), 23 deletions(-)
 create mode 100644 docs/guide/whatsnew_v3.rst

diff --git a/docs/guide/index.rst b/docs/guide/index.rst
index f841dbb85d..e532a13e20 100644
--- a/docs/guide/index.rst
+++ b/docs/guide/index.rst
@@ -4,5 +4,6 @@ Guide
 .. toctree::
     :maxdepth: 1
 
+    whatsnew_v3
     storage
     consolidated_metadata
diff --git a/docs/guide/whatsnew_v3.rst b/docs/guide/whatsnew_v3.rst
new file mode 100644
index 0000000000..302c3cf20c
--- /dev/null
+++ b/docs/guide/whatsnew_v3.rst
@@ -0,0 +1,14 @@
+What's new in v3
+================
+
+This page gives an overview of major changes and additions in version 3.
+
+
+Dependencies
+------------
+- The new ``remote`` dependency group can be used to install a supported version of
+  ``fsspec``, required for remote data access.
+- The new ``gpu`` dependency group can be used to install a supported version of
+  ``cuda``, required for GPU functionality.
+- The ``jupyter`` optional dependency group has been removed, since v3 contains no
+  jupyter specific functionality.
diff --git a/pyproject.toml b/pyproject.toml
index 5f2d7569b9..b438a2c292 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -53,9 +53,14 @@ license = {text = "MIT License"}
 keywords = ["Python", "compressed", "ndimensional-arrays", "zarr"]
 
 [project.optional-dependencies]
-fsspec = [
+# User extras
+remote = [
     "fsspec>=2023.10.0",
 ]
+gpu = [
+    "cupy-cuda12x",
+]
+# Development extras
 test = [
     "coverage",
     "pytest",
@@ -68,15 +73,7 @@ test = [
     "hypothesis",
     "universal-pathlib",
 ]
-
-jupyter = [
-    'notebook',
-    'ipytree>=0.2.2',
-    'ipywidgets>=8.0.0',
-]
-gpu = [
-    "cupy-cuda12x",
-]
+optional = ["rich", "universal-pathlib"]
 docs = [
     'sphinx==8.1.3',
     'sphinx-autobuild>=2021.3.14',
@@ -87,19 +84,9 @@ docs = [
     'pydata-sphinx-theme',
     'numpydoc',
     'numcodecs[msgpack]',
-    'msgpack',
-]
-extra = [
-    'msgpack',
-]
-optional = [
-    'universal-pathlib>=0.0.22',
-    'rich'
-]
-tree = [
-    'rich',
 ]
 
+
 [project.urls]
 "Bug Tracker" = "https://github.com/zarr-developers/zarr-python/issues"
 Changelog = "https://zarr.readthedocs.io/en/stable/release.html"
@@ -129,7 +116,7 @@ dependencies = [
     "numpy~={matrix:numpy}",
     "universal_pathlib",
 ]
-features = ["test", "extra"]
+features = ["test"]
 
 [[tool.hatch.envs.test.matrix]]
 python = ["3.11", "3.12", "3.13"]
@@ -160,7 +147,7 @@ dependencies = [
     "numpy~={matrix:numpy}",
     "universal_pathlib",
 ]
-features = ["test", "extra", "gpu"]
+features = ["test", "gpu"]
 
 [[tool.hatch.envs.gputest.matrix]]
 python = ["3.11", "3.12", "3.13"]

From 775979fce31175149a35aee04f0f7b8cb29ab9a4 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Mon, 16 Dec 2024 14:57:02 +0100
Subject: [PATCH 0877/1078] add warnings when using non-spec features with v3
 (#2556)

* add warnings when using non-spec features with v3

* tweak signature

* may change in the future

* wording
---
 pyproject.toml               |  1 +
 src/zarr/api/asynchronous.py |  9 +++++++++
 src/zarr/codecs/vlen_utf8.py | 19 +++++++++++++++++++
 src/zarr/core/array.py       | 13 +++++++++++--
 src/zarr/core/metadata/v3.py | 10 +++++-----
 5 files changed, 45 insertions(+), 7 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index b438a2c292..7b516bbc05 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -363,6 +363,7 @@ filterwarnings = [
     "ignore:The loop argument is deprecated since Python 3.8.*:DeprecationWarning",
     "ignore:Creating a zarr.buffer.gpu.*:UserWarning",
     "ignore:Duplicate name:UserWarning",  # from ZipFile
+    "ignore:.*is currently not part in the Zarr version 3 specification.*:UserWarning",
 ]
 markers = [
     "gpu: mark a test as requiring CuPy and GPU"
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index b5dbb0cfa5..2d1c26e145 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -195,6 +195,14 @@ async def consolidate_metadata(
             v = dataclasses.replace(v, consolidated_metadata=ConsolidatedMetadata(metadata={}))
             members_metadata[k] = v
 
+    if any(m.zarr_format == 3 for m in members_metadata.values()):
+        warnings.warn(
+            "Consolidated metadata is currently not part in the Zarr version 3 specification. It "
+            "may not be supported by other zarr implementations and may change in the future.",
+            category=UserWarning,
+            stacklevel=1,
+        )
+
     ConsolidatedMetadata._flat_to_nested(members_metadata)
 
     consolidated_metadata = ConsolidatedMetadata(metadata=members_metadata)
@@ -203,6 +211,7 @@ async def consolidate_metadata(
         group,
         metadata=metadata,
     )
+
     await group._save_metadata()
     return group
 
diff --git a/src/zarr/codecs/vlen_utf8.py b/src/zarr/codecs/vlen_utf8.py
index 43544e0809..e5b895ae0c 100644
--- a/src/zarr/codecs/vlen_utf8.py
+++ b/src/zarr/codecs/vlen_utf8.py
@@ -2,6 +2,7 @@
 
 from dataclasses import dataclass
 from typing import TYPE_CHECKING
+from warnings import warn
 
 import numpy as np
 from numcodecs.vlen import VLenBytes, VLenUTF8
@@ -25,6 +26,15 @@
 
 @dataclass(frozen=True)
 class VLenUTF8Codec(ArrayBytesCodec):
+    def __init__(self) -> None:
+        warn(
+            "The codec `vlen-utf8` is currently not part in the Zarr version 3 specification. It "
+            "may not be supported by other zarr implementations and may change in the future.",
+            category=UserWarning,
+            stacklevel=2,
+        )
+        super().__init__()
+
     @classmethod
     def from_dict(cls, data: dict[str, JSON]) -> Self:
         _, configuration_parsed = parse_named_configuration(
@@ -71,6 +81,15 @@ def compute_encoded_size(self, input_byte_length: int, _chunk_spec: ArraySpec) -
 
 @dataclass(frozen=True)
 class VLenBytesCodec(ArrayBytesCodec):
+    def __init__(self) -> None:
+        warn(
+            "The codec `vlen-bytes` is currently not part in the Zarr version 3 specification. It "
+            "may not be supported by other zarr implementations and may change in the future.",
+            category=UserWarning,
+            stacklevel=2,
+        )
+        super().__init__()
+
     @classmethod
     def from_dict(cls, data: dict[str, JSON]) -> Self:
         _, configuration_parsed = parse_named_configuration(
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index aab7e2a527..b57712717b 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -6,6 +6,7 @@
 from itertools import starmap
 from logging import getLogger
 from typing import TYPE_CHECKING, Any, Generic, Literal, cast, overload
+from warnings import warn
 
 import numpy as np
 import numpy.typing as npt
@@ -539,7 +540,7 @@ async def _create_v3(
         store_path: StorePath,
         *,
         shape: ShapeLike,
-        dtype: npt.DTypeLike,
+        dtype: np.dtype[Any],
         chunk_shape: ChunkCoords,
         fill_value: Any | None = None,
         order: MemoryOrder | None = None,
@@ -580,6 +581,14 @@ async def _create_v3(
                 else DefaultChunkKeyEncoding(separator=chunk_key_encoding[1])
             )
 
+        if dtype.kind in "UTS":
+            warn(
+                f"The dtype `{dtype}` is currently not part in the Zarr version 3 specification. It "
+                "may not be supported by other zarr implementations and may change in the future.",
+                category=UserWarning,
+                stacklevel=2,
+            )
+
         metadata = ArrayV3Metadata(
             shape=shape,
             data_type=dtype,
@@ -601,7 +610,7 @@ async def _create_v2(
         store_path: StorePath,
         *,
         shape: ChunkCoords,
-        dtype: npt.DTypeLike,
+        dtype: np.dtype[Any],
         chunks: ChunkCoords,
         dimension_separator: Literal[".", "/"] | None = None,
         fill_value: float | None = None,
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index b800ae4d73..3e925e08bd 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -95,14 +95,14 @@ def validate_codecs(codecs: tuple[Codec, ...], dtype: DataType) -> None:
 
     # we need to have special codecs if we are decoding vlen strings or bytestrings
     # TODO: use codec ID instead of class name
-    codec_id = abc.__class__.__name__
-    if dtype == DataType.string and not codec_id == "VLenUTF8Codec":
+    codec_class_name = abc.__class__.__name__
+    if dtype == DataType.string and not codec_class_name == "VLenUTF8Codec":
         raise ValueError(
-            f"For string dtype, ArrayBytesCodec must be `VLenUTF8Codec`, got `{codec_id}`."
+            f"For string dtype, ArrayBytesCodec must be `VLenUTF8Codec`, got `{codec_class_name}`."
         )
-    if dtype == DataType.bytes and not codec_id == "VLenBytesCodec":
+    if dtype == DataType.bytes and not codec_class_name == "VLenBytesCodec":
         raise ValueError(
-            f"For bytes dtype, ArrayBytesCodec must be `VLenBytesCodec`, got `{codec_id}`."
+            f"For bytes dtype, ArrayBytesCodec must be `VLenBytesCodec`, got `{codec_class_name}`."
         )
 
 

From c0f7ece3aba07c208431f1401f5635c072cb3033 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Mon, 16 Dec 2024 16:03:02 +0000
Subject: [PATCH 0878/1078] Shorten contributing page title (#2565)

---
 docs/contributing.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/contributing.rst b/docs/contributing.rst
index 8038330239..6b0567f38d 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -1,5 +1,5 @@
-Contributing to Zarr
-====================
+Contributing
+============
 
 Zarr is a community maintained project. We welcome contributions in the form of bug
 reports, bug fixes, documentation, enhancement proposals and more. This page provides

From a615ee90b0409e890998f12ad1a593173f1d729a Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 17 Dec 2024 11:38:56 +0000
Subject: [PATCH 0879/1078] Remove specs pages from docs (#2555)

* Remove specs pages from docs

* Add spec doc redirects

* Fix redirects

* Fix index page typo

Co-authored-by: Josh Moore <josh@openmicroscopy.org>

---------

Co-authored-by: Josh Moore <josh@openmicroscopy.org>
---
 docs/conf.py          |  8 ++++++++
 docs/contributing.rst |  3 ++-
 docs/index.rst        |  4 ++--
 docs/release.rst      | 20 ++++++++++----------
 docs/spec.rst         | 11 -----------
 docs/spec/v1.rst      |  7 -------
 docs/spec/v2.rst      |  7 -------
 docs/spec/v3.rst      |  7 -------
 pyproject.toml        |  1 +
 test.py               |  7 +++++++
 10 files changed, 30 insertions(+), 45 deletions(-)
 delete mode 100644 docs/spec.rst
 delete mode 100644 docs/spec/v1.rst
 delete mode 100644 docs/spec/v2.rst
 delete mode 100644 docs/spec/v3.rst
 create mode 100644 test.py

diff --git a/docs/conf.py b/docs/conf.py
index 72c6130a16..5f714421d3 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -47,6 +47,7 @@
     "sphinx_issues",
     "sphinx_copybutton",
     "sphinx_design",
+    'sphinx_reredirects',
 ]
 
 issues_github_path = "zarr-developers/zarr-python"
@@ -81,6 +82,13 @@
 version = get_version("zarr")
 release = get_version("zarr")
 
+redirects = {
+     "spec": "https://zarr-specs.readthedocs.io",
+     "spec/v1": 'https://zarr-specs.readthedocs.io/en/latest/v1/v1.0.html',
+     "spec/v2": "https://zarr-specs.readthedocs.io/en/latest/v2/v2.0.html",
+     "spec/v3": "https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html",
+}
+
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
 #
diff --git a/docs/contributing.rst b/docs/contributing.rst
index 6b0567f38d..0ead6c8267 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -307,7 +307,8 @@ Data format compatibility
 The data format used by Zarr is defined by a specification document, which should be
 platform-independent and contain sufficient detail to construct an interoperable
 software library to read and/or write Zarr data using any programming language. The
-latest version of the specification document is available from the :ref:`spec` page.
+latest version of the specification document is available on the
+`Zarr specifications website <https://zarr-specs.readthedocs.io>`_.
 
 Here, **data format compatibility** means that all software libraries that implement a
 particular version of the Zarr storage specification are interoperable, in the sense
diff --git a/docs/index.rst b/docs/index.rst
index d0b41ed634..82ed2889f4 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -12,7 +12,6 @@ Zarr-Python
     tutorial
     guide/index
     api/index
-    spec
     release
     license
     contributing
@@ -26,7 +25,8 @@ Zarr-Python
 `Installation <installation.html>`_ |
 `Source Repository <https://github.com/zarr-developers/zarr-python>`_ |
 `Issue Tracker <https://github.com/zarr-developers/zarr-python/issues>`_ |
-`Zulip Chat <https://ossci.zulipchat.com/>`_
+`Zulip Chat <https://ossci.zulipchat.com/>`_ |
+`Zarr specifications <https://zarr-specs.readthedocs.io>`_
 
 Zarr is a file storage format for chunked, compressed, N-dimensional arrays based on an open-source specification.
 
diff --git a/docs/release.rst b/docs/release.rst
index dd60502e85..be0919f08b 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -218,17 +218,17 @@ Typing
 Maintenance
 ~~~~~~~~~~~
 
-* Remedy a situation where ``zarr-python`` was importing ``DummyStorageTransformer`` from the test suite. 
+* Remedy a situation where ``zarr-python`` was importing ``DummyStorageTransformer`` from the test suite.
   The dependency relationship is now reversed: the test suite imports this class from ``zarr-python``.
   By :user:`Davis Bennett <d-v-b>` :issue:`1601`.
 
-* [V3] Update minimum supported Python and Numpy versions. 
+* [V3] Update minimum supported Python and Numpy versions.
   By :user:`Joe Hamman <jhamman>` :issue:`1638`
 
 * use src layout and use hatch for packaging.
   By :user:`Davis Bennett <d-v-b>` :issue:`1592`.
 
-* temporarily disable mypy in v3 directory. 
+* temporarily disable mypy in v3 directory.
   By :user:`Joe Hamman <jhamman>` :issue:`1649`.
 
 * create hatch test env.
@@ -315,10 +315,10 @@ Maintenance
 Documentation
 ~~~~~~~~~~~~~
 
-* Specify docs hatch env for v3 branch. 
+* Specify docs hatch env for v3 branch.
   By :user:`Max Jones <maxrjones>` :issue:`1655`.
 
-* Development installation/contributing docs updates. 
+* Development installation/contributing docs updates.
   By :user:`Alden Keefe Sampson <aldenks>` :issue:`1643`.
 
 * chore: update project settings per scientific python repo-review.
@@ -336,7 +336,7 @@ Enhancements
 ~~~~~~~~~~~~
 * Added support for creating a copy of data when converting a `zarr.Array`
   to a numpy array.
-  By :user:`David Stansby <dstansby>` (:issue:`2106`) and 
+  By :user:`David Stansby <dstansby>` (:issue:`2106`) and
   :user:`Joe Hamman <jhamman>` (:issue:`2123`).
 
 Maintenance
@@ -2191,7 +2191,7 @@ Other changes
 ~~~~~~~~~~~~~
 
 To accommodate support for hierarchies and filters, the Zarr metadata format
-has been modified. See the :ref:`spec_v2` for more information. To migrate an
+has been modified. See the ``spec_v2`` for more information. To migrate an
 array stored using Zarr version 1.x, use the :func:`zarr.storage.migrate_1to2`
 function.
 
@@ -2237,14 +2237,14 @@ abstraction layer between the core array logic and data storage (:issue:`21`).
 In this release, any
 object that implements the ``MutableMapping`` interface can be used as
 an array store. See the tutorial sections on :ref:`tutorial_persist`
-and :ref:`tutorial_storage`, the :ref:`spec_v1`, and the
+and :ref:`tutorial_storage`, the ``spec_v1``, and the
 :mod:`zarr.storage` module documentation for more information.
 
 Please note also that the file organization and file name conventions
 used when storing a Zarr array in a directory on the file system have
 changed. Persistent Zarr arrays created using previous versions of the
 software will not be compatible with this version. See the
-:mod:`zarr.storage` API docs and the :ref:`spec_v1` for more
+:mod:`zarr.storage` API docs and the ``spec_v1`` for more
 information.
 
 Compression
@@ -2257,7 +2257,7 @@ as the default compressor, however other compressors including zlib,
 BZ2 and LZMA are also now supported via the Python standard
 library. New compressors can also be dynamically registered for use
 with Zarr. See the tutorial sections on :ref:`tutorial_compress` and
-:ref:`tutorial_tips_blosc`, the :ref:`spec_v1`, and the
+:ref:`tutorial_tips_blosc`, the ``spec_v1``, and the
 :mod:`zarr.compressors` module documentation for more information.
 
 Synchronization
diff --git a/docs/spec.rst b/docs/spec.rst
deleted file mode 100644
index 8aca0bbd80..0000000000
--- a/docs/spec.rst
+++ /dev/null
@@ -1,11 +0,0 @@
-.. _spec:
-
-Specifications
-==============
-
-.. toctree::
-    :maxdepth: 1
-
-    spec/v3
-    spec/v2
-    spec/v1
diff --git a/docs/spec/v1.rst b/docs/spec/v1.rst
deleted file mode 100644
index 27a0490e0a..0000000000
--- a/docs/spec/v1.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-.. _spec_v1:
-
-Zarr Storage Specification Version 1
-====================================
-
-The V1 Specification has been migrated to its website →
-https://zarr-specs.readthedocs.io/.
diff --git a/docs/spec/v2.rst b/docs/spec/v2.rst
deleted file mode 100644
index deb6d46ce6..0000000000
--- a/docs/spec/v2.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-.. _spec_v2:
-
-Zarr Storage Specification Version 2
-====================================
-
-The V2 Specification has been migrated to its website →
-https://zarr-specs.readthedocs.io/.
diff --git a/docs/spec/v3.rst b/docs/spec/v3.rst
deleted file mode 100644
index 3d39f35ba6..0000000000
--- a/docs/spec/v3.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-.. _spec_v3:
-
-Zarr Storage Specification Version 3
-====================================
-
-The V3 Specification has been migrated to its website →
-https://zarr-specs.readthedocs.io/.
diff --git a/pyproject.toml b/pyproject.toml
index 7b516bbc05..6c8110cbf9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -81,6 +81,7 @@ docs = [
     'sphinx_design',
     'sphinx-issues',
     'sphinx-copybutton',
+    'sphinx-reredirects',
     'pydata-sphinx-theme',
     'numpydoc',
     'numcodecs[msgpack]',
diff --git a/test.py b/test.py
new file mode 100644
index 0000000000..29dac92c8b
--- /dev/null
+++ b/test.py
@@ -0,0 +1,7 @@
+import zarr
+
+store = zarr.DirectoryStore("data")
+r = zarr.open_group(store=store)
+z = r.full("myArray", 42, shape=(), dtype="i4", compressor=None)
+
+print(z.oindex[...])

From a7714c70298d82bf1a2c9555e208fde9ad7ac3c4 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 17 Dec 2024 16:13:04 +0000
Subject: [PATCH 0880/1078] Trim trailing whitespace (#2563)

---
 .github/workflows/gpu_test.yml |  2 +-
 .github/workflows/releases.yml |  2 +-
 .github/workflows/test.yml     |  4 ++--
 .pre-commit-config.yaml        |  1 +
 README-v3.md                   |  2 +-
 bench/compress_normal.txt      | 40 +++++++++++++++++-----------------
 docs/guide/storage.rst         | 10 ++++-----
 docs/roadmap.rst               |  8 +++----
 docs/tutorial.rst              |  4 ++--
 9 files changed, 37 insertions(+), 36 deletions(-)

diff --git a/.github/workflows/gpu_test.yml b/.github/workflows/gpu_test.yml
index 0403a9c06e..b13da7d36f 100644
--- a/.github/workflows/gpu_test.yml
+++ b/.github/workflows/gpu_test.yml
@@ -55,7 +55,7 @@ jobs:
         cache: 'pip'
     - name: Install Hatch and CuPy
       run: |
-        python -m pip install --upgrade pip 
+        python -m pip install --upgrade pip
         pip install hatch
     - name: Set Up Hatch Env
       run: |
diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 375d9651d5..1b23260c2e 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -23,7 +23,7 @@ jobs:
 
       - name: Install PyBuild
         run: |
-          python -m pip install --upgrade pip 
+          python -m pip install --upgrade pip
           pip install hatch
       - name: Build wheel and sdist
         run: hatch build
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 1c25dcb1f4..1157fccc86 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -52,7 +52,7 @@ jobs:
         cache: 'pip'
     - name: Install Hatch
       run: |
-        python -m pip install --upgrade pip 
+        python -m pip install --upgrade pip
         pip install hatch
     - name: Set Up Hatch Env
       run: |
@@ -84,7 +84,7 @@ jobs:
         cache: 'pip'
     - name: Install Hatch
       run: |
-        python -m pip install --upgrade pip 
+        python -m pip install --upgrade pip
         pip install hatch
     - name: Set Up Hatch Env
       run: |
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index b300752b31..4a93e9ce87 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -20,6 +20,7 @@ repos:
     rev: v5.0.0
     hooks:
     - id: check-yaml
+    - id: trailing-whitespace
   - repo: https://github.com/pre-commit/mirrors-mypy
     rev: v1.13.0
     hooks:
diff --git a/README-v3.md b/README-v3.md
index 8348038e5a..598e646377 100644
--- a/README-v3.md
+++ b/README-v3.md
@@ -38,7 +38,7 @@ hatch env create test
 ## Run the Tests
 
 ```
-hatch run test:run 
+hatch run test:run
 ```
 
 or
diff --git a/bench/compress_normal.txt b/bench/compress_normal.txt
index d527cf03d4..e5d6be6aeb 100644
--- a/bench/compress_normal.txt
+++ b/bench/compress_normal.txt
@@ -19,7 +19,7 @@ Line #      Hits         Time  Per Hit   % Time  Line Contents
 ==============================================================
    137                                           def compress(source, char* cname, int clevel, int shuffle):
    138                                               """Compress data in a numpy array.
-   139                                           
+   139
    140                                               Parameters
    141                                               ----------
    142                                               source : array-like
@@ -30,14 +30,14 @@ Line #      Hits         Time  Per Hit   % Time  Line Contents
    147                                                   Compression level.
    148                                               shuffle : int
    149                                                   Shuffle filter.
-   150                                           
+   150
    151                                               Returns
    152                                               -------
    153                                               dest : bytes-like
    154                                                   Compressed data.
-   155                                           
+   155
    156                                               """
-   157                                           
+   157
    158                                               cdef:
    159                                                   char *source_ptr
    160                                                   char *dest_ptr
@@ -45,18 +45,18 @@ Line #      Hits         Time  Per Hit   % Time  Line Contents
    162                                                   size_t nbytes, cbytes, itemsize
    163       200          506      2.5      0.2          array.array char_array_template = array.array('b', [])
    164                                                   array.array dest
-   165                                           
+   165
    166                                               # setup source buffer
    167       200          458      2.3      0.2      PyObject_GetBuffer(source, &source_buffer, PyBUF_ANY_CONTIGUOUS)
    168       200          119      0.6      0.0      source_ptr = <char *> source_buffer.buf
-   169                                           
+   169
    170                                               # setup destination
    171       200          239      1.2      0.1      nbytes = source_buffer.len
    172       200          103      0.5      0.0      itemsize = source_buffer.itemsize
    173       200         2286     11.4      0.8      dest = array.clone(char_array_template, nbytes + BLOSC_MAX_OVERHEAD,
    174                                                                  zero=False)
    175       200          129      0.6      0.0      dest_ptr = <char *> dest.data.as_voidptr
-   176                                           
+   176
    177                                               # perform compression
    178       200         1734      8.7      0.6      if _get_use_threads():
    179                                                   # allow blosc to use threads internally
@@ -67,24 +67,24 @@ Line #      Hits         Time  Per Hit   % Time  Line Contents
    184                                                       cbytes = blosc_compress(clevel, shuffle, itemsize, nbytes,
    185                                                                               source_ptr, dest_ptr,
    186                                                                               nbytes + BLOSC_MAX_OVERHEAD)
-   187                                           
+   187
    188                                               else:
    189                                                   with nogil:
    190                                                       cbytes = blosc_compress_ctx(clevel, shuffle, itemsize, nbytes,
    191                                                                                   source_ptr, dest_ptr,
    192                                                                                   nbytes + BLOSC_MAX_OVERHEAD, cname,
    193                                                                                   0, 1)
-   194                                           
+   194
    195                                               # release source buffer
    196       200          616      3.1      0.2      PyBuffer_Release(&source_buffer)
-   197                                           
+   197
    198                                               # check compression was successful
    199       200          120      0.6      0.0      if cbytes <= 0:
    200                                                   raise RuntimeError('error during blosc compression: %d' % cbytes)
-   201                                           
+   201
    202                                               # resize after compression
    203       200         1896      9.5      0.6      array.resize(dest, cbytes)
-   204                                           
+   204
    205       200          186      0.9      0.1      return dest
 
 *******************************************************************************
@@ -100,19 +100,19 @@ Line #      Hits         Time  Per Hit   % Time  Line Contents
 ==============================================================
     75                                           def decompress(source, dest):
     76                                               """Decompress data.
-    77                                           
+    77
     78                                               Parameters
     79                                               ----------
     80                                               source : bytes-like
     81                                                   Compressed data, including blosc header.
     82                                               dest : array-like
     83                                                   Object to decompress into.
-    84                                           
+    84
     85                                               Notes
     86                                               -----
     87                                               Assumes that the size of the destination buffer is correct for the size of
     88                                               the uncompressed data.
-    89                                           
+    89
     90                                               """
     91                                               cdef:
     92                                                   int ret
@@ -122,7 +122,7 @@ Line #      Hits         Time  Per Hit   % Time  Line Contents
     96                                                   array.array source_array
     97                                                   Py_buffer dest_buffer
     98                                                   size_t nbytes
-    99                                           
+    99
    100                                               # setup source buffer
    101       200          573      2.9      0.2      if PY2 and isinstance(source, array.array):
    102                                                   # workaround fact that array.array does not support new-style buffer
@@ -134,13 +134,13 @@ Line #      Hits         Time  Per Hit   % Time  Line Contents
    108       200          112      0.6      0.0          release_source_buffer = True
    109       200          144      0.7      0.1          PyObject_GetBuffer(source, &source_buffer, PyBUF_ANY_CONTIGUOUS)
    110       200           98      0.5      0.0          source_ptr = <char *> source_buffer.buf
-   111                                           
+   111
    112                                               # setup destination buffer
    113       200          552      2.8      0.2      PyObject_GetBuffer(dest, &dest_buffer,
    114                                                                  PyBUF_ANY_CONTIGUOUS | PyBUF_WRITEABLE)
    115       200          100      0.5      0.0      dest_ptr = <char *> dest_buffer.buf
    116       200           84      0.4      0.0      nbytes = dest_buffer.len
-   117                                           
+   117
    118                                               # perform decompression
    119       200         1856      9.3      0.8      if _get_use_threads():
    120                                                   # allow blosc to use threads internally
@@ -149,12 +149,12 @@ Line #      Hits         Time  Per Hit   % Time  Line Contents
    123                                               else:
    124                                                   with nogil:
    125                                                       ret = blosc_decompress_ctx(source_ptr, dest_ptr, nbytes, 1)
-   126                                           
+   126
    127                                               # release buffers
    128       200          754      3.8      0.3      if release_source_buffer:
    129       200          326      1.6      0.1          PyBuffer_Release(&source_buffer)
    130       200          165      0.8      0.1      PyBuffer_Release(&dest_buffer)
-   131                                           
+   131
    132                                               # handle errors
    133       200          128      0.6      0.1      if ret <= 0:
    134                                                   raise RuntimeError('error during blosc decompression: %d' % ret)
diff --git a/docs/guide/storage.rst b/docs/guide/storage.rst
index 69de796b3d..730b0bfcc8 100644
--- a/docs/guide/storage.rst
+++ b/docs/guide/storage.rst
@@ -4,7 +4,7 @@ Storage
 Zarr-Python supports multiple storage backends, including: local file systems,
 Zip files, remote stores via ``fsspec`` (S3, HTTP, etc.), and in-memory stores. In
 Zarr-Python 3, stores must implement the abstract store API from
-:class:`zarr.abc.store.Store`. 
+:class:`zarr.abc.store.Store`.
 
 .. note::
    Unlike Zarr-Python 2 where the store interface was built around a generic ``MutableMapping``
@@ -50,8 +50,8 @@ filesystem.
 Zip Store
 ~~~~~~~~~
 
-The :class:`zarr.storage.ZipStore` stores the contents of a Zarr hierarchy in a single 
-Zip file. The `Zip Store specification_` is currently in draft form. 
+The :class:`zarr.storage.ZipStore` stores the contents of a Zarr hierarchy in a single
+Zip file. The `Zip Store specification_` is currently in draft form.
 
 .. code-block:: python
 
@@ -65,7 +65,7 @@ Remote Store
 
 The :class:`zarr.storage.RemoteStore` stores the contents of a Zarr hierarchy in following the same
 logical layout as the ``LocalStore``, except the store is assumed to be on a remote storage system
-such as cloud object storage (e.g. AWS S3, Google Cloud Storage, Azure Blob Store). The 
+such as cloud object storage (e.g. AWS S3, Google Cloud Storage, Azure Blob Store). The
 :class:`zarr.storage.RemoteStore` is backed by `Fsspec_` and can support any Fsspec backend
 that implements the `AbstractFileSystem` API,
 
@@ -80,7 +80,7 @@ Memory Store
 ~~~~~~~~~~~~
 
 The :class:`zarr.storage.RemoteStore` a in-memory store that allows for serialization of
-Zarr data (metadata and chunks) to a dictionary. 
+Zarr data (metadata and chunks) to a dictionary.
 
 .. code-block:: python
 
diff --git a/docs/roadmap.rst b/docs/roadmap.rst
index 93f2a26896..d9fc32b775 100644
--- a/docs/roadmap.rst
+++ b/docs/roadmap.rst
@@ -16,7 +16,7 @@ Roadmap
    -  Martin Durrant / @martindurant
 
 .. note::
-   
+
    This document was written in the early stages of the 3.0 refactor. Some
    aspects of the design have changed since this was originally written.
    Questions and discussion about the contents of this document should be directed to
@@ -227,7 +227,7 @@ expose the required methods as async methods.
 
        async def get_partial_values(self, key_ranges: List[Tuple[str, int, int]) -> bytes:
            ...
-           
+
        async def set(self, key: str, value: Union[bytes, bytearray, memoryview]) -> None:
            ...  # required for writable stores
 
@@ -246,10 +246,10 @@ expose the required methods as async methods.
        # additional (optional methods)
        async def getsize(self, prefix: str) -> int:
            ...
-           
+
        async def rename(self, src: str, dest: str) -> None
            ...
-           
+
 
 Recognizing that there are many Zarr applications today that rely on the
 ``MutableMapping`` interface supported by Zarr-Python 2, a wrapper store
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
index 5d977c48a5..71254900d5 100644
--- a/docs/tutorial.rst
+++ b/docs/tutorial.rst
@@ -1015,12 +1015,12 @@ class from ``fsspec``. The following example demonstrates how to access
 a ZIP-archived Zarr group on s3 using `s3fs <https://s3fs.readthedocs.io/en/latest/>`_ and ``ZipFileSystem``:
 
     >>> s3_path = "s3://path/to/my.zarr.zip"
-    >>> 
+    >>>
     >>> s3 = s3fs.S3FileSystem()
     >>> f = s3.open(s3_path)
     >>> fs = ZipFileSystem(f, mode="r")
     >>> store = FSMap("", fs, check=False)
-    >>> 
+    >>>
     >>> # caching may improve performance when repeatedly reading the same data
     >>> cache = zarr.storage.LRUStoreCache(store, max_size=2**28)
     >>> z = zarr.group(store=cache)

From f360fc6c26d1b006b616a5282cb9120ec96e5531 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Wed, 18 Dec 2024 16:00:13 +0100
Subject: [PATCH 0881/1078] Remove config warning if only one implementation
 exists (#2571)

* add test_warning_on_missing_codec_config

* improve config tests

* remove warning if only one implementation exists
---
 src/zarr/registry.py |   2 +
 tests/test_config.py | 133 ++++++++++++++++++++++++++-----------------
 2 files changed, 84 insertions(+), 51 deletions(-)

diff --git a/src/zarr/registry.py b/src/zarr/registry.py
index 12b0738016..9055bb1447 100644
--- a/src/zarr/registry.py
+++ b/src/zarr/registry.py
@@ -138,6 +138,8 @@ def get_codec_class(key: str, reload_config: bool = False) -> type[Codec]:
 
     config_entry = config.get("codecs", {}).get(key)
     if config_entry is None:
+        if len(codec_classes) == 1:
+            return next(iter(codec_classes.values()))
         warnings.warn(
             f"Codec '{key}' not configured in config. Selecting any implementation.", stacklevel=2
         )
diff --git a/tests/test_config.py b/tests/test_config.py
index 2e919a0add..e3f5ec25e3 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -143,6 +143,7 @@ class MockEnvCodecPipeline(CodecPipeline):
         assert get_pipeline_class(reload_config=True) == MockEnvCodecPipeline
 
 
+@pytest.mark.filterwarnings("error")
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 def test_config_codec_implementation(store: Store) -> None:
     # has default value
@@ -156,24 +157,29 @@ async def _encode_single(
         ) -> CodecOutput | None:
             _mock.call()
 
-    config.set({"codecs.blosc": fully_qualified_name(MockBloscCodec)})
     register_codec("blosc", MockBloscCodec)
-    assert get_codec_class("blosc") == MockBloscCodec
-
-    # test if codec is used
-    arr = Array.create(
-        store=store,
-        shape=(100,),
-        chunks=(10,),
-        zarr_format=3,
-        dtype="i4",
-        codecs=[BytesCodec(), {"name": "blosc", "configuration": {}}],
-    )
-    arr[:] = range(100)
-    _mock.call.assert_called()
+    with config.set({"codecs.blosc": fully_qualified_name(MockBloscCodec)}):
+        assert get_codec_class("blosc") == MockBloscCodec
+
+        # test if codec is used
+        arr = Array.create(
+            store=store,
+            shape=(100,),
+            chunks=(10,),
+            zarr_format=3,
+            dtype="i4",
+            codecs=[BytesCodec(), {"name": "blosc", "configuration": {}}],
+        )
+        arr[:] = range(100)
+        _mock.call.assert_called()
+
+    # test set codec with environment variable
+    class NewBloscCodec(BloscCodec):
+        pass
 
-    with mock.patch.dict(os.environ, {"ZARR_CODECS__BLOSC": fully_qualified_name(BloscCodec)}):
-        assert get_codec_class("blosc", reload_config=True) == BloscCodec
+    register_codec("blosc", NewBloscCodec)
+    with mock.patch.dict(os.environ, {"ZARR_CODECS__BLOSC": fully_qualified_name(NewBloscCodec)}):
+        assert get_codec_class("blosc", reload_config=True) == NewBloscCodec
 
 
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
@@ -183,18 +189,17 @@ def test_config_ndbuffer_implementation(store: Store) -> None:
 
     # set custom ndbuffer with TestNDArrayLike implementation
     register_ndbuffer(NDBufferUsingTestNDArrayLike)
-    config.set({"ndbuffer": fully_qualified_name(NDBufferUsingTestNDArrayLike)})
-    assert get_ndbuffer_class() == NDBufferUsingTestNDArrayLike
-    arr = Array.create(
-        store=store,
-        shape=(100,),
-        chunks=(10,),
-        zarr_format=3,
-        dtype="i4",
-    )
-    got = arr[:]
-    print(type(got))
-    assert isinstance(got, TestNDArrayLike)
+    with config.set({"ndbuffer": fully_qualified_name(NDBufferUsingTestNDArrayLike)}):
+        assert get_ndbuffer_class() == NDBufferUsingTestNDArrayLike
+        arr = Array.create(
+            store=store,
+            shape=(100,),
+            chunks=(10,),
+            zarr_format=3,
+            dtype="i4",
+        )
+        got = arr[:]
+        assert isinstance(got, TestNDArrayLike)
 
 
 def test_config_buffer_implementation() -> None:
@@ -208,27 +213,53 @@ def test_config_buffer_implementation() -> None:
         arr[:] = np.arange(100)
 
     register_buffer(TestBuffer)
-    config.set({"buffer": fully_qualified_name(TestBuffer)})
-    assert get_buffer_class() == TestBuffer
-
-    # no error using TestBuffer
-    data = np.arange(100)
-    arr[:] = np.arange(100)
-    assert np.array_equal(arr[:], data)
-
-    data2d = np.arange(1000).reshape(100, 10)
-    arr_sharding = zeros(
-        shape=(100, 10),
-        store=StoreExpectingTestBuffer(),
-        codecs=[ShardingCodec(chunk_shape=(10, 10))],
-    )
-    arr_sharding[:] = data2d
-    assert np.array_equal(arr_sharding[:], data2d)
+    with config.set({"buffer": fully_qualified_name(TestBuffer)}):
+        assert get_buffer_class() == TestBuffer
 
-    arr_Crc32c = zeros(
-        shape=(100, 10),
-        store=StoreExpectingTestBuffer(),
-        codecs=[BytesCodec(), Crc32cCodec()],
-    )
-    arr_Crc32c[:] = data2d
-    assert np.array_equal(arr_Crc32c[:], data2d)
+        # no error using TestBuffer
+        data = np.arange(100)
+        arr[:] = np.arange(100)
+        assert np.array_equal(arr[:], data)
+
+        data2d = np.arange(1000).reshape(100, 10)
+        arr_sharding = zeros(
+            shape=(100, 10),
+            store=StoreExpectingTestBuffer(),
+            codecs=[ShardingCodec(chunk_shape=(10, 10))],
+        )
+        arr_sharding[:] = data2d
+        assert np.array_equal(arr_sharding[:], data2d)
+
+        arr_Crc32c = zeros(
+            shape=(100, 10),
+            store=StoreExpectingTestBuffer(),
+            codecs=[BytesCodec(), Crc32cCodec()],
+        )
+        arr_Crc32c[:] = data2d
+        assert np.array_equal(arr_Crc32c[:], data2d)
+
+
+@pytest.mark.filterwarnings("error")
+def test_warning_on_missing_codec_config() -> None:
+    class NewCodec(BytesCodec):
+        pass
+
+    class NewCodec2(BytesCodec):
+        pass
+
+    # error if codec is not registered
+    with pytest.raises(KeyError):
+        get_codec_class("missing_codec")
+
+    # no warning if only one implementation is available
+    register_codec("new_codec", NewCodec)
+    get_codec_class("new_codec")
+
+    # warning because multiple implementations are available but none is selected in the config
+    register_codec("new_codec", NewCodec2)
+    with pytest.warns(UserWarning):
+        get_codec_class("new_codec")
+
+    # no warning if multiple implementations are available and one is selected in the config
+    with config.set({"codecs.new_codec": fully_qualified_name(NewCodec)}):
+        get_codec_class("new_codec")

From 4455726a0dbdeebb00d146b3b7a4bfa4e63374b5 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 18 Dec 2024 19:10:50 +0000
Subject: [PATCH 0882/1078] Remove license page from docs (#2570)

* Remove license page from docs

* Add license redirect
---
 docs/conf.py     | 1 +
 docs/index.rst   | 1 -
 docs/license.rst | 4 ----
 3 files changed, 1 insertion(+), 5 deletions(-)
 delete mode 100644 docs/license.rst

diff --git a/docs/conf.py b/docs/conf.py
index 5f714421d3..8b22e33c6d 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -87,6 +87,7 @@
      "spec/v1": 'https://zarr-specs.readthedocs.io/en/latest/v1/v1.0.html',
      "spec/v2": "https://zarr-specs.readthedocs.io/en/latest/v2/v2.0.html",
      "spec/v3": "https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html",
+     "license": "https://github.com/zarr-developers/zarr-python/blob/main/LICENSE.txt"
 }
 
 # The language for content autogenerated by Sphinx. Refer to documentation
diff --git a/docs/index.rst b/docs/index.rst
index 82ed2889f4..4d6188d3a0 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -13,7 +13,6 @@ Zarr-Python
     guide/index
     api/index
     release
-    license
     contributing
     roadmap
 
diff --git a/docs/license.rst b/docs/license.rst
deleted file mode 100644
index 8f93aa7d66..0000000000
--- a/docs/license.rst
+++ /dev/null
@@ -1,4 +0,0 @@
-License
-=======
-
-.. include:: ../LICENSE.txt

From f035d453894ec83234f69f7627b540390ee2b6eb Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Wed, 18 Dec 2024 22:57:07 +0100
Subject: [PATCH 0883/1078] docs/add docstrings to synchronous API (#2549)

* add docstrings and complete function signatures to synchronous api, and tests for the above

* clean up types and docstrings

* Update src/zarr/api/synchronous.py

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Update src/zarr/api/synchronous.py

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Update src/zarr/api/synchronous.py

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Update src/zarr/api/synchronous.py

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Update src/zarr/api/synchronous.py

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Update src/zarr/api/synchronous.py

Co-authored-by: Joe Hamman <joe@earthmover.io>

* Update src/zarr/api/synchronous.py

Co-authored-by: Joe Hamman <joe@earthmover.io>

* remove doomed docstring tests

* allow bool in create

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 src/zarr/api/asynchronous.py |   8 +-
 src/zarr/api/synchronous.py  | 685 ++++++++++++++++++++++++++++++++---
 src/zarr/core/array.py       |   8 +-
 tests/test_api.py            |   4 +-
 tests/test_array.py          |  18 +-
 5 files changed, 652 insertions(+), 71 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 2d1c26e145..e859df44a6 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -774,9 +774,9 @@ async def open_group(
 
 
 async def create(
-    shape: ChunkCoords,
+    shape: ChunkCoords | int,
     *,  # Note: this is a change from v2
-    chunks: ChunkCoords | None = None,  # TODO: v2 allowed chunks=True
+    chunks: ChunkCoords | int | None = None,  # TODO: v2 allowed chunks=True
     dtype: npt.DTypeLike | None = None,
     compressor: dict[str, JSON] | None = None,  # TODO: default and type change
     fill_value: Any | None = 0,  # TODO: need type
@@ -798,7 +798,7 @@ async def create(
     meta_array: Any | None = None,  # TODO: need type
     attributes: dict[str, JSON] | None = None,
     # v3 only
-    chunk_shape: ChunkCoords | None = None,
+    chunk_shape: ChunkCoords | int | None = None,
     chunk_key_encoding: (
         ChunkKeyEncoding
         | tuple[Literal["default"], Literal[".", "/"]]
@@ -1104,6 +1104,8 @@ async def open_array(
     ----------
     store : Store or str
         Store or path to directory in file system or name of zip file.
+    zarr_version : {2, 3, None}, optional
+        The zarr format to use when saving. Deprecated in favor of zarr_format.
     zarr_format : {2, 3, None}, optional
         The zarr format to use when saving.
     path : str, optional
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 8e8ecf40b8..6ae062865c 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -11,8 +11,15 @@
 from zarr.core.sync import sync
 
 if TYPE_CHECKING:
+    from collections.abc import Iterable
+
+    import numpy.typing as npt
+
+    from zarr.abc.codec import Codec
+    from zarr.api.asynchronous import ArrayLike, PathLike
     from zarr.core.buffer import NDArrayLike
-    from zarr.core.common import JSON, AccessModeLiteral, ChunkCoords, ZarrFormat
+    from zarr.core.chunk_key_encodings import ChunkKeyEncoding
+    from zarr.core.common import JSON, AccessModeLiteral, ChunkCoords, MemoryOrder, ZarrFormat
     from zarr.storage import StoreLike
 
 __all__ = [
@@ -44,8 +51,38 @@
 ]
 
 
-def consolidate_metadata(*args: Any, **kwargs: Any) -> Group:
-    return Group(sync(async_api.consolidate_metadata(*args, **kwargs)))
+def consolidate_metadata(
+    store: StoreLike,
+    path: str | None = None,
+    zarr_format: ZarrFormat | None = None,
+) -> Group:
+    """
+    Consolidate the metadata of all nodes in a hierarchy.
+
+    Upon completion, the metadata of the root node in the Zarr hierarchy will be
+    updated to include all the metadata of child nodes.
+
+    Parameters
+    ----------
+    store : StoreLike
+        The store-like object whose metadata you wish to consolidate.
+    path : str, optional
+        A path to a group in the store to consolidate at. Only children
+        below that group will be consolidated.
+
+        By default, the root node is used so all the metadata in the
+        store is consolidated.
+    zarr_format : {2, 3, None}, optional
+        The zarr format of the hierarchy. By default the zarr format
+        is inferred.
+
+    Returns
+    -------
+    group: Group
+        The group, with the ``consolidated_metadata`` field set to include
+        the metadata of each child node.
+    """
+    return Group(sync(async_api.consolidate_metadata(store, path=path, zarr_format=zarr_format)))
 
 
 def copy(*args: Any, **kwargs: Any) -> tuple[int, int, int]:
@@ -61,9 +98,39 @@ def copy_store(*args: Any, **kwargs: Any) -> tuple[int, int, int]:
 
 
 def load(
-    store: StoreLike, zarr_version: ZarrFormat | None = None, path: str | None = None
+    store: StoreLike,
+    path: str | None = None,
+    zarr_format: ZarrFormat | None = None,
+    zarr_version: ZarrFormat | None = None,
 ) -> NDArrayLike | dict[str, NDArrayLike]:
-    return sync(async_api.load(store=store, zarr_version=zarr_version, path=path))
+    """Load data from an array or group into memory.
+
+    Parameters
+    ----------
+    store : Store or str
+        Store or path to directory in file system or name of zip file.
+    path : str or None, optional
+        The path within the store from which to load.
+
+    Returns
+    -------
+    out
+        If the path contains an array, out will be a numpy array. If the path contains
+        a group, out will be a dict-like object where keys are array names and values
+        are numpy arrays.
+
+    See Also
+    --------
+    save, savez
+
+    Notes
+    -----
+    If loading data from a group of arrays, data will not be immediately loaded into
+    memory. Rather, arrays will be loaded into memory as they are requested.
+    """
+    return sync(
+        async_api.load(store=store, zarr_version=zarr_version, zarr_format=zarr_format, path=path)
+    )
 
 
 @_deprecate_positional_args
@@ -74,8 +141,36 @@ def open(
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     path: str | None = None,
+    storage_options: dict[str, Any] | None = None,
     **kwargs: Any,  # TODO: type kwargs as valid args to async_api.open
 ) -> Array | Group:
+    """Convenience function to open a group or array using file-mode-like semantics.
+
+    Parameters
+    ----------
+    store : Store or str, optional
+        Store or path to directory in file system or name of zip file.
+    mode : {'r', 'r+', 'a', 'w', 'w-'}, optional
+        Persistence mode: 'r' means read only (must exist); 'r+' means
+        read/write (must exist); 'a' means read/write (create if doesn't
+        exist); 'w' means create (overwrite if exists); 'w-' means create
+        (fail if exists).
+    zarr_format : {2, 3, None}, optional
+        The zarr format to use when saving.
+    path : str or None, optional
+        The path within the store to open.
+    storage_options : dict
+        If using an fsspec URL to create the store, these will be passed to
+        the backend implementation. Ignored otherwise.
+    **kwargs
+        Additional parameters are passed through to :func:`zarr.api.asynchronous.open_array` or
+        :func:`zarr.api.asynchronous.open_group`.
+
+    Returns
+    -------
+    z : array or group
+        Return type depends on what exists in the given store.
+    """
     obj = sync(
         async_api.open(
             store=store,
@@ -83,6 +178,7 @@ def open(
             zarr_version=zarr_version,
             zarr_format=zarr_format,
             path=path,
+            storage_options=storage_options,
             **kwargs,
         )
     )
@@ -93,6 +189,9 @@ def open(
 
 
 def open_consolidated(*args: Any, use_consolidated: Literal[True] = True, **kwargs: Any) -> Group:
+    """
+    Alias for :func:`open_group` with ``use_consolidated=True``.
+    """
     return Group(
         sync(async_api.open_consolidated(*args, use_consolidated=use_consolidated, **kwargs))
     )
@@ -106,6 +205,21 @@ def save(
     path: str | None = None,
     **kwargs: Any,  # TODO: type kwargs as valid args to async_api.save
 ) -> None:
+    """Convenience function to save an array or group of arrays to the local file system.
+
+    Parameters
+    ----------
+    store : Store or str
+        Store or path to directory in file system or name of zip file.
+    *args : ndarray
+        NumPy arrays with data to save.
+    zarr_format : {2, 3, None}, optional
+        The zarr format to use when saving.
+    path : str or None, optional
+        The path within the group where the arrays will be saved.
+    **kwargs
+        NumPy arrays with data to save.
+    """
     return sync(
         async_api.save(
             store, *args, zarr_version=zarr_version, zarr_format=zarr_format, path=path, **kwargs
@@ -121,8 +235,28 @@ def save_array(
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     path: str | None = None,
+    storage_options: dict[str, Any] | None = None,
     **kwargs: Any,  # TODO: type kwargs as valid args to async_api.save_array
 ) -> None:
+    """Convenience function to save a NumPy array to the local file system, following a
+    similar API to the NumPy save() function.
+
+    Parameters
+    ----------
+    store : Store or str
+        Store or path to directory in file system or name of zip file.
+    arr : ndarray
+        NumPy array with data to save.
+    zarr_format : {2, 3, None}, optional
+        The zarr format to use when saving.
+    path : str or None, optional
+        The path within the store where the array will be saved.
+    storage_options : dict
+        If using an fsspec URL to create the store, these will be passed to
+        the backend implementation. Ignored otherwise.
+    **kwargs
+        Passed through to :func:`create`, e.g., compressor.
+    """
     return sync(
         async_api.save_array(
             store=store,
@@ -130,6 +264,7 @@ def save_array(
             zarr_version=zarr_version,
             zarr_format=zarr_format,
             path=path,
+            storage_options=storage_options,
             **kwargs,
         )
     )
@@ -144,6 +279,26 @@ def save_group(
     storage_options: dict[str, Any] | None = None,
     **kwargs: NDArrayLike,
 ) -> None:
+    """Convenience function to save several NumPy arrays to the local file system, following a
+    similar API to the NumPy savez()/savez_compressed() functions.
+
+    Parameters
+    ----------
+    store : Store or str
+        Store or path to directory in file system or name of zip file.
+    *args : ndarray
+        NumPy arrays with data to save.
+    zarr_format : {2, 3, None}, optional
+        The zarr format to use when saving.
+    path : str or None, optional
+        Path within the store where the group will be saved.
+    storage_options : dict
+        If using an fsspec URL to create the store, these will be passed to
+        the backend implementation. Ignored otherwise.
+    **kwargs
+        NumPy arrays with data to save.
+    """
+
     return sync(
         async_api.save_group(
             store,
@@ -159,28 +314,98 @@ def save_group(
 
 @deprecated("Use Group.tree instead.")
 def tree(grp: Group, expand: bool | None = None, level: int | None = None) -> Any:
+    """Provide a rich display of the hierarchy.
+
+    Parameters
+    ----------
+    grp : Group
+        Zarr or h5py group.
+    expand : bool, optional
+        Only relevant for HTML representation. If True, tree will be fully expanded.
+    level : int, optional
+        Maximum depth to descend into hierarchy.
+
+    Returns
+    -------
+    TreeRepr
+        A pretty-printable object displaying the hierarchy.
+
+    .. deprecated:: 3.0.0
+        `zarr.tree()` is deprecated and will be removed in a future release.
+        Use `group.tree()` instead.
+    """
     return sync(async_api.tree(grp._async_group, expand=expand, level=level))
 
 
 # TODO: add type annotations for kwargs
-def array(data: NDArrayLike, **kwargs: Any) -> Array:
+def array(data: npt.ArrayLike, **kwargs: Any) -> Array:
+    """Create an array filled with `data`.
+
+    Parameters
+    ----------
+    data : array_like
+        The data to fill the array with.
+    **kwargs
+        Passed through to :func:`create`.
+
+    Returns
+    -------
+    array : Array
+        The new array.
+    """
+
     return Array(sync(async_api.array(data=data, **kwargs)))
 
 
 @_deprecate_positional_args
 def group(
     store: StoreLike | None = None,
-    *,  # Note: this is a change from v2
+    *,
     overwrite: bool = False,
-    chunk_store: StoreLike | None = None,  # not used in async_api
-    cache_attrs: bool | None = None,  # default changed, not used in async_api
-    synchronizer: Any | None = None,  # not used in async_api
+    chunk_store: StoreLike | None = None,  # not used
+    cache_attrs: bool | None = None,  # not used, default changed
+    synchronizer: Any | None = None,  # not used
     path: str | None = None,
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
-    meta_array: Any | None = None,  # not used in async_api
+    meta_array: Any | None = None,  # not used
     attributes: dict[str, JSON] | None = None,
+    storage_options: dict[str, Any] | None = None,
 ) -> Group:
+    """Create a group.
+
+    Parameters
+    ----------
+    store : Store or str, optional
+        Store or path to directory in file system.
+    overwrite : bool, optional
+        If True, delete any pre-existing data in `store` at `path` before
+        creating the group.
+    chunk_store : Store, optional
+        Separate storage for chunks. If not provided, `store` will be used
+        for storage of both chunks and metadata.
+    cache_attrs : bool, optional
+        If True (default), user attributes will be cached for attribute read
+        operations. If False, user attributes are reloaded from the store prior
+        to all attribute read operations.
+    synchronizer : object, optional
+        Array synchronizer.
+    path : str, optional
+        Group path within store.
+    meta_array : array-like, optional
+        An array instance to use for determining arrays to create and return
+        to users. Use `numpy.empty(())` by default.
+    zarr_format : {2, 3, None}, optional
+        The zarr format to use when saving.
+    storage_options : dict
+        If using an fsspec URL to create the store, these will be passed to
+        the backend implementation. Ignored otherwise.
+
+    Returns
+    -------
+    g : Group
+        The new group.
+    """
     return Group(
         sync(
             async_api.group(
@@ -194,6 +419,7 @@ def group(
                 zarr_format=zarr_format,
                 meta_array=meta_array,
                 attributes=attributes,
+                storage_options=storage_options,
             )
         )
     )
@@ -215,6 +441,67 @@ def open_group(
     attributes: dict[str, JSON] | None = None,
     use_consolidated: bool | str | None = None,
 ) -> Group:
+    """Open a group using file-mode-like semantics.
+
+    Parameters
+    ----------
+    store : Store, str, or mapping, optional
+        Store or path to directory in file system or name of zip file.
+
+        Strings are interpreted as paths on the local file system
+        and used as the ``root`` argument to :class:`zarr.storage.LocalStore`.
+
+        Dictionaries are used as the ``store_dict`` argument in
+        :class:`zarr.storage.MemoryStore``.
+
+        By default (``store=None``) a new :class:`zarr.storage.MemoryStore`
+        is created.
+
+    mode : {'r', 'r+', 'a', 'w', 'w-'}, optional
+        Persistence mode: 'r' means read only (must exist); 'r+' means
+        read/write (must exist); 'a' means read/write (create if doesn't
+        exist); 'w' means create (overwrite if exists); 'w-' means create
+        (fail if exists).
+    cache_attrs : bool, optional
+        If True (default), user attributes will be cached for attribute read
+        operations. If False, user attributes are reloaded from the store prior
+        to all attribute read operations.
+    synchronizer : object, optional
+        Array synchronizer.
+    path : str, optional
+        Group path within store.
+    chunk_store : Store or str, optional
+        Store or path to directory in file system or name of zip file.
+    storage_options : dict
+        If using an fsspec URL to create the store, these will be passed to
+        the backend implementation. Ignored otherwise.
+    meta_array : array-like, optional
+        An array instance to use for determining arrays to create and return
+        to users. Use `numpy.empty(())` by default.
+    attributes : dict
+        A dictionary of JSON-serializable values with user-defined attributes.
+    use_consolidated : bool or str, default None
+        Whether to use consolidated metadata.
+
+        By default, consolidated metadata is used if it's present in the
+        store (in the ``zarr.json`` for Zarr v3 and in the ``.zmetadata`` file
+        for Zarr v2).
+
+        To explicitly require consolidated metadata, set ``use_consolidated=True``,
+        which will raise an exception if consolidated metadata is not found.
+
+        To explicitly *not* use consolidated metadata, set ``use_consolidated=False``,
+        which will fall back to using the regular, non consolidated metadata.
+
+        Zarr v2 allowed configuring the key storing the consolidated metadata
+        (``.zmetadata`` by default). Specify the custom key as ``use_consolidated``
+        to load consolidated metadata from a non-default key.
+
+    Returns
+    -------
+    g : Group
+        The new group.
+    """
     return Group(
         sync(
             async_api.open_group(
@@ -236,84 +523,382 @@ def open_group(
 
 
 # TODO: add type annotations for kwargs
-def create(*args: Any, **kwargs: Any) -> Array:
-    return Array(sync(async_api.create(*args, **kwargs)))
+def create(
+    shape: ChunkCoords | int,
+    *,  # Note: this is a change from v2
+    chunks: ChunkCoords | int | bool | None = None,
+    dtype: npt.DTypeLike | None = None,
+    compressor: dict[str, JSON] | None = None,  # TODO: default and type change
+    fill_value: Any | None = 0,  # TODO: need type
+    order: MemoryOrder | None = None,
+    store: str | StoreLike | None = None,
+    synchronizer: Any | None = None,
+    overwrite: bool = False,
+    path: PathLike | None = None,
+    chunk_store: StoreLike | None = None,
+    filters: list[dict[str, JSON]] | None = None,  # TODO: type has changed
+    cache_metadata: bool | None = None,
+    cache_attrs: bool | None = None,
+    read_only: bool | None = None,
+    object_codec: Codec | None = None,  # TODO: type has changed
+    dimension_separator: Literal[".", "/"] | None = None,
+    write_empty_chunks: bool = False,  # TODO: default has changed
+    zarr_version: ZarrFormat | None = None,  # deprecated
+    zarr_format: ZarrFormat | None = None,
+    meta_array: Any | None = None,  # TODO: need type
+    attributes: dict[str, JSON] | None = None,
+    # v3 only
+    chunk_shape: ChunkCoords | int | None = None,
+    chunk_key_encoding: (
+        ChunkKeyEncoding
+        | tuple[Literal["default"], Literal[".", "/"]]
+        | tuple[Literal["v2"], Literal[".", "/"]]
+        | None
+    ) = None,
+    codecs: Iterable[Codec | dict[str, JSON]] | None = None,
+    dimension_names: Iterable[str] | None = None,
+    storage_options: dict[str, Any] | None = None,
+    **kwargs: Any,
+) -> Array:
+    """Create an array.
+
+    Parameters
+    ----------
+    shape : int or tuple of ints
+        Array shape.
+    chunks : int or tuple of ints, optional
+        Chunk shape. If True, will be guessed from `shape` and `dtype`. If
+        False, will be set to `shape`, i.e., single chunk for the whole array.
+        If an int, the chunk size in each dimension will be given by the value
+        of `chunks`. Default is True.
+    dtype : str or dtype, optional
+        NumPy dtype.
+    compressor : Codec, optional
+        Primary compressor.
+    fill_value : object
+        Default value to use for uninitialized portions of the array.
+    order : {'C', 'F'}, optional
+        Memory layout to be used within each chunk.
+        Default is set in Zarr's config (`array.order`).
+    store : Store or str
+        Store or path to directory in file system or name of zip file.
+    synchronizer : object, optional
+        Array synchronizer.
+    overwrite : bool, optional
+        If True, delete all pre-existing data in `store` at `path` before
+        creating the array.
+    path : str, optional
+        Path under which array is stored.
+    chunk_store : MutableMapping, optional
+        Separate storage for chunks. If not provided, `store` will be used
+        for storage of both chunks and metadata.
+    filters : sequence of Codecs, optional
+        Sequence of filters to use to encode chunk data prior to compression.
+    cache_metadata : bool, optional
+        If True, array configuration metadata will be cached for the
+        lifetime of the object. If False, array metadata will be reloaded
+        prior to all data access and modification operations (may incur
+        overhead depending on storage and data access pattern).
+    cache_attrs : bool, optional
+        If True (default), user attributes will be cached for attribute read
+        operations. If False, user attributes are reloaded from the store prior
+        to all attribute read operations.
+    read_only : bool, optional
+        True if array should be protected against modification.
+    object_codec : Codec, optional
+        A codec to encode object arrays, only needed if dtype=object.
+    dimension_separator : {'.', '/'}, optional
+        Separator placed between the dimensions of a chunk.
+
+        .. versionadded:: 2.8
+
+    write_empty_chunks : bool, optional
+        If True (default), all chunks will be stored regardless of their
+        contents. If False, each chunk is compared to the array's fill value
+        prior to storing. If a chunk is uniformly equal to the fill value, then
+        that chunk is not be stored, and the store entry for that chunk's key
+        is deleted. This setting enables sparser storage, as only chunks with
+        non-fill-value data are stored, at the expense of overhead associated
+        with checking the data of each chunk.
+
+        .. versionadded:: 2.11
+
+    zarr_format : {2, 3, None}, optional
+        The zarr format to use when saving.
+    meta_array : array-like, optional
+        An array instance to use for determining arrays to create and return
+        to users. Use `numpy.empty(())` by default.
+
+        .. versionadded:: 2.13
+    storage_options : dict
+        If using an fsspec URL to create the store, these will be passed to
+        the backend implementation. Ignored otherwise.
+
+    Returns
+    -------
+    z : Array
+        The array.
+    """
+    return Array(
+        sync(
+            async_api.create(
+                shape=shape,
+                chunks=chunks,
+                dtype=dtype,
+                compressor=compressor,
+                fill_value=fill_value,
+                order=order,
+                store=store,
+                synchronizer=synchronizer,
+                overwrite=overwrite,
+                path=path,
+                chunk_store=chunk_store,
+                filters=filters,
+                cache_metadata=cache_metadata,
+                cache_attrs=cache_attrs,
+                read_only=read_only,
+                object_codec=object_codec,
+                dimension_separator=dimension_separator,
+                write_empty_chunks=write_empty_chunks,
+                zarr_version=zarr_version,
+                zarr_format=zarr_format,
+                meta_array=meta_array,
+                attributes=attributes,
+                chunk_shape=chunk_shape,
+                chunk_key_encoding=chunk_key_encoding,
+                codecs=codecs,
+                dimension_names=dimension_names,
+                storage_options=storage_options,
+                **kwargs,
+            )
+        )
+    )
 
 
 # TODO: add type annotations for kwargs
 def empty(shape: ChunkCoords, **kwargs: Any) -> Array:
+    """Create an empty array.
+
+    Parameters
+    ----------
+    shape : int or tuple of int
+        Shape of the empty array.
+    **kwargs
+        Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+    Returns
+    -------
+    Array
+        The new array.
+
+    Notes
+    -----
+    The contents of an empty Zarr array are not defined. On attempting to
+    retrieve data from an empty Zarr array, any values may be returned,
+    and these are not guaranteed to be stable from one access to the next.
+    """
     return Array(sync(async_api.empty(shape, **kwargs)))
 
 
 # TODO: move ArrayLike to common module
 # TODO: add type annotations for kwargs
-def empty_like(a: async_api.ArrayLike, **kwargs: Any) -> Array:
+def empty_like(a: ArrayLike, **kwargs: Any) -> Array:
+    """Create an empty array like `a`.
+
+    Parameters
+    ----------
+    a : array-like
+        The array to create an empty array like.
+    **kwargs
+        Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+    Returns
+    -------
+    Array
+        The new array.
+    """
     return Array(sync(async_api.empty_like(a, **kwargs)))
 
 
 # TODO: add type annotations for kwargs and fill_value
 def full(shape: ChunkCoords, fill_value: Any, **kwargs: Any) -> Array:
+    """Create an array, with `fill_value` being used as the default value for
+    uninitialized portions of the array.
+
+    Parameters
+    ----------
+    shape : int or tuple of int
+        Shape of the empty array.
+    fill_value : scalar
+        Fill value.
+    **kwargs
+        Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+    Returns
+    -------
+    Array
+        The new array.
+    """
     return Array(sync(async_api.full(shape=shape, fill_value=fill_value, **kwargs)))
 
 
 # TODO: move ArrayLike to common module
 # TODO: add type annotations for kwargs
-def full_like(a: async_api.ArrayLike, **kwargs: Any) -> Array:
+def full_like(a: ArrayLike, **kwargs: Any) -> Array:
+    """Create a filled array like `a`.
+
+    Parameters
+    ----------
+    a : array-like
+        The array to create an empty array like.
+    **kwargs
+        Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+    Returns
+    -------
+    Array
+        The new array.
+    """
     return Array(sync(async_api.full_like(a, **kwargs)))
 
 
 # TODO: add type annotations for kwargs
 def ones(shape: ChunkCoords, **kwargs: Any) -> Array:
+    """Create an array, with one being used as the default value for
+    uninitialized portions of the array.
+
+    Parameters
+    ----------
+    shape : int or tuple of int
+        Shape of the empty array.
+    **kwargs
+        Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+    Returns
+    -------
+    Array
+        The new array.
+    """
     return Array(sync(async_api.ones(shape, **kwargs)))
 
 
 # TODO: add type annotations for kwargs
-def ones_like(a: async_api.ArrayLike, **kwargs: Any) -> Array:
+def ones_like(a: ArrayLike, **kwargs: Any) -> Array:
+    """Create an array of ones like `a`.
+
+    Parameters
+    ----------
+    a : array-like
+        The array to create an empty array like.
+    **kwargs
+        Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+    Returns
+    -------
+    Array
+        The new array.
+    """
     return Array(sync(async_api.ones_like(a, **kwargs)))
 
 
 # TODO: update this once async_api.open_array is fully implemented
-def open_array(*args: Any, **kwargs: Any) -> Array:
-    return Array(sync(async_api.open_array(*args, **kwargs)))
+def open_array(
+    store: StoreLike | None = None,
+    *,
+    zarr_version: ZarrFormat | None = None,
+    path: PathLike = "",
+    storage_options: dict[str, Any] | None = None,
+    **kwargs: Any,
+) -> Array:
+    """Open an array using file-mode-like semantics.
+
+    Parameters
+    ----------
+    store : Store or str
+        Store or path to directory in file system or name of zip file.
+    zarr_version : {2, 3, None}, optional
+        The zarr format to use when saving.
+    path : str, optional
+        Path in store to array.
+    storage_options : dict
+        If using an fsspec URL to create the store, these will be passed to
+        the backend implementation. Ignored otherwise.
+    **kwargs
+        Any keyword arguments to pass to ``create``.
+
+    Returns
+    -------
+    AsyncArray
+        The opened array.
+    """
+    return Array(
+        sync(
+            async_api.open_array(
+                store=store,
+                zarr_version=zarr_version,
+                path=path,
+                storage_options=storage_options,
+                **kwargs,
+            )
+        )
+    )
 
 
 # TODO: add type annotations for kwargs
-def open_like(a: async_api.ArrayLike, **kwargs: Any) -> Array:
-    return Array(sync(async_api.open_like(a, **kwargs)))
+def open_like(a: ArrayLike, path: str, **kwargs: Any) -> Array:
+    """Open a persistent array like `a`.
+
+    Parameters
+    ----------
+    a : Array
+        The shape and data-type of a define these same attributes of the returned array.
+    path : str
+        The path to the new array.
+    **kwargs
+        Any keyword arguments to pass to the array constructor.
+
+    Returns
+    -------
+    AsyncArray
+        The opened array.
+    """
+    return Array(sync(async_api.open_like(a, path=path, **kwargs)))
 
 
 # TODO: add type annotations for kwargs
-def zeros(*args: Any, **kwargs: Any) -> Array:
-    return Array(sync(async_api.zeros(*args, **kwargs)))
+def zeros(shape: ChunkCoords, **kwargs: Any) -> Array:
+    """Create an array, with zero being used as the default value for
+    uninitialized portions of the array.
 
+    Parameters
+    ----------
+    shape : int or tuple of int
+        Shape of the empty array.
+    **kwargs
+        Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
 
-# TODO: add type annotations for kwargs
-def zeros_like(a: async_api.ArrayLike, **kwargs: Any) -> Array:
-    return Array(sync(async_api.zeros_like(a, **kwargs)))
+    Returns
+    -------
+    Array
+        The new array.
+    """
+    return Array(sync(async_api.zeros(shape=shape, **kwargs)))
 
 
-consolidate_metadata.__doc__ = async_api.copy.__doc__
-copy.__doc__ = async_api.copy.__doc__
-copy_all.__doc__ = async_api.copy_all.__doc__
-copy_store.__doc__ = async_api.copy_store.__doc__
-load.__doc__ = async_api.load.__doc__
-open.__doc__ = async_api.open.__doc__
-open_consolidated.__doc__ = async_api.open_consolidated.__doc__
-save.__doc__ = async_api.save.__doc__
-save_array.__doc__ = async_api.save_array.__doc__
-save_group.__doc__ = async_api.save_group.__doc__
-tree.__doc__ = async_api.tree.__doc__
-array.__doc__ = async_api.array.__doc__
-group.__doc__ = async_api.group.__doc__
-open_group.__doc__ = async_api.open_group.__doc__
-create.__doc__ = async_api.create.__doc__
-empty.__doc__ = async_api.empty.__doc__
-empty_like.__doc__ = async_api.empty_like.__doc__
-full.__doc__ = async_api.full.__doc__
-full_like.__doc__ = async_api.full_like.__doc__
-ones.__doc__ = async_api.ones.__doc__
-ones_like.__doc__ = async_api.ones_like.__doc__
-open_array.__doc__ = async_api.open_array.__doc__
-open_like.__doc__ = async_api.open_like.__doc__
-zeros.__doc__ = async_api.zeros.__doc__
-zeros_like.__doc__ = async_api.zeros_like.__doc__
+# TODO: add type annotations for kwargs
+def zeros_like(a: ArrayLike, **kwargs: Any) -> Array:
+    """Create an array of zeros like `a`.
+
+    Parameters
+    ----------
+    a : array-like
+        The array to create an empty array like.
+    **kwargs
+        Keyword arguments passed to :func:`zarr.api.asynchronous.create`.
+
+    Returns
+    -------
+    Array
+        The new array.
+    """
+    return Array(sync(async_api.zeros_like(a, **kwargs)))
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index b57712717b..e5fc707f0a 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -285,7 +285,7 @@ async def create(
         fill_value: Any | None = None,
         attributes: dict[str, JSON] | None = None,
         # v3 only
-        chunk_shape: ChunkCoords | None = None,
+        chunk_shape: ShapeLike | None = None,
         chunk_key_encoding: (
             ChunkKeyEncoding
             | tuple[Literal["default"], Literal[".", "/"]]
@@ -313,7 +313,7 @@ async def create(
         fill_value: Any | None = None,
         attributes: dict[str, JSON] | None = None,
         # v3 only
-        chunk_shape: ChunkCoords | None = None,
+        chunk_shape: ShapeLike | None = None,
         chunk_key_encoding: (
             ChunkKeyEncoding
             | tuple[Literal["default"], Literal[".", "/"]]
@@ -340,7 +340,7 @@ async def create(
         fill_value: Any | None = None,
         attributes: dict[str, JSON] | None = None,
         # v3 only
-        chunk_shape: ChunkCoords | None = None,
+        chunk_shape: ShapeLike | None = None,
         chunk_key_encoding: (
             ChunkKeyEncoding
             | tuple[Literal["default"], Literal[".", "/"]]
@@ -372,7 +372,7 @@ async def create(
         fill_value: Any | None = None,
         attributes: dict[str, JSON] | None = None,
         # v3 only
-        chunk_shape: ChunkCoords | None = None,
+        chunk_shape: ShapeLike | None = None,
         chunk_key_encoding: (
             ChunkKeyEncoding
             | tuple[Literal["default"], Literal[".", "/"]]
diff --git a/tests/test_api.py b/tests/test_api.py
index 90f6dae110..f98565ad68 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -49,11 +49,11 @@ def test_create_array(memory_store: Store) -> None:
 
     # create array with float shape
     with pytest.raises(TypeError):
-        z = create(shape=(400.5, 100), store=store, overwrite=True)
+        z = create(shape=(400.5, 100), store=store, overwrite=True)  # type: ignore [arg-type]
 
     # create array with float chunk shape
     with pytest.raises(TypeError):
-        z = create(shape=(400, 100), chunks=(16, 16.5), store=store, overwrite=True)
+        z = create(shape=(400, 100), chunks=(16, 16.5), store=store, overwrite=True)  # type: ignore [arg-type]
 
 
 @pytest.mark.parametrize("path", ["foo", "/", "/foo", "///foo/bar"])
diff --git a/tests/test_array.py b/tests/test_array.py
index 263b536784..3eb317e50e 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -558,8 +558,7 @@ async def test_info_complete_async(self) -> None:
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
-@pytest.mark.parametrize("zarr_format", [2, 3])
-def test_resize_1d(store: MemoryStore, zarr_format: int) -> None:
+def test_resize_1d(store: MemoryStore, zarr_format: ZarrFormat) -> None:
     z = zarr.create(
         shape=105, chunks=10, dtype="i4", fill_value=0, store=store, zarr_format=zarr_format
     )
@@ -597,8 +596,7 @@ def test_resize_1d(store: MemoryStore, zarr_format: int) -> None:
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
-@pytest.mark.parametrize("zarr_format", [2, 3])
-def test_resize_2d(store: MemoryStore, zarr_format: int) -> None:
+def test_resize_2d(store: MemoryStore, zarr_format: ZarrFormat) -> None:
     z = zarr.create(
         shape=(105, 105),
         chunks=(10, 10),
@@ -659,8 +657,7 @@ def test_resize_2d(store: MemoryStore, zarr_format: int) -> None:
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
-@pytest.mark.parametrize("zarr_format", [2, 3])
-def test_append_1d(store: MemoryStore, zarr_format: int) -> None:
+def test_append_1d(store: MemoryStore, zarr_format: ZarrFormat) -> None:
     a = np.arange(105)
     z = zarr.create(shape=a.shape, chunks=10, dtype=a.dtype, store=store, zarr_format=zarr_format)
     z[:] = a
@@ -689,8 +686,7 @@ def test_append_1d(store: MemoryStore, zarr_format: int) -> None:
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
-@pytest.mark.parametrize("zarr_format", [2, 3])
-def test_append_2d(store: MemoryStore, zarr_format: int) -> None:
+def test_append_2d(store: MemoryStore, zarr_format: ZarrFormat) -> None:
     a = np.arange(105 * 105, dtype="i4").reshape((105, 105))
     z = zarr.create(
         shape=a.shape, chunks=(10, 10), dtype=a.dtype, store=store, zarr_format=zarr_format
@@ -713,8 +709,7 @@ def test_append_2d(store: MemoryStore, zarr_format: int) -> None:
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
-@pytest.mark.parametrize("zarr_format", [2, 3])
-def test_append_2d_axis(store: MemoryStore, zarr_format: int) -> None:
+def test_append_2d_axis(store: MemoryStore, zarr_format: ZarrFormat) -> None:
     a = np.arange(105 * 105, dtype="i4").reshape((105, 105))
     z = zarr.create(
         shape=a.shape, chunks=(10, 10), dtype=a.dtype, store=store, zarr_format=zarr_format
@@ -735,8 +730,7 @@ def test_append_2d_axis(store: MemoryStore, zarr_format: int) -> None:
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
-@pytest.mark.parametrize("zarr_format", [2, 3])
-def test_append_bad_shape(store: MemoryStore, zarr_format: int) -> None:
+def test_append_bad_shape(store: MemoryStore, zarr_format: ZarrFormat) -> None:
     a = np.arange(100)
     z = zarr.create(shape=a.shape, chunks=10, dtype=a.dtype, store=store, zarr_format=zarr_format)
     z[:] = a

From 5bf7bcfcfe6426bea37df5d0691211f6a71daa39 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 19 Dec 2024 01:23:27 -0800
Subject: [PATCH 0884/1078] deps: add packaging to required deps (#2573)

* deps: add packaging to required deps

* temporarily pin numpy version for mypy
---
 .pre-commit-config.yaml | 3 ++-
 pyproject.toml          | 3 +++
 2 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 4a93e9ce87..ea1cd4dbab 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -28,9 +28,10 @@ repos:
         files: src|tests
         additional_dependencies:
           # Package dependencies
+          - packaging
           - donfig
           - numcodecs[crc32c]
-          - numpy
+          - numpy==2.1  # until https://github.com/numpy/numpy/issues/28034 is resolved
           - typing_extensions
           - universal-pathlib
           # Tests
diff --git a/pyproject.toml b/pyproject.toml
index 6c8110cbf9..75bbbf15d3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -26,6 +26,7 @@ maintainers = [
 requires-python = ">=3.11"
 # If you add a new dependency here, please also add it to .pre-commit-config.yml
 dependencies = [
+    'packaging>=22.0',
     'numpy>=1.25',
     'numcodecs[crc32c]>=0.14',
     'typing_extensions>=4.9',
@@ -173,6 +174,7 @@ serve = "sphinx-autobuild docs docs/_build --host 0.0.0.0"
 [tool.hatch.envs.upstream]
 python = "3.13"
 dependencies = [
+    'packaging @ git+https://github.com/pypa/packaging',
     'numpy',  # from scientific-python-nightly-wheels
     'numcodecs @ git+https://github.com/zarr-developers/numcodecs',
     'fsspec @ git+https://github.com/fsspec/filesystem_spec',
@@ -206,6 +208,7 @@ See Spec 0000 for details and drop schedule: https://scientific-python.org/specs
 """
 python = "3.11"
 dependencies = [
+    'packaging==22.*',
     'numpy==1.25.*',
     'numcodecs==0.14.*',  # 0.14 needed for zarr3 codecs
     'fsspec==2022.10.0',

From 1cc39177483235df698df3148d26997d19a92de9 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Thu, 19 Dec 2024 17:28:57 +0100
Subject: [PATCH 0885/1078] correct array.nbytes, and add tests (#2576)

* correct array.nbytes, and add tests

* use nbytes in array info construction

* stronger docstrings
---
 src/zarr/core/array.py | 24 ++++++++++++++++++++----
 tests/test_array.py    | 18 ++++++++++++++++++
 2 files changed, 38 insertions(+), 4 deletions(-)

diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index e5fc707f0a..2849907f98 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -977,9 +977,17 @@ def _iter_chunk_regions(
     @property
     def nbytes(self) -> int:
         """
-        The number of bytes that can be stored in this array.
+        The total number of bytes that can be stored in the chunks of this array.
+
+        Notes
+        -----
+        This value is calculated by multiplying the number of elements in the array and the size
+        of each element, the latter of which is determined by the dtype of the array.
+        For this reason, ``nbytes`` will likely be inaccurate for arrays with variable-length
+        dtypes. It is not possible to determine the size of an array with variable-length elements
+        from the shape and dtype alone.
         """
-        return self.nchunks * self.dtype.itemsize
+        return self.size * self.dtype.itemsize
 
     async def _get_selection(
         self,
@@ -1429,7 +1437,7 @@ def _info(
             _order=self.order,
             _read_only=self.read_only,
             _store_type=type(self.store_path.store).__name__,
-            _count_bytes=self.dtype.itemsize * self.size,
+            _count_bytes=self.nbytes,
             _count_bytes_stored=count_bytes_stored,
             _count_chunks_initialized=count_chunks_initialized,
             **kwargs,
@@ -1740,7 +1748,15 @@ def _iter_chunk_coords(
     @property
     def nbytes(self) -> int:
         """
-        The number of bytes that can be stored in this array.
+        The total number of bytes that can be stored in the chunks of this array.
+
+        Notes
+        -----
+        This value is calculated by multiplying the number of elements in the array and the size
+        of each element, the latter of which is determined by the dtype of the array.
+        For this reason, ``nbytes`` will likely be inaccurate for arrays with variable-length
+        dtypes. It is not possible to determine the size of an array with variable-length elements
+        from the shape and dtype alone.
         """
         return self._async_array.nbytes
 
diff --git a/tests/test_array.py b/tests/test_array.py
index 3eb317e50e..cf722c7385 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -776,3 +776,21 @@ async def test_special_complex_fill_values_roundtrip(fill_value: Any, expected:
     assert content is not None
     actual = json.loads(content.to_bytes())
     assert actual["fill_value"] == expected
+
+
+@pytest.mark.parametrize("shape", [(1,), (2, 3), (4, 5, 6)])
+@pytest.mark.parametrize("dtype", ["uint8", "float32"])
+@pytest.mark.parametrize("array_type", ["async", "sync"])
+async def test_nbytes(
+    shape: tuple[int, ...], dtype: str, array_type: Literal["async", "sync"]
+) -> None:
+    """
+    Test that the ``nbytes`` attribute of an Array or AsyncArray correctly reports the capacity of
+    the chunks of that array.
+    """
+    store = MemoryStore()
+    arr = Array.create(store=store, shape=shape, dtype=dtype, fill_value=0)
+    if array_type == "async":
+        assert arr._async_array.nbytes == np.prod(arr.shape) * arr.dtype.itemsize
+    else:
+        assert arr.nbytes == np.prod(arr.shape) * arr.dtype.itemsize

From 4cb8ddd4ebb667da9cb0667a64b415d7097465d5 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Thu, 19 Dec 2024 18:28:10 +0100
Subject: [PATCH 0886/1078] Add default compressors to config (#2470)

* add default compressor to config

* modify _default_compressor to _default_filters_and_compressor

* fix test_metadata_to_dict

* wip debugging

* format

* fix v2 decode string dtype

* fix config default tests

* format

* Update src/zarr/codecs/_v2.py

* rename v2_dtype_kind_to_default_filters_and_compressor to v2_default_compressors

* recover test_v2.py

* incorporate feedback

* incorporate feedback

* fix mypy

* allow only one default compressor

* put `v2_default_compressor` under `array`

* deprecate zarr.storage.default_compressor

* test v3_default_codecs

* use v3_default_codecs

* fix tests that expected codecs==["bytes"]

* fix test_default_codecs

* fail-fast: false

* fix string codecs for np1.25

* format

* add docstrings to create in asynchronous.py and array.py

* add docstrings to creation in group.py

* Apply suggestions from code review

Co-authored-by: David Stansby <dstansby@gmail.com>

* apply suggestions from review

* correct code double backticks

* correct attribute links in docstring

* link zarr.core.config in docstrings

* improve docstring readability

* correct config docstring

* correct config docstring

* improve config docstring

---------

Co-authored-by: Norman Rzepka <code@normanrz.com>
Co-authored-by: David Stansby <dstansby@gmail.com>
---
 src/zarr/api/asynchronous.py             |  60 ++++++++--
 src/zarr/codecs/__init__.py              |  18 ---
 src/zarr/codecs/_v2.py                   |  13 ++-
 src/zarr/core/array.py                   | 139 +++++++++++++++++------
 src/zarr/core/config.py                  |  55 +++++++--
 src/zarr/core/group.py                   | 131 +++++++++++++++++----
 src/zarr/core/metadata/v2.py             |  23 +++-
 src/zarr/core/metadata/v3.py             |   5 +
 src/zarr/storage/__init__.py             |  22 ++++
 tests/test_array.py                      |  22 ++--
 tests/test_config.py                     |  57 +++++++++-
 tests/test_group.py                      |   7 +-
 tests/test_metadata/test_consolidated.py |  12 +-
 tests/test_v2.py                         | 115 +++++++++++++------
 14 files changed, 529 insertions(+), 150 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index e859df44a6..8b20676e8b 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -17,10 +17,12 @@
     ChunkCoords,
     MemoryOrder,
     ZarrFormat,
+    parse_dtype,
 )
 from zarr.core.config import config
 from zarr.core.group import AsyncGroup, ConsolidatedMetadata, GroupMetadata
 from zarr.core.metadata import ArrayMetadataDict, ArrayV2Metadata, ArrayV3Metadata
+from zarr.core.metadata.v2 import _default_filters_and_compressor
 from zarr.errors import NodeTypeValidationError
 from zarr.storage import (
     StoreLike,
@@ -401,7 +403,7 @@ async def save_array(
     arr : ndarray
         NumPy array with data to save.
     zarr_format : {2, 3, None}, optional
-        The zarr format to use when saving.
+        The zarr format to use when saving (default is 3 if not specified).
     path : str or None, optional
         The path within the store where the array will be saved.
     storage_options : dict
@@ -817,19 +819,45 @@ async def create(
     shape : int or tuple of ints
         Array shape.
     chunks : int or tuple of ints, optional
-        Chunk shape. If True, will be guessed from `shape` and `dtype`. If
-        False, will be set to `shape`, i.e., single chunk for the whole array.
-        If an int, the chunk size in each dimension will be given by the value
-        of `chunks`. Default is True.
+        The shape of the array's chunks.
+        V2 only. V3 arrays should use `chunk_shape` instead.
+        If not specified, default values are guessed based on the shape and dtype.
     dtype : str or dtype, optional
         NumPy dtype.
+    chunk_shape : int or tuple of ints, optional
+        The shape of the Array's chunks (default is None).
+        V3 only. V2 arrays should use `chunks` instead.
+    chunk_key_encoding : ChunkKeyEncoding, optional
+        A specification of how the chunk keys are represented in storage.
+        V3 only. V2 arrays should use `dimension_separator` instead.
+        Default is ``("default", "/")``.
+    codecs : Sequence of Codecs or dicts, optional
+        An iterable of Codec or dict serializations of Codecs. The elements of
+        this collection specify the transformation from array values to stored bytes.
+        V3 only. V2 arrays should use ``filters`` and ``compressor`` instead.
+
+        If no codecs are provided, default codecs will be used:
+
+        - For numeric arrays, the default is ``BytesCodec`` and ``ZstdCodec``.
+        - For Unicode strings, the default is ``VLenUTF8Codec``.
+        - For bytes or objects, the default is ``VLenBytesCodec``.
+
+        These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
     compressor : Codec, optional
-        Primary compressor.
-    fill_value : object
+        Primary compressor to compress chunk data.
+        V2 only. V3 arrays should use ``codecs`` instead.
+
+        If neither ``compressor`` nor ``filters`` are provided, a default compressor will be used:
+
+        - For numeric arrays, the default is ``ZstdCodec``.
+        - For Unicode strings, the default is ``VLenUTF8Codec``.
+        - For bytes or objects, the default is ``VLenBytesCodec``.
+
+        These defaults can be changed by modifying the value of ``array.v2_default_compressor`` in :mod:`zarr.core.config`.    fill_value : object
         Default value to use for uninitialized portions of the array.
     order : {'C', 'F'}, optional
         Memory layout to be used within each chunk.
-        Default is set in Zarr's config (`array.order`).
+        If not specified, default is taken from the Zarr config ```array.order```.
     store : Store or str
         Store or path to directory in file system or name of zip file.
     synchronizer : object, optional
@@ -844,6 +872,8 @@ async def create(
         for storage of both chunks and metadata.
     filters : sequence of Codecs, optional
         Sequence of filters to use to encode chunk data prior to compression.
+        V2 only. If neither ``compressor`` nor ``filters`` are provided, a default
+        compressor will be used. (see ``compressor`` for details).
     cache_metadata : bool, optional
         If True, array configuration metadata will be cached for the
         lifetime of the object. If False, array metadata will be reloaded
@@ -859,7 +889,8 @@ async def create(
         A codec to encode object arrays, only needed if dtype=object.
     dimension_separator : {'.', '/'}, optional
         Separator placed between the dimensions of a chunk.
-
+        V2 only. V3 arrays should use ``chunk_key_encoding`` instead.
+        Default is ".".
         .. versionadded:: 2.8
 
     write_empty_chunks : bool, optional
@@ -875,6 +906,7 @@ async def create(
 
     zarr_format : {2, 3, None}, optional
         The zarr format to use when saving.
+        Default is 3.
     meta_array : array-like, optional
         An array instance to use for determining arrays to create and return
         to users. Use `numpy.empty(())` by default.
@@ -894,9 +926,13 @@ async def create(
         or _default_zarr_version()
     )
 
-    if zarr_format == 2 and chunks is None:
-        chunks = shape
-    elif zarr_format == 3 and chunk_shape is None:
+    if zarr_format == 2:
+        if chunks is None:
+            chunks = shape
+        dtype = parse_dtype(dtype, zarr_format)
+        if not filters and not compressor:
+            filters, compressor = _default_filters_and_compressor(dtype)
+    elif zarr_format == 3 and chunk_shape is None:  # type: ignore[redundant-expr]
         if chunks is not None:
             chunk_shape = chunks
             chunks = None
diff --git a/src/zarr/codecs/__init__.py b/src/zarr/codecs/__init__.py
index e407d94892..165dbe476d 100644
--- a/src/zarr/codecs/__init__.py
+++ b/src/zarr/codecs/__init__.py
@@ -1,10 +1,5 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, Any
-
-if TYPE_CHECKING:
-    import numpy as np
-
 from zarr.codecs.blosc import BloscCname, BloscCodec, BloscShuffle
 from zarr.codecs.bytes import BytesCodec, Endian
 from zarr.codecs.crc32c_ import Crc32cCodec
@@ -13,7 +8,6 @@
 from zarr.codecs.transpose import TransposeCodec
 from zarr.codecs.vlen_utf8 import VLenBytesCodec, VLenUTF8Codec
 from zarr.codecs.zstd import ZstdCodec
-from zarr.core.metadata.v3 import DataType
 
 __all__ = [
     "BloscCname",
@@ -30,15 +24,3 @@
     "VLenUTF8Codec",
     "ZstdCodec",
 ]
-
-
-def _get_default_array_bytes_codec(
-    np_dtype: np.dtype[Any],
-) -> BytesCodec | VLenUTF8Codec | VLenBytesCodec:
-    dtype = DataType.from_numpy(np_dtype)
-    if dtype == DataType.string:
-        return VLenUTF8Codec()
-    elif dtype == DataType.bytes:
-        return VLenBytesCodec()
-    else:
-        return BytesCodec()
diff --git a/src/zarr/codecs/_v2.py b/src/zarr/codecs/_v2.py
index df0d8ecb0a..53edc1f4a1 100644
--- a/src/zarr/codecs/_v2.py
+++ b/src/zarr/codecs/_v2.py
@@ -5,6 +5,7 @@
 from typing import TYPE_CHECKING
 
 import numcodecs
+import numpy as np
 from numcodecs.compat import ensure_bytes, ensure_ndarray_like
 
 from zarr.abc.codec import ArrayBytesCodec
@@ -46,7 +47,17 @@ async def _decode_single(
         # special case object dtype, because incorrect handling can lead to
         # segfaults and other bad things happening
         if chunk_spec.dtype != object:
-            chunk = chunk.view(chunk_spec.dtype)
+            try:
+                chunk = chunk.view(chunk_spec.dtype)
+            except TypeError:
+                # this will happen if the dtype of the chunk
+                # does not match the dtype of the array spec i.g. if
+                # the dtype of the chunk_spec is a string dtype, but the chunk
+                # is an object array. In this case, we need to convert the object
+                # array to the correct dtype.
+
+                chunk = np.array(chunk).astype(chunk_spec.dtype)
+
         elif chunk.dtype != object:
             # If we end up here, someone must have hacked around with the filters.
             # We cannot deal with object arrays unless there is an object
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 2849907f98..07ed0e5069 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -13,7 +13,6 @@
 
 from zarr._compat import _deprecate_positional_args
 from zarr.abc.store import Store, set_or_delete
-from zarr.codecs import _get_default_array_bytes_codec
 from zarr.codecs._v2 import V2Codec
 from zarr.core._info import ArrayInfo
 from zarr.core.attributes import Attributes
@@ -78,7 +77,8 @@
     ArrayV3MetadataDict,
     T_ArrayMetadata,
 )
-from zarr.core.metadata.v3 import parse_node_type_array
+from zarr.core.metadata.v2 import _default_filters_and_compressor
+from zarr.core.metadata.v3 import DataType, parse_node_type_array
 from zarr.core.sync import sync
 from zarr.errors import MetadataValidationError
 from zarr.registry import get_pipeline_class
@@ -409,27 +409,53 @@ async def create(
         attributes : dict[str, JSON], optional
             The attributes of the array (default is None).
         chunk_shape : ChunkCoords, optional
-            The shape of the array's chunks (default is None).
+            The shape of the array's chunks
+            V3 only. V2 arrays should use `chunks` instead.
+            If not specified, default are guessed based on the shape and dtype.
         chunk_key_encoding : ChunkKeyEncoding, optional
-            The chunk key encoding (default is None).
-        codecs : Iterable[Codec | dict[str, JSON]], optional
-            The codecs used to encode the data (default is None).
+            A specification of how the chunk keys are represented in storage.
+            V3 only. V2 arrays should use `dimension_separator` instead.
+            Default is ``("default", "/")``.
+        codecs : Sequence of Codecs or dicts, optional
+            An iterable of Codec or dict serializations of Codecs. The elements of
+            this collection specify the transformation from array values to stored bytes.
+            V3 only. V2 arrays should use ``filters`` and ``compressor`` instead.
+
+            If no codecs are provided, default codecs will be used:
+
+            - For numeric arrays, the default is ``BytesCodec`` and ``ZstdCodec``.
+            - For Unicode strings, the default is ``VLenUTF8Codec``.
+            - For bytes or objects, the default is ``VLenBytesCodec``.
+
+            These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
         dimension_names : Iterable[str], optional
             The names of the dimensions (default is None).
+            V3 only. V2 arrays should not use this parameter.
         chunks : ShapeLike, optional
-            The shape of the array's chunks (default is None).
-            V2 only. V3 arrays should not have 'chunks' parameter.
+            The shape of the array's chunks.
+            V2 only. V3 arrays should use ``chunk_shape`` instead.
+            If not specified, default are guessed based on the shape and dtype.
         dimension_separator : Literal[".", "/"], optional
-            The dimension separator (default is None).
-            V2 only. V3 arrays cannot have a dimension separator.
+            The dimension separator (default is ".").
+            V2 only. V3 arrays should use ``chunk_key_encoding`` instead.
         order : Literal["C", "F"], optional
-            The order of the array (default is None).
+            The order of the array (default is specified by ``array.order`` in :mod:`zarr.core.config`).
         filters : list[dict[str, JSON]], optional
-            The filters used to compress the data (default is None).
-            V2 only. V3 arrays should not have 'filters' parameter.
+            Sequence of filters to use to encode chunk data prior to compression.
+            V2 only. V3 arrays should use ``codecs`` instead. If neither ``compressor``
+            nor ``filters`` are provided, a default compressor will be used. (see
+            ``compressor`` for details)
         compressor : dict[str, JSON], optional
             The compressor used to compress the data (default is None).
-            V2 only. V3 arrays should not have 'compressor' parameter.
+            V2 only. V3 arrays should use ``codecs`` instead.
+
+            If neither ``compressor`` nor ``filters`` are provided, a default compressor will be used:
+
+            - For numeric arrays, the default is ``ZstdCodec``.
+            - For Unicode strings, the default is ``VLenUTF8Codec``.
+            - For bytes or objects, the default is ``VLenBytesCodec``.
+
+            These defaults can be changed by modifying the value of ``array.v2_default_compressor`` in :mod:`zarr.core.config`.
         overwrite : bool, optional
             Whether to raise an error if the store already exists (default is False).
         data : npt.ArrayLike, optional
@@ -494,14 +520,6 @@ async def create(
                 order=order,
             )
         elif zarr_format == 2:
-            if dtype is str or dtype == "str":
-                # another special case: zarr v2 added the vlen-utf8 codec
-                vlen_codec: dict[str, JSON] = {"id": "vlen-utf8"}
-                if filters and not any(x["id"] == "vlen-utf8" for x in filters):
-                    filters = list(filters) + [vlen_codec]
-                else:
-                    filters = [vlen_codec]
-
             if codecs is not None:
                 raise ValueError(
                     "codecs cannot be used for arrays with version 2. Use filters and compressor instead."
@@ -564,11 +582,7 @@ async def _create_v3(
             await ensure_no_existing_node(store_path, zarr_format=3)
 
         shape = parse_shapelike(shape)
-        codecs = (
-            list(codecs)
-            if codecs is not None
-            else [_get_default_array_bytes_codec(np.dtype(dtype))]
-        )
+        codecs = list(codecs) if codecs is not None else _get_default_codecs(np.dtype(dtype))
 
         if chunk_key_encoding is None:
             chunk_key_encoding = ("default", "/")
@@ -634,6 +648,14 @@ async def _create_v2(
         if dimension_separator is None:
             dimension_separator = "."
 
+        dtype = parse_dtype(dtype, zarr_format=2)
+        if not filters and not compressor:
+            filters, compressor = _default_filters_and_compressor(dtype)
+        if np.issubdtype(dtype, np.str_):
+            filters = filters or []
+            if not any(x["id"] == "vlen-utf8" for x in filters):
+                filters = list(filters) + [{"id": "vlen-utf8"}]
+
         metadata = ArrayV2Metadata(
             shape=shape,
             dtype=np.dtype(dtype),
@@ -1493,23 +1515,53 @@ def create(
         dtype : npt.DTypeLike
             The data type of the array.
         chunk_shape : ChunkCoords, optional
-            The shape of the Array's chunks (default is None).
+            The shape of the Array's chunks.
+            V3 only. V2 arrays should use `chunks` instead.
+            If not specified, default are guessed based on the shape and dtype.
         chunk_key_encoding : ChunkKeyEncoding, optional
-            The chunk key encoding (default is None).
-        codecs : Iterable[Codec | dict[str, JSON]], optional
-            The codecs used to encode the data (default is None).
+            A specification of how the chunk keys are represented in storage.
+            V3 only. V2 arrays should use `dimension_separator` instead.
+            Default is ``("default", "/")``.
+        codecs : Sequence of Codecs or dicts, optional
+            An iterable of Codec or dict serializations of Codecs. The elements of
+            this collection specify the transformation from array values to stored bytes.
+            V3 only. V2 arrays should use ``filters`` and ``compressor`` instead.
+
+            If no codecs are provided, default codecs will be used:
+
+            - For numeric arrays, the default is ``BytesCodec`` and ``ZstdCodec``.
+            - For Unicode strings, the default is ``VLenUTF8Codec``.
+            - For bytes or objects, the default is ``VLenBytesCodec``.
+
+            These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
         dimension_names : Iterable[str], optional
             The names of the dimensions (default is None).
+            V3 only. V2 arrays should not use this parameter.
         chunks : ChunkCoords, optional
-            The shape of the Array's chunks (default is None).
+            The shape of the array's chunks.
+            V2 only. V3 arrays should use ``chunk_shape`` instead.
+            If not specified, default are guessed based on the shape and dtype.
         dimension_separator : Literal[".", "/"], optional
-            The dimension separator (default is None).
+            The dimension separator (default is ".").
+            V2 only. V3 arrays should use ``chunk_key_encoding`` instead.
         order : Literal["C", "F"], optional
-            The order of the array (default is None).
+            The order of the array (default is specified by ``array.order`` in :mod:`zarr.core.config`).
         filters : list[dict[str, JSON]], optional
-            The filters used to compress the data (default is None).
+            Sequence of filters to use to encode chunk data prior to compression.
+            V2 only. V3 arrays should use ``codecs`` instead. If neither ``compressor``
+            nor ``filters`` are provided, a default compressor will be used. (see
+            ``compressor`` for details)
         compressor : dict[str, JSON], optional
-            The compressor used to compress the data (default is None).
+            Primary compressor to compress chunk data.
+            V2 only. V3 arrays should use ``codecs`` instead.
+
+            If neither ``compressor`` nor ``filters`` are provided, a default compressor will be used:
+
+            - For numeric arrays, the default is ``ZstdCodec``.
+            - For Unicode strings, the default is ``VLenUTF8Codec``.
+            - For bytes or objects, the default is ``VLenBytesCodec``.
+
+            These defaults can be changed by modifying the value of ``array.v2_default_compressor`` in :mod:`zarr.core.config`.
         overwrite : bool, optional
             Whether to raise an error if the store already exists (default is False).
 
@@ -3342,3 +3394,18 @@ def _build_parents(
         )
 
     return parents
+
+
+def _get_default_codecs(
+    np_dtype: np.dtype[Any],
+) -> list[dict[str, JSON]]:
+    default_codecs = config.get("array.v3_default_codecs")
+    dtype = DataType.from_numpy(np_dtype)
+    if dtype == DataType.string:
+        dtype_key = "string"
+    elif dtype == DataType.bytes:
+        dtype_key = "bytes"
+    else:
+        dtype_key = "numeric"
+
+    return [{"name": codec_id, "configuration": {}} for codec_id in default_codecs[dtype_key]]
diff --git a/src/zarr/core/config.py b/src/zarr/core/config.py
index 29f5e139fe..1feb4a6c2f 100644
--- a/src/zarr/core/config.py
+++ b/src/zarr/core/config.py
@@ -1,3 +1,32 @@
+"""
+The config module is responsible for managing the configuration of zarr and is based on the Donfig python library.
+For selecting custom implementations of codecs, pipelines, buffers and ndbuffers, first register the implementations
+in the registry and then select them in the config.
+
+Example:
+    An implementation of the bytes codec in a class ``your.module.NewBytesCodec`` requires the value of ``codecs.bytes``
+    to be ``your.module.NewBytesCodec``. Donfig can be configured programmatically, by environment variables, or from
+    YAML files in standard locations.
+
+    .. code-block:: python
+
+        from your.module import NewBytesCodec
+        from zarr.core.config import register_codec, config
+
+        register_codec("bytes", NewBytesCodec)
+        config.set({"codecs.bytes": "your.module.NewBytesCodec"})
+
+    Instead of setting the value programmatically with ``config.set``, you can also set the value with an environment
+    variable. The environment variable ``ZARR_CODECS__BYTES`` can be set to ``your.module.NewBytesCodec``. The double
+    underscore ``__`` is used to indicate nested access.
+
+    .. code-block:: bash
+
+        export ZARR_CODECS__BYTES="your.module.NewBytesCodec"
+
+For more information, see the Donfig documentation at https://github.com/pytroll/donfig.
+"""
+
 from __future__ import annotations
 
 from typing import Any, Literal, cast
@@ -10,7 +39,7 @@ class BadConfigError(ValueError):
 
 
 class Config(DConfig):  # type: ignore[misc]
-    """Will collect configuration from config files and environment variables
+    """The Config will collect configuration from config files and environment variables
 
     Example environment variables:
     Grabs environment variables of the form "ZARR_FOO__BAR_BAZ=123" and
@@ -28,21 +57,25 @@ def reset(self) -> None:
         self.refresh()
 
 
-# The config module is responsible for managing the configuration of zarr and  is based on the Donfig python library.
-# For selecting custom implementations of codecs, pipelines, buffers and ndbuffers, first register the implementations
-# in the registry and then select them in the config.
-# e.g. an implementation of the bytes codec in a class "NewBytesCodec", requires the value of codecs.bytes.name to be
-# "NewBytesCodec".
-# Donfig can be configured programmatically, by environment variables, or from YAML files in standard locations
-# e.g. export ZARR_CODECS__BYTES__NAME="NewBytesCodec"
-# (for more information see github.com/pytroll/donfig)
-# Default values below point to the standard implementations of zarr-python
+# The default configuration for zarr
 config = Config(
     "zarr",
     defaults=[
         {
             "default_zarr_version": 3,
-            "array": {"order": "C"},
+            "array": {
+                "order": "C",
+                "v2_default_compressor": {
+                    "numeric": "zstd",
+                    "string": "vlen-utf8",
+                    "bytes": "vlen-bytes",
+                },
+                "v3_default_codecs": {
+                    "numeric": ["bytes", "zstd"],
+                    "string": ["vlen-utf8"],
+                    "bytes": ["vlen-bytes"],
+                },
+            },
             "async": {"concurrency": 10, "timeout": None},
             "threading": {"max_workers": None},
             "json_indent": 2,
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index f46c5126b2..2d7a21911a 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1034,24 +1034,52 @@ async def create_array(
         dtype : np.DtypeLike = float64
             The data type of the array.
         chunk_shape : tuple[int, ...] | None = None
-            The shape of the chunks of the array. V3 only.
+            The shape of the chunks of the array.
+            V3 only. V2 arrays should use `chunks` instead.
+            If not specified, default are guessed based on the shape and dtype.
         chunk_key_encoding : ChunkKeyEncoding | tuple[Literal["default"], Literal[".", "/"]] | tuple[Literal["v2"], Literal[".", "/"]] | None = None
             A specification of how the chunk keys are represented in storage.
+            V3 only. V2 arrays should use `dimension_separator` instead.
+            Default is ``("default", "/")``.
         codecs : Iterable[Codec | dict[str, JSON]] | None = None
-            An iterable of Codec or dict serializations thereof. The elements of
+            An iterable of Codec or dict serializations of Codecs. The elements of
             this collection specify the transformation from array values to stored bytes.
+            V3 only. V2 arrays should use ``filters`` and ``compressor`` instead.
+
+            If no codecs are provided, default codecs will be used:
+
+            - For numeric arrays, the default is ``BytesCodec`` and ``ZstdCodec``.
+            - For Unicode strings, the default is ``VLenUTF8Codec``.
+            - For bytes or objects, the default is ``VLenBytesCodec``.
+
+            These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
         dimension_names : Iterable[str] | None = None
             The names of the dimensions of the array. V3 only.
         chunks : ChunkCoords | None = None
-            The shape of the chunks of the array. V2 only.
+            The shape of the chunks of the array.
+            V2 only. V3 arrays should use ``chunk_shape`` instead.
+            If not specified, default are guessed based on the shape and dtype.
         dimension_separator : Literal[".", "/"] | None = None
-            The delimiter used for the chunk keys.
+            The delimiter used for the chunk keys. (default: ".")
+            V2 only. V3 arrays should use ``chunk_key_encoding`` instead.
         order : Literal["C", "F"] | None = None
-            The memory order of the array.
+            The memory order of the array (default is specified by ``array.order`` in :mod:`zarr.core.config`).
         filters : list[dict[str, JSON]] | None = None
-            Filters for the array.
+            Sequence of filters to use to encode chunk data prior to compression.
+            V2 only. V3 arrays should use ``codecs`` instead. If neither ``compressor``
+            nor ``filters`` are provided, a default compressor will be used. (see
+            ``compressor`` for details)
         compressor : dict[str, JSON] | None = None
-            The compressor for the array.
+            The compressor used to compress the data (default is None).
+            V2 only. V3 arrays should use ``codecs`` instead.
+
+            If neither ``compressor`` nor ``filters`` are provided, a default compressor will be used:
+
+            - For numeric arrays, the default is ``ZstdCodec``.
+            - For Unicode strings, the default is ``VLenUTF8Codec``.
+            - For bytes or objects, the default is ``VLenBytesCodec``.
+
+            These defaults can be changed by modifying the value of ``array.v2_default_compressor`` in :mod:`zarr.core.config`.
         overwrite : bool = False
             If True, a pre-existing array or group at the path of this array will
             be overwritten. If False, the presence of a pre-existing array or group is
@@ -2222,7 +2250,7 @@ def create_array(
     ) -> Array:
         """Create a zarr array within this AsyncGroup.
 
-        This method lightly wraps AsyncArray.create.
+        This method lightly wraps `AsyncArray.create`.
 
         Parameters
         ----------
@@ -2233,24 +2261,52 @@ def create_array(
         dtype : np.DtypeLike = float64
             The data type of the array.
         chunk_shape : tuple[int, ...] | None = None
-            The shape of the chunks of the array. V3 only.
+            The shape of the chunks of the array.
+            V3 only. V2 arrays should use `chunks` instead.
+            If not specified, default are guessed based on the shape and dtype.
         chunk_key_encoding : ChunkKeyEncoding | tuple[Literal["default"], Literal[".", "/"]] | tuple[Literal["v2"], Literal[".", "/"]] | None = None
             A specification of how the chunk keys are represented in storage.
+            V3 only. V2 arrays should use `dimension_separator` instead.
+            Default is ``("default", "/")``.
         codecs : Iterable[Codec | dict[str, JSON]] | None = None
-            An iterable of Codec or dict serializations thereof. The elements of this collection
-            specify the transformation from array values to stored bytes.
+            An iterable of Codec or dict serializations of Codecs. The elements of
+            this collection specify the transformation from array values to stored bytes.
+            V3 only. V2 arrays should use ``filters`` and ``compressor`` instead.
+
+            If no codecs are provided, default codecs will be used:
+
+            - For numeric arrays, the default is ``BytesCodec`` and ``ZstdCodec``.
+            - For Unicode strings, the default is ``VLenUTF8Codec``.
+            - For bytes or objects, the default is ``VLenBytesCodec``.
+
+            These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
         dimension_names : Iterable[str] | None = None
             The names of the dimensions of the array. V3 only.
         chunks : ChunkCoords | None = None
-            The shape of the chunks of the array. V2 only.
+            The shape of the chunks of the array.
+            V2 only. V3 arrays should use ``chunk_shape`` instead.
+            If not specified, default are guessed based on the shape and dtype.
         dimension_separator : Literal[".", "/"] | None = None
-            The delimiter used for the chunk keys.
+            The delimiter used for the chunk keys. (default: ".")
+            V2 only. V3 arrays should use ``chunk_key_encoding`` instead.
         order : Literal["C", "F"] | None = None
-            The memory order of the array.
+            The memory order of the array (default is specified by ``array.order`` in :mod:`zarr.core.config`).
         filters : list[dict[str, JSON]] | None = None
-            Filters for the array.
+            Sequence of filters to use to encode chunk data prior to compression.
+            V2 only. V3 arrays should use ``codecs`` instead. If neither ``compressor``
+            nor ``filters`` are provided, a default compressor will be used. (see
+            ``compressor`` for details)
         compressor : dict[str, JSON] | None = None
-            The compressor for the array.
+            The compressor used to compress the data (default is None).
+            V2 only. V3 arrays should use ``codecs`` instead.
+
+            If neither ``compressor`` nor ``filters`` are provided, a default compressor will be used:
+
+            - For numeric arrays, the default is ``ZstdCodec``.
+            - For Unicode strings, the default is ``VLenUTF8Codec``.
+            - For bytes or objects, the default is ``VLenBytesCodec``.
+
+            These defaults can be changed by modifying the value of ``array.v2_default_compressor`` in :mod:`zarr.core.config`.
         overwrite : bool = False
             If True, a pre-existing array or group at the path of this array will
             be overwritten. If False, the presence of a pre-existing array or group is
@@ -2260,6 +2316,7 @@ def create_array(
 
         Returns
         -------
+
         Array
 
         """
@@ -2574,24 +2631,52 @@ def array(
         dtype : np.DtypeLike = float64
             The data type of the array.
         chunk_shape : tuple[int, ...] | None = None
-            The shape of the chunks of the array. V3 only.
+            The shape of the chunks of the array.
+            V3 only. V2 arrays should use `chunks` instead.
+            If not specified, default are guessed based on the shape and dtype.
         chunk_key_encoding : ChunkKeyEncoding | tuple[Literal["default"], Literal[".", "/"]] | tuple[Literal["v2"], Literal[".", "/"]] | None = None
             A specification of how the chunk keys are represented in storage.
+            V3 only. V2 arrays should use `dimension_separator` instead.
+            Default is ``("default", "/")``.
         codecs : Iterable[Codec | dict[str, JSON]] | None = None
-            An iterable of Codec or dict serializations thereof. The elements of
+            An iterable of Codec or dict serializations of Codecs. The elements of
             this collection specify the transformation from array values to stored bytes.
+            V3 only. V2 arrays should use ``filters`` and ``compressor`` instead.
+
+            If no codecs are provided, default codecs will be used:
+
+            - For numeric arrays, the default is ``BytesCodec`` and ``ZstdCodec``.
+            - For Unicode strings, the default is ``VLenUTF8Codec``.
+            - For bytes or objects, the default is ``VLenBytesCodec``.
+
+            These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
         dimension_names : Iterable[str] | None = None
             The names of the dimensions of the array. V3 only.
         chunks : ChunkCoords | None = None
-            The shape of the chunks of the array. V2 only.
+            The shape of the chunks of the array.
+            V2 only. V3 arrays should use ``chunk_shape`` instead.
+            If not specified, default are guessed based on the shape and dtype.
         dimension_separator : Literal[".", "/"] | None = None
-            The delimiter used for the chunk keys.
+            The delimiter used for the chunk keys. (default: ".")
+            V2 only. V3 arrays should use ``chunk_key_encoding`` instead.
         order : Literal["C", "F"] | None = None
-            The memory order of the array.
+            The memory order of the array (default is specified by ``array.order`` in :mod:`zarr.core.config`).
         filters : list[dict[str, JSON]] | None = None
-            Filters for the array.
+            Sequence of filters to use to encode chunk data prior to compression.
+            V2 only. V3 arrays should use ``codecs`` instead. If neither ``compressor``
+            nor ``filters`` are provided, a default compressor will be used. (see
+            ``compressor`` for details)
         compressor : dict[str, JSON] | None = None
-            The compressor for the array.
+            The compressor used to compress the data (default is None).
+            V2 only. V3 arrays should use ``codecs`` instead.
+
+            If neither ``compressor`` nor ``filters`` are provided, a default compressor will be used:
+
+            - For numeric arrays, the default is ``ZstdCodec``.
+            - For Unicode strings, the default is ``VLenUTF8Codec``.
+            - For bytes or objects, the default is ``VLenBytesCodec``.
+
+            These defaults can be changed by modifying the value of ``array.v2_default_compressor`` in :mod:`zarr.core.config`.
         overwrite : bool = False
             If True, a pre-existing array or group at the path of this array will
             be overwritten. If False, the presence of a pre-existing array or group is
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index 50f375203f..bd0fbecf4a 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -4,7 +4,7 @@
 from collections.abc import Iterable
 from enum import Enum
 from functools import cached_property
-from typing import TYPE_CHECKING, TypedDict, cast
+from typing import TYPE_CHECKING, Any, TypedDict, cast
 
 from zarr.abc.metadata import Metadata
 
@@ -71,6 +71,7 @@ def __init__(
         shape_parsed = parse_shapelike(shape)
         dtype_parsed = parse_dtype(dtype)
         chunks_parsed = parse_shapelike(chunks)
+
         compressor_parsed = parse_compressor(compressor)
         order_parsed = parse_indexing_order(order)
         dimension_separator_parsed = parse_separator(dimension_separator)
@@ -326,3 +327,23 @@ def _default_fill_value(dtype: np.dtype[Any]) -> Any:
         return ""
     else:
         return dtype.type(0)
+
+
+def _default_filters_and_compressor(
+    dtype: np.dtype[Any],
+) -> tuple[list[dict[str, JSON]], dict[str, JSON] | None]:
+    """Get the default filters and compressor for a dtype.
+
+    https://numpy.org/doc/2.1/reference/generated/numpy.dtype.kind.html
+    """
+    default_compressor = config.get("array.v2_default_compressor")
+    if dtype.kind in "biufcmM":
+        dtype_key = "numeric"
+    elif dtype.kind in "U":
+        dtype_key = "string"
+    elif dtype.kind in "OSV":
+        dtype_key = "bytes"
+    else:
+        raise ValueError(f"Unsupported dtype kind {dtype.kind}")
+
+    return [{"id": default_compressor[dtype_key]}], None
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 3e925e08bd..8dcceb7f31 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -37,6 +37,7 @@
 )
 from zarr.core.config import config
 from zarr.core.metadata.common import parse_attributes
+from zarr.core.strings import _NUMPY_SUPPORTS_VLEN_STRING
 from zarr.core.strings import _STRING_DTYPE as STRING_NP_DTYPE
 from zarr.errors import MetadataValidationError, NodeTypeValidationError
 from zarr.registry import get_codec_class
@@ -606,6 +607,10 @@ def from_numpy(cls, dtype: np.dtype[Any]) -> DataType:
             return DataType.string
         elif dtype.kind == "S":
             return DataType.bytes
+        elif not _NUMPY_SUPPORTS_VLEN_STRING and dtype.kind == "O":
+            # numpy < 2.0 does not support vlen string dtype
+            # so we fall back on object array of strings
+            return DataType.string
         dtype_to_data_type = {
             "|b1": "bool",
             "bool": "bool",
diff --git a/src/zarr/storage/__init__.py b/src/zarr/storage/__init__.py
index 6f3ec59b01..514361bd6b 100644
--- a/src/zarr/storage/__init__.py
+++ b/src/zarr/storage/__init__.py
@@ -1,3 +1,8 @@
+import sys
+import warnings
+from types import ModuleType
+from typing import Any
+
 from zarr.storage.common import StoreLike, StorePath, make_store_path
 from zarr.storage.fsspec import FsspecStore
 from zarr.storage.local import LocalStore
@@ -17,3 +22,20 @@
     "ZipStore",
     "make_store_path",
 ]
+
+
+class VerboseModule(ModuleType):
+    def __setattr__(self, attr: str, value: Any) -> None:
+        if attr == "default_compressor":
+            warnings.warn(
+                "setting zarr.storage.default_compressor is deprecated, use "
+                "zarr.config to configure array.v2_default_compressor "
+                "e.g. config.set({'codecs.zstd':'numcodecs.Zstd', 'array.v2_default_compressor.numeric': 'zstd'})",
+                DeprecationWarning,
+                stacklevel=1,
+            )
+        else:
+            super().__setattr__(attr, value)
+
+
+sys.modules[__name__].__class__ = VerboseModule
diff --git a/tests/test_array.py b/tests/test_array.py
index cf722c7385..c89b6187c3 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -5,12 +5,14 @@
 from itertools import accumulate
 from typing import Any, Literal
 
+import numcodecs
 import numpy as np
 import pytest
+from numcodecs import Zstd
 
 import zarr.api.asynchronous
 from zarr import Array, AsyncArray, Group
-from zarr.codecs import BytesCodec, VLenBytesCodec
+from zarr.codecs import BytesCodec, VLenBytesCodec, ZstdCodec
 from zarr.core._info import ArrayInfo
 from zarr.core.array import chunks_initialized
 from zarr.core.buffer import default_buffer_prototype
@@ -374,7 +376,7 @@ async def test_chunks_initialized() -> None:
 
 
 def test_nbytes_stored() -> None:
-    arr = zarr.create(shape=(100,), chunks=(10,), dtype="i4")
+    arr = zarr.create(shape=(100,), chunks=(10,), dtype="i4", codecs=[BytesCodec()])
     result = arr.nbytes_stored()
     assert result == 366  # the size of the metadata document. This is a fragile test.
     arr[:50] = 1
@@ -386,7 +388,9 @@ def test_nbytes_stored() -> None:
 
 
 async def test_nbytes_stored_async() -> None:
-    arr = await zarr.api.asynchronous.create(shape=(100,), chunks=(10,), dtype="i4")
+    arr = await zarr.api.asynchronous.create(
+        shape=(100,), chunks=(10,), dtype="i4", codecs=[BytesCodec()]
+    )
     result = await arr.nbytes_stored()
     assert result == 366  # the size of the metadata document. This is a fragile test.
     await arr.setitem(slice(50), 1)
@@ -456,6 +460,7 @@ def test_info_v2(self) -> None:
             _read_only=False,
             _store_type="MemoryStore",
             _count_bytes=128,
+            _filters=(numcodecs.Zstd(),),
         )
         assert result == expected
 
@@ -470,13 +475,13 @@ def test_info_v3(self) -> None:
             _order="C",
             _read_only=False,
             _store_type="MemoryStore",
-            _codecs=[BytesCodec()],
+            _codecs=[BytesCodec(), ZstdCodec()],
             _count_bytes=128,
         )
         assert result == expected
 
     def test_info_complete(self) -> None:
-        arr = zarr.create(shape=(4, 4), chunks=(2, 2), zarr_format=3)
+        arr = zarr.create(shape=(4, 4), chunks=(2, 2), zarr_format=3, codecs=[BytesCodec()])
         result = arr.info_complete()
         expected = ArrayInfo(
             _zarr_format=3,
@@ -511,6 +516,7 @@ async def test_info_v2_async(self) -> None:
             _order="C",
             _read_only=False,
             _store_type="MemoryStore",
+            _filters=(Zstd(level=0),),
             _count_bytes=128,
         )
         assert result == expected
@@ -526,13 +532,15 @@ async def test_info_v3_async(self) -> None:
             _order="C",
             _read_only=False,
             _store_type="MemoryStore",
-            _codecs=[BytesCodec()],
+            _codecs=[BytesCodec(), ZstdCodec()],
             _count_bytes=128,
         )
         assert result == expected
 
     async def test_info_complete_async(self) -> None:
-        arr = await zarr.api.asynchronous.create(shape=(4, 4), chunks=(2, 2), zarr_format=3)
+        arr = await zarr.api.asynchronous.create(
+            shape=(4, 4), chunks=(2, 2), zarr_format=3, codecs=[BytesCodec()]
+        )
         result = await arr.info_complete()
         expected = ArrayInfo(
             _zarr_format=3,
diff --git a/tests/test_config.py b/tests/test_config.py
index e3f5ec25e3..8dd15fb75b 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -8,10 +8,18 @@
 import pytest
 
 import zarr
-from zarr import Array, zeros
-from zarr.abc.codec import CodecInput, CodecOutput, CodecPipeline
+from zarr import Array, AsyncArray, zeros
+from zarr.abc.codec import Codec, CodecInput, CodecOutput, CodecPipeline
 from zarr.abc.store import ByteSetter, Store
-from zarr.codecs import BloscCodec, BytesCodec, Crc32cCodec, ShardingCodec
+from zarr.codecs import (
+    BloscCodec,
+    BytesCodec,
+    Crc32cCodec,
+    GzipCodec,
+    ShardingCodec,
+    VLenBytesCodec,
+    VLenUTF8Codec,
+)
 from zarr.core.array_spec import ArraySpec
 from zarr.core.buffer import NDBuffer
 from zarr.core.codec_pipeline import BatchedCodecPipeline
@@ -28,6 +36,7 @@
     register_ndbuffer,
     register_pipeline,
 )
+from zarr.storage import MemoryStore
 from zarr.testing.buffer import (
     NDBufferUsingTestNDArrayLike,
     StoreExpectingTestBuffer,
@@ -41,7 +50,19 @@ def test_config_defaults_set() -> None:
     assert config.defaults == [
         {
             "default_zarr_version": 3,
-            "array": {"order": "C"},
+            "array": {
+                "order": "C",
+                "v2_default_compressor": {
+                    "numeric": "zstd",
+                    "string": "vlen-utf8",
+                    "bytes": "vlen-bytes",
+                },
+                "v3_default_codecs": {
+                    "bytes": ["vlen-bytes"],
+                    "numeric": ["bytes", "zstd"],
+                    "string": ["vlen-utf8"],
+                },
+            },
             "async": {"concurrency": 10, "timeout": None},
             "threading": {"max_workers": None},
             "json_indent": 2,
@@ -263,3 +284,31 @@ class NewCodec2(BytesCodec):
     # no warning if multiple implementations are available and one is selected in the config
     with config.set({"codecs.new_codec": fully_qualified_name(NewCodec)}):
         get_codec_class("new_codec")
+
+
+@pytest.mark.parametrize(
+    ("dtype", "expected_codecs"),
+    [
+        ("int", [BytesCodec(), GzipCodec()]),
+        ("bytes", [VLenBytesCodec()]),
+        ("str", [VLenUTF8Codec()]),
+    ],
+)
+async def test_default_codecs(dtype: str, expected_codecs: list[Codec]) -> None:
+    with config.set(
+        {
+            "array.v3_default_codecs": {
+                "numeric": ["bytes", "gzip"],  # test setting non-standard codecs
+                "string": ["vlen-utf8"],
+                "bytes": ["vlen-bytes"],
+            }
+        }
+    ):
+        arr = await AsyncArray.create(
+            shape=(100,),
+            chunk_shape=(100,),
+            dtype=np.dtype(dtype),
+            zarr_format=3,
+            store=MemoryStore(),
+        )
+        assert arr.metadata.codecs == expected_codecs
diff --git a/tests/test_group.py b/tests/test_group.py
index 416e10af9a..e0bc304b9b 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -8,6 +8,7 @@
 
 import numpy as np
 import pytest
+from numcodecs import Zstd
 
 import zarr
 import zarr.api.asynchronous
@@ -496,6 +497,7 @@ def test_group_child_iterators(store: Store, zarr_format: ZarrFormat, consolidat
                     "shape": (1,),
                     "chunks": (1,),
                     "order": "C",
+                    "filters": (Zstd(level=0),),
                     "zarr_format": zarr_format,
                 },
                 "subgroup": {
@@ -521,7 +523,10 @@ def test_group_child_iterators(store: Store, zarr_format: ZarrFormat, consolidat
                         "configuration": {"separator": "/"},
                         "name": "default",
                     },
-                    "codecs": ({"configuration": {"endian": "little"}, "name": "bytes"},),
+                    "codecs": (
+                        {"configuration": {"endian": "little"}, "name": "bytes"},
+                        {"configuration": {}, "name": "zstd"},
+                    ),
                     "data_type": "float64",
                     "fill_value": fill_value,
                     "node_type": "array",
diff --git a/tests/test_metadata/test_consolidated.py b/tests/test_metadata/test_consolidated.py
index 8ae9cc81fd..7f0c49338e 100644
--- a/tests/test_metadata/test_consolidated.py
+++ b/tests/test_metadata/test_consolidated.py
@@ -5,6 +5,7 @@
 
 import numpy as np
 import pytest
+from numcodecs import Zstd
 
 import zarr.api.asynchronous
 import zarr.api.synchronous
@@ -71,7 +72,10 @@ async def test_consolidated(self, memory_store_with_hierarchy: Store) -> None:
                 "configuration": {"separator": "/"},
                 "name": "default",
             },
-            "codecs": ({"configuration": {"endian": "little"}, "name": "bytes"},),
+            "codecs": (
+                {"configuration": {"endian": "little"}, "name": "bytes"},
+                {"configuration": {}, "name": "zstd"},
+            ),
             "data_type": "float64",
             "fill_value": np.float64(0.0),
             "node_type": "array",
@@ -215,7 +219,10 @@ def test_consolidated_sync(self, memory_store):
                 "configuration": {"separator": "/"},
                 "name": "default",
             },
-            "codecs": ({"configuration": {"endian": "little"}, "name": "bytes"},),
+            "codecs": (
+                {"configuration": {"endian": "little"}, "name": "bytes"},
+                {"configuration": {}, "name": "zstd"},
+            ),
             "data_type": "float64",
             "fill_value": np.float64(0.0),
             "node_type": "array",
@@ -486,6 +493,7 @@ async def test_consolidated_metadata_v2(self):
                         attributes={"key": "a"},
                         chunks=(1,),
                         fill_value=None,
+                        filters=(Zstd(level=0),),
                         order="C",
                     ),
                     "g1": GroupMetadata(
diff --git a/tests/test_v2.py b/tests/test_v2.py
index 890d4039a3..ef06c13e26 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -11,7 +11,7 @@
 import zarr
 import zarr.core.buffer
 import zarr.storage
-from zarr import Array
+from zarr import Array, config
 from zarr.storage import MemoryStore, StorePath
 
 
@@ -82,36 +82,59 @@ def test_codec_pipeline() -> None:
 
 @pytest.mark.parametrize("dtype", ["|S", "|V"])
 async def test_v2_encode_decode(dtype):
-    store = zarr.storage.MemoryStore()
-    g = zarr.group(store=store, zarr_format=2)
-    g.create_array(
-        name="foo",
-        shape=(3,),
-        chunks=(3,),
-        dtype=dtype,
-        fill_value=b"X",
-    )
-
-    result = await store.get("foo/.zarray", zarr.core.buffer.default_buffer_prototype())
-    assert result is not None
-
-    serialized = json.loads(result.to_bytes())
-    expected = {
-        "chunks": [3],
-        "compressor": None,
-        "dtype": f"{dtype}0",
-        "fill_value": "WA==",
-        "filters": None,
-        "order": "C",
-        "shape": [3],
-        "zarr_format": 2,
-        "dimension_separator": ".",
-    }
-    assert serialized == expected
-
-    data = zarr.open_array(store=store, path="foo")[:]
-    expected = np.full((3,), b"X", dtype=dtype)
-    np.testing.assert_equal(data, expected)
+    with config.set({"array.v2_default_compressor.bytes": "vlen-bytes"}):
+        store = zarr.storage.MemoryStore()
+        g = zarr.group(store=store, zarr_format=2)
+        g.create_array(
+            name="foo",
+            shape=(3,),
+            chunks=(3,),
+            dtype=dtype,
+            fill_value=b"X",
+        )
+
+        result = await store.get("foo/.zarray", zarr.core.buffer.default_buffer_prototype())
+        assert result is not None
+
+        serialized = json.loads(result.to_bytes())
+        expected = {
+            "chunks": [3],
+            "compressor": None,
+            "dtype": f"{dtype}0",
+            "fill_value": "WA==",
+            "filters": [{"id": "vlen-bytes"}],
+            "order": "C",
+            "shape": [3],
+            "zarr_format": 2,
+            "dimension_separator": ".",
+        }
+        assert serialized == expected
+
+        data = zarr.open_array(store=store, path="foo")[:]
+        expected = np.full((3,), b"X", dtype=dtype)
+        np.testing.assert_equal(data, expected)
+
+
+@pytest.mark.parametrize("dtype_value", [["|S", b"Y"], ["|U", "Y"], ["O", b"Y"]])
+def test_v2_encode_decode_with_data(dtype_value):
+    dtype, value = dtype_value
+    with config.set(
+        {
+            "array.v2_default_compressor": {
+                "string": "vlen-utf8",
+                "bytes": "vlen-bytes",
+            },
+        }
+    ):
+        expected = np.full((3,), value, dtype=dtype)
+        a = zarr.create(
+            shape=(3,),
+            zarr_format=2,
+            dtype=dtype,
+        )
+        a[:] = expected
+        data = a[:]
+        np.testing.assert_equal(data, expected)
 
 
 @pytest.mark.parametrize("dtype", [str, "str"])
@@ -119,10 +142,10 @@ async def test_create_dtype_str(dtype: Any) -> None:
     arr = zarr.create(shape=3, dtype=dtype, zarr_format=2)
     assert arr.dtype.kind == "O"
     assert arr.metadata.to_dict()["dtype"] == "|O"
-    assert arr.metadata.filters == (numcodecs.vlen.VLenUTF8(),)
-    arr[:] = ["a", "bb", "ccc"]
+    assert arr.metadata.filters == (numcodecs.vlen.VLenBytes(),)
+    arr[:] = [b"a", b"bb", b"ccc"]
     result = arr[:]
-    np.testing.assert_array_equal(result, np.array(["a", "bb", "ccc"], dtype="object"))
+    np.testing.assert_array_equal(result, np.array([b"a", b"bb", b"ccc"], dtype="object"))
 
 
 @pytest.mark.parametrize("filters", [[], [numcodecs.Delta(dtype="<i4")], [numcodecs.Zlib(level=2)]])
@@ -177,3 +200,27 @@ def test_v2_non_contiguous(array_order: Literal["C", "F"], data_order: Literal["
         assert a.flags.c_contiguous
     arr[slice(6, 9, None), slice(3, 6, None)] = a
     np.testing.assert_array_equal(arr[slice(6, 9, None), slice(3, 6, None)], a)
+
+
+def test_default_compressor_deprecation_warning():
+    with pytest.warns(DeprecationWarning, match="default_compressor is deprecated"):
+        zarr.storage.default_compressor = "zarr.codecs.zstd.ZstdCodec()"
+
+
+@pytest.mark.parametrize(
+    "dtype_expected",
+    [["b", "zstd"], ["i", "zstd"], ["f", "zstd"], ["|S1", "vlen-bytes"], ["|U1", "vlen-utf8"]],
+)
+def test_default_filters_and_compressor(dtype_expected: Any) -> None:
+    with config.set(
+        {
+            "array.v2_default_compressor": {
+                "numeric": "zstd",
+                "string": "vlen-utf8",
+                "bytes": "vlen-bytes",
+            },
+        }
+    ):
+        dtype, expected = dtype_expected
+        arr = zarr.create(shape=(3,), path="foo", store={}, zarr_format=2, dtype=dtype)
+        assert arr.metadata.filters[0].codec_id == expected

From 6930fe85b41739478a23d4bd55439e04d68d71cc Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 20 Dec 2024 03:31:48 +0100
Subject: [PATCH 0887/1078] Remove temporary doc specific to branch V3 (#2578)

---
 README-v3.md | 49 -------------------------------------------------
 1 file changed, 49 deletions(-)
 delete mode 100644 README-v3.md

diff --git a/README-v3.md b/README-v3.md
deleted file mode 100644
index 598e646377..0000000000
--- a/README-v3.md
+++ /dev/null
@@ -1,49 +0,0 @@
-# V3 Contributor Guide
-
-A bare-bones guide to contributing to V3.
-
-Developed for the Feb. 2024 Zarr Sprint.
-
-## Clone V3 branch
-
-[Fork](https://github.com/zarr-developers/zarr-python/fork) zarr-python and clone it locally.
-
-```
-git clone {your remote}
-git remote add upstream https://github.com/zarr-developers/zarr-python
-git fetch upstream
-git checkout --track upstream/v3
-```
-
-## Set up your environment
-
-Zarr uses [hatch](https://hatch.pypa.io/) for its build system.
-
-```
-mamba install hatch
-```
-
-or
-
-```
-pip install hatch
-```
-
-Then
-
-```
-hatch env create test
-```
-
-## Run the Tests
-
-```
-hatch run test:run
-```
-
-or
-
-```
-hatch -e test shell
-pytest -v
-```
\ No newline at end of file

From 6dc6d0785ee7bdb3c07ad0140e7f373505256496 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Fri, 20 Dec 2024 14:10:30 +0100
Subject: [PATCH 0888/1078] Feat/write empty chunks (#2429)

* add write_empty_chunks to config.array namespace

* use write_empty_chunks from config in write_batch

* implement config-sensitive write_empty_chunks in write_batch, and add a test

* add literacy to test

* add warnings when write_empty_chunks is used as a kwarg

* init

* add ArrayConfig

* docstring

* ignore warning

* fix v2 test

* add test to ensure that write_empty_chunks can be set via the global config

* fix tests

* remove write_empty_chunks from Array.create; separate metadata order from config order

* remove missing overload

* Update src/zarr/core/array.py

Co-authored-by: Norman Rzepka <code@normanrz.com>

* Update src/zarr/core/array.py

Co-authored-by: Norman Rzepka <code@normanrz.com>

---------

Co-authored-by: Norman Rzepka <code@normanrz.com>
---
 src/zarr/api/asynchronous.py    | 82 ++++++++++++++++++---------
 src/zarr/api/synchronous.py     | 28 +++++-----
 src/zarr/codecs/sharding.py     |  8 ++-
 src/zarr/codecs/transpose.py    |  2 +-
 src/zarr/core/array.py          | 98 +++++++++++++++++++++++----------
 src/zarr/core/array_spec.py     | 89 +++++++++++++++++++++++++++---
 src/zarr/core/codec_pipeline.py | 28 ++++++----
 src/zarr/core/common.py         | 29 ++++++++++
 src/zarr/core/config.py         |  1 +
 src/zarr/core/metadata/v2.py    |  6 +-
 src/zarr/core/metadata/v3.py    |  9 ++-
 tests/test_api.py               | 37 ++++++++++++-
 tests/test_array.py             | 87 +++++++++++++++++++++++++++--
 tests/test_config.py            |  1 +
 tests/test_v2.py                |  3 +-
 15 files changed, 399 insertions(+), 109 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 8b20676e8b..14078944d7 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -10,6 +10,7 @@
 from typing_extensions import deprecated
 
 from zarr.core.array import Array, AsyncArray, get_array_metadata
+from zarr.core.array_spec import ArrayConfig, ArrayConfigParams
 from zarr.core.buffer import NDArrayLike
 from zarr.core.common import (
     JSON,
@@ -17,6 +18,8 @@
     ChunkCoords,
     MemoryOrder,
     ZarrFormat,
+    _warn_order_kwarg,
+    _warn_write_empty_chunks_kwarg,
     parse_dtype,
 )
 from zarr.core.config import config
@@ -794,7 +797,7 @@ async def create(
     read_only: bool | None = None,
     object_codec: Codec | None = None,  # TODO: type has changed
     dimension_separator: Literal[".", "/"] | None = None,
-    write_empty_chunks: bool = False,  # TODO: default has changed
+    write_empty_chunks: bool | None = None,
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     meta_array: Any | None = None,  # TODO: need type
@@ -810,6 +813,7 @@ async def create(
     codecs: Iterable[Codec | dict[str, JSON]] | None = None,
     dimension_names: Iterable[str] | None = None,
     storage_options: dict[str, Any] | None = None,
+    config: ArrayConfig | ArrayConfigParams | None = None,
     **kwargs: Any,
 ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
     """Create an array.
@@ -856,8 +860,10 @@ async def create(
         These defaults can be changed by modifying the value of ``array.v2_default_compressor`` in :mod:`zarr.core.config`.    fill_value : object
         Default value to use for uninitialized portions of the array.
     order : {'C', 'F'}, optional
+        Deprecated in favor of the ``config`` keyword argument.
+        Pass ``{'order': <value>}`` to ``create`` instead of using this parameter.
         Memory layout to be used within each chunk.
-        If not specified, default is taken from the Zarr config ```array.order```.
+        If not specified, the ``array.order`` parameter in the global config will be used.
     store : Store or str
         Store or path to directory in file system or name of zip file.
     synchronizer : object, optional
@@ -891,30 +897,26 @@ async def create(
         Separator placed between the dimensions of a chunk.
         V2 only. V3 arrays should use ``chunk_key_encoding`` instead.
         Default is ".".
-        .. versionadded:: 2.8
-
     write_empty_chunks : bool, optional
-        If True (default), all chunks will be stored regardless of their
+        Deprecated in favor of the ``config`` keyword argument.
+        Pass ``{'write_empty_chunks': <value>}`` to ``create`` instead of using this parameter.
+        If True, all chunks will be stored regardless of their
         contents. If False, each chunk is compared to the array's fill value
         prior to storing. If a chunk is uniformly equal to the fill value, then
         that chunk is not be stored, and the store entry for that chunk's key
-        is deleted. This setting enables sparser storage, as only chunks with
-        non-fill-value data are stored, at the expense of overhead associated
-        with checking the data of each chunk.
-
-        .. versionadded:: 2.11
-
+        is deleted.
     zarr_format : {2, 3, None}, optional
         The zarr format to use when saving.
         Default is 3.
     meta_array : array-like, optional
         An array instance to use for determining arrays to create and return
         to users. Use `numpy.empty(())` by default.
-
-        .. versionadded:: 2.13
     storage_options : dict
         If using an fsspec URL to create the store, these will be passed to
         the backend implementation. Ignored otherwise.
+    config : ArrayConfig or ArrayConfigParams, optional
+        Runtime configuration of the array. If provided, will override the
+        default values from `zarr.config.array`.
 
     Returns
     -------
@@ -951,19 +953,16 @@ async def create(
         warnings.warn("object_codec is not yet implemented", RuntimeWarning, stacklevel=2)
     if read_only is not None:
         warnings.warn("read_only is not yet implemented", RuntimeWarning, stacklevel=2)
-    if dimension_separator is not None:
-        if zarr_format == 3:
-            raise ValueError(
-                "dimension_separator is not supported for zarr format 3, use chunk_key_encoding instead"
-            )
-        else:
-            warnings.warn(
-                "dimension_separator is not yet implemented",
-                RuntimeWarning,
-                stacklevel=2,
-            )
-    if write_empty_chunks:
-        warnings.warn("write_empty_chunks is not yet implemented", RuntimeWarning, stacklevel=2)
+    if dimension_separator is not None and zarr_format == 3:
+        raise ValueError(
+            "dimension_separator is not supported for zarr format 3, use chunk_key_encoding instead"
+        )
+
+    if order is not None:
+        _warn_order_kwarg()
+    if write_empty_chunks is not None:
+        _warn_write_empty_chunks_kwarg()
+
     if meta_array is not None:
         warnings.warn("meta_array is not yet implemented", RuntimeWarning, stacklevel=2)
 
@@ -971,6 +970,30 @@ async def create(
     if mode is None:
         mode = "a"
     store_path = await make_store_path(store, path=path, mode=mode, storage_options=storage_options)
+
+    config_dict: ArrayConfigParams = {}
+
+    if write_empty_chunks is not None:
+        if config is not None:
+            msg = (
+                "Both write_empty_chunks and config keyword arguments are set. "
+                "This is redundant. When both are set, write_empty_chunks will be ignored and "
+                "config will be used."
+            )
+            warnings.warn(UserWarning(msg), stacklevel=1)
+        config_dict["write_empty_chunks"] = write_empty_chunks
+    if order is not None:
+        if config is not None:
+            msg = (
+                "Both order and config keyword arguments are set. "
+                "This is redundant. When both are set, order will be ignored and "
+                "config will be used."
+            )
+            warnings.warn(UserWarning(msg), stacklevel=1)
+        config_dict["order"] = order
+
+    config_parsed = ArrayConfig.from_dict(config_dict)
+
     return await AsyncArray.create(
         store_path,
         shape=shape,
@@ -987,7 +1010,7 @@ async def create(
         codecs=codecs,
         dimension_names=dimension_names,
         attributes=attributes,
-        order=order,
+        config=config_parsed,
         **kwargs,
     )
 
@@ -1163,6 +1186,11 @@ async def open_array(
 
     zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
 
+    if "order" in kwargs:
+        _warn_order_kwarg()
+    if "write_empty_chunks" in kwargs:
+        _warn_write_empty_chunks_kwarg()
+
     try:
         return await AsyncArray.open(store_path, zarr_format=zarr_format)
     except FileNotFoundError:
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 6ae062865c..cd1ef8b38d 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -17,6 +17,7 @@
 
     from zarr.abc.codec import Codec
     from zarr.api.asynchronous import ArrayLike, PathLike
+    from zarr.core.array_spec import ArrayConfig, ArrayConfigParams
     from zarr.core.buffer import NDArrayLike
     from zarr.core.chunk_key_encodings import ChunkKeyEncoding
     from zarr.core.common import JSON, AccessModeLiteral, ChunkCoords, MemoryOrder, ZarrFormat
@@ -542,7 +543,7 @@ def create(
     read_only: bool | None = None,
     object_codec: Codec | None = None,  # TODO: type has changed
     dimension_separator: Literal[".", "/"] | None = None,
-    write_empty_chunks: bool = False,  # TODO: default has changed
+    write_empty_chunks: bool | None = None,  # TODO: default has changed
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     meta_array: Any | None = None,  # TODO: need type
@@ -558,6 +559,7 @@ def create(
     codecs: Iterable[Codec | dict[str, JSON]] | None = None,
     dimension_names: Iterable[str] | None = None,
     storage_options: dict[str, Any] | None = None,
+    config: ArrayConfig | ArrayConfigParams | None = None,
     **kwargs: Any,
 ) -> Array:
     """Create an array.
@@ -578,8 +580,10 @@ def create(
     fill_value : object
         Default value to use for uninitialized portions of the array.
     order : {'C', 'F'}, optional
+        Deprecated in favor of the ``config`` keyword argument.
+        Pass ``{'order': <value>}`` to ``create`` instead of using this parameter.
         Memory layout to be used within each chunk.
-        Default is set in Zarr's config (`array.order`).
+        If not specified, the ``array.order`` parameter in the global config will be used.
     store : Store or str
         Store or path to directory in file system or name of zip file.
     synchronizer : object, optional
@@ -609,30 +613,25 @@ def create(
         A codec to encode object arrays, only needed if dtype=object.
     dimension_separator : {'.', '/'}, optional
         Separator placed between the dimensions of a chunk.
-
-        .. versionadded:: 2.8
-
     write_empty_chunks : bool, optional
-        If True (default), all chunks will be stored regardless of their
+        Deprecated in favor of the ``config`` keyword argument.
+        Pass ``{'write_empty_chunks': <value>}`` to ``create`` instead of using this parameter.
+        If True, all chunks will be stored regardless of their
         contents. If False, each chunk is compared to the array's fill value
         prior to storing. If a chunk is uniformly equal to the fill value, then
         that chunk is not be stored, and the store entry for that chunk's key
-        is deleted. This setting enables sparser storage, as only chunks with
-        non-fill-value data are stored, at the expense of overhead associated
-        with checking the data of each chunk.
-
-        .. versionadded:: 2.11
-
+        is deleted.
     zarr_format : {2, 3, None}, optional
         The zarr format to use when saving.
     meta_array : array-like, optional
         An array instance to use for determining arrays to create and return
         to users. Use `numpy.empty(())` by default.
-
-        .. versionadded:: 2.13
     storage_options : dict
         If using an fsspec URL to create the store, these will be passed to
         the backend implementation. Ignored otherwise.
+    config : ArrayConfig or ArrayConfigParams, optional
+        Runtime configuration of the array. If provided, will override the
+        default values from `zarr.config.array`.
 
     Returns
     -------
@@ -669,6 +668,7 @@ def create(
                 codecs=codecs,
                 dimension_names=dimension_names,
                 storage_options=storage_options,
+                config=config,
                 **kwargs,
             )
         )
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index 5372d5ec50..a01145b3b2 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -20,7 +20,7 @@
 from zarr.abc.store import ByteGetter, ByteRangeRequest, ByteSetter
 from zarr.codecs.bytes import BytesCodec
 from zarr.codecs.crc32c_ import Crc32cCodec
-from zarr.core.array_spec import ArraySpec
+from zarr.core.array_spec import ArrayConfig, ArraySpec
 from zarr.core.buffer import (
     Buffer,
     BufferPrototype,
@@ -665,7 +665,9 @@ def _get_index_chunk_spec(self, chunks_per_shard: ChunkCoords) -> ArraySpec:
             shape=chunks_per_shard + (2,),
             dtype=np.dtype("<u8"),
             fill_value=MAX_UINT_64,
-            order="C",  # Note: this is hard-coded for simplicity -- it is not surfaced into user code
+            config=ArrayConfig(
+                order="C", write_empty_chunks=False
+            ),  # Note: this is hard-coded for simplicity -- it is not surfaced into user code,
             prototype=numpy_buffer_prototype(),
         )
 
@@ -674,7 +676,7 @@ def _get_chunk_spec(self, shard_spec: ArraySpec) -> ArraySpec:
             shape=self.chunk_shape,
             dtype=shard_spec.dtype,
             fill_value=shard_spec.fill_value,
-            order=shard_spec.order,
+            config=shard_spec.config,
             prototype=shard_spec.prototype,
         )
 
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index 3a471beaf5..1aa1eb40e2 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -84,7 +84,7 @@ def resolve_metadata(self, chunk_spec: ArraySpec) -> ArraySpec:
             shape=tuple(chunk_spec.shape[self.order[i]] for i in range(chunk_spec.ndim)),
             dtype=chunk_spec.dtype,
             fill_value=chunk_spec.fill_value,
-            order=chunk_spec.order,
+            config=chunk_spec.config,
             prototype=chunk_spec.prototype,
         )
 
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 07ed0e5069..717eff36dc 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -15,6 +15,7 @@
 from zarr.abc.store import Store, set_or_delete
 from zarr.codecs._v2 import V2Codec
 from zarr.core._info import ArrayInfo
+from zarr.core.array_spec import ArrayConfig, ArrayConfigParams, normalize_array_config
 from zarr.core.attributes import Attributes
 from zarr.core.buffer import (
     BufferPrototype,
@@ -37,12 +38,14 @@
     MemoryOrder,
     ShapeLike,
     ZarrFormat,
+    _warn_order_kwarg,
     concurrent_map,
     parse_dtype,
+    parse_order,
     parse_shapelike,
     product,
 )
-from zarr.core.config import config, parse_indexing_order
+from zarr.core.config import config as zarr_config
 from zarr.core.indexing import (
     BasicIndexer,
     BasicSelection,
@@ -187,8 +190,8 @@ class AsyncArray(Generic[T_ArrayMetadata]):
         The metadata of the array.
     store_path : StorePath
         The path to the Zarr store.
-    order : {'C', 'F'}, optional
-        The order of the array data in memory, by default None.
+    config : ArrayConfig, optional
+        The runtime configuration of the array, by default None.
 
     Attributes
     ----------
@@ -198,21 +201,21 @@ class AsyncArray(Generic[T_ArrayMetadata]):
         The path to the Zarr store.
     codec_pipeline : CodecPipeline
         The codec pipeline used for encoding and decoding chunks.
-    order : {'C', 'F'}
-        The order of the array data in memory.
+    _config : ArrayConfig
+        The runtime configuration of the array.
     """
 
     metadata: T_ArrayMetadata
     store_path: StorePath
     codec_pipeline: CodecPipeline = field(init=False)
-    order: MemoryOrder
+    _config: ArrayConfig
 
     @overload
     def __init__(
         self: AsyncArray[ArrayV2Metadata],
         metadata: ArrayV2Metadata | ArrayV2MetadataDict,
         store_path: StorePath,
-        order: MemoryOrder | None = None,
+        config: ArrayConfig | None = None,
     ) -> None: ...
 
     @overload
@@ -220,14 +223,14 @@ def __init__(
         self: AsyncArray[ArrayV3Metadata],
         metadata: ArrayV3Metadata | ArrayV3MetadataDict,
         store_path: StorePath,
-        order: MemoryOrder | None = None,
+        config: ArrayConfig | None = None,
     ) -> None: ...
 
     def __init__(
         self,
         metadata: ArrayMetadata | ArrayMetadataDict,
         store_path: StorePath,
-        order: MemoryOrder | None = None,
+        config: ArrayConfig | None = None,
     ) -> None:
         if isinstance(metadata, dict):
             zarr_format = metadata["zarr_format"]
@@ -241,11 +244,12 @@ def __init__(
                 raise ValueError(f"Invalid zarr_format: {zarr_format}. Expected 2 or 3")
 
         metadata_parsed = parse_array_metadata(metadata)
-        order_parsed = parse_indexing_order(order or config.get("array.order"))
+
+        config = ArrayConfig.from_dict({}) if config is None else config
 
         object.__setattr__(self, "metadata", metadata_parsed)
         object.__setattr__(self, "store_path", store_path)
-        object.__setattr__(self, "order", order_parsed)
+        object.__setattr__(self, "_config", config)
         object.__setattr__(self, "codec_pipeline", create_codec_pipeline(metadata=metadata_parsed))
 
     # this overload defines the function signature when zarr_format is 2
@@ -269,6 +273,7 @@ async def create(
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
+        config: ArrayConfig | ArrayConfigParams | None = None,
     ) -> AsyncArray[ArrayV2Metadata]: ...
 
     # this overload defines the function signature when zarr_format is 3
@@ -297,9 +302,9 @@ async def create(
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
+        config: ArrayConfig | ArrayConfigParams | None = None,
     ) -> AsyncArray[ArrayV3Metadata]: ...
 
-    # this overload is necessary to handle the case where the `zarr_format` kwarg is unspecified
     @overload
     @classmethod
     async def create(
@@ -325,8 +330,8 @@ async def create(
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
+        config: ArrayConfig | ArrayConfigParams | None = None,
     ) -> AsyncArray[ArrayV3Metadata]: ...
-
     @overload
     @classmethod
     async def create(
@@ -358,6 +363,7 @@ async def create(
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
+        config: ArrayConfig | ArrayConfigParams | None = None,
     ) -> AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]: ...
 
     @classmethod
@@ -390,6 +396,7 @@ async def create(
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
+        config: ArrayConfig | ArrayConfigParams | None = None,
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         """
         Method to create a new asynchronous array instance.
@@ -439,7 +446,11 @@ async def create(
             The dimension separator (default is ".").
             V2 only. V3 arrays should use ``chunk_key_encoding`` instead.
         order : Literal["C", "F"], optional
-            The order of the array (default is specified by ``array.order`` in :mod:`zarr.core.config`).
+            The memory of the array (default is "C").
+            If ``zarr_format`` is 2, this parameter sets the memory order of the array.
+            If `zarr_format`` is 3, then this parameter is deprecated, because memory order
+            is a runtime parameter for Zarr 3 arrays. The recommended way to specify the memory
+            order for Zarr 3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
         filters : list[dict[str, JSON]], optional
             Sequence of filters to use to encode chunk data prior to compression.
             V2 only. V3 arrays should use ``codecs`` instead. If neither ``compressor``
@@ -491,6 +502,7 @@ async def create(
             _chunks = normalize_chunks(chunks, shape, dtype_parsed.itemsize)
         else:
             _chunks = normalize_chunks(chunk_shape, shape, dtype_parsed.itemsize)
+        config_parsed = normalize_array_config(config)
 
         result: AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]
         if zarr_format == 3:
@@ -506,6 +518,10 @@ async def create(
                 raise ValueError(
                     "compressor cannot be used for arrays with version 3. Use bytes-to-bytes codecs instead."
                 )
+
+            if order is not None:
+                _warn_order_kwarg()
+
             result = await cls._create_v3(
                 store_path,
                 shape=shape,
@@ -517,7 +533,7 @@ async def create(
                 dimension_names=dimension_names,
                 attributes=attributes,
                 overwrite=overwrite,
-                order=order,
+                config=config_parsed,
             )
         elif zarr_format == 2:
             if codecs is not None:
@@ -530,6 +546,12 @@ async def create(
                 )
             if dimension_names is not None:
                 raise ValueError("dimension_names cannot be used for arrays with version 2.")
+
+            if order is None:
+                order_parsed = parse_order(zarr_config.get("array.order"))
+            else:
+                order_parsed = order
+
             result = await cls._create_v2(
                 store_path,
                 shape=shape,
@@ -537,7 +559,8 @@ async def create(
                 chunks=_chunks,
                 dimension_separator=dimension_separator,
                 fill_value=fill_value,
-                order=order,
+                order=order_parsed,
+                config=config_parsed,
                 filters=filters,
                 compressor=compressor,
                 attributes=attributes,
@@ -560,8 +583,8 @@ async def _create_v3(
         shape: ShapeLike,
         dtype: np.dtype[Any],
         chunk_shape: ChunkCoords,
+        config: ArrayConfig,
         fill_value: Any | None = None,
-        order: MemoryOrder | None = None,
         chunk_key_encoding: (
             ChunkKeyEncoding
             | tuple[Literal["default"], Literal[".", "/"]]
@@ -614,7 +637,7 @@ async def _create_v3(
             attributes=attributes or {},
         )
 
-        array = cls(metadata=metadata, store_path=store_path, order=order)
+        array = cls(metadata=metadata, store_path=store_path, config=config)
         await array._save_metadata(metadata, ensure_parents=True)
         return array
 
@@ -626,9 +649,10 @@ async def _create_v2(
         shape: ChunkCoords,
         dtype: np.dtype[Any],
         chunks: ChunkCoords,
+        order: MemoryOrder,
+        config: ArrayConfig,
         dimension_separator: Literal[".", "/"] | None = None,
         fill_value: float | None = None,
-        order: MemoryOrder | None = None,
         filters: list[dict[str, JSON]] | None = None,
         compressor: dict[str, JSON] | None = None,
         attributes: dict[str, JSON] | None = None,
@@ -642,9 +666,6 @@ async def _create_v2(
         else:
             await ensure_no_existing_node(store_path, zarr_format=2)
 
-        if order is None:
-            order = parse_indexing_order(config.get("array.order"))
-
         if dimension_separator is None:
             dimension_separator = "."
 
@@ -667,7 +688,7 @@ async def _create_v2(
             filters=filters,
             attributes=attributes,
         )
-        array = cls(metadata=metadata, store_path=store_path, order=order)
+        array = cls(metadata=metadata, store_path=store_path, config=config)
         await array._save_metadata(metadata, ensure_parents=True)
         return array
 
@@ -806,6 +827,17 @@ def dtype(self) -> np.dtype[Any]:
         """
         return self.metadata.dtype
 
+    @property
+    def order(self) -> MemoryOrder:
+        """Returns the memory order of the array.
+
+        Returns
+        -------
+        bool
+            Memory order of the array
+        """
+        return self._config.order
+
     @property
     def attrs(self) -> dict[str, JSON]:
         """Returns the attributes of the array.
@@ -1036,7 +1068,7 @@ async def _get_selection(
             out_buffer = prototype.nd_buffer.create(
                 shape=indexer.shape,
                 dtype=out_dtype,
-                order=self.order,
+                order=self._config.order,
                 fill_value=self.metadata.fill_value,
             )
         if product(indexer.shape) > 0:
@@ -1045,7 +1077,9 @@ async def _get_selection(
                 [
                     (
                         self.store_path / self.metadata.encode_chunk_key(chunk_coords),
-                        self.metadata.get_chunk_spec(chunk_coords, self.order, prototype=prototype),
+                        self.metadata.get_chunk_spec(
+                            chunk_coords, self._config, prototype=prototype
+                        ),
                         chunk_selection,
                         out_selection,
                     )
@@ -1167,7 +1201,7 @@ async def _set_selection(
             [
                 (
                     self.store_path / self.metadata.encode_chunk_key(chunk_coords),
-                    self.metadata.get_chunk_spec(chunk_coords, self.order, prototype),
+                    self.metadata.get_chunk_spec(chunk_coords, self._config, prototype),
                     chunk_selection,
                     out_selection,
                 )
@@ -1270,7 +1304,7 @@ async def _delete_key(key: str) -> None:
                     for chunk_coords in old_chunk_coords.difference(new_chunk_coords)
                 ],
                 _delete_key,
-                config.get("async.concurrency"),
+                zarr_config.get("async.concurrency"),
             )
 
         # Write new metadata
@@ -1503,6 +1537,7 @@ def create(
         compressor: dict[str, JSON] | None = None,
         # runtime
         overwrite: bool = False,
+        config: ArrayConfig | ArrayConfigParams | None = None,
     ) -> Array:
         """Creates a new Array instance from an initialized store.
 
@@ -1545,7 +1580,11 @@ def create(
             The dimension separator (default is ".").
             V2 only. V3 arrays should use ``chunk_key_encoding`` instead.
         order : Literal["C", "F"], optional
-            The order of the array (default is specified by ``array.order`` in :mod:`zarr.core.config`).
+            The memory of the array (default is "C").
+            If ``zarr_format`` is 2, this parameter sets the memory order of the array.
+            If `zarr_format`` is 3, then this parameter is deprecated, because memory order
+            is a runtime parameter for Zarr 3 arrays. The recommended way to specify the memory
+            order for Zarr 3 arrays is via the ``config`` parameter, e.g. ``{'order': 'C'}``.
         filters : list[dict[str, JSON]], optional
             Sequence of filters to use to encode chunk data prior to compression.
             V2 only. V3 arrays should use ``codecs`` instead. If neither ``compressor``
@@ -1588,6 +1627,7 @@ def create(
                 filters=filters,
                 compressor=compressor,
                 overwrite=overwrite,
+                config=config,
             ),
         )
         return cls(async_array)
@@ -3399,7 +3439,7 @@ def _build_parents(
 def _get_default_codecs(
     np_dtype: np.dtype[Any],
 ) -> list[dict[str, JSON]]:
-    default_codecs = config.get("array.v3_default_codecs")
+    default_codecs = zarr_config.get("array.v3_default_codecs")
     dtype = DataType.from_numpy(np_dtype)
     if dtype == DataType.string:
         dtype_key = "string"
diff --git a/src/zarr/core/array_spec.py b/src/zarr/core/array_spec.py
index c4d9c363fa..ee6934d05f 100644
--- a/src/zarr/core/array_spec.py
+++ b/src/zarr/core/array_spec.py
@@ -1,23 +1,95 @@
 from __future__ import annotations
 
-from dataclasses import dataclass
-from typing import TYPE_CHECKING, Any
+from dataclasses import dataclass, fields
+from typing import TYPE_CHECKING, Any, Literal, Self, TypedDict, cast
 
 import numpy as np
 
-from zarr.core.common import MemoryOrder, parse_fill_value, parse_order, parse_shapelike
+from zarr.core.common import (
+    MemoryOrder,
+    parse_bool,
+    parse_fill_value,
+    parse_order,
+    parse_shapelike,
+)
+from zarr.core.config import config as zarr_config
 
 if TYPE_CHECKING:
+    from typing import NotRequired
+
     from zarr.core.buffer import BufferPrototype
     from zarr.core.common import ChunkCoords
 
 
+class ArrayConfigParams(TypedDict):
+    """
+    A TypedDict model of the attributes of an ArrayConfig class, but with no required fields.
+    This allows for partial construction of an ArrayConfig, with the assumption that the unset
+    keys will be taken from a global configuration.
+    """
+
+    order: NotRequired[MemoryOrder]
+    write_empty_chunks: NotRequired[bool]
+
+
+@dataclass(frozen=True)
+class ArrayConfig:
+    """
+    A model of the runtime configuration of an array.
+
+    Parameters
+    ----------
+    order : MemoryOrder
+        The memory layout of the arrays returned when reading data from the store.
+    write_empty_chunks : bool
+        If True, empty chunks will be written to the store.
+    """
+
+    order: MemoryOrder
+    write_empty_chunks: bool
+
+    def __init__(self, order: MemoryOrder, write_empty_chunks: bool) -> None:
+        order_parsed = parse_order(order)
+        write_empty_chunks_parsed = parse_bool(write_empty_chunks)
+
+        object.__setattr__(self, "order", order_parsed)
+        object.__setattr__(self, "write_empty_chunks", write_empty_chunks_parsed)
+
+    @classmethod
+    def from_dict(cls, data: ArrayConfigParams) -> Self:
+        """
+        Create an ArrayConfig from a dict. The keys of that dict are a subset of the
+        attributes of the ArrayConfig class. Any keys missing from that dict will be set to the
+        the values in the ``array`` namespace of ``zarr.config``.
+        """
+        kwargs_out: ArrayConfigParams = {}
+        for f in fields(ArrayConfig):
+            field_name = cast(Literal["order", "write_empty_chunks"], f.name)
+            if field_name not in data:
+                kwargs_out[field_name] = zarr_config.get(f"array.{field_name}")
+            else:
+                kwargs_out[field_name] = data[field_name]
+        return cls(**kwargs_out)
+
+
+def normalize_array_config(data: ArrayConfig | ArrayConfigParams | None) -> ArrayConfig:
+    """
+    Convert various types of data to an ArrayConfig.
+    """
+    if data is None:
+        return ArrayConfig.from_dict({})
+    elif isinstance(data, ArrayConfig):
+        return data
+    else:
+        return ArrayConfig.from_dict(data)
+
+
 @dataclass(frozen=True)
 class ArraySpec:
     shape: ChunkCoords
     dtype: np.dtype[Any]
     fill_value: Any
-    order: MemoryOrder
+    config: ArrayConfig
     prototype: BufferPrototype
 
     def __init__(
@@ -25,20 +97,23 @@ def __init__(
         shape: ChunkCoords,
         dtype: np.dtype[Any],
         fill_value: Any,
-        order: MemoryOrder,
+        config: ArrayConfig,
         prototype: BufferPrototype,
     ) -> None:
         shape_parsed = parse_shapelike(shape)
         dtype_parsed = np.dtype(dtype)
         fill_value_parsed = parse_fill_value(fill_value)
-        order_parsed = parse_order(order)
 
         object.__setattr__(self, "shape", shape_parsed)
         object.__setattr__(self, "dtype", dtype_parsed)
         object.__setattr__(self, "fill_value", fill_value_parsed)
-        object.__setattr__(self, "order", order_parsed)
+        object.__setattr__(self, "config", config)
         object.__setattr__(self, "prototype", prototype)
 
     @property
     def ndim(self) -> int:
         return len(self.shape)
+
+    @property
+    def order(self) -> MemoryOrder:
+        return self.config.order
diff --git a/src/zarr/core/codec_pipeline.py b/src/zarr/core/codec_pipeline.py
index 038a2eeac2..5a1f069823 100644
--- a/src/zarr/core/codec_pipeline.py
+++ b/src/zarr/core/codec_pipeline.py
@@ -360,7 +360,7 @@ async def _read_key(
                 _read_key,
                 config.get("async.concurrency"),
             )
-            chunk_array_batch = await self.decode_batch(
+            chunk_array_decoded = await self.decode_batch(
                 [
                     (chunk_bytes, chunk_spec)
                     for chunk_bytes, (_, chunk_spec, _, _) in zip(
@@ -369,23 +369,27 @@ async def _read_key(
                 ],
             )
 
-            chunk_array_batch = [
+            chunk_array_merged = [
                 self._merge_chunk_array(
                     chunk_array, value, out_selection, chunk_spec, chunk_selection, drop_axes
                 )
                 for chunk_array, (_, chunk_spec, chunk_selection, out_selection) in zip(
-                    chunk_array_batch, batch_info, strict=False
-                )
-            ]
-
-            chunk_array_batch = [
-                None
-                if chunk_array is None or chunk_array.all_equal(chunk_spec.fill_value)
-                else chunk_array
-                for chunk_array, (_, chunk_spec, _, _) in zip(
-                    chunk_array_batch, batch_info, strict=False
+                    chunk_array_decoded, batch_info, strict=False
                 )
             ]
+            chunk_array_batch: list[NDBuffer | None] = []
+            for chunk_array, (_, chunk_spec, _, _) in zip(
+                chunk_array_merged, batch_info, strict=False
+            ):
+                if chunk_array is None:
+                    chunk_array_batch.append(None)  # type: ignore[unreachable]
+                else:
+                    if not chunk_spec.config.write_empty_chunks and chunk_array.all_equal(
+                        chunk_spec.fill_value
+                    ):
+                        chunk_array_batch.append(None)
+                    else:
+                        chunk_array_batch.append(chunk_array)
 
             chunk_bytes_batch = await self.encode_batch(
                 [
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index a4bf33451c..3db00b1a06 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -3,6 +3,7 @@
 import asyncio
 import functools
 import operator
+import warnings
 from collections.abc import Iterable, Mapping
 from enum import Enum
 from itertools import starmap
@@ -160,6 +161,12 @@ def parse_order(data: Any) -> Literal["C", "F"]:
     raise ValueError(f"Expected one of ('C', 'F'), got {data} instead.")
 
 
+def parse_bool(data: Any) -> bool:
+    if isinstance(data, bool):
+        return data
+    raise ValueError(f"Expected bool, got {data} instead.")
+
+
 def parse_dtype(dtype: Any, zarr_format: ZarrFormat) -> np.dtype[Any]:
     if dtype is str or dtype == "str":
         if zarr_format == 2:
@@ -168,3 +175,25 @@ def parse_dtype(dtype: Any, zarr_format: ZarrFormat) -> np.dtype[Any]:
         else:
             return _STRING_DTYPE
     return np.dtype(dtype)
+
+
+def _warn_write_empty_chunks_kwarg() -> None:
+    # TODO: link to docs page on array configuration in this message
+    msg = (
+        "The `write_empty_chunks` keyword argument is deprecated and will be removed in future versions. "
+        "To control whether empty chunks are written to storage, either use the `config` keyword "
+        "argument, as in `config={'write_empty_chunks: True}`,"
+        "or change the global 'array.write_empty_chunks' configuration variable."
+    )
+    warnings.warn(msg, RuntimeWarning, stacklevel=2)
+
+
+def _warn_order_kwarg() -> None:
+    # TODO: link to docs page on array configuration in this message
+    msg = (
+        "The `order` keyword argument has no effect for zarr v3 arrays. "
+        "To control the memory layout of the array, either use the `config` keyword "
+        "argument, as in `config={'order: 'C'}`,"
+        "or change the global 'array.order' configuration variable."
+    )
+    warnings.warn(msg, RuntimeWarning, stacklevel=2)
diff --git a/src/zarr/core/config.py b/src/zarr/core/config.py
index 1feb4a6c2f..a14305aef8 100644
--- a/src/zarr/core/config.py
+++ b/src/zarr/core/config.py
@@ -65,6 +65,7 @@ def reset(self) -> None:
             "default_zarr_version": 3,
             "array": {
                 "order": "C",
+                "write_empty_chunks": False,
                 "v2_default_compressor": {
                     "numeric": "zstd",
                     "string": "vlen-utf8",
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index bd0fbecf4a..bf6b576edd 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -22,7 +22,7 @@
 import numcodecs
 import numpy as np
 
-from zarr.core.array_spec import ArraySpec
+from zarr.core.array_spec import ArrayConfig, ArraySpec
 from zarr.core.chunk_grids import RegularChunkGrid
 from zarr.core.chunk_key_encodings import parse_separator
 from zarr.core.common import ZARRAY_JSON, ZATTRS_JSON, MemoryOrder, parse_shapelike
@@ -186,13 +186,13 @@ def to_dict(self) -> dict[str, JSON]:
         return zarray_dict
 
     def get_chunk_spec(
-        self, _chunk_coords: ChunkCoords, order: MemoryOrder, prototype: BufferPrototype
+        self, _chunk_coords: ChunkCoords, array_config: ArrayConfig, prototype: BufferPrototype
     ) -> ArraySpec:
         return ArraySpec(
             shape=self.chunks,
             dtype=self.dtype,
             fill_value=self.fill_value,
-            order=order,
+            config=array_config,
             prototype=prototype,
         )
 
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 8dcceb7f31..4cf5860ffd 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -24,14 +24,13 @@
 import numpy.typing as npt
 
 from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec, Codec
-from zarr.core.array_spec import ArraySpec
+from zarr.core.array_spec import ArrayConfig, ArraySpec
 from zarr.core.chunk_grids import ChunkGrid, RegularChunkGrid
 from zarr.core.chunk_key_encodings import ChunkKeyEncoding
 from zarr.core.common import (
     JSON,
     ZARR_JSON,
     ChunkCoords,
-    MemoryOrder,
     parse_named_configuration,
     parse_shapelike,
 )
@@ -252,7 +251,7 @@ def __init__(
             shape=shape_parsed,
             dtype=data_type_parsed.to_numpy(),
             fill_value=fill_value_parsed,
-            order="C",  # TODO: order is not needed here.
+            config=ArrayConfig.from_dict({}),  # TODO: config is not needed here.
             prototype=default_buffer_prototype(),  # TODO: prototype is not needed here.
         )
         codecs_parsed = [c.evolve_from_array_spec(array_spec) for c in codecs_parsed_partial]
@@ -298,7 +297,7 @@ def ndim(self) -> int:
         return len(self.shape)
 
     def get_chunk_spec(
-        self, _chunk_coords: ChunkCoords, order: MemoryOrder, prototype: BufferPrototype
+        self, _chunk_coords: ChunkCoords, array_config: ArrayConfig, prototype: BufferPrototype
     ) -> ArraySpec:
         assert isinstance(
             self.chunk_grid, RegularChunkGrid
@@ -307,7 +306,7 @@ def get_chunk_spec(
             shape=self.chunk_grid.chunk_shape,
             dtype=self.dtype,
             fill_value=self.fill_value,
-            order=order,
+            config=array_config,
             prototype=prototype,
         )
 
diff --git a/tests/test_api.py b/tests/test_api.py
index f98565ad68..d25ec54bfe 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -56,6 +56,21 @@ def test_create_array(memory_store: Store) -> None:
         z = create(shape=(400, 100), chunks=(16, 16.5), store=store, overwrite=True)  # type: ignore [arg-type]
 
 
+@pytest.mark.parametrize("write_empty_chunks", [True, False])
+def test_write_empty_chunks_warns(write_empty_chunks: bool) -> None:
+    """
+    Test that using the `write_empty_chunks` kwarg on array access will raise a warning.
+    """
+    match = "The `write_empty_chunks` keyword argument .*"
+    with pytest.warns(RuntimeWarning, match=match):
+        _ = zarr.array(
+            data=np.arange(10), shape=(10,), dtype="uint8", write_empty_chunks=write_empty_chunks
+        )
+
+    with pytest.warns(RuntimeWarning, match=match):
+        _ = zarr.create(shape=(10,), dtype="uint8", write_empty_chunks=write_empty_chunks)
+
+
 @pytest.mark.parametrize("path", ["foo", "/", "/foo", "///foo/bar"])
 @pytest.mark.parametrize("node_type", ["array", "group"])
 def test_open_normalized_path(
@@ -245,10 +260,26 @@ def test_open_with_mode_w_minus(tmp_path: pathlib.Path) -> None:
         zarr.open(store=tmp_path, mode="w-")
 
 
-@pytest.mark.parametrize("order", ["C", "F", None])
 @pytest.mark.parametrize("zarr_format", [2, 3])
-def test_array_order(order: MemoryOrder | None, zarr_format: ZarrFormat) -> None:
-    arr = zarr.ones(shape=(2, 2), order=order, zarr_format=zarr_format)
+def test_array_order(zarr_format: ZarrFormat) -> None:
+    arr = zarr.ones(shape=(2, 2), order=None, zarr_format=zarr_format)
+    expected = zarr.config.get("array.order")
+    assert arr.order == expected
+
+    vals = np.asarray(arr)
+    if expected == "C":
+        assert vals.flags.c_contiguous
+    elif expected == "F":
+        assert vals.flags.f_contiguous
+    else:
+        raise AssertionError
+
+
+@pytest.mark.parametrize("order", ["C", "F"])
+@pytest.mark.parametrize("zarr_format", [2, 3])
+def test_array_order_warns(order: MemoryOrder | None, zarr_format: ZarrFormat) -> None:
+    with pytest.warns(RuntimeWarning, match="The `order` keyword argument .*"):
+        arr = zarr.ones(shape=(2, 2), order=order, zarr_format=zarr_format)
     expected = order or zarr.config.get("array.order")
     assert arr.order == expected
 
diff --git a/tests/test_array.py b/tests/test_array.py
index c89b6187c3..1899e384dc 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -748,14 +748,42 @@ def test_append_bad_shape(store: MemoryStore, zarr_format: ZarrFormat) -> None:
 
 
 @pytest.mark.parametrize("order", ["C", "F", None])
-@pytest.mark.parametrize("zarr_format", [2, 3])
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
-def test_array_create_order(
+def test_array_create_metadata_order_v2(
     order: MemoryOrder | None, zarr_format: int, store: MemoryStore
 ) -> None:
-    arr = Array.create(store=store, shape=(2, 2), order=order, zarr_format=zarr_format, dtype="i4")
+    """
+    Test that the ``order`` attribute in zarr v2 array metadata is set correctly via the ``order``
+    keyword argument to ``Array.create``. When ``order`` is ``None``, the value of the
+    ``array.order`` config is used.
+    """
+    arr = Array.create(store=store, shape=(2, 2), order=order, zarr_format=2, dtype="i4")
+
     expected = order or zarr.config.get("array.order")
-    assert arr.order == expected
+    assert arr.metadata.order == expected  # type: ignore[union-attr]
+
+
+@pytest.mark.parametrize("order_config", ["C", "F", None])
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+def test_array_create_order(
+    order_config: MemoryOrder | None,
+    zarr_format: int,
+    store: MemoryStore,
+) -> None:
+    """
+    Test that the arrays generated by array indexing have a memory order defined by the config order
+    value
+    """
+    if order_config is None:
+        config = {}
+        expected = zarr.config.get("array.order")
+    else:
+        config = {"order": order_config}
+        expected = order_config
+
+    arr = Array.create(
+        store=store, shape=(2, 2), zarr_format=zarr_format, dtype="i4", config=config
+    )
 
     vals = np.asarray(arr)
     if expected == "C":
@@ -766,6 +794,57 @@ def test_array_create_order(
         raise AssertionError
 
 
+@pytest.mark.parametrize("write_empty_chunks", [True, False])
+def test_write_empty_chunks_config(write_empty_chunks: bool) -> None:
+    """
+    Test that the value of write_empty_chunks is sensitive to the global config when not set
+    explicitly
+    """
+    with zarr.config.set({"array.write_empty_chunks": write_empty_chunks}):
+        arr = Array.create({}, shape=(2, 2), dtype="i4")
+        assert arr._async_array._config.write_empty_chunks == write_empty_chunks
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("write_empty_chunks", [True, False])
+@pytest.mark.parametrize("fill_value", [0, 5])
+def test_write_empty_chunks_behavior(
+    zarr_format: ZarrFormat, store: MemoryStore, write_empty_chunks: bool, fill_value: int
+) -> None:
+    """
+    Check that the write_empty_chunks value of the config is applied correctly. We expect that
+    when write_empty_chunks is True, writing chunks equal to the fill value will result in
+    those chunks appearing in the store.
+
+    When write_empty_chunks is False, writing chunks that are equal to the fill value will result in
+    those chunks not being present in the store. In particular, they should be deleted if they were
+    already present.
+    """
+
+    arr = Array.create(
+        store=store,
+        shape=(2,),
+        zarr_format=zarr_format,
+        dtype="i4",
+        fill_value=fill_value,
+        chunk_shape=(1,),
+        config={"write_empty_chunks": write_empty_chunks},
+    )
+
+    assert arr._async_array._config.write_empty_chunks == write_empty_chunks
+
+    # initialize the store with some non-fill value chunks
+    arr[:] = fill_value + 1
+    assert arr.nchunks_initialized == arr.nchunks
+
+    arr[:] = fill_value
+
+    if not write_empty_chunks:
+        assert arr.nchunks_initialized == 0
+    else:
+        assert arr.nchunks_initialized == arr.nchunks
+
+
 @pytest.mark.parametrize(
     ("fill_value", "expected"),
     [
diff --git a/tests/test_config.py b/tests/test_config.py
index 8dd15fb75b..ea8e70a994 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -52,6 +52,7 @@ def test_config_defaults_set() -> None:
             "default_zarr_version": 3,
             "array": {
                 "order": "C",
+                "write_empty_chunks": False,
                 "v2_default_compressor": {
                     "numeric": "zstd",
                     "string": "vlen-utf8",
diff --git a/tests/test_v2.py b/tests/test_v2.py
index ef06c13e26..80897db8e5 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -152,7 +152,8 @@ async def test_create_dtype_str(dtype: Any) -> None:
 @pytest.mark.parametrize("order", ["C", "F"])
 def test_v2_filters_codecs(filters: Any, order: Literal["C", "F"]) -> None:
     array_fixture = [42]
-    arr = zarr.create(shape=1, dtype="<i4", zarr_format=2, filters=filters, order=order)
+    with config.set({"array.order": order}):
+        arr = zarr.create(shape=1, dtype="<i4", zarr_format=2, filters=filters)
     arr[:] = array_fixture
     result = arr[:]
     np.testing.assert_array_equal(result, array_fixture)

From fb11810170e864aada188f656fdc254d2de82720 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 20 Dec 2024 21:59:00 +0100
Subject: [PATCH 0889/1078] Multiple imports for an import name (#2580)

---
 src/zarr/core/metadata/v2.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index bf6b576edd..af26034b1d 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -4,7 +4,7 @@
 from collections.abc import Iterable
 from enum import Enum
 from functools import cached_property
-from typing import TYPE_CHECKING, Any, TypedDict, cast
+from typing import TYPE_CHECKING, TypedDict, cast
 
 from zarr.abc.metadata import Metadata
 

From 1ac02ea80ea8f227b67a8955102eb7925ee71244 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Sat, 28 Dec 2024 17:26:32 +0100
Subject: [PATCH 0890/1078] test and fix indexing for scalar arrays (#2583)

* test and fix indexing for scalar arrays

* fix mypy
---
 src/zarr/api/asynchronous.py | 2 +-
 tests/test_array.py          | 7 +++++++
 2 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 14078944d7..c4d1ec8627 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -579,7 +579,7 @@ async def array(
     z = await create(**kwargs)
 
     # fill with data
-    await z.setitem(slice(None), data)
+    await z.setitem(Ellipsis, data)
 
     return z
 
diff --git a/tests/test_array.py b/tests/test_array.py
index 1899e384dc..891538bc43 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -881,3 +881,10 @@ async def test_nbytes(
         assert arr._async_array.nbytes == np.prod(arr.shape) * arr.dtype.itemsize
     else:
         assert arr.nbytes == np.prod(arr.shape) * arr.dtype.itemsize
+
+
+async def test_scalar_array() -> None:
+    arr = zarr.array(1.5)
+    assert arr[...] == 1.5
+    assert arr[()] == 1.5
+    assert arr.shape == ()

From 190b8672bae220755d136e6b8c51551124331dd2 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 31 Dec 2024 15:20:14 +0000
Subject: [PATCH 0891/1078] Un-mark memory store as "for testing" (#2601)

---
 src/zarr/storage/memory.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/storage/memory.py b/src/zarr/storage/memory.py
index 74d7758863..1f8dd75768 100644
--- a/src/zarr/storage/memory.py
+++ b/src/zarr/storage/memory.py
@@ -19,7 +19,7 @@
 
 class MemoryStore(Store):
     """
-    In-memory store for testing purposes.
+    In-memory store.
 
     Parameters
     ----------

From 2998561337de1c0581250183dc7a8307303a74bd Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Wed, 1 Jan 2025 22:36:19 +0100
Subject: [PATCH 0892/1078] remove test.py (#2612)

---
 test.py | 7 -------
 1 file changed, 7 deletions(-)
 delete mode 100644 test.py

diff --git a/test.py b/test.py
deleted file mode 100644
index 29dac92c8b..0000000000
--- a/test.py
+++ /dev/null
@@ -1,7 +0,0 @@
-import zarr
-
-store = zarr.DirectoryStore("data")
-r = zarr.open_group(store=store)
-z = r.full("myArray", 42, shape=(), dtype="i4", compressor=None)
-
-print(z.oindex[...])

From b9699f5c5a9b1f76a7509c333277334dbc2d415d Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Thu, 2 Jan 2025 15:17:35 +0000
Subject: [PATCH 0893/1078] Note that whole directories can be deleted in
 LocalStore (#2606)

---
 src/zarr/storage/local.py | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/src/zarr/storage/local.py b/src/zarr/storage/local.py
index f9b1747c31..f4226792cb 100644
--- a/src/zarr/storage/local.py
+++ b/src/zarr/storage/local.py
@@ -189,6 +189,18 @@ async def set_partial_values(
         await concurrent_map(args, asyncio.to_thread, limit=None)  # TODO: fix limit
 
     async def delete(self, key: str) -> None:
+        """
+        Remove a key from the store.
+
+        Parameters
+        ----------
+        key : str
+
+        Notes
+        -----
+        If ``key`` is a directory within this store, the entire directory
+        at ``store.root / key`` is deleted.
+        """
         # docstring inherited
         self._check_writable()
         path = self.root / key

From 25355036835a91b82fff1b816f647785b5ee6521 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 2 Jan 2025 09:20:09 -0800
Subject: [PATCH 0894/1078] fix: run-coverage command now tracks src directory
 (#2615)

---
 pyproject.toml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 75bbbf15d3..a92c30ab9f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -136,8 +136,8 @@ numpy = ["1.25", "2.1"]
 features = ["gpu"]
 
 [tool.hatch.envs.test.scripts]
-run-coverage = "pytest --cov-config=pyproject.toml --cov=pkg --cov=tests"
-run-coverage-gpu = "pip install cupy-cuda12x && pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov=tests"
+run-coverage = "pytest --cov-config=pyproject.toml --cov=pkg --cov=src"
+run-coverage-gpu = "pip install cupy-cuda12x && pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov=src"
 run = "run-coverage --no-cov"
 run-verbose = "run-coverage --verbose"
 run-mypy = "mypy src"
@@ -157,7 +157,7 @@ numpy = ["1.25", "2.1"]
 version = ["minimal"]
 
 [tool.hatch.envs.gputest.scripts]
-run-coverage = "pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov=tests"
+run-coverage = "pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov=src"
 run = "run-coverage --no-cov"
 run-verbose = "run-coverage --verbose"
 run-mypy = "mypy src"

From f407a41f7cb2ffa408211b252f95fe8d407ed02c Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Thu, 2 Jan 2025 18:07:28 +0000
Subject: [PATCH 0895/1078] Don't document zarr.codec submodules (#2605)

---
 docs/conf.py | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/docs/conf.py b/docs/conf.py
index 8b22e33c6d..53fba058e7 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -17,6 +17,7 @@
 import sys
 from typing import Any
 
+import sphinx
 import sphinx.application
 
 from importlib.metadata import version as get_version
@@ -60,6 +61,20 @@
 autoapi_keep_files = True
 autoapi_options = [ 'members', 'undoc-members', 'show-inheritance', 'show-module-summary', 'imported-members', ]
 
+def skip_submodules(
+        app: sphinx.application.Sphinx,
+        what: str,
+        name: str,
+        obj: object,
+        skip: bool,
+        options: dict[str, Any]
+      ) -> bool:
+    # Skip documenting zarr.codecs submodules
+    # codecs are documented in the main zarr.codecs namespace
+    if what == "module" and name.startswith("zarr.codecs."):
+        skip = True
+    return skip
+
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ["_templates"]
 
@@ -179,6 +194,7 @@
 
 def setup(app: sphinx.application.Sphinx) -> None:
     app.add_css_file("custom.css")
+    app.connect("autoapi-skip-member", skip_submodules)
 
 
 # The name of an image file (relative to this directory) to use as a favicon of

From 79078522b6053fff845b7d0562fedf3dc5a94727 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Thu, 2 Jan 2025 18:53:17 +0000
Subject: [PATCH 0896/1078] Improve deprecation of zarr.creation and
 zarr.convenience (#2609)

---
 src/zarr/convenience.py | 12 +++++++++++-
 src/zarr/creation.py    | 12 +++++++++++-
 2 files changed, 22 insertions(+), 2 deletions(-)

diff --git a/src/zarr/convenience.py b/src/zarr/convenience.py
index 2551d455a4..88f10663b7 100644
--- a/src/zarr/convenience.py
+++ b/src/zarr/convenience.py
@@ -1,3 +1,12 @@
+"""
+Convenience helpers.
+
+.. warning::
+
+    This sub-module is deprecated. All functions here are defined
+    in the top level zarr namespace instead.
+"""
+
 import warnings
 
 from zarr.api.synchronous import (
@@ -29,7 +38,8 @@
 ]
 
 warnings.warn(
-    "zarr.convenience is deprecated, use zarr.api.synchronous",
+    "zarr.convenience is deprecated. "
+    "Import these functions from the top level zarr. namespace instead.",
     DeprecationWarning,
     stacklevel=2,
 )
diff --git a/src/zarr/creation.py b/src/zarr/creation.py
index 63f93ba6f6..8197c4950c 100644
--- a/src/zarr/creation.py
+++ b/src/zarr/creation.py
@@ -1,3 +1,12 @@
+"""
+Helpers for creating arrays.
+
+.. warning::
+
+    This sub-module is deprecated. All functions here are defined
+    in the top level zarr namespace instead.
+"""
+
 import warnings
 
 from zarr.api.synchronous import (
@@ -31,7 +40,8 @@
 ]
 
 warnings.warn(
-    "zarr.creation is deprecated, use zarr.api.synchronous",
+    "zarr.creation is deprecated. "
+    "Import these functions from the top level zarr. namespace instead.",
     DeprecationWarning,
     stacklevel=2,
 )

From cc4dff94b35a7b50cedc5364b3c8e15615a8876f Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Thu, 2 Jan 2025 23:18:14 +0100
Subject: [PATCH 0897/1078] top-level functions for reading, creating data
 (#2463)

* add functions for easy read-only data access

* sync funcs

* make read-only funcs top-level exports

* add create_array, create_group, and tests

* add top-level imports

* add test for top-level exports

* add test for read

* add asserts

* Apply suggestions from code review

* handle sharding in create_array

* tweak

* make logic of _auto_partition better for shard shape

* add dtype parsing, and tweak auto_partitioning func

* sketch of docstring; remove auto chunks / shard shape

* tweak docstring

* docstrings

* ensure tests pass

* tuple -> list

* allow data in create_array

* docstring

* remove auto_partition

* make shape shapelike

* use create_array everywhere in group class

* remove readers

* fix dodgy imports

* compressors -> compression, auto chunking, auto sharding, auto compression, auto filters

* use sane shard shape when there are too few chunks

* fix: allow user-specified filters and compression

* np.dtype[np.generic] -> np.dtype[Any]

* handle singleton compressor / filters input

* default codec config now uses the full config dict

* test for auto sharding

* test

* adds a shards property

* add (typed) functions for resolving codecs

* better codec parsing

* add warning if auto sharding is used

* remove read_array

* rename compression to compressors, and make the docstring for create_array more clear on what filters and compressors mean

* compression -> compressors, shard_shape -> shards, chunk_shape -> chunks

* use typerror instead of valuerror; docstring

* default order is None

* fix circular dep

* format

* fix some tests

* use filters=auto and compressors=auto in Group.create_array

* compression -> compressors

* Update src/zarr/core/group.py

Co-authored-by: Norman Rzepka <code@normanrz.com>

* fix mypy

* narrow type of filters param and compression param

* remove data kwarg to create_array

* mypy fixes

* ensure that we accept dict form of compressor in _parse_chunk_encoding_v2

* fix properties test

* add tests for compressors and filters kwargs to create_array

* add tests for codec inference

* add test for illegal shards kwarg for v2 arrays

* remove redundant test function

* tests and types

* rm print

* types

* resolve cyclic import

* add create_array to async and sync API

* docs for create_array

* rename (Async)Array.create to _create

* adds array_bytes_codec kwarg

* tests

* tests for no filters+compressors

* widen type of FiltersParam to include single numcodecs codec instances

* don't alias None to default codecs in _create_v2

* allow single codec instances for filters, and None for filters / compressor, and condense some tests

* add docstring for None

* single-item tuple for compressors in v2

* Update src/zarr/core/array.py

* tweaks

* pr feedback 1

* tests

* mypy

* rename array_bytes_codec to serializer

* Update src/zarr/api/asynchronous.py

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* docstrings

* *params -> *like

* *params -> *like, in tests

* adds deprecated compressor arg to Group.create_array

* docs

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: Norman Rzepka <code@normanrz.com>
Co-authored-by: Joe Hamman <jhamman1@gmail.com>
---
 src/zarr/__init__.py                     |   4 +
 src/zarr/api/asynchronous.py             | 109 +++-
 src/zarr/api/synchronous.py              | 227 ++++++-
 src/zarr/core/_info.py                   |   5 +-
 src/zarr/core/array.py                   | 780 ++++++++++++++++++++---
 src/zarr/core/array_spec.py              |   8 +-
 src/zarr/core/buffer/core.py             |  10 +-
 src/zarr/core/chunk_grids.py             |  57 +-
 src/zarr/core/chunk_key_encodings.py     |  15 +-
 src/zarr/core/common.py                  |   6 +
 src/zarr/core/config.py                  |  28 +-
 src/zarr/core/group.py                   | 623 ++++++++++--------
 src/zarr/core/metadata/v2.py             |  41 +-
 src/zarr/core/metadata/v3.py             |  42 +-
 src/zarr/registry.py                     |  77 ++-
 src/zarr/testing/strategies.py           |  10 +-
 tests/test_api.py                        |  32 +-
 tests/test_array.py                      | 383 +++++++++--
 tests/test_buffer.py                     |  39 +-
 tests/test_codecs/test_blosc.py          |  17 +-
 tests/test_codecs/test_codecs.py         |  93 +--
 tests/test_codecs/test_endian.py         |  18 +-
 tests/test_codecs/test_gzip.py           |  10 +-
 tests/test_codecs/test_sharding.py       | 218 ++++---
 tests/test_codecs/test_transpose.py      |  47 +-
 tests/test_codecs/test_vlen.py           |  23 +-
 tests/test_codecs/test_zstd.py           |  10 +-
 tests/test_config.py                     |  64 +-
 tests/test_group.py                      |  90 +--
 tests/test_indexing.py                   |   8 +-
 tests/test_metadata/test_consolidated.py |  47 +-
 tests/test_v2.py                         |  46 +-
 tests/test_zarr.py                       |  11 +
 33 files changed, 2399 insertions(+), 799 deletions(-)
 create mode 100644 tests/test_zarr.py

diff --git a/src/zarr/__init__.py b/src/zarr/__init__.py
index 51116a929e..bcbdaf7c19 100644
--- a/src/zarr/__init__.py
+++ b/src/zarr/__init__.py
@@ -6,6 +6,8 @@
     copy_all,
     copy_store,
     create,
+    create_array,
+    create_group,
     empty,
     empty_like,
     full,
@@ -46,6 +48,8 @@
     "copy_all",
     "copy_store",
     "create",
+    "create_array",
+    "create_group",
     "empty",
     "empty_like",
     "full",
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index c4d1ec8627..75c043fc1a 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -9,8 +9,8 @@
 import numpy.typing as npt
 from typing_extensions import deprecated
 
-from zarr.core.array import Array, AsyncArray, get_array_metadata
-from zarr.core.array_spec import ArrayConfig, ArrayConfigParams
+from zarr.core.array import Array, AsyncArray, create_array, get_array_metadata
+from zarr.core.array_spec import ArrayConfig, ArrayConfigLike
 from zarr.core.buffer import NDArrayLike
 from zarr.core.common import (
     JSON,
@@ -18,14 +18,14 @@
     ChunkCoords,
     MemoryOrder,
     ZarrFormat,
+    _default_zarr_format,
     _warn_order_kwarg,
     _warn_write_empty_chunks_kwarg,
     parse_dtype,
 )
-from zarr.core.config import config
 from zarr.core.group import AsyncGroup, ConsolidatedMetadata, GroupMetadata
 from zarr.core.metadata import ArrayMetadataDict, ArrayV2Metadata, ArrayV3Metadata
-from zarr.core.metadata.v2 import _default_filters_and_compressor
+from zarr.core.metadata.v2 import _default_compressor, _default_filters
 from zarr.errors import NodeTypeValidationError
 from zarr.storage import (
     StoreLike,
@@ -49,6 +49,7 @@
     "copy_all",
     "copy_store",
     "create",
+    "create_array",
     "empty",
     "empty_like",
     "full",
@@ -150,11 +151,6 @@ def _handle_zarr_version_or_format(
     return zarr_format
 
 
-def _default_zarr_version() -> ZarrFormat:
-    """Return the default zarr_version"""
-    return cast(ZarrFormat, int(config.get("default_zarr_version", 3)))
-
-
 async def consolidate_metadata(
     store: StoreLike,
     path: str | None = None,
@@ -300,8 +296,8 @@ async def open(
     path : str or None, optional
         The path within the store to open.
     storage_options : dict
-        If using an fsspec URL to create the store, these will be passed to
-        the backend implementation. Ignored otherwise.
+        If the store is backed by an fsspec-based implementation, then this dict will be passed to
+        the Store constructor for that implementation. Ignored otherwise.
     **kwargs
         Additional parameters are passed through to :func:`zarr.creation.open_array` or
         :func:`zarr.hierarchy.open_group`.
@@ -417,7 +413,7 @@ async def save_array(
     """
     zarr_format = (
         _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
-        or _default_zarr_version()
+        or _default_zarr_format()
     )
     if not isinstance(arr, NDArrayLike):
         raise TypeError("arr argument must be numpy or other NDArrayLike array")
@@ -429,7 +425,7 @@ async def save_array(
     shape = arr.shape
     chunks = getattr(arr, "chunks", None)  # for array-likes with chunks attribute
     overwrite = kwargs.pop("overwrite", None) or _infer_overwrite(mode)
-    new = await AsyncArray.create(
+    new = await AsyncArray._create(
         store_path,
         zarr_format=zarr_format,
         shape=shape,
@@ -477,7 +473,7 @@ async def save_group(
             zarr_version=zarr_version,
             zarr_format=zarr_format,
         )
-        or _default_zarr_version()
+        or _default_zarr_format()
     )
 
     for arg in args:
@@ -657,7 +653,7 @@ async def group(
     try:
         return await AsyncGroup.open(store=store_path, zarr_format=zarr_format)
     except (KeyError, FileNotFoundError):
-        _zarr_format = zarr_format or _default_zarr_version()
+        _zarr_format = zarr_format or _default_zarr_format()
         return await AsyncGroup.from_store(
             store=store_path,
             zarr_format=_zarr_format,
@@ -666,6 +662,56 @@ async def group(
         )
 
 
+async def create_group(
+    *,
+    store: StoreLike,
+    path: str | None = None,
+    overwrite: bool = False,
+    zarr_format: ZarrFormat | None = None,
+    attributes: dict[str, Any] | None = None,
+    storage_options: dict[str, Any] | None = None,
+) -> AsyncGroup:
+    """Create a group.
+
+    Parameters
+    ----------
+    store : Store or str
+        Store or path to directory in file system.
+    path : str, optional
+        Group path within store.
+    overwrite : bool, optional
+        If True, pre-existing data at ``path`` will be deleted before
+        creating the group.
+    zarr_format : {2, 3, None}, optional
+        The zarr format to use when saving.
+        If no ``zarr_format`` is provided, the default format will be used.
+        This default can be changed by modifying the value of ``default_zarr_format``
+        in :mod:`zarr.core.config`.
+    storage_options : dict
+        If using an fsspec URL to create the store, these will be passed to
+        the backend implementation. Ignored otherwise.
+
+    Returns
+    -------
+    AsyncGroup
+        The new group.
+    """
+
+    if zarr_format is None:
+        zarr_format = _default_zarr_format()
+
+    mode: Literal["a"] = "a"
+
+    store_path = await make_store_path(store, path=path, mode=mode, storage_options=storage_options)
+
+    return await AsyncGroup.from_store(
+        store=store_path,
+        zarr_format=zarr_format,
+        overwrite=overwrite,
+        attributes=attributes,
+    )
+
+
 async def open_group(
     store: StoreLike | None = None,
     *,  # Note: this is a change from v2
@@ -768,7 +814,7 @@ async def open_group(
         pass
     if mode in _CREATE_MODES:
         overwrite = _infer_overwrite(mode)
-        _zarr_format = zarr_format or _default_zarr_version()
+        _zarr_format = zarr_format or _default_zarr_format()
         return await AsyncGroup.from_store(
             store_path,
             zarr_format=_zarr_format,
@@ -813,7 +859,7 @@ async def create(
     codecs: Iterable[Codec | dict[str, JSON]] | None = None,
     dimension_names: Iterable[str] | None = None,
     storage_options: dict[str, Any] | None = None,
-    config: ArrayConfig | ArrayConfigParams | None = None,
+    config: ArrayConfig | ArrayConfigLike | None = None,
     **kwargs: Any,
 ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
     """Create an array.
@@ -843,8 +889,8 @@ async def create(
         If no codecs are provided, default codecs will be used:
 
         - For numeric arrays, the default is ``BytesCodec`` and ``ZstdCodec``.
-        - For Unicode strings, the default is ``VLenUTF8Codec``.
-        - For bytes or objects, the default is ``VLenBytesCodec``.
+        - For Unicode strings, the default is ``VLenUTF8Codec`` and ``ZstdCodec``.
+        - For bytes or objects, the default is ``VLenBytesCodec`` and ``ZstdCodec``.
 
         These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
     compressor : Codec, optional
@@ -857,7 +903,8 @@ async def create(
         - For Unicode strings, the default is ``VLenUTF8Codec``.
         - For bytes or objects, the default is ``VLenBytesCodec``.
 
-        These defaults can be changed by modifying the value of ``array.v2_default_compressor`` in :mod:`zarr.core.config`.    fill_value : object
+        These defaults can be changed by modifying the value of ``array.v2_default_compressor`` in :mod:`zarr.core.config`.
+    fill_value : object
         Default value to use for uninitialized portions of the array.
     order : {'C', 'F'}, optional
         Deprecated in favor of the ``config`` keyword argument.
@@ -878,8 +925,8 @@ async def create(
         for storage of both chunks and metadata.
     filters : sequence of Codecs, optional
         Sequence of filters to use to encode chunk data prior to compression.
-        V2 only. If neither ``compressor`` nor ``filters`` are provided, a default
-        compressor will be used. (see ``compressor`` for details).
+        V2 only. If no ``filters`` are provided, a default set of filters will be used.
+        These defaults can be changed by modifying the value of ``array.v2_default_filters`` in :mod:`zarr.core.config`.
     cache_metadata : bool, optional
         If True, array configuration metadata will be cached for the
         lifetime of the object. If False, array metadata will be reloaded
@@ -914,7 +961,7 @@ async def create(
     storage_options : dict
         If using an fsspec URL to create the store, these will be passed to
         the backend implementation. Ignored otherwise.
-    config : ArrayConfig or ArrayConfigParams, optional
+    config : ArrayConfig or ArrayConfigLike, optional
         Runtime configuration of the array. If provided, will override the
         default values from `zarr.config.array`.
 
@@ -925,15 +972,17 @@ async def create(
     """
     zarr_format = (
         _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
-        or _default_zarr_version()
+        or _default_zarr_format()
     )
 
     if zarr_format == 2:
         if chunks is None:
             chunks = shape
         dtype = parse_dtype(dtype, zarr_format)
-        if not filters and not compressor:
-            filters, compressor = _default_filters_and_compressor(dtype)
+        if not filters:
+            filters = _default_filters(dtype)
+        if not compressor:
+            compressor = _default_compressor(dtype)
     elif zarr_format == 3 and chunk_shape is None:  # type: ignore[redundant-expr]
         if chunks is not None:
             chunk_shape = chunks
@@ -971,7 +1020,7 @@ async def create(
         mode = "a"
     store_path = await make_store_path(store, path=path, mode=mode, storage_options=storage_options)
 
-    config_dict: ArrayConfigParams = {}
+    config_dict: ArrayConfigLike = {}
 
     if write_empty_chunks is not None:
         if config is not None:
@@ -994,7 +1043,7 @@ async def create(
 
     config_parsed = ArrayConfig.from_dict(config_dict)
 
-    return await AsyncArray.create(
+    return await AsyncArray._create(
         store_path,
         shape=shape,
         chunks=chunks,
@@ -1173,7 +1222,7 @@ async def open_array(
         If using an fsspec URL to create the store, these will be passed to
         the backend implementation. Ignored otherwise.
     **kwargs
-        Any keyword arguments to pass to ``create``.
+        Any keyword arguments to pass to :func:`create`.
 
     Returns
     -------
@@ -1196,7 +1245,7 @@ async def open_array(
     except FileNotFoundError:
         if not store_path.read_only and mode in _CREATE_MODES:
             overwrite = _infer_overwrite(mode)
-            _zarr_format = zarr_format or _default_zarr_version()
+            _zarr_format = zarr_format or _default_zarr_format()
             return await create(
                 store=store_path,
                 zarr_format=_zarr_format,
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index cd1ef8b38d..52815748ad 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -5,6 +5,7 @@
 from typing_extensions import deprecated
 
 import zarr.api.asynchronous as async_api
+import zarr.core.array
 from zarr._compat import _deprecate_positional_args
 from zarr.core.array import Array, AsyncArray
 from zarr.core.group import Group
@@ -17,10 +18,23 @@
 
     from zarr.abc.codec import Codec
     from zarr.api.asynchronous import ArrayLike, PathLike
-    from zarr.core.array_spec import ArrayConfig, ArrayConfigParams
+    from zarr.core.array import (
+        CompressorsLike,
+        FiltersLike,
+        SerializerLike,
+        ShardsLike,
+    )
+    from zarr.core.array_spec import ArrayConfig, ArrayConfigLike
     from zarr.core.buffer import NDArrayLike
-    from zarr.core.chunk_key_encodings import ChunkKeyEncoding
-    from zarr.core.common import JSON, AccessModeLiteral, ChunkCoords, MemoryOrder, ZarrFormat
+    from zarr.core.chunk_key_encodings import ChunkKeyEncoding, ChunkKeyEncodingLike
+    from zarr.core.common import (
+        JSON,
+        AccessModeLiteral,
+        ChunkCoords,
+        MemoryOrder,
+        ShapeLike,
+        ZarrFormat,
+    )
     from zarr.storage import StoreLike
 
 __all__ = [
@@ -30,6 +44,7 @@
     "copy_all",
     "copy_store",
     "create",
+    "create_array",
     "empty",
     "empty_like",
     "full",
@@ -523,6 +538,54 @@ def open_group(
     )
 
 
+def create_group(
+    store: StoreLike,
+    *,
+    path: str | None = None,
+    zarr_format: ZarrFormat | None = None,
+    overwrite: bool = False,
+    attributes: dict[str, Any] | None = None,
+    storage_options: dict[str, Any] | None = None,
+) -> Group:
+    """Create a group.
+
+    Parameters
+    ----------
+    store : Store or str
+        Store or path to directory in file system.
+    path : str, optional
+        Group path within store.
+    overwrite : bool, optional
+        If True, pre-existing data at ``path`` will be deleted before
+        creating the group.
+    zarr_format : {2, 3, None}, optional
+        The zarr format to use when saving.
+        If no ``zarr_format`` is provided, the default format will be used.
+        This default can be changed by modifying the value of ``default_zarr_format``
+        in :mod:`zarr.core.config`.
+    storage_options : dict
+        If using an fsspec URL to create the store, these will be passed to
+        the backend implementation. Ignored otherwise.
+
+    Returns
+    -------
+    Group
+        The new group.
+    """
+    return Group(
+        sync(
+            async_api.create_group(
+                store=store,
+                path=path,
+                overwrite=overwrite,
+                storage_options=storage_options,
+                zarr_format=zarr_format,
+                attributes=attributes,
+            )
+        )
+    )
+
+
 # TODO: add type annotations for kwargs
 def create(
     shape: ChunkCoords | int,
@@ -559,7 +622,7 @@ def create(
     codecs: Iterable[Codec | dict[str, JSON]] | None = None,
     dimension_names: Iterable[str] | None = None,
     storage_options: dict[str, Any] | None = None,
-    config: ArrayConfig | ArrayConfigParams | None = None,
+    config: ArrayConfig | ArrayConfigLike | None = None,
     **kwargs: Any,
 ) -> Array:
     """Create an array.
@@ -629,7 +692,7 @@ def create(
     storage_options : dict
         If using an fsspec URL to create the store, these will be passed to
         the backend implementation. Ignored otherwise.
-    config : ArrayConfig or ArrayConfigParams, optional
+    config : ArrayConfig or ArrayConfigLike, optional
         Runtime configuration of the array. If provided, will override the
         default values from `zarr.config.array`.
 
@@ -675,6 +738,160 @@ def create(
     )
 
 
+def create_array(
+    store: str | StoreLike,
+    *,
+    name: str | None = None,
+    shape: ShapeLike,
+    dtype: npt.DTypeLike,
+    chunks: ChunkCoords | Literal["auto"] = "auto",
+    shards: ShardsLike | None = None,
+    filters: FiltersLike = "auto",
+    compressors: CompressorsLike = "auto",
+    serializer: SerializerLike = "auto",
+    fill_value: Any | None = None,
+    order: MemoryOrder | None = None,
+    zarr_format: ZarrFormat | None = 3,
+    attributes: dict[str, JSON] | None = None,
+    chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None = None,
+    dimension_names: Iterable[str] | None = None,
+    storage_options: dict[str, Any] | None = None,
+    overwrite: bool = False,
+    config: ArrayConfig | ArrayConfigLike | None = None,
+) -> Array:
+    """Create an array.
+
+    This function wraps :func:`zarr.core.array.create_array`.
+
+    Parameters
+    ----------
+    store : str or Store
+        Store or path to directory in file system or name of zip file.
+    name : str or None, optional
+        The name of the array within the store. If ``name`` is ``None``, the array will be located
+        at the root of the store.
+    shape : ChunkCoords
+        Shape of the array.
+    dtype : npt.DTypeLike
+        Data type of the array.
+    chunks : ChunkCoords, optional
+        Chunk shape of the array.
+        If not specified, default are guessed based on the shape and dtype.
+    shards : ChunkCoords, optional
+        Shard shape of the array. The default value of ``None`` results in no sharding at all.
+    filters : Iterable[Codec], optional
+        Iterable of filters to apply to each chunk of the array, in order, before serializing that
+        chunk to bytes.
+
+        For Zarr v3, a "filter" is a codec that takes an array and returns an array,
+        and these values must be instances of ``ArrayArrayCodec``, or dict representations
+        of ``ArrayArrayCodec``.
+        If ``filters`` and ``compressors`` are not specified, then the default codecs for
+        Zarr v3 will be used.
+        These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+        in :mod:`zarr.core.config`.
+        Use ``None`` to omit default filters.
+
+        For Zarr v2, a "filter" can be any numcodecs codec; you should ensure that the
+        the order if your filters is consistent with the behavior of each filter.
+        If no ``filters`` are provided, a default set of filters will be used.
+        These defaults can be changed by modifying the value of ``array.v2_default_filters``
+        in :mod:`zarr.core.config`.
+        Use ``None`` to omit default filters.
+    compressors : Iterable[Codec], optional
+        List of compressors to apply to the array. Compressors are applied in order, and after any
+        filters are applied (if any are specified).
+
+        For Zarr v3, a "compressor" is a codec that takes a bytestrea, and
+        returns another bytestream. Multiple compressors my be provided for Zarr v3.
+        If ``filters`` and ``compressors`` are not specified, then the default codecs for
+        Zarr v3 will be used.
+        These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+        in :mod:`zarr.core.config`.
+        Use ``None`` to omit default compressors.
+
+        For Zarr v2, a "compressor" can be any numcodecs codec. Only a single compressor may
+        be provided for Zarr v2.
+        If no ``compressors`` are provided, a default compressor will be used.
+        These defaults can be changed by modifying the value of ``array.v2_default_compressor``
+        in :mod:`zarr.core.config`.
+        Use ``None`` to omit the default compressor.
+    serializer : dict[str, JSON] | ArrayBytesCodec, optional
+        Array-to-bytes codec to use for encoding the array data.
+        Zarr v3 only. Zarr v2 arrays use implicit array-to-bytes conversion.
+        If no ``serializer`` is provided, the `zarr.codecs.BytesCodec` codec will be used.
+    fill_value : Any, optional
+        Fill value for the array.
+    order : {"C", "F"}, optional
+        The memory of the array (default is "C").
+        For Zarr v2, this parameter sets the memory order of the array.
+        For Zarr v3, this parameter is deprecated, because memory order
+        is a runtime parameter for Zarr v3 arrays. The recommended way to specify the memory
+        order for Zarr v3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
+        If no ``order`` is provided, a default order will be used.
+        This default can be changed by modifying the value of ``array.order`` in :mod:`zarr.core.config`.
+    zarr_format : {2, 3}, optional
+        The zarr format to use when saving.
+    attributes : dict, optional
+        Attributes for the array.
+    chunk_key_encoding : ChunkKeyEncoding, optional
+        A specification of how the chunk keys are represented in storage.
+        For Zarr v3, the default is ``{"name": "default", "separator": "/"}}``.
+        For Zarr v2, the default is ``{"name": "v2", "separator": "."}}``.
+    dimension_names : Iterable[str], optional
+        The names of the dimensions (default is None).
+        Zarr v3 only. Zarr v2 arrays should not use this parameter.
+    storage_options : dict, optional
+        If using an fsspec URL to create the store, these will be passed to the backend implementation.
+        Ignored otherwise.
+    overwrite : bool, default False
+        Whether to overwrite an array with the same name in the store, if one exists.
+    config : ArrayConfig or ArrayConfigLike, optional
+        Runtime configuration for the array.
+
+    Returns
+    -------
+    Array
+        The array.
+
+    Examples
+    --------
+    >>> import zarr
+    >>> store = zarr.storage.MemoryStore(mode='w')
+    >>> arr = await zarr.create_array(
+    >>>     store=store,
+    >>>     shape=(100,100),
+    >>>     chunks=(10,10),
+    >>>     dtype='i4',
+    >>>     fill_value=0)
+    <Array memory://140349042942400 shape=(100, 100) dtype=int32>
+    """
+    return Array(
+        sync(
+            zarr.core.array.create_array(
+                store,
+                name=name,
+                shape=shape,
+                dtype=dtype,
+                chunks=chunks,
+                shards=shards,
+                filters=filters,
+                compressors=compressors,
+                serializer=serializer,
+                fill_value=fill_value,
+                order=order,
+                zarr_format=zarr_format,
+                attributes=attributes,
+                chunk_key_encoding=chunk_key_encoding,
+                dimension_names=dimension_names,
+                storage_options=storage_options,
+                overwrite=overwrite,
+                config=config,
+            )
+        )
+    )
+
+
 # TODO: add type annotations for kwargs
 def empty(shape: ChunkCoords, **kwargs: Any) -> Array:
     """Create an empty array.
diff --git a/src/zarr/core/_info.py b/src/zarr/core/_info.py
index 4708967390..12bcc02e96 100644
--- a/src/zarr/core/_info.py
+++ b/src/zarr/core/_info.py
@@ -6,6 +6,7 @@
 import numpy as np
 
 from zarr.abc.codec import Codec
+from zarr.core.common import ZarrFormat
 from zarr.core.metadata.v3 import DataType
 
 
@@ -20,7 +21,7 @@ class GroupInfo:
 
     _name: str
     _type: Literal["Group"] = "Group"
-    _zarr_format: Literal[2, 3]
+    _zarr_format: ZarrFormat
     _read_only: bool
     _store_type: str
     _count_members: int | None = None
@@ -76,7 +77,7 @@ class ArrayInfo:
     """
 
     _type: Literal["Array"] = "Array"
-    _zarr_format: Literal[2, 3]
+    _zarr_format: ZarrFormat
     _data_type: np.dtype[Any] | DataType
     _shape: tuple[int, ...]
     _chunk_shape: tuple[int, ...] | None = None
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 717eff36dc..0a5b5f085a 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -1,21 +1,35 @@
 from __future__ import annotations
 
 import json
+import warnings
 from asyncio import gather
+from collections.abc import Iterable
 from dataclasses import dataclass, field
 from itertools import starmap
 from logging import getLogger
-from typing import TYPE_CHECKING, Any, Generic, Literal, cast, overload
+from typing import (
+    TYPE_CHECKING,
+    Any,
+    Generic,
+    Literal,
+    TypeAlias,
+    TypedDict,
+    cast,
+    overload,
+)
 from warnings import warn
 
+import numcodecs
 import numpy as np
 import numpy.typing as npt
+from typing_extensions import deprecated
 
 from zarr._compat import _deprecate_positional_args
+from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec, Codec
 from zarr.abc.store import Store, set_or_delete
 from zarr.codecs._v2 import V2Codec
 from zarr.core._info import ArrayInfo
-from zarr.core.array_spec import ArrayConfig, ArrayConfigParams, normalize_array_config
+from zarr.core.array_spec import ArrayConfig, ArrayConfigLike, parse_array_config
 from zarr.core.attributes import Attributes
 from zarr.core.buffer import (
     BufferPrototype,
@@ -23,9 +37,10 @@
     NDBuffer,
     default_buffer_prototype,
 )
-from zarr.core.chunk_grids import RegularChunkGrid, normalize_chunks
+from zarr.core.chunk_grids import RegularChunkGrid, _auto_partition, normalize_chunks
 from zarr.core.chunk_key_encodings import (
     ChunkKeyEncoding,
+    ChunkKeyEncodingLike,
     DefaultChunkKeyEncoding,
     V2ChunkKeyEncoding,
 )
@@ -38,6 +53,7 @@
     MemoryOrder,
     ShapeLike,
     ZarrFormat,
+    _default_zarr_format,
     _warn_order_kwarg,
     concurrent_map,
     parse_dtype,
@@ -80,21 +96,34 @@
     ArrayV3MetadataDict,
     T_ArrayMetadata,
 )
-from zarr.core.metadata.v2 import _default_filters_and_compressor
+from zarr.core.metadata.v2 import (
+    _default_compressor,
+    _default_filters,
+    parse_compressor,
+    parse_filters,
+)
 from zarr.core.metadata.v3 import DataType, parse_node_type_array
 from zarr.core.sync import sync
 from zarr.errors import MetadataValidationError
-from zarr.registry import get_pipeline_class
+from zarr.registry import (
+    _parse_array_array_codec,
+    _parse_array_bytes_codec,
+    _parse_bytes_bytes_codec,
+    _resolve_codec,
+    get_pipeline_class,
+)
 from zarr.storage import StoreLike, make_store_path
 from zarr.storage.common import StorePath, ensure_no_existing_node
 
 if TYPE_CHECKING:
-    from collections.abc import Iterable, Iterator, Sequence
+    from collections.abc import Iterator, Sequence
     from typing import Self
 
-    from zarr.abc.codec import Codec, CodecPipeline
+    from zarr.abc.codec import CodecPipeline
+    from zarr.codecs.sharding import ShardingCodecIndexLocation
     from zarr.core.group import AsyncGroup
 
+
 # Array and AsyncArray are defined in the base ``zarr`` namespace
 __all__ = ["create_codec_pipeline", "parse_array_metadata"]
 
@@ -149,9 +178,9 @@ async def get_array_metadata(
             (store_path / ZATTRS_JSON).get(),
         )
         if zarr_json_bytes is not None and zarray_bytes is not None:
-            # TODO: revisit this exception type
-            # alternatively, we could warn and favor v3
-            raise ValueError("Both zarr.json and .zarray objects exist")
+            # warn and favor v3
+            msg = f"Both zarr.json (Zarr v3) and .zarray (Zarr v2) metadata objects exist at {store_path}. Zarr v3 will be used."
+            warnings.warn(msg, stacklevel=1)
         if zarr_json_bytes is None and zarray_bytes is None:
             raise FileNotFoundError(store_path)
         # set zarr_format based on which keys were found
@@ -273,7 +302,7 @@ async def create(
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
-        config: ArrayConfig | ArrayConfigParams | None = None,
+        config: ArrayConfig | ArrayConfigLike | None = None,
     ) -> AsyncArray[ArrayV2Metadata]: ...
 
     # this overload defines the function signature when zarr_format is 3
@@ -302,7 +331,7 @@ async def create(
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
-        config: ArrayConfig | ArrayConfigParams | None = None,
+        config: ArrayConfig | ArrayConfigLike | None = None,
     ) -> AsyncArray[ArrayV3Metadata]: ...
 
     @overload
@@ -330,8 +359,9 @@ async def create(
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
-        config: ArrayConfig | ArrayConfigParams | None = None,
+        config: ArrayConfig | ArrayConfigLike | None = None,
     ) -> AsyncArray[ArrayV3Metadata]: ...
+
     @overload
     @classmethod
     async def create(
@@ -363,10 +393,12 @@ async def create(
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
-        config: ArrayConfig | ArrayConfigParams | None = None,
+        config: ArrayConfig | ArrayConfigLike | None = None,
     ) -> AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]: ...
 
     @classmethod
+    @deprecated("Use zarr.api.asynchronous.create_array instead.")
+    @_deprecate_positional_args
     async def create(
         cls,
         store: StoreLike,
@@ -396,10 +428,9 @@ async def create(
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
-        config: ArrayConfig | ArrayConfigParams | None = None,
+        config: ArrayConfig | ArrayConfigLike | None = None,
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
-        """
-        Method to create a new asynchronous array instance.
+        """Method to create a new asynchronous array instance.
 
         Parameters
         ----------
@@ -431,8 +462,8 @@ async def create(
             If no codecs are provided, default codecs will be used:
 
             - For numeric arrays, the default is ``BytesCodec`` and ``ZstdCodec``.
-            - For Unicode strings, the default is ``VLenUTF8Codec``.
-            - For bytes or objects, the default is ``VLenBytesCodec``.
+            - For Unicode strings, the default is ``VLenUTF8Codec`` and ``ZstdCodec``.
+            - For bytes or objects, the default is ``VLenBytesCodec`` and ``ZstdCodec``.
 
             These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
         dimension_names : Iterable[str], optional
@@ -453,14 +484,14 @@ async def create(
             order for Zarr 3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
         filters : list[dict[str, JSON]], optional
             Sequence of filters to use to encode chunk data prior to compression.
-            V2 only. V3 arrays should use ``codecs`` instead. If neither ``compressor``
-            nor ``filters`` are provided, a default compressor will be used. (see
-            ``compressor`` for details)
+            V2 only. V3 arrays should use ``codecs`` instead. If no ``filters``
+            are provided, a default set of filters will be used.
+            These defaults can be changed by modifying the value of ``array.v2_default_filters`` in :mod:`zarr.core.config`.
         compressor : dict[str, JSON], optional
             The compressor used to compress the data (default is None).
             V2 only. V3 arrays should use ``codecs`` instead.
 
-            If neither ``compressor`` nor ``filters`` are provided, a default compressor will be used:
+            If no ``compressor`` is provided, a default compressor will be used:
 
             - For numeric arrays, the default is ``ZstdCodec``.
             - For Unicode strings, the default is ``VLenUTF8Codec``.
@@ -471,24 +502,77 @@ async def create(
             Whether to raise an error if the store already exists (default is False).
         data : npt.ArrayLike, optional
             The data to be inserted into the array (default is None).
+        config : ArrayConfig or ArrayConfigLike, optional
+            Runtime configuration for the array.
 
         Returns
         -------
         AsyncArray
             The created asynchronous array instance.
 
-        Examples
-        --------
-        >>> import zarr
-        >>> store = zarr.storage.MemoryStore(mode='w')
-        >>> async_arr = await zarr.core.array.AsyncArray.create(
-        >>>     store=store,
-        >>>     shape=(100,100),
-        >>>     chunks=(10,10),
-        >>>     dtype='i4',
-        >>>     fill_value=0)
-        <AsyncArray memory://140349042942400 shape=(100, 100) dtype=int32>
+        .. deprecated:: 3.0.0
+            Deprecated in favor of :func:`zarr.api.asynchronous.create_array`.
+        """
+        return await cls._create(
+            store,
+            # v2 and v3
+            shape=shape,
+            dtype=dtype,
+            zarr_format=zarr_format,
+            fill_value=fill_value,
+            attributes=attributes,
+            # v3 only
+            chunk_shape=chunk_shape,
+            chunk_key_encoding=chunk_key_encoding,
+            codecs=codecs,
+            dimension_names=dimension_names,
+            # v2 only
+            chunks=chunks,
+            dimension_separator=dimension_separator,
+            order=order,
+            filters=filters,
+            compressor=compressor,
+            # runtime
+            overwrite=overwrite,
+            data=data,
+            config=config,
+        )
 
+    @classmethod
+    async def _create(
+        cls,
+        store: StoreLike,
+        *,
+        # v2 and v3
+        shape: ShapeLike,
+        dtype: npt.DTypeLike,
+        zarr_format: ZarrFormat = 3,
+        fill_value: Any | None = None,
+        attributes: dict[str, JSON] | None = None,
+        # v3 only
+        chunk_shape: ShapeLike | None = None,
+        chunk_key_encoding: (
+            ChunkKeyEncoding
+            | tuple[Literal["default"], Literal[".", "/"]]
+            | tuple[Literal["v2"], Literal[".", "/"]]
+            | None
+        ) = None,
+        codecs: Iterable[Codec | dict[str, JSON]] | None = None,
+        dimension_names: Iterable[str] | None = None,
+        # v2 only
+        chunks: ShapeLike | None = None,
+        dimension_separator: Literal[".", "/"] | None = None,
+        order: MemoryOrder | None = None,
+        filters: list[dict[str, JSON]] | None = None,
+        compressor: dict[str, JSON] | None = None,
+        # runtime
+        overwrite: bool = False,
+        data: npt.ArrayLike | None = None,
+        config: ArrayConfig | ArrayConfigLike | None = None,
+    ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
+        """Method to create a new asynchronous array instance.
+        See :func:`AsyncArray.create` for more details.
+        Deprecated in favor of :func:`zarr.api.asynchronous.create_array`.
         """
         store_path = await make_store_path(store)
 
@@ -502,7 +586,7 @@ async def create(
             _chunks = normalize_chunks(chunks, shape, dtype_parsed.itemsize)
         else:
             _chunks = normalize_chunks(chunk_shape, shape, dtype_parsed.itemsize)
-        config_parsed = normalize_array_config(config)
+        config_parsed = parse_array_config(config)
 
         result: AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]
         if zarr_format == 3:
@@ -653,8 +737,8 @@ async def _create_v2(
         config: ArrayConfig,
         dimension_separator: Literal[".", "/"] | None = None,
         fill_value: float | None = None,
-        filters: list[dict[str, JSON]] | None = None,
-        compressor: dict[str, JSON] | None = None,
+        filters: Iterable[dict[str, JSON] | numcodecs.abc.Codec] | None = None,
+        compressor: dict[str, JSON] | numcodecs.abc.Codec | None = None,
         attributes: dict[str, JSON] | None = None,
         overwrite: bool = False,
     ) -> AsyncArray[ArrayV2Metadata]:
@@ -670,12 +754,14 @@ async def _create_v2(
             dimension_separator = "."
 
         dtype = parse_dtype(dtype, zarr_format=2)
-        if not filters and not compressor:
-            filters, compressor = _default_filters_and_compressor(dtype)
+
+        # inject VLenUTF8 for str dtype if not already present
         if np.issubdtype(dtype, np.str_):
             filters = filters or []
-            if not any(x["id"] == "vlen-utf8" for x in filters):
-                filters = list(filters) + [{"id": "vlen-utf8"}]
+            from numcodecs.vlen import VLenUTF8
+
+            if not any(isinstance(x, VLenUTF8) or x["id"] == "vlen-utf8" for x in filters):
+                filters = list(filters) + [VLenUTF8()]
 
         metadata = ArrayV2Metadata(
             shape=shape,
@@ -787,6 +873,7 @@ def shape(self) -> ChunkCoords:
     @property
     def chunks(self) -> ChunkCoords:
         """Returns the chunk shape of the Array.
+        If sharding is used the inner chunk shape is returned.
 
         Only defined for arrays using using `RegularChunkGrid`.
         If array doesn't use `RegularChunkGrid`, `NotImplementedError` is raised.
@@ -796,14 +883,22 @@ def chunks(self) -> ChunkCoords:
         ChunkCoords:
             The chunk shape of the Array.
         """
-        if isinstance(self.metadata.chunk_grid, RegularChunkGrid):
-            return self.metadata.chunk_grid.chunk_shape
+        return self.metadata.chunks
 
-        msg = (
-            f"The `chunks` attribute is only defined for arrays using `RegularChunkGrid`."
-            f"This array has a {self.metadata.chunk_grid} instead."
-        )
-        raise NotImplementedError(msg)
+    @property
+    def shards(self) -> ChunkCoords | None:
+        """Returns the shard shape of the Array.
+        Returns None if sharding is not used.
+
+        Only defined for arrays using using `RegularChunkGrid`.
+        If array doesn't use `RegularChunkGrid`, `NotImplementedError` is raised.
+
+        Returns
+        -------
+        ChunkCoords:
+            The shard shape of the Array.
+        """
+        return self.metadata.shards
 
     @property
     def size(self) -> int:
@@ -1115,7 +1210,7 @@ async def getitem(
         --------
         >>> import zarr
         >>>  store = zarr.storage.MemoryStore(mode='w')
-        >>>  async_arr = await zarr.core.array.AsyncArray.create(
+        >>>  async_arr = await zarr.api.asynchronous.create_array(
         ...      store=store,
         ...      shape=(100,100),
         ...      chunks=(10,10),
@@ -1508,6 +1603,7 @@ class Array:
     _async_array: AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]
 
     @classmethod
+    @deprecated("Use zarr.create_array instead.")
     @_deprecate_positional_args
     def create(
         cls,
@@ -1537,7 +1633,7 @@ def create(
         compressor: dict[str, JSON] | None = None,
         # runtime
         overwrite: bool = False,
-        config: ArrayConfig | ArrayConfigParams | None = None,
+        config: ArrayConfig | ArrayConfigLike | None = None,
     ) -> Array:
         """Creates a new Array instance from an initialized store.
 
@@ -1565,8 +1661,8 @@ def create(
             If no codecs are provided, default codecs will be used:
 
             - For numeric arrays, the default is ``BytesCodec`` and ``ZstdCodec``.
-            - For Unicode strings, the default is ``VLenUTF8Codec``.
-            - For bytes or objects, the default is ``VLenBytesCodec``.
+            - For Unicode strings, the default is ``VLenUTF8Codec`` and ``ZstdCodec``.
+            - For bytes or objects, the default is ``VLenBytesCodec`` and ``ZstdCodec``.
 
             These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
         dimension_names : Iterable[str], optional
@@ -1587,14 +1683,14 @@ def create(
             order for Zarr 3 arrays is via the ``config`` parameter, e.g. ``{'order': 'C'}``.
         filters : list[dict[str, JSON]], optional
             Sequence of filters to use to encode chunk data prior to compression.
-            V2 only. V3 arrays should use ``codecs`` instead. If neither ``compressor``
-            nor ``filters`` are provided, a default compressor will be used. (see
-            ``compressor`` for details)
+            V2 only. V3 arrays should use ``codecs`` instead. If no ``filters``
+            are provided, a default set of filters will be used.
+            These defaults can be changed by modifying the value of ``array.v2_default_filters`` in :mod:`zarr.core.config`.
         compressor : dict[str, JSON], optional
             Primary compressor to compress chunk data.
             V2 only. V3 arrays should use ``codecs`` instead.
 
-            If neither ``compressor`` nor ``filters`` are provided, a default compressor will be used:
+            If no ``compressor`` is provided, a default compressor will be used:
 
             - For numeric arrays, the default is ``ZstdCodec``.
             - For Unicode strings, the default is ``VLenUTF8Codec``.
@@ -1608,9 +1704,71 @@ def create(
         -------
         Array
             Array created from the store.
+
+        .. deprecated:: 3.0.0
+            Deprecated in favor of :func:`zarr.create_array`.
+        """
+        return cls._create(
+            store,
+            # v2 and v3
+            shape=shape,
+            dtype=dtype,
+            zarr_format=zarr_format,
+            attributes=attributes,
+            fill_value=fill_value,
+            # v3 only
+            chunk_shape=chunk_shape,
+            chunk_key_encoding=chunk_key_encoding,
+            codecs=codecs,
+            dimension_names=dimension_names,
+            # v2 only
+            chunks=chunks,
+            dimension_separator=dimension_separator,
+            order=order,
+            filters=filters,
+            compressor=compressor,
+            # runtime
+            overwrite=overwrite,
+            config=config,
+        )
+
+    @classmethod
+    def _create(
+        cls,
+        store: StoreLike,
+        *,
+        # v2 and v3
+        shape: ChunkCoords,
+        dtype: npt.DTypeLike,
+        zarr_format: ZarrFormat = 3,
+        fill_value: Any | None = None,
+        attributes: dict[str, JSON] | None = None,
+        # v3 only
+        chunk_shape: ChunkCoords | None = None,
+        chunk_key_encoding: (
+            ChunkKeyEncoding
+            | tuple[Literal["default"], Literal[".", "/"]]
+            | tuple[Literal["v2"], Literal[".", "/"]]
+            | None
+        ) = None,
+        codecs: Iterable[Codec | dict[str, JSON]] | None = None,
+        dimension_names: Iterable[str] | None = None,
+        # v2 only
+        chunks: ChunkCoords | None = None,
+        dimension_separator: Literal[".", "/"] | None = None,
+        order: MemoryOrder | None = None,
+        filters: list[dict[str, JSON]] | None = None,
+        compressor: dict[str, JSON] | None = None,
+        # runtime
+        overwrite: bool = False,
+        config: ArrayConfig | ArrayConfigLike | None = None,
+    ) -> Array:
+        """Creates a new Array instance from an initialized store.
+        See :func:`Array.create` for more details.
+        Deprecated in favor of :func:`zarr.create_array`.
         """
         async_array = sync(
-            AsyncArray.create(
+            AsyncArray._create(
                 store=store,
                 shape=shape,
                 dtype=dtype,
@@ -1717,6 +1875,10 @@ def shape(self, value: ChunkCoords) -> None:
     @property
     def chunks(self) -> ChunkCoords:
         """Returns a tuple of integers describing the length of each dimension of a chunk of the array.
+        If sharding is used the inner chunk shape is returned.
+
+        Only defined for arrays using using `RegularChunkGrid`.
+        If array doesn't use `RegularChunkGrid`, `NotImplementedError` is raised.
 
         Returns
         -------
@@ -1725,6 +1887,21 @@ def chunks(self) -> ChunkCoords:
         """
         return self._async_array.chunks
 
+    @property
+    def shards(self) -> ChunkCoords | None:
+        """Returns a tuple of integers describing the length of each dimension of a shard of the array.
+        Returns None if sharding is not used.
+
+        Only defined for arrays using using `RegularChunkGrid`.
+        If array doesn't use `RegularChunkGrid`, `NotImplementedError` is raised.
+
+        Returns
+        -------
+        tuple | None
+            A tuple of integers representing the length of each dimension of a shard or None if sharding is not used.
+        """
+        return self._async_array.shards
+
     @property
     def size(self) -> int:
         """Returns the total number of elements in the array.
@@ -1973,10 +2150,10 @@ def __getitem__(self, selection: Selection) -> NDArrayLike:
             >>> import zarr
             >>> import numpy as np
             >>> data = np.arange(100, dtype="uint16")
-            >>> z = Array.create(
+            >>> z = zarr.create_array(
             >>>        StorePath(MemoryStore(mode="w")),
             >>>        shape=data.shape,
-            >>>        chunk_shape=(10,),
+            >>>        chunks=(10,),
             >>>        dtype=data.dtype,
             >>>        )
             >>> z[:] = data
@@ -2007,10 +2184,10 @@ def __getitem__(self, selection: Selection) -> NDArrayLike:
         Setup a 2-dimensional array::
 
             >>> data = np.arange(100, dtype="uint16").reshape(10, 10)
-            >>> z = Array.create(
+            >>> z = zarr.create_array(
             >>>        StorePath(MemoryStore(mode="w")),
             >>>        shape=data.shape,
-            >>>        chunk_shape=(10, 10),
+            >>>        chunks=(10, 10),
             >>>        dtype=data.dtype,
             >>>        )
             >>> z[:] = data
@@ -2238,10 +2415,10 @@ def get_basic_selection(
             >>> import zarr
             >>> import numpy as np
             >>> data = np.arange(100, dtype="uint16")
-            >>> z = Array.create(
+            >>> z = zarr.create_array(
             >>>        StorePath(MemoryStore(mode="w")),
             >>>        shape=data.shape,
-            >>>        chunk_shape=(3,),
+            >>>        chunks=(3,),
             >>>        dtype=data.dtype,
             >>>        )
             >>> z[:] = data
@@ -2267,10 +2444,10 @@ def get_basic_selection(
         Setup a 3-dimensional array::
 
             >>> data = np.arange(1000).reshape(10, 10, 10)
-            >>> z = Array.create(
+            >>> z = zarr.create_array(
             >>>        StorePath(MemoryStore(mode="w")),
             >>>        shape=data.shape,
-            >>>        chunk_shape=(5, 5, 5),
+            >>>        chunks=(5, 5, 5),
             >>>        dtype=data.dtype,
             >>>        )
             >>> z[:] = data
@@ -2462,10 +2639,10 @@ def get_orthogonal_selection(
             >>> import zarr
             >>> import numpy as np
             >>> data = np.arange(100).reshape(10, 10)
-            >>> z = Array.create(
+            >>> z = zarr.create_array(
             >>>        StorePath(MemoryStore(mode="w")),
             >>>        shape=data.shape,
-            >>>        chunk_shape=data.shape,
+            >>>        chunks=data.shape,
             >>>        dtype=data.dtype,
             >>>        )
             >>> z[:] = data
@@ -2696,10 +2873,10 @@ def get_mask_selection(
             >>> import zarr
             >>> import numpy as np
             >>> data = np.arange(100).reshape(10, 10)
-            >>> z = Array.create(
+            >>> z = zarr.create_array(
             >>>        StorePath(MemoryStore(mode="w")),
             >>>        shape=data.shape,
-            >>>        chunk_shape=data.shape,
+            >>>        chunks=data.shape,
             >>>        dtype=data.dtype,
             >>>        )
             >>> z[:] = data
@@ -2856,10 +3033,10 @@ def get_coordinate_selection(
             >>> import zarr
             >>> import numpy as np
             >>> data = np.arange(0, 100, dtype="uint16").reshape((10, 10))
-            >>> z = Array.create(
+            >>> z = zarr.create_array(
             >>>        StorePath(MemoryStore(mode="w")),
             >>>        shape=data.shape,
-            >>>        chunk_shape=(3, 3),
+            >>>        chunks=(3, 3),
             >>>        dtype=data.dtype,
             >>>        )
             >>> z[:] = data
@@ -3044,10 +3221,10 @@ def get_block_selection(
             >>> import zarr
             >>> import numpy as np
             >>> data = np.arange(0, 100, dtype="uint16").reshape((10, 10))
-            >>> z = Array.create(
+            >>> z = zarr.create_array(
             >>>        StorePath(MemoryStore(mode="w")),
             >>>        shape=data.shape,
-            >>>        chunk_shape=(3, 3),
+            >>>        chunks=(3, 3),
             >>>        dtype=data.dtype,
             >>>        )
             >>> z[:] = data
@@ -3448,4 +3625,459 @@ def _get_default_codecs(
     else:
         dtype_key = "numeric"
 
-    return [{"name": codec_id, "configuration": {}} for codec_id in default_codecs[dtype_key]]
+    return cast(list[dict[str, JSON]], default_codecs[dtype_key])
+
+
+FiltersLike: TypeAlias = (
+    Iterable[dict[str, JSON] | ArrayArrayCodec | numcodecs.abc.Codec]
+    | ArrayArrayCodec
+    | Iterable[numcodecs.abc.Codec]
+    | numcodecs.abc.Codec
+    | Literal["auto"]
+    | None
+)
+CompressorLike: TypeAlias = dict[str, JSON] | BytesBytesCodec | numcodecs.abc.Codec | None
+CompressorsLike: TypeAlias = (
+    Iterable[dict[str, JSON] | BytesBytesCodec | numcodecs.abc.Codec]
+    | dict[str, JSON]
+    | BytesBytesCodec
+    | numcodecs.abc.Codec
+    | Literal["auto"]
+    | None
+)
+SerializerLike: TypeAlias = dict[str, JSON] | ArrayBytesCodec | Literal["auto"]
+
+
+class ShardsConfigParam(TypedDict):
+    shape: ChunkCoords
+    index_location: ShardingCodecIndexLocation | None
+
+
+ShardsLike: TypeAlias = ChunkCoords | ShardsConfigParam | Literal["auto"]
+
+
+async def create_array(
+    store: str | StoreLike,
+    *,
+    name: str | None = None,
+    shape: ShapeLike,
+    dtype: npt.DTypeLike,
+    chunks: ChunkCoords | Literal["auto"] = "auto",
+    shards: ShardsLike | None = None,
+    filters: FiltersLike = "auto",
+    compressors: CompressorsLike = "auto",
+    serializer: SerializerLike = "auto",
+    fill_value: Any | None = None,
+    order: MemoryOrder | None = None,
+    zarr_format: ZarrFormat | None = 3,
+    attributes: dict[str, JSON] | None = None,
+    chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None = None,
+    dimension_names: Iterable[str] | None = None,
+    storage_options: dict[str, Any] | None = None,
+    overwrite: bool = False,
+    config: ArrayConfig | ArrayConfigLike | None = None,
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
+    """Create an array.
+
+    Parameters
+    ----------
+    store : str or Store
+        Store or path to directory in file system or name of zip file.
+    name : str or None, optional
+        The name of the array within the store. If ``name`` is ``None``, the array will be located
+        at the root of the store.
+    shape : ChunkCoords
+        Shape of the array.
+    dtype : npt.DTypeLike
+        Data type of the array.
+    chunks : ChunkCoords, optional
+        Chunk shape of the array.
+        If not specified, default are guessed based on the shape and dtype.
+    shards : ChunkCoords, optional
+        Shard shape of the array. The default value of ``None`` results in no sharding at all.
+    filters : Iterable[Codec], optional
+        Iterable of filters to apply to each chunk of the array, in order, before serializing that
+        chunk to bytes.
+
+        For Zarr v3, a "filter" is a codec that takes an array and returns an array,
+        and these values must be instances of ``ArrayArrayCodec``, or dict representations
+        of ``ArrayArrayCodec``.
+        If ``filters`` and ``compressors`` are not specified, then the default codecs for
+        Zarr v3 will be used.
+        These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+        in :mod:`zarr.core.config`.
+        Use ``None`` to omit default filters.
+
+        For Zarr v2, a "filter" can be any numcodecs codec; you should ensure that the
+        the order if your filters is consistent with the behavior of each filter.
+        If no ``filters`` are provided, a default set of filters will be used.
+        These defaults can be changed by modifying the value of ``array.v2_default_filters``
+        in :mod:`zarr.core.config`.
+        Use ``None`` to omit default filters.
+    compressors : Iterable[Codec], optional
+        List of compressors to apply to the array. Compressors are applied in order, and after any
+        filters are applied (if any are specified).
+
+        For Zarr v3, a "compressor" is a codec that takes a bytestrea, and
+        returns another bytestream. Multiple compressors my be provided for Zarr v3.
+        If ``filters`` and ``compressors`` are not specified, then the default codecs for
+        Zarr v3 will be used.
+        These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+        in :mod:`zarr.core.config`.
+        Use ``None`` to omit default compressors.
+
+        For Zarr v2, a "compressor" can be any numcodecs codec. Only a single compressor may
+        be provided for Zarr v2.
+        If no ``compressors`` are provided, a default compressor will be used.
+        These defaults can be changed by modifying the value of ``array.v2_default_compressor``
+        in :mod:`zarr.core.config`.
+        Use ``None`` to omit the default compressor.
+    serializer : dict[str, JSON] | ArrayBytesCodec, optional
+        Array-to-bytes codec to use for encoding the array data.
+        Zarr v3 only. Zarr v2 arrays use implicit array-to-bytes conversion.
+        If no ``serializer`` is provided, the `zarr.codecs.BytesCodec` codec will be used.
+    fill_value : Any, optional
+        Fill value for the array.
+    order : {"C", "F"}, optional
+        The memory of the array (default is "C").
+        For Zarr v2, this parameter sets the memory order of the array.
+        For Zarr v3, this parameter is deprecated, because memory order
+        is a runtime parameter for Zarr v3 arrays. The recommended way to specify the memory
+        order for Zarr v3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
+        If no ``order`` is provided, a default order will be used.
+        This default can be changed by modifying the value of ``array.order`` in :mod:`zarr.core.config`.
+    zarr_format : {2, 3}, optional
+        The zarr format to use when saving.
+    attributes : dict, optional
+        Attributes for the array.
+    chunk_key_encoding : ChunkKeyEncoding, optional
+        A specification of how the chunk keys are represented in storage.
+        For Zarr v3, the default is ``{"name": "default", "separator": "/"}}``.
+        For Zarr v2, the default is ``{"name": "v2", "separator": "."}}``.
+    dimension_names : Iterable[str], optional
+        The names of the dimensions (default is None).
+        Zarr v3 only. Zarr v2 arrays should not use this parameter.
+    storage_options : dict, optional
+        If using an fsspec URL to create the store, these will be passed to the backend implementation.
+        Ignored otherwise.
+    overwrite : bool, default False
+        Whether to overwrite an array with the same name in the store, if one exists.
+    config : ArrayConfig or ArrayConfigLike, optional
+        Runtime configuration for the array.
+
+    Returns
+    -------
+    AsyncArray
+        The array.
+
+    Examples
+    --------
+    >>> import zarr
+    >>> store = zarr.storage.MemoryStore(mode='w')
+    >>> async_arr = await zarr.api.asynchronous.create_array(
+    >>>     store=store,
+    >>>     shape=(100,100),
+    >>>     chunks=(10,10),
+    >>>     dtype='i4',
+    >>>     fill_value=0)
+    <AsyncArray memory://140349042942400 shape=(100, 100) dtype=int32>
+    """
+
+    if zarr_format is None:
+        zarr_format = _default_zarr_format()
+
+    from zarr.codecs.sharding import ShardingCodec, ShardingCodecIndexLocation
+
+    mode: Literal["a"] = "a"
+    dtype_parsed = parse_dtype(dtype, zarr_format=zarr_format)
+    config_parsed = parse_array_config(config)
+    shape_parsed = parse_shapelike(shape)
+    chunk_key_encoding_parsed = _parse_chunk_key_encoding(
+        chunk_key_encoding, zarr_format=zarr_format
+    )
+    store_path = await make_store_path(store, path=name, mode=mode, storage_options=storage_options)
+    shard_shape_parsed, chunk_shape_parsed = _auto_partition(
+        array_shape=shape_parsed, shard_shape=shards, chunk_shape=chunks, dtype=dtype_parsed
+    )
+    chunks_out: tuple[int, ...]
+    result: AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]
+
+    if zarr_format == 2:
+        if shard_shape_parsed is not None:
+            msg = (
+                "Zarr v2 arrays can only be created with `shard_shape` set to `None`. "
+                f"Got `shard_shape={shards}` instead."
+            )
+
+            raise ValueError(msg)
+        if serializer != "auto":
+            raise ValueError("Zarr v2 arrays do not support `serializer`.")
+
+        filters_parsed, compressor_parsed = _parse_chunk_encoding_v2(
+            compressor=compressors, filters=filters, dtype=np.dtype(dtype)
+        )
+
+        if dimension_names is not None:
+            raise ValueError("Zarr v2 arrays do not support dimension names.")
+        if order is None:
+            order_parsed = zarr_config.get("array.order")
+        else:
+            order_parsed = order
+
+        result = await AsyncArray._create_v2(
+            store_path=store_path,
+            shape=shape_parsed,
+            dtype=dtype_parsed,
+            chunks=chunk_shape_parsed,
+            dimension_separator=chunk_key_encoding_parsed.separator,
+            fill_value=fill_value,
+            order=order_parsed,
+            filters=filters_parsed,
+            compressor=compressor_parsed,
+            attributes=attributes,
+            overwrite=overwrite,
+            config=config_parsed,
+        )
+    else:
+        array_array, array_bytes, bytes_bytes = _parse_chunk_encoding_v3(
+            compressors=compressors,
+            filters=filters,
+            serializer=serializer,
+            dtype=dtype_parsed,
+        )
+        sub_codecs = cast(tuple[Codec, ...], (*array_array, array_bytes, *bytes_bytes))
+        codecs_out: tuple[Codec, ...]
+        if shard_shape_parsed is not None:
+            index_location = None
+            if isinstance(shards, dict):
+                index_location = ShardingCodecIndexLocation(shards.get("index_location", None))
+            if index_location is None:
+                index_location = ShardingCodecIndexLocation.end
+            sharding_codec = ShardingCodec(
+                chunk_shape=chunk_shape_parsed, codecs=sub_codecs, index_location=index_location
+            )
+            sharding_codec.validate(
+                shape=chunk_shape_parsed,
+                dtype=dtype_parsed,
+                chunk_grid=RegularChunkGrid(chunk_shape=shard_shape_parsed),
+            )
+            codecs_out = (sharding_codec,)
+            chunks_out = shard_shape_parsed
+        else:
+            chunks_out = chunk_shape_parsed
+            codecs_out = sub_codecs
+
+        result = await AsyncArray._create_v3(
+            store_path=store_path,
+            shape=shape_parsed,
+            dtype=dtype_parsed,
+            fill_value=fill_value,
+            attributes=attributes,
+            chunk_shape=chunks_out,
+            chunk_key_encoding=chunk_key_encoding_parsed,
+            codecs=codecs_out,
+            dimension_names=dimension_names,
+            overwrite=overwrite,
+            config=config_parsed,
+        )
+
+    return result
+
+
+def _parse_chunk_key_encoding(
+    data: ChunkKeyEncoding | ChunkKeyEncodingLike | None, zarr_format: ZarrFormat
+) -> ChunkKeyEncoding:
+    """
+    Take an implicit specification of a chunk key encoding and parse it into a ChunkKeyEncoding object.
+    """
+    if data is None:
+        if zarr_format == 2:
+            result = ChunkKeyEncoding.from_dict({"name": "v2", "separator": "."})
+        else:
+            result = ChunkKeyEncoding.from_dict({"name": "default", "separator": "/"})
+    elif isinstance(data, ChunkKeyEncoding):
+        result = data
+    else:
+        result = ChunkKeyEncoding.from_dict(data)
+    if zarr_format == 2 and result.name != "v2":
+        msg = (
+            "Invalid chunk key encoding. For Zarr v2 arrays, the `name` field of the "
+            f"chunk key encoding must be 'v2'. Got `name` = {result.name} instead."
+        )
+        raise ValueError(msg)
+    return result
+
+
+def _get_default_chunk_encoding_v3(
+    np_dtype: np.dtype[Any],
+) -> tuple[tuple[ArrayArrayCodec, ...], ArrayBytesCodec, tuple[BytesBytesCodec, ...]]:
+    """
+    Get the default ArrayArrayCodecs, ArrayBytesCodec, and BytesBytesCodec for a given dtype.
+    """
+    default_codecs = zarr_config.get("array.v3_default_codecs")
+    dtype = DataType.from_numpy(np_dtype)
+    if dtype == DataType.string:
+        dtype_key = "string"
+    elif dtype == DataType.bytes:
+        dtype_key = "bytes"
+    else:
+        dtype_key = "numeric"
+
+    codec_dicts = default_codecs[dtype_key]
+    codecs = tuple(_resolve_codec(c) for c in codec_dicts)
+    array_bytes_maybe = None
+    array_array: list[ArrayArrayCodec] = []
+    bytes_bytes: list[BytesBytesCodec] = []
+
+    for codec in codecs:
+        if isinstance(codec, ArrayBytesCodec):
+            if array_bytes_maybe is not None:
+                raise ValueError(
+                    f"Got two instances of ArrayBytesCodec: {array_bytes_maybe} and {codec}. "
+                    "Only one array-to-bytes codec is allowed."
+                )
+            array_bytes_maybe = codec
+        elif isinstance(codec, ArrayArrayCodec):
+            array_array.append(codec)
+        elif isinstance(codec, BytesBytesCodec):
+            bytes_bytes.append(codec)
+        else:
+            raise TypeError(f"Unexpected codec type: {type(codec)}")
+
+    if array_bytes_maybe is None:
+        raise ValueError("Required ArrayBytesCodec was not found.")
+
+    return tuple(array_array), array_bytes_maybe, tuple(bytes_bytes)
+
+
+def _get_default_chunk_encoding_v2(
+    np_dtype: np.dtype[Any],
+) -> tuple[tuple[numcodecs.abc.Codec, ...] | None, numcodecs.abc.Codec | None]:
+    """
+    Get the default chunk encoding for zarr v2 arrays, given a dtype
+    """
+
+    compressor_dict = _default_compressor(np_dtype)
+    filter_dicts = _default_filters(np_dtype)
+
+    compressor = None
+    if compressor_dict is not None:
+        compressor = numcodecs.get_codec(compressor_dict)
+
+    filters = None
+    if filter_dicts is not None:
+        filters = tuple(numcodecs.get_codec(f) for f in filter_dicts)
+
+    return filters, compressor
+
+
+def _parse_chunk_encoding_v2(
+    *,
+    compressor: CompressorsLike,
+    filters: FiltersLike,
+    dtype: np.dtype[Any],
+) -> tuple[tuple[numcodecs.abc.Codec, ...] | None, numcodecs.abc.Codec | None]:
+    """
+    Generate chunk encoding classes for v2 arrays with optional defaults.
+    """
+    default_filters, default_compressor = _get_default_chunk_encoding_v2(dtype)
+
+    _filters: tuple[numcodecs.abc.Codec, ...] | None
+    _compressor: numcodecs.abc.Codec | None
+
+    if compressor is None or compressor == ():
+        _compressor = None
+    elif compressor == "auto":
+        _compressor = default_compressor
+    elif isinstance(compressor, tuple | list) and len(compressor) == 1:
+        _compressor = parse_compressor(compressor[0])
+    else:
+        if isinstance(compressor, Iterable) and not isinstance(compressor, dict):
+            msg = f"For Zarr v2 arrays, the `compressor` must be a single codec. Got an iterable with type {type(compressor)} instead."
+            raise TypeError(msg)
+        _compressor = parse_compressor(compressor)
+
+    if filters is None:
+        _filters = None
+    elif filters == "auto":
+        _filters = default_filters
+    else:
+        if isinstance(filters, Iterable):
+            for idx, f in enumerate(filters):
+                if not isinstance(f, numcodecs.abc.Codec):
+                    msg = (
+                        "For Zarr v2 arrays, all elements of `filters` must be numcodecs codecs. "
+                        f"Element at index {idx} has type {type(f)}, which is not a numcodecs codec."
+                    )
+                    raise TypeError(msg)
+        _filters = parse_filters(filters)
+
+    return _filters, _compressor
+
+
+def _parse_chunk_encoding_v3(
+    *,
+    compressors: CompressorsLike,
+    filters: FiltersLike,
+    serializer: SerializerLike,
+    dtype: np.dtype[Any],
+) -> tuple[tuple[ArrayArrayCodec, ...], ArrayBytesCodec, tuple[BytesBytesCodec, ...]]:
+    """
+    Generate chunk encoding classes for v3 arrays with optional defaults.
+    """
+    default_array_array, default_array_bytes, default_bytes_bytes = _get_default_chunk_encoding_v3(
+        dtype
+    )
+    maybe_bytes_bytes: Iterable[Codec | dict[str, JSON]]
+    maybe_array_array: Iterable[Codec | dict[str, JSON]]
+    out_bytes_bytes: tuple[BytesBytesCodec, ...]
+    if compressors is None:
+        out_bytes_bytes = ()
+
+    elif compressors == "auto":
+        out_bytes_bytes = default_bytes_bytes
+
+    else:
+        if isinstance(compressors, dict | Codec):
+            maybe_bytes_bytes = (compressors,)
+        elif compressors is None:
+            maybe_bytes_bytes = ()
+        else:
+            maybe_bytes_bytes = cast(Iterable[Codec | dict[str, JSON]], compressors)
+
+        out_bytes_bytes = tuple(_parse_bytes_bytes_codec(c) for c in maybe_bytes_bytes)
+    out_array_array: tuple[ArrayArrayCodec, ...]
+    if filters is None:
+        out_array_array = ()
+    elif filters == "auto":
+        out_array_array = default_array_array
+    else:
+        if isinstance(filters, dict | Codec):
+            maybe_array_array = (filters,)
+        elif filters is None:
+            maybe_array_array = ()
+        else:
+            maybe_array_array = cast(Iterable[Codec | dict[str, JSON]], filters)
+        out_array_array = tuple(_parse_array_array_codec(c) for c in maybe_array_array)
+
+    if serializer == "auto":
+        out_array_bytes = default_array_bytes
+    else:
+        out_array_bytes = _parse_array_bytes_codec(serializer)
+
+    return out_array_array, out_array_bytes, out_bytes_bytes
+
+
+def _parse_deprecated_compressor(
+    compressor: CompressorLike | None, compressors: CompressorsLike
+) -> CompressorsLike | None:
+    if compressor:
+        if compressors != "auto":
+            raise ValueError("Cannot specify both `compressor` and `compressors`.")
+        warn(
+            "The `compressor` argument is deprecated. Use `compressors` instead.",
+            category=UserWarning,
+            stacklevel=2,
+        )
+        compressors = (compressor,)
+    return compressors
diff --git a/src/zarr/core/array_spec.py b/src/zarr/core/array_spec.py
index ee6934d05f..b1a6a3cad0 100644
--- a/src/zarr/core/array_spec.py
+++ b/src/zarr/core/array_spec.py
@@ -21,7 +21,7 @@
     from zarr.core.common import ChunkCoords
 
 
-class ArrayConfigParams(TypedDict):
+class ArrayConfigLike(TypedDict):
     """
     A TypedDict model of the attributes of an ArrayConfig class, but with no required fields.
     This allows for partial construction of an ArrayConfig, with the assumption that the unset
@@ -56,13 +56,13 @@ def __init__(self, order: MemoryOrder, write_empty_chunks: bool) -> None:
         object.__setattr__(self, "write_empty_chunks", write_empty_chunks_parsed)
 
     @classmethod
-    def from_dict(cls, data: ArrayConfigParams) -> Self:
+    def from_dict(cls, data: ArrayConfigLike) -> Self:
         """
         Create an ArrayConfig from a dict. The keys of that dict are a subset of the
         attributes of the ArrayConfig class. Any keys missing from that dict will be set to the
         the values in the ``array`` namespace of ``zarr.config``.
         """
-        kwargs_out: ArrayConfigParams = {}
+        kwargs_out: ArrayConfigLike = {}
         for f in fields(ArrayConfig):
             field_name = cast(Literal["order", "write_empty_chunks"], f.name)
             if field_name not in data:
@@ -72,7 +72,7 @@ def from_dict(cls, data: ArrayConfigParams) -> Self:
         return cls(**kwargs_out)
 
 
-def normalize_array_config(data: ArrayConfig | ArrayConfigParams | None) -> ArrayConfig:
+def parse_array_config(data: ArrayConfig | ArrayConfigLike | None) -> ArrayConfig:
     """
     Convert various types of data to an ArrayConfig.
     """
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index 7ddedfe064..85a7351fc7 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -16,11 +16,6 @@
 import numpy as np
 import numpy.typing as npt
 
-from zarr.registry import (
-    get_buffer_class,
-    get_ndbuffer_class,
-)
-
 if TYPE_CHECKING:
     from collections.abc import Iterable, Sequence
     from typing import Self
@@ -507,4 +502,9 @@ class BufferPrototype(NamedTuple):
 
 # The default buffer prototype used throughout the Zarr codebase.
 def default_buffer_prototype() -> BufferPrototype:
+    from zarr.registry import (
+        get_buffer_class,
+        get_ndbuffer_class,
+    )
+
     return BufferPrototype(buffer=get_buffer_class(), nd_buffer=get_ndbuffer_class())
diff --git a/src/zarr/core/chunk_grids.py b/src/zarr/core/chunk_grids.py
index ea050e39ef..d3e40c26ed 100644
--- a/src/zarr/core/chunk_grids.py
+++ b/src/zarr/core/chunk_grids.py
@@ -4,10 +4,11 @@
 import math
 import numbers
 import operator
+import warnings
 from abc import abstractmethod
 from dataclasses import dataclass
 from functools import reduce
-from typing import TYPE_CHECKING, Any
+from typing import TYPE_CHECKING, Any, Literal
 
 import numpy as np
 
@@ -26,6 +27,8 @@
     from collections.abc import Iterator
     from typing import Self
 
+    from zarr.core.array import ShardsLike
+
 
 def _guess_chunks(
     shape: ShapeLike,
@@ -194,3 +197,55 @@ def get_nchunks(self, array_shape: ChunkCoords) -> int:
             itertools.starmap(ceildiv, zip(array_shape, self.chunk_shape, strict=True)),
             1,
         )
+
+
+def _auto_partition(
+    *,
+    array_shape: tuple[int, ...],
+    chunk_shape: tuple[int, ...] | Literal["auto"],
+    shard_shape: ShardsLike | None,
+    dtype: np.dtype[Any],
+) -> tuple[tuple[int, ...] | None, tuple[int, ...]]:
+    """
+    Automatically determine the shard shape and chunk shape for an array, given the shape and dtype of the array.
+    If `shard_shape` is `None` and the chunk_shape is "auto", the chunks will be set heuristically based
+    on the dtype and shape of the array.
+    If `shard_shape` is "auto", then the shard shape will be set heuristically from the dtype and shape
+    of the array; if the `chunk_shape` is also "auto", then the chunks will be set heuristically as well,
+    given the dtype and shard shape. Otherwise, the chunks will be returned as-is.
+    """
+    item_size = dtype.itemsize
+    if shard_shape is None:
+        _shards_out: None | tuple[int, ...] = None
+        if chunk_shape == "auto":
+            _chunks_out = _guess_chunks(array_shape, item_size)
+        else:
+            _chunks_out = chunk_shape
+    else:
+        if chunk_shape == "auto":
+            # aim for a 1MiB chunk
+            _chunks_out = _guess_chunks(array_shape, item_size, max_bytes=1024)
+        else:
+            _chunks_out = chunk_shape
+
+        if shard_shape == "auto":
+            warnings.warn(
+                "Automatic shard shape inference is experimental and may change without notice.",
+                UserWarning,
+                stacklevel=2,
+            )
+            _shards_out = ()
+            for a_shape, c_shape in zip(array_shape, _chunks_out, strict=True):
+                # TODO: make a better heuristic than this.
+                # for each axis, if there are more than 8 chunks along that axis, then put
+                # 2 chunks in each shard for that axis.
+                if a_shape // c_shape > 8:
+                    _shards_out += (c_shape * 2,)
+                else:
+                    _shards_out += (c_shape,)
+        elif isinstance(shard_shape, dict):
+            _shards_out = tuple(shard_shape["shape"])
+        else:
+            _shards_out = shard_shape
+
+    return _shards_out, _chunks_out
diff --git a/src/zarr/core/chunk_key_encodings.py b/src/zarr/core/chunk_key_encodings.py
index ed12ee3065..95ce9108f3 100644
--- a/src/zarr/core/chunk_key_encodings.py
+++ b/src/zarr/core/chunk_key_encodings.py
@@ -2,7 +2,7 @@
 
 from abc import abstractmethod
 from dataclasses import dataclass
-from typing import Literal, cast
+from typing import Literal, TypedDict, cast
 
 from zarr.abc.metadata import Metadata
 from zarr.core.common import (
@@ -20,6 +20,11 @@ def parse_separator(data: JSON) -> SeparatorLiteral:
     return cast(SeparatorLiteral, data)
 
 
+class ChunkKeyEncodingLike(TypedDict):
+    name: Literal["v2", "default"]
+    separator: SeparatorLiteral
+
+
 @dataclass(frozen=True)
 class ChunkKeyEncoding(Metadata):
     name: str
@@ -31,10 +36,16 @@ def __init__(self, *, separator: SeparatorLiteral) -> None:
         object.__setattr__(self, "separator", separator_parsed)
 
     @classmethod
-    def from_dict(cls, data: dict[str, JSON] | ChunkKeyEncoding) -> ChunkKeyEncoding:
+    def from_dict(
+        cls, data: dict[str, JSON] | ChunkKeyEncoding | ChunkKeyEncodingLike
+    ) -> ChunkKeyEncoding:
         if isinstance(data, ChunkKeyEncoding):
             return data
 
+        # handle ChunkKeyEncodingParams
+        if "name" in data and "separator" in data:
+            data = {"name": data["name"], "configuration": {"separator": data["separator"]}}
+
         # configuration is optional for chunk key encodings
         name_parsed, config_parsed = parse_named_configuration(data, require_configuration=False)
         if name_parsed == "default":
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index 3db00b1a06..d53f3847a5 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -18,6 +18,7 @@
 
 import numpy as np
 
+from zarr.core.config import config as zarr_config
 from zarr.core.strings import _STRING_DTYPE
 
 if TYPE_CHECKING:
@@ -197,3 +198,8 @@ def _warn_order_kwarg() -> None:
         "or change the global 'array.order' configuration variable."
     )
     warnings.warn(msg, RuntimeWarning, stacklevel=2)
+
+
+def _default_zarr_format() -> ZarrFormat:
+    """Return the default zarr_version"""
+    return cast(ZarrFormat, int(zarr_config.get("default_zarr_format", 3)))
diff --git a/src/zarr/core/config.py b/src/zarr/core/config.py
index a14305aef8..421a100f1b 100644
--- a/src/zarr/core/config.py
+++ b/src/zarr/core/config.py
@@ -62,19 +62,33 @@ def reset(self) -> None:
     "zarr",
     defaults=[
         {
-            "default_zarr_version": 3,
+            "default_zarr_format": 3,
             "array": {
                 "order": "C",
                 "write_empty_chunks": False,
                 "v2_default_compressor": {
-                    "numeric": "zstd",
-                    "string": "vlen-utf8",
-                    "bytes": "vlen-bytes",
+                    "numeric": {"id": "zstd", "level": 0, "checksum": False},
+                    "string": {"id": "zstd", "level": 0, "checksum": False},
+                    "bytes": {"id": "zstd", "level": 0, "checksum": False},
+                },
+                "v2_default_filters": {
+                    "numeric": None,
+                    "string": [{"id": "vlen-utf8"}],
+                    "bytes": [{"id": "vlen-bytes"}],
                 },
                 "v3_default_codecs": {
-                    "numeric": ["bytes", "zstd"],
-                    "string": ["vlen-utf8"],
-                    "bytes": ["vlen-bytes"],
+                    "numeric": [
+                        {"name": "bytes", "configuration": {"endian": "little"}},
+                        {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
+                    ],
+                    "string": [
+                        {"name": "vlen-utf8"},
+                        {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
+                    ],
+                    "bytes": [
+                        {"name": "vlen-bytes"},
+                        {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
+                    ],
                 },
             },
             "async": {"concurrency": 10, "timeout": None},
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 2d7a21911a..29b25689c4 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -18,7 +18,18 @@
 from zarr.abc.metadata import Metadata
 from zarr.abc.store import Store, set_or_delete
 from zarr.core._info import GroupInfo
-from zarr.core.array import Array, AsyncArray, _build_parents
+from zarr.core.array import (
+    Array,
+    AsyncArray,
+    CompressorLike,
+    CompressorsLike,
+    FiltersLike,
+    SerializerLike,
+    ShardsLike,
+    _build_parents,
+    _parse_deprecated_compressor,
+    create_array,
+)
 from zarr.core.attributes import Attributes
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.common import (
@@ -46,9 +57,10 @@
     from collections.abc import AsyncGenerator, Generator, Iterable, Iterator
     from typing import Any
 
-    from zarr.abc.codec import Codec
+    from zarr.core.array_spec import ArrayConfig, ArrayConfigLike
     from zarr.core.buffer import Buffer, BufferPrototype
-    from zarr.core.chunk_key_encodings import ChunkKeyEncoding
+    from zarr.core.chunk_key_encodings import ChunkKeyEncoding, ChunkKeyEncodingLike
+    from zarr.core.common import MemoryOrder
 
 logger = logging.getLogger("zarr.group")
 
@@ -58,7 +70,7 @@
 def parse_zarr_format(data: Any) -> ZarrFormat:
     """Parse the zarr_format field from metadata."""
     if data in (2, 3):
-        return cast(Literal[2, 3], data)
+        return cast(ZarrFormat, data)
     msg = f"Invalid zarr_format. Expected one of 2 or 3. Got {data}."
     raise ValueError(msg)
 
@@ -434,7 +446,7 @@ async def from_store(
     async def open(
         cls,
         store: StoreLike,
-        zarr_format: Literal[2, 3] | None = 3,
+        zarr_format: ZarrFormat | None = 3,
         use_consolidated: bool | str | None = None,
     ) -> AsyncGroup:
         """Open a new AsyncGroup
@@ -501,9 +513,9 @@ async def open(
                 (store_path / str(consolidated_key)).get(),
             )
             if zarr_json_bytes is not None and zgroup_bytes is not None:
-                # TODO: revisit this exception type
-                # alternatively, we could warn and favor v3
-                raise ValueError("Both zarr.json and .zgroup objects exist")
+                # warn and favor v3
+                msg = f"Both zarr.json (Zarr v3) and .zgroup (Zarr v2) metadata objects exist at {store_path}. Zarr v3 will be used."
+                warnings.warn(msg, stacklevel=1)
             if zarr_json_bytes is None and zgroup_bytes is None:
                 raise FileNotFoundError(
                     f"could not find zarr.json or .zgroup objects in {store_path}"
@@ -998,116 +1010,136 @@ async def create_array(
         name: str,
         *,
         shape: ShapeLike,
-        dtype: npt.DTypeLike = "float64",
-        fill_value: Any | None = None,
+        dtype: npt.DTypeLike,
+        chunks: ChunkCoords | Literal["auto"] = "auto",
+        shards: ShardsLike | None = None,
+        filters: FiltersLike = "auto",
+        compressors: CompressorsLike = "auto",
+        compressor: CompressorLike = None,
+        serializer: SerializerLike = "auto",
+        fill_value: Any | None = 0,
+        order: MemoryOrder | None = None,
         attributes: dict[str, JSON] | None = None,
-        # v3 only
-        chunk_shape: ChunkCoords | None = None,
-        chunk_key_encoding: (
-            ChunkKeyEncoding
-            | tuple[Literal["default"], Literal[".", "/"]]
-            | tuple[Literal["v2"], Literal[".", "/"]]
-            | None
-        ) = None,
-        codecs: Iterable[Codec | dict[str, JSON]] | None = None,
+        chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None = None,
         dimension_names: Iterable[str] | None = None,
-        # v2 only
-        chunks: ShapeLike | None = None,
-        dimension_separator: Literal[".", "/"] | None = None,
-        order: Literal["C", "F"] | None = None,
-        filters: list[dict[str, JSON]] | None = None,
-        compressor: dict[str, JSON] | None = None,
-        # runtime
+        storage_options: dict[str, Any] | None = None,
         overwrite: bool = False,
-        data: npt.ArrayLike | None = None,
+        config: ArrayConfig | ArrayConfigLike | None = None,
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
-        """
-        Create a Zarr array within this AsyncGroup.
-        This method lightly wraps AsyncArray.create.
+        """Create an array within this group.
+
+        This method lightly wraps :func:`zarr.core.array.create_array`.
 
         Parameters
         ----------
         name : str
-            The name of the array.
-        shape : tuple[int, ...]
-            The shape of the array.
-        dtype : np.DtypeLike = float64
-            The data type of the array.
-        chunk_shape : tuple[int, ...] | None = None
-            The shape of the chunks of the array.
-            V3 only. V2 arrays should use `chunks` instead.
+            The name of the array relative to the group. If ``path`` is ``None``, the array will be located
+            at the root of the store.
+        shape : ChunkCoords
+            Shape of the array.
+        dtype : npt.DTypeLike
+            Data type of the array.
+        chunks : ChunkCoords, optional
+            Chunk shape of the array.
             If not specified, default are guessed based on the shape and dtype.
-        chunk_key_encoding : ChunkKeyEncoding | tuple[Literal["default"], Literal[".", "/"]] | tuple[Literal["v2"], Literal[".", "/"]] | None = None
+        shards : ChunkCoords, optional
+            Shard shape of the array. The default value of ``None`` results in no sharding at all.
+        filters : Iterable[Codec], optional
+            Iterable of filters to apply to each chunk of the array, in order, before serializing that
+            chunk to bytes.
+
+            For Zarr v3, a "filter" is a codec that takes an array and returns an array,
+            and these values must be instances of ``ArrayArrayCodec``, or dict representations
+            of ``ArrayArrayCodec``.
+            If ``filters`` and ``compressors`` are not specified, then the default codecs for
+            Zarr v3 will be used.
+            These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+            in :mod:`zarr.core.config`.
+            Use ``None`` to omit default filters.
+
+            For Zarr v2, a "filter" can be any numcodecs codec; you should ensure that the
+            the order if your filters is consistent with the behavior of each filter.
+            If no ``filters`` are provided, a default set of filters will be used.
+            These defaults can be changed by modifying the value of ``array.v2_default_filters``
+            in :mod:`zarr.core.config`.
+            Use ``None`` to omit default filters.
+        compressors : Iterable[Codec], optional
+            List of compressors to apply to the array. Compressors are applied in order, and after any
+            filters are applied (if any are specified).
+
+            For Zarr v3, a "compressor" is a codec that takes a bytestrea, and
+            returns another bytestream. Multiple compressors my be provided for Zarr v3.
+            If ``filters`` and ``compressors`` are not specified, then the default codecs for
+            Zarr v3 will be used.
+            These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+            in :mod:`zarr.core.config`.
+            Use ``None`` to omit default compressors.
+
+            For Zarr v2, a "compressor" can be any numcodecs codec. Only a single compressor may
+            be provided for Zarr v2.
+            If no ``compressors`` are provided, a default compressor will be used.
+            These defaults can be changed by modifying the value of ``array.v2_default_compressor``
+            in :mod:`zarr.core.config`.
+            Use ``None`` to omit the default compressor.
+        compressor : Codec, optional
+            Deprecated in favor of ``compressors``.
+        serializer : dict[str, JSON] | ArrayBytesCodec, optional
+            Array-to-bytes codec to use for encoding the array data.
+            Zarr v3 only. Zarr v2 arrays use implicit array-to-bytes conversion.
+            If no ``serializer`` is provided, the `zarr.codecs.BytesCodec` codec will be used.
+        fill_value : Any, optional
+            Fill value for the array.
+        order : {"C", "F"}, optional
+            The memory of the array (default is "C").
+            For Zarr v2, this parameter sets the memory order of the array.
+            For Zarr v3, this parameter is deprecated, because memory order
+            is a runtime parameter for Zarr v3 arrays. The recommended way to specify the memory
+            order for Zarr v3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
+            If no ``order`` is provided, a default order will be used.
+            This default can be changed by modifying the value of ``array.order`` in :mod:`zarr.core.config`.
+        attributes : dict, optional
+            Attributes for the array.
+        chunk_key_encoding : ChunkKeyEncoding, optional
             A specification of how the chunk keys are represented in storage.
-            V3 only. V2 arrays should use `dimension_separator` instead.
-            Default is ``("default", "/")``.
-        codecs : Iterable[Codec | dict[str, JSON]] | None = None
-            An iterable of Codec or dict serializations of Codecs. The elements of
-            this collection specify the transformation from array values to stored bytes.
-            V3 only. V2 arrays should use ``filters`` and ``compressor`` instead.
-
-            If no codecs are provided, default codecs will be used:
-
-            - For numeric arrays, the default is ``BytesCodec`` and ``ZstdCodec``.
-            - For Unicode strings, the default is ``VLenUTF8Codec``.
-            - For bytes or objects, the default is ``VLenBytesCodec``.
-
-            These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
-        dimension_names : Iterable[str] | None = None
-            The names of the dimensions of the array. V3 only.
-        chunks : ChunkCoords | None = None
-            The shape of the chunks of the array.
-            V2 only. V3 arrays should use ``chunk_shape`` instead.
-            If not specified, default are guessed based on the shape and dtype.
-        dimension_separator : Literal[".", "/"] | None = None
-            The delimiter used for the chunk keys. (default: ".")
-            V2 only. V3 arrays should use ``chunk_key_encoding`` instead.
-        order : Literal["C", "F"] | None = None
-            The memory order of the array (default is specified by ``array.order`` in :mod:`zarr.core.config`).
-        filters : list[dict[str, JSON]] | None = None
-            Sequence of filters to use to encode chunk data prior to compression.
-            V2 only. V3 arrays should use ``codecs`` instead. If neither ``compressor``
-            nor ``filters`` are provided, a default compressor will be used. (see
-            ``compressor`` for details)
-        compressor : dict[str, JSON] | None = None
-            The compressor used to compress the data (default is None).
-            V2 only. V3 arrays should use ``codecs`` instead.
-
-            If neither ``compressor`` nor ``filters`` are provided, a default compressor will be used:
-
-            - For numeric arrays, the default is ``ZstdCodec``.
-            - For Unicode strings, the default is ``VLenUTF8Codec``.
-            - For bytes or objects, the default is ``VLenBytesCodec``.
-
-            These defaults can be changed by modifying the value of ``array.v2_default_compressor`` in :mod:`zarr.core.config`.
-        overwrite : bool = False
-            If True, a pre-existing array or group at the path of this array will
-            be overwritten. If False, the presence of a pre-existing array or group is
-            an error.
+            For Zarr v3, the default is ``{"name": "default", "separator": "/"}}``.
+            For Zarr v2, the default is ``{"name": "v2", "separator": "."}}``.
+        dimension_names : Iterable[str], optional
+            The names of the dimensions (default is None).
+            Zarr v3 only. Zarr v2 arrays should not use this parameter.
+        storage_options : dict, optional
+            If using an fsspec URL to create the store, these will be passed to the backend implementation.
+            Ignored otherwise.
+        overwrite : bool, default False
+            Whether to overwrite an array with the same name in the store, if one exists.
+        config : ArrayConfig or ArrayConfigLike, optional
+            Runtime configuration for the array.
 
         Returns
         -------
         AsyncArray
 
         """
-        return await AsyncArray.create(
-            self.store_path / name,
+
+        compressors = _parse_deprecated_compressor(compressor, compressors)
+        return await create_array(
+            store=self.store_path,
+            name=name,
             shape=shape,
             dtype=dtype,
-            chunk_shape=chunk_shape,
+            chunks=chunks,
+            shards=shards,
+            filters=filters,
+            compressors=compressors,
+            serializer=serializer,
             fill_value=fill_value,
+            order=order,
+            zarr_format=self.metadata.zarr_format,
+            attributes=attributes,
             chunk_key_encoding=chunk_key_encoding,
-            codecs=codecs,
             dimension_names=dimension_names,
-            attributes=attributes,
-            chunks=chunks,
-            dimension_separator=dimension_separator,
-            order=order,
-            filters=filters,
-            compressor=compressor,
+            storage_options=storage_options,
             overwrite=overwrite,
-            zarr_format=self.metadata.zarr_format,
-            data=data,
+            config=config,
         )
 
     @deprecated("Use AsyncGroup.create_array instead.")
@@ -1719,7 +1751,7 @@ def from_store(
     def open(
         cls,
         store: StoreLike,
-        zarr_format: Literal[2, 3] | None = 3,
+        zarr_format: ZarrFormat | None = 3,
     ) -> Group:
         """Open a group from an initialized store.
 
@@ -1755,8 +1787,8 @@ def __getitem__(self, path: str) -> Array | Group:
         --------
         >>> import zarr
         >>> group = Group.from_store(zarr.storage.MemoryStore()
-        >>> group.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
-        >>> group.create_group(name="subgroup").create_array(name="subarray", shape=(10,), chunk_shape=(10,))
+        >>> group.create_array(name="subarray", shape=(10,), chunks=(10,))
+        >>> group.create_group(name="subgroup").create_array(name="subarray", shape=(10,), chunks=(10,))
         >>> group["subarray"]
         <Array memory://132270269438272/subarray shape=(10,) dtype=float64>
         >>> group["subgroup"]
@@ -1790,7 +1822,7 @@ def get(self, path: str, default: DefaultT | None = None) -> Array | Group | Def
         --------
         >>> import zarr
         >>> group = Group.from_store(zarr.storage.MemoryStore()
-        >>> group.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
+        >>> group.create_array(name="subarray", shape=(10,), chunks=(10,))
         >>> group.create_group(name="subgroup")
         >>> group.get("subarray")
         <Array memory://132270269438272/subarray shape=(10,) dtype=float64>
@@ -1816,7 +1848,7 @@ def __delitem__(self, key: str) -> None:
         --------
         >>> import zarr
         >>> group = Group.from_store(zarr.storage.MemoryStore()
-        >>> group.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
+        >>> group.create_array(name="subarray", shape=(10,), chunks=(10,))
         >>> del group["subarray"]
         >>> "subarray" in group
         False
@@ -1831,8 +1863,8 @@ def __iter__(self) -> Iterator[str]:
         >>> g1 = zarr.group()
         >>> g2 = g1.create_group('foo')
         >>> g3 = g1.create_group('bar')
-        >>> d1 = g1.create_array('baz', shape=(10,), chunk_shape=(10,))
-        >>> d2 = g1.create_array('quux', shape=(10,), chunk_shape=(10,))
+        >>> d1 = g1.create_array('baz', shape=(10,), chunks=(10,))
+        >>> d2 = g1.create_array('quux', shape=(10,), chunks=(10,))
         >>> for name in g1:
         ...     print(name)
         baz
@@ -2023,8 +2055,8 @@ def keys(self) -> Generator[str, None]:
         >>> g1 = zarr.group()
         >>> g2 = g1.create_group('foo')
         >>> g3 = g1.create_group('bar')
-        >>> d1 = g1.create_array('baz', shape=(10,), chunk_shape=(10,))
-        >>> d2 = g1.create_array('quux', shape=(10,), chunk_shape=(10,))
+        >>> d1 = g1.create_array('baz', shape=(10,), chunks=(10,))
+        >>> d2 = g1.create_array('quux', shape=(10,), chunks=(10,))
         >>> for name in g1.keys():
         ...     print(name)
         baz
@@ -2042,7 +2074,7 @@ def __contains__(self, member: str) -> bool:
         >>> import zarr
         >>> g1 = zarr.group()
         >>> g2 = g1.create_group('foo')
-        >>> d1 = g1.create_array('bar', shape=(10,), chunk_shape=(10,))
+        >>> d1 = g1.create_array('bar', shape=(10,), chunks=(10,))
         >>> 'foo' in g1
         True
         >>> 'bar' in g1
@@ -2105,7 +2137,7 @@ def arrays(self) -> Generator[tuple[str, Array], None]:
         --------
         >>> import zarr
         >>> group = zarr.group()
-        >>> group.create_array("subarray", shape=(10,), chunk_shape=(10,))
+        >>> group.create_array("subarray", shape=(10,), chunks=(10,))
         >>> for name, subarray in group.arrays():
         ...     print(name, subarray)
         subarray <Array memory://140198565357056/subarray shape=(10,) dtype=float64>
@@ -2120,7 +2152,7 @@ def array_keys(self) -> Generator[str, None]:
         --------
         >>> import zarr
         >>> group = zarr.group()
-        >>> group.create_array("subarray", shape=(10,), chunk_shape=(10,))
+        >>> group.create_array("subarray", shape=(10,), chunks=(10,))
         >>> for name in group.array_keys():
         ...     print(name)
         subarray
@@ -2136,7 +2168,7 @@ def array_values(self) -> Generator[Array, None]:
         --------
         >>> import zarr
         >>> group = zarr.group()
-        >>> group.create_array("subarray", shape=(10,), chunk_shape=(10,))
+        >>> group.create_array("subarray", shape=(10,), chunks=(10,))
         >>> for subarray in group.array_values():
         ...     print(subarray)
         <Array memory://140198565357056/subarray shape=(10,) dtype=float64>
@@ -2225,120 +2257,134 @@ def create_array(
         name: str,
         *,
         shape: ShapeLike,
-        dtype: npt.DTypeLike = "float64",
-        fill_value: Any | None = None,
+        dtype: npt.DTypeLike,
+        chunks: ChunkCoords | Literal["auto"] = "auto",
+        shards: ShardsLike | None = None,
+        filters: FiltersLike = "auto",
+        compressors: CompressorsLike = "auto",
+        compressor: CompressorLike = None,
+        serializer: SerializerLike = "auto",
+        fill_value: Any | None = 0,
+        order: MemoryOrder | None = "C",
         attributes: dict[str, JSON] | None = None,
-        # v3 only
-        chunk_shape: ChunkCoords | None = None,
-        chunk_key_encoding: (
-            ChunkKeyEncoding
-            | tuple[Literal["default"], Literal[".", "/"]]
-            | tuple[Literal["v2"], Literal[".", "/"]]
-            | None
-        ) = None,
-        codecs: Iterable[Codec | dict[str, JSON]] | None = None,
+        chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None = None,
         dimension_names: Iterable[str] | None = None,
-        # v2 only
-        chunks: ShapeLike | None = None,
-        dimension_separator: Literal[".", "/"] | None = None,
-        order: Literal["C", "F"] | None = None,
-        filters: list[dict[str, JSON]] | None = None,
-        compressor: dict[str, JSON] | None = None,
-        # runtime
+        storage_options: dict[str, Any] | None = None,
         overwrite: bool = False,
-        data: npt.ArrayLike | None = None,
+        config: ArrayConfig | ArrayConfigLike | None = None,
     ) -> Array:
-        """Create a zarr array within this AsyncGroup.
+        """Create an array within this group.
 
-        This method lightly wraps `AsyncArray.create`.
+        This method lightly wraps :func:`zarr.core.array.create_array`.
 
         Parameters
         ----------
         name : str
-            The name of the array.
-        shape : tuple[int, ...]
-            The shape of the array.
-        dtype : np.DtypeLike = float64
-            The data type of the array.
-        chunk_shape : tuple[int, ...] | None = None
-            The shape of the chunks of the array.
-            V3 only. V2 arrays should use `chunks` instead.
+            The name of the array relative to the group. If ``path`` is ``None``, the array will be located
+            at the root of the store.
+        shape : ChunkCoords
+            Shape of the array.
+        dtype : npt.DTypeLike
+            Data type of the array.
+        chunks : ChunkCoords, optional
+            Chunk shape of the array.
             If not specified, default are guessed based on the shape and dtype.
-        chunk_key_encoding : ChunkKeyEncoding | tuple[Literal["default"], Literal[".", "/"]] | tuple[Literal["v2"], Literal[".", "/"]] | None = None
+        shards : ChunkCoords, optional
+            Shard shape of the array. The default value of ``None`` results in no sharding at all.
+        filters : Iterable[Codec], optional
+            Iterable of filters to apply to each chunk of the array, in order, before serializing that
+            chunk to bytes.
+
+            For Zarr v3, a "filter" is a codec that takes an array and returns an array,
+            and these values must be instances of ``ArrayArrayCodec``, or dict representations
+            of ``ArrayArrayCodec``.
+            If ``filters`` and ``compressors`` are not specified, then the default codecs for
+            Zarr v3 will be used.
+            These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+            in :mod:`zarr.core.config`.
+            Use ``None`` to omit default filters.
+
+            For Zarr v2, a "filter" can be any numcodecs codec; you should ensure that the
+            the order if your filters is consistent with the behavior of each filter.
+            If no ``filters`` are provided, a default set of filters will be used.
+            These defaults can be changed by modifying the value of ``array.v2_default_filters``
+            in :mod:`zarr.core.config`.
+            Use ``None`` to omit default filters.
+        compressors : Iterable[Codec], optional
+            List of compressors to apply to the array. Compressors are applied in order, and after any
+            filters are applied (if any are specified).
+
+            For Zarr v3, a "compressor" is a codec that takes a bytestrea, and
+            returns another bytestream. Multiple compressors my be provided for Zarr v3.
+            If ``filters`` and ``compressors`` are not specified, then the default codecs for
+            Zarr v3 will be used.
+            These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+            in :mod:`zarr.core.config`.
+            Use ``None`` to omit default compressors.
+
+            For Zarr v2, a "compressor" can be any numcodecs codec. Only a single compressor may
+            be provided for Zarr v2.
+            If no ``compressors`` are provided, a default compressor will be used.
+            These defaults can be changed by modifying the value of ``array.v2_default_compressor``
+            in :mod:`zarr.core.config`.
+            Use ``None`` to omit the default compressor.
+        compressor : Codec, optional
+            Deprecated in favor of ``compressors``.
+        serializer : dict[str, JSON] | ArrayBytesCodec, optional
+            Array-to-bytes codec to use for encoding the array data.
+            Zarr v3 only. Zarr v2 arrays use implicit array-to-bytes conversion.
+            If no ``serializer`` is provided, the `zarr.codecs.BytesCodec` codec will be used.
+        fill_value : Any, optional
+            Fill value for the array.
+        order : {"C", "F"}, optional
+            The memory of the array (default is "C").
+            For Zarr v2, this parameter sets the memory order of the array.
+            For Zarr v3, this parameter is deprecated, because memory order
+            is a runtime parameter for Zarr v3 arrays. The recommended way to specify the memory
+            order for Zarr v3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
+            If no ``order`` is provided, a default order will be used.
+            This default can be changed by modifying the value of ``array.order`` in :mod:`zarr.core.config`.
+        attributes : dict, optional
+            Attributes for the array.
+        chunk_key_encoding : ChunkKeyEncoding, optional
             A specification of how the chunk keys are represented in storage.
-            V3 only. V2 arrays should use `dimension_separator` instead.
-            Default is ``("default", "/")``.
-        codecs : Iterable[Codec | dict[str, JSON]] | None = None
-            An iterable of Codec or dict serializations of Codecs. The elements of
-            this collection specify the transformation from array values to stored bytes.
-            V3 only. V2 arrays should use ``filters`` and ``compressor`` instead.
-
-            If no codecs are provided, default codecs will be used:
-
-            - For numeric arrays, the default is ``BytesCodec`` and ``ZstdCodec``.
-            - For Unicode strings, the default is ``VLenUTF8Codec``.
-            - For bytes or objects, the default is ``VLenBytesCodec``.
-
-            These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
-        dimension_names : Iterable[str] | None = None
-            The names of the dimensions of the array. V3 only.
-        chunks : ChunkCoords | None = None
-            The shape of the chunks of the array.
-            V2 only. V3 arrays should use ``chunk_shape`` instead.
-            If not specified, default are guessed based on the shape and dtype.
-        dimension_separator : Literal[".", "/"] | None = None
-            The delimiter used for the chunk keys. (default: ".")
-            V2 only. V3 arrays should use ``chunk_key_encoding`` instead.
-        order : Literal["C", "F"] | None = None
-            The memory order of the array (default is specified by ``array.order`` in :mod:`zarr.core.config`).
-        filters : list[dict[str, JSON]] | None = None
-            Sequence of filters to use to encode chunk data prior to compression.
-            V2 only. V3 arrays should use ``codecs`` instead. If neither ``compressor``
-            nor ``filters`` are provided, a default compressor will be used. (see
-            ``compressor`` for details)
-        compressor : dict[str, JSON] | None = None
-            The compressor used to compress the data (default is None).
-            V2 only. V3 arrays should use ``codecs`` instead.
-
-            If neither ``compressor`` nor ``filters`` are provided, a default compressor will be used:
-
-            - For numeric arrays, the default is ``ZstdCodec``.
-            - For Unicode strings, the default is ``VLenUTF8Codec``.
-            - For bytes or objects, the default is ``VLenBytesCodec``.
-
-            These defaults can be changed by modifying the value of ``array.v2_default_compressor`` in :mod:`zarr.core.config`.
-        overwrite : bool = False
-            If True, a pre-existing array or group at the path of this array will
-            be overwritten. If False, the presence of a pre-existing array or group is
-            an error.
-        data : npt.ArrayLike | None = None
-            Array data to initialize the array with.
+            For Zarr v3, the default is ``{"name": "default", "separator": "/"}}``.
+            For Zarr v2, the default is ``{"name": "v2", "separator": "."}}``.
+        dimension_names : Iterable[str], optional
+            The names of the dimensions (default is None).
+            Zarr v3 only. Zarr v2 arrays should not use this parameter.
+        storage_options : dict, optional
+            If using an fsspec URL to create the store, these will be passed to the backend implementation.
+            Ignored otherwise.
+        overwrite : bool, default False
+            Whether to overwrite an array with the same name in the store, if one exists.
+        config : ArrayConfig or ArrayConfigLike, optional
+            Runtime configuration for the array.
 
         Returns
         -------
-
-        Array
-
+        AsyncArray
         """
+        compressors = _parse_deprecated_compressor(compressor, compressors)
         return Array(
             self._sync(
                 self._async_group.create_array(
                     name=name,
                     shape=shape,
                     dtype=dtype,
+                    chunks=chunks,
+                    shards=shards,
                     fill_value=fill_value,
                     attributes=attributes,
-                    chunk_shape=chunk_shape,
                     chunk_key_encoding=chunk_key_encoding,
-                    codecs=codecs,
+                    compressors=compressors,
+                    serializer=serializer,
                     dimension_names=dimension_names,
-                    chunks=chunks,
-                    dimension_separator=dimension_separator,
                     order=order,
                     filters=filters,
-                    compressor=compressor,
                     overwrite=overwrite,
-                    data=data,
+                    storage_options=storage_options,
+                    config=config,
                 )
             )
         )
@@ -2594,121 +2640,136 @@ def array(
         self,
         name: str,
         *,
-        shape: ChunkCoords,
-        dtype: npt.DTypeLike = "float64",
-        fill_value: Any | None = None,
+        shape: ShapeLike,
+        dtype: npt.DTypeLike,
+        chunks: ChunkCoords | Literal["auto"] = "auto",
+        shards: ChunkCoords | Literal["auto"] | None = None,
+        filters: FiltersLike = "auto",
+        compressors: CompressorsLike = "auto",
+        compressor: CompressorLike = None,
+        serializer: SerializerLike = "auto",
+        fill_value: Any | None = 0,
+        order: MemoryOrder | None = "C",
         attributes: dict[str, JSON] | None = None,
-        # v3 only
-        chunk_shape: ChunkCoords | None = None,
-        chunk_key_encoding: (
-            ChunkKeyEncoding
-            | tuple[Literal["default"], Literal[".", "/"]]
-            | tuple[Literal["v2"], Literal[".", "/"]]
-            | None
-        ) = None,
-        codecs: Iterable[Codec | dict[str, JSON]] | None = None,
+        chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None = None,
         dimension_names: Iterable[str] | None = None,
-        # v2 only
-        chunks: ChunkCoords | None = None,
-        dimension_separator: Literal[".", "/"] | None = None,
-        order: Literal["C", "F"] | None = None,
-        filters: list[dict[str, JSON]] | None = None,
-        compressor: dict[str, JSON] | None = None,
-        # runtime
+        storage_options: dict[str, Any] | None = None,
         overwrite: bool = False,
+        config: ArrayConfig | ArrayConfigLike | None = None,
         data: npt.ArrayLike | None = None,
     ) -> Array:
-        """Create a zarr array within this AsyncGroup.
+        """Create an array within this group.
 
-        This method lightly wraps `AsyncArray.create`.
+        This method lightly wraps :func:`zarr.core.array.create_array`.
 
         Parameters
         ----------
         name : str
-            The name of the array.
-        shape : tuple[int, ...]
-            The shape of the array.
-        dtype : np.DtypeLike = float64
-            The data type of the array.
-        chunk_shape : tuple[int, ...] | None = None
-            The shape of the chunks of the array.
-            V3 only. V2 arrays should use `chunks` instead.
+            The name of the array relative to the group. If ``path`` is ``None``, the array will be located
+            at the root of the store.
+        shape : ChunkCoords
+            Shape of the array.
+        dtype : npt.DTypeLike
+            Data type of the array.
+        chunks : ChunkCoords, optional
+            Chunk shape of the array.
             If not specified, default are guessed based on the shape and dtype.
-        chunk_key_encoding : ChunkKeyEncoding | tuple[Literal["default"], Literal[".", "/"]] | tuple[Literal["v2"], Literal[".", "/"]] | None = None
+        shards : ChunkCoords, optional
+            Shard shape of the array. The default value of ``None`` results in no sharding at all.
+        filters : Iterable[Codec], optional
+            Iterable of filters to apply to each chunk of the array, in order, before serializing that
+            chunk to bytes.
+
+            For Zarr v3, a "filter" is a codec that takes an array and returns an array,
+            and these values must be instances of ``ArrayArrayCodec``, or dict representations
+            of ``ArrayArrayCodec``.
+            If ``filters`` and ``compressors`` are not specified, then the default codecs for
+            Zarr v3 will be used.
+            These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+            in :mod:`zarr.core.config`.
+            Use ``None`` to omit default filters.
+
+            For Zarr v2, a "filter" can be any numcodecs codec; you should ensure that the
+            the order if your filters is consistent with the behavior of each filter.
+            If no ``filters`` are provided, a default set of filters will be used.
+            These defaults can be changed by modifying the value of ``array.v2_default_filters``
+            in :mod:`zarr.core.config`.
+            Use ``None`` to omit default filters.
+        compressors : Iterable[Codec], optional
+            List of compressors to apply to the array. Compressors are applied in order, and after any
+            filters are applied (if any are specified).
+
+            For Zarr v3, a "compressor" is a codec that takes a bytestrea, and
+            returns another bytestream. Multiple compressors my be provided for Zarr v3.
+            If ``filters`` and ``compressors`` are not specified, then the default codecs for
+            Zarr v3 will be used.
+            These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+            in :mod:`zarr.core.config`.
+            Use ``None`` to omit default compressors.
+
+            For Zarr v2, a "compressor" can be any numcodecs codec. Only a single compressor may
+            be provided for Zarr v2.
+            If no ``compressors`` are provided, a default compressor will be used.
+            These defaults can be changed by modifying the value of ``array.v2_default_compressor``
+            in :mod:`zarr.core.config`.
+            Use ``None`` to omit the default compressor.
+        compressor : Codec, optional
+            Deprecated in favor of ``compressors``.
+        serializer : dict[str, JSON] | ArrayBytesCodec, optional
+            Array-to-bytes codec to use for encoding the array data.
+            Zarr v3 only. Zarr v2 arrays use implicit array-to-bytes conversion.
+            If no ``serializer`` is provided, the `zarr.codecs.BytesCodec` codec will be used.
+        fill_value : Any, optional
+            Fill value for the array.
+        order : {"C", "F"}, optional
+            The memory of the array (default is "C").
+            For Zarr v2, this parameter sets the memory order of the array.
+            For Zarr v3, this parameter is deprecated, because memory order
+            is a runtime parameter for Zarr v3 arrays. The recommended way to specify the memory
+            order for Zarr v3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
+            If no ``order`` is provided, a default order will be used.
+            This default can be changed by modifying the value of ``array.order`` in :mod:`zarr.core.config`.
+        attributes : dict, optional
+            Attributes for the array.
+        chunk_key_encoding : ChunkKeyEncoding, optional
             A specification of how the chunk keys are represented in storage.
-            V3 only. V2 arrays should use `dimension_separator` instead.
-            Default is ``("default", "/")``.
-        codecs : Iterable[Codec | dict[str, JSON]] | None = None
-            An iterable of Codec or dict serializations of Codecs. The elements of
-            this collection specify the transformation from array values to stored bytes.
-            V3 only. V2 arrays should use ``filters`` and ``compressor`` instead.
-
-            If no codecs are provided, default codecs will be used:
-
-            - For numeric arrays, the default is ``BytesCodec`` and ``ZstdCodec``.
-            - For Unicode strings, the default is ``VLenUTF8Codec``.
-            - For bytes or objects, the default is ``VLenBytesCodec``.
-
-            These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
-        dimension_names : Iterable[str] | None = None
-            The names of the dimensions of the array. V3 only.
-        chunks : ChunkCoords | None = None
-            The shape of the chunks of the array.
-            V2 only. V3 arrays should use ``chunk_shape`` instead.
-            If not specified, default are guessed based on the shape and dtype.
-        dimension_separator : Literal[".", "/"] | None = None
-            The delimiter used for the chunk keys. (default: ".")
-            V2 only. V3 arrays should use ``chunk_key_encoding`` instead.
-        order : Literal["C", "F"] | None = None
-            The memory order of the array (default is specified by ``array.order`` in :mod:`zarr.core.config`).
-        filters : list[dict[str, JSON]] | None = None
-            Sequence of filters to use to encode chunk data prior to compression.
-            V2 only. V3 arrays should use ``codecs`` instead. If neither ``compressor``
-            nor ``filters`` are provided, a default compressor will be used. (see
-            ``compressor`` for details)
-        compressor : dict[str, JSON] | None = None
-            The compressor used to compress the data (default is None).
-            V2 only. V3 arrays should use ``codecs`` instead.
-
-            If neither ``compressor`` nor ``filters`` are provided, a default compressor will be used:
-
-            - For numeric arrays, the default is ``ZstdCodec``.
-            - For Unicode strings, the default is ``VLenUTF8Codec``.
-            - For bytes or objects, the default is ``VLenBytesCodec``.
-
-            These defaults can be changed by modifying the value of ``array.v2_default_compressor`` in :mod:`zarr.core.config`.
-        overwrite : bool = False
-            If True, a pre-existing array or group at the path of this array will
-            be overwritten. If False, the presence of a pre-existing array or group is
-            an error.
-        data : npt.ArrayLike | None = None
-            Array data to initialize the array with.
+            For Zarr v3, the default is ``{"name": "default", "separator": "/"}}``.
+            For Zarr v2, the default is ``{"name": "v2", "separator": "."}}``.
+        dimension_names : Iterable[str], optional
+            The names of the dimensions (default is None).
+            Zarr v3 only. Zarr v2 arrays should not use this parameter.
+        storage_options : dict, optional
+            If using an fsspec URL to create the store, these will be passed to the backend implementation.
+            Ignored otherwise.
+        overwrite : bool, default False
+            Whether to overwrite an array with the same name in the store, if one exists.
+        config : ArrayConfig or ArrayConfigLike, optional
+            Runtime configuration for the array.
 
         Returns
         -------
-
-        Array
-
+        AsyncArray
         """
+        compressors = _parse_deprecated_compressor(compressor, compressors)
         return Array(
             self._sync(
                 self._async_group.create_array(
                     name=name,
                     shape=shape,
                     dtype=dtype,
+                    chunks=chunks,
+                    shards=shards,
                     fill_value=fill_value,
                     attributes=attributes,
-                    chunk_shape=chunk_shape,
                     chunk_key_encoding=chunk_key_encoding,
-                    codecs=codecs,
+                    compressors=compressors,
+                    serializer=serializer,
                     dimension_names=dimension_names,
-                    chunks=chunks,
-                    dimension_separator=dimension_separator,
                     order=order,
                     filters=filters,
-                    compressor=compressor,
                     overwrite=overwrite,
-                    data=data,
+                    storage_options=storage_options,
+                    config=config,
                 )
             )
         )
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index af26034b1d..bc7fd32cbf 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -6,6 +6,8 @@
 from functools import cached_property
 from typing import TYPE_CHECKING, TypedDict, cast
 
+import numcodecs.abc
+
 from zarr.abc.metadata import Metadata
 
 if TYPE_CHECKING:
@@ -14,7 +16,7 @@
     import numpy.typing as npt
 
     from zarr.core.buffer import Buffer, BufferPrototype
-    from zarr.core.common import JSON, ChunkCoords
+    from zarr.core.common import ChunkCoords
 
 import json
 from dataclasses import dataclass, field, fields, replace
@@ -25,7 +27,7 @@
 from zarr.core.array_spec import ArrayConfig, ArraySpec
 from zarr.core.chunk_grids import RegularChunkGrid
 from zarr.core.chunk_key_encodings import parse_separator
-from zarr.core.common import ZARRAY_JSON, ZATTRS_JSON, MemoryOrder, parse_shapelike
+from zarr.core.common import JSON, ZARRAY_JSON, ZATTRS_JSON, MemoryOrder, parse_shapelike
 from zarr.core.config import config, parse_indexing_order
 from zarr.core.metadata.common import parse_attributes
 
@@ -42,7 +44,7 @@ class ArrayV2MetadataDict(TypedDict):
 @dataclass(frozen=True, kw_only=True)
 class ArrayV2Metadata(Metadata):
     shape: ChunkCoords
-    chunks: tuple[int, ...]
+    chunks: ChunkCoords
     dtype: np.dtype[Any]
     fill_value: int | float | str | bytes | None = 0
     order: MemoryOrder = "C"
@@ -100,6 +102,10 @@ def ndim(self) -> int:
     def chunk_grid(self) -> RegularChunkGrid:
         return RegularChunkGrid(chunk_shape=self.chunks)
 
+    @property
+    def shards(self) -> ChunkCoords | None:
+        return None
+
     def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
         def _json_convert(
             o: Any,
@@ -235,6 +241,9 @@ def parse_filters(data: object) -> tuple[numcodecs.abc.Codec, ...] | None:
                 msg = f"Invalid filter at index {idx}. Expected a numcodecs.abc.Codec or a dict representation of numcodecs.abc.Codec. Got {type(val)} instead."
                 raise TypeError(msg)
         return tuple(out)
+    # take a single codec instance and wrap it in a tuple
+    if isinstance(data, numcodecs.abc.Codec):
+        return (data,)
     msg = f"Invalid filters. Expected None, an iterable of numcodecs.abc.Codec or dict representations of numcodecs.abc.Codec. Got {type(data)} instead."
     raise TypeError(msg)
 
@@ -329,9 +338,9 @@ def _default_fill_value(dtype: np.dtype[Any]) -> Any:
         return dtype.type(0)
 
 
-def _default_filters_and_compressor(
+def _default_compressor(
     dtype: np.dtype[Any],
-) -> tuple[list[dict[str, JSON]], dict[str, JSON] | None]:
+) -> dict[str, JSON] | None:
     """Get the default filters and compressor for a dtype.
 
     https://numpy.org/doc/2.1/reference/generated/numpy.dtype.kind.html
@@ -346,4 +355,24 @@ def _default_filters_and_compressor(
     else:
         raise ValueError(f"Unsupported dtype kind {dtype.kind}")
 
-    return [{"id": default_compressor[dtype_key]}], None
+    return cast(dict[str, JSON] | None, default_compressor.get(dtype_key, None))
+
+
+def _default_filters(
+    dtype: np.dtype[Any],
+) -> list[dict[str, JSON]] | None:
+    """Get the default filters and compressor for a dtype.
+
+    https://numpy.org/doc/2.1/reference/generated/numpy.dtype.kind.html
+    """
+    default_filters = config.get("array.v2_default_filters")
+    if dtype.kind in "biufcmM":
+        dtype_key = "numeric"
+    elif dtype.kind in "U":
+        dtype_key = "string"
+    elif dtype.kind in "OSV":
+        dtype_key = "bytes"
+    else:
+        raise ValueError(f"Unsupported dtype kind {dtype.kind}")
+
+    return cast(list[dict[str, JSON]] | None, default_filters.get(dtype_key, None))
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 4cf5860ffd..0821dd9bc9 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -296,6 +296,40 @@ def dtype(self) -> np.dtype[Any]:
     def ndim(self) -> int:
         return len(self.shape)
 
+    @property
+    def chunks(self) -> ChunkCoords:
+        if isinstance(self.chunk_grid, RegularChunkGrid):
+            from zarr.codecs.sharding import ShardingCodec
+
+            if len(self.codecs) == 1 and isinstance(self.codecs[0], ShardingCodec):
+                sharding_codec = self.codecs[0]
+                assert isinstance(sharding_codec, ShardingCodec)  # for mypy
+                return sharding_codec.chunk_shape
+            else:
+                return self.chunk_grid.chunk_shape
+
+        msg = (
+            f"The `chunks` attribute is only defined for arrays using `RegularChunkGrid`."
+            f"This array has a {self.chunk_grid} instead."
+        )
+        raise NotImplementedError(msg)
+
+    @property
+    def shards(self) -> ChunkCoords | None:
+        if isinstance(self.chunk_grid, RegularChunkGrid):
+            from zarr.codecs.sharding import ShardingCodec
+
+            if len(self.codecs) == 1 and isinstance(self.codecs[0], ShardingCodec):
+                return self.chunk_grid.chunk_shape
+            else:
+                return None
+
+        msg = (
+            f"The `shards` attribute is only defined for arrays using `RegularChunkGrid`."
+            f"This array has a {self.chunk_grid} instead."
+        )
+        raise NotImplementedError(msg)
+
     def get_chunk_spec(
         self, _chunk_coords: ChunkCoords, array_config: ArrayConfig, prototype: BufferPrototype
     ) -> ArraySpec:
@@ -449,7 +483,7 @@ def parse_fill_value(
         return np.bytes_(fill_value)
 
     # the rest are numeric types
-    np_dtype = cast(np.dtype[np.generic], data_type.to_numpy())
+    np_dtype = cast(np.dtype[Any], data_type.to_numpy())
 
     if isinstance(fill_value, Sequence) and not isinstance(fill_value, str):
         if data_type in (DataType.complex64, DataType.complex128):
@@ -513,8 +547,8 @@ def default_fill_value(dtype: DataType) -> str | bytes | np.generic:
         return b""
     else:
         np_dtype = dtype.to_numpy()
-        np_dtype = cast(np.dtype[np.generic], np_dtype)
-        return np_dtype.type(0)
+        np_dtype = cast(np.dtype[Any], np_dtype)
+        return np_dtype.type(0)  # type: ignore[misc]
 
 
 # For type checking
@@ -586,7 +620,7 @@ def to_numpy_shortname(self) -> str:
         }
         return data_type_to_numpy[self]
 
-    def to_numpy(self) -> np.dtypes.StringDType | np.dtypes.ObjectDType | np.dtype[np.generic]:
+    def to_numpy(self) -> np.dtypes.StringDType | np.dtypes.ObjectDType | np.dtype[Any]:
         # note: it is not possible to round trip DataType <-> np.dtype
         # due to the fact that DataType.string and DataType.bytes both
         # generally return np.dtype("O") from this function, even though
diff --git a/src/zarr/registry.py b/src/zarr/registry.py
index 9055bb1447..704db3f704 100644
--- a/src/zarr/registry.py
+++ b/src/zarr/registry.py
@@ -10,8 +10,15 @@
 if TYPE_CHECKING:
     from importlib.metadata import EntryPoint
 
-    from zarr.abc.codec import Codec, CodecPipeline
+    from zarr.abc.codec import (
+        ArrayArrayCodec,
+        ArrayBytesCodec,
+        BytesBytesCodec,
+        Codec,
+        CodecPipeline,
+    )
     from zarr.core.buffer import Buffer, NDBuffer
+    from zarr.core.common import JSON
 
 __all__ = [
     "Registry",
@@ -151,6 +158,74 @@ def get_codec_class(key: str, reload_config: bool = False) -> type[Codec]:
     raise KeyError(key)
 
 
+def _resolve_codec(data: dict[str, JSON]) -> Codec:
+    """
+    Get a codec instance from a dict representation of that codec.
+    """
+    # TODO: narrow the type of the input to only those dicts that map on to codec class instances.
+    return get_codec_class(data["name"]).from_dict(data)  # type: ignore[arg-type]
+
+
+def _parse_bytes_bytes_codec(data: dict[str, JSON] | Codec) -> BytesBytesCodec:
+    """
+    Normalize the input to a ``BytesBytesCodec`` instance.
+    If the input is already a ``BytesBytesCodec``, it is returned as is. If the input is a dict, it
+    is converted to a ``BytesBytesCodec`` instance via the ``_resolve_codec`` function.
+    """
+    from zarr.abc.codec import BytesBytesCodec
+
+    if isinstance(data, dict):
+        result = _resolve_codec(data)
+        if not isinstance(result, BytesBytesCodec):
+            msg = f"Expected a dict representation of a BytesBytesCodec; got a dict representation of a {type(result)} instead."
+            raise TypeError(msg)
+    else:
+        if not isinstance(data, BytesBytesCodec):
+            raise TypeError(f"Expected a BytesBytesCodec. Got {type(data)} instead.")
+        result = data
+    return result
+
+
+def _parse_array_bytes_codec(data: dict[str, JSON] | Codec) -> ArrayBytesCodec:
+    """
+    Normalize the input to a ``ArrayBytesCodec`` instance.
+    If the input is already a ``ArrayBytesCodec``, it is returned as is. If the input is a dict, it
+    is converted to a ``ArrayBytesCodec`` instance via the ``_resolve_codec`` function.
+    """
+    from zarr.abc.codec import ArrayBytesCodec
+
+    if isinstance(data, dict):
+        result = _resolve_codec(data)
+        if not isinstance(result, ArrayBytesCodec):
+            msg = f"Expected a dict representation of a ArrayBytesCodec; got a dict representation of a {type(result)} instead."
+            raise TypeError(msg)
+    else:
+        if not isinstance(data, ArrayBytesCodec):
+            raise TypeError(f"Expected a ArrayBytesCodec. Got {type(data)} instead.")
+        result = data
+    return result
+
+
+def _parse_array_array_codec(data: dict[str, JSON] | Codec) -> ArrayArrayCodec:
+    """
+    Normalize the input to a ``ArrayArrayCodec`` instance.
+    If the input is already a ``ArrayArrayCodec``, it is returned as is. If the input is a dict, it
+    is converted to a ``ArrayArrayCodec`` instance via the ``_resolve_codec`` function.
+    """
+    from zarr.abc.codec import ArrayArrayCodec
+
+    if isinstance(data, dict):
+        result = _resolve_codec(data)
+        if not isinstance(result, ArrayArrayCodec):
+            msg = f"Expected a dict representation of a ArrayArrayCodec; got a dict representation of a {type(result)} instead."
+            raise TypeError(msg)
+    else:
+        if not isinstance(data, ArrayArrayCodec):
+            raise TypeError(f"Expected a ArrayArrayCodec. Got {type(data)} instead.")
+        result = data
+    return result
+
+
 def get_pipeline_class(reload_config: bool = False) -> type[CodecPipeline]:
     if reload_config:
         _reload_config()
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 85a67e3e69..ae0487e447 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -1,4 +1,4 @@
-from typing import Any, Literal
+from typing import Any
 
 import hypothesis.extra.numpy as npst
 import hypothesis.strategies as st
@@ -8,8 +8,10 @@
 
 import zarr
 from zarr.core.array import Array
+from zarr.core.common import ZarrFormat
 from zarr.core.sync import sync
 from zarr.storage import MemoryStore, StoreLike
+from zarr.storage.common import _dereference_path
 
 # Copied from Xarray
 _attr_keys = st.text(st.characters(), min_size=1)
@@ -68,7 +70,7 @@ def v2_dtypes() -> st.SearchStrategy[np.dtype]:
 # So we map a clear to reset the store.
 stores = st.builds(MemoryStore, st.just({})).map(lambda x: sync(x.clear()))
 compressors = st.sampled_from([None, "default"])
-zarr_formats: st.SearchStrategy[Literal[2, 3]] = st.sampled_from([2, 3])
+zarr_formats: st.SearchStrategy[ZarrFormat] = st.sampled_from([2, 3])
 array_shapes = npst.array_shapes(max_dims=4, min_side=0)
 
 
@@ -77,7 +79,7 @@ def numpy_arrays(
     draw: st.DrawFn,
     *,
     shapes: st.SearchStrategy[tuple[int, ...]] = array_shapes,
-    zarr_formats: st.SearchStrategy[Literal[2, 3]] = zarr_formats,
+    zarr_formats: st.SearchStrategy[ZarrFormat] = zarr_formats,
 ) -> Any:
     """
     Generate numpy arrays that can be saved in the provided Zarr format.
@@ -137,7 +139,7 @@ def arrays(
 
     expected_attrs = {} if attributes is None else attributes
 
-    array_path = path + ("/" if not path.endswith("/") else "") + name
+    array_path = _dereference_path(path, name)
     root = zarr.open_group(store, mode="w", zarr_format=zarr_format)
 
     a = root.create_array(
diff --git a/tests/test_api.py b/tests/test_api.py
index d25ec54bfe..80e8555e11 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -13,6 +13,8 @@
 from zarr.abc.store import Store
 from zarr.api.synchronous import (
     create,
+    create_array,
+    create_group,
     group,
     load,
     open,
@@ -21,13 +23,13 @@
     save_array,
     save_group,
 )
-from zarr.core.common import MemoryOrder, ZarrFormat
+from zarr.core.common import JSON, MemoryOrder, ZarrFormat
 from zarr.errors import MetadataValidationError
 from zarr.storage._utils import normalize_path
 from zarr.storage.memory import MemoryStore
 
 
-def test_create_array(memory_store: Store) -> None:
+def test_create(memory_store: Store) -> None:
     store = memory_store
 
     # create array
@@ -56,6 +58,22 @@ def test_create_array(memory_store: Store) -> None:
         z = create(shape=(400, 100), chunks=(16, 16.5), store=store, overwrite=True)  # type: ignore [arg-type]
 
 
+# TODO: parametrize over everything this function takes
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+def test_create_array(store: Store) -> None:
+    attrs: dict[str, JSON] = {"foo": 100}  # explicit type annotation to avoid mypy error
+    shape = (10, 10)
+    path = "foo"
+    data_val = 1
+    array_w = create_array(
+        store, name=path, shape=shape, attributes=attrs, chunks=shape, dtype="uint8"
+    )
+    array_w[:] = data_val
+    assert array_w.shape == shape
+    assert array_w.attrs == attrs
+    assert np.array_equal(array_w[:], np.zeros(shape, dtype=array_w.dtype) + data_val)
+
+
 @pytest.mark.parametrize("write_empty_chunks", [True, False])
 def test_write_empty_chunks_warns(write_empty_chunks: bool) -> None:
     """
@@ -113,6 +131,16 @@ async def test_open_array(memory_store: MemoryStore) -> None:
         open(store="doesnotexist", mode="r")
 
 
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+async def test_create_group(store: Store, zarr_format: ZarrFormat) -> None:
+    attrs = {"foo": 100}
+    path = "node"
+    node = create_group(store, path=path, attributes=attrs, zarr_format=zarr_format)
+    assert isinstance(node, Group)
+    assert node.attrs == attrs
+    assert node.metadata.zarr_format == zarr_format
+
+
 async def test_open_group(memory_store: MemoryStore) -> None:
     store = memory_store
 
diff --git a/tests/test_array.py b/tests/test_array.py
index 891538bc43..72ff68d954 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -2,21 +2,38 @@
 import json
 import math
 import pickle
+import re
 from itertools import accumulate
-from typing import Any, Literal
+from typing import TYPE_CHECKING, Any, Literal
 
 import numcodecs
 import numpy as np
 import pytest
-from numcodecs import Zstd
 
 import zarr.api.asynchronous
 from zarr import Array, AsyncArray, Group
-from zarr.codecs import BytesCodec, VLenBytesCodec, ZstdCodec
+from zarr.codecs import (
+    BytesCodec,
+    GzipCodec,
+    TransposeCodec,
+    VLenBytesCodec,
+    VLenUTF8Codec,
+    ZstdCodec,
+)
 from zarr.core._info import ArrayInfo
-from zarr.core.array import chunks_initialized
+from zarr.core.array import (
+    CompressorsLike,
+    FiltersLike,
+    _get_default_chunk_encoding_v2,
+    _get_default_chunk_encoding_v3,
+    _parse_chunk_encoding_v2,
+    _parse_chunk_encoding_v3,
+    chunks_initialized,
+    create_array,
+)
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.buffer.cpu import NDBuffer
+from zarr.core.chunk_grids import _auto_partition
 from zarr.core.common import JSON, MemoryOrder, ZarrFormat
 from zarr.core.group import AsyncGroup
 from zarr.core.indexing import ceildiv
@@ -26,6 +43,9 @@
 from zarr.storage import LocalStore, MemoryStore
 from zarr.storage.common import StorePath
 
+if TYPE_CHECKING:
+    from zarr.core.array_spec import ArrayConfigLike
+
 
 @pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
 @pytest.mark.parametrize("zarr_format", [2, 3])
@@ -58,7 +78,7 @@ def test_array_creation_existing_node(
     if overwrite:
         if not store.supports_deletes:
             pytest.skip("store does not support deletes")
-        arr_new = Array.create(
+        arr_new = zarr.create_array(
             spath / "extant",
             shape=new_shape,
             dtype=new_dtype,
@@ -69,7 +89,7 @@ def test_array_creation_existing_node(
         assert arr_new.dtype == new_dtype
     else:
         with pytest.raises(expected_exception):
-            arr_new = Array.create(
+            arr_new = zarr.create_array(
                 spath / "extant",
                 shape=new_shape,
                 dtype=new_dtype,
@@ -123,7 +143,9 @@ async def test_create_creates_parents(
 def test_array_name_properties_no_group(
     store: LocalStore | MemoryStore, zarr_format: ZarrFormat
 ) -> None:
-    arr = Array.create(store=store, shape=(100,), chunks=(10,), zarr_format=zarr_format, dtype="i4")
+    arr = zarr.create_array(
+        store=store, shape=(100,), chunks=(10,), zarr_format=zarr_format, dtype="i4"
+    )
     assert arr.path == ""
     assert arr.name == "/"
     assert arr.basename == ""
@@ -161,17 +183,17 @@ def test_array_v3_fill_value_default(
     shape = (10,)
     default_fill_value = 0
     if specifiy_fill_value:
-        arr = Array.create(
+        arr = zarr.create_array(
             store=store,
             shape=shape,
             dtype=dtype_str,
             zarr_format=3,
-            chunk_shape=shape,
+            chunks=shape,
             fill_value=None,
         )
     else:
-        arr = Array.create(
-            store=store, shape=shape, dtype=dtype_str, zarr_format=3, chunk_shape=shape
+        arr = zarr.create_array(
+            store=store, shape=shape, dtype=dtype_str, zarr_format=3, chunks=shape
         )
 
     assert arr.fill_value == np.dtype(dtype_str).type(default_fill_value)
@@ -185,12 +207,12 @@ def test_array_v3_fill_value_default(
 )
 def test_array_v3_fill_value(store: MemoryStore, fill_value: int, dtype_str: str) -> None:
     shape = (10,)
-    arr = Array.create(
+    arr = zarr.create_array(
         store=store,
         shape=shape,
         dtype=dtype_str,
         zarr_format=3,
-        chunk_shape=shape,
+        chunks=shape,
         fill_value=fill_value,
     )
 
@@ -201,12 +223,12 @@ def test_array_v3_fill_value(store: MemoryStore, fill_value: int, dtype_str: str
 def test_create_positional_args_deprecated() -> None:
     store = MemoryStore()
     with pytest.warns(FutureWarning, match="Pass"):
-        Array.create(store, (2, 2), dtype="f8")
+        zarr.Array.create(store, (2, 2), dtype="f8")
 
 
 def test_selection_positional_args_deprecated() -> None:
     store = MemoryStore()
-    arr = Array.create(store, shape=(2, 2), dtype="f8")
+    arr = zarr.create_array(store, shape=(2, 2), dtype="f8")
 
     with pytest.warns(FutureWarning, match="Pass out"):
         arr.get_basic_selection(..., NDBuffer(array=np.empty((2, 2))))
@@ -242,12 +264,12 @@ def test_selection_positional_args_deprecated() -> None:
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
 async def test_array_v3_nan_fill_value(store: MemoryStore) -> None:
     shape = (10,)
-    arr = Array.create(
+    arr = zarr.create_array(
         store=store,
         shape=shape,
         dtype=np.float64,
         zarr_format=3,
-        chunk_shape=shape,
+        chunks=shape,
         fill_value=np.nan,
     )
     arr[:] = np.nan
@@ -263,7 +285,7 @@ async def test_array_v3_nan_fill_value(store: MemoryStore) -> None:
 async def test_serializable_async_array(
     store: LocalStore | MemoryStore, zarr_format: ZarrFormat
 ) -> None:
-    expected = await AsyncArray.create(
+    expected = await zarr.api.asynchronous.create_array(
         store=store, shape=(100,), chunks=(10,), zarr_format=zarr_format, dtype="i4"
     )
     # await expected.setitems(list(range(100)))
@@ -279,7 +301,7 @@ async def test_serializable_async_array(
 @pytest.mark.parametrize("store", ["local"], indirect=["store"])
 @pytest.mark.parametrize("zarr_format", [2, 3])
 def test_serializable_sync_array(store: LocalStore, zarr_format: ZarrFormat) -> None:
-    expected = Array.create(
+    expected = zarr.create_array(
         store=store, shape=(100,), chunks=(10,), zarr_format=zarr_format, dtype="i4"
     )
     expected[:] = list(range(100))
@@ -320,7 +342,7 @@ def test_nchunks(test_cls: type[Array] | type[AsyncArray[Any]], nchunks: int) ->
     """
     store = MemoryStore()
     shape = 100
-    arr = Array.create(store, shape=(shape,), chunks=(ceildiv(shape, nchunks),), dtype="i4")
+    arr = zarr.create_array(store, shape=(shape,), chunks=(ceildiv(shape, nchunks),), dtype="i4")
     expected = nchunks
     if test_cls == Array:
         observed = arr.nchunks
@@ -335,7 +357,7 @@ async def test_nchunks_initialized(test_cls: type[Array] | type[AsyncArray[Any]]
     Test that nchunks_initialized accurately returns the number of stored chunks.
     """
     store = MemoryStore()
-    arr = Array.create(store, shape=(100,), chunks=(10,), dtype="i4")
+    arr = zarr.create_array(store, shape=(100,), chunks=(10,), dtype="i4")
 
     # write chunks one at a time
     for idx, region in enumerate(arr._iter_chunk_regions()):
@@ -363,7 +385,7 @@ async def test_chunks_initialized() -> None:
     Test that chunks_initialized accurately returns the keys of stored chunks.
     """
     store = MemoryStore()
-    arr = Array.create(store, shape=(100,), chunks=(10,), dtype="i4")
+    arr = zarr.create_array(store, shape=(100,), chunks=(10,), dtype="i4")
 
     chunks_accumulated = tuple(
         accumulate(tuple(tuple(v.split(" ")) for v in arr._iter_chunk_keys()))
@@ -402,44 +424,54 @@ async def test_nbytes_stored_async() -> None:
 
 
 def test_default_fill_values() -> None:
-    a = Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="<U4")
+    a = zarr.Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="<U4")
     assert a.fill_value == ""
 
-    b = Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="<S4")
+    b = zarr.Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="<S4")
     assert b.fill_value == b""
 
-    c = Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="i")
+    c = zarr.Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="i")
     assert c.fill_value == 0
 
-    d = Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="f")
+    d = zarr.Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="f")
     assert d.fill_value == 0.0
 
 
 def test_vlen_errors() -> None:
     with pytest.raises(ValueError, match="At least one ArrayBytesCodec is required."):
-        Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="<U4", codecs=[])
+        Array.create(MemoryStore(), shape=5, chunks=5, dtype="<U4", codecs=[])
 
     with pytest.raises(
         ValueError,
         match="For string dtype, ArrayBytesCodec must be `VLenUTF8Codec`, got `BytesCodec`.",
     ):
-        Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="<U4", codecs=[BytesCodec()])
+        Array.create(MemoryStore(), shape=5, chunks=5, dtype="<U4", codecs=[BytesCodec()])
 
     with pytest.raises(ValueError, match="Only one ArrayBytesCodec is allowed."):
         Array.create(
             MemoryStore(),
             shape=5,
-            chunk_shape=5,
+            chunks=5,
             dtype="<U4",
             codecs=[BytesCodec(), VLenBytesCodec()],
         )
 
+    with pytest.raises(
+        ValueError,
+        match="For string dtype, ArrayBytesCodec must be `VLenUTF8Codec`, got `BytesCodec`.",
+    ):
+        zarr.create_array(
+            MemoryStore(), shape=(5,), chunks=(5,), dtype="<U4", serializer=BytesCodec()
+        )
+
 
 @pytest.mark.parametrize("zarr_format", [2, 3])
-def test_update_attrs(zarr_format: int) -> None:
+def test_update_attrs(zarr_format: ZarrFormat) -> None:
     # regression test for https://github.com/zarr-developers/zarr-python/issues/2328
     store = MemoryStore()
-    arr = Array.create(store=store, shape=5, chunk_shape=5, dtype="f8", zarr_format=zarr_format)
+    arr = zarr.create_array(
+        store=store, shape=(5,), chunks=(5,), dtype="f8", zarr_format=zarr_format
+    )
     arr.attrs["foo"] = "bar"
     assert arr.attrs["foo"] == "bar"
 
@@ -460,7 +492,7 @@ def test_info_v2(self) -> None:
             _read_only=False,
             _store_type="MemoryStore",
             _count_bytes=128,
-            _filters=(numcodecs.Zstd(),),
+            _compressor=numcodecs.Zstd(),
         )
         assert result == expected
 
@@ -516,8 +548,8 @@ async def test_info_v2_async(self) -> None:
             _order="C",
             _read_only=False,
             _store_type="MemoryStore",
-            _filters=(Zstd(level=0),),
             _count_bytes=128,
+            _compressor=numcodecs.Zstd(),
         )
         assert result == expected
 
@@ -757,7 +789,7 @@ def test_array_create_metadata_order_v2(
     keyword argument to ``Array.create``. When ``order`` is ``None``, the value of the
     ``array.order`` config is used.
     """
-    arr = Array.create(store=store, shape=(2, 2), order=order, zarr_format=2, dtype="i4")
+    arr = zarr.create_array(store=store, shape=(2, 2), order=order, zarr_format=2, dtype="i4")
 
     expected = order or zarr.config.get("array.order")
     assert arr.metadata.order == expected  # type: ignore[union-attr]
@@ -767,13 +799,14 @@ def test_array_create_metadata_order_v2(
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
 def test_array_create_order(
     order_config: MemoryOrder | None,
-    zarr_format: int,
+    zarr_format: ZarrFormat,
     store: MemoryStore,
 ) -> None:
     """
     Test that the arrays generated by array indexing have a memory order defined by the config order
     value
     """
+    config: ArrayConfigLike = {}
     if order_config is None:
         config = {}
         expected = zarr.config.get("array.order")
@@ -781,7 +814,7 @@ def test_array_create_order(
         config = {"order": order_config}
         expected = order_config
 
-    arr = Array.create(
+    arr = zarr.create_array(
         store=store, shape=(2, 2), zarr_format=zarr_format, dtype="i4", config=config
     )
 
@@ -801,7 +834,7 @@ def test_write_empty_chunks_config(write_empty_chunks: bool) -> None:
     explicitly
     """
     with zarr.config.set({"array.write_empty_chunks": write_empty_chunks}):
-        arr = Array.create({}, shape=(2, 2), dtype="i4")
+        arr = zarr.create_array({}, shape=(2, 2), dtype="i4")
         assert arr._async_array._config.write_empty_chunks == write_empty_chunks
 
 
@@ -821,13 +854,13 @@ def test_write_empty_chunks_behavior(
     already present.
     """
 
-    arr = Array.create(
+    arr = zarr.create_array(
         store=store,
         shape=(2,),
         zarr_format=zarr_format,
         dtype="i4",
         fill_value=fill_value,
-        chunk_shape=(1,),
+        chunks=(1,),
         config={"write_empty_chunks": write_empty_chunks},
     )
 
@@ -858,7 +891,7 @@ def test_write_empty_chunks_behavior(
 )
 async def test_special_complex_fill_values_roundtrip(fill_value: Any, expected: list[Any]) -> None:
     store = MemoryStore()
-    Array.create(store=store, shape=(1,), dtype=np.complex64, fill_value=fill_value)
+    zarr.create_array(store=store, shape=(1,), dtype=np.complex64, fill_value=fill_value)
     content = await store.get("zarr.json", prototype=default_buffer_prototype())
     assert content is not None
     actual = json.loads(content.to_bytes())
@@ -876,13 +909,281 @@ async def test_nbytes(
     the chunks of that array.
     """
     store = MemoryStore()
-    arr = Array.create(store=store, shape=shape, dtype=dtype, fill_value=0)
+    arr = zarr.create_array(store=store, shape=shape, dtype=dtype, fill_value=0)
     if array_type == "async":
         assert arr._async_array.nbytes == np.prod(arr.shape) * arr.dtype.itemsize
     else:
         assert arr.nbytes == np.prod(arr.shape) * arr.dtype.itemsize
 
 
+@pytest.mark.parametrize(
+    ("array_shape", "chunk_shape"),
+    [((256,), (2,))],
+)
+def test_auto_partition_auto_shards(
+    array_shape: tuple[int, ...], chunk_shape: tuple[int, ...]
+) -> None:
+    """
+    Test that automatically picking a shard size returns a tuple of 2 * the chunk shape for any axis
+    where there are 8 or more chunks.
+    """
+    dtype = np.dtype("uint8")
+    expected_shards: tuple[int, ...] = ()
+    for cs, a_len in zip(chunk_shape, array_shape, strict=False):
+        if a_len // cs >= 8:
+            expected_shards += (2 * cs,)
+        else:
+            expected_shards += (cs,)
+
+    auto_shards, _ = _auto_partition(
+        array_shape=array_shape, chunk_shape=chunk_shape, shard_shape="auto", dtype=dtype
+    )
+    assert auto_shards == expected_shards
+
+
+def test_chunks_and_shards() -> None:
+    store = StorePath(MemoryStore())
+    shape = (100, 100)
+    chunks = (5, 5)
+    shards = (10, 10)
+
+    arr_v3 = zarr.create_array(store=store / "v3", shape=shape, chunks=chunks, dtype="i4")
+    assert arr_v3.chunks == chunks
+    assert arr_v3.shards is None
+
+    arr_v3_sharding = zarr.create_array(
+        store=store / "v3_sharding",
+        shape=shape,
+        chunks=chunks,
+        shards=shards,
+        dtype="i4",
+    )
+    assert arr_v3_sharding.chunks == chunks
+    assert arr_v3_sharding.shards == shards
+
+    arr_v2 = zarr.create_array(
+        store=store / "v2", shape=shape, chunks=chunks, zarr_format=2, dtype="i4"
+    )
+    assert arr_v2.chunks == chunks
+    assert arr_v2.shards is None
+
+
+def test_create_array_default_fill_values() -> None:
+    a = zarr.create_array(MemoryStore(), shape=(5,), chunks=(5,), dtype="<U4")
+    assert a.fill_value == ""
+
+    b = zarr.create_array(MemoryStore(), shape=(5,), chunks=(5,), dtype="<S4")
+    assert b.fill_value == b""
+
+    c = zarr.create_array(MemoryStore(), shape=(5,), chunks=(5,), dtype="i")
+    assert c.fill_value == 0
+
+    d = zarr.create_array(MemoryStore(), shape=(5,), chunks=(5,), dtype="f")
+    assert d.fill_value == 0.0
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
+@pytest.mark.parametrize("empty_value", [None, ()])
+async def test_create_array_no_filters_compressors(
+    store: MemoryStore, dtype: str, empty_value: Any
+) -> None:
+    """
+    Test that the default ``filters`` and ``compressors`` are removed when ``create_array`` is invoked.
+    """
+
+    # v2
+    arr = await create_array(
+        store=store,
+        dtype=dtype,
+        shape=(10,),
+        zarr_format=2,
+        compressors=empty_value,
+        filters=empty_value,
+    )
+    # The v2 metadata stores None and () separately
+    assert arr.metadata.filters == empty_value  # type: ignore[union-attr]
+    # The v2 metadata does not allow tuple for compressor, therefore it is turned into None
+    assert arr.metadata.compressor is None  # type: ignore[union-attr]
+
+    # v3
+    arr = await create_array(
+        store=store,
+        dtype=dtype,
+        shape=(10,),
+        compressors=empty_value,
+        filters=empty_value,
+    )
+    if dtype == "str":
+        assert arr.metadata.codecs == [VLenUTF8Codec()]  # type: ignore[union-attr]
+    else:
+        assert arr.metadata.codecs == [BytesCodec()]  # type: ignore[union-attr]
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
+@pytest.mark.parametrize(
+    "compressors",
+    [
+        "auto",
+        None,
+        (),
+        (ZstdCodec(level=3),),
+        (ZstdCodec(level=3), GzipCodec(level=0)),
+        ZstdCodec(level=3),
+        {"name": "zstd", "configuration": {"level": 3}},
+        ({"name": "zstd", "configuration": {"level": 3}},),
+    ],
+)
+@pytest.mark.parametrize(
+    "filters",
+    [
+        "auto",
+        None,
+        (),
+        (
+            TransposeCodec(
+                order=[
+                    0,
+                ]
+            ),
+        ),
+        (
+            TransposeCodec(
+                order=[
+                    0,
+                ]
+            ),
+            TransposeCodec(
+                order=[
+                    0,
+                ]
+            ),
+        ),
+        TransposeCodec(
+            order=[
+                0,
+            ]
+        ),
+        {"name": "transpose", "configuration": {"order": [0]}},
+        ({"name": "transpose", "configuration": {"order": [0]}},),
+    ],
+)
+async def test_create_array_v3_chunk_encoding(
+    store: MemoryStore, compressors: CompressorsLike, filters: FiltersLike, dtype: str
+) -> None:
+    """
+    Test various possibilities for the compressors and filters parameter to create_array
+    """
+    arr = await create_array(
+        store=store,
+        dtype=dtype,
+        shape=(10,),
+        zarr_format=3,
+        filters=filters,
+        compressors=compressors,
+    )
+    aa_codecs_expected, _, bb_codecs_expected = _parse_chunk_encoding_v3(
+        filters=filters, compressors=compressors, serializer="auto", dtype=np.dtype(dtype)
+    )
+    # TODO: find a better way to get the filters / compressors from the array.
+    assert arr.codec_pipeline.array_array_codecs == aa_codecs_expected  # type: ignore[attr-defined]
+    assert arr.codec_pipeline.bytes_bytes_codecs == bb_codecs_expected  # type: ignore[attr-defined]
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
+@pytest.mark.parametrize(
+    "compressors",
+    [
+        "auto",
+        None,
+        numcodecs.Zstd(level=3),
+        (),
+        (numcodecs.Zstd(level=3),),
+    ],
+)
+@pytest.mark.parametrize(
+    "filters", ["auto", None, numcodecs.GZip(level=1), (numcodecs.GZip(level=1),)]
+)
+async def test_create_array_v2_chunk_encoding(
+    store: MemoryStore, compressors: CompressorsLike, filters: FiltersLike, dtype: str
+) -> None:
+    arr = await create_array(
+        store=store,
+        dtype=dtype,
+        shape=(10,),
+        zarr_format=2,
+        compressors=compressors,
+        filters=filters,
+    )
+    filters_expected, compressor_expected = _parse_chunk_encoding_v2(
+        filters=filters, compressor=compressors, dtype=np.dtype(dtype)
+    )
+    # TODO: find a better way to get the filters/compressor from the array.
+    assert arr.metadata.compressor == compressor_expected  # type: ignore[union-attr]
+    assert arr.metadata.filters == filters_expected  # type: ignore[union-attr]
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
+async def test_create_array_v3_default_filters_compressors(store: MemoryStore, dtype: str) -> None:
+    """
+    Test that the default ``filters`` and ``compressors`` are used when ``create_array`` is invoked with
+    ``zarr_format`` = 3 and ``filters`` and ``compressors`` are not specified.
+    """
+    arr = await create_array(
+        store=store,
+        dtype=dtype,
+        shape=(10,),
+        zarr_format=3,
+    )
+    expected_aa, expected_ab, expected_bb = _get_default_chunk_encoding_v3(np_dtype=np.dtype(dtype))
+    # TODO: define the codec pipeline class such that these fields are required, which will obviate the
+    # type ignore statements
+    assert arr.codec_pipeline.array_array_codecs == expected_aa  # type: ignore[attr-defined]
+    assert arr.codec_pipeline.bytes_bytes_codecs == expected_bb  # type: ignore[attr-defined]
+    assert arr.codec_pipeline.array_bytes_codec == expected_ab  # type: ignore[attr-defined]
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
+async def test_create_array_v2_default_filters_compressors(store: MemoryStore, dtype: str) -> None:
+    """
+    Test that the default ``filters`` and ``compressors`` are used when ``create_array`` is invoked with
+    ``zarr_format`` = 2 and ``filters`` and ``compressors`` are not specified.
+    """
+    arr = await create_array(
+        store=store,
+        dtype=dtype,
+        shape=(10,),
+        zarr_format=2,
+    )
+    expected_filters, expected_compressors = _get_default_chunk_encoding_v2(
+        np_dtype=np.dtype(dtype)
+    )
+    assert arr.metadata.filters == expected_filters  # type: ignore[union-attr]
+    assert arr.metadata.compressor == expected_compressors  # type: ignore[union-attr]
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+async def test_create_array_v2_no_shards(store: MemoryStore) -> None:
+    """
+    Test that creating a Zarr v2 array with ``shard_shape`` set to a non-None value raises an error.
+    """
+    msg = re.escape(
+        "Zarr v2 arrays can only be created with `shard_shape` set to `None`. Got `shard_shape=(5,)` instead."
+    )
+    with pytest.raises(ValueError, match=msg):
+        _ = await create_array(
+            store=store,
+            dtype="uint8",
+            shape=(10,),
+            shards=(5,),
+            zarr_format=2,
+        )
+
+
 async def test_scalar_array() -> None:
     arr = zarr.array(1.5)
     assert arr[...] == 1.5
diff --git a/tests/test_buffer.py b/tests/test_buffer.py
index 7a275516c6..e3cab0f214 100644
--- a/tests/test_buffer.py
+++ b/tests/test_buffer.py
@@ -5,9 +5,8 @@
 import numpy as np
 import pytest
 
-from zarr import AsyncArray
+import zarr
 from zarr.codecs.blosc import BloscCodec
-from zarr.codecs.bytes import BytesCodec
 from zarr.codecs.crc32c_ import Crc32cCodec
 from zarr.codecs.gzip import GzipCodec
 from zarr.codecs.transpose import TransposeCodec
@@ -47,10 +46,10 @@ async def test_async_array_prototype() -> None:
     """Test the use of a custom buffer prototype"""
 
     expect = np.zeros((9, 9), dtype="uint16", order="F")
-    a = await AsyncArray.create(
+    a = await zarr.api.asynchronous.create_array(
         StorePath(StoreExpectingTestBuffer()) / "test_async_array_prototype",
         shape=expect.shape,
-        chunk_shape=(5, 5),
+        chunks=(5, 5),
         dtype=expect.dtype,
         fill_value=0,
     )
@@ -76,10 +75,10 @@ async def test_async_array_gpu_prototype() -> None:
     """Test the use of the GPU buffer prototype"""
 
     expect = cp.zeros((9, 9), dtype="uint16", order="F")
-    a = await AsyncArray.create(
+    a = await zarr.api.asynchronous.create_array(
         StorePath(MemoryStore()) / "test_async_array_gpu_prototype",
         shape=expect.shape,
-        chunk_shape=(5, 5),
+        chunks=(5, 5),
         dtype=expect.dtype,
         fill_value=0,
     )
@@ -98,20 +97,14 @@ async def test_async_array_gpu_prototype() -> None:
 @pytest.mark.asyncio
 async def test_codecs_use_of_prototype() -> None:
     expect = np.zeros((10, 10), dtype="uint16", order="F")
-    a = await AsyncArray.create(
+    a = await zarr.api.asynchronous.create_array(
         StorePath(StoreExpectingTestBuffer()) / "test_codecs_use_of_prototype",
         shape=expect.shape,
-        chunk_shape=(5, 5),
+        chunks=(5, 5),
         dtype=expect.dtype,
         fill_value=0,
-        codecs=[
-            TransposeCodec(order=(1, 0)),
-            BytesCodec(),
-            BloscCodec(),
-            Crc32cCodec(),
-            GzipCodec(),
-            ZstdCodec(),
-        ],
+        compressors=[BloscCodec(), Crc32cCodec(), GzipCodec(), ZstdCodec()],
+        filters=[TransposeCodec(order=(1, 0))],
     )
     expect[:] = np.arange(100).reshape(10, 10)
 
@@ -133,20 +126,14 @@ async def test_codecs_use_of_prototype() -> None:
 @pytest.mark.asyncio
 async def test_codecs_use_of_gpu_prototype() -> None:
     expect = cp.zeros((10, 10), dtype="uint16", order="F")
-    a = await AsyncArray.create(
+    a = await zarr.api.asynchronous.create_array(
         StorePath(MemoryStore()) / "test_codecs_use_of_gpu_prototype",
         shape=expect.shape,
-        chunk_shape=(5, 5),
+        chunks=(5, 5),
         dtype=expect.dtype,
         fill_value=0,
-        codecs=[
-            TransposeCodec(order=(1, 0)),
-            BytesCodec(),
-            BloscCodec(),
-            Crc32cCodec(),
-            GzipCodec(),
-            ZstdCodec(),
-        ],
+        compressors=[BloscCodec(), Crc32cCodec(), GzipCodec(), ZstdCodec()],
+        filters=[TransposeCodec(order=(1, 0))],
     )
     expect[:] = cp.arange(100).reshape(10, 10)
 
diff --git a/tests/test_codecs/test_blosc.py b/tests/test_codecs/test_blosc.py
index 416a2f784e..34044d7d62 100644
--- a/tests/test_codecs/test_blosc.py
+++ b/tests/test_codecs/test_blosc.py
@@ -3,9 +3,9 @@
 import numpy as np
 import pytest
 
-from zarr import AsyncArray
+import zarr
 from zarr.abc.store import Store
-from zarr.codecs import BloscCodec, BytesCodec, ShardingCodec
+from zarr.codecs import BloscCodec
 from zarr.core.buffer import default_buffer_prototype
 from zarr.storage.common import StorePath
 
@@ -16,13 +16,13 @@ async def test_blosc_evolve(store: Store, dtype: str) -> None:
     typesize = np.dtype(dtype).itemsize
     path = "blosc_evolve"
     spath = StorePath(store, path)
-    await AsyncArray.create(
+    await zarr.api.asynchronous.create_array(
         spath,
         shape=(16, 16),
-        chunk_shape=(16, 16),
+        chunks=(16, 16),
         dtype=dtype,
         fill_value=0,
-        codecs=[BytesCodec(), BloscCodec()],
+        compressors=BloscCodec(),
     )
     buf = await store.get(f"{path}/zarr.json", prototype=default_buffer_prototype())
     assert buf is not None
@@ -36,13 +36,14 @@ async def test_blosc_evolve(store: Store, dtype: str) -> None:
 
     path2 = "blosc_evolve_sharding"
     spath2 = StorePath(store, path2)
-    await AsyncArray.create(
+    await zarr.api.asynchronous.create_array(
         spath2,
         shape=(16, 16),
-        chunk_shape=(16, 16),
+        chunks=(16, 16),
+        shards=(16, 16),
         dtype=dtype,
         fill_value=0,
-        codecs=[ShardingCodec(chunk_shape=(16, 16), codecs=[BytesCodec(), BloscCodec()])],
+        compressors=BloscCodec(),
     )
     buf = await store.get(f"{path2}/zarr.json", prototype=default_buffer_prototype())
     assert buf is not None
diff --git a/tests/test_codecs/test_codecs.py b/tests/test_codecs/test_codecs.py
index 2025e72937..e36a332440 100644
--- a/tests/test_codecs/test_codecs.py
+++ b/tests/test_codecs/test_codecs.py
@@ -7,6 +7,9 @@
 import numpy as np
 import pytest
 
+import zarr
+import zarr.api
+import zarr.api.asynchronous
 from zarr import Array, AsyncArray, config
 from zarr.codecs import (
     BytesCodec,
@@ -19,7 +22,6 @@
 from zarr.storage import StorePath
 
 if TYPE_CHECKING:
-    from zarr.abc.codec import Codec
     from zarr.abc.store import Store
     from zarr.core.buffer.core import NDArrayLike
     from zarr.core.common import MemoryOrder
@@ -75,27 +77,18 @@ async def test_order(
     data = np.arange(0, 256, dtype="uint16").reshape((32, 8), order=input_order)
     path = "order"
     spath = StorePath(store, path=path)
-    codecs_: list[Codec] = (
-        [
-            ShardingCodec(
-                chunk_shape=(16, 8),
-                codecs=[TransposeCodec(order=order_from_dim(store_order, data.ndim)), BytesCodec()],
-            )
-        ]
-        if with_sharding
-        else [TransposeCodec(order=order_from_dim(store_order, data.ndim)), BytesCodec()]
-    )
 
-    with config.set({"array.order": runtime_write_order}):
-        a = await AsyncArray.create(
-            spath,
-            shape=data.shape,
-            chunk_shape=(32, 8),
-            dtype=data.dtype,
-            fill_value=0,
-            chunk_key_encoding=("v2", "."),
-            codecs=codecs_,
-        )
+    a = await zarr.api.asynchronous.create_array(
+        spath,
+        shape=data.shape,
+        chunks=(16, 8) if with_sharding else (32, 8),
+        shards=(32, 8) if with_sharding else None,
+        dtype=data.dtype,
+        fill_value=0,
+        chunk_key_encoding={"name": "v2", "separator": "."},
+        filters=[TransposeCodec(order=order_from_dim(store_order, data.ndim))],
+        config={"order": runtime_write_order},
+    )
 
     await _AsyncArrayProxy(a)[:, :].set(data)
     read_data = await _AsyncArrayProxy(a)[:, :].get()
@@ -131,16 +124,15 @@ def test_order_implicit(
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16), order=input_order)
     path = "order_implicit"
     spath = StorePath(store, path)
-    codecs_: list[Codec] | None = [ShardingCodec(chunk_shape=(8, 8))] if with_sharding else None
 
     with config.set({"array.order": runtime_write_order}):
-        a = Array.create(
+        a = zarr.create_array(
             spath,
             shape=data.shape,
-            chunk_shape=(16, 16),
+            chunks=(8, 8) if with_sharding else (16, 16),
+            shards=(16, 16) if with_sharding else None,
             dtype=data.dtype,
             fill_value=0,
-            codecs=codecs_,
         )
 
     a[:, :] = data
@@ -161,10 +153,10 @@ def test_order_implicit(
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 def test_open(store: Store) -> None:
     spath = StorePath(store)
-    a = Array.create(
+    a = zarr.create_array(
         spath,
         shape=(16, 16),
-        chunk_shape=(16, 16),
+        chunks=(16, 16),
         dtype="int32",
         fill_value=0,
     )
@@ -228,10 +220,10 @@ def test_morton2(shape) -> None:
 def test_write_partial_chunks(store: Store) -> None:
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
     spath = StorePath(store)
-    a = Array.create(
+    a = zarr.create_array(
         spath,
         shape=data.shape,
-        chunk_shape=(20, 20),
+        chunks=(20, 20),
         dtype=data.dtype,
         fill_value=1,
     )
@@ -244,10 +236,10 @@ async def test_delete_empty_chunks(store: Store) -> None:
     data = np.ones((16, 16))
     path = "delete_empty_chunks"
     spath = StorePath(store, path)
-    a = await AsyncArray.create(
+    a = await zarr.api.asynchronous.create_array(
         spath,
         shape=data.shape,
-        chunk_shape=(32, 32),
+        chunks=(32, 32),
         dtype=data.dtype,
         fill_value=1,
     )
@@ -262,25 +254,25 @@ async def test_dimension_names(store: Store) -> None:
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
     path = "dimension_names"
     spath = StorePath(store, path)
-    await AsyncArray.create(
+    await zarr.api.asynchronous.create_array(
         spath,
         shape=data.shape,
-        chunk_shape=(16, 16),
+        chunks=(16, 16),
         dtype=data.dtype,
         fill_value=0,
         dimension_names=("x", "y"),
     )
 
-    assert (await AsyncArray.open(spath)).metadata.dimension_names == (
+    assert (await zarr.api.asynchronous.open_array(store=spath)).metadata.dimension_names == (
         "x",
         "y",
     )
     path2 = "dimension_names2"
     spath2 = StorePath(store, path2)
-    await AsyncArray.create(
+    await zarr.api.asynchronous.create_array(
         spath2,
         shape=data.shape,
-        chunk_shape=(16, 16),
+        chunks=(16, 16),
         dtype=data.dtype,
         fill_value=0,
     )
@@ -293,7 +285,7 @@ async def test_dimension_names(store: Store) -> None:
 
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 def test_invalid_metadata(store: Store) -> None:
-    spath2 = StorePath(store, "invalid_endian")
+    spath2 = StorePath(store, "invalid_codec_order")
     with pytest.raises(TypeError):
         Array.create(
             spath2,
@@ -302,7 +294,7 @@ def test_invalid_metadata(store: Store) -> None:
             dtype=np.dtype("uint8"),
             fill_value=0,
             codecs=[
-                BytesCodec(endian="big"),
+                BytesCodec(),
                 TransposeCodec(order=order_from_dim("F", 2)),
             ],
         )
@@ -315,8 +307,8 @@ def test_invalid_metadata(store: Store) -> None:
             dtype=np.dtype("uint8"),
             fill_value=0,
             codecs=[
-                BytesCodec(),
                 TransposeCodec(order="F"),  # type: ignore[arg-type]
+                BytesCodec(),
             ],
         )
     spath4 = StorePath(store, "invalid_missing_bytes_codec")
@@ -370,17 +362,34 @@ def test_invalid_metadata(store: Store) -> None:
         )
 
 
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
+def test_invalid_metadata_create_array(store: Store) -> None:
+    spath = StorePath(store, "warning_inefficient_codecs")
+    with pytest.warns(UserWarning):
+        zarr.create_array(
+            spath,
+            shape=(16, 16),
+            chunks=(16, 16),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+            serializer=ShardingCodec(chunk_shape=(8, 8)),
+            compressors=[
+                GzipCodec(),
+            ],
+        )
+
+
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 async def test_resize(store: Store) -> None:
     data = np.zeros((16, 18), dtype="uint16")
     path = "resize"
     spath = StorePath(store, path)
-    a = await AsyncArray.create(
+    a = await zarr.api.asynchronous.create_array(
         spath,
         shape=data.shape,
-        chunk_shape=(10, 10),
+        chunks=(10, 10),
         dtype=data.dtype,
-        chunk_key_encoding=("v2", "."),
+        chunk_key_encoding={"name": "v2", "separator": "."},
         fill_value=1,
     )
 
diff --git a/tests/test_codecs/test_endian.py b/tests/test_codecs/test_endian.py
index db4e77451c..ae9d1f6f1f 100644
--- a/tests/test_codecs/test_endian.py
+++ b/tests/test_codecs/test_endian.py
@@ -3,7 +3,7 @@
 import numpy as np
 import pytest
 
-from zarr import AsyncArray
+import zarr
 from zarr.abc.store import Store
 from zarr.codecs import BytesCodec
 from zarr.storage.common import StorePath
@@ -17,14 +17,14 @@ async def test_endian(store: Store, endian: Literal["big", "little"]) -> None:
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
     path = "endian"
     spath = StorePath(store, path)
-    a = await AsyncArray.create(
+    a = await zarr.api.asynchronous.create_array(
         spath,
         shape=data.shape,
-        chunk_shape=(16, 16),
+        chunks=(16, 16),
         dtype=data.dtype,
         fill_value=0,
-        chunk_key_encoding=("v2", "."),
-        codecs=[BytesCodec(endian=endian)],
+        chunk_key_encoding={"name": "v2", "separator": "."},
+        serializer=BytesCodec(endian=endian),
     )
 
     await _AsyncArrayProxy(a)[:, :].set(data)
@@ -43,14 +43,14 @@ async def test_endian_write(
     data = np.arange(0, 256, dtype=dtype_input_endian).reshape((16, 16))
     path = "endian"
     spath = StorePath(store, path)
-    a = await AsyncArray.create(
+    a = await zarr.api.asynchronous.create_array(
         spath,
         shape=data.shape,
-        chunk_shape=(16, 16),
+        chunks=(16, 16),
         dtype="uint16",
         fill_value=0,
-        chunk_key_encoding=("v2", "."),
-        codecs=[BytesCodec(endian=dtype_store_endian)],
+        chunk_key_encoding={"name": "v2", "separator": "."},
+        serializer=BytesCodec(endian=dtype_store_endian),
     )
 
     await _AsyncArrayProxy(a)[:, :].set(data)
diff --git a/tests/test_codecs/test_gzip.py b/tests/test_codecs/test_gzip.py
index 7b4d231813..f47f9710b1 100644
--- a/tests/test_codecs/test_gzip.py
+++ b/tests/test_codecs/test_gzip.py
@@ -1,9 +1,9 @@
 import numpy as np
 import pytest
 
-from zarr import Array
+import zarr
 from zarr.abc.store import Store
-from zarr.codecs import BytesCodec, GzipCodec
+from zarr.codecs import GzipCodec
 from zarr.storage.common import StorePath
 
 
@@ -11,13 +11,13 @@
 def test_gzip(store: Store) -> None:
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
 
-    a = Array.create(
+    a = zarr.create_array(
         StorePath(store),
         shape=data.shape,
-        chunk_shape=(16, 16),
+        chunks=(16, 16),
         dtype=data.dtype,
         fill_value=0,
-        codecs=[BytesCodec(), GzipCodec()],
+        compressors=GzipCodec(),
     )
 
     a[:, :] = data
diff --git a/tests/test_codecs/test_sharding.py b/tests/test_codecs/test_sharding.py
index 51c82067f3..3f14007351 100644
--- a/tests/test_codecs/test_sharding.py
+++ b/tests/test_codecs/test_sharding.py
@@ -5,11 +5,13 @@
 import numpy.typing as npt
 import pytest
 
-from zarr import Array, AsyncArray
+import zarr
+import zarr.api
+import zarr.api.asynchronous
+from zarr import Array
 from zarr.abc.store import Store
 from zarr.codecs import (
     BloscCodec,
-    BytesCodec,
     ShardingCodec,
     ShardingCodecIndexLocation,
     TransposeCodec,
@@ -45,23 +47,16 @@ def test_sharding(
     """
     data = array_fixture
     spath = StorePath(store)
-    arr = Array.create(
+
+    arr = zarr.create_array(
         spath,
         shape=tuple(s + offset for s in data.shape),
-        chunk_shape=(64,) * data.ndim,
+        chunks=(32,) * data.ndim,
+        shards={"shape": (64,) * data.ndim, "index_location": index_location},
         dtype=data.dtype,
         fill_value=6,
-        codecs=[
-            ShardingCodec(
-                chunk_shape=(32,) * data.ndim,
-                codecs=[
-                    TransposeCodec(order=order_from_dim("F", data.ndim)),
-                    BytesCodec(),
-                    BloscCodec(cname="lz4"),
-                ],
-                index_location=index_location,
-            )
-        ],
+        filters=[TransposeCodec(order=order_from_dim("F", data.ndim))],
+        compressors=BloscCodec(cname="lz4"),
     )
     write_region = tuple(slice(offset, None) for dim in range(data.ndim))
     arr[write_region] = data
@@ -89,23 +84,15 @@ def test_sharding_partial(
 ) -> None:
     data = array_fixture
     spath = StorePath(store)
-    a = Array.create(
+    a = zarr.create_array(
         spath,
         shape=tuple(a + 10 for a in data.shape),
-        chunk_shape=(64, 64, 64),
+        chunks=(32, 32, 32),
+        shards={"shape": (64, 64, 64), "index_location": index_location},
+        compressors=BloscCodec(cname="lz4"),
+        filters=[TransposeCodec(order=order_from_dim("F", data.ndim))],
         dtype=data.dtype,
         fill_value=0,
-        codecs=[
-            ShardingCodec(
-                chunk_shape=(32, 32, 32),
-                codecs=[
-                    TransposeCodec(order=order_from_dim("F", data.ndim)),
-                    BytesCodec(),
-                    BloscCodec(cname="lz4"),
-                ],
-                index_location=index_location,
-            )
-        ],
     )
 
     a[10:, 10:, 10:] = data
@@ -132,19 +119,15 @@ def test_sharding_partial_readwrite(
 ) -> None:
     data = array_fixture
     spath = StorePath(store)
-    a = Array.create(
+    a = zarr.create_array(
         spath,
         shape=data.shape,
-        chunk_shape=data.shape,
+        chunks=(1, data.shape[1], data.shape[2]),
+        shards={"shape": data.shape, "index_location": index_location},
         dtype=data.dtype,
         fill_value=0,
-        codecs=[
-            ShardingCodec(
-                chunk_shape=(1, data.shape[1], data.shape[2]),
-                codecs=[BytesCodec()],
-                index_location=index_location,
-            )
-        ],
+        filters=None,
+        compressors=None,
     )
 
     a[:] = data
@@ -168,23 +151,15 @@ def test_sharding_partial_read(
 ) -> None:
     data = array_fixture
     spath = StorePath(store)
-    a = Array.create(
+    a = zarr.create_array(
         spath,
         shape=tuple(a + 10 for a in data.shape),
-        chunk_shape=(64, 64, 64),
+        chunks=(32, 32, 32),
+        shards={"shape": (64, 64, 64), "index_location": index_location},
+        compressors=BloscCodec(cname="lz4"),
+        filters=[TransposeCodec(order=order_from_dim("F", data.ndim))],
         dtype=data.dtype,
         fill_value=1,
-        codecs=[
-            ShardingCodec(
-                chunk_shape=(32, 32, 32),
-                codecs=[
-                    TransposeCodec(order=order_from_dim("F", data.ndim)),
-                    BytesCodec(),
-                    BloscCodec(cname="lz4"),
-                ],
-                index_location=index_location,
-            )
-        ],
     )
 
     read_data = a[0:10, 0:10, 0:10]
@@ -205,23 +180,15 @@ def test_sharding_partial_overwrite(
 ) -> None:
     data = array_fixture[:10, :10, :10]
     spath = StorePath(store)
-    a = Array.create(
+    a = zarr.create_array(
         spath,
         shape=tuple(a + 10 for a in data.shape),
-        chunk_shape=(64, 64, 64),
+        chunks=(32, 32, 32),
+        shards={"shape": (64, 64, 64), "index_location": index_location},
+        compressors=BloscCodec(cname="lz4"),
+        filters=[TransposeCodec(order=order_from_dim("F", data.ndim))],
         dtype=data.dtype,
         fill_value=1,
-        codecs=[
-            ShardingCodec(
-                chunk_shape=(32, 32, 32),
-                codecs=[
-                    TransposeCodec(order=order_from_dim("F", data.ndim)),
-                    BytesCodec(),
-                    BloscCodec(cname="lz4"),
-                ],
-                index_location=index_location,
-            )
-        ],
     )
 
     a[:10, :10, :10] = data
@@ -283,26 +250,66 @@ def test_nested_sharding(
     assert np.array_equal(data, read_data)
 
 
+@pytest.mark.parametrize(
+    "array_fixture",
+    [
+        ArrayRequest(shape=(128,) * 3, dtype="uint16", order="F"),
+    ],
+    indirect=["array_fixture"],
+)
+@pytest.mark.parametrize(
+    "outer_index_location",
+    ["start", "end"],
+)
+@pytest.mark.parametrize(
+    "inner_index_location",
+    ["start", "end"],
+)
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
+def test_nested_sharding_create_array(
+    store: Store,
+    array_fixture: npt.NDArray[Any],
+    outer_index_location: ShardingCodecIndexLocation,
+    inner_index_location: ShardingCodecIndexLocation,
+) -> None:
+    data = array_fixture
+    spath = StorePath(store)
+    a = zarr.create_array(
+        spath,
+        shape=data.shape,
+        chunks=(32, 32, 32),
+        dtype=data.dtype,
+        fill_value=0,
+        serializer=ShardingCodec(
+            chunk_shape=(32, 32, 32),
+            codecs=[ShardingCodec(chunk_shape=(16, 16, 16), index_location=inner_index_location)],
+            index_location=outer_index_location,
+        ),
+        filters=None,
+        compressors=None,
+    )
+    print(a.metadata.to_dict())
+
+    a[:, :, :] = data
+
+    read_data = a[0 : data.shape[0], 0 : data.shape[1], 0 : data.shape[2]]
+    assert data.shape == read_data.shape
+    assert np.array_equal(data, read_data)
+
+
 @pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
 def test_open_sharding(store: Store) -> None:
     path = "open_sharding"
     spath = StorePath(store, path)
-    a = Array.create(
+    a = zarr.create_array(
         spath,
         shape=(16, 16),
-        chunk_shape=(16, 16),
+        chunks=(8, 8),
+        shards=(16, 16),
+        filters=[TransposeCodec(order=order_from_dim("F", 2))],
+        compressors=BloscCodec(),
         dtype="int32",
         fill_value=0,
-        codecs=[
-            ShardingCodec(
-                chunk_shape=(8, 8),
-                codecs=[
-                    TransposeCodec(order=order_from_dim("F", 2)),
-                    BytesCodec(),
-                    BloscCodec(),
-                ],
-            )
-        ],
     )
     b = Array.open(spath)
     assert a.metadata == b.metadata
@@ -312,21 +319,14 @@ def test_open_sharding(store: Store) -> None:
 def test_write_partial_sharded_chunks(store: Store) -> None:
     data = np.arange(0, 16 * 16, dtype="uint16").reshape((16, 16))
     spath = StorePath(store)
-    a = Array.create(
+    a = zarr.create_array(
         spath,
         shape=(40, 40),
-        chunk_shape=(20, 20),
+        chunks=(10, 10),
+        shards=(20, 20),
         dtype=data.dtype,
+        compressors=BloscCodec(),
         fill_value=1,
-        codecs=[
-            ShardingCodec(
-                chunk_shape=(10, 10),
-                codecs=[
-                    BytesCodec(),
-                    BloscCodec(),
-                ],
-            )
-        ],
     )
     a[0:16, 0:16] = data
     assert np.array_equal(a[0:16, 0:16], data)
@@ -338,14 +338,16 @@ async def test_delete_empty_shards(store: Store) -> None:
         pytest.skip("store does not support deletes")
     path = "delete_empty_shards"
     spath = StorePath(store, path)
-    a = await AsyncArray.create(
+    a = await zarr.api.asynchronous.create_array(
         spath,
         shape=(16, 16),
-        chunk_shape=(8, 16),
+        chunks=(8, 8),
+        shards=(8, 16),
         dtype="uint16",
+        compressors=None,
         fill_value=1,
-        codecs=[ShardingCodec(chunk_shape=(8, 8))],
     )
+    print(a.metadata.to_dict())
     await _AsyncArrayProxy(a)[:, :].set(np.zeros((16, 16)))
     await _AsyncArrayProxy(a)[8:, :].set(np.ones((8, 16)))
     await _AsyncArrayProxy(a)[:, 8:].set(np.ones((16, 8)))
@@ -380,13 +382,13 @@ async def test_sharding_with_empty_inner_chunk(
 
     path = f"sharding_with_empty_inner_chunk_{index_location}"
     spath = StorePath(store, path)
-    a = await AsyncArray.create(
+    a = await zarr.api.asynchronous.create_array(
         spath,
         shape=(16, 16),
-        chunk_shape=(8, 8),
+        chunks=(4, 4),
+        shards={"shape": (8, 8), "index_location": index_location},
         dtype="uint32",
         fill_value=fill_value,
-        codecs=[ShardingCodec(chunk_shape=(4, 4), index_location=index_location)],
     )
     data[:4, :4] = fill_value
     await a.setitem(..., data)
@@ -405,20 +407,44 @@ async def test_sharding_with_chunks_per_shard(
     store: Store, index_location: ShardingCodecIndexLocation, chunks_per_shard: tuple[int]
 ) -> None:
     chunk_shape = (2, 1)
-    shape = [x * y for x, y in zip(chunks_per_shard, chunk_shape, strict=False)]
+    shape = tuple(x * y for x, y in zip(chunks_per_shard, chunk_shape, strict=False))
     data = np.ones(np.prod(shape), dtype="int32").reshape(shape)
     fill_value = 42
 
     path = f"test_sharding_with_chunks_per_shard_{index_location}"
     spath = StorePath(store, path)
-    a = Array.create(
+    a = zarr.create_array(
         spath,
         shape=shape,
-        chunk_shape=shape,
+        chunks=chunk_shape,
+        shards={"shape": shape, "index_location": index_location},
         dtype="int32",
         fill_value=fill_value,
-        codecs=[ShardingCodec(chunk_shape=chunk_shape, index_location=index_location)],
     )
     a[...] = data
     data_read = a[...]
     assert np.array_equal(data_read, data)
+
+
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
+def test_invalid_metadata(store: Store) -> None:
+    spath1 = StorePath(store, "invalid_inner_chunk_shape")
+    with pytest.raises(ValueError):
+        zarr.create_array(
+            spath1,
+            shape=(16, 16),
+            shards=(16, 16),
+            chunks=(8,),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+        )
+    spath2 = StorePath(store, "invalid_inner_chunk_shape")
+    with pytest.raises(ValueError):
+        zarr.create_array(
+            spath2,
+            shape=(16, 16),
+            shards=(16, 16),
+            chunks=(8, 7),
+            dtype=np.dtype("uint8"),
+            fill_value=0,
+        )
diff --git a/tests/test_codecs/test_transpose.py b/tests/test_codecs/test_transpose.py
index 2b3914150e..65159f174b 100644
--- a/tests/test_codecs/test_transpose.py
+++ b/tests/test_codecs/test_transpose.py
@@ -1,19 +1,15 @@
-from typing import TYPE_CHECKING
-
 import numpy as np
 import pytest
 
-from zarr import Array, AsyncArray, config
+import zarr
+from zarr import AsyncArray, config
 from zarr.abc.store import Store
-from zarr.codecs import BytesCodec, ShardingCodec, TransposeCodec
+from zarr.codecs import TransposeCodec
 from zarr.core.common import MemoryOrder
 from zarr.storage.common import StorePath
 
 from .test_codecs import _AsyncArrayProxy
 
-if TYPE_CHECKING:
-    from zarr.abc.codec import Codec
-
 
 @pytest.mark.parametrize("input_order", ["F", "C"])
 @pytest.mark.parametrize("runtime_write_order", ["F", "C"])
@@ -29,25 +25,16 @@ async def test_transpose(
 ) -> None:
     data = np.arange(0, 256, dtype="uint16").reshape((1, 32, 8), order=input_order)
     spath = StorePath(store, path="transpose")
-    codecs_: list[Codec] = (
-        [
-            ShardingCodec(
-                chunk_shape=(1, 16, 8),
-                codecs=[TransposeCodec(order=(2, 1, 0)), BytesCodec()],
-            )
-        ]
-        if with_sharding
-        else [TransposeCodec(order=(2, 1, 0)), BytesCodec()]
-    )
     with config.set({"array.order": runtime_write_order}):
-        a = await AsyncArray.create(
+        a = await zarr.api.asynchronous.create_array(
             spath,
             shape=data.shape,
-            chunk_shape=(1, 32, 8),
+            chunks=(1, 16, 8) if with_sharding else (1, 32, 8),
+            shards=(1, 32, 8) if with_sharding else None,
             dtype=data.dtype,
             fill_value=0,
-            chunk_key_encoding=("v2", "."),
-            codecs=codecs_,
+            chunk_key_encoding={"name": "v2", "separator": "."},
+            filters=[TransposeCodec(order=(2, 1, 0))],
         )
 
     await _AsyncArrayProxy(a)[:, :].set(data)
@@ -75,13 +62,13 @@ def test_transpose_non_self_inverse(store: Store, order: list[int]) -> None:
     shape = [i + 3 for i in range(len(order))]
     data = np.arange(0, np.prod(shape), dtype="uint16").reshape(shape)
     spath = StorePath(store, "transpose_non_self_inverse")
-    a = Array.create(
+    a = zarr.create_array(
         spath,
         shape=data.shape,
-        chunk_shape=data.shape,
+        chunks=data.shape,
         dtype=data.dtype,
         fill_value=0,
-        codecs=[TransposeCodec(order=order), BytesCodec()],
+        filters=[TransposeCodec(order=order)],
     )
     a[:, :] = data
     read_data = a[:, :]
@@ -94,14 +81,14 @@ def test_transpose_invalid(
 ) -> None:
     data = np.arange(0, 256, dtype="uint16").reshape((1, 32, 8))
     spath = StorePath(store, "transpose_invalid")
-    for order in [(1, 0), (3, 2, 1), (3, 3, 1)]:
-        with pytest.raises(ValueError):
-            Array.create(
+    for order in [(1, 0), (3, 2, 1), (3, 3, 1), "F", "C"]:
+        with pytest.raises((ValueError, TypeError)):
+            zarr.create_array(
                 spath,
                 shape=data.shape,
-                chunk_shape=(1, 32, 8),
+                chunks=(1, 32, 8),
                 dtype=data.dtype,
                 fill_value=0,
-                chunk_key_encoding=("v2", "."),
-                codecs=[TransposeCodec(order=order), BytesCodec()],
+                chunk_key_encoding={"name": "v2", "separator": "."},
+                filters=[TransposeCodec(order=order)],
             )
diff --git a/tests/test_codecs/test_vlen.py b/tests/test_codecs/test_vlen.py
index 05b2e25267..f4ee135601 100644
--- a/tests/test_codecs/test_vlen.py
+++ b/tests/test_codecs/test_vlen.py
@@ -3,10 +3,11 @@
 import numpy as np
 import pytest
 
+import zarr
 from zarr import Array
 from zarr.abc.codec import Codec
 from zarr.abc.store import Store
-from zarr.codecs import VLenBytesCodec, VLenUTF8Codec, ZstdCodec
+from zarr.codecs import ZstdCodec
 from zarr.core.metadata.v3 import ArrayV3Metadata, DataType
 from zarr.core.strings import _NUMPY_SUPPORTS_VLEN_STRING
 from zarr.storage.common import StorePath
@@ -23,21 +24,21 @@
 @pytest.mark.parametrize("store", ["memory", "local"], indirect=["store"])
 @pytest.mark.parametrize("dtype", numpy_str_dtypes)
 @pytest.mark.parametrize("as_object_array", [False, True])
-@pytest.mark.parametrize("codecs", [None, [VLenUTF8Codec()], [VLenUTF8Codec(), ZstdCodec()]])
+@pytest.mark.parametrize("compressor", [None, ZstdCodec()])
 def test_vlen_string(
-    store: Store, dtype: np.dtype[Any] | None, as_object_array: bool, codecs: list[Codec] | None
+    store: Store, dtype: np.dtype[Any] | None, as_object_array: bool, compressor: Codec | None
 ) -> None:
     strings = ["hello", "world", "this", "is", "a", "test"]
     data = np.array(strings, dtype=dtype).reshape((2, 3))
 
     sp = StorePath(store, path="string")
-    a = Array.create(
+    a = zarr.create_array(
         sp,
         shape=data.shape,
-        chunk_shape=data.shape,
+        chunks=data.shape,
         dtype=data.dtype,
         fill_value="",
-        codecs=codecs,
+        compressors=compressor,
     )
     assert isinstance(a.metadata, ArrayV3Metadata)  # needed for mypy
 
@@ -61,20 +62,20 @@ def test_vlen_string(
 
 @pytest.mark.parametrize("store", ["memory", "local"], indirect=["store"])
 @pytest.mark.parametrize("as_object_array", [False, True])
-@pytest.mark.parametrize("codecs", [None, [VLenBytesCodec()], [VLenBytesCodec(), ZstdCodec()]])
-def test_vlen_bytes(store: Store, as_object_array: bool, codecs: list[Codec] | None) -> None:
+@pytest.mark.parametrize("compressor", [None, ZstdCodec()])
+def test_vlen_bytes(store: Store, as_object_array: bool, compressor: Codec | None) -> None:
     bstrings = [b"hello", b"world", b"this", b"is", b"a", b"test"]
     data = np.array(bstrings).reshape((2, 3))
     assert data.dtype == "|S5"
 
     sp = StorePath(store, path="string")
-    a = Array.create(
+    a = zarr.create_array(
         sp,
         shape=data.shape,
-        chunk_shape=data.shape,
+        chunks=data.shape,
         dtype=data.dtype,
         fill_value=b"",
-        codecs=codecs,
+        compressors=compressor,
     )
     assert isinstance(a.metadata, ArrayV3Metadata)  # needed for mypy
 
diff --git a/tests/test_codecs/test_zstd.py b/tests/test_codecs/test_zstd.py
index 29efc29466..a57476fb61 100644
--- a/tests/test_codecs/test_zstd.py
+++ b/tests/test_codecs/test_zstd.py
@@ -1,9 +1,9 @@
 import numpy as np
 import pytest
 
-from zarr import Array
+import zarr
 from zarr.abc.store import Store
-from zarr.codecs import BytesCodec, ZstdCodec
+from zarr.codecs import ZstdCodec
 from zarr.storage.common import StorePath
 
 
@@ -12,13 +12,13 @@
 def test_zstd(store: Store, checksum: bool) -> None:
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
 
-    a = Array.create(
+    a = zarr.create_array(
         StorePath(store, path="zstd"),
         shape=data.shape,
-        chunk_shape=(16, 16),
+        chunks=(16, 16),
         dtype=data.dtype,
         fill_value=0,
-        codecs=[BytesCodec(), ZstdCodec(level=0, checksum=checksum)],
+        compressors=ZstdCodec(level=0, checksum=checksum),
     )
 
     a[:, :] = data
diff --git a/tests/test_config.py b/tests/test_config.py
index ea8e70a994..20e3c6044f 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -8,7 +8,8 @@
 import pytest
 
 import zarr
-from zarr import Array, AsyncArray, zeros
+import zarr.api
+from zarr import zeros
 from zarr.abc.codec import Codec, CodecInput, CodecOutput, CodecPipeline
 from zarr.abc.store import ByteSetter, Store
 from zarr.codecs import (
@@ -49,19 +50,33 @@ def test_config_defaults_set() -> None:
     # regression test for available defaults
     assert config.defaults == [
         {
-            "default_zarr_version": 3,
+            "default_zarr_format": 3,
             "array": {
                 "order": "C",
                 "write_empty_chunks": False,
                 "v2_default_compressor": {
-                    "numeric": "zstd",
-                    "string": "vlen-utf8",
-                    "bytes": "vlen-bytes",
+                    "numeric": {"id": "zstd", "level": 0, "checksum": False},
+                    "string": {"id": "zstd", "level": 0, "checksum": False},
+                    "bytes": {"id": "zstd", "level": 0, "checksum": False},
+                },
+                "v2_default_filters": {
+                    "numeric": None,
+                    "string": [{"id": "vlen-utf8"}],
+                    "bytes": [{"id": "vlen-bytes"}],
                 },
                 "v3_default_codecs": {
-                    "bytes": ["vlen-bytes"],
-                    "numeric": ["bytes", "zstd"],
-                    "string": ["vlen-utf8"],
+                    "bytes": [
+                        {"name": "vlen-bytes"},
+                        {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
+                    ],
+                    "numeric": [
+                        {"name": "bytes", "configuration": {"endian": "little"}},
+                        {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
+                    ],
+                    "string": [
+                        {"name": "vlen-utf8"},
+                        {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
+                    ],
                 },
             },
             "async": {"concurrency": 10, "timeout": None},
@@ -139,7 +154,7 @@ async def write(
     assert get_pipeline_class() == MockCodecPipeline
 
     # test if codec is used
-    arr = Array.create(
+    arr = zarr.create_array(
         store=store,
         shape=(100,),
         chunks=(10,),
@@ -184,13 +199,13 @@ async def _encode_single(
         assert get_codec_class("blosc") == MockBloscCodec
 
         # test if codec is used
-        arr = Array.create(
+        arr = zarr.create_array(
             store=store,
             shape=(100,),
             chunks=(10,),
             zarr_format=3,
             dtype="i4",
-            codecs=[BytesCodec(), {"name": "blosc", "configuration": {}}],
+            compressors=[{"name": "blosc", "configuration": {}}],
         )
         arr[:] = range(100)
         _mock.call.assert_called()
@@ -213,7 +228,7 @@ def test_config_ndbuffer_implementation(store: Store) -> None:
     register_ndbuffer(NDBufferUsingTestNDArrayLike)
     with config.set({"ndbuffer": fully_qualified_name(NDBufferUsingTestNDArrayLike)}):
         assert get_ndbuffer_class() == NDBufferUsingTestNDArrayLike
-        arr = Array.create(
+        arr = zarr.create_array(
             store=store,
             shape=(100,),
             chunks=(10,),
@@ -291,23 +306,32 @@ class NewCodec2(BytesCodec):
     ("dtype", "expected_codecs"),
     [
         ("int", [BytesCodec(), GzipCodec()]),
-        ("bytes", [VLenBytesCodec()]),
-        ("str", [VLenUTF8Codec()]),
+        ("bytes", [VLenBytesCodec(), GzipCodec()]),
+        ("str", [VLenUTF8Codec(), GzipCodec()]),
     ],
 )
 async def test_default_codecs(dtype: str, expected_codecs: list[Codec]) -> None:
     with config.set(
         {
-            "array.v3_default_codecs": {
-                "numeric": ["bytes", "gzip"],  # test setting non-standard codecs
-                "string": ["vlen-utf8"],
-                "bytes": ["vlen-bytes"],
+            "array.v3_default_codecs": {  # test setting non-standard codecs
+                "numeric": [
+                    {"name": "bytes", "configuration": {"endian": "little"}},
+                    {"name": "gzip", "configuration": {"level": 5}},
+                ],
+                "string": [
+                    {"name": "vlen-utf8"},
+                    {"name": "gzip", "configuration": {"level": 5}},
+                ],
+                "bytes": [
+                    {"name": "vlen-bytes"},
+                    {"name": "gzip", "configuration": {"level": 5}},
+                ],
             }
         }
     ):
-        arr = await AsyncArray.create(
+        arr = await zarr.api.asynchronous.create_array(
             shape=(100,),
-            chunk_shape=(100,),
+            chunks=(100,),
             dtype=np.dtype(dtype),
             zarr_format=3,
             store=MemoryStore(),
diff --git a/tests/test_group.py b/tests/test_group.py
index e0bc304b9b..6b3c40412e 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -155,9 +155,8 @@ def test_group_members(store: Store, zarr_format: ZarrFormat, consolidated_metad
     subsubsubgroup = subsubgroup.create_group("subsubsubgroup")
 
     members_expected["subarray"] = group.create_array(
-        "subarray", shape=(100,), dtype="uint8", chunk_shape=(10,), overwrite=True
+        "subarray", shape=(100,), dtype="uint8", chunks=(10,), overwrite=True
     )
-
     # add an extra object to the domain of the group.
     # the list of children should ignore this object.
     sync(
@@ -227,9 +226,7 @@ def test_group(store: Store, zarr_format: ZarrFormat) -> None:
 
     # create an array from the "bar" group
     data = np.arange(0, 4 * 4, dtype="uint16").reshape((4, 4))
-    arr = bar.create_array(
-        "baz", shape=data.shape, dtype=data.dtype, chunk_shape=(2, 2), overwrite=True
-    )
+    arr = bar.create_array("baz", shape=data.shape, dtype=data.dtype, chunks=(2, 2), overwrite=True)
     arr[:] = data
 
     # check the array
@@ -313,8 +310,8 @@ def test_group_getitem(store: Store, zarr_format: ZarrFormat, consolidated: bool
 
     group = Group.from_store(store, zarr_format=zarr_format)
     subgroup = group.create_group(name="subgroup")
-    subarray = group.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
-    subsubarray = subgroup.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
+    subarray = group.create_array(name="subarray", shape=(10,), chunks=(10,), dtype="uint8")
+    subsubarray = subgroup.create_array(name="subarray", shape=(10,), chunks=(10,), dtype="uint8")
 
     if consolidated:
         group = zarr.api.synchronous.consolidate_metadata(store=store, zarr_format=zarr_format)
@@ -391,7 +388,7 @@ def test_group_delitem(store: Store, zarr_format: ZarrFormat, consolidated: bool
 
     group = Group.from_store(store, zarr_format=zarr_format)
     subgroup = group.create_group(name="subgroup")
-    subarray = group.create_array(name="subarray", shape=(10,), chunk_shape=(10,))
+    subarray = group.create_array(name="subarray", shape=(10,), chunks=(10,), dtype="uint8")
 
     if consolidated:
         group = zarr.api.synchronous.consolidate_metadata(store=store, zarr_format=zarr_format)
@@ -472,19 +469,21 @@ def test_group_child_iterators(store: Store, zarr_format: ZarrFormat, consolidat
     expected_group_values = [group.create_group(name=name) for name in expected_group_keys]
     expected_groups = list(zip(expected_group_keys, expected_group_values, strict=False))
 
+    fill_value = 3
+    dtype = "uint8"
+
     expected_group_values[0].create_group("subgroup")
-    expected_group_values[0].create_array("subarray", shape=(1,))
+    expected_group_values[0].create_array(
+        "subarray", shape=(1,), dtype=dtype, fill_value=fill_value
+    )
 
     expected_array_keys = ["a0", "a1"]
+
     expected_array_values = [
-        group.create_array(name=name, shape=(1,)) for name in expected_array_keys
+        group.create_array(name=name, shape=(1,), dtype=dtype, fill_value=fill_value)
+        for name in expected_array_keys
     ]
     expected_arrays = list(zip(expected_array_keys, expected_array_values, strict=False))
-    fill_value: float | None
-    if zarr_format == 2:
-        fill_value = None
-    else:
-        fill_value = np.float64(0.0)
 
     if consolidate:
         group = zarr.consolidate_metadata(store)
@@ -492,12 +491,13 @@ def test_group_child_iterators(store: Store, zarr_format: ZarrFormat, consolidat
             metadata = {
                 "subarray": {
                     "attributes": {},
-                    "dtype": "float64",
+                    "dtype": dtype,
                     "fill_value": fill_value,
                     "shape": (1,),
                     "chunks": (1,),
                     "order": "C",
-                    "filters": (Zstd(level=0),),
+                    "filters": None,
+                    "compressor": Zstd(level=0),
                     "zarr_format": zarr_format,
                 },
                 "subgroup": {
@@ -527,7 +527,7 @@ def test_group_child_iterators(store: Store, zarr_format: ZarrFormat, consolidat
                         {"configuration": {"endian": "little"}, "name": "bytes"},
                         {"configuration": {}, "name": "zstd"},
                     ),
-                    "data_type": "float64",
+                    "data_type": dtype,
                     "fill_value": fill_value,
                     "node_type": "array",
                     "shape": (1,),
@@ -614,20 +614,24 @@ def test_group_create_array(
     data = np.arange(np.prod(shape)).reshape(shape).astype(dtype)
 
     if method == "create_array":
-        array = group.create_array(name="array", shape=shape, dtype=dtype, data=data)
+        array = group.create_array(name="array", shape=shape, dtype=dtype)
+        array[:] = data
     elif method == "array":
         with pytest.warns(DeprecationWarning):
-            array = group.array(name="array", shape=shape, dtype=dtype, data=data)
+            array = group.array(name="array", shape=shape, dtype=dtype)
+            array[:] = data
     else:
         raise AssertionError
 
     if not overwrite:
         if method == "create_array":
             with pytest.raises(ContainsArrayError):
-                group.create_array(name="array", shape=shape, dtype=dtype, data=data)
+                a = group.create_array(name="array", shape=shape, dtype=dtype)
+                a[:] = data
         elif method == "array":
             with pytest.raises(ContainsArrayError), pytest.warns(DeprecationWarning):
-                group.array(name="array", shape=shape, dtype=dtype, data=data)
+                a = group.array(name="array", shape=shape, dtype=dtype)
+                a[:] = data
     assert array.shape == shape
     assert array.dtype == np.dtype(dtype)
     assert np.array_equal(array[:], data)
@@ -780,7 +784,7 @@ async def test_asyncgroup_create(
             )
         # create an array at our target path
         collision_name = "foo"
-        _ = await AsyncArray.create(
+        _ = await zarr.api.asynchronous.create_array(
             spath / collision_name, shape=(10,), dtype="uint8", zarr_format=zarr_format
         )
         with pytest.raises(ContainsArrayError):
@@ -870,9 +874,7 @@ async def test_asyncgroup_getitem(store: Store, zarr_format: ZarrFormat) -> None
     agroup = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
 
     array_name = "sub_array"
-    sub_array = await agroup.create_array(
-        name=array_name, shape=(10,), dtype="uint8", chunk_shape=(2,)
-    )
+    sub_array = await agroup.create_array(name=array_name, shape=(10,), dtype="uint8", chunks=(2,))
     assert await agroup.getitem(array_name) == sub_array
 
     sub_group_path = "sub_group"
@@ -894,7 +896,7 @@ async def test_asyncgroup_delitem(store: Store, zarr_format: ZarrFormat) -> None
         name=array_name,
         shape=(10,),
         dtype="uint8",
-        chunk_shape=(2,),
+        chunks=(2,),
         attributes={"foo": 100},
     )
     await agroup.delitem(array_name)
@@ -960,7 +962,7 @@ async def test_asyncgroup_create_array(
         name=sub_node_path,
         shape=shape,
         dtype=dtype,
-        chunk_shape=chunk_shape,
+        chunks=chunk_shape,
         attributes=attributes,
     )
     assert isinstance(subnode, AsyncArray)
@@ -1014,11 +1016,11 @@ async def test_group_members_async(store: Store, consolidated_metadata: bool) ->
     group = await AsyncGroup.from_store(
         store=store,
     )
-    a0 = await group.create_array("a0", shape=(1,))
+    a0 = await group.create_array("a0", shape=(1,), dtype="uint8")
     g0 = await group.create_group("g0")
-    a1 = await g0.create_array("a1", shape=(1,))
+    a1 = await g0.create_array("a1", shape=(1,), dtype="uint8")
     g1 = await g0.create_group("g1")
-    a2 = await g1.create_array("a2", shape=(1,))
+    a2 = await g1.create_array("a2", shape=(1,), dtype="uint8")
     g2 = await g1.create_group("g2")
 
     # immediate children
@@ -1101,7 +1103,7 @@ async def test_require_group(store: LocalStore | MemoryStore, zarr_format: ZarrF
         assert foo_group.attrs == {}
 
     _ = await foo_group.create_array(
-        "bar", shape=(10,), dtype="uint8", chunk_shape=(2,), attributes={"foo": 100}
+        "bar", shape=(10,), dtype="uint8", chunks=(2,), attributes={"foo": 100}
     )
 
     # test that overwriting a group w/ children fails
@@ -1179,9 +1181,9 @@ async def test_require_array(store: Store, zarr_format: ZarrFormat) -> None:
 async def test_members_name(store: Store, consolidate: bool, zarr_format: ZarrFormat):
     group = Group.from_store(store=store, zarr_format=zarr_format)
     a = group.create_group(name="a")
-    a.create_array("array", shape=(1,))
+    a.create_array("array", shape=(1,), dtype="uint8")
     b = a.create_group(name="b")
-    b.create_array("array", shape=(1,))
+    b.create_array("array", shape=(1,), dtype="uint8")
 
     if consolidate:
         group = zarr.api.synchronous.consolidate_metadata(store)
@@ -1284,12 +1286,12 @@ async def test_group_delitem_consolidated(self, store: Store) -> None:
         g0 = await root.create_group("g0")
         g1 = await g0.create_group("g1")
         g2 = await g1.create_group("g2")
-        await g2.create_array("data", shape=(1,))
+        await g2.create_array("data", shape=(1,), dtype="uint8")
 
         x0 = await root.create_group("x0")
         x1 = await x0.create_group("x1")
         x2 = await x1.create_group("x2")
-        await x2.create_array("data", shape=(1,))
+        await x2.create_array("data", shape=(1,), dtype="uint8")
 
         await zarr.api.asynchronous.consolidate_metadata(store)
 
@@ -1360,8 +1362,8 @@ def test_info(self):
         A = zarr.group(store=store, path="A")
         B = A.create_group(name="B")
 
-        B.create_array(name="x", shape=(1,))
-        B.create_array(name="y", shape=(2,))
+        B.create_array(name="x", shape=(1,), dtype="uint8")
+        B.create_array(name="y", shape=(2,), dtype="uint8")
 
         result = A.info
         expected = GroupInfo(
@@ -1420,8 +1422,18 @@ def test_delitem_removes_children(store: Store, zarr_format: ZarrFormat) -> None
     g1 = zarr.group(store=store, zarr_format=zarr_format)
     g1.create_group("0")
     g1.create_group("0/0")
-    arr = g1.create_array("0/0/0", shape=(1,))
+    arr = g1.create_array("0/0/0", shape=(1,), dtype="uint8")
     arr[:] = 1
     del g1["0"]
     with pytest.raises(KeyError):
         g1["0/0"]
+
+
+@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
+def test_deprecated_compressor(store: Store) -> None:
+    g = zarr.group(store=store, zarr_format=2)
+    with pytest.warns(UserWarning, match="The `compressor` argument is deprecated.*"):
+        a = g.create_array(
+            "foo", shape=(100,), chunks=(10,), dtype="i4", compressor={"id": "blosc"}
+        )
+        assert a.metadata.compressor.codec_id == "blosc"
diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index 04eb53e364..fc83af695b 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -47,12 +47,12 @@ def zarr_array_from_numpy_array(
     a: npt.NDArray[Any],
     chunk_shape: ChunkCoords | None = None,
 ) -> zarr.Array:
-    z = zarr.Array.create(
+    z = zarr.create_array(
         store=store / str(uuid4()),
         shape=a.shape,
         dtype=a.dtype,
-        chunk_shape=chunk_shape or a.shape,
-        chunk_key_encoding=("v2", "."),
+        chunks=chunk_shape or a.shape,
+        chunk_key_encoding={"name": "v2", "separator": "."},
     )
     z[()] = a
     return z
@@ -1933,7 +1933,7 @@ def test_indexing_with_zarr_array(store: StorePath) -> None:
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 @pytest.mark.parametrize("shape", [(0, 2, 3), (0), (3, 0)])
 def test_zero_sized_chunks(store: StorePath, shape: list[int]) -> None:
-    z = Array.create(store=store, shape=shape, chunk_shape=shape, zarr_format=3, dtype="f8")
+    z = zarr.create_array(store=store, shape=shape, chunks=shape, zarr_format=3, dtype="f8")
     z[...] = 42
     assert_array_equal(z[...], np.zeros(shape, dtype="f8"))
 
diff --git a/tests/test_metadata/test_consolidated.py b/tests/test_metadata/test_consolidated.py
index 7f0c49338e..aaace6f5cd 100644
--- a/tests/test_metadata/test_consolidated.py
+++ b/tests/test_metadata/test_consolidated.py
@@ -31,16 +31,19 @@
 @pytest.fixture
 async def memory_store_with_hierarchy(memory_store: Store) -> None:
     g = await group(store=memory_store, attributes={"foo": "bar"})
-    await g.create_array(name="air", shape=(1, 2, 3))
-    await g.create_array(name="lat", shape=(1,))
-    await g.create_array(name="lon", shape=(2,))
-    await g.create_array(name="time", shape=(3,))
+    dtype = "uint8"
+    await g.create_array(name="air", shape=(1, 2, 3), dtype=dtype)
+    await g.create_array(name="lat", shape=(1,), dtype=dtype)
+    await g.create_array(name="lon", shape=(2,), dtype=dtype)
+    await g.create_array(name="time", shape=(3,), dtype=dtype)
 
     child = await g.create_group("child", attributes={"key": "child"})
-    await child.create_array("array", shape=(4, 4), attributes={"key": "child"})
+    await child.create_array("array", shape=(4, 4), attributes={"key": "child"}, dtype=dtype)
 
     grandchild = await child.create_group("grandchild", attributes={"key": "grandchild"})
-    await grandchild.create_array("array", shape=(4, 4), attributes={"key": "grandchild"})
+    await grandchild.create_array(
+        "array", shape=(4, 4), attributes={"key": "grandchild"}, dtype=dtype
+    )
     await grandchild.create_group("empty_group", attributes={"key": "empty"})
     return memory_store
 
@@ -74,10 +77,10 @@ async def test_consolidated(self, memory_store_with_hierarchy: Store) -> None:
             },
             "codecs": (
                 {"configuration": {"endian": "little"}, "name": "bytes"},
-                {"configuration": {}, "name": "zstd"},
+                {"configuration": {"level": 0, "checksum": False}, "name": "zstd"},
             ),
-            "data_type": "float64",
-            "fill_value": np.float64(0.0),
+            "data_type": "uint8",
+            "fill_value": 0,
             "node_type": "array",
             # "shape": (1, 2, 3),
             "zarr_format": 3,
@@ -205,10 +208,11 @@ async def test_consolidated(self, memory_store_with_hierarchy: Store) -> None:
 
     def test_consolidated_sync(self, memory_store):
         g = zarr.api.synchronous.group(store=memory_store, attributes={"foo": "bar"})
-        g.create_array(name="air", shape=(1, 2, 3))
-        g.create_array(name="lat", shape=(1,))
-        g.create_array(name="lon", shape=(2,))
-        g.create_array(name="time", shape=(3,))
+        dtype = "uint8"
+        g.create_array(name="air", shape=(1, 2, 3), dtype=dtype)
+        g.create_array(name="lat", shape=(1,), dtype=dtype)
+        g.create_array(name="lon", shape=(2,), dtype=dtype)
+        g.create_array(name="time", shape=(3,), dtype=dtype)
 
         zarr.api.synchronous.consolidate_metadata(memory_store)
         group2 = zarr.api.synchronous.Group.open(memory_store)
@@ -221,10 +225,10 @@ def test_consolidated_sync(self, memory_store):
             },
             "codecs": (
                 {"configuration": {"endian": "little"}, "name": "bytes"},
-                {"configuration": {}, "name": "zstd"},
+                {"configuration": {"level": 0, "checksum": False}, "name": "zstd"},
             ),
-            "data_type": "float64",
-            "fill_value": np.float64(0.0),
+            "data_type": dtype,
+            "fill_value": 0,
             "node_type": "array",
             # "shape": (1, 2, 3),
             "zarr_format": 3,
@@ -475,7 +479,8 @@ async def test_open_consolidated_raises_async(self, zarr_format: ZarrFormat):
     async def test_consolidated_metadata_v2(self):
         store = zarr.storage.MemoryStore()
         g = await AsyncGroup.from_store(store, attributes={"key": "root"}, zarr_format=2)
-        await g.create_array(name="a", shape=(1,), attributes={"key": "a"})
+        dtype = "uint8"
+        await g.create_array(name="a", shape=(1,), attributes={"key": "a"}, dtype=dtype)
         g1 = await g.create_group(name="g1", attributes={"key": "g1"})
         await g1.create_group(name="g2", attributes={"key": "g2"})
 
@@ -489,11 +494,11 @@ async def test_consolidated_metadata_v2(self):
                 metadata={
                     "a": ArrayV2Metadata(
                         shape=(1,),
-                        dtype="float64",
+                        dtype=dtype,
                         attributes={"key": "a"},
                         chunks=(1,),
-                        fill_value=None,
-                        filters=(Zstd(level=0),),
+                        fill_value=0,
+                        compressor=Zstd(level=0),
                         order="C",
                     ),
                     "g1": GroupMetadata(
@@ -518,7 +523,7 @@ async def test_consolidated_metadata_v2(self):
     async def test_use_consolidated_false(
         self, memory_store: zarr.storage.MemoryStore, zarr_format: ZarrFormat
     ) -> None:
-        with zarr.config.set(default_zarr_version=zarr_format):
+        with zarr.config.set(default_zarr_format=zarr_format):
             g = await group(store=memory_store, attributes={"foo": "bar"})
             await g.create_group(name="a")
 
diff --git a/tests/test_v2.py b/tests/test_v2.py
index 80897db8e5..72127f4ede 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -11,7 +11,7 @@
 import zarr
 import zarr.core.buffer
 import zarr.storage
-from zarr import Array, config
+from zarr import config
 from zarr.storage import MemoryStore, StorePath
 
 
@@ -23,7 +23,7 @@ async def store() -> Iterator[StorePath]:
 def test_simple(store: StorePath) -> None:
     data = np.arange(0, 256, dtype="uint16").reshape((16, 16))
 
-    a = Array.create(
+    a = zarr.create_array(
         store / "simple_v2",
         zarr_format=2,
         shape=data.shape,
@@ -82,7 +82,12 @@ def test_codec_pipeline() -> None:
 
 @pytest.mark.parametrize("dtype", ["|S", "|V"])
 async def test_v2_encode_decode(dtype):
-    with config.set({"array.v2_default_compressor.bytes": "vlen-bytes"}):
+    with config.set(
+        {
+            "array.v2_default_filters.bytes": [{"id": "vlen-bytes"}],
+            "array.v2_default_compressor.bytes": None,
+        }
+    ):
         store = zarr.storage.MemoryStore()
         g = zarr.group(store=store, zarr_format=2)
         g.create_array(
@@ -120,9 +125,9 @@ def test_v2_encode_decode_with_data(dtype_value):
     dtype, value = dtype_value
     with config.set(
         {
-            "array.v2_default_compressor": {
-                "string": "vlen-utf8",
-                "bytes": "vlen-bytes",
+            "array.v2_default_filters": {
+                "string": [{"id": "vlen-utf8"}],
+                "bytes": [{"id": "vlen-bytes"}],
             },
         }
     ):
@@ -162,7 +167,7 @@ def test_v2_filters_codecs(filters: Any, order: Literal["C", "F"]) -> None:
 @pytest.mark.parametrize("array_order", ["C", "F"])
 @pytest.mark.parametrize("data_order", ["C", "F"])
 def test_v2_non_contiguous(array_order: Literal["C", "F"], data_order: Literal["C", "F"]) -> None:
-    arr = zarr.Array.create(
+    arr = zarr.create_array(
         MemoryStore({}),
         shape=(10, 8),
         chunks=(3, 3),
@@ -182,7 +187,7 @@ def test_v2_non_contiguous(array_order: Literal["C", "F"], data_order: Literal["
         arr[slice(6, 9, None), slice(3, 6, None)], a[slice(6, 9, None), slice(3, 6, None)]
     )
 
-    arr = zarr.Array.create(
+    arr = zarr.create_array(
         MemoryStore({}),
         shape=(10, 8),
         chunks=(3, 3),
@@ -210,18 +215,31 @@ def test_default_compressor_deprecation_warning():
 
 @pytest.mark.parametrize(
     "dtype_expected",
-    [["b", "zstd"], ["i", "zstd"], ["f", "zstd"], ["|S1", "vlen-bytes"], ["|U1", "vlen-utf8"]],
+    [
+        ["b", "zstd", None],
+        ["i", "zstd", None],
+        ["f", "zstd", None],
+        ["|S1", "zstd", "vlen-bytes"],
+        ["|U1", "zstd", "vlen-utf8"],
+    ],
 )
 def test_default_filters_and_compressor(dtype_expected: Any) -> None:
     with config.set(
         {
             "array.v2_default_compressor": {
-                "numeric": "zstd",
-                "string": "vlen-utf8",
-                "bytes": "vlen-bytes",
+                "numeric": {"id": "zstd", "level": "0"},
+                "string": {"id": "zstd", "level": "0"},
+                "bytes": {"id": "zstd", "level": "0"},
+            },
+            "array.v2_default_filters": {
+                "numeric": [],
+                "string": [{"id": "vlen-utf8"}],
+                "bytes": [{"id": "vlen-bytes"}],
             },
         }
     ):
-        dtype, expected = dtype_expected
+        dtype, expected_compressor, expected_filter = dtype_expected
         arr = zarr.create(shape=(3,), path="foo", store={}, zarr_format=2, dtype=dtype)
-        assert arr.metadata.filters[0].codec_id == expected
+        assert arr.metadata.compressor.codec_id == expected_compressor
+        if expected_filter is not None:
+            assert arr.metadata.filters[0].codec_id == expected_filter
diff --git a/tests/test_zarr.py b/tests/test_zarr.py
new file mode 100644
index 0000000000..2aa62e4231
--- /dev/null
+++ b/tests/test_zarr.py
@@ -0,0 +1,11 @@
+import zarr
+
+
+def test_exports() -> None:
+    """
+    Ensure that everything in __all__ can be imported.
+    """
+    from zarr import __all__
+
+    for export in __all__:
+        getattr(zarr, export)

From a460fbcfe4c2ccaa71e28a6594f019fba8e3655e Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 3 Jan 2025 00:05:11 +0000
Subject: [PATCH 0898/1078] Improve docstrings of zarr.api.synchronous (#2610)

---
 src/zarr/api/synchronous.py | 33 ++++++++++++++++-----------------
 1 file changed, 16 insertions(+), 17 deletions(-)

diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 52815748ad..e4a842ef8f 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -160,7 +160,7 @@ def open(
     storage_options: dict[str, Any] | None = None,
     **kwargs: Any,  # TODO: type kwargs as valid args to async_api.open
 ) -> Array | Group:
-    """Convenience function to open a group or array using file-mode-like semantics.
+    """Open a group or array using file-mode-like semantics.
 
     Parameters
     ----------
@@ -221,7 +221,7 @@ def save(
     path: str | None = None,
     **kwargs: Any,  # TODO: type kwargs as valid args to async_api.save
 ) -> None:
-    """Convenience function to save an array or group of arrays to the local file system.
+    """Save an array or group of arrays to the local file system.
 
     Parameters
     ----------
@@ -254,8 +254,9 @@ def save_array(
     storage_options: dict[str, Any] | None = None,
     **kwargs: Any,  # TODO: type kwargs as valid args to async_api.save_array
 ) -> None:
-    """Convenience function to save a NumPy array to the local file system, following a
-    similar API to the NumPy save() function.
+    """Save a NumPy array to the local file system.
+
+    Follows a similar API to the NumPy save() function.
 
     Parameters
     ----------
@@ -295,8 +296,9 @@ def save_group(
     storage_options: dict[str, Any] | None = None,
     **kwargs: NDArrayLike,
 ) -> None:
-    """Convenience function to save several NumPy arrays to the local file system, following a
-    similar API to the NumPy savez()/savez_compressed() functions.
+    """Save several NumPy arrays to the local file system.
+
+    Follows a similar API to the NumPy savez()/savez_compressed() functions.
 
     Parameters
     ----------
@@ -920,7 +922,7 @@ def empty(shape: ChunkCoords, **kwargs: Any) -> Array:
 # TODO: move ArrayLike to common module
 # TODO: add type annotations for kwargs
 def empty_like(a: ArrayLike, **kwargs: Any) -> Array:
-    """Create an empty array like `a`.
+    """Create an empty array like another array.
 
     Parameters
     ----------
@@ -939,8 +941,7 @@ def empty_like(a: ArrayLike, **kwargs: Any) -> Array:
 
 # TODO: add type annotations for kwargs and fill_value
 def full(shape: ChunkCoords, fill_value: Any, **kwargs: Any) -> Array:
-    """Create an array, with `fill_value` being used as the default value for
-    uninitialized portions of the array.
+    """Create an array with a default fill value.
 
     Parameters
     ----------
@@ -962,7 +963,7 @@ def full(shape: ChunkCoords, fill_value: Any, **kwargs: Any) -> Array:
 # TODO: move ArrayLike to common module
 # TODO: add type annotations for kwargs
 def full_like(a: ArrayLike, **kwargs: Any) -> Array:
-    """Create a filled array like `a`.
+    """Create a filled array like another array.
 
     Parameters
     ----------
@@ -981,8 +982,7 @@ def full_like(a: ArrayLike, **kwargs: Any) -> Array:
 
 # TODO: add type annotations for kwargs
 def ones(shape: ChunkCoords, **kwargs: Any) -> Array:
-    """Create an array, with one being used as the default value for
-    uninitialized portions of the array.
+    """Create an array with a fill value of one.
 
     Parameters
     ----------
@@ -1001,7 +1001,7 @@ def ones(shape: ChunkCoords, **kwargs: Any) -> Array:
 
 # TODO: add type annotations for kwargs
 def ones_like(a: ArrayLike, **kwargs: Any) -> Array:
-    """Create an array of ones like `a`.
+    """Create an array of ones like another array.
 
     Parameters
     ----------
@@ -1063,7 +1063,7 @@ def open_array(
 
 # TODO: add type annotations for kwargs
 def open_like(a: ArrayLike, path: str, **kwargs: Any) -> Array:
-    """Open a persistent array like `a`.
+    """Open a persistent array like another array.
 
     Parameters
     ----------
@@ -1084,8 +1084,7 @@ def open_like(a: ArrayLike, path: str, **kwargs: Any) -> Array:
 
 # TODO: add type annotations for kwargs
 def zeros(shape: ChunkCoords, **kwargs: Any) -> Array:
-    """Create an array, with zero being used as the default value for
-    uninitialized portions of the array.
+    """Create an array with a fill value of zero.
 
     Parameters
     ----------
@@ -1104,7 +1103,7 @@ def zeros(shape: ChunkCoords, **kwargs: Any) -> Array:
 
 # TODO: add type annotations for kwargs
 def zeros_like(a: ArrayLike, **kwargs: Any) -> Array:
-    """Create an array of zeros like `a`.
+    """Create an array of zeros like another array.
 
     Parameters
     ----------

From c070940e1f6c94b658c5e78c22e0d6466ea9591d Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 3 Jan 2025 01:03:26 +0000
Subject: [PATCH 0899/1078] Improve exception docs (#2624)

---
 src/zarr/errors.py | 38 +++++++++++++++++++++++++-------------
 1 file changed, 25 insertions(+), 13 deletions(-)

diff --git a/src/zarr/errors.py b/src/zarr/errors.py
index 5eb696d935..441cdab9a3 100644
--- a/src/zarr/errors.py
+++ b/src/zarr/errors.py
@@ -1,22 +1,41 @@
 from typing import Any
 
+__all__ = [
+    "BaseZarrError",
+    "ContainsArrayAndGroupError",
+    "ContainsArrayError",
+    "ContainsGroupError",
+    "MetadataValidationError",
+    "NodeTypeValidationError",
+]
+
+
+class BaseZarrError(ValueError):
+    """
+    Base error which all zarr errors are sub-classed from.
+    """
 
-class _BaseZarrError(ValueError):
     _msg = ""
 
     def __init__(self, *args: Any) -> None:
         super().__init__(self._msg.format(*args))
 
 
-class ContainsGroupError(_BaseZarrError):
+class ContainsGroupError(BaseZarrError):
+    """Raised when a group already exists at a certain path."""
+
     _msg = "A group exists in store {!r} at path {!r}."
 
 
-class ContainsArrayError(_BaseZarrError):
+class ContainsArrayError(BaseZarrError):
+    """Raised when an array already exists at a certain path."""
+
     _msg = "An array exists in store {!r} at path {!r}."
 
 
-class ContainsArrayAndGroupError(_BaseZarrError):
+class ContainsArrayAndGroupError(BaseZarrError):
+    """Raised when both array and group metadata are found at the same path."""
+
     _msg = (
         "Array and group metadata documents (.zarray and .zgroup) were both found in store "
         "{!r} at path {!r}. "
@@ -25,8 +44,8 @@ class ContainsArrayAndGroupError(_BaseZarrError):
     )
 
 
-class MetadataValidationError(_BaseZarrError):
-    """An exception raised when the Zarr metadata is invalid in some way"""
+class MetadataValidationError(BaseZarrError):
+    """Raised when the Zarr metadata is invalid in some way"""
 
     _msg = "Invalid value for '{}'. Expected '{}'. Got '{}'."
 
@@ -38,10 +57,3 @@ class NodeTypeValidationError(MetadataValidationError):
     This can be raised when the value is invalid or unexpected given the context,
     for example an 'array' node when we expected a 'group'.
     """
-
-
-__all__ = [
-    "ContainsArrayAndGroupError",
-    "ContainsArrayError",
-    "ContainsGroupError",
-]

From d6384f56520cd206140126f728b9cfb58366e7de Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 3 Jan 2025 06:31:22 -0800
Subject: [PATCH 0900/1078] docs: split tutorial into multiple user guide
 sections (#2589)

* docs: split tutorial into multiple user guide sections

* Apply suggestions from code review

Co-authored-by: David Stansby <dstansby@gmail.com>

* respond to david's review

* add todos for remainig api changes

* docs: add new top level about page (#2592)

* docs: add new top level about page

* fixup

* fixup

* fixup

* docs: add docs on extending zarr 3 (#2597)

* docs: add docs on extending zarr 3

* Apply suggestions from code review

Co-authored-by: David Stansby <dstansby@gmail.com>

* move note up

* remove test.py (#2612)

* Note that whole directories can be deleted in LocalStore (#2606)

* fix: run-coverage command now tracks src directory (#2615)

* fix doc build

* Update docs/user-guide/extending.rst

---------

Co-authored-by: Norman Rzepka <code@normanrz.com>
Co-authored-by: David Stansby <dstansby@gmail.com>
Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Use doctests for guide (#2623)

* Use doctests for arrays.rst

* Use doctests for attributes.rst

* Use doctests for config.rst

* Use doctests for consolidated metadata

* Use doctests for groups.rst

* Use doctests for preformance.rst

* Use doctests for storage.rst

* Remove ipython config for docs

* Fix performance doctest output

* Enable doctests

* Add a doctest CI run

* Remove rmtrees

* Delete data dir before doctests

* Fix doctests

* fix doctests for arrays.rst

* fix doctests for consolidated_metadata.rst

* fixes for doctest

* tests

* debugging

* debugging

* debugging

* debugging

* debugging

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
Co-authored-by: Norman Rzepka <code@normanrz.com>
Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>
---
 .github/workflows/test.yml                |   27 +-
 .gitignore                                |    3 +
 data/donotdelete                          |    1 -
 docs/about.rst                            |   24 +
 docs/conf.py                              |    3 +-
 docs/getting_started.rst                  |   18 -
 docs/guide/consolidated_metadata.rst      |   74 -
 docs/guide/index.rst                      |    9 -
 docs/guide/storage.rst                    |  101 --
 docs/guide/whatsnew_v3.rst                |   14 -
 docs/index.rst                            |   14 +-
 docs/release.rst                          |   54 +-
 docs/tutorial.rst                         | 1722 ---------------------
 docs/user-guide/arrays.rst                |  612 ++++++++
 docs/user-guide/attributes.rst            |   30 +
 docs/user-guide/config.rst                |   88 ++
 docs/user-guide/consolidated_metadata.rst |  119 ++
 docs/user-guide/extending.rst             |   91 ++
 docs/user-guide/groups.rst                |  141 ++
 docs/user-guide/index.rst                 |   31 +
 docs/user-guide/performance.rst           |  230 +++
 docs/user-guide/storage.rst               |  110 ++
 pyproject.toml                            |   15 +-
 src/zarr/core/_tree.py                    |    5 +-
 tests/test_api.py                         |    2 +-
 tests/test_tree.py                        |    9 +-
 26 files changed, 1565 insertions(+), 1982 deletions(-)
 delete mode 100644 data/donotdelete
 create mode 100644 docs/about.rst
 delete mode 100644 docs/guide/consolidated_metadata.rst
 delete mode 100644 docs/guide/index.rst
 delete mode 100644 docs/guide/storage.rst
 delete mode 100644 docs/guide/whatsnew_v3.rst
 delete mode 100644 docs/tutorial.rst
 create mode 100644 docs/user-guide/arrays.rst
 create mode 100644 docs/user-guide/attributes.rst
 create mode 100644 docs/user-guide/config.rst
 create mode 100644 docs/user-guide/consolidated_metadata.rst
 create mode 100644 docs/user-guide/extending.rst
 create mode 100644 docs/user-guide/groups.rst
 create mode 100644 docs/user-guide/index.rst
 create mode 100644 docs/user-guide/performance.rst
 create mode 100644 docs/user-guide/storage.rst

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 1157fccc86..5309ea4565 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -94,6 +94,30 @@ jobs:
       run: |
         hatch env run --env ${{ matrix.dependency-set }} run
 
+  doctests:
+    name: doctests
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v4
+      with:
+        fetch-depth: 0 # required for hatch version discovery, which is needed for numcodecs.zarr3
+    - name: Set up Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: '3.13'
+        cache: 'pip'
+    - name: Install Hatch
+      run: |
+        python -m pip install --upgrade pip
+        pip install hatch
+    - name: Set Up Hatch Env
+      run: |
+        hatch env create doctest
+        hatch env run -e doctest list-env
+    - name: Run Tests
+      run: |
+        hatch env run --env doctest run
+
   test-complete:
     name: Test complete
 
@@ -101,6 +125,7 @@ jobs:
       [
         test,
         test-upstream-and-min-deps,
+        doctests
       ]
     if: always()
     runs-on: ubuntu-latest
@@ -111,4 +136,4 @@ jobs:
           contains(needs.*.result, 'cancelled')
         run: exit 1
       - name: Success
-        run: echo Success!
\ No newline at end of file
+        run: echo Success!
diff --git a/.gitignore b/.gitignore
index 199ab10578..153ca39df0 100644
--- a/.gitignore
+++ b/.gitignore
@@ -52,6 +52,9 @@ coverage.xml
 # Sphinx documentation
 docs/_build/
 docs/_autoapi
+docs/data
+data
+data.zip
 
 # PyBuilder
 target/
diff --git a/data/donotdelete b/data/donotdelete
deleted file mode 100644
index b0c96f7ee5..0000000000
--- a/data/donotdelete
+++ /dev/null
@@ -1 +0,0 @@
-This directory is used for data files created during testing.
diff --git a/docs/about.rst b/docs/about.rst
new file mode 100644
index 0000000000..7a0af998c0
--- /dev/null
+++ b/docs/about.rst
@@ -0,0 +1,24 @@
+About
+=====
+
+Zarr is a format for the storage of chunked, compressed, N-dimensional arrays
+inspired by `HDF5 <https://www.hdfgroup.org/HDF5/>`_, `h5py
+<https://www.h5py.org/>`_ and `bcolz <https://bcolz.readthedocs.io/>`_.
+
+These documents describe the Zarr-Python implementation. More information
+about the Zarr format can be found on the `main website <https://zarr.dev>`_.
+
+Projects using Zarr
+-------------------
+
+If you are using Zarr-Python, we would `love to hear about it
+<https://github.com/zarr-developers/community/issues/19>`_.
+
+Funding
+-------
+The project is fiscally sponsored by `NumFOCUS <https://numfocus.org/>`_, a US
+501(c)(3) public charity, and development is supported by the
+`MRC Centre for Genomics and Global Health <https://www.cggh.org>`_
+and the `Chan Zuckerberg Initiative <https://chanzuckerberg.com/>`_.
+
+.. _NumCodecs: https://numcodecs.readthedocs.io/
diff --git a/docs/conf.py b/docs/conf.py
index 53fba058e7..dfd1ae07bb 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -102,7 +102,8 @@ def skip_submodules(
      "spec/v1": 'https://zarr-specs.readthedocs.io/en/latest/v1/v1.0.html',
      "spec/v2": "https://zarr-specs.readthedocs.io/en/latest/v2/v2.0.html",
      "spec/v3": "https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html",
-     "license": "https://github.com/zarr-developers/zarr-python/blob/main/LICENSE.txt"
+     "license": "https://github.com/zarr-developers/zarr-python/blob/main/LICENSE.txt",
+     "tutorial": "user-guide",
 }
 
 # The language for content autogenerated by Sphinx. Refer to documentation
diff --git a/docs/getting_started.rst b/docs/getting_started.rst
index 77d45325e4..5950e2ae44 100644
--- a/docs/getting_started.rst
+++ b/docs/getting_started.rst
@@ -1,18 +1,6 @@
 Getting Started
 ===============
 
-Zarr is a format for the storage of chunked, compressed, N-dimensional arrays
-inspired by `HDF5 <https://www.hdfgroup.org/HDF5/>`_, `h5py
-<https://www.h5py.org/>`_ and `bcolz <https://bcolz.readthedocs.io/>`_.
-
-The project is fiscally sponsored by `NumFOCUS <https://numfocus.org/>`_, a US
-501(c)(3) public charity, and development is supported by the
-`MRC Centre for Genomics and Global Health <https://www.cggh.org>`_
-and the `Chan Zuckerberg Initiative <https://chanzuckerberg.com/>`_.
-
-These documents describe the Zarr Python implementation. More information
-about the Zarr format can be found on the `main website <https://zarr.dev>`_.
-
 Highlights
 ----------
 
@@ -31,12 +19,6 @@ Feedback and bug reports are very welcome, please get in touch via
 the `GitHub issue tracker <https://github.com/zarr-developers/zarr-python/issues>`_. See
 :doc:`contributing` for further information about contributing to Zarr.
 
-Projects using Zarr
--------------------
-
-If you are using Zarr, we would `love to hear about it
-<https://github.com/zarr-developers/community/issues/19>`_.
-
 .. toctree::
     :caption: Getting Started
     :hidden:
diff --git a/docs/guide/consolidated_metadata.rst b/docs/guide/consolidated_metadata.rst
deleted file mode 100644
index 5010d32481..0000000000
--- a/docs/guide/consolidated_metadata.rst
+++ /dev/null
@@ -1,74 +0,0 @@
-Consolidated Metadata
-=====================
-
-Zarr-Python implements the `Consolidated Metadata_` extension to the Zarr Spec.
-Consolidated metadata can reduce the time needed to load the metadata for an
-entire hierarchy, especially when the metadata is being served over a network.
-Consolidated metadata essentially stores all the metadata for a hierarchy in the
-metadata of the root Group.
-
-Usage
------
-
-If consolidated metadata is present in a Zarr Group's metadata then it is used
-by default.  The initial read to open the group will need to communicate with
-the store (reading from a file for a :class:`zarr.storage.LocalStore`, making a
-network request for a :class:`zarr.storage.RemoteStore`). After that, any subsequent
-metadata reads get child Group or Array nodes will *not* require reads from the store.
-
-In Python, the consolidated metadata is available on the ``.consolidated_metadata``
-attribute of the ``GroupMetadata`` object.
-
-.. code-block:: python
-
-   >>> import zarr
-   >>> store = zarr.storage.MemoryStore({}, mode="w")
-   >>> group = zarr.open_group(store=store)
-   >>> group.create_array(shape=(1,), name="a")
-   >>> group.create_array(shape=(2, 2), name="b")
-   >>> group.create_array(shape=(3, 3, 3), name="c")
-   >>> zarr.consolidate_metadata(store)
-
-If we open that group, the Group's metadata has a :class:`zarr.ConsolidatedMetadata`
-that can be used.
-
-.. code-block:: python
-
-   >>> consolidated = zarr.open_group(store=store)
-   >>> consolidated.metadata.consolidated_metadata.metadata
-   {'b': ArrayV3Metadata(shape=(2, 2), fill_value=np.float64(0.0), ...),
-    'a': ArrayV3Metadata(shape=(1,), fill_value=np.float64(0.0), ...),
-    'c': ArrayV3Metadata(shape=(3, 3, 3), fill_value=np.float64(0.0), ...)}
-
-Operations on the group to get children automatically use the consolidated metadata.
-
-.. code-block:: python
-
-   >>> consolidated["a"]  # no read / HTTP request to the Store is required
-   <Array memory://.../a shape=(1,) dtype=float64>
-
-With nested groups, the consolidated metadata is available on the children, recursively.
-
-... code-block:: python
-
-    >>> child = group.create_group("child", attributes={"kind": "child"})
-    >>> grandchild = child.create_group("child", attributes={"kind": "grandchild"})
-    >>> consolidated = zarr.consolidate_metadata(store)
-
-    >>> consolidated["child"].metadata.consolidated_metadata
-    ConsolidatedMetadata(metadata={'child': GroupMetadata(attributes={'kind': 'grandchild'}, zarr_format=3, )}, ...)
-
-Synchronization and Concurrency
--------------------------------
-
-Consolidated metadata is intended for read-heavy use cases on slowly changing
-hierarchies. For hierarchies where new nodes are constantly being added,
-removed, or modified, consolidated metadata may not be desirable.
-
-1. It will add some overhead to each update operation, since the metadata
-   would need to be re-consolidated to keep it in sync with the store.
-2. Readers using consolidated metadata will regularly see a "past" version
-   of the metadata, at the time they read the root node with its consolidated
-   metadata.
-
-.. _Consolidated Metadata: https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html#consolidated-metadata
\ No newline at end of file
diff --git a/docs/guide/index.rst b/docs/guide/index.rst
deleted file mode 100644
index e532a13e20..0000000000
--- a/docs/guide/index.rst
+++ /dev/null
@@ -1,9 +0,0 @@
-Guide
-=====
-
-.. toctree::
-    :maxdepth: 1
-
-    whatsnew_v3
-    storage
-    consolidated_metadata
diff --git a/docs/guide/storage.rst b/docs/guide/storage.rst
deleted file mode 100644
index 730b0bfcc8..0000000000
--- a/docs/guide/storage.rst
+++ /dev/null
@@ -1,101 +0,0 @@
-Storage
-=======
-
-Zarr-Python supports multiple storage backends, including: local file systems,
-Zip files, remote stores via ``fsspec`` (S3, HTTP, etc.), and in-memory stores. In
-Zarr-Python 3, stores must implement the abstract store API from
-:class:`zarr.abc.store.Store`.
-
-.. note::
-   Unlike Zarr-Python 2 where the store interface was built around a generic ``MutableMapping``
-   API, Zarr-Python 3 utilizes a custom store API that utilizes Python's AsyncIO library.
-
-Implicit Store Creation
------------------------
-
-In most cases, it is not required to create a ``Store`` object explicitly. Passing a string
-to Zarr's top level API will result in the store being created automatically.
-
-.. code-block:: python
-
-   >>> import zarr
-   >>> zarr.open("data/foo/bar", mode="r")  # implicitly creates a read-only LocalStore
-   <Group file://data/foo/bar>
-   >>> zarr.open("s3://foo/bar", mode="r")  # implicitly creates a read-only RemoteStore
-   <Group s3://foo/bar>
-   >>> data = {}
-   >>> zarr.open(data, mode="w")  # implicitly creates a MemoryStore
-   <Group memory://4791444288>
-
-Explicit Store Creation
------------------------
-
-In some cases, it may be helpful to create a store instance directly. Zarr-Python offers four
-built-in store: :class:`zarr.storage.LocalStore`, :class:`zarr.storage.RemoteStore`,
-:class:`zarr.storage.ZipStore`, and :class:`zarr.storage.MemoryStore`.
-
-Local Store
-~~~~~~~~~~~
-
-The :class:`zarr.storage.LocalStore` stores data in a nested set of directories on a local
-filesystem.
-
-.. code-block:: python
-
-   >>> import zarr
-   >>> store = zarr.storage.LocalStore("data/foo/bar", read_only=True)
-   >>> zarr.open(store=store)
-   <Group file://data/foo/bar>
-
-Zip Store
-~~~~~~~~~
-
-The :class:`zarr.storage.ZipStore` stores the contents of a Zarr hierarchy in a single
-Zip file. The `Zip Store specification_` is currently in draft form.
-
-.. code-block:: python
-
-   >>> import zarr
-   >>> store = zarr.storage.ZipStore("data.zip", mode="w")
-   >>> zarr.open(store=store, shape=(2,))
-   <Array zip://data.zip shape=(2,) dtype=float64
-
-Remote Store
-~~~~~~~~~~~~
-
-The :class:`zarr.storage.RemoteStore` stores the contents of a Zarr hierarchy in following the same
-logical layout as the ``LocalStore``, except the store is assumed to be on a remote storage system
-such as cloud object storage (e.g. AWS S3, Google Cloud Storage, Azure Blob Store). The
-:class:`zarr.storage.RemoteStore` is backed by `Fsspec_` and can support any Fsspec backend
-that implements the `AbstractFileSystem` API,
-
-.. code-block:: python
-
-   >>> import zarr
-   >>> store = zarr.storage.RemoteStore.from_url("gs://foo/bar", read_only=True)
-   >>> zarr.open(store=store)
-   <Array <RemoteStore(GCSFileSystem, foo/bar)> shape=(10, 20) dtype=float32>
-
-Memory Store
-~~~~~~~~~~~~
-
-The :class:`zarr.storage.RemoteStore` a in-memory store that allows for serialization of
-Zarr data (metadata and chunks) to a dictionary.
-
-.. code-block:: python
-
-   >>> import zarr
-   >>> data = {}
-   >>> store = zarr.storage.MemoryStore(data)
-   >>> zarr.open(store=store, shape=(2, ))
-   <Array memory://4943638848 shape=(2,) dtype=float64>
-
-Developing custom stores
-------------------------
-
-Zarr-Python :class:`zarr.abc.store.Store` API is meant to be extended. The Store Abstract Base
-Class includes all of the methods needed to be a fully operational store in Zarr Python.
-Zarr also provides a test harness for custom stores: :class:`zarr.testing.store.StoreTests`.
-
-.. _Zip Store Specification: https://github.com/zarr-developers/zarr-specs/pull/311
-.. _Fsspec: https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html#consolidated-metadata
diff --git a/docs/guide/whatsnew_v3.rst b/docs/guide/whatsnew_v3.rst
deleted file mode 100644
index 302c3cf20c..0000000000
--- a/docs/guide/whatsnew_v3.rst
+++ /dev/null
@@ -1,14 +0,0 @@
-What's new in v3
-================
-
-This page gives an overview of major changes and additions in version 3.
-
-
-Dependencies
-------------
-- The new ``remote`` dependency group can be used to install a supported version of
-  ``fsspec``, required for remote data access.
-- The new ``gpu`` dependency group can be used to install a supported version of
-  ``cuda``, required for GPU functionality.
-- The ``jupyter`` optional dependency group has been removed, since v3 contains no
-  jupyter specific functionality.
diff --git a/docs/index.rst b/docs/index.rst
index 4d6188d3a0..37d560f655 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -9,8 +9,8 @@ Zarr-Python
     :hidden:
 
     getting_started
-    tutorial
-    guide/index
+    about
+    user-guide/index
     api/index
     release
     contributing
@@ -52,20 +52,20 @@ Zarr is a file storage format for chunked, compressed, N-dimensional arrays base
     .. grid-item-card::
         :img-top: _static/index_user_guide.svg
 
-        Tutorial
-        ^^^^^^^^
+       Guide
+       ^^^^^
 
-        The tutorial provides working examples of Zarr classes and functions.
+       A detailed guide for how to use Zarr-Python.
 
         +++
 
-        .. button-ref:: tutorial
+        .. button-ref:: user-guide
             :ref-type: ref
             :expand:
             :color: dark
             :click-parent:
 
-            To the Tutorial
+            To the user guide
 
     .. grid-item-card::
         :img-top: _static/index_api.svg
diff --git a/docs/release.rst b/docs/release.rst
index be0919f08b..ce15c68f4a 100644
--- a/docs/release.rst
+++ b/docs/release.rst
@@ -1906,7 +1906,7 @@ Enhancements
 
 * **Advanced indexing**. The ``Array`` class has several new methods and
   properties that enable a selection of items in an array to be retrieved or
-  updated. See the :ref:`tutorial_indexing` tutorial section for more
+  updated. See the :ref:`user-guide-indexing` tutorial section for more
   information. There is also a `notebook
   <https://github.com/zarr-developers/zarr-python/blob/main/notebooks/advanced_indexing.ipynb>`_
   with extended examples and performance benchmarks. :issue:`78`, :issue:`89`,
@@ -1919,15 +1919,15 @@ Enhancements
   compressor codecs for Zstd and LZ4. This change is backwards-compatible with
   existing code, as all codec classes defined by Numcodecs are imported into the
   :mod:`zarr.codecs` namespace. However, it is recommended to import codecs from
-  the new package, see the tutorial sections on :ref:`tutorial_compress` and
-  :ref:`tutorial_filters` for examples. With contributions by
+  the new package, see the tutorial sections on :ref:`user-guide-compress` and
+  :ref:`user-guide-filters` for examples. With contributions by
   :user:`John Kirkham <jakirkham>`; :issue:`74`, :issue:`102`, :issue:`120`,
   :issue:`123`, :issue:`139`.
 
 * **New storage class for DBM-style databases**. The
   :class:`zarr.storage.DBMStore` class enables any DBM-style database such as gdbm,
   ndbm or Berkeley DB, to be used as the backing store for an array or group. See the
-  tutorial section on :ref:`tutorial_storage` for some examples. :issue:`133`,
+  tutorial section on :ref:`user-guide-storage` for some examples. :issue:`133`,
   :issue:`186`.
 
 * **New storage class for LMDB databases**. The :class:`zarr.storage.LMDBStore` class
@@ -1943,7 +1943,7 @@ Enhancements
   :func:`zarr.hierarchy.Group.tree` method which enables a tree representation of
   a group hierarchy to be printed. Also provides an interactive tree
   representation when used within a Jupyter notebook. See the
-  :ref:`tutorial_diagnostics` tutorial section for examples. By
+  :ref:`user-guide-diagnostics` tutorial section for examples. By
   :user:`John Kirkham <jakirkham>`; :issue:`82`, :issue:`140`, :issue:`184`.
 
 * **Visitor API**. The ``Group`` class now implements the h5py visitor API, see
@@ -1963,7 +1963,7 @@ Enhancements
   store. The functions :func:`zarr.convenience.save` and
   :func:`zarr.convenience.load` are also available and provide a convenient way to
   save an entire NumPy array to disk and load back into memory later. See the
-  tutorial section :ref:`tutorial_persist` for examples. :issue:`104`,
+  tutorial section :ref:`user-guide-persist` for examples. :issue:`104`,
   :issue:`105`, :issue:`141`, :issue:`181`.
 
 * **IPython completions**. The ``Group`` class now implements ``__dir__()`` and
@@ -1973,7 +1973,7 @@ Enhancements
 * **New info property; changes to __repr__**. The ``Group`` and
   ``Array`` classes have a new ``info`` property which can be used to print
   diagnostic information, including compression ratio where available. See the
-  tutorial section on :ref:`tutorial_diagnostics` for examples. The string
+  tutorial section on :ref:`user-guide-diagnostics` for examples. The string
   representation (``__repr__``) of these classes has been simplified to ensure
   it is cheap and quick to compute in all circumstances. :issue:`83`,
   :issue:`115`, :issue:`132`, :issue:`148`.
@@ -1981,7 +1981,7 @@ Enhancements
 * **Chunk options**. When creating an array, ``chunks=False`` can be specified,
   which will result in an array with a single chunk only. Alternatively,
   ``chunks=True`` will trigger an automatic chunk shape guess. See
-  :ref:`tutorial_chunks` for more on the ``chunks`` parameter. :issue:`106`,
+  :ref:`user-guide-chunks` for more on the ``chunks`` parameter. :issue:`106`,
   :issue:`107`, :issue:`183`.
 
 * **Zero-dimensional arrays** and are now supported; by
@@ -2006,7 +2006,7 @@ Enhancements
   creating an array with ``dtype=object`` was possible but could under certain
   circumstances lead to unexpected errors and/or segmentation faults. To make it easier
   to properly configure an object array, a new ``object_codec`` parameter has been
-  added to array creation functions. See the tutorial section on :ref:`tutorial_objects`
+  added to array creation functions. See the tutorial section on :ref:`user-guide-objects`
   for more information and examples. Also, runtime checks have been added in both Zarr
   and Numcodecs so that segmentation faults are no longer possible, even with a badly
   configured array. This API change is backwards compatible and previous code that created
@@ -2062,16 +2062,16 @@ Documentation
   with any of the material as previously implemented, and so the changes have been made
   in-place in the document without incrementing the document version number. See the
   section on changes in the specification document for more information.
-* A new :ref:`tutorial_indexing` section has been added to the tutorial.
-* A new :ref:`tutorial_strings` section has been added to the tutorial
+* A new :ref:`user-guide-indexing` section has been added to the tutorial.
+* A new :ref:`user-guide-strings` section has been added to the tutorial
   (:issue:`135`, :issue:`175`).
-* The :ref:`tutorial_chunks` tutorial section has been reorganised and updated.
-* The :ref:`tutorial_persist` and :ref:`tutorial_storage` tutorial sections have
+* The :ref:`user-guide-chunks` tutorial section has been reorganised and updated.
+* The :ref:`user-guide-persist` and :ref:`user-guide-storage` tutorial sections have
   been updated with new examples (:issue:`100`, :issue:`101`, :issue:`103`).
-* A new tutorial section on :ref:`tutorial_pickle` has been added (:issue:`91`).
-* A new tutorial section on :ref:`tutorial_datetime` has been added.
-* A new tutorial section on :ref:`tutorial_diagnostics` has been added.
-* The tutorial sections on :ref:`tutorial_sync` and :ref:`tutorial_tips_blosc` have been
+* A new tutorial section on :ref:`user-guide-pickle` has been added (:issue:`91`).
+* A new tutorial section on :ref:`user-guide-datetime` has been added.
+* A new tutorial section on :ref:`user-guide-diagnostics` has been added.
+* The tutorial sections on :ref:`user-guide-sync` and :ref:`user-guide-tips-blosc` have been
   updated to provide information about how to avoid program hangs when using the Blosc
   compressor with multiple processes (:issue:`199`, :issue:`201`).
 
@@ -2177,14 +2177,14 @@ Hierarchies
 ~~~~~~~~~~~
 
 Support has been added for organizing arrays into hierarchies via groups. See
-the tutorial section on :ref:`tutorial_groups` and the :mod:`zarr.hierarchy`
+the tutorial section on :ref:`user-guide-groups` and the :mod:`zarr.hierarchy`
 API docs for more information.
 
 Filters
 ~~~~~~~
 
 Support has been added for configuring filters to preprocess chunk data prior
-to compression. See the tutorial section on :ref:`tutorial_filters` and the
+to compression. See the tutorial section on :ref:`user-guide-filters` and the
 :mod:`zarr.codecs` API docs for more information.
 
 Other changes
@@ -2210,7 +2210,7 @@ Thanks to :user:`Matthew Rocklin <mrocklin>`, :user:`Stephan Hoyer <shoyer>` and
 
 * The bundled Blosc library has been upgraded to version 1.10.0. The 'zstd'
   internal compression library is now available within Blosc. See the tutorial
-  section on :ref:`tutorial_compress` for an example.
+  section on :ref:`user-guide-compress` for an example.
 * When using the Blosc compressor, the default internal compression library
   is now 'lz4'.
 * The default number of internal threads for the Blosc compressor has been
@@ -2236,8 +2236,8 @@ The main motivation for re-organizing the code was to create an
 abstraction layer between the core array logic and data storage (:issue:`21`).
 In this release, any
 object that implements the ``MutableMapping`` interface can be used as
-an array store. See the tutorial sections on :ref:`tutorial_persist`
-and :ref:`tutorial_storage`, the ``spec_v1``, and the
+an array store. See the tutorial sections on :ref:`user-guide-persist`
+and :ref:`user-guide-storage`, the ``spec_v1``, and the
 :mod:`zarr.storage` module documentation for more information.
 
 Please note also that the file organization and file name conventions
@@ -2256,8 +2256,8 @@ chunks. This release still bundles the c-blosc library and uses Blosc
 as the default compressor, however other compressors including zlib,
 BZ2 and LZMA are also now supported via the Python standard
 library. New compressors can also be dynamically registered for use
-with Zarr. See the tutorial sections on :ref:`tutorial_compress` and
-:ref:`tutorial_tips_blosc`, the ``spec_v1``, and the
+with Zarr. See the tutorial sections on :ref:`user-guide-compress` and
+:ref:`user-guide-tips-blosc`, the ``spec_v1``, and the
 :mod:`zarr.compressors` module documentation for more information.
 
 Synchronization
@@ -2266,7 +2266,7 @@ Synchronization
 The synchronization code has also been refactored to create a layer of
 abstraction, enabling Zarr arrays to be used in parallel computations
 with a number of alternative synchronization methods. For more
-information see the tutorial section on :ref:`tutorial_sync` and the
+information see the tutorial section on :ref:`user-guide-sync` and the
 :mod:`zarr.sync` module documentation.
 
 Changes to the Blosc extension
@@ -2288,7 +2288,7 @@ is running within a single-threaded or multi-threaded program and
 adapts its internal behaviour accordingly (:issue:`27`). There is no need for
 the user to make any API calls to switch Blosc between contextual and
 non-contextual (global lock) mode. See also the tutorial section on
-:ref:`tutorial_tips_blosc`.
+:ref:`user-guide-tips-blosc`.
 
 Other changes
 ~~~~~~~~~~~~~
@@ -2302,7 +2302,7 @@ option present in the previous release, and this has been removed.
 The memory layout within chunks can now be set as either "C"
 (row-major) or "F" (column-major), which can help to provide better
 compression for some data (:issue:`7`). See the tutorial
-section on :ref:`tutorial_chunks_order` for more information.
+section on :ref:`user-guide-chunks-order` for more information.
 
 A bug has been fixed within the ``__getitem__`` and ``__setitem__``
 machinery for slicing arrays, to properly handle getting and setting
diff --git a/docs/tutorial.rst b/docs/tutorial.rst
deleted file mode 100644
index 71254900d5..0000000000
--- a/docs/tutorial.rst
+++ /dev/null
@@ -1,1722 +0,0 @@
-.. _tutorial:
-
-Tutorial
-========
-
-Zarr provides classes and functions for working with N-dimensional arrays that
-behave like NumPy arrays but whose data is divided into chunks and each chunk is
-compressed. If you are already familiar with HDF5 then Zarr arrays provide
-similar functionality, but with some additional flexibility.
-
-.. _tutorial_create:
-
-Creating an array
------------------
-
-Zarr has several functions for creating arrays. For example::
-
-    >>> import zarr
-    >>> z = zarr.zeros((10000, 10000), chunks=(1000, 1000), dtype='i4')
-    >>> z
-    <zarr.Array (10000, 10000) int32>
-
-The code above creates a 2-dimensional array of 32-bit integers with 10000 rows
-and 10000 columns, divided into chunks where each chunk has 1000 rows and 1000
-columns (and so there will be 100 chunks in total).
-
-For a complete list of array creation routines see the :mod:`zarr.creation`
-module documentation.
-
-.. _tutorial_array:
-
-Reading and writing data
-------------------------
-
-Zarr arrays support a similar interface to NumPy arrays for reading and writing
-data. For example, the entire array can be filled with a scalar value::
-
-    >>> z[:] = 42
-
-Regions of the array can also be written to, e.g.::
-
-    >>> import numpy as np
-    >>> z[0, :] = np.arange(10000)
-    >>> z[:, 0] = np.arange(10000)
-
-The contents of the array can be retrieved by slicing, which will load the
-requested region into memory as a NumPy array, e.g.::
-
-    >>> z[0, 0]
-    0
-    >>> z[-1, -1]
-    42
-    >>> z[0, :]
-    array([   0,    1,    2, ..., 9997, 9998, 9999], dtype=int32)
-    >>> z[:, 0]
-    array([   0,    1,    2, ..., 9997, 9998, 9999], dtype=int32)
-    >>> z[:]
-    array([[   0,    1,    2, ..., 9997, 9998, 9999],
-           [   1,   42,   42, ...,   42,   42,   42],
-           [   2,   42,   42, ...,   42,   42,   42],
-           ...,
-           [9997,   42,   42, ...,   42,   42,   42],
-           [9998,   42,   42, ...,   42,   42,   42],
-           [9999,   42,   42, ...,   42,   42,   42]], dtype=int32)
-
-.. _tutorial_persist:
-
-Persistent arrays
------------------
-
-In the examples above, compressed data for each chunk of the array was stored in
-main memory. Zarr arrays can also be stored on a file system, enabling
-persistence of data between sessions. For example::
-
-    >>> z1 = zarr.open('data/example.zarr', mode='w', shape=(10000, 10000),
-    ...                chunks=(1000, 1000), dtype='i4')
-
-The array above will store its configuration metadata and all compressed chunk
-data in a directory called 'data/example.zarr' relative to the current working
-directory. The :func:`zarr.convenience.open` function provides a convenient way
-to create a new persistent array or continue working with an existing
-array. Note that although the function is called "open", there is no need to
-close an array: data are automatically flushed to disk, and files are
-automatically closed whenever an array is modified.
-
-Persistent arrays support the same interface for reading and writing data,
-e.g.::
-
-    >>> z1[:] = 42
-    >>> z1[0, :] = np.arange(10000)
-    >>> z1[:, 0] = np.arange(10000)
-
-Check that the data have been written and can be read again::
-
-    >>> z2 = zarr.open('data/example.zarr', mode='r')
-    >>> np.all(z1[:] == z2[:])
-    True
-
-If you are just looking for a fast and convenient way to save NumPy arrays to
-disk then load back into memory later, the functions
-:func:`zarr.convenience.save` and :func:`zarr.convenience.load` may be
-useful. E.g.::
-
-    >>> a = np.arange(10)
-    >>> zarr.save('data/example.zarr', a)
-    >>> zarr.load('data/example.zarr')
-    array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])
-
-Please note that there are a number of other options for persistent array
-storage, see the section on :ref:`tutorial_storage` below.
-
-.. _tutorial_resize:
-
-Resizing and appending
-----------------------
-
-A Zarr array can be resized, which means that any of its dimensions can be
-increased or decreased in length. For example::
-
-    >>> z = zarr.zeros(shape=(10000, 10000), chunks=(1000, 1000))
-    >>> z[:] = 42
-    >>> z.resize(20000, 10000)
-    >>> z.shape
-    (20000, 10000)
-
-Note that when an array is resized, the underlying data are not rearranged in
-any way. If one or more dimensions are shrunk, any chunks falling outside the
-new array shape will be deleted from the underlying store.
-
-For convenience, Zarr arrays also provide an ``append()`` method, which can be
-used to append data to any axis. E.g.::
-
-    >>> a = np.arange(10000000, dtype='i4').reshape(10000, 1000)
-    >>> z = zarr.array(a, chunks=(1000, 100))
-    >>> z.shape
-    (10000, 1000)
-    >>> z.append(a)
-    (20000, 1000)
-    >>> z.append(np.vstack([a, a]), axis=1)
-    (20000, 2000)
-    >>> z.shape
-    (20000, 2000)
-
-.. _tutorial_compress:
-
-Compressors
------------
-
-A number of different compressors can be used with Zarr. A separate package
-called NumCodecs_ is available which provides a common interface to various
-compressor libraries including Blosc, Zstandard, LZ4, Zlib, BZ2 and
-LZMA. Different compressors can be provided via the ``compressor`` keyword
-argument accepted by all array creation functions. For example::
-
-    >>> from numcodecs import Blosc
-    >>> compressor = Blosc(cname='zstd', clevel=3, shuffle=Blosc.BITSHUFFLE)
-    >>> data = np.arange(100000000, dtype='i4').reshape(10000, 10000)
-    >>> z = zarr.array(data, chunks=(1000, 1000), compressor=compressor)
-    >>> z.compressor
-    Blosc(cname='zstd', clevel=3, shuffle=BITSHUFFLE, blocksize=0)
-
-This array above will use Blosc as the primary compressor, using the Zstandard
-algorithm (compression level 3) internally within Blosc, and with the
-bit-shuffle filter applied.
-
-When using a compressor, it can be useful to get some diagnostics on the
-compression ratio. Zarr arrays provide a ``info`` property which can be used to
-print some diagnostics, e.g.::
-
-    >>> z.info
-    Type               : zarr.Array
-    Data type          : int32
-    Shape              : (10000, 10000)
-    Chunk shape        : (1000, 1000)
-    Order              : C
-    Read-only          : False
-    Compressor         : Blosc(cname='zstd', clevel=3, shuffle=BITSHUFFLE,
-                       : blocksize=0)
-    Store type         : zarr.storage.KVStore
-    No. bytes          : 400000000 (381.5M)
-    No. bytes stored   : 3379344 (3.2M)
-    Storage ratio      : 118.4
-    Chunks initialized : 100/100
-
-If you don't specify a compressor, by default Zarr uses the Blosc
-compressor. Blosc is generally very fast and can be configured in a variety of
-ways to improve the compression ratio for different types of data. Blosc is in
-fact a "meta-compressor", which means that it can use a number of different
-compression algorithms internally to compress the data. Blosc also provides
-highly optimized implementations of byte- and bit-shuffle filters, which can
-improve compression ratios for some data. A list of the internal compression
-libraries available within Blosc can be obtained via::
-
-    >>> from numcodecs import blosc
-    >>> blosc.list_compressors()
-    ['blosclz', 'lz4', 'lz4hc', 'snappy', 'zlib', 'zstd']
-
-In addition to Blosc, other compression libraries can also be used. For example,
-here is an array using Zstandard compression, level 1::
-
-    >>> from numcodecs import Zstd
-    >>> z = zarr.array(np.arange(100000000, dtype='i4').reshape(10000, 10000),
-    ...                chunks=(1000, 1000), compressor=Zstd(level=1))
-    >>> z.compressor
-    Zstd(level=1)
-
-Here is an example using LZMA with a custom filter pipeline including LZMA's
-built-in delta filter::
-
-    >>> import lzma
-    >>> lzma_filters = [dict(id=lzma.FILTER_DELTA, dist=4),
-    ...                 dict(id=lzma.FILTER_LZMA2, preset=1)]
-    >>> from numcodecs import LZMA
-    >>> compressor = LZMA(filters=lzma_filters)
-    >>> z = zarr.array(np.arange(100000000, dtype='i4').reshape(10000, 10000),
-    ...                chunks=(1000, 1000), compressor=compressor)
-    >>> z.compressor
-    LZMA(format=1, check=-1, preset=None, filters=[{'dist': 4, 'id': 3}, {'id': 33, 'preset': 1}])
-
-The default compressor can be changed by setting the value of the
-``zarr.storage.default_compressor`` variable, e.g.::
-
-    >>> import zarr.storage
-    >>> from numcodecs import Zstd, Blosc
-    >>> # switch to using Zstandard
-    ... zarr.storage.default_compressor = Zstd(level=1)
-    >>> z = zarr.zeros(100000000, chunks=1000000)
-    >>> z.compressor
-    Zstd(level=1)
-    >>> # switch back to Blosc defaults
-    ... zarr.storage.default_compressor = Blosc()
-
-To disable compression, set ``compressor=None`` when creating an array, e.g.::
-
-    >>> z = zarr.zeros(100000000, chunks=1000000, compressor=None)
-    >>> z.compressor is None
-    True
-
-.. _tutorial_filters:
-
-Filters
--------
-
-In some cases, compression can be improved by transforming the data in some
-way. For example, if nearby values tend to be correlated, then shuffling the
-bytes within each numerical value or storing the difference between adjacent
-values may increase compression ratio. Some compressors provide built-in filters
-that apply transformations to the data prior to compression. For example, the
-Blosc compressor has built-in implementations of byte- and bit-shuffle filters,
-and the LZMA compressor has a built-in implementation of a delta
-filter. However, to provide additional flexibility for implementing and using
-filters in combination with different compressors, Zarr also provides a
-mechanism for configuring filters outside of the primary compressor.
-
-Here is an example using a delta filter with the Blosc compressor::
-
-    >>> from numcodecs import Blosc, Delta
-    >>> filters = [Delta(dtype='i4')]
-    >>> compressor = Blosc(cname='zstd', clevel=1, shuffle=Blosc.SHUFFLE)
-    >>> data = np.arange(100000000, dtype='i4').reshape(10000, 10000)
-    >>> z = zarr.array(data, chunks=(1000, 1000), filters=filters, compressor=compressor)
-    >>> z.info
-    Type               : zarr.Array
-    Data type          : int32
-    Shape              : (10000, 10000)
-    Chunk shape        : (1000, 1000)
-    Order              : C
-    Read-only          : False
-    Filter [0]         : Delta(dtype='<i4')
-    Compressor         : Blosc(cname='zstd', clevel=1, shuffle=SHUFFLE, blocksize=0)
-    Store type         : zarr.storage.KVStore
-    No. bytes          : 400000000 (381.5M)
-    No. bytes stored   : 1290562 (1.2M)
-    Storage ratio      : 309.9
-    Chunks initialized : 100/100
-
-For more information about available filter codecs, see the `Numcodecs
-<https://numcodecs.readthedocs.io/>`_ documentation.
-
-.. _tutorial_groups:
-
-Groups
-------
-
-Zarr supports hierarchical organization of arrays via groups. As with arrays,
-groups can be stored in memory, on disk, or via other storage systems that
-support a similar interface.
-
-To create a group, use the :func:`zarr.group` function::
-
-    >>> root = zarr.group()
-    >>> root
-    <zarr.hierarchy.Group '/'>
-
-Groups have a similar API to the Group class from `h5py
-<https://www.h5py.org/>`_.  For example, groups can contain other groups::
-
-    >>> foo = root.create_group('foo')
-    >>> bar = foo.create_group('bar')
-
-Groups can also contain arrays, e.g.::
-
-    >>> z1 = bar.zeros('baz', shape=(10000, 10000), chunks=(1000, 1000), dtype='i4')
-    >>> z1
-    <zarr.Array '/foo/bar/baz' (10000, 10000) int32>
-
-Arrays are known as "datasets" in HDF5 terminology. For compatibility with h5py,
-Zarr groups also implement the ``create_dataset()`` and ``require_dataset()``
-methods, e.g.::
-
-    >>> z = bar.create_dataset('quux', shape=(10000, 10000), chunks=(1000, 1000), dtype='i4')
-    >>> z
-    <zarr.Array '/foo/bar/quux' (10000, 10000) int32>
-
-Members of a group can be accessed via the suffix notation, e.g.::
-
-    >>> root['foo']
-    <zarr.hierarchy.Group '/foo'>
-
-The '/' character can be used to access multiple levels of the hierarchy in one
-call, e.g.::
-
-    >>> root['foo/bar']
-    <zarr.hierarchy.Group '/foo/bar'>
-    >>> root['foo/bar/baz']
-    <zarr.Array '/foo/bar/baz' (10000, 10000) int32>
-
-The :func:`zarr.hierarchy.Group.tree` method can be used to print a tree
-representation of the hierarchy, e.g.::
-
-    >>> root.tree()
-    /
-    └── foo
-        └── bar
-            ├── baz (10000, 10000) int32
-            └── quux (10000, 10000) int32
-
-The :func:`zarr.convenience.open` function provides a convenient way to create or
-re-open a group stored in a directory on the file-system, with sub-groups stored in
-sub-directories, e.g.::
-
-    >>> root = zarr.open('data/group.zarr', mode='w')
-    >>> root
-    <zarr.hierarchy.Group '/'>
-    >>> z = root.zeros('foo/bar/baz', shape=(10000, 10000), chunks=(1000, 1000), dtype='i4')
-    >>> z
-    <zarr.Array '/foo/bar/baz' (10000, 10000) int32>
-
-Groups can be used as context managers (in a ``with`` statement).
-If the underlying store has a ``close`` method, it will be called on exit.
-
-For more information on groups see the :mod:`zarr.hierarchy` and
-:mod:`zarr.convenience` API docs.
-
-.. _tutorial_diagnostics:
-
-Array and group diagnostics
----------------------------
-
-Diagnostic information about arrays and groups is available via the ``info``
-property. E.g.::
-
-    >>> root = zarr.group()
-    >>> foo = root.create_group('foo')
-    >>> bar = foo.zeros('bar', shape=1000000, chunks=100000, dtype='i8')
-    >>> bar[:] = 42
-    >>> baz = foo.zeros('baz', shape=(1000, 1000), chunks=(100, 100), dtype='f4')
-    >>> baz[:] = 4.2
-    >>> root.info
-    Name        : /
-    Type        : zarr.hierarchy.Group
-    Read-only   : False
-    Store type  : zarr.storage.MemoryStore
-    No. members : 1
-    No. arrays  : 0
-    No. groups  : 1
-    Groups      : foo
-
-    >>> foo.info
-    Name        : /foo
-    Type        : zarr.hierarchy.Group
-    Read-only   : False
-    Store type  : zarr.storage.MemoryStore
-    No. members : 2
-    No. arrays  : 2
-    No. groups  : 0
-    Arrays      : bar, baz
-
-    >>> bar.info
-    Name               : /foo/bar
-    Type               : zarr.Array
-    Data type          : int64
-    Shape              : (1000000,)
-    Chunk shape        : (100000,)
-    Order              : C
-    Read-only          : False
-    Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
-    Store type         : zarr.storage.MemoryStore
-    No. bytes          : 8000000 (7.6M)
-    No. bytes stored   : 33240 (32.5K)
-    Storage ratio      : 240.7
-    Chunks initialized : 10/10
-
-    >>> baz.info
-    Name               : /foo/baz
-    Type               : zarr.Array
-    Data type          : float32
-    Shape              : (1000, 1000)
-    Chunk shape        : (100, 100)
-    Order              : C
-    Read-only          : False
-    Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
-    Store type         : zarr.storage.MemoryStore
-    No. bytes          : 4000000 (3.8M)
-    No. bytes stored   : 23943 (23.4K)
-    Storage ratio      : 167.1
-    Chunks initialized : 100/100
-
-Groups also have the :func:`zarr.hierarchy.Group.tree` method, e.g.::
-
-    >>> root.tree()
-    /
-     └── foo
-         ├── bar (1000000,) int64
-         └── baz (1000, 1000) float32
-
-
-.. note::
-
-   :func:`zarr.Group.tree` requires the optional `rich <https://rich.readthedocs.io/en/stable/>`_
-   dependency. It can be installed with the ``[tree]`` extra.
-
-If you're using Zarr within a Jupyter notebook (requires
-`ipytree <https://github.com/QuantStack/ipytree>`_), calling ``tree()`` will generate an
-interactive tree representation, see the `repr_tree.ipynb notebook
-<https://nbviewer.org/github/zarr-developers/zarr-python/blob/main/notebooks/repr_tree.ipynb>`_
-for more examples.
-
-.. _tutorial_attrs:
-
-User attributes
----------------
-
-Zarr arrays and groups support custom key/value attributes, which can be useful for
-storing application-specific metadata. For example::
-
-    >>> root = zarr.group()
-    >>> root.attrs['foo'] = 'bar'
-    >>> z = root.zeros('zzz', shape=(10000, 10000))
-    >>> z.attrs['baz'] = 42
-    >>> z.attrs['qux'] = [1, 4, 7, 12]
-    >>> sorted(root.attrs)
-    ['foo']
-    >>> 'foo' in root.attrs
-    True
-    >>> root.attrs['foo']
-    'bar'
-    >>> sorted(z.attrs)
-    ['baz', 'qux']
-    >>> z.attrs['baz']
-    42
-    >>> z.attrs['qux']
-    [1, 4, 7, 12]
-
-Internally Zarr uses JSON to store array attributes, so attribute values must be
-JSON serializable.
-
-.. _tutorial_indexing:
-
-Advanced indexing
------------------
-
-As of version 2.2, Zarr arrays support several methods for advanced or "fancy"
-indexing, which enable a subset of data items to be extracted or updated in an
-array without loading the entire array into memory.
-
-Note that although this functionality is similar to some of the advanced
-indexing capabilities available on NumPy arrays and on h5py datasets, **the Zarr
-API for advanced indexing is different from both NumPy and h5py**, so please
-read this section carefully.  For a complete description of the indexing API,
-see the documentation for the :class:`zarr.Array` class.
-
-Indexing with coordinate arrays
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-Items from a Zarr array can be extracted by providing an integer array of
-coordinates. E.g.::
-
-    >>> z = zarr.array(np.arange(10) ** 2)
-    >>> z[:]
-    array([ 0,  1,  4,  9, 16, 25, 36, 49, 64, 81])
-    >>> z.get_coordinate_selection([2, 5])
-    array([ 4, 25])
-
-Coordinate arrays can also be used to update data, e.g.::
-
-    >>> z.set_coordinate_selection([2, 5], [-1, -2])
-    >>> z[:]
-    array([ 0,  1, -1,  9, 16, -2, 36, 49, 64, 81])
-
-For multidimensional arrays, coordinates must be provided for each dimension,
-e.g.::
-
-    >>> z = zarr.array(np.arange(15).reshape(3, 5))
-    >>> z[:]
-    array([[ 0,  1,  2,  3,  4],
-           [ 5,  6,  7,  8,  9],
-           [10, 11, 12, 13, 14]])
-    >>> z.get_coordinate_selection(([0, 2], [1, 3]))
-    array([ 1, 13])
-    >>> z.set_coordinate_selection(([0, 2], [1, 3]), [-1, -2])
-    >>> z[:]
-    array([[ 0, -1,  2,  3,  4],
-           [ 5,  6,  7,  8,  9],
-           [10, 11, 12, -2, 14]])
-
-For convenience, coordinate indexing is also available via the ``vindex``
-property, as well as the square bracket operator, e.g.::
-
-    >>> z.vindex[[0, 2], [1, 3]]
-    array([-1, -2])
-    >>> z.vindex[[0, 2], [1, 3]] = [-3, -4]
-    >>> z[:]
-    array([[ 0, -3,  2,  3,  4],
-           [ 5,  6,  7,  8,  9],
-           [10, 11, 12, -4, 14]])
-    >>> z[[0, 2], [1, 3]]
-    array([-3, -4])
-
-When the indexing arrays have different shapes, they are broadcast together.
-That is, the following two calls are equivalent::
-
-    >>> z[1, [1, 3]]
-    array([6, 8])
-    >>> z[[1, 1], [1, 3]]
-    array([6, 8])
-
-Indexing with a mask array
-~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-Items can also be extracted by providing a Boolean mask. E.g.::
-
-    >>> z = zarr.array(np.arange(10) ** 2)
-    >>> z[:]
-    array([ 0,  1,  4,  9, 16, 25, 36, 49, 64, 81])
-    >>> sel = np.zeros_like(z, dtype=bool)
-    >>> sel[2] = True
-    >>> sel[5] = True
-    >>> z.get_mask_selection(sel)
-    array([ 4, 25])
-    >>> z.set_mask_selection(sel, [-1, -2])
-    >>> z[:]
-    array([ 0,  1, -1,  9, 16, -2, 36, 49, 64, 81])
-
-Here's a multidimensional example::
-
-    >>> z = zarr.array(np.arange(15).reshape(3, 5))
-    >>> z[:]
-    array([[ 0,  1,  2,  3,  4],
-           [ 5,  6,  7,  8,  9],
-           [10, 11, 12, 13, 14]])
-    >>> sel = np.zeros_like(z, dtype=bool)
-    >>> sel[0, 1] = True
-    >>> sel[2, 3] = True
-    >>> z.get_mask_selection(sel)
-    array([ 1, 13])
-    >>> z.set_mask_selection(sel, [-1, -2])
-    >>> z[:]
-    array([[ 0, -1,  2,  3,  4],
-           [ 5,  6,  7,  8,  9],
-           [10, 11, 12, -2, 14]])
-
-For convenience, mask indexing is also available via the ``vindex`` property,
-e.g.::
-
-    >>> z.vindex[sel]
-    array([-1, -2])
-    >>> z.vindex[sel] = [-3, -4]
-    >>> z[:]
-    array([[ 0, -3,  2,  3,  4],
-           [ 5,  6,  7,  8,  9],
-           [10, 11, 12, -4, 14]])
-
-Mask indexing is conceptually the same as coordinate indexing, and is
-implemented internally via the same machinery. Both styles of indexing allow
-selecting arbitrary items from an array, also known as point selection.
-
-Orthogonal indexing
-~~~~~~~~~~~~~~~~~~~
-
-Zarr arrays also support methods for orthogonal indexing, which allows
-selections to be made along each dimension of an array independently. For
-example, this allows selecting a subset of rows and/or columns from a
-2-dimensional array. E.g.::
-
-    >>> z = zarr.array(np.arange(15).reshape(3, 5))
-    >>> z[:]
-    array([[ 0,  1,  2,  3,  4],
-           [ 5,  6,  7,  8,  9],
-           [10, 11, 12, 13, 14]])
-    >>> z.get_orthogonal_selection(([0, 2], slice(None)))  # select first and third rows
-    array([[ 0,  1,  2,  3,  4],
-           [10, 11, 12, 13, 14]])
-    >>> z.get_orthogonal_selection((slice(None), [1, 3]))  # select second and fourth columns
-    array([[ 1,  3],
-           [ 6,  8],
-           [11, 13]])
-    >>> z.get_orthogonal_selection(([0, 2], [1, 3]))       # select rows [0, 2] and columns [1, 4]
-    array([[ 1,  3],
-           [11, 13]])
-
-Data can also be modified, e.g.::
-
-    >>> z.set_orthogonal_selection(([0, 2], [1, 3]), [[-1, -2], [-3, -4]])
-    >>> z[:]
-    array([[ 0, -1,  2, -2,  4],
-           [ 5,  6,  7,  8,  9],
-           [10, -3, 12, -4, 14]])
-
-For convenience, the orthogonal indexing functionality is also available via the
-``oindex`` property, e.g.::
-
-    >>> z = zarr.array(np.arange(15).reshape(3, 5))
-    >>> z.oindex[[0, 2], :]  # select first and third rows
-    array([[ 0,  1,  2,  3,  4],
-           [10, 11, 12, 13, 14]])
-    >>> z.oindex[:, [1, 3]]  # select second and fourth columns
-    array([[ 1,  3],
-           [ 6,  8],
-           [11, 13]])
-    >>> z.oindex[[0, 2], [1, 3]]  # select rows [0, 2] and columns [1, 4]
-    array([[ 1,  3],
-           [11, 13]])
-    >>> z.oindex[[0, 2], [1, 3]] = [[-1, -2], [-3, -4]]
-    >>> z[:]
-    array([[ 0, -1,  2, -2,  4],
-           [ 5,  6,  7,  8,  9],
-           [10, -3, 12, -4, 14]])
-
-Any combination of integer, slice, 1D integer array and/or 1D Boolean array can
-be used for orthogonal indexing.
-
-If the index contains at most one iterable, and otherwise contains only slices and integers,
-orthogonal indexing is also available directly on the array:
-
-    >>> z = zarr.array(np.arange(15).reshape(3, 5))
-    >>> all(z.oindex[[0, 2], :] == z[[0, 2], :])
-    True
-
-Block Indexing
-~~~~~~~~~~~~~~
-
-As of version 2.16.0, Zarr also support block indexing, which allows
-selections of whole chunks based on their logical indices along each dimension
-of an array. For example, this allows selecting a subset of chunk aligned rows and/or
-columns from a 2-dimensional array. E.g.::
-
-    >>> import zarr
-    >>> import numpy as np
-    >>> z = zarr.array(np.arange(100).reshape(10, 10), chunks=(3, 3))
-
-Retrieve items by specifying their block coordinates::
-
-    >>> z.get_block_selection(1)
-    array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
-           [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
-           [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
-
-Equivalent slicing::
-
-    >>> z[3:6]
-    array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
-           [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
-           [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
-
-
-For convenience, the block selection functionality is also available via the
-`blocks` property, e.g.::
-
-    >>> z.blocks[1]
-    array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
-           [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
-           [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
-
-Block index arrays may be multidimensional to index multidimensional arrays.
-For example::
-
-    >>> z.blocks[0, 1:3]
-    array([[ 3,  4,  5,  6,  7,  8],
-           [13, 14, 15, 16, 17, 18],
-           [23, 24, 25, 26, 27, 28]])
-
-Data can also be modified. Let's start by a simple 2D array::
-
-    >>> import zarr
-    >>> import numpy as np
-    >>> z = zarr.zeros((6, 6), dtype=int, chunks=2)
-
-Set data for a selection of items::
-
-    >>> z.set_block_selection((1, 0), 1)
-    >>> z[...]
-    array([[0, 0, 0, 0, 0, 0],
-           [0, 0, 0, 0, 0, 0],
-           [1, 1, 0, 0, 0, 0],
-           [1, 1, 0, 0, 0, 0],
-           [0, 0, 0, 0, 0, 0],
-           [0, 0, 0, 0, 0, 0]])
-
-For convenience, this functionality is also available via the ``blocks`` property.
-E.g.::
-
-        >>> z.blocks[:, 2] = 7
-        >>> z[...]
-        array([[0, 0, 0, 0, 7, 7],
-               [0, 0, 0, 0, 7, 7],
-               [1, 1, 0, 0, 7, 7],
-               [1, 1, 0, 0, 7, 7],
-               [0, 0, 0, 0, 7, 7],
-               [0, 0, 0, 0, 7, 7]])
-
-Any combination of integer and slice can be used for block indexing::
-
-        >>> z.blocks[2, 1:3]
-        array([[0, 0, 7, 7],
-               [0, 0, 7, 7]])
-
-Indexing fields in structured arrays
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-All selection methods support a ``fields`` parameter which allows retrieving or
-replacing data for a specific field in an array with a structured dtype. E.g.::
-
-    >>> a = np.array([(b'aaa', 1, 4.2),
-    ...               (b'bbb', 2, 8.4),
-    ...               (b'ccc', 3, 12.6)],
-    ...              dtype=[('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])
-    >>> z = zarr.array(a)
-    >>> z['foo']
-    array([b'aaa', b'bbb', b'ccc'],
-          dtype='|S3')
-    >>> z['baz']
-    array([  4.2,   8.4,  12.6])
-    >>> z.get_basic_selection(slice(0, 2), fields='bar')
-    array([1, 2], dtype=int32)
-    >>> z.get_coordinate_selection([0, 2], fields=['foo', 'baz'])
-    array([(b'aaa',   4.2), (b'ccc',  12.6)],
-          dtype=[('foo', 'S3'), ('baz', '<f8')])
-
-.. _tutorial_storage:
-
-Storage alternatives
---------------------
-
-Zarr can use any object that implements the ``MutableMapping`` interface from
-the :mod:`collections` module in the Python standard library as the store for a
-group or an array.
-
-Some pre-defined storage classes are provided in the :mod:`zarr.storage`
-module. For example, the :class:`zarr.storage.DirectoryStore` class provides a
-``MutableMapping`` interface to a directory on the local file system. This is
-used under the hood by the :func:`zarr.convenience.open` function. In other words,
-the following code::
-
-    >>> z = zarr.open('data/example.zarr', mode='w', shape=1000000, dtype='i4')
-
-...is short-hand for::
-
-    >>> store = zarr.DirectoryStore('data/example.zarr')
-    >>> z = zarr.create(store=store, overwrite=True, shape=1000000, dtype='i4')
-
-...and the following code::
-
-    >>> root = zarr.open('data/example.zarr', mode='w')
-
-...is short-hand for::
-
-    >>> store = zarr.DirectoryStore('data/example.zarr')
-    >>> root = zarr.group(store=store, overwrite=True)
-
-Any other compatible storage class could be used in place of
-:class:`zarr.storage.DirectoryStore` in the code examples above. For example,
-here is an array stored directly into a ZIP archive, via the
-:class:`zarr.storage.ZipStore` class::
-
-    >>> store = zarr.ZipStore('data/example.zip', mode='w')
-    >>> root = zarr.group(store=store)
-    >>> z = root.zeros('foo/bar', shape=(1000, 1000), chunks=(100, 100), dtype='i4')
-    >>> z[:] = 42
-    >>> store.close()
-
-Re-open and check that data have been written::
-
-    >>> store = zarr.ZipStore('data/example.zip', mode='r')
-    >>> root = zarr.group(store=store)
-    >>> z = root['foo/bar']
-    >>> z[:]
-    array([[42, 42, 42, ..., 42, 42, 42],
-           [42, 42, 42, ..., 42, 42, 42],
-           [42, 42, 42, ..., 42, 42, 42],
-           ...,
-           [42, 42, 42, ..., 42, 42, 42],
-           [42, 42, 42, ..., 42, 42, 42],
-           [42, 42, 42, ..., 42, 42, 42]], dtype=int32)
-    >>> store.close()
-
-Note that there are some limitations on how ZIP archives can be used, because items
-within a ZIP archive cannot be updated in place. This means that data in the array
-should only be written once and write operations should be aligned with chunk
-boundaries. Note also that the ``close()`` method must be called after writing
-any data to the store, otherwise essential records will not be written to the
-underlying ZIP archive.
-
-Another storage alternative is the :class:`zarr.storage.DBMStore` class, added
-in Zarr version 2.2. This class allows any DBM-style database to be used for
-storing an array or group. Here is an example using a Berkeley DB B-tree
-database for storage (requires `bsddb3
-<https://www.jcea.es/programacion/pybsddb.htm>`_ to be installed)::
-
-    >>> import bsddb3
-    >>> store = zarr.DBMStore('data/example.bdb', open=bsddb3.btopen)
-    >>> root = zarr.group(store=store, overwrite=True)
-    >>> z = root.zeros('foo/bar', shape=(1000, 1000), chunks=(100, 100), dtype='i4')
-    >>> z[:] = 42
-    >>> store.close()
-
-Also added in Zarr version 2.2 is the :class:`zarr.storage.LMDBStore` class which
-enables the lightning memory-mapped database (LMDB) to be used for storing an array or
-group (requires `lmdb <https://lmdb.readthedocs.io/>`_ to be installed)::
-
-    >>> store = zarr.LMDBStore('data/example.lmdb')
-    >>> root = zarr.group(store=store, overwrite=True)
-    >>> z = root.zeros('foo/bar', shape=(1000, 1000), chunks=(100, 100), dtype='i4')
-    >>> z[:] = 42
-    >>> store.close()
-
-In Zarr version 2.3 is the :class:`zarr.storage.SQLiteStore` class which
-enables the SQLite database to be used for storing an array or group (requires
-Python is built with SQLite support)::
-
-    >>> store = zarr.SQLiteStore('data/example.sqldb')
-    >>> root = zarr.group(store=store, overwrite=True)
-    >>> z = root.zeros('foo/bar', shape=(1000, 1000), chunks=(100, 100), dtype='i4')
-    >>> z[:] = 42
-    >>> store.close()
-
-Also added in Zarr version 2.3 are two storage classes for interfacing with server-client
-databases. The :class:`zarr.storage.RedisStore` class interfaces `Redis <https://redis.io/>`_
-(an in memory data structure store), and the :class:`zarr.storage.MongoDB` class interfaces
-with `MongoDB <https://www.mongodb.com/>`_ (an object oriented NoSQL database). These stores
-respectively require the `redis-py <https://redis-py.readthedocs.io>`_ and
-`pymongo <https://api.mongodb.com/python/current/>`_ packages to be installed.
-
-For compatibility with the `N5 <https://github.com/saalfeldlab/n5>`_ data format, Zarr also provides
-an N5 backend (this is currently an experimental feature). Similar to the ZIP storage class, an
-:class:`zarr.n5.N5Store` can be instantiated directly::
-
-    >>> store = zarr.N5Store('data/example.n5')
-    >>> root = zarr.group(store=store)
-    >>> z = root.zeros('foo/bar', shape=(1000, 1000), chunks=(100, 100), dtype='i4')
-    >>> z[:] = 42
-
-For convenience, the N5 backend will automatically be chosen when the filename
-ends with `.n5`::
-
-    >>> root = zarr.open('data/example.n5', mode='w')
-
-Distributed/cloud storage
-~~~~~~~~~~~~~~~~~~~~~~~~~
-
-It is also possible to use distributed storage systems. The Dask project has
-implementations of the ``MutableMapping`` interface for Amazon S3 (`S3Map
-<https://s3fs.readthedocs.io/en/latest/api.html#s3fs.mapping.S3Map>`_), Hadoop
-Distributed File System (`HDFSMap
-<https://hdfs3.readthedocs.io/en/latest/api.html#hdfs3.mapping.HDFSMap>`_) and
-Google Cloud Storage (`GCSMap
-<https://gcsfs.readthedocs.io/en/latest/api.html#gcsfs.core.GCSFileSystem.get_mapper>`_), which
-can be used with Zarr.
-
-Here is an example using S3Map to read an array created previously::
-
-    >>> import s3fs
-    >>> import zarr
-    >>> s3 = s3fs.S3FileSystem(anon=True, client_kwargs=dict(region_name='eu-west-2'))
-    >>> store = s3fs.S3Map(root='zarr-demo/store', s3=s3, check=False)
-    >>> root = zarr.group(store=store)
-    >>> z = root['foo/bar/baz']
-    >>> z
-    <zarr.Array '/foo/bar/baz' (21,) |S1>
-    >>> z.info
-    Name               : /foo/bar/baz
-    Type               : zarr.Array
-    Data type          : |S1
-    Shape              : (21,)
-    Chunk shape        : (7,)
-    Order              : C
-    Read-only          : False
-    Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
-    Store type         : zarr.storage.KVStore
-    No. bytes          : 21
-    No. bytes stored   : 382
-    Storage ratio      : 0.1
-    Chunks initialized : 3/3
-    >>> z[:]
-    array([b'H', b'e', b'l', b'l', b'o', b' ', b'f', b'r', b'o', b'm', b' ',
-           b't', b'h', b'e', b' ', b'c', b'l', b'o', b'u', b'd', b'!'],
-          dtype='|S1')
-    >>> z[:].tobytes()
-    b'Hello from the cloud!'
-
-Zarr now also has a builtin storage backend for Azure Blob Storage.
-The class is :class:`zarr.storage.ABSStore` (requires
-`azure-storage-blob <https://docs.microsoft.com/en-us/azure/storage/blobs/storage-quickstart-blobs-python>`_
-to be installed)::
-
-    >>> import azure.storage.blob
-    >>> container_client = azure.storage.blob.ContainerClient(...)  # doctest: +SKIP
-    >>> store = zarr.ABSStore(client=container_client, prefix='zarr-testing')  # doctest: +SKIP
-    >>> root = zarr.group(store=store, overwrite=True)  # doctest: +SKIP
-    >>> z = root.zeros('foo/bar', shape=(1000, 1000), chunks=(100, 100), dtype='i4')  # doctest: +SKIP
-    >>> z[:] = 42  # doctest: +SKIP
-
-When using an actual storage account, provide ``account_name`` and
-``account_key`` arguments to :class:`zarr.storage.ABSStore`, the
-above client is just testing against the emulator. Please also note
-that this is an experimental feature.
-
-Note that retrieving data from a remote service via the network can be significantly
-slower than retrieving data from a local file system, and will depend on network latency
-and bandwidth between the client and server systems. If you are experiencing poor
-performance, there are several things you can try. One option is to increase the array
-chunk size, which will reduce the number of chunks and thus reduce the number of network
-round-trips required to retrieve data for an array (and thus reduce the impact of network
-latency). Another option is to try to increase the compression ratio by changing
-compression options or trying a different compressor (which will reduce the impact of
-limited network bandwidth).
-
-As of version 2.2, Zarr also provides the :class:`zarr.storage.LRUStoreCache`
-which can be used to implement a local in-memory cache layer over a remote
-store. E.g.::
-
-    >>> s3 = s3fs.S3FileSystem(anon=True, client_kwargs=dict(region_name='eu-west-2'))
-    >>> store = s3fs.S3Map(root='zarr-demo/store', s3=s3, check=False)
-    >>> cache = zarr.LRUStoreCache(store, max_size=2**28)
-    >>> root = zarr.group(store=cache)
-    >>> z = root['foo/bar/baz']
-    >>> from timeit import timeit
-    >>> # first data access is relatively slow, retrieved from store
-    ... timeit('print(z[:].tobytes())', number=1, globals=globals())  # doctest: +SKIP
-    b'Hello from the cloud!'
-    0.1081731989979744
-    >>> # second data access is faster, uses cache
-    ... timeit('print(z[:].tobytes())', number=1, globals=globals())  # doctest: +SKIP
-    b'Hello from the cloud!'
-    0.0009490990014455747
-
-If you are still experiencing poor performance with distributed/cloud storage,
-please raise an issue on the GitHub issue tracker with any profiling data you
-can provide, as there may be opportunities to optimise further either within
-Zarr or within the mapping interface to the storage.
-
-IO with ``fsspec``
-~~~~~~~~~~~~~~~~~~
-
-As of version 2.5, zarr supports passing URLs directly to `fsspec`_,
-and having it create the "mapping" instance automatically. This means, that
-for all of the backend storage implementations `supported by fsspec`_,
-you can skip importing and configuring the storage explicitly.
-For example::
-
-    >>> g = zarr.open_group("s3://zarr-demo/store", storage_options={'anon': True})   # doctest: +SKIP
-    >>> g['foo/bar/baz'][:].tobytes()  # doctest: +SKIP
-    b'Hello from the cloud!'
-
-The provision of the protocol specifier "s3://" will select the correct backend.
-Notice the kwargs ``storage_options``, used to pass parameters to that backend.
-
-As of version 2.6, write mode and complex URLs are also supported, such as::
-
-    >>> g = zarr.open_group("simplecache::s3://zarr-demo/store",
-    ...                     storage_options={"s3": {'anon': True}})  # doctest: +SKIP
-    >>> g['foo/bar/baz'][:].tobytes()  # downloads target file  # doctest: +SKIP
-    b'Hello from the cloud!'
-    >>> g['foo/bar/baz'][:].tobytes()  # uses cached file  # doctest: +SKIP
-    b'Hello from the cloud!'
-
-The second invocation here will be much faster. Note that the ``storage_options``
-have become more complex here, to account for the two parts of the supplied
-URL.
-
-It is also possible to initialize the filesystem outside of Zarr and then pass
-it through. This requires creating an :class:`zarr.storage.FSStore` object
-explicitly. For example::
-
-    >>> import s3fs  # doctest: +SKIP
-    >>> fs = s3fs.S3FileSystem(anon=True)  # doctest: +SKIP
-    >>> store = zarr.storage.FSStore('/zarr-demo/store', fs=fs)  # doctest: +SKIP
-    >>> g = zarr.open_group(store)  # doctest: +SKIP
-
-This is useful in cases where you want to also use the same fsspec filesystem object
-separately from Zarr.
-
-.. _fsspec: https://filesystem-spec.readthedocs.io/en/latest/
-
-.. _supported by fsspec: https://filesystem-spec.readthedocs.io/en/latest/api.html#built-in-implementations
-
-.. _tutorial_copy:
-
-Accessing ZIP archives on S3
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-The built-in :class:`zarr.storage.ZipStore` will only work with paths on the local file-system; however
-it is possible to access ZIP-archived Zarr data on the cloud via the `ZipFileSystem <https://filesystem-spec.readthedocs.io/en/latest/_modules/fsspec/implementations/zip.html>`_
-class from ``fsspec``. The following example demonstrates how to access
-a ZIP-archived Zarr group on s3 using `s3fs <https://s3fs.readthedocs.io/en/latest/>`_ and ``ZipFileSystem``:
-
-    >>> s3_path = "s3://path/to/my.zarr.zip"
-    >>>
-    >>> s3 = s3fs.S3FileSystem()
-    >>> f = s3.open(s3_path)
-    >>> fs = ZipFileSystem(f, mode="r")
-    >>> store = FSMap("", fs, check=False)
-    >>>
-    >>> # caching may improve performance when repeatedly reading the same data
-    >>> cache = zarr.storage.LRUStoreCache(store, max_size=2**28)
-    >>> z = zarr.group(store=cache)
-
-This store can also be generated with ``fsspec``'s handler chaining, like so:
-
-    >>> store = zarr.storage.FSStore(url=f"zip::{s3_path}",  mode="r")
-
-This can be especially useful if you have a very large ZIP-archived Zarr array or group on s3
-and only need to access a small portion of it.
-
-Consolidating metadata
-~~~~~~~~~~~~~~~~~~~~~~
-
-Since there is a significant overhead for every connection to a cloud object
-store such as S3, the pattern described in the previous section may incur
-significant latency while scanning the metadata of the array hierarchy, even
-though each individual metadata object is small.  For cases such as these, once
-the data are static and can be regarded as read-only, at least for the
-metadata/structure of the array hierarchy, the many metadata objects can be
-consolidated into a single one via
-:func:`zarr.convenience.consolidate_metadata`. Doing this can greatly increase
-the speed of reading the array metadata, e.g.::
-
-   >>> zarr.consolidate_metadata(store)  # doctest: +SKIP
-
-This creates a special key with a copy of all of the metadata from all of the
-metadata objects in the store.
-
-Later, to open a Zarr store with consolidated metadata, use
-:func:`zarr.convenience.open_consolidated`, e.g.::
-
-   >>> root = zarr.open_consolidated(store)  # doctest: +SKIP
-
-This uses the special key to read all of the metadata in a single call to the
-backend storage.
-
-Note that, the hierarchy could still be opened in the normal way and altered,
-causing the consolidated metadata to become out of sync with the real state of
-the array hierarchy. In this case,
-:func:`zarr.convenience.consolidate_metadata` would need to be called again.
-
-To protect against consolidated metadata accidentally getting out of sync, the
-root group returned by :func:`zarr.convenience.open_consolidated` is read-only
-for the metadata, meaning that no new groups or arrays can be created, and
-arrays cannot be resized. However, data values with arrays can still be updated.
-
-Copying/migrating data
-----------------------
-
-If you have some data in an HDF5 file and would like to copy some or all of it
-into a Zarr group, or vice-versa, the :func:`zarr.convenience.copy` and
-:func:`zarr.convenience.copy_all` functions can be used. Here's an example
-copying a group named 'foo' from an HDF5 file to a Zarr group::
-
-    >>> import h5py
-    >>> import zarr
-    >>> import numpy as np
-    >>> source = h5py.File('data/example.h5', mode='w')
-    >>> foo = source.create_group('foo')
-    >>> baz = foo.create_dataset('bar/baz', data=np.arange(100), chunks=(50,))
-    >>> spam = source.create_dataset('spam', data=np.arange(100, 200), chunks=(30,))
-    >>> zarr.tree(source)
-    /
-     ├── foo
-     │   └── bar
-     │       └── baz (100,) int64
-     └── spam (100,) int64
-    >>> dest = zarr.open_group('data/example.zarr', mode='w')
-    >>> from sys import stdout
-    >>> zarr.copy(source['foo'], dest, log=stdout)
-    copy /foo
-    copy /foo/bar
-    copy /foo/bar/baz (100,) int64
-    all done: 3 copied, 0 skipped, 800 bytes copied
-    (3, 0, 800)
-    >>> dest.tree()  # N.B., no spam
-    /
-     └── foo
-         └── bar
-             └── baz (100,) int64
-    >>> source.close()
-
-If rather than copying a single group or array you would like to copy all
-groups and arrays, use :func:`zarr.convenience.copy_all`, e.g.::
-
-    >>> source = h5py.File('data/example.h5', mode='r')
-    >>> dest = zarr.open_group('data/example2.zarr', mode='w')
-    >>> zarr.copy_all(source, dest, log=stdout)
-    copy /foo
-    copy /foo/bar
-    copy /foo/bar/baz (100,) int64
-    copy /spam (100,) int64
-    all done: 4 copied, 0 skipped, 1,600 bytes copied
-    (4, 0, 1600)
-    >>> dest.tree()
-    /
-     ├── foo
-     │   └── bar
-     │       └── baz (100,) int64
-     └── spam (100,) int64
-
-If you need to copy data between two Zarr groups, the
-:func:`zarr.convenience.copy` and :func:`zarr.convenience.copy_all` functions can
-be used and provide the most flexibility. However, if you want to copy data
-in the most efficient way possible, without changing any configuration options,
-the :func:`zarr.convenience.copy_store` function can be used. This function
-copies data directly between the underlying stores, without any decompression or
-re-compression, and so should be faster. E.g.::
-
-    >>> import zarr
-    >>> import numpy as np
-    >>> store1 = zarr.DirectoryStore('data/example.zarr')
-    >>> root = zarr.group(store1, overwrite=True)
-    >>> baz = root.create_dataset('foo/bar/baz', data=np.arange(100), chunks=(50,))
-    >>> spam = root.create_dataset('spam', data=np.arange(100, 200), chunks=(30,))
-    >>> root.tree()
-    /
-     ├── foo
-     │   └── bar
-     │       └── baz (100,) int64
-     └── spam (100,) int64
-    >>> from sys import stdout
-    >>> store2 = zarr.ZipStore('data/example.zip', mode='w')
-    >>> zarr.copy_store(store1, store2, log=stdout)
-    copy .zgroup
-    copy foo/.zgroup
-    copy foo/bar/.zgroup
-    copy foo/bar/baz/.zarray
-    copy foo/bar/baz/0
-    copy foo/bar/baz/1
-    copy spam/.zarray
-    copy spam/0
-    copy spam/1
-    copy spam/2
-    copy spam/3
-    all done: 11 copied, 0 skipped, 1,138 bytes copied
-    (11, 0, 1138)
-    >>> new_root = zarr.group(store2)
-    >>> new_root.tree()
-    /
-     ├── foo
-     │   └── bar
-     │       └── baz (100,) int64
-     └── spam (100,) int64
-    >>> new_root['foo/bar/baz'][:]
-    array([ 0,  1,  2,  ..., 97, 98, 99])
-    >>> store2.close()  # ZIP stores need to be closed
-
-.. _tutorial_strings:
-
-String arrays
--------------
-
-There are several options for storing arrays of strings.
-
-If your strings are all ASCII strings, and you know the maximum length of the string in
-your array, then you can use an array with a fixed-length bytes dtype. E.g.::
-
-    >>> z = zarr.zeros(10, dtype='S6')
-    >>> z
-    <zarr.Array (10,) |S6>
-    >>> z[0] = b'Hello'
-    >>> z[1] = b'world!'
-    >>> z[:]
-    array([b'Hello', b'world!', b'', b'', b'', b'', b'', b'', b'', b''],
-          dtype='|S6')
-
-A fixed-length unicode dtype is also available, e.g.::
-
-    >>> greetings = ['¡Hola mundo!', 'Hej Världen!', 'Servus Woid!', 'Hei maailma!',
-    ...              'Xin chào thế giới', 'Njatjeta Botë!', 'Γεια σου κόσμε!',
-    ...              'こんにちは世界', '世界，你好！', 'Helló, világ!', 'Zdravo svete!',
-    ...              'เฮลโลเวิลด์']
-    >>> text_data = greetings * 10000
-    >>> z = zarr.array(text_data, dtype='U20')
-    >>> z
-    <zarr.Array (120000,) <U20>
-    >>> z[:]
-    array(['¡Hola mundo!', 'Hej Världen!', 'Servus Woid!', ...,
-           'Helló, világ!', 'Zdravo svete!', 'เฮลโลเวิลด์'],
-          dtype='<U20')
-
-For variable-length strings, the ``object`` dtype can be used, but a codec must be
-provided to encode the data (see also :ref:`tutorial_objects` below). At the time of
-writing there are four codecs available that can encode variable length string
-objects: :class:`numcodecs.vlen.VLenUTF8`, :class:`numcodecs.json.JSON`,
-:class:`numcodecs.msgpacks.MsgPack`. and :class:`numcodecs.pickles.Pickle`.
-E.g. using ``VLenUTF8``::
-
-    >>> import numcodecs
-    >>> z = zarr.array(text_data, dtype=object, object_codec=numcodecs.VLenUTF8())
-    >>> z
-    <zarr.Array (120000,) object>
-    >>> z.filters
-    [VLenUTF8()]
-    >>> z[:]
-    array(['¡Hola mundo!', 'Hej Världen!', 'Servus Woid!', ...,
-           'Helló, világ!', 'Zdravo svete!', 'เฮลโลเวิลด์'], dtype=object)
-
-As a convenience, ``dtype=str`` (or ``dtype=unicode`` on Python 2.7) can be used, which
-is a short-hand for ``dtype=object, object_codec=numcodecs.VLenUTF8()``, e.g.::
-
-    >>> z = zarr.array(text_data, dtype=str)
-    >>> z
-    <zarr.Array (120000,) object>
-    >>> z.filters
-    [VLenUTF8()]
-    >>> z[:]
-    array(['¡Hola mundo!', 'Hej Världen!', 'Servus Woid!', ...,
-           'Helló, világ!', 'Zdravo svete!', 'เฮลโลเวิลด์'], dtype=object)
-
-Variable-length byte strings are also supported via ``dtype=object``. Again an
-``object_codec`` is required, which can be one of :class:`numcodecs.vlen.VLenBytes` or
-:class:`numcodecs.pickles.Pickle`. For convenience, ``dtype=bytes`` (or ``dtype=str`` on Python
-2.7) can be used as a short-hand for ``dtype=object, object_codec=numcodecs.VLenBytes()``,
-e.g.::
-
-    >>> bytes_data = [g.encode('utf-8') for g in greetings] * 10000
-    >>> z = zarr.array(bytes_data, dtype=bytes)
-    >>> z
-    <zarr.Array (120000,) object>
-    >>> z.filters
-    [VLenBytes()]
-    >>> z[:]
-    array([b'\xc2\xa1Hola mundo!', b'Hej V\xc3\xa4rlden!', b'Servus Woid!',
-           ..., b'Hell\xc3\xb3, vil\xc3\xa1g!', b'Zdravo svete!',
-           b'\xe0\xb9\x80\xe0\xb8\xae\xe0\xb8\xa5\xe0\xb9\x82\xe0\xb8\xa5\xe0\xb9\x80\xe0\xb8\xa7\xe0\xb8\xb4\xe0\xb8\xa5\xe0\xb8\x94\xe0\xb9\x8c'], dtype=object)
-
-If you know ahead of time all the possible string values that can occur, you could
-also use the :class:`numcodecs.categorize.Categorize` codec to encode each unique string value as an
-integer. E.g.::
-
-    >>> categorize = numcodecs.Categorize(greetings, dtype=object)
-    >>> z = zarr.array(text_data, dtype=object, object_codec=categorize)
-    >>> z
-    <zarr.Array (120000,) object>
-    >>> z.filters
-    [Categorize(dtype='|O', astype='|u1', labels=['¡Hola mundo!', 'Hej Världen!', 'Servus Woid!', ...])]
-    >>> z[:]
-    array(['¡Hola mundo!', 'Hej Världen!', 'Servus Woid!', ...,
-           'Helló, világ!', 'Zdravo svete!', 'เฮลโลเวิลด์'], dtype=object)
-
-
-.. _tutorial_objects:
-
-Object arrays
--------------
-
-Zarr supports arrays with an "object" dtype. This allows arrays to contain any type of
-object, such as variable length unicode strings, or variable length arrays of numbers, or
-other possibilities. When creating an object array, a codec must be provided via the
-``object_codec`` argument. This codec handles encoding (serialization) of Python objects.
-The best codec to use will depend on what type of objects are present in the array.
-
-At the time of writing there are three codecs available that can serve as a general
-purpose object codec and support encoding of a mixture of object types:
-:class:`numcodecs.json.JSON`, :class:`numcodecs.msgpacks.MsgPack`. and :class:`numcodecs.pickles.Pickle`.
-
-For example, using the JSON codec::
-
-    >>> z = zarr.empty(5, dtype=object, object_codec=numcodecs.JSON())
-    >>> z[0] = 42
-    >>> z[1] = 'foo'
-    >>> z[2] = ['bar', 'baz', 'qux']
-    >>> z[3] = {'a': 1, 'b': 2.2}
-    >>> z[:]
-    array([42, 'foo', list(['bar', 'baz', 'qux']), {'a': 1, 'b': 2.2}, None], dtype=object)
-
-Not all codecs support encoding of all object types. The
-:class:`numcodecs.pickles.Pickle` codec is the most flexible, supporting encoding any type
-of Python object. However, if you are sharing data with anyone other than yourself, then
-Pickle is not recommended as it is a potential security risk. This is because malicious
-code can be embedded within pickled data. The JSON and MsgPack codecs do not have any
-security issues and support encoding of unicode strings, lists and dictionaries.
-MsgPack is usually faster for both encoding and decoding.
-
-Ragged arrays
-~~~~~~~~~~~~~
-
-If you need to store an array of arrays, where each member array can be of any length
-and stores the same primitive type (a.k.a. a ragged array), the
-:class:`numcodecs.vlen.VLenArray` codec can be used, e.g.::
-
-    >>> z = zarr.empty(4, dtype=object, object_codec=numcodecs.VLenArray(int))
-    >>> z
-    <zarr.Array (4,) object>
-    >>> z.filters
-    [VLenArray(dtype='<i8')]
-    >>> z[0] = np.array([1, 3, 5])
-    >>> z[1] = np.array([4])
-    >>> z[2] = np.array([7, 9, 14])
-    >>> z[:]
-    array([array([1, 3, 5]), array([4]), array([ 7,  9, 14]),
-           array([], dtype=int64)], dtype=object)
-
-As a convenience, ``dtype='array:T'`` can be used as a short-hand for
-``dtype=object, object_codec=numcodecs.VLenArray('T')``, where 'T' can be any NumPy
-primitive dtype such as 'i4' or 'f8'. E.g.::
-
-    >>> z = zarr.empty(4, dtype='array:i8')
-    >>> z
-    <zarr.Array (4,) object>
-    >>> z.filters
-    [VLenArray(dtype='<i8')]
-    >>> z[0] = np.array([1, 3, 5])
-    >>> z[1] = np.array([4])
-    >>> z[2] = np.array([7, 9, 14])
-    >>> z[:]
-    array([array([1, 3, 5]), array([4]), array([ 7,  9, 14]),
-           array([], dtype=int64)], dtype=object)
-
-.. _tutorial_chunks:
-
-Chunk optimizations
--------------------
-
-.. _tutorial_chunks_shape:
-
-Chunk size and shape
-~~~~~~~~~~~~~~~~~~~~
-
-In general, chunks of at least 1 megabyte (1M) uncompressed size seem to provide
-better performance, at least when using the Blosc compression library.
-
-The optimal chunk shape will depend on how you want to access the data. E.g.,
-for a 2-dimensional array, if you only ever take slices along the first
-dimension, then chunk across the second dimension. If you know you want to chunk
-across an entire dimension you can use ``None`` or ``-1`` within the ``chunks``
-argument, e.g.::
-
-    >>> z1 = zarr.zeros((10000, 10000), chunks=(100, None), dtype='i4')
-    >>> z1.chunks
-    (100, 10000)
-
-Alternatively, if you only ever take slices along the second dimension, then
-chunk across the first dimension, e.g.::
-
-    >>> z2 = zarr.zeros((10000, 10000), chunks=(None, 100), dtype='i4')
-    >>> z2.chunks
-    (10000, 100)
-
-If you require reasonable performance for both access patterns then you need to
-find a compromise, e.g.::
-
-    >>> z3 = zarr.zeros((10000, 10000), chunks=(1000, 1000), dtype='i4')
-    >>> z3.chunks
-    (1000, 1000)
-
-If you are feeling lazy, you can let Zarr guess a chunk shape for your data by
-providing ``chunks=True``, although please note that the algorithm for guessing
-a chunk shape is based on simple heuristics and may be far from optimal. E.g.::
-
-    >>> z4 = zarr.zeros((10000, 10000), chunks=True, dtype='i4')
-    >>> z4.chunks
-    (625, 625)
-
-If you know you are always going to be loading the entire array into memory, you
-can turn off chunks by providing ``chunks=False``, in which case there will be
-one single chunk for the array::
-
-    >>> z5 = zarr.zeros((10000, 10000), chunks=False, dtype='i4')
-    >>> z5.chunks
-    (10000, 10000)
-
-.. _tutorial_chunks_order:
-
-Chunk memory layout
-~~~~~~~~~~~~~~~~~~~
-
-The order of bytes **within each chunk** of an array can be changed via the
-``order`` keyword argument, to use either C or Fortran layout. For
-multi-dimensional arrays, these two layouts may provide different compression
-ratios, depending on the correlation structure within the data. E.g.::
-
-    >>> a = np.arange(100000000, dtype='i4').reshape(10000, 10000).T
-    >>> c = zarr.array(a, chunks=(1000, 1000))
-    >>> c.info
-    Type               : zarr.Array
-    Data type          : int32
-    Shape              : (10000, 10000)
-    Chunk shape        : (1000, 1000)
-    Order              : C
-    Read-only          : False
-    Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
-    Store type         : zarr.storage.KVStore
-    No. bytes          : 400000000 (381.5M)
-    No. bytes stored   : 6696010 (6.4M)
-    Storage ratio      : 59.7
-    Chunks initialized : 100/100
-    >>> f = zarr.array(a, chunks=(1000, 1000), order='F')
-    >>> f.info
-    Type               : zarr.Array
-    Data type          : int32
-    Shape              : (10000, 10000)
-    Chunk shape        : (1000, 1000)
-    Order              : F
-    Read-only          : False
-    Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
-    Store type         : zarr.storage.KVStore
-    No. bytes          : 400000000 (381.5M)
-    No. bytes stored   : 4684636 (4.5M)
-    Storage ratio      : 85.4
-    Chunks initialized : 100/100
-
-In the above example, Fortran order gives a better compression ratio. This is an
-artificial example but illustrates the general point that changing the order of
-bytes within chunks of an array may improve the compression ratio, depending on
-the structure of the data, the compression algorithm used, and which compression
-filters (e.g., byte-shuffle) have been applied.
-
-.. _tutorial_chunks_empty_chunks:
-
-Empty chunks
-~~~~~~~~~~~~
-
-As of version 2.11, it is possible to configure how Zarr handles the storage of
-chunks that are "empty" (i.e., every element in the chunk is equal to the array's fill value).
-When creating an array with ``write_empty_chunks=False``,
-Zarr will check whether a chunk is empty before compression and storage. If a chunk is empty,
-then Zarr does not store it, and instead deletes the chunk from storage
-if the chunk had been previously stored.
-
-This optimization prevents storing redundant objects and can speed up reads, but the cost is
-added computation during array writes, since the contents of
-each chunk must be compared to the fill value, and these advantages are contingent on the content of the array.
-If you know that your data will form chunks that are almost always non-empty, then there is no advantage to the optimization described above.
-In this case, creating an array with ``write_empty_chunks=True`` (the default) will instruct Zarr to write every chunk without checking for emptiness.
-
-The following example illustrates the effect of the ``write_empty_chunks`` flag on
-the time required to write an array with different values.::
-
-    >>> import zarr
-    >>> import numpy as np
-    >>> import time
-    >>> from tempfile import TemporaryDirectory
-    >>> def timed_write(write_empty_chunks):
-    ...     """
-    ...     Measure the time required and number of objects created when writing
-    ...     to a Zarr array with random ints or fill value.
-    ...     """
-    ...     chunks = (8192,)
-    ...     shape = (chunks[0] * 1024,)
-    ...     data = np.random.randint(0, 255, shape)
-    ...     dtype = 'uint8'
-    ...
-    ...     with TemporaryDirectory() as store:
-    ...         arr = zarr.open(store,
-    ...                         shape=shape,
-    ...                         chunks=chunks,
-    ...                         dtype=dtype,
-    ...                         write_empty_chunks=write_empty_chunks,
-    ...                         fill_value=0,
-    ...                         mode='w')
-    ...         # initialize all chunks
-    ...         arr[:] = 100
-    ...         result = []
-    ...         for value in (data, arr.fill_value):
-    ...             start = time.time()
-    ...             arr[:] = value
-    ...             elapsed = time.time() - start
-    ...             result.append((elapsed, arr.nchunks_initialized))
-    ...
-    ...         return result
-    >>> for write_empty_chunks in (True, False):
-    ...     full, empty = timed_write(write_empty_chunks)
-    ...     print(f'\nwrite_empty_chunks={write_empty_chunks}:\n\tRandom Data: {full[0]:.4f}s, {full[1]} objects stored\n\t Empty Data: {empty[0]:.4f}s, {empty[1]} objects stored\n')
-
-    write_empty_chunks=True:
-            Random Data: 0.1252s, 1024 objects stored
-            Empty Data: 0.1060s, 1024 objects stored
-
-
-    write_empty_chunks=False:
-            Random Data: 0.1359s, 1024 objects stored
-            Empty Data: 0.0301s, 0 objects stored
-
-In this example, writing random data is slightly slower with ``write_empty_chunks=True``,
-but writing empty data is substantially faster and generates far fewer objects in storage.
-
-.. _tutorial_rechunking:
-
-Changing chunk shapes (rechunking)
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-Sometimes you are not free to choose the initial chunking of your input data, or
-you might have data saved with chunking which is not optimal for the analysis you
-have planned. In such cases it can be advantageous to re-chunk the data. For small
-datasets, or when the mismatch between input and output chunks is small
-such that only a few chunks of the input dataset need to be read to create each
-chunk in the output array, it is sufficient to simply copy the data to a new array
-with the desired chunking, e.g. ::
-
-    >>> a = zarr.zeros((10000, 10000), chunks=(100,100), dtype='uint16', store='a.zarr')
-    >>> b = zarr.array(a, chunks=(100, 200), store='b.zarr')
-
-If the chunk shapes mismatch, however, a simple copy can lead to non-optimal data
-access patterns and incur a substantial performance hit when using
-file based stores. One of the most pathological examples is
-switching from column-based chunking to row-based chunking e.g. ::
-
-    >>> a = zarr.zeros((10000,10000), chunks=(10000, 1), dtype='uint16', store='a.zarr')
-    >>> b = zarr.array(a, chunks=(1,10000), store='b.zarr')
-
-which will require every chunk in the input data set to be repeatedly read when creating
-each output chunk. If the entire array will fit within memory, this is simply resolved
-by forcing the entire input array into memory as a numpy array before converting
-back to zarr with the desired chunking. ::
-
-    >>> a = zarr.zeros((10000,10000), chunks=(10000, 1), dtype='uint16', store='a.zarr')
-    >>> b = a[...]
-    >>> c = zarr.array(b, chunks=(1,10000), store='c.zarr')
-
-For data sets which have mismatched chunks and which do not fit in memory, a
-more sophisticated approach to rechunking, such as offered by the
-`rechunker <https://github.com/pangeo-data/rechunker>`_ package and discussed
-`here <https://medium.com/pangeo/rechunker-the-missing-link-for-chunked-array-analytics-5b2359e9dc11>`_
-may offer a substantial improvement in performance.
-
-.. _tutorial_sync:
-
-Parallel computing and synchronization
---------------------------------------
-
-Zarr arrays have been designed for use as the source or sink for data in
-parallel computations. By data source we mean that multiple concurrent read
-operations may occur. By data sink we mean that multiple concurrent write
-operations may occur, with each writer updating a different region of the
-array. Zarr arrays have **not** been designed for situations where multiple
-readers and writers are concurrently operating on the same array.
-
-Both multi-threaded and multi-process parallelism are possible. The bottleneck
-for most storage and retrieval operations is compression/decompression, and the
-Python global interpreter lock (GIL) is released wherever possible during these
-operations, so Zarr will generally not block other Python threads from running.
-
-When using a Zarr array as a data sink, some synchronization (locking) may be
-required to avoid data loss, depending on how data are being updated. If each
-worker in a parallel computation is writing to a separate region of the array,
-and if region boundaries are perfectly aligned with chunk boundaries, then no
-synchronization is required. However, if region and chunk boundaries are not
-perfectly aligned, then synchronization is required to avoid two workers
-attempting to modify the same chunk at the same time, which could result in data
-loss.
-
-To give a simple example, consider a 1-dimensional array of length 60, ``z``,
-divided into three chunks of 20 elements each. If three workers are running and
-each attempts to write to a 20 element region (i.e., ``z[0:20]``, ``z[20:40]``
-and ``z[40:60]``) then each worker will be writing to a separate chunk and no
-synchronization is required. However, if two workers are running and each
-attempts to write to a 30 element region (i.e., ``z[0:30]`` and ``z[30:60]``)
-then it is possible both workers will attempt to modify the middle chunk at the
-same time, and synchronization is required to prevent data loss.
-
-Zarr provides support for chunk-level synchronization. E.g., create an array
-with thread synchronization::
-
-    >>> z = zarr.zeros((10000, 10000), chunks=(1000, 1000), dtype='i4',
-    ...                 synchronizer=zarr.ThreadSynchronizer())
-    >>> z
-    <zarr.Array (10000, 10000) int32>
-
-This array is safe to read or write within a multi-threaded program.
-
-Zarr also provides support for process synchronization via file locking,
-provided that all processes have access to a shared file system, and provided
-that the underlying file system supports file locking (which is not the case for
-some networked file systems). E.g.::
-
-    >>> synchronizer = zarr.ProcessSynchronizer('data/example.sync')
-    >>> z = zarr.open_array('data/example', mode='w', shape=(10000, 10000),
-    ...                     chunks=(1000, 1000), dtype='i4',
-    ...                     synchronizer=synchronizer)
-    >>> z
-    <zarr.Array (10000, 10000) int32>
-
-This array is safe to read or write from multiple processes.
-
-When using multiple processes to parallelize reads or writes on arrays using the Blosc
-compression library, it may be necessary to set ``numcodecs.blosc.use_threads = False``,
-as otherwise Blosc may share incorrect global state amongst processes causing programs
-to hang. See also the section on :ref:`tutorial_tips_blosc` below.
-
-Please note that support for parallel computing is an area of ongoing research
-and development. If you are using Zarr for parallel computing, we welcome
-feedback, experience, discussion, ideas and advice, particularly about issues
-related to data integrity and performance.
-
-.. _tutorial_pickle:
-
-Pickle support
---------------
-
-Zarr arrays and groups can be pickled, as long as the underlying store object can be
-pickled. Instances of any of the storage classes provided in the :mod:`zarr.storage`
-module can be pickled, as can the built-in ``dict`` class which can also be used for
-storage.
-
-Note that if an array or group is backed by an in-memory store like a ``dict`` or
-:class:`zarr.storage.MemoryStore`, then when it is pickled all of the store data will be
-included in the pickled data. However, if an array or group is backed by a persistent
-store like a :class:`zarr.storage.DirectoryStore`, :class:`zarr.storage.ZipStore` or
-:class:`zarr.storage.DBMStore` then the store data **are not** pickled. The only thing
-that is pickled is the necessary parameters to allow the store to re-open any
-underlying files or databases upon being unpickled.
-
-E.g., pickle/unpickle an in-memory array::
-
-    >>> import pickle
-    >>> z1 = zarr.array(np.arange(100000))
-    >>> s = pickle.dumps(z1)
-    >>> len(s) > 5000  # relatively large because data have been pickled
-    True
-    >>> z2 = pickle.loads(s)
-    >>> z1 == z2
-    True
-    >>> np.all(z1[:] == z2[:])
-    True
-
-E.g., pickle/unpickle an array stored on disk::
-
-    >>> z3 = zarr.open('data/walnuts.zarr', mode='w', shape=100000, dtype='i8')
-    >>> z3[:] = np.arange(100000)
-    >>> s = pickle.dumps(z3)
-    >>> len(s) < 200  # small because no data have been pickled
-    True
-    >>> z4 = pickle.loads(s)
-    >>> z3 == z4
-    True
-    >>> np.all(z3[:] == z4[:])
-    True
-
-.. _tutorial_datetime:
-
-Datetimes and timedeltas
-------------------------
-
-NumPy's ``datetime64`` ('M8') and ``timedelta64`` ('m8') dtypes are supported for Zarr
-arrays, as long as the units are specified. E.g.::
-
-    >>> z = zarr.array(['2007-07-13', '2006-01-13', '2010-08-13'], dtype='M8[D]')
-    >>> z
-    <zarr.Array (3,) datetime64[D]>
-    >>> z[:]
-    array(['2007-07-13', '2006-01-13', '2010-08-13'], dtype='datetime64[D]')
-    >>> z[0]
-    numpy.datetime64('2007-07-13')
-    >>> z[0] = '1999-12-31'
-    >>> z[:]
-    array(['1999-12-31', '2006-01-13', '2010-08-13'], dtype='datetime64[D]')
-
-.. _tutorial_tips:
-
-Usage tips
-----------
-
-.. _tutorial_tips_copy:
-
-Copying large arrays
-~~~~~~~~~~~~~~~~~~~~
-
-Data can be copied between large arrays without needing much memory, e.g.::
-
-    >>> z1 = zarr.empty((10000, 10000), chunks=(1000, 1000), dtype='i4')
-    >>> z1[:] = 42
-    >>> z2 = zarr.empty_like(z1)
-    >>> z2[:] = z1
-
-Internally the example above works chunk-by-chunk, extracting only the data from
-``z1`` required to fill each chunk in ``z2``. The source of the data (``z1``)
-could equally be an h5py Dataset.
-
-.. _tutorial_tips_blosc:
-
-Configuring Blosc
-~~~~~~~~~~~~~~~~~
-
-The Blosc compressor is able to use multiple threads internally to accelerate
-compression and decompression. By default, Blosc uses up to 8
-internal threads. The number of Blosc threads can be changed to increase or
-decrease this number, e.g.::
-
-    >>> from numcodecs import blosc
-    >>> blosc.set_nthreads(2)  # doctest: +SKIP
-    8
-
-When a Zarr array is being used within a multi-threaded program, Zarr
-automatically switches to using Blosc in a single-threaded
-"contextual" mode. This is generally better as it allows multiple
-program threads to use Blosc simultaneously and prevents CPU thrashing
-from too many active threads. If you want to manually override this
-behaviour, set the value of the ``blosc.use_threads`` variable to
-``True`` (Blosc always uses multiple internal threads) or ``False``
-(Blosc always runs in single-threaded contextual mode). To re-enable
-automatic switching, set ``blosc.use_threads`` to ``None``.
-
-Please note that if Zarr is being used within a multi-process program, Blosc may not
-be safe to use in multi-threaded mode and may cause the program to hang. If using Blosc
-in a multi-process program then it is recommended to set ``blosc.use_threads = False``.
diff --git a/docs/user-guide/arrays.rst b/docs/user-guide/arrays.rst
new file mode 100644
index 0000000000..b21f8e976c
--- /dev/null
+++ b/docs/user-guide/arrays.rst
@@ -0,0 +1,612 @@
+.. only:: doctest
+
+   >>> import shutil
+   >>> shutil.rmtree('data', ignore_errors=True)
+
+.. _user-guide-arrays:
+
+Working with arrays
+===================
+
+Creating an array
+-----------------
+
+Zarr has several functions for creating arrays. For example::
+
+   >>> import zarr
+   >>> store = zarr.storage.MemoryStore()
+   >>> z = zarr.create_array(store=store, shape=(10000, 10000), chunks=(1000, 1000), dtype='int32')
+   >>> z
+   <Array memory://... shape=(10000, 10000) dtype=int32>
+
+The code above creates a 2-dimensional array of 32-bit integers with 10000 rows
+and 10000 columns, divided into chunks where each chunk has 1000 rows and 1000
+columns (and so there will be 100 chunks in total). The data is written to a
+:class:`zarr.storage.MemoryStore` (e.g. an in-memory dict). See
+:ref:`user-guide-persist` for details on storing arrays in other stores.
+
+For a complete list of array creation routines see the :mod:`zarr`
+module documentation.
+
+.. _user-guide-array:
+
+Reading and writing data
+------------------------
+
+Zarr arrays support a similar interface to `NumPy <https://numpy.org/doc/stable/>`_
+arrays for reading and writing data. For example, the entire array can be filled
+with a scalar value::
+
+   >>> z[:] = 42
+
+Regions of the array can also be written to, e.g.::
+
+   >>> import numpy as np
+   >>>
+   >>> z[0, :] = np.arange(10000)
+   >>> z[:, 0] = np.arange(10000)
+
+The contents of the array can be retrieved by slicing, which will load the
+requested region into memory as a NumPy array, e.g.::
+
+   >>> z[0, 0]
+   array(0, dtype=int32)
+   >>> z[-1, -1]
+   array(42, dtype=int32)
+   >>> z[0, :]
+   array([   0,    1,    2, ..., 9997, 9998, 9999],
+         shape=(10000,), dtype=int32)
+   >>> z[:, 0]
+   array([   0,    1,    2, ..., 9997, 9998, 9999],
+         shape=(10000,), dtype=int32)
+   >>> z[:]
+   array([[   0,    1,    2, ..., 9997, 9998, 9999],
+          [   1,   42,   42, ...,   42,   42,   42],
+          [   2,   42,   42, ...,   42,   42,   42],
+          ...,
+          [9997,   42,   42, ...,   42,   42,   42],
+          [9998,   42,   42, ...,   42,   42,   42],
+          [9999,   42,   42, ...,   42,   42,   42]],
+         shape=(10000, 10000), dtype=int32)
+
+Read more about NumPy-style indexing can be found in the
+`NumPy documentation <https://numpy.org/doc/stable/user/basics.indexing.html>`_.
+
+.. _user-guide-persist:
+
+Persistent arrays
+-----------------
+
+In the examples above, compressed data for each chunk of the array was stored in
+main memory. Zarr arrays can also be stored on a file system, enabling
+persistence of data between sessions. To do this, we can change the store
+argument to point to a filesystem path::
+
+   >>> z1 = zarr.create_array(store='data/example-1.zarr', shape=(10000, 10000), chunks=(1000, 1000), dtype='int32')
+
+The array above will store its configuration metadata and all compressed chunk
+data in a directory called ``'data/example-1.zarr'`` relative to the current working
+directory. The :func:`zarr.create_array` function provides a convenient way
+to create a new persistent array or continue working with an existing
+array. Note, there is no need to close an array: data are automatically
+flushed to disk, and files are automatically closed whenever an array is modified.
+
+Persistent arrays support the same interface for reading and writing data,
+e.g.::
+
+   >>> z1[:] = 42
+   >>> z1[0, :] = np.arange(10000)
+   >>> z1[:, 0] = np.arange(10000)
+
+Check that the data have been written and can be read again::
+
+   >>> z2 = zarr.open_array('data/example-1.zarr', mode='r')
+   >>> np.all(z1[:] == z2[:])
+   np.True_
+
+If you are just looking for a fast and convenient way to save NumPy arrays to
+disk then load back into memory later, the functions
+:func:`zarr.save` and :func:`zarr.load` may be
+useful. E.g.::
+
+   >>> a = np.arange(10)
+   >>> zarr.save('data/example-2.zarr', a)
+   >>> zarr.load('data/example-2.zarr')
+   array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])
+
+Please note that there are a number of other options for persistent array
+storage, see the :ref:`Storage Guide <user-guide-storage>` guide for more details.
+
+.. _user-guide-resize:
+
+Resizing and appending
+----------------------
+
+A Zarr array can be resized, which means that any of its dimensions can be
+increased or decreased in length. For example::
+
+   >>> z = zarr.create_array(store='data/example-3.zarr', shape=(10000, 10000), dtype='int32',chunks=(1000, 1000))
+   >>> z[:] = 42
+   >>> z.shape
+   (10000, 10000)
+   >>> z.resize((20000, 10000))
+   >>> z.shape
+   (20000, 10000)
+
+Note that when an array is resized, the underlying data are not rearranged in
+any way. If one or more dimensions are shrunk, any chunks falling outside the
+new array shape will be deleted from the underlying store.
+
+:func:`zarr.Array.append` is provided as a convenience function, which can be
+used to append data to any axis. E.g.::
+
+   >>> a = np.arange(10000000, dtype='int32').reshape(10000, 1000)
+   >>> z = zarr.create_array(store='data/example-4.zarr', shape=a.shape, dtype=a.dtype, chunks=(1000, 100))
+   >>> z[:] = a
+   >>> z.shape
+   (10000, 1000)
+   >>> z.append(a)
+   (20000, 1000)
+   >>> z.append(np.vstack([a, a]), axis=1)
+   (20000, 2000)
+   >>> z.shape
+   (20000, 2000)
+
+.. _user-guide-compress:
+
+Compressors
+-----------
+
+A number of different compressors can be used with Zarr. Zarr includes Blosc,
+Zstandard and Gzip compressors. Additional compressors are available through
+a separate package called NumCodecs_ which provides various
+compressor libraries including LZ4, Zlib, BZ2 and LZMA.
+Different compressors can be provided via the ``compressors`` keyword
+argument accepted by all array creation functions. For example::
+
+   >>> compressors = zarr.codecs.BloscCodec(cname='zstd', clevel=3, shuffle=zarr.codecs.BloscShuffle.bitshuffle)
+   >>> data = np.arange(100000000, dtype='int32').reshape(10000, 10000)
+   >>> z = zarr.create_array(store='data/example-5.zarr', shape=data.shape, dtype=data.dtype, chunks=(1000, 1000), compressors=compressors)
+   >>> z[:] = data
+   >>> z.metadata.codecs
+   [BytesCodec(endian=<Endian.little: 'little'>), BloscCodec(typesize=4, cname=<BloscCname.zstd: 'zstd'>, clevel=3, shuffle=<BloscShuffle.bitshuffle: 'bitshuffle'>, blocksize=0)]
+
+This array above will use Blosc as the primary compressor, using the Zstandard
+algorithm (compression level 3) internally within Blosc, and with the
+bit-shuffle filter applied.
+
+When using a compressor, it can be useful to get some diagnostics on the
+compression ratio. Zarr arrays provide the :attr:`zarr.Array.info` property
+which can be used to print useful diagnostics, e.g.::
+
+   >>> z.info
+   Type               : Array
+   Zarr format        : 3
+   Data type          : DataType.int32
+   Shape              : (10000, 10000)
+   Chunk shape        : (1000, 1000)
+   Order              : C
+   Read-only          : False
+   Store type         : LocalStore
+   Codecs             : [{'endian': <Endian.little: 'little'>}, {'typesize': 4, 'cname': <BloscCname.zstd: 'zstd'>, 'clevel': 3, 'shuffle': <BloscShuffle.bitshuffle: 'bitshuffle'>, 'blocksize': 0}]
+   No. bytes          : 400000000 (381.5M)
+
+The :func:`zarr.Array.info_complete` method inspects the underlying store and
+prints additional diagnostics, e.g.::
+
+   >>> z.info_complete()
+   Type               : Array
+   Zarr format        : 3
+   Data type          : DataType.int32
+   Shape              : (10000, 10000)
+   Chunk shape        : (1000, 1000)
+   Order              : C
+   Read-only          : False
+   Store type         : LocalStore
+   Codecs             : [{'endian': <Endian.little: 'little'>}, {'typesize': 4, 'cname': <BloscCname.zstd: 'zstd'>, 'clevel': 3, 'shuffle': <BloscShuffle.bitshuffle: 'bitshuffle'>, 'blocksize': 0}]
+   No. bytes          : 400000000 (381.5M)
+   No. bytes stored   : 9696302
+   Storage ratio      : 41.3
+   Chunks Initialized : 100
+
+.. note::
+   :func:`zarr.Array.info_complete` will inspect the underlying store and may
+   be slow for large arrays. Use :attr:`zarr.Array.info` if detailed storage
+   statistics are not needed.
+
+If you don't specify a compressor, by default Zarr uses the Zstandard
+compressor.
+
+In addition to Blosc and Zstandard, other compression libraries can also be used. For example,
+here is an array using Gzip compression, level 1::
+
+   >>> data = np.arange(100000000, dtype='int32').reshape(10000, 10000)
+   >>> z = zarr.create_array(store='data/example-6.zarr', shape=data.shape, dtype=data.dtype, chunks=(1000, 1000), compressors=zarr.codecs.GzipCodec(level=1))
+   >>> z[:] = data
+   >>> z.metadata.codecs
+   [BytesCodec(endian=<Endian.little: 'little'>), GzipCodec(level=1)]
+
+Here is an example using LZMA from NumCodecs_ with a custom filter pipeline including LZMA's
+built-in delta filter::
+
+   >>> import lzma
+   >>> from numcodecs.zarr3 import LZMA
+   >>>
+   >>> lzma_filters = [dict(id=lzma.FILTER_DELTA, dist=4), dict(id=lzma.FILTER_LZMA2, preset=1)]
+   >>> compressors = LZMA(filters=lzma_filters)
+   >>> data = np.arange(100000000, dtype='int32').reshape(10000, 10000)
+   >>> z = zarr.create_array(store='data/example-7.zarr', shape=data.shape, dtype=data.dtype, chunks=(1000, 1000), compressors=compressors)
+   >>> z.metadata.codecs
+   [BytesCodec(endian=<Endian.little: 'little'>), _make_bytes_bytes_codec.<locals>._Codec(codec_name='numcodecs.lzma', codec_config={'id': 'lzma', 'filters': [{'id': 3, 'dist': 4}, {'id': 33, 'preset': 1}]})]
+
+The default compressor can be changed by setting the value of the using Zarr's
+:ref:`user-guide-config`, e.g.::
+
+   >>> with zarr.config.set({'array.v2_default_compressor.numeric': {'id': 'blosc'}}):
+   ...     z = zarr.create_array(store={}, shape=(100000000,), chunks=(1000000,), dtype='int32', zarr_format=2)
+   >>> z.metadata.filters
+   >>> z.metadata.compressor
+   Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
+
+To disable compression, set ``compressors=None`` when creating an array, e.g.::
+
+   >>> z = zarr.create_array(store='data/example-8.zarr', shape=(100000000,), chunks=(1000000,), dtype='int32', compressors=None)
+   >>> z.metadata.codecs
+   [BytesCodec(endian=<Endian.little: 'little'>)]
+
+.. _user-guide-filters:
+
+Filters
+-------
+
+In some cases, compression can be improved by transforming the data in some
+way. For example, if nearby values tend to be correlated, then shuffling the
+bytes within each numerical value or storing the difference between adjacent
+values may increase compression ratio. Some compressors provide built-in filters
+that apply transformations to the data prior to compression. For example, the
+Blosc compressor has built-in implementations of byte- and bit-shuffle filters,
+and the LZMA compressor has a built-in implementation of a delta
+filter. However, to provide additional flexibility for implementing and using
+filters in combination with different compressors, Zarr also provides a
+mechanism for configuring filters outside of the primary compressor.
+
+Here is an example using a delta filter with the Blosc compressor::
+
+   >>> from numcodecs.zarr3 import Delta
+   >>>
+   >>> filters = [Delta(dtype='int32')]
+   >>> compressors = zarr.codecs.BloscCodec(cname='zstd', clevel=1, shuffle=zarr.codecs.BloscShuffle.shuffle)
+   >>> data = np.arange(100000000, dtype='int32').reshape(10000, 10000)
+   >>> z = zarr.create_array(store='data/example-9.zarr', shape=data.shape, dtype=data.dtype, chunks=(1000, 1000), filters=filters, compressors=compressors)
+   >>> z.info
+   Type               : Array
+   Zarr format        : 3
+   Data type          : DataType.int32
+   Shape              : (10000, 10000)
+   Chunk shape        : (1000, 1000)
+   Order              : C
+   Read-only          : False
+   Store type         : LocalStore
+   Codecs             : [{'codec_name': 'numcodecs.delta', 'codec_config': {'id': 'delta', 'dtype': 'int32'}}, {'endian': <Endian.little: 'little'>}, {'typesize': 4, 'cname': <BloscCname.zstd: 'zstd'>, 'clevel': 1, 'shuffle': <BloscShuffle.shuffle: 'shuffle'>, 'blocksize': 0}]
+   No. bytes          : 400000000 (381.5M)
+
+For more information about available filter codecs, see the `Numcodecs
+<https://numcodecs.readthedocs.io/>`_ documentation.
+
+.. _user-guide-indexing:
+
+Advanced indexing
+-----------------
+
+Zarr arrays support several methods for advanced or "fancy"
+indexing, which enable a subset of data items to be extracted or updated in an
+array without loading the entire array into memory.
+
+Note that although this functionality is similar to some of the advanced
+indexing capabilities available on NumPy arrays and on h5py datasets, **the Zarr
+API for advanced indexing is different from both NumPy and h5py**, so please
+read this section carefully.  For a complete description of the indexing API,
+see the documentation for the :class:`zarr.Array` class.
+
+Indexing with coordinate arrays
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+Items from a Zarr array can be extracted by providing an integer array of
+coordinates. E.g.::
+
+   >>> data = np.arange(10) ** 2
+   >>> z = zarr.create_array(store='data/example-10.zarr', shape=data.shape, dtype=data.dtype)
+   >>> z[:] = data
+   >>> z[:]
+   array([ 0,  1,  4,  9, 16, 25, 36, 49, 64, 81])
+   >>> z.get_coordinate_selection([2, 5])
+   array([ 4, 25])
+
+Coordinate arrays can also be used to update data, e.g.::
+
+   >>> z.set_coordinate_selection([2, 5], [-1, -2])
+   >>> z[:]
+   array([ 0,  1, -1,  9, 16, -2, 36, 49, 64, 81])
+
+For multidimensional arrays, coordinates must be provided for each dimension,
+e.g.::
+
+   >>> data = np.arange(15).reshape(3, 5)
+   >>> z = zarr.create_array(store='data/example-11.zarr', shape=data.shape, dtype=data.dtype)
+   >>> z[:] = data
+   >>> z[:]
+   array([[ 0,  1,  2,  3,  4],
+          [ 5,  6,  7,  8,  9],
+          [10, 11, 12, 13, 14]])
+   >>> z.get_coordinate_selection(([0, 2], [1, 3]))
+   array([ 1, 13])
+   >>> z.set_coordinate_selection(([0, 2], [1, 3]), [-1, -2])
+   >>> z[:]
+   array([[ 0, -1,  2,  3,  4],
+          [ 5,  6,  7,  8,  9],
+          [10, 11, 12, -2, 14]])
+
+For convenience, coordinate indexing is also available via the ``vindex``
+property, as well as the square bracket operator, e.g.::
+
+   >>> z.vindex[[0, 2], [1, 3]]
+   array([-1, -2])
+   >>> z.vindex[[0, 2], [1, 3]] = [-3, -4]
+   >>> z[:]
+   array([[ 0, -3,  2,  3,  4],
+          [ 5,  6,  7,  8,  9],
+          [10, 11, 12, -4, 14]])
+   >>> z[[0, 2], [1, 3]]
+   array([-3, -4])
+
+When the indexing arrays have different shapes, they are broadcast together.
+That is, the following two calls are equivalent::
+
+   >>> z[1, [1, 3]]
+   array([6, 8])
+   >>> z[[1, 1], [1, 3]]
+   array([6, 8])
+
+Indexing with a mask array
+~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+Items can also be extracted by providing a Boolean mask. E.g.::
+
+   >>> data = np.arange(10) ** 2
+   >>> z = zarr.create_array(store='data/example-12.zarr', shape=data.shape, dtype=data.dtype)
+   >>> z[:] = data
+   >>> z[:]
+   array([ 0,  1,  4,  9, 16, 25, 36, 49, 64, 81])
+   >>> sel = np.zeros_like(z, dtype=bool)
+   >>> sel[2] = True
+   >>> sel[5] = True
+   >>> z.get_mask_selection(sel)
+   array([ 4, 25])
+   >>> z.set_mask_selection(sel, [-1, -2])
+   >>> z[:]
+   array([ 0,  1, -1,  9, 16, -2, 36, 49, 64, 81])
+
+Here's a multidimensional example::
+
+   >>> data = np.arange(15).reshape(3, 5)
+   >>> z = zarr.create_array(store='data/example-13.zarr', shape=data.shape, dtype=data.dtype)
+   >>> z[:] = data
+   >>> z[:]
+   array([[ 0,  1,  2,  3,  4],
+          [ 5,  6,  7,  8,  9],
+          [10, 11, 12, 13, 14]])
+   >>> sel = np.zeros_like(z, dtype=bool)
+   >>> sel[0, 1] = True
+   >>> sel[2, 3] = True
+   >>> z.get_mask_selection(sel)
+   array([ 1, 13])
+   >>> z.set_mask_selection(sel, [-1, -2])
+   >>> z[:]
+   array([[ 0, -1,  2,  3,  4],
+          [ 5,  6,  7,  8,  9],
+          [10, 11, 12, -2, 14]])
+
+For convenience, mask indexing is also available via the ``vindex`` property,
+e.g.::
+
+   >>> z.vindex[sel]
+   array([-1, -2])
+   >>> z.vindex[sel] = [-3, -4]
+   >>> z[:]
+   array([[ 0, -3,  2,  3,  4],
+          [ 5,  6,  7,  8,  9],
+          [10, 11, 12, -4, 14]])
+
+Mask indexing is conceptually the same as coordinate indexing, and is
+implemented internally via the same machinery. Both styles of indexing allow
+selecting arbitrary items from an array, also known as point selection.
+
+Orthogonal indexing
+~~~~~~~~~~~~~~~~~~~
+
+Zarr arrays also support methods for orthogonal indexing, which allows
+selections to be made along each dimension of an array independently. For
+example, this allows selecting a subset of rows and/or columns from a
+2-dimensional array. E.g.::
+
+   >>> data = np.arange(15).reshape(3, 5)
+   >>> z = zarr.create_array(store='data/example-14.zarr', shape=data.shape, dtype=data.dtype)
+   >>> z[:] = data
+   >>> z[:]
+   array([[ 0,  1,  2,  3,  4],
+          [ 5,  6,  7,  8,  9],
+          [10, 11, 12, 13, 14]])
+   >>> z.get_orthogonal_selection(([0, 2], slice(None)))  # select first and third rows
+   array([[ 0,  1,  2,  3,  4],
+          [10, 11, 12, 13, 14]])
+   >>> z.get_orthogonal_selection((slice(None), [1, 3]))  # select second and fourth columns
+   array([[ 1,  3],
+          [ 6,  8],
+          [11, 13]])
+   >>> z.get_orthogonal_selection(([0, 2], [1, 3]))  # select rows [0, 2] and columns [1, 4]
+   array([[ 1,  3],
+          [11, 13]])
+
+Data can also be modified, e.g.::
+
+   >>> z.set_orthogonal_selection(([0, 2], [1, 3]), [[-1, -2], [-3, -4]])
+
+For convenience, the orthogonal indexing functionality is also available via the
+``oindex`` property, e.g.::
+
+   >>> data = np.arange(15).reshape(3, 5)
+   >>> z = zarr.create_array(store='data/example-15.zarr', shape=data.shape, dtype=data.dtype)
+   >>> z[:] = data
+   >>> z.oindex[[0, 2], :]  # select first and third rows
+   array([[ 0,  1,  2,  3,  4],
+          [10, 11, 12, 13, 14]])
+   >>> z.oindex[:, [1, 3]]  # select second and fourth columns
+   array([[ 1,  3],
+          [ 6,  8],
+          [11, 13]])
+   >>> z.oindex[[0, 2], [1, 3]]  # select rows [0, 2] and columns [1, 4]
+   array([[ 1,  3],
+          [11, 13]])
+   >>> z.oindex[[0, 2], [1, 3]] = [[-1, -2], [-3, -4]]
+   >>> z[:]
+   array([[ 0, -1,  2, -2,  4],
+          [ 5,  6,  7,  8,  9],
+          [10, -3, 12, -4, 14]])
+
+Any combination of integer, slice, 1D integer array and/or 1D Boolean array can
+be used for orthogonal indexing.
+
+If the index contains at most one iterable, and otherwise contains only slices and integers,
+orthogonal indexing is also available directly on the array::
+
+   >>> data = np.arange(15).reshape(3, 5)
+   >>> z = zarr.create_array(store='data/example-16.zarr', shape=data.shape, dtype=data.dtype)
+   >>> z[:] = data
+   >>> np.all(z.oindex[[0, 2], :] == z[[0, 2], :])
+   np.True_
+
+Block Indexing
+~~~~~~~~~~~~~~
+
+Zarr also support block indexing, which allows selections of whole chunks based on their
+logical indices along each dimension of an array. For example, this allows selecting
+a subset of chunk aligned rows and/or columns from a 2-dimensional array. E.g.::
+
+   >>> data = np.arange(100).reshape(10, 10)
+   >>> z = zarr.create_array(store='data/example-17.zarr', shape=data.shape, dtype=data.dtype, chunks=(3, 3))
+   >>> z[:] = data
+
+Retrieve items by specifying their block coordinates::
+
+   >>> z.get_block_selection(1)
+   array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
+          [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
+          [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
+
+Equivalent slicing::
+
+   >>> z[3:6]
+   array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
+          [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
+          [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
+
+For convenience, the block selection functionality is also available via the
+`blocks` property, e.g.::
+
+   >>> z.blocks[1]
+   array([[30, 31, 32, 33, 34, 35, 36, 37, 38, 39],
+          [40, 41, 42, 43, 44, 45, 46, 47, 48, 49],
+          [50, 51, 52, 53, 54, 55, 56, 57, 58, 59]])
+
+Block index arrays may be multidimensional to index multidimensional arrays.
+For example::
+
+   >>> z.blocks[0, 1:3]
+   array([[ 3,  4,  5,  6,  7,  8],
+          [13, 14, 15, 16, 17, 18],
+          [23, 24, 25, 26, 27, 28]])
+
+Data can also be modified. Let's start by a simple 2D array::
+
+   >>> z = zarr.create_array(store='data/example-18.zarr', shape=(6, 6), dtype=int, chunks=(2, 2))
+
+Set data for a selection of items::
+
+   >>> z.set_block_selection((1, 0), 1)
+   >>> z[...]
+   array([[0, 0, 0, 0, 0, 0],
+          [0, 0, 0, 0, 0, 0],
+          [1, 1, 0, 0, 0, 0],
+          [1, 1, 0, 0, 0, 0],
+          [0, 0, 0, 0, 0, 0],
+          [0, 0, 0, 0, 0, 0]])
+
+For convenience, this functionality is also available via the ``blocks`` property.
+E.g.::
+
+   >>> z.blocks[:, 2] = 7
+   >>> z[...]
+   array([[0, 0, 0, 0, 7, 7],
+          [0, 0, 0, 0, 7, 7],
+          [1, 1, 0, 0, 7, 7],
+          [1, 1, 0, 0, 7, 7],
+          [0, 0, 0, 0, 7, 7],
+          [0, 0, 0, 0, 7, 7]])
+
+Any combination of integer and slice can be used for block indexing::
+
+   >>> z.blocks[2, 1:3]
+   array([[0, 0, 7, 7],
+          [0, 0, 7, 7]])
+   >>>
+   >>> root = zarr.create_group('data/example-19.zarr')
+   >>> foo = root.create_array(name='foo', shape=(1000, 100), chunks=(10, 10), dtype='float32')
+   >>> bar = root.create_array(name='foo/bar', shape=(100,), dtype='int32')
+   >>> foo[:, :] = np.random.random((1000, 100))
+   >>> bar[:] = np.arange(100)
+   >>> root.tree()
+   /
+   └── foo (1000, 100) float32
+   <BLANKLINE>
+
+.. _user-guide-sharding:
+
+Sharding
+--------
+
+Coming soon.
+
+
+Missing features in 3.0
+-----------------------
+
+
+The following features have not been ported to 3.0 yet.
+
+.. _user-guide-objects:
+
+Object arrays
+~~~~~~~~~~~~~
+
+See the Zarr-Python 2 documentation on `Object arrays <https://zarr.readthedocs.io/en/support-v2/tutorial.html#object-arrays>`_ for more details.
+
+.. _user-guide-strings:
+
+Fixed-length string arrays
+~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+See the Zarr-Python 2 documentation on `Fixed-length string arrays <https://zarr.readthedocs.io/en/support-v2/tutorial.html#string-arrays>`_ for more details.
+
+.. _user-guide-datetime:
+
+Datetime and Timedelta arrays
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+See the Zarr-Python 2 documentation on `Datetime and Timedelta <https://zarr.readthedocs.io/en/support-v2/tutorial.html#datetimes-and-timedeltas>`_ for more details.
+
+.. _user-guide-copy:
+
+Copying and migrating data
+~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+See the Zarr-Python 2 documentation on `Copying and migrating data <https://zarr.readthedocs.io/en/support-v2/tutorial.html#copying-migrating-data>`_ for more details.
diff --git a/docs/user-guide/attributes.rst b/docs/user-guide/attributes.rst
new file mode 100644
index 0000000000..ed48623e29
--- /dev/null
+++ b/docs/user-guide/attributes.rst
@@ -0,0 +1,30 @@
+.. _user-guide-attrs:
+
+Working with attributes
+=======================
+
+Zarr arrays and groups support custom key/value attributes, which can be useful for
+storing application-specific metadata. For example::
+
+   >>> import zarr
+   >>> store = zarr.storage.MemoryStore()
+   >>> root = zarr.create_group(store=store)
+   >>> root.attrs['foo'] = 'bar'
+   >>> z = root.create_array(name='zzz', shape=(10000, 10000), dtype='int32')
+   >>> z.attrs['baz'] = 42
+   >>> z.attrs['qux'] = [1, 4, 7, 12]
+   >>> sorted(root.attrs)
+   ['foo']
+   >>> 'foo' in root.attrs
+   True
+   >>> root.attrs['foo']
+   'bar'
+   >>> sorted(z.attrs)
+   ['baz', 'qux']
+   >>> z.attrs['baz']
+   42
+   >>> z.attrs['qux']
+   [1, 4, 7, 12]
+
+Internally Zarr uses JSON to store array attributes, so attribute values must be
+JSON serializable.
diff --git a/docs/user-guide/config.rst b/docs/user-guide/config.rst
new file mode 100644
index 0000000000..927d493e95
--- /dev/null
+++ b/docs/user-guide/config.rst
@@ -0,0 +1,88 @@
+.. _user-guide-config:
+
+Runtime configuration
+=====================
+
+The :mod:`zarr.core.config` module is responsible for managing the configuration of zarr
+and is based on the `donfig <https://github.com/pytroll/donfig>`_ Python library.
+
+Configuration values can be set using code like the following::
+
+   >>> import zarr
+   >>>
+   >>> zarr.config.set({'array.order': 'F'})
+   <donfig.config_obj.ConfigSet object at ...>
+   >>>
+   >>> # revert this change so it doesn't impact the rest of the docs
+   >>> zarr.config.set({'array.order': 'C'})
+   <donfig.config_obj.ConfigSet object at ...>
+
+Alternatively, configuration values can be set using environment variables, e.g.
+``ZARR_ARRAY__ORDER=F``.
+
+The configuration can also be read from a YAML file in standard locations.
+For more information, see the
+`donfig documentation <https://donfig.readthedocs.io/en/latest/>`_.
+
+Configuration options include the following:
+
+- Default Zarr format ``default_zarr_version``
+- Default array order in memory ``array.order``
+- Default codecs ``array.v3_default_codecs`` and ``array.v2_default_compressor``
+- Whether empty chunks are written to storage ``array.write_empty_chunks``
+- Async and threading options, e.g. ``async.concurrency`` and ``threading.max_workers``
+- Selections of implementations of codecs, codec pipelines and buffers
+
+For selecting custom implementations of codecs, pipelines, buffers and ndbuffers,
+first register the implementations in the registry and then select them in the config.
+For example, an implementation of the bytes codec in a class ``'custompackage.NewBytesCodec'``,
+requires the value of ``codecs.bytes.name`` to be ``'custompackage.NewBytesCodec'``.
+
+This is the current default configuration::
+
+   >>> zarr.config.pprint()
+   {'array': {'order': 'C',
+              'v2_default_compressor': {'bytes': {'checksum': False,
+                                                  'id': 'zstd',
+                                                  'level': 0},
+                                        'numeric': {'checksum': False,
+                                                    'id': 'zstd',
+                                                    'level': 0},
+                                        'string': {'checksum': False,
+                                                   'id': 'zstd',
+                                                   'level': 0}},
+              'v2_default_filters': {'bytes': [{'id': 'vlen-bytes'}],
+                                     'numeric': None,
+                                     'string': [{'id': 'vlen-utf8'}]},
+              'v3_default_codecs': {'bytes': [{'name': 'vlen-bytes'},
+                                              {'configuration': {'checksum': False,
+                                                                 'level': 0},
+                                               'name': 'zstd'}],
+                                    'numeric': [{'configuration': {'endian': 'little'},
+                                                 'name': 'bytes'},
+                                                {'configuration': {'checksum': False,
+                                                                   'level': 0},
+                                                 'name': 'zstd'}],
+                                    'string': [{'name': 'vlen-utf8'},
+                                               {'configuration': {'checksum': False,
+                                                                  'level': 0},
+                                                'name': 'zstd'}]},
+              'write_empty_chunks': False},
+    'async': {'concurrency': 10, 'timeout': None},
+    'buffer': 'zarr.core.buffer.cpu.Buffer',
+    'codec_pipeline': {'batch_size': 1,
+                       'path': 'zarr.core.codec_pipeline.BatchedCodecPipeline'},
+    'codecs': {'blosc': 'zarr.codecs.blosc.BloscCodec',
+               'bytes': 'zarr.codecs.bytes.BytesCodec',
+               'crc32c': 'zarr.codecs.crc32c_.Crc32cCodec',
+               'endian': 'zarr.codecs.bytes.BytesCodec',
+               'gzip': 'zarr.codecs.gzip.GzipCodec',
+               'sharding_indexed': 'zarr.codecs.sharding.ShardingCodec',
+               'transpose': 'zarr.codecs.transpose.TransposeCodec',
+               'vlen-bytes': 'zarr.codecs.vlen_utf8.VLenBytesCodec',
+               'vlen-utf8': 'zarr.codecs.vlen_utf8.VLenUTF8Codec',
+               'zstd': 'zarr.codecs.zstd.ZstdCodec'},
+    'default_zarr_format': 3,
+    'json_indent': 2,
+    'ndbuffer': 'zarr.core.buffer.cpu.NDBuffer',
+    'threading': {'max_workers': None}}
diff --git a/docs/user-guide/consolidated_metadata.rst b/docs/user-guide/consolidated_metadata.rst
new file mode 100644
index 0000000000..d6b7a55de7
--- /dev/null
+++ b/docs/user-guide/consolidated_metadata.rst
@@ -0,0 +1,119 @@
+.. only:: doctest
+
+   >>> from pprint import pprint
+
+.. _user-guide-consolidated-metadata:
+
+Consolidated metadata
+=====================
+
+.. warning::
+   The Consolidated Metadata feature in Zarr-Python is considered experimental for v3
+   stores. `zarr-specs#309 <https://github.com/zarr-developers/zarr-specs/pull/309>`_
+   has proposed a formal extension to the v3 specification to support consolidated metadata.
+
+Zarr-Python implements the `Consolidated Metadata`_ for v2 and v3 stores.
+Consolidated metadata can reduce the time needed to load the metadata for an
+entire hierarchy, especially when the metadata is being served over a network.
+Consolidated metadata essentially stores all the metadata for a hierarchy in the
+metadata of the root Group.
+
+Usage
+-----
+
+If consolidated metadata is present in a Zarr Group's metadata then it is used
+by default.  The initial read to open the group will need to communicate with
+the store (reading from a file for a :class:`zarr.storage.LocalStore`, making a
+network request for a :class:`zarr.storage.FsspecStore`). After that, any subsequent
+metadata reads get child Group or Array nodes will *not* require reads from the store.
+
+In Python, the consolidated metadata is available on the ``.consolidated_metadata``
+attribute of the ``GroupMetadata`` object.
+
+   >>> import zarr
+   >>>
+   >>> store = zarr.storage.MemoryStore()
+   >>> group = zarr.create_group(store=store)
+   >>> group.create_array(shape=(1,), name='a', dtype='float64')
+   <Array memory://.../a shape=(1,) dtype=float64>
+   >>> group.create_array(shape=(2, 2), name='b', dtype='float64')
+   <Array memory://.../b shape=(2, 2) dtype=float64>
+   >>> group.create_array(shape=(3, 3, 3), name='c', dtype='float64')
+   <Array memory://.../c shape=(3, 3, 3) dtype=float64>
+   >>> zarr.consolidate_metadata(store)
+   <Group memory://...>
+
+If we open that group, the Group's metadata has a :class:`zarr.core.group.ConsolidatedMetadata`
+that can be used.:
+
+   >>> consolidated = zarr.open_group(store=store)
+   >>> consolidated_metadata = consolidated.metadata.consolidated_metadata.metadata
+   >>> pprint(dict(sorted(consolidated_metadata.items())))
+   {'a': ArrayV3Metadata(shape=(1,),
+                          data_type=<DataType.float64: 'float64'>,
+                          chunk_grid=RegularChunkGrid(chunk_shape=(1,)),
+                          chunk_key_encoding=DefaultChunkKeyEncoding(name='default',
+                                                                     separator='/'),
+                          fill_value=np.float64(0.0),
+                          codecs=[BytesCodec(endian=<Endian.little: 'little'>),
+                                  ZstdCodec(level=0, checksum=False)],
+                          attributes={},
+                          dimension_names=None,
+                          zarr_format=3,
+                          node_type='array',
+                          storage_transformers=()),
+     'b': ArrayV3Metadata(shape=(2, 2),
+                          data_type=<DataType.float64: 'float64'>,
+                          chunk_grid=RegularChunkGrid(chunk_shape=(2, 2)),
+                          chunk_key_encoding=DefaultChunkKeyEncoding(name='default',
+                                                                     separator='/'),
+                          fill_value=np.float64(0.0),
+                          codecs=[BytesCodec(endian=<Endian.little: 'little'>),
+                                  ZstdCodec(level=0, checksum=False)],
+                          attributes={},
+                          dimension_names=None,
+                          zarr_format=3,
+                          node_type='array',
+                          storage_transformers=()),
+     'c': ArrayV3Metadata(shape=(3, 3, 3),
+                          data_type=<DataType.float64: 'float64'>,
+                          chunk_grid=RegularChunkGrid(chunk_shape=(3, 3, 3)),
+                          chunk_key_encoding=DefaultChunkKeyEncoding(name='default',
+                                                                     separator='/'),
+                          fill_value=np.float64(0.0),
+                          codecs=[BytesCodec(endian=<Endian.little: 'little'>),
+                                  ZstdCodec(level=0, checksum=False)],
+                          attributes={},
+                          dimension_names=None,
+                          zarr_format=3,
+                          node_type='array',
+                          storage_transformers=())}
+
+Operations on the group to get children automatically use the consolidated metadata.:
+
+   >>> consolidated['a']  # no read / HTTP request to the Store is required
+   <Array memory://.../a shape=(1,) dtype=float64>
+
+With nested groups, the consolidated metadata is available on the children, recursively.:
+
+   >>> child = group.create_group('child', attributes={'kind': 'child'})
+   >>> grandchild = child.create_group('child', attributes={'kind': 'grandchild'})
+   >>> consolidated = zarr.consolidate_metadata(store)
+   >>>
+   >>> consolidated['child'].metadata.consolidated_metadata
+   ConsolidatedMetadata(metadata={'child': GroupMetadata(attributes={'kind': 'grandchild'}, zarr_format=3, consolidated_metadata=ConsolidatedMetadata(metadata={}, kind='inline', must_understand=False), node_type='group')}, kind='inline', must_understand=False)
+
+Synchronization and Concurrency
+-------------------------------
+
+Consolidated metadata is intended for read-heavy use cases on slowly changing
+hierarchies. For hierarchies where new nodes are constantly being added,
+removed, or modified, consolidated metadata may not be desirable.
+
+1. It will add some overhead to each update operation, since the metadata
+   would need to be re-consolidated to keep it in sync with the store.
+2. Readers using consolidated metadata will regularly see a "past" version
+   of the metadata, at the time they read the root node with its consolidated
+   metadata.
+
+.. _Consolidated Metadata: https://github.com/zarr-developers/zarr-specs/pull/309
diff --git a/docs/user-guide/extending.rst b/docs/user-guide/extending.rst
new file mode 100644
index 0000000000..405dcb92c0
--- /dev/null
+++ b/docs/user-guide/extending.rst
@@ -0,0 +1,91 @@
+
+Extending Zarr
+==============
+
+Zarr-Python 3 was designed to be extensible. This means that you can extend
+the library by writing custom classes and plugins. Currently, Zarr can be extended
+in the following ways:
+
+Custom codecs
+-------------
+
+.. note::
+    This section explains how custom codecs can be created for Zarr version 3 data. For Zarr
+    version 2, codecs should subclass the
+    `numcodecs.abc.Codec <https://numcodecs.readthedocs.io/en/stable/abc.html#numcodecs.abc.Codec>`_
+    base class and register through
+    `numcodecs.registry.register_codec <https://numcodecs.readthedocs.io/en/stable/registry.html#numcodecs.registry.register_codec>`_.
+
+There are three types of codecs in Zarr:
+- array-to-array
+- array-to-bytes
+- bytes-to-bytes
+
+Array-to-array codecs are used to transform the array data before serializing
+to bytes. Examples include delta encoding or scaling codecs. Array-to-bytes codecs are used
+for serializing the array data to bytes. In Zarr, the main codec to use for numeric arrays
+is the :class:`zarr.codecs.BytesCodec`. Bytes-to-bytes codecs transform the serialized bytestreams
+of the array data. Examples include compression codecs, such as
+:class:`zarr.codecs.GzipCodec`, :class:`zarr.codecs.BloscCodec` or
+:class:`zarr.codecs.ZstdCodec`, and codecs that add a checksum to the bytestream, such as
+:class:`zarr.codecs.Crc32cCodec`.
+
+Custom codecs for Zarr are implemented by subclassing the relevant base class, see
+:class:`zarr.abc.codec.ArrayArrayCodec`, :class:`zarr.abc.codec.ArrayBytesCodec` and
+:class:`zarr.abc.codec.BytesBytesCodec`. Most custom codecs should implemented the
+``_encode_single`` and ``_decode_single`` methods. These methods operate on single chunks
+of the array data. Alternatively, custom codecs can implement the ``encode`` and ``decode``
+methods, which operate on batches of chunks, in case the codec is intended to implement
+its own batch processing.
+
+Custom codecs should also implement the following methods:
+
+- ``compute_encoded_size``, which returns the byte size of the encoded data given the byte
+  size of the original data. It should raise ``NotImplementedError`` for codecs with
+  variable-sized outputs, such as compression codecs.
+- ``validate`` (optional), which can be used to check that the codec metadata is compatible with the
+  array metadata. It should raise errors if not.
+- ``resolve_metadata`` (optional), which is important for codecs that change the shape,
+  dtype or fill value of a chunk.
+- ``evolve_from_array_spec`` (optional), which can be useful for automatically filling in
+  codec configuration metadata from the array metadata.
+
+To use custom codecs in Zarr, they need to be registered using the
+`entrypoint mechanism <https://packaging.python.org/en/latest/specifications/entry-points/>`_.
+Commonly, entrypoints are declared in the ``pyproject.toml`` of your package under the
+``[project.entry-points."zarr.codecs"]`` section. Zarr will automatically discover and
+load all codecs registered with the entrypoint mechanism from imported modules.
+
+.. code-block:: toml
+
+    [project.entry-points."zarr.codecs"]
+    "custompackage.fancy_codec" = "custompackage:FancyCodec"
+
+New codecs need to have their own unique identifier. To avoid naming collisions, it is
+strongly recommended to prefix the codec identifier with a unique name. For example,
+the codecs from ``numcodecs`` are prefixed with ``numcodecs.``, e.g. ``numcodecs.delta``.
+
+.. note::
+    Note that the extension mechanism for the Zarr version 3 is still under development.
+    Requirements for custom codecs including the choice of codec identifiers might
+    change in the future.
+
+It is also possible to register codecs as replacements for existing codecs. This might be
+useful for providing specialized implementations, such as GPU-based codecs. In case of
+multiple codecs, the :mod:`zarr.core.config` mechanism can be used to select the preferred
+implementation.
+
+Custom stores
+-------------
+
+Coming soon.
+
+Custom array buffers
+--------------------
+
+Coming soon.
+
+Other extensions
+----------------
+
+In the future, Zarr will support writing custom custom data types and chunk grids.
diff --git a/docs/user-guide/groups.rst b/docs/user-guide/groups.rst
new file mode 100644
index 0000000000..62160ffde5
--- /dev/null
+++ b/docs/user-guide/groups.rst
@@ -0,0 +1,141 @@
+.. only:: doctest
+
+   >>> import shutil
+   >>> shutil.rmtree('data', ignore_errors=True)
+
+.. _user-guide-groups:
+
+Working with groups
+===================
+
+Zarr supports hierarchical organization of arrays via groups. As with arrays,
+groups can be stored in memory, on disk, or via other storage systems that
+support a similar interface.
+
+To create a group, use the :func:`zarr.group` function::
+
+   >>> import zarr
+   >>> store = zarr.storage.MemoryStore()
+   >>> root = zarr.create_group(store=store)
+   >>> root
+   <Group memory://...>
+
+Groups have a similar API to the Group class from `h5py
+<https://www.h5py.org/>`_.  For example, groups can contain other groups::
+
+   >>> foo = root.create_group('foo')
+   >>> bar = foo.create_group('bar')
+
+Groups can also contain arrays, e.g.::
+
+   >>> z1 = bar.create_array(name='baz', shape=(10000, 10000), chunks=(1000, 1000), dtype='int32')
+   >>> z1
+   <Array memory://.../foo/bar/baz shape=(10000, 10000) dtype=int32>
+
+Members of a group can be accessed via the suffix notation, e.g.::
+
+   >>> root['foo']
+   <Group memory://.../foo>
+
+The '/' character can be used to access multiple levels of the hierarchy in one
+call, e.g.::
+
+   >>> root['foo/bar']
+   <Group memory://.../foo/bar>
+   >>> root['foo/bar/baz']
+   <Array memory://.../foo/bar/baz shape=(10000, 10000) dtype=int32>
+
+The :func:`zarr.Group.tree` method can be used to print a tree
+representation of the hierarchy, e.g.::
+
+   >>> root.tree()
+   /
+   └── foo
+       └── bar
+           └── baz (10000, 10000) int32
+   <BLANKLINE>
+
+The :func:`zarr.open_group` function provides a convenient way to create or
+re-open a group stored in a directory on the file-system, with sub-groups stored in
+sub-directories, e.g.::
+
+   >>> root = zarr.open_group('data/group.zarr', mode='w')
+   >>> root
+   <Group file://data/group.zarr>
+   >>>
+   >>> z = root.create_array(name='foo/bar/baz', shape=(10000, 10000), chunks=(1000, 1000), dtype='int32')
+   >>> z
+   <Array file://data/group.zarr/foo/bar/baz shape=(10000, 10000) dtype=int32>
+
+.. TODO: uncomment after __enter__ and __exit__ are implemented
+.. Groups can be used as context managers (in a ``with`` statement).
+.. If the underlying store has a ``close`` method, it will be called on exit.
+
+For more information on groups see the :class:`zarr.Group` API docs.
+
+.. _user-guide-diagnostics:
+
+Array and group diagnostics
+---------------------------
+
+Diagnostic information about arrays and groups is available via the ``info``
+property. E.g.::
+
+   >>> store = zarr.storage.MemoryStore()
+   >>> root = zarr.group(store=store)
+   >>> foo = root.create_group('foo')
+   >>> bar = foo.create_array(name='bar', shape=1000000, chunks=100000, dtype='int64')
+   >>> bar[:] = 42
+   >>> baz = foo.create_array(name='baz', shape=(1000, 1000), chunks=(100, 100), dtype='float32')
+   >>> baz[:] = 4.2
+   >>> root.info
+   Name        :
+   Type        : Group
+   Zarr format : 3
+   Read-only   : False
+   Store type  : MemoryStore
+   >>> foo.info
+   Name        : foo
+   Type        : Group
+   Zarr format : 3
+   Read-only   : False
+   Store type  : MemoryStore
+   >>> bar.info_complete()
+   Type               : Array
+   Zarr format        : 3
+   Data type          : DataType.int64
+   Shape              : (1000000,)
+   Chunk shape        : (100000,)
+   Order              : C
+   Read-only          : False
+   Store type         : MemoryStore
+   Codecs             : [{'endian': <Endian.little: 'little'>}, {'level': 0, 'checksum': False}]
+   No. bytes          : 8000000 (7.6M)
+   No. bytes stored   : 1432
+   Storage ratio      : 5586.6
+   Chunks Initialized : 0
+   >>> baz.info
+   Type               : Array
+   Zarr format        : 3
+   Data type          : DataType.float32
+   Shape              : (1000, 1000)
+   Chunk shape        : (100, 100)
+   Order              : C
+   Read-only          : False
+   Store type         : MemoryStore
+   Codecs             : [{'endian': <Endian.little: 'little'>}, {'level': 0, 'checksum': False}]
+   No. bytes          : 4000000 (3.8M)
+
+Groups also have the :func:`zarr.Group.tree` method, e.g.::
+
+   >>> root.tree()
+   /
+   └── foo
+       ├── bar (1000000,) int64
+       └── baz (1000, 1000) float32
+   <BLANKLINE>
+
+.. note::
+
+   :func:`zarr.Group.tree` requires the optional `rich <https://rich.readthedocs.io/en/stable/>`_
+   dependency. It can be installed with the ``[tree]`` extra.
diff --git a/docs/user-guide/index.rst b/docs/user-guide/index.rst
new file mode 100644
index 0000000000..8647eeb3e6
--- /dev/null
+++ b/docs/user-guide/index.rst
@@ -0,0 +1,31 @@
+.. _user-guide:
+
+User guide
+==========
+
+.. toctree::
+    :maxdepth: 1
+
+    arrays
+    groups
+    attributes
+    storage
+    config
+
+.. Coming soon
+    installation
+    v3_migration
+
+Advanced Topics
+---------------
+
+.. toctree::
+    :maxdepth: 1
+
+    performance
+    consolidated_metadata
+    extending
+
+
+.. Coming soon
+    async
diff --git a/docs/user-guide/performance.rst b/docs/user-guide/performance.rst
new file mode 100644
index 0000000000..d2881fe536
--- /dev/null
+++ b/docs/user-guide/performance.rst
@@ -0,0 +1,230 @@
+.. only:: doctest
+
+   >>> import shutil
+   >>> shutil.rmtree('data', ignore_errors=True)
+
+.. _user-guide-performance:
+
+Optimizing performance
+======================
+
+.. _user-guide-chunks:
+
+Chunk optimizations
+-------------------
+
+.. _user-guide-chunks-shape:
+
+Chunk size and shape
+~~~~~~~~~~~~~~~~~~~~
+
+In general, chunks of at least 1 megabyte (1M) uncompressed size seem to provide
+better performance, at least when using the Blosc compression library.
+
+The optimal chunk shape will depend on how you want to access the data. E.g.,
+for a 2-dimensional array, if you only ever take slices along the first
+dimension, then chunk across the second dimension. If you know you want to chunk
+across an entire dimension you can use the full size of that dimension within the
+``chunks`` argument, e.g.::
+
+   >>> import zarr
+   >>> z1 = zarr.create_array(store={}, shape=(10000, 10000), chunks=(100, 10000), dtype='int32')
+   >>> z1.chunks
+   (100, 10000)
+
+Alternatively, if you only ever take slices along the second dimension, then
+chunk across the first dimension, e.g.::
+
+   >>> z2 = zarr.create_array(store={}, shape=(10000, 10000), chunks=(10000, 100), dtype='int32')
+   >>> z2.chunks
+   (10000, 100)
+
+If you require reasonable performance for both access patterns then you need to
+find a compromise, e.g.::
+
+   >>> z3 = zarr.create_array(store={}, shape=(10000, 10000), chunks=(1000, 1000), dtype='int32')
+   >>> z3.chunks
+   (1000, 1000)
+
+If you are feeling lazy, you can let Zarr guess a chunk shape for your data by
+providing ``chunks='auto'``, although please note that the algorithm for guessing
+a chunk shape is based on simple heuristics and may be far from optimal. E.g.::
+
+   >>> z4 = zarr.create_array(store={}, shape=(10000, 10000), chunks='auto', dtype='int32')
+   >>> z4.chunks
+   (625, 625)
+
+If you know you are always going to be loading the entire array into memory, you
+can turn off chunks by providing ``chunks`` equal to ``shape``, in which case there
+will be one single chunk for the array::
+
+   >>> z5 = zarr.create_array(store={}, shape=(10000, 10000), chunks=(10000, 10000), dtype='int32')
+   >>> z5.chunks
+   (10000, 10000)
+
+.. _user-guide-chunks-order:
+
+Chunk memory layout
+~~~~~~~~~~~~~~~~~~~
+
+The order of bytes **within each chunk** of an array can be changed via the
+``order`` config option, to use either C or Fortran layout. For
+multi-dimensional arrays, these two layouts may provide different compression
+ratios, depending on the correlation structure within the data. E.g.::
+
+   >>> import numpy as np
+   >>>
+   >>> a = np.arange(100000000, dtype='int32').reshape(10000, 10000).T
+   >>> c = zarr.create_array(store={}, shape=a.shape, chunks=(1000, 1000), dtype=a.dtype, config={'order': 'C'})
+   >>> c[:] = a
+   >>> c.info_complete()
+   Type               : Array
+   Zarr format        : 3
+   Data type          : DataType.int32
+   Shape              : (10000, 10000)
+   Chunk shape        : (1000, 1000)
+   Order              : C
+   Read-only          : False
+   Store type         : MemoryStore
+   Codecs             : [{'endian': <Endian.little: 'little'>}, {'level': 0, 'checksum': False}]
+   No. bytes          : 400000000 (381.5M)
+   No. bytes stored   : 342588717
+   Storage ratio      : 1.2
+   Chunks Initialized : 100
+   >>> with zarr.config.set({'array.order': 'F'}):
+   ...     f = zarr.create_array(store={}, shape=a.shape, chunks=(1000, 1000), dtype=a.dtype)
+   ...     f[:] = a
+   >>> f.info_complete()
+   Type               : Array
+   Zarr format        : 3
+   Data type          : DataType.int32
+   Shape              : (10000, 10000)
+   Chunk shape        : (1000, 1000)
+   Order              : F
+   Read-only          : False
+   Store type         : MemoryStore
+   Codecs             : [{'endian': <Endian.little: 'little'>}, {'level': 0, 'checksum': False}]
+   No. bytes          : 400000000 (381.5M)
+   No. bytes stored   : 342588717
+   Storage ratio      : 1.2
+   Chunks Initialized : 100
+
+In the above example, Fortran order gives a better compression ratio. This is an
+artificial example but illustrates the general point that changing the order of
+bytes within chunks of an array may improve the compression ratio, depending on
+the structure of the data, the compression algorithm used, and which compression
+filters (e.g., byte-shuffle) have been applied.
+
+.. _user-guide-chunks-empty-chunks:
+
+Empty chunks
+~~~~~~~~~~~~
+
+It is possible to configure how Zarr handles the storage of chunks that are "empty"
+(i.e., every element in the chunk is equal to the array's fill value). When creating
+an array with ``write_empty_chunks=False``, Zarr will check whether a chunk is empty before compression and storage. If a chunk is empty,
+then Zarr does not store it, and instead deletes the chunk from storage
+if the chunk had been previously stored.
+
+This optimization prevents storing redundant objects and can speed up reads, but the cost is
+added computation during array writes, since the contents of
+each chunk must be compared to the fill value, and these advantages are contingent on the content of the array.
+If you know that your data will form chunks that are almost always non-empty, then there is no advantage to the optimization described above.
+In this case, creating an array with ``write_empty_chunks=True`` (the default) will instruct Zarr to write every chunk without checking for emptiness.
+
+The following example illustrates the effect of the ``write_empty_chunks`` flag on
+the time required to write an array with different values.::
+
+   >>> import zarr
+   >>> import numpy as np
+   >>> import time
+   >>>
+   >>> def timed_write(write_empty_chunks):
+   ...     """
+   ...     Measure the time required and number of objects created when writing
+   ...     to a Zarr array with random ints or fill value.
+   ...     """
+   ...     chunks = (8192,)
+   ...     shape = (chunks[0] * 1024,)
+   ...     data = np.random.randint(0, 255, shape)
+   ...     dtype = 'uint8'
+   ...     arr = zarr.create_array(
+   ...         f'data/example-{write_empty_chunks}.zarr',
+   ...         shape=shape,
+   ...         chunks=chunks,
+   ...         dtype=dtype,
+   ...         fill_value=0,
+   ...         config={'write_empty_chunks': write_empty_chunks}
+   ...      )
+   ...     # initialize all chunks
+   ...     arr[:] = 100
+   ...     result = []
+   ...     for value in (data, arr.fill_value):
+   ...         start = time.time()
+   ...         arr[:] = value
+   ...         elapsed = time.time() - start
+   ...         result.append((elapsed, arr.nchunks_initialized))
+   ...     return result
+   ... # log results
+   >>> for write_empty_chunks in (True, False):
+   ...     full, empty = timed_write(write_empty_chunks)
+   ...     print(f'\nwrite_empty_chunks={write_empty_chunks}:\n\tRandom Data: {full[0]:.4f}s, {full[1]} objects stored\n\t Empty Data: {empty[0]:.4f}s, {empty[1]} objects stored\n')
+   write_empty_chunks=True:
+   	Random Data: ..., 1024 objects stored
+   	 Empty Data: ...s, 1024 objects stored
+   <BLANKLINE>
+   write_empty_chunks=False:
+   	Random Data: ...s, 1024 objects stored
+   	 Empty Data: ...s, 0 objects stored
+   <BLANKLINE>
+
+In this example, writing random data is slightly slower with ``write_empty_chunks=True``,
+but writing empty data is substantially faster and generates far fewer objects in storage.
+
+.. _user-guide-rechunking:
+
+Changing chunk shapes (rechunking)
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+Coming soon.
+
+.. _user-guide-sync:
+
+Parallel computing and synchronization
+--------------------------------------
+
+Coming soon.
+
+.. _user-guide-pickle:
+
+Pickle support
+--------------
+
+Zarr arrays and groups can be pickled, as long as the underlying store object can be
+pickled. With the exception of the :class:`zarr.storage.MemoryStore`, any of the
+storage classes provided in the :mod:`zarr.storage` module can be pickled.
+
+If an array or group is backed by a persistent store such as the a :class:`zarr.storage.LocalStore`,
+:class:`zarr.storage.ZipStore` or :class:`zarr.storage.FsspecStore` then the store data
+**are not** pickled. The only thing that is pickled is the necessary parameters to allow the store
+to re-open any underlying files or databases upon being unpickled.
+
+E.g., pickle/unpickle an local store array::
+
+   >>> import pickle
+   >>> data = np.arange(100000)
+   >>> z1 = zarr.create_array(store='data/example-2.zarr', shape=data.shape, chunks=data.shape, dtype=data.dtype)
+   >>> z1[:] = data
+   >>> s = pickle.dumps(z1)
+   >>> z2 = pickle.loads(s)
+   >>> z1 == z2
+   True
+   >>> np.all(z1[:] == z2[:])
+   np.True_
+
+.. _user-guide-tips-blosc:
+
+Configuring Blosc
+-----------------
+
+Coming soon.
diff --git a/docs/user-guide/storage.rst b/docs/user-guide/storage.rst
new file mode 100644
index 0000000000..7beb38a36f
--- /dev/null
+++ b/docs/user-guide/storage.rst
@@ -0,0 +1,110 @@
+.. only:: doctest
+
+   >>> import shutil
+   >>> shutil.rmtree('data', ignore_errors=True)
+
+.. _user-guide-storage:
+
+Storage guide
+=============
+
+Zarr-Python supports multiple storage backends, including: local file systems,
+Zip files, remote stores via fsspec_ (S3, HTTP, etc.), and in-memory stores. In
+Zarr-Python 3, stores must implement the abstract store API from
+:class:`zarr.abc.store.Store`.
+
+.. note::
+   Unlike Zarr-Python 2 where the store interface was built around a generic ``MutableMapping``
+   API, Zarr-Python 3 utilizes a custom store API that utilizes Python's AsyncIO library.
+
+Implicit Store Creation
+-----------------------
+
+In most cases, it is not required to create a ``Store`` object explicitly. Passing a string
+to Zarr's top level API will result in the store being created automatically.:
+
+   >>> import zarr
+   >>>
+   >>> # Implicitly create a writable LocalStore
+   >>> zarr.create_group(store='data/foo/bar')
+   <Group file://data/foo/bar>
+   >>>
+   >>> # Implicitly create a read-only FsspecStore
+   >>> zarr.open_group(
+   ...    store='s3://noaa-nwm-retro-v2-zarr-pds',
+   ...    mode='r',
+   ...    storage_options={'anon': True}
+   ... )
+   <Group <FsspecStore(S3FileSystem, noaa-nwm-retro-v2-zarr-pds)>>
+   >>>
+   >>> # Implicitly creates a MemoryStore
+   >>> data = {}
+   >>> zarr.create_group(store=data)
+   <Group memory://...>
+
+Explicit Store Creation
+-----------------------
+
+In some cases, it may be helpful to create a store instance directly. Zarr-Python offers four
+built-in store: :class:`zarr.storage.LocalStore`, :class:`zarr.storage.FsspecStore`,
+:class:`zarr.storage.ZipStore`, and :class:`zarr.storage.MemoryStore`.
+
+Local Store
+~~~~~~~~~~~
+
+The :class:`zarr.storage.LocalStore` stores data in a nested set of directories on a local
+filesystem.:
+
+   >>> store = zarr.storage.LocalStore('data/foo/bar', read_only=True)
+   >>> zarr.open_group(store=store, mode='r')
+   <Group file://data/foo/bar>
+
+Zip Store
+~~~~~~~~~
+
+The :class:`zarr.storage.ZipStore` stores the contents of a Zarr hierarchy in a single
+Zip file. The `Zip Store specification`_ is currently in draft form.:
+
+   >>> store = zarr.storage.ZipStore('data.zip', mode='w')
+   >>> zarr.create_array(store=store, shape=(2,), dtype='float64')
+   <Array zip://data.zip shape=(2,) dtype=float64>
+
+Remote Store
+~~~~~~~~~~~~
+
+The :class:`zarr.storage.FsspecStore` stores the contents of a Zarr hierarchy in following the same
+logical layout as the ``LocalStore``, except the store is assumed to be on a remote storage system
+such as cloud object storage (e.g. AWS S3, Google Cloud Storage, Azure Blob Store). The
+:class:`zarr.storage.FsspecStore` is backed by `fsspec`_ and can support any backend
+that implements the `AbstractFileSystem <https://filesystem-spec.readthedocs.io/en/stable/api.html#fsspec.spec.AbstractFileSystem>`_
+API. ``storage_options`` can be used to configure the fsspec backend.:
+
+   >>> store = zarr.storage.FsspecStore.from_url(
+   ...    's3://noaa-nwm-retro-v2-zarr-pds',
+   ...    read_only=True,
+   ...    storage_options={'anon': True}
+   ... )
+   >>> zarr.open_group(store=store, mode='r')
+   <Group <FsspecStore(S3FileSystem, noaa-nwm-retro-v2-zarr-pds)>>
+
+Memory Store
+~~~~~~~~~~~~
+
+The :class:`zarr.storage.MemoryStore` a in-memory store that allows for serialization of
+Zarr data (metadata and chunks) to a dictionary.:
+
+   >>> data = {}
+   >>> store = zarr.storage.MemoryStore(data)
+   >>> # TODO: replace with create_array after #2463
+   >>> zarr.create_array(store=store, shape=(2,), dtype='float64')
+   <Array memory://... shape=(2,) dtype=float64>
+
+Developing custom stores
+------------------------
+
+Zarr-Python :class:`zarr.abc.store.Store` API is meant to be extended. The Store Abstract Base
+Class includes all of the methods needed to be a fully operational store in Zarr Python.
+Zarr also provides a test harness for custom stores: :class:`zarr.testing.store.StoreTests`.
+
+.. _Zip Store Specification: https://github.com/zarr-developers/zarr-specs/pull/311
+.. _fsspec: https://filesystem-spec.readthedocs.io
diff --git a/pyproject.toml b/pyproject.toml
index a92c30ab9f..aaedc09736 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -68,8 +68,10 @@ test = [
     "pytest-cov",
     "s3fs",
     "pytest-asyncio",
+    "pytest-accept",
     "moto[s3]",
     "requests",
+    "rich",
     "mypy",
     "hypothesis",
     "universal-pathlib",
@@ -86,6 +88,8 @@ docs = [
     'pydata-sphinx-theme',
     'numpydoc',
     'numcodecs[msgpack]',
+    'rich',
+    's3fs',
 ]
 
 
@@ -144,6 +148,15 @@ run-mypy = "mypy src"
 run-hypothesis = "pytest --hypothesis-profile ci tests/test_properties.py tests/test_store/test_stateful*"
 list-env = "pip list"
 
+[tool.hatch.envs.doctest]
+features = ["test", "optional"]
+description = "Test environment for doctests"
+
+[tool.hatch.envs.doctest.scripts]
+run = "rm -r data/; pytest docs/user-guide --doctest-glob='*.rst'"
+fix = "rm -r data/; pytest docs/user-guide --doctest-glob='*.rst' --accept"
+list-env = "pip list"
+
 [tool.hatch.envs.gputest]
 dependencies = [
     "numpy~={matrix:numpy}",
@@ -349,7 +362,7 @@ ignore_errors = true
 
 [tool.pytest.ini_options]
 minversion = "7"
-testpaths = ["tests"]
+testpaths = ["tests", "docs/user-guide"]
 log_cli_level = "INFO"
 xfail_strict = true
 asyncio_mode = "auto"
diff --git a/src/zarr/core/_tree.py b/src/zarr/core/_tree.py
index 8e3b0c306d..eed807ec95 100644
--- a/src/zarr/core/_tree.py
+++ b/src/zarr/core/_tree.py
@@ -1,4 +1,5 @@
 import io
+import os
 from collections.abc import Sequence
 from typing import Any
 
@@ -24,8 +25,8 @@ def __init__(self, tree: rich.tree.Tree) -> None:
         self._tree = tree
 
     def __repr__(self) -> str:
-        terminal = rich.get_console()
-        console = rich.console.Console(file=io.StringIO(), color_system=terminal.color_system)
+        color_system = os.environ.get("OVERRIDE_COLOR_SYSTEM", rich.get_console().color_system)
+        console = rich.console.Console(file=io.StringIO(), color_system=color_system)
         console.print(self._tree)
         return str(console.file.getvalue())
 
diff --git a/tests/test_api.py b/tests/test_api.py
index 80e8555e11..2b48d3bcdc 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -359,7 +359,7 @@ def test_tree() -> None:
     g3 = g1.create_group("bar")
     g3.create_group("baz")
     g5 = g3.create_group("qux")
-    g5.create_array("baz", shape=100, chunks=10)
+    g5.create_array("baz", shape=(100,), chunks=(10,), dtype="float64")
     with pytest.warns(DeprecationWarning):
         assert repr(zarr.tree(g1)) == repr(g1.tree())
         assert str(zarr.tree(g1)) == str(g1.tree())
diff --git a/tests/test_tree.py b/tests/test_tree.py
index e8bcae0ee3..b4a5106998 100644
--- a/tests/test_tree.py
+++ b/tests/test_tree.py
@@ -1,3 +1,4 @@
+import os
 import textwrap
 from typing import Any
 
@@ -10,6 +11,8 @@
 
 @pytest.mark.parametrize("root_name", [None, "root"])
 def test_tree(root_name: Any) -> None:
+    os.environ["OVERRIDE_COLOR_SYSTEM"] = "truecolor"
+
     g = zarr.group(path=root_name)
     A = g.create_group("A")
     B = g.create_group("B")
@@ -18,9 +21,9 @@ def test_tree(root_name: Any) -> None:
 
     A.create_array(name="x", shape=(2), dtype="float64")
     A.create_array(name="y", shape=(0,), dtype="int8")
-    B.create_array(name="x", shape=(0,))
-    C.create_array(name="x", shape=(0,))
-    D.create_array(name="x", shape=(0,))
+    B.create_array(name="x", shape=(0,), dtype="float64")
+    C.create_array(name="x", shape=(0,), dtype="float64")
+    D.create_array(name="x", shape=(0,), dtype="float64")
 
     result = repr(g.tree())
     root = root_name or ""

From 372995e42dee6f06c69d146d887be0db5b5bfe7b Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Fri, 3 Jan 2025 15:49:56 +0100
Subject: [PATCH 0901/1078] show pprint import (#2632)

---
 docs/user-guide/consolidated_metadata.rst | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/docs/user-guide/consolidated_metadata.rst b/docs/user-guide/consolidated_metadata.rst
index d6b7a55de7..511761d34e 100644
--- a/docs/user-guide/consolidated_metadata.rst
+++ b/docs/user-guide/consolidated_metadata.rst
@@ -1,7 +1,3 @@
-.. only:: doctest
-
-   >>> from pprint import pprint
-
 .. _user-guide-consolidated-metadata:
 
 Consolidated metadata
@@ -48,6 +44,7 @@ that can be used.:
 
    >>> consolidated = zarr.open_group(store=store)
    >>> consolidated_metadata = consolidated.metadata.consolidated_metadata.metadata
+   >>> from pprint import pprint
    >>> pprint(dict(sorted(consolidated_metadata.items())))
    {'a': ArrayV3Metadata(shape=(1,),
                           data_type=<DataType.float64: 'float64'>,

From 4fe104a2d326749de72fed3fa2dd7b446208cc50 Mon Sep 17 00:00:00 2001
From: Juan Nunez-Iglesias <jni@fastmail.com>
Date: Sat, 4 Jan 2025 03:09:14 +1100
Subject: [PATCH 0902/1078] Fix open(..., mode='w') to create a group (#2629)

* Add test for #2490

* Add 'w' to list of valid modes in open to create a group

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 src/zarr/api/asynchronous.py | 2 +-
 tests/test_api.py            | 7 +++++++
 2 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 75c043fc1a..f54a824088 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -312,7 +312,7 @@ async def open(
     store_path = await make_store_path(store, mode=mode, path=path, storage_options=storage_options)
 
     # TODO: the mode check below seems wrong!
-    if "shape" not in kwargs and mode in {"a", "r", "r+"}:
+    if "shape" not in kwargs and mode in {"a", "r", "r+", "w"}:
         try:
             metadata_dict = await get_array_metadata(store_path, zarr_format=zarr_format)
             # TODO: remove this cast when we fix typing for array metadata dicts
diff --git a/tests/test_api.py b/tests/test_api.py
index 2b48d3bcdc..6700f6b5e3 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -1086,6 +1086,13 @@ async def test_open_falls_back_to_open_group_async() -> None:
     assert group.attrs == {"key": "value"}
 
 
+def test_open_mode_write_creates_group(tmp_path: pathlib.Path) -> None:
+    # https://github.com/zarr-developers/zarr-python/issues/2490
+    zarr_dir = tmp_path / "test.zarr"
+    group = zarr.open(zarr_dir, mode="w")
+    assert isinstance(group, Group)
+
+
 async def test_metadata_validation_error() -> None:
     with pytest.raises(
         MetadataValidationError,

From 38953e365930cd4feac940ac0b958f521c4fde79 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 3 Jan 2025 17:35:17 +0000
Subject: [PATCH 0903/1078] Clean up public store API (#2603)

* Clean up public store API

* fix import
---
 src/zarr/core/array.py                       |  2 +-
 src/zarr/core/group.py                       |  4 ++--
 src/zarr/storage/__init__.py                 | 15 ++++++++-------
 src/zarr/storage/{common.py => _common.py}   |  6 +++---
 src/zarr/storage/{fsspec.py => _fsspec.py}   |  2 +-
 src/zarr/storage/{local.py => _local.py}     |  0
 src/zarr/storage/{logging.py => _logging.py} |  2 +-
 src/zarr/storage/{memory.py => _memory.py}   |  0
 src/zarr/storage/{wrapper.py => _wrapper.py} |  0
 src/zarr/storage/{zip.py => _zip.py}         |  0
 src/zarr/testing/store.py                    |  2 +-
 src/zarr/testing/strategies.py               |  2 +-
 tests/conftest.py                            |  3 +--
 tests/test_api.py                            |  2 +-
 tests/test_array.py                          |  3 +--
 tests/test_buffer.py                         |  3 +--
 tests/test_codecs/test_blosc.py              |  2 +-
 tests/test_codecs/test_endian.py             |  2 +-
 tests/test_codecs/test_gzip.py               |  2 +-
 tests/test_codecs/test_sharding.py           |  2 +-
 tests/test_codecs/test_transpose.py          |  2 +-
 tests/test_codecs/test_vlen.py               |  2 +-
 tests/test_codecs/test_zstd.py               |  2 +-
 tests/test_group.py                          |  3 +--
 tests/test_indexing.py                       |  3 +--
 tests/test_metadata/test_consolidated.py     |  2 +-
 tests/test_store/test_core.py                |  5 +----
 tests/test_store/test_local.py               |  2 +-
 tests/test_store/test_logging.py             |  2 +-
 tests/test_store/test_memory.py              |  2 +-
 tests/test_store/test_wrapper.py             |  2 +-
 tests/test_store/test_zip.py                 |  2 +-
 tests/test_sync.py                           |  2 +-
 33 files changed, 39 insertions(+), 46 deletions(-)
 rename src/zarr/storage/{common.py => _common.py} (99%)
 rename src/zarr/storage/{fsspec.py => _fsspec.py} (99%)
 rename src/zarr/storage/{local.py => _local.py} (100%)
 rename src/zarr/storage/{logging.py => _logging.py} (99%)
 rename src/zarr/storage/{memory.py => _memory.py} (100%)
 rename src/zarr/storage/{wrapper.py => _wrapper.py} (100%)
 rename src/zarr/storage/{zip.py => _zip.py} (100%)

diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 0a5b5f085a..6d8aca20ec 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -113,7 +113,7 @@
     get_pipeline_class,
 )
 from zarr.storage import StoreLike, make_store_path
-from zarr.storage.common import StorePath, ensure_no_existing_node
+from zarr.storage._common import StorePath, ensure_no_existing_node
 
 if TYPE_CHECKING:
     from collections.abc import Iterator, Sequence
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 29b25689c4..7a0d2efc09 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -50,8 +50,8 @@
 from zarr.core.metadata.v3 import V3JsonEncoder
 from zarr.core.sync import SyncMixin, sync
 from zarr.errors import MetadataValidationError
-from zarr.storage import StoreLike, make_store_path
-from zarr.storage.common import StorePath, ensure_no_existing_node
+from zarr.storage import StoreLike, StorePath, make_store_path
+from zarr.storage._common import ensure_no_existing_node
 
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator, Generator, Iterable, Iterator
diff --git a/src/zarr/storage/__init__.py b/src/zarr/storage/__init__.py
index 514361bd6b..c092ade03e 100644
--- a/src/zarr/storage/__init__.py
+++ b/src/zarr/storage/__init__.py
@@ -3,16 +3,17 @@
 from types import ModuleType
 from typing import Any
 
-from zarr.storage.common import StoreLike, StorePath, make_store_path
-from zarr.storage.fsspec import FsspecStore
-from zarr.storage.local import LocalStore
-from zarr.storage.logging import LoggingStore
-from zarr.storage.memory import MemoryStore
-from zarr.storage.wrapper import WrapperStore
-from zarr.storage.zip import ZipStore
+from zarr.storage._common import StoreLike, StorePath, make_store_path
+from zarr.storage._fsspec import FsspecStore
+from zarr.storage._local import LocalStore
+from zarr.storage._logging import LoggingStore
+from zarr.storage._memory import GpuMemoryStore, MemoryStore
+from zarr.storage._wrapper import WrapperStore
+from zarr.storage._zip import ZipStore
 
 __all__ = [
     "FsspecStore",
+    "GpuMemoryStore",
     "LocalStore",
     "LoggingStore",
     "MemoryStore",
diff --git a/src/zarr/storage/common.py b/src/zarr/storage/_common.py
similarity index 99%
rename from src/zarr/storage/common.py
rename to src/zarr/storage/_common.py
index 973c8b13e3..523e470671 100644
--- a/src/zarr/storage/common.py
+++ b/src/zarr/storage/_common.py
@@ -8,9 +8,9 @@
 from zarr.core.buffer import Buffer, default_buffer_prototype
 from zarr.core.common import ZARR_JSON, ZARRAY_JSON, ZGROUP_JSON, AccessModeLiteral, ZarrFormat
 from zarr.errors import ContainsArrayAndGroupError, ContainsArrayError, ContainsGroupError
+from zarr.storage._local import LocalStore
+from zarr.storage._memory import MemoryStore
 from zarr.storage._utils import normalize_path
-from zarr.storage.local import LocalStore
-from zarr.storage.memory import MemoryStore
 
 if TYPE_CHECKING:
     from zarr.core.buffer import BufferPrototype
@@ -281,7 +281,7 @@ async def make_store_path(
     TypeError
         If the StoreLike object is not one of the supported types.
     """
-    from zarr.storage.fsspec import FsspecStore  # circular import
+    from zarr.storage._fsspec import FsspecStore  # circular import
 
     used_storage_options = False
     path_normalized = normalize_path(path)
diff --git a/src/zarr/storage/fsspec.py b/src/zarr/storage/_fsspec.py
similarity index 99%
rename from src/zarr/storage/fsspec.py
rename to src/zarr/storage/_fsspec.py
index c9edd8f8ac..89d80320dd 100644
--- a/src/zarr/storage/fsspec.py
+++ b/src/zarr/storage/_fsspec.py
@@ -4,7 +4,7 @@
 from typing import TYPE_CHECKING, Any
 
 from zarr.abc.store import ByteRangeRequest, Store
-from zarr.storage.common import _dereference_path
+from zarr.storage._common import _dereference_path
 
 if TYPE_CHECKING:
     from collections.abc import AsyncIterator, Iterable
diff --git a/src/zarr/storage/local.py b/src/zarr/storage/_local.py
similarity index 100%
rename from src/zarr/storage/local.py
rename to src/zarr/storage/_local.py
diff --git a/src/zarr/storage/logging.py b/src/zarr/storage/_logging.py
similarity index 99%
rename from src/zarr/storage/logging.py
rename to src/zarr/storage/_logging.py
index 9ec3a9be18..450913e9d3 100644
--- a/src/zarr/storage/logging.py
+++ b/src/zarr/storage/_logging.py
@@ -8,7 +8,7 @@
 from typing import TYPE_CHECKING, Any
 
 from zarr.abc.store import Store
-from zarr.storage.wrapper import WrapperStore
+from zarr.storage._wrapper import WrapperStore
 
 if TYPE_CHECKING:
     from collections.abc import AsyncIterator, Generator, Iterable
diff --git a/src/zarr/storage/memory.py b/src/zarr/storage/_memory.py
similarity index 100%
rename from src/zarr/storage/memory.py
rename to src/zarr/storage/_memory.py
diff --git a/src/zarr/storage/wrapper.py b/src/zarr/storage/_wrapper.py
similarity index 100%
rename from src/zarr/storage/wrapper.py
rename to src/zarr/storage/_wrapper.py
diff --git a/src/zarr/storage/zip.py b/src/zarr/storage/_zip.py
similarity index 100%
rename from src/zarr/storage/zip.py
rename to src/zarr/storage/_zip.py
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 53dee012bf..ada028c273 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -4,7 +4,7 @@
 import pickle
 from typing import TYPE_CHECKING, Generic, TypeVar
 
-from zarr.storage.wrapper import WrapperStore
+from zarr.storage import WrapperStore
 
 if TYPE_CHECKING:
     from typing import Any
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index ae0487e447..1bde01b8f9 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -11,7 +11,7 @@
 from zarr.core.common import ZarrFormat
 from zarr.core.sync import sync
 from zarr.storage import MemoryStore, StoreLike
-from zarr.storage.common import _dereference_path
+from zarr.storage._common import _dereference_path
 
 # Copied from Xarray
 _attr_keys = st.text(st.characters(), min_size=1)
diff --git a/tests/conftest.py b/tests/conftest.py
index ee31d0d071..e9cd2b8120 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -12,8 +12,7 @@
 from zarr import AsyncGroup, config
 from zarr.abc.store import Store
 from zarr.core.sync import sync
-from zarr.storage import LocalStore, MemoryStore, StorePath, ZipStore
-from zarr.storage.fsspec import FsspecStore
+from zarr.storage import FsspecStore, LocalStore, MemoryStore, StorePath, ZipStore
 
 if TYPE_CHECKING:
     from collections.abc import Generator
diff --git a/tests/test_api.py b/tests/test_api.py
index 6700f6b5e3..aacd558f2a 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -25,8 +25,8 @@
 )
 from zarr.core.common import JSON, MemoryOrder, ZarrFormat
 from zarr.errors import MetadataValidationError
+from zarr.storage import MemoryStore
 from zarr.storage._utils import normalize_path
-from zarr.storage.memory import MemoryStore
 
 
 def test_create(memory_store: Store) -> None:
diff --git a/tests/test_array.py b/tests/test_array.py
index 72ff68d954..51ad289e80 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -40,8 +40,7 @@
 from zarr.core.metadata.v3 import DataType
 from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
-from zarr.storage import LocalStore, MemoryStore
-from zarr.storage.common import StorePath
+from zarr.storage import LocalStore, MemoryStore, StorePath
 
 if TYPE_CHECKING:
     from zarr.core.array_spec import ArrayConfigLike
diff --git a/tests/test_buffer.py b/tests/test_buffer.py
index e3cab0f214..baef0b8109 100644
--- a/tests/test_buffer.py
+++ b/tests/test_buffer.py
@@ -12,8 +12,7 @@
 from zarr.codecs.transpose import TransposeCodec
 from zarr.codecs.zstd import ZstdCodec
 from zarr.core.buffer import ArrayLike, BufferPrototype, NDArrayLike, cpu, gpu
-from zarr.storage.common import StorePath
-from zarr.storage.memory import MemoryStore
+from zarr.storage import MemoryStore, StorePath
 from zarr.testing.buffer import (
     NDBufferUsingTestNDArrayLike,
     StoreExpectingTestBuffer,
diff --git a/tests/test_codecs/test_blosc.py b/tests/test_codecs/test_blosc.py
index 34044d7d62..c1c5c92329 100644
--- a/tests/test_codecs/test_blosc.py
+++ b/tests/test_codecs/test_blosc.py
@@ -7,7 +7,7 @@
 from zarr.abc.store import Store
 from zarr.codecs import BloscCodec
 from zarr.core.buffer import default_buffer_prototype
-from zarr.storage.common import StorePath
+from zarr.storage import StorePath
 
 
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
diff --git a/tests/test_codecs/test_endian.py b/tests/test_codecs/test_endian.py
index ae9d1f6f1f..c0c4dd4e75 100644
--- a/tests/test_codecs/test_endian.py
+++ b/tests/test_codecs/test_endian.py
@@ -6,7 +6,7 @@
 import zarr
 from zarr.abc.store import Store
 from zarr.codecs import BytesCodec
-from zarr.storage.common import StorePath
+from zarr.storage import StorePath
 
 from .test_codecs import _AsyncArrayProxy
 
diff --git a/tests/test_codecs/test_gzip.py b/tests/test_codecs/test_gzip.py
index f47f9710b1..4753036c87 100644
--- a/tests/test_codecs/test_gzip.py
+++ b/tests/test_codecs/test_gzip.py
@@ -4,7 +4,7 @@
 import zarr
 from zarr.abc.store import Store
 from zarr.codecs import GzipCodec
-from zarr.storage.common import StorePath
+from zarr.storage import StorePath
 
 
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
diff --git a/tests/test_codecs/test_sharding.py b/tests/test_codecs/test_sharding.py
index 3f14007351..484cfa4eda 100644
--- a/tests/test_codecs/test_sharding.py
+++ b/tests/test_codecs/test_sharding.py
@@ -17,7 +17,7 @@
     TransposeCodec,
 )
 from zarr.core.buffer import default_buffer_prototype
-from zarr.storage.common import StorePath
+from zarr.storage import StorePath
 
 from ..conftest import ArrayRequest
 from .test_codecs import _AsyncArrayProxy, order_from_dim
diff --git a/tests/test_codecs/test_transpose.py b/tests/test_codecs/test_transpose.py
index 65159f174b..18ea8e65d0 100644
--- a/tests/test_codecs/test_transpose.py
+++ b/tests/test_codecs/test_transpose.py
@@ -6,7 +6,7 @@
 from zarr.abc.store import Store
 from zarr.codecs import TransposeCodec
 from zarr.core.common import MemoryOrder
-from zarr.storage.common import StorePath
+from zarr.storage import StorePath
 
 from .test_codecs import _AsyncArrayProxy
 
diff --git a/tests/test_codecs/test_vlen.py b/tests/test_codecs/test_vlen.py
index f4ee135601..f5599f2ac0 100644
--- a/tests/test_codecs/test_vlen.py
+++ b/tests/test_codecs/test_vlen.py
@@ -10,7 +10,7 @@
 from zarr.codecs import ZstdCodec
 from zarr.core.metadata.v3 import ArrayV3Metadata, DataType
 from zarr.core.strings import _NUMPY_SUPPORTS_VLEN_STRING
-from zarr.storage.common import StorePath
+from zarr.storage import StorePath
 
 numpy_str_dtypes: list[type | str | None] = [None, str, "str", np.dtypes.StrDType]
 expected_zarr_string_dtype: np.dtype[Any]
diff --git a/tests/test_codecs/test_zstd.py b/tests/test_codecs/test_zstd.py
index a57476fb61..6068f53443 100644
--- a/tests/test_codecs/test_zstd.py
+++ b/tests/test_codecs/test_zstd.py
@@ -4,7 +4,7 @@
 import zarr
 from zarr.abc.store import Store
 from zarr.codecs import ZstdCodec
-from zarr.storage.common import StorePath
+from zarr.storage import StorePath
 
 
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
diff --git a/tests/test_group.py b/tests/test_group.py
index 6b3c40412e..a4ce04e822 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -21,8 +21,7 @@
 from zarr.core.group import ConsolidatedMetadata, GroupMetadata
 from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
-from zarr.storage import LocalStore, MemoryStore, StorePath, ZipStore
-from zarr.storage.common import make_store_path
+from zarr.storage import LocalStore, MemoryStore, StorePath, ZipStore, make_store_path
 
 from .conftest import parse_store
 
diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index fc83af695b..30d0d75f22 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -26,8 +26,7 @@
     replace_ellipsis,
 )
 from zarr.registry import get_ndbuffer_class
-from zarr.storage.common import StorePath
-from zarr.storage.memory import MemoryStore
+from zarr.storage import MemoryStore, StorePath
 
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator
diff --git a/tests/test_metadata/test_consolidated.py b/tests/test_metadata/test_consolidated.py
index aaace6f5cd..2731abada4 100644
--- a/tests/test_metadata/test_consolidated.py
+++ b/tests/test_metadata/test_consolidated.py
@@ -21,7 +21,7 @@
 from zarr.core.group import ConsolidatedMetadata, GroupMetadata
 from zarr.core.metadata import ArrayV3Metadata
 from zarr.core.metadata.v2 import ArrayV2Metadata
-from zarr.storage.common import StorePath
+from zarr.storage import StorePath
 
 if TYPE_CHECKING:
     from zarr.abc.store import Store
diff --git a/tests/test_store/test_core.py b/tests/test_store/test_core.py
index 48f8d2a529..5ab299442d 100644
--- a/tests/test_store/test_core.py
+++ b/tests/test_store/test_core.py
@@ -5,11 +5,8 @@
 from _pytest.compat import LEGACY_PATH
 
 from zarr.core.common import AccessModeLiteral
+from zarr.storage import FsspecStore, LocalStore, MemoryStore, StoreLike, StorePath, make_store_path
 from zarr.storage._utils import normalize_path
-from zarr.storage.common import StoreLike, StorePath, make_store_path
-from zarr.storage.fsspec import FsspecStore
-from zarr.storage.local import LocalStore
-from zarr.storage.memory import MemoryStore
 
 
 @pytest.mark.parametrize("path", [None, "", "bar"])
diff --git a/tests/test_store/test_local.py b/tests/test_store/test_local.py
index c614d32c26..22597a2c3f 100644
--- a/tests/test_store/test_local.py
+++ b/tests/test_store/test_local.py
@@ -6,7 +6,7 @@
 
 import zarr
 from zarr.core.buffer import Buffer, cpu
-from zarr.storage.local import LocalStore
+from zarr.storage import LocalStore
 from zarr.testing.store import StoreTests
 
 if TYPE_CHECKING:
diff --git a/tests/test_store/test_logging.py b/tests/test_store/test_logging.py
index c0630dffd8..b32a214db5 100644
--- a/tests/test_store/test_logging.py
+++ b/tests/test_store/test_logging.py
@@ -6,7 +6,7 @@
 
 import zarr
 from zarr.core.buffer import default_buffer_prototype
-from zarr.storage.logging import LoggingStore
+from zarr.storage import LoggingStore
 
 if TYPE_CHECKING:
     from zarr.abc.store import Store
diff --git a/tests/test_store/test_memory.py b/tests/test_store/test_memory.py
index 4ca4ebb817..ba38889b52 100644
--- a/tests/test_store/test_memory.py
+++ b/tests/test_store/test_memory.py
@@ -3,7 +3,7 @@
 import pytest
 
 from zarr.core.buffer import Buffer, cpu, gpu
-from zarr.storage.memory import GpuMemoryStore, MemoryStore
+from zarr.storage import GpuMemoryStore, MemoryStore
 from zarr.testing.store import StoreTests
 from zarr.testing.utils import gpu_test
 
diff --git a/tests/test_store/test_wrapper.py b/tests/test_store/test_wrapper.py
index 1caf9c9ae4..489bcd5a7a 100644
--- a/tests/test_store/test_wrapper.py
+++ b/tests/test_store/test_wrapper.py
@@ -5,7 +5,7 @@
 import pytest
 
 from zarr.core.buffer.cpu import Buffer, buffer_prototype
-from zarr.storage.wrapper import WrapperStore
+from zarr.storage import WrapperStore
 
 if TYPE_CHECKING:
     from zarr.abc.store import Store
diff --git a/tests/test_store/test_zip.py b/tests/test_store/test_zip.py
index df22b76e1e..a83327d99a 100644
--- a/tests/test_store/test_zip.py
+++ b/tests/test_store/test_zip.py
@@ -10,7 +10,7 @@
 
 import zarr
 from zarr.core.buffer import Buffer, cpu, default_buffer_prototype
-from zarr.storage.zip import ZipStore
+from zarr.storage import ZipStore
 from zarr.testing.store import StoreTests
 
 if TYPE_CHECKING:
diff --git a/tests/test_sync.py b/tests/test_sync.py
index 02b3b594fd..b0a6ecffd0 100644
--- a/tests/test_sync.py
+++ b/tests/test_sync.py
@@ -14,7 +14,7 @@
     cleanup_resources,
     sync,
 )
-from zarr.storage.memory import MemoryStore
+from zarr.storage import MemoryStore
 
 
 @pytest.fixture(params=[True, False])

From eef18f36daa0001da59a5a9a38f2e7ebf2cdc863 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 3 Jan 2025 13:40:35 -0800
Subject: [PATCH 0904/1078] docs: add migration page to user guide (#2596)

* docs: split tutorial into multiple user guide sections

* docs: add migration page to user guide

* rev migration guide again

* fixup

* Apply suggestions from code review

Co-authored-by: David Stansby <dstansby@gmail.com>

* update migration guide

* update migration guide

* fixup

* removed config section

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 docs/index.rst                   |   9 +-
 docs/user-guide/config.rst       |   4 +-
 docs/user-guide/index.rst        |   2 +-
 docs/user-guide/storage.rst      |   2 +
 docs/user-guide/v3_migration.rst | 208 +++++++++++++++++++++++++++++++
 5 files changed, 217 insertions(+), 8 deletions(-)
 create mode 100644 docs/user-guide/v3_migration.rst

diff --git a/docs/index.rst b/docs/index.rst
index 37d560f655..df14f07e3d 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -52,15 +52,14 @@ Zarr is a file storage format for chunked, compressed, N-dimensional arrays base
     .. grid-item-card::
         :img-top: _static/index_user_guide.svg
 
-       Guide
-       ^^^^^
+        Guide
+        ^^^^^
 
-       A detailed guide for how to use Zarr-Python.
+        A detailed guide for how to use Zarr-Python.
 
         +++
 
-        .. button-ref:: user-guide
-            :ref-type: ref
+        .. button-ref:: user-guide/index
             :expand:
             :color: dark
             :click-parent:
diff --git a/docs/user-guide/config.rst b/docs/user-guide/config.rst
index 927d493e95..e38715b67e 100644
--- a/docs/user-guide/config.rst
+++ b/docs/user-guide/config.rst
@@ -3,8 +3,8 @@
 Runtime configuration
 =====================
 
-The :mod:`zarr.core.config` module is responsible for managing the configuration of zarr
-and is based on the `donfig <https://github.com/pytroll/donfig>`_ Python library.
+:mod:`zarr.config <zarr.core.config>` is responsible for managing the configuration of zarr and
+is based on the `donfig <https://github.com/pytroll/donfig>`_ Python library.
 
 Configuration values can be set using code like the following::
 
diff --git a/docs/user-guide/index.rst b/docs/user-guide/index.rst
index 8647eeb3e6..a9d1c9fa29 100644
--- a/docs/user-guide/index.rst
+++ b/docs/user-guide/index.rst
@@ -11,10 +11,10 @@ User guide
     attributes
     storage
     config
+    v3_migration
 
 .. Coming soon
     installation
-    v3_migration
 
 Advanced Topics
 ---------------
diff --git a/docs/user-guide/storage.rst b/docs/user-guide/storage.rst
index 7beb38a36f..46505271b4 100644
--- a/docs/user-guide/storage.rst
+++ b/docs/user-guide/storage.rst
@@ -99,6 +99,8 @@ Zarr data (metadata and chunks) to a dictionary.:
    >>> zarr.create_array(store=store, shape=(2,), dtype='float64')
    <Array memory://... shape=(2,) dtype=float64>
 
+.. _user-guide-custom-stores:
+
 Developing custom stores
 ------------------------
 
diff --git a/docs/user-guide/v3_migration.rst b/docs/user-guide/v3_migration.rst
new file mode 100644
index 0000000000..fffe50e5e1
--- /dev/null
+++ b/docs/user-guide/v3_migration.rst
@@ -0,0 +1,208 @@
+3.0 Migration Guide
+===================
+
+Zarr-Python 3 represents a major refactor of the Zarr-Python codebase. Some of the
+goals motivating this refactor included:
+
+* adding support for the Zarr V3 specification (along with the Zarr V2 specification)
+* cleaning up internal and user facing APIs
+* improving performance (particularly in high latency storage environments like
+  cloud object stores)
+
+To accommodate this, Zarr-Python 3 introduces a number of changes to the API, including a number
+of significant breaking changes and deprecations.
+
+This page provides a guide explaining breaking changes and deprecations to help you
+migrate your code from version 2 to version 3. If we have missed anything, please
+open a `GitHub issue <https://github.com/zarr-developers/zarr-python/issues/new>`_
+so we can improve this guide.
+
+Compatibility target
+--------------------
+
+The goals described above necessitated some breaking changes to the API (hence the
+major version update), but where possible we have maintained backwards compatibility
+in the most widely used parts of the API. This in the :class:`zarr.Array` and
+:class:`zarr.Group` classes and the "top-level API" (e.g. :func:`zarr.open_array` and
+:func:`zarr.open_group`).
+
+Getting ready for 3.0
+---------------------
+
+Before migrating to Zarr-Python 3, we suggest projects that depend on Zarr-Python take
+the following actions in order:
+
+1. Pin the supported Zarr-Python version to ``zarr>=2,<3``. This is a best practice
+   and will protect your users from any incompatibilities that may arise during the
+   release of Zarr-Python 3. This pin can be removed after migrating to Zarr-Python 3.
+2. Limit your imports from the Zarr-Python package. Most of the primary API ``zarr.*``
+   will be compatible in Zarr-Python 3. However, the following breaking API changes are
+   planned:
+
+   - ``numcodecs.*`` will no longer be available in ``zarr.*``. To migrate, import codecs
+     directly from ``numcodecs``:
+
+     .. code-block:: python
+
+        from numcodecs import Blosc
+        # instead of:
+        # from zarr import Blosc
+
+   - The ``zarr.v3_api_available`` feature flag is being removed. In Zarr-Python 3
+     the v3 API is always available, so you shouldn't need to use this flag.
+   - The following internal modules are being removed or significantly changed. If
+     your application relies on imports from any of the below modules, you will need
+     to either a) modify your application to no longer rely on these imports or b)
+     vendor the parts of the specific modules that you need.
+
+     * ``zarr.attrs`` has gone, with no replacement
+     * ``zarr.codecs`` has gone, use ``numcodecs`` instead
+     * ``zarr.context`` has gone, with no replacement
+     * ``zarr.core`` remains but should be considered private API
+     * ``zarr.hierarchy`` has gone, with no replacement (use ``zarr.Group`` inplace of ``zarr.hierarchy.Group``)
+     * ``zarr.indexing`` has gone, with no replacement
+     * ``zarr.meta`` has gone, with no replacement
+     * ``zarr.meta_v1`` has gone, with no replacement
+     * ``zarr.sync`` has gone, with no replacement
+     * ``zarr.types`` has gone, with no replacement
+     * ``zarr.util`` has gone, with no replacement
+     * ``zarr.n5`` has gone, see below for an alternative N5 options
+
+3. Test that your package works with version 3.
+4. Update the pin to include ``zarr>=3,<4``.
+
+Zarr-Python 2 support window
+----------------------------
+
+Zarr-Python 2.x is still available, though we recommend migrating to Zarr-Python 3 for
+its performance improvements and new features. Security and bug fixes will be made to
+the 2.x series for at least six months following the first Zarr-Python 3 release.
+If you need to use the latest Zarr-Python 2 release, you can install it with:
+
+.. code-block:: console
+
+    $ pip install "zarr==2.*"
+
+.. note::
+   Development and maintenance of the 2.x release series has moved to the
+   `support/v2 <https://github.com/zarr-developers/zarr-python/tree/support/v2>`_ branch.
+   Issues and pull requests related to this branch are tagged with the
+   `V2 <https://github.com/zarr-developers/zarr-python/labels/V2>`_ label.
+
+Migrating to Zarr-Python 3
+--------------------------
+
+The following sections provide details on breaking changes in Zarr-Python 3.
+
+The Array class
+~~~~~~~~~~~~~~~
+
+1. Disallow direct construction - the signature for initializing the ``Array`` class has changed
+   significantly. Please use :func:`zarr.create_array` or :func:`zarr.open_array` instead of
+   directly constructing the :class:`zarr.Array` class.
+
+2. Defaulting to ``zarr_format=3`` - newly created arrays will use the version 3 of the
+   Zarr specification. To continue using version 2, set ``zarr_format=2`` when creating arrays
+   or set ``default_zarr_version=2`` in Zarr's :ref:`runtime configuration <user-guide-config>`.
+
+The Group class
+~~~~~~~~~~~~~~~
+
+1. Disallow direct construction - use :func:`zarr.open_group` or :func:`zarr.create_group`
+   instead of directly constructing the :class:`zarr.Group` class.
+2. Most of the h5py compatibility methods are deprecated and will issue warnings if used.
+   The following functions are drop in replacements that have the same signature and functionality:
+
+   - Use :func:`zarr.Group.create_array` in place of :func:`zarr.Group.create_dataset`
+   - Use :func:`zarr.Group.require_array` in place of :func:`zarr.Group.require_dataset`
+
+The Store class
+~~~~~~~~~~~~~~~
+
+The Store API has changed significant in Zarr-Python 3. The most notable changes to the
+Store API are:
+
+1. Replaced the ``MutableMapping`` base class in favor of a custom abstract base class
+   (:class:`zarr.abc.store.Store`).
+2. Switched to an asynchronous interface for all store methods that result in IO. This
+   change ensures that all store methods are non-blocking and are as performant as
+   possible.
+
+Beyond the changes store interface, a number of deprecated stores were also removed in
+Zarr-Python 3. See :issue:`1274` for more details on the removal of these stores.
+
+- ``N5Store`` - see https://github.com/zarr-developers/n5py for an alternative interface to
+  N5 formatted data.
+- ``ABSStore`` - use the :class:`zarr.storage.FsspecStore` instead along with fsspec's
+  `adlfs backend <https://github.com/fsspec/adlfs>`_.
+
+The following stores have been removed altogether. Users who need these stores will have to
+implement their own version in zarr-python v3.
+
+- ``DBMStore``
+- ``LMDBStore``
+- ``SQLiteStore``
+- ``MongoDBStore``
+- ``RedisStore``
+
+At present, the latter five stores in this list do not have an equivalent in Zarr-Python 3.
+If you are interested in developing a custom store that targets these backends, see
+:ref:`developing custom stores <user-guide-custom-stores>` or open an
+`issue <https://github.com/zarr-developers/zarr-python/issues>`_ to discuss your use case.
+
+Dependencies
+~~~~~~~~~~~~
+
+When installing using ``pip``:
+
+- The new ``remote`` dependency group can be used to install a supported version of
+   ``fsspec``, required for remote data access.
+- The new ``gpu`` dependency group can be used to install a supported version of
+   ``cuda``, required for GPU functionality.
+- The ``jupyter`` optional dependency group has been removed, since v3 contains no
+   jupyter specific functionality.
+
+Miscellaneous
+~~~~~~~~~~~~~
+
+- The keyword argument ``zarr_version`` available in most creation functions in :mod:`zarr`
+  (e.g. :func:`zarr.create`, :func:`zarr.open`, :func:`zarr.group`, :func:`zarr.array`) has
+  been deprecated in favor of ``zarr_format``.
+
+🚧 Work in Progress 🚧
+----------------------
+
+Zarr-Python 3 is still under active development, and is not yet fully complete.
+The following list summarizes areas of the codebase that we expect to build out
+after the 3.0.0 release. If features listed below are important to your use case
+of Zarr-Python, please open (or comment on) a
+`GitHub issue <https://github.com/zarr-developers/zarr-python/issues/new>`_.
+
+- The following functions / methods have not been ported to Zarr-Python 3 yet:
+
+  * :func:`zarr.copy` (:issue:`2407`)
+  * :func:`zarr.copy_all` (:issue:`2407`)
+  * :func:`zarr.copy_store` (:issue:`2407`)
+  * :func:`zarr.Group.move` (:issue:`2108`)
+
+- The following features (corresponding to function arguments to functions in
+  :mod:`zarr`) have not been ported to Zarr-Python 3 yet. Using these features
+  will raise a warning or a ``NotImplementedError``:
+
+  * ``cache_attrs``
+  * ``cache_metadata``
+  * ``chunk_store`` (:issue:`2495`)
+  * ``meta_array``
+  * ``object_codec`` (:issue:`2617`)
+  * ``synchronizer`` (:issue:`1596`)
+  * ``dimension_separator``
+
+- The following features that were supported by Zarr-Python 2 have not been ported
+  to Zarr-Python 3 yet:
+
+  * Structured arrays / dtypes (:issue:`2134`)
+  * Fixed-length string dtypes (:issue:`2347`)
+  * Datetime and timedelta dtypes (:issue:`2616`)
+  * Object dtypes (:issue:`2617`)
+  * Ragged arrays (:issue:`2618`)
+  * Groups and Arrays do not implement ``__enter__`` and ``__exit__`` protocols (:issue:`2619`)

From 13fc18870a905ea32311239664bcafe88368fe22 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 3 Jan 2025 23:19:34 +0000
Subject: [PATCH 0905/1078] Move 'about' to end of table of contents (#2636)

---
 docs/index.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/index.rst b/docs/index.rst
index df14f07e3d..5fe5b2a848 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -9,12 +9,12 @@ Zarr-Python
     :hidden:
 
     getting_started
-    about
     user-guide/index
     api/index
     release
     contributing
     roadmap
+    about
 
 **Version**: |version|
 

From 23beb8f31e39c1c232b2d4a720a3fed7d3e70042 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 3 Jan 2025 15:58:52 -0800
Subject: [PATCH 0906/1078] docs: replace getting_started page with quickstart
 (#2590)

* docs: split tutorial into multiple user guide sections

* docs: replace getting_started page with quickstart

* Apply suggestions from code review

Co-authored-by: Norman Rzepka <code@normanrz.com>

* update quickstart

* docs: replace getting_started page with quickstart

* Apply suggestions from code review

Co-authored-by: Norman Rzepka <code@normanrz.com>

* update quickstart

* Use docstests

* update link to storage guide

* remove ipython

* add redirect

---------

Co-authored-by: Norman Rzepka <code@normanrz.com>
Co-authored-by: David Stansby <dstansby@gmail.com>
---
 docs/conf.py             |   1 +
 docs/getting_started.rst |  28 ------
 docs/index.rst           |  13 +--
 docs/quickstart.rst      | 186 +++++++++++++++++++++++++++++++++++++++
 4 files changed, 194 insertions(+), 34 deletions(-)
 delete mode 100644 docs/getting_started.rst
 create mode 100644 docs/quickstart.rst

diff --git a/docs/conf.py b/docs/conf.py
index dfd1ae07bb..d336740da2 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -104,6 +104,7 @@ def skip_submodules(
      "spec/v3": "https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html",
      "license": "https://github.com/zarr-developers/zarr-python/blob/main/LICENSE.txt",
      "tutorial": "user-guide",
+     "getting-started": "quickstart",
 }
 
 # The language for content autogenerated by Sphinx. Refer to documentation
diff --git a/docs/getting_started.rst b/docs/getting_started.rst
deleted file mode 100644
index 5950e2ae44..0000000000
--- a/docs/getting_started.rst
+++ /dev/null
@@ -1,28 +0,0 @@
-Getting Started
-===============
-
-Highlights
-----------
-
-* Create N-dimensional arrays with any NumPy dtype.
-* Chunk arrays along any dimension.
-* Compress and/or filter chunks using any NumCodecs_ codec.
-* Store arrays in memory, on disk, inside a Zip file, on S3, ...
-* Read an array concurrently from multiple threads or processes.
-* Write to an array concurrently from multiple threads or processes.
-* Organize arrays into hierarchies via groups.
-
-Contributing
-------------
-
-Feedback and bug reports are very welcome, please get in touch via
-the `GitHub issue tracker <https://github.com/zarr-developers/zarr-python/issues>`_. See
-:doc:`contributing` for further information about contributing to Zarr.
-
-.. toctree::
-    :caption: Getting Started
-    :hidden:
-
-    installation
-
-.. _NumCodecs: https://numcodecs.readthedocs.io/
diff --git a/docs/index.rst b/docs/index.rst
index 5fe5b2a848..5bbd04ec60 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -8,7 +8,8 @@ Zarr-Python
     :maxdepth: 1
     :hidden:
 
-    getting_started
+    quickstart
+    installation
     user-guide/index
     api/index
     release
@@ -34,20 +35,20 @@ Zarr is a file storage format for chunked, compressed, N-dimensional arrays base
     .. grid-item-card::
         :img-top: _static/index_getting_started.svg
 
-        Getting Started
-        ^^^^^^^^^^^^^^^
+        Quick Start
+        ^^^^^^^^^^^
 
-        New to Zarr? Check out the getting started guide. It contains an
+        New to Zarr? Check out the quick start guide. It contains a brief
         introduction to Zarr's main concepts and links to additional tutorials.
 
         +++
 
-        .. button-ref:: getting_started
+        .. button-ref:: quickstart
             :expand:
             :color: dark
             :click-parent:
 
-            To the getting started guide
+            To the Quick Start
 
     .. grid-item-card::
         :img-top: _static/index_user_guide.svg
diff --git a/docs/quickstart.rst b/docs/quickstart.rst
new file mode 100644
index 0000000000..2d0e8ecef8
--- /dev/null
+++ b/docs/quickstart.rst
@@ -0,0 +1,186 @@
+.. only:: doctest
+
+   >>> import shutil
+   >>> shutil.rmtree('data', ignore_errors=True)
+   >>>
+   >>> import numpy as np
+   >>> np.random.seed(0)
+
+Quickstart
+==========
+
+Welcome to the Zarr-Python Quickstart guide! This page will help you get up and running with
+the Zarr library in Python to efficiently manage and analyze multi-dimensional arrays.
+
+Zarr is a powerful library for storage of n-dimensional arrays, supporting chunking,
+compression, and various backends, making it a versatile choice for scientific and
+large-scale data.
+
+Installation
+------------
+
+Zarr requires Python 3.11 or higher. You can install it via `pip`:
+
+.. code-block:: bash
+
+    pip install zarr
+
+or `conda`:
+
+.. code-block:: bash
+
+    conda install --channel conda-forge zarr
+
+Creating an Array
+-----------------
+
+To get started, you can create a simple Zarr array::
+
+    >>> import zarr
+    >>> import numpy as np
+    >>>
+    >>> # Create a 2D Zarr array
+    >>> z = zarr.create_array(
+    ...    store="data/example-1.zarr",
+    ...    shape=(100, 100),
+    ...    chunks=(10, 10),
+    ...    dtype="f4"
+    ... )
+    >>>
+    >>> # Assign data to the array
+    >>> z[:, :] = np.random.random((100, 100))
+    >>> z.info
+    Type               : Array
+    Zarr format        : 3
+    Data type          : DataType.float32
+    Shape              : (100, 100)
+    Chunk shape        : (10, 10)
+    Order              : C
+    Read-only          : False
+    Store type         : LocalStore
+    Codecs             : [{'endian': <Endian.little: 'little'>}, {'level': 0, 'checksum': False}]
+    No. bytes          : 40000 (39.1K)
+
+Here, we created a 2D array of shape ``(100, 100)``, chunked into blocks of
+``(10, 10)``, and filled it with random floating-point data. This array was
+written to a ``LocalStore`` in the ``data/example-1.zarr`` directory.
+
+Compression and Filters
+~~~~~~~~~~~~~~~~~~~~~~~
+
+Zarr supports data compression and filters. For example, to use Blosc compression::
+
+    >>> z = zarr.create_array(
+    ...    "data/example-3.zarr",
+    ...    mode="w", shape=(100, 100),
+    ...    chunks=(10, 10), dtype="f4",
+    ...    compressor=zarr.codecs.BloscCodec(cname="zstd", clevel=3, shuffle=zarr.codecs.BloscShuffle.SHUFFLE)
+    ... )
+    >>> z[:, :] = np.random.random((100, 100))
+    >>>
+    >>> z.info
+    Type               : Array
+    Zarr format        : 3
+    Data type          : DataType.float32
+    Shape              : (100, 100)
+    Chunk shape        : (10, 10)
+    Order              : C
+    Read-only          : False
+    Store type         : LocalStore
+    Codecs             : [{'endian': <Endian.little: 'little'>}, {'level': 0, 'checksum': False}]
+    No. bytes          : 40000 (39.1K)
+
+This compresses the data using the Zstandard codec with shuffle enabled for better compression.
+
+Hierarchical Groups
+-------------------
+
+Zarr allows you to create hierarchical groups, similar to directories::
+
+    >>> # Create nested groups and add arrays
+    >>> root = zarr.group("data/example-2.zarr")
+    >>> foo = root.create_group(name="foo")
+    >>> bar = root.create_array(
+    ...     name="bar", shape=(100, 10), chunks=(10, 10)
+    ... )
+    >>> spam = foo.create_array(name="spam", shape=(10,), dtype="i4")
+    >>>
+    >>> # Assign values
+    >>> bar[:, :] = np.random.random((100, 10))
+    >>> spam[:] = np.arange(10)
+    >>>
+    >>> # print the hierarchy
+    >>> root.tree()
+    /
+    └── foo
+        └── spam (10,) int32
+    <BLANKLINE>
+
+This creates a group with two datasets: ``foo`` and ``bar``.
+
+Persistent Storage
+------------------
+
+Zarr supports persistent storage to disk or cloud-compatible backends. While examples above
+utilized a :class:`zarr.storage.LocalStore`, a number of other storage options are available.
+
+Zarr integrates seamlessly with cloud object storage such as Amazon S3 and Google Cloud Storage
+using external libraries like `s3fs <https://s3fs.readthedocs.io>`_ or
+`gcsfs <https://gcsfs.readthedocs.io>`_::
+
+    >>> import s3fs # doctest: +SKIP
+    >>>
+    >>> z = zarr.create_array("s3://example-bucket/foo", mode="w", shape=(100, 100), chunks=(10, 10)) # doctest: +SKIP
+    >>> z[:, :] = np.random.random((100, 100)) # doctest: +SKIP
+
+A single-file store can also be created using the the :class:`zarr.storage.ZipStore`::
+
+    >>> # Store the array in a ZIP file
+    >>> store = zarr.storage.ZipStore("data/example-3.zip", mode='w')
+    >>>
+    >>> z = zarr.create_array(
+    ...     store=store,
+    ...     mode="w",
+    ...     shape=(100, 100),
+    ...     chunks=(10, 10),
+    ...     dtype="f4"
+    ... )
+    >>>
+    >>> # write to the array
+    >>> z[:, :] = np.random.random((100, 100))
+    >>>
+    >>> # the ZipStore must be explicitly closed
+    >>> store.close()
+
+To open an existing array from a ZIP file::
+
+    >>> # Open the ZipStore in read-only mode
+    >>> store = zarr.storage.ZipStore("data/example-3.zip", read_only=True)
+    >>>
+    >>> z = zarr.open_array(store, mode='r')
+    >>>
+    >>> # read the data as a NumPy Array
+    >>> z[:]
+    array([[0.66734236, 0.15667458, 0.98720884, ..., 0.36229587, 0.67443246,
+            0.34315267],
+        [0.65787303, 0.9544212 , 0.4830079 , ..., 0.33097172, 0.60423803,
+            0.45621237],
+        [0.27632037, 0.9947008 , 0.42434934, ..., 0.94860053, 0.6226942 ,
+            0.6386924 ],
+        ...,
+        [0.12854576, 0.934397  , 0.19524333, ..., 0.11838563, 0.4967675 ,
+            0.43074256],
+        [0.82029045, 0.4671437 , 0.8090906 , ..., 0.7814118 , 0.42650765,
+            0.95929915],
+        [0.4335856 , 0.7565437 , 0.7828931 , ..., 0.48119593, 0.66220033,
+            0.6652362 ]], shape=(100, 100), dtype=float32)
+
+Read more about Zarr's storage options  in the :ref:`User Guide <user-guide-storage>`.
+
+Next Steps
+----------
+
+Now that you're familiar with the basics, explore the following resources:
+
+- `User Guide <user-guide>`_
+- `API Reference <api>`_

From f1064a37716fe03624ab3012b0bf117b2e4c7f10 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 3 Jan 2025 16:31:07 -0800
Subject: [PATCH 0907/1078] docs: consolidate developer docs + update
 contributing page for v3 (#2593)

* docs: split tutorial into multiple user guide sections

* docs: consolidate developer docs + update contributing page for v3

* second rev on dev docs

* point to relevant issues on code coverage and testing

* docs: consolidate developer docs + update contributing page for v3

* second rev on dev docs

* point to relevant issues on code coverage and testing

* fixup
---
 docs/conf.py                           |   2 +
 docs/{ => developers}/contributing.rst | 134 +++++++++----------------
 docs/developers/index.rst              |  10 ++
 docs/{ => developers}/release.rst      |   0
 docs/{ => developers}/roadmap.rst      |   0
 docs/index.rst                         |  11 +-
 6 files changed, 68 insertions(+), 89 deletions(-)
 rename docs/{ => developers}/contributing.rst (77%)
 create mode 100644 docs/developers/index.rst
 rename docs/{ => developers}/release.rst (100%)
 rename docs/{ => developers}/roadmap.rst (100%)

diff --git a/docs/conf.py b/docs/conf.py
index d336740da2..01b7490298 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -105,6 +105,8 @@ def skip_submodules(
      "license": "https://github.com/zarr-developers/zarr-python/blob/main/LICENSE.txt",
      "tutorial": "user-guide",
      "getting-started": "quickstart",
+     "release": "developers/release.html",
+     "roadmap": "developers/roadmap.html",
 }
 
 # The language for content autogenerated by Sphinx. Refer to documentation
diff --git a/docs/contributing.rst b/docs/developers/contributing.rst
similarity index 77%
rename from docs/contributing.rst
rename to docs/developers/contributing.rst
index 0ead6c8267..7bf37ef1a3 100644
--- a/docs/contributing.rst
+++ b/docs/developers/contributing.rst
@@ -1,5 +1,5 @@
-Contributing
-============
+Contributing to Zarr
+====================
 
 Zarr is a community maintained project. We welcome contributions in the form of bug
 reports, bug fixes, documentation, enhancement proposals and more. This page provides
@@ -46,8 +46,7 @@ a bug report:
    interpreter can be obtained by running a Python interactive session, e.g.::
 
     $ python
-    Python 3.6.1 (default, Mar 22 2017, 06:17:05)
-    [GCC 6.3.0 20170321] on linux
+      Python 3.12.7 | packaged by conda-forge | (main, Oct  4 2024, 15:57:01) [Clang 17.0.6 ] on darwin
 
 Enhancement proposals
 ---------------------
@@ -73,7 +72,8 @@ The Zarr source code is hosted on GitHub at the following location:
 * `https://github.com/zarr-developers/zarr-python <https://github.com/zarr-developers/zarr-python>`_
 
 You will need your own fork to work on the code. Go to the link above and hit
-the "Fork" button. Then clone your fork to your local machine::
+the `"Fork" <https://github.com/zarr-developers/zarr-python/fork>`_ button.
+Then clone your fork to your local machine::
 
     $ git clone git@github.com:your-user-name/zarr-python.git
     $ cd zarr-python
@@ -82,21 +82,21 @@ the "Fork" button. Then clone your fork to your local machine::
 Creating a development environment
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
-To work with the Zarr source code, it is recommended to set up a Python virtual
-environment and install all Zarr dependencies using the same versions as are used by
-the core developers and continuous integration services. Assuming you have a Python
-3 interpreter already installed, and you have cloned the Zarr source code and your
-current working directory is the root of the repository, you can do something like
-the following::
+To work with the Zarr source code, it is recommended to use
+`hatch <https://hatch.pypa.io/latest/index.html>`_ to create and manage development
+environments. Hatch will automatically install all Zarr dependencies using the same
+versions as are used by the core developers and continuous integration services.
+Assuming you have a Python 3 interpreter already installed, and you have cloned the
+Zarr source code and your current working directory is the root of the repository,
+you can do something like the following::
 
-    $ mkdir -p ~/pyenv/zarr-dev
-    $ python -m venv ~/pyenv/zarr-dev
-    $ source ~/pyenv/zarr-dev/bin/activate
-    $ pip install -e .[test,docs]
+    $ pip install hatch
+    $ hatch env show  # list all available environments
 
-To verify that your development environment is working, you can run the unit tests::
+To verify that your development environment is working, you can run the unit tests
+for one of the test environments, e.g.::
 
-    $ python -m pytest -v tests
+    $ hatch env run --env test.py3.12-2.1-optional run
 
 Creating a branch
 ~~~~~~~~~~~~~~~~~
@@ -109,9 +109,7 @@ new, separate branch for each piece of work you want to do. E.g.::
 
     git checkout main
     git fetch upstream
-    git rebase upstream/main
-    git push
-    git checkout -b shiny-new-feature
+    git checkout -b shiny-new-feature upstream/main
     git push -u origin shiny-new-feature
 
 This changes your working directory to the 'shiny-new-feature' branch. Keep any changes in
@@ -129,54 +127,27 @@ merge conflicts, these need to be resolved before submitting a pull request.
 Alternatively, you can merge the changes in from upstream/main instead of rebasing,
 which can be simpler::
 
-    git fetch upstream
-    git merge upstream/main
+    git pull upstream main
 
 Again, any conflicts need to be resolved before submitting a pull request.
 
 Running the test suite
 ~~~~~~~~~~~~~~~~~~~~~~
 
-Zarr includes a suite of unit tests, as well as doctests included in
-function and class docstrings and in the tutorial and storage
-spec. The simplest way to run the unit tests is to activate your
-development environment (see `creating a development environment`_ above)
-and invoke::
-
-    $ python -m pytest -v zarr
-
-Some tests require optional dependencies to be installed, otherwise
-the tests will be skipped. To install all optional dependencies, run::
-
-    $ pip install pytest-doctestplus
-
-To also run the doctests within docstrings (requires optional
-dependencies to be installed), run::
-
-    $ python -m pytest -v --doctest-plus zarr
-
-To run the doctests within the tutorial and storage spec (requires
-optional dependencies to be installed), run::
-
-    $ python -m doctest -o NORMALIZE_WHITESPACE -o ELLIPSIS docs/tutorial.rst docs/spec/v2.rst
-
-Note that some tests also require storage services to be running
-locally. To run the Azure Blob Service storage tests, run an Azure
-storage emulator (e.g., azurite) and set the environment variable
-``ZARR_TEST_ABS=1``. If you're using Docker to run azurite, start the service with::
+Zarr includes a suite of unit tests. The simplest way to run the unit tests
+is to activate your development environment
+(see `creating a development environment`_ above) and invoke::
 
-    docker run --rm -p 10000:10000 mcr.microsoft.com/azure-storage/azurite azurite-blob --loose --blobHost 0.0.0.0
-
-To run the Mongo DB storage tests, run a Mongo
-server locally and set the environment variable ``ZARR_TEST_MONGO=1``.
-To run the Redis storage tests, run a Redis server locally on port
-6379 and set the environment variable ``ZARR_TEST_REDIS=1``.
+    $ hatch env run --env test.py3.12-2.1-optional run
 
 All tests are automatically run via GitHub Actions for every pull
 request and must pass before code can be accepted. Test coverage is
-also collected automatically via the Codecov service, and total
-coverage over all builds must be 100% (although individual builds
-may be lower due to Python 2/3 or other differences).
+also collected automatically via the Codecov service.
+
+.. note::
+    Previous versions of Zarr-Python made extensive use of doctests. These tests were
+    not maintained during the 3.0 refactor but may be brought back in the future.
+    See :issue:`2614` for more details.
 
 Code standards - using pre-commit
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
@@ -205,15 +176,17 @@ If you would like to skip the failing checks and push the code for further discu
 the ``--no-verify`` option with ``git commit``.
 
 
-
 Test coverage
 ~~~~~~~~~~~~~
 
-Zarr maintains 100% test coverage under the latest Python stable release (currently
-Python 3.8). Both unit tests and docstring doctests are included when computing
-coverage. Running::
+.. note::
+    Test coverage for Zarr-Python 3 is currently not at 100%. This is a known issue and help
+    is welcome to bring test coverage back to 100%. See :issue:`2613` for more details.
+
+Zarr strives to maintain 100% test coverage under the latest Python stable release
+Both unit tests and docstring doctests are included when computing coverage. Running::
 
-    $ python -m pytest -v --cov=zarr --cov-config=pyproject.toml zarr
+    $ hatch env run --env test.py3.12-2.1-optional run-coverage
 
 will automatically run the test suite with coverage and produce a coverage report.
 This should be 100% before code can be accepted into the main code base.
@@ -229,28 +202,28 @@ Docstrings for user-facing classes and functions should follow the
 `numpydoc
 <https://numpydoc.readthedocs.io/en/stable/format.html#docstring-standard>`_
 standard, including sections for Parameters and Examples. All examples
-should run and pass as doctests under Python 3.8. To run doctests,
-activate your development environment, install optional requirements,
-and run::
-
-    $ python -m pytest -v --doctest-plus tests
+should run and pass as doctests under Python 3.11.
 
 Zarr uses Sphinx for documentation, hosted on readthedocs.org. Documentation is
 written in the RestructuredText markup language (.rst files) in the ``docs`` folder.
 The documentation consists both of prose and API documentation. All user-facing classes
-and functions should be included in the API documentation, under the ``docs/api``
-folder. Any new features or important usage information should be included in the
-tutorial (``docs/tutorial.rst``). Any changes should also be included in the release
-notes (``docs/release.rst``).
+and functions are included in the API documentation, under the ``docs/api`` folder
+using the `autodoc <https://www.sphinx-doc.org/en/master/usage/extensions/autodoc.html>`_
+extension to sphinx. Any new features or important usage information should be included in the
+user-guide (``docs/user-guide``). Any changes should also be included in the release
+notes (``docs/developers/release.rst``).
 
 The documentation can be built locally by running::
 
-    $ cd docs
-    $ make clean; make html
-    $ open _build/html/index.html
+    $ hatch --env docs run build
 
 The resulting built documentation will be available in the ``docs/_build/html`` folder.
 
+Hatch can also be used to serve continuously updating version of the documentation
+during development at `http://0.0.0.0:8000/ <http://0.0.0.0:8000/>`_. This can be done by running::
+
+    $ hatch --env docs run serve
+
 Development best practices, policies and procedures
 ---------------------------------------------------
 
@@ -329,14 +302,7 @@ implements storage spec version 3, then the next library release should have ver
 number 3.0.0. Note however that the major version number of the Zarr library may not
 always correspond to the spec version number. For example, Zarr versions 2.x, 3.x, and
 4.x might all implement the same version of the storage spec and thus maintain data
-format compatibility, although they will not maintain API compatibility. The version number
-of the storage specification that is currently implemented is stored under the
-``zarr.meta.ZARR_FORMAT`` variable.
-
-Note that the Zarr test suite includes a data fixture and tests to try and ensure that
-data format compatibility is not accidentally broken. See the
-:func:`test_format_compatibility` function in the :mod:`tests.test_storage` module
-for details.
+format compatibility, although they will not maintain API compatibility.
 
 When to make a release
 ~~~~~~~~~~~~~~~~~~~~~~
@@ -358,7 +324,7 @@ Release procedure
 
 .. note::
 
-   Most of the release process is now handled by github workflow which should
+   Most of the release process is now handled by GitHub workflow which should
    automatically push a release to PyPI if a tag is pushed.
 
 Before releasing, make sure that all pull requests which will be
diff --git a/docs/developers/index.rst b/docs/developers/index.rst
new file mode 100644
index 0000000000..3feb0aff71
--- /dev/null
+++ b/docs/developers/index.rst
@@ -0,0 +1,10 @@
+
+Developer's Guide
+-----------------
+
+.. toctree::
+    :maxdepth: 1
+
+    contributing
+    release
+    roadmap
diff --git a/docs/release.rst b/docs/developers/release.rst
similarity index 100%
rename from docs/release.rst
rename to docs/developers/release.rst
diff --git a/docs/roadmap.rst b/docs/developers/roadmap.rst
similarity index 100%
rename from docs/roadmap.rst
rename to docs/developers/roadmap.rst
diff --git a/docs/index.rst b/docs/index.rst
index 5bbd04ec60..ffe20e262c 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -12,9 +12,8 @@ Zarr-Python
     installation
     user-guide/index
     api/index
-    release
-    contributing
-    roadmap
+    developers/index
+    developers/release
     about
 
 **Version**: |version|
@@ -93,11 +92,13 @@ Zarr is a file storage format for chunked, compressed, N-dimensional arrays base
         Contributor's Guide
         ^^^^^^^^^^^^^^^^^^^
 
-        Want to contribute to Zarr? We welcome contributions in the form of bug reports, bug fixes, documentation, enhancement proposals and more. The contributing guidelines will guide you through the process of improving Zarr.
+        Want to contribute to Zarr? We welcome contributions in the form of bug reports,
+        bug fixes, documentation, enhancement proposals and more. The contributing guidelines
+        will guide you through the process of improving Zarr.
 
         +++
 
-        .. button-ref:: contributing
+        .. button-ref:: developers/contributing
             :expand:
             :color: dark
             :click-parent:

From 584d66dd4c2c8ccb5788aa6f9a27bfa76e3166bd Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 3 Jan 2025 17:18:27 -0800
Subject: [PATCH 0908/1078] docs: update doc homepage (#2594)

* docs: split tutorial into multiple user guide sections

* docs: replace getting_started page with quickstart

* docs: update installation docs

* docs: update doc homepage

* fixups

* fix ref to contributing guide

* fixup
---
 docs/api/index.rst               |  2 +-
 docs/conf.py                     |  1 +
 docs/developers/contributing.rst |  2 ++
 docs/index.rst                   | 19 +++++++----
 docs/installation.rst            | 37 ----------------------
 docs/user-guide/index.rst        |  4 +--
 docs/user-guide/installation.rst | 54 ++++++++++++++++++++++++++++++++
 7 files changed, 72 insertions(+), 47 deletions(-)
 delete mode 100644 docs/installation.rst
 create mode 100644 docs/user-guide/installation.rst

diff --git a/docs/api/index.rst b/docs/api/index.rst
index 8735180cd9..26d7ce0224 100644
--- a/docs/api/index.rst
+++ b/docs/api/index.rst
@@ -1,4 +1,4 @@
-API Reference
+API reference
 =============
 
 .. toctree::
diff --git a/docs/conf.py b/docs/conf.py
index 01b7490298..3389c16549 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -107,6 +107,7 @@ def skip_submodules(
      "getting-started": "quickstart",
      "release": "developers/release.html",
      "roadmap": "developers/roadmap.html",
+     "installation": "user-guide/installation.html",
 }
 
 # The language for content autogenerated by Sphinx. Refer to documentation
diff --git a/docs/developers/contributing.rst b/docs/developers/contributing.rst
index 7bf37ef1a3..4358230eff 100644
--- a/docs/developers/contributing.rst
+++ b/docs/developers/contributing.rst
@@ -1,3 +1,5 @@
+.. _dev-guide-contributing:
+
 Contributing to Zarr
 ====================
 
diff --git a/docs/index.rst b/docs/index.rst
index ffe20e262c..29baf4b94a 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -9,7 +9,6 @@ Zarr-Python
     :hidden:
 
     quickstart
-    installation
     user-guide/index
     api/index
     developers/index
@@ -18,16 +17,19 @@ Zarr-Python
 
 **Version**: |version|
 
-**Download documentation**: `PDF/Zipped HTML <https://readthedocs.org/projects/zarr/downloads/>`_
-
 **Useful links**:
-`Installation <installation.html>`_ |
 `Source Repository <https://github.com/zarr-developers/zarr-python>`_ |
 `Issue Tracker <https://github.com/zarr-developers/zarr-python/issues>`_ |
 `Zulip Chat <https://ossci.zulipchat.com/>`_ |
 `Zarr specifications <https://zarr-specs.readthedocs.io>`_
 
-Zarr is a file storage format for chunked, compressed, N-dimensional arrays based on an open-source specification.
+Zarr-Python is a Python library for reading and writing Zarr groups and arrays. Highlights include:
+
+* Specification support for both Zarr v2 and v3.
+* Create and read from N-dimensional arrays using NumPy-like semantics.
+* Flexible storage enables reading and writing from local, cloud and in-memory stores.
+* High performance: Enables fast I/O with support for asynchronous I/O and multi-threading.
+* Extensible: Customizable with user-defined codecs and stores.
 
 .. grid:: 2
 
@@ -84,7 +86,7 @@ Zarr is a file storage format for chunked, compressed, N-dimensional arrays base
             :color: dark
             :click-parent:
 
-            To the api reference guide
+            To the API reference guide
 
     .. grid-item-card::
         :img-top: _static/index_contribute.svg
@@ -104,3 +106,8 @@ Zarr is a file storage format for chunked, compressed, N-dimensional arrays base
             :click-parent:
 
             To the contributor's guide
+
+
+**Download documentation**: `PDF/Zipped HTML <https://readthedocs.org/projects/zarr/downloads/>`_
+
+.. _NumCodecs: https://numcodecs.readthedocs.io
diff --git a/docs/installation.rst b/docs/installation.rst
deleted file mode 100644
index b39b54b250..0000000000
--- a/docs/installation.rst
+++ /dev/null
@@ -1,37 +0,0 @@
-Installation
-============
-
-pip
----
-
-.. code-block:: console
-
-    $ pip install zarr
-
-There are a number of optional dependency groups you can install for extra functionality.
-These can be installed using ``pip install "zarr[<extra>]"``, e.g. ``pip install "zarr[gpu]"``
-
-- ``gpu``: support for GPUs
-- ``fsspec``: support for reading/writing to remote data stores
-- ``tree``: support for pretty printing of directory trees
-
-conda
------
-
-.. code-block:: console
-
-    $ conda install -c conda-forge zarr
-
-Conda does not support optional dependencies, so you will have to manually install any packages
-needed to enable extra functionality.
-
-Dependency support
-------------------
-Zarr has endorsed `Scientific-Python SPEC 0 <https://scientific-python.org/specs/spec-0000/>`_ and now follows the version support window as outlined below:
-
-- Python: 36 months after initial release
-- Core package dependencies (e.g. NumPy): 24 months after initial release
-
-Development
------------
-To install the latest development version of Zarr, see `the contributing guide <contributing.html>`_.
diff --git a/docs/user-guide/index.rst b/docs/user-guide/index.rst
index a9d1c9fa29..a7bbd12453 100644
--- a/docs/user-guide/index.rst
+++ b/docs/user-guide/index.rst
@@ -6,6 +6,7 @@ User guide
 .. toctree::
     :maxdepth: 1
 
+    installation
     arrays
     groups
     attributes
@@ -13,9 +14,6 @@ User guide
     config
     v3_migration
 
-.. Coming soon
-    installation
-
 Advanced Topics
 ---------------
 
diff --git a/docs/user-guide/installation.rst b/docs/user-guide/installation.rst
new file mode 100644
index 0000000000..a79f0763cb
--- /dev/null
+++ b/docs/user-guide/installation.rst
@@ -0,0 +1,54 @@
+Installation
+============
+
+Required dependencies
+---------------------
+
+Required dependencies include:
+
+- `Python <https://docs.python.org/3/>`_ (3.11 or later)
+- `packaging <https://packaging.pypa.io>`_ (22.0 or later)
+- `numpy <https://numpy.org>`_ (1.25 or later)
+- `numcodecs[crc32c] <https://numcodecs.readthedocs.io>`_ (0.14 or later)
+- `typing_extensions <https://typing-extensions.readthedocs.io>`_ (4.9 or later)
+- `donfig <https://donfig.readthedocs.io>`_ (0.8 or later)
+
+pip
+---
+
+Zarr is available on `PyPI <https://pypi.org/project/zarr/>`_. Install it using ``pip``:
+
+.. code-block:: console
+
+    $ pip install zarr
+
+There are a number of optional dependency groups you can install for extra functionality.
+These can be installed using ``pip install "zarr[<extra>]"``, e.g. ``pip install "zarr[gpu]"``
+
+- ``gpu``: support for GPUs
+- ``remote``: support for reading/writing to remote data stores
+
+Additional optional dependencies include ``rich``, ``universal_pathlib``. These must be installed separately.
+
+conda
+-----
+
+Zarr is also published to `conda-forge <https://conda-forge.org>`_. Install it using ``conda``:
+
+.. code-block:: console
+
+    $ conda install -c conda-forge zarr
+
+Conda does not support optional dependencies, so you will have to manually install any packages
+needed to enable extra functionality.
+
+Dependency support
+------------------
+Zarr has endorsed `Scientific-Python SPEC 0 <https://scientific-python.org/specs/spec-0000/>`_ and now follows the version support window as outlined below:
+
+- Python: 36 months after initial release
+- Core package dependencies (e.g. NumPy): 24 months after initial release
+
+Development
+-----------
+To install the latest development version of Zarr, see the :ref:`contributing guide <dev-guide-contributing>`.

From 3194534fb79853ecdae9b0040553d1badf4413ac Mon Sep 17 00:00:00 2001
From: Juan Nunez-Iglesias <jni@fastmail.com>
Date: Sun, 5 Jan 2025 07:02:40 +1100
Subject: [PATCH 0909/1078] Fix create_dataset with data kwarg (#2638)

* Add failing test for #2631

* Fix create_dataset with data argument
---
 src/zarr/core/group.py | 11 ++++++++++-
 tests/test_group.py    | 12 ++++++++++++
 2 files changed, 22 insertions(+), 1 deletion(-)

diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 7a0d2efc09..5cb42db5b4 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1165,7 +1165,16 @@ async def create_dataset(
         .. deprecated:: 3.0.0
             The h5py compatibility methods will be removed in 3.1.0. Use `AsyncGroup.create_array` instead.
         """
-        return await self.create_array(name, shape=shape, **kwargs)
+        data = kwargs.pop("data", None)
+        # create_dataset in zarr 2.x requires shape but not dtype if data is
+        # provided. Allow this configuration by inferring dtype from data if
+        # necessary and passing it to create_array
+        if "dtype" not in kwargs and data is not None:
+            kwargs["dtype"] = data.dtype
+        array = await self.create_array(name, shape=shape, **kwargs)
+        if data is not None:
+            await array.setitem(slice(None), data)
+        return array
 
     @deprecated("Use AsyncGroup.require_array instead.")
     async def require_dataset(
diff --git a/tests/test_group.py b/tests/test_group.py
index a4ce04e822..19a9f9c9bb 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -1137,6 +1137,18 @@ async def test_require_groups(store: LocalStore | MemoryStore, zarr_format: Zarr
     assert no_group == ()
 
 
+def test_create_dataset_with_data(store: Store, zarr_format: ZarrFormat) -> None:
+    """Check that deprecated create_dataset method allows input data.
+
+    See https://github.com/zarr-developers/zarr-python/issues/2631.
+    """
+    root = Group.from_store(store=store, zarr_format=zarr_format)
+    arr = np.random.random((5, 5))
+    with pytest.warns(DeprecationWarning):
+        data = root.create_dataset("random", data=arr, shape=arr.shape)
+    np.testing.assert_array_equal(np.asarray(data), arr)
+
+
 async def test_create_dataset(store: Store, zarr_format: ZarrFormat) -> None:
     root = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
     with pytest.warns(DeprecationWarning):

From 0adcbe728d5d286c160974717bddc6e4fb881e5a Mon Sep 17 00:00:00 2001
From: rtobar <rtobarc@gmail.com>
Date: Sun, 5 Jan 2025 06:34:57 +0800
Subject: [PATCH 0910/1078] Align lines for improved rendering (#2648)

These are currently misaligned in the source, which is probably why it's funnily rendered.
---
 docs/user-guide/v3_migration.rst | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/user-guide/v3_migration.rst b/docs/user-guide/v3_migration.rst
index fffe50e5e1..974266aac7 100644
--- a/docs/user-guide/v3_migration.rst
+++ b/docs/user-guide/v3_migration.rst
@@ -156,11 +156,11 @@ Dependencies
 When installing using ``pip``:
 
 - The new ``remote`` dependency group can be used to install a supported version of
-   ``fsspec``, required for remote data access.
+  ``fsspec``, required for remote data access.
 - The new ``gpu`` dependency group can be used to install a supported version of
-   ``cuda``, required for GPU functionality.
+  ``cuda``, required for GPU functionality.
 - The ``jupyter`` optional dependency group has been removed, since v3 contains no
-   jupyter specific functionality.
+  jupyter specific functionality.
 
 Miscellaneous
 ~~~~~~~~~~~~~

From df1880535c5e46d2e70585e7a8c091837a0f2296 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Sun, 5 Jan 2025 11:44:35 +0100
Subject: [PATCH 0911/1078] Adds documentation for sharding and sharding in
 Array.info (#2644)

---
 docs/user-guide/arrays.rst         |  37 +++++++-
 docs/user-guide/performance.rst    |  39 +++++++++
 src/zarr/core/_info.py             |   9 +-
 src/zarr/core/array.py             |  10 +--
 src/zarr/core/codec_pipeline.py    |  21 +++--
 tests/test_array.py                | 136 +++++++++++++++++++----------
 tests/test_codecs/test_sharding.py |  29 ++++++
 7 files changed, 220 insertions(+), 61 deletions(-)

diff --git a/docs/user-guide/arrays.rst b/docs/user-guide/arrays.rst
index b21f8e976c..110e12c3be 100644
--- a/docs/user-guide/arrays.rst
+++ b/docs/user-guide/arrays.rst
@@ -574,8 +574,41 @@ Any combination of integer and slice can be used for block indexing::
 Sharding
 --------
 
-Coming soon.
-
+Using small chunk shapes in very large arrays can lead to a very large number of chunks.
+This can become a performance issue for file systems and object storage.
+With Zarr format 3, a new sharding feature has been added to address this issue.
+
+With sharding, multiple chunks can be stored in a single storage object (e.g. a file).
+Within a shard, chunks are compressed and serialized separately.
+This allows individual chunks to be read independently.
+However, when writing data, a full shard must be written in one go for optimal
+performance and to avoid concurrency issues.
+That means that shards are the units of writing and chunks are the units of reading.
+Users need to configure the chunk and shard shapes accordingly.
+
+Sharded arrays can be created by providing the ``shards`` parameter to :func:`zarr.create_array`.
+
+  >>> a = zarr.create_array('data/example-20.zarr', shape=(10000, 10000), shards=(1000, 1000), chunks=(100, 100), dtype='uint8')
+  >>> a[:] = (np.arange(10000 * 10000) % 256).astype('uint8').reshape(10000, 10000)
+  >>> a.info_complete()
+  Type               : Array
+  Zarr format        : 3
+  Data type          : DataType.uint8
+  Shape              : (10000, 10000)
+  Shard shape        : (1000, 1000)
+  Chunk shape        : (100, 100)
+  Order              : C
+  Read-only          : False
+  Store type         : LocalStore
+  Codecs             : [{'chunk_shape': (100, 100), 'codecs': ({'endian': <Endian.little: 'little'>}, {'level': 0, 'checksum': False}), 'index_codecs': ({'endian': <Endian.little: 'little'>}, {}), 'index_location': <ShardingCodecIndexLocation.end: 'end'>}]
+  No. bytes          : 100000000 (95.4M)
+  No. bytes stored   : 3981060
+  Storage ratio      : 25.1
+  Chunks Initialized : 100
+
+In this example a shard shape of (1000, 1000) and a chunk shape of (100, 100) is used.
+This means that 10*10 chunks are stored in each shard, and there are 10*10 shards in total.
+Without the ``shards`` argument, there would be 10,000 chunks stored as individual files.
 
 Missing features in 3.0
 -----------------------
diff --git a/docs/user-guide/performance.rst b/docs/user-guide/performance.rst
index d2881fe536..f56b642fb1 100644
--- a/docs/user-guide/performance.rst
+++ b/docs/user-guide/performance.rst
@@ -62,6 +62,45 @@ will be one single chunk for the array::
    >>> z5.chunks
    (10000, 10000)
 
+
+Sharding
+~~~~~~~~
+
+If you have large arrays but need small chunks to efficiently access the data, you can
+use sharding. Sharding provides a mechanism to store multiple chunks in a single
+storage object or file. This can be useful because traditional file systems and object
+storage systems may have performance issues storing and accessing many files.
+Additionally, small files can be inefficient to store if they are smaller than the
+block size of the file system.
+
+Picking a good combination of chunk shape and shard shape is important for performance.
+The chunk shape determines what unit of your data can be read independently, while the
+shard shape determines what unit of your data can be written efficiently.
+
+For an example, consider you have a 100 GB array and need to read small chunks of 1 MB.
+Without sharding, each chunk would be one file resulting in 100,000 files. That can
+already cause performance issues on some file systems.
+With sharding, you could use a shard size of 1 GB. This would result in 1000 chunks per
+file and 100 files in total, which seems manageable for most storage systems.
+You would still be able to read each 1 MB chunk independently, but you would need to
+write your data in 1 GB increments.
+
+To use sharding, you need to specify the ``shards`` parameter when creating the array.
+
+   >>> z6 = zarr.create_array(store={}, shape=(10000, 10000, 1000), shards=(1000, 1000, 1000), chunks=(100, 100, 100), dtype='uint8')
+   >>> z6.info
+   Type               : Array
+   Zarr format        : 3
+   Data type          : DataType.uint8
+   Shape              : (10000, 10000, 1000)
+   Shard shape        : (1000, 1000, 1000)
+   Chunk shape        : (100, 100, 100)
+   Order              : C
+   Read-only          : False
+   Store type         : MemoryStore
+   Codecs             : [{'chunk_shape': (100, 100, 100), 'codecs': ({'endian': <Endian.little: 'little'>}, {'level': 0, 'checksum': False}), 'index_codecs': ({'endian': <Endian.little: 'little'>}, {}), 'index_location': <ShardingCodecIndexLocation.end: 'end'>}]
+   No. bytes          : 100000000000 (93.1G)
+
 .. _user-guide-chunks-order:
 
 Chunk memory layout
diff --git a/src/zarr/core/_info.py b/src/zarr/core/_info.py
index 12bcc02e96..807e940508 100644
--- a/src/zarr/core/_info.py
+++ b/src/zarr/core/_info.py
@@ -80,6 +80,7 @@ class ArrayInfo:
     _zarr_format: ZarrFormat
     _data_type: np.dtype[Any] | DataType
     _shape: tuple[int, ...]
+    _shard_shape: tuple[int, ...] | None = None
     _chunk_shape: tuple[int, ...] | None = None
     _order: Literal["C", "F"]
     _read_only: bool
@@ -96,7 +97,13 @@ def __repr__(self) -> str:
         Type               : {_type}
         Zarr format        : {_zarr_format}
         Data type          : {_data_type}
-        Shape              : {_shape}
+        Shape              : {_shape}""")
+
+        if self._shard_shape is not None:
+            template += textwrap.dedent("""
+        Shard shape        : {_shard_shape}""")
+
+        template += textwrap.dedent("""
         Chunk shape        : {_chunk_shape}
         Order              : {_order}
         Read-only          : {_read_only}
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 6d8aca20ec..20e7f729aa 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -1573,14 +1573,8 @@ def _info(
         else:
             kwargs["_codecs"] = self.metadata.codecs
             kwargs["_data_type"] = self.metadata.data_type
-            # just regular?
-            chunk_grid = self.metadata.chunk_grid
-            if isinstance(chunk_grid, RegularChunkGrid):
-                kwargs["_chunk_shape"] = chunk_grid.chunk_shape
-            else:
-                raise NotImplementedError(
-                    "'info' is not yet implemented for chunk grids of type {type(self.metadata.chunk_grid)}"
-                )
+            kwargs["_chunk_shape"] = self.chunks
+            kwargs["_shard_shape"] = self.shards
 
         return ArrayInfo(
             _zarr_format=self.metadata.zarr_format,
diff --git a/src/zarr/core/codec_pipeline.py b/src/zarr/core/codec_pipeline.py
index 5a1f069823..583ca01c5e 100644
--- a/src/zarr/core/codec_pipeline.py
+++ b/src/zarr/core/codec_pipeline.py
@@ -332,12 +332,21 @@ async def write_batch(
         drop_axes: tuple[int, ...] = (),
     ) -> None:
         if self.supports_partial_encode:
-            await self.encode_partial_batch(
-                [
-                    (byte_setter, value[out_selection], chunk_selection, chunk_spec)
-                    for byte_setter, chunk_spec, chunk_selection, out_selection in batch_info
-                ],
-            )
+            # Pass scalar values as is
+            if len(value.shape) == 0:
+                await self.encode_partial_batch(
+                    [
+                        (byte_setter, value, chunk_selection, chunk_spec)
+                        for byte_setter, chunk_spec, chunk_selection, out_selection in batch_info
+                    ],
+                )
+            else:
+                await self.encode_partial_batch(
+                    [
+                        (byte_setter, value[out_selection], chunk_selection, chunk_spec)
+                        for byte_setter, chunk_spec, chunk_selection, out_selection in batch_info
+                    ],
+                )
 
         else:
             # Read existing bytes if not total slice
diff --git a/tests/test_array.py b/tests/test_array.py
index 51ad289e80..628b873e72 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -20,6 +20,7 @@
     VLenUTF8Codec,
     ZstdCodec,
 )
+from zarr.codecs.sharding import ShardingCodec
 from zarr.core._info import ArrayInfo
 from zarr.core.array import (
     CompressorsLike,
@@ -478,121 +479,168 @@ def test_update_attrs(zarr_format: ZarrFormat) -> None:
     assert arr2.attrs["foo"] == "bar"
 
 
+@pytest.mark.parametrize(("chunks", "shards"), [((2, 2), None), ((2, 2), (4, 4))])
 class TestInfo:
-    def test_info_v2(self) -> None:
-        arr = zarr.create(shape=(4, 4), chunks=(2, 2), zarr_format=2)
+    def test_info_v2(self, chunks: tuple[int, int], shards: tuple[int, int] | None) -> None:
+        arr = zarr.create_array(store={}, shape=(8, 8), dtype="f8", chunks=chunks, zarr_format=2)
         result = arr.info
         expected = ArrayInfo(
             _zarr_format=2,
             _data_type=np.dtype("float64"),
-            _shape=(4, 4),
-            _chunk_shape=(2, 2),
+            _shape=(8, 8),
+            _chunk_shape=chunks,
+            _shard_shape=None,
             _order="C",
             _read_only=False,
             _store_type="MemoryStore",
-            _count_bytes=128,
+            _count_bytes=512,
             _compressor=numcodecs.Zstd(),
         )
         assert result == expected
 
-    def test_info_v3(self) -> None:
-        arr = zarr.create(shape=(4, 4), chunks=(2, 2), zarr_format=3)
+    def test_info_v3(self, chunks: tuple[int, int], shards: tuple[int, int] | None) -> None:
+        arr = zarr.create_array(store={}, shape=(8, 8), dtype="f8", chunks=chunks, shards=shards)
         result = arr.info
         expected = ArrayInfo(
             _zarr_format=3,
             _data_type=DataType.parse("float64"),
-            _shape=(4, 4),
-            _chunk_shape=(2, 2),
+            _shape=(8, 8),
+            _chunk_shape=chunks,
+            _shard_shape=shards,
             _order="C",
             _read_only=False,
             _store_type="MemoryStore",
-            _codecs=[BytesCodec(), ZstdCodec()],
-            _count_bytes=128,
+            _codecs=[BytesCodec(), ZstdCodec()]
+            if shards is None
+            else [ShardingCodec(chunk_shape=chunks, codecs=[BytesCodec(), ZstdCodec()])],
+            _count_bytes=512,
         )
         assert result == expected
 
-    def test_info_complete(self) -> None:
-        arr = zarr.create(shape=(4, 4), chunks=(2, 2), zarr_format=3, codecs=[BytesCodec()])
+    def test_info_complete(self, chunks: tuple[int, int], shards: tuple[int, int] | None) -> None:
+        arr = zarr.create_array(
+            store={},
+            shape=(8, 8),
+            dtype="f8",
+            chunks=chunks,
+            shards=shards,
+            compressors=(),
+        )
         result = arr.info_complete()
         expected = ArrayInfo(
             _zarr_format=3,
             _data_type=DataType.parse("float64"),
-            _shape=(4, 4),
-            _chunk_shape=(2, 2),
+            _shape=(8, 8),
+            _chunk_shape=chunks,
+            _shard_shape=shards,
             _order="C",
             _read_only=False,
             _store_type="MemoryStore",
-            _codecs=[BytesCodec()],
-            _count_bytes=128,
+            _codecs=[BytesCodec()] if shards is None else [ShardingCodec(chunk_shape=chunks)],
+            _count_bytes=512,
             _count_chunks_initialized=0,
-            _count_bytes_stored=373,  # the metadata?
+            _count_bytes_stored=373 if shards is None else 578,  # the metadata?
         )
         assert result == expected
 
-        arr[:2, :2] = 10
+        arr[:4, :4] = 10
         result = arr.info_complete()
-        expected = dataclasses.replace(
-            expected, _count_chunks_initialized=1, _count_bytes_stored=405
-        )
+        if shards is None:
+            expected = dataclasses.replace(
+                expected, _count_chunks_initialized=4, _count_bytes_stored=501
+            )
+        else:
+            expected = dataclasses.replace(
+                expected, _count_chunks_initialized=1, _count_bytes_stored=774
+            )
         assert result == expected
 
-    async def test_info_v2_async(self) -> None:
-        arr = await zarr.api.asynchronous.create(shape=(4, 4), chunks=(2, 2), zarr_format=2)
+    async def test_info_v2_async(
+        self, chunks: tuple[int, int], shards: tuple[int, int] | None
+    ) -> None:
+        arr = await zarr.api.asynchronous.create_array(
+            store={}, shape=(8, 8), dtype="f8", chunks=chunks, zarr_format=2
+        )
         result = arr.info
         expected = ArrayInfo(
             _zarr_format=2,
             _data_type=np.dtype("float64"),
-            _shape=(4, 4),
+            _shape=(8, 8),
             _chunk_shape=(2, 2),
+            _shard_shape=None,
             _order="C",
             _read_only=False,
             _store_type="MemoryStore",
-            _count_bytes=128,
+            _count_bytes=512,
             _compressor=numcodecs.Zstd(),
         )
         assert result == expected
 
-    async def test_info_v3_async(self) -> None:
-        arr = await zarr.api.asynchronous.create(shape=(4, 4), chunks=(2, 2), zarr_format=3)
+    async def test_info_v3_async(
+        self, chunks: tuple[int, int], shards: tuple[int, int] | None
+    ) -> None:
+        arr = await zarr.api.asynchronous.create_array(
+            store={},
+            shape=(8, 8),
+            dtype="f8",
+            chunks=chunks,
+            shards=shards,
+        )
         result = arr.info
         expected = ArrayInfo(
             _zarr_format=3,
             _data_type=DataType.parse("float64"),
-            _shape=(4, 4),
-            _chunk_shape=(2, 2),
+            _shape=(8, 8),
+            _chunk_shape=chunks,
+            _shard_shape=shards,
             _order="C",
             _read_only=False,
             _store_type="MemoryStore",
-            _codecs=[BytesCodec(), ZstdCodec()],
-            _count_bytes=128,
+            _codecs=[BytesCodec(), ZstdCodec()]
+            if shards is None
+            else [ShardingCodec(chunk_shape=chunks, codecs=[BytesCodec(), ZstdCodec()])],
+            _count_bytes=512,
         )
         assert result == expected
 
-    async def test_info_complete_async(self) -> None:
-        arr = await zarr.api.asynchronous.create(
-            shape=(4, 4), chunks=(2, 2), zarr_format=3, codecs=[BytesCodec()]
+    async def test_info_complete_async(
+        self, chunks: tuple[int, int], shards: tuple[int, int] | None
+    ) -> None:
+        arr = await zarr.api.asynchronous.create_array(
+            store={},
+            dtype="f8",
+            shape=(8, 8),
+            chunks=chunks,
+            shards=shards,
+            compressors=None,
         )
         result = await arr.info_complete()
         expected = ArrayInfo(
             _zarr_format=3,
             _data_type=DataType.parse("float64"),
-            _shape=(4, 4),
-            _chunk_shape=(2, 2),
+            _shape=(8, 8),
+            _chunk_shape=chunks,
+            _shard_shape=shards,
             _order="C",
             _read_only=False,
             _store_type="MemoryStore",
-            _codecs=[BytesCodec()],
-            _count_bytes=128,
+            _codecs=[BytesCodec()] if shards is None else [ShardingCodec(chunk_shape=chunks)],
+            _count_bytes=512,
             _count_chunks_initialized=0,
-            _count_bytes_stored=373,  # the metadata?
+            _count_bytes_stored=373 if shards is None else 578,  # the metadata?
         )
         assert result == expected
 
-        await arr.setitem((slice(2), slice(2)), 10)
+        await arr.setitem((slice(4), slice(4)), 10)
         result = await arr.info_complete()
-        expected = dataclasses.replace(
-            expected, _count_chunks_initialized=1, _count_bytes_stored=405
-        )
+        if shards is None:
+            expected = dataclasses.replace(
+                expected, _count_chunks_initialized=4, _count_bytes_stored=501
+            )
+        else:
+            expected = dataclasses.replace(
+                expected, _count_chunks_initialized=1, _count_bytes_stored=774
+            )
         assert result == expected
 
 
diff --git a/tests/test_codecs/test_sharding.py b/tests/test_codecs/test_sharding.py
index 484cfa4eda..2ba57d7a39 100644
--- a/tests/test_codecs/test_sharding.py
+++ b/tests/test_codecs/test_sharding.py
@@ -70,6 +70,35 @@ def test_sharding(
     assert np.array_equal(data, read_data)
 
 
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
+@pytest.mark.parametrize("index_location", ["start", "end"])
+@pytest.mark.parametrize("offset", [0, 10])
+def test_sharding_scalar(
+    store: Store,
+    index_location: ShardingCodecIndexLocation,
+    offset: int,
+) -> None:
+    """
+    Test that we can create an array with a sharding codec, write data to that array, and get
+    the same data out via indexing.
+    """
+    spath = StorePath(store)
+
+    arr = zarr.create_array(
+        spath,
+        shape=(128, 128),
+        chunks=(32, 32),
+        shards={"shape": (64, 64), "index_location": index_location},
+        dtype="uint8",
+        fill_value=6,
+        filters=[TransposeCodec(order=order_from_dim("F", 2))],
+        compressors=BloscCodec(cname="lz4"),
+    )
+    arr[:16, :16] = 10  # intentionally write partial chunks
+    read_data = arr[:16, :16]
+    np.testing.assert_array_equal(read_data, 10)
+
+
 @pytest.mark.parametrize("index_location", ["start", "end"])
 @pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
 @pytest.mark.parametrize(

From 617e2cd84b28c4ca28b8b221abd77718561556bb Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sun, 5 Jan 2025 10:58:14 +0000
Subject: [PATCH 0912/1078] Move deprecation notices to the top of docstrings
 (#2637)

* Move deprecation notices to the top of docstrings

* Turn off GL09
---
 pyproject.toml               |  3 ++-
 src/zarr/api/asynchronous.py |  8 ++++----
 src/zarr/api/synchronous.py  |  8 ++++----
 src/zarr/core/array.py       | 12 ++++++------
 src/zarr/core/group.py       | 28 ++++++++++++++++------------
 5 files changed, 32 insertions(+), 27 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index aaedc09736..0fa0e7b6b4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -397,7 +397,8 @@ ignore = [
 checks = [
     "GL06",
     "GL07",
-    "GL09",
+    # Currently broken; see https://github.com/numpy/numpydoc/issues/573
+    # "GL09",
     "GL10",
     "SS02",
     "SS04",
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index f54a824088..f42b6d3f51 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -508,6 +508,10 @@ async def save_group(
 async def tree(grp: AsyncGroup, expand: bool | None = None, level: int | None = None) -> Any:
     """Provide a rich display of the hierarchy.
 
+    .. deprecated:: 3.0.0
+        `zarr.tree()` is deprecated and will be removed in a future release.
+        Use `group.tree()` instead.
+
     Parameters
     ----------
     grp : Group
@@ -521,10 +525,6 @@ async def tree(grp: AsyncGroup, expand: bool | None = None, level: int | None =
     -------
     TreeRepr
         A pretty-printable object displaying the hierarchy.
-
-    .. deprecated:: 3.0.0
-        `zarr.tree()` is deprecated and will be removed in a future release.
-        Use `group.tree()` instead.
     """
     return await grp.tree(expand=expand, level=level)
 
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index e4a842ef8f..200db9ec26 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -334,6 +334,10 @@ def save_group(
 def tree(grp: Group, expand: bool | None = None, level: int | None = None) -> Any:
     """Provide a rich display of the hierarchy.
 
+    .. deprecated:: 3.0.0
+        `zarr.tree()` is deprecated and will be removed in a future release.
+        Use `group.tree()` instead.
+
     Parameters
     ----------
     grp : Group
@@ -347,10 +351,6 @@ def tree(grp: Group, expand: bool | None = None, level: int | None = None) -> An
     -------
     TreeRepr
         A pretty-printable object displaying the hierarchy.
-
-    .. deprecated:: 3.0.0
-        `zarr.tree()` is deprecated and will be removed in a future release.
-        Use `group.tree()` instead.
     """
     return sync(async_api.tree(grp._async_group, expand=expand, level=level))
 
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 20e7f729aa..e5c4e4538c 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -432,6 +432,9 @@ async def create(
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         """Method to create a new asynchronous array instance.
 
+        .. deprecated:: 3.0.0
+            Deprecated in favor of :func:`zarr.api.asynchronous.create_array`.
+
         Parameters
         ----------
         store : StoreLike
@@ -509,9 +512,6 @@ async def create(
         -------
         AsyncArray
             The created asynchronous array instance.
-
-        .. deprecated:: 3.0.0
-            Deprecated in favor of :func:`zarr.api.asynchronous.create_array`.
         """
         return await cls._create(
             store,
@@ -1631,6 +1631,9 @@ def create(
     ) -> Array:
         """Creates a new Array instance from an initialized store.
 
+        .. deprecated:: 3.0.0
+            Deprecated in favor of :func:`zarr.create_array`.
+
         Parameters
         ----------
         store : StoreLike
@@ -1698,9 +1701,6 @@ def create(
         -------
         Array
             Array created from the store.
-
-        .. deprecated:: 3.0.0
-            Deprecated in favor of :func:`zarr.create_array`.
         """
         return cls._create(
             store,
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 5cb42db5b4..a4503ce64e 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1148,6 +1148,9 @@ async def create_dataset(
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         """Create an array.
 
+        .. deprecated:: 3.0.0
+            The h5py compatibility methods will be removed in 3.1.0. Use `AsyncGroup.create_array` instead.
+
         Arrays are known as "datasets" in HDF5 terminology. For compatibility
         with h5py, Zarr groups also implement the :func:`zarr.AsyncGroup.require_dataset` method.
 
@@ -1161,9 +1164,6 @@ async def create_dataset(
         Returns
         -------
         a : AsyncArray
-
-        .. deprecated:: 3.0.0
-            The h5py compatibility methods will be removed in 3.1.0. Use `AsyncGroup.create_array` instead.
         """
         data = kwargs.pop("data", None)
         # create_dataset in zarr 2.x requires shape but not dtype if data is
@@ -1188,6 +1188,9 @@ async def require_dataset(
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         """Obtain an array, creating if it doesn't exist.
 
+        .. deprecated:: 3.0.0
+            The h5py compatibility methods will be removed in 3.1.0. Use `AsyncGroup.require_dataset` instead.
+
         Arrays are known as "datasets" in HDF5 terminology. For compatibility
         with h5py, Zarr groups also implement the :func:`zarr.AsyncGroup.create_dataset` method.
 
@@ -1208,9 +1211,6 @@ async def require_dataset(
         Returns
         -------
         a : AsyncArray
-
-        .. deprecated:: 3.0.0
-            The h5py compatibility methods will be removed in 3.1.0. Use `AsyncGroup.require_dataset` instead.
         """
         return await self.require_array(name, shape=shape, dtype=dtype, exact=exact, **kwargs)
 
@@ -2402,6 +2402,10 @@ def create_array(
     def create_dataset(self, name: str, **kwargs: Any) -> Array:
         """Create an array.
 
+        .. deprecated:: 3.0.0
+            The h5py compatibility methods will be removed in 3.1.0. Use `Group.create_array` instead.
+
+
         Arrays are known as "datasets" in HDF5 terminology. For compatibility
         with h5py, Zarr groups also implement the :func:`zarr.Group.require_dataset` method.
 
@@ -2415,9 +2419,6 @@ def create_dataset(self, name: str, **kwargs: Any) -> Array:
         Returns
         -------
         a : Array
-
-        .. deprecated:: 3.0.0
-            The h5py compatibility methods will be removed in 3.1.0. Use `Group.create_array` instead.
         """
         return Array(self._sync(self._async_group.create_dataset(name, **kwargs)))
 
@@ -2425,6 +2426,9 @@ def create_dataset(self, name: str, **kwargs: Any) -> Array:
     def require_dataset(self, name: str, *, shape: ShapeLike, **kwargs: Any) -> Array:
         """Obtain an array, creating if it doesn't exist.
 
+        .. deprecated:: 3.0.0
+            The h5py compatibility methods will be removed in 3.1.0. Use `Group.require_array` instead.
+
         Arrays are known as "datasets" in HDF5 terminology. For compatibility
         with h5py, Zarr groups also implement the :func:`zarr.Group.create_dataset` method.
 
@@ -2440,9 +2444,6 @@ def require_dataset(self, name: str, *, shape: ShapeLike, **kwargs: Any) -> Arra
         Returns
         -------
         a : Array
-
-        .. deprecated:: 3.0.0
-            The h5py compatibility methods will be removed in 3.1.0. Use `Group.require_array` instead.
         """
         return Array(self._sync(self._async_group.require_array(name, shape=shape, **kwargs)))
 
@@ -2669,6 +2670,9 @@ def array(
     ) -> Array:
         """Create an array within this group.
 
+        .. deprecated:: 3.0.0
+            Use `Group.create_array` instead.
+
         This method lightly wraps :func:`zarr.core.array.create_array`.
 
         Parameters

From ec014f6e7e184f4ce0ebfb712c50b0b592bf9057 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Mon, 6 Jan 2025 04:40:36 +0000
Subject: [PATCH 0913/1078] Improve API reference doc structure (#2635)

Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 .gitignore         | 2 +-
 docs/Makefile      | 2 +-
 docs/api/index.rst | 7 -------
 docs/conf.py       | 3 ++-
 docs/index.rst     | 6 +++---
 5 files changed, 7 insertions(+), 13 deletions(-)
 delete mode 100644 docs/api/index.rst

diff --git a/.gitignore b/.gitignore
index 153ca39df0..5663f62d04 100644
--- a/.gitignore
+++ b/.gitignore
@@ -51,7 +51,7 @@ coverage.xml
 
 # Sphinx documentation
 docs/_build/
-docs/_autoapi
+docs/api
 docs/data
 data
 data.zip
diff --git a/docs/Makefile b/docs/Makefile
index fc8fa12915..f42ee840e9 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -52,7 +52,7 @@ help:
 .PHONY: clean
 clean:
 	rm -rf $(BUILDDIR)/*
-	rm -rf $(BUILDDIR)/../_autoapi
+	rm -rf $(BUILDDIR)/../api
 
 .PHONY: html
 html:
diff --git a/docs/api/index.rst b/docs/api/index.rst
deleted file mode 100644
index 26d7ce0224..0000000000
--- a/docs/api/index.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-API reference
-=============
-
-.. toctree::
-    :maxdepth: 1
-
-    ../_autoapi/zarr/index
diff --git a/docs/conf.py b/docs/conf.py
index 3389c16549..2a93e61d3e 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -57,7 +57,7 @@
 autoapi_add_toctree_entry = False
 autoapi_generate_api_docs = True
 autoapi_member_order = "groupwise"
-autoapi_root = "_autoapi"
+autoapi_root = "api"
 autoapi_keep_files = True
 autoapi_options = [ 'members', 'undoc-members', 'show-inheritance', 'show-module-summary', 'imported-members', ]
 
@@ -108,6 +108,7 @@ def skip_submodules(
      "release": "developers/release.html",
      "roadmap": "developers/roadmap.html",
      "installation": "user-guide/installation.html",
+     "api": "api/zarr/index"
 }
 
 # The language for content autogenerated by Sphinx. Refer to documentation
diff --git a/docs/index.rst b/docs/index.rst
index 29baf4b94a..4cafc12711 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -10,7 +10,7 @@ Zarr-Python
 
     quickstart
     user-guide/index
-    api/index
+    API reference <api/zarr/index>
     developers/index
     developers/release
     about
@@ -81,12 +81,12 @@ Zarr-Python is a Python library for reading and writing Zarr groups and arrays.
 
         +++
 
-        .. button-ref:: api/index
+        .. button-ref:: api/zarr/index
             :expand:
             :color: dark
             :click-parent:
 
-            To the API reference guide
+            To the API reference
 
     .. grid-item-card::
         :img-top: _static/index_contribute.svg

From 5c6267e69fdd69fd6fb0c5fc74f1de82b9b4b07d Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Mon, 6 Jan 2025 06:53:32 +0100
Subject: [PATCH 0914/1078] Consistent use of 'Zarr format 2 or 3' (#2645)

---
 docs/index.rst                   |   2 +-
 docs/user-guide/extending.rst    |   6 +-
 docs/user-guide/v3_migration.rst |   2 +-
 pyproject.toml                   |   2 +-
 src/zarr/api/asynchronous.py     |  22 +++---
 src/zarr/api/synchronous.py      |  38 +++++------
 src/zarr/codecs/vlen_utf8.py     |   4 +-
 src/zarr/core/array.py           | 112 +++++++++++++++----------------
 src/zarr/core/common.py          |   2 +-
 src/zarr/core/group.py           | 106 ++++++++++++++---------------
 src/zarr/core/metadata/v2.py     |   6 +-
 src/zarr/core/metadata/v3.py     |   6 +-
 tests/test_array.py              |   2 +-
 tests/test_metadata/test_v3.py   |   4 +-
 14 files changed, 157 insertions(+), 157 deletions(-)

diff --git a/docs/index.rst b/docs/index.rst
index 4cafc12711..0dcfd7f90f 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -25,7 +25,7 @@ Zarr-Python
 
 Zarr-Python is a Python library for reading and writing Zarr groups and arrays. Highlights include:
 
-* Specification support for both Zarr v2 and v3.
+* Specification support for both Zarr format 2 and 3.
 * Create and read from N-dimensional arrays using NumPy-like semantics.
 * Flexible storage enables reading and writing from local, cloud and in-memory stores.
 * High performance: Enables fast I/O with support for asynchronous I/O and multi-threading.
diff --git a/docs/user-guide/extending.rst b/docs/user-guide/extending.rst
index 405dcb92c0..7647703fbb 100644
--- a/docs/user-guide/extending.rst
+++ b/docs/user-guide/extending.rst
@@ -10,8 +10,8 @@ Custom codecs
 -------------
 
 .. note::
-    This section explains how custom codecs can be created for Zarr version 3 data. For Zarr
-    version 2, codecs should subclass the
+    This section explains how custom codecs can be created for Zarr format 3 arrays. For Zarr
+    format 2, codecs should subclass the
     `numcodecs.abc.Codec <https://numcodecs.readthedocs.io/en/stable/abc.html#numcodecs.abc.Codec>`_
     base class and register through
     `numcodecs.registry.register_codec <https://numcodecs.readthedocs.io/en/stable/registry.html#numcodecs.registry.register_codec>`_.
@@ -66,7 +66,7 @@ strongly recommended to prefix the codec identifier with a unique name. For exam
 the codecs from ``numcodecs`` are prefixed with ``numcodecs.``, e.g. ``numcodecs.delta``.
 
 .. note::
-    Note that the extension mechanism for the Zarr version 3 is still under development.
+    Note that the extension mechanism for the Zarr format 3 is still under development.
     Requirements for custom codecs including the choice of codec identifiers might
     change in the future.
 
diff --git a/docs/user-guide/v3_migration.rst b/docs/user-guide/v3_migration.rst
index 974266aac7..d90b87a897 100644
--- a/docs/user-guide/v3_migration.rst
+++ b/docs/user-guide/v3_migration.rst
@@ -4,7 +4,7 @@
 Zarr-Python 3 represents a major refactor of the Zarr-Python codebase. Some of the
 goals motivating this refactor included:
 
-* adding support for the Zarr V3 specification (along with the Zarr V2 specification)
+* adding support for the Zarr format 3 specification (along with the Zarr format 2 specification)
 * cleaning up internal and user facing APIs
 * improving performance (particularly in high latency storage environments like
   cloud object stores)
diff --git a/pyproject.toml b/pyproject.toml
index 0fa0e7b6b4..8bc861d837 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -380,7 +380,7 @@ filterwarnings = [
     "ignore:The loop argument is deprecated since Python 3.8.*:DeprecationWarning",
     "ignore:Creating a zarr.buffer.gpu.*:UserWarning",
     "ignore:Duplicate name:UserWarning",  # from ZipFile
-    "ignore:.*is currently not part in the Zarr version 3 specification.*:UserWarning",
+    "ignore:.*is currently not part in the Zarr format 3 specification.*:UserWarning",
 ]
 markers = [
     "gpu: mark a test as requiring CuPy and GPU"
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index f42b6d3f51..060618dbd1 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -198,7 +198,7 @@ async def consolidate_metadata(
 
     if any(m.zarr_format == 3 for m in members_metadata.values()):
         warnings.warn(
-            "Consolidated metadata is currently not part in the Zarr version 3 specification. It "
+            "Consolidated metadata is currently not part in the Zarr format 3 specification. It "
             "may not be supported by other zarr implementations and may change in the future.",
             category=UserWarning,
             stacklevel=1,
@@ -770,8 +770,8 @@ async def open_group(
         Whether to use consolidated metadata.
 
         By default, consolidated metadata is used if it's present in the
-        store (in the ``zarr.json`` for Zarr v3 and in the ``.zmetadata`` file
-        for Zarr v2).
+        store (in the ``zarr.json`` for Zarr format 3 and in the ``.zmetadata`` file
+        for Zarr format 2).
 
         To explicitly require consolidated metadata, set ``use_consolidated=True``,
         which will raise an exception if consolidated metadata is not found.
@@ -779,7 +779,7 @@ async def open_group(
         To explicitly *not* use consolidated metadata, set ``use_consolidated=False``,
         which will fall back to using the regular, non consolidated metadata.
 
-        Zarr v2 allowed configuring the key storing the consolidated metadata
+        Zarr format 2 allowed configuring the key storing the consolidated metadata
         (``.zmetadata`` by default). Specify the custom key as ``use_consolidated``
         to load consolidated metadata from a non-default key.
 
@@ -870,21 +870,21 @@ async def create(
         Array shape.
     chunks : int or tuple of ints, optional
         The shape of the array's chunks.
-        V2 only. V3 arrays should use `chunk_shape` instead.
+        Zarr format 2 only. Zarr format 3 arrays should use `chunk_shape` instead.
         If not specified, default values are guessed based on the shape and dtype.
     dtype : str or dtype, optional
         NumPy dtype.
     chunk_shape : int or tuple of ints, optional
         The shape of the Array's chunks (default is None).
-        V3 only. V2 arrays should use `chunks` instead.
+        Zarr format 3 only. Zarr format 2 arrays should use `chunks` instead.
     chunk_key_encoding : ChunkKeyEncoding, optional
         A specification of how the chunk keys are represented in storage.
-        V3 only. V2 arrays should use `dimension_separator` instead.
+        Zarr format 3 only. Zarr format 2 arrays should use `dimension_separator` instead.
         Default is ``("default", "/")``.
     codecs : Sequence of Codecs or dicts, optional
         An iterable of Codec or dict serializations of Codecs. The elements of
         this collection specify the transformation from array values to stored bytes.
-        V3 only. V2 arrays should use ``filters`` and ``compressor`` instead.
+        Zarr format 3 only. Zarr format 2 arrays should use ``filters`` and ``compressor`` instead.
 
         If no codecs are provided, default codecs will be used:
 
@@ -895,7 +895,7 @@ async def create(
         These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
     compressor : Codec, optional
         Primary compressor to compress chunk data.
-        V2 only. V3 arrays should use ``codecs`` instead.
+        Zarr format 2 only. Zarr format 3 arrays should use ``codecs`` instead.
 
         If neither ``compressor`` nor ``filters`` are provided, a default compressor will be used:
 
@@ -925,7 +925,7 @@ async def create(
         for storage of both chunks and metadata.
     filters : sequence of Codecs, optional
         Sequence of filters to use to encode chunk data prior to compression.
-        V2 only. If no ``filters`` are provided, a default set of filters will be used.
+        Zarr format 2 only. If no ``filters`` are provided, a default set of filters will be used.
         These defaults can be changed by modifying the value of ``array.v2_default_filters`` in :mod:`zarr.core.config`.
     cache_metadata : bool, optional
         If True, array configuration metadata will be cached for the
@@ -942,7 +942,7 @@ async def create(
         A codec to encode object arrays, only needed if dtype=object.
     dimension_separator : {'.', '/'}, optional
         Separator placed between the dimensions of a chunk.
-        V2 only. V3 arrays should use ``chunk_key_encoding`` instead.
+        Zarr format 2 only. Zarr format 3 arrays should use ``chunk_key_encoding`` instead.
         Default is ".".
     write_empty_chunks : bool, optional
         Deprecated in favor of the ``config`` keyword argument.
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 200db9ec26..7b3d842832 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -502,8 +502,8 @@ def open_group(
         Whether to use consolidated metadata.
 
         By default, consolidated metadata is used if it's present in the
-        store (in the ``zarr.json`` for Zarr v3 and in the ``.zmetadata`` file
-        for Zarr v2).
+        store (in the ``zarr.json`` for Zarr format 3 and in the ``.zmetadata`` file
+        for Zarr format 2).
 
         To explicitly require consolidated metadata, set ``use_consolidated=True``,
         which will raise an exception if consolidated metadata is not found.
@@ -511,7 +511,7 @@ def open_group(
         To explicitly *not* use consolidated metadata, set ``use_consolidated=False``,
         which will fall back to using the regular, non consolidated metadata.
 
-        Zarr v2 allowed configuring the key storing the consolidated metadata
+        Zarr format 2 allows configuring the key storing the consolidated metadata
         (``.zmetadata`` by default). Specify the custom key as ``use_consolidated``
         to load consolidated metadata from a non-default key.
 
@@ -785,16 +785,16 @@ def create_array(
         Iterable of filters to apply to each chunk of the array, in order, before serializing that
         chunk to bytes.
 
-        For Zarr v3, a "filter" is a codec that takes an array and returns an array,
+        For Zarr format 3, a "filter" is a codec that takes an array and returns an array,
         and these values must be instances of ``ArrayArrayCodec``, or dict representations
         of ``ArrayArrayCodec``.
         If ``filters`` and ``compressors`` are not specified, then the default codecs for
-        Zarr v3 will be used.
+        Zarr format 3 will be used.
         These defaults can be changed by modifying the value of ``array.v3_default_codecs``
         in :mod:`zarr.core.config`.
         Use ``None`` to omit default filters.
 
-        For Zarr v2, a "filter" can be any numcodecs codec; you should ensure that the
+        For Zarr format 2, a "filter" can be any numcodecs codec; you should ensure that the
         the order if your filters is consistent with the behavior of each filter.
         If no ``filters`` are provided, a default set of filters will be used.
         These defaults can be changed by modifying the value of ``array.v2_default_filters``
@@ -804,32 +804,32 @@ def create_array(
         List of compressors to apply to the array. Compressors are applied in order, and after any
         filters are applied (if any are specified).
 
-        For Zarr v3, a "compressor" is a codec that takes a bytestrea, and
-        returns another bytestream. Multiple compressors my be provided for Zarr v3.
+        For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
+        returns another bytestream. Multiple compressors my be provided for Zarr format 3.
         If ``filters`` and ``compressors`` are not specified, then the default codecs for
-        Zarr v3 will be used.
+        Zarr format 3 will be used.
         These defaults can be changed by modifying the value of ``array.v3_default_codecs``
         in :mod:`zarr.core.config`.
         Use ``None`` to omit default compressors.
 
-        For Zarr v2, a "compressor" can be any numcodecs codec. Only a single compressor may
-        be provided for Zarr v2.
+        For Zarr format 2, a "compressor" can be any numcodecs codec. Only a single compressor may
+        be provided for Zarr format 2.
         If no ``compressors`` are provided, a default compressor will be used.
         These defaults can be changed by modifying the value of ``array.v2_default_compressor``
         in :mod:`zarr.core.config`.
         Use ``None`` to omit the default compressor.
     serializer : dict[str, JSON] | ArrayBytesCodec, optional
         Array-to-bytes codec to use for encoding the array data.
-        Zarr v3 only. Zarr v2 arrays use implicit array-to-bytes conversion.
+        Zarr format 3 only. Zarr format 2 arrays use implicit array-to-bytes conversion.
         If no ``serializer`` is provided, the `zarr.codecs.BytesCodec` codec will be used.
     fill_value : Any, optional
         Fill value for the array.
     order : {"C", "F"}, optional
         The memory of the array (default is "C").
-        For Zarr v2, this parameter sets the memory order of the array.
-        For Zarr v3, this parameter is deprecated, because memory order
-        is a runtime parameter for Zarr v3 arrays. The recommended way to specify the memory
-        order for Zarr v3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
+        For Zarr format 2, this parameter sets the memory order of the array.
+        For Zarr format 3, this parameter is deprecated, because memory order
+        is a runtime parameter for Zarr format 3 arrays. The recommended way to specify the memory
+        order for Zarr format 3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
         If no ``order`` is provided, a default order will be used.
         This default can be changed by modifying the value of ``array.order`` in :mod:`zarr.core.config`.
     zarr_format : {2, 3}, optional
@@ -838,11 +838,11 @@ def create_array(
         Attributes for the array.
     chunk_key_encoding : ChunkKeyEncoding, optional
         A specification of how the chunk keys are represented in storage.
-        For Zarr v3, the default is ``{"name": "default", "separator": "/"}}``.
-        For Zarr v2, the default is ``{"name": "v2", "separator": "."}}``.
+        For Zarr format 3, the default is ``{"name": "default", "separator": "/"}}``.
+        For Zarr format 2, the default is ``{"name": "v2", "separator": "."}}``.
     dimension_names : Iterable[str], optional
         The names of the dimensions (default is None).
-        Zarr v3 only. Zarr v2 arrays should not use this parameter.
+        Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
     storage_options : dict, optional
         If using an fsspec URL to create the store, these will be passed to the backend implementation.
         Ignored otherwise.
diff --git a/src/zarr/codecs/vlen_utf8.py b/src/zarr/codecs/vlen_utf8.py
index e5b895ae0c..0ef423793d 100644
--- a/src/zarr/codecs/vlen_utf8.py
+++ b/src/zarr/codecs/vlen_utf8.py
@@ -28,7 +28,7 @@
 class VLenUTF8Codec(ArrayBytesCodec):
     def __init__(self) -> None:
         warn(
-            "The codec `vlen-utf8` is currently not part in the Zarr version 3 specification. It "
+            "The codec `vlen-utf8` is currently not part in the Zarr format 3 specification. It "
             "may not be supported by other zarr implementations and may change in the future.",
             category=UserWarning,
             stacklevel=2,
@@ -83,7 +83,7 @@ def compute_encoded_size(self, input_byte_length: int, _chunk_spec: ArraySpec) -
 class VLenBytesCodec(ArrayBytesCodec):
     def __init__(self) -> None:
         warn(
-            "The codec `vlen-bytes` is currently not part in the Zarr version 3 specification. It "
+            "The codec `vlen-bytes` is currently not part in the Zarr format 3 specification. It "
             "may not be supported by other zarr implementations and may change in the future.",
             category=UserWarning,
             stacklevel=2,
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index e5c4e4538c..87ec4e48bc 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -179,7 +179,7 @@ async def get_array_metadata(
         )
         if zarr_json_bytes is not None and zarray_bytes is not None:
             # warn and favor v3
-            msg = f"Both zarr.json (Zarr v3) and .zarray (Zarr v2) metadata objects exist at {store_path}. Zarr v3 will be used."
+            msg = f"Both zarr.json (Zarr format 3) and .zarray (Zarr format 2) metadata objects exist at {store_path}. Zarr v3 will be used."
             warnings.warn(msg, stacklevel=1)
         if zarr_json_bytes is None and zarray_bytes is None:
             raise FileNotFoundError(store_path)
@@ -451,16 +451,16 @@ async def create(
             The attributes of the array (default is None).
         chunk_shape : ChunkCoords, optional
             The shape of the array's chunks
-            V3 only. V2 arrays should use `chunks` instead.
+            Zarr format 3 only. Zarr format 2 arrays should use `chunks` instead.
             If not specified, default are guessed based on the shape and dtype.
         chunk_key_encoding : ChunkKeyEncoding, optional
             A specification of how the chunk keys are represented in storage.
-            V3 only. V2 arrays should use `dimension_separator` instead.
+            Zarr format 3 only. Zarr format 2 arrays should use `dimension_separator` instead.
             Default is ``("default", "/")``.
         codecs : Sequence of Codecs or dicts, optional
             An iterable of Codec or dict serializations of Codecs. The elements of
             this collection specify the transformation from array values to stored bytes.
-            V3 only. V2 arrays should use ``filters`` and ``compressor`` instead.
+            Zarr format 3 only. Zarr format 2 arrays should use ``filters`` and ``compressor`` instead.
 
             If no codecs are provided, default codecs will be used:
 
@@ -471,14 +471,14 @@ async def create(
             These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
         dimension_names : Iterable[str], optional
             The names of the dimensions (default is None).
-            V3 only. V2 arrays should not use this parameter.
+            Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
         chunks : ShapeLike, optional
             The shape of the array's chunks.
-            V2 only. V3 arrays should use ``chunk_shape`` instead.
+            Zarr format 2 only. Zarr format 3 arrays should use ``chunk_shape`` instead.
             If not specified, default are guessed based on the shape and dtype.
         dimension_separator : Literal[".", "/"], optional
             The dimension separator (default is ".").
-            V2 only. V3 arrays should use ``chunk_key_encoding`` instead.
+            Zarr format 2 only. Zarr format 3 arrays should use ``chunk_key_encoding`` instead.
         order : Literal["C", "F"], optional
             The memory of the array (default is "C").
             If ``zarr_format`` is 2, this parameter sets the memory order of the array.
@@ -487,12 +487,12 @@ async def create(
             order for Zarr 3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
         filters : list[dict[str, JSON]], optional
             Sequence of filters to use to encode chunk data prior to compression.
-            V2 only. V3 arrays should use ``codecs`` instead. If no ``filters``
+            Zarr format 2 only. Zarr format 3 arrays should use ``codecs`` instead. If no ``filters``
             are provided, a default set of filters will be used.
             These defaults can be changed by modifying the value of ``array.v2_default_filters`` in :mod:`zarr.core.config`.
         compressor : dict[str, JSON], optional
             The compressor used to compress the data (default is None).
-            V2 only. V3 arrays should use ``codecs`` instead.
+            Zarr format 2 only. Zarr format 3 arrays should use ``codecs`` instead.
 
             If no ``compressor`` is provided, a default compressor will be used:
 
@@ -592,15 +592,15 @@ async def _create(
         if zarr_format == 3:
             if dimension_separator is not None:
                 raise ValueError(
-                    "dimension_separator cannot be used for arrays with version 3. Use chunk_key_encoding instead."
+                    "dimension_separator cannot be used for arrays with zarr_format 3. Use chunk_key_encoding instead."
                 )
             if filters is not None:
                 raise ValueError(
-                    "filters cannot be used for arrays with version 3. Use array-to-array codecs instead."
+                    "filters cannot be used for arrays with zarr_format 3. Use array-to-array codecs instead."
                 )
             if compressor is not None:
                 raise ValueError(
-                    "compressor cannot be used for arrays with version 3. Use bytes-to-bytes codecs instead."
+                    "compressor cannot be used for arrays with zarr_format 3. Use bytes-to-bytes codecs instead."
                 )
 
             if order is not None:
@@ -622,14 +622,14 @@ async def _create(
         elif zarr_format == 2:
             if codecs is not None:
                 raise ValueError(
-                    "codecs cannot be used for arrays with version 2. Use filters and compressor instead."
+                    "codecs cannot be used for arrays with zarr_format 2. Use filters and compressor instead."
                 )
             if chunk_key_encoding is not None:
                 raise ValueError(
-                    "chunk_key_encoding cannot be used for arrays with version 2. Use dimension_separator instead."
+                    "chunk_key_encoding cannot be used for arrays with zarr_format 2. Use dimension_separator instead."
                 )
             if dimension_names is not None:
-                raise ValueError("dimension_names cannot be used for arrays with version 2.")
+                raise ValueError("dimension_names cannot be used for arrays with zarr_format 2.")
 
             if order is None:
                 order_parsed = parse_order(zarr_config.get("array.order"))
@@ -704,7 +704,7 @@ async def _create_v3(
 
         if dtype.kind in "UTS":
             warn(
-                f"The dtype `{dtype}` is currently not part in the Zarr version 3 specification. It "
+                f"The dtype `{dtype}` is currently not part in the Zarr format 3 specification. It "
                 "may not be supported by other zarr implementations and may change in the future.",
                 category=UserWarning,
                 stacklevel=2,
@@ -785,7 +785,7 @@ def from_dict(
         data: dict[str, JSON],
     ) -> AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]:
         """
-        Create a Zarr array from a dictionary, with support for both Zarr v2 and v3 metadata.
+        Create a Zarr array from a dictionary, with support for both Zarr format 2 and 3 metadata.
 
         Parameters
         ----------
@@ -795,17 +795,17 @@ def from_dict(
         data : dict
             A dictionary representing the array data. This dictionary should include necessary metadata
             for the array, such as shape, dtype, and other attributes. The format of the metadata
-            will determine whether a Zarr v2 or v3 array is created.
+            will determine whether a Zarr format 2 or 3 array is created.
 
         Returns
         -------
         AsyncArray[ArrayV3Metadata] or AsyncArray[ArrayV2Metadata]
-            The created Zarr array, either using v2 or v3 metadata based on the provided data.
+            The created Zarr array, either using Zarr format 2 or 3 metadata based on the provided data.
 
         Raises
         ------
         ValueError
-            If the dictionary data is invalid or incompatible with either Zarr v2 or v3 array creation.
+            If the dictionary data is invalid or incompatible with either Zarr format 2 or 3 array creation.
         """
         metadata = parse_array_metadata(data)
         return cls(metadata=metadata, store_path=store_path)
@@ -1644,16 +1644,16 @@ def create(
             The data type of the array.
         chunk_shape : ChunkCoords, optional
             The shape of the Array's chunks.
-            V3 only. V2 arrays should use `chunks` instead.
+            Zarr format 3 only. Zarr format 2 arrays should use `chunks` instead.
             If not specified, default are guessed based on the shape and dtype.
         chunk_key_encoding : ChunkKeyEncoding, optional
             A specification of how the chunk keys are represented in storage.
-            V3 only. V2 arrays should use `dimension_separator` instead.
+            Zarr format 3 only. Zarr format 2 arrays should use `dimension_separator` instead.
             Default is ``("default", "/")``.
         codecs : Sequence of Codecs or dicts, optional
             An iterable of Codec or dict serializations of Codecs. The elements of
             this collection specify the transformation from array values to stored bytes.
-            V3 only. V2 arrays should use ``filters`` and ``compressor`` instead.
+            Zarr format 3 only. Zarr format 2 arrays should use ``filters`` and ``compressor`` instead.
 
             If no codecs are provided, default codecs will be used:
 
@@ -1664,14 +1664,14 @@ def create(
             These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
         dimension_names : Iterable[str], optional
             The names of the dimensions (default is None).
-            V3 only. V2 arrays should not use this parameter.
+            Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
         chunks : ChunkCoords, optional
             The shape of the array's chunks.
-            V2 only. V3 arrays should use ``chunk_shape`` instead.
+            Zarr format 2 only. Zarr format 3 arrays should use ``chunk_shape`` instead.
             If not specified, default are guessed based on the shape and dtype.
         dimension_separator : Literal[".", "/"], optional
             The dimension separator (default is ".").
-            V2 only. V3 arrays should use ``chunk_key_encoding`` instead.
+            Zarr format 2 only. Zarr format 3 arrays should use ``chunk_key_encoding`` instead.
         order : Literal["C", "F"], optional
             The memory of the array (default is "C").
             If ``zarr_format`` is 2, this parameter sets the memory order of the array.
@@ -1680,12 +1680,12 @@ def create(
             order for Zarr 3 arrays is via the ``config`` parameter, e.g. ``{'order': 'C'}``.
         filters : list[dict[str, JSON]], optional
             Sequence of filters to use to encode chunk data prior to compression.
-            V2 only. V3 arrays should use ``codecs`` instead. If no ``filters``
+            Zarr format 2 only. Zarr format 3 arrays should use ``codecs`` instead. If no ``filters``
             are provided, a default set of filters will be used.
             These defaults can be changed by modifying the value of ``array.v2_default_filters`` in :mod:`zarr.core.config`.
         compressor : dict[str, JSON], optional
             Primary compressor to compress chunk data.
-            V2 only. V3 arrays should use ``codecs`` instead.
+            Zarr format 2 only. Zarr format 3 arrays should use ``codecs`` instead.
 
             If no ``compressor`` is provided, a default compressor will be used:
 
@@ -2239,7 +2239,7 @@ def __getitem__(self, selection: Selection) -> NDArrayLike:
         -----
         Slices with step > 1 are supported, but slices with negative step are not.
 
-        For arrays with a structured dtype, see zarr v2 for examples of how to use
+        For arrays with a structured dtype, see Zarr format 2 for examples of how to use
         fields
 
         Currently the implementation for __getitem__ is provided by
@@ -2338,7 +2338,7 @@ def __setitem__(self, selection: Selection, value: npt.ArrayLike) -> None:
         -----
         Slices with step > 1 are supported, but slices with negative step are not.
 
-        For arrays with a structured dtype, see zarr v2 for examples of how to use
+        For arrays with a structured dtype, see Zarr format 2 for examples of how to use
         fields
 
         Currently the implementation for __setitem__ is provided by
@@ -2470,7 +2470,7 @@ def get_basic_selection(
         -----
         Slices with step > 1 are supported, but slices with negative step are not.
 
-        For arrays with a structured dtype, see zarr v2 for examples of how to use
+        For arrays with a structured dtype, see Zarr format 2 for examples of how to use
         the `fields` parameter.
 
         This method provides the implementation for accessing data via the
@@ -2573,7 +2573,7 @@ def set_basic_selection(
 
         Notes
         -----
-        For arrays with a structured dtype, see zarr v2 for examples of how to use
+        For arrays with a structured dtype, see Zarr format 2 for examples of how to use
         the `fields` parameter.
 
         This method provides the underlying implementation for modifying data via square
@@ -3693,16 +3693,16 @@ async def create_array(
         Iterable of filters to apply to each chunk of the array, in order, before serializing that
         chunk to bytes.
 
-        For Zarr v3, a "filter" is a codec that takes an array and returns an array,
+        For Zarr format 3, a "filter" is a codec that takes an array and returns an array,
         and these values must be instances of ``ArrayArrayCodec``, or dict representations
         of ``ArrayArrayCodec``.
         If ``filters`` and ``compressors`` are not specified, then the default codecs for
-        Zarr v3 will be used.
+        Zarr format 3 will be used.
         These defaults can be changed by modifying the value of ``array.v3_default_codecs``
         in :mod:`zarr.core.config`.
         Use ``None`` to omit default filters.
 
-        For Zarr v2, a "filter" can be any numcodecs codec; you should ensure that the
+        For Zarr format 2, a "filter" can be any numcodecs codec; you should ensure that the
         the order if your filters is consistent with the behavior of each filter.
         If no ``filters`` are provided, a default set of filters will be used.
         These defaults can be changed by modifying the value of ``array.v2_default_filters``
@@ -3712,32 +3712,32 @@ async def create_array(
         List of compressors to apply to the array. Compressors are applied in order, and after any
         filters are applied (if any are specified).
 
-        For Zarr v3, a "compressor" is a codec that takes a bytestrea, and
-        returns another bytestream. Multiple compressors my be provided for Zarr v3.
+        For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
+        returns another bytestream. Multiple compressors my be provided for Zarr format 3.
         If ``filters`` and ``compressors`` are not specified, then the default codecs for
-        Zarr v3 will be used.
+        Zarr format 3 will be used.
         These defaults can be changed by modifying the value of ``array.v3_default_codecs``
         in :mod:`zarr.core.config`.
         Use ``None`` to omit default compressors.
 
-        For Zarr v2, a "compressor" can be any numcodecs codec. Only a single compressor may
-        be provided for Zarr v2.
+        For Zarr format 2, a "compressor" can be any numcodecs codec. Only a single compressor may
+        be provided for Zarr format 2.
         If no ``compressors`` are provided, a default compressor will be used.
         These defaults can be changed by modifying the value of ``array.v2_default_compressor``
         in :mod:`zarr.core.config`.
         Use ``None`` to omit the default compressor.
     serializer : dict[str, JSON] | ArrayBytesCodec, optional
         Array-to-bytes codec to use for encoding the array data.
-        Zarr v3 only. Zarr v2 arrays use implicit array-to-bytes conversion.
+        Zarr format 3 only. Zarr format 2 arrays use implicit array-to-bytes conversion.
         If no ``serializer`` is provided, the `zarr.codecs.BytesCodec` codec will be used.
     fill_value : Any, optional
         Fill value for the array.
     order : {"C", "F"}, optional
         The memory of the array (default is "C").
-        For Zarr v2, this parameter sets the memory order of the array.
-        For Zarr v3, this parameter is deprecated, because memory order
-        is a runtime parameter for Zarr v3 arrays. The recommended way to specify the memory
-        order for Zarr v3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
+        For Zarr format 2, this parameter sets the memory order of the array.
+        For Zarr format 3, this parameter is deprecated, because memory order
+        is a runtime parameter for Zarr format 3 arrays. The recommended way to specify the memory
+        order for Zarr format 3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
         If no ``order`` is provided, a default order will be used.
         This default can be changed by modifying the value of ``array.order`` in :mod:`zarr.core.config`.
     zarr_format : {2, 3}, optional
@@ -3746,11 +3746,11 @@ async def create_array(
         Attributes for the array.
     chunk_key_encoding : ChunkKeyEncoding, optional
         A specification of how the chunk keys are represented in storage.
-        For Zarr v3, the default is ``{"name": "default", "separator": "/"}}``.
-        For Zarr v2, the default is ``{"name": "v2", "separator": "."}}``.
+        For Zarr format 3, the default is ``{"name": "default", "separator": "/"}}``.
+        For Zarr format 2, the default is ``{"name": "v2", "separator": "."}}``.
     dimension_names : Iterable[str], optional
         The names of the dimensions (default is None).
-        Zarr v3 only. Zarr v2 arrays should not use this parameter.
+        Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
     storage_options : dict, optional
         If using an fsspec URL to create the store, these will be passed to the backend implementation.
         Ignored otherwise.
@@ -3799,20 +3799,20 @@ async def create_array(
     if zarr_format == 2:
         if shard_shape_parsed is not None:
             msg = (
-                "Zarr v2 arrays can only be created with `shard_shape` set to `None`. "
+                "Zarr format 2 arrays can only be created with `shard_shape` set to `None`. "
                 f"Got `shard_shape={shards}` instead."
             )
 
             raise ValueError(msg)
         if serializer != "auto":
-            raise ValueError("Zarr v2 arrays do not support `serializer`.")
+            raise ValueError("Zarr format 2 arrays do not support `serializer`.")
 
         filters_parsed, compressor_parsed = _parse_chunk_encoding_v2(
             compressor=compressors, filters=filters, dtype=np.dtype(dtype)
         )
 
         if dimension_names is not None:
-            raise ValueError("Zarr v2 arrays do not support dimension names.")
+            raise ValueError("Zarr format 2 arrays do not support dimension names.")
         if order is None:
             order_parsed = zarr_config.get("array.order")
         else:
@@ -3895,7 +3895,7 @@ def _parse_chunk_key_encoding(
         result = ChunkKeyEncoding.from_dict(data)
     if zarr_format == 2 and result.name != "v2":
         msg = (
-            "Invalid chunk key encoding. For Zarr v2 arrays, the `name` field of the "
+            "Invalid chunk key encoding. For Zarr format 2 arrays, the `name` field of the "
             f"chunk key encoding must be 'v2'. Got `name` = {result.name} instead."
         )
         raise ValueError(msg)
@@ -3948,7 +3948,7 @@ def _get_default_chunk_encoding_v2(
     np_dtype: np.dtype[Any],
 ) -> tuple[tuple[numcodecs.abc.Codec, ...] | None, numcodecs.abc.Codec | None]:
     """
-    Get the default chunk encoding for zarr v2 arrays, given a dtype
+    Get the default chunk encoding for Zarr format 2 arrays, given a dtype
     """
 
     compressor_dict = _default_compressor(np_dtype)
@@ -3972,7 +3972,7 @@ def _parse_chunk_encoding_v2(
     dtype: np.dtype[Any],
 ) -> tuple[tuple[numcodecs.abc.Codec, ...] | None, numcodecs.abc.Codec | None]:
     """
-    Generate chunk encoding classes for v2 arrays with optional defaults.
+    Generate chunk encoding classes for Zarr format 2 arrays with optional defaults.
     """
     default_filters, default_compressor = _get_default_chunk_encoding_v2(dtype)
 
@@ -3987,7 +3987,7 @@ def _parse_chunk_encoding_v2(
         _compressor = parse_compressor(compressor[0])
     else:
         if isinstance(compressor, Iterable) and not isinstance(compressor, dict):
-            msg = f"For Zarr v2 arrays, the `compressor` must be a single codec. Got an iterable with type {type(compressor)} instead."
+            msg = f"For Zarr format 2 arrays, the `compressor` must be a single codec. Got an iterable with type {type(compressor)} instead."
             raise TypeError(msg)
         _compressor = parse_compressor(compressor)
 
@@ -4000,7 +4000,7 @@ def _parse_chunk_encoding_v2(
             for idx, f in enumerate(filters):
                 if not isinstance(f, numcodecs.abc.Codec):
                     msg = (
-                        "For Zarr v2 arrays, all elements of `filters` must be numcodecs codecs. "
+                        "For Zarr format 2 arrays, all elements of `filters` must be numcodecs codecs. "
                         f"Element at index {idx} has type {type(f)}, which is not a numcodecs codec."
                     )
                     raise TypeError(msg)
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index d53f3847a5..7205b8c206 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -192,7 +192,7 @@ def _warn_write_empty_chunks_kwarg() -> None:
 def _warn_order_kwarg() -> None:
     # TODO: link to docs page on array configuration in this message
     msg = (
-        "The `order` keyword argument has no effect for zarr v3 arrays. "
+        "The `order` keyword argument has no effect for Zarr format 3 arrays. "
         "To control the memory layout of the array, either use the `config` keyword "
         "argument, as in `config={'order: 'C'}`,"
         "or change the global 'array.order' configuration variable."
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index a4503ce64e..dac2270a53 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -459,8 +459,8 @@ async def open(
             Whether to use consolidated metadata.
 
             By default, consolidated metadata is used if it's present in the
-            store (in the ``zarr.json`` for Zarr v3 and in the ``.zmetadata`` file
-            for Zarr v2).
+            store (in the ``zarr.json`` for Zarr format 3 and in the ``.zmetadata`` file
+            for Zarr format 2).
 
             To explicitly require consolidated metadata, set ``use_consolidated=True``,
             which will raise an exception if consolidated metadata is not found.
@@ -468,7 +468,7 @@ async def open(
             To explicitly *not* use consolidated metadata, set ``use_consolidated=False``,
             which will fall back to using the regular, non consolidated metadata.
 
-            Zarr v2 allowed configuring the key storing the consolidated metadata
+            Zarr format 2 allowed configuring the key storing the consolidated metadata
             (``.zmetadata`` by default). Specify the custom key as ``use_consolidated``
             to load consolidated metadata from a non-default key.
         """
@@ -514,7 +514,7 @@ async def open(
             )
             if zarr_json_bytes is not None and zgroup_bytes is not None:
                 # warn and favor v3
-                msg = f"Both zarr.json (Zarr v3) and .zgroup (Zarr v2) metadata objects exist at {store_path}. Zarr v3 will be used."
+                msg = f"Both zarr.json (Zarr format 3) and .zgroup (Zarr format 2) metadata objects exist at {store_path}. Zarr format 3 will be used."
                 warnings.warn(msg, stacklevel=1)
             if zarr_json_bytes is None and zgroup_bytes is None:
                 raise FileNotFoundError(
@@ -548,7 +548,7 @@ async def open(
             # V3 groups are comprised of a zarr.json object
             assert zarr_json_bytes is not None
             if not isinstance(use_consolidated, bool | None):
-                raise TypeError("use_consolidated must be a bool or None for Zarr V3.")
+                raise TypeError("use_consolidated must be a bool or None for Zarr format 3.")
 
             return cls._from_bytes_v3(
                 store_path,
@@ -1048,16 +1048,16 @@ async def create_array(
             Iterable of filters to apply to each chunk of the array, in order, before serializing that
             chunk to bytes.
 
-            For Zarr v3, a "filter" is a codec that takes an array and returns an array,
+            For Zarr format 3, a "filter" is a codec that takes an array and returns an array,
             and these values must be instances of ``ArrayArrayCodec``, or dict representations
             of ``ArrayArrayCodec``.
             If ``filters`` and ``compressors`` are not specified, then the default codecs for
-            Zarr v3 will be used.
+            Zarr format 3 will be used.
             These defaults can be changed by modifying the value of ``array.v3_default_codecs``
             in :mod:`zarr.core.config`.
             Use ``None`` to omit default filters.
 
-            For Zarr v2, a "filter" can be any numcodecs codec; you should ensure that the
+            For Zarr format 2, a "filter" can be any numcodecs codec; you should ensure that the
             the order if your filters is consistent with the behavior of each filter.
             If no ``filters`` are provided, a default set of filters will be used.
             These defaults can be changed by modifying the value of ``array.v2_default_filters``
@@ -1067,16 +1067,16 @@ async def create_array(
             List of compressors to apply to the array. Compressors are applied in order, and after any
             filters are applied (if any are specified).
 
-            For Zarr v3, a "compressor" is a codec that takes a bytestrea, and
-            returns another bytestream. Multiple compressors my be provided for Zarr v3.
+            For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
+            returns another bytestream. Multiple compressors my be provided for Zarr format 3.
             If ``filters`` and ``compressors`` are not specified, then the default codecs for
-            Zarr v3 will be used.
+            Zarr format 3 will be used.
             These defaults can be changed by modifying the value of ``array.v3_default_codecs``
             in :mod:`zarr.core.config`.
             Use ``None`` to omit default compressors.
 
-            For Zarr v2, a "compressor" can be any numcodecs codec. Only a single compressor may
-            be provided for Zarr v2.
+            For Zarr format 2, a "compressor" can be any numcodecs codec. Only a single compressor may
+            be provided for Zarr format 2.
             If no ``compressors`` are provided, a default compressor will be used.
             These defaults can be changed by modifying the value of ``array.v2_default_compressor``
             in :mod:`zarr.core.config`.
@@ -1085,27 +1085,27 @@ async def create_array(
             Deprecated in favor of ``compressors``.
         serializer : dict[str, JSON] | ArrayBytesCodec, optional
             Array-to-bytes codec to use for encoding the array data.
-            Zarr v3 only. Zarr v2 arrays use implicit array-to-bytes conversion.
+            Zarr format 3 only. Zarr format 2 arrays use implicit array-to-bytes conversion.
             If no ``serializer`` is provided, the `zarr.codecs.BytesCodec` codec will be used.
         fill_value : Any, optional
             Fill value for the array.
         order : {"C", "F"}, optional
             The memory of the array (default is "C").
-            For Zarr v2, this parameter sets the memory order of the array.
-            For Zarr v3, this parameter is deprecated, because memory order
-            is a runtime parameter for Zarr v3 arrays. The recommended way to specify the memory
-            order for Zarr v3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
+            For Zarr format 2, this parameter sets the memory order of the array.
+            For Zarr format 3, this parameter is deprecated, because memory order
+            is a runtime parameter for Zarr format 3 arrays. The recommended way to specify the memory
+            order for Zarr format 3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
             If no ``order`` is provided, a default order will be used.
             This default can be changed by modifying the value of ``array.order`` in :mod:`zarr.core.config`.
         attributes : dict, optional
             Attributes for the array.
         chunk_key_encoding : ChunkKeyEncoding, optional
             A specification of how the chunk keys are represented in storage.
-            For Zarr v3, the default is ``{"name": "default", "separator": "/"}}``.
-            For Zarr v2, the default is ``{"name": "v2", "separator": "."}}``.
+            For Zarr format 3, the default is ``{"name": "default", "separator": "/"}}``.
+            For Zarr format 2, the default is ``{"name": "v2", "separator": "."}}``.
         dimension_names : Iterable[str], optional
             The names of the dimensions (default is None).
-            Zarr v3 only. Zarr v2 arrays should not use this parameter.
+            Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
         storage_options : dict, optional
             If using an fsspec URL to create the store, these will be passed to the backend implementation.
             Ignored otherwise.
@@ -2304,16 +2304,16 @@ def create_array(
             Iterable of filters to apply to each chunk of the array, in order, before serializing that
             chunk to bytes.
 
-            For Zarr v3, a "filter" is a codec that takes an array and returns an array,
+            For Zarr format 3, a "filter" is a codec that takes an array and returns an array,
             and these values must be instances of ``ArrayArrayCodec``, or dict representations
             of ``ArrayArrayCodec``.
             If ``filters`` and ``compressors`` are not specified, then the default codecs for
-            Zarr v3 will be used.
+            Zarr format 3 will be used.
             These defaults can be changed by modifying the value of ``array.v3_default_codecs``
             in :mod:`zarr.core.config`.
             Use ``None`` to omit default filters.
 
-            For Zarr v2, a "filter" can be any numcodecs codec; you should ensure that the
+            For Zarr format 2, a "filter" can be any numcodecs codec; you should ensure that the
             the order if your filters is consistent with the behavior of each filter.
             If no ``filters`` are provided, a default set of filters will be used.
             These defaults can be changed by modifying the value of ``array.v2_default_filters``
@@ -2323,16 +2323,16 @@ def create_array(
             List of compressors to apply to the array. Compressors are applied in order, and after any
             filters are applied (if any are specified).
 
-            For Zarr v3, a "compressor" is a codec that takes a bytestrea, and
-            returns another bytestream. Multiple compressors my be provided for Zarr v3.
+            For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
+            returns another bytestream. Multiple compressors my be provided for Zarr format 3.
             If ``filters`` and ``compressors`` are not specified, then the default codecs for
-            Zarr v3 will be used.
+            Zarr format 3 will be used.
             These defaults can be changed by modifying the value of ``array.v3_default_codecs``
             in :mod:`zarr.core.config`.
             Use ``None`` to omit default compressors.
 
-            For Zarr v2, a "compressor" can be any numcodecs codec. Only a single compressor may
-            be provided for Zarr v2.
+            For Zarr format 2, a "compressor" can be any numcodecs codec. Only a single compressor may
+            be provided for Zarr format 2.
             If no ``compressors`` are provided, a default compressor will be used.
             These defaults can be changed by modifying the value of ``array.v2_default_compressor``
             in :mod:`zarr.core.config`.
@@ -2341,27 +2341,27 @@ def create_array(
             Deprecated in favor of ``compressors``.
         serializer : dict[str, JSON] | ArrayBytesCodec, optional
             Array-to-bytes codec to use for encoding the array data.
-            Zarr v3 only. Zarr v2 arrays use implicit array-to-bytes conversion.
+            Zarr format 3 only. Zarr format 2 arrays use implicit array-to-bytes conversion.
             If no ``serializer`` is provided, the `zarr.codecs.BytesCodec` codec will be used.
         fill_value : Any, optional
             Fill value for the array.
         order : {"C", "F"}, optional
             The memory of the array (default is "C").
-            For Zarr v2, this parameter sets the memory order of the array.
-            For Zarr v3, this parameter is deprecated, because memory order
-            is a runtime parameter for Zarr v3 arrays. The recommended way to specify the memory
-            order for Zarr v3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
+            For Zarr format 2, this parameter sets the memory order of the array.
+            For Zarr format 3, this parameter is deprecated, because memory order
+            is a runtime parameter for Zarr format 3 arrays. The recommended way to specify the memory
+            order for Zarr format 3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
             If no ``order`` is provided, a default order will be used.
             This default can be changed by modifying the value of ``array.order`` in :mod:`zarr.core.config`.
         attributes : dict, optional
             Attributes for the array.
         chunk_key_encoding : ChunkKeyEncoding, optional
             A specification of how the chunk keys are represented in storage.
-            For Zarr v3, the default is ``{"name": "default", "separator": "/"}}``.
-            For Zarr v2, the default is ``{"name": "v2", "separator": "."}}``.
+            For Zarr format 3, the default is ``{"name": "default", "separator": "/"}}``.
+            For Zarr format 2, the default is ``{"name": "v2", "separator": "."}}``.
         dimension_names : Iterable[str], optional
             The names of the dimensions (default is None).
-            Zarr v3 only. Zarr v2 arrays should not use this parameter.
+            Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
         storage_options : dict, optional
             If using an fsspec URL to create the store, these will be passed to the backend implementation.
             Ignored otherwise.
@@ -2693,16 +2693,16 @@ def array(
             Iterable of filters to apply to each chunk of the array, in order, before serializing that
             chunk to bytes.
 
-            For Zarr v3, a "filter" is a codec that takes an array and returns an array,
+            For Zarr format 3, a "filter" is a codec that takes an array and returns an array,
             and these values must be instances of ``ArrayArrayCodec``, or dict representations
             of ``ArrayArrayCodec``.
             If ``filters`` and ``compressors`` are not specified, then the default codecs for
-            Zarr v3 will be used.
+            Zarr format 3 will be used.
             These defaults can be changed by modifying the value of ``array.v3_default_codecs``
             in :mod:`zarr.core.config`.
             Use ``None`` to omit default filters.
 
-            For Zarr v2, a "filter" can be any numcodecs codec; you should ensure that the
+            For Zarr format 2, a "filter" can be any numcodecs codec; you should ensure that the
             the order if your filters is consistent with the behavior of each filter.
             If no ``filters`` are provided, a default set of filters will be used.
             These defaults can be changed by modifying the value of ``array.v2_default_filters``
@@ -2712,16 +2712,16 @@ def array(
             List of compressors to apply to the array. Compressors are applied in order, and after any
             filters are applied (if any are specified).
 
-            For Zarr v3, a "compressor" is a codec that takes a bytestrea, and
-            returns another bytestream. Multiple compressors my be provided for Zarr v3.
+            For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
+            returns another bytestream. Multiple compressors my be provided for Zarr format 3.
             If ``filters`` and ``compressors`` are not specified, then the default codecs for
-            Zarr v3 will be used.
+            Zarr format 3 will be used.
             These defaults can be changed by modifying the value of ``array.v3_default_codecs``
             in :mod:`zarr.core.config`.
             Use ``None`` to omit default compressors.
 
-            For Zarr v2, a "compressor" can be any numcodecs codec. Only a single compressor may
-            be provided for Zarr v2.
+            For Zarr format 2, a "compressor" can be any numcodecs codec. Only a single compressor may
+            be provided for Zarr format 2.
             If no ``compressors`` are provided, a default compressor will be used.
             These defaults can be changed by modifying the value of ``array.v2_default_compressor``
             in :mod:`zarr.core.config`.
@@ -2730,27 +2730,27 @@ def array(
             Deprecated in favor of ``compressors``.
         serializer : dict[str, JSON] | ArrayBytesCodec, optional
             Array-to-bytes codec to use for encoding the array data.
-            Zarr v3 only. Zarr v2 arrays use implicit array-to-bytes conversion.
+            Zarr format 3 only. Zarr format 2 arrays use implicit array-to-bytes conversion.
             If no ``serializer`` is provided, the `zarr.codecs.BytesCodec` codec will be used.
         fill_value : Any, optional
             Fill value for the array.
         order : {"C", "F"}, optional
             The memory of the array (default is "C").
-            For Zarr v2, this parameter sets the memory order of the array.
-            For Zarr v3, this parameter is deprecated, because memory order
-            is a runtime parameter for Zarr v3 arrays. The recommended way to specify the memory
-            order for Zarr v3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
+            For Zarr format 2, this parameter sets the memory order of the array.
+            For Zarr format 3, this parameter is deprecated, because memory order
+            is a runtime parameter for Zarr format 3 arrays. The recommended way to specify the memory
+            order for Zarr format 3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
             If no ``order`` is provided, a default order will be used.
             This default can be changed by modifying the value of ``array.order`` in :mod:`zarr.core.config`.
         attributes : dict, optional
             Attributes for the array.
         chunk_key_encoding : ChunkKeyEncoding, optional
             A specification of how the chunk keys are represented in storage.
-            For Zarr v3, the default is ``{"name": "default", "separator": "/"}}``.
-            For Zarr v2, the default is ``{"name": "v2", "separator": "."}}``.
+            For Zarr format 3, the default is ``{"name": "default", "separator": "/"}}``.
+            For Zarr format 2, the default is ``{"name": "v2", "separator": "."}}``.
         dimension_names : Iterable[str], optional
             The names of the dimensions (default is None).
-            Zarr v3 only. Zarr v2 arrays should not use this parameter.
+            Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
         storage_options : dict, optional
             If using an fsspec URL to create the store, these will be passed to the backend implementation.
             Ignored otherwise.
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index bc7fd32cbf..b95433068a 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -34,7 +34,7 @@
 
 class ArrayV2MetadataDict(TypedDict):
     """
-    A typed dictionary model for zarr v2 metadata.
+    A typed dictionary model for Zarr format 2 metadata.
     """
 
     zarr_format: Literal[2]
@@ -68,7 +68,7 @@ def __init__(
         attributes: dict[str, JSON] | None = None,
     ) -> None:
         """
-        Metadata for a Zarr version 2 array.
+        Metadata for a Zarr format 2 array.
         """
         shape_parsed = parse_shapelike(shape)
         dtype_parsed = parse_dtype(dtype)
@@ -327,7 +327,7 @@ def _default_fill_value(dtype: np.dtype[Any]) -> Any:
     stored in the Array metadata into an in-memory value. This only gives
     the default fill value for some type.
 
-    This is useful for reading Zarr V2 arrays, which allow the fill
+    This is useful for reading Zarr format 2 arrays, which allow the fill
     value to be unspecified.
     """
     if dtype.kind == "S":
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 0821dd9bc9..1265c832b2 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -468,7 +468,7 @@ def parse_fill_value(
     fill_value : Any
         A potential fill value.
     dtype : str
-        A valid Zarr V3 DataType.
+        A valid Zarr format 3 DataType.
 
     Returns
     -------
@@ -676,10 +676,10 @@ def parse(cls, dtype: DataType | Any | None) -> DataType:
         try:
             dtype = np.dtype(dtype)
         except (ValueError, TypeError) as e:
-            raise ValueError(f"Invalid V3 data_type: {dtype}") from e
+            raise ValueError(f"Invalid Zarr format 3 data_type: {dtype}") from e
         # check that this is a valid v3 data_type
         try:
             data_type = DataType.from_numpy(dtype)
         except KeyError as e:
-            raise ValueError(f"Invalid V3 data_type: {dtype}") from e
+            raise ValueError(f"Invalid Zarr format 3 data_type: {dtype}") from e
         return data_type
diff --git a/tests/test_array.py b/tests/test_array.py
index 628b873e72..86885514a3 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -1219,7 +1219,7 @@ async def test_create_array_v2_no_shards(store: MemoryStore) -> None:
     Test that creating a Zarr v2 array with ``shard_shape`` set to a non-None value raises an error.
     """
     msg = re.escape(
-        "Zarr v2 arrays can only be created with `shard_shape` set to `None`. Got `shard_shape=(5,)` instead."
+        "Zarr format 2 arrays can only be created with `shard_shape` set to `None`. Got `shard_shape=(5,)` instead."
     )
     with pytest.raises(ValueError, match=msg):
         _ = await create_array(
diff --git a/tests/test_metadata/test_v3.py b/tests/test_metadata/test_v3.py
index 6f7fba6dd1..ef527f42ef 100644
--- a/tests/test_metadata/test_v3.py
+++ b/tests/test_metadata/test_v3.py
@@ -336,13 +336,13 @@ def test_invalid_dtype_raises() -> None:
         "codecs": (),
         "fill_value": np.datetime64(0, "ns"),
     }
-    with pytest.raises(ValueError, match=r"Invalid V3 data_type: .*"):
+    with pytest.raises(ValueError, match=r"Invalid Zarr format 3 data_type: .*"):
         ArrayV3Metadata.from_dict(metadata_dict)
 
 
 @pytest.mark.parametrize("data", ["datetime64[s]", "foo", object()])
 def test_parse_invalid_dtype_raises(data):
-    with pytest.raises(ValueError, match=r"Invalid V3 data_type: .*"):
+    with pytest.raises(ValueError, match=r"Invalid Zarr format 3 data_type: .*"):
         DataType.parse(data)
 
 

From 91385283bc9e0ddbd192d5d08df196d9bd90b8e7 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Mon, 6 Jan 2025 16:22:18 +0100
Subject: [PATCH 0915/1078] Adds filters, compressors and serializer props to
 Array (#2652)

* adds filters, serializer, compressors properties to Array

* adapt Array.info

* fixes doctests

* ugly numcodecs class names

* always show filters and compressors in Array.info

* format
---
 docs/user-guide/arrays.rst                |  41 +++++---
 docs/user-guide/consolidated_metadata.rst |  12 +--
 docs/user-guide/groups.rst                |   8 +-
 docs/user-guide/performance.rst           |  12 ++-
 src/zarr/api/synchronous.py               |   2 +-
 src/zarr/core/_info.py                    |  28 ++---
 src/zarr/core/array.py                    | 119 +++++++++++++++++++---
 src/zarr/core/group.py                    |   6 +-
 src/zarr/core/metadata/v3.py              |  28 ++++-
 tests/test_array.py                       |  93 +++++++++++------
 tests/test_config.py                      |   8 +-
 tests/test_info.py                        |  12 ++-
 12 files changed, 265 insertions(+), 104 deletions(-)

diff --git a/docs/user-guide/arrays.rst b/docs/user-guide/arrays.rst
index 110e12c3be..ba85ce1cda 100644
--- a/docs/user-guide/arrays.rst
+++ b/docs/user-guide/arrays.rst
@@ -168,8 +168,8 @@ argument accepted by all array creation functions. For example::
    >>> data = np.arange(100000000, dtype='int32').reshape(10000, 10000)
    >>> z = zarr.create_array(store='data/example-5.zarr', shape=data.shape, dtype=data.dtype, chunks=(1000, 1000), compressors=compressors)
    >>> z[:] = data
-   >>> z.metadata.codecs
-   [BytesCodec(endian=<Endian.little: 'little'>), BloscCodec(typesize=4, cname=<BloscCname.zstd: 'zstd'>, clevel=3, shuffle=<BloscShuffle.bitshuffle: 'bitshuffle'>, blocksize=0)]
+   >>> z.compressors
+   (BloscCodec(typesize=4, cname=<BloscCname.zstd: 'zstd'>, clevel=3, shuffle=<BloscShuffle.bitshuffle: 'bitshuffle'>, blocksize=0),)
 
 This array above will use Blosc as the primary compressor, using the Zstandard
 algorithm (compression level 3) internally within Blosc, and with the
@@ -188,7 +188,9 @@ which can be used to print useful diagnostics, e.g.::
    Order              : C
    Read-only          : False
    Store type         : LocalStore
-   Codecs             : [{'endian': <Endian.little: 'little'>}, {'typesize': 4, 'cname': <BloscCname.zstd: 'zstd'>, 'clevel': 3, 'shuffle': <BloscShuffle.bitshuffle: 'bitshuffle'>, 'blocksize': 0}]
+   Filters            : ()
+   Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
+   Compressors        : (BloscCodec(typesize=4, cname=<BloscCname.zstd: 'zstd'>, clevel=3, shuffle=<BloscShuffle.bitshuffle: 'bitshuffle'>, blocksize=0),)
    No. bytes          : 400000000 (381.5M)
 
 The :func:`zarr.Array.info_complete` method inspects the underlying store and
@@ -203,7 +205,9 @@ prints additional diagnostics, e.g.::
    Order              : C
    Read-only          : False
    Store type         : LocalStore
-   Codecs             : [{'endian': <Endian.little: 'little'>}, {'typesize': 4, 'cname': <BloscCname.zstd: 'zstd'>, 'clevel': 3, 'shuffle': <BloscShuffle.bitshuffle: 'bitshuffle'>, 'blocksize': 0}]
+   Filters            : ()
+   Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
+   Compressors        : (BloscCodec(typesize=4, cname=<BloscCname.zstd: 'zstd'>, clevel=3, shuffle=<BloscShuffle.bitshuffle: 'bitshuffle'>, blocksize=0),)
    No. bytes          : 400000000 (381.5M)
    No. bytes stored   : 9696302
    Storage ratio      : 41.3
@@ -223,8 +227,8 @@ here is an array using Gzip compression, level 1::
    >>> data = np.arange(100000000, dtype='int32').reshape(10000, 10000)
    >>> z = zarr.create_array(store='data/example-6.zarr', shape=data.shape, dtype=data.dtype, chunks=(1000, 1000), compressors=zarr.codecs.GzipCodec(level=1))
    >>> z[:] = data
-   >>> z.metadata.codecs
-   [BytesCodec(endian=<Endian.little: 'little'>), GzipCodec(level=1)]
+   >>> z.compressors
+   (GzipCodec(level=1),)
 
 Here is an example using LZMA from NumCodecs_ with a custom filter pipeline including LZMA's
 built-in delta filter::
@@ -236,23 +240,24 @@ built-in delta filter::
    >>> compressors = LZMA(filters=lzma_filters)
    >>> data = np.arange(100000000, dtype='int32').reshape(10000, 10000)
    >>> z = zarr.create_array(store='data/example-7.zarr', shape=data.shape, dtype=data.dtype, chunks=(1000, 1000), compressors=compressors)
-   >>> z.metadata.codecs
-   [BytesCodec(endian=<Endian.little: 'little'>), _make_bytes_bytes_codec.<locals>._Codec(codec_name='numcodecs.lzma', codec_config={'id': 'lzma', 'filters': [{'id': 3, 'dist': 4}, {'id': 33, 'preset': 1}]})]
+   >>> z.compressors
+   (_make_bytes_bytes_codec.<locals>._Codec(codec_name='numcodecs.lzma', codec_config={'id': 'lzma', 'filters': [{'id': 3, 'dist': 4}, {'id': 33, 'preset': 1}]}),)
 
 The default compressor can be changed by setting the value of the using Zarr's
 :ref:`user-guide-config`, e.g.::
 
    >>> with zarr.config.set({'array.v2_default_compressor.numeric': {'id': 'blosc'}}):
    ...     z = zarr.create_array(store={}, shape=(100000000,), chunks=(1000000,), dtype='int32', zarr_format=2)
-   >>> z.metadata.filters
-   >>> z.metadata.compressor
-   Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)
+   >>> z.filters
+   ()
+   >>> z.compressors
+   (Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0),)
 
 To disable compression, set ``compressors=None`` when creating an array, e.g.::
 
    >>> z = zarr.create_array(store='data/example-8.zarr', shape=(100000000,), chunks=(1000000,), dtype='int32', compressors=None)
-   >>> z.metadata.codecs
-   [BytesCodec(endian=<Endian.little: 'little'>)]
+   >>> z.compressors
+   ()
 
 .. _user-guide-filters:
 
@@ -287,7 +292,9 @@ Here is an example using a delta filter with the Blosc compressor::
    Order              : C
    Read-only          : False
    Store type         : LocalStore
-   Codecs             : [{'codec_name': 'numcodecs.delta', 'codec_config': {'id': 'delta', 'dtype': 'int32'}}, {'endian': <Endian.little: 'little'>}, {'typesize': 4, 'cname': <BloscCname.zstd: 'zstd'>, 'clevel': 1, 'shuffle': <BloscShuffle.shuffle: 'shuffle'>, 'blocksize': 0}]
+   Filters            : (_make_array_array_codec.<locals>._Codec(codec_name='numcodecs.delta', codec_config={'id': 'delta', 'dtype': 'int32'}),)
+   Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
+   Compressors        : (BloscCodec(typesize=4, cname=<BloscCname.zstd: 'zstd'>, clevel=1, shuffle=<BloscShuffle.shuffle: 'shuffle'>, blocksize=0),)
    No. bytes          : 400000000 (381.5M)
 
 For more information about available filter codecs, see the `Numcodecs
@@ -600,11 +607,13 @@ Sharded arrays can be created by providing the ``shards`` parameter to :func:`za
   Order              : C
   Read-only          : False
   Store type         : LocalStore
-  Codecs             : [{'chunk_shape': (100, 100), 'codecs': ({'endian': <Endian.little: 'little'>}, {'level': 0, 'checksum': False}), 'index_codecs': ({'endian': <Endian.little: 'little'>}, {}), 'index_location': <ShardingCodecIndexLocation.end: 'end'>}]
+  Filters            : ()
+  Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
+  Compressors        : (ZstdCodec(level=0, checksum=False),)
   No. bytes          : 100000000 (95.4M)
   No. bytes stored   : 3981060
   Storage ratio      : 25.1
-  Chunks Initialized : 100
+  Shards Initialized : 100
 
 In this example a shard shape of (1000, 1000) and a chunk shape of (100, 100) is used.
 This means that 10*10 chunks are stored in each shard, and there are 10*10 shards in total.
diff --git a/docs/user-guide/consolidated_metadata.rst b/docs/user-guide/consolidated_metadata.rst
index 511761d34e..3c015dcfca 100644
--- a/docs/user-guide/consolidated_metadata.rst
+++ b/docs/user-guide/consolidated_metadata.rst
@@ -52,8 +52,8 @@ that can be used.:
                           chunk_key_encoding=DefaultChunkKeyEncoding(name='default',
                                                                      separator='/'),
                           fill_value=np.float64(0.0),
-                          codecs=[BytesCodec(endian=<Endian.little: 'little'>),
-                                  ZstdCodec(level=0, checksum=False)],
+                          codecs=(BytesCodec(endian=<Endian.little: 'little'>),
+                                  ZstdCodec(level=0, checksum=False)),
                           attributes={},
                           dimension_names=None,
                           zarr_format=3,
@@ -65,8 +65,8 @@ that can be used.:
                           chunk_key_encoding=DefaultChunkKeyEncoding(name='default',
                                                                      separator='/'),
                           fill_value=np.float64(0.0),
-                          codecs=[BytesCodec(endian=<Endian.little: 'little'>),
-                                  ZstdCodec(level=0, checksum=False)],
+                          codecs=(BytesCodec(endian=<Endian.little: 'little'>),
+                                  ZstdCodec(level=0, checksum=False)),
                           attributes={},
                           dimension_names=None,
                           zarr_format=3,
@@ -78,8 +78,8 @@ that can be used.:
                           chunk_key_encoding=DefaultChunkKeyEncoding(name='default',
                                                                      separator='/'),
                           fill_value=np.float64(0.0),
-                          codecs=[BytesCodec(endian=<Endian.little: 'little'>),
-                                  ZstdCodec(level=0, checksum=False)],
+                          codecs=(BytesCodec(endian=<Endian.little: 'little'>),
+                                  ZstdCodec(level=0, checksum=False)),
                           attributes={},
                           dimension_names=None,
                           zarr_format=3,
diff --git a/docs/user-guide/groups.rst b/docs/user-guide/groups.rst
index 62160ffde5..da5f393246 100644
--- a/docs/user-guide/groups.rst
+++ b/docs/user-guide/groups.rst
@@ -109,7 +109,9 @@ property. E.g.::
    Order              : C
    Read-only          : False
    Store type         : MemoryStore
-   Codecs             : [{'endian': <Endian.little: 'little'>}, {'level': 0, 'checksum': False}]
+   Filters            : ()
+   Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
+   Compressors        : (ZstdCodec(level=0, checksum=False),)
    No. bytes          : 8000000 (7.6M)
    No. bytes stored   : 1432
    Storage ratio      : 5586.6
@@ -123,7 +125,9 @@ property. E.g.::
    Order              : C
    Read-only          : False
    Store type         : MemoryStore
-   Codecs             : [{'endian': <Endian.little: 'little'>}, {'level': 0, 'checksum': False}]
+   Filters            : ()
+   Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
+   Compressors        : (ZstdCodec(level=0, checksum=False),)
    No. bytes          : 4000000 (3.8M)
 
 Groups also have the :func:`zarr.Group.tree` method, e.g.::
diff --git a/docs/user-guide/performance.rst b/docs/user-guide/performance.rst
index f56b642fb1..265bef8efe 100644
--- a/docs/user-guide/performance.rst
+++ b/docs/user-guide/performance.rst
@@ -98,7 +98,9 @@ To use sharding, you need to specify the ``shards`` parameter when creating the
    Order              : C
    Read-only          : False
    Store type         : MemoryStore
-   Codecs             : [{'chunk_shape': (100, 100, 100), 'codecs': ({'endian': <Endian.little: 'little'>}, {'level': 0, 'checksum': False}), 'index_codecs': ({'endian': <Endian.little: 'little'>}, {}), 'index_location': <ShardingCodecIndexLocation.end: 'end'>}]
+   Filters            : ()
+   Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
+   Compressors        : (ZstdCodec(level=0, checksum=False),)
    No. bytes          : 100000000000 (93.1G)
 
 .. _user-guide-chunks-order:
@@ -125,7 +127,9 @@ ratios, depending on the correlation structure within the data. E.g.::
    Order              : C
    Read-only          : False
    Store type         : MemoryStore
-   Codecs             : [{'endian': <Endian.little: 'little'>}, {'level': 0, 'checksum': False}]
+   Filters            : ()
+   Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
+   Compressors        : (ZstdCodec(level=0, checksum=False),)
    No. bytes          : 400000000 (381.5M)
    No. bytes stored   : 342588717
    Storage ratio      : 1.2
@@ -142,7 +146,9 @@ ratios, depending on the correlation structure within the data. E.g.::
    Order              : F
    Read-only          : False
    Store type         : MemoryStore
-   Codecs             : [{'endian': <Endian.little: 'little'>}, {'level': 0, 'checksum': False}]
+   Filters            : ()
+   Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
+   Compressors        : (ZstdCodec(level=0, checksum=False),)
    No. bytes          : 400000000 (381.5M)
    No. bytes stored   : 342588717
    Storage ratio      : 1.2
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 7b3d842832..1a8e6df649 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -802,7 +802,7 @@ def create_array(
         Use ``None`` to omit default filters.
     compressors : Iterable[Codec], optional
         List of compressors to apply to the array. Compressors are applied in order, and after any
-        filters are applied (if any are specified).
+        filters are applied (if any are specified) and the data is serialized into bytes.
 
         For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
         returns another bytestream. Multiple compressors my be provided for Zarr format 3.
diff --git a/src/zarr/core/_info.py b/src/zarr/core/_info.py
index 807e940508..845552c8be 100644
--- a/src/zarr/core/_info.py
+++ b/src/zarr/core/_info.py
@@ -5,7 +5,7 @@
 import numcodecs.abc
 import numpy as np
 
-from zarr.abc.codec import Codec
+from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec
 from zarr.core.common import ZarrFormat
 from zarr.core.metadata.v3 import DataType
 
@@ -85,9 +85,9 @@ class ArrayInfo:
     _order: Literal["C", "F"]
     _read_only: bool
     _store_type: str
-    _compressor: numcodecs.abc.Codec | None = None
-    _filters: tuple[numcodecs.abc.Codec, ...] | None = None
-    _codecs: list[Codec] | None = None
+    _filters: tuple[numcodecs.abc.Codec, ...] | tuple[ArrayArrayCodec, ...] = ()
+    _serializer: ArrayBytesCodec | None = None
+    _compressors: tuple[numcodecs.abc.Codec, ...] | tuple[BytesBytesCodec, ...] = ()
     _count_bytes: int | None = None
     _count_bytes_stored: int | None = None
     _count_chunks_initialized: int | None = None
@@ -109,18 +109,19 @@ def __repr__(self) -> str:
         Read-only          : {_read_only}
         Store type         : {_store_type}""")
 
-        kwargs = dataclasses.asdict(self)
+        # We can't use dataclasses.asdict, because we only want a shallow dict
+        kwargs = {field.name: getattr(self, field.name) for field in dataclasses.fields(self)}
+
         if self._chunk_shape is None:
             # for non-regular chunk grids
             kwargs["chunk_shape"] = "<variable>"
-        if self._compressor is not None:
-            template += "\nCompressor         : {_compressor}"
 
-        if self._filters is not None:
-            template += "\nFilters            : {_filters}"
+        template += "\nFilters            : {_filters}"
+
+        if self._serializer is not None:
+            template += "\nSerializer         : {_serializer}"
 
-        if self._codecs is not None:
-            template += "\nCodecs             : {_codecs}"
+        template += "\nCompressors        : {_compressors}"
 
         if self._count_bytes is not None:
             template += "\nNo. bytes          : {_count_bytes}"
@@ -139,5 +140,8 @@ def __repr__(self) -> str:
             kwargs["_storage_ratio"] = f"{self._count_bytes / self._count_bytes_stored:.1f}"
 
         if self._count_chunks_initialized is not None:
-            template += "\nChunks Initialized : {_count_chunks_initialized}"
+            if self._shard_shape is not None:
+                template += "\nShards Initialized : {_count_chunks_initialized}"
+            else:
+                template += "\nChunks Initialized : {_count_chunks_initialized}"
         return template.format(**kwargs)
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 87ec4e48bc..2fa342ce16 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -20,6 +20,7 @@
 from warnings import warn
 
 import numcodecs
+import numcodecs.abc
 import numpy as np
 import numpy.typing as npt
 from typing_extensions import deprecated
@@ -911,6 +912,63 @@ def size(self) -> int:
         """
         return np.prod(self.metadata.shape).item()
 
+    @property
+    def filters(self) -> tuple[numcodecs.abc.Codec, ...] | tuple[ArrayArrayCodec, ...]:
+        """
+        Filters that are applied to each chunk of the array, in order, before serializing that
+        chunk to bytes.
+        """
+        if self.metadata.zarr_format == 2:
+            filters = self.metadata.filters
+            if filters is None:
+                return ()
+            return filters
+
+        return tuple(
+            codec for codec in self.metadata.inner_codecs if isinstance(codec, ArrayArrayCodec)
+        )
+
+    @property
+    def serializer(self) -> ArrayBytesCodec | None:
+        """
+        Array-to-bytes codec to use for serializing the chunks into bytes.
+        """
+        if self.metadata.zarr_format == 2:
+            return None
+
+        return next(
+            codec for codec in self.metadata.inner_codecs if isinstance(codec, ArrayBytesCodec)
+        )
+
+    @property
+    @deprecated("Use AsyncArray.compressors instead.")
+    def compressor(self) -> numcodecs.abc.Codec | None:
+        """
+        Compressor that is applied to each chunk of the array.
+
+        .. deprecated:: 3.0.0
+            `array.compressor` is deprecated and will be removed in a future release.
+            Use `array.compressors` instead.
+        """
+        if self.metadata.zarr_format == 2:
+            return self.metadata.compressor
+        raise TypeError("`compressor` is not available for Zarr format 3 arrays.")
+
+    @property
+    def compressors(self) -> tuple[numcodecs.abc.Codec, ...] | tuple[BytesBytesCodec, ...]:
+        """
+        Compressors that are applied to each chunk of the array. Compressors are applied in order, and after any
+        filters are applied (if any are specified) and the data is serialized into bytes.
+        """
+        if self.metadata.zarr_format == 2:
+            if self.metadata.compressor is not None:
+                return (self.metadata.compressor,)
+            return ()
+
+        return tuple(
+            codec for codec in self.metadata.inner_codecs if isinstance(codec, BytesBytesCodec)
+        )
+
     @property
     def dtype(self) -> np.dtype[Any]:
         """Returns the data type of the array.
@@ -1561,31 +1619,27 @@ async def info_complete(self) -> Any:
     def _info(
         self, count_chunks_initialized: int | None = None, count_bytes_stored: int | None = None
     ) -> Any:
-        kwargs: dict[str, Any] = {}
-        if self.metadata.zarr_format == 2:
-            assert isinstance(self.metadata, ArrayV2Metadata)
-            if self.metadata.compressor is not None:
-                kwargs["_compressor"] = self.metadata.compressor
-            if self.metadata.filters is not None:
-                kwargs["_filters"] = self.metadata.filters
-            kwargs["_data_type"] = self.metadata.dtype
-            kwargs["_chunk_shape"] = self.metadata.chunks
+        _data_type: np.dtype[Any] | DataType
+        if isinstance(self.metadata, ArrayV2Metadata):
+            _data_type = self.metadata.dtype
         else:
-            kwargs["_codecs"] = self.metadata.codecs
-            kwargs["_data_type"] = self.metadata.data_type
-            kwargs["_chunk_shape"] = self.chunks
-            kwargs["_shard_shape"] = self.shards
+            _data_type = self.metadata.data_type
 
         return ArrayInfo(
             _zarr_format=self.metadata.zarr_format,
+            _data_type=_data_type,
             _shape=self.shape,
             _order=self.order,
+            _shard_shape=self.shards,
+            _chunk_shape=self.chunks,
             _read_only=self.read_only,
+            _compressors=self.compressors,
+            _filters=self.filters,
+            _serializer=self.serializer,
             _store_type=type(self.store_path.store).__name__,
             _count_bytes=self.nbytes,
             _count_bytes_stored=count_bytes_stored,
             _count_chunks_initialized=count_chunks_initialized,
-            **kwargs,
         )
 
 
@@ -1967,6 +2021,41 @@ def read_only(self) -> bool:
     def fill_value(self) -> Any:
         return self.metadata.fill_value
 
+    @property
+    def filters(self) -> tuple[numcodecs.abc.Codec, ...] | tuple[ArrayArrayCodec, ...]:
+        """
+        Filters that are applied to each chunk of the array, in order, before serializing that
+        chunk to bytes.
+        """
+        return self._async_array.filters
+
+    @property
+    def serializer(self) -> None | ArrayBytesCodec:
+        """
+        Array-to-bytes codec to use for serializing the chunks into bytes.
+        """
+        return self._async_array.serializer
+
+    @property
+    @deprecated("Use Array.compressors instead.")
+    def compressor(self) -> numcodecs.abc.Codec | None:
+        """
+        Compressor that is applied to each chunk of the array.
+
+        .. deprecated:: 3.0.0
+            `array.compressor` is deprecated and will be removed in a future release.
+            Use `array.compressors` instead.
+        """
+        return self._async_array.compressor
+
+    @property
+    def compressors(self) -> tuple[numcodecs.abc.Codec, ...] | tuple[BytesBytesCodec, ...]:
+        """
+        Compressors that are applied to each chunk of the array. Compressors are applied in order, and after any
+        filters are applied (if any are specified) and the data is serialized into bytes.
+        """
+        return self._async_array.compressors
+
     @property
     def cdata_shape(self) -> ChunkCoords:
         """
@@ -3710,7 +3799,7 @@ async def create_array(
         Use ``None`` to omit default filters.
     compressors : Iterable[Codec], optional
         List of compressors to apply to the array. Compressors are applied in order, and after any
-        filters are applied (if any are specified).
+        filters are applied (if any are specified) and the data is serialized into bytes.
 
         For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
         returns another bytestream. Multiple compressors my be provided for Zarr format 3.
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index dac2270a53..d100e30492 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1065,7 +1065,7 @@ async def create_array(
             Use ``None`` to omit default filters.
         compressors : Iterable[Codec], optional
             List of compressors to apply to the array. Compressors are applied in order, and after any
-            filters are applied (if any are specified).
+            filters are applied (if any are specified) and the data is serialized into bytes.
 
             For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
             returns another bytestream. Multiple compressors my be provided for Zarr format 3.
@@ -2321,7 +2321,7 @@ def create_array(
             Use ``None`` to omit default filters.
         compressors : Iterable[Codec], optional
             List of compressors to apply to the array. Compressors are applied in order, and after any
-            filters are applied (if any are specified).
+            filters are applied (if any are specified) and the data is serialized into bytes.
 
             For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
             returns another bytestream. Multiple compressors my be provided for Zarr format 3.
@@ -2710,7 +2710,7 @@ def array(
             Use ``None`` to omit default filters.
         compressors : Iterable[Codec], optional
             List of compressors to apply to the array. Compressors are applied in order, and after any
-            filters are applied (if any are specified).
+            filters are applied (if any are specified) and the data is serialized into bytes.
 
             For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
             returns another bytestream. Multiple compressors my be provided for Zarr format 3.
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 1265c832b2..13a275a6a1 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -81,9 +81,7 @@ def parse_codecs(data: object) -> tuple[Codec, ...]:
     return out
 
 
-def validate_codecs(codecs: tuple[Codec, ...], dtype: DataType) -> None:
-    """Check that the codecs are valid for the given dtype"""
-
+def validate_array_bytes_codec(codecs: tuple[Codec, ...]) -> ArrayBytesCodec:
     # ensure that we have at least one ArrayBytesCodec
     abcs: list[ArrayBytesCodec] = [codec for codec in codecs if isinstance(codec, ArrayBytesCodec)]
     if len(abcs) == 0:
@@ -91,7 +89,18 @@ def validate_codecs(codecs: tuple[Codec, ...], dtype: DataType) -> None:
     elif len(abcs) > 1:
         raise ValueError("Only one ArrayBytesCodec is allowed.")
 
-    abc = abcs[0]
+    return abcs[0]
+
+
+def validate_codecs(codecs: tuple[Codec, ...], dtype: DataType) -> None:
+    """Check that the codecs are valid for the given dtype"""
+    from zarr.codecs.sharding import ShardingCodec
+
+    abc = validate_array_bytes_codec(codecs)
+
+    # Recursively resolve array-bytes codecs within sharding codecs
+    while isinstance(abc, ShardingCodec):
+        abc = validate_array_bytes_codec(abc.codecs)
 
     # we need to have special codecs if we are decoding vlen strings or bytestrings
     # TODO: use codec ID instead of class name
@@ -254,7 +263,7 @@ def __init__(
             config=ArrayConfig.from_dict({}),  # TODO: config is not needed here.
             prototype=default_buffer_prototype(),  # TODO: prototype is not needed here.
         )
-        codecs_parsed = [c.evolve_from_array_spec(array_spec) for c in codecs_parsed_partial]
+        codecs_parsed = tuple(c.evolve_from_array_spec(array_spec) for c in codecs_parsed_partial)
         validate_codecs(codecs_parsed_partial, data_type_parsed)
 
         object.__setattr__(self, "shape", shape_parsed)
@@ -330,6 +339,15 @@ def shards(self) -> ChunkCoords | None:
         )
         raise NotImplementedError(msg)
 
+    @property
+    def inner_codecs(self) -> tuple[Codec, ...]:
+        if isinstance(self.chunk_grid, RegularChunkGrid):
+            from zarr.codecs.sharding import ShardingCodec
+
+            if len(self.codecs) == 1 and isinstance(self.codecs[0], ShardingCodec):
+                return self.codecs[0].codecs
+        return self.codecs
+
     def get_chunk_spec(
         self, _chunk_coords: ChunkCoords, array_config: ArrayConfig, prototype: BufferPrototype
     ) -> ArraySpec:
diff --git a/tests/test_array.py b/tests/test_array.py
index 86885514a3..410b2e58d0 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -20,7 +20,6 @@
     VLenUTF8Codec,
     ZstdCodec,
 )
-from zarr.codecs.sharding import ShardingCodec
 from zarr.core._info import ArrayInfo
 from zarr.core.array import (
     CompressorsLike,
@@ -494,7 +493,7 @@ def test_info_v2(self, chunks: tuple[int, int], shards: tuple[int, int] | None)
             _read_only=False,
             _store_type="MemoryStore",
             _count_bytes=512,
-            _compressor=numcodecs.Zstd(),
+            _compressors=(numcodecs.Zstd(),),
         )
         assert result == expected
 
@@ -510,9 +509,8 @@ def test_info_v3(self, chunks: tuple[int, int], shards: tuple[int, int] | None)
             _order="C",
             _read_only=False,
             _store_type="MemoryStore",
-            _codecs=[BytesCodec(), ZstdCodec()]
-            if shards is None
-            else [ShardingCodec(chunk_shape=chunks, codecs=[BytesCodec(), ZstdCodec()])],
+            _compressors=(ZstdCodec(),),
+            _serializer=BytesCodec(),
             _count_bytes=512,
         )
         assert result == expected
@@ -536,7 +534,7 @@ def test_info_complete(self, chunks: tuple[int, int], shards: tuple[int, int] |
             _order="C",
             _read_only=False,
             _store_type="MemoryStore",
-            _codecs=[BytesCodec()] if shards is None else [ShardingCodec(chunk_shape=chunks)],
+            _serializer=BytesCodec(),
             _count_bytes=512,
             _count_chunks_initialized=0,
             _count_bytes_stored=373 if shards is None else 578,  # the metadata?
@@ -572,7 +570,7 @@ async def test_info_v2_async(
             _read_only=False,
             _store_type="MemoryStore",
             _count_bytes=512,
-            _compressor=numcodecs.Zstd(),
+            _compressors=(numcodecs.Zstd(),),
         )
         assert result == expected
 
@@ -596,9 +594,8 @@ async def test_info_v3_async(
             _order="C",
             _read_only=False,
             _store_type="MemoryStore",
-            _codecs=[BytesCodec(), ZstdCodec()]
-            if shards is None
-            else [ShardingCodec(chunk_shape=chunks, codecs=[BytesCodec(), ZstdCodec()])],
+            _compressors=(ZstdCodec(),),
+            _serializer=BytesCodec(),
             _count_bytes=512,
         )
         assert result == expected
@@ -624,7 +621,7 @@ async def test_info_complete_async(
             _order="C",
             _read_only=False,
             _store_type="MemoryStore",
-            _codecs=[BytesCodec()] if shards is None else [ShardingCodec(chunk_shape=chunks)],
+            _serializer=BytesCodec(),
             _count_bytes=512,
             _count_chunks_initialized=0,
             _count_bytes_stored=373 if shards is None else 578,  # the metadata?
@@ -839,7 +836,8 @@ def test_array_create_metadata_order_v2(
     arr = zarr.create_array(store=store, shape=(2, 2), order=order, zarr_format=2, dtype="i4")
 
     expected = order or zarr.config.get("array.order")
-    assert arr.metadata.order == expected  # type: ignore[union-attr]
+    assert arr.metadata.zarr_format == 2  # guard for mypy
+    assert arr.metadata.order == expected
 
 
 @pytest.mark.parametrize("order_config", ["C", "F", None])
@@ -1048,10 +1046,15 @@ async def test_create_array_no_filters_compressors(
         compressors=empty_value,
         filters=empty_value,
     )
+    # Test metadata explicitly
+    assert arr.metadata.zarr_format == 2  # guard for mypy
     # The v2 metadata stores None and () separately
-    assert arr.metadata.filters == empty_value  # type: ignore[union-attr]
+    assert arr.metadata.filters == empty_value
     # The v2 metadata does not allow tuple for compressor, therefore it is turned into None
-    assert arr.metadata.compressor is None  # type: ignore[union-attr]
+    assert arr.metadata.compressor is None
+
+    assert arr.filters == ()
+    assert arr.compressors == ()
 
     # v3
     arr = await create_array(
@@ -1061,10 +1064,13 @@ async def test_create_array_no_filters_compressors(
         compressors=empty_value,
         filters=empty_value,
     )
+    assert arr.metadata.zarr_format == 3  # guard for mypy
     if dtype == "str":
-        assert arr.metadata.codecs == [VLenUTF8Codec()]  # type: ignore[union-attr]
+        assert arr.metadata.codecs == (VLenUTF8Codec(),)
+        assert arr.serializer == VLenUTF8Codec()
     else:
-        assert arr.metadata.codecs == [BytesCodec()]  # type: ignore[union-attr]
+        assert arr.metadata.codecs == (BytesCodec(),)
+        assert arr.serializer == BytesCodec()
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
@@ -1116,8 +1122,14 @@ async def test_create_array_no_filters_compressors(
         ({"name": "transpose", "configuration": {"order": [0]}},),
     ],
 )
+@pytest.mark.parametrize(("chunks", "shards"), [((6,), None), ((3,), (6,))])
 async def test_create_array_v3_chunk_encoding(
-    store: MemoryStore, compressors: CompressorsLike, filters: FiltersLike, dtype: str
+    store: MemoryStore,
+    compressors: CompressorsLike,
+    filters: FiltersLike,
+    dtype: str,
+    chunks: tuple[int, ...],
+    shards: tuple[int, ...] | None,
 ) -> None:
     """
     Test various possibilities for the compressors and filters parameter to create_array
@@ -1125,17 +1137,18 @@ async def test_create_array_v3_chunk_encoding(
     arr = await create_array(
         store=store,
         dtype=dtype,
-        shape=(10,),
+        shape=(12,),
+        chunks=chunks,
+        shards=shards,
         zarr_format=3,
         filters=filters,
         compressors=compressors,
     )
-    aa_codecs_expected, _, bb_codecs_expected = _parse_chunk_encoding_v3(
+    filters_expected, _, compressors_expected = _parse_chunk_encoding_v3(
         filters=filters, compressors=compressors, serializer="auto", dtype=np.dtype(dtype)
     )
-    # TODO: find a better way to get the filters / compressors from the array.
-    assert arr.codec_pipeline.array_array_codecs == aa_codecs_expected  # type: ignore[attr-defined]
-    assert arr.codec_pipeline.bytes_bytes_codecs == bb_codecs_expected  # type: ignore[attr-defined]
+    assert arr.filters == filters_expected
+    assert arr.compressors == compressors_expected
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
@@ -1167,9 +1180,16 @@ async def test_create_array_v2_chunk_encoding(
     filters_expected, compressor_expected = _parse_chunk_encoding_v2(
         filters=filters, compressor=compressors, dtype=np.dtype(dtype)
     )
-    # TODO: find a better way to get the filters/compressor from the array.
-    assert arr.metadata.compressor == compressor_expected  # type: ignore[union-attr]
-    assert arr.metadata.filters == filters_expected  # type: ignore[union-attr]
+    assert arr.metadata.zarr_format == 2  # guard for mypy
+    assert arr.metadata.compressor == compressor_expected
+    assert arr.metadata.filters == filters_expected
+
+    # Normalize for property getters
+    compressor_expected = () if compressor_expected is None else (compressor_expected,)
+    filters_expected = () if filters_expected is None else filters_expected
+
+    assert arr.compressors == compressor_expected
+    assert arr.filters == filters_expected
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
@@ -1185,12 +1205,12 @@ async def test_create_array_v3_default_filters_compressors(store: MemoryStore, d
         shape=(10,),
         zarr_format=3,
     )
-    expected_aa, expected_ab, expected_bb = _get_default_chunk_encoding_v3(np_dtype=np.dtype(dtype))
-    # TODO: define the codec pipeline class such that these fields are required, which will obviate the
-    # type ignore statements
-    assert arr.codec_pipeline.array_array_codecs == expected_aa  # type: ignore[attr-defined]
-    assert arr.codec_pipeline.bytes_bytes_codecs == expected_bb  # type: ignore[attr-defined]
-    assert arr.codec_pipeline.array_bytes_codec == expected_ab  # type: ignore[attr-defined]
+    expected_filters, expected_serializer, expected_compressors = _get_default_chunk_encoding_v3(
+        np_dtype=np.dtype(dtype)
+    )
+    assert arr.filters == expected_filters
+    assert arr.serializer == expected_serializer
+    assert arr.compressors == expected_compressors
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
@@ -1209,8 +1229,15 @@ async def test_create_array_v2_default_filters_compressors(store: MemoryStore, d
     expected_filters, expected_compressors = _get_default_chunk_encoding_v2(
         np_dtype=np.dtype(dtype)
     )
-    assert arr.metadata.filters == expected_filters  # type: ignore[union-attr]
-    assert arr.metadata.compressor == expected_compressors  # type: ignore[union-attr]
+    assert arr.metadata.zarr_format == 2  # guard for mypy
+    assert arr.metadata.filters == expected_filters
+    assert arr.metadata.compressor == expected_compressors
+
+    # Normalize for property getters
+    expected_filters = () if expected_filters is None else expected_filters
+    expected_compressors = () if expected_compressors is None else (expected_compressors,)
+    assert arr.filters == expected_filters
+    assert arr.compressors == expected_compressors
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
diff --git a/tests/test_config.py b/tests/test_config.py
index 20e3c6044f..ca65c62166 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -305,12 +305,12 @@ class NewCodec2(BytesCodec):
 @pytest.mark.parametrize(
     ("dtype", "expected_codecs"),
     [
-        ("int", [BytesCodec(), GzipCodec()]),
-        ("bytes", [VLenBytesCodec(), GzipCodec()]),
-        ("str", [VLenUTF8Codec(), GzipCodec()]),
+        ("int", (BytesCodec(), GzipCodec())),
+        ("bytes", (VLenBytesCodec(), GzipCodec())),
+        ("str", (VLenUTF8Codec(), GzipCodec())),
     ],
 )
-async def test_default_codecs(dtype: str, expected_codecs: list[Codec]) -> None:
+async def test_default_codecs(dtype: str, expected_codecs: tuple[Codec, ...]) -> None:
     with config.set(
         {
             "array.v3_default_codecs": {  # test setting non-standard codecs
diff --git a/tests/test_info.py b/tests/test_info.py
index 5d9264aa13..db0fd0ef76 100644
--- a/tests/test_info.py
+++ b/tests/test_info.py
@@ -59,7 +59,7 @@ def test_array_info(zarr_format: ZarrFormat) -> None:
         _order="C",
         _read_only=True,
         _store_type="MemoryStore",
-        _codecs=[BytesCodec()],
+        _serializer=BytesCodec(),
     )
     result = repr(info)
     assert result == textwrap.dedent(f"""\
@@ -71,7 +71,9 @@ def test_array_info(zarr_format: ZarrFormat) -> None:
         Order              : C
         Read-only          : True
         Store type         : MemoryStore
-        Codecs             : [{{'endian': <Endian.little: 'little'>}}]""")
+        Filters            : ()
+        Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
+        Compressors        : ()""")
 
 
 @pytest.mark.parametrize("zarr_format", ZARR_FORMATS)
@@ -95,7 +97,7 @@ def test_array_info_complete(
         _order="C",
         _read_only=True,
         _store_type="MemoryStore",
-        _codecs=[BytesCodec()],
+        _serializer=BytesCodec(),
         _count_bytes=count_bytes,
         _count_bytes_stored=count_bytes_stored,
         _count_chunks_initialized=count_chunks_initialized,
@@ -110,7 +112,9 @@ def test_array_info_complete(
         Order              : C
         Read-only          : True
         Store type         : MemoryStore
-        Codecs             : [{{'endian': <Endian.little: 'little'>}}]
+        Filters            : ()
+        Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
+        Compressors        : ()
         No. bytes          : {count_bytes} ({count_bytes_formatted})
         No. bytes stored   : {count_bytes_stored_formatted}
         Storage ratio      : {storage_ratio_formatted}

From 4d252a2cd0d72f537a0cf833fbba389d0cefa495 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Mon, 6 Jan 2025 17:08:22 +0000
Subject: [PATCH 0916/1078] Don't draw invalid shapes in `test_vindex` (#2651)

* Don't draw invalid shapes in test_vindex

* Update test_properties.py

* style: pre-commit fixes

---------

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 tests/test_properties.py | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/tests/test_properties.py b/tests/test_properties.py
index f70753ceb5..678dcae89c 100644
--- a/tests/test_properties.py
+++ b/tests/test_properties.py
@@ -6,7 +6,7 @@
 
 import hypothesis.extra.numpy as npst  # noqa: E402
 import hypothesis.strategies as st  # noqa: E402
-from hypothesis import assume, given  # noqa: E402
+from hypothesis import given  # noqa: E402
 
 from zarr.testing.strategies import arrays, basic_indices, numpy_arrays, zarr_formats  # noqa: E402
 
@@ -34,9 +34,8 @@ def test_basic_indexing(data: st.DataObject) -> None:
 
 @given(data=st.data())
 def test_vindex(data: st.DataObject) -> None:
-    zarray = data.draw(arrays())
     # integer_array_indices can't handle 0-size dimensions.
-    assume(all(s > 0 for s in zarray.shape))
+    zarray = data.draw(arrays(shapes=npst.array_shapes(max_dims=4, min_side=1)))
     nparray = zarray[:]
 
     indexer = data.draw(

From 22634ea2dabc0ad9ecfa932e21079fabe94c1f50 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Mon, 6 Jan 2025 18:29:37 +0100
Subject: [PATCH 0917/1078] Separate defaults for filters, serializers and
 compressors in v3 (#2653)

---
 docs/user-guide/config.rst   |  29 +++++-----
 src/zarr/api/asynchronous.py |   3 +-
 src/zarr/api/synchronous.py  |  17 +++---
 src/zarr/core/array.py       | 105 ++++++++++++-----------------------
 src/zarr/core/config.py      |  11 ++--
 src/zarr/core/group.py       |  51 ++++++++---------
 tests/test_config.py         |  39 +++++--------
 7 files changed, 108 insertions(+), 147 deletions(-)

diff --git a/docs/user-guide/config.rst b/docs/user-guide/config.rst
index e38715b67e..a17bce9d99 100644
--- a/docs/user-guide/config.rst
+++ b/docs/user-guide/config.rst
@@ -28,7 +28,7 @@ Configuration options include the following:
 
 - Default Zarr format ``default_zarr_version``
 - Default array order in memory ``array.order``
-- Default codecs ``array.v3_default_codecs`` and ``array.v2_default_compressor``
+- Default filters, serializers and compressors, e.g. ``array.v3_default_filters``, ``array.v3_default_serializer``, ``array.v3_default_compressors``, ``array.v2_default_filters`` and ``array.v2_default_compressor``
 - Whether empty chunks are written to storage ``array.write_empty_chunks``
 - Async and threading options, e.g. ``async.concurrency`` and ``threading.max_workers``
 - Selections of implementations of codecs, codec pipelines and buffers
@@ -54,19 +54,20 @@ This is the current default configuration::
               'v2_default_filters': {'bytes': [{'id': 'vlen-bytes'}],
                                      'numeric': None,
                                      'string': [{'id': 'vlen-utf8'}]},
-              'v3_default_codecs': {'bytes': [{'name': 'vlen-bytes'},
-                                              {'configuration': {'checksum': False,
-                                                                 'level': 0},
-                                               'name': 'zstd'}],
-                                    'numeric': [{'configuration': {'endian': 'little'},
-                                                 'name': 'bytes'},
-                                                {'configuration': {'checksum': False,
-                                                                   'level': 0},
-                                                 'name': 'zstd'}],
-                                    'string': [{'name': 'vlen-utf8'},
-                                               {'configuration': {'checksum': False,
-                                                                  'level': 0},
-                                                'name': 'zstd'}]},
+              'v3_default_compressors': {'bytes': [{'configuration': {'checksum': False,
+                                                                      'level': 0},
+                                                    'name': 'zstd'}],
+                                         'numeric': [{'configuration': {'checksum': False,
+                                                                        'level': 0},
+                                                      'name': 'zstd'}],
+                                         'string': [{'configuration': {'checksum': False,
+                                                                       'level': 0},
+                                                     'name': 'zstd'}]},
+              'v3_default_filters': {'bytes': [], 'numeric': [], 'string': []},
+              'v3_default_serializer': {'bytes': {'name': 'vlen-bytes'},
+                                        'numeric': {'configuration': {'endian': 'little'},
+                                                    'name': 'bytes'},
+                                        'string': {'name': 'vlen-utf8'}},
               'write_empty_chunks': False},
     'async': {'concurrency': 10, 'timeout': None},
     'buffer': 'zarr.core.buffer.cpu.Buffer',
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 060618dbd1..2e98a43f94 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -892,7 +892,8 @@ async def create(
         - For Unicode strings, the default is ``VLenUTF8Codec`` and ``ZstdCodec``.
         - For bytes or objects, the default is ``VLenBytesCodec`` and ``ZstdCodec``.
 
-        These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
+        These defaults can be changed by modifying the value of ``array.v3_default_filters``,
+        ``array.v3_default_serializer`` and ``array.v3_default_compressors`` in :mod:`zarr.core.config`.
     compressor : Codec, optional
         Primary compressor to compress chunk data.
         Zarr format 2 only. Zarr format 3 arrays should use ``codecs`` instead.
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 1a8e6df649..f8bee9fcef 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -788,9 +788,8 @@ def create_array(
         For Zarr format 3, a "filter" is a codec that takes an array and returns an array,
         and these values must be instances of ``ArrayArrayCodec``, or dict representations
         of ``ArrayArrayCodec``.
-        If ``filters`` and ``compressors`` are not specified, then the default codecs for
-        Zarr format 3 will be used.
-        These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+        If no ``filters`` are provided, a default set of filters will be used.
+        These defaults can be changed by modifying the value of ``array.v3_default_filters``
         in :mod:`zarr.core.config`.
         Use ``None`` to omit default filters.
 
@@ -806,22 +805,22 @@ def create_array(
 
         For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
         returns another bytestream. Multiple compressors my be provided for Zarr format 3.
-        If ``filters`` and ``compressors`` are not specified, then the default codecs for
-        Zarr format 3 will be used.
-        These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+        If no ``compressors`` are provided, a default set of compressors will be used.
+        These defaults can be changed by modifying the value of ``array.v3_default_compressors``
         in :mod:`zarr.core.config`.
         Use ``None`` to omit default compressors.
 
         For Zarr format 2, a "compressor" can be any numcodecs codec. Only a single compressor may
         be provided for Zarr format 2.
-        If no ``compressors`` are provided, a default compressor will be used.
-        These defaults can be changed by modifying the value of ``array.v2_default_compressor``
+        If no ``compressor`` is provided, a default compressor will be used.
         in :mod:`zarr.core.config`.
         Use ``None`` to omit the default compressor.
     serializer : dict[str, JSON] | ArrayBytesCodec, optional
         Array-to-bytes codec to use for encoding the array data.
         Zarr format 3 only. Zarr format 2 arrays use implicit array-to-bytes conversion.
-        If no ``serializer`` is provided, the `zarr.codecs.BytesCodec` codec will be used.
+        If no ``serializer`` is provided, a default serializer will be used.
+        These defaults can be changed by modifying the value of ``array.v3_default_serializer``
+        in :mod:`zarr.core.config`.
     fill_value : Any, optional
         Fill value for the array.
     order : {"C", "F"}, optional
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 2fa342ce16..915158cb5a 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -110,7 +110,6 @@
     _parse_array_array_codec,
     _parse_array_bytes_codec,
     _parse_bytes_bytes_codec,
-    _resolve_codec,
     get_pipeline_class,
 )
 from zarr.storage import StoreLike, make_store_path
@@ -469,7 +468,8 @@ async def create(
             - For Unicode strings, the default is ``VLenUTF8Codec`` and ``ZstdCodec``.
             - For bytes or objects, the default is ``VLenBytesCodec`` and ``ZstdCodec``.
 
-            These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
+            These defaults can be changed by modifying the value of ``array.v3_default_filters``,
+            ``array.v3_default_serializer`` and ``array.v3_default_compressors`` in :mod:`zarr.core.config`.
         dimension_names : Iterable[str], optional
             The names of the dimensions (default is None).
             Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
@@ -1715,7 +1715,8 @@ def create(
             - For Unicode strings, the default is ``VLenUTF8Codec`` and ``ZstdCodec``.
             - For bytes or objects, the default is ``VLenBytesCodec`` and ``ZstdCodec``.
 
-            These defaults can be changed by modifying the value of ``array.v3_default_codecs`` in :mod:`zarr.core.config`.
+            These defaults can be changed by modifying the value of ``array.v3_default_filters``,
+            ``array.v3_default_serializer`` and ``array.v3_default_compressors`` in :mod:`zarr.core.config`.
         dimension_names : Iterable[str], optional
             The names of the dimensions (default is None).
             Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
@@ -3698,17 +3699,9 @@ def _build_parents(
 
 def _get_default_codecs(
     np_dtype: np.dtype[Any],
-) -> list[dict[str, JSON]]:
-    default_codecs = zarr_config.get("array.v3_default_codecs")
-    dtype = DataType.from_numpy(np_dtype)
-    if dtype == DataType.string:
-        dtype_key = "string"
-    elif dtype == DataType.bytes:
-        dtype_key = "bytes"
-    else:
-        dtype_key = "numeric"
-
-    return cast(list[dict[str, JSON]], default_codecs[dtype_key])
+) -> tuple[Codec, ...]:
+    filters, serializer, compressors = _get_default_chunk_encoding_v3(np_dtype)
+    return filters + (serializer,) + compressors
 
 
 FiltersLike: TypeAlias = (
@@ -3785,9 +3778,8 @@ async def create_array(
         For Zarr format 3, a "filter" is a codec that takes an array and returns an array,
         and these values must be instances of ``ArrayArrayCodec``, or dict representations
         of ``ArrayArrayCodec``.
-        If ``filters`` and ``compressors`` are not specified, then the default codecs for
-        Zarr format 3 will be used.
-        These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+        If no ``filters`` are provided, a default set of filters will be used.
+        These defaults can be changed by modifying the value of ``array.v3_default_filters``
         in :mod:`zarr.core.config`.
         Use ``None`` to omit default filters.
 
@@ -3803,22 +3795,22 @@ async def create_array(
 
         For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
         returns another bytestream. Multiple compressors my be provided for Zarr format 3.
-        If ``filters`` and ``compressors`` are not specified, then the default codecs for
-        Zarr format 3 will be used.
-        These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+        If no ``compressors`` are provided, a default set of compressors will be used.
+        These defaults can be changed by modifying the value of ``array.v3_default_compressors``
         in :mod:`zarr.core.config`.
         Use ``None`` to omit default compressors.
 
         For Zarr format 2, a "compressor" can be any numcodecs codec. Only a single compressor may
         be provided for Zarr format 2.
-        If no ``compressors`` are provided, a default compressor will be used.
-        These defaults can be changed by modifying the value of ``array.v2_default_compressor``
+        If no ``compressor`` is provided, a default compressor will be used.
         in :mod:`zarr.core.config`.
         Use ``None`` to omit the default compressor.
     serializer : dict[str, JSON] | ArrayBytesCodec, optional
         Array-to-bytes codec to use for encoding the array data.
         Zarr format 3 only. Zarr format 2 arrays use implicit array-to-bytes conversion.
-        If no ``serializer`` is provided, the `zarr.codecs.BytesCodec` codec will be used.
+        If no ``serializer`` is provided, a default serializer will be used.
+        These defaults can be changed by modifying the value of ``array.v3_default_serializer``
+        in :mod:`zarr.core.config`.
     fill_value : Any, optional
         Fill value for the array.
     order : {"C", "F"}, optional
@@ -3997,7 +3989,6 @@ def _get_default_chunk_encoding_v3(
     """
     Get the default ArrayArrayCodecs, ArrayBytesCodec, and BytesBytesCodec for a given dtype.
     """
-    default_codecs = zarr_config.get("array.v3_default_codecs")
     dtype = DataType.from_numpy(np_dtype)
     if dtype == DataType.string:
         dtype_key = "string"
@@ -4006,31 +3997,15 @@ def _get_default_chunk_encoding_v3(
     else:
         dtype_key = "numeric"
 
-    codec_dicts = default_codecs[dtype_key]
-    codecs = tuple(_resolve_codec(c) for c in codec_dicts)
-    array_bytes_maybe = None
-    array_array: list[ArrayArrayCodec] = []
-    bytes_bytes: list[BytesBytesCodec] = []
-
-    for codec in codecs:
-        if isinstance(codec, ArrayBytesCodec):
-            if array_bytes_maybe is not None:
-                raise ValueError(
-                    f"Got two instances of ArrayBytesCodec: {array_bytes_maybe} and {codec}. "
-                    "Only one array-to-bytes codec is allowed."
-                )
-            array_bytes_maybe = codec
-        elif isinstance(codec, ArrayArrayCodec):
-            array_array.append(codec)
-        elif isinstance(codec, BytesBytesCodec):
-            bytes_bytes.append(codec)
-        else:
-            raise TypeError(f"Unexpected codec type: {type(codec)}")
+    default_filters = zarr_config.get("array.v3_default_filters").get(dtype_key)
+    default_serializer = zarr_config.get("array.v3_default_serializer").get(dtype_key)
+    default_compressors = zarr_config.get("array.v3_default_compressors").get(dtype_key)
 
-    if array_bytes_maybe is None:
-        raise ValueError("Required ArrayBytesCodec was not found.")
+    filters = tuple(_parse_array_array_codec(codec_dict) for codec_dict in default_filters)
+    serializer = _parse_array_bytes_codec(default_serializer)
+    compressors = tuple(_parse_bytes_bytes_codec(codec_dict) for codec_dict in default_compressors)
 
-    return tuple(array_array), array_bytes_maybe, tuple(bytes_bytes)
+    return filters, serializer, compressors
 
 
 def _get_default_chunk_encoding_v2(
@@ -4111,34 +4086,15 @@ def _parse_chunk_encoding_v3(
     default_array_array, default_array_bytes, default_bytes_bytes = _get_default_chunk_encoding_v3(
         dtype
     )
-    maybe_bytes_bytes: Iterable[Codec | dict[str, JSON]]
-    maybe_array_array: Iterable[Codec | dict[str, JSON]]
-    out_bytes_bytes: tuple[BytesBytesCodec, ...]
-    if compressors is None:
-        out_bytes_bytes = ()
-
-    elif compressors == "auto":
-        out_bytes_bytes = default_bytes_bytes
 
-    else:
-        if isinstance(compressors, dict | Codec):
-            maybe_bytes_bytes = (compressors,)
-        elif compressors is None:
-            maybe_bytes_bytes = ()
-        else:
-            maybe_bytes_bytes = cast(Iterable[Codec | dict[str, JSON]], compressors)
-
-        out_bytes_bytes = tuple(_parse_bytes_bytes_codec(c) for c in maybe_bytes_bytes)
-    out_array_array: tuple[ArrayArrayCodec, ...]
     if filters is None:
-        out_array_array = ()
+        out_array_array: tuple[ArrayArrayCodec, ...] = ()
     elif filters == "auto":
         out_array_array = default_array_array
     else:
+        maybe_array_array: Iterable[Codec | dict[str, JSON]]
         if isinstance(filters, dict | Codec):
             maybe_array_array = (filters,)
-        elif filters is None:
-            maybe_array_array = ()
         else:
             maybe_array_array = cast(Iterable[Codec | dict[str, JSON]], filters)
         out_array_array = tuple(_parse_array_array_codec(c) for c in maybe_array_array)
@@ -4148,6 +4104,19 @@ def _parse_chunk_encoding_v3(
     else:
         out_array_bytes = _parse_array_bytes_codec(serializer)
 
+    if compressors is None:
+        out_bytes_bytes: tuple[BytesBytesCodec, ...] = ()
+    elif compressors == "auto":
+        out_bytes_bytes = default_bytes_bytes
+    else:
+        maybe_bytes_bytes: Iterable[Codec | dict[str, JSON]]
+        if isinstance(compressors, dict | Codec):
+            maybe_bytes_bytes = (compressors,)
+        else:
+            maybe_bytes_bytes = cast(Iterable[Codec | dict[str, JSON]], compressors)
+
+        out_bytes_bytes = tuple(_parse_bytes_bytes_codec(c) for c in maybe_bytes_bytes)
+
     return out_array_array, out_array_bytes, out_bytes_bytes
 
 
diff --git a/src/zarr/core/config.py b/src/zarr/core/config.py
index 421a100f1b..7920d220a4 100644
--- a/src/zarr/core/config.py
+++ b/src/zarr/core/config.py
@@ -76,17 +76,20 @@ def reset(self) -> None:
                     "string": [{"id": "vlen-utf8"}],
                     "bytes": [{"id": "vlen-bytes"}],
                 },
-                "v3_default_codecs": {
+                "v3_default_filters": {"numeric": [], "string": [], "bytes": []},
+                "v3_default_serializer": {
+                    "numeric": {"name": "bytes", "configuration": {"endian": "little"}},
+                    "string": {"name": "vlen-utf8"},
+                    "bytes": {"name": "vlen-bytes"},
+                },
+                "v3_default_compressors": {
                     "numeric": [
-                        {"name": "bytes", "configuration": {"endian": "little"}},
                         {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
                     ],
                     "string": [
-                        {"name": "vlen-utf8"},
                         {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
                     ],
                     "bytes": [
-                        {"name": "vlen-bytes"},
                         {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
                     ],
                 },
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index d100e30492..ebdc63364e 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1051,9 +1051,8 @@ async def create_array(
             For Zarr format 3, a "filter" is a codec that takes an array and returns an array,
             and these values must be instances of ``ArrayArrayCodec``, or dict representations
             of ``ArrayArrayCodec``.
-            If ``filters`` and ``compressors`` are not specified, then the default codecs for
-            Zarr format 3 will be used.
-            These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+            If no ``filters`` are provided, a default set of filters will be used.
+            These defaults can be changed by modifying the value of ``array.v3_default_filters``
             in :mod:`zarr.core.config`.
             Use ``None`` to omit default filters.
 
@@ -1069,16 +1068,14 @@ async def create_array(
 
             For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
             returns another bytestream. Multiple compressors my be provided for Zarr format 3.
-            If ``filters`` and ``compressors`` are not specified, then the default codecs for
-            Zarr format 3 will be used.
-            These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+            If no ``compressors`` are provided, a default set of compressors will be used.
+            These defaults can be changed by modifying the value of ``array.v3_default_compressors``
             in :mod:`zarr.core.config`.
             Use ``None`` to omit default compressors.
 
             For Zarr format 2, a "compressor" can be any numcodecs codec. Only a single compressor may
             be provided for Zarr format 2.
-            If no ``compressors`` are provided, a default compressor will be used.
-            These defaults can be changed by modifying the value of ``array.v2_default_compressor``
+            If no ``compressor`` is provided, a default compressor will be used.
             in :mod:`zarr.core.config`.
             Use ``None`` to omit the default compressor.
         compressor : Codec, optional
@@ -1086,7 +1083,9 @@ async def create_array(
         serializer : dict[str, JSON] | ArrayBytesCodec, optional
             Array-to-bytes codec to use for encoding the array data.
             Zarr format 3 only. Zarr format 2 arrays use implicit array-to-bytes conversion.
-            If no ``serializer`` is provided, the `zarr.codecs.BytesCodec` codec will be used.
+            If no ``serializer`` is provided, a default serializer will be used.
+            These defaults can be changed by modifying the value of ``array.v3_default_serializer``
+            in :mod:`zarr.core.config`.
         fill_value : Any, optional
             Fill value for the array.
         order : {"C", "F"}, optional
@@ -2307,9 +2306,8 @@ def create_array(
             For Zarr format 3, a "filter" is a codec that takes an array and returns an array,
             and these values must be instances of ``ArrayArrayCodec``, or dict representations
             of ``ArrayArrayCodec``.
-            If ``filters`` and ``compressors`` are not specified, then the default codecs for
-            Zarr format 3 will be used.
-            These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+            If no ``filters`` are provided, a default set of filters will be used.
+            These defaults can be changed by modifying the value of ``array.v3_default_filters``
             in :mod:`zarr.core.config`.
             Use ``None`` to omit default filters.
 
@@ -2325,16 +2323,14 @@ def create_array(
 
             For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
             returns another bytestream. Multiple compressors my be provided for Zarr format 3.
-            If ``filters`` and ``compressors`` are not specified, then the default codecs for
-            Zarr format 3 will be used.
-            These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+            If no ``compressors`` are provided, a default set of compressors will be used.
+            These defaults can be changed by modifying the value of ``array.v3_default_compressors``
             in :mod:`zarr.core.config`.
             Use ``None`` to omit default compressors.
 
             For Zarr format 2, a "compressor" can be any numcodecs codec. Only a single compressor may
             be provided for Zarr format 2.
-            If no ``compressors`` are provided, a default compressor will be used.
-            These defaults can be changed by modifying the value of ``array.v2_default_compressor``
+            If no ``compressor`` is provided, a default compressor will be used.
             in :mod:`zarr.core.config`.
             Use ``None`` to omit the default compressor.
         compressor : Codec, optional
@@ -2342,7 +2338,9 @@ def create_array(
         serializer : dict[str, JSON] | ArrayBytesCodec, optional
             Array-to-bytes codec to use for encoding the array data.
             Zarr format 3 only. Zarr format 2 arrays use implicit array-to-bytes conversion.
-            If no ``serializer`` is provided, the `zarr.codecs.BytesCodec` codec will be used.
+            If no ``serializer`` is provided, a default serializer will be used.
+            These defaults can be changed by modifying the value of ``array.v3_default_serializer``
+            in :mod:`zarr.core.config`.
         fill_value : Any, optional
             Fill value for the array.
         order : {"C", "F"}, optional
@@ -2696,9 +2694,8 @@ def array(
             For Zarr format 3, a "filter" is a codec that takes an array and returns an array,
             and these values must be instances of ``ArrayArrayCodec``, or dict representations
             of ``ArrayArrayCodec``.
-            If ``filters`` and ``compressors`` are not specified, then the default codecs for
-            Zarr format 3 will be used.
-            These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+            If no ``filters`` are provided, a default set of filters will be used.
+            These defaults can be changed by modifying the value of ``array.v3_default_filters``
             in :mod:`zarr.core.config`.
             Use ``None`` to omit default filters.
 
@@ -2714,16 +2711,14 @@ def array(
 
             For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
             returns another bytestream. Multiple compressors my be provided for Zarr format 3.
-            If ``filters`` and ``compressors`` are not specified, then the default codecs for
-            Zarr format 3 will be used.
-            These defaults can be changed by modifying the value of ``array.v3_default_codecs``
+            If no ``compressors`` are provided, a default set of compressors will be used.
+            These defaults can be changed by modifying the value of ``array.v3_default_compressors``
             in :mod:`zarr.core.config`.
             Use ``None`` to omit default compressors.
 
             For Zarr format 2, a "compressor" can be any numcodecs codec. Only a single compressor may
             be provided for Zarr format 2.
-            If no ``compressors`` are provided, a default compressor will be used.
-            These defaults can be changed by modifying the value of ``array.v2_default_compressor``
+            If no ``compressor`` is provided, a default compressor will be used.
             in :mod:`zarr.core.config`.
             Use ``None`` to omit the default compressor.
         compressor : Codec, optional
@@ -2731,7 +2726,9 @@ def array(
         serializer : dict[str, JSON] | ArrayBytesCodec, optional
             Array-to-bytes codec to use for encoding the array data.
             Zarr format 3 only. Zarr format 2 arrays use implicit array-to-bytes conversion.
-            If no ``serializer`` is provided, the `zarr.codecs.BytesCodec` codec will be used.
+            If no ``serializer`` is provided, a default serializer will be used.
+            These defaults can be changed by modifying the value of ``array.v3_default_serializer``
+            in :mod:`zarr.core.config`.
         fill_value : Any, optional
             Fill value for the array.
         order : {"C", "F"}, optional
diff --git a/tests/test_config.py b/tests/test_config.py
index ca65c62166..c552ace840 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -10,7 +10,7 @@
 import zarr
 import zarr.api
 from zarr import zeros
-from zarr.abc.codec import Codec, CodecInput, CodecOutput, CodecPipeline
+from zarr.abc.codec import CodecInput, CodecOutput, CodecPipeline
 from zarr.abc.store import ByteSetter, Store
 from zarr.codecs import (
     BloscCodec,
@@ -18,8 +18,6 @@
     Crc32cCodec,
     GzipCodec,
     ShardingCodec,
-    VLenBytesCodec,
-    VLenUTF8Codec,
 )
 from zarr.core.array_spec import ArraySpec
 from zarr.core.buffer import NDBuffer
@@ -64,17 +62,20 @@ def test_config_defaults_set() -> None:
                     "string": [{"id": "vlen-utf8"}],
                     "bytes": [{"id": "vlen-bytes"}],
                 },
-                "v3_default_codecs": {
-                    "bytes": [
-                        {"name": "vlen-bytes"},
-                        {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
-                    ],
+                "v3_default_filters": {"numeric": [], "string": [], "bytes": []},
+                "v3_default_serializer": {
+                    "numeric": {"name": "bytes", "configuration": {"endian": "little"}},
+                    "string": {"name": "vlen-utf8"},
+                    "bytes": {"name": "vlen-bytes"},
+                },
+                "v3_default_compressors": {
                     "numeric": [
-                        {"name": "bytes", "configuration": {"endian": "little"}},
                         {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
                     ],
                     "string": [
-                        {"name": "vlen-utf8"},
+                        {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
+                    ],
+                    "bytes": [
                         {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
                     ],
                 },
@@ -302,28 +303,18 @@ class NewCodec2(BytesCodec):
         get_codec_class("new_codec")
 
 
-@pytest.mark.parametrize(
-    ("dtype", "expected_codecs"),
-    [
-        ("int", (BytesCodec(), GzipCodec())),
-        ("bytes", (VLenBytesCodec(), GzipCodec())),
-        ("str", (VLenUTF8Codec(), GzipCodec())),
-    ],
-)
-async def test_default_codecs(dtype: str, expected_codecs: tuple[Codec, ...]) -> None:
+@pytest.mark.parametrize("dtype", ["int", "bytes", "str"])
+async def test_default_codecs(dtype: str) -> None:
     with config.set(
         {
-            "array.v3_default_codecs": {  # test setting non-standard codecs
+            "array.v3_default_compressors": {  # test setting non-standard codecs
                 "numeric": [
-                    {"name": "bytes", "configuration": {"endian": "little"}},
                     {"name": "gzip", "configuration": {"level": 5}},
                 ],
                 "string": [
-                    {"name": "vlen-utf8"},
                     {"name": "gzip", "configuration": {"level": 5}},
                 ],
                 "bytes": [
-                    {"name": "vlen-bytes"},
                     {"name": "gzip", "configuration": {"level": 5}},
                 ],
             }
@@ -336,4 +327,4 @@ async def test_default_codecs(dtype: str, expected_codecs: tuple[Codec, ...]) ->
             zarr_format=3,
             store=MemoryStore(),
         )
-        assert arr.metadata.codecs == expected_codecs
+        assert arr.compressors == (GzipCodec(),)

From 71f635464d6480d28635c7c370cfda84182bae79 Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Mon, 6 Jan 2025 12:58:50 -0700
Subject: [PATCH 0918/1078] Add moto[server] to test deps for FsspecStore
 (#2657)

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 8bc861d837..05db0860a8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -69,7 +69,7 @@ test = [
     "s3fs",
     "pytest-asyncio",
     "pytest-accept",
-    "moto[s3]",
+    "moto[s3,server]",
     "requests",
     "rich",
     "mypy",

From bb8ab0fa1f847eb95a545cd17af1c6ba51e69f65 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 6 Jan 2025 14:42:07 -0800
Subject: [PATCH 0919/1078] chore: update pre-commit hooks (#2660)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.8.2 → v0.8.6](https://github.com/astral-sh/ruff-pre-commit/compare/v0.8.2...v0.8.6)
- [github.com/pre-commit/mirrors-mypy: v1.13.0 → v1.14.1](https://github.com/pre-commit/mirrors-mypy/compare/v1.13.0...v1.14.1)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index ea1cd4dbab..a9b4c8f444 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -6,7 +6,7 @@ ci:
 default_stages: [pre-commit, pre-push]
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.8.2
+    rev: v0.8.6
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
@@ -22,7 +22,7 @@ repos:
     - id: check-yaml
     - id: trailing-whitespace
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.13.0
+    rev: v1.14.1
     hooks:
       - id: mypy
         files: src|tests

From f9c20243d207835d15d7091e05e8ec82a265b7d1 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Tue, 7 Jan 2025 08:48:44 +0100
Subject: [PATCH 0920/1078] Zstd: Don't persist the checksum param if false
 (#2655)

---
 src/zarr/core/metadata/v2.py   |  8 +++++++-
 tests/test_metadata/test_v2.py | 16 ++++++++++++++++
 2 files changed, 23 insertions(+), 1 deletion(-)

diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index b95433068a..29cf15a119 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -116,7 +116,13 @@ def _json_convert(
                 else:
                     return o.descr
             if isinstance(o, numcodecs.abc.Codec):
-                return o.get_config()
+                codec_config = o.get_config()
+
+                # Hotfix for https://github.com/zarr-developers/zarr-python/issues/2647
+                if codec_config["id"] == "zstd" and not codec_config.get("checksum", False):
+                    codec_config.pop("checksum", None)
+
+                return codec_config
             if np.isscalar(o):
                 out: Any
                 if hasattr(o, "dtype") and o.dtype.kind == "M" and hasattr(o, "view"):
diff --git a/tests/test_metadata/test_v2.py b/tests/test_metadata/test_v2.py
index 69dbd4645b..5a5bf5f73a 100644
--- a/tests/test_metadata/test_v2.py
+++ b/tests/test_metadata/test_v2.py
@@ -9,6 +9,7 @@
 import zarr.api.asynchronous
 import zarr.storage
 from zarr.core.buffer import cpu
+from zarr.core.buffer.core import default_buffer_prototype
 from zarr.core.group import ConsolidatedMetadata, GroupMetadata
 from zarr.core.metadata import ArrayV2Metadata
 from zarr.core.metadata.v2 import parse_zarr_format
@@ -282,3 +283,18 @@ def test_from_dict_extra_fields() -> None:
         order="C",
     )
     assert result == expected
+
+
+def test_zstd_checksum() -> None:
+    arr = zarr.create_array(
+        {},
+        shape=(10,),
+        chunks=(10,),
+        dtype="int32",
+        compressors={"id": "zstd", "level": 5, "checksum": False},
+        zarr_format=2,
+    )
+    metadata = json.loads(
+        arr.metadata.to_buffer_dict(default_buffer_prototype())[".zarray"].to_bytes()
+    )
+    assert "checksum" not in metadata["compressor"]

From bc5877be4f61895a29fd811882e188f84fa3f8f2 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Tue, 7 Jan 2025 15:31:51 +0100
Subject: [PATCH 0921/1078] Feat/concurrent members (#2519)

* feat: add wrapperstore

* feat: add latencystore

* rename noisysetter -> noisygetter

* rename _wrapped to _store

* loggingstore inherits from wrapperstore

* initial commit

* working members traversal

* bolt concurrent members implementation onto async group

* update scratch file

* use metadata / node builders for v3 node creation

* fix key/name handling in recursion

* add latency-based test

* add latency-based concurrency tests for group.members

* improve comments for test

* add concurrency limit

* add test for concurrency limiting

* docstrings

* remove function that was only calling itself

* docstrings

* relax timing requirement for concurrency test

* Update src/zarr/core/group.py

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>

* exists_ok -> overwrite

* simplify group_members_perf test, just require that the duration is less than the number of groups * latency

* update test docstring

* remove vestigial test

---------

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>
---
 src/zarr/api/asynchronous.py |   1 -
 src/zarr/core/array.py       |   3 +-
 src/zarr/core/group.py       | 328 ++++++++++++++++++++++++++---------
 src/zarr/storage/_logging.py |   8 +-
 tests/test_group.py          |  67 +++++++
 5 files changed, 318 insertions(+), 89 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 2e98a43f94..37a5b76bba 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -188,7 +188,6 @@ async def consolidate_metadata(
     group.store_path.store._check_writable()
 
     members_metadata = {k: v.metadata async for k, v in group.members(max_depth=None)}
-
     # While consolidating, we want to be explicit about when child groups
     # are empty by inserting an empty dict for consolidated_metadata.metadata
     for k, v in members_metadata.items():
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 915158cb5a..e0aad8b6ad 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -1995,10 +1995,11 @@ def path(self) -> str:
 
     @property
     def name(self) -> str:
+        """Array name following h5py convention."""
         return self._async_array.name
 
     @property
-    def basename(self) -> str | None:
+    def basename(self) -> str:
         """Final component of name."""
         return self._async_array.basename
 
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index ebdc63364e..82970e4b7f 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -31,7 +31,7 @@
     create_array,
 )
 from zarr.core.attributes import Attributes
-from zarr.core.buffer import default_buffer_prototype
+from zarr.core.buffer import Buffer, default_buffer_prototype
 from zarr.core.common import (
     JSON,
     ZARR_JSON,
@@ -662,6 +662,7 @@ async def getitem(
         """
         store_path = self.store_path / key
         logger.debug("key=%s, store_path=%s", key, store_path)
+        metadata: ArrayV2Metadata | ArrayV3Metadata | GroupMetadata
 
         # Consolidated metadata lets us avoid some I/O operations so try that first.
         if self.metadata.consolidated_metadata is not None:
@@ -678,12 +679,9 @@ async def getitem(
                 raise KeyError(key)
             else:
                 zarr_json = json.loads(zarr_json_bytes.to_bytes())
-            if zarr_json["node_type"] == "group":
-                return type(self).from_dict(store_path, zarr_json)
-            elif zarr_json["node_type"] == "array":
-                return AsyncArray.from_dict(store_path, zarr_json)
-            else:
-                raise ValueError(f"unexpected node_type: {zarr_json['node_type']}")
+                metadata = _build_metadata_v3(zarr_json)
+                return _build_node_v3(metadata, store_path)
+
         elif self.metadata.zarr_format == 2:
             # Q: how do we like optimistically fetching .zgroup, .zarray, and .zattrs?
             # This guarantees that we will always make at least one extra request to the store
@@ -698,21 +696,19 @@ async def getitem(
 
             # unpack the zarray, if this is None then we must be opening a group
             zarray = json.loads(zarray_bytes.to_bytes()) if zarray_bytes else None
+            zgroup = json.loads(zgroup_bytes.to_bytes()) if zgroup_bytes else None
             # unpack the zattrs, this can be None if no attrs were written
             zattrs = json.loads(zattrs_bytes.to_bytes()) if zattrs_bytes is not None else {}
 
             if zarray is not None:
-                # TODO: update this once the V2 array support is part of the primary array class
-                zarr_json = {**zarray, "attributes": zattrs}
-                return AsyncArray.from_dict(store_path, zarr_json)
+                metadata = _build_metadata_v2(zarray, zattrs)
+                return _build_node_v2(metadata=metadata, store_path=store_path)
             else:
-                zgroup = (
-                    json.loads(zgroup_bytes.to_bytes())
-                    if zgroup_bytes is not None
-                    else {"zarr_format": self.metadata.zarr_format}
-                )
-                zarr_json = {**zgroup, "attributes": zattrs}
-                return type(self).from_dict(store_path, zarr_json)
+                # this is just for mypy
+                if TYPE_CHECKING:
+                    assert zgroup is not None
+                metadata = _build_metadata_v2(zgroup, zattrs)
+                return _build_node_v2(metadata=metadata, store_path=store_path)
         else:
             raise ValueError(f"unexpected zarr_format: {self.metadata.zarr_format}")
 
@@ -1346,18 +1342,50 @@ async def members(
         """
         if max_depth is not None and max_depth < 0:
             raise ValueError(f"max_depth must be None or >= 0. Got '{max_depth}' instead")
-        async for item in self._members(max_depth=max_depth, current_depth=0):
+        async for item in self._members(max_depth=max_depth):
             yield item
 
-    async def _members(
-        self, max_depth: int | None, current_depth: int
-    ) -> AsyncGenerator[
+    def _members_consolidated(
+        self, max_depth: int | None, prefix: str = ""
+    ) -> Generator[
         tuple[str, AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup],
         None,
     ]:
+        consolidated_metadata = self.metadata.consolidated_metadata
+
+        do_recursion = max_depth is None or max_depth > 0
+
+        # we kind of just want the top-level keys.
+        if consolidated_metadata is not None:
+            for key in consolidated_metadata.metadata:
+                obj = self._getitem_consolidated(
+                    self.store_path, key, prefix=self.name
+                )  # Metadata -> Group/Array
+                key = f"{prefix}/{key}".lstrip("/")
+                yield key, obj
+
+                if do_recursion and isinstance(obj, AsyncGroup):
+                    if max_depth is None:
+                        new_depth = None
+                    else:
+                        new_depth = max_depth - 1
+                    yield from obj._members_consolidated(new_depth, prefix=key)
+
+    async def _members(
+        self, max_depth: int | None
+    ) -> AsyncGenerator[
+        tuple[str, AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata] | AsyncGroup], None
+    ]:
+        skip_keys: tuple[str, ...]
+        if self.metadata.zarr_format == 2:
+            skip_keys = (".zattrs", ".zgroup", ".zarray", ".zmetadata")
+        elif self.metadata.zarr_format == 3:
+            skip_keys = ("zarr.json",)
+        else:
+            raise ValueError(f"Unknown Zarr format: {self.metadata.zarr_format}")
+
         if self.metadata.consolidated_metadata is not None:
-            # we should be able to do members without any additional I/O
-            members = self._members_consolidated(max_depth, current_depth)
+            members = self._members_consolidated(max_depth=max_depth)
             for member in members:
                 yield member
             return
@@ -1371,66 +1399,12 @@ async def _members(
             )
 
             raise ValueError(msg)
-        # would be nice to make these special keys accessible programmatically,
-        # and scoped to specific zarr versions
-        # especially true for `.zmetadata` which is configurable
-        _skip_keys = ("zarr.json", ".zgroup", ".zattrs", ".zmetadata")
-
-        # hmm lots of I/O and logic interleaved here.
-        # We *could* have an async gen over self.metadata.consolidated_metadata.metadata.keys()
-        # and plug in here. `getitem` will skip I/O.
-        # Kinda a shame to have all the asyncio task overhead though, when it isn't needed.
-
-        async for key in self.store_path.store.list_dir(self.store_path.path):
-            if key in _skip_keys:
-                continue
-            try:
-                obj = await self.getitem(key)
-                yield (key, obj)
-
-                if (
-                    ((max_depth is None) or (current_depth < max_depth))
-                    and hasattr(obj.metadata, "node_type")
-                    and obj.metadata.node_type == "group"
-                ):
-                    # the assert is just for mypy to know that `obj.metadata.node_type`
-                    # implies an AsyncGroup, not an AsyncArray
-                    assert isinstance(obj, AsyncGroup)
-                    async for child_key, val in obj._members(
-                        max_depth=max_depth, current_depth=current_depth + 1
-                    ):
-                        yield f"{key}/{child_key}", val
-            except KeyError:
-                # keyerror is raised when `key` names an object (in the object storage sense),
-                # as opposed to a prefix, in the store under the prefix associated with this group
-                # in which case `key` cannot be the name of a sub-array or sub-group.
-                warnings.warn(
-                    f"Object at {key} is not recognized as a component of a Zarr hierarchy.",
-                    UserWarning,
-                    stacklevel=1,
-                )
-
-    def _members_consolidated(
-        self, max_depth: int | None, current_depth: int, prefix: str = ""
-    ) -> Generator[
-        tuple[str, AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup],
-        None,
-    ]:
-        consolidated_metadata = self.metadata.consolidated_metadata
-
-        # we kind of just want the top-level keys.
-        if consolidated_metadata is not None:
-            for key in consolidated_metadata.metadata:
-                obj = self._getitem_consolidated(
-                    self.store_path, key, prefix=self.name
-                )  # Metadata -> Group/Array
-                key = f"{prefix}/{key}".lstrip("/")
-                yield key, obj
-
-                if ((max_depth is None) or (current_depth < max_depth)) and isinstance(
-                    obj, AsyncGroup
-                ):
-                    yield from obj._members_consolidated(max_depth, current_depth + 1, prefix=key)
+        # enforce a concurrency limit by passing a semaphore to all the recursive functions
+        semaphore = asyncio.Semaphore(config.get("async.concurrency"))
+        async for member in _iter_members_deep(
+            self, max_depth=max_depth, skip_keys=skip_keys, semaphore=semaphore
+        ):
+            yield member
 
     async def keys(self) -> AsyncGenerator[str, None]:
         """Iterate over member names."""
@@ -2783,3 +2757,191 @@ def array(
                 )
             )
         )
+
+
+async def _getitem_semaphore(
+    node: AsyncGroup, key: str, semaphore: asyncio.Semaphore | None
+) -> AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata] | AsyncGroup:
+    """
+    Combine node.getitem with an optional semaphore. If the semaphore parameter is an
+    asyncio.Semaphore instance, then the getitem operation is performed inside an async context
+    manager provided by that semaphore. If the semaphore parameter is None, then getitem is invoked
+    without a context manager.
+    """
+    if semaphore is not None:
+        async with semaphore:
+            return await node.getitem(key)
+    else:
+        return await node.getitem(key)
+
+
+async def _iter_members(
+    node: AsyncGroup,
+    skip_keys: tuple[str, ...],
+    semaphore: asyncio.Semaphore | None,
+) -> AsyncGenerator[
+    tuple[str, AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata] | AsyncGroup], None
+]:
+    """
+    Iterate over the arrays and groups contained in a group.
+
+    Parameters
+    ----------
+    node : AsyncGroup
+        The group to traverse.
+    skip_keys : tuple[str, ...]
+        A tuple of keys to skip when iterating over the possible members of the group.
+    semaphore : asyncio.Semaphore | None
+        An optional semaphore to use for concurrency control.
+
+    Yields
+    ------
+    tuple[str, AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata] | AsyncGroup]
+    """
+
+    # retrieve keys from storage
+    keys = [key async for key in node.store.list_dir(node.path)]
+    keys_filtered = tuple(filter(lambda v: v not in skip_keys, keys))
+
+    node_tasks = tuple(
+        asyncio.create_task(_getitem_semaphore(node, key, semaphore), name=key)
+        for key in keys_filtered
+    )
+
+    for fetched_node_coro in asyncio.as_completed(node_tasks):
+        try:
+            fetched_node = await fetched_node_coro
+        except KeyError as e:
+            # keyerror is raised when `key` names an object (in the object storage sense),
+            # as opposed to a prefix, in the store under the prefix associated with this group
+            # in which case `key` cannot be the name of a sub-array or sub-group.
+            warnings.warn(
+                f"Object at {e.args[0]} is not recognized as a component of a Zarr hierarchy.",
+                UserWarning,
+                stacklevel=1,
+            )
+            continue
+        match fetched_node:
+            case AsyncArray() | AsyncGroup():
+                yield fetched_node.basename, fetched_node
+            case _:
+                raise ValueError(f"Unexpected type: {type(fetched_node)}")
+
+
+async def _iter_members_deep(
+    group: AsyncGroup,
+    *,
+    max_depth: int | None,
+    skip_keys: tuple[str, ...],
+    semaphore: asyncio.Semaphore | None = None,
+) -> AsyncGenerator[
+    tuple[str, AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata] | AsyncGroup], None
+]:
+    """
+    Iterate over the arrays and groups contained in a group, and optionally the
+    arrays and groups contained in those groups.
+
+    Parameters
+    ----------
+    group : AsyncGroup
+        The group to traverse.
+    max_depth : int | None
+        The maximum depth of recursion.
+    skip_keys : tuple[str, ...]
+        A tuple of keys to skip when iterating over the possible members of the group.
+    semaphore : asyncio.Semaphore | None
+        An optional semaphore to use for concurrency control.
+
+    Yields
+    ------
+    tuple[str, AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata] | AsyncGroup]
+    """
+
+    to_recurse = {}
+    do_recursion = max_depth is None or max_depth > 0
+
+    if max_depth is None:
+        new_depth = None
+    else:
+        new_depth = max_depth - 1
+    async for name, node in _iter_members(group, skip_keys=skip_keys, semaphore=semaphore):
+        yield name, node
+        if isinstance(node, AsyncGroup) and do_recursion:
+            to_recurse[name] = _iter_members_deep(
+                node, max_depth=new_depth, skip_keys=skip_keys, semaphore=semaphore
+            )
+
+    for prefix, subgroup_iter in to_recurse.items():
+        async for name, node in subgroup_iter:
+            key = f"{prefix}/{name}".lstrip("/")
+            yield key, node
+
+
+def _resolve_metadata_v2(
+    blobs: tuple[str | bytes | bytearray, str | bytes | bytearray],
+) -> ArrayV2Metadata | GroupMetadata:
+    zarr_metadata = json.loads(blobs[0])
+    attrs = json.loads(blobs[1])
+    if "shape" in zarr_metadata:
+        return ArrayV2Metadata.from_dict(zarr_metadata | {"attrs": attrs})
+    else:
+        return GroupMetadata.from_dict(zarr_metadata | {"attrs": attrs})
+
+
+def _build_metadata_v3(zarr_json: dict[str, Any]) -> ArrayV3Metadata | GroupMetadata:
+    """
+    Take a dict and convert it into the correct metadata type.
+    """
+    if "node_type" not in zarr_json:
+        raise KeyError("missing `node_type` key in metadata document.")
+    match zarr_json:
+        case {"node_type": "array"}:
+            return ArrayV3Metadata.from_dict(zarr_json)
+        case {"node_type": "group"}:
+            return GroupMetadata.from_dict(zarr_json)
+        case _:
+            raise ValueError("invalid value for `node_type` key in metadata document")
+
+
+def _build_metadata_v2(
+    zarr_json: dict[str, Any], attrs_json: dict[str, Any]
+) -> ArrayV2Metadata | GroupMetadata:
+    """
+    Take a dict and convert it into the correct metadata type.
+    """
+    match zarr_json:
+        case {"shape": _}:
+            return ArrayV2Metadata.from_dict(zarr_json | {"attributes": attrs_json})
+        case _:
+            return GroupMetadata.from_dict(zarr_json | {"attributes": attrs_json})
+
+
+def _build_node_v3(
+    metadata: ArrayV3Metadata | GroupMetadata, store_path: StorePath
+) -> AsyncArray[ArrayV3Metadata] | AsyncGroup:
+    """
+    Take a metadata object and return a node (AsyncArray or AsyncGroup).
+    """
+    match metadata:
+        case ArrayV3Metadata():
+            return AsyncArray(metadata, store_path=store_path)
+        case GroupMetadata():
+            return AsyncGroup(metadata, store_path=store_path)
+        case _:
+            raise ValueError(f"Unexpected metadata type: {type(metadata)}")
+
+
+def _build_node_v2(
+    metadata: ArrayV2Metadata | GroupMetadata, store_path: StorePath
+) -> AsyncArray[ArrayV2Metadata] | AsyncGroup:
+    """
+    Take a metadata object and return a node (AsyncArray or AsyncGroup).
+    """
+
+    match metadata:
+        case ArrayV2Metadata():
+            return AsyncArray(metadata, store_path=store_path)
+        case GroupMetadata():
+            return AsyncGroup(metadata, store_path=store_path)
+        case _:
+            raise ValueError(f"Unexpected metadata type: {type(metadata)}")
diff --git a/src/zarr/storage/_logging.py b/src/zarr/storage/_logging.py
index 450913e9d3..45ddeef40c 100644
--- a/src/zarr/storage/_logging.py
+++ b/src/zarr/storage/_logging.py
@@ -11,7 +11,7 @@
 from zarr.storage._wrapper import WrapperStore
 
 if TYPE_CHECKING:
-    from collections.abc import AsyncIterator, Generator, Iterable
+    from collections.abc import AsyncGenerator, Generator, Iterable
 
     from zarr.abc.store import ByteRangeRequest
     from zarr.core.buffer import Buffer, BufferPrototype
@@ -205,19 +205,19 @@ async def set_partial_values(
         with self.log(keys):
             return await self._store.set_partial_values(key_start_values=key_start_values)
 
-    async def list(self) -> AsyncIterator[str]:
+    async def list(self) -> AsyncGenerator[str, None]:
         # docstring inherited
         with self.log():
             async for key in self._store.list():
                 yield key
 
-    async def list_prefix(self, prefix: str) -> AsyncIterator[str]:
+    async def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
         # docstring inherited
         with self.log(prefix):
             async for key in self._store.list_prefix(prefix=prefix):
                 yield key
 
-    async def list_dir(self, prefix: str) -> AsyncIterator[str]:
+    async def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
         # docstring inherited
         with self.log(prefix):
             async for key in self._store.list_dir(prefix=prefix):
diff --git a/tests/test_group.py b/tests/test_group.py
index 19a9f9c9bb..c2a5f751f3 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -3,6 +3,7 @@
 import contextlib
 import operator
 import pickle
+import time
 import warnings
 from typing import TYPE_CHECKING, Any, Literal
 
@@ -22,6 +23,7 @@
 from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
 from zarr.storage import LocalStore, MemoryStore, StorePath, ZipStore, make_store_path
+from zarr.testing.store import LatencyStore
 
 from .conftest import parse_store
 
@@ -1440,6 +1442,71 @@ def test_delitem_removes_children(store: Store, zarr_format: ZarrFormat) -> None
         g1["0/0"]
 
 
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+def test_group_members_performance(store: MemoryStore) -> None:
+    """
+    Test that the execution time of Group.members is less than the number of members times the
+    latency for accessing each member.
+    """
+    get_latency = 0.1
+
+    # use the input store to create some groups
+    group_create = zarr.group(store=store)
+    num_groups = 10
+
+    # Create some groups
+    for i in range(num_groups):
+        group_create.create_group(f"group{i}")
+
+    latency_store = LatencyStore(store, get_latency=get_latency)
+    # create a group with some latency on get operations
+    group_read = zarr.group(store=latency_store)
+
+    # check how long it takes to iterate over the groups
+    # if .members is sensitive to IO latency,
+    # this should take (num_groups * get_latency) seconds
+    # otherwise, it should take only marginally more than get_latency seconds
+    start = time.time()
+    _ = group_read.members()
+    elapsed = time.time() - start
+
+    assert elapsed < (num_groups * get_latency)
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+def test_group_members_concurrency_limit(store: MemoryStore) -> None:
+    """
+    Test that the execution time of Group.members can be constrained by the async concurrency
+    configuration setting.
+    """
+    get_latency = 0.02
+
+    # use the input store to create some groups
+    group_create = zarr.group(store=store)
+    num_groups = 10
+
+    # Create some groups
+    for i in range(num_groups):
+        group_create.create_group(f"group{i}")
+
+    latency_store = LatencyStore(store, get_latency=get_latency)
+    # create a group with some latency on get operations
+    group_read = zarr.group(store=latency_store)
+
+    # check how long it takes to iterate over the groups
+    # if .members is sensitive to IO latency,
+    # this should take (num_groups * get_latency) seconds
+    # otherwise, it should take only marginally more than get_latency seconds
+    from zarr.core.config import config
+
+    with config.set({"async.concurrency": 1}):
+        start = time.time()
+        _ = group_read.members()
+        elapsed = time.time() - start
+
+        assert elapsed > num_groups * get_latency
+
+
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 def test_deprecated_compressor(store: Store) -> None:
     g = zarr.group(store=store, zarr_format=2)

From 12f601258d7af950a853a9e7fbbdc32feae73901 Mon Sep 17 00:00:00 2001
From: Tom White <tom.e.white@gmail.com>
Date: Tue, 7 Jan 2025 18:54:48 +0000
Subject: [PATCH 0922/1078] Fix `Group.array()` with `data` argument (#2668)

---
 src/zarr/core/group.py | 5 ++++-
 tests/test_group.py    | 3 +--
 2 files changed, 5 insertions(+), 3 deletions(-)

diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 82970e4b7f..79ab31112a 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -2729,6 +2729,8 @@ def array(
             Whether to overwrite an array with the same name in the store, if one exists.
         config : ArrayConfig or ArrayConfigLike, optional
             Runtime configuration for the array.
+        data : array_like
+            The data to fill the array with.
 
         Returns
         -------
@@ -2737,7 +2739,7 @@ def array(
         compressors = _parse_deprecated_compressor(compressor, compressors)
         return Array(
             self._sync(
-                self._async_group.create_array(
+                self._async_group.create_dataset(
                     name=name,
                     shape=shape,
                     dtype=dtype,
@@ -2754,6 +2756,7 @@ def array(
                     overwrite=overwrite,
                     storage_options=storage_options,
                     config=config,
+                    data=data,
                 )
             )
         )
diff --git a/tests/test_group.py b/tests/test_group.py
index c2a5f751f3..1d3563fe68 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -619,8 +619,7 @@ def test_group_create_array(
         array[:] = data
     elif method == "array":
         with pytest.warns(DeprecationWarning):
-            array = group.array(name="array", shape=shape, dtype=dtype)
-            array[:] = data
+            array = group.array(name="array", data=data, shape=shape, dtype=dtype)
     else:
         raise AssertionError
 

From 29ef41dc9dd24cd96aaa294b442ea6fb892d5763 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Tue, 7 Jan 2025 16:04:00 -0800
Subject: [PATCH 0923/1078] Make make_store_path private (#2628)

* Clean up public store API

* chore: make_store_path is private

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 src/zarr/api/asynchronous.py  | 6 ++----
 src/zarr/core/array.py        | 5 +++--
 src/zarr/core/group.py        | 4 ++--
 src/zarr/storage/__init__.py  | 3 +--
 tests/test_group.py           | 3 ++-
 tests/test_store/test_core.py | 3 ++-
 6 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 37a5b76bba..8eba4fc152 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -27,16 +27,14 @@
 from zarr.core.metadata import ArrayMetadataDict, ArrayV2Metadata, ArrayV3Metadata
 from zarr.core.metadata.v2 import _default_compressor, _default_filters
 from zarr.errors import NodeTypeValidationError
-from zarr.storage import (
-    StoreLike,
-    make_store_path,
-)
+from zarr.storage._common import make_store_path
 
 if TYPE_CHECKING:
     from collections.abc import Iterable
 
     from zarr.abc.codec import Codec
     from zarr.core.chunk_key_encodings import ChunkKeyEncoding
+    from zarr.storage import StoreLike
 
     # TODO: this type could use some more thought
     ArrayLike = AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | Array | npt.NDArray[Any]
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index e0aad8b6ad..ea29a6fc48 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -112,8 +112,8 @@
     _parse_bytes_bytes_codec,
     get_pipeline_class,
 )
-from zarr.storage import StoreLike, make_store_path
-from zarr.storage._common import StorePath, ensure_no_existing_node
+from zarr.storage import StoreLike
+from zarr.storage._common import StorePath, ensure_no_existing_node, make_store_path
 
 if TYPE_CHECKING:
     from collections.abc import Iterator, Sequence
@@ -122,6 +122,7 @@
     from zarr.abc.codec import CodecPipeline
     from zarr.codecs.sharding import ShardingCodecIndexLocation
     from zarr.core.group import AsyncGroup
+    from zarr.storage import StoreLike
 
 
 # Array and AsyncArray are defined in the base ``zarr`` namespace
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 79ab31112a..57d9c5cd8d 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -50,8 +50,8 @@
 from zarr.core.metadata.v3 import V3JsonEncoder
 from zarr.core.sync import SyncMixin, sync
 from zarr.errors import MetadataValidationError
-from zarr.storage import StoreLike, StorePath, make_store_path
-from zarr.storage._common import ensure_no_existing_node
+from zarr.storage import StoreLike, StorePath
+from zarr.storage._common import ensure_no_existing_node, make_store_path
 
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator, Generator, Iterable, Iterator
diff --git a/src/zarr/storage/__init__.py b/src/zarr/storage/__init__.py
index c092ade03e..649857f773 100644
--- a/src/zarr/storage/__init__.py
+++ b/src/zarr/storage/__init__.py
@@ -3,7 +3,7 @@
 from types import ModuleType
 from typing import Any
 
-from zarr.storage._common import StoreLike, StorePath, make_store_path
+from zarr.storage._common import StoreLike, StorePath
 from zarr.storage._fsspec import FsspecStore
 from zarr.storage._local import LocalStore
 from zarr.storage._logging import LoggingStore
@@ -21,7 +21,6 @@
     "StorePath",
     "WrapperStore",
     "ZipStore",
-    "make_store_path",
 ]
 
 
diff --git a/tests/test_group.py b/tests/test_group.py
index 1d3563fe68..788e81e603 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -22,7 +22,8 @@
 from zarr.core.group import ConsolidatedMetadata, GroupMetadata
 from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
-from zarr.storage import LocalStore, MemoryStore, StorePath, ZipStore, make_store_path
+from zarr.storage import LocalStore, MemoryStore, StorePath, ZipStore
+from zarr.storage._common import make_store_path
 from zarr.testing.store import LatencyStore
 
 from .conftest import parse_store
diff --git a/tests/test_store/test_core.py b/tests/test_store/test_core.py
index 5ab299442d..7806f3ecef 100644
--- a/tests/test_store/test_core.py
+++ b/tests/test_store/test_core.py
@@ -5,7 +5,8 @@
 from _pytest.compat import LEGACY_PATH
 
 from zarr.core.common import AccessModeLiteral
-from zarr.storage import FsspecStore, LocalStore, MemoryStore, StoreLike, StorePath, make_store_path
+from zarr.storage import FsspecStore, LocalStore, MemoryStore, StoreLike, StorePath
+from zarr.storage._common import make_store_path
 from zarr.storage._utils import normalize_path
 
 

From 8bb0b3457bc31925e2ad0e737f1b29de9da74cbf Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Wed, 8 Jan 2025 00:24:06 -0800
Subject: [PATCH 0924/1078] add known bugs to work in progress section of the
 v3 migration guide (#2670)

---
 docs/user-guide/v3_migration.rst | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/docs/user-guide/v3_migration.rst b/docs/user-guide/v3_migration.rst
index d90b87a897..66fcca6d19 100644
--- a/docs/user-guide/v3_migration.rst
+++ b/docs/user-guide/v3_migration.rst
@@ -206,3 +206,5 @@ of Zarr-Python, please open (or comment on) a
   * Object dtypes (:issue:`2617`)
   * Ragged arrays (:issue:`2618`)
   * Groups and Arrays do not implement ``__enter__`` and ``__exit__`` protocols (:issue:`2619`)
+  * Big Endian dtypes (:issue:`2324`)
+  * Default filters for object dtypes for Zarr format 2 arrays (:issue:`2627`)

From eb2542498e93613e85c9555dcd2ccc606378fd57 Mon Sep 17 00:00:00 2001
From: Will Moore <w.moore@dundee.ac.uk>
Date: Wed, 8 Jan 2025 10:26:30 +0000
Subject: [PATCH 0925/1078] Fix json indent (#2546)

* Fix usage of config json_indent in V3JsonEncoder

* Add test for json_indent

* parametrize json indent

* Add None to indent test parameters

* ruff fix

* other ruff fixes

* Update src/zarr/core/metadata/v3.py

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* Use explicit json encoder args

* Add types

* Update byte counts for tests

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>
Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>
---
 docs/user-guide/arrays.rst      |  4 ++--
 docs/user-guide/groups.rst      |  4 ++--
 docs/user-guide/performance.rst |  4 ++--
 src/zarr/core/metadata/v3.py    | 28 +++++++++++++++++++++++++---
 tests/test_array.py             | 25 ++++++++++++-------------
 tests/test_metadata/test_v3.py  | 11 ++++++++++-
 6 files changed, 53 insertions(+), 23 deletions(-)

diff --git a/docs/user-guide/arrays.rst b/docs/user-guide/arrays.rst
index ba85ce1cda..ae2c4b47eb 100644
--- a/docs/user-guide/arrays.rst
+++ b/docs/user-guide/arrays.rst
@@ -209,7 +209,7 @@ prints additional diagnostics, e.g.::
    Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
    Compressors        : (BloscCodec(typesize=4, cname=<BloscCname.zstd: 'zstd'>, clevel=3, shuffle=<BloscShuffle.bitshuffle: 'bitshuffle'>, blocksize=0),)
    No. bytes          : 400000000 (381.5M)
-   No. bytes stored   : 9696302
+   No. bytes stored   : 9696520
    Storage ratio      : 41.3
    Chunks Initialized : 100
 
@@ -611,7 +611,7 @@ Sharded arrays can be created by providing the ``shards`` parameter to :func:`za
   Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
   Compressors        : (ZstdCodec(level=0, checksum=False),)
   No. bytes          : 100000000 (95.4M)
-  No. bytes stored   : 3981060
+  No. bytes stored   : 3981552
   Storage ratio      : 25.1
   Shards Initialized : 100
 
diff --git a/docs/user-guide/groups.rst b/docs/user-guide/groups.rst
index da5f393246..1e72df3478 100644
--- a/docs/user-guide/groups.rst
+++ b/docs/user-guide/groups.rst
@@ -113,8 +113,8 @@ property. E.g.::
    Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
    Compressors        : (ZstdCodec(level=0, checksum=False),)
    No. bytes          : 8000000 (7.6M)
-   No. bytes stored   : 1432
-   Storage ratio      : 5586.6
+   No. bytes stored   : 1614
+   Storage ratio      : 4956.6
    Chunks Initialized : 0
    >>> baz.info
    Type               : Array
diff --git a/docs/user-guide/performance.rst b/docs/user-guide/performance.rst
index 265bef8efe..42d830780f 100644
--- a/docs/user-guide/performance.rst
+++ b/docs/user-guide/performance.rst
@@ -131,7 +131,7 @@ ratios, depending on the correlation structure within the data. E.g.::
    Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
    Compressors        : (ZstdCodec(level=0, checksum=False),)
    No. bytes          : 400000000 (381.5M)
-   No. bytes stored   : 342588717
+   No. bytes stored   : 342588911
    Storage ratio      : 1.2
    Chunks Initialized : 100
    >>> with zarr.config.set({'array.order': 'F'}):
@@ -150,7 +150,7 @@ ratios, depending on the correlation structure within the data. E.g.::
    Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
    Compressors        : (ZstdCodec(level=0, checksum=False),)
    No. bytes          : 400000000 (381.5M)
-   No. bytes stored   : 342588717
+   No. bytes stored   : 342588911
    Storage ratio      : 1.2
    Chunks Initialized : 100
 
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 13a275a6a1..ab62508c80 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -7,6 +7,7 @@
 from zarr.core.buffer.core import default_buffer_prototype
 
 if TYPE_CHECKING:
+    from collections.abc import Callable
     from typing import Self
 
     from zarr.core.buffer import Buffer, BufferPrototype
@@ -143,9 +144,30 @@ def parse_storage_transformers(data: object) -> tuple[dict[str, JSON], ...]:
 
 
 class V3JsonEncoder(json.JSONEncoder):
-    def __init__(self, *args: Any, **kwargs: Any) -> None:
-        self.indent = kwargs.pop("indent", config.get("json_indent"))
-        super().__init__(*args, **kwargs)
+    def __init__(
+        self,
+        *,
+        skipkeys: bool = False,
+        ensure_ascii: bool = True,
+        check_circular: bool = True,
+        allow_nan: bool = True,
+        sort_keys: bool = False,
+        indent: int | None = None,
+        separators: tuple[str, str] | None = None,
+        default: Callable[[object], object] | None = None,
+    ) -> None:
+        if indent is None:
+            indent = config.get("json_indent")
+        super().__init__(
+            skipkeys=skipkeys,
+            ensure_ascii=ensure_ascii,
+            check_circular=check_circular,
+            allow_nan=allow_nan,
+            sort_keys=sort_keys,
+            indent=indent,
+            separators=separators,
+            default=default,
+        )
 
     def default(self, o: object) -> Any:
         if isinstance(o, np.dtype):
diff --git a/tests/test_array.py b/tests/test_array.py
index 410b2e58d0..6600424147 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -399,13 +399,13 @@ async def test_chunks_initialized() -> None:
 def test_nbytes_stored() -> None:
     arr = zarr.create(shape=(100,), chunks=(10,), dtype="i4", codecs=[BytesCodec()])
     result = arr.nbytes_stored()
-    assert result == 366  # the size of the metadata document. This is a fragile test.
+    assert result == 502  # the size of the metadata document. This is a fragile test.
     arr[:50] = 1
     result = arr.nbytes_stored()
-    assert result == 566  # the size with 5 chunks filled.
+    assert result == 702  # the size with 5 chunks filled.
     arr[50:] = 2
     result = arr.nbytes_stored()
-    assert result == 766  # the size with all chunks filled.
+    assert result == 902  # the size with all chunks filled.
 
 
 async def test_nbytes_stored_async() -> None:
@@ -413,13 +413,13 @@ async def test_nbytes_stored_async() -> None:
         shape=(100,), chunks=(10,), dtype="i4", codecs=[BytesCodec()]
     )
     result = await arr.nbytes_stored()
-    assert result == 366  # the size of the metadata document. This is a fragile test.
+    assert result == 502  # the size of the metadata document. This is a fragile test.
     await arr.setitem(slice(50), 1)
     result = await arr.nbytes_stored()
-    assert result == 566  # the size with 5 chunks filled.
+    assert result == 702  # the size with 5 chunks filled.
     await arr.setitem(slice(50, 100), 2)
     result = await arr.nbytes_stored()
-    assert result == 766  # the size with all chunks filled.
+    assert result == 902  # the size with all chunks filled.
 
 
 def test_default_fill_values() -> None:
@@ -537,7 +537,7 @@ def test_info_complete(self, chunks: tuple[int, int], shards: tuple[int, int] |
             _serializer=BytesCodec(),
             _count_bytes=512,
             _count_chunks_initialized=0,
-            _count_bytes_stored=373 if shards is None else 578,  # the metadata?
+            _count_bytes_stored=521 if shards is None else 982,  # the metadata?
         )
         assert result == expected
 
@@ -545,11 +545,11 @@ def test_info_complete(self, chunks: tuple[int, int], shards: tuple[int, int] |
         result = arr.info_complete()
         if shards is None:
             expected = dataclasses.replace(
-                expected, _count_chunks_initialized=4, _count_bytes_stored=501
+                expected, _count_chunks_initialized=4, _count_bytes_stored=649
             )
         else:
             expected = dataclasses.replace(
-                expected, _count_chunks_initialized=1, _count_bytes_stored=774
+                expected, _count_chunks_initialized=1, _count_bytes_stored=1178
             )
         assert result == expected
 
@@ -624,7 +624,7 @@ async def test_info_complete_async(
             _serializer=BytesCodec(),
             _count_bytes=512,
             _count_chunks_initialized=0,
-            _count_bytes_stored=373 if shards is None else 578,  # the metadata?
+            _count_bytes_stored=521 if shards is None else 982,  # the metadata?
         )
         assert result == expected
 
@@ -632,13 +632,12 @@ async def test_info_complete_async(
         result = await arr.info_complete()
         if shards is None:
             expected = dataclasses.replace(
-                expected, _count_chunks_initialized=4, _count_bytes_stored=501
+                expected, _count_chunks_initialized=4, _count_bytes_stored=553
             )
         else:
             expected = dataclasses.replace(
-                expected, _count_chunks_initialized=1, _count_bytes_stored=774
+                expected, _count_chunks_initialized=1, _count_bytes_stored=1178
             )
-        assert result == expected
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
diff --git a/tests/test_metadata/test_v3.py b/tests/test_metadata/test_v3.py
index ef527f42ef..a47cbf43bb 100644
--- a/tests/test_metadata/test_v3.py
+++ b/tests/test_metadata/test_v3.py
@@ -10,7 +10,8 @@
 from zarr.codecs.bytes import BytesCodec
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.chunk_key_encodings import DefaultChunkKeyEncoding, V2ChunkKeyEncoding
-from zarr.core.group import parse_node_type
+from zarr.core.config import config
+from zarr.core.group import GroupMetadata, parse_node_type
 from zarr.core.metadata.v3 import (
     ArrayV3Metadata,
     DataType,
@@ -304,6 +305,14 @@ def test_metadata_to_dict(
     assert observed == expected
 
 
+@pytest.mark.parametrize("indent", [2, 4, None])
+def test_json_indent(indent: int):
+    with config.set({"json_indent": indent}):
+        m = GroupMetadata()
+        d = m.to_buffer_dict(default_buffer_prototype())["zarr.json"].to_bytes()
+        assert d == json.dumps(json.loads(d), indent=indent).encode()
+
+
 # @pytest.mark.parametrize("fill_value", [-1, 0, 1, 2932897])
 # @pytest.mark.parametrize("precision", ["ns", "D"])
 # async def test_datetime_metadata(fill_value: int, precision: str) -> None:

From 0c1aad5782d1c9e3668dbf773cde877e70e64ac6 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Wed, 8 Jan 2025 05:51:05 -0800
Subject: [PATCH 0926/1078] fix: threadpool configuration (#2671)

---
 src/zarr/core/sync.py |  8 +++++---
 tests/test_sync.py    | 18 ++++++++++++++----
 2 files changed, 19 insertions(+), 7 deletions(-)

diff --git a/src/zarr/core/sync.py b/src/zarr/core/sync.py
index f7d4529478..6a2de855e8 100644
--- a/src/zarr/core/sync.py
+++ b/src/zarr/core/sync.py
@@ -54,9 +54,7 @@ def _get_executor() -> ThreadPoolExecutor:
     global _executor
     if not _executor:
         max_workers = config.get("threading.max_workers", None)
-        print(max_workers)
-        # if max_workers is not None and max_workers > 0:
-        #     raise ValueError(max_workers)
+        logger.debug("Creating Zarr ThreadPoolExecutor with max_workers=%s", max_workers)
         _executor = ThreadPoolExecutor(max_workers=max_workers, thread_name_prefix="zarr_pool")
         _get_loop().set_default_executor(_executor)
     return _executor
@@ -118,6 +116,9 @@ def sync(
         # NB: if the loop is not running *yet*, it is OK to submit work
         # and we will wait for it
         loop = _get_loop()
+    if _executor is None and config.get("threading.max_workers", None) is not None:
+        # trigger executor creation and attach to loop
+        _ = _get_executor()
     if not isinstance(loop, asyncio.AbstractEventLoop):
         raise TypeError(f"loop cannot be of type {type(loop)}")
     if loop.is_closed():
@@ -153,6 +154,7 @@ def _get_loop() -> asyncio.AbstractEventLoop:
             # repeat the check just in case the loop got filled between the
             # previous two calls from another thread
             if loop[0] is None:
+                logger.debug("Creating Zarr event loop")
                 new_loop = asyncio.new_event_loop()
                 loop[0] = new_loop
                 iothread[0] = threading.Thread(target=new_loop.run_forever, name="zarr_io")
diff --git a/tests/test_sync.py b/tests/test_sync.py
index b0a6ecffd0..e0002fc5a7 100644
--- a/tests/test_sync.py
+++ b/tests/test_sync.py
@@ -12,6 +12,7 @@
     _get_lock,
     _get_loop,
     cleanup_resources,
+    loop,
     sync,
 )
 from zarr.storage import MemoryStore
@@ -148,11 +149,20 @@ def test_open_positional_args_deprecate():
 
 
 @pytest.mark.parametrize("workers", [None, 1, 2])
-def test_get_executor(clean_state, workers) -> None:
+def test_threadpool_executor(clean_state, workers: int | None) -> None:
     with zarr.config.set({"threading.max_workers": workers}):
-        e = _get_executor()
-        if workers is not None and workers != 0:
-            assert e._max_workers == workers
+        _ = zarr.zeros(shape=(1,))  # trigger executor creation
+        assert loop != [None]  # confirm loop was created
+        if workers is None:
+            # confirm no executor was created if no workers were specified
+            # (this is the default behavior)
+            assert loop[0]._default_executor is None
+        else:
+            # confirm executor was created and attached to loop as the default executor
+            # note: python doesn't have a direct way to get the default executor so we
+            # use the private attribute
+            assert _get_executor() is loop[0]._default_executor
+            assert _get_executor()._max_workers == workers
 
 
 def test_cleanup_resources_idempotent() -> None:

From bc26199ccb0d0e4b75dbc07fb8ab598027941823 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Wed, 8 Jan 2025 09:22:38 -0800
Subject: [PATCH 0927/1078] api: hide zarr.core from api docs (#2669)

* api: hide zarr.core from api docs

* dont link to zarr.config doc module
---
 docs/conf.py               | 2 +-
 docs/user-guide/config.rst | 2 +-
 src/zarr/core/__init__.py  | 5 +++++
 3 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/docs/conf.py b/docs/conf.py
index 2a93e61d3e..8410b9b0b3 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -71,7 +71,7 @@ def skip_submodules(
       ) -> bool:
     # Skip documenting zarr.codecs submodules
     # codecs are documented in the main zarr.codecs namespace
-    if what == "module" and name.startswith("zarr.codecs."):
+    if what == "module" and name.startswith("zarr.codecs.") or name.startswith("zarr.core"):
         skip = True
     return skip
 
diff --git a/docs/user-guide/config.rst b/docs/user-guide/config.rst
index a17bce9d99..871291b72b 100644
--- a/docs/user-guide/config.rst
+++ b/docs/user-guide/config.rst
@@ -3,7 +3,7 @@
 Runtime configuration
 =====================
 
-:mod:`zarr.config <zarr.core.config>` is responsible for managing the configuration of zarr and
+``zarr.config`` is responsible for managing the configuration of zarr and
 is based on the `donfig <https://github.com/pytroll/donfig>`_ Python library.
 
 Configuration values can be set using code like the following::
diff --git a/src/zarr/core/__init__.py b/src/zarr/core/__init__.py
index cbacfe3422..03a108dbbf 100644
--- a/src/zarr/core/__init__.py
+++ b/src/zarr/core/__init__.py
@@ -1,3 +1,8 @@
+"""
+The ``zarr.core`` module is considered private API and should not be imported
+directly by 3rd-party code.
+"""
+
 from __future__ import annotations
 
 from zarr.core.buffer import Buffer, NDBuffer  # noqa: F401

From 22ebded93aa88ae1e5f87f6711fa7057ca2e8478 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 8 Jan 2025 17:38:43 +0000
Subject: [PATCH 0928/1078] Clean up release notes in preparation for v3
 (#2634)

---
 docs/conf.py                     |    4 +-
 docs/developers/contributing.rst |    2 +-
 docs/developers/index.rst        |    1 -
 docs/developers/release.rst      | 2334 ------------------------------
 docs/index.rst                   |    2 +-
 docs/release-notes.rst           |   16 +
 docs/user-guide/v3_migration.rst |    2 +
 7 files changed, 22 insertions(+), 2339 deletions(-)
 delete mode 100644 docs/developers/release.rst
 create mode 100644 docs/release-notes.rst

diff --git a/docs/conf.py b/docs/conf.py
index 8410b9b0b3..22d24c3515 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -105,10 +105,10 @@ def skip_submodules(
      "license": "https://github.com/zarr-developers/zarr-python/blob/main/LICENSE.txt",
      "tutorial": "user-guide",
      "getting-started": "quickstart",
-     "release": "developers/release.html",
      "roadmap": "developers/roadmap.html",
      "installation": "user-guide/installation.html",
-     "api": "api/zarr/index"
+     "api": "api/zarr/index",
+     "release": "release-notes"
 }
 
 # The language for content autogenerated by Sphinx. Refer to documentation
diff --git a/docs/developers/contributing.rst b/docs/developers/contributing.rst
index 4358230eff..31cf80bed6 100644
--- a/docs/developers/contributing.rst
+++ b/docs/developers/contributing.rst
@@ -213,7 +213,7 @@ and functions are included in the API documentation, under the ``docs/api`` fold
 using the `autodoc <https://www.sphinx-doc.org/en/master/usage/extensions/autodoc.html>`_
 extension to sphinx. Any new features or important usage information should be included in the
 user-guide (``docs/user-guide``). Any changes should also be included in the release
-notes (``docs/developers/release.rst``).
+notes (``docs/release-notes.rst``).
 
 The documentation can be built locally by running::
 
diff --git a/docs/developers/index.rst b/docs/developers/index.rst
index 3feb0aff71..4bccb3a469 100644
--- a/docs/developers/index.rst
+++ b/docs/developers/index.rst
@@ -6,5 +6,4 @@ Developer's Guide
     :maxdepth: 1
 
     contributing
-    release
     roadmap
diff --git a/docs/developers/release.rst b/docs/developers/release.rst
deleted file mode 100644
index ce15c68f4a..0000000000
--- a/docs/developers/release.rst
+++ /dev/null
@@ -1,2334 +0,0 @@
-Release notes
-=============
-
-..
-    # Copy the warning statement _under_ the latest release version
-    # and unindent for pre-releases.
-
-    .. warning::
-       Pre-release! Use :command:`pip install --pre zarr` to evaluate this release.
-
-..
-    # Unindent the section between releases in order
-    # to document your changes. On releases it will be
-    # re-indented so that it does not show up in the notes.
-
-.. note::
-   Zarr-Python 2.18.* is expected be the final release in the 2.* series. Work on Zarr-Python 3.0 is underway.
-   See `GH1777 <https://github.com/zarr-developers/zarr-python/issues/1777>`_ for more details on the upcoming
-   3.0 release.
-
-.. release_3.0.0-beta:
-
-3.0.0-beta series
------------------
-
-.. warning::
-   Zarr-Python 3.0.0-beta is a pre-release of the upcoming 3.0 release. This release is not feature complete or
-   expected to be ready for production applications.
-
-.. note::
-   The complete release notes for 3.0 have not been added to this document yet. See the
-   `3.0.0-beta <https://github.com/zarr-developers/zarr-python/releases/tag/v3.0.0-beta>`_ release on GitHub
-   for a record of changes included in this release.
-
-Dependency Changes
-~~~~~~~~~~~~~~~~~~
-
-* fsspec was moved from a required dependency to an optional one. Users should install
-  fsspec and any relevant implementations (e.g. s3fs) before using the ``RemoteStore``.
-  By :user:`Joe Hamman <jhamman>` :issue:`2391`.
-
-* ``RemoteStore`` was renamed to ``FsspecStore``.
-  By :user:`Joe Hamman <jhamman>` :issue:`2557`.
-
-.. release_3.0.0-alpha:
-
-3.0.0-alpha series
-------------------
-
-.. warning::
-   Zarr-Python 3.0.0-alpha is a pre-release of the upcoming 3.0 release. This release is not feature complete or
-   expected to be ready for production applications.
-
-.. note::
-   The complete release notes for 3.0 have not been added to this document yet. See the
-   `3.0.0-alpha <https://github.com/zarr-developers/zarr-python/releases/tag/v3.0.0-alpha>`_ release on GitHub
-   for a record of changes included in this release.
-
-Enhancements
-~~~~~~~~~~~~
-
-* Implement listing of the sub-arrays and sub-groups for a V3 ``Group``.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1726`.
-
-* Bootstrap v3 branch with zarrita.
-  By :user:`Joe Hamman <jhamman>` :issue:`1584`.
-
-* Extensible codecs for V3.
-  By :user:`Norman Rzepka <normanrz>` :issue:`1588`.
-
-* Don't import from tests.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1601`.
-
-* Listable V3 Stores.
-  By :user:`Joe Hamman <jhamman>` :issue:`1634`.
-
-* Codecs without array metadata.
-  By :user:`Norman Rzepka <normanrz>` :issue:`1632`.
-
-* fix sync group class methods.
-  By :user:`Joe Hamman <jhamman>` :issue:`1652`.
-
-* implement eq for LocalStore.
-  By :user:`Charoula Kyriakides <Charoula-Kyriakides>` :issue:`1792`.
-
-* V3 reorg.
-  By :user:`Joe Hamman <jhamman>` :issue:`1809`.
-
-* [v3] Sync with futures.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1804`.
-
-* implement group.members.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1726`.
-
-* Remove implicit groups.
-  By :user:`Joe Hamman <jhamman>` :issue:`1827`.
-
-* feature(store): ``list_*`` -> AsyncGenerators.
-  By :user:`Joe Hamman <jhamman>` :issue:`1844`.
-
-* Test codec entrypoints.
-  By :user:`Norman Rzepka <normanrz>` :issue:`1835`.
-
-* Remove extra v3 sync module.
-  By :user:`Max Jones <maxrjones>` :issue:`1856`.
-
-* Use donfig for V3 configuration.
-  By :user:`Max Jones <maxrjones>` :issue:`1655`.
-
-* groundwork for V3 group tests.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1743`.
-
-* [v3] First step to generalizes ndarray and bytes.
-  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1826`.
-
-* Reworked codec pipelines.
-  By :user:`Norman Rzepka <normanrz>` :issue:`1670`.
-
-* Followup on codecs.
-  By :user:`Norman Rzepka <normanrz>` :issue:`1889`.
-
-* Protocols for Buffer and NDBuffer.
-  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1899`.
-
-* [V3] Expand store tests.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1900`.
-
-* [v3] Feature: Store open mode.
-  By :user:`Joe Hamman <jhamman>` :issue:`1911`.
-
-* fix(types): Group.info -> NotImplementedError.
-  By :user:`Joe Hamman <jhamman>` :issue:`1936`.
-
-* feature(typing): add py.typed file to package root.
-  By :user:`Joe Hamman <jhamman>` :issue:`1935`.
-
-* Support all indexing variants.
-  By :user:`Norman Rzepka <normanrz>` :issue:`1917`.
-
-* Feature: group and array name properties.
-  By :user:`Joe Hamman <jhamman>` :issue:`1940`.
-
-* implement .chunks on v3 arrays.
-  By :user:`Ryan Abernathey <rabernat>` :issue:`1929`.
-
-* Fixes bug in transpose.
-  By :user:`Norman Rzepka <normanrz>` :issue:`1949`.
-
-* Buffer Prototype Argument.
-  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1910`.
-
-* Feature: Top level V3 API.
-  By :user:`Joe Hamman <jhamman>` :issue:`1884`.
-
-* Basic working FsspecStore.
-  By :user:`Martin Durant <martindurant>`; :issue:`1785`.
-
-Typing
-~~~~~~
-
-* Resolve Mypy errors in v3 branch.
-  By :user:`Daniel Jahn <DahnJ>` :issue:`1692`.
-
-* Allow dmypy to be run on v3 branch.
-  By :user:`David Stansby <dstansby>` :issue:`1780`.
-
-* Remove unused typing ignore comments.
-  By :user:`David Stansby <dstansby>` :issue:`1781`.
-
-* Check untyped defs on v3.
-  By :user:`David Stansby <dstansby>` :issue:`1784`.
-
-* [v3] Enable some more strict mypy options.
-  By :user:`David Stansby <dstansby>` :issue:`1793`.
-
-* [v3] Disallow generic Any typing.
-  By :user:`David Stansby <dstansby>` :issue:`1794`.
-
-* Disallow incomplete type definitions.
-  By :user:`David Stansby <dstansby>` :issue:`1814`.
-
-* Disallow untyped calls.
-  By :user:`David Stansby <dstansby>` :issue:`1811`.
-
-* Fix some untyped calls.
-  By :user:`David Stansby <dstansby>` :issue:`1865`.
-
-* Disallow untyped defs.
-  By :user:`David Stansby <dstansby>` :issue:`1834`.
-
-* Add more typing to zarr.group.
-  By :user:`David Stansby <dstansby>` :issue:`1870`.
-
-* Fix any generics in zarr.array.
-  By :user:`David Stansby <dstansby>` :issue:`1861`.
-
-* Remove some unused mypy overrides.
-  By :user:`David Stansby <dstansby>` :issue:`1894`.
-
-* Finish typing zarr.metadata.
-  By :user:`David Stansby <dstansby>` :issue:`1880`.
-
-* Disallow implicit re-exports.
-  By :user:`David Stansby <dstansby>` :issue:`1908`.
-
-* Make typing strict.
-  By :user:`David Stansby <dstansby>` :issue:`1879`.
-
-* Enable extra mypy error codes.
-  By :user:`David Stansby <dstansby>` :issue:`1909`.
-
-* Enable warn_unreachable for mypy.
-  By :user:`David Stansby <dstansby>` :issue:`1937`.
-
-* Fix final typing errors.
-  By :user:`David Stansby <dstansby>` :issue:`1939`.
-
-Maintenance
-~~~~~~~~~~~
-
-* Remedy a situation where ``zarr-python`` was importing ``DummyStorageTransformer`` from the test suite.
-  The dependency relationship is now reversed: the test suite imports this class from ``zarr-python``.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1601`.
-
-* [V3] Update minimum supported Python and Numpy versions.
-  By :user:`Joe Hamman <jhamman>` :issue:`1638`
-
-* use src layout and use hatch for packaging.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1592`.
-
-* temporarily disable mypy in v3 directory.
-  By :user:`Joe Hamman <jhamman>` :issue:`1649`.
-
-* create hatch test env.
-  By :user:`Ryan Abernathey <rabernat>` :issue:`1650`.
-
-* removed unused environments and workflows.
-  By :user:`Ryan Abernathey <rabernat>` :issue:`1651`.
-
-* Add env variables to sprint setup instructions.
-  By :user:`Max Jones <maxrjones>` :issue:`1654`.
-
-* Add test matrix for V3.
-  By :user:`Max Jones <maxrjones>` :issue:`1656`.
-
-* Remove attrs.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1660`.
-
-* Specify hatch envs using GitHub actions matrix for v3 tests.
-  By :user:`Max Jones <maxrjones>` :issue:`1728`.
-
-* black -> ruff format + cleanup.
-  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1639`.
-
-* Remove old v3.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1742`.
-
-* V3 update pre commit.
-  By :user:`Joe Hamman <jhamman>` :issue:`1808`.
-
-* remove windows testing on v3 branch.
-  By :user:`Joe Hamman <jhamman>` :issue:`1817`.
-
-* fix: add mypy to test dependencies.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1789`.
-
-* chore(ci): add numpy 2 release candidate to test matrix.
-  By :user:`Joe Hamman <jhamman>` :issue:`1828`.
-
-* fix dependencies.
-  By :user:`Norman Rzepka <normanrz>` :issue:`1840`.
-
-* Add pytest to mypy dependencies.
-  By :user:`David Stansby <dstansby>` :issue:`1846`.
-
-* chore(pre-commit): update pre-commit versions and remove attrs dep mypy section.
-  By :user:`Joe Hamman <jhamman>` :issue:`1848`.
-
-* Enable some ruff rules (RUF) and fix issues.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1869`.
-
-* Configure Ruff to apply flake8-bugbear/isort/pyupgrade.
-  By :user:`Norman Rzepka <normanrz>` :issue:`1890`.
-
-* chore(ci): remove mypy from test action in favor of pre-commit action.
-  By :user:`Joe Hamman <jhamman>` :issue:`1887`.
-
-* Enable ruff/flake8-raise rules (RSE) and fix issues.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1872`.
-
-* Apply assorted ruff/refurb rules (FURB).
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1873`.
-
-* Enable ruff/flake8-implicit-str-concat rules (ISC) and fix issues.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1868`.
-
-* Add numpy to mypy pre-commit check env.
-  By :user:`David Stansby <dstansby>` :issue:`1893`.
-
-* remove fixture files from src.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1897`.
-
-* Fix list of packages in mypy pre-commit environment.
-  By :user:`David Stansby <dstansby>` :issue:`1907`.
-
-* Run sphinx directly on readthedocs.
-  By :user:`David Stansby <dstansby>` :issue:`1919`.
-
-* Apply preview ruff rules.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1942`.
-
-* Enable and apply ruff rule RUF009.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1941`.
-
-Documentation
-~~~~~~~~~~~~~
-
-* Specify docs hatch env for v3 branch.
-  By :user:`Max Jones <maxrjones>` :issue:`1655`.
-
-* Development installation/contributing docs updates.
-  By :user:`Alden Keefe Sampson <aldenks>` :issue:`1643`.
-
-* chore: update project settings per scientific python repo-review.
-  By :user:`Joe Hamman <jhamman>` :issue:`1863`.
-
-* doc: update release notes for 3.0.0.alpha.
-  By :user:`Joe Hamman <jhamman>` :issue:`1959`.
-
-.. _release_2.18.3:
-
-2.18.3
-------
-
-Enhancements
-~~~~~~~~~~~~
-* Added support for creating a copy of data when converting a `zarr.Array`
-  to a numpy array.
-  By :user:`David Stansby <dstansby>` (:issue:`2106`) and
-  :user:`Joe Hamman <jhamman>` (:issue:`2123`).
-
-Maintenance
-~~~~~~~~~~~
-* Removed support for Python 3.9.
-  By :user:`David Stansby <dstansby>` (:issue:`2074`).
-
-* Fix a regression when using orthogonal indexing with a scalar.
-  By :user:`Deepak Cherian <dcherian>` :issue:`1931`
-
-* Added compatibility with NumPy 2.1.
-  By :user:`David Stansby <dstansby>`
-
-* Bump minimum NumPy version to 1.24.
-  :user:`Joe Hamman <jhamman>` (:issue:`2127`).
-
-Deprecations
-~~~~~~~~~~~~
-
-* Deprecate :class:`zarr.n5.N5Store` and :class:`zarr.n5.N5FSStore`. These
-  stores are slated to be removed in Zarr Python 3.0.
-  By :user:`Joe Hamman <jhamman>` :issue:`2085`.
-
-.. _release_2.18.2:
-
-2.18.2
-------
-
-Enhancements
-~~~~~~~~~~~~
-
-* Add Zstd codec to old V3 code path.
-  By :user:`Ryan Abernathey <rabernat>`
-
-.. _release_2.18.1:
-
-2.18.1
-------
-
-Maintenance
-~~~~~~~~~~~
-* Fix a regression when getting or setting a single value from arrays with size-1 chunks.
-  By :user:`Deepak Cherian <dcherian>` :issue:`1874`
-
-.. _release_2.18.0:
-
-2.18.0
-------
-
-Enhancements
-~~~~~~~~~~~~
-* Performance improvement for reading and writing chunks if any of the dimensions is size 1.
-  By :user:`Deepak Cherian <dcherian>` :issue:`1730`.
-
-Maintenance
-~~~~~~~~~~~
-* Enable ruff/bugbear rules (B) and fix issues.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1702`.
-
-* Minor updates to use `np.inf` instead of `np.PINF` / `np.NINF` in preparation for NumPy 2.0.0 release.
-  By :user:`Joe Hamman <jhamman>` :issue:`1842`.
-
-Deprecations
-~~~~~~~~~~~~
-
-* Deprecate experimental v3 support by issuing a `FutureWarning`.
-  Also updated docs to warn about using the experimental v3 version.
-  By :user:`Joe Hamman <jhamman>` :issue:`1802` and :issue:`1807`.
-
-* Deprecate the following stores: :class:`zarr.storage.DBMStore`, :class:`zarr.storage.LMDBStore`,
-  :class:`zarr.storage.SQLiteStore`, :class:`zarr.storage.MongoDBStore`, :class:`zarr.storage.RedisStore`,
-  and :class:`zarr.storage.ABSStore`. These stores are slated to be removed from Zarr-Python in version 3.0.
-  By :user:`Joe Hamman <jhamman>` :issue:`1801`.
-
-.. _release_2.17.2:
-
-2.17.2
-------
-
-Enhancements
-~~~~~~~~~~~~
-
-* [v3] Dramatically reduce number of ``__contains__`` requests in favor of optimistically calling `__getitem__`
-  and handling any error that may arise.
-  By :user:`Deepak Cherian <dcherian>` :issue:`1741`.
-
-* [v3] Reuse the downloaded array metadata when creating an ``Array``.
-  By :user:`Deepak Cherian <dcherian>` :issue:`1734`.
-
-* Optimize ``Array.info`` so that it calls `getsize` only once.
-  By :user:`Deepak Cherian <dcherian>` :issue:`1733`.
-
-* Override IPython ``_repr_*_`` methods to avoid expensive lookups against object stores.
-  By :user:`Deepak Cherian <dcherian>` :issue:`1716`.
-
-* FSStore now raises rather than return bad data.
-  By :user:`Martin Durant <martindurant>` and :user:`Ian Carroll <itcarroll>` :issue:`1604`.
-
-* Avoid redundant ``__contains__``.
-  By :user:`Deepak Cherian <dcherian>` :issue:`1739`.
-
-Docs
-~~~~
-
-* Fix link to GCSMap in ``tutorial.rst``.
-  By :user:`Daniel Jahn <dahnj>` :issue:`1689`.
-
-* Endorse `SPEC0000 <https://scientific-python.org/specs/spec-0000/>`_ and state version support policy in ``installation.rst``.
-  By :user:`Sanket Verma <msankeys963>` :issue:`1665`.
-
-* Migrate v1 and v2 specification to `Zarr-Specs <https://zarr-specs.readthedocs.io/en/latest/specs.html>`_.
-  By :user:`Sanket Verma <msankeys963>` :issue:`1582`.
-
-Maintenance
-~~~~~~~~~~~
-
-* Add CI test environment for Python 3.12
-  By :user:`Joe Hamman <jhamman>` :issue:`1719`.
-
-* Bump minimum supported NumPy version to 1.23 (per spec 0000)
-  By :user:`Joe Hamman <jhamman>` :issue:`1719`.
-
-* Minor fixes: Using ``is`` instead of ``type`` and removing unnecessary ``None``.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1737`.
-
-* Fix tests failure related to Pytest 8.
-  By :user:`David Stansby <dstansby>` :issue:`1714`.
-
-.. _release_2.17.1:
-
-2.17.1
-------
-
-Enhancements
-~~~~~~~~~~~~
-
-* Change occurrences of % and format() to f-strings.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1423`.
-
-* Proper argument for numpy.reshape.
-  By :user:`Dimitri Papadopoulos Orfanos <DmitriPapadopoulos>` :issue:`1425`.
-
-* Add typing to dimension separator arguments.
-  By :user:`David Stansby <dstansby>` :issue:`1620`.
-
-Docs
-~~~~
-
-* ZIP related tweaks.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1641`.
-
-Maintenance
-~~~~~~~~~~~
-
-* Update config.yml with Zulip.
-  By :user:`Josh Moore <joshmoore>`.
-
-* Replace Gitter with the new Zulip Chat link.
-  By :user:`Sanket Verma <msankeys963>` :issue:`1685`.
-
-* Fix RTD build.
-  By :user:`Sanket Verma <msankeys963>` :issue:`1694`.
-
-.. _release_2.17.0:
-
-2.17.0
-------
-
-Enhancements
-~~~~~~~~~~~~
-
-* Added type hints to ``zarr.creation.create()``.
-  By :user:`David Stansby <dstansby>` :issue:`1536`.
-
-* Pyodide support: Don't require fasteners on Emscripten.
-  By :user:`Hood Chatham <hoodmane>` :issue:`1663`.
-
-Docs
-~~~~
-
-* Minor correction and changes in documentation.
-  By :user:`Sanket Verma <MSanKeys963>` :issue:`1509`.
-
-* Fix typo in documentation.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1554`
-
-* The documentation build now fails if there are any warnings.
-  By :user:`David Stansby <dstansby>` :issue:`1548`.
-
-* Add links to ``numcodecs`` docs in the tutorial.
-  By :user:`David Stansby <dstansby>` :issue:`1535`.
-
-* Enable offline formats for documentation builds.
-  By :user:`Sanket Verma <MSanKeys963>` :issue:`1551`.
-
-* Minor tweak to advanced indexing tutorial examples.
-  By :user:`Ross Barnowski <rossbar>` :issue:`1550`.
-
-* Automatically document array members using sphinx-automodapi.
-  By :user:`David Stansby <dstansby>` :issue:`1547`.
-
-* Add a markdown file documenting the current and former core-developer team.
-  By :user:`Joe Hamman <jhamman>` :issue:`1628`.
-
-* Add Norman Rzepka to core-dev team.
-  By :user:`Joe Hamman <jhamman>` :issue:`1630`.
-
-* Added section about accessing ZIP archives on s3.
-  By :user:`Jeff Peck <jeffpeck10x>` :issue:`1613`, :issue:`1615`, and :user:`Davis Bennett <d-v-b>` :issue:`1641`.
-
-* Add V3 roadmap and design document.
-  By :user:`Joe Hamman <jhamman>` :issue:`1583`.
-
-Maintenance
-~~~~~~~~~~~
-
-* Drop Python 3.8 and NumPy 1.20
-  By :user:`Josh Moore <joshmoore>`; :issue:`1557`.
-
-* Cache result of ``FSStore._fsspec_installed()``.
-  By :user:`Janick Martinez Esturo <ph03>` :issue:`1581`.
-
-* Extend copyright notice to 2023.
-  By :user:`Jack Kelly <JackKelly>` :issue:`1528`.
-
-* Change occurrence of ``io.open()`` into ``open()``.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1421`.
-
-* Preserve ``dimension_separator`` when resizing arrays.
-  By :user:`Ziwen Liu <ziw-liu>` :issue:`1533`.
-
-* Initialise some sets in tests with set literals instead of list literals.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1534`.
-
-* Allow ``black`` code formatter to be run with any Python version.
-  By :user:`David Stansby <dstansby>` :issue:`1549`.
-
-* Remove ``sphinx-rtd-theme`` dependency from ``pyproject.toml``.
-  By :user:`Sanket Verma <MSanKeys963>` :issue:`1563`.
-
-* Remove ``CODE_OF_CONDUCT.md`` file from the Zarr-Python repository.
-  By :user:`Sanket Verma <MSanKeys963>` :issue:`1572`.
-
-* Bump version of black in pre-commit.
-  By :user:`David Stansby <dtstansby>` :issue:`1559`.
-
-* Use list comprehension where applicable.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1555`.
-
-* Use format specification mini-language to format string.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1558`.
-
-* Single startswith() call instead of multiple ones.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1556`.
-
-* Move codespell options around.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1196`.
-
-* Remove unused mypy ignore comments.
-  By :user:`David Stansby <dtstansby>` :issue:`1602`.
-
-.. _release_2.16.1:
-
-2.16.1
-------
-
-Maintenance
-~~~~~~~~~~~
-
-* Require ``setuptools_scm`` version ``1.5.4``\+
-  By :user:`John A. Kirkham <jakirkham>` :issue:`1477`.
-
-* Add ``docs`` requirements to ``pyproject.toml``
-  By :user:`John A. Kirkham <jakirkham>` :issue:`1494`.
-
-* Fixed caching issue in ``LRUStoreCache``.
-  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1499`.
-
-.. _release_2.16.0:
-
-2.16.0
-------
-
-Enhancements
-~~~~~~~~~~~~
-
-* Allow for partial codec specification in V3 array metadata.
-  By :user:`Joe Hamman <jhamman>` :issue:`1443`.
-
-* Add ``__contains__`` method to ``KVStore``.
-  By :user:`Christoph Gohlke <cgohlke>` :issue:`1454`.
-
-* **Block Indexing**: Implemented blockwise (chunk blocks) indexing to ``zarr.Array``.
-  By :user:`Altay Sansal <tasansal>` :issue:`1428`
-
-Maintenance
-~~~~~~~~~~~
-
-* Refactor the core array tests to reduce code duplication.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1462`.
-
-* Style the codebase with ``ruff`` and ``black``.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1459`
-
-* Ensure that chunks is tuple of ints upon array creation.
-  By :user:`Philipp Hanslovsky <hanslovsky>` :issue:`1461`
-
-.. _release_2.15.0:
-
-2.15.0
-------
-
-Enhancements
-~~~~~~~~~~~~
-
-* Implement more extensive fallback of getitem/setitem for orthogonal indexing.
-  By :user:`Andreas Albert <AndreasAlbertQC>` :issue:`1029`.
-
-* Getitems supports ``meta_array``.
-  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1131`.
-
-* ``open_array()`` now takes the ``meta_array`` argument.
-  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1396`.
-
-Maintenance
-~~~~~~~~~~~
-
-* Remove ``codecov`` from GitHub actions.
-  By :user:`John A. Kirkham <jakirkham>` :issue:`1391`.
-
-* Replace ``np.product`` with ``np.prod`` due to deprecation.
-  By :user:`James Bourbeau <jrbourbeau>` :issue:`1405`.
-
-* Activate Py 3.11 builds.
-  By :user:`Joe Hamman <jhamman>` :issue:`1415`.
-
-Documentation
-~~~~~~~~~~~~~
-
-* Add API reference for V3 Implementation in the docs.
-  By :user:`Sanket Verma <MSanKeys963>` :issue:`1345`.
-
-Bug fixes
-~~~~~~~~~
-
-* Fix the conda-forge error. Read :issue:`1347` for detailed info.
-  By :user:`Josh Moore <joshmoore>` :issue:`1364` and :issue:`1367`.
-
-* Fix ``ReadOnlyError`` when opening V3 store via fsspec reference file system.
-  By :user:`Joe Hamman <jhamman>` :issue:`1383`.
-
-* Fix ``normalize_fill_value`` for structured arrays.
-  By :user:`Alan Du <alanhdu>` :issue:`1397`.
-
-.. _release_2.14.2:
-
-2.14.2
-------
-
-Bug fixes
-~~~~~~~~~
-
-* Ensure ``zarr.group`` uses writeable mode to fix issue with :issue:`1304`.
-  By :user:`Brandur Thorgrimsson <swordcat>` :issue:`1354`.
-
-.. _release_2.14.1:
-
-2.14.1
-------
-
-Documentation
-~~~~~~~~~~~~~
-
-* Fix API links.
-  By :user:`Josh Moore <joshmoore>` :issue:`1346`.
-
-* Fix unit tests which prevented the conda-forge release.
-  By :user:`Josh Moore <joshmoore>` :issue:`1348`.
-
-.. _release_2.14.0:
-
-2.14.0
-------
-
-Major changes
-~~~~~~~~~~~~~
-
-* Improve Zarr V3 support, adding partial store read/write and storage transformers.
-  Add new features from the `v3 spec <https://zarr-specs.readthedocs.io/en/latest/core/v3.0.html>`_:
-
-    * storage transformers
-    * `get_partial_values` and `set_partial_values`
-    * efficient `get_partial_values` implementation for `FSStoreV3`
-    * sharding storage transformer
-
-  By :user:`Jonathan Striebel <jstriebel>`; :issue:`1096`, :issue:`1111`.
-
-* N5 nows supports Blosc.
-  Remove warnings emitted when using N5Store or N5FSStore with a blosc-compressed array.
-  By :user:`Davis Bennett <d-v-b>`; :issue:`1331`.
-
-Bug fixes
-~~~~~~~~~
-
-* Allow reading utf-8 encoded json files
-  By :user:`Nathan Zimmerberg <nhz2>` :issue:`1308`.
-
-* Ensure contiguous data is give to ``FSStore``. Only copying if needed.
-  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`1285`.
-
-* NestedDirectoryStore.listdir now returns chunk keys with the correct '/' dimension_separator.
-  By :user:`Brett Graham <braingram>` :issue:`1334`.
-
-* N5Store/N5FSStore dtype returns zarr Stores readable dtype.
-  By :user:`Marwan Zouinkhi <mzouink>` :issue:`1339`.
-
-.. _release_2.13.6:
-
-2.13.6
-------
-
-Maintenance
-~~~~~~~~~~~
-
-* Bump gh-action-pypi-publish to 1.6.4.
-  By :user:`Josh Moore <joshmoore>` :issue:`1320`.
-
-.. _release_2.13.5:
-
-2.13.5
-------
-
-Bug fixes
-~~~~~~~~~
-
-* Ensure ``zarr.create`` uses writeable mode to fix issue with :issue:`1304`.
-  By :user:`James Bourbeau <jrbourbeau>` :issue:`1309`.
-
-.. _release_2.13.4:
-
-2.13.4
-------
-
-Appreciation
-~~~~~~~~~~~~~
-
-Special thanks to Outreachy participants for contributing to most of the
-maintenance PRs. Please read the blog post summarising the contribution phase
-and welcoming new Outreachy interns:
-https://zarr.dev/blog/welcoming-outreachy-2022-interns/
-
-
-Enhancements
-~~~~~~~~~~~~
-
-* Handle fsspec.FSMap using FSStore store.
-  By :user:`Rafal Wojdyla <ravwojdyla>` :issue:`1304`.
-
-Bug fixes
-~~~~~~~~~
-
-* Fix bug that caused double counting of groups in ``groups()`` and ``group_keys()`` methods with V3 stores.
-  By :user:`Ryan Abernathey <rabernat>` :issue:`1228`.
-
-* Remove unnecessary calling of `contains_array` for key that ended in `.array.json`.
-  By :user:`Joe Hamman <jhamman>` :issue:`1149`.
-
-* Fix bug that caused double counting of groups in ``groups()`` and ``group_keys()``
-  methods with V3 stores.
-  By :user:`Ryan Abernathey <rabernat>` :issue:`1228`.
-
-Documentation
-~~~~~~~~~~~~~
-
-* Fix minor indexing errors in tutorial and specification examples of documentation.
-  By :user:`Kola Babalola <sprynt001>` :issue:`1277`.
-
-* Add `requirements_rtfd.txt` in `contributing.rst`.
-  By :user:`AWA BRANDON AWA <DON-BRAN>` :issue:`1243`.
-
-* Add documentation for find/findall using visit.
-  By :user:`Weddy Gikunda <caviere>` :issue:`1241`.
-
-* Refresh of the main landing page.
-  By :user:`Josh Moore <joshmoore>` :issue:`1173`.
-
-Maintenance
-~~~~~~~~~~~
-
-* Migrate to ``pyproject.toml`` and remove redundant infrastructure.
-  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1158`.
-
-* Require ``setuptools`` 64.0.0+
-  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1193`.
-
-* Pin action versions (pypi-publish, setup-miniconda) for dependabot
-  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1205`.
-
-* Remove ``tox`` support
-  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1219`.
-
-* Add workflow to label PRs with "needs release notes".
-  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1239`.
-
-* Simplify if/else statement.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1227`.
-
-* Get coverage up to 100%.
-  By :user:`John Kirkham <jakirkham>` :issue:`1264`.
-
-* Migrate coverage to ``pyproject.toml``.
-  By :user:`John Kirkham <jakirkham>` :issue:`1250`.
-
-* Use ``conda-incubator/setup-miniconda@v2.2.0``.
-  By :user:`John Kirkham <jakirkham>` :issue:`1263`.
-
-* Delete unused files.
-  By :user:`John Kirkham <jakirkham>` :issue:`1251`.
-
-* Skip labeller for bot PRs.
-  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1271`.
-
-* Restore Flake8 configuration.
-  By :user:`John Kirkham <jakirkham>` :issue:`1249`.
-
-* Add missing newline at EOF.
-  By :user:`Dimitri Papadopoulos` :issue:`1253`.
-
-* Add `license_files` to `pyproject.toml`.
-  By :user:`John Kirkham <jakirkham>` :issue:`1247`.
-
-* Adding `pyupgrade` suggestions.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1225`.
-
-* Fixed some linting errors.
-  By :user:`Weddy Gikunda <caviere>` :issue:`1226`.
-
-* Added the link to main website in readthedocs sidebar.
-  By :user:`Stephanie_nkwatoh <steph237>` :issue:`1216`.
-
-* Remove redundant wheel dependency in `pyproject.toml`.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1233`.
-
-* Turned on `isloated_build` in `tox.ini` file.
-  By :user:`AWA BRANDON AWA <DON-BRAN>` :issue:`1210`.
-
-* Fixed `flake8` alert and avoid duplication of `Zarr Developers`.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1203`.
-
-* Bump to NumPy 1.20+ in `environment.yml`.
-  By :user:`John Kirkham <jakirkham>` :issue:`1201`.
-
-* Bump to NumPy 1.20 in `pyproject.toml`.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1192`.
-
-* Remove LGTM (`.lgtm.yml`) configuration file.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1191`.
-
-* Codespell will skip `fixture` in pre-commit.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1197`.
-
-* Add msgpack in `requirements_rtfd.txt`.
-  By :user:`Emmanuel Bolarinwa <GbotemiB>` :issue:`1188`.
-
-* Added license to docs fixed a typo from `_spec_v2` to `_spec_v3`.
-  By :user:`AWA BRANDON AWA <DON-BRAN>` :issue:`1182`.
-
-* Fixed installation link in `README.md`.
-  By :user:`AWA BRANDON AWA <DON-BRAN>` :issue:`1177`.
-
-* Fixed typos in `installation.rst` and `release.rst`.
-  By :user:`Chizoba Nweke <zobbs-git>` :issue:`1178`.
-
-* Set `docs/conf.py` language to `en`.
-  By :user:`AWA BRANDON AWA <DON-BRAN>` :issue:`1174`.
-
-* Added `installation.rst` to the docs.
-  By :user:`AWA BRANDON AWA <DON-BRAN>` :issue:`1170`.
-
-* Adjustment of year to `2015-2018` to `2015-2022` in the docs.
-  By :user:`Emmanuel Bolarinwa <GbotemiB>` :issue:`1165`.
-
-* Updated `Forking the repository` section in `contributing.rst`.
-  By :user:`AWA BRANDON AWA <DON-BRAN>` :issue:`1171`.
-
-* Updated GitHub actions.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1134`.
-
-* Update web links: `http:// → https://`.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1313`.
-
-.. _release_2.13.3:
-
-2.13.3
-------
-
-* Improve performance of slice selections with steps by omitting chunks with no relevant
-  data.
-  By :user:`Richard Shaw <jrs65>` :issue:`843`.
-
-.. _release_2.13.2:
-
-2.13.2
-------
-
-* Fix test failure on conda-forge builds (again).
-  By :user:`Josh Moore <joshmoore>`; see
-  `zarr-feedstock#65 <https://github.com/conda-forge/zarr-feedstock/pull/65>`_.
-
-.. _release_2.13.1:
-
-2.13.1
-------
-
-* Fix test failure on conda-forge builds.
-  By :user:`Josh Moore <joshmoore>`; see
-  `zarr-feedstock#65 <https://github.com/conda-forge/zarr-feedstock/pull/65>`_.
-
-.. _release_2.13.0:
-
-2.13.0
-------
-
-Major changes
-~~~~~~~~~~~~~
-
-* **Support of alternative array classes** by introducing a new argument,
-  meta_array, that specifies the type/class of the underlying array. The
-  meta_array argument can be any class instance that can be used as the like
-  argument in NumPy (see `NEP 35
-  <https://numpy.org/neps/nep-0035-array-creation-dispatch-with-array-function.html>`_).
-  enabling support for CuPy through, for example, the creation of a CuPy CPU
-  compressor.
-  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`934`.
-
-* **Remove support for Python 3.7** in concert with NumPy dependency.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1067`.
-
-* **Zarr v3: add support for the default root path** rather than requiring
-  that all API users pass an explicit path.
-  By :user:`Gregory R. Lee <grlee77>` :issue:`1085`, :issue:`1142`.
-
-
-Bug fixes
-~~~~~~~~~
-
-* Remove/relax erroneous "meta" path check (**regression**).
-  By :user:`Gregory R. Lee <grlee77>` :issue:`1123`.
-
-* Cast all attribute keys to strings (and issue deprecation warning).
-  By :user:`Mattia Almansi <malmans2>` :issue:`1066`.
-
-* Fix bug in N5 storage that prevented arrays located in the root of the hierarchy from
-  bearing the `n5` keyword. Along with fixing this bug, new tests were added for N5 routines
-  that had previously been excluded from testing, and type annotations were added to the N5 codebase.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1092`.
-
-* Fix bug in LRUEStoreCache in which the current size wasn't reset on invalidation.
-  By :user:`BGCMHou <BGCMHou>` and :user:`Josh Moore <joshmoore>` :issue:`1076`, :issue:`1077`.
-
-* Remove erroneous check that disallowed array keys starting with "meta".
-  By :user:`Gregory R. Lee <grlee77>` :issue:`1105`.
-
-Documentation
-~~~~~~~~~~~~~
-
-* Typo fixes to close quotes. By :user:`Pavithra Eswaramoorthy <pavithraes>`
-
-* Added copy button to documentation.
-  By :user:`Altay Sansal <tasansal>` :issue:`1124`.
-
-Maintenance
-~~~~~~~~~~~
-
-* Simplify release docs.
-  By :user:`Josh Moore <joshmoore>` :issue:`1119`.
-
-* Pin werkzeug to prevent test hangs.
-  By :user:`Davis Bennett <d-v-b>` :issue:`1098`.
-
-* Fix a few DeepSource.io alerts
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`1080`.
-
-* Fix URLs.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>`, :issue:`1074`.
-
-* Fix spelling.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>`, :issue:`1073`.
-
-* Update GitHub issue templates with `YAML` format.
-  By :user:`Saransh Chopra <Saransh-cpp>` :issue:`1079`.
-
-* Remove option to return None from _ensure_store.
-  By :user:`Gregory Lee <grlee77>` :issue:`1068`.
-
-* Fix a typo of "integers".
-  By :user:`Richard Scott <RichardScottOZ>` :issue:`1056`.
-
-.. _release_2.12.0:
-
-2.12.0
-------
-
-Enhancements
-~~~~~~~~~~~~
-
-* **Add support for reading and writing Zarr V3.** The new `zarr._store.v3`
-  package has the necessary classes and functions for evaluating Zarr V3.
-  Since the format is not yet finalized, the classes and functions are not
-  automatically imported into the regular `zarr` name space. Setting the
-  `ZARR_V3_EXPERIMENTAL_API` environment variable will activate them.
-  By :user:`Gregory Lee <grlee77>`; :issue:`898`, :issue:`1006`, and :issue:`1007`
-  as well as by :user:`Josh Moore <joshmoore>` :issue:`1032`.
-
-* **Create FSStore from an existing fsspec filesystem**. If you have created
-  an fsspec filesystem outside of Zarr, you can now pass it as a keyword
-  argument to ``FSStore``.
-  By :user:`Ryan Abernathey <rabernat>`; :issue:`911`.
-
-* Add numpy encoder class for json.dumps
-  By :user:`Eric Prestat <ericpre>`; :issue:`933`.
-
-* Appending performance improvement to Zarr arrays, e.g., when writing to S3.
-  By :user:`hailiangzhang <hailiangzhang>`; :issue:`1014`.
-
-* Add number encoder for ``json.dumps`` to support numpy integers in
-  ``chunks`` arguments. By :user:`Eric Prestat <ericpre>` :issue:`697`.
-
-Bug fixes
-~~~~~~~~~
-
-* Fix bug that made it impossible to create an ``FSStore`` on unlistable filesystems
-  (e.g. some HTTP servers).
-  By :user:`Ryan Abernathey <rabernat>`; :issue:`993`.
-
-
-Documentation
-~~~~~~~~~~~~~
-
-* Update resize doc to clarify surprising behavior.
-  By :user:`hailiangzhang <hailiangzhang>`; :issue:`1022`.
-
-Maintenance
-~~~~~~~~~~~
-
-* Added Pre-commit configuration, incl. Yaml Check.
-  By :user:`Shivank Chaudhary <Alt-Shivam>`; :issue:`1015`, :issue:`1016`.
-
-* Fix URL to renamed file in Blosc repo.
-  By :user:`Andrew Thomas <amcnicho>` :issue:`1028`.
-
-* Activate Py 3.10 builds.
-  By :user:`Josh Moore <joshmoore>` :issue:`1027`.
-
-* Make all unignored zarr warnings errors.
-  By :user:`Josh Moore <joshmoore>` :issue:`1021`.
-
-
-.. _release_2.11.3:
-
-2.11.3
-------
-
-Bug fixes
-~~~~~~~~~
-
-* Fix missing case to fully revert change to default write_empty_chunks.
-  By :user:`Tom White <tomwhite>`; :issue:`1005`.
-
-
-.. _release_2.11.2:
-
-2.11.2
-------
-
-Bug fixes
-~~~~~~~~~
-
-* Changes the default value of ``write_empty_chunks`` to ``True`` to prevent
-  unanticipated data losses when the data types do not have a proper default
-  value when empty chunks are read back in.
-  By :user:`Vyas Ramasubramani <vyasr>`; :issue:`965`, :issue:`1001`.
-
-.. _release_2.11.1:
-
-2.11.1
-------
-
-Bug fixes
-~~~~~~~~~
-
-* Fix bug where indexing with a scalar numpy value returned a single-value array.
-  By :user:`Ben Jeffery <benjeffery>` :issue:`967`.
-
-* Removed `clobber` argument from `normalize_store_arg`. This enables to change
-  data within an opened consolidated group using mode `"r+"` (i.e region write).
-  By :user:`Tobias Kölling <d70-t>` :issue:`975`.
-
-.. _release_2.11.0:
-
-2.11.0
-------
-
-Enhancements
-~~~~~~~~~~~~
-
-* **Sparse changes with performance impact!** One of the advantages of the Zarr
-  format is that it is sparse, which means that chunks with no data (more
-  precisely, with data equal to the fill value, which is usually 0) don't need
-  to be written to disk at all. They will simply be assumed to be empty at read
-  time. However, until this release, the Zarr library would write these empty
-  chunks to disk anyway. This changes in this version: a small performance
-  penalty at write time leads to significant speedups at read time and in
-  filesystem operations in the case of sparse arrays. To revert to the old
-  behavior, pass the argument ``write_empty_chunks=True`` to the array creation
-  function. By :user:`Juan Nunez-Iglesias <jni>`; :issue:`853` and
-  :user:`Davis Bennett <d-v-b>`; :issue:`738`.
-
-* **Fancy indexing**. Zarr arrays now support NumPy-style fancy indexing with
-  arrays of integer coordinates. This is equivalent to using zarr.Array.vindex.
-  Mixing slices and integer arrays is not supported.
-  By :user:`Juan Nunez-Iglesias <jni>`; :issue:`725`.
-
-* **New base class**. This release of Zarr Python introduces a new
-  ``BaseStore`` class that all provided store classes implemented in Zarr
-  Python now inherit from. This is done as part of refactoring to enable future
-  support of the Zarr version 3 spec. Existing third-party stores that are a
-  MutableMapping (e.g. dict) can be converted to a new-style key/value store
-  inheriting from ``BaseStore`` by passing them as the argument to the new
-  ``zarr.storage.KVStore`` class. For backwards compatibility, various
-  higher-level array creation and convenience functions still accept plain
-  Python dicts or other mutable mappings for the ``store`` argument, but will
-  internally convert these to a ``KVStore``.
-  By :user:`Gregory Lee <grlee77>`; :issue:`839`, :issue:`789`, and :issue:`950`.
-
-* Allow to assign array ``fill_values`` and update metadata accordingly.
-  By :user:`Ryan Abernathey <rabernat>`, :issue:`662`.
-
-* Allow to update array fill_values
-  By :user:`Matthias Bussonnier <Carreau>` :issue:`665`.
-
-Bug fixes
-~~~~~~~~~
-
-* Fix bug where the checksum of zipfiles is wrong
-  By :user:`Oren Watson <orenwatson>` :issue:`930`.
-
-* Fix consolidate_metadata with FSStore.
-  By :user:`Joe Hamman <jhamman>` :issue:`916`.
-
-* Unguarded next inside generator.
-  By :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>` :issue:`889`.
-
-Documentation
-~~~~~~~~~~~~~
-
-* Update docs creation of dev env.
-  By :user:`Ray Bell <raybellwaves>` :issue:`921`.
-
-* Update docs to use ``python -m pytest``.
-  By :user:`Ray Bell <raybellwaves>` :issue:`923`.
-
-* Fix versionadded tag in zarr.Array docstring.
-  By :user:`Juan Nunez-Iglesias <jni>` :issue:`852`.
-
-* Doctest seem to be stricter now, updating tostring() to tobytes().
-  By :user:`John Kirkham <jakirkham>` :issue:`907`.
-
-* Minor doc fix.
-  By :user:`Mads R. B. Kristensen <madsbk>` :issue:`937`.
-
-Maintenance
-~~~~~~~~~~~
-
-* Upgrade MongoDB in test env.
-  By :user:`Joe Hamman <jhamman>` :issue:`939`.
-
-* Pass dimension_separator on fixture generation.
-  By :user:`Josh Moore <joshmoore>` :issue:`858`.
-
-* Activate Python 3.9 in GitHub Actions.
-  By :user:`Josh Moore <joshmoore>` :issue:`859`.
-
-* Drop shortcut ``fsspec[s3]`` for dependency.
-  By :user:`Josh Moore <joshmoore>` :issue:`920`.
-
-* and a swath of code-linting improvements by :user:`Dimitri Papadopoulos Orfanos <DimitriPapadopoulos>`:
-
-  - Unnecessary comprehension (:issue:`899`)
-
-  - Unnecessary ``None`` provided as default (:issue:`900`)
-
-  - use an if ``expression`` instead of `and`/`or` (:issue:`888`)
-
-  - Remove unnecessary literal (:issue:`891`)
-
-  - Decorate a few method with `@staticmethod` (:issue:`885`)
-
-  - Drop unneeded ``return`` (:issue:`884`)
-
-  - Drop explicit ``object`` inheritance from ``class``-es (:issue:`886`)
-
-  - Unnecessary comprehension (:issue:`883`)
-
-  - Codespell configuration (:issue:`882`)
-
-  - Fix typos found by codespell (:issue:`880`)
-
-  - Proper C-style formatting for integer (:issue:`913`)
-
-  - Add LGTM.com / DeepSource.io configuration files (:issue:`909`)
-
-.. _release_2.10.3:
-
-2.10.3
-------
-
-Bug fixes
-~~~~~~~~~
-
-* N5 keywords now emit UserWarning instead of raising a ValueError.
-  By :user:`Boaz Mohar <boazmohar>`; :issue:`860`.
-
-* blocks_to_decompress not used in read_part function.
-  By :user:`Boaz Mohar <boazmohar>`; :issue:`861`.
-
-* defines blocksize for array, updates hexdigest values.
-  By :user:`Andrew Fulton <andrewfulton9>`; :issue:`867`.
-
-* Fix test failure on Debian and conda-forge builds.
-  By :user:`Josh Moore <joshmoore>`; :issue:`871`.
-
-.. _release_2.10.2:
-
-2.10.2
-------
-
-Bug fixes
-~~~~~~~~~
-
-* Fix NestedDirectoryStore datasets without dimension_separator metadata.
-  By :user:`Josh Moore <joshmoore>`; :issue:`850`.
-
-.. _release_2.10.1:
-
-2.10.1
-------
-
-Bug fixes
-~~~~~~~~~
-
-* Fix regression by setting normalize_keys=False in fsstore constructor.
-  By :user:`Davis Bennett <d-v-b>`; :issue:`842`.
-
-.. _release_2.10.0:
-
-2.10.0
-------
-
-Enhancements
-~~~~~~~~~~~~
-
-* Add N5FSStore.
-  By :user:`Davis Bennett <d-v-b>`; :issue:`793`.
-
-Bug fixes
-~~~~~~~~~
-
-* Ignore None dim_separators in save_array.
-  By :user:`Josh Moore <joshmoore>`; :issue:`831`.
-
-.. _release_2.9.5:
-
-2.9.5
------
-
-Bug fixes
-~~~~~~~~~
-
-* Fix FSStore.listdir behavior for nested directories.
-  By :user:`Gregory Lee <grlee77>`; :issue:`802`.
-
-.. _release_2.9.4:
-
-2.9.4
------
-
-Bug fixes
-~~~~~~~~~
-
-* Fix structured arrays that contain objects
-  By :user: `Attila Bergou <abergou>`; :issue: `806`
-
-.. _release_2.9.3:
-
-2.9.3
------
-
-Maintenance
-~~~~~~~~~~~
-
-* Mark the fact that some tests that require ``fsspec``, without compromising the code coverage score.
-  By :user:`Ben Williams <benjaminhwilliams>`; :issue:`823`.
-
-* Only inspect alternate node type if desired isn't present.
-  By :user:`Trevor Manz <manzt>`; :issue:`696`.
-
-.. _release_2.9.2:
-
-2.9.2
------
-
-Maintenance
-~~~~~~~~~~~
-
-* Correct conda-forge deployment of Zarr by fixing some Zarr tests.
-  By :user:`Ben Williams <benjaminhwilliams>`; :issue:`821`.
-
-.. _release_2.9.1:
-
-2.9.1
------
-
-Maintenance
-~~~~~~~~~~~
-
-* Correct conda-forge deployment of Zarr.
-  By :user:`Josh Moore <joshmoore>`; :issue:`819`.
-
-.. _release_2.9.0:
-
-2.9.0
------
-
-This release of Zarr Python is the first release of Zarr to not support Python 3.6.
-
-Enhancements
-~~~~~~~~~~~~
-
-* Update ABSStore for compatibility with newer `azure.storage.blob`.
-  By :user:`Tom Augspurger <TomAugspurger>`; :issue:`759`.
-
-* Pathlib support.
-  By :user:`Chris Barnes <clbarnes>`; :issue:`768`.
-
-Documentation
-~~~~~~~~~~~~~
-
-* Clarify that arbitrary key/value pairs are OK for attributes.
-  By :user:`Stephan Hoyer <shoyer>`; :issue:`751`.
-
-* Clarify how to manually convert a DirectoryStore to a ZipStore.
-  By :user:`pmav99 <pmav99>`; :issue:`763`.
-
-Bug fixes
-~~~~~~~~~
-
-* Fix dimension_separator support.
-  By :user:`Josh Moore <joshmoore>`; :issue:`775`.
-
-* Extract ABSStore to zarr._storage.absstore.
-  By :user:`Josh Moore <joshmoore>`; :issue:`781`.
-
-* avoid NumPy 1.21.0 due to https://github.com/numpy/numpy/issues/19325
-  By :user:`Gregory Lee <grlee77>`; :issue:`791`.
-
-Maintenance
-~~~~~~~~~~~
-
-* Drop 3.6 builds.
-  By :user:`Josh Moore <joshmoore>`; :issue:`774`, :issue:`778`.
-
-* Fix build with Sphinx 4.
-  By :user:`Elliott Sales de Andrade <QuLogic>`; :issue:`799`.
-
-* TST: add missing assert in test_hexdigest.
-  By :user:`Gregory Lee <grlee77>`; :issue:`801`.
-
-.. _release_2.8.3:
-
-2.8.3
------
-
-Bug fixes
-~~~~~~~~~
-
-* FSStore: default to normalize_keys=False
-  By :user:`Josh Moore <joshmoore>`; :issue:`755`.
-* ABSStore: compatibility with ``azure.storage.python>=12``
-  By :user:`Tom Augspurger <tomaugspurger>`; :issue:`618`
-
-
-.. _release_2.8.2:
-
-2.8.2
------
-
-Documentation
-~~~~~~~~~~~~~
-
-* Add section on rechunking to tutorial
-  By :user:`David Baddeley <David-Baddeley>`; :issue:`730`.
-
-Bug fixes
-~~~~~~~~~
-
-* Expand FSStore tests and fix implementation issues
-  By :user:`Davis Bennett <d-v-b>`; :issue:`709`.
-
-Maintenance
-~~~~~~~~~~~
-
-* Updated ipytree warning for jlab3
-  By :user:`Ian Hunt-Isaak <ianhi>`; :issue:`721`.
-
-* b170a48a - (issue-728, copy-nested) Updated ipytree warning for jlab3 (#721) (3 weeks ago) <Ian Hunt-Isaak>
-* Activate dependabot
-  By :user:`Josh Moore <joshmoore>`; :issue:`734`.
-
-* Update Python classifiers (Zarr is stable!)
-  By :user:`Josh Moore <joshmoore>`; :issue:`731`.
-
-.. _release_2.8.1:
-
-2.8.1
------
-
-Bug fixes
-~~~~~~~~~
-
-* raise an error if create_dataset's dimension_separator is inconsistent
-  By :user:`Gregory R. Lee <grlee77>`; :issue:`724`.
-
-.. _release_2.8.0:
-
-2.8.0
------
-
-V2 Specification Update
-~~~~~~~~~~~~~~~~~~~~~~~
-
-* Introduce optional dimension_separator .zarray key for nested chunks.
-  By :user:`Josh Moore <joshmoore>`; :issue:`715`, :issue:`716`.
-
-.. _release_2.7.1:
-
-2.7.1
------
-
-Bug fixes
-~~~~~~~~~
-
-* Update Array to respect FSStore's key_separator  (#718)
-  By :user:`Gregory R. Lee <grlee77>`; :issue:`718`.
-
-.. _release_2.7.0:
-
-2.7.0
------
-
-Enhancements
-~~~~~~~~~~~~
-
-* Start stop for iterator (`islice()`)
-  By :user:`Sebastian Grill <yetyetanotherusername>`; :issue:`621`.
-
-* Add capability to partially read and decompress chunks
-  By :user:`Andrew Fulton <andrewfulton9>`; :issue:`667`.
-
-Bug fixes
-~~~~~~~~~
-
-* Make DirectoryStore __setitem__ resilient against antivirus file locking
-  By :user:`Eric Younkin <ericgyounkin>`; :issue:`698`.
-
-* Compare test data's content generally
-  By :user:`John Kirkham <jakirkham>`; :issue:`436`.
-
-* Fix dtype usage in zarr/meta.py
-  By :user:`Josh Moore <joshmoore>`; :issue:`700`.
-
-* Fix FSStore key_seperator usage
-  By :user:`Josh Moore <joshmoore>`; :issue:`669`.
-
-* Simplify text handling in DB Store
-  By :user:`John Kirkham <jakirkham>`; :issue:`670`.
-
-* GitHub Actions migration
-  By :user:`Matthias Bussonnier <Carreau>`;
-  :issue:`641`, :issue:`671`, :issue:`674`, :issue:`676`, :issue:`677`, :issue:`678`,
-  :issue:`679`, :issue:`680`, :issue:`682`, :issue:`684`, :issue:`685`, :issue:`686`,
-  :issue:`687`, :issue:`695`, :issue:`706`.
-
-.. _release_2.6.1:
-
-2.6.1
------
-
-* Minor build fix
-  By :user:`Matthias Bussonnier <Carreau>`; :issue:`666`.
-
-.. _release_2.6.0:
-
-2.6.0
------
-
-This release of Zarr Python is the first release of Zarr to not support Python 3.5.
-
-* End Python 3.5 support.
-  By :user:`Chris Barnes <clbarnes>`; :issue:`602`.
-
-* Fix ``open_group/open_array`` to allow opening of read-only store with
-  ``mode='r'`` :issue:`269`
-
-* Add `Array` tests for FSStore.
-  By :user:`Andrew Fulton <andrewfulton9>`; :issue: `644`.
-
-* fix a bug in which ``attrs`` would not be copied on the root when using ``copy_all``; :issue:`613`
-
-* Fix ``FileNotFoundError``  with dask/s3fs :issue:`649`
-
-* Fix flaky fixture in test_storage.py :issue:`652`
-
-* Fix FSStore getitems fails with arrays that have a 0 length shape dimension :issue:`644`
-
-* Use async to fetch/write result concurrently when possible. :issue:`536`, See `this comment
-  <https://github.com/zarr-developers/zarr-python/issues/536#issuecomment-721253094>`_ for some performance analysis
-  showing order of magnitude faster response in some benchmark.
-
-See `this link <https://github.com/zarr-developers/zarr-python/milestone/11?closed=1>`_
-for the full list of closed and merged PR tagged with the 2.6 milestone.
-
-* Add ability to partially read and decompress arrays, see :issue:`667`. It is
-  only available to chunks stored using fsspec and using Blosc as a compressor.
-
-  For certain analysis case when only a small portion of chunks is needed it can
-  be advantageous to only access and decompress part of the chunks. Doing
-  partial read and decompression add high latency to many of the operation so
-  should be used only when the subset of the data is small compared to the full
-  chunks and is stored contiguously (that is to say either last dimensions for C
-  layout, firsts for F). Pass ``partial_decompress=True`` as argument when
-  creating an ``Array``, or when using ``open_array``. No option exists yet to
-  apply partial read and decompress on a per-operation basis.
-
-.. _release_2.5.0:
-
-2.5.0
------
-
-This release will be the last to support Python 3.5, next version of Zarr will be Python 3.6+.
-
-* `DirectoryStore` now uses `os.scandir`, which should make listing large store
-  faster, :issue:`563`
-
-* Remove a few remaining Python 2-isms.
-  By :user:`Poruri Sai Rahul <rahulporuri>`; :issue:`393`.
-
-* Fix minor bug in `N5Store`.
-  By :user:`gsakkis`, :issue:`550`.
-
-* Improve error message in Jupyter when trying to use the ``ipytree`` widget
-  without ``ipytree`` installed.
-  By :user:`Zain Patel <mzjp2>`; :issue:`537`
-
-* Add typing information to many of the core functions :issue:`589`
-
-* Explicitly close stores during testing.
-  By :user:`Elliott Sales de Andrade <QuLogic>`; :issue:`442`
-
-* Many of the convenience functions to emit errors (``err_*`` from
-  ``zarr.errors``  have been replaced by ``ValueError`` subclasses. The corresponding
-  ``err_*`` function have been removed. :issue:`590`, :issue:`614`)
-
-* Improve consistency of terminology regarding arrays and datasets in the
-  documentation.
-  By :user:`Josh Moore <joshmoore>`; :issue:`571`.
-
-* Added support for generic URL opening by ``fsspec``, where the URLs have the
-  form "protocol://[server]/path" or can be chained URls with "::" separators.
-  The additional argument ``storage_options`` is passed to the backend, see
-  the ``fsspec`` docs.
-  By :user:`Martin Durant <martindurant>`; :issue:`546`
-
-* Added support for fetching multiple items via ``getitems`` method of a
-  store, if it exists. This allows for concurrent fetching of data blocks
-  from stores that implement this; presently HTTP, S3, GCS. Currently only
-  applies to reading.
-  By :user:`Martin Durant <martindurant>`; :issue:`606`
-
-* Efficient iteration expanded with option to pass start and stop index via
-  ``array.islice``.
-  By :user:`Sebastian Grill <yetyetanotherusername>`, :issue:`615`.
-
-.. _release_2.4.0:
-
-2.4.0
------
-
-Enhancements
-~~~~~~~~~~~~
-
-* Add key normalization option for ``DirectoryStore``, ``NestedDirectoryStore``,
-  ``TempStore``, and ``N5Store``.
-  By :user:`James Bourbeau <jrbourbeau>`; :issue:`459`.
-
-* Add ``recurse`` keyword to ``Group.array_keys`` and ``Group.arrays`` methods.
-  By :user:`James Bourbeau <jrbourbeau>`; :issue:`458`.
-
-* Use uniform chunking for all dimensions when specifying ``chunks`` as an integer.
-  Also adds support for specifying ``-1`` to chunk across an entire dimension.
-  By :user:`James Bourbeau <jrbourbeau>`; :issue:`456`.
-
-* Rename ``DictStore`` to ``MemoryStore``.
-  By :user:`James Bourbeau <jrbourbeau>`; :issue:`455`.
-
-* Rewrite ``.tree()`` pretty representation to use ``ipytree``.
-  Allows it to work in both the Jupyter Notebook and JupyterLab.
-  By :user:`John Kirkham <jakirkham>`; :issue:`450`.
-
-* Do not rename Blosc parameters in n5 backend and add `blocksize` parameter,
-  compatible with n5-blosc. By :user:`axtimwalde`, :issue:`485`.
-
-* Update ``DirectoryStore`` to create files with more permissive permissions.
-  By :user:`Eduardo Gonzalez <eddienko>` and :user:`James Bourbeau <jrbourbeau>`; :issue:`493`
-
-* Use ``math.ceil`` for scalars.
-  By :user:`John Kirkham <jakirkham>`; :issue:`500`.
-
-* Ensure contiguous data using ``astype``.
-  By :user:`John Kirkham <jakirkham>`; :issue:`513`.
-
-* Refactor out ``_tofile``/``_fromfile`` from ``DirectoryStore``.
-  By :user:`John Kirkham <jakirkham>`; :issue:`503`.
-
-* Add ``__enter__``/``__exit__`` methods to ``Group`` for ``h5py.File`` compatibility.
-  By :user:`Chris Barnes <clbarnes>`; :issue:`509`.
-
-Bug fixes
-~~~~~~~~~
-
-* Fix Sqlite Store Wrong Modification.
-  By :user:`Tommy Tran <potter420>`; :issue:`440`.
-
-* Add intermediate step (using ``zipfile.ZipInfo`` object) to write
-  inside ``ZipStore`` to solve too restrictive permission issue.
-  By :user:`Raphael Dussin <raphaeldussin>`; :issue:`505`.
-
-* Fix '/' prepend bug in ``ABSStore``.
-  By :user:`Shikhar Goenka <shikharsg>`; :issue:`525`.
-
-Documentation
-~~~~~~~~~~~~~
-* Fix hyperlink in ``README.md``.
-  By :user:`Anderson Banihirwe <andersy005>`; :issue:`531`.
-
-* Replace "nuimber" with "number".
-  By :user:`John Kirkham <jakirkham>`; :issue:`512`.
-
-* Fix azure link rendering in tutorial.
-  By :user:`James Bourbeau <jrbourbeau>`; :issue:`507`.
-
-* Update ``README`` file to be more detailed.
-  By :user:`Zain Patel <mzjp2>`; :issue:`495`.
-
-* Import blosc from numcodecs in tutorial.
-  By :user:`James Bourbeau <jrbourbeau>`; :issue:`491`.
-
-* Adds logo to docs.
-  By :user:`James Bourbeau <jrbourbeau>`; :issue:`462`.
-
-* Fix N5 link in tutorial.
-  By :user:`James Bourbeau <jrbourbeau>`; :issue:`480`.
-
-* Fix typo in code snippet.
-  By :user:`Joe Jevnik <llllllllll>`; :issue:`461`.
-
-* Fix URLs to point to zarr-python
-  By :user:`John Kirkham <jakirkham>`; :issue:`453`.
-
-Maintenance
-~~~~~~~~~~~
-
-* Add documentation build to CI.
-  By :user:`James Bourbeau <jrbourbeau>`; :issue:`516`.
-
-* Use ``ensure_ndarray`` in a few more places.
-  By :user:`John Kirkham <jakirkham>`; :issue:`506`.
-
-* Support Python 3.8.
-  By :user:`John Kirkham <jakirkham>`; :issue:`499`.
-
-* Require Numcodecs 0.6.4+ to use text handling functionality from it.
-  By :user:`John Kirkham <jakirkham>`; :issue:`497`.
-
-* Updates tests to use ``pytest.importorskip``.
-  By :user:`James Bourbeau <jrbourbeau>`; :issue:`492`
-
-* Removed support for Python 2.
-  By :user:`jhamman`; :issue:`393`, :issue:`470`.
-
-* Upgrade dependencies in the test matrices and resolve a
-  compatibility issue with testing against the Azure Storage
-  Emulator. By :user:`alimanfoo`; :issue:`468`, :issue:`467`.
-
-* Use ``unittest.mock`` on Python 3.
-  By :user:`Elliott Sales de Andrade <QuLogic>`; :issue:`426`.
-
-* Drop ``decode`` from ``ConsolidatedMetadataStore``.
-  By :user:`John Kirkham <jakirkham>`; :issue:`452`.
-
-
-.. _release_2.3.2:
-
-2.3.2
------
-
-Enhancements
-~~~~~~~~~~~~
-
-* Use ``scandir`` in ``DirectoryStore``'s ``getsize`` method.
-  By :user:`John Kirkham <jakirkham>`; :issue:`431`.
-
-Bug fixes
-~~~~~~~~~
-
-* Add and use utility functions to simplify reading and writing JSON.
-  By :user:`John Kirkham <jakirkham>`; :issue:`429`, :issue:`430`.
-
-* Fix ``collections``'s ``DeprecationWarning``\ s.
-  By :user:`John Kirkham <jakirkham>`; :issue:`432`.
-
-* Fix tests on big endian machines.
-  By :user:`Elliott Sales de Andrade <QuLogic>`; :issue:`427`.
-
-
-.. _release_2.3.1:
-
-2.3.1
------
-
-Bug fixes
-~~~~~~~~~
-
-* Makes ``azure-storage-blob`` optional for testing.
-  By :user:`John Kirkham <jakirkham>`; :issue:`419`, :issue:`420`.
-
-
-.. _release_2.3.0:
-
-2.3.0
------
-
-Enhancements
-~~~~~~~~~~~~
-
-* New storage backend, backed by Azure Blob Storage, class :class:`zarr.storage.ABSStore`.
-  All data is stored as block blobs. By :user:`Shikhar Goenka <shikarsg>`,
-  :user:`Tim Crone <tjcrone>` and :user:`Zain Patel <mzjp2>`; :issue:`345`.
-
-* Add "consolidated" metadata as an experimental feature: use
-  :func:`zarr.convenience.consolidate_metadata` to copy all metadata from the various
-  metadata keys within a dataset hierarchy under a single key, and
-  :func:`zarr.convenience.open_consolidated` to use this single key. This can greatly
-  cut down the number of calls to the storage backend, and so remove a lot of overhead
-  for reading remote data.
-  By :user:`Martin Durant <martindurant>`, :user:`Alistair Miles <alimanfoo>`,
-  :user:`Ryan Abernathey <rabernat>`, :issue:`268`, :issue:`332`, :issue:`338`.
-
-* Support has been added for structured arrays with sub-array shape and/or nested fields. By
-  :user:`Tarik Onalan <onalant>`, :issue:`111`, :issue:`296`.
-
-* Adds the SQLite-backed :class:`zarr.storage.SQLiteStore` class enabling an
-  SQLite database to be used as the backing store for an array or group.
-  By :user:`John Kirkham <jakirkham>`, :issue:`368`, :issue:`365`.
-
-* Efficient iteration over arrays by decompressing chunkwise.
-  By :user:`Jerome Kelleher <jeromekelleher>`, :issue:`398`, :issue:`399`.
-
-* Adds the Redis-backed :class:`zarr.storage.RedisStore` class enabling a
-  Redis database to be used as the backing store for an array or group.
-  By :user:`Joe Hamman <jhamman>`, :issue:`299`, :issue:`372`.
-
-* Adds the MongoDB-backed :class:`zarr.storage.MongoDBStore` class enabling a
-  MongoDB database to be used as the backing store for an array or group.
-  By :user:`Noah D Brenowitz <nbren12>`, :user:`Joe Hamman <jhamman>`,
-  :issue:`299`, :issue:`372`, :issue:`401`.
-
-* **New storage class for N5 containers**. The :class:`zarr.n5.N5Store` has been
-  added, which uses :class:`zarr.storage.NestedDirectoryStore` to support
-  reading and writing from and to N5 containers.
-  By :user:`Jan Funke <funkey>` and :user:`John Kirkham <jakirkham>`.
-
-Bug fixes
-~~~~~~~~~
-
-* The implementation of the :class:`zarr.storage.DirectoryStore` class has been modified to
-  ensure that writes are atomic and there are no race conditions where a chunk might appear
-  transiently missing during a write operation. By :user:`sbalmer <sbalmer>`, :issue:`327`,
-  :issue:`263`.
-
-* Avoid raising in :class:`zarr.storage.DirectoryStore`'s ``__setitem__`` when file already exists.
-  By :user:`Justin Swaney <jmswaney>`, :issue:`272`, :issue:`318`.
-
-* The required version of the `Numcodecs`_ package has been upgraded
-  to 0.6.2, which has enabled some code simplification and fixes a failing test involving
-  msgpack encoding. By :user:`John Kirkham <jakirkham>`, :issue:`361`, :issue:`360`, :issue:`352`,
-  :issue:`355`, :issue:`324`.
-
-* Failing tests related to pickling/unpickling have been fixed. By :user:`Ryan Williams <ryan-williams>`,
-  :issue:`273`, :issue:`308`.
-
-* Corrects handling of ``NaT`` in ``datetime64`` and ``timedelta64`` in various
-  compressors (by :user:`John Kirkham <jakirkham>`; :issue:`344`).
-
-* Ensure ``DictStore`` contains only ``bytes`` to facilitate comparisons and protect against writes.
-  By :user:`John Kirkham <jakirkham>`, :issue:`350`.
-
-* Test and fix an issue (w.r.t. fill values) when storing complex data to ``Array``.
-  By :user:`John Kirkham <jakirkham>`, :issue:`363`.
-
-* Always use a ``tuple`` when indexing a NumPy ``ndarray``.
-  By :user:`John Kirkham <jakirkham>`, :issue:`376`.
-
-* Ensure when ``Array`` uses a ``dict``-based chunk store that it only contains
-  ``bytes`` to facilitate comparisons and protect against writes. Drop the copy
-  for the no filter/compressor case as this handles that case.
-  By :user:`John Kirkham <jakirkham>`, :issue:`359`.
-
-Maintenance
-~~~~~~~~~~~
-
-* Simplify directory creation and removal in ``DirectoryStore.rename``.
-  By :user:`John Kirkham <jakirkham>`, :issue:`249`.
-
-* CI and test environments have been upgraded to include Python 3.7, drop Python 3.4, and
-  upgrade all pinned package requirements. :user:`Alistair Miles <alimanfoo>`, :issue:`308`.
-
-* Start using pyup.io to maintain dependencies.
-  :user:`Alistair Miles <alimanfoo>`, :issue:`326`.
-
-* Configure flake8 line limit generally.
-  :user:`John Kirkham <jakirkham>`, :issue:`335`.
-
-* Add missing coverage pragmas.
-  :user:`John Kirkham <jakirkham>`, :issue:`343`, :issue:`355`.
-
-* Fix missing backslash in docs.
-  :user:`John Kirkham <jakirkham>`, :issue:`254`, :issue:`353`.
-
-* Include tests for stores' ``popitem`` and ``pop`` methods.
-  By :user:`John Kirkham <jakirkham>`, :issue:`378`, :issue:`380`.
-
-* Include tests for different compressors, endianness, and attributes.
-  By :user:`John Kirkham <jakirkham>`, :issue:`378`, :issue:`380`.
-
-* Test validity of stores' contents.
-  By :user:`John Kirkham <jakirkham>`, :issue:`359`, :issue:`408`.
-
-
-.. _release_2.2.0:
-
-2.2.0
------
-
-Enhancements
-~~~~~~~~~~~~
-
-* **Advanced indexing**. The ``Array`` class has several new methods and
-  properties that enable a selection of items in an array to be retrieved or
-  updated. See the :ref:`user-guide-indexing` tutorial section for more
-  information. There is also a `notebook
-  <https://github.com/zarr-developers/zarr-python/blob/main/notebooks/advanced_indexing.ipynb>`_
-  with extended examples and performance benchmarks. :issue:`78`, :issue:`89`,
-  :issue:`112`, :issue:`172`.
-
-* **New package for compressor and filter codecs**. The classes previously
-  defined in the :mod:`zarr.codecs` module have been factored out into a
-  separate package called `Numcodecs`_. The `Numcodecs`_ package also includes
-  several new codec classes not previously available in Zarr, including
-  compressor codecs for Zstd and LZ4. This change is backwards-compatible with
-  existing code, as all codec classes defined by Numcodecs are imported into the
-  :mod:`zarr.codecs` namespace. However, it is recommended to import codecs from
-  the new package, see the tutorial sections on :ref:`user-guide-compress` and
-  :ref:`user-guide-filters` for examples. With contributions by
-  :user:`John Kirkham <jakirkham>`; :issue:`74`, :issue:`102`, :issue:`120`,
-  :issue:`123`, :issue:`139`.
-
-* **New storage class for DBM-style databases**. The
-  :class:`zarr.storage.DBMStore` class enables any DBM-style database such as gdbm,
-  ndbm or Berkeley DB, to be used as the backing store for an array or group. See the
-  tutorial section on :ref:`user-guide-storage` for some examples. :issue:`133`,
-  :issue:`186`.
-
-* **New storage class for LMDB databases**. The :class:`zarr.storage.LMDBStore` class
-  enables an LMDB "Lightning" database to be used as the backing store for an array or
-  group. :issue:`192`.
-
-* **New storage class using a nested directory structure for chunk files**. The
-  :class:`zarr.storage.NestedDirectoryStore` has been added, which is similar to
-  the existing :class:`zarr.storage.DirectoryStore` class but nests chunk files
-  for multidimensional arrays into sub-directories. :issue:`155`, :issue:`177`.
-
-* **New tree() method for printing hierarchies**. The ``Group`` class has a new
-  :func:`zarr.hierarchy.Group.tree` method which enables a tree representation of
-  a group hierarchy to be printed. Also provides an interactive tree
-  representation when used within a Jupyter notebook. See the
-  :ref:`user-guide-diagnostics` tutorial section for examples. By
-  :user:`John Kirkham <jakirkham>`; :issue:`82`, :issue:`140`, :issue:`184`.
-
-* **Visitor API**. The ``Group`` class now implements the h5py visitor API, see
-  docs for the :func:`zarr.hierarchy.Group.visit`,
-  :func:`zarr.hierarchy.Group.visititems` and
-  :func:`zarr.hierarchy.Group.visitvalues` methods. By
-  :user:`John Kirkham <jakirkham>`, :issue:`92`, :issue:`122`.
-
-* **Viewing an array as a different dtype**. The ``Array`` class has a new
-  :func:`zarr.Array.astype` method, which is a convenience that enables an
-  array to be viewed as a different dtype. By :user:`John Kirkham <jakirkham>`,
-  :issue:`94`, :issue:`96`.
-
-* **New open(), save(), load() convenience functions**. The function
-  :func:`zarr.convenience.open` provides a convenient way to open a persistent
-  array or group, using either a ``DirectoryStore`` or ``ZipStore`` as the backing
-  store. The functions :func:`zarr.convenience.save` and
-  :func:`zarr.convenience.load` are also available and provide a convenient way to
-  save an entire NumPy array to disk and load back into memory later. See the
-  tutorial section :ref:`user-guide-persist` for examples. :issue:`104`,
-  :issue:`105`, :issue:`141`, :issue:`181`.
-
-* **IPython completions**. The ``Group`` class now implements ``__dir__()`` and
-  ``_ipython_key_completions_()`` which enables tab-completion for group members
-  to be used in any IPython interactive environment. :issue:`170`.
-
-* **New info property; changes to __repr__**. The ``Group`` and
-  ``Array`` classes have a new ``info`` property which can be used to print
-  diagnostic information, including compression ratio where available. See the
-  tutorial section on :ref:`user-guide-diagnostics` for examples. The string
-  representation (``__repr__``) of these classes has been simplified to ensure
-  it is cheap and quick to compute in all circumstances. :issue:`83`,
-  :issue:`115`, :issue:`132`, :issue:`148`.
-
-* **Chunk options**. When creating an array, ``chunks=False`` can be specified,
-  which will result in an array with a single chunk only. Alternatively,
-  ``chunks=True`` will trigger an automatic chunk shape guess. See
-  :ref:`user-guide-chunks` for more on the ``chunks`` parameter. :issue:`106`,
-  :issue:`107`, :issue:`183`.
-
-* **Zero-dimensional arrays** and are now supported; by
-  :user:`Prakhar Goel <newt0311>`, :issue:`154`, :issue:`161`.
-
-* **Arrays with one or more zero-length dimensions** are now fully supported; by
-  :user:`Prakhar Goel <newt0311>`, :issue:`150`, :issue:`154`, :issue:`160`.
-
-* **The .zattrs key is now optional** and will now only be created when the first
-  custom attribute is set; :issue:`121`, :issue:`200`.
-
-* **New Group.move() method** supports moving a sub-group or array to a different
-  location within the same hierarchy. By :user:`John Kirkham <jakirkham>`,
-  :issue:`191`, :issue:`193`, :issue:`196`.
-
-* **ZipStore is now thread-safe**; :issue:`194`, :issue:`192`.
-
-* **New Array.hexdigest() method** computes an ``Array``'s hash with ``hashlib``.
-  By :user:`John Kirkham <jakirkham>`, :issue:`98`, :issue:`203`.
-
-* **Improved support for object arrays**. In previous versions of Zarr,
-  creating an array with ``dtype=object`` was possible but could under certain
-  circumstances lead to unexpected errors and/or segmentation faults. To make it easier
-  to properly configure an object array, a new ``object_codec`` parameter has been
-  added to array creation functions. See the tutorial section on :ref:`user-guide-objects`
-  for more information and examples. Also, runtime checks have been added in both Zarr
-  and Numcodecs so that segmentation faults are no longer possible, even with a badly
-  configured array. This API change is backwards compatible and previous code that created
-  an object array and provided an object codec via the ``filters`` parameter will
-  continue to work, however a warning will be raised to encourage use of the
-  ``object_codec`` parameter. :issue:`208`, :issue:`212`.
-
-* **Added support for datetime64 and timedelta64 data types**;
-  :issue:`85`, :issue:`215`.
-
-* **Array and group attributes are now cached by default** to improve performance with
-  slow stores, e.g., stores accessing data via the network; :issue:`220`, :issue:`218`,
-  :issue:`204`.
-
-* **New LRUStoreCache class**. The class :class:`zarr.storage.LRUStoreCache` has been
-  added and provides a means to locally cache data in memory from a store that may be
-  slow, e.g., a store that retrieves data from a remote server via the network;
-  :issue:`223`.
-
-* **New copy functions**. The new functions :func:`zarr.convenience.copy` and
-  :func:`zarr.convenience.copy_all` provide a way to copy groups and/or arrays
-  between HDF5 and Zarr, or between two Zarr groups. The
-  :func:`zarr.convenience.copy_store` provides a more efficient way to copy
-  data directly between two Zarr stores. :issue:`87`, :issue:`113`,
-  :issue:`137`, :issue:`217`.
-
-Bug fixes
-~~~~~~~~~
-
-* Fixed bug where ``read_only`` keyword argument was ignored when creating an
-  array; :issue:`151`, :issue:`179`.
-
-* Fixed bugs when using a ``ZipStore`` opened in 'w' mode; :issue:`158`,
-  :issue:`182`.
-
-* Fill values can now be provided for fixed-length string arrays; :issue:`165`,
-  :issue:`176`.
-
-* Fixed a bug where the number of chunks initialized could be counted
-  incorrectly; :issue:`97`, :issue:`174`.
-
-* Fixed a bug related to the use of an ellipsis (...) in indexing statements;
-  :issue:`93`, :issue:`168`, :issue:`172`.
-
-* Fixed a bug preventing use of other integer types for indexing; :issue:`143`,
-  :issue:`147`.
-
-Documentation
-~~~~~~~~~~~~~
-
-* Some changes have been made to the Zarr Specification v2 document to clarify
-  ambiguities and add some missing information. These changes do not break compatibility
-  with any of the material as previously implemented, and so the changes have been made
-  in-place in the document without incrementing the document version number. See the
-  section on changes in the specification document for more information.
-* A new :ref:`user-guide-indexing` section has been added to the tutorial.
-* A new :ref:`user-guide-strings` section has been added to the tutorial
-  (:issue:`135`, :issue:`175`).
-* The :ref:`user-guide-chunks` tutorial section has been reorganised and updated.
-* The :ref:`user-guide-persist` and :ref:`user-guide-storage` tutorial sections have
-  been updated with new examples (:issue:`100`, :issue:`101`, :issue:`103`).
-* A new tutorial section on :ref:`user-guide-pickle` has been added (:issue:`91`).
-* A new tutorial section on :ref:`user-guide-datetime` has been added.
-* A new tutorial section on :ref:`user-guide-diagnostics` has been added.
-* The tutorial sections on :ref:`user-guide-sync` and :ref:`user-guide-tips-blosc` have been
-  updated to provide information about how to avoid program hangs when using the Blosc
-  compressor with multiple processes (:issue:`199`, :issue:`201`).
-
-Maintenance
-~~~~~~~~~~~
-
-* A data fixture has been included in the test suite to ensure data format
-  compatibility is maintained; :issue:`83`, :issue:`146`.
-* The test suite has been migrated from nosetests to pytest; :issue:`189`, :issue:`225`.
-* Various continuous integration updates and improvements; :issue:`118`, :issue:`124`,
-  :issue:`125`, :issue:`126`, :issue:`109`, :issue:`114`, :issue:`171`.
-* Bump numcodecs dependency to 0.5.3, completely remove nose dependency, :issue:`237`.
-* Fix compatibility issues with NumPy 1.14 regarding fill values for structured arrays,
-  :issue:`222`, :issue:`238`, :issue:`239`.
-
-Acknowledgments
-~~~~~~~~~~~~~~~
-
-Code was contributed to this release by :user:`Alistair Miles <alimanfoo>`, :user:`John
-Kirkham <jakirkham>` and :user:`Prakhar Goel <newt0311>`.
-
-Documentation was contributed to this release by :user:`Mamy Ratsimbazafy <mratsim>`
-and :user:`Charles Noyes <CSNoyes>`.
-
-Thank you to :user:`John Kirkham <jakirkham>`, :user:`Stephan Hoyer <shoyer>`,
-:user:`Francesc Alted <FrancescAlted>`, and :user:`Matthew Rocklin <mrocklin>` for code
-reviews and/or comments on pull requests.
-
-.. _release_2.1.4:
-
-2.1.4
------
-
-* Resolved an issue where calling ``hasattr`` on a ``Group`` object erroneously
-  returned a ``KeyError``. By :user:`Vincent Schut <vincentschut>`; :issue:`88`,
-  :issue:`95`.
-
-.. _release_2.1.3:
-
-2.1.3
------
-
-* Resolved an issue with :func:`zarr.creation.array` where dtype was given as
-  None (:issue:`80`).
-
-.. _release_2.1.2:
-
-2.1.2
------
-
-* Resolved an issue when no compression is used and chunks are stored in memory
-  (:issue:`79`).
-
-.. _release_2.1.1:
-
-2.1.1
------
-
-Various minor improvements, including: ``Group`` objects support member access
-via dot notation (``__getattr__``); fixed metadata caching for ``Array.shape``
-property and derivatives; added ``Array.ndim`` property; fixed
-``Array.__array__`` method arguments; fixed bug in pickling ``Array`` state;
-fixed bug in pickling ``ThreadSynchronizer``.
-
-.. _release_2.1.0:
-
-2.1.0
------
-
-* Group objects now support member deletion via ``del`` statement
-  (:issue:`65`).
-* Added :class:`zarr.storage.TempStore` class for convenience to provide
-  storage via a temporary directory
-  (:issue:`59`).
-* Fixed performance issues with :class:`zarr.storage.ZipStore` class
-  (:issue:`66`).
-* The Blosc extension has been modified to return bytes instead of array
-  objects from compress and decompress function calls. This should
-  improve compatibility and also provides a small performance increase for
-  compressing high compression ratio data
-  (:issue:`55`).
-* Added ``overwrite`` keyword argument to array and group creation methods
-  on the :class:`zarr.hierarchy.Group` class
-  (:issue:`71`).
-* Added ``cache_metadata`` keyword argument to array creation methods.
-* The functions :func:`zarr.creation.open_array` and
-  :func:`zarr.hierarchy.open_group` now accept any store as first argument
-  (:issue:`56`).
-
-.. _release_2.0.1:
-
-2.0.1
------
-
-The bundled Blosc library has been upgraded to version 1.11.1.
-
-.. _release_2.0.0:
-
-2.0.0
------
-
-Hierarchies
-~~~~~~~~~~~
-
-Support has been added for organizing arrays into hierarchies via groups. See
-the tutorial section on :ref:`user-guide-groups` and the :mod:`zarr.hierarchy`
-API docs for more information.
-
-Filters
-~~~~~~~
-
-Support has been added for configuring filters to preprocess chunk data prior
-to compression. See the tutorial section on :ref:`user-guide-filters` and the
-:mod:`zarr.codecs` API docs for more information.
-
-Other changes
-~~~~~~~~~~~~~
-
-To accommodate support for hierarchies and filters, the Zarr metadata format
-has been modified. See the ``spec_v2`` for more information. To migrate an
-array stored using Zarr version 1.x, use the :func:`zarr.storage.migrate_1to2`
-function.
-
-The bundled Blosc library has been upgraded to version 1.11.0.
-
-Acknowledgments
-~~~~~~~~~~~~~~~
-
-Thanks to :user:`Matthew Rocklin <mrocklin>`, :user:`Stephan Hoyer <shoyer>` and
-:user:`Francesc Alted <FrancescAlted>` for contributions and comments.
-
-.. _release_1.1.0:
-
-1.1.0
------
-
-* The bundled Blosc library has been upgraded to version 1.10.0. The 'zstd'
-  internal compression library is now available within Blosc. See the tutorial
-  section on :ref:`user-guide-compress` for an example.
-* When using the Blosc compressor, the default internal compression library
-  is now 'lz4'.
-* The default number of internal threads for the Blosc compressor has been
-  increased to a maximum of 8 (previously 4).
-* Added convenience functions :func:`zarr.blosc.list_compressors` and
-  :func:`zarr.blosc.get_nthreads`.
-
-.. _release_1.0.0:
-
-1.0.0
------
-
-This release includes a complete re-organization of the code base. The
-major version number has been bumped to indicate that there have been
-backwards-incompatible changes to the API and the on-disk storage
-format. However, Zarr is still in an early stage of development, so
-please do not take the version number as an indicator of maturity.
-
-Storage
-~~~~~~~
-
-The main motivation for re-organizing the code was to create an
-abstraction layer between the core array logic and data storage (:issue:`21`).
-In this release, any
-object that implements the ``MutableMapping`` interface can be used as
-an array store. See the tutorial sections on :ref:`user-guide-persist`
-and :ref:`user-guide-storage`, the ``spec_v1``, and the
-:mod:`zarr.storage` module documentation for more information.
-
-Please note also that the file organization and file name conventions
-used when storing a Zarr array in a directory on the file system have
-changed. Persistent Zarr arrays created using previous versions of the
-software will not be compatible with this version. See the
-:mod:`zarr.storage` API docs and the ``spec_v1`` for more
-information.
-
-Compression
-~~~~~~~~~~~
-
-An abstraction layer has also been created between the core array
-logic and the code for compressing and decompressing array
-chunks. This release still bundles the c-blosc library and uses Blosc
-as the default compressor, however other compressors including zlib,
-BZ2 and LZMA are also now supported via the Python standard
-library. New compressors can also be dynamically registered for use
-with Zarr. See the tutorial sections on :ref:`user-guide-compress` and
-:ref:`user-guide-tips-blosc`, the ``spec_v1``, and the
-:mod:`zarr.compressors` module documentation for more information.
-
-Synchronization
-~~~~~~~~~~~~~~~
-
-The synchronization code has also been refactored to create a layer of
-abstraction, enabling Zarr arrays to be used in parallel computations
-with a number of alternative synchronization methods. For more
-information see the tutorial section on :ref:`user-guide-sync` and the
-:mod:`zarr.sync` module documentation.
-
-Changes to the Blosc extension
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-NumPy is no longer a build dependency for the :mod:`zarr.blosc` Cython
-extension, so setup.py will run even if NumPy is not already
-installed, and should automatically install NumPy as a runtime
-dependency. Manual installation of NumPy prior to installing Zarr is
-still recommended, however, as the automatic installation of NumPy may
-fail or be sub-optimal on some platforms.
-
-Some optimizations have been made within the :mod:`zarr.blosc`
-extension to avoid unnecessary memory copies, giving a ~10-20%
-performance improvement for multi-threaded compression operations.
-
-The :mod:`zarr.blosc` extension now automatically detects whether it
-is running within a single-threaded or multi-threaded program and
-adapts its internal behaviour accordingly (:issue:`27`). There is no need for
-the user to make any API calls to switch Blosc between contextual and
-non-contextual (global lock) mode. See also the tutorial section on
-:ref:`user-guide-tips-blosc`.
-
-Other changes
-~~~~~~~~~~~~~
-
-The internal code for managing chunks has been rewritten to be more
-efficient. Now no state is maintained for chunks outside of the array
-store, meaning that chunks do not carry any extra memory overhead not
-accounted for by the store. This negates the need for the "lazy"
-option present in the previous release, and this has been removed.
-
-The memory layout within chunks can now be set as either "C"
-(row-major) or "F" (column-major), which can help to provide better
-compression for some data (:issue:`7`). See the tutorial
-section on :ref:`user-guide-chunks-order` for more information.
-
-A bug has been fixed within the ``__getitem__`` and ``__setitem__``
-machinery for slicing arrays, to properly handle getting and setting
-partial slices.
-
-Acknowledgments
-~~~~~~~~~~~~~~~
-
-Thanks to :user:`Matthew Rocklin <mrocklin>`, :user:`Stephan Hoyer <shoyer>`,
-:user:`Francesc Alted <FrancescAlted>`, :user:`Anthony Scopatz <scopatz>` and
-:user:`Martin Durant <martindurant>` for contributions and comments.
-
-.. _release_0.4.0:
-
-0.4.0
------
-
-See `v0.4.0 release notes on GitHub
-<https://github.com/zarr-developers/zarr-python/releases/tag/v0.4.0>`_.
-
-.. _release_0.3.0:
-
-0.3.0
------
-
-See `v0.3.0 release notes on GitHub
-<https://github.com/zarr-developers/zarr-python/releases/tag/v0.3.0>`_.
-
-.. _Numcodecs: https://numcodecs.readthedocs.io/
diff --git a/docs/index.rst b/docs/index.rst
index 0dcfd7f90f..6ab07b0693 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -11,8 +11,8 @@ Zarr-Python
     quickstart
     user-guide/index
     API reference <api/zarr/index>
+    release-notes
     developers/index
-    developers/release
     about
 
 **Version**: |version|
diff --git a/docs/release-notes.rst b/docs/release-notes.rst
new file mode 100644
index 0000000000..175bd21aa5
--- /dev/null
+++ b/docs/release-notes.rst
@@ -0,0 +1,16 @@
+Release notes
+=============
+
+.. _release_3.0.0:
+
+3.0.0
+-----
+
+3.0.0 is a new major release of Zarr-Python, with many breaking changes.
+See the :ref:`v3 migration guide` for a listing of what's changed.
+
+Normal release note service will resume with further releases in the 3.0.0
+series.
+
+Release notes for the zarr-python 2.x and 1.x releases can be found here:
+https://zarr.readthedocs.io/en/support-v2/release.html
diff --git a/docs/user-guide/v3_migration.rst b/docs/user-guide/v3_migration.rst
index 66fcca6d19..bda1ae64ed 100644
--- a/docs/user-guide/v3_migration.rst
+++ b/docs/user-guide/v3_migration.rst
@@ -1,3 +1,5 @@
+.. _v3 migration guide:
+
 3.0 Migration Guide
 ===================
 

From 0328656b09b1395daaaba309798fefd78459c2ee Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Thu, 9 Jan 2025 01:57:19 -0700
Subject: [PATCH 0929/1078] Use dataclasses for ByteRangeRequests (#2585)

* Use TypedDicts for more literate ByteRangeRequests

* Update utility function

* fixes sharding

* Ignore mypy errors

* Fix offset in _normalize_byte_range_index

* Update get_partial_values for FsspecStore

* Re-add fs._cat_ranges argument

* Simplify typing

* Update _normalize to return start, stop

* Use explicit range

* Use dataclasses

* Update typing

* Update docstring

* Rename ExplicitRange to ExplicitByteRequest

* Rename OffsetRange to OffsetByteRequest

* Rename SuffixRange to SuffixByteRequest

* Use match; case instead of if; elif

* Revert "Use match; case instead of if; elif"

This reverts commit a7d35f876b1b628b3216da61ee26ba0f3a9d9cf8.

* Update ByteRangeRequest to ByteRequest

* Remove ByteRange definition from common

* Rename ExplicitByteRequest to RangeByteRequest

* Provide more informative error message

---------

Co-authored-by: Norman Rzepka <code@normanrz.com>
---
 src/zarr/abc/store.py           | 50 ++++++++++++++++----
 src/zarr/codecs/sharding.py     | 24 ++++++----
 src/zarr/core/common.py         |  1 -
 src/zarr/storage/_common.py     | 10 ++--
 src/zarr/storage/_fsspec.py     | 81 ++++++++++++++++++++-------------
 src/zarr/storage/_local.py      | 43 ++++++++---------
 src/zarr/storage/_logging.py    |  6 +--
 src/zarr/storage/_memory.py     | 14 +++---
 src/zarr/storage/_utils.py      | 36 +++++++--------
 src/zarr/storage/_wrapper.py    |  8 ++--
 src/zarr/storage/_zip.py        | 33 ++++++++------
 src/zarr/testing/stateful.py    |  5 +-
 src/zarr/testing/store.py       | 40 ++++++++++------
 src/zarr/testing/strategies.py  | 12 +++--
 tests/test_store/test_fsspec.py |  3 +-
 15 files changed, 221 insertions(+), 145 deletions(-)

diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index bd0a7ad503..e6a5518a4b 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -2,6 +2,7 @@
 
 from abc import ABC, abstractmethod
 from asyncio import gather
+from dataclasses import dataclass
 from itertools import starmap
 from typing import TYPE_CHECKING, Protocol, runtime_checkable
 
@@ -19,7 +20,34 @@
 
 __all__ = ["ByteGetter", "ByteSetter", "Store", "set_or_delete"]
 
-ByteRangeRequest: TypeAlias = tuple[int | None, int | None]
+
+@dataclass
+class RangeByteRequest:
+    """Request a specific byte range"""
+
+    start: int
+    """The start of the byte range request (inclusive)."""
+    end: int
+    """The end of the byte range request (exclusive)."""
+
+
+@dataclass
+class OffsetByteRequest:
+    """Request all bytes starting from a given byte offset"""
+
+    offset: int
+    """The byte offset for the offset range request."""
+
+
+@dataclass
+class SuffixByteRequest:
+    """Request up to the last `n` bytes"""
+
+    suffix: int
+    """The number of bytes from the suffix to request."""
+
+
+ByteRequest: TypeAlias = RangeByteRequest | OffsetByteRequest | SuffixByteRequest
 
 
 class Store(ABC):
@@ -141,14 +169,20 @@ async def get(
         self,
         key: str,
         prototype: BufferPrototype,
-        byte_range: ByteRangeRequest | None = None,
+        byte_range: ByteRequest | None = None,
     ) -> Buffer | None:
         """Retrieve the value associated with a given key.
 
         Parameters
         ----------
         key : str
-        byte_range : tuple[int | None, int | None], optional
+        byte_range : ByteRequest, optional
+
+            ByteRequest may be one of the following. If not provided, all data associated with the key is retrieved.
+
+            - RangeByteRequest(int, int): Request a specific range of bytes in the form (start, end). The end is exclusive. If the given range is zero-length or starts after the end of the object, an error will be returned. Additionally, if the range ends after the end of the object, the entire remainder of the object will be returned. Otherwise, the exact requested range will be returned.
+            - OffsetByteRequest(int): Request all bytes starting from a given byte offset. This is equivalent to bytes={int}- as an HTTP header.
+            - SuffixByteRequest(int): Request the last int bytes. Note that here, int is the size of the request, not the byte offset. This is equivalent to bytes=-{int} as an HTTP header.
 
         Returns
         -------
@@ -160,7 +194,7 @@ async def get(
     async def get_partial_values(
         self,
         prototype: BufferPrototype,
-        key_ranges: Iterable[tuple[str, ByteRangeRequest]],
+        key_ranges: Iterable[tuple[str, ByteRequest | None]],
     ) -> list[Buffer | None]:
         """Retrieve possibly partial values from given key_ranges.
 
@@ -338,7 +372,7 @@ def close(self) -> None:
         self._is_open = False
 
     async def _get_many(
-        self, requests: Iterable[tuple[str, BufferPrototype, ByteRangeRequest | None]]
+        self, requests: Iterable[tuple[str, BufferPrototype, ByteRequest | None]]
     ) -> AsyncGenerator[tuple[str, Buffer | None], None]:
         """
         Retrieve a collection of objects from storage. In general this method does not guarantee
@@ -416,17 +450,17 @@ async def getsize_prefix(self, prefix: str) -> int:
 @runtime_checkable
 class ByteGetter(Protocol):
     async def get(
-        self, prototype: BufferPrototype, byte_range: ByteRangeRequest | None = None
+        self, prototype: BufferPrototype, byte_range: ByteRequest | None = None
     ) -> Buffer | None: ...
 
 
 @runtime_checkable
 class ByteSetter(Protocol):
     async def get(
-        self, prototype: BufferPrototype, byte_range: ByteRangeRequest | None = None
+        self, prototype: BufferPrototype, byte_range: ByteRequest | None = None
     ) -> Buffer | None: ...
 
-    async def set(self, value: Buffer, byte_range: ByteRangeRequest | None = None) -> None: ...
+    async def set(self, value: Buffer, byte_range: ByteRequest | None = None) -> None: ...
 
     async def delete(self) -> None: ...
 
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index a01145b3b2..160a74e892 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -17,7 +17,13 @@
     Codec,
     CodecPipeline,
 )
-from zarr.abc.store import ByteGetter, ByteRangeRequest, ByteSetter
+from zarr.abc.store import (
+    ByteGetter,
+    ByteRequest,
+    ByteSetter,
+    RangeByteRequest,
+    SuffixByteRequest,
+)
 from zarr.codecs.bytes import BytesCodec
 from zarr.codecs.crc32c_ import Crc32cCodec
 from zarr.core.array_spec import ArrayConfig, ArraySpec
@@ -77,7 +83,7 @@ class _ShardingByteGetter(ByteGetter):
     chunk_coords: ChunkCoords
 
     async def get(
-        self, prototype: BufferPrototype, byte_range: ByteRangeRequest | None = None
+        self, prototype: BufferPrototype, byte_range: ByteRequest | None = None
     ) -> Buffer | None:
         assert byte_range is None, "byte_range is not supported within shards"
         assert (
@@ -90,7 +96,7 @@ async def get(
 class _ShardingByteSetter(_ShardingByteGetter, ByteSetter):
     shard_dict: ShardMutableMapping
 
-    async def set(self, value: Buffer, byte_range: ByteRangeRequest | None = None) -> None:
+    async def set(self, value: Buffer, byte_range: ByteRequest | None = None) -> None:
         assert byte_range is None, "byte_range is not supported within shards"
         self.shard_dict[self.chunk_coords] = value
 
@@ -129,7 +135,7 @@ def get_chunk_slice(self, chunk_coords: ChunkCoords) -> tuple[int, int] | None:
         if (chunk_start, chunk_len) == (MAX_UINT_64, MAX_UINT_64):
             return None
         else:
-            return (int(chunk_start), int(chunk_len))
+            return (int(chunk_start), int(chunk_start + chunk_len))
 
     def set_chunk_slice(self, chunk_coords: ChunkCoords, chunk_slice: slice | None) -> None:
         localized_chunk = self._localize_chunk(chunk_coords)
@@ -203,7 +209,7 @@ def create_empty(
     def __getitem__(self, chunk_coords: ChunkCoords) -> Buffer:
         chunk_byte_slice = self.index.get_chunk_slice(chunk_coords)
         if chunk_byte_slice:
-            return self.buf[chunk_byte_slice[0] : (chunk_byte_slice[0] + chunk_byte_slice[1])]
+            return self.buf[chunk_byte_slice[0] : chunk_byte_slice[1]]
         raise KeyError
 
     def __len__(self) -> int:
@@ -504,7 +510,8 @@ async def _decode_partial_single(
                 chunk_byte_slice = shard_index.get_chunk_slice(chunk_coords)
                 if chunk_byte_slice:
                     chunk_bytes = await byte_getter.get(
-                        prototype=chunk_spec.prototype, byte_range=chunk_byte_slice
+                        prototype=chunk_spec.prototype,
+                        byte_range=RangeByteRequest(chunk_byte_slice[0], chunk_byte_slice[1]),
                     )
                     if chunk_bytes:
                         shard_dict[chunk_coords] = chunk_bytes
@@ -696,11 +703,12 @@ async def _load_shard_index_maybe(
         shard_index_size = self._shard_index_size(chunks_per_shard)
         if self.index_location == ShardingCodecIndexLocation.start:
             index_bytes = await byte_getter.get(
-                prototype=numpy_buffer_prototype(), byte_range=(0, shard_index_size)
+                prototype=numpy_buffer_prototype(),
+                byte_range=RangeByteRequest(0, shard_index_size),
             )
         else:
             index_bytes = await byte_getter.get(
-                prototype=numpy_buffer_prototype(), byte_range=(-shard_index_size, None)
+                prototype=numpy_buffer_prototype(), byte_range=SuffixByteRequest(shard_index_size)
             )
         if index_bytes is not None:
             return await self._decode_shard_index(index_bytes, chunks_per_shard)
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index 7205b8c206..ad3316b619 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -31,7 +31,6 @@
 ZATTRS_JSON = ".zattrs"
 ZMETADATA_V2_JSON = ".zmetadata"
 
-ByteRangeRequest = tuple[int | None, int | None]
 BytesLike = bytes | bytearray | memoryview
 ShapeLike = tuple[int, ...] | int
 ChunkCoords = tuple[int, ...]
diff --git a/src/zarr/storage/_common.py b/src/zarr/storage/_common.py
index 523e470671..6ab539bb0a 100644
--- a/src/zarr/storage/_common.py
+++ b/src/zarr/storage/_common.py
@@ -4,7 +4,7 @@
 from pathlib import Path
 from typing import TYPE_CHECKING, Any, Literal
 
-from zarr.abc.store import ByteRangeRequest, Store
+from zarr.abc.store import ByteRequest, Store
 from zarr.core.buffer import Buffer, default_buffer_prototype
 from zarr.core.common import ZARR_JSON, ZARRAY_JSON, ZGROUP_JSON, AccessModeLiteral, ZarrFormat
 from zarr.errors import ContainsArrayAndGroupError, ContainsArrayError, ContainsGroupError
@@ -102,7 +102,7 @@ async def open(
     async def get(
         self,
         prototype: BufferPrototype | None = None,
-        byte_range: ByteRangeRequest | None = None,
+        byte_range: ByteRequest | None = None,
     ) -> Buffer | None:
         """
         Read bytes from the store.
@@ -111,7 +111,7 @@ async def get(
         ----------
         prototype : BufferPrototype, optional
             The buffer prototype to use when reading the bytes.
-        byte_range : ByteRangeRequest, optional
+        byte_range : ByteRequest, optional
             The range of bytes to read.
 
         Returns
@@ -123,7 +123,7 @@ async def get(
             prototype = default_buffer_prototype()
         return await self.store.get(self.path, prototype=prototype, byte_range=byte_range)
 
-    async def set(self, value: Buffer, byte_range: ByteRangeRequest | None = None) -> None:
+    async def set(self, value: Buffer, byte_range: ByteRequest | None = None) -> None:
         """
         Write bytes to the store.
 
@@ -131,7 +131,7 @@ async def set(self, value: Buffer, byte_range: ByteRangeRequest | None = None) -
         ----------
         value : Buffer
             The buffer to write.
-        byte_range : ByteRangeRequest, optional
+        byte_range : ByteRequest, optional
             The range of bytes to write. If None, the entire buffer is written.
 
         Raises
diff --git a/src/zarr/storage/_fsspec.py b/src/zarr/storage/_fsspec.py
index 89d80320dd..99c8c778e7 100644
--- a/src/zarr/storage/_fsspec.py
+++ b/src/zarr/storage/_fsspec.py
@@ -3,7 +3,13 @@
 import warnings
 from typing import TYPE_CHECKING, Any
 
-from zarr.abc.store import ByteRangeRequest, Store
+from zarr.abc.store import (
+    ByteRequest,
+    OffsetByteRequest,
+    RangeByteRequest,
+    Store,
+    SuffixByteRequest,
+)
 from zarr.storage._common import _dereference_path
 
 if TYPE_CHECKING:
@@ -199,7 +205,7 @@ async def get(
         self,
         key: str,
         prototype: BufferPrototype,
-        byte_range: ByteRangeRequest | None = None,
+        byte_range: ByteRequest | None = None,
     ) -> Buffer | None:
         # docstring inherited
         if not self._is_open:
@@ -207,23 +213,26 @@ async def get(
         path = _dereference_path(self.path, key)
 
         try:
-            if byte_range:
-                # fsspec uses start/end, not start/length
-                start, length = byte_range
-                if start is not None and length is not None:
-                    end = start + length
-                elif length is not None:
-                    end = length
-                else:
-                    end = None
-            value = prototype.buffer.from_bytes(
-                await (
-                    self.fs._cat_file(path, start=byte_range[0], end=end)
-                    if byte_range
-                    else self.fs._cat_file(path)
+            if byte_range is None:
+                value = prototype.buffer.from_bytes(await self.fs._cat_file(path))
+            elif isinstance(byte_range, RangeByteRequest):
+                value = prototype.buffer.from_bytes(
+                    await self.fs._cat_file(
+                        path,
+                        start=byte_range.start,
+                        end=byte_range.end,
+                    )
                 )
-            )
-
+            elif isinstance(byte_range, OffsetByteRequest):
+                value = prototype.buffer.from_bytes(
+                    await self.fs._cat_file(path, start=byte_range.offset, end=None)
+                )
+            elif isinstance(byte_range, SuffixByteRequest):
+                value = prototype.buffer.from_bytes(
+                    await self.fs._cat_file(path, start=-byte_range.suffix, end=None)
+                )
+            else:
+                raise ValueError(f"Unexpected byte_range, got {byte_range}.")
         except self.allowed_exceptions:
             return None
         except OSError as e:
@@ -270,25 +279,35 @@ async def exists(self, key: str) -> bool:
     async def get_partial_values(
         self,
         prototype: BufferPrototype,
-        key_ranges: Iterable[tuple[str, ByteRangeRequest]],
+        key_ranges: Iterable[tuple[str, ByteRequest | None]],
     ) -> list[Buffer | None]:
         # docstring inherited
         if key_ranges:
-            paths, starts, stops = zip(
-                *(
-                    (
-                        _dereference_path(self.path, k[0]),
-                        k[1][0],
-                        ((k[1][0] or 0) + k[1][1]) if k[1][1] is not None else None,
-                    )
-                    for k in key_ranges
-                ),
-                strict=False,
-            )
+            # _cat_ranges expects a list of paths, start, and end ranges, so we need to reformat each ByteRequest.
+            key_ranges = list(key_ranges)
+            paths: list[str] = []
+            starts: list[int | None] = []
+            stops: list[int | None] = []
+            for key, byte_range in key_ranges:
+                paths.append(_dereference_path(self.path, key))
+                if byte_range is None:
+                    starts.append(None)
+                    stops.append(None)
+                elif isinstance(byte_range, RangeByteRequest):
+                    starts.append(byte_range.start)
+                    stops.append(byte_range.end)
+                elif isinstance(byte_range, OffsetByteRequest):
+                    starts.append(byte_range.offset)
+                    stops.append(None)
+                elif isinstance(byte_range, SuffixByteRequest):
+                    starts.append(-byte_range.suffix)
+                    stops.append(None)
+                else:
+                    raise ValueError(f"Unexpected byte_range, got {byte_range}.")
         else:
             return []
         # TODO: expectations for exceptions or missing keys?
-        res = await self.fs._cat_ranges(list(paths), starts, stops, on_error="return")
+        res = await self.fs._cat_ranges(paths, starts, stops, on_error="return")
         # the following is an s3-specific condition we probably don't want to leak
         res = [b"" if (isinstance(r, OSError) and "not satisfiable" in str(r)) else r for r in res]
         for r in res:
diff --git a/src/zarr/storage/_local.py b/src/zarr/storage/_local.py
index f4226792cb..5eaa85c592 100644
--- a/src/zarr/storage/_local.py
+++ b/src/zarr/storage/_local.py
@@ -7,7 +7,13 @@
 from pathlib import Path
 from typing import TYPE_CHECKING
 
-from zarr.abc.store import ByteRangeRequest, Store
+from zarr.abc.store import (
+    ByteRequest,
+    OffsetByteRequest,
+    RangeByteRequest,
+    Store,
+    SuffixByteRequest,
+)
 from zarr.core.buffer import Buffer
 from zarr.core.buffer.core import default_buffer_prototype
 from zarr.core.common import concurrent_map
@@ -18,29 +24,20 @@
     from zarr.core.buffer import BufferPrototype
 
 
-def _get(
-    path: Path, prototype: BufferPrototype, byte_range: tuple[int | None, int | None] | None
-) -> Buffer:
-    if byte_range is not None:
-        if byte_range[0] is None:
-            start = 0
-        else:
-            start = byte_range[0]
-
-        end = (start + byte_range[1]) if byte_range[1] is not None else None
-    else:
+def _get(path: Path, prototype: BufferPrototype, byte_range: ByteRequest | None) -> Buffer:
+    if byte_range is None:
         return prototype.buffer.from_bytes(path.read_bytes())
     with path.open("rb") as f:
         size = f.seek(0, io.SEEK_END)
-        if start is not None:
-            if start >= 0:
-                f.seek(start)
-            else:
-                f.seek(max(0, size + start))
-        if end is not None:
-            if end < 0:
-                end = size + end
-            return prototype.buffer.from_bytes(f.read(end - f.tell()))
+        if isinstance(byte_range, RangeByteRequest):
+            f.seek(byte_range.start)
+            return prototype.buffer.from_bytes(f.read(byte_range.end - f.tell()))
+        elif isinstance(byte_range, OffsetByteRequest):
+            f.seek(byte_range.offset)
+        elif isinstance(byte_range, SuffixByteRequest):
+            f.seek(max(0, size - byte_range.suffix))
+        else:
+            raise TypeError(f"Unexpected byte_range, got {byte_range}.")
         return prototype.buffer.from_bytes(f.read())
 
 
@@ -127,7 +124,7 @@ async def get(
         self,
         key: str,
         prototype: BufferPrototype | None = None,
-        byte_range: tuple[int | None, int | None] | None = None,
+        byte_range: ByteRequest | None = None,
     ) -> Buffer | None:
         # docstring inherited
         if prototype is None:
@@ -145,7 +142,7 @@ async def get(
     async def get_partial_values(
         self,
         prototype: BufferPrototype,
-        key_ranges: Iterable[tuple[str, ByteRangeRequest]],
+        key_ranges: Iterable[tuple[str, ByteRequest | None]],
     ) -> list[Buffer | None]:
         # docstring inherited
         args = []
diff --git a/src/zarr/storage/_logging.py b/src/zarr/storage/_logging.py
index 45ddeef40c..5ca716df2c 100644
--- a/src/zarr/storage/_logging.py
+++ b/src/zarr/storage/_logging.py
@@ -13,7 +13,7 @@
 if TYPE_CHECKING:
     from collections.abc import AsyncGenerator, Generator, Iterable
 
-    from zarr.abc.store import ByteRangeRequest
+    from zarr.abc.store import ByteRequest
     from zarr.core.buffer import Buffer, BufferPrototype
 
     counter: defaultdict[str, int]
@@ -161,7 +161,7 @@ async def get(
         self,
         key: str,
         prototype: BufferPrototype,
-        byte_range: tuple[int | None, int | None] | None = None,
+        byte_range: ByteRequest | None = None,
     ) -> Buffer | None:
         # docstring inherited
         with self.log(key):
@@ -170,7 +170,7 @@ async def get(
     async def get_partial_values(
         self,
         prototype: BufferPrototype,
-        key_ranges: Iterable[tuple[str, ByteRangeRequest]],
+        key_ranges: Iterable[tuple[str, ByteRequest | None]],
     ) -> list[Buffer | None]:
         # docstring inherited
         keys = ",".join([k[0] for k in key_ranges])
diff --git a/src/zarr/storage/_memory.py b/src/zarr/storage/_memory.py
index 1f8dd75768..d35ecbe33d 100644
--- a/src/zarr/storage/_memory.py
+++ b/src/zarr/storage/_memory.py
@@ -3,10 +3,10 @@
 from logging import getLogger
 from typing import TYPE_CHECKING, Self
 
-from zarr.abc.store import ByteRangeRequest, Store
+from zarr.abc.store import ByteRequest, Store
 from zarr.core.buffer import Buffer, gpu
 from zarr.core.common import concurrent_map
-from zarr.storage._utils import _normalize_interval_index
+from zarr.storage._utils import _normalize_byte_range_index
 
 if TYPE_CHECKING:
     from collections.abc import AsyncIterator, Iterable, MutableMapping
@@ -75,7 +75,7 @@ async def get(
         self,
         key: str,
         prototype: BufferPrototype,
-        byte_range: tuple[int | None, int | None] | None = None,
+        byte_range: ByteRequest | None = None,
     ) -> Buffer | None:
         # docstring inherited
         if not self._is_open:
@@ -83,20 +83,20 @@ async def get(
         assert isinstance(key, str)
         try:
             value = self._store_dict[key]
-            start, length = _normalize_interval_index(value, byte_range)
-            return prototype.buffer.from_buffer(value[start : start + length])
+            start, stop = _normalize_byte_range_index(value, byte_range)
+            return prototype.buffer.from_buffer(value[start:stop])
         except KeyError:
             return None
 
     async def get_partial_values(
         self,
         prototype: BufferPrototype,
-        key_ranges: Iterable[tuple[str, ByteRangeRequest]],
+        key_ranges: Iterable[tuple[str, ByteRequest | None]],
     ) -> list[Buffer | None]:
         # docstring inherited
 
         # All the key-ranges arguments goes with the same prototype
-        async def _get(key: str, byte_range: ByteRangeRequest) -> Buffer | None:
+        async def _get(key: str, byte_range: ByteRequest | None) -> Buffer | None:
             return await self.get(key, prototype=prototype, byte_range=byte_range)
 
         return await concurrent_map(key_ranges, _get, limit=None)
diff --git a/src/zarr/storage/_utils.py b/src/zarr/storage/_utils.py
index 7ba82b00fd..4fc3171eb8 100644
--- a/src/zarr/storage/_utils.py
+++ b/src/zarr/storage/_utils.py
@@ -4,7 +4,10 @@
 from pathlib import Path
 from typing import TYPE_CHECKING
 
+from zarr.abc.store import OffsetByteRequest, RangeByteRequest, SuffixByteRequest
+
 if TYPE_CHECKING:
+    from zarr.abc.store import ByteRequest
     from zarr.core.buffer import Buffer
 
 
@@ -44,25 +47,22 @@ def normalize_path(path: str | bytes | Path | None) -> str:
     return result
 
 
-def _normalize_interval_index(
-    data: Buffer, interval: tuple[int | None, int | None] | None
-) -> tuple[int, int]:
+def _normalize_byte_range_index(data: Buffer, byte_range: ByteRequest | None) -> tuple[int, int]:
     """
-    Convert an implicit interval into an explicit start and length
+    Convert an ByteRequest into an explicit start and stop
     """
-    if interval is None:
+    if byte_range is None:
         start = 0
-        length = len(data)
+        stop = len(data) + 1
+    elif isinstance(byte_range, RangeByteRequest):
+        start = byte_range.start
+        stop = byte_range.end
+    elif isinstance(byte_range, OffsetByteRequest):
+        start = byte_range.offset
+        stop = len(data) + 1
+    elif isinstance(byte_range, SuffixByteRequest):
+        start = len(data) - byte_range.suffix
+        stop = len(data) + 1
     else:
-        maybe_start, maybe_len = interval
-        if maybe_start is None:
-            start = 0
-        else:
-            start = maybe_start
-
-        if maybe_len is None:
-            length = len(data) - start
-        else:
-            length = maybe_len
-
-    return (start, length)
+        raise ValueError(f"Unexpected byte_range, got {byte_range}.")
+    return (start, stop)
diff --git a/src/zarr/storage/_wrapper.py b/src/zarr/storage/_wrapper.py
index c160100084..255e965439 100644
--- a/src/zarr/storage/_wrapper.py
+++ b/src/zarr/storage/_wrapper.py
@@ -7,7 +7,7 @@
     from types import TracebackType
     from typing import Any, Self
 
-    from zarr.abc.store import ByteRangeRequest
+    from zarr.abc.store import ByteRequest
     from zarr.core.buffer import Buffer, BufferPrototype
     from zarr.core.common import BytesLike
 
@@ -70,14 +70,14 @@ def __eq__(self, value: object) -> bool:
         return type(self) is type(value) and self._store.__eq__(value)
 
     async def get(
-        self, key: str, prototype: BufferPrototype, byte_range: ByteRangeRequest | None = None
+        self, key: str, prototype: BufferPrototype, byte_range: ByteRequest | None = None
     ) -> Buffer | None:
         return await self._store.get(key, prototype, byte_range)
 
     async def get_partial_values(
         self,
         prototype: BufferPrototype,
-        key_ranges: Iterable[tuple[str, ByteRangeRequest]],
+        key_ranges: Iterable[tuple[str, ByteRequest | None]],
     ) -> list[Buffer | None]:
         return await self._store.get_partial_values(prototype, key_ranges)
 
@@ -133,7 +133,7 @@ def close(self) -> None:
         self._store.close()
 
     async def _get_many(
-        self, requests: Iterable[tuple[str, BufferPrototype, ByteRangeRequest | None]]
+        self, requests: Iterable[tuple[str, BufferPrototype, ByteRequest | None]]
     ) -> AsyncGenerator[tuple[str, Buffer | None], None]:
         async for req in self._store._get_many(requests):
             yield req
diff --git a/src/zarr/storage/_zip.py b/src/zarr/storage/_zip.py
index a186b3cf59..e808b80e4e 100644
--- a/src/zarr/storage/_zip.py
+++ b/src/zarr/storage/_zip.py
@@ -7,7 +7,13 @@
 from pathlib import Path
 from typing import TYPE_CHECKING, Any, Literal
 
-from zarr.abc.store import ByteRangeRequest, Store
+from zarr.abc.store import (
+    ByteRequest,
+    OffsetByteRequest,
+    RangeByteRequest,
+    Store,
+    SuffixByteRequest,
+)
 from zarr.core.buffer import Buffer, BufferPrototype
 
 if TYPE_CHECKING:
@@ -138,23 +144,24 @@ def _get(
         self,
         key: str,
         prototype: BufferPrototype,
-        byte_range: ByteRangeRequest | None = None,
+        byte_range: ByteRequest | None = None,
     ) -> Buffer | None:
         # docstring inherited
         try:
             with self._zf.open(key) as f:  # will raise KeyError
                 if byte_range is None:
                     return prototype.buffer.from_bytes(f.read())
-                start, length = byte_range
-                if start:
-                    if start < 0:
-                        start = f.seek(start, os.SEEK_END) + start
-                    else:
-                        start = f.seek(start, os.SEEK_SET)
-                if length:
-                    return prototype.buffer.from_bytes(f.read(length))
+                elif isinstance(byte_range, RangeByteRequest):
+                    f.seek(byte_range.start)
+                    return prototype.buffer.from_bytes(f.read(byte_range.end - f.tell()))
+                size = f.seek(0, os.SEEK_END)
+                if isinstance(byte_range, OffsetByteRequest):
+                    f.seek(byte_range.offset)
+                elif isinstance(byte_range, SuffixByteRequest):
+                    f.seek(max(0, size - byte_range.suffix))
                 else:
-                    return prototype.buffer.from_bytes(f.read())
+                    raise TypeError(f"Unexpected byte_range, got {byte_range}.")
+                return prototype.buffer.from_bytes(f.read())
         except KeyError:
             return None
 
@@ -162,7 +169,7 @@ async def get(
         self,
         key: str,
         prototype: BufferPrototype,
-        byte_range: ByteRangeRequest | None = None,
+        byte_range: ByteRequest | None = None,
     ) -> Buffer | None:
         # docstring inherited
         assert isinstance(key, str)
@@ -173,7 +180,7 @@ async def get(
     async def get_partial_values(
         self,
         prototype: BufferPrototype,
-        key_ranges: Iterable[tuple[str, ByteRangeRequest]],
+        key_ranges: Iterable[tuple[str, ByteRequest | None]],
     ) -> list[Buffer | None]:
         # docstring inherited
         out = []
diff --git a/src/zarr/testing/stateful.py b/src/zarr/testing/stateful.py
index cc0f220807..1a1ef0e3a3 100644
--- a/src/zarr/testing/stateful.py
+++ b/src/zarr/testing/stateful.py
@@ -355,9 +355,8 @@ def get_partial_values(self, data: DataObject) -> None:
         model_vals_ls = []
 
         for key, byte_range in key_range:
-            start = byte_range[0] or 0
-            step = byte_range[1]
-            stop = start + step if step is not None else None
+            start = byte_range.start
+            stop = byte_range.end
             model_vals_ls.append(self.model[key][start:stop])
 
         assert all(
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index ada028c273..602d001693 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -9,15 +9,21 @@
 if TYPE_CHECKING:
     from typing import Any
 
-    from zarr.abc.store import ByteRangeRequest
+    from zarr.abc.store import ByteRequest
     from zarr.core.buffer.core import BufferPrototype
 
 import pytest
 
-from zarr.abc.store import ByteRangeRequest, Store
+from zarr.abc.store import (
+    ByteRequest,
+    OffsetByteRequest,
+    RangeByteRequest,
+    Store,
+    SuffixByteRequest,
+)
 from zarr.core.buffer import Buffer, default_buffer_prototype
 from zarr.core.sync import _collect_aiterator
-from zarr.storage._utils import _normalize_interval_index
+from zarr.storage._utils import _normalize_byte_range_index
 from zarr.testing.utils import assert_bytes_equal
 
 __all__ = ["StoreTests"]
@@ -115,18 +121,18 @@ def test_store_supports_listing(self, store: S) -> None:
 
     @pytest.mark.parametrize("key", ["c/0", "foo/c/0.0", "foo/0/0"])
     @pytest.mark.parametrize("data", [b"\x01\x02\x03\x04", b""])
-    @pytest.mark.parametrize("byte_range", [None, (0, None), (1, None), (1, 2), (None, 1)])
-    async def test_get(
-        self, store: S, key: str, data: bytes, byte_range: tuple[int | None, int | None] | None
-    ) -> None:
+    @pytest.mark.parametrize(
+        "byte_range", [None, RangeByteRequest(1, 4), OffsetByteRequest(1), SuffixByteRequest(1)]
+    )
+    async def test_get(self, store: S, key: str, data: bytes, byte_range: ByteRequest) -> None:
         """
         Ensure that data can be read from the store using the store.get method.
         """
         data_buf = self.buffer_cls.from_bytes(data)
         await self.set(store, key, data_buf)
         observed = await store.get(key, prototype=default_buffer_prototype(), byte_range=byte_range)
-        start, length = _normalize_interval_index(data_buf, interval=byte_range)
-        expected = data_buf[start : start + length]
+        start, stop = _normalize_byte_range_index(data_buf, byte_range=byte_range)
+        expected = data_buf[start:stop]
         assert_bytes_equal(observed, expected)
 
     async def test_get_many(self, store: S) -> None:
@@ -179,13 +185,17 @@ async def test_set_many(self, store: S) -> None:
         "key_ranges",
         [
             [],
-            [("zarr.json", (0, 1))],
-            [("c/0", (0, 1)), ("zarr.json", (0, None))],
-            [("c/0/0", (0, 1)), ("c/0/1", (None, 2)), ("c/0/2", (0, 3))],
+            [("zarr.json", RangeByteRequest(0, 2))],
+            [("c/0", RangeByteRequest(0, 2)), ("zarr.json", None)],
+            [
+                ("c/0/0", RangeByteRequest(0, 2)),
+                ("c/0/1", SuffixByteRequest(2)),
+                ("c/0/2", OffsetByteRequest(2)),
+            ],
         ],
     )
     async def test_get_partial_values(
-        self, store: S, key_ranges: list[tuple[str, tuple[int | None, int | None]]]
+        self, store: S, key_ranges: list[tuple[str, ByteRequest]]
     ) -> None:
         # put all of the data
         for key, _ in key_ranges:
@@ -367,7 +377,7 @@ async def set(self, key: str, value: Buffer) -> None:
         await self._store.set(key, value)
 
     async def get(
-        self, key: str, prototype: BufferPrototype, byte_range: ByteRangeRequest | None = None
+        self, key: str, prototype: BufferPrototype, byte_range: ByteRequest | None = None
     ) -> Buffer | None:
         """
         Add latency to the ``get`` method.
@@ -380,7 +390,7 @@ async def get(
             The key to get
         prototype : BufferPrototype
             The BufferPrototype to use.
-        byte_range : ByteRangeRequest, optional
+        byte_range : ByteRequest, optional
             An optional byte range.
 
         Returns
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 1bde01b8f9..b948651ce6 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -7,6 +7,7 @@
 from hypothesis.strategies import SearchStrategy
 
 import zarr
+from zarr.abc.store import RangeByteRequest
 from zarr.core.array import Array
 from zarr.core.common import ZarrFormat
 from zarr.core.sync import sync
@@ -194,12 +195,13 @@ def key_ranges(
     Function to generate key_ranges strategy for get_partial_values()
     returns list strategy w/ form::
 
-        [(key, (range_start, range_step)),
-         (key, (range_start, range_step)),...]
+        [(key, (range_start, range_end)),
+         (key, (range_start, range_end)),...]
     """
-    byte_ranges = st.tuples(
-        st.none() | st.integers(min_value=0, max_value=max_size),
-        st.none() | st.integers(min_value=0, max_value=max_size),
+    byte_ranges = st.builds(
+        RangeByteRequest,
+        start=st.integers(min_value=0, max_value=max_size),
+        end=st.integers(min_value=0, max_value=max_size),
     )
     key_tuple = st.tuples(keys, byte_ranges)
     return st.lists(key_tuple, min_size=1, max_size=10)
diff --git a/tests/test_store/test_fsspec.py b/tests/test_store/test_fsspec.py
index b307f2cdf4..2713a2969d 100644
--- a/tests/test_store/test_fsspec.py
+++ b/tests/test_store/test_fsspec.py
@@ -8,6 +8,7 @@
 from botocore.session import Session
 
 import zarr.api.asynchronous
+from zarr.abc.store import OffsetByteRequest
 from zarr.core.buffer import Buffer, cpu, default_buffer_prototype
 from zarr.core.sync import _collect_aiterator, sync
 from zarr.storage import FsspecStore
@@ -97,7 +98,7 @@ async def test_basic() -> None:
     assert await store.exists("foo")
     assert (await store.get("foo", prototype=default_buffer_prototype())).to_bytes() == data
     out = await store.get_partial_values(
-        prototype=default_buffer_prototype(), key_ranges=[("foo", (1, None))]
+        prototype=default_buffer_prototype(), key_ranges=[("foo", OffsetByteRequest(1))]
     )
     assert out[0].to_bytes() == data[1:]
 

From e10b69d72a2d00ffdfa39ac4f4195363fb8e16fd Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 9 Jan 2025 08:21:03 -0800
Subject: [PATCH 0930/1078] doc: add release announcement banner (#2677)

---
 docs/conf.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/docs/conf.py b/docs/conf.py
index 22d24c3515..75584566c6 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -91,7 +91,7 @@ def skip_submodules(
 
 # General information about the project.
 project = "zarr"
-copyright = "2024, Zarr Developers"
+copyright = "2025, Zarr Developers"
 author = "Zarr Developers"
 
 version = get_version("zarr")
@@ -181,6 +181,7 @@ def skip_submodules(
     ],
     "collapse_navigation": True,
     "navigation_with_keys": False,
+    "announcement": "Zarr-Python 3 is here! Check out the release announcement <a href='https://zarr.dev/blog/zarr-python-3-release/'>here.</a>",
 }
 
 # Add any paths that contain custom themes here, relative to this directory.

From 99a3576beebdb64b3f51ec0ea084aea6ebe74e96 Mon Sep 17 00:00:00 2001
From: Norman Rzepka <code@normanrz.com>
Date: Fri, 10 Jan 2025 12:02:42 +0100
Subject: [PATCH 0931/1078] Fix: order for v2 arrays (#2679)

* fixes order for v2 arrays

* release notes
---
 docs/release-notes.rst | 14 ++++++++++++++
 src/zarr/core/array.py | 18 +++++++++++++-----
 tests/test_v2.py       | 38 +++++++++++++++++++++++++++++---------
 3 files changed, 56 insertions(+), 14 deletions(-)

diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index 175bd21aa5..6703b82d35 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -1,6 +1,20 @@
 Release notes
 =============
 
+Unreleased
+----------
+
+New features
+~~~~~~~~~~~~
+
+Bug fixes
+~~~~~~~~~
+* Fixes ``order`` argument for Zarr format 2 arrays.
+  By :user:`Norman Rzepka <normanrz>` (:issue:`2679`).
+
+Behaviour changes
+~~~~~~~~~~~~~~~~~
+
 .. _release_3.0.0:
 
 3.0.0
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index ea29a6fc48..6f67b612d5 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -4,7 +4,7 @@
 import warnings
 from asyncio import gather
 from collections.abc import Iterable
-from dataclasses import dataclass, field
+from dataclasses import dataclass, field, replace
 from itertools import starmap
 from logging import getLogger
 from typing import (
@@ -1226,14 +1226,17 @@ async def _get_selection(
                 fill_value=self.metadata.fill_value,
             )
         if product(indexer.shape) > 0:
+            # need to use the order from the metadata for v2
+            _config = self._config
+            if self.metadata.zarr_format == 2:
+                _config = replace(_config, order=self.metadata.order)
+
             # reading chunks and decoding them
             await self.codec_pipeline.read(
                 [
                     (
                         self.store_path / self.metadata.encode_chunk_key(chunk_coords),
-                        self.metadata.get_chunk_spec(
-                            chunk_coords, self._config, prototype=prototype
-                        ),
+                        self.metadata.get_chunk_spec(chunk_coords, _config, prototype=prototype),
                         chunk_selection,
                         out_selection,
                     )
@@ -1350,12 +1353,17 @@ async def _set_selection(
         # Buffer and NDBuffer between components.
         value_buffer = prototype.nd_buffer.from_ndarray_like(value)
 
+        # need to use the order from the metadata for v2
+        _config = self._config
+        if self.metadata.zarr_format == 2:
+            _config = replace(_config, order=self.metadata.order)
+
         # merging with existing data and encoding chunks
         await self.codec_pipeline.write(
             [
                 (
                     self.store_path / self.metadata.encode_chunk_key(chunk_coords),
-                    self.metadata.get_chunk_spec(chunk_coords, self._config, prototype),
+                    self.metadata.get_chunk_spec(chunk_coords, _config, prototype),
                     chunk_selection,
                     out_selection,
                 )
diff --git a/tests/test_v2.py b/tests/test_v2.py
index 72127f4ede..9fe31956f8 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -12,6 +12,8 @@
 import zarr.core.buffer
 import zarr.storage
 from zarr import config
+from zarr.core.buffer.core import default_buffer_prototype
+from zarr.core.sync import sync
 from zarr.storage import MemoryStore, StorePath
 
 
@@ -166,36 +168,54 @@ def test_v2_filters_codecs(filters: Any, order: Literal["C", "F"]) -> None:
 
 @pytest.mark.parametrize("array_order", ["C", "F"])
 @pytest.mark.parametrize("data_order", ["C", "F"])
-def test_v2_non_contiguous(array_order: Literal["C", "F"], data_order: Literal["C", "F"]) -> None:
+@pytest.mark.parametrize("memory_order", ["C", "F"])
+def test_v2_non_contiguous(
+    array_order: Literal["C", "F"], data_order: Literal["C", "F"], memory_order: Literal["C", "F"]
+) -> None:
+    store = MemoryStore()
     arr = zarr.create_array(
-        MemoryStore({}),
+        store,
         shape=(10, 8),
         chunks=(3, 3),
         fill_value=np.nan,
         dtype="float64",
         zarr_format=2,
+        filters=None,
+        compressors=None,
         overwrite=True,
         order=array_order,
+        config={"order": memory_order},
     )
 
     # Non-contiguous write
     a = np.arange(arr.shape[0] * arr.shape[1]).reshape(arr.shape, order=data_order)
-    arr[slice(6, 9, None), slice(3, 6, None)] = a[
-        slice(6, 9, None), slice(3, 6, None)
-    ]  # The slice on the RHS is important
+    arr[6:9, 3:6] = a[6:9, 3:6]  # The slice on the RHS is important
+    np.testing.assert_array_equal(arr[6:9, 3:6], a[6:9, 3:6])
+
     np.testing.assert_array_equal(
-        arr[slice(6, 9, None), slice(3, 6, None)], a[slice(6, 9, None), slice(3, 6, None)]
+        a[6:9, 3:6],
+        np.frombuffer(
+            sync(store.get("2.1", default_buffer_prototype())).to_bytes(), dtype="float64"
+        ).reshape((3, 3), order=array_order),
     )
+    if memory_order == "F":
+        assert (arr[6:9, 3:6]).flags.f_contiguous
+    else:
+        assert (arr[6:9, 3:6]).flags.c_contiguous
 
+    store = MemoryStore()
     arr = zarr.create_array(
-        MemoryStore({}),
+        store,
         shape=(10, 8),
         chunks=(3, 3),
         fill_value=np.nan,
         dtype="float64",
         zarr_format=2,
+        compressors=None,
+        filters=None,
         overwrite=True,
         order=array_order,
+        config={"order": memory_order},
     )
 
     # Contiguous write
@@ -204,8 +224,8 @@ def test_v2_non_contiguous(array_order: Literal["C", "F"], data_order: Literal["
         assert a.flags.f_contiguous
     else:
         assert a.flags.c_contiguous
-    arr[slice(6, 9, None), slice(3, 6, None)] = a
-    np.testing.assert_array_equal(arr[slice(6, 9, None), slice(3, 6, None)], a)
+    arr[6:9, 3:6] = a
+    np.testing.assert_array_equal(arr[6:9, 3:6], a)
 
 
 def test_default_compressor_deprecation_warning():

From 0e1fde44b2ff3904bbe88fc4d1424d61d769dfe2 Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 10 Jan 2025 07:43:38 -0800
Subject: [PATCH 0932/1078] test: enable codecov in main test action (#2682)

* test: enable codecov in main test action

* output coverage report

* add codecov.yml

* add junit config

* comment: false

* skip checking TYPE_CHECKING blocks
---
 .github/workflows/test.yml |  7 ++++++-
 codecov.yml                | 10 ++++++++++
 pyproject.toml             |  8 ++++----
 3 files changed, 20 insertions(+), 5 deletions(-)
 create mode 100644 codecov.yml

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 5309ea4565..ea65c3f0e4 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -60,7 +60,12 @@ jobs:
         hatch env run -e test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} list-env
     - name: Run Tests
       run: |
-        hatch env run --env test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} run
+        hatch env run --env test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} run-coverage
+    - name: Upload coverage
+      uses: codecov/codecov-action@v5
+      with:
+        token: ${{ secrets.CODECOV_TOKEN }}
+        verbose: true # optional (default = false)
 
   test-upstream-and-min-deps:
     name: py=${{ matrix.python-version }}-${{ matrix.dependency-set }}
diff --git a/codecov.yml b/codecov.yml
new file mode 100644
index 0000000000..83274aedec
--- /dev/null
+++ b/codecov.yml
@@ -0,0 +1,10 @@
+coverage:
+  status:
+    patch:
+      default:
+        target: auto
+    project:
+      default:
+        target: auto
+        threshold: 0.1
+comment: false
diff --git a/pyproject.toml b/pyproject.toml
index 05db0860a8..96b7ead74b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -103,13 +103,13 @@ Homepage = "https://github.com/zarr-developers/zarr-python"
 [tool.coverage.report]
 exclude_lines = [
     "pragma: no cover",
+    "if TYPE_CHECKING:",
     "pragma: ${PY_MAJOR_VERSION} no cover",
     '.*\.\.\.' # Ignore "..." lines
 ]
 
 [tool.coverage.run]
 omit = [
-    "src/zarr/meta_v1.py",
     "bench/compress_normal.py",
 ]
 
@@ -140,8 +140,8 @@ numpy = ["1.25", "2.1"]
 features = ["gpu"]
 
 [tool.hatch.envs.test.scripts]
-run-coverage = "pytest --cov-config=pyproject.toml --cov=pkg --cov=src"
-run-coverage-gpu = "pip install cupy-cuda12x && pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov=src"
+run-coverage = "pytest --cov-config=pyproject.toml --cov=pkg --cov-report xml --cov=src --junitxml=junit.xml -o junit_family=legacy"
+run-coverage-gpu = "pip install cupy-cuda12x && pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov-report xml --cov=src --junitxml=junit.xml -o junit_family=legacy"
 run = "run-coverage --no-cov"
 run-verbose = "run-coverage --verbose"
 run-mypy = "mypy src"
@@ -170,7 +170,7 @@ numpy = ["1.25", "2.1"]
 version = ["minimal"]
 
 [tool.hatch.envs.gputest.scripts]
-run-coverage = "pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov=src"
+run-coverage = "pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov-report xml --cov=src --junitxml=junit.xml -o junit_family=legacy"
 run = "run-coverage --no-cov"
 run-verbose = "run-coverage --verbose"
 run-mypy = "mypy src"

From 678b2e89645df6a254dd3787a22328817f162a69 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sat, 11 Jan 2025 10:11:22 +0000
Subject: [PATCH 0933/1078] Bootstrap release notes post v3 (#2680)

---
 docs/developers/contributing.rst | 21 +++++++++++++++------
 1 file changed, 15 insertions(+), 6 deletions(-)

diff --git a/docs/developers/contributing.rst b/docs/developers/contributing.rst
index 31cf80bed6..71294826cb 100644
--- a/docs/developers/contributing.rst
+++ b/docs/developers/contributing.rst
@@ -329,10 +329,16 @@ Release procedure
    Most of the release process is now handled by GitHub workflow which should
    automatically push a release to PyPI if a tag is pushed.
 
-Before releasing, make sure that all pull requests which will be
-included in the release have been properly documented in
-`docs/release.rst`.
-
+Pre-release
+"""""""""""
+1. Make sure that all pull requests which will be
+   included in the release have been properly documented in
+   :file:`docs/release-notes.rst`.
+2. Rename the "Unreleased" section heading in :file:`docs/release-notes.rst`
+   to the version you are about to release.
+
+Releasing
+"""""""""
 To make a new release, go to
 https://github.com/zarr-developers/zarr-python/releases and
 click "Draft a new release". Choose a version number prefixed
@@ -355,5 +361,8 @@ https://readthedocs.io. Full releases will be available under
 pre-releases will be available under
 `/latest <https://zarr.readthedocs.io/en/latest>`_.
 
-Also review and merge the https://github.com/conda-forge/zarr-feedstock
-pull request that will be automatically generated.
+Post-release
+""""""""""""
+
+- Review and merge the pull request on the `conda-forge feedstock <https://github.com/conda-forge/zarr-feedstock>`_ that will be automatically generated.
+- Create a new "Unreleased" section in the release notes

From b773b3e0d6f6c7252c7fc6c0c55c0157a461b468 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Mon, 13 Jan 2025 16:18:55 +0000
Subject: [PATCH 0934/1078] Don't put usernames in changelog (#2687)

---
 docs/release-notes.rst | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index 6703b82d35..47a0f9c2c2 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -9,8 +9,7 @@ New features
 
 Bug fixes
 ~~~~~~~~~
-* Fixes ``order`` argument for Zarr format 2 arrays.
-  By :user:`Norman Rzepka <normanrz>` (:issue:`2679`).
+* Fixes ``order`` argument for Zarr format 2 arrays (:issue:`2679`).
 
 Behaviour changes
 ~~~~~~~~~~~~~~~~~

From b982224d85c4708cee77e7480484e634ecfb0d81 Mon Sep 17 00:00:00 2001
From: Brian Michell <brianm314@comcast.net>
Date: Mon, 13 Jan 2025 15:43:13 -0600
Subject: [PATCH 0935/1078] Quickstart guide alignment with V3 API (#2697)

* Use mandatory dtype

* Fix compressors field
---
 docs/quickstart.rst | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/docs/quickstart.rst b/docs/quickstart.rst
index 2d0e8ecef8..d520554593 100644
--- a/docs/quickstart.rst
+++ b/docs/quickstart.rst
@@ -74,7 +74,7 @@ Zarr supports data compression and filters. For example, to use Blosc compressio
     ...    "data/example-3.zarr",
     ...    mode="w", shape=(100, 100),
     ...    chunks=(10, 10), dtype="f4",
-    ...    compressor=zarr.codecs.BloscCodec(cname="zstd", clevel=3, shuffle=zarr.codecs.BloscShuffle.SHUFFLE)
+    ...    compressors=zarr.codecs.BloscCodec(cname="zstd", clevel=3, shuffle=zarr.codecs.BloscShuffle.shuffle)
     ... )
     >>> z[:, :] = np.random.random((100, 100))
     >>>
@@ -101,7 +101,7 @@ Zarr allows you to create hierarchical groups, similar to directories::
     >>> root = zarr.group("data/example-2.zarr")
     >>> foo = root.create_group(name="foo")
     >>> bar = root.create_array(
-    ...     name="bar", shape=(100, 10), chunks=(10, 10)
+    ...     name="bar", shape=(100, 10), chunks=(10, 10), dtype="f4"
     ... )
     >>> spam = foo.create_array(name="spam", shape=(10,), dtype="i4")
     >>>
@@ -112,6 +112,7 @@ Zarr allows you to create hierarchical groups, similar to directories::
     >>> # print the hierarchy
     >>> root.tree()
     /
+    ├── bar (100, 10) float32
     └── foo
         └── spam (10,) int32
     <BLANKLINE>
@@ -130,7 +131,7 @@ using external libraries like `s3fs <https://s3fs.readthedocs.io>`_ or
 
     >>> import s3fs # doctest: +SKIP
     >>>
-    >>> z = zarr.create_array("s3://example-bucket/foo", mode="w", shape=(100, 100), chunks=(10, 10)) # doctest: +SKIP
+    >>> z = zarr.create_array("s3://example-bucket/foo", mode="w", shape=(100, 100), chunks=(10, 10), dtype="f4") # doctest: +SKIP
     >>> z[:, :] = np.random.random((100, 100)) # doctest: +SKIP
 
 A single-file store can also be created using the the :class:`zarr.storage.ZipStore`::

From 0220e45806ef42ad3f0b6f9f409dca3c336d658e Mon Sep 17 00:00:00 2001
From: Manuel Reis <16836000+mannreis@users.noreply.github.com>
Date: Tue, 14 Jan 2025 11:23:11 +0100
Subject: [PATCH 0936/1078] Ensure backwards compatibility (#2695)

* Ensure backwards compatibility

* Add test that detects backwards compatibility break

* Add test description

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Add fix to release notes

* Minor improvement to release note

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: David Stansby <dstansby@gmail.com>
---
 docs/release-notes.rst                   |  2 ++
 src/zarr/core/group.py                   |  4 ++--
 tests/test_metadata/test_consolidated.py | 26 +++++++++++++++++++++++-
 3 files changed, 29 insertions(+), 3 deletions(-)

diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index 47a0f9c2c2..bc9700d7fe 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -11,6 +11,8 @@ Bug fixes
 ~~~~~~~~~
 * Fixes ``order`` argument for Zarr format 2 arrays (:issue:`2679`).
 
+* Fixes a bug that prevented reading Zarr format 2 data with consolidated metadata written using ``zarr-python`` version 2 (:issue:`2694`).
+
 Behaviour changes
 ~~~~~~~~~~~~~~~~~
 
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 57d9c5cd8d..775e8ac0bb 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -573,8 +573,8 @@ def _from_bytes_v2(
             v2_consolidated_metadata = json.loads(consolidated_metadata_bytes.to_bytes())
             v2_consolidated_metadata = v2_consolidated_metadata["metadata"]
             # We already read zattrs and zgroup. Should we ignore these?
-            v2_consolidated_metadata.pop(".zattrs")
-            v2_consolidated_metadata.pop(".zgroup")
+            v2_consolidated_metadata.pop(".zattrs", None)
+            v2_consolidated_metadata.pop(".zgroup", None)
 
             consolidated_metadata: defaultdict[str, dict[str, Any]] = defaultdict(dict)
 
diff --git a/tests/test_metadata/test_consolidated.py b/tests/test_metadata/test_consolidated.py
index 2731abada4..4065f35120 100644
--- a/tests/test_metadata/test_consolidated.py
+++ b/tests/test_metadata/test_consolidated.py
@@ -17,7 +17,7 @@
     open,
     open_consolidated,
 )
-from zarr.core.buffer import default_buffer_prototype
+from zarr.core.buffer import cpu, default_buffer_prototype
 from zarr.core.group import ConsolidatedMetadata, GroupMetadata
 from zarr.core.metadata import ArrayV3Metadata
 from zarr.core.metadata.v2 import ArrayV2Metadata
@@ -476,6 +476,30 @@ async def test_open_consolidated_raises_async(self, zarr_format: ZarrFormat):
         with pytest.raises(ValueError):
             await zarr.api.asynchronous.open_consolidated(store, zarr_format=None)
 
+    @pytest.fixture
+    async def v2_consolidated_metadata_empty_dataset(
+        self, memory_store: zarr.storage.MemoryStore
+    ) -> AsyncGroup:
+        zgroup_bytes = cpu.Buffer.from_bytes(json.dumps({"zarr_format": 2}).encode())
+        zmetadata_bytes = cpu.Buffer.from_bytes(
+            b'{"metadata":{".zgroup":{"zarr_format":2}},"zarr_consolidated_format":1}'
+        )
+        return AsyncGroup._from_bytes_v2(
+            None, zgroup_bytes, zattrs_bytes=None, consolidated_metadata_bytes=zmetadata_bytes
+        )
+
+    async def test_consolidated_metadata_backwards_compatibility(
+        self, v2_consolidated_metadata_empty_dataset
+    ):
+        """
+        Test that consolidated metadata handles a missing .zattrs key. This is necessary for backwards compatibility  with zarr-python 2.x. See https://github.com/zarr-developers/zarr-python/issues/2694
+        """
+        store = zarr.storage.MemoryStore()
+        await zarr.api.asynchronous.open(store=store, zarr_format=2)
+        await zarr.api.asynchronous.consolidate_metadata(store)
+        result = await zarr.api.asynchronous.open_consolidated(store, zarr_format=2)
+        assert result.metadata == v2_consolidated_metadata_empty_dataset.metadata
+
     async def test_consolidated_metadata_v2(self):
         store = zarr.storage.MemoryStore()
         g = await AsyncGroup.from_store(store, attributes={"key": "root"}, zarr_format=2)

From d4da552444d0192babb3ed8aaaa87a3ff465a2e3 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 14 Jan 2025 10:37:16 +0000
Subject: [PATCH 0937/1078] Speed up hypothesis tests (#2650)

* Reduce number of examples in hypothesis tests

* Change max tests to 50

* Update tests/test_store/test_stateful.py

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>

---------

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>
---
 tests/test_store/test_stateful.py | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/tests/test_store/test_stateful.py b/tests/test_store/test_stateful.py
index ae10ca8d79..637eea882d 100644
--- a/tests/test_store/test_stateful.py
+++ b/tests/test_store/test_stateful.py
@@ -18,7 +18,7 @@ def mk_test_instance_sync() -> ZarrHierarchyStateMachine:
         pytest.skip(reason="ZipStore does not support delete")
     if isinstance(sync_store, MemoryStore):
         run_state_machine_as_test(
-            mk_test_instance_sync, settings=Settings(report_multiple_bugs=False)
+            mk_test_instance_sync, settings=Settings(report_multiple_bugs=False, max_examples=50)
         )
 
 
@@ -28,6 +28,11 @@ def mk_test_instance_sync() -> None:
 
     if isinstance(sync_store, ZipStore):
         pytest.skip(reason="ZipStore does not support delete")
-    if isinstance(sync_store, LocalStore):
+    elif isinstance(sync_store, LocalStore):
         pytest.skip(reason="This test has errors")
-    run_state_machine_as_test(mk_test_instance_sync, settings=Settings(report_multiple_bugs=True))
+    elif isinstance(sync_store, MemoryStore):
+        run_state_machine_as_test(mk_test_instance_sync, settings=Settings(max_examples=50))
+    else:
+        run_state_machine_as_test(
+            mk_test_instance_sync, settings=Settings(report_multiple_bugs=True)
+        )

From 168999ceff099799da9ead7c12f38aa9378a831f Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 14 Jan 2025 10:53:37 +0000
Subject: [PATCH 0938/1078] Remove un-needed files from source distribution
 (#2686)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 docs/release-notes.rst | 6 ++++++
 pyproject.toml         | 7 +++++++
 2 files changed, 13 insertions(+)

diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index bc9700d7fe..2e57328293 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -16,6 +16,12 @@ Bug fixes
 Behaviour changes
 ~~~~~~~~~~~~~~~~~
 
+Other
+~~~~~
+* Removed some unnecessary files from the source distribution
+  to reduce its size. (:issue:`2686`)
+
+
 .. _release_3.0.0:
 
 3.0.0
diff --git a/pyproject.toml b/pyproject.toml
index 96b7ead74b..a88e43c51d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -2,6 +2,13 @@
 requires = ["hatchling", "hatch-vcs"]
 build-backend = "hatchling.build"
 
+[tool.hatch.build.targets.sdist]
+exclude = [
+  "/.github",
+  "/bench",
+  "/docs",
+  "/notebooks"
+]
 
 [project]
 name = "zarr"

From 45146ca0985c6b8fc3e71a608d3ca6c3d8f8f5e7 Mon Sep 17 00:00:00 2001
From: Martin Durant <martindurant@users.noreply.github.com>
Date: Tue, 14 Jan 2025 15:08:59 -0500
Subject: [PATCH 0939/1078] Ensure compressor=None results in no compression
 for V2 (#2709)

* Ensure compressor=None results in no compression for V2

* rename argumnent

* Update tests/test_v2.py

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* fix

* coverage

* add release note

* Update release note

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: David Stansby <dstansby@gmail.com>
---
 docs/release-notes.rst                   |  2 ++
 src/zarr/core/array.py                   | 23 ++++++++++++------
 src/zarr/core/group.py                   | 13 ++++++----
 tests/test_group.py                      | 14 ++---------
 tests/test_metadata/test_consolidated.py |  4 +--
 tests/test_v2.py                         | 31 ++++++++++++++++++++----
 6 files changed, 55 insertions(+), 32 deletions(-)

diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index 2e57328293..ecd413510b 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -13,6 +13,8 @@ Bug fixes
 
 * Fixes a bug that prevented reading Zarr format 2 data with consolidated metadata written using ``zarr-python`` version 2 (:issue:`2694`).
 
+* Ensure that compressor=None results in no compression when writing Zarr format 2 data (:issue:`2708`)
+
 Behaviour changes
 ~~~~~~~~~~~~~~~~~
 
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 6f67b612d5..0f1fb42f79 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -4131,15 +4131,22 @@ def _parse_chunk_encoding_v3(
 
 
 def _parse_deprecated_compressor(
-    compressor: CompressorLike | None, compressors: CompressorsLike
+    compressor: CompressorLike | None, compressors: CompressorsLike, zarr_format: int = 3
 ) -> CompressorsLike | None:
-    if compressor:
+    if compressor != "auto":
         if compressors != "auto":
             raise ValueError("Cannot specify both `compressor` and `compressors`.")
-        warn(
-            "The `compressor` argument is deprecated. Use `compressors` instead.",
-            category=UserWarning,
-            stacklevel=2,
-        )
-        compressors = (compressor,)
+        if zarr_format == 3:
+            warn(
+                "The `compressor` argument is deprecated. Use `compressors` instead.",
+                category=UserWarning,
+                stacklevel=2,
+            )
+        if compressor is None:
+            # "no compression"
+            compressors = ()
+        else:
+            compressors = (compressor,)
+    elif zarr_format == 2 and compressor == compressors == "auto":
+        compressors = ({"id": "blosc"},)
     return compressors
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 775e8ac0bb..93e55da377 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1011,7 +1011,7 @@ async def create_array(
         shards: ShardsLike | None = None,
         filters: FiltersLike = "auto",
         compressors: CompressorsLike = "auto",
-        compressor: CompressorLike = None,
+        compressor: CompressorLike = "auto",
         serializer: SerializerLike = "auto",
         fill_value: Any | None = 0,
         order: MemoryOrder | None = None,
@@ -1114,8 +1114,9 @@ async def create_array(
         AsyncArray
 
         """
-
-        compressors = _parse_deprecated_compressor(compressor, compressors)
+        compressors = _parse_deprecated_compressor(
+            compressor, compressors, zarr_format=self.metadata.zarr_format
+        )
         return await create_array(
             store=self.store_path,
             name=name,
@@ -2244,7 +2245,7 @@ def create_array(
         shards: ShardsLike | None = None,
         filters: FiltersLike = "auto",
         compressors: CompressorsLike = "auto",
-        compressor: CompressorLike = None,
+        compressor: CompressorLike = "auto",
         serializer: SerializerLike = "auto",
         fill_value: Any | None = 0,
         order: MemoryOrder | None = "C",
@@ -2346,7 +2347,9 @@ def create_array(
         -------
         AsyncArray
         """
-        compressors = _parse_deprecated_compressor(compressor, compressors)
+        compressors = _parse_deprecated_compressor(
+            compressor, compressors, zarr_format=self.metadata.zarr_format
+        )
         return Array(
             self._sync(
                 self._async_group.create_array(
diff --git a/tests/test_group.py b/tests/test_group.py
index 788e81e603..144054605e 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -9,7 +9,7 @@
 
 import numpy as np
 import pytest
-from numcodecs import Zstd
+from numcodecs import Blosc
 
 import zarr
 import zarr.api.asynchronous
@@ -499,7 +499,7 @@ def test_group_child_iterators(store: Store, zarr_format: ZarrFormat, consolidat
                     "chunks": (1,),
                     "order": "C",
                     "filters": None,
-                    "compressor": Zstd(level=0),
+                    "compressor": Blosc(),
                     "zarr_format": zarr_format,
                 },
                 "subgroup": {
@@ -1505,13 +1505,3 @@ def test_group_members_concurrency_limit(store: MemoryStore) -> None:
         elapsed = time.time() - start
 
         assert elapsed > num_groups * get_latency
-
-
-@pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
-def test_deprecated_compressor(store: Store) -> None:
-    g = zarr.group(store=store, zarr_format=2)
-    with pytest.warns(UserWarning, match="The `compressor` argument is deprecated.*"):
-        a = g.create_array(
-            "foo", shape=(100,), chunks=(10,), dtype="i4", compressor={"id": "blosc"}
-        )
-        assert a.metadata.compressor.codec_id == "blosc"
diff --git a/tests/test_metadata/test_consolidated.py b/tests/test_metadata/test_consolidated.py
index 4065f35120..c1ff2e130a 100644
--- a/tests/test_metadata/test_consolidated.py
+++ b/tests/test_metadata/test_consolidated.py
@@ -5,7 +5,7 @@
 
 import numpy as np
 import pytest
-from numcodecs import Zstd
+from numcodecs import Blosc
 
 import zarr.api.asynchronous
 import zarr.api.synchronous
@@ -522,7 +522,7 @@ async def test_consolidated_metadata_v2(self):
                         attributes={"key": "a"},
                         chunks=(1,),
                         fill_value=0,
-                        compressor=Zstd(level=0),
+                        compressor=Blosc(),
                         order="C",
                     ),
                     "g1": GroupMetadata(
diff --git a/tests/test_v2.py b/tests/test_v2.py
index 9fe31956f8..b657af9c47 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -7,11 +7,13 @@
 import pytest
 from numcodecs import Delta
 from numcodecs.blosc import Blosc
+from numcodecs.zstd import Zstd
 
 import zarr
 import zarr.core.buffer
 import zarr.storage
 from zarr import config
+from zarr.abc.store import Store
 from zarr.core.buffer.core import default_buffer_prototype
 from zarr.core.sync import sync
 from zarr.storage import MemoryStore, StorePath
@@ -93,11 +95,7 @@ async def test_v2_encode_decode(dtype):
         store = zarr.storage.MemoryStore()
         g = zarr.group(store=store, zarr_format=2)
         g.create_array(
-            name="foo",
-            shape=(3,),
-            chunks=(3,),
-            dtype=dtype,
-            fill_value=b"X",
+            name="foo", shape=(3,), chunks=(3,), dtype=dtype, fill_value=b"X", compressor=None
         )
 
         result = await store.get("foo/.zarray", zarr.core.buffer.default_buffer_prototype())
@@ -166,6 +164,29 @@ def test_v2_filters_codecs(filters: Any, order: Literal["C", "F"]) -> None:
     np.testing.assert_array_equal(result, array_fixture)
 
 
+@pytest.mark.filterwarnings("ignore")
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+def test_create_array_defaults(store: Store):
+    """
+    Test that passing compressor=None results in no compressor. Also test that the default value of the compressor
+    parameter does produce a compressor.
+    """
+    g = zarr.open(store, mode="w", zarr_format=2)
+    arr = g.create_array("one", dtype="i8", shape=(1,), chunks=(1,), compressor=None)
+    assert arr._async_array.compressor is None
+    assert not (arr.filters)
+    arr = g.create_array("two", dtype="i8", shape=(1,), chunks=(1,))
+    assert arr._async_array.compressor is not None
+    assert not (arr.filters)
+    arr = g.create_array("three", dtype="i8", shape=(1,), chunks=(1,), compressor=Zstd())
+    assert arr._async_array.compressor is not None
+    assert not (arr.filters)
+    with pytest.raises(ValueError):
+        g.create_array(
+            "four", dtype="i8", shape=(1,), chunks=(1,), compressor=None, compressors=None
+        )
+
+
 @pytest.mark.parametrize("array_order", ["C", "F"])
 @pytest.mark.parametrize("data_order", ["C", "F"])
 @pytest.mark.parametrize("memory_order", ["C", "F"])

From cef2b247c055a40535769d838b7ab43f2c1e451c Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Thu, 16 Jan 2025 12:05:49 +0100
Subject: [PATCH 0940/1078] Update pull request template (#2717)

---
 .github/PULL_REQUEST_TEMPLATE.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md
index a0d41f9841..723c995cef 100644
--- a/.github/PULL_REQUEST_TEMPLATE.md
+++ b/.github/PULL_REQUEST_TEMPLATE.md
@@ -3,7 +3,7 @@
 TODO:
 * [ ] Add unit tests and/or doctests in docstrings
 * [ ] Add docstrings and API docs for any new/modified user-facing classes and functions
-* [ ] New/modified features documented in docs/tutorial.rst
-* [ ] Changes documented in docs/release.rst
+* [ ] New/modified features documented in `docs/user-guide/*.rst`
+* [ ] Changes documented in `docs/release-notes.rst`
 * [ ] GitHub Actions have all passed
 * [ ] Test coverage is 100% (Codecov passes)

From 280daac770cf4cef182897d85a290234f5558f20 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 16 Jan 2025 17:25:02 +0100
Subject: [PATCH 0941/1078] Upgrade ruff to 0.9.1 (#2703)

* Apply ruff rule RUF100

RUF100 Unused `noqa` directive (unused: `E402`)

Otherwise, latest ruff 0.9.1 complains.

* Enable ruff/flake8-implicit-str-concat rules ISC001 and ISC002

Starting with ruff 0.9.1, they are documented to be compatible with the
ruff formatter, if they are both enabled.

* Run `ruff format`

* Upgrade ruff to 0.9.1
---
 .pre-commit-config.yaml      | 2 +-
 pyproject.toml               | 2 --
 src/zarr/codecs/sharding.py  | 6 +++---
 src/zarr/core/indexing.py    | 6 +++---
 src/zarr/core/metadata/v3.py | 6 +++---
 tests/test_properties.py     | 8 ++++----
 6 files changed, 14 insertions(+), 16 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index a9b4c8f444..28d1673652 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -6,7 +6,7 @@ ci:
 default_stages: [pre-commit, pre-push]
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.8.6
+    rev: v0.9.1
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
diff --git a/pyproject.toml b/pyproject.toml
index a88e43c51d..ebe99118d6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -326,8 +326,6 @@ ignore = [
     "Q003",
     "COM812",
     "COM819",
-    "ISC001",
-    "ISC002",
 ]
 
 [tool.ruff.lint.extend-per-file-ignores]
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index 160a74e892..e8730c86dd 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -86,9 +86,9 @@ async def get(
         self, prototype: BufferPrototype, byte_range: ByteRequest | None = None
     ) -> Buffer | None:
         assert byte_range is None, "byte_range is not supported within shards"
-        assert (
-            prototype == default_buffer_prototype()
-        ), f"prototype is not supported within shards currently. diff: {prototype} != {default_buffer_prototype()}"
+        assert prototype == default_buffer_prototype(), (
+            f"prototype is not supported within shards currently. diff: {prototype} != {default_buffer_prototype()}"
+        )
         return self.shard_dict.get(self.chunk_coords)
 
 
diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index ca227be094..f1226821ba 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -289,9 +289,9 @@ def is_pure_orthogonal_indexing(selection: Selection, ndim: int) -> TypeGuard[Or
 def get_chunk_shape(chunk_grid: ChunkGrid) -> ChunkCoords:
     from zarr.core.chunk_grids import RegularChunkGrid
 
-    assert isinstance(
-        chunk_grid, RegularChunkGrid
-    ), "Only regular chunk grid is supported, currently."
+    assert isinstance(chunk_grid, RegularChunkGrid), (
+        "Only regular chunk grid is supported, currently."
+    )
     return chunk_grid.chunk_shape
 
 
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index ab62508c80..087dbd8bfc 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -373,9 +373,9 @@ def inner_codecs(self) -> tuple[Codec, ...]:
     def get_chunk_spec(
         self, _chunk_coords: ChunkCoords, array_config: ArrayConfig, prototype: BufferPrototype
     ) -> ArraySpec:
-        assert isinstance(
-            self.chunk_grid, RegularChunkGrid
-        ), "Currently, only regular chunk grid is supported"
+        assert isinstance(self.chunk_grid, RegularChunkGrid), (
+            "Currently, only regular chunk grid is supported"
+        )
         return ArraySpec(
             shape=self.chunk_grid.chunk_shape,
             dtype=self.dtype,
diff --git a/tests/test_properties.py b/tests/test_properties.py
index 678dcae89c..2e60c951dd 100644
--- a/tests/test_properties.py
+++ b/tests/test_properties.py
@@ -4,11 +4,11 @@
 
 pytest.importorskip("hypothesis")
 
-import hypothesis.extra.numpy as npst  # noqa: E402
-import hypothesis.strategies as st  # noqa: E402
-from hypothesis import given  # noqa: E402
+import hypothesis.extra.numpy as npst
+import hypothesis.strategies as st
+from hypothesis import given
 
-from zarr.testing.strategies import arrays, basic_indices, numpy_arrays, zarr_formats  # noqa: E402
+from zarr.testing.strategies import arrays, basic_indices, numpy_arrays, zarr_formats
 
 
 @given(data=st.data(), zarr_format=zarr_formats)

From c63e4cacf4c25bba7b62c7510d78940043713d08 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 16 Jan 2025 22:31:33 +0100
Subject: [PATCH 0942/1078] Multiple imports for an import name (#2723)

---
 docs/conf.py           | 5 +----
 src/zarr/core/array.py | 1 -
 src/zarr/core/group.py | 2 +-
 3 files changed, 2 insertions(+), 6 deletions(-)

diff --git a/docs/conf.py b/docs/conf.py
index 75584566c6..d69309d432 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -15,15 +15,12 @@
 
 import os
 import sys
+from importlib.metadata import version as get_version
 from typing import Any
 
 import sphinx
 import sphinx.application
 
-from importlib.metadata import version as get_version
-
-import sphinx
-
 # If extensions (or modules to document with autodoc) are in another directory,
 # add these directories to sys.path here. If the directory is relative to the
 # documentation root, use os.path.abspath to make it absolute, like shown here.
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 0f1fb42f79..632e8221b4 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -112,7 +112,6 @@
     _parse_bytes_bytes_codec,
     get_pipeline_class,
 )
-from zarr.storage import StoreLike
 from zarr.storage._common import StorePath, ensure_no_existing_node, make_store_path
 
 if TYPE_CHECKING:
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 93e55da377..4760923e0b 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -31,7 +31,7 @@
     create_array,
 )
 from zarr.core.attributes import Attributes
-from zarr.core.buffer import Buffer, default_buffer_prototype
+from zarr.core.buffer import default_buffer_prototype
 from zarr.core.common import (
     JSON,
     ZARR_JSON,

From da5b82cdc25a763a8511f95fd8bee317d6f438ba Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Thu, 16 Jan 2025 21:44:47 +0000
Subject: [PATCH 0943/1078] Clean up dependabot config (#2702)

---
 .github/dependabot.yml | 18 +++++-------------
 1 file changed, 5 insertions(+), 13 deletions(-)

diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index a437a5c269..469b6a4d19 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -1,15 +1,7 @@
 ---
 version: 2
 updates:
-  # Updates for v3 branch (the default branch)
-  - package-ecosystem: "pip"
-    directory: "/"
-    schedule:
-      interval: "daily"
-    groups:
-      actions:
-        patterns:
-          - "*"
+  # Updates for main
   - package-ecosystem: "github-actions"
     directory: "/"
     schedule:
@@ -19,19 +11,19 @@ updates:
         patterns:
           - "*"
 
-  # Same updates, but for main branch
+  # Updates for support/v2 branch
   - package-ecosystem: "pip"
     directory: "/"
-    target-branch: "main"
+    target-branch: "support/v2"
     schedule:
-      interval: "daily"
+      interval: "weekly"
     groups:
       requirements:
         patterns:
           - "*"
   - package-ecosystem: "github-actions"
     directory: "/"
-    target-branch: "main"
+    target-branch: "support/v2"
     schedule:
       interval: "weekly"
     groups:

From 3652611a9f57922218f4993669b831bdc75cc857 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 17 Jan 2025 00:31:03 +0000
Subject: [PATCH 0944/1078] Fix minimum fsspec test verseion (#2715)

---
 pyproject.toml | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index ebe99118d6..c49778f285 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -228,11 +228,12 @@ See Spec 0000 for details and drop schedule: https://scientific-python.org/specs
 """
 python = "3.11"
 dependencies = [
+    'zarr[remote]',
     'packaging==22.*',
     'numpy==1.25.*',
     'numcodecs==0.14.*',  # 0.14 needed for zarr3 codecs
-    'fsspec==2022.10.0',
-    's3fs==2022.10.0',
+    'fsspec==2023.10.0',
+    's3fs==2023.10.0',
     'universal_pathlib==0.0.22',
     'typing_extensions==4.9.*',
     'donfig==0.8.*',

From 57d9456b310038b62c598ea384509d203d7ee60e Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 17 Jan 2025 08:08:18 +0000
Subject: [PATCH 0945/1078] Fix release notes labelling (#2701)

---
 .github/labeler.yml                       | 2 +-
 .github/workflows/needs_release_notes.yml | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/labeler.yml b/.github/labeler.yml
index dbc3b95333..f186216099 100644
--- a/.github/labeler.yml
+++ b/.github/labeler.yml
@@ -1,2 +1,2 @@
 needs release notes:
-- all: ['!docs/release.rst']
+- all: ['!docs/release-notes.rst']
diff --git a/.github/workflows/needs_release_notes.yml b/.github/workflows/needs_release_notes.yml
index d81ee0bdc4..f37c6349d4 100644
--- a/.github/workflows/needs_release_notes.yml
+++ b/.github/workflows/needs_release_notes.yml
@@ -8,7 +8,7 @@ jobs:
     if: ${{ github.event.pull_request.user.login != 'dependabot[bot]' }} && ${{ github.event.pull_request.user.login != 'pre-commit-ci[bot]' }}
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/labeler@main
+    - uses: actions/labeler@8558fd74291d67161a8a78ce36a881fa63b766a9  # v5.0.0
       with:
         repo-token: ${{ secrets.GITHUB_TOKEN }}
         sync-labels: true

From 2e302717d6370c1f0f873af3409ea97c9f46b8cc Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 17 Jan 2025 09:50:01 -0600
Subject: [PATCH 0946/1078] doc: fix codec reprs in doctests (#2727)

---
 docs/release-notes.rst     | 5 +++++
 docs/user-guide/arrays.rst | 4 ++--
 2 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index ecd413510b..191db58702 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -18,6 +18,11 @@ Bug fixes
 Behaviour changes
 ~~~~~~~~~~~~~~~~~
 
+Documentation
+~~~~~~~~~~~~~
+
+* Fix doctest failures related to numcodecs 0.15 (:issue:`2727`).
+
 Other
 ~~~~~
 * Removed some unnecessary files from the source distribution
diff --git a/docs/user-guide/arrays.rst b/docs/user-guide/arrays.rst
index ae2c4b47eb..a62b2ea0fa 100644
--- a/docs/user-guide/arrays.rst
+++ b/docs/user-guide/arrays.rst
@@ -241,7 +241,7 @@ built-in delta filter::
    >>> data = np.arange(100000000, dtype='int32').reshape(10000, 10000)
    >>> z = zarr.create_array(store='data/example-7.zarr', shape=data.shape, dtype=data.dtype, chunks=(1000, 1000), compressors=compressors)
    >>> z.compressors
-   (_make_bytes_bytes_codec.<locals>._Codec(codec_name='numcodecs.lzma', codec_config={'id': 'lzma', 'filters': [{'id': 3, 'dist': 4}, {'id': 33, 'preset': 1}]}),)
+   (LZMA(codec_name='numcodecs.lzma', codec_config={'filters': [{'id': 3, 'dist': 4}, {'id': 33, 'preset': 1}]}),)
 
 The default compressor can be changed by setting the value of the using Zarr's
 :ref:`user-guide-config`, e.g.::
@@ -292,7 +292,7 @@ Here is an example using a delta filter with the Blosc compressor::
    Order              : C
    Read-only          : False
    Store type         : LocalStore
-   Filters            : (_make_array_array_codec.<locals>._Codec(codec_name='numcodecs.delta', codec_config={'id': 'delta', 'dtype': 'int32'}),)
+   Filters            : (Delta(codec_name='numcodecs.delta', codec_config={'dtype': 'int32'}),)
    Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
    Compressors        : (BloscCodec(typesize=4, cname=<BloscCname.zstd: 'zstd'>, clevel=1, shuffle=<BloscShuffle.shuffle: 'shuffle'>, blocksize=0),)
    No. bytes          : 400000000 (381.5M)

From 501fa5b0f6595ae13b71c36c42f50957ba729efa Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 17 Jan 2025 10:04:22 -0600
Subject: [PATCH 0947/1078] doc: release notes for 3.0.1 (#2726)

* doc: release notes for 3.0.1

* fixup

* tidy
---
 docs/release-notes.rst | 32 ++++++++++++++++++++------------
 1 file changed, 20 insertions(+), 12 deletions(-)

diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index 191db58702..2c4b658d7b 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -1,38 +1,46 @@
 Release notes
 =============
 
-Unreleased
-----------
-
-New features
-~~~~~~~~~~~~
+3.0.1 (Jan. 17, 2025)
+---------------------
 
 Bug fixes
 ~~~~~~~~~
 * Fixes ``order`` argument for Zarr format 2 arrays (:issue:`2679`).
 
-* Fixes a bug that prevented reading Zarr format 2 data with consolidated metadata written using ``zarr-python`` version 2 (:issue:`2694`).
+* Fixes a bug that prevented reading Zarr format 2 data with consolidated
+  metadata written using ``zarr-python`` version 2 (:issue:`2694`).
 
-* Ensure that compressor=None results in no compression when writing Zarr format 2 data (:issue:`2708`)
+* Ensure that compressor=None results in no compression when writing Zarr
+  format 2 data (:issue:`2708`).
 
-Behaviour changes
-~~~~~~~~~~~~~~~~~
+* Fix for empty consolidated metadata dataset: backwards compatibility with
+  Zarr-Python 2 (:issue:`2695`).
 
 Documentation
 ~~~~~~~~~~~~~
+* Add v3.0.0 release announcement banner (:issue:`2677`).
+
+* Quickstart guide alignment with V3 API (:issue:`2697`).
 
 * Fix doctest failures related to numcodecs 0.15 (:issue:`2727`).
 
 Other
 ~~~~~
 * Removed some unnecessary files from the source distribution
-  to reduce its size. (:issue:`2686`)
+  to reduce its size. (:issue:`2686`).
+
+* Enable codecov in GitHub actions (:issue:`2682`).
+
+* Speed up hypothesis tests (:issue:`2650`).
+
+* Remove multiple imports for an import name (:issue:`2723`).
 
 
 .. _release_3.0.0:
 
-3.0.0
------
+3.0.0 (Jan. 9, 2025)
+--------------------
 
 3.0.0 is a new major release of Zarr-Python, with many breaking changes.
 See the :ref:`v3 migration guide` for a listing of what's changed.

From 31d377b954eb639e3f4d51b02945fdd111f1b52e Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 17 Jan 2025 11:04:32 -0600
Subject: [PATCH 0948/1078] doc: seed unreleased release notes (#2728)

---
 docs/release-notes.rst | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index 2c4b658d7b..3fdf8c847a 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -1,6 +1,21 @@
 Release notes
 =============
 
+Unreleased
+----------
+
+Bug fixes
+~~~~~~~~~
+
+Features
+~~~~~~~~
+
+Documentation
+~~~~~~~~~~~~~
+
+Other
+~~~~~
+
 3.0.1 (Jan. 17, 2025)
 ---------------------
 

From e9772ac74de53b439bb1632bc26170de2c69a427 Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Mon, 20 Jan 2025 02:39:31 -0700
Subject: [PATCH 0949/1078] Add hatch command for html coverage report (#2721)

* Add hatch command for html coverage report

* Fix grammer

* Use more informative alias in contrib guide

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 docs/developers/contributing.rst | 10 +++++++---
 pyproject.toml                   |  2 ++
 2 files changed, 9 insertions(+), 3 deletions(-)

diff --git a/docs/developers/contributing.rst b/docs/developers/contributing.rst
index 71294826cb..5582c6ae8f 100644
--- a/docs/developers/contributing.rst
+++ b/docs/developers/contributing.rst
@@ -98,7 +98,7 @@ you can do something like the following::
 To verify that your development environment is working, you can run the unit tests
 for one of the test environments, e.g.::
 
-    $ hatch env run --env test.py3.12-2.1-optional run
+    $ hatch env run --env test.py3.12-2.1-optional run-pytest
 
 Creating a branch
 ~~~~~~~~~~~~~~~~~
@@ -140,7 +140,7 @@ Zarr includes a suite of unit tests. The simplest way to run the unit tests
 is to activate your development environment
 (see `creating a development environment`_ above) and invoke::
 
-    $ hatch env run --env test.py3.12-2.1-optional run
+    $ hatch env run --env test.py3.12-2.1-optional run-pytest
 
 All tests are automatically run via GitHub Actions for every pull
 request and must pass before code can be accepted. Test coverage is
@@ -190,9 +190,13 @@ Both unit tests and docstring doctests are included when computing coverage. Run
 
     $ hatch env run --env test.py3.12-2.1-optional run-coverage
 
-will automatically run the test suite with coverage and produce a coverage report.
+will automatically run the test suite with coverage and produce a XML coverage report.
 This should be 100% before code can be accepted into the main code base.
 
+You can also generate an HTML coverage report by running::
+
+     $ hatch env run --env test.py3.12-2.1-optional run-coverage-html
+
 When submitting a pull request, coverage will also be collected across all supported
 Python versions via the Codecov service, and will be reported back within the pull
 request. Codecov coverage must also be 100% before code can be accepted.
diff --git a/pyproject.toml b/pyproject.toml
index c49778f285..73f3b9faae 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -149,7 +149,9 @@ features = ["gpu"]
 [tool.hatch.envs.test.scripts]
 run-coverage = "pytest --cov-config=pyproject.toml --cov=pkg --cov-report xml --cov=src --junitxml=junit.xml -o junit_family=legacy"
 run-coverage-gpu = "pip install cupy-cuda12x && pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov-report xml --cov=src --junitxml=junit.xml -o junit_family=legacy"
+run-coverage-html = "pytest --cov-config=pyproject.toml --cov=pkg --cov-report html --cov=src"
 run = "run-coverage --no-cov"
+run-pytest = "run"
 run-verbose = "run-coverage --verbose"
 run-mypy = "mypy src"
 run-hypothesis = "pytest --hypothesis-profile ci tests/test_properties.py tests/test_store/test_stateful*"

From a260ae9b5730ba3823c337a2f5991c0ccc7d6a04 Mon Sep 17 00:00:00 2001
From: Ilan Gold <ilanbassgold@gmail.com>
Date: Tue, 21 Jan 2025 21:53:39 +0100
Subject: [PATCH 0950/1078] (fix): structured arrays for v2 (#2681)

---------

Co-authored-by: Martin Durant <martindurant@users.noreply.github.com>
---
 docs/release-notes.rst       |  2 ++
 docs/user-guide/config.rst   |  1 +
 src/zarr/core/buffer/core.py |  4 +++-
 src/zarr/core/config.py      |  1 +
 src/zarr/core/metadata/v2.py | 15 +++++++++++--
 tests/test_config.py         |  1 +
 tests/test_v2.py             | 41 ++++++++++++++++++++++++++++++------
 7 files changed, 56 insertions(+), 9 deletions(-)

diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index 3fdf8c847a..2276889cf6 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -7,6 +7,8 @@ Unreleased
 Bug fixes
 ~~~~~~~~~
 
+* Backwards compatibility for Zarr format 2 structured arrays (:issue:`2134`)
+
 Features
 ~~~~~~~~
 
diff --git a/docs/user-guide/config.rst b/docs/user-guide/config.rst
index 871291b72b..3662f75dff 100644
--- a/docs/user-guide/config.rst
+++ b/docs/user-guide/config.rst
@@ -53,6 +53,7 @@ This is the current default configuration::
                                                    'level': 0}},
               'v2_default_filters': {'bytes': [{'id': 'vlen-bytes'}],
                                      'numeric': None,
+                                     'raw': None,
                                      'string': [{'id': 'vlen-utf8'}]},
               'v3_default_compressors': {'bytes': [{'configuration': {'checksum': False,
                                                                       'level': 0},
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index 85a7351fc7..ccab103e0f 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -470,7 +470,9 @@ def all_equal(self, other: Any, equal_nan: bool = True) -> bool:
         # every single time we have to write data?
         _data, other = np.broadcast_arrays(self._data, other)
         return np.array_equal(
-            self._data, other, equal_nan=equal_nan if self._data.dtype.kind not in "USTO" else False
+            self._data,
+            other,
+            equal_nan=equal_nan if self._data.dtype.kind not in "USTOV" else False,
         )
 
     def fill(self, value: Any) -> None:
diff --git a/src/zarr/core/config.py b/src/zarr/core/config.py
index 7920d220a4..051e8c68e1 100644
--- a/src/zarr/core/config.py
+++ b/src/zarr/core/config.py
@@ -75,6 +75,7 @@ def reset(self) -> None:
                     "numeric": None,
                     "string": [{"id": "vlen-utf8"}],
                     "bytes": [{"id": "vlen-bytes"}],
+                    "raw": None,
                 },
                 "v3_default_filters": {"numeric": [], "string": [], "bytes": []},
                 "v3_default_serializer": {
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index 29cf15a119..192db5b203 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -193,7 +193,14 @@ def to_dict(self) -> dict[str, JSON]:
             zarray_dict["fill_value"] = fill_value
 
         _ = zarray_dict.pop("dtype")
-        zarray_dict["dtype"] = self.dtype.str
+        dtype_json: JSON
+        # In the case of zarr v2, the simplest i.e., '|VXX' dtype is represented as a string
+        dtype_descr = self.dtype.descr
+        if self.dtype.kind == "V" and dtype_descr[0][0] != "" and len(dtype_descr) != 0:
+            dtype_json = tuple(self.dtype.descr)
+        else:
+            dtype_json = self.dtype.str
+        zarray_dict["dtype"] = dtype_json
 
         return zarray_dict
 
@@ -220,6 +227,8 @@ def update_attributes(self, attributes: dict[str, JSON]) -> Self:
 
 
 def parse_dtype(data: npt.DTypeLike) -> np.dtype[Any]:
+    if isinstance(data, list):  # this is a valid _VoidDTypeLike check
+        data = [tuple(d) for d in data]
     return np.dtype(data)
 
 
@@ -376,8 +385,10 @@ def _default_filters(
         dtype_key = "numeric"
     elif dtype.kind in "U":
         dtype_key = "string"
-    elif dtype.kind in "OSV":
+    elif dtype.kind in "OS":
         dtype_key = "bytes"
+    elif dtype.kind == "V":
+        dtype_key = "raw"
     else:
         raise ValueError(f"Unsupported dtype kind {dtype.kind}")
 
diff --git a/tests/test_config.py b/tests/test_config.py
index c552ace840..1a2453d646 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -61,6 +61,7 @@ def test_config_defaults_set() -> None:
                     "numeric": None,
                     "string": [{"id": "vlen-utf8"}],
                     "bytes": [{"id": "vlen-bytes"}],
+                    "raw": None,
                 },
                 "v3_default_filters": {"numeric": [], "string": [], "bytes": []},
                 "v3_default_serializer": {
diff --git a/tests/test_v2.py b/tests/test_v2.py
index b657af9c47..4c689c8e64 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -84,8 +84,15 @@ def test_codec_pipeline() -> None:
     np.testing.assert_array_equal(result, expected)
 
 
-@pytest.mark.parametrize("dtype", ["|S", "|V"])
-async def test_v2_encode_decode(dtype):
+@pytest.mark.parametrize(
+    ("dtype", "expected_dtype", "fill_value", "fill_value_encoding"),
+    [
+        ("|S", "|S0", b"X", "WA=="),
+        ("|V", "|V0", b"X", "WA=="),
+        ("|V10", "|V10", b"X", "WAAAAAAAAAAAAA=="),
+    ],
+)
+async def test_v2_encode_decode(dtype, expected_dtype, fill_value, fill_value_encoding) -> None:
     with config.set(
         {
             "array.v2_default_filters.bytes": [{"id": "vlen-bytes"}],
@@ -95,7 +102,7 @@ async def test_v2_encode_decode(dtype):
         store = zarr.storage.MemoryStore()
         g = zarr.group(store=store, zarr_format=2)
         g.create_array(
-            name="foo", shape=(3,), chunks=(3,), dtype=dtype, fill_value=b"X", compressor=None
+            name="foo", shape=(3,), chunks=(3,), dtype=dtype, fill_value=fill_value, compressor=None
         )
 
         result = await store.get("foo/.zarray", zarr.core.buffer.default_buffer_prototype())
@@ -105,9 +112,9 @@ async def test_v2_encode_decode(dtype):
         expected = {
             "chunks": [3],
             "compressor": None,
-            "dtype": f"{dtype}0",
-            "fill_value": "WA==",
-            "filters": [{"id": "vlen-bytes"}],
+            "dtype": expected_dtype,
+            "fill_value": fill_value_encoding,
+            "filters": [{"id": "vlen-bytes"}] if dtype == "|S" else None,
             "order": "C",
             "shape": [3],
             "zarr_format": 2,
@@ -284,3 +291,25 @@ def test_default_filters_and_compressor(dtype_expected: Any) -> None:
         assert arr.metadata.compressor.codec_id == expected_compressor
         if expected_filter is not None:
             assert arr.metadata.filters[0].codec_id == expected_filter
+
+
+@pytest.mark.parametrize("fill_value", [None, (b"", 0, 0.0)], ids=["no_fill", "fill"])
+def test_structured_dtype_roundtrip(fill_value, tmp_path) -> None:
+    a = np.array(
+        [(b"aaa", 1, 4.2), (b"bbb", 2, 8.4), (b"ccc", 3, 12.6)],
+        dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")],
+    )
+    array_path = tmp_path / "data.zarr"
+    za = zarr.create(
+        shape=(3,),
+        store=array_path,
+        chunks=(2,),
+        fill_value=fill_value,
+        zarr_format=2,
+        dtype=a.dtype,
+    )
+    if fill_value is not None:
+        assert (np.array([fill_value] * a.shape[0], dtype=a.dtype) == za[:]).all()
+    za[...] = a
+    za = zarr.open_array(store=array_path)
+    assert (a == za[:]).all()

From 2be9f360d74df28b15dc198f15191e54e3ac95e4 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 22 Jan 2025 11:19:25 +0000
Subject: [PATCH 0951/1078] Use towncrier for changelog generation (#2736)

* Use towncrier for changelog generation

* Generate unreleased changelog

* Fix towncrier command

* Fix issue links

* Don't do unreleased changelog on tagged builds

* Rename 1234.doc.rst to 2736.doc.rst

* Change existing release notes entry to new format

* Update contributing guide for new release notes system

* Update pull request template for new changelog system
---
 .github/PULL_REQUEST_TEMPLATE.md          |  2 +-
 .github/labeler.yml                       |  6 ++++--
 .github/workflows/needs_release_notes.yml |  5 ++++-
 .pre-commit-config.yaml                   |  4 ++++
 .readthedocs.yaml                         |  7 +++++++
 changes/.gitignore                        |  1 +
 changes/2681.bugfix.rst                   |  1 +
 changes/2736.doc.rst                      |  2 ++
 changes/README.md                         | 14 ++++++++++++++
 docs/developers/contributing.rst          | 14 ++++++--------
 docs/release-notes.rst                    | 16 +---------------
 pyproject.toml                            | 10 ++++++++++
 12 files changed, 55 insertions(+), 27 deletions(-)
 create mode 100644 changes/.gitignore
 create mode 100644 changes/2681.bugfix.rst
 create mode 100644 changes/2736.doc.rst
 create mode 100644 changes/README.md

diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md
index 723c995cef..9b64c97d0a 100644
--- a/.github/PULL_REQUEST_TEMPLATE.md
+++ b/.github/PULL_REQUEST_TEMPLATE.md
@@ -4,6 +4,6 @@ TODO:
 * [ ] Add unit tests and/or doctests in docstrings
 * [ ] Add docstrings and API docs for any new/modified user-facing classes and functions
 * [ ] New/modified features documented in `docs/user-guide/*.rst`
-* [ ] Changes documented in `docs/release-notes.rst`
+* [ ] Changes documented as a new file in `changes/`
 * [ ] GitHub Actions have all passed
 * [ ] Test coverage is 100% (Codecov passes)
diff --git a/.github/labeler.yml b/.github/labeler.yml
index f186216099..4dd680ee5a 100644
--- a/.github/labeler.yml
+++ b/.github/labeler.yml
@@ -1,2 +1,4 @@
-needs release notes:
-- all: ['!docs/release-notes.rst']
+- needs release notes:
+  - all:
+    - changed-files:
+      - any-glob-to-any-file: 'changes/*.rst'
diff --git a/.github/workflows/needs_release_notes.yml b/.github/workflows/needs_release_notes.yml
index f37c6349d4..7a6c5462b4 100644
--- a/.github/workflows/needs_release_notes.yml
+++ b/.github/workflows/needs_release_notes.yml
@@ -4,8 +4,11 @@ on:
   - pull_request_target
 
 jobs:
-  triage:
+  labeler:
     if: ${{ github.event.pull_request.user.login != 'dependabot[bot]' }} && ${{ github.event.pull_request.user.login != 'pre-commit-ci[bot]' }}
+    permissions:
+      contents: read
+      pull-requests: write
     runs-on: ubuntu-latest
     steps:
     - uses: actions/labeler@8558fd74291d67161a8a78ce36a881fa63b766a9  # v5.0.0
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 28d1673652..908b0d5c28 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -49,3 +49,7 @@ repos:
     rev: v1.8.0
     hooks:
       - id: numpydoc-validation
+  - repo: https://github.com/twisted/towncrier
+    rev: 23.11.0
+    hooks:
+      - id: towncrier-check
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 32a3f0e4e1..6253a7196f 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -4,6 +4,13 @@ build:
   os: ubuntu-22.04
   tools:
     python: "3.12"
+  jobs:
+    pre_build:
+      - |
+        if [ "$READTHEDOCS_VERSION_TYPE" != "tag" ];
+        then
+          towncrier build --version Unreleased --yes;
+        fi
 
 sphinx:
   configuration: docs/conf.py
diff --git a/changes/.gitignore b/changes/.gitignore
new file mode 100644
index 0000000000..f935021a8f
--- /dev/null
+++ b/changes/.gitignore
@@ -0,0 +1 @@
+!.gitignore
diff --git a/changes/2681.bugfix.rst b/changes/2681.bugfix.rst
new file mode 100644
index 0000000000..fa69f73e06
--- /dev/null
+++ b/changes/2681.bugfix.rst
@@ -0,0 +1 @@
+Added backwards compatibility for Zarr format 2 structured arrays.
diff --git a/changes/2736.doc.rst b/changes/2736.doc.rst
new file mode 100644
index 0000000000..0cfe264eb1
--- /dev/null
+++ b/changes/2736.doc.rst
@@ -0,0 +1,2 @@
+Changed the machinery for creating changelog entries.
+Now individual entries should be added as files to the `changes` directory in the `zarr-python` repository, instead of directly to the changelog file.
diff --git a/changes/README.md b/changes/README.md
new file mode 100644
index 0000000000..74ed9f94a9
--- /dev/null
+++ b/changes/README.md
@@ -0,0 +1,14 @@
+Writing a changelog entry
+-------------------------
+
+Please put a new file in this directory named `xxxx.<type>.rst`, where
+
+- `xxxx` is the pull request number associated with this entry
+- `<type>` is one of:
+  - feature
+  - bugfix
+  - doc
+  - removal
+  - misc
+
+Inside the file, please write a short description of what you have changed, and how it impacts users of `zarr-python`.
diff --git a/docs/developers/contributing.rst b/docs/developers/contributing.rst
index 5582c6ae8f..220e24eced 100644
--- a/docs/developers/contributing.rst
+++ b/docs/developers/contributing.rst
@@ -216,8 +216,8 @@ The documentation consists both of prose and API documentation. All user-facing
 and functions are included in the API documentation, under the ``docs/api`` folder
 using the `autodoc <https://www.sphinx-doc.org/en/master/usage/extensions/autodoc.html>`_
 extension to sphinx. Any new features or important usage information should be included in the
-user-guide (``docs/user-guide``). Any changes should also be included in the release
-notes (``docs/release-notes.rst``).
+user-guide (``docs/user-guide``). Any changes should also be included as a new file in the
+:file:`changes` directory.
 
 The documentation can be built locally by running::
 
@@ -335,11 +335,9 @@ Release procedure
 
 Pre-release
 """""""""""
-1. Make sure that all pull requests which will be
-   included in the release have been properly documented in
-   :file:`docs/release-notes.rst`.
-2. Rename the "Unreleased" section heading in :file:`docs/release-notes.rst`
-   to the version you are about to release.
+1. Make sure that all pull requests which will be included in the release
+   have been properly documented as changelog files in :file:`changes`.
+2. Run ``towncrier build --version x.y.z`` to create the changelog.
 
 Releasing
 """""""""
@@ -352,7 +350,7 @@ appropriate suffix (e.g. `v0.0.0a1` or `v0.0.0rc2`).
 
 Set the description of the release to::
 
-    See release notes https://zarr.readthedocs.io/en/stable/release.html#release-0-0-0
+    See release notes https://zarr.readthedocs.io/en/stable/release-notes.html#release-0-0-0
 
 replacing the correct version numbers. For pre-release versions,
 the URL should omit the pre-release suffix, e.g. "a1" or "rc1".
diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index 2276889cf6..2943250c38 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -1,22 +1,8 @@
 Release notes
 =============
 
-Unreleased
-----------
+.. towncrier release notes start
 
-Bug fixes
-~~~~~~~~~
-
-* Backwards compatibility for Zarr format 2 structured arrays (:issue:`2134`)
-
-Features
-~~~~~~~~
-
-Documentation
-~~~~~~~~~~~~~
-
-Other
-~~~~~
 
 3.0.1 (Jan. 17, 2025)
 ---------------------
diff --git a/pyproject.toml b/pyproject.toml
index 73f3b9faae..e7a1c5c2c4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -85,6 +85,7 @@ test = [
 ]
 optional = ["rich", "universal-pathlib"]
 docs = [
+    # Doc building
     'sphinx==8.1.3',
     'sphinx-autobuild>=2021.3.14',
     'sphinx-autoapi==3.4.0',
@@ -94,6 +95,9 @@ docs = [
     'sphinx-reredirects',
     'pydata-sphinx-theme',
     'numpydoc',
+    # Changelog generation
+    'towncrier',
+    # Optional dependencies to run examples
     'numcodecs[msgpack]',
     'rich',
     's3fs',
@@ -415,3 +419,9 @@ checks = [
     "PR05",
     "PR06",
 ]
+
+[tool.towncrier]
+directory = 'changes'
+filename = "docs/release-notes.rst"
+underlines = ["-", "~", "^"]
+issue_format = ":issue:`{issue}`"

From 0c154c327e92a40648b3dd95e9e9d9c71d3d53a3 Mon Sep 17 00:00:00 2001
From: Nathan Zimmerman <npzimmerman@gmail.com>
Date: Wed, 22 Jan 2025 15:16:27 -0600
Subject: [PATCH 0952/1078] Wrap sync fs for xarray.to_zarr (#2533)

Co-authored-by: Martin Durant <martin.durant@alumni.utoronto.ca>
---
 changes/2533.bigfix.rst         |  1 +
 src/zarr/storage/_fsspec.py     | 11 +++++++++++
 tests/test_store/test_fsspec.py | 29 +++++++++++++++++++++++++++++
 3 files changed, 41 insertions(+)
 create mode 100644 changes/2533.bigfix.rst

diff --git a/changes/2533.bigfix.rst b/changes/2533.bigfix.rst
new file mode 100644
index 0000000000..dbcdf40e3c
--- /dev/null
+++ b/changes/2533.bigfix.rst
@@ -0,0 +1 @@
+Wrap sync fsspec filesystems with AsyncFileSystemWrapper in xarray.to_zarr
\ No newline at end of file
diff --git a/src/zarr/storage/_fsspec.py b/src/zarr/storage/_fsspec.py
index 99c8c778e7..752d237400 100644
--- a/src/zarr/storage/_fsspec.py
+++ b/src/zarr/storage/_fsspec.py
@@ -172,6 +172,17 @@ def from_url(
         opts = {"asynchronous": True, **opts}
 
         fs, path = url_to_fs(url, **opts)
+        if not fs.async_impl:
+            try:
+                from fsspec.implementations.asyn_wrapper import AsyncFileSystemWrapper
+
+                fs = AsyncFileSystemWrapper(fs)
+            except ImportError as e:
+                raise ImportError(
+                    f"The filesystem for URL '{url}' is synchronous, and the required "
+                    "AsyncFileSystemWrapper is not available. Upgrade fsspec to version "
+                    "2024.12.0 or later to enable this functionality."
+                ) from e
 
         # fsspec is not consistent about removing the scheme from the path, so check and strip it here
         # https://github.com/fsspec/filesystem_spec/issues/1722
diff --git a/tests/test_store/test_fsspec.py b/tests/test_store/test_fsspec.py
index 2713a2969d..a560ca02e8 100644
--- a/tests/test_store/test_fsspec.py
+++ b/tests/test_store/test_fsspec.py
@@ -6,6 +6,7 @@
 
 import pytest
 from botocore.session import Session
+from packaging.version import parse as parse_version
 
 import zarr.api.asynchronous
 from zarr.abc.store import OffsetByteRequest
@@ -215,3 +216,31 @@ async def test_empty_nonexistent_path(self, store_kwargs) -> None:
         store_kwargs["path"] += "/abc"
         store = await self.store_cls.open(**store_kwargs)
         assert await store.is_empty("")
+
+
+@pytest.mark.skipif(
+    parse_version(fsspec.__version__) < parse_version("2024.12.0"),
+    reason="No AsyncFileSystemWrapper",
+)
+def test_wrap_sync_filesystem():
+    """The local fs is not async so we should expect it to be wrapped automatically"""
+    from fsspec.implementations.asyn_wrapper import AsyncFileSystemWrapper
+
+    store = FsspecStore.from_url("local://test/path")
+
+    assert isinstance(store.fs, AsyncFileSystemWrapper)
+    assert store.fs.async_impl
+
+
+@pytest.mark.skipif(
+    parse_version(fsspec.__version__) < parse_version("2024.12.0"),
+    reason="No AsyncFileSystemWrapper",
+)
+def test_no_wrap_async_filesystem():
+    """An async fs should not be wrapped automatically; fsspec's https filesystem is such an fs"""
+    from fsspec.implementations.asyn_wrapper import AsyncFileSystemWrapper
+
+    store = FsspecStore.from_url("https://test/path")
+
+    assert not isinstance(store.fs, AsyncFileSystemWrapper)
+    assert store.fs.async_impl

From 40da497735fca2d88bb0dbcf8e03257406ff98fc Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 24 Jan 2025 14:33:50 +0000
Subject: [PATCH 0953/1078] Fix label action (#2744)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 .github/labeler.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/labeler.yml b/.github/labeler.yml
index 4dd680ee5a..59f905ffa6 100644
--- a/.github/labeler.yml
+++ b/.github/labeler.yml
@@ -1,4 +1,4 @@
-- needs release notes:
+needs release notes:
   - all:
     - changed-files:
       - any-glob-to-any-file: 'changes/*.rst'

From ad99a67630da715edfb8a987c4b4691b52398be9 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 24 Jan 2025 17:07:55 +0000
Subject: [PATCH 0954/1078] Fix "needs release notes" labeler action (#2759)

---
 .github/labeler.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/labeler.yml b/.github/labeler.yml
index 59f905ffa6..f2529dfef5 100644
--- a/.github/labeler.yml
+++ b/.github/labeler.yml
@@ -1,4 +1,4 @@
 needs release notes:
   - all:
     - changed-files:
-      - any-glob-to-any-file: 'changes/*.rst'
+      - any-glob-to-any-file: '!changes/*.rst'

From 9fd45451a9b4b0112b7dd9c180be5977d18570ac Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sat, 25 Jan 2025 08:37:28 +0000
Subject: [PATCH 0955/1078] Fix pickling of ZipStore (#2762)

* Fix pickling of ZipStore

* Add changelog entry
---
 changes/2762.bugfix.rst   |  2 ++
 src/zarr/storage/_zip.py  | 13 ++++++++-----
 src/zarr/testing/store.py |  5 +++--
 3 files changed, 13 insertions(+), 7 deletions(-)
 create mode 100644 changes/2762.bugfix.rst

diff --git a/changes/2762.bugfix.rst b/changes/2762.bugfix.rst
new file mode 100644
index 0000000000..4995d33edd
--- /dev/null
+++ b/changes/2762.bugfix.rst
@@ -0,0 +1,2 @@
+Fixed ZipStore to make sure the correct attributes are saved when instances are pickled.
+This fixes a previous bug that prevent using ZipStore with a ProcessPoolExecutor.
diff --git a/src/zarr/storage/_zip.py b/src/zarr/storage/_zip.py
index e808b80e4e..5a8b51196a 100644
--- a/src/zarr/storage/_zip.py
+++ b/src/zarr/storage/_zip.py
@@ -107,11 +107,14 @@ def _sync_open(self) -> None:
     async def _open(self) -> None:
         self._sync_open()
 
-    def __getstate__(self) -> tuple[Path, ZipStoreAccessModeLiteral, int, bool]:
-        return self.path, self._zmode, self.compression, self.allowZip64
-
-    def __setstate__(self, state: Any) -> None:
-        self.path, self._zmode, self.compression, self.allowZip64 = state
+    def __getstate__(self) -> dict[str, Any]:
+        state = self.__dict__
+        for attr in ["_zf", "_lock"]:
+            state.pop(attr, None)
+        return state
+
+    def __setstate__(self, state: dict[str, Any]) -> None:
+        self.__dict__ = state
         self._is_open = False
         self._sync_open()
 
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 602d001693..7de88a2a80 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -76,8 +76,9 @@ def test_store_eq(self, store: S, store_kwargs: dict[str, Any]) -> None:
         assert store == store2
 
     def test_serializable_store(self, store: S) -> None:
-        foo = pickle.dumps(store)
-        assert pickle.loads(foo) == store
+        new_store: S = pickle.loads(pickle.dumps(store))
+        assert new_store == store
+        assert new_store.read_only == store.read_only
 
     def test_store_read_only(self, store: S) -> None:
         assert not store.read_only

From 80aea2ae5af416de15d1e4b95c50f214ee0151e4 Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Sat, 25 Jan 2025 01:47:30 -0700
Subject: [PATCH 0956/1078] Improve test coverage for storage classes (#2693)

* Run Store tests on logging

* Run store tests on wrapper

* Add read only open tests to WrapperStore

* Ignore new coverage files

* Simplify wrapper tests

* Fix __eq__ method in WrapperStore

* Implement __repr__ for WrapperStore

* Allow separate open and init kwargs

* Add open class method to LoggingStore

* Add __str__ to WrapperStore

* Add repr test for LoggingStore

* Fix __eq__ in LoggingStore

* Test getsize for stores

* Test for invalid ByteRequest

* Use stdout rather than stderr as the default logging stream

* Test default logging stream

* Add test for getsize_prefix

* Document buffer prototype parameter

* Add test for invalid modes in StorePath.open()

* Add test for contains_group

* Add tests for contains_array

* Test for invalid root type for LocalStore

* Test LocalStore.get with default prototype

* Test for invalid set buffer arguments

* Test get and set on closed stores

* Test using stores in a context manager

* Specify abstract methods for StoreTests

* Apply suggestions from code review

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Lint

* Fix typing for LoggingStore

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Match specific Errors in tests

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Add docstring

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Parametrize tests

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Test for contains group/array at multiple heirarchies

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* Update TypeError on GpuMemoryStore

* Don't implement _is_open setter on wrapped stores

* Update reprs for LoggingStore and WrapperStore

* Test check_writeable and close for WrapperStore

* Update pull request template (#2717)

* Add release notes

* Comprehensive changelog entry

* Match error message

* Apply suggestions from code review

Co-authored-by: David Stansby <dstansby@gmail.com>

* Update 2693.bugfix.rst

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Co-authored-by: David Stansby <dstansby@gmail.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
---
 .gitignore                       |   1 +
 changes/2693.bugfix.rst          |  13 +++
 src/zarr/abc/store.py            |   6 +-
 src/zarr/storage/_fsspec.py      |   7 +-
 src/zarr/storage/_local.py       |   6 +-
 src/zarr/storage/_logging.py     |  26 ++++--
 src/zarr/storage/_memory.py      |   9 +-
 src/zarr/storage/_wrapper.py     |  16 +++-
 src/zarr/storage/_zip.py         |  10 ++-
 src/zarr/testing/store.py        | 149 +++++++++++++++++++++++++------
 tests/test_store/test_core.py    |  57 +++++++++++-
 tests/test_store/test_local.py   |  21 +++++
 tests/test_store/test_logging.py |  74 ++++++++++++++-
 tests/test_store/test_wrapper.py |  62 ++++++++++++-
 14 files changed, 406 insertions(+), 51 deletions(-)
 create mode 100644 changes/2693.bugfix.rst

diff --git a/.gitignore b/.gitignore
index 5663f62d04..1b2b63e651 100644
--- a/.gitignore
+++ b/.gitignore
@@ -83,6 +83,7 @@ src/zarr/_version.py
 data/*
 src/fixture/
 fixture/
+junit.xml
 
 .DS_Store
 tests/.hypothesis
diff --git a/changes/2693.bugfix.rst b/changes/2693.bugfix.rst
new file mode 100644
index 0000000000..14b45a221e
--- /dev/null
+++ b/changes/2693.bugfix.rst
@@ -0,0 +1,13 @@
+Implement open() for LoggingStore
+LoggingStore is now a generic class.
+Use stdout rather than stderr as the default stream for LoggingStore
+Ensure that ZipStore is open before getting or setting any values
+Update equality for LoggingStore and WrapperStore such that 'other' must also be a LoggingStore or WrapperStore respectively, rather than only checking the types of the stores they wrap.
+Indicate StoreTest's `test_store_repr`, `test_store_supports_writes`, `test_store_supports_partial_writes`, and `test_store_supports_listing` need to be implemented using `@abstractmethod` rather than `NotImplementedError`.
+Separate instantiating and opening a store in StoreTests
+Test using Store as a context manager in StoreTests
+Match the errors raised by read only stores in StoreTests
+Test that a ValueError is raise for invalid byte range syntax in StoreTests
+Test getsize() and getsize_prefix() in StoreTests
+Test the error raised for invalid buffer arguments in StoreTests
+Test that data can be written to a store that's not yet open using the store.set method in StoreTests
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index e6a5518a4b..96165f8ba0 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -176,10 +176,10 @@ async def get(
         Parameters
         ----------
         key : str
+        prototype : BufferPrototype
+            The prototype of the output buffer. Stores may support a default buffer prototype.
         byte_range : ByteRequest, optional
-
             ByteRequest may be one of the following. If not provided, all data associated with the key is retrieved.
-
             - RangeByteRequest(int, int): Request a specific range of bytes in the form (start, end). The end is exclusive. If the given range is zero-length or starts after the end of the object, an error will be returned. Additionally, if the range ends after the end of the object, the entire remainder of the object will be returned. Otherwise, the exact requested range will be returned.
             - OffsetByteRequest(int): Request all bytes starting from a given byte offset. This is equivalent to bytes={int}- as an HTTP header.
             - SuffixByteRequest(int): Request the last int bytes. Note that here, int is the size of the request, not the byte offset. This is equivalent to bytes=-{int} as an HTTP header.
@@ -200,6 +200,8 @@ async def get_partial_values(
 
         Parameters
         ----------
+        prototype : BufferPrototype
+            The prototype of the output buffer. Stores may support a default buffer prototype.
         key_ranges : Iterable[tuple[str, tuple[int | None, int | None]]]
             Ordered set of key, range pairs, a key may occur multiple times with different ranges
 
diff --git a/src/zarr/storage/_fsspec.py b/src/zarr/storage/_fsspec.py
index 752d237400..c30c9b601b 100644
--- a/src/zarr/storage/_fsspec.py
+++ b/src/zarr/storage/_fsspec.py
@@ -10,6 +10,7 @@
     Store,
     SuffixByteRequest,
 )
+from zarr.core.buffer import Buffer
 from zarr.storage._common import _dereference_path
 
 if TYPE_CHECKING:
@@ -17,7 +18,7 @@
 
     from fsspec.asyn import AsyncFileSystem
 
-    from zarr.core.buffer import Buffer, BufferPrototype
+    from zarr.core.buffer import BufferPrototype
     from zarr.core.common import BytesLike
 
 
@@ -264,6 +265,10 @@ async def set(
         if not self._is_open:
             await self._open()
         self._check_writable()
+        if not isinstance(value, Buffer):
+            raise TypeError(
+                f"FsspecStore.set(): `value` must be a Buffer instance. Got an instance of {type(value)} instead."
+            )
         path = _dereference_path(self.path, key)
         # write data
         if byte_range:
diff --git a/src/zarr/storage/_local.py b/src/zarr/storage/_local.py
index 5eaa85c592..1defea26b4 100644
--- a/src/zarr/storage/_local.py
+++ b/src/zarr/storage/_local.py
@@ -96,7 +96,7 @@ def __init__(self, root: Path | str, *, read_only: bool = False) -> None:
             root = Path(root)
         if not isinstance(root, Path):
             raise TypeError(
-                f'"root" must be a string or Path instance. Got an object with type {type(root)} instead.'
+                f"'root' must be a string or Path instance. Got an instance of {type(root)} instead."
             )
         self.root = root
 
@@ -169,7 +169,9 @@ async def _set(self, key: str, value: Buffer, exclusive: bool = False) -> None:
         self._check_writable()
         assert isinstance(key, str)
         if not isinstance(value, Buffer):
-            raise TypeError("LocalStore.set(): `value` must a Buffer instance")
+            raise TypeError(
+                f"LocalStore.set(): `value` must be a Buffer instance. Got an instance of {type(value)} instead."
+            )
         path = self.root / key
         await asyncio.to_thread(_put, path, value, start=None, exclusive=exclusive)
 
diff --git a/src/zarr/storage/_logging.py b/src/zarr/storage/_logging.py
index 5ca716df2c..e9d6211588 100644
--- a/src/zarr/storage/_logging.py
+++ b/src/zarr/storage/_logging.py
@@ -2,10 +2,11 @@
 
 import inspect
 import logging
+import sys
 import time
 from collections import defaultdict
 from contextlib import contextmanager
-from typing import TYPE_CHECKING, Any
+from typing import TYPE_CHECKING, Any, Self, TypeVar
 
 from zarr.abc.store import Store
 from zarr.storage._wrapper import WrapperStore
@@ -18,8 +19,10 @@
 
     counter: defaultdict[str, int]
 
+T_Store = TypeVar("T_Store", bound=Store)
 
-class LoggingStore(WrapperStore[Store]):
+
+class LoggingStore(WrapperStore[T_Store]):
     """
     Store wrapper that logs all calls to the wrapped store.
 
@@ -42,7 +45,7 @@ class LoggingStore(WrapperStore[Store]):
 
     def __init__(
         self,
-        store: Store,
+        store: T_Store,
         log_level: str = "DEBUG",
         log_handler: logging.Handler | None = None,
     ) -> None:
@@ -67,7 +70,7 @@ def _configure_logger(
 
     def _default_handler(self) -> logging.Handler:
         """Define a default log handler"""
-        handler = logging.StreamHandler()
+        handler = logging.StreamHandler(stream=sys.stdout)
         handler.setLevel(self.log_level)
         handler.setFormatter(
             logging.Formatter("%(asctime)s - %(name)s - %(levelname)s - %(message)s")
@@ -94,6 +97,14 @@ def log(self, hint: Any = "") -> Generator[None, None, None]:
             end_time = time.time()
             self.logger.info("Finished %s [%.2f s]", op, end_time - start_time)
 
+    @classmethod
+    async def open(cls: type[Self], store_cls: type[T_Store], *args: Any, **kwargs: Any) -> Self:
+        log_level = kwargs.pop("log_level", "DEBUG")
+        log_handler = kwargs.pop("log_handler", None)
+        store = store_cls(*args, **kwargs)
+        await store._open()
+        return cls(store=store, log_level=log_level, log_handler=log_handler)
+
     @property
     def supports_writes(self) -> bool:
         with self.log():
@@ -126,8 +137,7 @@ def _is_open(self) -> bool:
 
     @_is_open.setter
     def _is_open(self, value: bool) -> None:
-        with self.log(value):
-            self._store._is_open = value
+        raise NotImplementedError("LoggingStore must be opened via the `_open` method")
 
     async def _open(self) -> None:
         with self.log():
@@ -151,11 +161,11 @@ def __str__(self) -> str:
         return f"logging-{self._store}"
 
     def __repr__(self) -> str:
-        return f"LoggingStore({repr(self._store)!r})"
+        return f"LoggingStore({self._store.__class__.__name__}, '{self._store}')"
 
     def __eq__(self, other: object) -> bool:
         with self.log(other):
-            return self._store == other
+            return type(self) is type(other) and self._store.__eq__(other._store)  # type: ignore[attr-defined]
 
     async def get(
         self,
diff --git a/src/zarr/storage/_memory.py b/src/zarr/storage/_memory.py
index d35ecbe33d..b37fc8d5c9 100644
--- a/src/zarr/storage/_memory.py
+++ b/src/zarr/storage/_memory.py
@@ -111,7 +111,9 @@ async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None
         await self._ensure_open()
         assert isinstance(key, str)
         if not isinstance(value, Buffer):
-            raise TypeError(f"Expected Buffer. Got {type(value)}.")
+            raise TypeError(
+                f"MemoryStore.set(): `value` must be a Buffer instance. Got an instance of {type(value)} instead."
+            )
 
         if byte_range is not None:
             buf = self._store_dict[key]
@@ -231,8 +233,9 @@ async def set(self, key: str, value: Buffer, byte_range: tuple[int, int] | None
         self._check_writable()
         assert isinstance(key, str)
         if not isinstance(value, Buffer):
-            raise TypeError(f"Expected Buffer. Got {type(value)}.")
-
+            raise TypeError(
+                f"GpuMemoryStore.set(): `value` must be a Buffer instance. Got an instance of {type(value)} instead."
+            )
         # Convert to gpu.Buffer
         gpu_value = value if isinstance(value, gpu.Buffer) else gpu.Buffer.from_buffer(value)
         await super().set(key, gpu_value, byte_range=byte_range)
diff --git a/src/zarr/storage/_wrapper.py b/src/zarr/storage/_wrapper.py
index 255e965439..349048e495 100644
--- a/src/zarr/storage/_wrapper.py
+++ b/src/zarr/storage/_wrapper.py
@@ -56,6 +56,14 @@ async def _ensure_open(self) -> None:
     async def is_empty(self, prefix: str) -> bool:
         return await self._store.is_empty(prefix)
 
+    @property
+    def _is_open(self) -> bool:
+        return self._store._is_open
+
+    @_is_open.setter
+    def _is_open(self, value: bool) -> None:
+        raise NotImplementedError("WrapperStore must be opened via the `_open` method")
+
     async def clear(self) -> None:
         return await self._store.clear()
 
@@ -67,7 +75,13 @@ def _check_writable(self) -> None:
         return self._store._check_writable()
 
     def __eq__(self, value: object) -> bool:
-        return type(self) is type(value) and self._store.__eq__(value)
+        return type(self) is type(value) and self._store.__eq__(value._store)  # type: ignore[attr-defined]
+
+    def __str__(self) -> str:
+        return f"wrapping-{self._store}"
+
+    def __repr__(self) -> str:
+        return f"WrapperStore({self._store.__class__.__name__}, '{self._store}')"
 
     async def get(
         self, key: str, prototype: BufferPrototype, byte_range: ByteRequest | None = None
diff --git a/src/zarr/storage/_zip.py b/src/zarr/storage/_zip.py
index 5a8b51196a..bf8f9900b9 100644
--- a/src/zarr/storage/_zip.py
+++ b/src/zarr/storage/_zip.py
@@ -149,6 +149,8 @@ def _get(
         prototype: BufferPrototype,
         byte_range: ByteRequest | None = None,
     ) -> Buffer | None:
+        if not self._is_open:
+            self._sync_open()
         # docstring inherited
         try:
             with self._zf.open(key) as f:  # will raise KeyError
@@ -193,6 +195,8 @@ async def get_partial_values(
         return out
 
     def _set(self, key: str, value: Buffer) -> None:
+        if not self._is_open:
+            self._sync_open()
         # generally, this should be called inside a lock
         keyinfo = zipfile.ZipInfo(filename=key, date_time=time.localtime(time.time())[:6])
         keyinfo.compress_type = self.compression
@@ -206,9 +210,13 @@ def _set(self, key: str, value: Buffer) -> None:
     async def set(self, key: str, value: Buffer) -> None:
         # docstring inherited
         self._check_writable()
+        if not self._is_open:
+            self._sync_open()
         assert isinstance(key, str)
         if not isinstance(value, Buffer):
-            raise TypeError("ZipStore.set(): `value` must a Buffer instance")
+            raise TypeError(
+                f"ZipStore.set(): `value` must be a Buffer instance. Got an instance of {type(value)} instead."
+            )
         with self._lock:
             self._set(key, value)
 
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 7de88a2a80..1fe544d292 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -2,6 +2,7 @@
 
 import asyncio
 import pickle
+from abc import abstractmethod
 from typing import TYPE_CHECKING, Generic, TypeVar
 
 from zarr.storage import WrapperStore
@@ -37,30 +38,53 @@ class StoreTests(Generic[S, B]):
     store_cls: type[S]
     buffer_cls: type[B]
 
+    @abstractmethod
     async def set(self, store: S, key: str, value: Buffer) -> None:
         """
         Insert a value into a storage backend, with a specific key.
         This should not not use any store methods. Bypassing the store methods allows them to be
         tested.
         """
-        raise NotImplementedError
+        ...
 
+    @abstractmethod
     async def get(self, store: S, key: str) -> Buffer:
         """
         Retrieve a value from a storage backend, by key.
         This should not not use any store methods. Bypassing the store methods allows them to be
         tested.
         """
+        ...
 
-        raise NotImplementedError
-
+    @abstractmethod
     @pytest.fixture
     def store_kwargs(self) -> dict[str, Any]:
-        return {"read_only": False}
+        """Kwargs for instantiating a store"""
+        ...
+
+    @abstractmethod
+    def test_store_repr(self, store: S) -> None: ...
+
+    @abstractmethod
+    def test_store_supports_writes(self, store: S) -> None: ...
+
+    @abstractmethod
+    def test_store_supports_partial_writes(self, store: S) -> None: ...
+
+    @abstractmethod
+    def test_store_supports_listing(self, store: S) -> None: ...
 
     @pytest.fixture
-    async def store(self, store_kwargs: dict[str, Any]) -> Store:
-        return await self.store_cls.open(**store_kwargs)
+    def open_kwargs(self, store_kwargs: dict[str, Any]) -> dict[str, Any]:
+        return store_kwargs
+
+    @pytest.fixture
+    async def store(self, open_kwargs: dict[str, Any]) -> Store:
+        return await self.store_cls.open(**open_kwargs)
+
+    @pytest.fixture
+    async def store_not_open(self, store_kwargs: dict[str, Any]) -> Store:
+        return self.store_cls(**store_kwargs)
 
     def test_store_type(self, store: S) -> None:
         assert isinstance(store, Store)
@@ -87,39 +111,38 @@ def test_store_read_only(self, store: S) -> None:
             store.read_only = False  # type: ignore[misc]
 
     @pytest.mark.parametrize("read_only", [True, False])
-    async def test_store_open_read_only(
-        self, store_kwargs: dict[str, Any], read_only: bool
-    ) -> None:
-        store_kwargs["read_only"] = read_only
-        store = await self.store_cls.open(**store_kwargs)
+    async def test_store_open_read_only(self, open_kwargs: dict[str, Any], read_only: bool) -> None:
+        open_kwargs["read_only"] = read_only
+        store = await self.store_cls.open(**open_kwargs)
         assert store._is_open
         assert store.read_only == read_only
 
-    async def test_read_only_store_raises(self, store_kwargs: dict[str, Any]) -> None:
-        kwargs = {**store_kwargs, "read_only": True}
+    async def test_store_context_manager(self, open_kwargs: dict[str, Any]) -> None:
+        # Test that the context manager closes the store
+        with await self.store_cls.open(**open_kwargs) as store:
+            assert store._is_open
+            # Test trying to open an already open store
+            with pytest.raises(ValueError, match="store is already open"):
+                await store._open()
+        assert not store._is_open
+
+    async def test_read_only_store_raises(self, open_kwargs: dict[str, Any]) -> None:
+        kwargs = {**open_kwargs, "read_only": True}
         store = await self.store_cls.open(**kwargs)
         assert store.read_only
 
         # set
-        with pytest.raises(ValueError):
+        with pytest.raises(
+            ValueError, match="store was opened in read-only mode and does not support writing"
+        ):
             await store.set("foo", self.buffer_cls.from_bytes(b"bar"))
 
         # delete
-        with pytest.raises(ValueError):
+        with pytest.raises(
+            ValueError, match="store was opened in read-only mode and does not support writing"
+        ):
             await store.delete("foo")
 
-    def test_store_repr(self, store: S) -> None:
-        raise NotImplementedError
-
-    def test_store_supports_writes(self, store: S) -> None:
-        raise NotImplementedError
-
-    def test_store_supports_partial_writes(self, store: S) -> None:
-        raise NotImplementedError
-
-    def test_store_supports_listing(self, store: S) -> None:
-        raise NotImplementedError
-
     @pytest.mark.parametrize("key", ["c/0", "foo/c/0.0", "foo/0/0"])
     @pytest.mark.parametrize("data", [b"\x01\x02\x03\x04", b""])
     @pytest.mark.parametrize(
@@ -136,6 +159,26 @@ async def test_get(self, store: S, key: str, data: bytes, byte_range: ByteReques
         expected = data_buf[start:stop]
         assert_bytes_equal(observed, expected)
 
+    async def test_get_not_open(self, store_not_open: S) -> None:
+        """
+        Ensure that data can be read from the store that isn't yet open using the store.get method.
+        """
+        assert not store_not_open._is_open
+        data_buf = self.buffer_cls.from_bytes(b"\x01\x02\x03\x04")
+        key = "c/0"
+        await self.set(store_not_open, key, data_buf)
+        observed = await store_not_open.get(key, prototype=default_buffer_prototype())
+        assert_bytes_equal(observed, data_buf)
+
+    async def test_get_raises(self, store: S) -> None:
+        """
+        Ensure that a ValueError is raise for invalid byte range syntax
+        """
+        data_buf = self.buffer_cls.from_bytes(b"\x01\x02\x03\x04")
+        await self.set(store, "c/0", data_buf)
+        with pytest.raises((ValueError, TypeError), match=r"Unexpected byte_range, got.*"):
+            await store.get("c/0", prototype=default_buffer_prototype(), byte_range=(0, 2))  # type: ignore[arg-type]
+
     async def test_get_many(self, store: S) -> None:
         """
         Ensure that multiple keys can be retrieved at once with the _get_many method.
@@ -158,6 +201,37 @@ async def test_get_many(self, store: S) -> None:
         expected_kvs = sorted(((k, b) for k, b in zip(keys, values, strict=False)))
         assert observed_kvs == expected_kvs
 
+    @pytest.mark.parametrize("key", ["c/0", "foo/c/0.0", "foo/0/0"])
+    @pytest.mark.parametrize("data", [b"\x01\x02\x03\x04", b""])
+    async def test_getsize(self, store: S, key: str, data: bytes) -> None:
+        """
+        Test the result of store.getsize().
+        """
+        data_buf = self.buffer_cls.from_bytes(data)
+        expected = len(data_buf)
+        await self.set(store, key, data_buf)
+        observed = await store.getsize(key)
+        assert observed == expected
+
+    async def test_getsize_prefix(self, store: S) -> None:
+        """
+        Test the result of store.getsize_prefix().
+        """
+        data_buf = self.buffer_cls.from_bytes(b"\x01\x02\x03\x04")
+        keys = ["c/0/0", "c/0/1", "c/1/0", "c/1/1"]
+        keys_values = [(k, data_buf) for k in keys]
+        await store._set_many(keys_values)
+        expected = len(data_buf) * len(keys)
+        observed = await store.getsize_prefix("c")
+        assert observed == expected
+
+    async def test_getsize_raises(self, store: S) -> None:
+        """
+        Test that getsize() raise a FileNotFoundError if the key doesn't exist.
+        """
+        with pytest.raises(FileNotFoundError):
+            await store.getsize("c/1000")
+
     @pytest.mark.parametrize("key", ["zarr.json", "c/0", "foo/c/0.0", "foo/0/0"])
     @pytest.mark.parametrize("data", [b"\x01\x02\x03\x04", b""])
     async def test_set(self, store: S, key: str, data: bytes) -> None:
@@ -170,6 +244,17 @@ async def test_set(self, store: S, key: str, data: bytes) -> None:
         observed = await self.get(store, key)
         assert_bytes_equal(observed, data_buf)
 
+    async def test_set_not_open(self, store_not_open: S) -> None:
+        """
+        Ensure that data can be written to the store that's not yet open using the store.set method.
+        """
+        assert not store_not_open._is_open
+        data_buf = self.buffer_cls.from_bytes(b"\x01\x02\x03\x04")
+        key = "c/0"
+        await store_not_open.set(key, data_buf)
+        observed = await self.get(store_not_open, key)
+        assert_bytes_equal(observed, data_buf)
+
     async def test_set_many(self, store: S) -> None:
         """
         Test that a dict of key : value pairs can be inserted into the store via the
@@ -182,6 +267,16 @@ async def test_set_many(self, store: S) -> None:
         for k, v in store_dict.items():
             assert (await self.get(store, k)).to_bytes() == v.to_bytes()
 
+    async def test_set_invalid_buffer(self, store: S) -> None:
+        """
+        Ensure that set raises a Type or Value Error for invalid buffer arguments.
+        """
+        with pytest.raises(
+            (ValueError, TypeError),
+            match=r"\S+\.set\(\): `value` must be a Buffer instance. Got an instance of <class 'int'> instead.",
+        ):
+            await store.set("c/0", 0)  # type: ignore[arg-type]
+
     @pytest.mark.parametrize(
         "key_ranges",
         [
diff --git a/tests/test_store/test_core.py b/tests/test_store/test_core.py
index 7806f3ecef..726da06a52 100644
--- a/tests/test_store/test_core.py
+++ b/tests/test_store/test_core.py
@@ -4,12 +4,55 @@
 import pytest
 from _pytest.compat import LEGACY_PATH
 
-from zarr.core.common import AccessModeLiteral
+from zarr import Group
+from zarr.core.common import AccessModeLiteral, ZarrFormat
 from zarr.storage import FsspecStore, LocalStore, MemoryStore, StoreLike, StorePath
-from zarr.storage._common import make_store_path
+from zarr.storage._common import contains_array, contains_group, make_store_path
 from zarr.storage._utils import normalize_path
 
 
+@pytest.mark.parametrize("path", ["foo", "foo/bar"])
+@pytest.mark.parametrize("write_group", [True, False])
+@pytest.mark.parametrize("zarr_format", [2, 3])
+async def test_contains_group(
+    local_store, path: str, write_group: bool, zarr_format: ZarrFormat
+) -> None:
+    """
+    Test that the contains_group method correctly reports the existence of a group.
+    """
+    root = Group.from_store(store=local_store, zarr_format=zarr_format)
+    if write_group:
+        root.create_group(path)
+    store_path = StorePath(local_store, path=path)
+    assert await contains_group(store_path, zarr_format=zarr_format) == write_group
+
+
+@pytest.mark.parametrize("path", ["foo", "foo/bar"])
+@pytest.mark.parametrize("write_array", [True, False])
+@pytest.mark.parametrize("zarr_format", [2, 3])
+async def test_contains_array(
+    local_store, path: str, write_array: bool, zarr_format: ZarrFormat
+) -> None:
+    """
+    Test that the contains array method correctly reports the existence of an array.
+    """
+    root = Group.from_store(store=local_store, zarr_format=zarr_format)
+    if write_array:
+        root.create_array(path, shape=(100,), chunks=(10,), dtype="i4")
+    store_path = StorePath(local_store, path=path)
+    assert await contains_array(store_path, zarr_format=zarr_format) == write_array
+
+
+@pytest.mark.parametrize("func", [contains_array, contains_group])
+async def test_contains_invalid_format_raises(local_store, func: callable) -> None:
+    """
+    Test contains_group and contains_array raise errors for invalid zarr_formats
+    """
+    store_path = StorePath(local_store)
+    with pytest.raises(ValueError):
+        assert await func(store_path, zarr_format="3.0")
+
+
 @pytest.mark.parametrize("path", [None, "", "bar"])
 async def test_make_store_path_none(path: str) -> None:
     """
@@ -56,10 +99,18 @@ async def test_make_store_path_store_path(
     assert Path(store_path.store.root) == Path(tmpdir)
     path_normalized = normalize_path(path)
     assert store_path.path == (store_like / path_normalized).path
-
     assert store_path.read_only == ro
 
 
+@pytest.mark.parametrize("modes", [(True, "w"), (False, "x")])
+async def test_store_path_invalid_mode_raises(tmpdir: LEGACY_PATH, modes: tuple) -> None:
+    """
+    Test that ValueErrors are raise for invalid mode.
+    """
+    with pytest.raises(ValueError):
+        await StorePath.open(LocalStore(str(tmpdir), read_only=modes[0]), path=None, mode=modes[1])
+
+
 async def test_make_store_path_invalid() -> None:
     """
     Test that invalid types raise TypeError
diff --git a/tests/test_store/test_local.py b/tests/test_store/test_local.py
index 22597a2c3f..d9d941c6f0 100644
--- a/tests/test_store/test_local.py
+++ b/tests/test_store/test_local.py
@@ -8,6 +8,7 @@
 from zarr.core.buffer import Buffer, cpu
 from zarr.storage import LocalStore
 from zarr.testing.store import StoreTests
+from zarr.testing.utils import assert_bytes_equal
 
 if TYPE_CHECKING:
     import pathlib
@@ -53,3 +54,23 @@ def test_creates_new_directory(self, tmp_path: pathlib.Path):
 
         store = self.store_cls(root=target)
         zarr.group(store=store)
+
+    def test_invalid_root_raises(self):
+        """
+        Test that a TypeError is raised when a non-str/Path type is used for the `root` argument
+        """
+        with pytest.raises(
+            TypeError,
+            match=r"'root' must be a string or Path instance. Got an instance of <class 'int'> instead.",
+        ):
+            LocalStore(root=0)
+
+    async def test_get_with_prototype_default(self, store: LocalStore):
+        """
+        Ensure that data can be read via ``store.get`` if the prototype keyword argument is unspecified, i.e. set to ``None``.
+        """
+        data_buf = self.buffer_cls.from_bytes(b"\x01\x02\x03\x04")
+        key = "c/0"
+        await self.set(store, key, data_buf)
+        observed = await store.get(key, prototype=None)
+        assert_bytes_equal(observed, data_buf)
diff --git a/tests/test_store/test_logging.py b/tests/test_store/test_logging.py
index b32a214db5..1a89dca874 100644
--- a/tests/test_store/test_logging.py
+++ b/tests/test_store/test_logging.py
@@ -1,17 +1,87 @@
 from __future__ import annotations
 
+import logging
 from typing import TYPE_CHECKING
 
 import pytest
 
 import zarr
-from zarr.core.buffer import default_buffer_prototype
-from zarr.storage import LoggingStore
+from zarr.core.buffer import Buffer, cpu, default_buffer_prototype
+from zarr.storage import LocalStore, LoggingStore
+from zarr.testing.store import StoreTests
 
 if TYPE_CHECKING:
+    from _pytest.compat import LEGACY_PATH
+
     from zarr.abc.store import Store
 
 
+class TestLoggingStore(StoreTests[LoggingStore, cpu.Buffer]):
+    store_cls = LoggingStore
+    buffer_cls = cpu.Buffer
+
+    async def get(self, store: LoggingStore, key: str) -> Buffer:
+        return self.buffer_cls.from_bytes((store._store.root / key).read_bytes())
+
+    async def set(self, store: LoggingStore, key: str, value: Buffer) -> None:
+        parent = (store._store.root / key).parent
+        if not parent.exists():
+            parent.mkdir(parents=True)
+        (store._store.root / key).write_bytes(value.to_bytes())
+
+    @pytest.fixture
+    def store_kwargs(self, tmpdir: LEGACY_PATH) -> dict[str, str]:
+        return {"store": LocalStore(str(tmpdir)), "log_level": "DEBUG"}
+
+    @pytest.fixture
+    def open_kwargs(self, tmpdir) -> dict[str, str]:
+        return {"store_cls": LocalStore, "root": str(tmpdir), "log_level": "DEBUG"}
+
+    @pytest.fixture
+    def store(self, store_kwargs: str | dict[str, Buffer] | None) -> LoggingStore:
+        return self.store_cls(**store_kwargs)
+
+    def test_store_supports_writes(self, store: LoggingStore) -> None:
+        assert store.supports_writes
+
+    def test_store_supports_partial_writes(self, store: LoggingStore) -> None:
+        assert store.supports_partial_writes
+
+    def test_store_supports_listing(self, store: LoggingStore) -> None:
+        assert store.supports_listing
+
+    def test_store_repr(self, store: LoggingStore) -> None:
+        assert f"{store!r}" == f"LoggingStore(LocalStore, 'file://{store._store.root.as_posix()}')"
+
+    def test_store_str(self, store: LoggingStore) -> None:
+        assert str(store) == f"logging-file://{store._store.root.as_posix()}"
+
+    async def test_default_handler(self, local_store, capsys) -> None:
+        # Store and then remove existing handlers to enter default handler code path
+        handlers = logging.getLogger().handlers[:]
+        for h in handlers:
+            logging.getLogger().removeHandler(h)
+        # Test logs are sent to stdout
+        wrapped = LoggingStore(store=local_store)
+        buffer = default_buffer_prototype().buffer
+        res = await wrapped.set("foo/bar/c/0", buffer.from_bytes(b"\x01\x02\x03\x04"))
+        assert res is None
+        captured = capsys.readouterr()
+        assert len(captured) == 2
+        assert "Calling LocalStore.set" in captured.out
+        assert "Finished LocalStore.set" in captured.out
+        # Restore handlers
+        for h in handlers:
+            logging.getLogger().addHandler(h)
+
+    def test_is_open_setter_raises(self, store: LoggingStore) -> None:
+        "Test that a user cannot change `_is_open` without opening the underlying store."
+        with pytest.raises(
+            NotImplementedError, match="LoggingStore must be opened via the `_open` method"
+        ):
+            store._is_open = True
+
+
 @pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
 async def test_logging_store(store: Store, caplog) -> None:
     wrapped = LoggingStore(store=store, log_level="DEBUG")
diff --git a/tests/test_store/test_wrapper.py b/tests/test_store/test_wrapper.py
index 489bcd5a7a..7e933548b3 100644
--- a/tests/test_store/test_wrapper.py
+++ b/tests/test_store/test_wrapper.py
@@ -5,13 +5,73 @@
 import pytest
 
 from zarr.core.buffer.cpu import Buffer, buffer_prototype
-from zarr.storage import WrapperStore
+from zarr.storage import LocalStore, WrapperStore
+from zarr.testing.store import StoreTests
 
 if TYPE_CHECKING:
+    from _pytest.compat import LEGACY_PATH
+
     from zarr.abc.store import Store
     from zarr.core.buffer.core import BufferPrototype
 
 
+class TestWrapperStore(StoreTests[WrapperStore, Buffer]):
+    store_cls = WrapperStore
+    buffer_cls = Buffer
+
+    async def get(self, store: WrapperStore, key: str) -> Buffer:
+        return self.buffer_cls.from_bytes((store._store.root / key).read_bytes())
+
+    async def set(self, store: WrapperStore, key: str, value: Buffer) -> None:
+        parent = (store._store.root / key).parent
+        if not parent.exists():
+            parent.mkdir(parents=True)
+        (store._store.root / key).write_bytes(value.to_bytes())
+
+    @pytest.fixture
+    def store_kwargs(self, tmpdir: LEGACY_PATH) -> dict[str, str]:
+        return {"store": LocalStore(str(tmpdir))}
+
+    @pytest.fixture
+    def open_kwargs(self, tmpdir) -> dict[str, str]:
+        return {"store_cls": LocalStore, "root": str(tmpdir)}
+
+    def test_store_supports_writes(self, store: WrapperStore) -> None:
+        assert store.supports_writes
+
+    def test_store_supports_partial_writes(self, store: WrapperStore) -> None:
+        assert store.supports_partial_writes
+
+    def test_store_supports_listing(self, store: WrapperStore) -> None:
+        assert store.supports_listing
+
+    def test_store_repr(self, store: WrapperStore) -> None:
+        assert f"{store!r}" == f"WrapperStore(LocalStore, 'file://{store._store.root.as_posix()}')"
+
+    def test_store_str(self, store: WrapperStore) -> None:
+        assert str(store) == f"wrapping-file://{store._store.root.as_posix()}"
+
+    def test_check_writeable(self, store: WrapperStore) -> None:
+        """
+        Test _check_writeable() runs without errors.
+        """
+        store._check_writable()
+
+    def test_close(self, store: WrapperStore) -> None:
+        "Test store can be closed"
+        store.close()
+        assert not store._is_open
+
+    def test_is_open_setter_raises(self, store: WrapperStore) -> None:
+        """
+        Test that a user cannot change `_is_open` without opening the underlying store.
+        """
+        with pytest.raises(
+            NotImplementedError, match="WrapperStore must be opened via the `_open` method"
+        ):
+            store._is_open = True
+
+
 @pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=True)
 async def test_wrapped_set(store: Store, capsys: pytest.CaptureFixture[str]) -> None:
     # define a class that prints when it sets

From 458299857141a5470ba3956d8a1607f52ac33857 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 27 Jan 2025 13:06:39 +0000
Subject: [PATCH 0957/1078] Bump pypa/gh-action-pypi-publish from 1.12.3 to
 1.12.4 in the actions group (#2770)

Bumps the actions group with 1 update: [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish).


Updates `pypa/gh-action-pypi-publish` from 1.12.3 to 1.12.4
- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)
- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.3...v1.12.4)

---
updated-dependencies:
- dependency-name: pypa/gh-action-pypi-publish
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 .github/workflows/releases.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/releases.yml b/.github/workflows/releases.yml
index 1b23260c2e..c8903aa779 100644
--- a/.github/workflows/releases.yml
+++ b/.github/workflows/releases.yml
@@ -55,7 +55,7 @@ jobs:
         with:
           name: releases
           path: dist
-      - uses: pypa/gh-action-pypi-publish@v1.12.3
+      - uses: pypa/gh-action-pypi-publish@v1.12.4
         with:
           user: __token__
           password: ${{ secrets.pypi_password }}

From fb37ff0942c7417a7767cc4d537de7173a9b3329 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 28 Jan 2025 09:53:53 +0000
Subject: [PATCH 0958/1078] Upload coverage after GPU tests (#2767)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 .github/workflows/gpu_test.yml | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/.github/workflows/gpu_test.yml b/.github/workflows/gpu_test.yml
index b13da7d36f..c7056a2c4b 100644
--- a/.github/workflows/gpu_test.yml
+++ b/.github/workflows/gpu_test.yml
@@ -64,3 +64,9 @@ jobs:
     - name: Run Tests
       run: |
         hatch env run --env gputest.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} run-coverage
+
+    - name: Upload coverage
+      uses: codecov/codecov-action@13ce06bfc6bbe3ecf90edbbf1bc32fe5978ca1d3  # v5.3.1
+      with:
+        token: ${{ secrets.CODECOV_TOKEN }}
+        verbose: true # optional (default = false)

From b5016c020ad5e2691b025506e490ad3abb0fa7c5 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 28 Jan 2025 16:53:24 +0000
Subject: [PATCH 0959/1078] Make botocore an optional test dependency (#2768)

* Make botocore an optional test dependency

* Add release notes
---
 changes/2768.bugfix.1.rst       | 1 +
 changes/2768.bugfix.2.rst       | 2 ++
 pyproject.toml                  | 4 +++-
 tests/test_store/test_fsspec.py | 4 ++--
 4 files changed, 8 insertions(+), 3 deletions(-)
 create mode 100644 changes/2768.bugfix.1.rst
 create mode 100644 changes/2768.bugfix.2.rst

diff --git a/changes/2768.bugfix.1.rst b/changes/2768.bugfix.1.rst
new file mode 100644
index 0000000000..b732b742ef
--- /dev/null
+++ b/changes/2768.bugfix.1.rst
@@ -0,0 +1 @@
+Updated the optional test dependencies to include ``botocore`` and ``fsspec``.
diff --git a/changes/2768.bugfix.2.rst b/changes/2768.bugfix.2.rst
new file mode 100644
index 0000000000..1bf5fb8a85
--- /dev/null
+++ b/changes/2768.bugfix.2.rst
@@ -0,0 +1,2 @@
+Fixed the fsspec tests to skip if ``botocore`` is not installed.
+Previously they would have failed with an import error.
diff --git a/pyproject.toml b/pyproject.toml
index e7a1c5c2c4..8d73485dac 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -73,10 +73,12 @@ test = [
     "coverage",
     "pytest",
     "pytest-cov",
+    'zarr[remote]',
+    "botocore",
     "s3fs",
+    "moto[s3,server]",
     "pytest-asyncio",
     "pytest-accept",
-    "moto[s3,server]",
     "requests",
     "rich",
     "mypy",
diff --git a/tests/test_store/test_fsspec.py b/tests/test_store/test_fsspec.py
index a560ca02e8..929de37869 100644
--- a/tests/test_store/test_fsspec.py
+++ b/tests/test_store/test_fsspec.py
@@ -5,7 +5,6 @@
 from typing import TYPE_CHECKING
 
 import pytest
-from botocore.session import Session
 from packaging.version import parse as parse_version
 
 import zarr.api.asynchronous
@@ -26,6 +25,7 @@
 requests = pytest.importorskip("requests")
 moto_server = pytest.importorskip("moto.moto_server.threaded_moto_server")
 moto = pytest.importorskip("moto")
+botocore = pytest.importorskip("botocore")
 
 # ### amended from s3fs ### #
 test_bucket_name = "test"
@@ -52,7 +52,7 @@ def s3_base() -> Generator[None, None, None]:
 
 def get_boto3_client() -> botocore.client.BaseClient:
     # NB: we use the sync botocore client for setup
-    session = Session()
+    session = botocore.session.Session()
     return session.create_client("s3", endpoint_url=endpoint_url)
 
 

From 0c895d18aa69b1d90866f2249e93986022ddc5e7 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 28 Jan 2025 17:07:14 +0000
Subject: [PATCH 0960/1078] Some release note improvements (#2775)

* Fix release note filename

* Split big release note into lots of smaller ones

* Fix code syntax
---
 changes/{2533.bigfix.rst => 2533.bugfix.rst} |  0
 changes/2693.bugfix.1.rst                    |  1 +
 changes/2693.bugfix.2.rst                    |  1 +
 changes/2693.bugfix.3.rst                    |  1 +
 changes/2693.bugfix.4.rst                    |  1 +
 changes/2693.bugfix.rst                      | 13 -------------
 changes/2693.feature.1.rst                   |  1 +
 changes/2693.feature.2.rst                   |  1 +
 changes/2693.feature.3.rst                   |  3 +++
 changes/2693.feature.4.rst                   |  1 +
 changes/2693.feature.5.rst                   |  1 +
 changes/2693.feature.6.rst                   |  1 +
 changes/2693.feature.7.rst                   |  1 +
 changes/2693.feature.8.rst                   |  1 +
 changes/2693.feature.9.rst                   |  1 +
 15 files changed, 15 insertions(+), 13 deletions(-)
 rename changes/{2533.bigfix.rst => 2533.bugfix.rst} (100%)
 create mode 100644 changes/2693.bugfix.1.rst
 create mode 100644 changes/2693.bugfix.2.rst
 create mode 100644 changes/2693.bugfix.3.rst
 create mode 100644 changes/2693.bugfix.4.rst
 delete mode 100644 changes/2693.bugfix.rst
 create mode 100644 changes/2693.feature.1.rst
 create mode 100644 changes/2693.feature.2.rst
 create mode 100644 changes/2693.feature.3.rst
 create mode 100644 changes/2693.feature.4.rst
 create mode 100644 changes/2693.feature.5.rst
 create mode 100644 changes/2693.feature.6.rst
 create mode 100644 changes/2693.feature.7.rst
 create mode 100644 changes/2693.feature.8.rst
 create mode 100644 changes/2693.feature.9.rst

diff --git a/changes/2533.bigfix.rst b/changes/2533.bugfix.rst
similarity index 100%
rename from changes/2533.bigfix.rst
rename to changes/2533.bugfix.rst
diff --git a/changes/2693.bugfix.1.rst b/changes/2693.bugfix.1.rst
new file mode 100644
index 0000000000..a46ad9d28d
--- /dev/null
+++ b/changes/2693.bugfix.1.rst
@@ -0,0 +1 @@
+Match the errors raised by read only stores in StoreTests.
diff --git a/changes/2693.bugfix.2.rst b/changes/2693.bugfix.2.rst
new file mode 100644
index 0000000000..972ba0b27e
--- /dev/null
+++ b/changes/2693.bugfix.2.rst
@@ -0,0 +1 @@
+Use stdout rather than stderr as the default stream for LoggingStore.
diff --git a/changes/2693.bugfix.3.rst b/changes/2693.bugfix.3.rst
new file mode 100644
index 0000000000..a6eed34c48
--- /dev/null
+++ b/changes/2693.bugfix.3.rst
@@ -0,0 +1 @@
+Ensure that ZipStore is open before getting or setting any values.
diff --git a/changes/2693.bugfix.4.rst b/changes/2693.bugfix.4.rst
new file mode 100644
index 0000000000..002f078345
--- /dev/null
+++ b/changes/2693.bugfix.4.rst
@@ -0,0 +1 @@
+Update equality for LoggingStore and WrapperStore such that 'other' must also be a LoggingStore or WrapperStore respectively, rather than only checking the types of the stores they wrap.
diff --git a/changes/2693.bugfix.rst b/changes/2693.bugfix.rst
deleted file mode 100644
index 14b45a221e..0000000000
--- a/changes/2693.bugfix.rst
+++ /dev/null
@@ -1,13 +0,0 @@
-Implement open() for LoggingStore
-LoggingStore is now a generic class.
-Use stdout rather than stderr as the default stream for LoggingStore
-Ensure that ZipStore is open before getting or setting any values
-Update equality for LoggingStore and WrapperStore such that 'other' must also be a LoggingStore or WrapperStore respectively, rather than only checking the types of the stores they wrap.
-Indicate StoreTest's `test_store_repr`, `test_store_supports_writes`, `test_store_supports_partial_writes`, and `test_store_supports_listing` need to be implemented using `@abstractmethod` rather than `NotImplementedError`.
-Separate instantiating and opening a store in StoreTests
-Test using Store as a context manager in StoreTests
-Match the errors raised by read only stores in StoreTests
-Test that a ValueError is raise for invalid byte range syntax in StoreTests
-Test getsize() and getsize_prefix() in StoreTests
-Test the error raised for invalid buffer arguments in StoreTests
-Test that data can be written to a store that's not yet open using the store.set method in StoreTests
diff --git a/changes/2693.feature.1.rst b/changes/2693.feature.1.rst
new file mode 100644
index 0000000000..faf54d4d37
--- /dev/null
+++ b/changes/2693.feature.1.rst
@@ -0,0 +1 @@
+Implemented open() for LoggingStore.
diff --git a/changes/2693.feature.2.rst b/changes/2693.feature.2.rst
new file mode 100644
index 0000000000..091ce4754e
--- /dev/null
+++ b/changes/2693.feature.2.rst
@@ -0,0 +1 @@
+LoggingStore is now a generic class.
diff --git a/changes/2693.feature.3.rst b/changes/2693.feature.3.rst
new file mode 100644
index 0000000000..06200e3010
--- /dev/null
+++ b/changes/2693.feature.3.rst
@@ -0,0 +1,3 @@
+Change StoreTest's ``test_store_repr``, ``test_store_supports_writes``,
+``test_store_supports_partial_writes``, and ``test_store_supports_listing``
+to to be implemented using ``@abstractmethod``, rather raising ``NotImplementedError``.
diff --git a/changes/2693.feature.4.rst b/changes/2693.feature.4.rst
new file mode 100644
index 0000000000..c69ec87cc5
--- /dev/null
+++ b/changes/2693.feature.4.rst
@@ -0,0 +1 @@
+Separate instantiating and opening a store in StoreTests.
diff --git a/changes/2693.feature.5.rst b/changes/2693.feature.5.rst
new file mode 100644
index 0000000000..b9dde46f67
--- /dev/null
+++ b/changes/2693.feature.5.rst
@@ -0,0 +1 @@
+Add a test for using Stores as a context managers in StoreTests.
diff --git a/changes/2693.feature.6.rst b/changes/2693.feature.6.rst
new file mode 100644
index 0000000000..3dd6c79c8d
--- /dev/null
+++ b/changes/2693.feature.6.rst
@@ -0,0 +1 @@
+Test that a ValueError is raised for invalid byte range syntax in StoreTests.
diff --git a/changes/2693.feature.7.rst b/changes/2693.feature.7.rst
new file mode 100644
index 0000000000..dfa346391a
--- /dev/null
+++ b/changes/2693.feature.7.rst
@@ -0,0 +1 @@
+Test getsize() and getsize_prefix() in StoreTests.
diff --git a/changes/2693.feature.8.rst b/changes/2693.feature.8.rst
new file mode 100644
index 0000000000..3a9d4043a2
--- /dev/null
+++ b/changes/2693.feature.8.rst
@@ -0,0 +1 @@
+Test the error raised for invalid buffer arguments in StoreTests.
diff --git a/changes/2693.feature.9.rst b/changes/2693.feature.9.rst
new file mode 100644
index 0000000000..8362e89b17
--- /dev/null
+++ b/changes/2693.feature.9.rst
@@ -0,0 +1 @@
+Test that data can be written to a store that's not yet open using the store.set method in StoreTests

From e602aa1d19f26bb06669994231e524c55bcecbeb Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Wed, 29 Jan 2025 23:22:55 +0100
Subject: [PATCH 0961/1078] Use ChunkKeyEncodingLike type alias (#2763)

* make proper ChunkKeyEncodingLike type alias, and use it

* model the not-required-ness of the separator

* add cast

* changelog
---
 changes/2763.chore.rst               |  3 +++
 src/zarr/core/array.py               | 14 +++++++-------
 src/zarr/core/chunk_key_encodings.py | 19 +++++++++++++------
 src/zarr/core/metadata/v3.py         |  4 ++--
 4 files changed, 25 insertions(+), 15 deletions(-)
 create mode 100644 changes/2763.chore.rst

diff --git a/changes/2763.chore.rst b/changes/2763.chore.rst
new file mode 100644
index 0000000000..f36c63c289
--- /dev/null
+++ b/changes/2763.chore.rst
@@ -0,0 +1,3 @@
+Created a type alias ``ChunkKeyEncodingLike`` to model the union of ``ChunkKeyEncoding`` instances and the dict form of the
+parameters of those instances. ``ChunkKeyEncodingLike`` should be used by high-level functions to provide a convenient
+way for creating ``ChunkKeyEncoding`` objects.
\ No newline at end of file
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 632e8221b4..6b68d1a0ac 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -412,7 +412,7 @@ async def create(
         # v3 only
         chunk_shape: ShapeLike | None = None,
         chunk_key_encoding: (
-            ChunkKeyEncoding
+            ChunkKeyEncodingLike
             | tuple[Literal["default"], Literal[".", "/"]]
             | tuple[Literal["v2"], Literal[".", "/"]]
             | None
@@ -453,7 +453,7 @@ async def create(
             The shape of the array's chunks
             Zarr format 3 only. Zarr format 2 arrays should use `chunks` instead.
             If not specified, default are guessed based on the shape and dtype.
-        chunk_key_encoding : ChunkKeyEncoding, optional
+        chunk_key_encoding : ChunkKeyEncodingLike, optional
             A specification of how the chunk keys are represented in storage.
             Zarr format 3 only. Zarr format 2 arrays should use `dimension_separator` instead.
             Default is ``("default", "/")``.
@@ -553,7 +553,7 @@ async def _create(
         # v3 only
         chunk_shape: ShapeLike | None = None,
         chunk_key_encoding: (
-            ChunkKeyEncoding
+            ChunkKeyEncodingLike
             | tuple[Literal["default"], Literal[".", "/"]]
             | tuple[Literal["v2"], Literal[".", "/"]]
             | None
@@ -671,7 +671,7 @@ async def _create_v3(
         config: ArrayConfig,
         fill_value: Any | None = None,
         chunk_key_encoding: (
-            ChunkKeyEncoding
+            ChunkKeyEncodingLike
             | tuple[Literal["default"], Literal[".", "/"]]
             | tuple[Literal["v2"], Literal[".", "/"]]
             | None
@@ -1708,7 +1708,7 @@ def create(
             The shape of the Array's chunks.
             Zarr format 3 only. Zarr format 2 arrays should use `chunks` instead.
             If not specified, default are guessed based on the shape and dtype.
-        chunk_key_encoding : ChunkKeyEncoding, optional
+        chunk_key_encoding : ChunkKeyEncodingLike, optional
             A specification of how the chunk keys are represented in storage.
             Zarr format 3 only. Zarr format 2 arrays should use `dimension_separator` instead.
             Default is ``("default", "/")``.
@@ -3756,7 +3756,7 @@ async def create_array(
     order: MemoryOrder | None = None,
     zarr_format: ZarrFormat | None = 3,
     attributes: dict[str, JSON] | None = None,
-    chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None = None,
+    chunk_key_encoding: ChunkKeyEncodingLike | None = None,
     dimension_names: Iterable[str] | None = None,
     storage_options: dict[str, Any] | None = None,
     overwrite: bool = False,
@@ -3834,7 +3834,7 @@ async def create_array(
         The zarr format to use when saving.
     attributes : dict, optional
         Attributes for the array.
-    chunk_key_encoding : ChunkKeyEncoding, optional
+    chunk_key_encoding : ChunkKeyEncodingLike, optional
         A specification of how the chunk keys are represented in storage.
         For Zarr format 3, the default is ``{"name": "default", "separator": "/"}}``.
         For Zarr format 2, the default is ``{"name": "v2", "separator": "."}}``.
diff --git a/src/zarr/core/chunk_key_encodings.py b/src/zarr/core/chunk_key_encodings.py
index 95ce9108f3..103472c3b4 100644
--- a/src/zarr/core/chunk_key_encodings.py
+++ b/src/zarr/core/chunk_key_encodings.py
@@ -2,7 +2,10 @@
 
 from abc import abstractmethod
 from dataclasses import dataclass
-from typing import Literal, TypedDict, cast
+from typing import TYPE_CHECKING, Literal, TypeAlias, TypedDict, cast
+
+if TYPE_CHECKING:
+    from typing import NotRequired
 
 from zarr.abc.metadata import Metadata
 from zarr.core.common import (
@@ -20,9 +23,9 @@ def parse_separator(data: JSON) -> SeparatorLiteral:
     return cast(SeparatorLiteral, data)
 
 
-class ChunkKeyEncodingLike(TypedDict):
+class ChunkKeyEncodingParams(TypedDict):
     name: Literal["v2", "default"]
-    separator: SeparatorLiteral
+    separator: NotRequired[SeparatorLiteral]
 
 
 @dataclass(frozen=True)
@@ -36,9 +39,7 @@ def __init__(self, *, separator: SeparatorLiteral) -> None:
         object.__setattr__(self, "separator", separator_parsed)
 
     @classmethod
-    def from_dict(
-        cls, data: dict[str, JSON] | ChunkKeyEncoding | ChunkKeyEncodingLike
-    ) -> ChunkKeyEncoding:
+    def from_dict(cls, data: dict[str, JSON] | ChunkKeyEncodingLike) -> ChunkKeyEncoding:
         if isinstance(data, ChunkKeyEncoding):
             return data
 
@@ -46,6 +47,9 @@ def from_dict(
         if "name" in data and "separator" in data:
             data = {"name": data["name"], "configuration": {"separator": data["separator"]}}
 
+        # TODO: remove this cast when we are statically typing the JSON metadata completely.
+        data = cast(dict[str, JSON], data)
+
         # configuration is optional for chunk key encodings
         name_parsed, config_parsed = parse_named_configuration(data, require_configuration=False)
         if name_parsed == "default":
@@ -73,6 +77,9 @@ def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
         pass
 
 
+ChunkKeyEncodingLike: TypeAlias = ChunkKeyEncodingParams | ChunkKeyEncoding
+
+
 @dataclass(frozen=True)
 class DefaultChunkKeyEncoding(ChunkKeyEncoding):
     name: Literal["default"] = "default"
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 087dbd8bfc..9154762648 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -27,7 +27,7 @@
 from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec, Codec
 from zarr.core.array_spec import ArrayConfig, ArraySpec
 from zarr.core.chunk_grids import ChunkGrid, RegularChunkGrid
-from zarr.core.chunk_key_encodings import ChunkKeyEncoding
+from zarr.core.chunk_key_encodings import ChunkKeyEncoding, ChunkKeyEncodingLike
 from zarr.core.common import (
     JSON,
     ZARR_JSON,
@@ -253,7 +253,7 @@ def __init__(
         shape: Iterable[int],
         data_type: npt.DTypeLike | DataType,
         chunk_grid: dict[str, JSON] | ChunkGrid,
-        chunk_key_encoding: dict[str, JSON] | ChunkKeyEncoding,
+        chunk_key_encoding: ChunkKeyEncodingLike,
         fill_value: Any,
         codecs: Iterable[Codec | dict[str, JSON]],
         attributes: dict[str, JSON] | None,

From fc08f31a0b4210c9d9b2071373c5ea7d55b66287 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Thu, 30 Jan 2025 00:28:02 +0100
Subject: [PATCH 0962/1078] add init_array, and data kwarg for create_array
 (#2761)

* add init_array, and data kwarg for create_array

* clean up some type hints and docstrings

* add release notes

* add tests for synchronous create_array

* Update src/zarr/api/synchronous.py

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>

* error if shape / dtype and data are provided

---------

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>
---
 changes/2761.feature.1.rst  |   5 +
 src/zarr/api/synchronous.py |  19 +-
 src/zarr/core/array.py      | 416 +++++++++++++++++++++++++++++-------
 tests/test_array.py         |  70 +++++-
 4 files changed, 419 insertions(+), 91 deletions(-)
 create mode 100644 changes/2761.feature.1.rst

diff --git a/changes/2761.feature.1.rst b/changes/2761.feature.1.rst
new file mode 100644
index 0000000000..387de1a380
--- /dev/null
+++ b/changes/2761.feature.1.rst
@@ -0,0 +1,5 @@
+Adds a new function ``init_array`` for initializing an array in storage, and refactors ``create_array``
+to use ``init_array``. ``create_array`` takes two a new parameters: ``data``, an optional array-like object, and ``write_data``, a bool which defaults to ``True``.
+If ``data`` is given to ``create_array``, then the ``dtype`` and ``shape`` attributes of ``data`` are used to define the
+corresponding attributes of the resulting Zarr array. Additionally, if ``data`` given and ``write_data`` is ``True``,
+then the values in ``data`` will be written to the newly created array.
\ No newline at end of file
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index f8bee9fcef..305446ec97 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -14,6 +14,7 @@
 if TYPE_CHECKING:
     from collections.abc import Iterable
 
+    import numpy as np
     import numpy.typing as npt
 
     from zarr.abc.codec import Codec
@@ -744,8 +745,9 @@ def create_array(
     store: str | StoreLike,
     *,
     name: str | None = None,
-    shape: ShapeLike,
-    dtype: npt.DTypeLike,
+    shape: ShapeLike | None = None,
+    dtype: npt.DTypeLike | None = None,
+    data: np.ndarray[Any, np.dtype[Any]] | None = None,
     chunks: ChunkCoords | Literal["auto"] = "auto",
     shards: ShardsLike | None = None,
     filters: FiltersLike = "auto",
@@ -772,10 +774,14 @@ def create_array(
     name : str or None, optional
         The name of the array within the store. If ``name`` is ``None``, the array will be located
         at the root of the store.
-    shape : ChunkCoords
-        Shape of the array.
-    dtype : npt.DTypeLike
-        Data type of the array.
+    shape : ChunkCoords, optional
+        Shape of the array. Can be ``None`` if ``data`` is provided.
+    dtype : npt.DTypeLike, optional
+        Data type of the array. Can be ``None`` if ``data`` is provided.
+    data : np.ndarray, optional
+        Array-like data to use for initializing the array. If this parameter is provided, the
+        ``shape`` and ``dtype`` parameters must be identical to ``data.shape`` and ``data.dtype``,
+        or ``None``.
     chunks : ChunkCoords, optional
         Chunk shape of the array.
         If not specified, default are guessed based on the shape and dtype.
@@ -874,6 +880,7 @@ def create_array(
                 name=name,
                 shape=shape,
                 dtype=dtype,
+                data=data,
                 chunks=chunks,
                 shards=shards,
                 filters=filters,
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 6b68d1a0ac..4c444a81fa 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -660,6 +660,48 @@ async def _create(
 
         return result
 
+    @staticmethod
+    def _create_metadata_v3(
+        shape: ShapeLike,
+        dtype: np.dtype[Any],
+        chunk_shape: ChunkCoords,
+        fill_value: Any | None = None,
+        chunk_key_encoding: ChunkKeyEncodingLike | None = None,
+        codecs: Iterable[Codec | dict[str, JSON]] | None = None,
+        dimension_names: Iterable[str] | None = None,
+        attributes: dict[str, JSON] | None = None,
+    ) -> ArrayV3Metadata:
+        """
+        Create an instance of ArrayV3Metadata.
+        """
+
+        shape = parse_shapelike(shape)
+        codecs = list(codecs) if codecs is not None else _get_default_codecs(np.dtype(dtype))
+        chunk_key_encoding_parsed: ChunkKeyEncodingLike
+        if chunk_key_encoding is None:
+            chunk_key_encoding_parsed = {"name": "default", "separator": "/"}
+        else:
+            chunk_key_encoding_parsed = chunk_key_encoding
+
+        if dtype.kind in "UTS":
+            warn(
+                f"The dtype `{dtype}` is currently not part in the Zarr format 3 specification. It "
+                "may not be supported by other zarr implementations and may change in the future.",
+                category=UserWarning,
+                stacklevel=2,
+            )
+        chunk_grid_parsed = RegularChunkGrid(chunk_shape=chunk_shape)
+        return ArrayV3Metadata(
+            shape=shape,
+            data_type=dtype,
+            chunk_grid=chunk_grid_parsed,
+            chunk_key_encoding=chunk_key_encoding_parsed,
+            fill_value=fill_value,
+            codecs=codecs,
+            dimension_names=tuple(dimension_names) if dimension_names else None,
+            attributes=attributes or {},
+        )
+
     @classmethod
     async def _create_v3(
         cls,
@@ -689,13 +731,6 @@ async def _create_v3(
         else:
             await ensure_no_existing_node(store_path, zarr_format=3)
 
-        shape = parse_shapelike(shape)
-        codecs = list(codecs) if codecs is not None else _get_default_codecs(np.dtype(dtype))
-
-        if chunk_key_encoding is None:
-            chunk_key_encoding = ("default", "/")
-        assert chunk_key_encoding is not None
-
         if isinstance(chunk_key_encoding, tuple):
             chunk_key_encoding = (
                 V2ChunkKeyEncoding(separator=chunk_key_encoding[1])
@@ -703,29 +738,58 @@ async def _create_v3(
                 else DefaultChunkKeyEncoding(separator=chunk_key_encoding[1])
             )
 
-        if dtype.kind in "UTS":
-            warn(
-                f"The dtype `{dtype}` is currently not part in the Zarr format 3 specification. It "
-                "may not be supported by other zarr implementations and may change in the future.",
-                category=UserWarning,
-                stacklevel=2,
-            )
-
-        metadata = ArrayV3Metadata(
+        metadata = cls._create_metadata_v3(
             shape=shape,
-            data_type=dtype,
-            chunk_grid=RegularChunkGrid(chunk_shape=chunk_shape),
-            chunk_key_encoding=chunk_key_encoding,
+            dtype=dtype,
+            chunk_shape=chunk_shape,
             fill_value=fill_value,
+            chunk_key_encoding=chunk_key_encoding,
             codecs=codecs,
-            dimension_names=tuple(dimension_names) if dimension_names else None,
-            attributes=attributes or {},
+            dimension_names=dimension_names,
+            attributes=attributes,
         )
 
         array = cls(metadata=metadata, store_path=store_path, config=config)
         await array._save_metadata(metadata, ensure_parents=True)
         return array
 
+    @staticmethod
+    def _create_metadata_v2(
+        shape: ChunkCoords,
+        dtype: np.dtype[Any],
+        chunks: ChunkCoords,
+        order: MemoryOrder,
+        dimension_separator: Literal[".", "/"] | None = None,
+        fill_value: float | None = None,
+        filters: Iterable[dict[str, JSON] | numcodecs.abc.Codec] | None = None,
+        compressor: dict[str, JSON] | numcodecs.abc.Codec | None = None,
+        attributes: dict[str, JSON] | None = None,
+    ) -> ArrayV2Metadata:
+        if dimension_separator is None:
+            dimension_separator = "."
+
+        dtype = parse_dtype(dtype, zarr_format=2)
+
+        # inject VLenUTF8 for str dtype if not already present
+        if np.issubdtype(dtype, np.str_):
+            filters = filters or []
+            from numcodecs.vlen import VLenUTF8
+
+            if not any(isinstance(x, VLenUTF8) or x["id"] == "vlen-utf8" for x in filters):
+                filters = list(filters) + [VLenUTF8()]
+
+        return ArrayV2Metadata(
+            shape=shape,
+            dtype=np.dtype(dtype),
+            chunks=chunks,
+            order=order,
+            dimension_separator=dimension_separator,
+            fill_value=fill_value,
+            compressor=compressor,
+            filters=filters,
+            attributes=attributes,
+        )
+
     @classmethod
     async def _create_v2(
         cls,
@@ -751,30 +815,18 @@ async def _create_v2(
         else:
             await ensure_no_existing_node(store_path, zarr_format=2)
 
-        if dimension_separator is None:
-            dimension_separator = "."
-
-        dtype = parse_dtype(dtype, zarr_format=2)
-
-        # inject VLenUTF8 for str dtype if not already present
-        if np.issubdtype(dtype, np.str_):
-            filters = filters or []
-            from numcodecs.vlen import VLenUTF8
-
-            if not any(isinstance(x, VLenUTF8) or x["id"] == "vlen-utf8" for x in filters):
-                filters = list(filters) + [VLenUTF8()]
-
-        metadata = ArrayV2Metadata(
+        metadata = cls._create_metadata_v2(
             shape=shape,
-            dtype=np.dtype(dtype),
+            dtype=dtype,
             chunks=chunks,
             order=order,
             dimension_separator=dimension_separator,
             fill_value=fill_value,
-            compressor=compressor,
             filters=filters,
+            compressor=compressor,
             attributes=attributes,
         )
+
         array = cls(metadata=metadata, store_path=store_path, config=config)
         await array._save_metadata(metadata, ensure_parents=True)
         return array
@@ -3741,10 +3793,9 @@ class ShardsConfigParam(TypedDict):
 ShardsLike: TypeAlias = ChunkCoords | ShardsConfigParam | Literal["auto"]
 
 
-async def create_array(
-    store: str | StoreLike,
+async def init_array(
     *,
-    name: str | None = None,
+    store_path: StorePath,
     shape: ShapeLike,
     dtype: npt.DTypeLike,
     chunks: ChunkCoords | Literal["auto"] = "auto",
@@ -3758,19 +3809,14 @@ async def create_array(
     attributes: dict[str, JSON] | None = None,
     chunk_key_encoding: ChunkKeyEncodingLike | None = None,
     dimension_names: Iterable[str] | None = None,
-    storage_options: dict[str, Any] | None = None,
     overwrite: bool = False,
-    config: ArrayConfig | ArrayConfigLike | None = None,
-) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
-    """Create an array.
+) -> ArrayV3Metadata | ArrayV2Metadata:
+    """Create and persist an array metadata document.
 
     Parameters
     ----------
-    store : str or Store
-        Store or path to directory in file system or name of zip file.
-    name : str or None, optional
-        The name of the array within the store. If ``name`` is ``None``, the array will be located
-        at the root of the store.
+    store_path : StorePath
+        StorePath instance. The path attribute is the name of the array to initialize.
     shape : ChunkCoords
         Shape of the array.
     dtype : npt.DTypeLike
@@ -3841,30 +3887,13 @@ async def create_array(
     dimension_names : Iterable[str], optional
         The names of the dimensions (default is None).
         Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
-    storage_options : dict, optional
-        If using an fsspec URL to create the store, these will be passed to the backend implementation.
-        Ignored otherwise.
     overwrite : bool, default False
         Whether to overwrite an array with the same name in the store, if one exists.
-    config : ArrayConfig or ArrayConfigLike, optional
-        Runtime configuration for the array.
 
     Returns
     -------
-    AsyncArray
-        The array.
-
-    Examples
-    --------
-    >>> import zarr
-    >>> store = zarr.storage.MemoryStore(mode='w')
-    >>> async_arr = await zarr.api.asynchronous.create_array(
-    >>>     store=store,
-    >>>     shape=(100,100),
-    >>>     chunks=(10,10),
-    >>>     dtype='i4',
-    >>>     fill_value=0)
-    <AsyncArray memory://140349042942400 shape=(100, 100) dtype=int32>
+    ArrayV3Metadata | ArrayV2Metadata
+        The array metadata document.
     """
 
     if zarr_format is None:
@@ -3872,20 +3901,25 @@ async def create_array(
 
     from zarr.codecs.sharding import ShardingCodec, ShardingCodecIndexLocation
 
-    mode: Literal["a"] = "a"
     dtype_parsed = parse_dtype(dtype, zarr_format=zarr_format)
-    config_parsed = parse_array_config(config)
     shape_parsed = parse_shapelike(shape)
     chunk_key_encoding_parsed = _parse_chunk_key_encoding(
         chunk_key_encoding, zarr_format=zarr_format
     )
-    store_path = await make_store_path(store, path=name, mode=mode, storage_options=storage_options)
+
+    if overwrite:
+        if store_path.store.supports_deletes:
+            await store_path.delete_dir()
+        else:
+            await ensure_no_existing_node(store_path, zarr_format=zarr_format)
+    else:
+        await ensure_no_existing_node(store_path, zarr_format=zarr_format)
+
     shard_shape_parsed, chunk_shape_parsed = _auto_partition(
         array_shape=shape_parsed, shard_shape=shards, chunk_shape=chunks, dtype=dtype_parsed
     )
     chunks_out: tuple[int, ...]
-    result: AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]
-
+    meta: ArrayV2Metadata | ArrayV3Metadata
     if zarr_format == 2:
         if shard_shape_parsed is not None:
             msg = (
@@ -3908,8 +3942,7 @@ async def create_array(
         else:
             order_parsed = order
 
-        result = await AsyncArray._create_v2(
-            store_path=store_path,
+        meta = AsyncArray._create_metadata_v2(
             shape=shape_parsed,
             dtype=dtype_parsed,
             chunks=chunk_shape_parsed,
@@ -3919,8 +3952,6 @@ async def create_array(
             filters=filters_parsed,
             compressor=compressor_parsed,
             attributes=attributes,
-            overwrite=overwrite,
-            config=config_parsed,
         )
     else:
         array_array, array_bytes, bytes_bytes = _parse_chunk_encoding_v3(
@@ -3951,25 +3982,199 @@ async def create_array(
             chunks_out = chunk_shape_parsed
             codecs_out = sub_codecs
 
-        result = await AsyncArray._create_v3(
-            store_path=store_path,
+        meta = AsyncArray._create_metadata_v3(
             shape=shape_parsed,
             dtype=dtype_parsed,
             fill_value=fill_value,
-            attributes=attributes,
             chunk_shape=chunks_out,
             chunk_key_encoding=chunk_key_encoding_parsed,
             codecs=codecs_out,
             dimension_names=dimension_names,
-            overwrite=overwrite,
-            config=config_parsed,
+            attributes=attributes,
         )
 
+    # save the metadata to disk
+    # TODO: make this easier -- it should be a simple function call that takes a {key: buffer}
+    coros = (
+        (store_path / key).set(value)
+        for key, value in meta.to_buffer_dict(default_buffer_prototype()).items()
+    )
+    await gather(*coros)
+    return meta
+
+
+async def create_array(
+    store: str | StoreLike,
+    *,
+    name: str | None = None,
+    shape: ShapeLike | None = None,
+    dtype: npt.DTypeLike | None = None,
+    data: np.ndarray[Any, np.dtype[Any]] | None = None,
+    chunks: ChunkCoords | Literal["auto"] = "auto",
+    shards: ShardsLike | None = None,
+    filters: FiltersLike = "auto",
+    compressors: CompressorsLike = "auto",
+    serializer: SerializerLike = "auto",
+    fill_value: Any | None = None,
+    order: MemoryOrder | None = None,
+    zarr_format: ZarrFormat | None = 3,
+    attributes: dict[str, JSON] | None = None,
+    chunk_key_encoding: ChunkKeyEncodingLike | None = None,
+    dimension_names: Iterable[str] | None = None,
+    storage_options: dict[str, Any] | None = None,
+    overwrite: bool = False,
+    config: ArrayConfig | ArrayConfigLike | None = None,
+    write_data: bool = True,
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
+    """Create an array.
+
+    Parameters
+    ----------
+    store : str or Store
+        Store or path to directory in file system or name of zip file.
+    name : str or None, optional
+        The name of the array within the store. If ``name`` is ``None``, the array will be located
+        at the root of the store.
+    shape : ChunkCoords, optional
+        Shape of the array. Can be ``None`` if ``data`` is provided.
+    dtype : npt.DTypeLike | None
+        Data type of the array. Can be ``None`` if ``data`` is provided.
+    data : Array-like data to use for initializing the array. If this parameter is provided, the
+        ``shape`` and ``dtype`` parameters must be identical to ``data.shape`` and ``data.dtype``,
+        or ``None``.
+    chunks : ChunkCoords, optional
+        Chunk shape of the array.
+        If not specified, default are guessed based on the shape and dtype.
+    shards : ChunkCoords, optional
+        Shard shape of the array. The default value of ``None`` results in no sharding at all.
+    filters : Iterable[Codec], optional
+        Iterable of filters to apply to each chunk of the array, in order, before serializing that
+        chunk to bytes.
+
+        For Zarr format 3, a "filter" is a codec that takes an array and returns an array,
+        and these values must be instances of ``ArrayArrayCodec``, or dict representations
+        of ``ArrayArrayCodec``.
+        If no ``filters`` are provided, a default set of filters will be used.
+        These defaults can be changed by modifying the value of ``array.v3_default_filters``
+        in :mod:`zarr.core.config`.
+        Use ``None`` to omit default filters.
+
+        For Zarr format 2, a "filter" can be any numcodecs codec; you should ensure that the
+        the order if your filters is consistent with the behavior of each filter.
+        If no ``filters`` are provided, a default set of filters will be used.
+        These defaults can be changed by modifying the value of ``array.v2_default_filters``
+        in :mod:`zarr.core.config`.
+        Use ``None`` to omit default filters.
+    compressors : Iterable[Codec], optional
+        List of compressors to apply to the array. Compressors are applied in order, and after any
+        filters are applied (if any are specified) and the data is serialized into bytes.
+
+        For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
+        returns another bytestream. Multiple compressors my be provided for Zarr format 3.
+        If no ``compressors`` are provided, a default set of compressors will be used.
+        These defaults can be changed by modifying the value of ``array.v3_default_compressors``
+        in :mod:`zarr.core.config`.
+        Use ``None`` to omit default compressors.
+
+        For Zarr format 2, a "compressor" can be any numcodecs codec. Only a single compressor may
+        be provided for Zarr format 2.
+        If no ``compressor`` is provided, a default compressor will be used.
+        in :mod:`zarr.core.config`.
+        Use ``None`` to omit the default compressor.
+    serializer : dict[str, JSON] | ArrayBytesCodec, optional
+        Array-to-bytes codec to use for encoding the array data.
+        Zarr format 3 only. Zarr format 2 arrays use implicit array-to-bytes conversion.
+        If no ``serializer`` is provided, a default serializer will be used.
+        These defaults can be changed by modifying the value of ``array.v3_default_serializer``
+        in :mod:`zarr.core.config`.
+    fill_value : Any, optional
+        Fill value for the array.
+    order : {"C", "F"}, optional
+        The memory of the array (default is "C").
+        For Zarr format 2, this parameter sets the memory order of the array.
+        For Zarr format 3, this parameter is deprecated, because memory order
+        is a runtime parameter for Zarr format 3 arrays. The recommended way to specify the memory
+        order for Zarr format 3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
+        If no ``order`` is provided, a default order will be used.
+        This default can be changed by modifying the value of ``array.order`` in :mod:`zarr.core.config`.
+    zarr_format : {2, 3}, optional
+        The zarr format to use when saving.
+    attributes : dict, optional
+        Attributes for the array.
+    chunk_key_encoding : ChunkKeyEncodingLike, optional
+        A specification of how the chunk keys are represented in storage.
+        For Zarr format 3, the default is ``{"name": "default", "separator": "/"}}``.
+        For Zarr format 2, the default is ``{"name": "v2", "separator": "."}}``.
+    dimension_names : Iterable[str], optional
+        The names of the dimensions (default is None).
+        Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
+    storage_options : dict, optional
+        If using an fsspec URL to create the store, these will be passed to the backend implementation.
+        Ignored otherwise.
+    overwrite : bool, default False
+        Whether to overwrite an array with the same name in the store, if one exists.
+    config : ArrayConfig or ArrayConfigLike, optional
+        Runtime configuration for the array.
+    write_data : bool
+        If a pre-existing array-like object was provided to this function via the ``data`` parameter
+        then ``write_data`` determines whether the values in that array-like object should be
+        written to the Zarr array created by this function. If ``write_data`` is ``False``, then the
+        array will be left empty.
+
+    Returns
+    -------
+    AsyncArray
+        The array.
+
+    Examples
+    --------
+    >>> import zarr
+    >>> store = zarr.storage.MemoryStore(mode='w')
+    >>> async_arr = await zarr.api.asynchronous.create_array(
+    >>>     store=store,
+    >>>     shape=(100,100),
+    >>>     chunks=(10,10),
+    >>>     dtype='i4',
+    >>>     fill_value=0)
+    <AsyncArray memory://140349042942400 shape=(100, 100) dtype=int32>
+    """
+    mode: Literal["a"] = "a"
+    config_parsed = parse_array_config(config)
+    store_path = await make_store_path(store, path=name, mode=mode, storage_options=storage_options)
+
+    data_parsed, shape_parsed, dtype_parsed = _parse_data_params(
+        data=data, shape=shape, dtype=dtype
+    )
+    meta = await init_array(
+        store_path=store_path,
+        shape=shape_parsed,
+        dtype=dtype_parsed,
+        chunks=chunks,
+        shards=shards,
+        filters=filters,
+        compressors=compressors,
+        serializer=serializer,
+        fill_value=fill_value,
+        order=order,
+        zarr_format=zarr_format,
+        attributes=attributes,
+        chunk_key_encoding=chunk_key_encoding,
+        dimension_names=dimension_names,
+        overwrite=overwrite,
+    )
+
+    result = AsyncArray(metadata=meta, store_path=store_path, config=config_parsed)
+    if write_data is True and data_parsed is not None:
+        await result._set_selection(
+            BasicIndexer(..., shape=result.shape, chunk_grid=result.metadata.chunk_grid),
+            data_parsed,
+            prototype=default_buffer_prototype(),
+        )
     return result
 
 
 def _parse_chunk_key_encoding(
-    data: ChunkKeyEncoding | ChunkKeyEncodingLike | None, zarr_format: ZarrFormat
+    data: ChunkKeyEncodingLike | None, zarr_format: ZarrFormat
 ) -> ChunkKeyEncoding:
     """
     Take an implicit specification of a chunk key encoding and parse it into a ChunkKeyEncoding object.
@@ -4149,3 +4354,48 @@ def _parse_deprecated_compressor(
     elif zarr_format == 2 and compressor == compressors == "auto":
         compressors = ({"id": "blosc"},)
     return compressors
+
+
+def _parse_data_params(
+    *,
+    data: np.ndarray[Any, np.dtype[Any]] | None,
+    shape: ShapeLike | None,
+    dtype: npt.DTypeLike | None,
+) -> tuple[np.ndarray[Any, np.dtype[Any]] | None, ShapeLike, npt.DTypeLike]:
+    """
+    Ensure an array-like ``data`` parameter is consistent with the ``dtype`` and ``shape``
+    parameters.
+    """
+    if data is None:
+        if shape is None:
+            msg = (
+                "The data parameter was set to None, but shape was not specified. "
+                "Either provide a value for data, or specify shape."
+            )
+            raise ValueError(msg)
+        shape_out = shape
+        if dtype is None:
+            msg = (
+                "The data parameter was set to None, but dtype was not specified."
+                "Either provide an array-like value for data, or specify dtype."
+            )
+            raise ValueError(msg)
+        dtype_out = dtype
+    else:
+        if shape is not None:
+            msg = (
+                "The data parameter was used, but the shape parameter was also "
+                "used. This is an error. Either use the data parameter, or the shape parameter, "
+                "but not both."
+            )
+            raise ValueError(msg)
+        shape_out = data.shape
+        if dtype is not None:
+            msg = (
+                "The data parameter was used, but the dtype parameter was also "
+                "used. This is an error. Either use the data parameter, or the dtype parameter, "
+                "but not both."
+            )
+            raise ValueError(msg)
+        dtype_out = data.dtype
+    return data, shape_out, dtype_out
diff --git a/tests/test_array.py b/tests/test_array.py
index 6600424147..abc048423c 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -11,7 +11,9 @@
 import pytest
 
 import zarr.api.asynchronous
+import zarr.api.synchronous as sync_api
 from zarr import Array, AsyncArray, Group
+from zarr.abc.store import Store
 from zarr.codecs import (
     BytesCodec,
     GzipCodec,
@@ -36,14 +38,15 @@
 from zarr.core.chunk_grids import _auto_partition
 from zarr.core.common import JSON, MemoryOrder, ZarrFormat
 from zarr.core.group import AsyncGroup
-from zarr.core.indexing import ceildiv
-from zarr.core.metadata.v3 import DataType
+from zarr.core.indexing import BasicIndexer, ceildiv
+from zarr.core.metadata.v3 import ArrayV3Metadata, DataType
 from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
 from zarr.storage import LocalStore, MemoryStore, StorePath
 
 if TYPE_CHECKING:
     from zarr.core.array_spec import ArrayConfigLike
+    from zarr.core.metadata.v2 import ArrayV2Metadata
 
 
 @pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
@@ -1257,6 +1260,69 @@ async def test_create_array_v2_no_shards(store: MemoryStore) -> None:
         )
 
 
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("impl", ["sync", "async"])
+async def test_create_array_data(impl: Literal["sync", "async"], store: Store) -> None:
+    """
+    Test that we can invoke ``create_array`` with a ``data`` parameter.
+    """
+    data = np.arange(10)
+    name = "foo"
+    arr: AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | Array
+    if impl == "sync":
+        arr = sync_api.create_array(store, name=name, data=data)
+        stored = arr[:]
+    elif impl == "async":
+        arr = await create_array(store, name=name, data=data, zarr_format=3)
+        stored = await arr._get_selection(
+            BasicIndexer(..., shape=arr.shape, chunk_grid=arr.metadata.chunk_grid),
+            prototype=default_buffer_prototype(),
+        )
+    else:
+        raise ValueError(f"Invalid impl: {impl}")
+
+    assert np.array_equal(stored, data)
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+async def test_create_array_data_invalid_params(store: Store) -> None:
+    """
+    Test that failing to specify data AND shape / dtype results in a ValueError
+    """
+    with pytest.raises(ValueError, match="shape was not specified"):
+        await create_array(store, data=None, shape=None, dtype=None)
+
+    # we catch shape=None first, so specifying a dtype should raise the same exception as before
+    with pytest.raises(ValueError, match="shape was not specified"):
+        await create_array(store, data=None, shape=None, dtype="uint8")
+
+    with pytest.raises(ValueError, match="dtype was not specified"):
+        await create_array(store, data=None, shape=(10, 10))
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+async def test_create_array_data_ignored_params(store: Store) -> None:
+    """
+    Test that specify data AND shape AND dtype results in a warning
+    """
+    data = np.arange(10)
+    with pytest.raises(
+        ValueError, match="The data parameter was used, but the shape parameter was also used."
+    ):
+        await create_array(store, data=data, shape=data.shape, dtype=None, overwrite=True)
+
+    # we catch shape first, so specifying a dtype should raise the same warning as before
+    with pytest.raises(
+        ValueError, match="The data parameter was used, but the shape parameter was also used."
+    ):
+        await create_array(store, data=data, shape=data.shape, dtype=data.dtype, overwrite=True)
+
+    with pytest.raises(
+        ValueError, match="The data parameter was used, but the dtype parameter was also used."
+    ):
+        await create_array(store, data=data, shape=None, dtype=data.dtype, overwrite=True)
+
+
 async def test_scalar_array() -> None:
     arr = zarr.array(1.5)
     assert arr[...] == 1.5

From 15d92601d23458bc0fc278c17a90e1e18de09e5a Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Thu, 30 Jan 2025 15:57:42 -0700
Subject: [PATCH 0963/1078] Optimize is_total_slice for chunksize == 1 (#2782)

---
 changes/2782.bugfix.rst   |  1 +
 src/zarr/core/indexing.py | 11 +++++++----
 tests/test_array.py       |  9 +++++++++
 tests/test_indexing.py    |  6 ++++++
 4 files changed, 23 insertions(+), 4 deletions(-)
 create mode 100644 changes/2782.bugfix.rst

diff --git a/changes/2782.bugfix.rst b/changes/2782.bugfix.rst
new file mode 100644
index 0000000000..baea970f51
--- /dev/null
+++ b/changes/2782.bugfix.rst
@@ -0,0 +1 @@
+Optimize full chunk writes
diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index f1226821ba..733b2464ac 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -1373,10 +1373,13 @@ def is_total_slice(item: Selection, shape: ChunkCoords) -> bool:
         item = (item,)
     if isinstance(item, tuple):
         return all(
-            isinstance(dim_sel, slice)
-            and (
-                (dim_sel == slice(None))
-                or ((dim_sel.stop - dim_sel.start == dim_len) and (dim_sel.step in [1, None]))
+            (isinstance(dim_sel, int) and dim_len == 1)
+            or (
+                isinstance(dim_sel, slice)
+                and (
+                    (dim_sel == slice(None))
+                    or ((dim_sel.stop - dim_sel.start == dim_len) and (dim_sel.step in [1, None]))
+                )
             )
             for dim_sel, dim_len in zip(item, shape, strict=False)
         )
diff --git a/tests/test_array.py b/tests/test_array.py
index abc048423c..80ff8444fc 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -5,6 +5,7 @@
 import re
 from itertools import accumulate
 from typing import TYPE_CHECKING, Any, Literal
+from unittest import mock
 
 import numcodecs
 import numpy as np
@@ -1328,3 +1329,11 @@ async def test_scalar_array() -> None:
     assert arr[...] == 1.5
     assert arr[()] == 1.5
     assert arr.shape == ()
+
+
+async def test_orthogonal_set_total_slice() -> None:
+    """Ensure that a whole chunk overwrite does not read chunks"""
+    store = MemoryStore()
+    array = zarr.create_array(store, shape=(20, 20), chunks=(1, 2), dtype=int, fill_value=-1)
+    with mock.patch("zarr.storage.MemoryStore.get", side_effect=ValueError):
+        array[0, slice(4, 10)] = np.arange(6)
diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index 30d0d75f22..932c32f1ae 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -19,6 +19,7 @@
     OrthogonalSelection,
     Selection,
     _iter_grid,
+    is_total_slice,
     make_slice_selection,
     normalize_integer_selection,
     oindex,
@@ -1953,3 +1954,8 @@ def test_vectorized_indexing_incompatible_shape(store) -> None:
     )
     with pytest.raises(ValueError, match="Attempting to set"):
         arr[np.array([1, 2]), np.array([1, 2])] = np.array([[-1, -2], [-3, -4]])
+
+
+def test_is_total_slice():
+    assert is_total_slice((0, slice(4, 6)), (1, 2))
+    assert is_total_slice((slice(0, 1, None), slice(4, 6)), (1, 2))

From cab29d21dd7ef88a2ccaab0749faa59db345c86e Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 31 Jan 2025 08:08:38 -0800
Subject: [PATCH 0964/1078] prepare changelog for 3.0.2 release (#2783)

* prepare changelog for 3.0.2 release

* fixup

* Update docs/release-notes.rst

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* fixup

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 changes/2533.bugfix.rst    |  1 -
 changes/2681.bugfix.rst    |  1 -
 changes/2693.bugfix.1.rst  |  1 -
 changes/2693.bugfix.2.rst  |  1 -
 changes/2693.bugfix.3.rst  |  1 -
 changes/2693.bugfix.4.rst  |  1 -
 changes/2693.feature.1.rst |  1 -
 changes/2693.feature.2.rst |  1 -
 changes/2693.feature.3.rst |  3 ---
 changes/2693.feature.4.rst |  1 -
 changes/2693.feature.5.rst |  1 -
 changes/2693.feature.6.rst |  1 -
 changes/2693.feature.7.rst |  1 -
 changes/2693.feature.8.rst |  1 -
 changes/2693.feature.9.rst |  1 -
 changes/2736.doc.rst       |  2 --
 changes/2761.feature.1.rst |  5 ----
 changes/2762.bugfix.rst    |  2 --
 changes/2763.chore.rst     |  3 ---
 changes/2768.bugfix.1.rst  |  1 -
 changes/2768.bugfix.2.rst  |  2 --
 changes/2782.bugfix.rst    |  1 -
 docs/release-notes.rst     | 54 ++++++++++++++++++++++++++++++++++++++
 23 files changed, 54 insertions(+), 33 deletions(-)
 delete mode 100644 changes/2533.bugfix.rst
 delete mode 100644 changes/2681.bugfix.rst
 delete mode 100644 changes/2693.bugfix.1.rst
 delete mode 100644 changes/2693.bugfix.2.rst
 delete mode 100644 changes/2693.bugfix.3.rst
 delete mode 100644 changes/2693.bugfix.4.rst
 delete mode 100644 changes/2693.feature.1.rst
 delete mode 100644 changes/2693.feature.2.rst
 delete mode 100644 changes/2693.feature.3.rst
 delete mode 100644 changes/2693.feature.4.rst
 delete mode 100644 changes/2693.feature.5.rst
 delete mode 100644 changes/2693.feature.6.rst
 delete mode 100644 changes/2693.feature.7.rst
 delete mode 100644 changes/2693.feature.8.rst
 delete mode 100644 changes/2693.feature.9.rst
 delete mode 100644 changes/2736.doc.rst
 delete mode 100644 changes/2761.feature.1.rst
 delete mode 100644 changes/2762.bugfix.rst
 delete mode 100644 changes/2763.chore.rst
 delete mode 100644 changes/2768.bugfix.1.rst
 delete mode 100644 changes/2768.bugfix.2.rst
 delete mode 100644 changes/2782.bugfix.rst

diff --git a/changes/2533.bugfix.rst b/changes/2533.bugfix.rst
deleted file mode 100644
index dbcdf40e3c..0000000000
--- a/changes/2533.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Wrap sync fsspec filesystems with AsyncFileSystemWrapper in xarray.to_zarr
\ No newline at end of file
diff --git a/changes/2681.bugfix.rst b/changes/2681.bugfix.rst
deleted file mode 100644
index fa69f73e06..0000000000
--- a/changes/2681.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Added backwards compatibility for Zarr format 2 structured arrays.
diff --git a/changes/2693.bugfix.1.rst b/changes/2693.bugfix.1.rst
deleted file mode 100644
index a46ad9d28d..0000000000
--- a/changes/2693.bugfix.1.rst
+++ /dev/null
@@ -1 +0,0 @@
-Match the errors raised by read only stores in StoreTests.
diff --git a/changes/2693.bugfix.2.rst b/changes/2693.bugfix.2.rst
deleted file mode 100644
index 972ba0b27e..0000000000
--- a/changes/2693.bugfix.2.rst
+++ /dev/null
@@ -1 +0,0 @@
-Use stdout rather than stderr as the default stream for LoggingStore.
diff --git a/changes/2693.bugfix.3.rst b/changes/2693.bugfix.3.rst
deleted file mode 100644
index a6eed34c48..0000000000
--- a/changes/2693.bugfix.3.rst
+++ /dev/null
@@ -1 +0,0 @@
-Ensure that ZipStore is open before getting or setting any values.
diff --git a/changes/2693.bugfix.4.rst b/changes/2693.bugfix.4.rst
deleted file mode 100644
index 002f078345..0000000000
--- a/changes/2693.bugfix.4.rst
+++ /dev/null
@@ -1 +0,0 @@
-Update equality for LoggingStore and WrapperStore such that 'other' must also be a LoggingStore or WrapperStore respectively, rather than only checking the types of the stores they wrap.
diff --git a/changes/2693.feature.1.rst b/changes/2693.feature.1.rst
deleted file mode 100644
index faf54d4d37..0000000000
--- a/changes/2693.feature.1.rst
+++ /dev/null
@@ -1 +0,0 @@
-Implemented open() for LoggingStore.
diff --git a/changes/2693.feature.2.rst b/changes/2693.feature.2.rst
deleted file mode 100644
index 091ce4754e..0000000000
--- a/changes/2693.feature.2.rst
+++ /dev/null
@@ -1 +0,0 @@
-LoggingStore is now a generic class.
diff --git a/changes/2693.feature.3.rst b/changes/2693.feature.3.rst
deleted file mode 100644
index 06200e3010..0000000000
--- a/changes/2693.feature.3.rst
+++ /dev/null
@@ -1,3 +0,0 @@
-Change StoreTest's ``test_store_repr``, ``test_store_supports_writes``,
-``test_store_supports_partial_writes``, and ``test_store_supports_listing``
-to to be implemented using ``@abstractmethod``, rather raising ``NotImplementedError``.
diff --git a/changes/2693.feature.4.rst b/changes/2693.feature.4.rst
deleted file mode 100644
index c69ec87cc5..0000000000
--- a/changes/2693.feature.4.rst
+++ /dev/null
@@ -1 +0,0 @@
-Separate instantiating and opening a store in StoreTests.
diff --git a/changes/2693.feature.5.rst b/changes/2693.feature.5.rst
deleted file mode 100644
index b9dde46f67..0000000000
--- a/changes/2693.feature.5.rst
+++ /dev/null
@@ -1 +0,0 @@
-Add a test for using Stores as a context managers in StoreTests.
diff --git a/changes/2693.feature.6.rst b/changes/2693.feature.6.rst
deleted file mode 100644
index 3dd6c79c8d..0000000000
--- a/changes/2693.feature.6.rst
+++ /dev/null
@@ -1 +0,0 @@
-Test that a ValueError is raised for invalid byte range syntax in StoreTests.
diff --git a/changes/2693.feature.7.rst b/changes/2693.feature.7.rst
deleted file mode 100644
index dfa346391a..0000000000
--- a/changes/2693.feature.7.rst
+++ /dev/null
@@ -1 +0,0 @@
-Test getsize() and getsize_prefix() in StoreTests.
diff --git a/changes/2693.feature.8.rst b/changes/2693.feature.8.rst
deleted file mode 100644
index 3a9d4043a2..0000000000
--- a/changes/2693.feature.8.rst
+++ /dev/null
@@ -1 +0,0 @@
-Test the error raised for invalid buffer arguments in StoreTests.
diff --git a/changes/2693.feature.9.rst b/changes/2693.feature.9.rst
deleted file mode 100644
index 8362e89b17..0000000000
--- a/changes/2693.feature.9.rst
+++ /dev/null
@@ -1 +0,0 @@
-Test that data can be written to a store that's not yet open using the store.set method in StoreTests
diff --git a/changes/2736.doc.rst b/changes/2736.doc.rst
deleted file mode 100644
index 0cfe264eb1..0000000000
--- a/changes/2736.doc.rst
+++ /dev/null
@@ -1,2 +0,0 @@
-Changed the machinery for creating changelog entries.
-Now individual entries should be added as files to the `changes` directory in the `zarr-python` repository, instead of directly to the changelog file.
diff --git a/changes/2761.feature.1.rst b/changes/2761.feature.1.rst
deleted file mode 100644
index 387de1a380..0000000000
--- a/changes/2761.feature.1.rst
+++ /dev/null
@@ -1,5 +0,0 @@
-Adds a new function ``init_array`` for initializing an array in storage, and refactors ``create_array``
-to use ``init_array``. ``create_array`` takes two a new parameters: ``data``, an optional array-like object, and ``write_data``, a bool which defaults to ``True``.
-If ``data`` is given to ``create_array``, then the ``dtype`` and ``shape`` attributes of ``data`` are used to define the
-corresponding attributes of the resulting Zarr array. Additionally, if ``data`` given and ``write_data`` is ``True``,
-then the values in ``data`` will be written to the newly created array.
\ No newline at end of file
diff --git a/changes/2762.bugfix.rst b/changes/2762.bugfix.rst
deleted file mode 100644
index 4995d33edd..0000000000
--- a/changes/2762.bugfix.rst
+++ /dev/null
@@ -1,2 +0,0 @@
-Fixed ZipStore to make sure the correct attributes are saved when instances are pickled.
-This fixes a previous bug that prevent using ZipStore with a ProcessPoolExecutor.
diff --git a/changes/2763.chore.rst b/changes/2763.chore.rst
deleted file mode 100644
index f36c63c289..0000000000
--- a/changes/2763.chore.rst
+++ /dev/null
@@ -1,3 +0,0 @@
-Created a type alias ``ChunkKeyEncodingLike`` to model the union of ``ChunkKeyEncoding`` instances and the dict form of the
-parameters of those instances. ``ChunkKeyEncodingLike`` should be used by high-level functions to provide a convenient
-way for creating ``ChunkKeyEncoding`` objects.
\ No newline at end of file
diff --git a/changes/2768.bugfix.1.rst b/changes/2768.bugfix.1.rst
deleted file mode 100644
index b732b742ef..0000000000
--- a/changes/2768.bugfix.1.rst
+++ /dev/null
@@ -1 +0,0 @@
-Updated the optional test dependencies to include ``botocore`` and ``fsspec``.
diff --git a/changes/2768.bugfix.2.rst b/changes/2768.bugfix.2.rst
deleted file mode 100644
index 1bf5fb8a85..0000000000
--- a/changes/2768.bugfix.2.rst
+++ /dev/null
@@ -1,2 +0,0 @@
-Fixed the fsspec tests to skip if ``botocore`` is not installed.
-Previously they would have failed with an import error.
diff --git a/changes/2782.bugfix.rst b/changes/2782.bugfix.rst
deleted file mode 100644
index baea970f51..0000000000
--- a/changes/2782.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Optimize full chunk writes
diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index 2943250c38..08c64eb899 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -3,6 +3,60 @@ Release notes
 
 .. towncrier release notes start
 
+3.0.2 (2025-01-31)
+------------------
+
+Features
+~~~~~~~~
+
+- Test ``getsize()`` and ``getsize_prefix()`` in ``StoreTests``. (:issue:`2693`)
+- Test that a ``ValueError`` is raised for invalid byte range syntax in ``StoreTests``. (:issue:`2693`)
+- Separate instantiating and opening a store in ``StoreTests``. (:issue:`2693`)
+- Add a test for using Stores as a context managers in ``StoreTests``. (:issue:`2693`)
+- Implemented ``LogingStore.open()``. (:issue:`2693`)
+- ``LoggingStore`` is now a generic class. (:issue:`2693`)
+- Change StoreTest's ``test_store_repr``, ``test_store_supports_writes``,
+  ``test_store_supports_partial_writes``, and ``test_store_supports_listing``
+  to to be implemented using ``@abstractmethod``, rather raising ``NotImplementedError``. (:issue:`2693`)
+- Test the error raised for invalid buffer arguments in ``StoreTests``. (:issue:`2693`)
+- Test that data can be written to a store that's not yet open using the store.set method in ``StoreTests``. (:issue:`2693`)
+- Adds a new function ``init_array`` for initializing an array in storage, and refactors ``create_array``
+  to use ``init_array``. ``create_array`` takes two new parameters: ``data``, an optional array-like object, and ``write_data``, a bool which defaults to ``True``.
+  If ``data`` is given to ``create_array``, then the ``dtype`` and ``shape`` attributes of ``data`` are used to define the
+  corresponding attributes of the resulting Zarr array. Additionally, if ``data`` given and ``write_data`` is ``True``,
+  then the values in ``data`` will be written to the newly created array. (:issue:`2761`)
+
+
+Bugfixes
+~~~~~~~~
+
+- Wrap sync fsspec filesystems with ``AsyncFileSystemWrapper``. (:issue:`2533`)
+- Added backwards compatibility for Zarr format 2 structured arrays. (:issue:`2681`)
+- Update equality for ``LoggingStore`` and ``WrapperStore`` such that 'other' must also be a ``LoggingStore`` or ``WrapperStore`` respectively, rather than only checking the types of the stores they wrap. (:issue:`2693`)
+- Ensure that ``ZipStore`` is open before getting or setting any values. (:issue:`2693`)
+- Use stdout rather than stderr as the default stream for ``LoggingStore``. (:issue:`2693`)
+- Match the errors raised by read only stores in ``StoreTests``. (:issue:`2693`)
+- Fixed ``ZipStore`` to make sure the correct attributes are saved when instances are pickled.
+  This fixes a previous bug that prevent using ``ZipStore`` with a ``ProcessPoolExecutor``. (:issue:`2762`)
+- Updated the optional test dependencies to include ``botocore`` and ``fsspec``. (:issue:`2768`)
+- Fixed the fsspec tests to skip if ``botocore`` is not installed.
+  Previously they would have failed with an import error. (:issue:`2768`)
+- Optimize full chunk writes. (:issue:`2782`)
+
+
+Improved Documentation
+~~~~~~~~~~~~~~~~~~~~~~
+
+- Changed the machinery for creating changelog entries.
+  Now individual entries should be added as files to the `changes` directory in the `zarr-python` repository, instead of directly to the changelog file. (:issue:`2736`)
+
+Other
+~~~~~
+
+- Created a type alias ``ChunkKeyEncodingLike`` to model the union of ``ChunkKeyEncoding`` instances and the dict form of the
+  parameters of those instances. ``ChunkKeyEncodingLike`` should be used by high-level functions to provide a convenient
+  way for creating ``ChunkKeyEncoding`` objects. (:issue:`2763`)
+
 
 3.0.1 (Jan. 17, 2025)
 ---------------------

From 3c4ac0f492b24dd4b42f53ea6be0fb4cc8cd17a6 Mon Sep 17 00:00:00 2001
From: Nathan Zimmerman <npzimmerman@gmail.com>
Date: Fri, 31 Jan 2025 11:22:36 -0600
Subject: [PATCH 0965/1078] Use all rather than any for labeler config (#2781)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 .github/labeler.yml     | 2 +-
 changes/2781.bugfix.rst | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)
 create mode 100644 changes/2781.bugfix.rst

diff --git a/.github/labeler.yml b/.github/labeler.yml
index f2529dfef5..2e96aefee1 100644
--- a/.github/labeler.yml
+++ b/.github/labeler.yml
@@ -1,4 +1,4 @@
 needs release notes:
   - all:
     - changed-files:
-      - any-glob-to-any-file: '!changes/*.rst'
+      - all-glob-to-all-file: '!changes/*.rst'
diff --git a/changes/2781.bugfix.rst b/changes/2781.bugfix.rst
new file mode 100644
index 0000000000..3673eeece7
--- /dev/null
+++ b/changes/2781.bugfix.rst
@@ -0,0 +1 @@
+Enable automatic removal of `needs release notes` with labeler action
\ No newline at end of file

From 87557e39fbb5b067466f9d5625fcdffb5af26caa Mon Sep 17 00:00:00 2001
From: Nathan Zimmerman <npzimmerman@gmail.com>
Date: Fri, 31 Jan 2025 11:44:56 -0600
Subject: [PATCH 0966/1078] Pluralize glob and file in labeler.yml (#2785)

---
 .github/labeler.yml     | 2 +-
 changes/2785.bugfix.rst | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)
 create mode 100644 changes/2785.bugfix.rst

diff --git a/.github/labeler.yml b/.github/labeler.yml
index 2e96aefee1..ede89c9d35 100644
--- a/.github/labeler.yml
+++ b/.github/labeler.yml
@@ -1,4 +1,4 @@
 needs release notes:
   - all:
     - changed-files:
-      - all-glob-to-all-file: '!changes/*.rst'
+      - all-globs-to-all-files: '!changes/*.rst'
diff --git a/changes/2785.bugfix.rst b/changes/2785.bugfix.rst
new file mode 100644
index 0000000000..3f2b3111ea
--- /dev/null
+++ b/changes/2785.bugfix.rst
@@ -0,0 +1 @@
+Use the proper label config
\ No newline at end of file

From cd1f33d943580819a1efb10dadb91d1fcf6666a9 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Tue, 4 Feb 2025 22:26:35 +0100
Subject: [PATCH 0967/1078] pin astroid to <4 to avoid docs build failures
 (#2796)

* add file that does nothing

* remove dummy file and pin astroid

* changelog

* Add astroid to ignore list for codespell

* Fix codespell ignore

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 changes/2796.chore.rst | 1 +
 pyproject.toml         | 4 ++++
 2 files changed, 5 insertions(+)
 create mode 100644 changes/2796.chore.rst

diff --git a/changes/2796.chore.rst b/changes/2796.chore.rst
new file mode 100644
index 0000000000..0ef1b8d31e
--- /dev/null
+++ b/changes/2796.chore.rst
@@ -0,0 +1 @@
+The docs environment is now built with ``astroid`` pinned to a version less than 4. This allows the docs to build in CI.
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index 8d73485dac..6fbcd1991e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -103,6 +103,7 @@ docs = [
     'numcodecs[msgpack]',
     'rich',
     's3fs',
+    'astroid<4'
 ]
 
 
@@ -427,3 +428,6 @@ directory = 'changes'
 filename = "docs/release-notes.rst"
 underlines = ["-", "~", "^"]
 issue_format = ":issue:`{issue}`"
+
+[tool.codespell]
+ignore-words-list = "astroid"

From bb2c4fed22c44607a03c1c0ac8572df8fcef1924 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 5 Feb 2025 09:58:40 +0000
Subject: [PATCH 0968/1078] chore: update pre-commit hooks (#2791)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.9.1 → v0.9.4](https://github.com/astral-sh/ruff-pre-commit/compare/v0.9.1...v0.9.4)
- [github.com/codespell-project/codespell: v2.3.0 → v2.4.1](https://github.com/codespell-project/codespell/compare/v2.3.0...v2.4.1)
- [github.com/scientific-python/cookie: 2024.08.19 → 2025.01.22](https://github.com/scientific-python/cookie/compare/2024.08.19...2025.01.22)
- [github.com/twisted/towncrier: 23.11.0 → 24.8.0](https://github.com/twisted/towncrier/compare/23.11.0...24.8.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 908b0d5c28..94d5342486 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -6,13 +6,13 @@ ci:
 default_stages: [pre-commit, pre-push]
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.9.1
+    rev: v0.9.4
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
     - id: ruff-format
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.3.0
+    rev: v2.4.1
     hooks:
       - id: codespell
         args: ["-L", "fo,ihs,kake,te", "-S", "fixture"]
@@ -37,7 +37,7 @@ repos:
           # Tests
           - pytest
   - repo: https://github.com/scientific-python/cookie
-    rev: 2024.08.19
+    rev: 2025.01.22
     hooks:
       - id: sp-repo-review
   - repo: https://github.com/pre-commit/pygrep-hooks
@@ -50,6 +50,6 @@ repos:
     hooks:
       - id: numpydoc-validation
   - repo: https://github.com/twisted/towncrier
-    rev: 23.11.0
+    rev: 24.8.0
     hooks:
       - id: towncrier-check

From ab5925b3a18a562261761308fbf7dbe168dfa4b0 Mon Sep 17 00:00:00 2001
From: Nathan Zimmerman <npzimmerman@gmail.com>
Date: Wed, 5 Feb 2025 06:25:42 -0600
Subject: [PATCH 0969/1078] Use removeprefix rather than replace to avoid
 separator deletion (#2778)

* Use removeprefix rather than replace to avoid separator deletion

* Test list behavior with empty paths

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 changes/2778.bugfix.rst     |  1 +
 src/zarr/storage/_fsspec.py |  2 +-
 src/zarr/testing/store.py   | 31 +++++++++++++++++++++++++++++++
 3 files changed, 33 insertions(+), 1 deletion(-)
 create mode 100644 changes/2778.bugfix.rst

diff --git a/changes/2778.bugfix.rst b/changes/2778.bugfix.rst
new file mode 100644
index 0000000000..2968c4441c
--- /dev/null
+++ b/changes/2778.bugfix.rst
@@ -0,0 +1 @@
+Use removeprefix rather than replace when removing filename prefixes in `FsspecStore.list`
\ No newline at end of file
diff --git a/src/zarr/storage/_fsspec.py b/src/zarr/storage/_fsspec.py
index c30c9b601b..92c14fcc76 100644
--- a/src/zarr/storage/_fsspec.py
+++ b/src/zarr/storage/_fsspec.py
@@ -341,7 +341,7 @@ async def set_partial_values(
     async def list(self) -> AsyncIterator[str]:
         # docstring inherited
         allfiles = await self.fs._find(self.path, detail=False, withdirs=False)
-        for onefile in (a.replace(self.path + "/", "") for a in allfiles):
+        for onefile in (a.removeprefix(self.path + "/") for a in allfiles):
             yield onefile
 
     async def list_dir(self, prefix: str) -> AsyncIterator[str]:
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 1fe544d292..00427f6a0e 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -400,6 +400,37 @@ async def test_list_prefix(self, store: S) -> None:
             expected = tuple(sorted(expected))
             assert observed == expected
 
+    async def test_list_empty_path(self, store: S) -> None:
+        """
+        Verify that list and list_prefix work correctly when path is an empty string,
+        i.e. no unwanted replacement occurs.
+        """
+        data = self.buffer_cls.from_bytes(b"")
+        store_dict = {
+            "foo/bar/zarr.json": data,
+            "foo/bar/c/1": data,
+            "foo/baz/c/0": data,
+        }
+        await store._set_many(store_dict.items())
+
+        # Test list()
+        observed_list = await _collect_aiterator(store.list())
+        observed_list_sorted = sorted(observed_list)
+        expected_list_sorted = sorted(store_dict.keys())
+        assert observed_list_sorted == expected_list_sorted
+
+        # Test list_prefix() with an empty prefix
+        observed_prefix_empty = await _collect_aiterator(store.list_prefix(""))
+        observed_prefix_empty_sorted = sorted(observed_prefix_empty)
+        expected_prefix_empty_sorted = sorted(store_dict.keys())
+        assert observed_prefix_empty_sorted == expected_prefix_empty_sorted
+
+        # Test list_prefix() with a non-empty prefix
+        observed_prefix = await _collect_aiterator(store.list_prefix("foo/bar/"))
+        observed_prefix_sorted = sorted(observed_prefix)
+        expected_prefix_sorted = sorted(k for k in store_dict if k.startswith("foo/bar/"))
+        assert observed_prefix_sorted == expected_prefix_sorted
+
     async def test_list_dir(self, store: S) -> None:
         root = "foo"
         store_dict = {

From a52048ddb2d5d069c3404e7457439a9ecb5e40c3 Mon Sep 17 00:00:00 2001
From: Nathan Zimmerman <npzimmerman@gmail.com>
Date: Wed, 5 Feb 2025 11:25:46 -0600
Subject: [PATCH 0970/1078] Fix UTF generation for numpy in property-based
 tests (#2801)

* Fix UTF generation for numpy in property-based tests

* Add changelog entry

---------

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>
---
 changes/2801.bugfix.rst        |  1 +
 src/zarr/testing/strategies.py | 22 +++++++++++++++++++++-
 2 files changed, 22 insertions(+), 1 deletion(-)
 create mode 100644 changes/2801.bugfix.rst

diff --git a/changes/2801.bugfix.rst b/changes/2801.bugfix.rst
new file mode 100644
index 0000000000..294934aacf
--- /dev/null
+++ b/changes/2801.bugfix.rst
@@ -0,0 +1 @@
+Ensure utf8 compliant strings are used to construct numpy arrays in property-based tests
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index b948651ce6..81bb482b06 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -51,6 +51,21 @@ def v2_dtypes() -> st.SearchStrategy[np.dtype]:
     )
 
 
+def safe_unicode_for_dtype(dtype: np.dtype[np.str_]) -> st.SearchStrategy[str]:
+    """Generate UTF-8-safe text constrained to max_len of dtype."""
+    # account for utf-32 encoding (i.e. 4 bytes/character)
+    max_len = max(1, dtype.itemsize // 4)
+
+    return st.text(
+        alphabet=st.characters(
+            blacklist_categories=["Cs"],  # Avoid *technically allowed* surrogates
+            min_codepoint=32,
+        ),
+        min_size=1,
+        max_size=max_len,
+    )
+
+
 # From https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html#node-names
 # 1. must not be the empty string ("")
 # 2. must not include the character "/"
@@ -86,7 +101,12 @@ def numpy_arrays(
     Generate numpy arrays that can be saved in the provided Zarr format.
     """
     zarr_format = draw(zarr_formats)
-    return draw(npst.arrays(dtype=v3_dtypes() if zarr_format == 3 else v2_dtypes(), shape=shapes))
+    dtype = draw(v3_dtypes() if zarr_format == 3 else v2_dtypes())
+    if np.issubdtype(dtype, np.str_):
+        safe_unicode_strings = safe_unicode_for_dtype(dtype)
+        return draw(npst.arrays(dtype=dtype, shape=shapes, elements=safe_unicode_strings))
+
+    return draw(npst.arrays(dtype=dtype, shape=shapes))
 
 
 @st.composite  # type: ignore[misc]

From 57181c965f9e563df8d0ae56ab3f8c715eeb2412 Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Fri, 7 Feb 2025 12:04:20 -0700
Subject: [PATCH 0971/1078] Strengthen pickling test and fix ZipStore
 __getstate__() (#2807)

* Strenghten serialization test

* Fix ZipStore serialization

* Add changelog bug fix
---
 changes/2807.bugfix.rst   | 1 +
 src/zarr/storage/_zip.py  | 3 ++-
 src/zarr/testing/store.py | 8 +++++++-
 3 files changed, 10 insertions(+), 2 deletions(-)
 create mode 100644 changes/2807.bugfix.rst

diff --git a/changes/2807.bugfix.rst b/changes/2807.bugfix.rst
new file mode 100644
index 0000000000..ae0eb2f6ac
--- /dev/null
+++ b/changes/2807.bugfix.rst
@@ -0,0 +1 @@
+Fix pickling for ZipStore
diff --git a/src/zarr/storage/_zip.py b/src/zarr/storage/_zip.py
index bf8f9900b9..51bb702c27 100644
--- a/src/zarr/storage/_zip.py
+++ b/src/zarr/storage/_zip.py
@@ -108,7 +108,8 @@ async def _open(self) -> None:
         self._sync_open()
 
     def __getstate__(self) -> dict[str, Any]:
-        state = self.__dict__
+        # We need a copy to not modify the state of the original store
+        state = self.__dict__.copy()
         for attr in ["_zf", "_lock"]:
             state.pop(attr, None)
         return state
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 00427f6a0e..112f6261e9 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -99,10 +99,16 @@ def test_store_eq(self, store: S, store_kwargs: dict[str, Any]) -> None:
         store2 = self.store_cls(**store_kwargs)
         assert store == store2
 
-    def test_serializable_store(self, store: S) -> None:
+    async def test_serializable_store(self, store: S) -> None:
         new_store: S = pickle.loads(pickle.dumps(store))
         assert new_store == store
         assert new_store.read_only == store.read_only
+        # quickly roundtrip data to a key to test that new store works
+        data_buf = self.buffer_cls.from_bytes(b"\x01\x02\x03\x04")
+        key = "foo"
+        await store.set(key, data_buf)
+        observed = await store.get(key, prototype=default_buffer_prototype())
+        assert_bytes_equal(observed, data_buf)
 
     def test_store_read_only(self, store: S) -> None:
         assert not store.read_only

From 037adf63edeb57cea6b7eca622d9bd7a61f03c60 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Fri, 7 Feb 2025 13:30:13 -0700
Subject: [PATCH 0972/1078] Enable stateful tests for LocalStore (#2804)

* Restrict stateful tests to slow hypothesis CI workflow.

* cleanuip

* Strategy updates

* Fix LocalStore test

* add changes

* add coverage to hypothesis workflow

* review comments

* Review comments
---
 .github/workflows/hypothesis.yaml |  6 ++++++
 changes/2804.feature.rst          |  1 +
 pyproject.toml                    |  5 +++--
 src/zarr/storage/_local.py        | 13 +++++++++++++
 src/zarr/testing/stateful.py      | 13 +++++++++++++
 src/zarr/testing/strategies.py    | 11 ++++++++---
 tests/conftest.py                 | 18 ++++++++++++++++++
 tests/test_store/test_stateful.py | 26 ++++++++++++--------------
 8 files changed, 74 insertions(+), 19 deletions(-)
 create mode 100644 changes/2804.feature.rst

diff --git a/.github/workflows/hypothesis.yaml b/.github/workflows/hypothesis.yaml
index 1029063ef4..0a320de00b 100644
--- a/.github/workflows/hypothesis.yaml
+++ b/.github/workflows/hypothesis.yaml
@@ -69,6 +69,12 @@ jobs:
         path: .hypothesis/
         key: cache-hypothesis-${{ runner.os }}-${{ github.run_id }}
 
+    - name: Upload coverage
+      uses: codecov/codecov-action@v5
+      with:
+        token: ${{ secrets.CODECOV_TOKEN }}
+        verbose: true # optional (default = false)
+
     - name: Generate and publish the report
       if: |
         failure()
diff --git a/changes/2804.feature.rst b/changes/2804.feature.rst
new file mode 100644
index 0000000000..5a707752a0
--- /dev/null
+++ b/changes/2804.feature.rst
@@ -0,0 +1 @@
+:py:class:`LocalStore` learned to ``delete_dir``. This makes array and group deletes more efficient.
diff --git a/pyproject.toml b/pyproject.toml
index 6fbcd1991e..ab285ff7ff 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -161,7 +161,7 @@ run = "run-coverage --no-cov"
 run-pytest = "run"
 run-verbose = "run-coverage --verbose"
 run-mypy = "mypy src"
-run-hypothesis = "pytest --hypothesis-profile ci tests/test_properties.py tests/test_store/test_stateful*"
+run-hypothesis = "run-coverage --hypothesis-profile ci --run-slow-hypothesis tests/test_properties.py tests/test_store/test_stateful*"
 list-env = "pip list"
 
 [tool.hatch.envs.doctest]
@@ -398,7 +398,8 @@ filterwarnings = [
     "ignore:.*is currently not part in the Zarr format 3 specification.*:UserWarning",
 ]
 markers = [
-    "gpu: mark a test as requiring CuPy and GPU"
+    "gpu: mark a test as requiring CuPy and GPU",
+    "slow_hypothesis: slow hypothesis tests",
 ]
 
 [tool.repo-review]
diff --git a/src/zarr/storage/_local.py b/src/zarr/storage/_local.py
index 1defea26b4..b20a601bed 100644
--- a/src/zarr/storage/_local.py
+++ b/src/zarr/storage/_local.py
@@ -208,6 +208,19 @@ async def delete(self, key: str) -> None:
         else:
             await asyncio.to_thread(path.unlink, True)  # Q: we may want to raise if path is missing
 
+    async def delete_dir(self, prefix: str) -> None:
+        # docstring inherited
+        self._check_writable()
+        path = self.root / prefix
+        if path.is_dir():
+            shutil.rmtree(path)
+        elif path.is_file():
+            raise ValueError(f"delete_dir was passed a {prefix=!r} that is a file")
+        else:
+            # Non-existent directory
+            # This path is tested by test_group:test_create_creates_parents for one
+            pass
+
     async def exists(self, key: str) -> bool:
         # docstring inherited
         path = self.root / key
diff --git a/src/zarr/testing/stateful.py b/src/zarr/testing/stateful.py
index 1a1ef0e3a3..3e8dbcdf04 100644
--- a/src/zarr/testing/stateful.py
+++ b/src/zarr/testing/stateful.py
@@ -68,6 +68,9 @@ def can_add(self, path: str) -> bool:
     # -------------------- store operations -----------------------
     @rule(name=node_names, data=st.data())
     def add_group(self, name: str, data: DataObject) -> None:
+        # Handle possible case-insensitive file systems (e.g. MacOS)
+        if isinstance(self.store, LocalStore):
+            name = name.lower()
         if self.all_groups:
             parent = data.draw(st.sampled_from(sorted(self.all_groups)), label="Group parent")
         else:
@@ -90,6 +93,9 @@ def add_array(
         name: str,
         array_and_chunks: tuple[np.ndarray[Any, Any], tuple[int, ...]],
     ) -> None:
+        # Handle possible case-insensitive file systems (e.g. MacOS)
+        if isinstance(self.store, LocalStore):
+            name = name.lower()
         array, chunks = array_and_chunks
         fill_value = data.draw(npst.from_dtype(array.dtype))
         if self.all_groups:
@@ -135,6 +141,7 @@ def add_array(
     #     self.model.rename(from_group, new_path)
     #     self.repo.store.rename(from_group, new_path)
 
+    @precondition(lambda self: self.store.supports_deletes)
     @precondition(lambda self: len(self.all_arrays) >= 1)
     @rule(data=st.data())
     def delete_array_using_del(self, data: DataObject) -> None:
@@ -149,6 +156,7 @@ def delete_array_using_del(self, data: DataObject) -> None:
             del group[array_name]
         self.all_arrays.remove(array_path)
 
+    @precondition(lambda self: self.store.supports_deletes)
     @precondition(lambda self: len(self.all_groups) >= 2)  # fixme don't delete root
     @rule(data=st.data())
     def delete_group_using_del(self, data: DataObject) -> None:
@@ -284,6 +292,10 @@ def supports_partial_writes(self) -> bool:
     def supports_writes(self) -> bool:
         return self.store.supports_writes
 
+    @property
+    def supports_deletes(self) -> bool:
+        return self.store.supports_deletes
+
 
 class ZarrStoreStateMachine(RuleBasedStateMachine):
     """ "
@@ -366,6 +378,7 @@ def get_partial_values(self, data: DataObject) -> None:
             model_vals_ls,
         )
 
+    @precondition(lambda self: self.store.supports_deletes)
     @precondition(lambda self: len(self.model.keys()) > 0)
     @rule(data=st.data())
     def delete(self, data: DataObject) -> None:
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 81bb482b06..5722f3c99e 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -1,3 +1,4 @@
+import sys
 from typing import Any
 
 import hypothesis.extra.numpy as npst
@@ -209,7 +210,7 @@ def basic_indices(draw: st.DrawFn, *, shape: tuple[int], **kwargs: Any) -> Any:
 
 
 def key_ranges(
-    keys: SearchStrategy = node_names, max_size: int | None = None
+    keys: SearchStrategy = node_names, max_size: int = sys.maxsize
 ) -> SearchStrategy[list[int]]:
     """
     Function to generate key_ranges strategy for get_partial_values()
@@ -218,10 +219,14 @@ def key_ranges(
         [(key, (range_start, range_end)),
          (key, (range_start, range_end)),...]
     """
+
+    def make_request(start: int, length: int) -> RangeByteRequest:
+        return RangeByteRequest(start, end=min(start + length, max_size))
+
     byte_ranges = st.builds(
-        RangeByteRequest,
+        make_request,
         start=st.integers(min_value=0, max_value=max_size),
-        end=st.integers(min_value=0, max_value=max_size),
+        length=st.integers(min_value=0, max_value=max_size),
     )
     key_tuple = st.tuples(keys, byte_ranges)
     return st.lists(key_tuple, min_size=1, max_size=10)
diff --git a/tests/conftest.py b/tests/conftest.py
index e9cd2b8120..9be675cb20 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -147,6 +147,24 @@ def zarr_format(request: pytest.FixtureRequest) -> ZarrFormat:
     raise ValueError(msg)
 
 
+def pytest_addoption(parser: Any) -> None:
+    parser.addoption(
+        "--run-slow-hypothesis",
+        action="store_true",
+        default=False,
+        help="run slow hypothesis tests",
+    )
+
+
+def pytest_collection_modifyitems(config: Any, items: Any) -> None:
+    if config.getoption("--run-slow-hypothesis"):
+        return
+    skip_slow_hyp = pytest.mark.skip(reason="need --run-slow-hypothesis option to run")
+    for item in items:
+        if "slow_hypothesis" in item.keywords:
+            item.add_marker(skip_slow_hyp)
+
+
 settings.register_profile(
     "ci",
     max_examples=1000,
diff --git a/tests/test_store/test_stateful.py b/tests/test_store/test_stateful.py
index 637eea882d..63df814ac9 100644
--- a/tests/test_store/test_stateful.py
+++ b/tests/test_store/test_stateful.py
@@ -1,14 +1,15 @@
 # Stateful tests for arbitrary Zarr stores.
 import pytest
 from hypothesis.stateful import (
-    Settings,
     run_state_machine_as_test,
 )
 
 from zarr.abc.store import Store
-from zarr.storage import LocalStore, MemoryStore, ZipStore
+from zarr.storage import LocalStore, ZipStore
 from zarr.testing.stateful import ZarrHierarchyStateMachine, ZarrStoreStateMachine
 
+pytestmark = pytest.mark.slow_hypothesis
+
 
 def test_zarr_hierarchy(sync_store: Store):
     def mk_test_instance_sync() -> ZarrHierarchyStateMachine:
@@ -16,10 +17,8 @@ def mk_test_instance_sync() -> ZarrHierarchyStateMachine:
 
     if isinstance(sync_store, ZipStore):
         pytest.skip(reason="ZipStore does not support delete")
-    if isinstance(sync_store, MemoryStore):
-        run_state_machine_as_test(
-            mk_test_instance_sync, settings=Settings(report_multiple_bugs=False, max_examples=50)
-        )
+
+    run_state_machine_as_test(mk_test_instance_sync)
 
 
 def test_zarr_store(sync_store: Store) -> None:
@@ -28,11 +27,10 @@ def mk_test_instance_sync() -> None:
 
     if isinstance(sync_store, ZipStore):
         pytest.skip(reason="ZipStore does not support delete")
-    elif isinstance(sync_store, LocalStore):
-        pytest.skip(reason="This test has errors")
-    elif isinstance(sync_store, MemoryStore):
-        run_state_machine_as_test(mk_test_instance_sync, settings=Settings(max_examples=50))
-    else:
-        run_state_machine_as_test(
-            mk_test_instance_sync, settings=Settings(report_multiple_bugs=True)
-        )
+
+    if isinstance(sync_store, LocalStore):
+        # This test uses arbitrary keys, which are passed to `set` and `delete`.
+        # It assumes that `set` and `delete` are the only two operations that modify state.
+        # But LocalStore, directories can hang around even after a key is delete-d.
+        pytest.skip(reason="Test isn't suitable for LocalStore.")
+    run_state_machine_as_test(mk_test_instance_sync)

From 1823a090ec565fe2e29d198cabe1aae222669d82 Mon Sep 17 00:00:00 2001
From: Ilan Gold <ilanbassgold@gmail.com>
Date: Mon, 10 Feb 2025 17:05:03 +0100
Subject: [PATCH 0973/1078] (fix): ensure zip directory store compares key to
 prefix correctly (#2758)

* (fix): ensure zip directory store compares key to prefix correctly

* (chore): add test for externally zipped zarr store

* (fix): no need for async test

* (chore): rel note

---------

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>
---
 changes/2758.bugfix.rst      |  1 +
 src/zarr/storage/_zip.py     |  2 +-
 tests/test_store/test_zip.py | 14 ++++++++++++++
 3 files changed, 16 insertions(+), 1 deletion(-)
 create mode 100644 changes/2758.bugfix.rst

diff --git a/changes/2758.bugfix.rst b/changes/2758.bugfix.rst
new file mode 100644
index 0000000000..6b80f8a626
--- /dev/null
+++ b/changes/2758.bugfix.rst
@@ -0,0 +1 @@
+Fix zip-store path checking for stores with directories listed as files.
\ No newline at end of file
diff --git a/src/zarr/storage/_zip.py b/src/zarr/storage/_zip.py
index 51bb702c27..bbfe6c67aa 100644
--- a/src/zarr/storage/_zip.py
+++ b/src/zarr/storage/_zip.py
@@ -283,7 +283,7 @@ async def list_dir(self, prefix: str) -> AsyncIterator[str]:
                     yield key
         else:
             for key in keys:
-                if key.startswith(prefix + "/") and key != prefix:
+                if key.startswith(prefix + "/") and key.strip("/") != prefix:
                     k = key.removeprefix(prefix + "/").split("/")[0]
                     if k not in seen:
                         seen.add(k)
diff --git a/tests/test_store/test_zip.py b/tests/test_store/test_zip.py
index a83327d99a..839656108b 100644
--- a/tests/test_store/test_zip.py
+++ b/tests/test_store/test_zip.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import os
+import shutil
 import tempfile
 import zipfile
 from typing import TYPE_CHECKING
@@ -14,6 +15,7 @@
 from zarr.testing.store import StoreTests
 
 if TYPE_CHECKING:
+    from pathlib import Path
     from typing import Any
 
 
@@ -111,3 +113,15 @@ async def test_zip_open_mode_translation(
         kws = {**store_kwargs, "mode": zip_mode}
         store = await self.store_cls.open(**kws)
         assert store.read_only == read_only
+
+    def test_externally_zipped_store(self, tmp_path: Path) -> None:
+        # See: https://github.com/zarr-developers/zarr-python/issues/2757
+        zarr_path = tmp_path / "foo.zarr"
+        root = zarr.open_group(store=zarr_path, mode="w")
+        root.require_group("foo")
+        root["foo"]["bar"] = np.array([1])
+        shutil.make_archive(zarr_path, "zip", zarr_path)
+        zip_path = tmp_path / "foo.zarr.zip"
+        zipped = zarr.open_group(ZipStore(zip_path, mode="r"), mode="r")
+        assert list(zipped.keys()) == list(root.keys())
+        assert list(zipped["foo"].keys()) == list(root["foo"].keys())

From f4278a5aa37768ef0abdf7b2b0e89bfaf594f22b Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Mon, 10 Feb 2025 10:53:49 -0700
Subject: [PATCH 0974/1078] Regression test for codec overwriting. (#2811)

* Regression test for codec overwriting.

Fix is in upstream https://github.com/zarr-developers/numcodecs/pull/700
Closes #2800

* add note

* fix skip
---
 .github/workflows/test.yml |  4 ++++
 changes/2811.bugfix.rst    |  1 +
 tests/test_array.py        | 45 ++++++++++++++++++++++++++++++++++++++
 3 files changed, 50 insertions(+)
 create mode 100644 changes/2811.bugfix.rst

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index ea65c3f0e4..c85648e0ff 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -45,6 +45,8 @@ jobs:
 
     steps:
     - uses: actions/checkout@v4
+      with:
+        fetch-depth: 0  # grab all branches and tags
     - name: Set up Python
       uses: actions/setup-python@v5
       with:
@@ -82,6 +84,8 @@ jobs:
             dependency-set: upstream
     steps:
     - uses: actions/checkout@v4
+      with:
+        fetch-depth: 0
     - name: Set up Python
       uses: actions/setup-python@v5
       with:
diff --git a/changes/2811.bugfix.rst b/changes/2811.bugfix.rst
new file mode 100644
index 0000000000..ef4e8eb7ed
--- /dev/null
+++ b/changes/2811.bugfix.rst
@@ -0,0 +1 @@
+Update numcodecs to not overwrite codec configuration ever. Closes :issue:`2800`.
diff --git a/tests/test_array.py b/tests/test_array.py
index 80ff8444fc..e458ba106e 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -10,6 +10,7 @@
 import numcodecs
 import numpy as np
 import pytest
+from packaging.version import Version
 
 import zarr.api.asynchronous
 import zarr.api.synchronous as sync_api
@@ -1337,3 +1338,47 @@ async def test_orthogonal_set_total_slice() -> None:
     array = zarr.create_array(store, shape=(20, 20), chunks=(1, 2), dtype=int, fill_value=-1)
     with mock.patch("zarr.storage.MemoryStore.get", side_effect=ValueError):
         array[0, slice(4, 10)] = np.arange(6)
+
+
+@pytest.mark.skipif(
+    Version(numcodecs.__version__) < Version("0.15.1"),
+    reason="codec configuration is overwritten on older versions. GH2800",
+)
+def test_roundtrip_numcodecs() -> None:
+    store = MemoryStore()
+
+    compressors = [
+        {"name": "numcodecs.shuffle", "configuration": {"elementsize": 2}},
+        {"name": "numcodecs.zlib", "configuration": {"level": 4}},
+    ]
+    filters = [
+        {
+            "name": "numcodecs.fixedscaleoffset",
+            "configuration": {
+                "scale": 100.0,
+                "offset": 0.0,
+                "dtype": "<f8",
+                "astype": "<i2",
+            },
+        },
+    ]
+
+    # Create the array with the correct codecs
+    root = zarr.group(store)
+    root.create_array(
+        "test",
+        shape=(720, 1440),
+        chunks=(720, 1440),
+        dtype="float64",
+        compressors=compressors,
+        filters=filters,
+        fill_value=-9.99,
+        dimension_names=["lat", "lon"],
+    )
+
+    BYTES_CODEC = {"name": "bytes", "configuration": {"endian": "little"}}
+    # Read in the array again and check compressor config
+    root = zarr.open_group(store, mode="r")
+    metadata = root["test"].metadata.to_dict()
+    expected = (*filters, BYTES_CODEC, *compressors)
+    assert metadata["codecs"] == expected

From 8b7746449d85216b66ae36fdc06b1562f66d226c Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Tue, 11 Feb 2025 12:47:13 +0100
Subject: [PATCH 0975/1078] Deterministic chunk padding (#2755)

* test deterministic memory store

* deterministic memory store

* simplify test

* document changes

* Update src/zarr/core/buffer/cpu.py

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* lint

* handle fill_value==None

* better test

* improve changes documentation

Co-authored-by: David Stansby <dstansby@gmail.com>

* update docstrings

* document changed `zarr.empty`

* add notes to empty() and empty_like()

---------

Co-authored-by: Norman Rzepka <code@normanrz.com>
Co-authored-by: Joe Hamman <jhamman1@gmail.com>
Co-authored-by: David Stansby <dstansby@gmail.com>
---
 changes/2755.bugfix.rst         |  3 +++
 src/zarr/api/asynchronous.py    | 12 ++++++++++--
 src/zarr/api/synchronous.py     | 12 ++++++++++--
 src/zarr/core/buffer/cpu.py     |  8 ++++----
 src/zarr/core/group.py          | 19 ++++++++++++++-----
 tests/test_store/test_memory.py | 26 ++++++++++++++++++++++++++
 6 files changed, 67 insertions(+), 13 deletions(-)
 create mode 100644 changes/2755.bugfix.rst

diff --git a/changes/2755.bugfix.rst b/changes/2755.bugfix.rst
new file mode 100644
index 0000000000..2555369544
--- /dev/null
+++ b/changes/2755.bugfix.rst
@@ -0,0 +1,3 @@
+The array returned by ``zarr.empty`` and an empty ``zarr.core.buffer.cpu.NDBuffer`` will now be filled with the
+specified fill value, or with zeros if no fill value is provided.
+This fixes a bug where Zarr format 2 data with no fill value was written with un-predictable chunk sizes.
\ No newline at end of file
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 8eba4fc152..0584f19c3f 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -1065,7 +1065,8 @@ async def create(
 async def empty(
     shape: ChunkCoords, **kwargs: Any
 ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
-    """Create an empty array.
+    """Create an empty array with the specified shape. The contents will be filled with the
+    array's fill value or zeros if no fill value is provided.
 
     Parameters
     ----------
@@ -1087,7 +1088,8 @@ async def empty(
 async def empty_like(
     a: ArrayLike, **kwargs: Any
 ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
-    """Create an empty array like `a`.
+    """Create an empty array like `a`. The contents will be filled with the
+    array's fill value or zeros if no fill value is provided.
 
     Parameters
     ----------
@@ -1100,6 +1102,12 @@ async def empty_like(
     -------
     Array
         The new array.
+
+    Notes
+    -----
+    The contents of an empty Zarr array are not defined. On attempting to
+    retrieve data from an empty Zarr array, any values may be returned,
+    and these are not guaranteed to be stable from one access to the next.
     """
     like_kwargs = _like_args(a, kwargs)
     return await empty(**like_kwargs)
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 305446ec97..fe68981cb9 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -902,7 +902,8 @@ def create_array(
 
 # TODO: add type annotations for kwargs
 def empty(shape: ChunkCoords, **kwargs: Any) -> Array:
-    """Create an empty array.
+    """Create an empty array with the specified shape. The contents will be filled with the
+    array's fill value or zeros if no fill value is provided.
 
     Parameters
     ----------
@@ -928,7 +929,8 @@ def empty(shape: ChunkCoords, **kwargs: Any) -> Array:
 # TODO: move ArrayLike to common module
 # TODO: add type annotations for kwargs
 def empty_like(a: ArrayLike, **kwargs: Any) -> Array:
-    """Create an empty array like another array.
+    """Create an empty array like another array. The contents will be filled with the
+    array's fill value or zeros if no fill value is provided.
 
     Parameters
     ----------
@@ -941,6 +943,12 @@ def empty_like(a: ArrayLike, **kwargs: Any) -> Array:
     -------
     Array
         The new array.
+
+    Notes
+    -----
+    The contents of an empty Zarr array are not defined. On attempting to
+    retrieve data from an empty Zarr array, any values may be returned,
+    and these are not guaranteed to be stable from one access to the next.
     """
     return Array(sync(async_api.empty_like(a, **kwargs)))
 
diff --git a/src/zarr/core/buffer/cpu.py b/src/zarr/core/buffer/cpu.py
index 5019075496..225adb6f5c 100644
--- a/src/zarr/core/buffer/cpu.py
+++ b/src/zarr/core/buffer/cpu.py
@@ -154,10 +154,10 @@ def create(
         order: Literal["C", "F"] = "C",
         fill_value: Any | None = None,
     ) -> Self:
-        ret = cls(np.empty(shape=tuple(shape), dtype=dtype, order=order))
-        if fill_value is not None:
-            ret.fill(fill_value)
-        return ret
+        if fill_value is None:
+            return cls(np.zeros(shape=tuple(shape), dtype=dtype, order=order))
+        else:
+            return cls(np.full(shape=tuple(shape), fill_value=fill_value, dtype=dtype, order=order))
 
     @classmethod
     def from_numpy_array(cls, array_like: npt.ArrayLike) -> Self:
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 4760923e0b..1f5d57c0ab 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1498,7 +1498,8 @@ async def tree(self, expand: bool | None = None, level: int | None = None) -> An
     async def empty(
         self, *, name: str, shape: ChunkCoords, **kwargs: Any
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
-        """Create an empty array in this Group.
+        """Create an empty array with the specified shape in this Group. The contents will
+        be filled with the array's fill value or zeros if no fill value is provided.
 
         Parameters
         ----------
@@ -1515,7 +1516,6 @@ async def empty(
         retrieve data from an empty Zarr array, any values may be returned,
         and these are not guaranteed to be stable from one access to the next.
         """
-
         return await async_api.empty(shape=shape, store=self.store_path, path=name, **kwargs)
 
     async def zeros(
@@ -1592,7 +1592,8 @@ async def full(
     async def empty_like(
         self, *, name: str, data: async_api.ArrayLike, **kwargs: Any
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
-        """Create an empty sub-array like `data`.
+        """Create an empty sub-array like `data`. The contents will be filled with
+        the array's fill value or zeros if no fill value is provided.
 
         Parameters
         ----------
@@ -2442,7 +2443,8 @@ def require_array(self, name: str, *, shape: ShapeLike, **kwargs: Any) -> Array:
 
     @_deprecate_positional_args
     def empty(self, *, name: str, shape: ChunkCoords, **kwargs: Any) -> Array:
-        """Create an empty array in this Group.
+        """Create an empty array with the specified shape in this Group. The contents will be filled with
+        the array's fill value or zeros if no fill value is provided.
 
         Parameters
         ----------
@@ -2531,7 +2533,8 @@ def full(
 
     @_deprecate_positional_args
     def empty_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) -> Array:
-        """Create an empty sub-array like `data`.
+        """Create an empty sub-array like `data`. The contents will be filled
+        with the array's fill value or zeros if no fill value is provided.
 
         Parameters
         ----------
@@ -2546,6 +2549,12 @@ def empty_like(self, *, name: str, data: async_api.ArrayLike, **kwargs: Any) ->
         -------
         Array
             The new array.
+
+        Notes
+        -----
+        The contents of an empty Zarr array are not defined. On attempting to
+        retrieve data from an empty Zarr array, any values may be returned,
+        and these are not guaranteed to be stable from one access to the next.
         """
         return Array(self._sync(self._async_group.empty_like(name=name, data=data, **kwargs)))
 
diff --git a/tests/test_store/test_memory.py b/tests/test_store/test_memory.py
index ba38889b52..f00d75a8f0 100644
--- a/tests/test_store/test_memory.py
+++ b/tests/test_store/test_memory.py
@@ -1,12 +1,19 @@
 from __future__ import annotations
 
+from typing import TYPE_CHECKING
+
+import numpy as np
 import pytest
 
+import zarr
 from zarr.core.buffer import Buffer, cpu, gpu
 from zarr.storage import GpuMemoryStore, MemoryStore
 from zarr.testing.store import StoreTests
 from zarr.testing.utils import gpu_test
 
+if TYPE_CHECKING:
+    from zarr.core.common import ZarrFormat
+
 
 class TestMemoryStore(StoreTests[MemoryStore, cpu.Buffer]):
     store_cls = MemoryStore
@@ -46,6 +53,25 @@ def test_store_supports_partial_writes(self, store: MemoryStore) -> None:
     def test_list_prefix(self, store: MemoryStore) -> None:
         assert True
 
+    @pytest.mark.parametrize("dtype", ["uint8", "float32", "int64"])
+    @pytest.mark.parametrize("zarr_format", [2, 3])
+    async def test_deterministic_size(
+        self, store: MemoryStore, dtype, zarr_format: ZarrFormat
+    ) -> None:
+        a = zarr.empty(
+            store=store,
+            shape=(3,),
+            chunks=(1000,),
+            dtype=dtype,
+            zarr_format=zarr_format,
+            overwrite=True,
+        )
+        a[...] = 1
+        a.resize((1000,))
+
+        np.testing.assert_array_equal(a[:3], 1)
+        np.testing.assert_array_equal(a[3:], 0)
+
 
 @gpu_test
 class TestGpuMemoryStore(StoreTests[GpuMemoryStore, gpu.Buffer]):

From 2f8b88aa3cea8bb73d2906f6b9d64869d8c52e69 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Tue, 11 Feb 2025 17:17:53 +0100
Subject: [PATCH 0976/1078] Multiprocessing support (#2815)

* add failing multiprocessing test

* add hook to reset global vars after fork

* parametrize multiprocessing test over different methods

* guard execution of register_at_fork with a hasattr check

* exempt runs-in-a-forked-process code from coverage

* update literal type
---
 src/zarr/core/sync.py | 21 +++++++++++++++++++++
 tests/test_array.py   | 38 ++++++++++++++++++++++++++++++++++++++
 2 files changed, 59 insertions(+)

diff --git a/src/zarr/core/sync.py b/src/zarr/core/sync.py
index 6a2de855e8..2bb5f24802 100644
--- a/src/zarr/core/sync.py
+++ b/src/zarr/core/sync.py
@@ -3,6 +3,7 @@
 import asyncio
 import atexit
 import logging
+import os
 import threading
 from concurrent.futures import ThreadPoolExecutor, wait
 from typing import TYPE_CHECKING, TypeVar
@@ -89,6 +90,26 @@ def cleanup_resources() -> None:
 atexit.register(cleanup_resources)
 
 
+def reset_resources_after_fork() -> None:
+    """
+    Ensure that global resources are reset after a fork. Without this function,
+    forked processes will retain invalid references to the parent process's resources.
+    """
+    global loop, iothread, _executor
+    # These lines are excluded from coverage because this function only runs in a child process,
+    # which is not observed by the test coverage instrumentation. Despite the apparent lack of
+    # test coverage, this function should be adequately tested by any test that uses Zarr IO with
+    # multiprocessing.
+    loop[0] = None  # pragma: no cover
+    iothread[0] = None  # pragma: no cover
+    _executor = None  # pragma: no cover
+
+
+# this is only available on certain operating systems
+if hasattr(os, "register_at_fork"):
+    os.register_at_fork(after_in_child=reset_resources_after_fork)
+
+
 async def _runner(coro: Coroutine[Any, Any, T]) -> T | BaseException:
     """
     Await a coroutine and return the result of running it. If awaiting the coroutine raises an
diff --git a/tests/test_array.py b/tests/test_array.py
index e458ba106e..1b84d1d061 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -1,8 +1,10 @@
 import dataclasses
 import json
 import math
+import multiprocessing as mp
 import pickle
 import re
+import sys
 from itertools import accumulate
 from typing import TYPE_CHECKING, Any, Literal
 from unittest import mock
@@ -1382,3 +1384,39 @@ def test_roundtrip_numcodecs() -> None:
     metadata = root["test"].metadata.to_dict()
     expected = (*filters, BYTES_CODEC, *compressors)
     assert metadata["codecs"] == expected
+
+
+def _index_array(arr: Array, index: Any) -> Any:
+    return arr[index]
+
+
+@pytest.mark.parametrize(
+    "method",
+    [
+        pytest.param(
+            "fork",
+            marks=pytest.mark.skipif(
+                sys.platform in ("win32", "darwin"), reason="fork not supported on Windows or OSX"
+            ),
+        ),
+        "spawn",
+        pytest.param(
+            "forkserver",
+            marks=pytest.mark.skipif(
+                sys.platform == "win32", reason="forkserver not supported on Windows"
+            ),
+        ),
+    ],
+)
+@pytest.mark.parametrize("store", ["local"], indirect=True)
+def test_multiprocessing(store: Store, method: Literal["fork", "spawn", "forkserver"]) -> None:
+    """
+    Test that arrays can be pickled and indexed in child processes
+    """
+    data = np.arange(100)
+    arr = zarr.create_array(store=store, data=data)
+    ctx = mp.get_context(method)
+    pool = ctx.Pool()
+
+    results = pool.starmap(_index_array, [(arr, slice(len(data)))])
+    assert all(np.array_equal(r, data) for r in results)

From c66f32b93f1dfe4b4e6deebb22a5ea45d40c5aa5 Mon Sep 17 00:00:00 2001
From: Lachlan Deakin <ljdgit@gmail.com>
Date: Wed, 12 Feb 2025 20:38:04 +1100
Subject: [PATCH 0977/1078] fix: implicit fill value initialisation (#2799)

* fix: implicit fill value initialisation

- initialise empty chunks to the default fill value during writing
- add default fill value for datetime, timedelta, structured data types

* fmt

* add "other" dtype test

* changelog

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 changes/2799.bugfix.rst         |  1 +
 src/zarr/core/codec_pipeline.py | 34 ++++++++++++++++-----------------
 src/zarr/core/metadata/v2.py    |  8 ++++++++
 tests/test_v2.py                | 19 ++++++++++++++++++
 4 files changed, 45 insertions(+), 17 deletions(-)
 create mode 100644 changes/2799.bugfix.rst

diff --git a/changes/2799.bugfix.rst b/changes/2799.bugfix.rst
new file mode 100644
index 0000000000..f22b7074bb
--- /dev/null
+++ b/changes/2799.bugfix.rst
@@ -0,0 +1 @@
+Enitialise empty chunks to the default fill value during writing and add default fill values for datetime, timedelta, structured, and other (void* fixed size) data types
\ No newline at end of file
diff --git a/src/zarr/core/codec_pipeline.py b/src/zarr/core/codec_pipeline.py
index 583ca01c5e..a35c5ca210 100644
--- a/src/zarr/core/codec_pipeline.py
+++ b/src/zarr/core/codec_pipeline.py
@@ -56,6 +56,19 @@ def resolve_batched(codec: Codec, chunk_specs: Iterable[ArraySpec]) -> Iterable[
     return [codec.resolve_metadata(chunk_spec) for chunk_spec in chunk_specs]
 
 
+def fill_value_or_default(chunk_spec: ArraySpec) -> Any:
+    fill_value = chunk_spec.fill_value
+    if fill_value is None:
+        # Zarr V2 allowed `fill_value` to be null in the metadata.
+        # Zarr V3 requires it to be set. This has already been
+        # validated when decoding the metadata, but we support reading
+        # Zarr V2 data and need to support the case where fill_value
+        # is None.
+        return _default_fill_value(dtype=chunk_spec.dtype)
+    else:
+        return fill_value
+
+
 @dataclass(frozen=True)
 class BatchedCodecPipeline(CodecPipeline):
     """Default codec pipeline.
@@ -247,17 +260,7 @@ async def read_batch(
                 if chunk_array is not None:
                     out[out_selection] = chunk_array
                 else:
-                    fill_value = chunk_spec.fill_value
-
-                    if fill_value is None:
-                        # Zarr V2 allowed `fill_value` to be null in the metadata.
-                        # Zarr V3 requires it to be set. This has already been
-                        # validated when decoding the metadata, but we support reading
-                        # Zarr V2 data and need to support the case where fill_value
-                        # is None.
-                        fill_value = _default_fill_value(dtype=chunk_spec.dtype)
-
-                    out[out_selection] = fill_value
+                    out[out_selection] = fill_value_or_default(chunk_spec)
         else:
             chunk_bytes_batch = await concurrent_map(
                 [
@@ -284,10 +287,7 @@ async def read_batch(
                         tmp = tmp.squeeze(axis=drop_axes)
                     out[out_selection] = tmp
                 else:
-                    fill_value = chunk_spec.fill_value
-                    if fill_value is None:
-                        fill_value = _default_fill_value(dtype=chunk_spec.dtype)
-                    out[out_selection] = fill_value
+                    out[out_selection] = fill_value_or_default(chunk_spec)
 
     def _merge_chunk_array(
         self,
@@ -305,7 +305,7 @@ def _merge_chunk_array(
                 shape=chunk_spec.shape,
                 dtype=chunk_spec.dtype,
                 order=chunk_spec.order,
-                fill_value=chunk_spec.fill_value,
+                fill_value=fill_value_or_default(chunk_spec),
             )
         else:
             chunk_array = existing_chunk_array.copy()  # make a writable copy
@@ -394,7 +394,7 @@ async def _read_key(
                     chunk_array_batch.append(None)  # type: ignore[unreachable]
                 else:
                     if not chunk_spec.config.write_empty_chunks and chunk_array.all_equal(
-                        chunk_spec.fill_value
+                        fill_value_or_default(chunk_spec)
                     ):
                         chunk_array_batch.append(None)
                     else:
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index 192db5b203..25697c4545 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -349,6 +349,14 @@ def _default_fill_value(dtype: np.dtype[Any]) -> Any:
         return b""
     elif dtype.kind in "UO":
         return ""
+    elif dtype.kind in "Mm":
+        return dtype.type("nat")
+    elif dtype.kind == "V":
+        if dtype.fields is not None:
+            default = tuple([_default_fill_value(field[0]) for field in dtype.fields.values()])
+            return np.array([default], dtype=dtype)
+        else:
+            return np.zeros(1, dtype=dtype)
     else:
         return dtype.type(0)
 
diff --git a/tests/test_v2.py b/tests/test_v2.py
index 4c689c8e64..0a4487cfcc 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -313,3 +313,22 @@ def test_structured_dtype_roundtrip(fill_value, tmp_path) -> None:
     za[...] = a
     za = zarr.open_array(store=array_path)
     assert (a == za[:]).all()
+
+
+@pytest.mark.parametrize("fill_value", [None, b"x"], ids=["no_fill", "fill"])
+def test_other_dtype_roundtrip(fill_value, tmp_path) -> None:
+    a = np.array([b"a\0\0", b"bb", b"ccc"], dtype="V7")
+    array_path = tmp_path / "data.zarr"
+    za = zarr.create(
+        shape=(3,),
+        store=array_path,
+        chunks=(2,),
+        fill_value=fill_value,
+        zarr_format=2,
+        dtype=a.dtype,
+    )
+    if fill_value is not None:
+        assert (np.array([fill_value] * a.shape[0], dtype=a.dtype) == za[:]).all()
+    za[...] = a
+    za = zarr.open_array(store=array_path)
+    assert (a == za[:]).all()

From feeb08f4e49f6574d712fe5ceb42ce80ab6ceb3f Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Wed, 12 Feb 2025 07:50:50 -0700
Subject: [PATCH 0978/1078] Always skip reads when completely overwriting
 chunks (#2784)

* Skip reads when completely overwriting boundary chunks

Uses `slice(..., None)` to indicate that a `chunk_selection`
ends at the boundary of the current chunk. Also does so for a last
chunk that is shorter than the chunk size.

`is_total_slice` now understands this convention, and correctly
detects boundary chunks as total slices.

Closes #757

* normalize in codec_pipeline

* Revert "normalize in codec_pipeline"

This reverts commit 234431cd6efb661c53e2a832a0e4ea4dca772c1b.

* Partially Revert "Skip reads when completely overwriting boundary chunks"

This reverts commit edbba372de50bf70eb79c7b1deecf4828eab7340.

* Different approach

* fix bug

* add oindex property test

* more complex oindex test

* cleanup

* more oindex

* Add changelog entry

* [revert] note

* fix for numpy 1.25

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 changes/2784.feature.rst        |  1 +
 src/zarr/abc/codec.py           |  4 +--
 src/zarr/codecs/sharding.py     | 14 +++++---
 src/zarr/core/array.py          |  6 ++--
 src/zarr/core/codec_pipeline.py | 60 ++++++++++++++++++--------------
 src/zarr/core/indexing.py       | 61 ++++++++++++---------------------
 src/zarr/storage/_logging.py    |  2 +-
 src/zarr/testing/strategies.py  | 37 ++++++++++++++++++++
 tests/test_array.py             | 11 +++++-
 tests/test_indexing.py          |  6 ----
 tests/test_properties.py        | 19 +++++++++-
 11 files changed, 138 insertions(+), 83 deletions(-)
 create mode 100644 changes/2784.feature.rst

diff --git a/changes/2784.feature.rst b/changes/2784.feature.rst
new file mode 100644
index 0000000000..e3218e6df0
--- /dev/null
+++ b/changes/2784.feature.rst
@@ -0,0 +1 @@
+Avoid reading chunks during writes where possible. :issue:`757`
diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index fabd042dbe..16400f5f4b 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -357,7 +357,7 @@ async def encode(
     @abstractmethod
     async def read(
         self,
-        batch_info: Iterable[tuple[ByteGetter, ArraySpec, SelectorTuple, SelectorTuple]],
+        batch_info: Iterable[tuple[ByteGetter, ArraySpec, SelectorTuple, SelectorTuple, bool]],
         out: NDBuffer,
         drop_axes: tuple[int, ...] = (),
     ) -> None:
@@ -379,7 +379,7 @@ async def read(
     @abstractmethod
     async def write(
         self,
-        batch_info: Iterable[tuple[ByteSetter, ArraySpec, SelectorTuple, SelectorTuple]],
+        batch_info: Iterable[tuple[ByteSetter, ArraySpec, SelectorTuple, SelectorTuple, bool]],
         value: NDBuffer,
         drop_axes: tuple[int, ...] = (),
     ) -> None:
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index e8730c86dd..459805d808 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -455,8 +455,9 @@ async def _decode_single(
                     chunk_spec,
                     chunk_selection,
                     out_selection,
+                    is_complete_shard,
                 )
-                for chunk_coords, chunk_selection, out_selection in indexer
+                for chunk_coords, chunk_selection, out_selection, is_complete_shard in indexer
             ],
             out,
         )
@@ -486,7 +487,7 @@ async def _decode_partial_single(
         )
 
         indexed_chunks = list(indexer)
-        all_chunk_coords = {chunk_coords for chunk_coords, _, _ in indexed_chunks}
+        all_chunk_coords = {chunk_coords for chunk_coords, *_ in indexed_chunks}
 
         # reading bytes of all requested chunks
         shard_dict: ShardMapping = {}
@@ -524,8 +525,9 @@ async def _decode_partial_single(
                     chunk_spec,
                     chunk_selection,
                     out_selection,
+                    is_complete_shard,
                 )
-                for chunk_coords, chunk_selection, out_selection in indexer
+                for chunk_coords, chunk_selection, out_selection, is_complete_shard in indexer
             ],
             out,
         )
@@ -558,8 +560,9 @@ async def _encode_single(
                     chunk_spec,
                     chunk_selection,
                     out_selection,
+                    is_complete_shard,
                 )
-                for chunk_coords, chunk_selection, out_selection in indexer
+                for chunk_coords, chunk_selection, out_selection, is_complete_shard in indexer
             ],
             shard_array,
         )
@@ -601,8 +604,9 @@ async def _encode_partial_single(
                     chunk_spec,
                     chunk_selection,
                     out_selection,
+                    is_complete_shard,
                 )
-                for chunk_coords, chunk_selection, out_selection in indexer
+                for chunk_coords, chunk_selection, out_selection, is_complete_shard in indexer
             ],
             shard_array,
         )
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 4c444a81fa..9e2fdf3733 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -1290,8 +1290,9 @@ async def _get_selection(
                         self.metadata.get_chunk_spec(chunk_coords, _config, prototype=prototype),
                         chunk_selection,
                         out_selection,
+                        is_complete_chunk,
                     )
-                    for chunk_coords, chunk_selection, out_selection in indexer
+                    for chunk_coords, chunk_selection, out_selection, is_complete_chunk in indexer
                 ],
                 out_buffer,
                 drop_axes=indexer.drop_axes,
@@ -1417,8 +1418,9 @@ async def _set_selection(
                     self.metadata.get_chunk_spec(chunk_coords, _config, prototype),
                     chunk_selection,
                     out_selection,
+                    is_complete_chunk,
                 )
-                for chunk_coords, chunk_selection, out_selection in indexer
+                for chunk_coords, chunk_selection, out_selection, is_complete_chunk in indexer
             ],
             value_buffer,
             drop_axes=indexer.drop_axes,
diff --git a/src/zarr/core/codec_pipeline.py b/src/zarr/core/codec_pipeline.py
index a35c5ca210..0c53cda96c 100644
--- a/src/zarr/core/codec_pipeline.py
+++ b/src/zarr/core/codec_pipeline.py
@@ -16,7 +16,7 @@
 )
 from zarr.core.common import ChunkCoords, concurrent_map
 from zarr.core.config import config
-from zarr.core.indexing import SelectorTuple, is_scalar, is_total_slice
+from zarr.core.indexing import SelectorTuple, is_scalar
 from zarr.core.metadata.v2 import _default_fill_value
 from zarr.registry import register_pipeline
 
@@ -243,7 +243,7 @@ async def encode_partial_batch(
 
     async def read_batch(
         self,
-        batch_info: Iterable[tuple[ByteGetter, ArraySpec, SelectorTuple, SelectorTuple]],
+        batch_info: Iterable[tuple[ByteGetter, ArraySpec, SelectorTuple, SelectorTuple, bool]],
         out: NDBuffer,
         drop_axes: tuple[int, ...] = (),
     ) -> None:
@@ -251,10 +251,10 @@ async def read_batch(
             chunk_array_batch = await self.decode_partial_batch(
                 [
                     (byte_getter, chunk_selection, chunk_spec)
-                    for byte_getter, chunk_spec, chunk_selection, _ in batch_info
+                    for byte_getter, chunk_spec, chunk_selection, *_ in batch_info
                 ]
             )
-            for chunk_array, (_, chunk_spec, _, out_selection) in zip(
+            for chunk_array, (_, chunk_spec, _, out_selection, _) in zip(
                 chunk_array_batch, batch_info, strict=False
             ):
                 if chunk_array is not None:
@@ -263,22 +263,19 @@ async def read_batch(
                     out[out_selection] = fill_value_or_default(chunk_spec)
         else:
             chunk_bytes_batch = await concurrent_map(
-                [
-                    (byte_getter, array_spec.prototype)
-                    for byte_getter, array_spec, _, _ in batch_info
-                ],
+                [(byte_getter, array_spec.prototype) for byte_getter, array_spec, *_ in batch_info],
                 lambda byte_getter, prototype: byte_getter.get(prototype),
                 config.get("async.concurrency"),
             )
             chunk_array_batch = await self.decode_batch(
                 [
                     (chunk_bytes, chunk_spec)
-                    for chunk_bytes, (_, chunk_spec, _, _) in zip(
+                    for chunk_bytes, (_, chunk_spec, *_) in zip(
                         chunk_bytes_batch, batch_info, strict=False
                     )
                 ],
             )
-            for chunk_array, (_, chunk_spec, chunk_selection, out_selection) in zip(
+            for chunk_array, (_, chunk_spec, chunk_selection, out_selection, _) in zip(
                 chunk_array_batch, batch_info, strict=False
             ):
                 if chunk_array is not None:
@@ -296,9 +293,10 @@ def _merge_chunk_array(
         out_selection: SelectorTuple,
         chunk_spec: ArraySpec,
         chunk_selection: SelectorTuple,
+        is_complete_chunk: bool,
         drop_axes: tuple[int, ...],
     ) -> NDBuffer:
-        if is_total_slice(chunk_selection, chunk_spec.shape) and value.shape == chunk_spec.shape:
+        if is_complete_chunk and value.shape == chunk_spec.shape:
             return value
         if existing_chunk_array is None:
             chunk_array = chunk_spec.prototype.nd_buffer.create(
@@ -327,7 +325,7 @@ def _merge_chunk_array(
 
     async def write_batch(
         self,
-        batch_info: Iterable[tuple[ByteSetter, ArraySpec, SelectorTuple, SelectorTuple]],
+        batch_info: Iterable[tuple[ByteSetter, ArraySpec, SelectorTuple, SelectorTuple, bool]],
         value: NDBuffer,
         drop_axes: tuple[int, ...] = (),
     ) -> None:
@@ -337,14 +335,14 @@ async def write_batch(
                 await self.encode_partial_batch(
                     [
                         (byte_setter, value, chunk_selection, chunk_spec)
-                        for byte_setter, chunk_spec, chunk_selection, out_selection in batch_info
+                        for byte_setter, chunk_spec, chunk_selection, out_selection, _ in batch_info
                     ],
                 )
             else:
                 await self.encode_partial_batch(
                     [
                         (byte_setter, value[out_selection], chunk_selection, chunk_spec)
-                        for byte_setter, chunk_spec, chunk_selection, out_selection in batch_info
+                        for byte_setter, chunk_spec, chunk_selection, out_selection, _ in batch_info
                     ],
                 )
 
@@ -361,10 +359,10 @@ async def _read_key(
             chunk_bytes_batch = await concurrent_map(
                 [
                     (
-                        None if is_total_slice(chunk_selection, chunk_spec.shape) else byte_setter,
+                        None if is_complete_chunk else byte_setter,
                         chunk_spec.prototype,
                     )
-                    for byte_setter, chunk_spec, chunk_selection, _ in batch_info
+                    for byte_setter, chunk_spec, chunk_selection, _, is_complete_chunk in batch_info
                 ],
                 _read_key,
                 config.get("async.concurrency"),
@@ -372,7 +370,7 @@ async def _read_key(
             chunk_array_decoded = await self.decode_batch(
                 [
                     (chunk_bytes, chunk_spec)
-                    for chunk_bytes, (_, chunk_spec, _, _) in zip(
+                    for chunk_bytes, (_, chunk_spec, *_) in zip(
                         chunk_bytes_batch, batch_info, strict=False
                     )
                 ],
@@ -380,14 +378,24 @@ async def _read_key(
 
             chunk_array_merged = [
                 self._merge_chunk_array(
-                    chunk_array, value, out_selection, chunk_spec, chunk_selection, drop_axes
-                )
-                for chunk_array, (_, chunk_spec, chunk_selection, out_selection) in zip(
-                    chunk_array_decoded, batch_info, strict=False
+                    chunk_array,
+                    value,
+                    out_selection,
+                    chunk_spec,
+                    chunk_selection,
+                    is_complete_chunk,
+                    drop_axes,
                 )
+                for chunk_array, (
+                    _,
+                    chunk_spec,
+                    chunk_selection,
+                    out_selection,
+                    is_complete_chunk,
+                ) in zip(chunk_array_decoded, batch_info, strict=False)
             ]
             chunk_array_batch: list[NDBuffer | None] = []
-            for chunk_array, (_, chunk_spec, _, _) in zip(
+            for chunk_array, (_, chunk_spec, *_) in zip(
                 chunk_array_merged, batch_info, strict=False
             ):
                 if chunk_array is None:
@@ -403,7 +411,7 @@ async def _read_key(
             chunk_bytes_batch = await self.encode_batch(
                 [
                     (chunk_array, chunk_spec)
-                    for chunk_array, (_, chunk_spec, _, _) in zip(
+                    for chunk_array, (_, chunk_spec, *_) in zip(
                         chunk_array_batch, batch_info, strict=False
                     )
                 ],
@@ -418,7 +426,7 @@ async def _write_key(byte_setter: ByteSetter, chunk_bytes: Buffer | None) -> Non
             await concurrent_map(
                 [
                     (byte_setter, chunk_bytes)
-                    for chunk_bytes, (byte_setter, _, _, _) in zip(
+                    for chunk_bytes, (byte_setter, *_) in zip(
                         chunk_bytes_batch, batch_info, strict=False
                     )
                 ],
@@ -446,7 +454,7 @@ async def encode(
 
     async def read(
         self,
-        batch_info: Iterable[tuple[ByteGetter, ArraySpec, SelectorTuple, SelectorTuple]],
+        batch_info: Iterable[tuple[ByteGetter, ArraySpec, SelectorTuple, SelectorTuple, bool]],
         out: NDBuffer,
         drop_axes: tuple[int, ...] = (),
     ) -> None:
@@ -461,7 +469,7 @@ async def read(
 
     async def write(
         self,
-        batch_info: Iterable[tuple[ByteSetter, ArraySpec, SelectorTuple, SelectorTuple]],
+        batch_info: Iterable[tuple[ByteSetter, ArraySpec, SelectorTuple, SelectorTuple, bool]],
         value: NDBuffer,
         drop_axes: tuple[int, ...] = (),
     ) -> None:
diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index 733b2464ac..c197f6f397 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -321,12 +321,12 @@ class ChunkDimProjection(NamedTuple):
         Selection of items from chunk array.
     dim_out_sel
         Selection of items in target (output) array.
-
     """
 
     dim_chunk_ix: int
     dim_chunk_sel: Selector
     dim_out_sel: Selector | None
+    is_complete_chunk: bool
 
 
 @dataclass(frozen=True)
@@ -346,7 +346,8 @@ def __iter__(self) -> Iterator[ChunkDimProjection]:
         dim_offset = dim_chunk_ix * self.dim_chunk_len
         dim_chunk_sel = self.dim_sel - dim_offset
         dim_out_sel = None
-        yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
+        is_complete_chunk = self.dim_chunk_len == 1
+        yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel, is_complete_chunk)
 
 
 @dataclass(frozen=True)
@@ -420,7 +421,10 @@ def __iter__(self) -> Iterator[ChunkDimProjection]:
 
             dim_out_sel = slice(dim_out_offset, dim_out_offset + dim_chunk_nitems)
 
-            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
+            is_complete_chunk = (
+                dim_chunk_sel_start == 0 and (self.stop >= dim_limit) and self.step in [1, None]
+            )
+            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel, is_complete_chunk)
 
 
 def check_selection_length(selection: SelectionNormalized, shape: ChunkCoords) -> None:
@@ -493,12 +497,14 @@ class ChunkProjection(NamedTuple):
         Selection of items from chunk array.
     out_selection
         Selection of items in target (output) array.
-
+    is_complete_chunk:
+        True if a complete chunk is indexed
     """
 
     chunk_coords: ChunkCoords
     chunk_selection: tuple[Selector, ...] | npt.NDArray[np.intp]
     out_selection: tuple[Selector, ...] | npt.NDArray[np.intp] | slice
+    is_complete_chunk: bool
 
 
 def is_slice(s: Any) -> TypeGuard[slice]:
@@ -574,8 +580,8 @@ def __iter__(self) -> Iterator[ChunkProjection]:
             out_selection = tuple(
                 p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
             )
-
-            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
+            is_complete_chunk = all(p.is_complete_chunk for p in dim_projections)
+            yield ChunkProjection(chunk_coords, chunk_selection, out_selection, is_complete_chunk)
 
 
 @dataclass(frozen=True)
@@ -643,8 +649,9 @@ def __iter__(self) -> Iterator[ChunkDimProjection]:
                 start = self.chunk_nitems_cumsum[dim_chunk_ix - 1]
             stop = self.chunk_nitems_cumsum[dim_chunk_ix]
             dim_out_sel = slice(start, stop)
+            is_complete_chunk = False  # TODO
 
-            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
+            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel, is_complete_chunk)
 
 
 class Order(Enum):
@@ -783,8 +790,8 @@ def __iter__(self) -> Iterator[ChunkDimProjection]:
             # find region in chunk
             dim_offset = dim_chunk_ix * self.dim_chunk_len
             dim_chunk_sel = self.dim_sel[start:stop] - dim_offset
-
-            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel)
+            is_complete_chunk = False  # TODO
+            yield ChunkDimProjection(dim_chunk_ix, dim_chunk_sel, dim_out_sel, is_complete_chunk)
 
 
 def slice_to_range(s: slice, length: int) -> range:
@@ -921,7 +928,8 @@ def __iter__(self) -> Iterator[ChunkProjection]:
                 if not is_basic_selection(out_selection):
                     out_selection = ix_(out_selection, self.shape)
 
-            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
+            is_complete_chunk = all(p.is_complete_chunk for p in dim_projections)
+            yield ChunkProjection(chunk_coords, chunk_selection, out_selection, is_complete_chunk)
 
 
 @dataclass(frozen=True)
@@ -1030,8 +1038,8 @@ def __iter__(self) -> Iterator[ChunkProjection]:
             out_selection = tuple(
                 p.dim_out_sel for p in dim_projections if p.dim_out_sel is not None
             )
-
-            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
+            is_complete_chunk = all(p.is_complete_chunk for p in dim_projections)
+            yield ChunkProjection(chunk_coords, chunk_selection, out_selection, is_complete_chunk)
 
 
 @dataclass(frozen=True)
@@ -1198,7 +1206,8 @@ def __iter__(self) -> Iterator[ChunkProjection]:
                 for (dim_sel, dim_chunk_offset) in zip(self.selection, chunk_offsets, strict=True)
             )
 
-            yield ChunkProjection(chunk_coords, chunk_selection, out_selection)
+            is_complete_chunk = False  # TODO
+            yield ChunkProjection(chunk_coords, chunk_selection, out_selection, is_complete_chunk)
 
 
 @dataclass(frozen=True)
@@ -1361,32 +1370,6 @@ def c_order_iter(chunks_per_shard: ChunkCoords) -> Iterator[ChunkCoords]:
     return itertools.product(*(range(x) for x in chunks_per_shard))
 
 
-def is_total_slice(item: Selection, shape: ChunkCoords) -> bool:
-    """Determine whether `item` specifies a complete slice of array with the
-    given `shape`. Used to optimize __setitem__ operations on the Chunk
-    class."""
-
-    # N.B., assume shape is normalized
-    if item == slice(None):
-        return True
-    if isinstance(item, slice):
-        item = (item,)
-    if isinstance(item, tuple):
-        return all(
-            (isinstance(dim_sel, int) and dim_len == 1)
-            or (
-                isinstance(dim_sel, slice)
-                and (
-                    (dim_sel == slice(None))
-                    or ((dim_sel.stop - dim_sel.start == dim_len) and (dim_sel.step in [1, None]))
-                )
-            )
-            for dim_sel, dim_len in zip(item, shape, strict=False)
-        )
-    else:
-        raise TypeError(f"expected slice or tuple of slices, found {item!r}")
-
-
 def get_indexer(
     selection: SelectionWithFields, shape: ChunkCoords, chunk_grid: ChunkGrid
 ) -> Indexer:
diff --git a/src/zarr/storage/_logging.py b/src/zarr/storage/_logging.py
index e9d6211588..5f1a97acd9 100644
--- a/src/zarr/storage/_logging.py
+++ b/src/zarr/storage/_logging.py
@@ -88,7 +88,7 @@ def log(self, hint: Any = "") -> Generator[None, None, None]:
         op = f"{type(self._store).__name__}.{method}"
         if hint:
             op = f"{op}({hint})"
-        self.logger.info("Calling %s", op)
+        self.logger.info(" Calling %s", op)
         start_time = time.time()
         try:
             self.counter[method] += 1
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 5722f3c99e..0883d79bf0 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -209,6 +209,43 @@ def basic_indices(draw: st.DrawFn, *, shape: tuple[int], **kwargs: Any) -> Any:
     )
 
 
+@st.composite  # type: ignore[misc]
+def orthogonal_indices(
+    draw: st.DrawFn, *, shape: tuple[int]
+) -> tuple[tuple[np.ndarray[Any, Any], ...], tuple[np.ndarray[Any, Any], ...]]:
+    """
+    Strategy that returns
+    (1) a tuple of integer arrays used for orthogonal indexing of Zarr arrays.
+    (2) an tuple of integer arrays that can be used for equivalent indexing of numpy arrays
+    """
+    zindexer = []
+    npindexer = []
+    ndim = len(shape)
+    for axis, size in enumerate(shape):
+        val = draw(
+            npst.integer_array_indices(
+                shape=(size,), result_shape=npst.array_shapes(min_side=1, max_side=size, max_dims=1)
+            )
+            | basic_indices(min_dims=1, shape=(size,), allow_ellipsis=False)
+            .map(lambda x: (x,) if not isinstance(x, tuple) else x)  # bare ints, slices
+            .filter(lambda x: bool(x))  # skip empty tuple
+        )
+        (idxr,) = val
+        if isinstance(idxr, int):
+            idxr = np.array([idxr])
+        zindexer.append(idxr)
+        if isinstance(idxr, slice):
+            idxr = np.arange(*idxr.indices(size))
+        elif isinstance(idxr, (tuple, int)):
+            idxr = np.array(idxr)
+        newshape = [1] * ndim
+        newshape[axis] = idxr.size
+        npindexer.append(idxr.reshape(newshape))
+
+    # casting the output of broadcast_arrays is needed for numpy 1.25
+    return tuple(zindexer), tuple(np.broadcast_arrays(*npindexer))
+
+
 def key_ranges(
     keys: SearchStrategy = node_names, max_size: int = sys.maxsize
 ) -> SearchStrategy[list[int]]:
diff --git a/tests/test_array.py b/tests/test_array.py
index 1b84d1d061..6aaf1072ba 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -1338,9 +1338,18 @@ async def test_orthogonal_set_total_slice() -> None:
     """Ensure that a whole chunk overwrite does not read chunks"""
     store = MemoryStore()
     array = zarr.create_array(store, shape=(20, 20), chunks=(1, 2), dtype=int, fill_value=-1)
-    with mock.patch("zarr.storage.MemoryStore.get", side_effect=ValueError):
+    with mock.patch("zarr.storage.MemoryStore.get", side_effect=RuntimeError):
         array[0, slice(4, 10)] = np.arange(6)
 
+    array = zarr.create_array(
+        store, shape=(20, 21), chunks=(1, 2), dtype=int, fill_value=-1, overwrite=True
+    )
+    with mock.patch("zarr.storage.MemoryStore.get", side_effect=RuntimeError):
+        array[0, :] = np.arange(21)
+
+    with mock.patch("zarr.storage.MemoryStore.get", side_effect=RuntimeError):
+        array[:] = 1
+
 
 @pytest.mark.skipif(
     Version(numcodecs.__version__) < Version("0.15.1"),
diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index 932c32f1ae..30d0d75f22 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -19,7 +19,6 @@
     OrthogonalSelection,
     Selection,
     _iter_grid,
-    is_total_slice,
     make_slice_selection,
     normalize_integer_selection,
     oindex,
@@ -1954,8 +1953,3 @@ def test_vectorized_indexing_incompatible_shape(store) -> None:
     )
     with pytest.raises(ValueError, match="Attempting to set"):
         arr[np.array([1, 2]), np.array([1, 2])] = np.array([[-1, -2], [-3, -4]])
-
-
-def test_is_total_slice():
-    assert is_total_slice((0, slice(4, 6)), (1, 2))
-    assert is_total_slice((slice(0, 1, None), slice(4, 6)), (1, 2))
diff --git a/tests/test_properties.py b/tests/test_properties.py
index 2e60c951dd..cfa6a706d8 100644
--- a/tests/test_properties.py
+++ b/tests/test_properties.py
@@ -8,7 +8,13 @@
 import hypothesis.strategies as st
 from hypothesis import given
 
-from zarr.testing.strategies import arrays, basic_indices, numpy_arrays, zarr_formats
+from zarr.testing.strategies import (
+    arrays,
+    basic_indices,
+    numpy_arrays,
+    orthogonal_indices,
+    zarr_formats,
+)
 
 
 @given(data=st.data(), zarr_format=zarr_formats)
@@ -32,6 +38,17 @@ def test_basic_indexing(data: st.DataObject) -> None:
     assert_array_equal(nparray, zarray[:])
 
 
+@given(data=st.data())
+def test_oindex(data: st.DataObject) -> None:
+    # integer_array_indices can't handle 0-size dimensions.
+    zarray = data.draw(arrays(shapes=npst.array_shapes(max_dims=4, min_side=1)))
+    nparray = zarray[:]
+
+    zindexer, npindexer = data.draw(orthogonal_indices(shape=nparray.shape))
+    actual = zarray.oindex[zindexer]
+    assert_array_equal(nparray[npindexer], actual)
+
+
 @given(data=st.data())
 def test_vindex(data: st.DataObject) -> None:
     # integer_array_indices can't handle 0-size dimensions.

From 870265a0474eeadef32ed015f33da28e104c95eb Mon Sep 17 00:00:00 2001
From: Lachlan Deakin <ljdgit@gmail.com>
Date: Thu, 13 Feb 2025 22:06:05 +1100
Subject: [PATCH 0979/1078] fix: sharding codec with fancy indexing (#2817)

* fix: sharding codec with fancy indexing

* changelog

* add a better test

* proper fix

* fix: ArrayOfIntOrBool typing

* Revert "fix: ArrayOfIntOrBool typing"

This reverts commit 1a30563a2b6d67c74357e14b091c144ab6befe46.

* ignore typing error in test

---------

Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>
---
 changes/2817.bugfix.rst     |  1 +
 src/zarr/codecs/sharding.py |  6 +++++-
 tests/test_array.py         | 15 +++++++++++++++
 3 files changed, 21 insertions(+), 1 deletion(-)
 create mode 100644 changes/2817.bugfix.rst

diff --git a/changes/2817.bugfix.rst b/changes/2817.bugfix.rst
new file mode 100644
index 0000000000..b1c0fa9220
--- /dev/null
+++ b/changes/2817.bugfix.rst
@@ -0,0 +1 @@
+Fix fancy indexing (e.g. arr[5, [0, 1]]) with the sharding codec
\ No newline at end of file
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index 459805d808..42b1313fac 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -531,7 +531,11 @@ async def _decode_partial_single(
             ],
             out,
         )
-        return out
+
+        if hasattr(indexer, "sel_shape"):
+            return out.reshape(indexer.sel_shape)
+        else:
+            return out
 
     async def _encode_single(
         self,
diff --git a/tests/test_array.py b/tests/test_array.py
index 6aaf1072ba..4838129561 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -1429,3 +1429,18 @@ def test_multiprocessing(store: Store, method: Literal["fork", "spawn", "forkser
 
     results = pool.starmap(_index_array, [(arr, slice(len(data)))])
     assert all(np.array_equal(r, data) for r in results)
+
+
+async def test_sharding_coordinate_selection() -> None:
+    store = MemoryStore()
+    g = zarr.open_group(store, mode="w")
+    arr = g.create_array(
+        name="a",
+        shape=(2, 3, 4),
+        chunks=(1, 2, 2),
+        overwrite=True,
+        dtype=np.float32,
+        shards=(2, 4, 4),
+    )
+    arr[:] = np.arange(2 * 3 * 4).reshape((2, 3, 4))
+    assert (arr[1, [0, 1]] == np.array([[12, 13, 14, 15], [16, 17, 18, 19]])).all()  # type: ignore[index]

From 99621ecf0b81400e323828111363fe21cf0c7592 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Thu, 13 Feb 2025 09:34:33 -0700
Subject: [PATCH 0980/1078] Add Array metadata strategy (#2813)

* Add array_metadata strategy

* Fix merge
---
 changes/2813.feature.rst       |  1 +
 src/zarr/testing/strategies.py | 62 ++++++++++++++++++++++++++++++++--
 tests/test_properties.py       | 17 ++++++++++
 3 files changed, 77 insertions(+), 3 deletions(-)
 create mode 100644 changes/2813.feature.rst

diff --git a/changes/2813.feature.rst b/changes/2813.feature.rst
new file mode 100644
index 0000000000..8a28f75082
--- /dev/null
+++ b/changes/2813.feature.rst
@@ -0,0 +1 @@
+Add `zarr.testing.strategies.array_metadata` to generate ArrayV2Metadata and ArrayV3Metadata instances.
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 0883d79bf0..84edb04c83 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -1,5 +1,5 @@
 import sys
-from typing import Any
+from typing import Any, Literal
 
 import hypothesis.extra.numpy as npst
 import hypothesis.strategies as st
@@ -8,9 +8,13 @@
 from hypothesis.strategies import SearchStrategy
 
 import zarr
-from zarr.abc.store import RangeByteRequest
+from zarr.abc.store import RangeByteRequest, Store
+from zarr.codecs.bytes import BytesCodec
 from zarr.core.array import Array
+from zarr.core.chunk_grids import RegularChunkGrid
+from zarr.core.chunk_key_encodings import DefaultChunkKeyEncoding
 from zarr.core.common import ZarrFormat
+from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
 from zarr.core.sync import sync
 from zarr.storage import MemoryStore, StoreLike
 from zarr.storage._common import _dereference_path
@@ -67,6 +71,11 @@ def safe_unicode_for_dtype(dtype: np.dtype[np.str_]) -> st.SearchStrategy[str]:
     )
 
 
+def clear_store(x: Store) -> Store:
+    sync(x.clear())
+    return x
+
+
 # From https://zarr-specs.readthedocs.io/en/latest/v3/core/v3.0.html#node-names
 # 1. must not be the empty string ("")
 # 2. must not include the character "/"
@@ -85,12 +94,59 @@ def safe_unicode_for_dtype(dtype: np.dtype[np.str_]) -> st.SearchStrategy[str]:
 # st.builds will only call a new store constructor for different keyword arguments
 # i.e. stores.examples() will always return the same object per Store class.
 # So we map a clear to reset the store.
-stores = st.builds(MemoryStore, st.just({})).map(lambda x: sync(x.clear()))
+stores = st.builds(MemoryStore, st.just({})).map(clear_store)
 compressors = st.sampled_from([None, "default"])
 zarr_formats: st.SearchStrategy[ZarrFormat] = st.sampled_from([2, 3])
 array_shapes = npst.array_shapes(max_dims=4, min_side=0)
 
 
+@st.composite  # type: ignore[misc]
+def dimension_names(draw: st.DrawFn, *, ndim: int | None = None) -> list[None | str] | None:
+    simple_text = st.text(zarr_key_chars, min_size=0)
+    return draw(st.none() | st.lists(st.none() | simple_text, min_size=ndim, max_size=ndim))  # type: ignore[no-any-return]
+
+
+@st.composite  # type: ignore[misc]
+def array_metadata(
+    draw: st.DrawFn,
+    *,
+    array_shapes: st.SearchStrategy[tuple[int, ...]] = npst.array_shapes,
+    zarr_formats: st.SearchStrategy[Literal[2, 3]] = zarr_formats,
+    attributes: st.SearchStrategy[dict[str, Any]] = attrs,
+) -> ArrayV2Metadata | ArrayV3Metadata:
+    zarr_format = draw(zarr_formats)
+    # separator = draw(st.sampled_from(['/', '\\']))
+    shape = draw(array_shapes())
+    ndim = len(shape)
+    chunk_shape = draw(array_shapes(min_dims=ndim, max_dims=ndim))
+    dtype = draw(v3_dtypes())
+    fill_value = draw(npst.from_dtype(dtype))
+    if zarr_format == 2:
+        return ArrayV2Metadata(
+            shape=shape,
+            chunks=chunk_shape,
+            dtype=dtype,
+            fill_value=fill_value,
+            order=draw(st.sampled_from(["C", "F"])),
+            attributes=draw(attributes),
+            dimension_separator=draw(st.sampled_from([".", "/"])),
+            filters=None,
+            compressor=None,
+        )
+    else:
+        return ArrayV3Metadata(
+            shape=shape,
+            data_type=dtype,
+            chunk_grid=RegularChunkGrid(chunk_shape=chunk_shape),
+            fill_value=fill_value,
+            attributes=draw(attributes),
+            dimension_names=draw(dimension_names(ndim=ndim)),
+            chunk_key_encoding=DefaultChunkKeyEncoding(separator="/"),  # FIXME
+            codecs=[BytesCodec()],
+            storage_transformers=(),
+        )
+
+
 @st.composite  # type: ignore[misc]
 def numpy_arrays(
     draw: st.DrawFn,
diff --git a/tests/test_properties.py b/tests/test_properties.py
index cfa6a706d8..bf98f9d162 100644
--- a/tests/test_properties.py
+++ b/tests/test_properties.py
@@ -2,17 +2,23 @@
 import pytest
 from numpy.testing import assert_array_equal
 
+from zarr.core.buffer import default_buffer_prototype
+
 pytest.importorskip("hypothesis")
 
 import hypothesis.extra.numpy as npst
 import hypothesis.strategies as st
 from hypothesis import given
 
+from zarr.abc.store import Store
+from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
 from zarr.testing.strategies import (
+    array_metadata,
     arrays,
     basic_indices,
     numpy_arrays,
     orthogonal_indices,
+    stores,
     zarr_formats,
 )
 
@@ -64,6 +70,17 @@ def test_vindex(data: st.DataObject) -> None:
     assert_array_equal(nparray[indexer], actual)
 
 
+@given(store=stores, meta=array_metadata())  # type: ignore[misc]
+async def test_roundtrip_array_metadata(
+    store: Store, meta: ArrayV2Metadata | ArrayV3Metadata
+) -> None:
+    asdict = meta.to_buffer_dict(prototype=default_buffer_prototype())
+    for key, expected in asdict.items():
+        await store.set(f"0/{key}", expected)
+        actual = await store.get(f"0/{key}", prototype=default_buffer_prototype())
+        assert actual == expected
+
+
 # @st.composite
 # def advanced_indices(draw, *, shape):
 #     basic_idxr = draw(

From 47003d7052ba0592b7b23924888380b2850b4741 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 14 Feb 2025 12:14:52 +0100
Subject: [PATCH 0981/1078] Redundant list comprehension can be replaced using
 generator (#2829)

---
 src/zarr/core/metadata/v2.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index 25697c4545..3d292c81b4 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -353,7 +353,7 @@ def _default_fill_value(dtype: np.dtype[Any]) -> Any:
         return dtype.type("nat")
     elif dtype.kind == "V":
         if dtype.fields is not None:
-            default = tuple([_default_fill_value(field[0]) for field in dtype.fields.values()])
+            default = tuple(_default_fill_value(field[0]) for field in dtype.fields.values())
             return np.array([default], dtype=dtype)
         else:
             return np.zeros(1, dtype=dtype)

From 24ef221fca1f34c7fe6b1655c66b3968bc926ee9 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Fri, 14 Feb 2025 09:47:54 -0600
Subject: [PATCH 0982/1078] Update and document GPU buffer handling (#2751)

* Update GPU handling

This updates how we handle GPU buffers. See the new docs page for a
simple example.

The basic idea, as discussed in ..., is to use host buffers for all
metadata objects and device buffers for data.

Zarr has two types of buffers: plain buffers (used for a stream of
bytes) and ndbuffers (used for bytes that represent ndarrays). To make
it easier for users, I've added a new config option
`zarr.config.enable_gpu()` that can be used to update those both. If
we need additional customizations in the future, we can add them here.

* fixed doc

* Fixup

* changelog

* doctest, skip

* removed not gpu

* assert that the type matches

* Added changelog notes

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 changes/2751.bugfix.rst          |  1 +
 changes/2751.doc.rst             |  1 +
 changes/2751.feature.rst         |  1 +
 docs/developers/contributing.rst | 21 ++++++++++++++++++
 docs/user-guide/config.rst       |  1 +
 docs/user-guide/gpu.rst          | 37 +++++++++++++++++++++++++++++++
 docs/user-guide/index.rst        |  1 +
 src/zarr/core/array.py           | 16 ++++++++------
 src/zarr/core/buffer/gpu.py      |  7 ++++++
 src/zarr/core/config.py          | 13 ++++++++++-
 src/zarr/testing/utils.py        |  2 +-
 tests/test_api.py                | 38 ++++++++++++++++++++++++++++++++
 12 files changed, 130 insertions(+), 9 deletions(-)
 create mode 100644 changes/2751.bugfix.rst
 create mode 100644 changes/2751.doc.rst
 create mode 100644 changes/2751.feature.rst
 create mode 100644 docs/user-guide/gpu.rst

diff --git a/changes/2751.bugfix.rst b/changes/2751.bugfix.rst
new file mode 100644
index 0000000000..6f737999cf
--- /dev/null
+++ b/changes/2751.bugfix.rst
@@ -0,0 +1 @@
+Fixed bug with Zarr using device memory, instead of host memory, for storing metadata when using GPUs.
\ No newline at end of file
diff --git a/changes/2751.doc.rst b/changes/2751.doc.rst
new file mode 100644
index 0000000000..19fbcbeea6
--- /dev/null
+++ b/changes/2751.doc.rst
@@ -0,0 +1 @@
+Added new user guide on :ref:`user-guide-gpu`.
\ No newline at end of file
diff --git a/changes/2751.feature.rst b/changes/2751.feature.rst
new file mode 100644
index 0000000000..61d97479c6
--- /dev/null
+++ b/changes/2751.feature.rst
@@ -0,0 +1 @@
+Added :meth:`zarr.config.enable_gpu` to update Zarr's configuration to use GPUs.
\ No newline at end of file
diff --git a/docs/developers/contributing.rst b/docs/developers/contributing.rst
index 220e24eced..de10fab2c6 100644
--- a/docs/developers/contributing.rst
+++ b/docs/developers/contributing.rst
@@ -230,6 +230,27 @@ during development at `http://0.0.0.0:8000/ <http://0.0.0.0:8000/>`_. This can b
 
     $ hatch --env docs run serve
 
+.. _changelog:
+
+Changelog
+~~~~~~~~~
+
+zarr-python uses `towncrier`_ to manage release notes. Most pull requests should
+include at least one news fragment describing the changes. To add a release
+note, you'll need the GitHub issue or pull request number and the type of your
+change (``feature``, ``bugfix``, ``doc``, ``removal``, ``misc``). With that, run
+```towncrier create``` with your development environment, which will prompt you
+for the issue number, change type, and the news text::
+
+   towncrier create
+
+Alternatively, you can manually create the files in the ``changes`` directory
+using the naming convention ``{issue-number}.{change-type}.rst``.
+
+See the `towncrier`_ docs for more.
+
+.. _towncrier: https://towncrier.readthedocs.io/en/stable/tutorial.html
+
 Development best practices, policies and procedures
 ---------------------------------------------------
 
diff --git a/docs/user-guide/config.rst b/docs/user-guide/config.rst
index 3662f75dff..91ffe50b91 100644
--- a/docs/user-guide/config.rst
+++ b/docs/user-guide/config.rst
@@ -32,6 +32,7 @@ Configuration options include the following:
 - Whether empty chunks are written to storage ``array.write_empty_chunks``
 - Async and threading options, e.g. ``async.concurrency`` and ``threading.max_workers``
 - Selections of implementations of codecs, codec pipelines and buffers
+- Enabling GPU support with ``zarr.config.enable_gpu()``. See :ref:`user-guide-gpu` for more.
 
 For selecting custom implementations of codecs, pipelines, buffers and ndbuffers,
 first register the implementations in the registry and then select them in the config.
diff --git a/docs/user-guide/gpu.rst b/docs/user-guide/gpu.rst
new file mode 100644
index 0000000000..4d3492f8bd
--- /dev/null
+++ b/docs/user-guide/gpu.rst
@@ -0,0 +1,37 @@
+.. _user-guide-gpu:
+
+Using GPUs with Zarr
+====================
+
+Zarr can use GPUs to accelerate your workload by running
+:meth:`zarr.config.enable_gpu`.
+
+.. note::
+
+   `zarr-python` currently supports reading the ndarray data into device (GPU)
+   memory as the final stage of the codec pipeline. Data will still be read into
+   or copied to host (CPU) memory for encoding and decoding.
+
+   In the future, codecs will be available compressing and decompressing data on
+   the GPU, avoiding the need to move data between the host and device for
+   compression and decompression.
+
+Reading data into device memory
+-------------------------------
+
+:meth:`zarr.config.enable_gpu` configures Zarr to use GPU memory for the data
+buffers used internally by Zarr.
+
+.. code-block:: python
+
+   >>> import zarr
+   >>> import cupy as cp  # doctest: +SKIP
+   >>> zarr.config.enable_gpu()  # doctest: +SKIP
+   >>> store = zarr.storage.MemoryStore()  # doctest: +SKIP
+   >>> z = zarr.create_array(  # doctest: +SKIP
+   ...     store=store, shape=(100, 100), chunks=(10, 10), dtype="float32",
+   ... )
+   >>> type(z[:10, :10])  # doctest: +SKIP
+   cupy.ndarray
+
+Note that the output type is a ``cupy.ndarray`` rather than a NumPy array.
diff --git a/docs/user-guide/index.rst b/docs/user-guide/index.rst
index a7bbd12453..c50713332b 100644
--- a/docs/user-guide/index.rst
+++ b/docs/user-guide/index.rst
@@ -23,6 +23,7 @@ Advanced Topics
     performance
     consolidated_metadata
     extending
+    gpu
 
 
 .. Coming soon
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 9e2fdf3733..4de24bab41 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -38,6 +38,7 @@
     NDBuffer,
     default_buffer_prototype,
 )
+from zarr.core.buffer.cpu import buffer_prototype as cpu_buffer_prototype
 from zarr.core.chunk_grids import RegularChunkGrid, _auto_partition, normalize_chunks
 from zarr.core.chunk_key_encodings import (
     ChunkKeyEncoding,
@@ -163,19 +164,20 @@ async def get_array_metadata(
 ) -> dict[str, JSON]:
     if zarr_format == 2:
         zarray_bytes, zattrs_bytes = await gather(
-            (store_path / ZARRAY_JSON).get(), (store_path / ZATTRS_JSON).get()
+            (store_path / ZARRAY_JSON).get(prototype=cpu_buffer_prototype),
+            (store_path / ZATTRS_JSON).get(prototype=cpu_buffer_prototype),
         )
         if zarray_bytes is None:
             raise FileNotFoundError(store_path)
     elif zarr_format == 3:
-        zarr_json_bytes = await (store_path / ZARR_JSON).get()
+        zarr_json_bytes = await (store_path / ZARR_JSON).get(prototype=cpu_buffer_prototype)
         if zarr_json_bytes is None:
             raise FileNotFoundError(store_path)
     elif zarr_format is None:
         zarr_json_bytes, zarray_bytes, zattrs_bytes = await gather(
-            (store_path / ZARR_JSON).get(),
-            (store_path / ZARRAY_JSON).get(),
-            (store_path / ZATTRS_JSON).get(),
+            (store_path / ZARR_JSON).get(prototype=cpu_buffer_prototype),
+            (store_path / ZARRAY_JSON).get(prototype=cpu_buffer_prototype),
+            (store_path / ZATTRS_JSON).get(prototype=cpu_buffer_prototype),
         )
         if zarr_json_bytes is not None and zarray_bytes is not None:
             # warn and favor v3
@@ -1348,7 +1350,7 @@ async def _save_metadata(self, metadata: ArrayMetadata, ensure_parents: bool = F
         """
         Asynchronously save the array metadata.
         """
-        to_save = metadata.to_buffer_dict(default_buffer_prototype())
+        to_save = metadata.to_buffer_dict(cpu_buffer_prototype)
         awaitables = [set_or_delete(self.store_path / key, value) for key, value in to_save.items()]
 
         if ensure_parents:
@@ -1360,7 +1362,7 @@ async def _save_metadata(self, metadata: ArrayMetadata, ensure_parents: bool = F
                     [
                         (parent.store_path / key).set_if_not_exists(value)
                         for key, value in parent.metadata.to_buffer_dict(
-                            default_buffer_prototype()
+                            cpu_buffer_prototype
                         ).items()
                     ]
                 )
diff --git a/src/zarr/core/buffer/gpu.py b/src/zarr/core/buffer/gpu.py
index 6941c8897e..aac6792cff 100644
--- a/src/zarr/core/buffer/gpu.py
+++ b/src/zarr/core/buffer/gpu.py
@@ -13,6 +13,10 @@
 
 from zarr.core.buffer import core
 from zarr.core.buffer.core import ArrayLike, BufferPrototype, NDArrayLike
+from zarr.registry import (
+    register_buffer,
+    register_ndbuffer,
+)
 
 if TYPE_CHECKING:
     from collections.abc import Iterable
@@ -215,3 +219,6 @@ def __setitem__(self, key: Any, value: Any) -> None:
 
 
 buffer_prototype = BufferPrototype(buffer=Buffer, nd_buffer=NDBuffer)
+
+register_buffer(Buffer)
+register_ndbuffer(NDBuffer)
diff --git a/src/zarr/core/config.py b/src/zarr/core/config.py
index 051e8c68e1..c565cb0708 100644
--- a/src/zarr/core/config.py
+++ b/src/zarr/core/config.py
@@ -29,10 +29,13 @@
 
 from __future__ import annotations
 
-from typing import Any, Literal, cast
+from typing import TYPE_CHECKING, Any, Literal, cast
 
 from donfig import Config as DConfig
 
+if TYPE_CHECKING:
+    from donfig.config_obj import ConfigSet
+
 
 class BadConfigError(ValueError):
     _msg = "bad Config: %r"
@@ -56,6 +59,14 @@ def reset(self) -> None:
         self.clear()
         self.refresh()
 
+    def enable_gpu(self) -> ConfigSet:
+        """
+        Configure Zarr to use GPUs where possible.
+        """
+        return self.set(
+            {"buffer": "zarr.core.buffer.gpu.Buffer", "ndbuffer": "zarr.core.buffer.gpu.NDBuffer"}
+        )
+
 
 # The default configuration for zarr
 config = Config(
diff --git a/src/zarr/testing/utils.py b/src/zarr/testing/utils.py
index c7b6e7939c..0a93b93fdb 100644
--- a/src/zarr/testing/utils.py
+++ b/src/zarr/testing/utils.py
@@ -38,7 +38,7 @@ def has_cupy() -> bool:
         return False
 
 
-T_Callable = TypeVar("T_Callable", bound=Callable[[], Coroutine[Any, Any, None]])
+T_Callable = TypeVar("T_Callable", bound=Callable[..., Coroutine[Any, Any, None] | None])
 
 
 # Decorator for GPU tests
diff --git a/tests/test_api.py b/tests/test_api.py
index aacd558f2a..e9db33f6c5 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -27,6 +27,7 @@
 from zarr.errors import MetadataValidationError
 from zarr.storage import MemoryStore
 from zarr.storage._utils import normalize_path
+from zarr.testing.utils import gpu_test
 
 
 def test_create(memory_store: Store) -> None:
@@ -1121,3 +1122,40 @@ def test_open_array_with_mode_r_plus(store: Store) -> None:
     assert isinstance(z2, Array)
     assert (z2[:] == 1).all()
     z2[:] = 3
+
+
+@gpu_test
+@pytest.mark.parametrize(
+    "store",
+    ["local", "memory", "zip"],
+    indirect=True,
+)
+@pytest.mark.parametrize("zarr_format", [None, 2, 3])
+def test_gpu_basic(store: Store, zarr_format: ZarrFormat | None) -> None:
+    import cupy as cp
+
+    if zarr_format == 2:
+        # Without this, the zstd codec attempts to convert the cupy
+        # array to bytes.
+        compressors = None
+    else:
+        compressors = "auto"
+
+    with zarr.config.enable_gpu():
+        src = cp.random.uniform(size=(100, 100))  # allocate on the device
+        z = zarr.create_array(
+            store,
+            name="a",
+            shape=src.shape,
+            chunks=(10, 10),
+            dtype=src.dtype,
+            overwrite=True,
+            zarr_format=zarr_format,
+            compressors=compressors,
+        )
+        z[:10, :10] = src[:10, :10]
+
+        result = z[:10, :10]
+        # assert_array_equal doesn't check the type
+        assert isinstance(result, type(src))
+        cp.testing.assert_array_equal(result, src[:10, :10])

From 3c25dacdd41e9a67f32c2cfac364292bb34d9370 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Fri, 14 Feb 2025 09:53:00 -0700
Subject: [PATCH 0983/1078] Add shards to array strategy (#2822)

* Add shards to array strategy

* Prioritize v3 over v2 in property tests

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 changes/2822.feature.rst       |  1 +
 src/zarr/testing/strategies.py | 55 +++++++++++++++++++++++-----------
 2 files changed, 39 insertions(+), 17 deletions(-)
 create mode 100644 changes/2822.feature.rst

diff --git a/changes/2822.feature.rst b/changes/2822.feature.rst
new file mode 100644
index 0000000000..37b3bf1faf
--- /dev/null
+++ b/changes/2822.feature.rst
@@ -0,0 +1 @@
+Add arbitrary `shards` to Hypothesis strategy for generating arrays.
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 84edb04c83..8847b49020 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -96,7 +96,7 @@ def clear_store(x: Store) -> Store:
 # So we map a clear to reset the store.
 stores = st.builds(MemoryStore, st.just({})).map(clear_store)
 compressors = st.sampled_from([None, "default"])
-zarr_formats: st.SearchStrategy[ZarrFormat] = st.sampled_from([2, 3])
+zarr_formats: st.SearchStrategy[ZarrFormat] = st.sampled_from([3, 2])
 array_shapes = npst.array_shapes(max_dims=4, min_side=0)
 
 
@@ -166,6 +166,32 @@ def numpy_arrays(
     return draw(npst.arrays(dtype=dtype, shape=shapes))
 
 
+@st.composite  # type: ignore[misc]
+def chunk_shapes(draw: st.DrawFn, *, shape: tuple[int, ...]) -> tuple[int, ...]:
+    # We want this strategy to shrink towards arrays with smaller number of chunks
+    # 1. st.integers() shrinks towards smaller values. So we use that to generate number of chunks
+    numchunks = draw(
+        st.tuples(*[st.integers(min_value=0 if size == 0 else 1, max_value=size) for size in shape])
+    )
+    # 2. and now generate the chunks tuple
+    return tuple(
+        size // nchunks if nchunks > 0 else 0
+        for size, nchunks in zip(shape, numchunks, strict=True)
+    )
+
+
+@st.composite  # type: ignore[misc]
+def shard_shapes(
+    draw: st.DrawFn, *, shape: tuple[int, ...], chunk_shape: tuple[int, ...]
+) -> tuple[int, ...]:
+    # We want this strategy to shrink towards arrays with smaller number of shards
+    # shards must be an integral number of chunks
+    assert all(c != 0 for c in chunk_shape)
+    numchunks = tuple(s // c for s, c in zip(shape, chunk_shape, strict=True))
+    multiples = tuple(draw(st.integers(min_value=1, max_value=nc)) for nc in numchunks)
+    return tuple(m * c for m, c in zip(multiples, chunk_shape, strict=True))
+
+
 @st.composite  # type: ignore[misc]
 def np_array_and_chunks(
     draw: st.DrawFn, *, arrays: st.SearchStrategy[np.ndarray] = numpy_arrays
@@ -175,19 +201,7 @@ def np_array_and_chunks(
     Returns: a tuple of the array and a suitable random chunking for it.
     """
     array = draw(arrays)
-    # We want this strategy to shrink towards arrays with smaller number of chunks
-    # 1. st.integers() shrinks towards smaller values. So we use that to generate number of chunks
-    numchunks = draw(
-        st.tuples(
-            *[st.integers(min_value=0 if size == 0 else 1, max_value=size) for size in array.shape]
-        )
-    )
-    # 2. and now generate the chunks tuple
-    chunks = tuple(
-        size // nchunks if nchunks > 0 else 0
-        for size, nchunks in zip(array.shape, numchunks, strict=True)
-    )
-    return (array, chunks)
+    return (array, draw(chunk_shapes(shape=array.shape)))
 
 
 @st.composite  # type: ignore[misc]
@@ -210,7 +224,12 @@ def arrays(
     zarr_format = draw(zarr_formats)
     if arrays is None:
         arrays = numpy_arrays(shapes=shapes, zarr_formats=st.just(zarr_format))
-    nparray, chunks = draw(np_array_and_chunks(arrays=arrays))
+    nparray = draw(arrays)
+    chunk_shape = draw(chunk_shapes(shape=nparray.shape))
+    if zarr_format == 3 and all(c > 0 for c in chunk_shape):
+        shard_shape = draw(st.none() | shard_shapes(shape=nparray.shape, chunk_shape=chunk_shape))
+    else:
+        shard_shape = None
     # test that None works too.
     fill_value = draw(st.one_of([st.none(), npst.from_dtype(nparray.dtype)]))
     # compressor = draw(compressors)
@@ -223,7 +242,8 @@ def arrays(
     a = root.create_array(
         array_path,
         shape=nparray.shape,
-        chunks=chunks,
+        chunks=chunk_shape,
+        shards=shard_shape,
         dtype=nparray.dtype,
         attributes=attributes,
         # compressor=compressor,  # FIXME
@@ -236,7 +256,8 @@ def arrays(
     assert a.name is not None
     assert isinstance(root[array_path], Array)
     assert nparray.shape == a.shape
-    assert chunks == a.chunks
+    assert chunk_shape == a.chunks
+    assert shard_shape == a.shards
     assert array_path == a.path, (path, name, array_path, a.name, a.path)
     assert a.basename == name, (a.basename, name)
     assert dict(a.attrs) == expected_attrs

From f8bc3153162e85ad41f62cdb6c693239868b85c6 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Fri, 14 Feb 2025 18:49:24 +0100
Subject: [PATCH 0984/1078] create_array creates explicit groups (#2795)

* refactor create_array tests and add failing test for implicit -> explicit groups

* clean up array config parsing, and modify init_array to create parent groups and return an asyncarray instead of metadata

* typecheck tests

* remove comment

* release notes

* add type: ignore statement

* fix unbound local error in test

* remove type:ignore

* Add property test

* fix test

* Update tests/test_array.py

---------

Co-authored-by: Deepak Cherian <deepak@cherian.net>
---
 changes/2795.bugfix.rst      |   1 +
 src/zarr/api/asynchronous.py |   6 +-
 src/zarr/api/synchronous.py  |  10 +-
 src/zarr/core/array.py       |  60 ++-
 src/zarr/core/array_spec.py  |  11 +-
 tests/test_array.py          | 735 +++++++++++++++++------------------
 tests/test_properties.py     |  19 +
 7 files changed, 429 insertions(+), 413 deletions(-)
 create mode 100644 changes/2795.bugfix.rst

diff --git a/changes/2795.bugfix.rst b/changes/2795.bugfix.rst
new file mode 100644
index 0000000000..0ee6619c16
--- /dev/null
+++ b/changes/2795.bugfix.rst
@@ -0,0 +1 @@
+Alters the behavior of ``create_array`` to ensure that any groups implied by the array's name are created if they do not already exist. Also simplifies the type signature for any function that takes an ArrayConfig-like object.
\ No newline at end of file
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 0584f19c3f..3a3d03bb71 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -10,7 +10,7 @@
 from typing_extensions import deprecated
 
 from zarr.core.array import Array, AsyncArray, create_array, get_array_metadata
-from zarr.core.array_spec import ArrayConfig, ArrayConfigLike
+from zarr.core.array_spec import ArrayConfig, ArrayConfigLike, ArrayConfigParams
 from zarr.core.buffer import NDArrayLike
 from zarr.core.common import (
     JSON,
@@ -856,7 +856,7 @@ async def create(
     codecs: Iterable[Codec | dict[str, JSON]] | None = None,
     dimension_names: Iterable[str] | None = None,
     storage_options: dict[str, Any] | None = None,
-    config: ArrayConfig | ArrayConfigLike | None = None,
+    config: ArrayConfigLike | None = None,
     **kwargs: Any,
 ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
     """Create an array.
@@ -1018,7 +1018,7 @@ async def create(
         mode = "a"
     store_path = await make_store_path(store, path=path, mode=mode, storage_options=storage_options)
 
-    config_dict: ArrayConfigLike = {}
+    config_dict: ArrayConfigParams = {}
 
     if write_empty_chunks is not None:
         if config is not None:
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index fe68981cb9..e1f92633cd 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -25,7 +25,7 @@
         SerializerLike,
         ShardsLike,
     )
-    from zarr.core.array_spec import ArrayConfig, ArrayConfigLike
+    from zarr.core.array_spec import ArrayConfigLike
     from zarr.core.buffer import NDArrayLike
     from zarr.core.chunk_key_encodings import ChunkKeyEncoding, ChunkKeyEncodingLike
     from zarr.core.common import (
@@ -625,7 +625,7 @@ def create(
     codecs: Iterable[Codec | dict[str, JSON]] | None = None,
     dimension_names: Iterable[str] | None = None,
     storage_options: dict[str, Any] | None = None,
-    config: ArrayConfig | ArrayConfigLike | None = None,
+    config: ArrayConfigLike | None = None,
     **kwargs: Any,
 ) -> Array:
     """Create an array.
@@ -695,7 +695,7 @@ def create(
     storage_options : dict
         If using an fsspec URL to create the store, these will be passed to
         the backend implementation. Ignored otherwise.
-    config : ArrayConfig or ArrayConfigLike, optional
+    config : ArrayConfigLike, optional
         Runtime configuration of the array. If provided, will override the
         default values from `zarr.config.array`.
 
@@ -761,7 +761,7 @@ def create_array(
     dimension_names: Iterable[str] | None = None,
     storage_options: dict[str, Any] | None = None,
     overwrite: bool = False,
-    config: ArrayConfig | ArrayConfigLike | None = None,
+    config: ArrayConfigLike | None = None,
 ) -> Array:
     """Create an array.
 
@@ -853,7 +853,7 @@ def create_array(
         Ignored otherwise.
     overwrite : bool, default False
         Whether to overwrite an array with the same name in the store, if one exists.
-    config : ArrayConfig or ArrayConfigLike, optional
+    config : ArrayConfigLike, optional
         Runtime configuration for the array.
 
     Returns
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 4de24bab41..9c2f8a7260 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -221,7 +221,7 @@ class AsyncArray(Generic[T_ArrayMetadata]):
         The metadata of the array.
     store_path : StorePath
         The path to the Zarr store.
-    config : ArrayConfig, optional
+    config : ArrayConfigLike, optional
         The runtime configuration of the array, by default None.
 
     Attributes
@@ -246,7 +246,7 @@ def __init__(
         self: AsyncArray[ArrayV2Metadata],
         metadata: ArrayV2Metadata | ArrayV2MetadataDict,
         store_path: StorePath,
-        config: ArrayConfig | None = None,
+        config: ArrayConfigLike | None = None,
     ) -> None: ...
 
     @overload
@@ -254,14 +254,14 @@ def __init__(
         self: AsyncArray[ArrayV3Metadata],
         metadata: ArrayV3Metadata | ArrayV3MetadataDict,
         store_path: StorePath,
-        config: ArrayConfig | None = None,
+        config: ArrayConfigLike | None = None,
     ) -> None: ...
 
     def __init__(
         self,
         metadata: ArrayMetadata | ArrayMetadataDict,
         store_path: StorePath,
-        config: ArrayConfig | None = None,
+        config: ArrayConfigLike | None = None,
     ) -> None:
         if isinstance(metadata, dict):
             zarr_format = metadata["zarr_format"]
@@ -275,12 +275,11 @@ def __init__(
                 raise ValueError(f"Invalid zarr_format: {zarr_format}. Expected 2 or 3")
 
         metadata_parsed = parse_array_metadata(metadata)
-
-        config = ArrayConfig.from_dict({}) if config is None else config
+        config_parsed = parse_array_config(config)
 
         object.__setattr__(self, "metadata", metadata_parsed)
         object.__setattr__(self, "store_path", store_path)
-        object.__setattr__(self, "_config", config)
+        object.__setattr__(self, "_config", config_parsed)
         object.__setattr__(self, "codec_pipeline", create_codec_pipeline(metadata=metadata_parsed))
 
     # this overload defines the function signature when zarr_format is 2
@@ -304,7 +303,7 @@ async def create(
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
-        config: ArrayConfig | ArrayConfigLike | None = None,
+        config: ArrayConfigLike | None = None,
     ) -> AsyncArray[ArrayV2Metadata]: ...
 
     # this overload defines the function signature when zarr_format is 3
@@ -333,7 +332,7 @@ async def create(
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
-        config: ArrayConfig | ArrayConfigLike | None = None,
+        config: ArrayConfigLike | None = None,
     ) -> AsyncArray[ArrayV3Metadata]: ...
 
     @overload
@@ -361,7 +360,7 @@ async def create(
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
-        config: ArrayConfig | ArrayConfigLike | None = None,
+        config: ArrayConfigLike | None = None,
     ) -> AsyncArray[ArrayV3Metadata]: ...
 
     @overload
@@ -395,7 +394,7 @@ async def create(
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
-        config: ArrayConfig | ArrayConfigLike | None = None,
+        config: ArrayConfigLike | None = None,
     ) -> AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]: ...
 
     @classmethod
@@ -430,7 +429,7 @@ async def create(
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
-        config: ArrayConfig | ArrayConfigLike | None = None,
+        config: ArrayConfigLike | None = None,
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         """Method to create a new asynchronous array instance.
 
@@ -508,7 +507,7 @@ async def create(
             Whether to raise an error if the store already exists (default is False).
         data : npt.ArrayLike, optional
             The data to be inserted into the array (default is None).
-        config : ArrayConfig or ArrayConfigLike, optional
+        config : ArrayConfigLike, optional
             Runtime configuration for the array.
 
         Returns
@@ -571,7 +570,7 @@ async def _create(
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
-        config: ArrayConfig | ArrayConfigLike | None = None,
+        config: ArrayConfigLike | None = None,
     ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
         """Method to create a new asynchronous array instance.
         See :func:`AsyncArray.create` for more details.
@@ -1745,7 +1744,7 @@ def create(
         compressor: dict[str, JSON] | None = None,
         # runtime
         overwrite: bool = False,
-        config: ArrayConfig | ArrayConfigLike | None = None,
+        config: ArrayConfigLike | None = None,
     ) -> Array:
         """Creates a new Array instance from an initialized store.
 
@@ -1874,7 +1873,7 @@ def _create(
         compressor: dict[str, JSON] | None = None,
         # runtime
         overwrite: bool = False,
-        config: ArrayConfig | ArrayConfigLike | None = None,
+        config: ArrayConfigLike | None = None,
     ) -> Array:
         """Creates a new Array instance from an initialized store.
         See :func:`Array.create` for more details.
@@ -3814,7 +3813,8 @@ async def init_array(
     chunk_key_encoding: ChunkKeyEncodingLike | None = None,
     dimension_names: Iterable[str] | None = None,
     overwrite: bool = False,
-) -> ArrayV3Metadata | ArrayV2Metadata:
+    config: ArrayConfigLike | None,
+) -> AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]:
     """Create and persist an array metadata document.
 
     Parameters
@@ -3893,11 +3893,13 @@ async def init_array(
         Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
     overwrite : bool, default False
         Whether to overwrite an array with the same name in the store, if one exists.
+    config : ArrayConfigLike or None, optional
+        Configuration for this array.
 
     Returns
     -------
-    ArrayV3Metadata | ArrayV2Metadata
-        The array metadata document.
+    AsyncArray
+        The AsyncArray.
     """
 
     if zarr_format is None:
@@ -3997,14 +3999,9 @@ async def init_array(
             attributes=attributes,
         )
 
-    # save the metadata to disk
-    # TODO: make this easier -- it should be a simple function call that takes a {key: buffer}
-    coros = (
-        (store_path / key).set(value)
-        for key, value in meta.to_buffer_dict(default_buffer_prototype()).items()
-    )
-    await gather(*coros)
-    return meta
+    arr = AsyncArray(metadata=meta, store_path=store_path, config=config)
+    await arr._save_metadata(meta, ensure_parents=True)
+    return arr
 
 
 async def create_array(
@@ -4027,7 +4024,7 @@ async def create_array(
     dimension_names: Iterable[str] | None = None,
     storage_options: dict[str, Any] | None = None,
     overwrite: bool = False,
-    config: ArrayConfig | ArrayConfigLike | None = None,
+    config: ArrayConfigLike | None = None,
     write_data: bool = True,
 ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
     """Create an array.
@@ -4117,7 +4114,7 @@ async def create_array(
         Ignored otherwise.
     overwrite : bool, default False
         Whether to overwrite an array with the same name in the store, if one exists.
-    config : ArrayConfig or ArrayConfigLike, optional
+    config : ArrayConfigLike, optional
         Runtime configuration for the array.
     write_data : bool
         If a pre-existing array-like object was provided to this function via the ``data`` parameter
@@ -4143,13 +4140,12 @@ async def create_array(
     <AsyncArray memory://140349042942400 shape=(100, 100) dtype=int32>
     """
     mode: Literal["a"] = "a"
-    config_parsed = parse_array_config(config)
     store_path = await make_store_path(store, path=name, mode=mode, storage_options=storage_options)
 
     data_parsed, shape_parsed, dtype_parsed = _parse_data_params(
         data=data, shape=shape, dtype=dtype
     )
-    meta = await init_array(
+    result = await init_array(
         store_path=store_path,
         shape=shape_parsed,
         dtype=dtype_parsed,
@@ -4165,9 +4161,9 @@ async def create_array(
         chunk_key_encoding=chunk_key_encoding,
         dimension_names=dimension_names,
         overwrite=overwrite,
+        config=config,
     )
 
-    result = AsyncArray(metadata=meta, store_path=store_path, config=config_parsed)
     if write_data is True and data_parsed is not None:
         await result._set_selection(
             BasicIndexer(..., shape=result.shape, chunk_grid=result.metadata.chunk_grid),
diff --git a/src/zarr/core/array_spec.py b/src/zarr/core/array_spec.py
index b1a6a3cad0..59d3cc6b40 100644
--- a/src/zarr/core/array_spec.py
+++ b/src/zarr/core/array_spec.py
@@ -21,7 +21,7 @@
     from zarr.core.common import ChunkCoords
 
 
-class ArrayConfigLike(TypedDict):
+class ArrayConfigParams(TypedDict):
     """
     A TypedDict model of the attributes of an ArrayConfig class, but with no required fields.
     This allows for partial construction of an ArrayConfig, with the assumption that the unset
@@ -56,13 +56,13 @@ def __init__(self, order: MemoryOrder, write_empty_chunks: bool) -> None:
         object.__setattr__(self, "write_empty_chunks", write_empty_chunks_parsed)
 
     @classmethod
-    def from_dict(cls, data: ArrayConfigLike) -> Self:
+    def from_dict(cls, data: ArrayConfigParams) -> Self:
         """
         Create an ArrayConfig from a dict. The keys of that dict are a subset of the
         attributes of the ArrayConfig class. Any keys missing from that dict will be set to the
         the values in the ``array`` namespace of ``zarr.config``.
         """
-        kwargs_out: ArrayConfigLike = {}
+        kwargs_out: ArrayConfigParams = {}
         for f in fields(ArrayConfig):
             field_name = cast(Literal["order", "write_empty_chunks"], f.name)
             if field_name not in data:
@@ -72,7 +72,10 @@ def from_dict(cls, data: ArrayConfigLike) -> Self:
         return cls(**kwargs_out)
 
 
-def parse_array_config(data: ArrayConfig | ArrayConfigLike | None) -> ArrayConfig:
+ArrayConfigLike = ArrayConfig | ArrayConfigParams
+
+
+def parse_array_config(data: ArrayConfigLike | None) -> ArrayConfig:
     """
     Convert various types of data to an ArrayConfig.
     """
diff --git a/tests/test_array.py b/tests/test_array.py
index 4838129561..b81f966e20 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -829,66 +829,6 @@ def test_append_bad_shape(store: MemoryStore, zarr_format: ZarrFormat) -> None:
         z.append(b)
 
 
-@pytest.mark.parametrize("order", ["C", "F", None])
-@pytest.mark.parametrize("store", ["memory"], indirect=True)
-def test_array_create_metadata_order_v2(
-    order: MemoryOrder | None, zarr_format: int, store: MemoryStore
-) -> None:
-    """
-    Test that the ``order`` attribute in zarr v2 array metadata is set correctly via the ``order``
-    keyword argument to ``Array.create``. When ``order`` is ``None``, the value of the
-    ``array.order`` config is used.
-    """
-    arr = zarr.create_array(store=store, shape=(2, 2), order=order, zarr_format=2, dtype="i4")
-
-    expected = order or zarr.config.get("array.order")
-    assert arr.metadata.zarr_format == 2  # guard for mypy
-    assert arr.metadata.order == expected
-
-
-@pytest.mark.parametrize("order_config", ["C", "F", None])
-@pytest.mark.parametrize("store", ["memory"], indirect=True)
-def test_array_create_order(
-    order_config: MemoryOrder | None,
-    zarr_format: ZarrFormat,
-    store: MemoryStore,
-) -> None:
-    """
-    Test that the arrays generated by array indexing have a memory order defined by the config order
-    value
-    """
-    config: ArrayConfigLike = {}
-    if order_config is None:
-        config = {}
-        expected = zarr.config.get("array.order")
-    else:
-        config = {"order": order_config}
-        expected = order_config
-
-    arr = zarr.create_array(
-        store=store, shape=(2, 2), zarr_format=zarr_format, dtype="i4", config=config
-    )
-
-    vals = np.asarray(arr)
-    if expected == "C":
-        assert vals.flags.c_contiguous
-    elif expected == "F":
-        assert vals.flags.f_contiguous
-    else:
-        raise AssertionError
-
-
-@pytest.mark.parametrize("write_empty_chunks", [True, False])
-def test_write_empty_chunks_config(write_empty_chunks: bool) -> None:
-    """
-    Test that the value of write_empty_chunks is sensitive to the global config when not set
-    explicitly
-    """
-    with zarr.config.set({"array.write_empty_chunks": write_empty_chunks}):
-        arr = zarr.create_array({}, shape=(2, 2), dtype="i4")
-        assert arr._async_array._config.write_empty_chunks == write_empty_chunks
-
-
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
 @pytest.mark.parametrize("write_empty_chunks", [True, False])
 @pytest.mark.parametrize("fill_value", [0, 5])
@@ -992,339 +932,396 @@ def test_auto_partition_auto_shards(
     assert auto_shards == expected_shards
 
 
-def test_chunks_and_shards() -> None:
-    store = StorePath(MemoryStore())
-    shape = (100, 100)
-    chunks = (5, 5)
-    shards = (10, 10)
-
-    arr_v3 = zarr.create_array(store=store / "v3", shape=shape, chunks=chunks, dtype="i4")
-    assert arr_v3.chunks == chunks
-    assert arr_v3.shards is None
-
-    arr_v3_sharding = zarr.create_array(
-        store=store / "v3_sharding",
-        shape=shape,
-        chunks=chunks,
-        shards=shards,
-        dtype="i4",
-    )
-    assert arr_v3_sharding.chunks == chunks
-    assert arr_v3_sharding.shards == shards
-
-    arr_v2 = zarr.create_array(
-        store=store / "v2", shape=shape, chunks=chunks, zarr_format=2, dtype="i4"
-    )
-    assert arr_v2.chunks == chunks
-    assert arr_v2.shards is None
-
-
-def test_create_array_default_fill_values() -> None:
-    a = zarr.create_array(MemoryStore(), shape=(5,), chunks=(5,), dtype="<U4")
-    assert a.fill_value == ""
-
-    b = zarr.create_array(MemoryStore(), shape=(5,), chunks=(5,), dtype="<S4")
-    assert b.fill_value == b""
-
-    c = zarr.create_array(MemoryStore(), shape=(5,), chunks=(5,), dtype="i")
-    assert c.fill_value == 0
-
-    d = zarr.create_array(MemoryStore(), shape=(5,), chunks=(5,), dtype="f")
-    assert d.fill_value == 0.0
-
-
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
-@pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
-@pytest.mark.parametrize("empty_value", [None, ()])
-async def test_create_array_no_filters_compressors(
-    store: MemoryStore, dtype: str, empty_value: Any
-) -> None:
-    """
-    Test that the default ``filters`` and ``compressors`` are removed when ``create_array`` is invoked.
-    """
+class TestCreateArray:
+    @staticmethod
+    def test_chunks_and_shards(store: Store) -> None:
+        spath = StorePath(store)
+        shape = (100, 100)
+        chunks = (5, 5)
+        shards = (10, 10)
+
+        arr_v3 = zarr.create_array(store=spath / "v3", shape=shape, chunks=chunks, dtype="i4")
+        assert arr_v3.chunks == chunks
+        assert arr_v3.shards is None
+
+        arr_v3_sharding = zarr.create_array(
+            store=spath / "v3_sharding",
+            shape=shape,
+            chunks=chunks,
+            shards=shards,
+            dtype="i4",
+        )
+        assert arr_v3_sharding.chunks == chunks
+        assert arr_v3_sharding.shards == shards
 
-    # v2
-    arr = await create_array(
-        store=store,
-        dtype=dtype,
-        shape=(10,),
-        zarr_format=2,
-        compressors=empty_value,
-        filters=empty_value,
+        arr_v2 = zarr.create_array(
+            store=spath / "v2", shape=shape, chunks=chunks, zarr_format=2, dtype="i4"
+        )
+        assert arr_v2.chunks == chunks
+        assert arr_v2.shards is None
+
+    @staticmethod
+    @pytest.mark.parametrize(
+        ("dtype", "fill_value_expected"), [("<U4", ""), ("<S4", b""), ("i", 0), ("f", 0.0)]
     )
-    # Test metadata explicitly
-    assert arr.metadata.zarr_format == 2  # guard for mypy
-    # The v2 metadata stores None and () separately
-    assert arr.metadata.filters == empty_value
-    # The v2 metadata does not allow tuple for compressor, therefore it is turned into None
-    assert arr.metadata.compressor is None
-
-    assert arr.filters == ()
-    assert arr.compressors == ()
-
-    # v3
-    arr = await create_array(
-        store=store,
-        dtype=dtype,
-        shape=(10,),
-        compressors=empty_value,
-        filters=empty_value,
+    def test_default_fill_value(dtype: str, fill_value_expected: object, store: Store) -> None:
+        a = zarr.create_array(store, shape=(5,), chunks=(5,), dtype=dtype)
+        assert a.fill_value == fill_value_expected
+
+    @staticmethod
+    @pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
+    @pytest.mark.parametrize("empty_value", [None, ()])
+    async def test_no_filters_compressors(store: MemoryStore, dtype: str, empty_value: Any) -> None:
+        """
+        Test that the default ``filters`` and ``compressors`` are removed when ``create_array`` is invoked.
+        """
+
+        # v2
+        arr = await create_array(
+            store=store,
+            dtype=dtype,
+            shape=(10,),
+            zarr_format=2,
+            compressors=empty_value,
+            filters=empty_value,
+        )
+        # Test metadata explicitly
+        assert arr.metadata.zarr_format == 2  # guard for mypy
+        # The v2 metadata stores None and () separately
+        assert arr.metadata.filters == empty_value
+        # The v2 metadata does not allow tuple for compressor, therefore it is turned into None
+        assert arr.metadata.compressor is None
+
+        assert arr.filters == ()
+        assert arr.compressors == ()
+
+        # v3
+        arr = await create_array(
+            store=store,
+            dtype=dtype,
+            shape=(10,),
+            compressors=empty_value,
+            filters=empty_value,
+        )
+        assert arr.metadata.zarr_format == 3  # guard for mypy
+        if dtype == "str":
+            assert arr.metadata.codecs == (VLenUTF8Codec(),)
+            assert arr.serializer == VLenUTF8Codec()
+        else:
+            assert arr.metadata.codecs == (BytesCodec(),)
+            assert arr.serializer == BytesCodec()
+
+    @staticmethod
+    @pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
+    @pytest.mark.parametrize(
+        "compressors",
+        [
+            "auto",
+            None,
+            (),
+            (ZstdCodec(level=3),),
+            (ZstdCodec(level=3), GzipCodec(level=0)),
+            ZstdCodec(level=3),
+            {"name": "zstd", "configuration": {"level": 3}},
+            ({"name": "zstd", "configuration": {"level": 3}},),
+        ],
     )
-    assert arr.metadata.zarr_format == 3  # guard for mypy
-    if dtype == "str":
-        assert arr.metadata.codecs == (VLenUTF8Codec(),)
-        assert arr.serializer == VLenUTF8Codec()
-    else:
-        assert arr.metadata.codecs == (BytesCodec(),)
-        assert arr.serializer == BytesCodec()
-
-
-@pytest.mark.parametrize("store", ["memory"], indirect=True)
-@pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
-@pytest.mark.parametrize(
-    "compressors",
-    [
-        "auto",
-        None,
-        (),
-        (ZstdCodec(level=3),),
-        (ZstdCodec(level=3), GzipCodec(level=0)),
-        ZstdCodec(level=3),
-        {"name": "zstd", "configuration": {"level": 3}},
-        ({"name": "zstd", "configuration": {"level": 3}},),
-    ],
-)
-@pytest.mark.parametrize(
-    "filters",
-    [
-        "auto",
-        None,
-        (),
-        (
-            TransposeCodec(
-                order=[
-                    0,
-                ]
+    @pytest.mark.parametrize(
+        "filters",
+        [
+            "auto",
+            None,
+            (),
+            (
+                TransposeCodec(
+                    order=[
+                        0,
+                    ]
+                ),
             ),
-        ),
-        (
-            TransposeCodec(
-                order=[
-                    0,
-                ]
+            (
+                TransposeCodec(
+                    order=[
+                        0,
+                    ]
+                ),
+                TransposeCodec(
+                    order=[
+                        0,
+                    ]
+                ),
             ),
             TransposeCodec(
                 order=[
                     0,
                 ]
             ),
-        ),
-        TransposeCodec(
-            order=[
-                0,
-            ]
-        ),
-        {"name": "transpose", "configuration": {"order": [0]}},
-        ({"name": "transpose", "configuration": {"order": [0]}},),
-    ],
-)
-@pytest.mark.parametrize(("chunks", "shards"), [((6,), None), ((3,), (6,))])
-async def test_create_array_v3_chunk_encoding(
-    store: MemoryStore,
-    compressors: CompressorsLike,
-    filters: FiltersLike,
-    dtype: str,
-    chunks: tuple[int, ...],
-    shards: tuple[int, ...] | None,
-) -> None:
-    """
-    Test various possibilities for the compressors and filters parameter to create_array
-    """
-    arr = await create_array(
-        store=store,
-        dtype=dtype,
-        shape=(12,),
-        chunks=chunks,
-        shards=shards,
-        zarr_format=3,
-        filters=filters,
-        compressors=compressors,
-    )
-    filters_expected, _, compressors_expected = _parse_chunk_encoding_v3(
-        filters=filters, compressors=compressors, serializer="auto", dtype=np.dtype(dtype)
-    )
-    assert arr.filters == filters_expected
-    assert arr.compressors == compressors_expected
-
-
-@pytest.mark.parametrize("store", ["memory"], indirect=True)
-@pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
-@pytest.mark.parametrize(
-    "compressors",
-    [
-        "auto",
-        None,
-        numcodecs.Zstd(level=3),
-        (),
-        (numcodecs.Zstd(level=3),),
-    ],
-)
-@pytest.mark.parametrize(
-    "filters", ["auto", None, numcodecs.GZip(level=1), (numcodecs.GZip(level=1),)]
-)
-async def test_create_array_v2_chunk_encoding(
-    store: MemoryStore, compressors: CompressorsLike, filters: FiltersLike, dtype: str
-) -> None:
-    arr = await create_array(
-        store=store,
-        dtype=dtype,
-        shape=(10,),
-        zarr_format=2,
-        compressors=compressors,
-        filters=filters,
-    )
-    filters_expected, compressor_expected = _parse_chunk_encoding_v2(
-        filters=filters, compressor=compressors, dtype=np.dtype(dtype)
-    )
-    assert arr.metadata.zarr_format == 2  # guard for mypy
-    assert arr.metadata.compressor == compressor_expected
-    assert arr.metadata.filters == filters_expected
-
-    # Normalize for property getters
-    compressor_expected = () if compressor_expected is None else (compressor_expected,)
-    filters_expected = () if filters_expected is None else filters_expected
-
-    assert arr.compressors == compressor_expected
-    assert arr.filters == filters_expected
-
-
-@pytest.mark.parametrize("store", ["memory"], indirect=True)
-@pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
-async def test_create_array_v3_default_filters_compressors(store: MemoryStore, dtype: str) -> None:
-    """
-    Test that the default ``filters`` and ``compressors`` are used when ``create_array`` is invoked with
-    ``zarr_format`` = 3 and ``filters`` and ``compressors`` are not specified.
-    """
-    arr = await create_array(
-        store=store,
-        dtype=dtype,
-        shape=(10,),
-        zarr_format=3,
-    )
-    expected_filters, expected_serializer, expected_compressors = _get_default_chunk_encoding_v3(
-        np_dtype=np.dtype(dtype)
-    )
-    assert arr.filters == expected_filters
-    assert arr.serializer == expected_serializer
-    assert arr.compressors == expected_compressors
-
-
-@pytest.mark.parametrize("store", ["memory"], indirect=True)
-@pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
-async def test_create_array_v2_default_filters_compressors(store: MemoryStore, dtype: str) -> None:
-    """
-    Test that the default ``filters`` and ``compressors`` are used when ``create_array`` is invoked with
-    ``zarr_format`` = 2 and ``filters`` and ``compressors`` are not specified.
-    """
-    arr = await create_array(
-        store=store,
-        dtype=dtype,
-        shape=(10,),
-        zarr_format=2,
+            {"name": "transpose", "configuration": {"order": [0]}},
+            ({"name": "transpose", "configuration": {"order": [0]}},),
+        ],
     )
-    expected_filters, expected_compressors = _get_default_chunk_encoding_v2(
-        np_dtype=np.dtype(dtype)
+    @pytest.mark.parametrize(("chunks", "shards"), [((6,), None), ((3,), (6,))])
+    async def test_v3_chunk_encoding(
+        store: MemoryStore,
+        compressors: CompressorsLike,
+        filters: FiltersLike,
+        dtype: str,
+        chunks: tuple[int, ...],
+        shards: tuple[int, ...] | None,
+    ) -> None:
+        """
+        Test various possibilities for the compressors and filters parameter to create_array
+        """
+        arr = await create_array(
+            store=store,
+            dtype=dtype,
+            shape=(12,),
+            chunks=chunks,
+            shards=shards,
+            zarr_format=3,
+            filters=filters,
+            compressors=compressors,
+        )
+        filters_expected, _, compressors_expected = _parse_chunk_encoding_v3(
+            filters=filters, compressors=compressors, serializer="auto", dtype=np.dtype(dtype)
+        )
+        assert arr.filters == filters_expected
+        assert arr.compressors == compressors_expected
+
+    @staticmethod
+    @pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
+    @pytest.mark.parametrize(
+        "compressors",
+        [
+            "auto",
+            None,
+            numcodecs.Zstd(level=3),
+            (),
+            (numcodecs.Zstd(level=3),),
+        ],
     )
-    assert arr.metadata.zarr_format == 2  # guard for mypy
-    assert arr.metadata.filters == expected_filters
-    assert arr.metadata.compressor == expected_compressors
-
-    # Normalize for property getters
-    expected_filters = () if expected_filters is None else expected_filters
-    expected_compressors = () if expected_compressors is None else (expected_compressors,)
-    assert arr.filters == expected_filters
-    assert arr.compressors == expected_compressors
-
-
-@pytest.mark.parametrize("store", ["memory"], indirect=True)
-async def test_create_array_v2_no_shards(store: MemoryStore) -> None:
-    """
-    Test that creating a Zarr v2 array with ``shard_shape`` set to a non-None value raises an error.
-    """
-    msg = re.escape(
-        "Zarr format 2 arrays can only be created with `shard_shape` set to `None`. Got `shard_shape=(5,)` instead."
+    @pytest.mark.parametrize(
+        "filters", ["auto", None, numcodecs.GZip(level=1), (numcodecs.GZip(level=1),)]
     )
-    with pytest.raises(ValueError, match=msg):
-        _ = await create_array(
+    async def test_v2_chunk_encoding(
+        store: MemoryStore, compressors: CompressorsLike, filters: FiltersLike, dtype: str
+    ) -> None:
+        arr = await create_array(
             store=store,
-            dtype="uint8",
+            dtype=dtype,
             shape=(10,),
-            shards=(5,),
             zarr_format=2,
+            compressors=compressors,
+            filters=filters,
         )
-
-
-@pytest.mark.parametrize("store", ["memory"], indirect=True)
-@pytest.mark.parametrize("impl", ["sync", "async"])
-async def test_create_array_data(impl: Literal["sync", "async"], store: Store) -> None:
-    """
-    Test that we can invoke ``create_array`` with a ``data`` parameter.
-    """
-    data = np.arange(10)
-    name = "foo"
-    arr: AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | Array
-    if impl == "sync":
-        arr = sync_api.create_array(store, name=name, data=data)
-        stored = arr[:]
-    elif impl == "async":
-        arr = await create_array(store, name=name, data=data, zarr_format=3)
-        stored = await arr._get_selection(
-            BasicIndexer(..., shape=arr.shape, chunk_grid=arr.metadata.chunk_grid),
-            prototype=default_buffer_prototype(),
+        filters_expected, compressor_expected = _parse_chunk_encoding_v2(
+            filters=filters, compressor=compressors, dtype=np.dtype(dtype)
         )
-    else:
-        raise ValueError(f"Invalid impl: {impl}")
+        assert arr.metadata.zarr_format == 2  # guard for mypy
+        assert arr.metadata.compressor == compressor_expected
+        assert arr.metadata.filters == filters_expected
 
-    assert np.array_equal(stored, data)
+        # Normalize for property getters
+        compressor_expected = () if compressor_expected is None else (compressor_expected,)
+        filters_expected = () if filters_expected is None else filters_expected
 
+        assert arr.compressors == compressor_expected
+        assert arr.filters == filters_expected
 
-@pytest.mark.parametrize("store", ["memory"], indirect=True)
-async def test_create_array_data_invalid_params(store: Store) -> None:
-    """
-    Test that failing to specify data AND shape / dtype results in a ValueError
-    """
-    with pytest.raises(ValueError, match="shape was not specified"):
-        await create_array(store, data=None, shape=None, dtype=None)
-
-    # we catch shape=None first, so specifying a dtype should raise the same exception as before
-    with pytest.raises(ValueError, match="shape was not specified"):
-        await create_array(store, data=None, shape=None, dtype="uint8")
-
-    with pytest.raises(ValueError, match="dtype was not specified"):
-        await create_array(store, data=None, shape=(10, 10))
-
-
-@pytest.mark.parametrize("store", ["memory"], indirect=True)
-async def test_create_array_data_ignored_params(store: Store) -> None:
-    """
-    Test that specify data AND shape AND dtype results in a warning
-    """
-    data = np.arange(10)
-    with pytest.raises(
-        ValueError, match="The data parameter was used, but the shape parameter was also used."
-    ):
-        await create_array(store, data=data, shape=data.shape, dtype=None, overwrite=True)
+    @staticmethod
+    @pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
+    async def test_default_filters_compressors(
+        store: MemoryStore, dtype: str, zarr_format: ZarrFormat
+    ) -> None:
+        """
+        Test that the default ``filters`` and ``compressors`` are used when ``create_array`` is invoked with ``filters`` and ``compressors`` unspecified.
+        """
+        arr = await create_array(
+            store=store,
+            dtype=dtype,
+            shape=(10,),
+            zarr_format=zarr_format,
+        )
+        if zarr_format == 3:
+            expected_filters, expected_serializer, expected_compressors = (
+                _get_default_chunk_encoding_v3(np_dtype=np.dtype(dtype))
+            )
 
-    # we catch shape first, so specifying a dtype should raise the same warning as before
-    with pytest.raises(
-        ValueError, match="The data parameter was used, but the shape parameter was also used."
-    ):
-        await create_array(store, data=data, shape=data.shape, dtype=data.dtype, overwrite=True)
+        elif zarr_format == 2:
+            default_filters, default_compressors = _get_default_chunk_encoding_v2(
+                np_dtype=np.dtype(dtype)
+            )
+            if default_filters is None:
+                expected_filters = ()
+            else:
+                expected_filters = default_filters
+            if default_compressors is None:
+                expected_compressors = ()
+            else:
+                expected_compressors = (default_compressors,)
+            expected_serializer = None
+        else:
+            raise ValueError(f"Invalid zarr_format: {zarr_format}")
+
+        assert arr.filters == expected_filters
+        assert arr.serializer == expected_serializer
+        assert arr.compressors == expected_compressors
+
+    @staticmethod
+    async def test_v2_no_shards(store: Store) -> None:
+        """
+        Test that creating a Zarr v2 array with ``shard_shape`` set to a non-None value raises an error.
+        """
+        msg = re.escape(
+            "Zarr format 2 arrays can only be created with `shard_shape` set to `None`. Got `shard_shape=(5,)` instead."
+        )
+        with pytest.raises(ValueError, match=msg):
+            _ = await create_array(
+                store=store,
+                dtype="uint8",
+                shape=(10,),
+                shards=(5,),
+                zarr_format=2,
+            )
 
-    with pytest.raises(
-        ValueError, match="The data parameter was used, but the dtype parameter was also used."
-    ):
-        await create_array(store, data=data, shape=None, dtype=data.dtype, overwrite=True)
+    @staticmethod
+    @pytest.mark.parametrize("impl", ["sync", "async"])
+    async def test_with_data(impl: Literal["sync", "async"], store: Store) -> None:
+        """
+        Test that we can invoke ``create_array`` with a ``data`` parameter.
+        """
+        data = np.arange(10)
+        name = "foo"
+        arr: AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | Array
+        if impl == "sync":
+            arr = sync_api.create_array(store, name=name, data=data)
+            stored = arr[:]
+        elif impl == "async":
+            arr = await create_array(store, name=name, data=data, zarr_format=3)
+            stored = await arr._get_selection(
+                BasicIndexer(..., shape=arr.shape, chunk_grid=arr.metadata.chunk_grid),
+                prototype=default_buffer_prototype(),
+            )
+        else:
+            raise ValueError(f"Invalid impl: {impl}")
+
+        assert np.array_equal(stored, data)
+
+    @staticmethod
+    async def test_with_data_invalid_params(store: Store) -> None:
+        """
+        Test that failing to specify data AND shape / dtype results in a ValueError
+        """
+        with pytest.raises(ValueError, match="shape was not specified"):
+            await create_array(store, data=None, shape=None, dtype=None)
+
+        # we catch shape=None first, so specifying a dtype should raise the same exception as before
+        with pytest.raises(ValueError, match="shape was not specified"):
+            await create_array(store, data=None, shape=None, dtype="uint8")
+
+        with pytest.raises(ValueError, match="dtype was not specified"):
+            await create_array(store, data=None, shape=(10, 10))
+
+    @staticmethod
+    async def test_data_ignored_params(store: Store) -> None:
+        """
+        Test that specifying data AND shape AND dtype results in a ValueError
+        """
+        data = np.arange(10)
+        with pytest.raises(
+            ValueError, match="The data parameter was used, but the shape parameter was also used."
+        ):
+            await create_array(store, data=data, shape=data.shape, dtype=None, overwrite=True)
+
+        # we catch shape first, so specifying a dtype should raise the same warning as before
+        with pytest.raises(
+            ValueError, match="The data parameter was used, but the shape parameter was also used."
+        ):
+            await create_array(store, data=data, shape=data.shape, dtype=data.dtype, overwrite=True)
+
+        with pytest.raises(
+            ValueError, match="The data parameter was used, but the dtype parameter was also used."
+        ):
+            await create_array(store, data=data, shape=None, dtype=data.dtype, overwrite=True)
+
+    @staticmethod
+    @pytest.mark.parametrize("order_config", ["C", "F", None])
+    def test_order(
+        order_config: MemoryOrder | None,
+        zarr_format: ZarrFormat,
+        store: MemoryStore,
+    ) -> None:
+        """
+        Test that the arrays generated by array indexing have a memory order defined by the config order
+        value, and that for zarr v2 arrays, the ``order`` field in the array metadata is set correctly.
+        """
+        config: ArrayConfigLike = {}
+        if order_config is None:
+            config = {}
+            expected = zarr.config.get("array.order")
+        else:
+            config = {"order": order_config}
+            expected = order_config
+        if zarr_format == 2:
+            arr = zarr.create_array(
+                store=store,
+                shape=(2, 2),
+                zarr_format=zarr_format,
+                dtype="i4",
+                order=expected,
+                config=config,
+            )
+            # guard for type checking
+            assert arr.metadata.zarr_format == 2
+            assert arr.metadata.order == expected
+        else:
+            arr = zarr.create_array(
+                store=store, shape=(2, 2), zarr_format=zarr_format, dtype="i4", config=config
+            )
+        vals = np.asarray(arr)
+        if expected == "C":
+            assert vals.flags.c_contiguous
+        elif expected == "F":
+            assert vals.flags.f_contiguous
+        else:
+            raise AssertionError
+
+    @staticmethod
+    @pytest.mark.parametrize("write_empty_chunks", [True, False])
+    async def test_write_empty_chunks_config(write_empty_chunks: bool, store: Store) -> None:
+        """
+        Test that the value of write_empty_chunks is sensitive to the global config when not set
+        explicitly
+        """
+        with zarr.config.set({"array.write_empty_chunks": write_empty_chunks}):
+            arr = await create_array(store, shape=(2, 2), dtype="i4")
+            assert arr._config.write_empty_chunks == write_empty_chunks
+
+    @staticmethod
+    @pytest.mark.parametrize("path", [None, "", "/", "/foo", "foo", "foo/bar"])
+    async def test_name(store: Store, zarr_format: ZarrFormat, path: str | None) -> None:
+        arr = await create_array(
+            store, shape=(2, 2), dtype="i4", name=path, zarr_format=zarr_format
+        )
+        if path is None:
+            expected_path = ""
+        elif path.startswith("/"):
+            expected_path = path.lstrip("/")
+        else:
+            expected_path = path
+        assert arr.path == expected_path
+        assert arr.name == "/" + expected_path
+
+        # test that implicit groups were created
+        path_parts = expected_path.split("/")
+        if len(path_parts) > 1:
+            *parents, _ = ["", *accumulate(path_parts, lambda x, y: "/".join([x, y]))]  # noqa: FLY002
+            for parent_path in parents:
+                # this will raise if these groups were not created
+                _ = await zarr.api.asynchronous.open_group(
+                    store=store, path=parent_path, mode="r", zarr_format=zarr_format
+                )
 
 
 async def test_scalar_array() -> None:
diff --git a/tests/test_properties.py b/tests/test_properties.py
index bf98f9d162..71fbeeb839 100644
--- a/tests/test_properties.py
+++ b/tests/test_properties.py
@@ -12,6 +12,7 @@
 
 from zarr.abc.store import Store
 from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
+from zarr.core.sync import sync
 from zarr.testing.strategies import (
     array_metadata,
     arrays,
@@ -30,6 +31,24 @@ def test_roundtrip(data: st.DataObject, zarr_format: int) -> None:
     assert_array_equal(nparray, zarray[:])
 
 
+@given(array=arrays())
+def test_array_creates_implicit_groups(array):
+    path = array.path
+    ancestry = path.split("/")[:-1]
+    for i in range(len(ancestry)):
+        parent = "/".join(ancestry[: i + 1])
+        if array.metadata.zarr_format == 2:
+            assert (
+                sync(array.store.get(f"{parent}/.zgroup", prototype=default_buffer_prototype()))
+                is not None
+            )
+        elif array.metadata.zarr_format == 3:
+            assert (
+                sync(array.store.get(f"{parent}/zarr.json", prototype=default_buffer_prototype()))
+                is not None
+            )
+
+
 @given(data=st.data())
 def test_basic_indexing(data: st.DataObject) -> None:
     zarray = data.draw(arrays())

From 23abb5b0cfb8b9565985e7e682a498405d630b34 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Fri, 14 Feb 2025 11:45:53 -0700
Subject: [PATCH 0985/1078] Add more setitem property tests (#2825)

* Add more setitem property tests

* comment out vindex setitem

* xfail with shards
---
 tests/test_properties.py | 19 ++++++++++++++++---
 1 file changed, 16 insertions(+), 3 deletions(-)

diff --git a/tests/test_properties.py b/tests/test_properties.py
index 71fbeeb839..acecd44810 100644
--- a/tests/test_properties.py
+++ b/tests/test_properties.py
@@ -1,4 +1,3 @@
-import numpy as np
 import pytest
 from numpy.testing import assert_array_equal
 
@@ -8,7 +7,7 @@
 
 import hypothesis.extra.numpy as npst
 import hypothesis.strategies as st
-from hypothesis import given
+from hypothesis import assume, given
 
 from zarr.abc.store import Store
 from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
@@ -57,7 +56,7 @@ def test_basic_indexing(data: st.DataObject) -> None:
     actual = zarray[indexer]
     assert_array_equal(nparray[indexer], actual)
 
-    new_data = np.ones_like(actual)
+    new_data = data.draw(npst.arrays(shape=st.just(actual.shape), dtype=nparray.dtype))
     zarray[indexer] = new_data
     nparray[indexer] = new_data
     assert_array_equal(nparray, zarray[:])
@@ -73,6 +72,12 @@ def test_oindex(data: st.DataObject) -> None:
     actual = zarray.oindex[zindexer]
     assert_array_equal(nparray[npindexer], actual)
 
+    assume(zarray.shards is None)  # GH2834
+    new_data = data.draw(npst.arrays(shape=st.just(actual.shape), dtype=nparray.dtype))
+    nparray[npindexer] = new_data
+    zarray.oindex[zindexer] = new_data
+    assert_array_equal(nparray, zarray[:])
+
 
 @given(data=st.data())
 def test_vindex(data: st.DataObject) -> None:
@@ -88,6 +93,14 @@ def test_vindex(data: st.DataObject) -> None:
     actual = zarray.vindex[indexer]
     assert_array_equal(nparray[indexer], actual)
 
+    # FIXME!
+    # when the indexer is such that a value gets overwritten multiple times,
+    # I think the output depends on chunking.
+    # new_data = data.draw(npst.arrays(shape=st.just(actual.shape), dtype=nparray.dtype))
+    # nparray[indexer] = new_data
+    # zarray.vindex[indexer] = new_data
+    # assert_array_equal(nparray, zarray[:])
+
 
 @given(store=stores, meta=array_metadata())  # type: ignore[misc]
 async def test_roundtrip_array_metadata(

From 48f7c9af3b49e3221c65c3447e869437c0fb7575 Mon Sep 17 00:00:00 2001
From: Cameron Arshadi <44130022+carshadi@users.noreply.github.com>
Date: Fri, 14 Feb 2025 14:05:34 -0500
Subject: [PATCH 0986/1078] Feat: improves delete_dir for s3fs-backed
 FsspecStore (#2661)

* Implement asynchronous directory deletion in FsspecStore

- override Store.delete_dir default method, which deletes keys one by one, to support bulk deletion for fsspec implementations that support a list of paths in the fs._rm method.
- This can greatly reduce the number of requests to S3, which reduces likelihood of running into throttling errors and improves delete performance.
- Currently, only s3fs is supported.

* Use async batched _rm() for FsspecStore.delete_dir()

* Suppress allowed exceptions instead of try-except-pass

* Adds note on possibly redundant condition in FsspecStore.delete_dir()

* Fix: unpack allowed arguments list

* Adds tests for FsspecStore.delete_dir

* Update src/zarr/storage/_fsspec.py

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* Remove supports_listing condition from FsspecStore.delete_dir

* use f-string for url formatting

* assert `store.fs.asynchronous` instead of `store.fs.async_impl`

* updates release notes

* remove unused import

* Explicitly construct wrapped local filesystem for test

---------

Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: Joe Hamman <jhamman1@gmail.com>
Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>
---
 changes/2661.feature.1.rst      |  1 +
 src/zarr/storage/_fsspec.py     | 14 ++++++++++++++
 tests/test_store/test_fsspec.py | 33 +++++++++++++++++++++++++++++++++
 3 files changed, 48 insertions(+)
 create mode 100644 changes/2661.feature.1.rst

diff --git a/changes/2661.feature.1.rst b/changes/2661.feature.1.rst
new file mode 100644
index 0000000000..5d0209c581
--- /dev/null
+++ b/changes/2661.feature.1.rst
@@ -0,0 +1 @@
+Improves performance of FsspecStore.delete_dir for remote filesystems supporting concurrent/batched deletes, e.g., s3fs.
\ No newline at end of file
diff --git a/src/zarr/storage/_fsspec.py b/src/zarr/storage/_fsspec.py
index 92c14fcc76..1cc7039e68 100644
--- a/src/zarr/storage/_fsspec.py
+++ b/src/zarr/storage/_fsspec.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import warnings
+from contextlib import suppress
 from typing import TYPE_CHECKING, Any
 
 from zarr.abc.store import (
@@ -286,6 +287,19 @@ async def delete(self, key: str) -> None:
         except self.allowed_exceptions:
             pass
 
+    async def delete_dir(self, prefix: str) -> None:
+        # docstring inherited
+        if not self.supports_deletes:
+            raise NotImplementedError(
+                "This method is only available for stores that support deletes."
+            )
+        self._check_writable()
+
+        path_to_delete = _dereference_path(self.path, prefix)
+
+        with suppress(*self.allowed_exceptions):
+            await self.fs._rm(path_to_delete, recursive=True)
+
     async def exists(self, key: str) -> bool:
         # docstring inherited
         path = _dereference_path(self.path, key)
diff --git a/tests/test_store/test_fsspec.py b/tests/test_store/test_fsspec.py
index 929de37869..a710b9e22b 100644
--- a/tests/test_store/test_fsspec.py
+++ b/tests/test_store/test_fsspec.py
@@ -217,6 +217,14 @@ async def test_empty_nonexistent_path(self, store_kwargs) -> None:
         store = await self.store_cls.open(**store_kwargs)
         assert await store.is_empty("")
 
+    async def test_delete_dir_unsupported_deletes(self, store: FsspecStore) -> None:
+        store.supports_deletes = False
+        with pytest.raises(
+            NotImplementedError,
+            match="This method is only available for stores that support deletes.",
+        ):
+            await store.delete_dir("test_prefix")
+
 
 @pytest.mark.skipif(
     parse_version(fsspec.__version__) < parse_version("2024.12.0"),
@@ -244,3 +252,28 @@ def test_no_wrap_async_filesystem():
 
     assert not isinstance(store.fs, AsyncFileSystemWrapper)
     assert store.fs.async_impl
+
+
+@pytest.mark.skipif(
+    parse_version(fsspec.__version__) < parse_version("2024.12.0"),
+    reason="No AsyncFileSystemWrapper",
+)
+async def test_delete_dir_wrapped_filesystem(tmpdir) -> None:
+    from fsspec.implementations.asyn_wrapper import AsyncFileSystemWrapper
+    from fsspec.implementations.local import LocalFileSystem
+
+    wrapped_fs = AsyncFileSystemWrapper(LocalFileSystem(auto_mkdir=True))
+    store = FsspecStore(wrapped_fs, read_only=False, path=f"{tmpdir}/test/path")
+
+    assert isinstance(store.fs, AsyncFileSystemWrapper)
+    assert store.fs.asynchronous
+
+    await store.set("zarr.json", cpu.Buffer.from_bytes(b"root"))
+    await store.set("foo-bar/zarr.json", cpu.Buffer.from_bytes(b"root"))
+    await store.set("foo/zarr.json", cpu.Buffer.from_bytes(b"bar"))
+    await store.set("foo/c/0", cpu.Buffer.from_bytes(b"chunk"))
+    await store.delete_dir("foo")
+    assert await store.exists("zarr.json")
+    assert await store.exists("foo-bar/zarr.json")
+    assert not await store.exists("foo/zarr.json")
+    assert not await store.exists("foo/c/0")

From 8ad4cd69335a32d85b0b1c380572596b1e9f26b7 Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Fri, 14 Feb 2025 14:13:10 -0700
Subject: [PATCH 0987/1078] Run fsspec tests in min_deps env (#2835)

* Run fsspec tests in min_deps env

* Skip failing test
---
 .github/workflows/test.yml      |  5 +++++
 pyproject.toml                  | 19 ++++++++-----------
 tests/test_store/test_fsspec.py | 18 ++++++++++++++++--
 3 files changed, 29 insertions(+), 13 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index c85648e0ff..7d82a95662 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -102,6 +102,11 @@ jobs:
     - name: Run Tests
       run: |
         hatch env run --env ${{ matrix.dependency-set }} run
+    - name: Upload coverage
+      uses: codecov/codecov-action@v5
+      with:
+        token: ${{ secrets.CODECOV_TOKEN }}
+        verbose: true # optional (default = false)
 
   doctests:
     name: doctests
diff --git a/pyproject.toml b/pyproject.toml
index ab285ff7ff..0137927039 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -212,11 +212,7 @@ dependencies = [
     'typing_extensions @ git+https://github.com/python/typing_extensions',
     'donfig @ git+https://github.com/pytroll/donfig',
     # test deps
-    'hypothesis',
-    'pytest',
-    'pytest-cov',
-    'pytest-asyncio',
-    'moto[s3]',
+    'zarr[test]',
 ]
 
 [tool.hatch.envs.upstream.env-vars]
@@ -228,6 +224,9 @@ PIP_PRE = "1"
 run = "pytest --verbose"
 run-mypy = "mypy src"
 run-hypothesis = "pytest --hypothesis-profile ci tests/test_properties.py tests/test_store/test_stateful*"
+run-coverage = "pytest --cov-config=pyproject.toml --cov=pkg --cov-report xml --cov=src --junitxml=junit.xml -o junit_family=legacy"
+run-coverage-gpu = "pip install cupy-cuda12x && pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov-report xml --cov=src --junitxml=junit.xml -o junit_family=legacy"
+run-coverage-html = "pytest --cov-config=pyproject.toml --cov=pkg --cov-report html --cov=src"
 list-env = "pip list"
 
 [tool.hatch.envs.min_deps]
@@ -247,18 +246,16 @@ dependencies = [
     'typing_extensions==4.9.*',
     'donfig==0.8.*',
     # test deps
-    'hypothesis',
-    'pytest',
-    'pytest-cov',
-    'pytest-asyncio',
-    'moto[s3]',
+    'zarr[test]',
 ]
 
 [tool.hatch.envs.min_deps.scripts]
 run = "pytest --verbose"
 run-hypothesis = "pytest --hypothesis-profile ci tests/test_properties.py tests/test_store/test_stateful*"
 list-env = "pip list"
-
+run-coverage = "pytest --cov-config=pyproject.toml --cov=pkg --cov-report xml --cov=src --junitxml=junit.xml -o junit_family=legacy"
+run-coverage-gpu = "pip install cupy-cuda12x && pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov-report xml --cov=src --junitxml=junit.xml -o junit_family=legacy"
+run-coverage-html = "pytest --cov-config=pyproject.toml --cov=pkg --cov-report html --cov=src"
 
 [tool.ruff]
 line-length = 100
diff --git a/tests/test_store/test_fsspec.py b/tests/test_store/test_fsspec.py
index a710b9e22b..2e9620f29d 100644
--- a/tests/test_store/test_fsspec.py
+++ b/tests/test_store/test_fsspec.py
@@ -110,7 +110,12 @@ class TestFsspecStoreS3(StoreTests[FsspecStore, cpu.Buffer]):
 
     @pytest.fixture
     def store_kwargs(self, request) -> dict[str, str | bool]:
-        fs, path = fsspec.url_to_fs(
+        try:
+            from fsspec import url_to_fs
+        except ImportError:
+            # before fsspec==2024.3.1
+            from fsspec.core import url_to_fs
+        fs, path = url_to_fs(
             f"s3://{test_bucket_name}", endpoint_url=endpoint_url, anon=False, asynchronous=True
         )
         return {"fs": fs, "path": path}
@@ -182,6 +187,10 @@ async def test_fsspec_store_from_uri(self, store: FsspecStore) -> None:
         )
         assert dict(group.attrs) == {"key": "value-3"}
 
+    @pytest.mark.skipif(
+        parse_version(fsspec.__version__) < parse_version("2024.03.01"),
+        reason="Prior bug in from_upath",
+    )
     def test_from_upath(self) -> None:
         upath = pytest.importorskip("upath")
         path = upath.UPath(
@@ -204,7 +213,12 @@ def test_init_raises_if_path_has_scheme(self, store_kwargs) -> None:
             self.store_cls(**store_kwargs)
 
     def test_init_warns_if_fs_asynchronous_is_false(self) -> None:
-        fs, path = fsspec.url_to_fs(
+        try:
+            from fsspec import url_to_fs
+        except ImportError:
+            # before fsspec==2024.3.1
+            from fsspec.core import url_to_fs
+        fs, path = url_to_fs(
             f"s3://{test_bucket_name}", endpoint_url=endpoint_url, anon=False, asynchronous=False
         )
         store_kwargs = {"fs": fs, "path": path}

From 5a36e175325c1f6e55b0638009b8aa7e5ab89a05 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Fri, 14 Feb 2025 16:28:39 -0700
Subject: [PATCH 0988/1078] Changelog for v3.0.3 (#2836)

* Changelof for v3.0.3

* fix version
---
 changes/2661.feature.1.rst |  1 -
 changes/2751.bugfix.rst    |  1 -
 changes/2751.doc.rst       |  1 -
 changes/2751.feature.rst   |  1 -
 changes/2755.bugfix.rst    |  3 ---
 changes/2758.bugfix.rst    |  1 -
 changes/2778.bugfix.rst    |  1 -
 changes/2781.bugfix.rst    |  1 -
 changes/2784.feature.rst   |  1 -
 changes/2785.bugfix.rst    |  1 -
 changes/2795.bugfix.rst    |  1 -
 changes/2799.bugfix.rst    |  1 -
 changes/2801.bugfix.rst    |  1 -
 changes/2804.feature.rst   |  1 -
 changes/2807.bugfix.rst    |  1 -
 changes/2811.bugfix.rst    |  1 -
 changes/2813.feature.rst   |  1 -
 changes/2817.bugfix.rst    |  1 -
 changes/2822.feature.rst   |  1 -
 docs/release-notes.rst     | 39 ++++++++++++++++++++++++++++++++++++++
 20 files changed, 39 insertions(+), 21 deletions(-)
 delete mode 100644 changes/2661.feature.1.rst
 delete mode 100644 changes/2751.bugfix.rst
 delete mode 100644 changes/2751.doc.rst
 delete mode 100644 changes/2751.feature.rst
 delete mode 100644 changes/2755.bugfix.rst
 delete mode 100644 changes/2758.bugfix.rst
 delete mode 100644 changes/2778.bugfix.rst
 delete mode 100644 changes/2781.bugfix.rst
 delete mode 100644 changes/2784.feature.rst
 delete mode 100644 changes/2785.bugfix.rst
 delete mode 100644 changes/2795.bugfix.rst
 delete mode 100644 changes/2799.bugfix.rst
 delete mode 100644 changes/2801.bugfix.rst
 delete mode 100644 changes/2804.feature.rst
 delete mode 100644 changes/2807.bugfix.rst
 delete mode 100644 changes/2811.bugfix.rst
 delete mode 100644 changes/2813.feature.rst
 delete mode 100644 changes/2817.bugfix.rst
 delete mode 100644 changes/2822.feature.rst

diff --git a/changes/2661.feature.1.rst b/changes/2661.feature.1.rst
deleted file mode 100644
index 5d0209c581..0000000000
--- a/changes/2661.feature.1.rst
+++ /dev/null
@@ -1 +0,0 @@
-Improves performance of FsspecStore.delete_dir for remote filesystems supporting concurrent/batched deletes, e.g., s3fs.
\ No newline at end of file
diff --git a/changes/2751.bugfix.rst b/changes/2751.bugfix.rst
deleted file mode 100644
index 6f737999cf..0000000000
--- a/changes/2751.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Fixed bug with Zarr using device memory, instead of host memory, for storing metadata when using GPUs.
\ No newline at end of file
diff --git a/changes/2751.doc.rst b/changes/2751.doc.rst
deleted file mode 100644
index 19fbcbeea6..0000000000
--- a/changes/2751.doc.rst
+++ /dev/null
@@ -1 +0,0 @@
-Added new user guide on :ref:`user-guide-gpu`.
\ No newline at end of file
diff --git a/changes/2751.feature.rst b/changes/2751.feature.rst
deleted file mode 100644
index 61d97479c6..0000000000
--- a/changes/2751.feature.rst
+++ /dev/null
@@ -1 +0,0 @@
-Added :meth:`zarr.config.enable_gpu` to update Zarr's configuration to use GPUs.
\ No newline at end of file
diff --git a/changes/2755.bugfix.rst b/changes/2755.bugfix.rst
deleted file mode 100644
index 2555369544..0000000000
--- a/changes/2755.bugfix.rst
+++ /dev/null
@@ -1,3 +0,0 @@
-The array returned by ``zarr.empty`` and an empty ``zarr.core.buffer.cpu.NDBuffer`` will now be filled with the
-specified fill value, or with zeros if no fill value is provided.
-This fixes a bug where Zarr format 2 data with no fill value was written with un-predictable chunk sizes.
\ No newline at end of file
diff --git a/changes/2758.bugfix.rst b/changes/2758.bugfix.rst
deleted file mode 100644
index 6b80f8a626..0000000000
--- a/changes/2758.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Fix zip-store path checking for stores with directories listed as files.
\ No newline at end of file
diff --git a/changes/2778.bugfix.rst b/changes/2778.bugfix.rst
deleted file mode 100644
index 2968c4441c..0000000000
--- a/changes/2778.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Use removeprefix rather than replace when removing filename prefixes in `FsspecStore.list`
\ No newline at end of file
diff --git a/changes/2781.bugfix.rst b/changes/2781.bugfix.rst
deleted file mode 100644
index 3673eeece7..0000000000
--- a/changes/2781.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Enable automatic removal of `needs release notes` with labeler action
\ No newline at end of file
diff --git a/changes/2784.feature.rst b/changes/2784.feature.rst
deleted file mode 100644
index e3218e6df0..0000000000
--- a/changes/2784.feature.rst
+++ /dev/null
@@ -1 +0,0 @@
-Avoid reading chunks during writes where possible. :issue:`757`
diff --git a/changes/2785.bugfix.rst b/changes/2785.bugfix.rst
deleted file mode 100644
index 3f2b3111ea..0000000000
--- a/changes/2785.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Use the proper label config
\ No newline at end of file
diff --git a/changes/2795.bugfix.rst b/changes/2795.bugfix.rst
deleted file mode 100644
index 0ee6619c16..0000000000
--- a/changes/2795.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Alters the behavior of ``create_array`` to ensure that any groups implied by the array's name are created if they do not already exist. Also simplifies the type signature for any function that takes an ArrayConfig-like object.
\ No newline at end of file
diff --git a/changes/2799.bugfix.rst b/changes/2799.bugfix.rst
deleted file mode 100644
index f22b7074bb..0000000000
--- a/changes/2799.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Enitialise empty chunks to the default fill value during writing and add default fill values for datetime, timedelta, structured, and other (void* fixed size) data types
\ No newline at end of file
diff --git a/changes/2801.bugfix.rst b/changes/2801.bugfix.rst
deleted file mode 100644
index 294934aacf..0000000000
--- a/changes/2801.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Ensure utf8 compliant strings are used to construct numpy arrays in property-based tests
diff --git a/changes/2804.feature.rst b/changes/2804.feature.rst
deleted file mode 100644
index 5a707752a0..0000000000
--- a/changes/2804.feature.rst
+++ /dev/null
@@ -1 +0,0 @@
-:py:class:`LocalStore` learned to ``delete_dir``. This makes array and group deletes more efficient.
diff --git a/changes/2807.bugfix.rst b/changes/2807.bugfix.rst
deleted file mode 100644
index ae0eb2f6ac..0000000000
--- a/changes/2807.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Fix pickling for ZipStore
diff --git a/changes/2811.bugfix.rst b/changes/2811.bugfix.rst
deleted file mode 100644
index ef4e8eb7ed..0000000000
--- a/changes/2811.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Update numcodecs to not overwrite codec configuration ever. Closes :issue:`2800`.
diff --git a/changes/2813.feature.rst b/changes/2813.feature.rst
deleted file mode 100644
index 8a28f75082..0000000000
--- a/changes/2813.feature.rst
+++ /dev/null
@@ -1 +0,0 @@
-Add `zarr.testing.strategies.array_metadata` to generate ArrayV2Metadata and ArrayV3Metadata instances.
diff --git a/changes/2817.bugfix.rst b/changes/2817.bugfix.rst
deleted file mode 100644
index b1c0fa9220..0000000000
--- a/changes/2817.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Fix fancy indexing (e.g. arr[5, [0, 1]]) with the sharding codec
\ No newline at end of file
diff --git a/changes/2822.feature.rst b/changes/2822.feature.rst
deleted file mode 100644
index 37b3bf1faf..0000000000
--- a/changes/2822.feature.rst
+++ /dev/null
@@ -1 +0,0 @@
-Add arbitrary `shards` to Hypothesis strategy for generating arrays.
diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index 08c64eb899..93466a0992 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -3,6 +3,45 @@ Release notes
 
 .. towncrier release notes start
 
+3.0.3 (2025-02-14)
+------------------
+
+Features
+~~~~~~~~
+
+- Improves performance of FsspecStore.delete_dir for remote filesystems supporting concurrent/batched deletes, e.g., s3fs. (:issue:`2661`)
+- Added :meth:`zarr.config.enable_gpu` to update Zarr's configuration to use GPUs. (:issue:`2751`)
+- Avoid reading chunks during writes where possible. :issue:`757` (:issue:`2784`)
+- :py:class:`LocalStore` learned to ``delete_dir``. This makes array and group deletes more efficient. (:issue:`2804`)
+- Add `zarr.testing.strategies.array_metadata` to generate ArrayV2Metadata and ArrayV3Metadata instances. (:issue:`2813`)
+- Add arbitrary `shards` to Hypothesis strategy for generating arrays. (:issue:`2822`)
+
+
+Bugfixes
+~~~~~~~~
+
+- Fixed bug with Zarr using device memory, instead of host memory, for storing metadata when using GPUs. (:issue:`2751`)
+- The array returned by ``zarr.empty`` and an empty ``zarr.core.buffer.cpu.NDBuffer`` will now be filled with the
+  specified fill value, or with zeros if no fill value is provided.
+  This fixes a bug where Zarr format 2 data with no fill value was written with un-predictable chunk sizes. (:issue:`2755`)
+- Fix zip-store path checking for stores with directories listed as files. (:issue:`2758`)
+- Use removeprefix rather than replace when removing filename prefixes in `FsspecStore.list` (:issue:`2778`)
+- Enable automatic removal of `needs release notes` with labeler action (:issue:`2781`)
+- Use the proper label config (:issue:`2785`)
+- Alters the behavior of ``create_array`` to ensure that any groups implied by the array's name are created if they do not already exist. Also simplifies the type signature for any function that takes an ArrayConfig-like object. (:issue:`2795`)
+- Enitialise empty chunks to the default fill value during writing and add default fill values for datetime, timedelta, structured, and other (void* fixed size) data types (:issue:`2799`)
+- Ensure utf8 compliant strings are used to construct numpy arrays in property-based tests (:issue:`2801`)
+- Fix pickling for ZipStore (:issue:`2807`)
+- Update numcodecs to not overwrite codec configuration ever. Closes :issue:`2800`. (:issue:`2811`)
+- Fix fancy indexing (e.g. arr[5, [0, 1]]) with the sharding codec (:issue:`2817`)
+
+
+Improved Documentation
+~~~~~~~~~~~~~~~~~~~~~~
+
+- Added new user guide on :ref:`user-guide-gpu`. (:issue:`2751`)
+
+
 3.0.2 (2025-01-31)
 ------------------
 

From e8bfb6484aeb543c21b9b0f6de2e0f0a034fc5d7 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Mon, 17 Feb 2025 17:07:51 +0100
Subject: [PATCH 0989/1078] Unnecessary lambda expression (#2828)

---
 src/zarr/testing/strategies.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 8847b49020..0e25e44592 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -305,7 +305,7 @@ def orthogonal_indices(
             )
             | basic_indices(min_dims=1, shape=(size,), allow_ellipsis=False)
             .map(lambda x: (x,) if not isinstance(x, tuple) else x)  # bare ints, slices
-            .filter(lambda x: bool(x))  # skip empty tuple
+            .filter(bool)  # skip empty tuple
         )
         (idxr,) = val
         if isinstance(idxr, int):

From 96c967786c42e235f4d07dfcdd2a3a72bcd508e1 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Thu, 20 Feb 2025 11:34:13 +0100
Subject: [PATCH 0990/1078] don't serialize empty tuples for v2 filters, and
 warn when reading such metadata (#2847)

* don't serialize empty tuples for v2 filters, and warn when reading such metadata

* release notes

* alter text in comment

* add skeleton of metadata spec compliance property test

* do something for V3

---------

Co-authored-by: Deepak Cherian <deepak@cherian.net>
---
 changes/2847.fix.rst           |  1 +
 src/zarr/core/metadata/v2.py   | 17 +++++++++++-
 tests/test_array.py            | 47 +++++++++++++++-------------------
 tests/test_metadata/test_v2.py | 20 ++++++++++++++-
 tests/test_properties.py       | 14 ++++++++++
 5 files changed, 71 insertions(+), 28 deletions(-)
 create mode 100644 changes/2847.fix.rst

diff --git a/changes/2847.fix.rst b/changes/2847.fix.rst
new file mode 100644
index 0000000000..148e191b98
--- /dev/null
+++ b/changes/2847.fix.rst
@@ -0,0 +1 @@
+Fixed a bug where ``ArrayV2Metadata`` could save ``filters`` as an empty array.
\ No newline at end of file
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index 3d292c81b4..823944e067 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import base64
+import warnings
 from collections.abc import Iterable
 from enum import Enum
 from functools import cached_property
@@ -178,6 +179,16 @@ def from_dict(cls, data: dict[str, Any]) -> ArrayV2Metadata:
         # handle the renames
         expected |= {"dtype", "chunks"}
 
+        # check if `filters` is an empty sequence; if so use None instead and raise a warning
+        if _data["filters"] is not None and len(_data["filters"]) == 0:
+            msg = (
+                "Found an empty list of filters in the array metadata document. "
+                "This is contrary to the Zarr V2 specification, and will cause an error in the future. "
+                "Use None (or Null in a JSON document) instead of an empty list of filters."
+            )
+            warnings.warn(msg, UserWarning, stacklevel=1)
+            _data["filters"] = None
+
         _data = {k: v for k, v in _data.items() if k in expected}
 
         return cls(**_data)
@@ -255,7 +266,11 @@ def parse_filters(data: object) -> tuple[numcodecs.abc.Codec, ...] | None:
             else:
                 msg = f"Invalid filter at index {idx}. Expected a numcodecs.abc.Codec or a dict representation of numcodecs.abc.Codec. Got {type(val)} instead."
                 raise TypeError(msg)
-        return tuple(out)
+        if len(out) == 0:
+            # Per the v2 spec, an empty tuple is not allowed -- use None to express "no filters"
+            return None
+        else:
+            return tuple(out)
     # take a single codec instance and wrap it in a tuple
     if isinstance(data, numcodecs.abc.Codec):
         return (data,)
diff --git a/tests/test_array.py b/tests/test_array.py
index b81f966e20..efcf8a6bf9 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -972,45 +972,40 @@ def test_default_fill_value(dtype: str, fill_value_expected: object, store: Stor
     @staticmethod
     @pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
     @pytest.mark.parametrize("empty_value", [None, ()])
-    async def test_no_filters_compressors(store: MemoryStore, dtype: str, empty_value: Any) -> None:
+    async def test_no_filters_compressors(
+        store: MemoryStore, dtype: str, empty_value: object, zarr_format: ZarrFormat
+    ) -> None:
         """
         Test that the default ``filters`` and ``compressors`` are removed when ``create_array`` is invoked.
         """
 
-        # v2
         arr = await create_array(
             store=store,
             dtype=dtype,
             shape=(10,),
-            zarr_format=2,
+            zarr_format=zarr_format,
             compressors=empty_value,
             filters=empty_value,
         )
         # Test metadata explicitly
-        assert arr.metadata.zarr_format == 2  # guard for mypy
-        # The v2 metadata stores None and () separately
-        assert arr.metadata.filters == empty_value
-        # The v2 metadata does not allow tuple for compressor, therefore it is turned into None
-        assert arr.metadata.compressor is None
-
-        assert arr.filters == ()
-        assert arr.compressors == ()
-
-        # v3
-        arr = await create_array(
-            store=store,
-            dtype=dtype,
-            shape=(10,),
-            compressors=empty_value,
-            filters=empty_value,
-        )
-        assert arr.metadata.zarr_format == 3  # guard for mypy
-        if dtype == "str":
-            assert arr.metadata.codecs == (VLenUTF8Codec(),)
-            assert arr.serializer == VLenUTF8Codec()
+        if zarr_format == 2:
+            assert arr.metadata.zarr_format == 2  # guard for mypy
+            # v2 spec requires that filters be either a collection with at least one filter, or None
+            assert arr.metadata.filters is None
+            # Compressor is a single element in v2 metadata; the absence of a compressor is encoded
+            # as None
+            assert arr.metadata.compressor is None
+
+            assert arr.filters == ()
+            assert arr.compressors == ()
         else:
-            assert arr.metadata.codecs == (BytesCodec(),)
-            assert arr.serializer == BytesCodec()
+            assert arr.metadata.zarr_format == 3  # guard for mypy
+            if dtype == "str":
+                assert arr.metadata.codecs == (VLenUTF8Codec(),)
+                assert arr.serializer == VLenUTF8Codec()
+            else:
+                assert arr.metadata.codecs == (BytesCodec(),)
+                assert arr.serializer == BytesCodec()
 
     @staticmethod
     @pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
diff --git a/tests/test_metadata/test_v2.py b/tests/test_metadata/test_v2.py
index 5a5bf5f73a..4600a977d4 100644
--- a/tests/test_metadata/test_v2.py
+++ b/tests/test_metadata/test_v2.py
@@ -33,7 +33,7 @@ def test_parse_zarr_format_invalid(data: Any) -> None:
 
 
 @pytest.mark.parametrize("attributes", [None, {"foo": "bar"}])
-@pytest.mark.parametrize("filters", [None, (), (numcodecs.GZip(),)])
+@pytest.mark.parametrize("filters", [None, (numcodecs.GZip(),)])
 @pytest.mark.parametrize("compressor", [None, numcodecs.GZip()])
 @pytest.mark.parametrize("fill_value", [None, 0, 1])
 @pytest.mark.parametrize("order", ["C", "F"])
@@ -81,6 +81,24 @@ def test_metadata_to_dict(
     assert observed == expected
 
 
+def test_filters_empty_tuple_warns() -> None:
+    metadata_dict = {
+        "zarr_format": 2,
+        "shape": (1,),
+        "chunks": (1,),
+        "dtype": "uint8",
+        "order": "C",
+        "compressor": None,
+        "filters": (),
+        "fill_value": 0,
+    }
+    with pytest.warns(
+        UserWarning, match="Found an empty list of filters in the array metadata document."
+    ):
+        meta = ArrayV2Metadata.from_dict(metadata_dict)
+    assert meta.filters is None
+
+
 class TestConsolidated:
     @pytest.fixture
     async def v2_consolidated_metadata(
diff --git a/tests/test_properties.py b/tests/test_properties.py
index acecd44810..5643cf3853 100644
--- a/tests/test_properties.py
+++ b/tests/test_properties.py
@@ -113,6 +113,20 @@ async def test_roundtrip_array_metadata(
         assert actual == expected
 
 
+@given(store=stores, meta=array_metadata())  # type: ignore[misc]
+def test_array_metadata_meets_spec(store: Store, meta: ArrayV2Metadata | ArrayV3Metadata) -> None:
+    # TODO: fill this out
+    asdict = meta.to_dict()
+    if isinstance(meta, ArrayV2Metadata):
+        assert asdict["filters"] != ()
+        assert asdict["filters"] is None or isinstance(asdict["filters"], tuple)
+        assert asdict["zarr_format"] == 2
+    elif isinstance(meta, ArrayV3Metadata):
+        assert asdict["zarr_format"] == 3
+    else:
+        raise NotImplementedError
+
+
 # @st.composite
 # def advanced_indices(draw, *, shape):
 #     basic_idxr = draw(

From 8b59a38463dca7b3c908aa3db7d5321a80a3c285 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Sun, 23 Feb 2025 10:29:09 -0700
Subject: [PATCH 0991/1078] Fix a bug when setting complete chunks (#2851)

* Fix a bug when setting complete chunks

Closes #2849

* much simpler test

* add release note

* Update strategy priorities:

1. Emphasize arrays of side > 1,
2. Emphasize indexing the last chunk for both setitem & getitem

* Use short node names

* bug fix

* Add scalar tests

* [revert]

* Add unit test

* one more test

* Add xfails

* switch to skip, XPASS is not allwoed

* Fix test

* cleaniup

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 changes/2851.bugfix.rst         |  1 +
 src/zarr/core/codec_pipeline.py | 25 +++++-----
 src/zarr/storage/_fsspec.py     |  2 +-
 src/zarr/testing/stateful.py    |  8 +--
 src/zarr/testing/strategies.py  | 86 +++++++++++++++++++++++++++------
 tests/test_indexing.py          | 31 ++++++++++++
 tests/test_properties.py        | 16 ++++--
 7 files changed, 133 insertions(+), 36 deletions(-)
 create mode 100644 changes/2851.bugfix.rst

diff --git a/changes/2851.bugfix.rst b/changes/2851.bugfix.rst
new file mode 100644
index 0000000000..977f683847
--- /dev/null
+++ b/changes/2851.bugfix.rst
@@ -0,0 +1 @@
+Fix a bug when setting values of a smaller last chunk.
diff --git a/src/zarr/core/codec_pipeline.py b/src/zarr/core/codec_pipeline.py
index 0c53cda96c..628a7e0487 100644
--- a/src/zarr/core/codec_pipeline.py
+++ b/src/zarr/core/codec_pipeline.py
@@ -296,17 +296,6 @@ def _merge_chunk_array(
         is_complete_chunk: bool,
         drop_axes: tuple[int, ...],
     ) -> NDBuffer:
-        if is_complete_chunk and value.shape == chunk_spec.shape:
-            return value
-        if existing_chunk_array is None:
-            chunk_array = chunk_spec.prototype.nd_buffer.create(
-                shape=chunk_spec.shape,
-                dtype=chunk_spec.dtype,
-                order=chunk_spec.order,
-                fill_value=fill_value_or_default(chunk_spec),
-            )
-        else:
-            chunk_array = existing_chunk_array.copy()  # make a writable copy
         if chunk_selection == () or is_scalar(value.as_ndarray_like(), chunk_spec.dtype):
             chunk_value = value
         else:
@@ -320,6 +309,20 @@ def _merge_chunk_array(
                     for idx in range(chunk_spec.ndim)
                 )
                 chunk_value = chunk_value[item]
+        if is_complete_chunk and chunk_value.shape == chunk_spec.shape:
+            # TODO: For the last chunk, we could have is_complete_chunk=True
+            #       that is smaller than the chunk_spec.shape but this throws
+            #       an error in the _decode_single
+            return chunk_value
+        if existing_chunk_array is None:
+            chunk_array = chunk_spec.prototype.nd_buffer.create(
+                shape=chunk_spec.shape,
+                dtype=chunk_spec.dtype,
+                order=chunk_spec.order,
+                fill_value=fill_value_or_default(chunk_spec),
+            )
+        else:
+            chunk_array = existing_chunk_array.copy()  # make a writable copy
         chunk_array[chunk_selection] = chunk_value
         return chunk_array
 
diff --git a/src/zarr/storage/_fsspec.py b/src/zarr/storage/_fsspec.py
index 1cc7039e68..a4730a93d9 100644
--- a/src/zarr/storage/_fsspec.py
+++ b/src/zarr/storage/_fsspec.py
@@ -178,7 +178,7 @@ def from_url(
             try:
                 from fsspec.implementations.asyn_wrapper import AsyncFileSystemWrapper
 
-                fs = AsyncFileSystemWrapper(fs)
+                fs = AsyncFileSystemWrapper(fs, asynchronous=True)
             except ImportError as e:
                 raise ImportError(
                     f"The filesystem for URL '{url}' is synchronous, and the required "
diff --git a/src/zarr/testing/stateful.py b/src/zarr/testing/stateful.py
index 3e8dbcdf04..ede83201ae 100644
--- a/src/zarr/testing/stateful.py
+++ b/src/zarr/testing/stateful.py
@@ -325,7 +325,7 @@ def __init__(self, store: Store) -> None:
     def init_store(self) -> None:
         self.store.clear()
 
-    @rule(key=zarr_keys, data=st.binary(min_size=0, max_size=MAX_BINARY_SIZE))
+    @rule(key=zarr_keys(), data=st.binary(min_size=0, max_size=MAX_BINARY_SIZE))
     def set(self, key: str, data: DataObject) -> None:
         note(f"(set) Setting {key!r} with {data}")
         assert not self.store.read_only
@@ -334,7 +334,7 @@ def set(self, key: str, data: DataObject) -> None:
         self.model[key] = data_buf
 
     @precondition(lambda self: len(self.model.keys()) > 0)
-    @rule(key=zarr_keys, data=st.data())
+    @rule(key=zarr_keys(), data=st.data())
     def get(self, key: str, data: DataObject) -> None:
         key = data.draw(
             st.sampled_from(sorted(self.model.keys()))
@@ -344,7 +344,7 @@ def get(self, key: str, data: DataObject) -> None:
         # to bytes here necessary because data_buf set to model in set()
         assert self.model[key] == store_value
 
-    @rule(key=zarr_keys, data=st.data())
+    @rule(key=zarr_keys(), data=st.data())
     def get_invalid_zarr_keys(self, key: str, data: DataObject) -> None:
         note("(get_invalid)")
         assume(key not in self.model)
@@ -408,7 +408,7 @@ def is_empty(self) -> None:
         # make sure they either both are or both aren't empty (same state)
         assert self.store.is_empty("") == (not self.model)
 
-    @rule(key=zarr_keys)
+    @rule(key=zarr_keys())
     def exists(self, key: str) -> None:
         note("(exists)")
 
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 0e25e44592..96d664f5aa 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -1,10 +1,11 @@
+import math
 import sys
 from typing import Any, Literal
 
 import hypothesis.extra.numpy as npst
 import hypothesis.strategies as st
 import numpy as np
-from hypothesis import given, settings  # noqa: F401
+from hypothesis import event, given, settings  # noqa: F401
 from hypothesis.strategies import SearchStrategy
 
 import zarr
@@ -28,6 +29,16 @@
 )
 
 
+@st.composite  # type: ignore[misc]
+def keys(draw: st.DrawFn, *, max_num_nodes: int | None = None) -> Any:
+    return draw(st.lists(node_names, min_size=1, max_size=max_num_nodes).map("/".join))
+
+
+@st.composite  # type: ignore[misc]
+def paths(draw: st.DrawFn, *, max_num_nodes: int | None = None) -> Any:
+    return draw(st.just("/") | keys(max_num_nodes=max_num_nodes))
+
+
 def v3_dtypes() -> st.SearchStrategy[np.dtype]:
     return (
         npst.boolean_dtypes()
@@ -87,17 +98,19 @@ def clear_store(x: Store) -> Store:
 node_names = st.text(zarr_key_chars, min_size=1).filter(
     lambda t: t not in (".", "..") and not t.startswith("__")
 )
+short_node_names = st.text(zarr_key_chars, max_size=3, min_size=1).filter(
+    lambda t: t not in (".", "..") and not t.startswith("__")
+)
 array_names = node_names
 attrs = st.none() | st.dictionaries(_attr_keys, _attr_values)
-keys = st.lists(node_names, min_size=1).map("/".join)
-paths = st.just("/") | keys
 # st.builds will only call a new store constructor for different keyword arguments
 # i.e. stores.examples() will always return the same object per Store class.
 # So we map a clear to reset the store.
 stores = st.builds(MemoryStore, st.just({})).map(clear_store)
 compressors = st.sampled_from([None, "default"])
 zarr_formats: st.SearchStrategy[ZarrFormat] = st.sampled_from([3, 2])
-array_shapes = npst.array_shapes(max_dims=4, min_side=0)
+# We de-prioritize arrays having dim sizes 0, 1, 2
+array_shapes = npst.array_shapes(max_dims=4, min_side=3) | npst.array_shapes(max_dims=4, min_side=0)
 
 
 @st.composite  # type: ignore[misc]
@@ -152,13 +165,15 @@ def numpy_arrays(
     draw: st.DrawFn,
     *,
     shapes: st.SearchStrategy[tuple[int, ...]] = array_shapes,
-    zarr_formats: st.SearchStrategy[ZarrFormat] = zarr_formats,
+    dtype: np.dtype[Any] | None = None,
+    zarr_formats: st.SearchStrategy[ZarrFormat] | None = zarr_formats,
 ) -> Any:
     """
     Generate numpy arrays that can be saved in the provided Zarr format.
     """
     zarr_format = draw(zarr_formats)
-    dtype = draw(v3_dtypes() if zarr_format == 3 else v2_dtypes())
+    if dtype is None:
+        dtype = draw(v3_dtypes() if zarr_format == 3 else v2_dtypes())
     if np.issubdtype(dtype, np.str_):
         safe_unicode_strings = safe_unicode_for_dtype(dtype)
         return draw(npst.arrays(dtype=dtype, shape=shapes, elements=safe_unicode_strings))
@@ -174,11 +189,19 @@ def chunk_shapes(draw: st.DrawFn, *, shape: tuple[int, ...]) -> tuple[int, ...]:
         st.tuples(*[st.integers(min_value=0 if size == 0 else 1, max_value=size) for size in shape])
     )
     # 2. and now generate the chunks tuple
-    return tuple(
+    chunks = tuple(
         size // nchunks if nchunks > 0 else 0
         for size, nchunks in zip(shape, numchunks, strict=True)
     )
 
+    for c in chunks:
+        event("chunk size", c)
+
+    if any((c != 0 and s % c != 0) for s, c in zip(shape, chunks, strict=True)):
+        event("smaller last chunk")
+
+    return chunks
+
 
 @st.composite  # type: ignore[misc]
 def shard_shapes(
@@ -211,7 +234,7 @@ def arrays(
     shapes: st.SearchStrategy[tuple[int, ...]] = array_shapes,
     compressors: st.SearchStrategy = compressors,
     stores: st.SearchStrategy[StoreLike] = stores,
-    paths: st.SearchStrategy[str | None] = paths,
+    paths: st.SearchStrategy[str | None] = paths(),  # noqa: B008
     array_names: st.SearchStrategy = array_names,
     arrays: st.SearchStrategy | None = None,
     attrs: st.SearchStrategy = attrs,
@@ -267,23 +290,56 @@ def arrays(
     return a
 
 
+@st.composite  # type: ignore[misc]
+def simple_arrays(
+    draw: st.DrawFn,
+    *,
+    shapes: st.SearchStrategy[tuple[int, ...]] = array_shapes,
+) -> Any:
+    return draw(
+        arrays(
+            shapes=shapes,
+            paths=paths(max_num_nodes=2),
+            array_names=short_node_names,
+            attrs=st.none(),
+            compressors=st.sampled_from([None, "default"]),
+        )
+    )
+
+
 def is_negative_slice(idx: Any) -> bool:
     return isinstance(idx, slice) and idx.step is not None and idx.step < 0
 
 
+@st.composite  # type: ignore[misc]
+def end_slices(draw: st.DrawFn, *, shape: tuple[int]) -> Any:
+    """
+    A strategy that slices ranges that include the last chunk.
+    This is intended to stress-test handling of a possibly smaller last chunk.
+    """
+    slicers = []
+    for size in shape:
+        start = draw(st.integers(min_value=size // 2, max_value=size - 1))
+        length = draw(st.integers(min_value=0, max_value=size - start))
+        slicers.append(slice(start, start + length))
+    event("drawing end slice")
+    return tuple(slicers)
+
+
 @st.composite  # type: ignore[misc]
 def basic_indices(draw: st.DrawFn, *, shape: tuple[int], **kwargs: Any) -> Any:
     """Basic indices without unsupported negative slices."""
-    return draw(
-        npst.basic_indices(shape=shape, **kwargs).filter(
-            lambda idxr: (
-                not (
-                    is_negative_slice(idxr)
-                    or (isinstance(idxr, tuple) and any(is_negative_slice(idx) for idx in idxr))
-                )
+    strategy = npst.basic_indices(shape=shape, **kwargs).filter(
+        lambda idxr: (
+            not (
+                is_negative_slice(idxr)
+                or (isinstance(idxr, tuple) and any(is_negative_slice(idx) for idx in idxr))
             )
         )
     )
+    if math.prod(shape) >= 3:
+        strategy = end_slices(shape=shape) | strategy
+    return draw(strategy)
 
 
 @st.composite  # type: ignore[misc]
diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index 30d0d75f22..1bad861622 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -424,6 +424,18 @@ def test_orthogonal_indexing_fallback_on_getitem_2d(
     np.testing.assert_array_equal(z[index], expected_result)
 
 
+@pytest.mark.skip(reason="fails on ubuntu, windows; numpy=2.2; in CI")
+def test_setitem_repeated_index():
+    array = zarr.array(data=np.zeros((4,)), chunks=(1,))
+    indexer = np.array([-1, -1, 0, 0])
+    array.oindex[(indexer,)] = [0, 1, 2, 3]
+    np.testing.assert_array_equal(array[:], np.array([3, 0, 0, 1]))
+
+    indexer = np.array([-1, 0, 0, -1])
+    array.oindex[(indexer,)] = [0, 1, 2, 3]
+    np.testing.assert_array_equal(array[:], np.array([2, 0, 0, 3]))
+
+
 Index = list[int] | tuple[slice | int | list[int], ...]
 
 
@@ -815,6 +827,25 @@ def test_set_orthogonal_selection_1d(store: StorePath) -> None:
         _test_set_orthogonal_selection(v, a, z, selection)
 
 
+def test_set_item_1d_last_two_chunks():
+    # regression test for GH2849
+    g = zarr.open_group("foo.zarr", zarr_format=3, mode="w")
+    a = g.create_array("bar", shape=(10,), chunks=(3,), dtype=int)
+    data = np.array([7, 8, 9])
+    a[slice(7, 10)] = data
+    np.testing.assert_array_equal(a[slice(7, 10)], data)
+
+    z = zarr.open_group("foo.zarr", mode="w")
+    z.create_array("zoo", dtype=float, shape=())
+    z["zoo"][...] = np.array(1)  # why doesn't [:] work?
+    np.testing.assert_equal(z["zoo"][()], np.array(1))
+
+    z = zarr.open_group("foo.zarr", mode="w")
+    z.create_array("zoo", dtype=float, shape=())
+    z["zoo"][...] = 1  # why doesn't [:] work?
+    np.testing.assert_equal(z["zoo"][()], np.array(1))
+
+
 def _test_set_orthogonal_selection_2d(
     v: npt.NDArray[np.int_],
     a: npt.NDArray[np.int_],
diff --git a/tests/test_properties.py b/tests/test_properties.py
index 5643cf3853..68d8bb0a0e 100644
--- a/tests/test_properties.py
+++ b/tests/test_properties.py
@@ -1,3 +1,4 @@
+import numpy as np
 import pytest
 from numpy.testing import assert_array_equal
 
@@ -18,6 +19,7 @@
     basic_indices,
     numpy_arrays,
     orthogonal_indices,
+    simple_arrays,
     stores,
     zarr_formats,
 )
@@ -50,13 +52,13 @@ def test_array_creates_implicit_groups(array):
 
 @given(data=st.data())
 def test_basic_indexing(data: st.DataObject) -> None:
-    zarray = data.draw(arrays())
+    zarray = data.draw(simple_arrays())
     nparray = zarray[:]
     indexer = data.draw(basic_indices(shape=nparray.shape))
     actual = zarray[indexer]
     assert_array_equal(nparray[indexer], actual)
 
-    new_data = data.draw(npst.arrays(shape=st.just(actual.shape), dtype=nparray.dtype))
+    new_data = data.draw(numpy_arrays(shapes=st.just(actual.shape), dtype=nparray.dtype))
     zarray[indexer] = new_data
     nparray[indexer] = new_data
     assert_array_equal(nparray, zarray[:])
@@ -65,7 +67,7 @@ def test_basic_indexing(data: st.DataObject) -> None:
 @given(data=st.data())
 def test_oindex(data: st.DataObject) -> None:
     # integer_array_indices can't handle 0-size dimensions.
-    zarray = data.draw(arrays(shapes=npst.array_shapes(max_dims=4, min_side=1)))
+    zarray = data.draw(simple_arrays(shapes=npst.array_shapes(max_dims=4, min_side=1)))
     nparray = zarray[:]
 
     zindexer, npindexer = data.draw(orthogonal_indices(shape=nparray.shape))
@@ -73,7 +75,11 @@ def test_oindex(data: st.DataObject) -> None:
     assert_array_equal(nparray[npindexer], actual)
 
     assume(zarray.shards is None)  # GH2834
-    new_data = data.draw(npst.arrays(shape=st.just(actual.shape), dtype=nparray.dtype))
+    for idxr in npindexer:
+        if isinstance(idxr, np.ndarray) and idxr.size != np.unique(idxr).size:
+            # behaviour of setitem with repeated indices is not guaranteed in practice
+            assume(False)
+    new_data = data.draw(numpy_arrays(shapes=st.just(actual.shape), dtype=nparray.dtype))
     nparray[npindexer] = new_data
     zarray.oindex[zindexer] = new_data
     assert_array_equal(nparray, zarray[:])
@@ -82,7 +88,7 @@ def test_oindex(data: st.DataObject) -> None:
 @given(data=st.data())
 def test_vindex(data: st.DataObject) -> None:
     # integer_array_indices can't handle 0-size dimensions.
-    zarray = data.draw(arrays(shapes=npst.array_shapes(max_dims=4, min_side=1)))
+    zarray = data.draw(simple_arrays(shapes=npst.array_shapes(max_dims=4, min_side=1)))
     nparray = zarray[:]
 
     indexer = data.draw(

From 8d2fb47252a7ed5eb163ccfb0401e4e0486f72f6 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Sun, 23 Feb 2025 18:42:17 +0100
Subject: [PATCH 0992/1078] feat/batch creation (#2665)

* sketch out batch creation routine

* scratch state of easy batch creation

* rename tupleize keys

* tests and proper implementation for create_nodes and create_hierarchy

* privatize

* use Posixpath instead of Path in tests; avoid redundant cast

* restore cast

* pureposixpath instead of posixpath

* group-level create_hierarchy

* docstring

* sketch out from_flat for groups

* better concurrency for v2

* revert change to default concurrency

* create root correctly

* working _from_flat

* working dict serialization for _ImplicitGroupMetadata

* remove implicit group metadata, and add some key name normalization

* add path normalization routines

* use _join_paths for safer path concatenation

* handle overwrite

* rename _from_flat to _create_rooted_hierarchy, add sync version

* add test for _create_rooted_hierarchy when the output should be an array, and for when the input is invalid

* increase coverage, one way or another

* remove replace kwarg for _set_return_key

* shield lines from coverage

* add some tests

* lint

* improve coverage with more tests

* use store + path instead of StorePath for hierarchy api

* docstrings

* docstrings

* release notes

* refactor sync / async functions, and make tests more compact accordingly

* keyerror -> filenotfounderror

* keyerror -> filenotfounderror, fixup

* add top-level exports

* mildly refactor node input validation

* simplify path normalization

* refactor to separate sync and async routines

* remove semaphore kwarg, and add test for concurrency limit sensitivity

* wire up semaphore correctly, thanks to a test

* export read_node

* docstrings

* docstrings

* read_node -> get_node

* Update src/zarr/api/synchronous.py

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* update docstring

* add function signature tests

* update exception name

* refactor: remove path kwarg, bring back ImplicitGroupMetadata

* prune top-level synchronous API

* more api pruning

* put sync wrappers in sync_group module, move utils to utils

* ensure we always have a root group

* docs

* fix group.create_hierarchy to properly prefix keys with the name of the group

* docstrings

* docstrings

* docstring examples

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>
---
 changes/2665.feature.rst      |   1 +
 docs/quickstart.rst           |  22 +
 docs/user-guide/groups.rst    |  25 +
 src/zarr/__init__.py          |   2 +
 src/zarr/api/asynchronous.py  |   8 +-
 src/zarr/api/synchronous.py   |   2 +
 src/zarr/core/group.py        | 842 ++++++++++++++++++++++++++++++----
 src/zarr/core/sync.py         |  18 +-
 src/zarr/core/sync_group.py   | 161 +++++++
 src/zarr/storage/_utils.py    |  46 +-
 tests/conftest.py             | 227 ++++++++-
 tests/test_api.py             |  21 +-
 tests/test_group.py           | 557 +++++++++++++++++++++-
 tests/test_store/test_core.py |  47 +-
 14 files changed, 1883 insertions(+), 96 deletions(-)
 create mode 100644 changes/2665.feature.rst
 create mode 100644 src/zarr/core/sync_group.py

diff --git a/changes/2665.feature.rst b/changes/2665.feature.rst
new file mode 100644
index 0000000000..40bec542ce
--- /dev/null
+++ b/changes/2665.feature.rst
@@ -0,0 +1 @@
+Adds functions for concurrently creating multiple arrays and groups.
\ No newline at end of file
diff --git a/docs/quickstart.rst b/docs/quickstart.rst
index d520554593..66bdae2a2e 100644
--- a/docs/quickstart.rst
+++ b/docs/quickstart.rst
@@ -119,6 +119,28 @@ Zarr allows you to create hierarchical groups, similar to directories::
 
 This creates a group with two datasets: ``foo`` and ``bar``.
 
+Batch Hierarchy Creation
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+Zarr provides tools for creating a collection of arrays and groups with a single function call.
+Suppose we want to copy existing groups and arrays into a new storage backend:
+
+    >>> # Create nested groups and add arrays
+    >>> root = zarr.group("data/example-3.zarr", attributes={'name': 'root'})
+    >>> foo = root.create_group(name="foo")
+    >>> bar = root.create_array(
+    ...     name="bar", shape=(100, 10), chunks=(10, 10), dtype="f4"
+    ... )
+    >>> nodes = {'': root.metadata} | {k: v.metadata for k,v in root.members()}
+    >>> print(nodes)
+    >>> from zarr.storage import MemoryStore
+    >>> new_nodes = dict(zarr.create_hierarchy(store=MemoryStore(), nodes=nodes))
+    >>> new_root = new_nodes['']
+    >>> assert new_root.attrs == root.attrs
+
+Note that :func:`zarr.create_hierarchy` will only initialize arrays and groups -- copying array data must
+be done in a separate step.
+
 Persistent Storage
 ------------------
 
diff --git a/docs/user-guide/groups.rst b/docs/user-guide/groups.rst
index 1e72df3478..4268004f70 100644
--- a/docs/user-guide/groups.rst
+++ b/docs/user-guide/groups.rst
@@ -75,6 +75,31 @@ For more information on groups see the :class:`zarr.Group` API docs.
 
 .. _user-guide-diagnostics:
 
+Batch Group Creation
+--------------------
+
+You can also create multiple groups concurrently with a single function call. :func:`zarr.create_hierarchy` takes
+a :class:`zarr.storage.Store` instance and a dict of ``key : metadata`` pairs, parses that dict, and
+writes metadata documents to storage:
+
+   >>> from zarr import create_hierarchy
+   >>> from zarr.core.group import GroupMetadata
+   >>> from zarr.storage import LocalStore
+   >>> node_spec = {'a/b/c': GroupMetadata()}
+   >>> nodes_created = dict(create_hierarchy(store=LocalStore(root='data'), nodes=node_spec))
+   >>> print(sorted(nodes_created.items(), key=lambda kv: len(kv[0])))
+   [('', <Group file://data>), ('a', <Group file://data/a>), ('a/b', <Group file://data/a/b>), ('a/b/c', <Group file://data/a/b/c>)]
+
+Note that we only specified a single group named ``a/b/c``, but 4 groups were created. These additional groups
+were created to ensure that the desired node ``a/b/c`` is connected to the root group ``''`` by a sequence
+of intermediate groups. :func:`zarr.create_hierarchy` normalizes the ``nodes`` keyword argument to
+ensure that the resulting hierarchy is complete, i.e. all groups or arrays are connected to the root
+of the hierarchy via intermediate groups.
+
+Because :func:`zarr.create_hierarchy` concurrently creates metadata documents, it's more efficient
+than repeated calls to :func:`create_group` or :func:`create_array`, provided you can statically define
+the metadata for the groups and arrays you want to create.
+
 Array and group diagnostics
 ---------------------------
 
diff --git a/src/zarr/__init__.py b/src/zarr/__init__.py
index bcbdaf7c19..4ffa4c9bbc 100644
--- a/src/zarr/__init__.py
+++ b/src/zarr/__init__.py
@@ -8,6 +8,7 @@
     create,
     create_array,
     create_group,
+    create_hierarchy,
     empty,
     empty_like,
     full,
@@ -50,6 +51,7 @@
     "create",
     "create_array",
     "create_group",
+    "create_hierarchy",
     "empty",
     "empty_like",
     "full",
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 3a3d03bb71..6059893920 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -23,7 +23,12 @@
     _warn_write_empty_chunks_kwarg,
     parse_dtype,
 )
-from zarr.core.group import AsyncGroup, ConsolidatedMetadata, GroupMetadata
+from zarr.core.group import (
+    AsyncGroup,
+    ConsolidatedMetadata,
+    GroupMetadata,
+    create_hierarchy,
+)
 from zarr.core.metadata import ArrayMetadataDict, ArrayV2Metadata, ArrayV3Metadata
 from zarr.core.metadata.v2 import _default_compressor, _default_filters
 from zarr.errors import NodeTypeValidationError
@@ -48,6 +53,7 @@
     "copy_store",
     "create",
     "create_array",
+    "create_hierarchy",
     "empty",
     "empty_like",
     "full",
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index e1f92633cd..9424ae1fde 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -10,6 +10,7 @@
 from zarr.core.array import Array, AsyncArray
 from zarr.core.group import Group
 from zarr.core.sync import sync
+from zarr.core.sync_group import create_hierarchy
 
 if TYPE_CHECKING:
     from collections.abc import Iterable
@@ -46,6 +47,7 @@
     "copy_store",
     "create",
     "create_array",
+    "create_hierarchy",
     "empty",
     "empty_like",
     "full",
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 1f5d57c0ab..a7f8a6c022 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -6,7 +6,9 @@
 import logging
 import warnings
 from collections import defaultdict
+from collections.abc import Iterator, Mapping
 from dataclasses import asdict, dataclass, field, fields, replace
+from itertools import accumulate
 from typing import TYPE_CHECKING, Literal, TypeVar, assert_never, cast, overload
 
 import numpy as np
@@ -49,12 +51,19 @@
 from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
 from zarr.core.metadata.v3 import V3JsonEncoder
 from zarr.core.sync import SyncMixin, sync
-from zarr.errors import MetadataValidationError
+from zarr.errors import ContainsArrayError, ContainsGroupError, MetadataValidationError
 from zarr.storage import StoreLike, StorePath
 from zarr.storage._common import ensure_no_existing_node, make_store_path
+from zarr.storage._utils import _join_paths, _normalize_path_keys, normalize_path
 
 if TYPE_CHECKING:
-    from collections.abc import AsyncGenerator, Generator, Iterable, Iterator
+    from collections.abc import (
+        AsyncGenerator,
+        AsyncIterator,
+        Coroutine,
+        Generator,
+        Iterable,
+    )
     from typing import Any
 
     from zarr.core.array_spec import ArrayConfig, ArrayConfigLike
@@ -407,6 +416,15 @@ def to_dict(self) -> dict[str, Any]:
         return result
 
 
+@dataclass(frozen=True)
+class ImplicitGroupMarker(GroupMetadata):
+    """
+    Marker for an implicit group. Instances of this class are only used in the context of group
+    creation as a placeholder to represent groups that should only be created if they do not
+    already exist in storage
+    """
+
+
 @dataclass(frozen=True)
 class AsyncGroup:
     """
@@ -416,6 +434,9 @@ class AsyncGroup:
     metadata: GroupMetadata
     store_path: StorePath
 
+    # TODO: make this correct and work
+    # TODO: ensure that this can be bound properly to subclass of AsyncGroup
+
     @classmethod
     async def from_store(
         cls,
@@ -662,55 +683,16 @@ async def getitem(
         """
         store_path = self.store_path / key
         logger.debug("key=%s, store_path=%s", key, store_path)
-        metadata: ArrayV2Metadata | ArrayV3Metadata | GroupMetadata
 
         # Consolidated metadata lets us avoid some I/O operations so try that first.
         if self.metadata.consolidated_metadata is not None:
             return self._getitem_consolidated(store_path, key, prefix=self.name)
-
-        # Note:
-        # in zarr-python v2, we first check if `key` references an Array, else if `key` references
-        # a group,using standalone `contains_array` and `contains_group` functions. These functions
-        # are reusable, but for v3 they would perform redundant I/O operations.
-        # Not clear how much of that strategy we want to keep here.
-        elif self.metadata.zarr_format == 3:
-            zarr_json_bytes = await (store_path / ZARR_JSON).get()
-            if zarr_json_bytes is None:
-                raise KeyError(key)
-            else:
-                zarr_json = json.loads(zarr_json_bytes.to_bytes())
-                metadata = _build_metadata_v3(zarr_json)
-                return _build_node_v3(metadata, store_path)
-
-        elif self.metadata.zarr_format == 2:
-            # Q: how do we like optimistically fetching .zgroup, .zarray, and .zattrs?
-            # This guarantees that we will always make at least one extra request to the store
-            zgroup_bytes, zarray_bytes, zattrs_bytes = await asyncio.gather(
-                (store_path / ZGROUP_JSON).get(),
-                (store_path / ZARRAY_JSON).get(),
-                (store_path / ZATTRS_JSON).get(),
+        try:
+            return await get_node(
+                store=store_path.store, path=store_path.path, zarr_format=self.metadata.zarr_format
             )
-
-            if zgroup_bytes is None and zarray_bytes is None:
-                raise KeyError(key)
-
-            # unpack the zarray, if this is None then we must be opening a group
-            zarray = json.loads(zarray_bytes.to_bytes()) if zarray_bytes else None
-            zgroup = json.loads(zgroup_bytes.to_bytes()) if zgroup_bytes else None
-            # unpack the zattrs, this can be None if no attrs were written
-            zattrs = json.loads(zattrs_bytes.to_bytes()) if zattrs_bytes is not None else {}
-
-            if zarray is not None:
-                metadata = _build_metadata_v2(zarray, zattrs)
-                return _build_node_v2(metadata=metadata, store_path=store_path)
-            else:
-                # this is just for mypy
-                if TYPE_CHECKING:
-                    assert zgroup is not None
-                metadata = _build_metadata_v2(zgroup, zattrs)
-                return _build_node_v2(metadata=metadata, store_path=store_path)
-        else:
-            raise ValueError(f"unexpected zarr_format: {self.metadata.zarr_format}")
+        except FileNotFoundError as e:
+            raise KeyError(key) from e
 
     def _getitem_consolidated(
         self, store_path: StorePath, key: str, prefix: str
@@ -1407,6 +1389,84 @@ async def _members(
         ):
             yield member
 
+    async def create_hierarchy(
+        self,
+        nodes: dict[str, ArrayV2Metadata | ArrayV3Metadata | GroupMetadata],
+        *,
+        overwrite: bool = False,
+    ) -> AsyncIterator[
+        tuple[str, AsyncGroup | AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]]
+    ]:
+        """
+        Create a hierarchy of arrays or groups rooted at this group.
+
+        This function will parse its input to ensure that the hierarchy is complete. Any implicit groups
+        will be inserted as needed. For example, an input like
+        ```{'a/b': GroupMetadata}``` will be parsed to
+        ```{'': GroupMetadata, 'a': GroupMetadata, 'b': Groupmetadata}```.
+
+        Explicitly specifying a root group, e.g. with ``nodes = {'': GroupMetadata()}`` is an error
+        because this group instance is the root group.
+
+        After input parsing, this function then creates all the nodes in the hierarchy concurrently.
+
+        Arrays and Groups are yielded in the order they are created. This order is not stable and
+        should not be relied on.
+
+        Parameters
+        ----------
+        nodes : dict[str, GroupMetadata | ArrayV3Metadata | ArrayV2Metadata]
+            A dictionary defining the hierarchy. The keys are the paths of the nodes in the hierarchy,
+            relative to the path of the group. The values are instances of ``GroupMetadata`` or ``ArrayMetadata``. Note that
+            all values must have the same ``zarr_format`` as the parent group -- it is an error to mix zarr versions in the
+            same hierarchy.
+
+            Leading "/" characters from keys will be removed.
+        overwrite : bool
+            Whether to overwrite existing nodes. Defaults to ``False``, in which case an error is
+            raised instead of overwriting an existing array or group.
+
+            This function will not erase an existing group unless that group is explicitly named in
+            ``nodes``. If ``nodes`` defines implicit groups, e.g. ``{`'a/b/c': GroupMetadata}``, and a
+            group already exists at path ``a``, then this function will leave the group at ``a`` as-is.
+
+        Yields
+        -------
+            tuple[str, AsyncArray | AsyncGroup].
+        """
+        # check that all the nodes have the same zarr_format as Self
+        prefix = self.path
+        nodes_parsed = {}
+        for key, value in nodes.items():
+            if value.zarr_format != self.metadata.zarr_format:
+                msg = (
+                    "The zarr_format of the nodes must be the same as the parent group. "
+                    f"The node at {key} has zarr_format {value.zarr_format}, but the parent group"
+                    f" has zarr_format {self.metadata.zarr_format}."
+                )
+                raise ValueError(msg)
+            if normalize_path(key) == "":
+                msg = (
+                    "The input defines a root node, but a root node already exists, namely this Group instance."
+                    "It is an error to use this method to create a root node. "
+                    "Remove the root node from the input dict, or use a function like "
+                    "create_rooted_hierarchy to create a rooted hierarchy."
+                )
+                raise ValueError(msg)
+            else:
+                nodes_parsed[_join_paths([prefix, key])] = value
+
+        async for key, node in create_hierarchy(
+            store=self.store,
+            nodes=nodes_parsed,
+            overwrite=overwrite,
+        ):
+            if prefix == "":
+                out_key = key
+            else:
+                out_key = key.removeprefix(prefix + "/")
+            yield out_key, node
+
     async def keys(self) -> AsyncGenerator[str, None]:
         """Iterate over member names."""
         async for key, _ in self.members():
@@ -2030,6 +2090,66 @@ def members(self, max_depth: int | None = 0) -> tuple[tuple[str, Array | Group],
 
         return tuple((kv[0], _parse_async_node(kv[1])) for kv in _members)
 
+    def create_hierarchy(
+        self,
+        nodes: dict[str, ArrayV2Metadata | ArrayV3Metadata | GroupMetadata],
+        *,
+        overwrite: bool = False,
+    ) -> Iterator[tuple[str, Group | Array]]:
+        """
+        Create a hierarchy of arrays or groups rooted at this group.
+
+        This function will parse its input to ensure that the hierarchy is complete. Any implicit groups
+        will be inserted as needed. For example, an input like
+        ```{'a/b': GroupMetadata}``` will be parsed to
+        ```{'': GroupMetadata, 'a': GroupMetadata, 'b': Groupmetadata}```.
+
+        Explicitly specifying a root group, e.g. with ``nodes = {'': GroupMetadata()}`` is an error
+        because this group instance is the root group.
+
+        After input parsing, this function then creates all the nodes in the hierarchy concurrently.
+
+        Arrays and Groups are yielded in the order they are created. This order is not stable and
+        should not be relied on.
+
+        Parameters
+        ----------
+        nodes : dict[str, GroupMetadata | ArrayV3Metadata | ArrayV2Metadata]
+            A dictionary defining the hierarchy. The keys are the paths of the nodes in the hierarchy,
+            relative to the path of the group. The values are instances of ``GroupMetadata`` or ``ArrayMetadata``. Note that
+            all values must have the same ``zarr_format`` as the parent group -- it is an error to mix zarr versions in the
+            same hierarchy.
+
+            Leading "/" characters from keys will be removed.
+        overwrite : bool
+            Whether to overwrite existing nodes. Defaults to ``False``, in which case an error is
+            raised instead of overwriting an existing array or group.
+
+            This function will not erase an existing group unless that group is explicitly named in
+            ``nodes``. If ``nodes`` defines implicit groups, e.g. ``{`'a/b/c': GroupMetadata}``, and a
+            group already exists at path ``a``, then this function will leave the group at ``a`` as-is.
+
+        Yields
+        -------
+            tuple[str, Array | Group].
+
+        Examples
+        --------
+        >>> import zarr
+        >>> from zarr.core.group import GroupMetadata
+        >>> root = zarr.create_group(store={})
+        >>> for key, val in root.create_hierarchy({'a/b/c': GroupMetadata()}):
+        ...   print(key, val)
+        ...
+        <AsyncGroup memory://123209880766144/a>
+        <AsyncGroup memory://123209880766144/a/b/c>
+        <AsyncGroup memory://123209880766144/a/b>
+        """
+        for key, node in self._sync_iter(
+            self._async_group.create_hierarchy(nodes, overwrite=overwrite)
+        ):
+            yield (key, _parse_async_node(node))
+
     def keys(self) -> Generator[str, None]:
         """Return an iterator over group member names.
 
@@ -2774,11 +2894,361 @@ def array(
         )
 
 
+async def create_hierarchy(
+    *,
+    store: Store,
+    nodes: dict[str, GroupMetadata | ArrayV2Metadata | ArrayV3Metadata],
+    overwrite: bool = False,
+) -> AsyncIterator[
+    tuple[str, AsyncGroup | AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]]
+]:
+    """
+    Create a complete zarr hierarchy from a collection of metadata objects.
+
+    This function will parse its input to ensure that the hierarchy is complete. Any implicit groups
+    will be inserted as needed. For example, an input like
+    ```{'a/b': GroupMetadata}``` will be parsed to
+    ```{'': GroupMetadata, 'a': GroupMetadata, 'b': Groupmetadata}```
+
+    After input parsing, this function then creates all the nodes in the hierarchy concurrently.
+
+    Arrays and Groups are yielded in the order they are created. This order is not stable and
+    should not be relied on.
+
+        Parameters
+    ----------
+    store : Store
+        The storage backend to use.
+    nodes : dict[str, GroupMetadata | ArrayV3Metadata | ArrayV2Metadata]
+        A dictionary defining the hierarchy. The keys are the paths of the nodes in the hierarchy,
+        relative to the root of the ``Store``. The root of the store can be specified with the empty
+        string ``''``. The values are instances of ``GroupMetadata`` or ``ArrayMetadata``. Note that
+        all values must have the same ``zarr_format`` -- it is an error to mix zarr versions in the
+        same hierarchy.
+
+        Leading "/" characters from keys will be removed.
+    overwrite : bool
+        Whether to overwrite existing nodes. Defaults to ``False``, in which case an error is
+        raised instead of overwriting an existing array or group.
+
+        This function will not erase an existing group unless that group is explicitly named in
+        ``nodes``. If ``nodes`` defines implicit groups, e.g. ``{`'a/b/c': GroupMetadata}``, and a
+        group already exists at path ``a``, then this function will leave the group at ``a`` as-is.
+
+    Yields
+    ------
+    tuple[str, AsyncGroup | AsyncArray]
+        This function yields (path, node) pairs, in the order the nodes were created.
+
+    Examples
+    --------
+    >>> from zarr.api.asynchronous import create_hierarchy
+    >>> from zarr.storage import MemoryStore
+    >>> from zarr.core.group import GroupMetadata
+    >>> import asyncio
+    >>> store = MemoryStore()
+    >>> nodes = {'a': GroupMetadata(attributes={'name': 'leaf'})}
+    >>> async def run():
+        ... print(dict([x async for x in create_hierarchy(store=store, nodes=nodes)]))
+    >>> asyncio.run(run())
+    # {'a': <AsyncGroup memory://140345143770112/a>, '': <AsyncGroup memory://140345143770112>}
+    """
+    # normalize the keys to be valid paths
+    nodes_normed_keys = _normalize_path_keys(nodes)
+
+    # ensure that all nodes have the same zarr_format, and add implicit groups as needed
+    nodes_parsed = _parse_hierarchy_dict(data=nodes_normed_keys)
+    redundant_implicit_groups = []
+
+    # empty hierarchies should be a no-op
+    if len(nodes_parsed) > 0:
+        # figure out which zarr format we are using
+        zarr_format = next(iter(nodes_parsed.values())).zarr_format
+
+        # check which implicit groups will require materialization
+        implicit_group_keys = tuple(
+            filter(lambda k: isinstance(nodes_parsed[k], ImplicitGroupMarker), nodes_parsed)
+        )
+        # read potential group metadata for each implicit group
+        maybe_extant_group_coros = (
+            _read_group_metadata(store, k, zarr_format=zarr_format) for k in implicit_group_keys
+        )
+        maybe_extant_groups = await asyncio.gather(
+            *maybe_extant_group_coros, return_exceptions=True
+        )
+
+        for key, value in zip(implicit_group_keys, maybe_extant_groups, strict=True):
+            if isinstance(value, BaseException):
+                if isinstance(value, FileNotFoundError):
+                    # this is fine -- there was no group there, so we will create one
+                    pass
+                else:
+                    raise value
+            else:
+                # a loop exists already at ``key``, so we can avoid creating anything there
+                redundant_implicit_groups.append(key)
+
+        if overwrite:
+            # we will remove any nodes that collide with arrays and non-implicit groups defined in
+            # nodes
+
+            # track the keys of nodes we need to delete
+            to_delete_keys = []
+            to_delete_keys.extend(
+                [k for k, v in nodes_parsed.items() if k not in implicit_group_keys]
+            )
+            await asyncio.gather(*(store.delete_dir(key) for key in to_delete_keys))
+        else:
+            # This type is long.
+            coros: (
+                Generator[Coroutine[Any, Any, ArrayV2Metadata | GroupMetadata], None, None]
+                | Generator[Coroutine[Any, Any, ArrayV3Metadata | GroupMetadata], None, None]
+            )
+            if zarr_format == 2:
+                coros = (_read_metadata_v2(store=store, path=key) for key in nodes_parsed)
+            elif zarr_format == 3:
+                coros = (_read_metadata_v3(store=store, path=key) for key in nodes_parsed)
+            else:  # pragma: no cover
+                raise ValueError(f"Invalid zarr_format: {zarr_format}")  # pragma: no cover
+
+            extant_node_query = dict(
+                zip(
+                    nodes_parsed.keys(),
+                    await asyncio.gather(*coros, return_exceptions=True),
+                    strict=False,
+                )
+            )
+            # iterate over the existing arrays / groups and figure out which of them conflict
+            # with the arrays / groups we want to create
+            for key, extant_node in extant_node_query.items():
+                proposed_node = nodes_parsed[key]
+                if isinstance(extant_node, BaseException):
+                    if isinstance(extant_node, FileNotFoundError):
+                        # ignore FileNotFoundError, because they represent nodes we can safely create
+                        pass
+                    else:
+                        # Any other exception is a real error
+                        raise extant_node
+                else:
+                    # this is a node that already exists, but a node with the same key was specified
+                    #  in nodes_parsed.
+                    if isinstance(extant_node, GroupMetadata):
+                        # a group already exists where we want to create a group
+                        if isinstance(proposed_node, ImplicitGroupMarker):
+                            # we have proposed an implicit group, which is OK -- we will just skip
+                            # creating this particular metadata document
+                            redundant_implicit_groups.append(key)
+                        else:
+                            # we have proposed an explicit group, which is an error, given that a
+                            # group already exists.
+                            raise ContainsGroupError(store, key)
+                    elif isinstance(extant_node, ArrayV2Metadata | ArrayV3Metadata):
+                        # we are trying to overwrite an existing array. this is an error.
+                        raise ContainsArrayError(store, key)
+
+    nodes_explicit: dict[str, GroupMetadata | ArrayV2Metadata | ArrayV3Metadata] = {}
+
+    for k, v in nodes_parsed.items():
+        if k not in redundant_implicit_groups:
+            if isinstance(v, ImplicitGroupMarker):
+                nodes_explicit[k] = GroupMetadata(zarr_format=v.zarr_format)
+            else:
+                nodes_explicit[k] = v
+
+    async for key, node in create_nodes(store=store, nodes=nodes_explicit):
+        yield key, node
+
+
+async def create_nodes(
+    *,
+    store: Store,
+    nodes: dict[str, GroupMetadata | ArrayV2Metadata | ArrayV3Metadata],
+) -> AsyncIterator[
+    tuple[str, AsyncGroup | AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]]
+]:
+    """Create a collection of arrays and / or groups concurrently.
+
+    Note: no attempt is made to validate that these arrays and / or groups collectively form a
+    valid Zarr hierarchy. It is the responsibility of the caller of this function to ensure that
+    the ``nodes`` parameter satisfies any correctness constraints.
+
+    Parameters
+    ----------
+    store : Store
+        The storage backend to use.
+    nodes : dict[str, GroupMetadata | ArrayV3Metadata | ArrayV2Metadata]
+        A dictionary defining the hierarchy. The keys are the paths of the nodes
+        in the hierarchy, and the values are the metadata of the nodes. The
+        metadata must be either an instance of GroupMetadata, ArrayV3Metadata
+        or ArrayV2Metadata.
+
+    Yields
+    ------
+    AsyncGroup | AsyncArray
+        The created nodes in the order they are created.
+    """
+
+    # Note: the only way to alter this value is via the config. If that's undesirable for some reason,
+    # then we should consider adding a keyword argument this this function
+    semaphore = asyncio.Semaphore(config.get("async.concurrency"))
+    create_tasks: list[Coroutine[None, None, str]] = []
+
+    for key, value in nodes.items():
+        # make the key absolute
+        create_tasks.extend(_persist_metadata(store, key, value, semaphore=semaphore))
+
+    created_object_keys = []
+
+    for coro in asyncio.as_completed(create_tasks):
+        created_key = await coro
+        # we need this to track which metadata documents were written so that we can yield a
+        # complete v2 Array / Group class after both .zattrs and the metadata JSON was created.
+        created_object_keys.append(created_key)
+
+        # get the node name from the object key
+        if len(created_key.split("/")) == 1:
+            # this is the root node
+            meta_out = nodes[""]
+            node_name = ""
+        else:
+            # turn "foo/<anything>" into "foo"
+            node_name = created_key[: created_key.rfind("/")]
+            meta_out = nodes[node_name]
+        if meta_out.zarr_format == 3:
+            yield node_name, _build_node(store=store, path=node_name, metadata=meta_out)
+        else:
+            # For zarr v2
+            # we only want to yield when both the metadata and attributes are created
+            # so we track which keys have been created, and wait for both the meta key and
+            # the attrs key to be created before yielding back the AsyncArray / AsyncGroup
+
+            attrs_done = _join_paths([node_name, ZATTRS_JSON]) in created_object_keys
+
+            if isinstance(meta_out, GroupMetadata):
+                meta_done = _join_paths([node_name, ZGROUP_JSON]) in created_object_keys
+            else:
+                meta_done = _join_paths([node_name, ZARRAY_JSON]) in created_object_keys
+
+            if meta_done and attrs_done:
+                yield node_name, _build_node(store=store, path=node_name, metadata=meta_out)
+
+            continue
+
+
+def _get_roots(
+    data: Iterable[str],
+) -> tuple[str, ...]:
+    """
+    Return the keys of the root(s) of the hierarchy. A root is a key with the fewest number of
+    path segments.
+    """
+    if "" in data:
+        return ("",)
+    keys_split = sorted((key.split("/") for key in data), key=len)
+    groups: defaultdict[int, list[str]] = defaultdict(list)
+    for key_split in keys_split:
+        groups[len(key_split)].append("/".join(key_split))
+    return tuple(groups[min(groups.keys())])
+
+
+def _parse_hierarchy_dict(
+    *,
+    data: Mapping[str, ImplicitGroupMarker | GroupMetadata | ArrayV2Metadata | ArrayV3Metadata],
+) -> dict[str, ImplicitGroupMarker | GroupMetadata | ArrayV2Metadata | ArrayV3Metadata]:
+    """
+    Take an input with type Mapping[str, ArrayMetadata | GroupMetadata] and parse it into
+     a dict of str: node pairs that models a valid, complete Zarr hierarchy.
+
+    If the input represents a complete Zarr hierarchy, i.e. one with no implicit groups,
+    then return a dict with the exact same data as the input.
+
+    Otherwise, return a dict derived from the input with GroupMetadata inserted as needed to make
+    the hierarchy complete.
+
+    For example, an input of {'a/b': ArrayMetadata} is incomplete, because it references two
+    groups (the root group '' and a group at 'a') that are not specified in the input. Applying this function
+    to that input will result in a return value of
+    {'': GroupMetadata, 'a': GroupMetadata, 'a/b': ArrayMetadata}, i.e. the implied groups
+    were added.
+
+    The input is also checked for the following conditions; an error is raised if any are violated:
+
+    - No arrays can contain group or arrays (i.e., all arrays must be leaf nodes).
+    - All arrays and groups must have the same ``zarr_format`` value.
+
+    This function ensures that the input is transformed into a specification of a complete and valid
+    Zarr hierarchy.
+    """
+
+    # ensure that all nodes have the same zarr format
+    data_purified = _ensure_consistent_zarr_format(data)
+
+    # ensure that keys are normalized to zarr paths
+    data_normed_keys = _normalize_path_keys(data_purified)
+
+    # insert an implicit root group if a root was not specified
+    # but not if an empty dict was provided, because any empty hierarchy has no nodes
+    if len(data_normed_keys) > 0 and "" not in data_normed_keys:
+        z_format = next(iter(data_normed_keys.values())).zarr_format
+        data_normed_keys = data_normed_keys | {"": ImplicitGroupMarker(zarr_format=z_format)}
+
+    out: dict[str, GroupMetadata | ArrayV2Metadata | ArrayV3Metadata] = {**data_normed_keys}
+
+    for k, v in data_normed_keys.items():
+        key_split = k.split("/")
+
+        # get every parent path
+        *subpaths, _ = accumulate(key_split, lambda a, b: _join_paths([a, b]))
+
+        for subpath in subpaths:
+            # If a component is not already in the output dict, add ImplicitGroupMetadata
+            if subpath not in out:
+                out[subpath] = ImplicitGroupMarker(zarr_format=v.zarr_format)
+            else:
+                if not isinstance(out[subpath], GroupMetadata | ImplicitGroupMarker):
+                    msg = (
+                        f"The node at {subpath} contains other nodes, but it is not a Zarr group. "
+                        "This is invalid. Only Zarr groups can contain other nodes."
+                    )
+                    raise ValueError(msg)
+    return out
+
+
+def _ensure_consistent_zarr_format(
+    data: Mapping[str, GroupMetadata | ArrayV2Metadata | ArrayV3Metadata],
+) -> Mapping[str, GroupMetadata | ArrayV2Metadata] | Mapping[str, GroupMetadata | ArrayV3Metadata]:
+    """
+    Ensure that all values of the input dict have the same zarr format. If any do not,
+    then a value error is raised.
+    """
+    observed_zarr_formats: dict[ZarrFormat, list[str]] = {2: [], 3: []}
+
+    for k, v in data.items():
+        observed_zarr_formats[v.zarr_format].append(k)
+
+    if len(observed_zarr_formats[2]) > 0 and len(observed_zarr_formats[3]) > 0:
+        msg = (
+            "Got data with both Zarr v2 and Zarr v3 nodes, which is invalid. "
+            f"The following keys map to Zarr v2 nodes: {observed_zarr_formats.get(2)}. "
+            f"The following keys map to Zarr v3 nodes: {observed_zarr_formats.get(3)}."
+            "Ensure that all nodes have the same Zarr format."
+        )
+        raise ValueError(msg)
+
+    return cast(
+        Mapping[str, GroupMetadata | ArrayV2Metadata]
+        | Mapping[str, GroupMetadata | ArrayV3Metadata],
+        data,
+    )
+
+
 async def _getitem_semaphore(
     node: AsyncGroup, key: str, semaphore: asyncio.Semaphore | None
 ) -> AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata] | AsyncGroup:
     """
-    Combine node.getitem with an optional semaphore. If the semaphore parameter is an
+    Wrap Group.getitem with an optional semaphore.
+
+    If the semaphore parameter is an
     asyncio.Semaphore instance, then the getitem operation is performed inside an async context
     manager provided by that semaphore. If the semaphore parameter is None, then getitem is invoked
     without a context manager.
@@ -2892,71 +3362,283 @@ async def _iter_members_deep(
             yield key, node
 
 
-def _resolve_metadata_v2(
-    blobs: tuple[str | bytes | bytearray, str | bytes | bytearray],
-) -> ArrayV2Metadata | GroupMetadata:
-    zarr_metadata = json.loads(blobs[0])
-    attrs = json.loads(blobs[1])
-    if "shape" in zarr_metadata:
-        return ArrayV2Metadata.from_dict(zarr_metadata | {"attrs": attrs})
+async def _read_metadata_v3(store: Store, path: str) -> ArrayV3Metadata | GroupMetadata:
+    """
+    Given a store_path, return ArrayV3Metadata or GroupMetadata defined by the metadata
+    document stored at store_path.path / zarr.json. If no such document is found, raise a
+    FileNotFoundError.
+    """
+    zarr_json_bytes = await store.get(
+        _join_paths([path, ZARR_JSON]), prototype=default_buffer_prototype()
+    )
+    if zarr_json_bytes is None:
+        raise FileNotFoundError(path)
+    else:
+        zarr_json = json.loads(zarr_json_bytes.to_bytes())
+        return _build_metadata_v3(zarr_json)
+
+
+async def _read_metadata_v2(store: Store, path: str) -> ArrayV2Metadata | GroupMetadata:
+    """
+    Given a store_path, return ArrayV2Metadata or GroupMetadata defined by the metadata
+    document stored at store_path.path / (.zgroup | .zarray). If no such document is found,
+    raise a FileNotFoundError.
+    """
+    # TODO: consider first fetching array metadata, and only fetching group metadata when we don't
+    # find an array
+    zarray_bytes, zgroup_bytes, zattrs_bytes = await asyncio.gather(
+        store.get(_join_paths([path, ZARRAY_JSON]), prototype=default_buffer_prototype()),
+        store.get(_join_paths([path, ZGROUP_JSON]), prototype=default_buffer_prototype()),
+        store.get(_join_paths([path, ZATTRS_JSON]), prototype=default_buffer_prototype()),
+    )
+
+    if zattrs_bytes is None:
+        zattrs = {}
+    else:
+        zattrs = json.loads(zattrs_bytes.to_bytes())
+
+    # TODO: decide how to handle finding both array and group metadata. The spec does not seem to
+    # consider this situation. A practical approach would be to ignore that combination, and only
+    # return the array metadata.
+    if zarray_bytes is not None:
+        zmeta = json.loads(zarray_bytes.to_bytes())
     else:
-        return GroupMetadata.from_dict(zarr_metadata | {"attrs": attrs})
+        if zgroup_bytes is None:
+            # neither .zarray or .zgroup were found results in KeyError
+            raise FileNotFoundError(path)
+        else:
+            zmeta = json.loads(zgroup_bytes.to_bytes())
+
+    return _build_metadata_v2(zmeta, zattrs)
+
+
+async def _read_group_metadata_v2(store: Store, path: str) -> GroupMetadata:
+    """
+    Read group metadata or error
+    """
+    meta = await _read_metadata_v2(store=store, path=path)
+    if not isinstance(meta, GroupMetadata):
+        raise FileNotFoundError(f"Group metadata was not found in {store} at {path}")
+    return meta
+
+
+async def _read_group_metadata_v3(store: Store, path: str) -> GroupMetadata:
+    """
+    Read group metadata or error
+    """
+    meta = await _read_metadata_v3(store=store, path=path)
+    if not isinstance(meta, GroupMetadata):
+        raise FileNotFoundError(f"Group metadata was not found in {store} at {path}")
+    return meta
 
 
-def _build_metadata_v3(zarr_json: dict[str, Any]) -> ArrayV3Metadata | GroupMetadata:
+async def _read_group_metadata(
+    store: Store, path: str, *, zarr_format: ZarrFormat
+) -> GroupMetadata:
+    if zarr_format == 2:
+        return await _read_group_metadata_v2(store=store, path=path)
+    return await _read_group_metadata_v3(store=store, path=path)
+
+
+def _build_metadata_v3(zarr_json: dict[str, JSON]) -> ArrayV3Metadata | GroupMetadata:
     """
-    Take a dict and convert it into the correct metadata type.
+    Convert a dict representation of Zarr V3 metadata into the corresponding metadata class.
     """
     if "node_type" not in zarr_json:
-        raise KeyError("missing `node_type` key in metadata document.")
+        raise MetadataValidationError("node_type", "array or group", "nothing (the key is missing)")
     match zarr_json:
         case {"node_type": "array"}:
             return ArrayV3Metadata.from_dict(zarr_json)
         case {"node_type": "group"}:
             return GroupMetadata.from_dict(zarr_json)
-        case _:
-            raise ValueError("invalid value for `node_type` key in metadata document")
+        case _:  # pragma: no cover
+            raise ValueError(
+                "invalid value for `node_type` key in metadata document"
+            )  # pragma: no cover
 
 
 def _build_metadata_v2(
-    zarr_json: dict[str, Any], attrs_json: dict[str, Any]
+    zarr_json: dict[str, object], attrs_json: dict[str, JSON]
 ) -> ArrayV2Metadata | GroupMetadata:
     """
-    Take a dict and convert it into the correct metadata type.
+    Convert a dict representation of Zarr V2 metadata into the corresponding metadata class.
     """
     match zarr_json:
         case {"shape": _}:
             return ArrayV2Metadata.from_dict(zarr_json | {"attributes": attrs_json})
-        case _:
+        case _:  # pragma: no cover
             return GroupMetadata.from_dict(zarr_json | {"attributes": attrs_json})
 
 
-def _build_node_v3(
-    metadata: ArrayV3Metadata | GroupMetadata, store_path: StorePath
-) -> AsyncArray[ArrayV3Metadata] | AsyncGroup:
+@overload
+def _build_node(
+    *, store: Store, path: str, metadata: ArrayV2Metadata
+) -> AsyncArray[ArrayV2Metadata]: ...
+
+
+@overload
+def _build_node(
+    *, store: Store, path: str, metadata: ArrayV3Metadata
+) -> AsyncArray[ArrayV3Metadata]: ...
+
+
+@overload
+def _build_node(*, store: Store, path: str, metadata: GroupMetadata) -> AsyncGroup: ...
+
+
+def _build_node(
+    *, store: Store, path: str, metadata: ArrayV3Metadata | ArrayV2Metadata | GroupMetadata
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup:
     """
     Take a metadata object and return a node (AsyncArray or AsyncGroup).
     """
+    store_path = StorePath(store=store, path=path)
     match metadata:
-        case ArrayV3Metadata():
+        case ArrayV2Metadata() | ArrayV3Metadata():
             return AsyncArray(metadata, store_path=store_path)
         case GroupMetadata():
             return AsyncGroup(metadata, store_path=store_path)
-        case _:
-            raise ValueError(f"Unexpected metadata type: {type(metadata)}")
+        case _:  # pragma: no cover
+            raise ValueError(f"Unexpected metadata type: {type(metadata)}")  # pragma: no cover
 
 
-def _build_node_v2(
-    metadata: ArrayV2Metadata | GroupMetadata, store_path: StorePath
-) -> AsyncArray[ArrayV2Metadata] | AsyncGroup:
+async def _get_node_v2(store: Store, path: str) -> AsyncArray[ArrayV2Metadata] | AsyncGroup:
     """
-    Take a metadata object and return a node (AsyncArray or AsyncGroup).
+    Read a Zarr v2 AsyncArray or AsyncGroup from a path in a Store.
+
+    Parameters
+    ----------
+    store : Store
+        The store-like object to read from.
+    path : str
+        The path to the node to read.
+
+    Returns
+    -------
+    AsyncArray | AsyncGroup
     """
+    metadata = await _read_metadata_v2(store=store, path=path)
+    return _build_node(store=store, path=path, metadata=metadata)
 
-    match metadata:
-        case ArrayV2Metadata():
-            return AsyncArray(metadata, store_path=store_path)
-        case GroupMetadata():
-            return AsyncGroup(metadata, store_path=store_path)
-        case _:
-            raise ValueError(f"Unexpected metadata type: {type(metadata)}")
+
+async def _get_node_v3(store: Store, path: str) -> AsyncArray[ArrayV3Metadata] | AsyncGroup:
+    """
+    Read a Zarr v3 AsyncArray or AsyncGroup from a path in a Store.
+
+    Parameters
+    ----------
+    store : Store
+        The store-like object to read from.
+    path : str
+        The path to the node to read.
+
+    Returns
+    -------
+    AsyncArray | AsyncGroup
+    """
+    metadata = await _read_metadata_v3(store=store, path=path)
+    return _build_node(store=store, path=path, metadata=metadata)
+
+
+async def get_node(
+    store: Store, path: str, zarr_format: ZarrFormat
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup:
+    """
+    Get an AsyncArray or AsyncGroup from a path in a Store.
+
+    Parameters
+    ----------
+    store : Store
+        The store-like object to read from.
+    path : str
+        The path to the node to read.
+    zarr_format : {2, 3}
+        The zarr format of the node to read.
+
+    Returns
+    -------
+    AsyncArray | AsyncGroup
+    """
+
+    match zarr_format:
+        case 2:
+            return await _get_node_v2(store=store, path=path)
+        case 3:
+            return await _get_node_v3(store=store, path=path)
+        case _:  # pragma: no cover
+            raise ValueError(f"Unexpected zarr format: {zarr_format}")  # pragma: no cover
+
+
+async def _set_return_key(
+    *, store: Store, key: str, value: Buffer, semaphore: asyncio.Semaphore | None = None
+) -> str:
+    """
+    Write a value to storage at the given key. The key is returned.
+    Useful when saving values via routines that return results in execution order,
+    like asyncio.as_completed, because in this case we need to know which key was saved in order
+    to yield the right object to the caller.
+
+    Parameters
+    ----------
+    store : Store
+        The store to save the value to.
+    key : str
+        The key to save the value to.
+    value : Buffer
+        The value to save.
+    semaphore : asyncio.Semaphore | None
+        An optional semaphore to use to limit the number of concurrent writes.
+    """
+
+    if semaphore is not None:
+        async with semaphore:
+            await store.set(key, value)
+    else:
+        await store.set(key, value)
+    return key
+
+
+def _persist_metadata(
+    store: Store,
+    path: str,
+    metadata: ArrayV2Metadata | ArrayV3Metadata | GroupMetadata,
+    semaphore: asyncio.Semaphore | None = None,
+) -> tuple[Coroutine[None, None, str], ...]:
+    """
+    Prepare to save a metadata document to storage, returning a tuple of coroutines that must be awaited.
+    """
+
+    to_save = metadata.to_buffer_dict(default_buffer_prototype())
+    return tuple(
+        _set_return_key(store=store, key=_join_paths([path, key]), value=value, semaphore=semaphore)
+        for key, value in to_save.items()
+    )
+
+
+async def create_rooted_hierarchy(
+    *,
+    store: Store,
+    nodes: dict[str, GroupMetadata | ArrayV2Metadata | ArrayV3Metadata],
+    overwrite: bool = False,
+) -> AsyncGroup | AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
+    """
+    Create an ``AsyncGroup`` or ``AsyncArray`` from a store and a dict of metadata documents.
+    This function ensures that its input contains a specification of a root node,
+    calls ``create_hierarchy`` to create nodes, and returns the root node of the hierarchy.
+    """
+    roots = _get_roots(nodes.keys())
+    if len(roots) != 1:
+        msg = (
+            "The input does not specify a root node. "
+            "This function can only create hierarchies that contain a root node, which is "
+            "defined as a group that is ancestral to all the other arrays and "
+            "groups in the hierarchy, or a single array."
+        )
+        raise ValueError(msg)
+    else:
+        root_key = roots[0]
+
+    nodes_created = [
+        x async for x in create_hierarchy(store=store, nodes=nodes, overwrite=overwrite)
+    ]
+    return dict(nodes_created)[root_key]
diff --git a/src/zarr/core/sync.py b/src/zarr/core/sync.py
index 2bb5f24802..d9b4839e8e 100644
--- a/src/zarr/core/sync.py
+++ b/src/zarr/core/sync.py
@@ -6,14 +6,14 @@
 import os
 import threading
 from concurrent.futures import ThreadPoolExecutor, wait
-from typing import TYPE_CHECKING, TypeVar
+from typing import TYPE_CHECKING, Any, TypeVar
 
 from typing_extensions import ParamSpec
 
 from zarr.core.config import config
 
 if TYPE_CHECKING:
-    from collections.abc import AsyncIterator, Coroutine
+    from collections.abc import AsyncIterator, Awaitable, Callable, Coroutine
     from typing import Any
 
 logger = logging.getLogger(__name__)
@@ -215,3 +215,17 @@ async def iter_to_list() -> list[T]:
             return [item async for item in async_iterator]
 
         return self._sync(iter_to_list())
+
+
+async def _with_semaphore(
+    func: Callable[[], Awaitable[T]], semaphore: asyncio.Semaphore | None = None
+) -> T:
+    """
+    Await the result of invoking the no-argument-callable ``func`` within the context manager
+    provided by a Semaphore, if one is provided. Otherwise, just await the result of invoking
+    ``func``.
+    """
+    if semaphore is None:
+        return await func()
+    async with semaphore:
+        return await func()
diff --git a/src/zarr/core/sync_group.py b/src/zarr/core/sync_group.py
new file mode 100644
index 0000000000..39d8a17992
--- /dev/null
+++ b/src/zarr/core/sync_group.py
@@ -0,0 +1,161 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+from zarr.core.group import Group, GroupMetadata, _parse_async_node
+from zarr.core.group import create_hierarchy as create_hierarchy_async
+from zarr.core.group import create_nodes as create_nodes_async
+from zarr.core.group import create_rooted_hierarchy as create_rooted_hierarchy_async
+from zarr.core.group import get_node as get_node_async
+from zarr.core.sync import _collect_aiterator, sync
+
+if TYPE_CHECKING:
+    from collections.abc import Iterator
+
+    from zarr.abc.store import Store
+    from zarr.core.array import Array
+    from zarr.core.common import ZarrFormat
+    from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
+
+
+def create_nodes(
+    *, store: Store, nodes: dict[str, GroupMetadata | ArrayV2Metadata | ArrayV3Metadata]
+) -> Iterator[tuple[str, Group | Array]]:
+    """Create a collection of arrays and / or groups concurrently.
+
+    Note: no attempt is made to validate that these arrays and / or groups collectively form a
+    valid Zarr hierarchy. It is the responsibility of the caller of this function to ensure that
+    the ``nodes`` parameter satisfies any correctness constraints.
+
+    Parameters
+    ----------
+    store : Store
+        The storage backend to use.
+    nodes : dict[str, GroupMetadata | ArrayV3Metadata | ArrayV2Metadata]
+        A dictionary defining the hierarchy. The keys are the paths of the nodes
+        in the hierarchy, and the values are the metadata of the nodes. The
+        metadata must be either an instance of GroupMetadata, ArrayV3Metadata
+        or ArrayV2Metadata.
+
+    Yields
+    ------
+    Group | Array
+        The created nodes.
+    """
+    coro = create_nodes_async(store=store, nodes=nodes)
+
+    for key, value in sync(_collect_aiterator(coro)):
+        yield key, _parse_async_node(value)
+
+
+def create_hierarchy(
+    *,
+    store: Store,
+    nodes: dict[str, GroupMetadata | ArrayV2Metadata | ArrayV3Metadata],
+    overwrite: bool = False,
+) -> Iterator[tuple[str, Group | Array]]:
+    """
+    Create a complete zarr hierarchy from a collection of metadata objects.
+
+    This function will parse its input to ensure that the hierarchy is complete. Any implicit groups
+    will be inserted as needed. For example, an input like
+    ```{'a/b': GroupMetadata}``` will be parsed to
+    ```{'': GroupMetadata, 'a': GroupMetadata, 'b': Groupmetadata}```
+
+    After input parsing, this function then creates all the nodes in the hierarchy concurrently.
+
+    Arrays and Groups are yielded in the order they are created. This order is not stable and
+    should not be relied on.
+
+    Parameters
+    ----------
+    store : Store
+        The storage backend to use.
+    nodes : dict[str, GroupMetadata | ArrayV3Metadata | ArrayV2Metadata]
+        A dictionary defining the hierarchy. The keys are the paths of the nodes in the hierarchy,
+        relative to the root of the ``Store``. The root of the store can be specified with the empty
+        string ``''``. The values are instances of ``GroupMetadata`` or ``ArrayMetadata``. Note that
+        all values must have the same ``zarr_format`` -- it is an error to mix zarr versions in the
+        same hierarchy.
+
+        Leading "/" characters from keys will be removed.
+    overwrite : bool
+        Whether to overwrite existing nodes. Defaults to ``False``, in which case an error is
+        raised instead of overwriting an existing array or group.
+
+        This function will not erase an existing group unless that group is explicitly named in
+        ``nodes``. If ``nodes`` defines implicit groups, e.g. ``{`'a/b/c': GroupMetadata}``, and a
+        group already exists at path ``a``, then this function will leave the group at ``a`` as-is.
+
+    Yields
+    ------
+    tuple[str, Group | Array]
+        This function yields (path, node) pairs, in the order the nodes were created.
+
+    Examples
+    --------
+    >>> from zarr import create_hierarchy
+    >>> from zarr.storage import MemoryStore
+    >>> from zarr.core.group import GroupMetadata
+
+    >>> store = MemoryStore()
+    >>> nodes = {'a': GroupMetadata(attributes={'name': 'leaf'})}
+    >>> nodes_created = dict(create_hierarchy(store=store, nodes=nodes))
+    >>> print(nodes)
+    # {'a': GroupMetadata(attributes={'name': 'leaf'}, zarr_format=3, consolidated_metadata=None, node_type='group')}
+    """
+    coro = create_hierarchy_async(store=store, nodes=nodes, overwrite=overwrite)
+
+    for key, value in sync(_collect_aiterator(coro)):
+        yield key, _parse_async_node(value)
+
+
+def create_rooted_hierarchy(
+    *,
+    store: Store,
+    nodes: dict[str, GroupMetadata | ArrayV2Metadata | ArrayV3Metadata],
+    overwrite: bool = False,
+) -> Group | Array:
+    """
+    Create a Zarr hierarchy with a root, and return the root node, which could be a ``Group``
+    or ``Array`` instance.
+
+    Parameters
+    ----------
+    store : Store
+        The storage backend to use.
+    nodes : dict[str, GroupMetadata | ArrayV3Metadata | ArrayV2Metadata]
+        A dictionary defining the hierarchy. The keys are the paths of the nodes
+        in the hierarchy, and the values are the metadata of the nodes. The
+        metadata must be either an instance of GroupMetadata, ArrayV3Metadata
+        or ArrayV2Metadata.
+    overwrite : bool
+        Whether to overwrite existing nodes. Default is ``False``.
+
+    Returns
+    -------
+    Group | Array
+    """
+    async_node = sync(create_rooted_hierarchy_async(store=store, nodes=nodes, overwrite=overwrite))
+    return _parse_async_node(async_node)
+
+
+def get_node(store: Store, path: str, zarr_format: ZarrFormat) -> Array | Group:
+    """
+    Get an Array or Group from a path in a Store.
+
+    Parameters
+    ----------
+    store : Store
+        The store-like object to read from.
+    path : str
+        The path to the node to read.
+    zarr_format : {2, 3}
+        The zarr format of the node to read.
+
+    Returns
+    -------
+    Array | Group
+    """
+
+    return _parse_async_node(sync(get_node_async(store=store, path=path, zarr_format=zarr_format)))
diff --git a/src/zarr/storage/_utils.py b/src/zarr/storage/_utils.py
index 4fc3171eb8..eda4342f47 100644
--- a/src/zarr/storage/_utils.py
+++ b/src/zarr/storage/_utils.py
@@ -2,11 +2,13 @@
 
 import re
 from pathlib import Path
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, TypeVar
 
 from zarr.abc.store import OffsetByteRequest, RangeByteRequest, SuffixByteRequest
 
 if TYPE_CHECKING:
+    from collections.abc import Iterable, Mapping
+
     from zarr.abc.store import ByteRequest
     from zarr.core.buffer import Buffer
 
@@ -66,3 +68,45 @@ def _normalize_byte_range_index(data: Buffer, byte_range: ByteRequest | None) ->
     else:
         raise ValueError(f"Unexpected byte_range, got {byte_range}.")
     return (start, stop)
+
+
+def _join_paths(paths: Iterable[str]) -> str:
+    """
+    Filter out instances of '' and join the remaining strings with '/'.
+
+    Because the root node of a zarr hierarchy is represented by an empty string,
+    """
+    return "/".join(filter(lambda v: v != "", paths))
+
+
+def _normalize_paths(paths: Iterable[str]) -> tuple[str, ...]:
+    """
+    Normalize the input paths according to the normalization scheme used for zarr node paths.
+    If any two paths normalize to the same value, raise a ValueError.
+    """
+    path_map: dict[str, str] = {}
+    for path in paths:
+        parsed = normalize_path(path)
+        if parsed in path_map:
+            msg = (
+                f"After normalization, the value '{path}' collides with '{path_map[parsed]}'. "
+                f"Both '{path}' and '{path_map[parsed]}' normalize to the same value: '{parsed}'. "
+                f"You should use either '{path}' or '{path_map[parsed]}', but not both."
+            )
+            raise ValueError(msg)
+        path_map[parsed] = path
+    return tuple(path_map.keys())
+
+
+T = TypeVar("T")
+
+
+def _normalize_path_keys(data: Mapping[str, T]) -> dict[str, T]:
+    """
+    Normalize the keys of the input dict according to the normalization scheme used for zarr node
+    paths. If any two keys in the input normalize to the same value, raise a ValueError.
+    Returns a dict where the keys are the elements of the input and the values are the
+    normalized form of each key.
+    """
+    parsed_keys = _normalize_paths(data.keys())
+    return dict(zip(parsed_keys, data.values(), strict=True))
diff --git a/tests/conftest.py b/tests/conftest.py
index 9be675cb20..04034cb5b8 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -11,16 +11,30 @@
 
 from zarr import AsyncGroup, config
 from zarr.abc.store import Store
+from zarr.codecs.sharding import ShardingCodec, ShardingCodecIndexLocation
+from zarr.core.array import (
+    _parse_chunk_encoding_v2,
+    _parse_chunk_encoding_v3,
+    _parse_chunk_key_encoding,
+)
+from zarr.core.chunk_grids import RegularChunkGrid, _auto_partition
+from zarr.core.common import JSON, parse_dtype, parse_shapelike
+from zarr.core.config import config as zarr_config
+from zarr.core.metadata.v2 import ArrayV2Metadata
+from zarr.core.metadata.v3 import ArrayV3Metadata
 from zarr.core.sync import sync
 from zarr.storage import FsspecStore, LocalStore, MemoryStore, StorePath, ZipStore
 
 if TYPE_CHECKING:
-    from collections.abc import Generator
+    from collections.abc import Generator, Iterable
     from typing import Any, Literal
 
     from _pytest.compat import LEGACY_PATH
 
-    from zarr.core.common import ChunkCoords, MemoryOrder, ZarrFormat
+    from zarr.abc.codec import Codec
+    from zarr.core.array import CompressorsLike, FiltersLike, SerializerLike, ShardsLike
+    from zarr.core.chunk_key_encodings import ChunkKeyEncoding, ChunkKeyEncodingLike
+    from zarr.core.common import ChunkCoords, MemoryOrder, ShapeLike, ZarrFormat
 
 
 async def parse_store(
@@ -177,3 +191,212 @@ def pytest_collection_modifyitems(config: Any, items: Any) -> None:
     suppress_health_check=[HealthCheck.filter_too_much, HealthCheck.too_slow],
     verbosity=Verbosity.verbose,
 )
+
+# TODO: uncomment these overrides when we can get mypy to accept them
+"""
+@overload
+def create_array_metadata(
+    *,
+    shape: ShapeLike,
+    dtype: npt.DTypeLike,
+    chunks: ChunkCoords | Literal["auto"],
+    shards: None,
+    filters: FiltersLike,
+    compressors: CompressorsLike,
+    serializer: SerializerLike,
+    fill_value: Any | None,
+    order: MemoryOrder | None,
+    zarr_format: Literal[2],
+    attributes: dict[str, JSON] | None,
+    chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None,
+    dimension_names: None,
+) -> ArrayV2Metadata: ...
+
+
+@overload
+def create_array_metadata(
+    *,
+    shape: ShapeLike,
+    dtype: npt.DTypeLike,
+    chunks: ChunkCoords | Literal["auto"],
+    shards: ShardsLike | None,
+    filters: FiltersLike,
+    compressors: CompressorsLike,
+    serializer: SerializerLike,
+    fill_value: Any | None,
+    order: None,
+    zarr_format: Literal[3],
+    attributes: dict[str, JSON] | None,
+    chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None,
+    dimension_names: Iterable[str] | None,
+) -> ArrayV3Metadata: ...
+"""
+
+
+def create_array_metadata(
+    *,
+    shape: ShapeLike,
+    dtype: npt.DTypeLike,
+    chunks: ChunkCoords | Literal["auto"] = "auto",
+    shards: ShardsLike | None = None,
+    filters: FiltersLike = "auto",
+    compressors: CompressorsLike = "auto",
+    serializer: SerializerLike = "auto",
+    fill_value: Any | None = None,
+    order: MemoryOrder | None = None,
+    zarr_format: ZarrFormat,
+    attributes: dict[str, JSON] | None = None,
+    chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None = None,
+    dimension_names: Iterable[str] | None = None,
+) -> ArrayV2Metadata | ArrayV3Metadata:
+    """
+    Create array metadata
+    """
+    dtype_parsed = parse_dtype(dtype, zarr_format=zarr_format)
+    shape_parsed = parse_shapelike(shape)
+    chunk_key_encoding_parsed = _parse_chunk_key_encoding(
+        chunk_key_encoding, zarr_format=zarr_format
+    )
+
+    shard_shape_parsed, chunk_shape_parsed = _auto_partition(
+        array_shape=shape_parsed, shard_shape=shards, chunk_shape=chunks, dtype=dtype_parsed
+    )
+
+    if order is None:
+        order_parsed = zarr_config.get("array.order")
+    else:
+        order_parsed = order
+    chunks_out: tuple[int, ...]
+
+    if zarr_format == 2:
+        filters_parsed, compressor_parsed = _parse_chunk_encoding_v2(
+            compressor=compressors, filters=filters, dtype=np.dtype(dtype)
+        )
+        return ArrayV2Metadata(
+            shape=shape_parsed,
+            dtype=np.dtype(dtype),
+            chunks=chunk_shape_parsed,
+            order=order_parsed,
+            dimension_separator=chunk_key_encoding_parsed.separator,
+            fill_value=fill_value,
+            compressor=compressor_parsed,
+            filters=filters_parsed,
+            attributes=attributes,
+        )
+    elif zarr_format == 3:
+        array_array, array_bytes, bytes_bytes = _parse_chunk_encoding_v3(
+            compressors=compressors,
+            filters=filters,
+            serializer=serializer,
+            dtype=dtype_parsed,
+        )
+
+        sub_codecs: tuple[Codec, ...] = (*array_array, array_bytes, *bytes_bytes)
+        codecs_out: tuple[Codec, ...]
+        if shard_shape_parsed is not None:
+            index_location = None
+            if isinstance(shards, dict):
+                index_location = ShardingCodecIndexLocation(shards.get("index_location", None))
+            if index_location is None:
+                index_location = ShardingCodecIndexLocation.end
+            sharding_codec = ShardingCodec(
+                chunk_shape=chunk_shape_parsed,
+                codecs=sub_codecs,
+                index_location=index_location,
+            )
+            sharding_codec.validate(
+                shape=chunk_shape_parsed,
+                dtype=dtype_parsed,
+                chunk_grid=RegularChunkGrid(chunk_shape=shard_shape_parsed),
+            )
+            codecs_out = (sharding_codec,)
+            chunks_out = shard_shape_parsed
+        else:
+            chunks_out = chunk_shape_parsed
+            codecs_out = sub_codecs
+
+        return ArrayV3Metadata(
+            shape=shape_parsed,
+            data_type=dtype_parsed,
+            chunk_grid=RegularChunkGrid(chunk_shape=chunks_out),
+            chunk_key_encoding=chunk_key_encoding_parsed,
+            fill_value=fill_value,
+            codecs=codecs_out,
+            attributes=attributes,
+            dimension_names=dimension_names,
+        )
+
+    raise ValueError(f"Invalid Zarr format: {zarr_format}")
+
+
+# TODO: uncomment these overrides when we can get mypy to accept them
+"""
+@overload
+def meta_from_array(
+    array: np.ndarray[Any, Any],
+    chunks: ChunkCoords | Literal["auto"],
+    shards: None,
+    filters: FiltersLike,
+    compressors: CompressorsLike,
+    serializer: SerializerLike,
+    fill_value: Any | None,
+    order: MemoryOrder | None,
+    zarr_format: Literal[2],
+    attributes: dict[str, JSON] | None,
+    chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None,
+    dimension_names: Iterable[str] | None,
+) -> ArrayV2Metadata: ...
+
+
+@overload
+def meta_from_array(
+    array: np.ndarray[Any, Any],
+    chunks: ChunkCoords | Literal["auto"],
+    shards: ShardsLike | None,
+    filters: FiltersLike,
+    compressors: CompressorsLike,
+    serializer: SerializerLike,
+    fill_value: Any | None,
+    order: None,
+    zarr_format: Literal[3],
+    attributes: dict[str, JSON] | None,
+    chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None,
+    dimension_names: Iterable[str] | None,
+) -> ArrayV3Metadata: ...
+
+"""
+
+
+def meta_from_array(
+    array: np.ndarray[Any, Any],
+    *,
+    chunks: ChunkCoords | Literal["auto"] = "auto",
+    shards: ShardsLike | None = None,
+    filters: FiltersLike = "auto",
+    compressors: CompressorsLike = "auto",
+    serializer: SerializerLike = "auto",
+    fill_value: Any | None = None,
+    order: MemoryOrder | None = None,
+    zarr_format: ZarrFormat = 3,
+    attributes: dict[str, JSON] | None = None,
+    chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None = None,
+    dimension_names: Iterable[str] | None = None,
+) -> ArrayV3Metadata | ArrayV2Metadata:
+    """
+    Create array metadata from an array
+    """
+    return create_array_metadata(
+        shape=array.shape,
+        dtype=array.dtype,
+        chunks=chunks,
+        shards=shards,
+        filters=filters,
+        compressors=compressors,
+        serializer=serializer,
+        fill_value=fill_value,
+        order=order,
+        zarr_format=zarr_format,
+        attributes=attributes,
+        chunk_key_encoding=chunk_key_encoding,
+        dimension_names=dimension_names,
+    )
diff --git a/tests/test_api.py b/tests/test_api.py
index e9db33f6c5..3b565f8e60 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -1,4 +1,13 @@
-import pathlib
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    import pathlib
+
+    from zarr.abc.store import Store
+    from zarr.core.common import JSON, MemoryOrder, ZarrFormat
+
 import warnings
 from typing import Literal
 
@@ -8,9 +17,9 @@
 
 import zarr
 import zarr.api.asynchronous
+import zarr.api.synchronous
 import zarr.core.group
 from zarr import Array, Group
-from zarr.abc.store import Store
 from zarr.api.synchronous import (
     create,
     create_array,
@@ -23,7 +32,6 @@
     save_array,
     save_group,
 )
-from zarr.core.common import JSON, MemoryOrder, ZarrFormat
 from zarr.errors import MetadataValidationError
 from zarr.storage import MemoryStore
 from zarr.storage._utils import normalize_path
@@ -1124,6 +1132,13 @@ def test_open_array_with_mode_r_plus(store: Store) -> None:
     z2[:] = 3
 
 
+def test_api_exports() -> None:
+    """
+    Test that the sync API and the async API export the same objects
+    """
+    assert zarr.api.asynchronous.__all__ == zarr.api.synchronous.__all__
+
+
 @gpu_test
 @pytest.mark.parametrize(
     "store",
diff --git a/tests/test_group.py b/tests/test_group.py
index 144054605e..521819ea0e 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -1,8 +1,10 @@
 from __future__ import annotations
 
 import contextlib
+import inspect
 import operator
 import pickle
+import re
 import time
 import warnings
 from typing import TYPE_CHECKING, Any, Literal
@@ -17,18 +19,35 @@
 import zarr.storage
 from zarr import Array, AsyncArray, AsyncGroup, Group
 from zarr.abc.store import Store
+from zarr.core import sync_group
 from zarr.core._info import GroupInfo
 from zarr.core.buffer import default_buffer_prototype
-from zarr.core.group import ConsolidatedMetadata, GroupMetadata
-from zarr.core.sync import sync
-from zarr.errors import ContainsArrayError, ContainsGroupError
+from zarr.core.config import config as zarr_config
+from zarr.core.group import (
+    ConsolidatedMetadata,
+    GroupMetadata,
+    ImplicitGroupMarker,
+    _build_metadata_v3,
+    _get_roots,
+    _parse_hierarchy_dict,
+    create_hierarchy,
+    create_nodes,
+    create_rooted_hierarchy,
+    get_node,
+)
+from zarr.core.metadata.v3 import ArrayV3Metadata
+from zarr.core.sync import _collect_aiterator, sync
+from zarr.errors import ContainsArrayError, ContainsGroupError, MetadataValidationError
 from zarr.storage import LocalStore, MemoryStore, StorePath, ZipStore
 from zarr.storage._common import make_store_path
+from zarr.storage._utils import _join_paths, normalize_path
 from zarr.testing.store import LatencyStore
 
-from .conftest import parse_store
+from .conftest import meta_from_array, parse_store
 
 if TYPE_CHECKING:
+    from collections.abc import Callable
+
     from _pytest.compat import LEGACY_PATH
 
     from zarr.core.common import JSON, ZarrFormat
@@ -353,7 +372,7 @@ def test_group_getitem(store: Store, zarr_format: ZarrFormat, consolidated: bool
             )
 
         with pytest.raises(KeyError):
-            # We've chosen to trust the consolidted metadata, which doesn't
+            # We've chosen to trust the consolidated metadata, which doesn't
             # contain this array
             group["subgroup/subarray"]
 
@@ -1443,7 +1462,501 @@ def test_delitem_removes_children(store: Store, zarr_format: ZarrFormat) -> None
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
-def test_group_members_performance(store: MemoryStore) -> None:
+@pytest.mark.parametrize("impl", ["async", "sync"])
+async def test_create_nodes(
+    impl: Literal["async", "sync"], store: Store, zarr_format: ZarrFormat
+) -> None:
+    """
+    Ensure that ``create_nodes`` can create a zarr hierarchy from a model of that
+    hierarchy in dict form. Note that this creates an incomplete Zarr hierarchy.
+    """
+    node_spec = {
+        "group": GroupMetadata(attributes={"foo": 10}),
+        "group/array_0": meta_from_array(np.arange(3), zarr_format=zarr_format),
+        "group/array_1": meta_from_array(np.arange(4), zarr_format=zarr_format),
+        "group/subgroup/array_0": meta_from_array(np.arange(4), zarr_format=zarr_format),
+        "group/subgroup/array_1": meta_from_array(np.arange(5), zarr_format=zarr_format),
+    }
+    if impl == "sync":
+        observed_nodes = dict(sync_group.create_nodes(store=store, nodes=node_spec))
+    elif impl == "async":
+        observed_nodes = dict(await _collect_aiterator(create_nodes(store=store, nodes=node_spec)))
+    else:
+        raise ValueError(f"Invalid impl: {impl}")
+
+    assert node_spec == {k: v.metadata for k, v in observed_nodes.items()}
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+def test_create_nodes_concurrency_limit(store: MemoryStore) -> None:
+    """
+    Test that the execution time of create_nodes can be constrained by the async concurrency
+    configuration setting.
+    """
+    set_latency = 0.02
+    num_groups = 10
+    groups = {str(idx): GroupMetadata() for idx in range(num_groups)}
+
+    latency_store = LatencyStore(store, set_latency=set_latency)
+
+    # check how long it takes to iterate over the groups
+    # if create_nodes is sensitive to IO latency,
+    # this should take (num_groups * get_latency) seconds
+    # otherwise, it should take only marginally more than get_latency seconds
+
+    with zarr_config.set({"async.concurrency": 1}):
+        start = time.time()
+        _ = tuple(sync_group.create_nodes(store=latency_store, nodes=groups))
+        elapsed = time.time() - start
+        assert elapsed > num_groups * set_latency
+
+
+@pytest.mark.parametrize(
+    ("a_func", "b_func"),
+    [
+        (zarr.core.group.AsyncGroup.create_hierarchy, zarr.core.group.Group.create_hierarchy),
+        (zarr.core.group.create_hierarchy, zarr.core.sync_group.create_hierarchy),
+        (zarr.core.group.create_nodes, zarr.core.sync_group.create_nodes),
+        (zarr.core.group.create_rooted_hierarchy, zarr.core.sync_group.create_rooted_hierarchy),
+        (zarr.core.group.get_node, zarr.core.sync_group.get_node),
+    ],
+)
+def test_consistent_signatures(
+    a_func: Callable[[object], object], b_func: Callable[[object], object]
+) -> None:
+    """
+    Ensure that pairs of functions have consistent signatures
+    """
+    base_sig = inspect.signature(a_func)
+    test_sig = inspect.signature(b_func)
+    assert test_sig.parameters == base_sig.parameters
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("overwrite", [True, False])
+@pytest.mark.parametrize("impl", ["async", "sync"])
+async def test_create_hierarchy(
+    impl: Literal["async", "sync"], store: Store, overwrite: bool, zarr_format: ZarrFormat
+) -> None:
+    """
+    Test that ``create_hierarchy`` can create a complete Zarr hierarchy, even if the input describes
+    an incomplete one.
+    """
+
+    hierarchy_spec = {
+        "group": GroupMetadata(attributes={"path": "group"}, zarr_format=zarr_format),
+        "group/array_0": meta_from_array(
+            np.arange(3), attributes={"path": "group/array_0"}, zarr_format=zarr_format
+        ),
+        "group/subgroup/array_0": meta_from_array(
+            np.arange(4), attributes={"path": "group/subgroup/array_0"}, zarr_format=zarr_format
+        ),
+    }
+    pre_existing_nodes = {
+        "group/extra": GroupMetadata(zarr_format=zarr_format, attributes={"path": "group/extra"}),
+        "": GroupMetadata(zarr_format=zarr_format, attributes={"name": "root"}),
+    }
+    # we expect create_hierarchy to insert a group that was missing from the hierarchy spec
+    expected_meta = hierarchy_spec | {"group/subgroup": GroupMetadata(zarr_format=zarr_format)}
+
+    # initialize the group with some nodes
+    _ = dict(sync_group.create_nodes(store=store, nodes=pre_existing_nodes))
+
+    if impl == "sync":
+        created = dict(
+            sync_group.create_hierarchy(store=store, nodes=hierarchy_spec, overwrite=overwrite)
+        )
+    elif impl == "async":
+        created = dict(
+            [
+                a
+                async for a in create_hierarchy(
+                    store=store, nodes=hierarchy_spec, overwrite=overwrite
+                )
+            ]
+        )
+    else:
+        raise ValueError(f"Invalid impl: {impl}")
+    if not overwrite:
+        extra_group = sync_group.get_node(store=store, path="group/extra", zarr_format=zarr_format)
+        assert extra_group.metadata.attributes == {"path": "group/extra"}
+    else:
+        with pytest.raises(FileNotFoundError):
+            await get_node(store=store, path="group/extra", zarr_format=zarr_format)
+    assert expected_meta == {k: v.metadata for k, v in created.items()}
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("extant_node", ["array", "group"])
+@pytest.mark.parametrize("impl", ["async", "sync"])
+async def test_create_hierarchy_existing_nodes(
+    impl: Literal["async", "sync"],
+    store: Store,
+    extant_node: Literal["array", "group"],
+    zarr_format: ZarrFormat,
+) -> None:
+    """
+    Test that create_hierarchy with overwrite = False will not overwrite an existing array or group,
+    and raises an exception instead.
+    """
+    extant_node_path = "node"
+
+    if extant_node == "array":
+        extant_metadata = meta_from_array(
+            np.zeros(4), zarr_format=zarr_format, attributes={"extant": True}
+        )
+        new_metadata = meta_from_array(np.zeros(4), zarr_format=zarr_format)
+        err_cls = ContainsArrayError
+    else:
+        extant_metadata = GroupMetadata(zarr_format=zarr_format, attributes={"extant": True})
+        new_metadata = GroupMetadata(zarr_format=zarr_format)
+        err_cls = ContainsGroupError
+
+    # write the extant metadata
+    tuple(sync_group.create_nodes(store=store, nodes={extant_node_path: extant_metadata}))
+
+    msg = f"{extant_node} exists in store {store!r} at path {extant_node_path!r}."
+    # ensure that we cannot invoke create_hierarchy with overwrite=False here
+    if impl == "sync":
+        with pytest.raises(err_cls, match=re.escape(msg)):
+            tuple(
+                sync_group.create_hierarchy(
+                    store=store, nodes={"node": new_metadata}, overwrite=False
+                )
+            )
+    elif impl == "async":
+        with pytest.raises(err_cls, match=re.escape(msg)):
+            tuple(
+                [
+                    x
+                    async for x in create_hierarchy(
+                        store=store, nodes={"node": new_metadata}, overwrite=False
+                    )
+                ]
+            )
+    else:
+        raise ValueError(f"Invalid impl: {impl}")
+
+    # ensure that the extant metadata was not overwritten
+    assert (
+        await get_node(store=store, path=extant_node_path, zarr_format=zarr_format)
+    ).metadata.attributes == {"extant": True}
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("overwrite", [True, False])
+@pytest.mark.parametrize("group_path", ["", "foo"])
+@pytest.mark.parametrize("impl", ["async", "sync"])
+async def test_group_create_hierarchy(
+    store: Store,
+    zarr_format: ZarrFormat,
+    overwrite: bool,
+    group_path: str,
+    impl: Literal["async", "sync"],
+) -> None:
+    """
+    Test that the Group.create_hierarchy method creates specified nodes and returns them in a dict.
+    Also test that off-target nodes are not deleted, and that the root group is not deleted
+    """
+    root_attrs = {"root": True}
+    g = sync_group.create_rooted_hierarchy(
+        store=store,
+        nodes={group_path: GroupMetadata(zarr_format=zarr_format, attributes=root_attrs)},
+    )
+    node_spec = {
+        "a": GroupMetadata(zarr_format=zarr_format, attributes={"name": "a"}),
+        "a/b": GroupMetadata(zarr_format=zarr_format, attributes={"name": "a/b"}),
+        "a/b/c": meta_from_array(
+            np.zeros(5), zarr_format=zarr_format, attributes={"name": "a/b/c"}
+        ),
+    }
+    # This node should be kept if overwrite is True
+    extant_spec = {"b": GroupMetadata(zarr_format=zarr_format, attributes={"name": "b"})}
+    if impl == "async":
+        extant_created = dict(
+            await _collect_aiterator(g._async_group.create_hierarchy(extant_spec, overwrite=False))
+        )
+        nodes_created = dict(
+            await _collect_aiterator(
+                g._async_group.create_hierarchy(node_spec, overwrite=overwrite)
+            )
+        )
+    elif impl == "sync":
+        extant_created = dict(g.create_hierarchy(extant_spec, overwrite=False))
+        nodes_created = dict(g.create_hierarchy(node_spec, overwrite=overwrite))
+
+    all_members = dict(g.members(max_depth=None))
+    for k, v in node_spec.items():
+        assert all_members[k].metadata == v == nodes_created[k].metadata
+
+    # if overwrite is True, the extant nodes should be erased
+    for k, v in extant_spec.items():
+        if overwrite:
+            assert k in all_members
+        else:
+            assert all_members[k].metadata == v == extant_created[k].metadata
+    # ensure that we left the root group as-is
+    assert (
+        sync_group.get_node(store=store, path=group_path, zarr_format=zarr_format).attrs.asdict()
+        == root_attrs
+    )
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("overwrite", [True, False])
+def test_group_create_hierarchy_no_root(
+    store: Store, zarr_format: ZarrFormat, overwrite: bool
+) -> None:
+    """
+    Test that the Group.create_hierarchy method will error if the dict provided contains a root.
+    """
+    g = Group.from_store(store, zarr_format=zarr_format)
+    tree = {
+        "": GroupMetadata(zarr_format=zarr_format, attributes={"name": "a"}),
+    }
+    with pytest.raises(
+        ValueError, match="It is an error to use this method to create a root node. "
+    ):
+        _ = dict(g.create_hierarchy(tree, overwrite=overwrite))
+
+
+class TestParseHierarchyDict:
+    """
+    Tests for the function that parses dicts of str : Metadata pairs, ensuring that the output models a
+    valid Zarr hierarchy
+    """
+
+    @staticmethod
+    def test_normed_keys() -> None:
+        """
+        Test that keys get normalized properly
+        """
+
+        nodes = {
+            "a": GroupMetadata(),
+            "/b": GroupMetadata(),
+            "": GroupMetadata(),
+            "/a//c////": GroupMetadata(),
+        }
+        observed = _parse_hierarchy_dict(data=nodes)
+        expected = {normalize_path(k): v for k, v in nodes.items()}
+        assert observed == expected
+
+    @staticmethod
+    def test_empty() -> None:
+        """
+        Test that an empty dict passes through
+        """
+        assert _parse_hierarchy_dict(data={}) == {}
+
+    @staticmethod
+    def test_implicit_groups() -> None:
+        """
+        Test that implicit groups were added as needed.
+        """
+        requested = {"a/b/c": GroupMetadata()}
+        expected = requested | {
+            "": ImplicitGroupMarker(),
+            "a": ImplicitGroupMarker(),
+            "a/b": ImplicitGroupMarker(),
+        }
+        observed = _parse_hierarchy_dict(data=requested)
+        assert observed == expected
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+def test_group_create_hierarchy_invalid_mixed_zarr_format(
+    store: Store, zarr_format: ZarrFormat
+) -> None:
+    """
+    Test that ``Group.create_hierarchy`` will raise an error if the zarr_format of the nodes is
+    different from the parent group.
+    """
+    other_format = 2 if zarr_format == 3 else 3
+    g = Group.from_store(store, zarr_format=other_format)
+    tree = {
+        "a": GroupMetadata(zarr_format=zarr_format, attributes={"name": "a"}),
+        "a/b": meta_from_array(np.zeros(5), zarr_format=zarr_format, attributes={"name": "a/c"}),
+    }
+
+    msg = "The zarr_format of the nodes must be the same as the parent group."
+    with pytest.raises(ValueError, match=msg):
+        _ = tuple(g.create_hierarchy(tree))
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("defect", ["array/array", "array/group"])
+@pytest.mark.parametrize("impl", ["async", "sync"])
+async def test_create_hierarchy_invalid_nested(
+    impl: Literal["async", "sync"], store: Store, defect: tuple[str, str], zarr_format: ZarrFormat
+) -> None:
+    """
+    Test that create_hierarchy will not create a Zarr array that contains a Zarr group
+    or Zarr array.
+    """
+    if defect == "array/array":
+        hierarchy_spec = {
+            "array_0": meta_from_array(np.arange(3), zarr_format=zarr_format),
+            "array_0/subarray": meta_from_array(np.arange(4), zarr_format=zarr_format),
+        }
+    elif defect == "array/group":
+        hierarchy_spec = {
+            "array_0": meta_from_array(np.arange(3), zarr_format=zarr_format),
+            "array_0/subgroup": GroupMetadata(attributes={"foo": 10}, zarr_format=zarr_format),
+        }
+
+    msg = "Only Zarr groups can contain other nodes."
+    if impl == "sync":
+        with pytest.raises(ValueError, match=msg):
+            tuple(sync_group.create_hierarchy(store=store, nodes=hierarchy_spec))
+    elif impl == "async":
+        with pytest.raises(ValueError, match=msg):
+            await _collect_aiterator(create_hierarchy(store=store, nodes=hierarchy_spec))
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("impl", ["async", "sync"])
+async def test_create_hierarchy_invalid_mixed_format(
+    impl: Literal["async", "sync"], store: Store
+) -> None:
+    """
+    Test that create_hierarchy will not create a Zarr group that contains a both Zarr v2 and
+    Zarr v3 nodes.
+    """
+    msg = (
+        "Got data with both Zarr v2 and Zarr v3 nodes, which is invalid. "
+        "The following keys map to Zarr v2 nodes: ['v2']. "
+        "The following keys map to Zarr v3 nodes: ['v3']."
+        "Ensure that all nodes have the same Zarr format."
+    )
+    nodes = {
+        "v2": GroupMetadata(zarr_format=2),
+        "v3": GroupMetadata(zarr_format=3),
+    }
+    if impl == "sync":
+        with pytest.raises(ValueError, match=re.escape(msg)):
+            tuple(
+                sync_group.create_hierarchy(
+                    store=store,
+                    nodes=nodes,
+                )
+            )
+    elif impl == "async":
+        with pytest.raises(ValueError, match=re.escape(msg)):
+            await _collect_aiterator(
+                create_hierarchy(
+                    store=store,
+                    nodes=nodes,
+                )
+            )
+    else:
+        raise ValueError(f"Invalid impl: {impl}")
+
+
+@pytest.mark.parametrize("store", ["memory", "local"], indirect=True)
+@pytest.mark.parametrize("zarr_format", [2, 3])
+@pytest.mark.parametrize("root_key", ["", "root"])
+@pytest.mark.parametrize("impl", ["async", "sync"])
+async def test_create_rooted_hierarchy_group(
+    impl: Literal["async", "sync"], store: Store, zarr_format, root_key: str
+) -> None:
+    """
+    Test that the _create_rooted_hierarchy can create a group.
+    """
+    root_meta = {root_key: GroupMetadata(zarr_format=zarr_format, attributes={"path": root_key})}
+    group_names = ["a", "a/b"]
+    array_names = ["a/b/c", "a/b/d"]
+
+    # just to ensure that we don't use the same name twice in tests
+    assert set(group_names) & set(array_names) == set()
+
+    groups_expected_meta = {
+        _join_paths([root_key, node_name]): GroupMetadata(
+            zarr_format=zarr_format, attributes={"path": node_name}
+        )
+        for node_name in group_names
+    }
+
+    arrays_expected_meta = {
+        _join_paths([root_key, node_name]): meta_from_array(np.zeros(4), zarr_format=zarr_format)
+        for node_name in array_names
+    }
+
+    nodes_create = root_meta | groups_expected_meta | arrays_expected_meta
+    if impl == "sync":
+        g = sync_group.create_rooted_hierarchy(store=store, nodes=nodes_create)
+        assert isinstance(g, Group)
+        members = g.members(max_depth=None)
+    elif impl == "async":
+        g = await create_rooted_hierarchy(store=store, nodes=nodes_create)
+        assert isinstance(g, AsyncGroup)
+        members = await _collect_aiterator(g.members(max_depth=None))
+    else:
+        raise ValueError(f"Unknown implementation: {impl}")
+
+    assert g.metadata.attributes == {"path": root_key}
+
+    members_observed_meta = {k: v.metadata for k, v in members}
+    members_expected_meta_relative = {
+        k.removeprefix(root_key).lstrip("/"): v
+        for k, v in (groups_expected_meta | arrays_expected_meta).items()
+    }
+    assert members_observed_meta == members_expected_meta_relative
+
+
+@pytest.mark.parametrize("store", ["memory", "local"], indirect=True)
+@pytest.mark.parametrize("zarr_format", [2, 3])
+@pytest.mark.parametrize("root_key", ["", "root"])
+@pytest.mark.parametrize("impl", ["async", "sync"])
+async def test_create_rooted_hierarchy_array(
+    impl: Literal["async", "sync"], store: Store, zarr_format, root_key: str
+) -> None:
+    """
+    Test that _create_rooted_hierarchy can create an array.
+    """
+
+    root_meta = {
+        root_key: meta_from_array(
+            np.arange(3), zarr_format=zarr_format, attributes={"path": root_key}
+        )
+    }
+    nodes_create = root_meta
+
+    if impl == "sync":
+        a = sync_group.create_rooted_hierarchy(store=store, nodes=nodes_create, overwrite=True)
+        assert isinstance(a, Array)
+    elif impl == "async":
+        a = await create_rooted_hierarchy(store=store, nodes=nodes_create, overwrite=True)
+        assert isinstance(a, AsyncArray)
+    else:
+        raise ValueError(f"Invalid impl: {impl}")
+    assert a.metadata.attributes == {"path": root_key}
+
+
+@pytest.mark.parametrize("impl", ["async", "sync"])
+async def test_create_rooted_hierarchy_invalid(impl: Literal["async", "sync"]) -> None:
+    """
+    Ensure _create_rooted_hierarchy will raise a ValueError if the input does not contain
+    a root node.
+    """
+    zarr_format = 3
+    nodes = {
+        "a": GroupMetadata(zarr_format=zarr_format),
+        "b": GroupMetadata(zarr_format=zarr_format),
+    }
+    msg = "The input does not specify a root node. "
+    if impl == "sync":
+        with pytest.raises(ValueError, match=msg):
+            sync_group.create_rooted_hierarchy(store=store, nodes=nodes)
+    elif impl == "async":
+        with pytest.raises(ValueError, match=msg):
+            await create_rooted_hierarchy(store=store, nodes=nodes)
+    else:
+        raise ValueError(f"Invalid impl: {impl}")
+
+
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+def test_group_members_performance(store: Store) -> None:
     """
     Test that the execution time of Group.members is less than the number of members times the
     latency for accessing each member.
@@ -1505,3 +2018,35 @@ def test_group_members_concurrency_limit(store: MemoryStore) -> None:
         elapsed = time.time() - start
 
         assert elapsed > num_groups * get_latency
+
+
+@pytest.mark.parametrize("option", ["array", "group", "invalid"])
+def test_build_metadata_v3(option: Literal["array", "group", "invalid"]) -> None:
+    """
+    Test that _build_metadata_v3 returns the correct metadata for a v3 array or group
+    """
+    match option:
+        case "array":
+            metadata_dict = meta_from_array(np.arange(10), zarr_format=3).to_dict()
+            assert _build_metadata_v3(metadata_dict) == ArrayV3Metadata.from_dict(metadata_dict)
+        case "group":
+            metadata_dict = GroupMetadata(attributes={"foo": 10}, zarr_format=3).to_dict()
+            assert _build_metadata_v3(metadata_dict) == GroupMetadata.from_dict(metadata_dict)
+        case "invalid":
+            metadata_dict = GroupMetadata(zarr_format=3).to_dict()
+            metadata_dict.pop("node_type")
+            # TODO: fix the error message
+            msg = "Invalid value for 'node_type'. Expected 'array or group'. Got 'nothing (the key is missing)'."
+            with pytest.raises(MetadataValidationError, match=re.escape(msg)):
+                _build_metadata_v3(metadata_dict)
+
+
+@pytest.mark.parametrize("roots", [("",), ("a", "b")])
+def test_get_roots(roots: tuple[str, ...]):
+    root_nodes = {k: GroupMetadata(attributes={"name": k}) for k in roots}
+    child_nodes = {
+        _join_paths([k, "foo"]): GroupMetadata(attributes={"name": _join_paths([k, "foo"])})
+        for k in roots
+    }
+    data = root_nodes | child_nodes
+    assert set(_get_roots(data)) == set(roots)
diff --git a/tests/test_store/test_core.py b/tests/test_store/test_core.py
index 726da06a52..bce582a746 100644
--- a/tests/test_store/test_core.py
+++ b/tests/test_store/test_core.py
@@ -8,7 +8,7 @@
 from zarr.core.common import AccessModeLiteral, ZarrFormat
 from zarr.storage import FsspecStore, LocalStore, MemoryStore, StoreLike, StorePath
 from zarr.storage._common import contains_array, contains_group, make_store_path
-from zarr.storage._utils import normalize_path
+from zarr.storage._utils import _join_paths, _normalize_path_keys, _normalize_paths, normalize_path
 
 
 @pytest.mark.parametrize("path", ["foo", "foo/bar"])
@@ -174,3 +174,48 @@ def test_normalize_path_none():
 def test_normalize_path_invalid(path: str):
     with pytest.raises(ValueError):
         normalize_path(path)
+
+
+@pytest.mark.parametrize("paths", [("", "foo"), ("foo", "bar")])
+def test_join_paths(paths: tuple[str, str]) -> None:
+    """
+    Test that _join_paths joins paths in a way that is robust to an empty string
+    """
+    observed = _join_paths(paths)
+    if paths[0] == "":
+        assert observed == paths[1]
+    else:
+        assert observed == "/".join(paths)
+
+
+class TestNormalizePaths:
+    @staticmethod
+    def test_valid() -> None:
+        """
+        Test that path normalization works as expected
+        """
+        paths = ["a", "b", "c", "d", "", "//a///b//"]
+        assert _normalize_paths(paths) == tuple([normalize_path(p) for p in paths])
+
+    @staticmethod
+    @pytest.mark.parametrize("paths", [("", "/"), ("///a", "a")])
+    def test_invalid(paths: tuple[str, str]) -> None:
+        """
+        Test that name collisions after normalization raise a ``ValueError``
+        """
+        msg = (
+            f"After normalization, the value '{paths[1]}' collides with '{paths[0]}'. "
+            f"Both '{paths[1]}' and '{paths[0]}' normalize to the same value: '{normalize_path(paths[0])}'. "
+            f"You should use either '{paths[1]}' or '{paths[0]}', but not both."
+        )
+        with pytest.raises(ValueError, match=msg):
+            _normalize_paths(paths)
+
+
+def test_normalize_path_keys():
+    """
+    Test that ``_normalize_path_keys`` just applies the normalize_path function to each key of its
+    input
+    """
+    data = {"a": 10, "//b": 10}
+    assert _normalize_path_keys(data) == {normalize_path(k): v for k, v in data.items()}

From 64b9a370a94c8d8afcfd06f93ca25d77e668cdd6 Mon Sep 17 00:00:00 2001
From: Nathan Zimmerman <npzimmerman@gmail.com>
Date: Tue, 25 Feb 2025 02:52:54 -0600
Subject: [PATCH 0993/1078] Avoid creating persistent files during tests
 (#2860)

---
 tests/test_indexing.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index 1bad861622..77363acff3 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -827,20 +827,20 @@ def test_set_orthogonal_selection_1d(store: StorePath) -> None:
         _test_set_orthogonal_selection(v, a, z, selection)
 
 
-def test_set_item_1d_last_two_chunks():
+def test_set_item_1d_last_two_chunks(store: StorePath):
     # regression test for GH2849
-    g = zarr.open_group("foo.zarr", zarr_format=3, mode="w")
+    g = zarr.open_group(store=store, zarr_format=3, mode="w")
     a = g.create_array("bar", shape=(10,), chunks=(3,), dtype=int)
     data = np.array([7, 8, 9])
     a[slice(7, 10)] = data
     np.testing.assert_array_equal(a[slice(7, 10)], data)
 
-    z = zarr.open_group("foo.zarr", mode="w")
+    z = zarr.open_group(store=store, mode="w")
     z.create_array("zoo", dtype=float, shape=())
     z["zoo"][...] = np.array(1)  # why doesn't [:] work?
     np.testing.assert_equal(z["zoo"][()], np.array(1))
 
-    z = zarr.open_group("foo.zarr", mode="w")
+    z = zarr.open_group(store=store, mode="w")
     z.create_array("zoo", dtype=float, shape=())
     z["zoo"][...] = 1  # why doesn't [:] work?
     np.testing.assert_equal(z["zoo"][()], np.array(1))

From 7520870b9fea1fa42e2c441cb2da7438ef23e55f Mon Sep 17 00:00:00 2001
From: Nathan Zimmerman <npzimmerman@gmail.com>
Date: Thu, 27 Feb 2025 14:55:31 -0600
Subject: [PATCH 0994/1078] Prevent update_attributes from erasing all prior
 attributes (#2870)

* Prevent update_attributes from erasing all prior attributes

* Fix incorrect group attribute update tests

* Add changelog entry
---
 changes/2870.bugfix.rst     |  1 +
 src/zarr/core/array.py      |  2 --
 src/zarr/core/attributes.py |  1 +
 src/zarr/core/common.py     |  4 ++--
 src/zarr/core/group.py      |  2 --
 tests/test_attributes.py    | 39 +++++++++++++++++++++++++++++++++++++
 tests/test_group.py         |  9 +++++++--
 7 files changed, 50 insertions(+), 8 deletions(-)
 create mode 100644 changes/2870.bugfix.rst

diff --git a/changes/2870.bugfix.rst b/changes/2870.bugfix.rst
new file mode 100644
index 0000000000..7779835892
--- /dev/null
+++ b/changes/2870.bugfix.rst
@@ -0,0 +1 @@
+Prevent update_attributes calls from deleting old attributes
\ No newline at end of file
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 9c2f8a7260..0e03cbcabb 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -1609,8 +1609,6 @@ async def update_attributes(self, new_attributes: dict[str, JSON]) -> Self:
         - The updated attributes will be merged with existing attributes, and any conflicts will be
           overwritten by the new values.
         """
-        # metadata.attributes is "frozen" so we simply clear and update the dict
-        self.metadata.attributes.clear()
         self.metadata.attributes.update(new_attributes)
 
         # Write new metadata
diff --git a/src/zarr/core/attributes.py b/src/zarr/core/attributes.py
index 7f9864d1b5..6aad39085d 100644
--- a/src/zarr/core/attributes.py
+++ b/src/zarr/core/attributes.py
@@ -50,6 +50,7 @@ def put(self, d: dict[str, JSON]) -> None:
            >>> attrs
            {'a': 3, 'c': 4}
         """
+        self._obj.metadata.attributes.clear()
         self._obj = self._obj.update_attributes(d)
 
     def asdict(self) -> dict[str, JSON]:
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index ad3316b619..3308ca3247 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -4,7 +4,7 @@
 import functools
 import operator
 import warnings
-from collections.abc import Iterable, Mapping
+from collections.abc import Iterable, Mapping, Sequence
 from enum import Enum
 from itertools import starmap
 from typing import (
@@ -37,7 +37,7 @@
 ChunkCoordsLike = Iterable[int]
 ZarrFormat = Literal[2, 3]
 NodeType = Literal["array", "group"]
-JSON = str | int | float | Mapping[str, "JSON"] | tuple["JSON", ...] | None
+JSON = str | int | float | Mapping[str, "JSON"] | Sequence["JSON"] | None
 MemoryOrder = Literal["C", "F"]
 AccessModeLiteral = Literal["r", "r+", "a", "w", "w-"]
 
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index a7f8a6c022..8e7f7f3474 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1254,8 +1254,6 @@ async def update_attributes(self, new_attributes: dict[str, Any]) -> AsyncGroup:
         -------
         self : AsyncGroup
         """
-        # metadata.attributes is "frozen" so we simply clear and update the dict
-        self.metadata.attributes.clear()
         self.metadata.attributes.update(new_attributes)
 
         # Write new metadata
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index b26db5df89..16825c99e0 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -20,3 +20,42 @@ def test_asdict() -> None:
     )
     result = attrs.asdict()
     assert result == {"a": 1, "b": 2}
+
+
+def test_update_attributes_preserves_existing() -> None:
+    """
+    Test that `update_attributes` only updates the specified attributes
+    and preserves existing ones.
+    """
+    store = zarr.storage.MemoryStore()
+    z = zarr.create(10, store=store, overwrite=True)
+    z.attrs["a"] = []
+    z.attrs["b"] = 3
+    assert dict(z.attrs) == {"a": [], "b": 3}
+
+    z.update_attributes({"a": [3, 4], "c": 4})
+    assert dict(z.attrs) == {"a": [3, 4], "b": 3, "c": 4}
+
+
+def test_update_empty_attributes() -> None:
+    """
+    Ensure updating when initial attributes are empty works.
+    """
+    store = zarr.storage.MemoryStore()
+    z = zarr.create(10, store=store, overwrite=True)
+    assert dict(z.attrs) == {}
+    z.update_attributes({"a": [3, 4], "c": 4})
+    assert dict(z.attrs) == {"a": [3, 4], "c": 4}
+
+
+def test_update_no_changes() -> None:
+    """
+    Ensure updating when no new or modified attributes does not alter existing ones.
+    """
+    store = zarr.storage.MemoryStore()
+    z = zarr.create(10, store=store, overwrite=True)
+    z.attrs["a"] = []
+    z.attrs["b"] = 3
+
+    z.update_attributes({})
+    assert dict(z.attrs) == {"a": [], "b": 3}
diff --git a/tests/test_group.py b/tests/test_group.py
index 521819ea0e..12e116849a 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -604,7 +604,10 @@ def test_group_update_attributes(store: Store, zarr_format: ZarrFormat) -> None:
     assert group.attrs == attrs
     new_attrs = {"bar": 100}
     new_group = group.update_attributes(new_attrs)
-    assert new_group.attrs == new_attrs
+
+    updated_attrs = attrs.copy()
+    updated_attrs.update(new_attrs)
+    assert new_group.attrs == updated_attrs
 
 
 async def test_group_update_attributes_async(store: Store, zarr_format: ZarrFormat) -> None:
@@ -1008,7 +1011,9 @@ async def test_asyncgroup_update_attributes(store: Store, zarr_format: ZarrForma
     )
 
     agroup_new_attributes = await agroup.update_attributes(attributes_new)
-    assert agroup_new_attributes.attrs == attributes_new
+    attributes_updated = attributes_old.copy()
+    attributes_updated.update(attributes_new)
+    assert agroup_new_attributes.attrs == attributes_updated
 
 
 @pytest.mark.parametrize("store", ["local"], indirect=["store"])

From cf371985b7d65fa2055663cb569c93922349229a Mon Sep 17 00:00:00 2001
From: AdityaHere <adityachaubey9999@gmail.com>
Date: Fri, 28 Feb 2025 15:08:53 +0530
Subject: [PATCH 0995/1078] DOC: Fixed incorrect link in blosc.py (#2864)

The "see more" under BloscCname class contains [old link](https://zarr.readthedocs.io/en/stable/tutorial.html#configuring-blosc) to refer more information about configuring Blosc but it is currently shifted to [new link](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#configuring-blosc)
---
 src/zarr/codecs/blosc.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index 54a23c9c57..2fcc041a6b 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -55,7 +55,7 @@ class BloscCname(Enum):
     zlib = "zlib"
 
 
-# See https://zarr.readthedocs.io/en/stable/tutorial.html#configuring-blosc
+# See https://zarr.readthedocs.io/en/stable/user-guide/performance.html#configuring-blosc
 numcodecs.blosc.use_threads = False
 
 

From e9d31c4dcefce9f93e9d958e1a179535e2ff1d17 Mon Sep 17 00:00:00 2001
From: Asim <95623198+asimchoudhary@users.noreply.github.com>
Date: Tue, 4 Mar 2025 09:17:28 +0530
Subject: [PATCH 0996/1078] Add other open modes in group creation test (#2840)

* add other open modes in group creation test

Signed-off-by: asim <aktech701@gmail.com>

* minor fix

Signed-off-by: asim <aktech701@gmail.com>

* Update tests/test_api.py

Add  else block for write operations only

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

---------

Signed-off-by: asim <aktech701@gmail.com>
Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 tests/test_api.py | 20 +++++++++++++-------
 1 file changed, 13 insertions(+), 7 deletions(-)

diff --git a/tests/test_api.py b/tests/test_api.py
index 3b565f8e60..94140ac784 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -209,7 +209,7 @@ def test_save(store: Store, n_args: int, n_kwargs: int) -> None:
         assert isinstance(array, Array)
         assert_array_equal(array[:], data)
     else:
-        save(store, *args, **kwargs)  # type: ignore[arg-type]
+        save(store, *args, **kwargs)  # type: ignore [arg-type]
         group = open(store)
         assert isinstance(group, Group)
         for array in group.array_values():
@@ -1095,11 +1095,17 @@ async def test_open_falls_back_to_open_group_async() -> None:
     assert group.attrs == {"key": "value"}
 
 
-def test_open_mode_write_creates_group(tmp_path: pathlib.Path) -> None:
+@pytest.mark.parametrize("mode", ["r", "r+", "w", "a"])
+def test_open_modes_creates_group(tmp_path: pathlib.Path, mode: str) -> None:
     # https://github.com/zarr-developers/zarr-python/issues/2490
-    zarr_dir = tmp_path / "test.zarr"
-    group = zarr.open(zarr_dir, mode="w")
-    assert isinstance(group, Group)
+    zarr_dir = tmp_path / f"mode-{mode}-test.zarr"
+    if mode in ["r", "r+"]:
+        # Expect FileNotFoundError to be raised if 'r' or 'r+' mode
+        with pytest.raises(FileNotFoundError):
+            zarr.open(store=zarr_dir, mode=mode)
+    else:
+        group = zarr.open(store=zarr_dir, mode=mode)
+        assert isinstance(group, Group)
 
 
 async def test_metadata_validation_error() -> None:
@@ -1107,13 +1113,13 @@ async def test_metadata_validation_error() -> None:
         MetadataValidationError,
         match="Invalid value for 'zarr_format'. Expected '2, 3, or None'. Got '3.0'.",
     ):
-        await zarr.api.asynchronous.open_group(zarr_format="3.0")  # type: ignore[arg-type]
+        await zarr.api.asynchronous.open_group(zarr_format="3.0")  # type: ignore [arg-type]
 
     with pytest.raises(
         MetadataValidationError,
         match="Invalid value for 'zarr_format'. Expected '2, 3, or None'. Got '3.0'.",
     ):
-        await zarr.api.asynchronous.open_array(shape=(1,), zarr_format="3.0")  # type: ignore[arg-type]
+        await zarr.api.asynchronous.open_array(shape=(1,), zarr_format="3.0")  # type: ignore [arg-type]
 
 
 @pytest.mark.parametrize(

From fae8fb907d5d1afb7fb479d2d9a514ff321c5ed5 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 4 Mar 2025 08:15:19 +0000
Subject: [PATCH 0997/1078] chore: update pre-commit hooks (#2882)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.9.4 → v0.9.9](https://github.com/astral-sh/ruff-pre-commit/compare/v0.9.4...v0.9.9)
- [github.com/pre-commit/mirrors-mypy: v1.14.1 → v1.15.0](https://github.com/pre-commit/mirrors-mypy/compare/v1.14.1...v1.15.0)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 94d5342486..ba483d10e2 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -6,7 +6,7 @@ ci:
 default_stages: [pre-commit, pre-push]
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.9.4
+    rev: v0.9.9
     hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
@@ -22,7 +22,7 @@ repos:
     - id: check-yaml
     - id: trailing-whitespace
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.14.1
+    rev: v1.15.0
     hooks:
       - id: mypy
         files: src|tests

From 73d5a6ca30bc2503d5092de1099206591156f880 Mon Sep 17 00:00:00 2001
From: OPMTerra <144823952+OPMTerra@users.noreply.github.com>
Date: Tue, 4 Mar 2025 20:18:21 +0530
Subject: [PATCH 0998/1078] DOC: Add store import changes to v3 migration guide
 (fix #2733) (#2883)

* DOC: Add store import changes to v3 migration guide (fix #2733)

* Update docs/user-guide/v3_migration.rst

Adjust heading level per review feedback

Co-authored-by: David Stansby <dstansby@gmail.com>

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 docs/user-guide/v3_migration.rst | 24 ++++++++++++++++++++++++
 1 file changed, 24 insertions(+)

diff --git a/docs/user-guide/v3_migration.rst b/docs/user-guide/v3_migration.rst
index bda1ae64ed..678a3aafb7 100644
--- a/docs/user-guide/v3_migration.rst
+++ b/docs/user-guide/v3_migration.rst
@@ -124,6 +124,30 @@ The Store class
 The Store API has changed significant in Zarr-Python 3. The most notable changes to the
 Store API are:
 
+Store Import Paths
+^^^^^^^^^^^^^^^^^^
+Several store implementations have moved from the top-level module to ``zarr.storage``:
+
+.. code-block:: diff
+   :caption: Store import changes from v2 to v3
+
+   # Before (v2)
+   - from zarr import MemoryStore, DirectoryStore
+   + from zarr.storage import MemoryStore, LocalStore  # LocalStore replaces DirectoryStore
+
+Common replacements:
+
++-------------------------+------------------------------------+
+| v2 Import               | v3 Import                          |
++=========================+====================================+
+| ``zarr.MemoryStore``    | ``zarr.storage.MemoryStore``       |
++-------------------------+------------------------------------+
+| ``zarr.DirectoryStore`` | ``zarr.storage.LocalStore``        |
++-------------------------+------------------------------------+
+| ``zarr.TempStore``      | Use ``tempfile.TemporaryDirectory``|
+|                         | with ``LocalStore``                |
++-------------------------+------------------------------------+
+
 1. Replaced the ``MutableMapping`` base class in favor of a custom abstract base class
    (:class:`zarr.abc.store.Store`).
 2. Switched to an asynchronous interface for all store methods that result in IO. This

From ee607923aa10b455f8c1f7cdcdbdee380c2af65d Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Tue, 4 Mar 2025 18:56:06 +0100
Subject: [PATCH 0999/1078] Normalize paths when creating StorePath (#2850)

* add failing group name tests

* normalize paths in storepath constructor

* add asserts to hypothesis tests

* test group creation too

* code review

* changelog
---
 changes/2850.fix.rst           |  2 ++
 src/zarr/storage/_common.py    |  2 +-
 src/zarr/testing/strategies.py |  4 ++-
 tests/test_group.py            | 65 ++++++++++++++++++++--------------
 4 files changed, 44 insertions(+), 29 deletions(-)
 create mode 100644 changes/2850.fix.rst

diff --git a/changes/2850.fix.rst b/changes/2850.fix.rst
new file mode 100644
index 0000000000..dbba120ce2
--- /dev/null
+++ b/changes/2850.fix.rst
@@ -0,0 +1,2 @@
+Fixed a bug where ``StorePath`` creation would not apply standard path normalization to the ``path`` parameter,
+which led to the creation of arrays and groups with invalid keys.
\ No newline at end of file
diff --git a/src/zarr/storage/_common.py b/src/zarr/storage/_common.py
index 6ab539bb0a..d81369f142 100644
--- a/src/zarr/storage/_common.py
+++ b/src/zarr/storage/_common.py
@@ -41,7 +41,7 @@ class StorePath:
 
     def __init__(self, store: Store, path: str = "") -> None:
         self.store = store
-        self.path = path
+        self.path = normalize_path(path)
 
     @property
     def read_only(self) -> bool:
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 96d664f5aa..aa42329be7 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -19,6 +19,7 @@
 from zarr.core.sync import sync
 from zarr.storage import MemoryStore, StoreLike
 from zarr.storage._common import _dereference_path
+from zarr.storage._utils import normalize_path
 
 # Copied from Xarray
 _attr_keys = st.text(st.characters(), min_size=1)
@@ -277,11 +278,12 @@ def arrays(
     if a.metadata.zarr_format == 3:
         assert a.fill_value is not None
     assert a.name is not None
+    assert a.path == normalize_path(array_path)
+    assert a.name == "/" + a.path
     assert isinstance(root[array_path], Array)
     assert nparray.shape == a.shape
     assert chunk_shape == a.chunks
     assert shard_shape == a.shards
-    assert array_path == a.path, (path, name, array_path, a.name, a.path)
     assert a.basename == name, (a.basename, name)
     assert dict(a.attrs) == expected_attrs
 
diff --git a/tests/test_group.py b/tests/test_group.py
index 12e116849a..1e4f31b5d6 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -130,24 +130,27 @@ async def test_create_creates_parents(store: Store, zarr_format: ZarrFormat) ->
             assert g.attrs == {}
 
 
-def test_group_name_properties(store: Store, zarr_format: ZarrFormat) -> None:
+@pytest.mark.parametrize("store", ["memory"], indirect=True)
+@pytest.mark.parametrize("root_name", ["", "/", "a", "/a"])
+@pytest.mark.parametrize("branch_name", ["foo", "/foo", "foo/bar", "/foo/bar"])
+def test_group_name_properties(
+    store: Store, zarr_format: ZarrFormat, root_name: str, branch_name: str
+) -> None:
     """
-    Test basic properties of groups
+    Test that the path, name, and basename attributes of a group and its subgroups are consistent
     """
-    root = Group.from_store(store=store, zarr_format=zarr_format)
-    assert root.path == ""
-    assert root.name == "/"
-    assert root.basename == ""
+    root = Group.from_store(store=StorePath(store=store, path=root_name), zarr_format=zarr_format)
+    assert root.path == normalize_path(root_name)
+    assert root.name == "/" + root.path
+    assert root.basename == root.path
 
-    foo = root.create_group("foo")
-    assert foo.path == "foo"
-    assert foo.name == "/foo"
-    assert foo.basename == "foo"
-
-    bar = root.create_group("foo/bar")
-    assert bar.path == "foo/bar"
-    assert bar.name == "/foo/bar"
-    assert bar.basename == "bar"
+    branch = root.create_group(branch_name)
+    if root.path == "":
+        assert branch.path == normalize_path(branch_name)
+    else:
+        assert branch.path == "/".join([root.path, normalize_path(branch_name)])
+    assert branch.name == "/" + branch.path
+    assert branch.basename == branch_name.split("/")[-1]
 
 
 @pytest.mark.parametrize("consolidated_metadata", [True, False])
@@ -623,11 +626,13 @@ async def test_group_update_attributes_async(store: Store, zarr_format: ZarrForm
 
 
 @pytest.mark.parametrize("method", ["create_array", "array"])
+@pytest.mark.parametrize("name", ["a", "/a"])
 def test_group_create_array(
     store: Store,
     zarr_format: ZarrFormat,
     overwrite: bool,
     method: Literal["create_array", "array"],
+    name: str,
 ) -> None:
     """
     Test `Group.from_store`
@@ -638,23 +643,26 @@ def test_group_create_array(
     data = np.arange(np.prod(shape)).reshape(shape).astype(dtype)
 
     if method == "create_array":
-        array = group.create_array(name="array", shape=shape, dtype=dtype)
+        array = group.create_array(name=name, shape=shape, dtype=dtype)
         array[:] = data
     elif method == "array":
         with pytest.warns(DeprecationWarning):
-            array = group.array(name="array", data=data, shape=shape, dtype=dtype)
+            array = group.array(name=name, data=data, shape=shape, dtype=dtype)
     else:
         raise AssertionError
 
     if not overwrite:
         if method == "create_array":
             with pytest.raises(ContainsArrayError):
-                a = group.create_array(name="array", shape=shape, dtype=dtype)
+                a = group.create_array(name=name, shape=shape, dtype=dtype)
                 a[:] = data
         elif method == "array":
             with pytest.raises(ContainsArrayError), pytest.warns(DeprecationWarning):
-                a = group.array(name="array", shape=shape, dtype=dtype)
+                a = group.array(name=name, shape=shape, dtype=dtype)
                 a[:] = data
+
+    assert array.path == normalize_path(name)
+    assert array.name == "/" + array.path
     assert array.shape == shape
     assert array.dtype == np.dtype(dtype)
     assert np.array_equal(array[:], data)
@@ -945,20 +953,23 @@ async def test_asyncgroup_delitem(store: Store, zarr_format: ZarrFormat) -> None
         raise AssertionError
 
 
+@pytest.mark.parametrize("name", ["a", "/a"])
 async def test_asyncgroup_create_group(
     store: Store,
+    name: str,
     zarr_format: ZarrFormat,
 ) -> None:
     agroup = await AsyncGroup.from_store(store=store, zarr_format=zarr_format)
-    sub_node_path = "sub_group"
     attributes = {"foo": 999}
-    subnode = await agroup.create_group(name=sub_node_path, attributes=attributes)
-
-    assert isinstance(subnode, AsyncGroup)
-    assert subnode.attrs == attributes
-    assert subnode.store_path.path == sub_node_path
-    assert subnode.store_path.store == store
-    assert subnode.metadata.zarr_format == zarr_format
+    subgroup = await agroup.create_group(name=name, attributes=attributes)
+
+    assert isinstance(subgroup, AsyncGroup)
+    assert subgroup.path == normalize_path(name)
+    assert subgroup.name == "/" + subgroup.path
+    assert subgroup.attrs == attributes
+    assert subgroup.store_path.path == subgroup.path
+    assert subgroup.store_path.store == store
+    assert subgroup.metadata.zarr_format == zarr_format
 
 
 async def test_asyncgroup_create_array(

From 71a7768772ae9ed00f9507cb5e25da9b6fee66dc Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Thu, 6 Mar 2025 10:03:52 +0100
Subject: [PATCH 1000/1078] refer to zulip chat as developer chat (#2893)

---
 .github/ISSUE_TEMPLATE/config.yml | 2 +-
 README.md                         | 2 +-
 docs/index.rst                    | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
index edbd88eaf2..27239f5861 100644
--- a/.github/ISSUE_TEMPLATE/config.yml
+++ b/.github/ISSUE_TEMPLATE/config.yml
@@ -5,7 +5,7 @@ contact_links:
     about: A new major feature should be discussed in the Zarr specifications repository.
   - name: Discuss something on ZulipChat
     url: https://ossci.zulipchat.com/
-    about: For questions like "How do I do X with Zarr?", you can move to our ZulipChat.
+    about: For questions like "How do I do X with Zarr?", consider posting your question to our developer chat.
   - name: Discuss something on GitHub Discussions
     url: https://github.com/zarr-developers/zarr-python/discussions
     about: For questions like "How do I do X with Zarr?", you can move to GitHub Discussions.
diff --git a/README.md b/README.md
index 5ee6748ada..7079b5afd5 100644
--- a/README.md
+++ b/README.md
@@ -70,7 +70,7 @@
   </td>
 </tr>
 <tr>
-	<td>Zulip</td>
+	<td>Developer Chat</td>
 	<td>
 		<a href="https://ossci.zulipchat.com/">
 		<img src="https://img.shields.io/badge/zulip-join_chat-brightgreen.svg" />
diff --git a/docs/index.rst b/docs/index.rst
index 6ab07b0693..83d427e290 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -20,7 +20,7 @@ Zarr-Python
 **Useful links**:
 `Source Repository <https://github.com/zarr-developers/zarr-python>`_ |
 `Issue Tracker <https://github.com/zarr-developers/zarr-python/issues>`_ |
-`Zulip Chat <https://ossci.zulipchat.com/>`_ |
+`Developer Chat <https://ossci.zulipchat.com/>`_ |
 `Zarr specifications <https://zarr-specs.readthedocs.io>`_
 
 Zarr-Python is a Python library for reading and writing Zarr groups and arrays. Highlights include:

From 38a241712b243ebb12a8f969e499789700a4334d Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Fri, 7 Mar 2025 09:53:15 -0800
Subject: [PATCH 1001/1078] 3.0.5 release prep (#2898)

* fix release note file names

* update release notes

* add missing release notes section for 3.0.4
---
 changes/2665.feature.rst |  1 -
 changes/2796.chore.rst   |  1 -
 changes/2847.fix.rst     |  1 -
 changes/2850.fix.rst     |  2 --
 changes/2851.bugfix.rst  |  1 -
 changes/2870.bugfix.rst  |  1 -
 docs/release-notes.rst   | 36 ++++++++++++++++++++++++++++++++++++
 7 files changed, 36 insertions(+), 7 deletions(-)
 delete mode 100644 changes/2665.feature.rst
 delete mode 100644 changes/2796.chore.rst
 delete mode 100644 changes/2847.fix.rst
 delete mode 100644 changes/2850.fix.rst
 delete mode 100644 changes/2851.bugfix.rst
 delete mode 100644 changes/2870.bugfix.rst

diff --git a/changes/2665.feature.rst b/changes/2665.feature.rst
deleted file mode 100644
index 40bec542ce..0000000000
--- a/changes/2665.feature.rst
+++ /dev/null
@@ -1 +0,0 @@
-Adds functions for concurrently creating multiple arrays and groups.
\ No newline at end of file
diff --git a/changes/2796.chore.rst b/changes/2796.chore.rst
deleted file mode 100644
index 0ef1b8d31e..0000000000
--- a/changes/2796.chore.rst
+++ /dev/null
@@ -1 +0,0 @@
-The docs environment is now built with ``astroid`` pinned to a version less than 4. This allows the docs to build in CI.
\ No newline at end of file
diff --git a/changes/2847.fix.rst b/changes/2847.fix.rst
deleted file mode 100644
index 148e191b98..0000000000
--- a/changes/2847.fix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Fixed a bug where ``ArrayV2Metadata`` could save ``filters`` as an empty array.
\ No newline at end of file
diff --git a/changes/2850.fix.rst b/changes/2850.fix.rst
deleted file mode 100644
index dbba120ce2..0000000000
--- a/changes/2850.fix.rst
+++ /dev/null
@@ -1,2 +0,0 @@
-Fixed a bug where ``StorePath`` creation would not apply standard path normalization to the ``path`` parameter,
-which led to the creation of arrays and groups with invalid keys.
\ No newline at end of file
diff --git a/changes/2851.bugfix.rst b/changes/2851.bugfix.rst
deleted file mode 100644
index 977f683847..0000000000
--- a/changes/2851.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Fix a bug when setting values of a smaller last chunk.
diff --git a/changes/2870.bugfix.rst b/changes/2870.bugfix.rst
deleted file mode 100644
index 7779835892..0000000000
--- a/changes/2870.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Prevent update_attributes calls from deleting old attributes
\ No newline at end of file
diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index 93466a0992..21876770a2 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -3,6 +3,42 @@ Release notes
 
 .. towncrier release notes start
 
+3.0.5 (2025-03-07)
+------------------
+
+Bugfixes
+~~~~~~~~
+
+- Fixed a bug where ``StorePath`` creation would not apply standard path normalization to the ``path`` parameter,
+  which led to the creation of arrays and groups with invalid keys. (:issue:`2850`)
+- Prevent update_attributes calls from deleting old attributes (:issue:`2870`)
+
+
+Misc
+~~~~
+
+- :issue:`2796`
+
+3.0.4 (2025-02-23)
+------------------
+
+Features
+~~~~~~~~
+
+- Adds functions for concurrently creating multiple arrays and groups. (:issue:`2665`)
+
+Bugfixes
+~~~~~~~~
+
+- Fixed a bug where ``ArrayV2Metadata`` could save ``filters`` as an empty array. (:issue:`2847`)
+- Fix a bug when setting values of a smaller last chunk. (:issue:`2851`)
+
+Misc
+~~~~
+
+- :issue:`2828`
+
+
 3.0.3 (2025-02-14)
 ------------------
 

From 5968fc79494fd3429e49592ada103f98fd1f66be Mon Sep 17 00:00:00 2001
From: Ian Hunt-Isaak <ianhuntisaak@gmail.com>
Date: Mon, 17 Mar 2025 15:59:10 -0600
Subject: [PATCH 1002/1078] fix: restore attrs del functionality (#2908)

* fix: restore attrs del functionality

* test: fully test

* test: explicitly test both group and array - also reload

* doc: add changelog entry

* test: correct typing
---
 changes/2908.bugfix.rst     |  1 +
 src/zarr/core/attributes.py |  2 +-
 tests/test_attributes.py    | 23 +++++++++++++++++++++++
 3 files changed, 25 insertions(+), 1 deletion(-)
 create mode 100644 changes/2908.bugfix.rst

diff --git a/changes/2908.bugfix.rst b/changes/2908.bugfix.rst
new file mode 100644
index 0000000000..5b932b1b6b
--- /dev/null
+++ b/changes/2908.bugfix.rst
@@ -0,0 +1 @@
+Restore functionality of `del z.attrs['key']` to actually delete the key.
diff --git a/src/zarr/core/attributes.py b/src/zarr/core/attributes.py
index 6aad39085d..e699c4f66d 100644
--- a/src/zarr/core/attributes.py
+++ b/src/zarr/core/attributes.py
@@ -28,7 +28,7 @@ def __setitem__(self, key: str, value: JSON) -> None:
     def __delitem__(self, key: str) -> None:
         new_attrs = dict(self._obj.metadata.attributes)
         del new_attrs[key]
-        self._obj = self._obj.update_attributes(new_attrs)
+        self.put(new_attrs)
 
     def __iter__(self) -> Iterator[str]:
         return iter(self._obj.metadata.attributes)
diff --git a/tests/test_attributes.py b/tests/test_attributes.py
index 16825c99e0..127b2dbc36 100644
--- a/tests/test_attributes.py
+++ b/tests/test_attributes.py
@@ -1,3 +1,5 @@
+import pytest
+
 import zarr.core
 import zarr.core.attributes
 import zarr.storage
@@ -59,3 +61,24 @@ def test_update_no_changes() -> None:
 
     z.update_attributes({})
     assert dict(z.attrs) == {"a": [], "b": 3}
+
+
+@pytest.mark.parametrize("group", [True, False])
+def test_del_works(group: bool) -> None:
+    store = zarr.storage.MemoryStore()
+    z: zarr.Group | zarr.Array
+    if group:
+        z = zarr.create_group(store)
+    else:
+        z = zarr.create_array(store=store, shape=10, dtype=int)
+    assert dict(z.attrs) == {}
+    z.update_attributes({"a": [3, 4], "c": 4})
+    del z.attrs["a"]
+    assert dict(z.attrs) == {"c": 4}
+
+    z2: zarr.Group | zarr.Array
+    if group:
+        z2 = zarr.open_group(store)
+    else:
+        z2 = zarr.open_array(store)
+    assert dict(z2.attrs) == {"c": 4}

From f95c453f3835da7f8097a1b5302ea1b7a3d6e57f Mon Sep 17 00:00:00 2001
From: Joe Hamman <joe@earthmover.io>
Date: Thu, 20 Mar 2025 16:03:57 -0700
Subject: [PATCH 1003/1078] release: update release notes for 3.0.6 (#2923)

---
 changes/2908.bugfix.rst | 1 -
 docs/release-notes.rst  | 9 +++++++++
 2 files changed, 9 insertions(+), 1 deletion(-)
 delete mode 100644 changes/2908.bugfix.rst

diff --git a/changes/2908.bugfix.rst b/changes/2908.bugfix.rst
deleted file mode 100644
index 5b932b1b6b..0000000000
--- a/changes/2908.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Restore functionality of `del z.attrs['key']` to actually delete the key.
diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index 21876770a2..9a6e680e4d 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -3,6 +3,15 @@ Release notes
 
 .. towncrier release notes start
 
+3.0.6 (2025-03-20)
+------------------
+
+Bugfixes
+~~~~~~~~
+
+- Restore functionality of `del z.attrs['key']` to actually delete the key. (:issue:`2908`)
+
+
 3.0.5 (2025-03-07)
 ------------------
 

From d3765339a55183c2f7a779bcfaf383bb058d4e3c Mon Sep 17 00:00:00 2001
From: Adam Dong <ark.dong@outlook.com>
Date: Sat, 22 Mar 2025 17:02:21 +0100
Subject: [PATCH 1004/1078] Modify the link in README.md from V2 to V3 docs
 (#2915)

---
 README.md | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index 7079b5afd5..97f5617934 100644
--- a/README.md
+++ b/README.md
@@ -101,13 +101,13 @@ Zarr is a Python package providing an implementation of compressed, chunked, N-d
 
 ## Main Features
 
-- [**Create**](https://zarr.readthedocs.io/en/stable/tutorial.html#creating-an-array) N-dimensional arrays with any NumPy `dtype`.
-- [**Chunk arrays**](https://zarr.readthedocs.io/en/stable/tutorial.html#chunk-optimizations) along any dimension.
-- [**Compress**](https://zarr.readthedocs.io/en/stable/tutorial.html#compressors) and/or filter chunks using any NumCodecs codec.
-- [**Store arrays**](https://zarr.readthedocs.io/en/stable/tutorial.html#tutorial-storage) in memory, on disk, inside a zip file, on S3, etc...
-- [**Read**](https://zarr.readthedocs.io/en/stable/tutorial.html#reading-and-writing-data) an array [**concurrently**](https://zarr.readthedocs.io/en/stable/tutorial.html#parallel-computing-and-synchronization) from multiple threads or processes.
-- Write to an array concurrently from multiple threads or processes.
-- Organize arrays into hierarchies via [**groups**](https://zarr.readthedocs.io/en/stable/tutorial.html#groups).
+- [**Create**](https://zarr.readthedocs.io/en/stable/user-guide/arrays.html#creating-an-array) N-dimensional arrays with any NumPy `dtype`.
+- [**Chunk arrays**](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#chunk-optimizations) along any dimension.
+- [**Compress**](https://zarr.readthedocs.io/en/stable/user-guide/arrays.html#compressors) and/or filter chunks using any NumCodecs codec.
+- [**Store arrays**](https://zarr.readthedocs.io/en/stable/user-guide/storage.html) in memory, on disk, inside a zip file, on S3, etc...
+- [**Read**](https://zarr.readthedocs.io/en/stable/user-guide/arrays.html#reading-and-writing-data) an array [**concurrently**](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#parallel-computing-and-synchronization) from multiple threads or processes.
+- [**Write**](https://zarr.readthedocs.io/en/stable/user-guide/arrays.html#reading-and-writing-data) to an array concurrently from multiple threads or processes.
+- Organize arrays into hierarchies via [**groups**](https://zarr.readthedocs.io/en/stable/quickstart.html#hierarchical-groups).
 
 ## Where to get it
 

From 8c24819809b649890cfbe5d27f7f29d77bfa0dd9 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Sat, 22 Mar 2025 17:31:05 +0100
Subject: [PATCH 1005/1078] update version policy to use effver (#2910)

* update version policy to use effver

* style, fix missing verb

* Update docs/developers/contributing.rst

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* Update docs/developers/contributing.rst

* Update docs/developers/contributing.rst

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* Update docs/developers/contributing.rst

Co-authored-by: David Stansby <dstansby@gmail.com>

* Update docs/developers/contributing.rst

Co-authored-by: David Stansby <dstansby@gmail.com>

* Update docs/developers/contributing.rst

Co-authored-by: David Stansby <dstansby@gmail.com>

* add language about keeping changes smooth

* Update docs/developers/contributing.rst

* linewrap and style

* chore: release notes

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>
Co-authored-by: David Stansby <dstansby@gmail.com>
---
 changes/2924.chore.rst           |   2 +
 docs/developers/contributing.rst | 141 +++++++++++++++----------------
 2 files changed, 70 insertions(+), 73 deletions(-)
 create mode 100644 changes/2924.chore.rst

diff --git a/changes/2924.chore.rst b/changes/2924.chore.rst
new file mode 100644
index 0000000000..7bfbb2e1c7
--- /dev/null
+++ b/changes/2924.chore.rst
@@ -0,0 +1,2 @@
+Define a new versioning policy based on Effective Effort Versioning. This replaces the old
+Semantic Versioning-based policy.
\ No newline at end of file
diff --git a/docs/developers/contributing.rst b/docs/developers/contributing.rst
index de10fab2c6..fa65f71d48 100644
--- a/docs/developers/contributing.rst
+++ b/docs/developers/contributing.rst
@@ -261,8 +261,8 @@ Merging pull requests
 ~~~~~~~~~~~~~~~~~~~~~
 
 Pull requests submitted by an external contributor should be reviewed and approved by at least
-one core developers before being merged. Ideally, pull requests submitted by a core developer
-should be reviewed and approved by at least one other core developers before being merged.
+one core developer before being merged. Ideally, pull requests submitted by a core developer
+should be reviewed and approved by at least one other core developer before being merged.
 
 Pull requests should not be merged until all CI checks have passed (GitHub Actions
 Codecov) against code that has had the latest main merged in.
@@ -270,81 +270,74 @@ Codecov) against code that has had the latest main merged in.
 Compatibility and versioning policies
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
-Because Zarr is a data storage library, there are two types of compatibility to
-consider: API compatibility and data format compatibility.
-
-API compatibility
-"""""""""""""""""
-
-All functions, classes and methods that are included in the API
-documentation (files under ``docs/api/*.rst``) are considered as part of the Zarr **public API**,
-except if they have been documented as an experimental feature, in which case they are part of
-the **experimental API**.
-
-Any change to the public API that does **not** break existing third party
-code importing Zarr, or cause third party code to behave in a different way, is a
-**backwards-compatible API change**. For example, adding a new function, class or method is usually
-a backwards-compatible change. However, removing a function, class or method; removing an argument
-to a function or method; adding a required argument to a function or method; or changing the
-behaviour of a function or method, are examples of **backwards-incompatible API changes**.
-
-If a release contains no changes to the public API (e.g., contains only bug fixes or
-other maintenance work), then the micro version number should be incremented (e.g.,
-2.2.0 -> 2.2.1). If a release contains public API changes, but all changes are
-backwards-compatible, then the minor version number should be incremented
-(e.g., 2.2.1 -> 2.3.0). If a release contains any backwards-incompatible public API changes,
-the major version number should be incremented (e.g., 2.3.0 -> 3.0.0).
-
-Backwards-incompatible changes to the experimental API can be included in a minor release,
-although this should be minimised if possible. I.e., it would be preferable to save up
-backwards-incompatible changes to the experimental API to be included in a major release, and to
-stabilise those features at the same time (i.e., move from experimental to public API), rather than
-frequently tinkering with the experimental API in minor releases.
+Versioning
+""""""""""
+Versions of this library are identified by a triplet of integers with the form
+``<major>.<minor>.<patch>``, for example ``3.0.4``. A release of ``zarr-python`` is associated with a new
+version identifier. That new identifier is generated by incrementing exactly one of the components of
+the previous version identifier by 1. When incrementing the ``major`` component of the version identifier,
+the ``minor`` and ``patch`` components is reset to 0. When incrementing the minor component,
+the patch component is reset to 0.
+
+Releases are classified by the library changes contained in that release. This classification
+determines which component of the version identifier is incremented on release.
+
+* ``major`` releases (for example, ``2.18.0`` -> ``3.0.0``) are for changes that will
+  require extensive adaptation efforts from many users and downstream projects.
+  For example, breaking changes to widely-used user-facing APIs should only be applied in a major release.
+
+
+  Users and downstream projects should carefully consider the impact of a major release before
+  adopting it.
+  In advance of a major release, developers should communicate the scope of the upcoming changes,
+  and help users prepare for them.
+
+* ``minor`` releases (or example, ``3.0.0`` -> ``3.1.0``) are for changes that do not require
+  significant effort from most users or downstream downstream projects to respond to. API changes
+  are possible in minor releases if the burden on users imposed by those changes is sufficiently small.
+
+  For example, a recently released API may need fixes or refinements that are breaking, but low impact
+  due to the recency of the feature. Such API changes are permitted in a minor release.
+
+
+  Minor releases are safe for most users and downstream projects to adopt.
+
+
+* ``patch`` releases (for example, ``3.1.0`` -> ``3.1.1``) are for changes that contain no breaking
+  or behaviour changes for downstream projects or users. Examples of changes suitable for a patch release are
+  bugfixes and documentation improvements.
+
+
+  Users should always feel safe upgrading to a the latest patch release.
+
+Note that this versioning scheme is not consistent with `Semantic Versioning <https://semver.org/>`_.
+Contrary to SemVer, the Zarr library may release breaking changes in ``minor`` releases, or even
+``patch`` releases under exceptional circumstances. But we should strive to avoid doing so.
+
+A better model for our versioning scheme is `Intended Effort Versioning <https://jacobtomlinson.dev/effver/>`_,
+or "EffVer". The guiding principle off EffVer is to categorize releases based on the *expected effort
+required to upgrade to that release*.
+
+Zarr developers should make changes as smooth as possible for users. This means making
+backwards-compatible changes wherever possible. When a backwards-incompatible change is necessary,
+users should be notified well in advance, e.g. via informative deprecation warnings.
 
 Data format compatibility
-"""""""""""""""""""""""""
-
-The data format used by Zarr is defined by a specification document, which should be
-platform-independent and contain sufficient detail to construct an interoperable
-software library to read and/or write Zarr data using any programming language. The
-latest version of the specification document is available on the
-`Zarr specifications website <https://zarr-specs.readthedocs.io>`_.
-
-Here, **data format compatibility** means that all software libraries that implement a
-particular version of the Zarr storage specification are interoperable, in the sense
-that data written by any one library can be read by all others. It is obviously
-desirable to maintain data format compatibility wherever possible. However, if a change
-is needed to the storage specification, and that change would break data format
-compatibility in any way, then the storage specification version number should be
-incremented (e.g., 2 -> 3).
-
-The versioning of the Zarr software library is related to the versioning of the storage
-specification as follows. A particular version of the Zarr library will
-implement a particular version of the storage specification. For example, Zarr version
-2.2.0 implements the Zarr storage specification version 2. If a release of the Zarr
-library implements a different version of the storage specification, then the major
-version number of the Zarr library should be incremented. E.g., if Zarr version 2.2.0
-implements the storage spec version 2, and the next release of the Zarr library
-implements storage spec version 3, then the next library release should have version
-number 3.0.0. Note however that the major version number of the Zarr library may not
-always correspond to the spec version number. For example, Zarr versions 2.x, 3.x, and
-4.x might all implement the same version of the storage spec and thus maintain data
-format compatibility, although they will not maintain API compatibility.
-
-When to make a release
-~~~~~~~~~~~~~~~~~~~~~~
+^^^^^^^^^^^^^^^^^^^^^^^^^
+
+The Zarr library is an implementation of a file format standard defined externally --
+see the `Zarr specifications website <https://zarr-specs.readthedocs.io>`_ for the list of
+Zarr file format specifications.
 
-Ideally, any bug fixes that don't change the public API should be released as soon as
-possible. It is fine for a micro release to contain only a single bug fix.
 
-When to make a minor release is at the discretion of the core developers. There are no
-hard-and-fast rules, e.g., it is fine to make a minor release to make a single new
-feature available; equally, it is fine to make a minor release that includes a number of
-changes.
+If an existing Zarr format version changes, or a new version of the Zarr format is released, then
+the Zarr library will generally require changes. It is very likely that a new Zarr format will
+require extensive breaking changes to the Zarr library, and so support for a new Zarr format in the
+Zarr library will almost certainly come in new ``major`` release.
+When the Zarr library adds support for a new Zarr format, there may be a period of accelerated
+changes as developers refine newly added APIs and deprecate old APIs. In such a transitional phase
+breaking changes may be more frequent than usual.
 
-Major releases obviously need to be given careful consideration, and should be done as
-infrequently as possible, as they will break existing code and/or affect data
-compatibility in some way.
 
 Release procedure
 ~~~~~~~~~~~~~~~~~
@@ -387,5 +380,7 @@ pre-releases will be available under
 Post-release
 """"""""""""
 
-- Review and merge the pull request on the `conda-forge feedstock <https://github.com/conda-forge/zarr-feedstock>`_ that will be automatically generated.
+- Review and merge the pull request on the
+  `conda-forge feedstock <https://github.com/conda-forge/zarr-feedstock>`_ that will be
+  automatically generated.
 - Create a new "Unreleased" section in the release notes

From 9e8b50ae19cc63ad573f58569c3ef5826a5c60fc Mon Sep 17 00:00:00 2001
From: Kyle Barron <kylebarron2@gmail.com>
Date: Mon, 24 Mar 2025 12:30:32 -0400
Subject: [PATCH 1006/1078] `obstore`-based Store implementation (#1661)

Implementation of the Zarr Store API using obstore.

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Joe Hamman <joe@earthmover.io>
Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>
Co-authored-by: Max Jones <14077947+maxrjones@users.noreply.github.com>
Co-authored-by: Deepak Cherian <deepak@cherian.net>
Co-authored-by: Tom Augspurger <tom.augspurger88@gmail.com>
---
 .pre-commit-config.yaml         |  13 +-
 changes/1661.feature.rst        |   1 +
 docs/conf.py                    |   1 +
 docs/user-guide/storage.rst     |  38 ++-
 pyproject.toml                  |  14 +-
 src/zarr/storage/__init__.py    |   2 +
 src/zarr/storage/_obstore.py    | 411 ++++++++++++++++++++++++++++++++
 src/zarr/testing/store.py       |  24 +-
 tests/test_store/test_object.py |  86 +++++++
 9 files changed, 567 insertions(+), 23 deletions(-)
 create mode 100644 changes/1661.feature.rst
 create mode 100644 src/zarr/storage/_obstore.py
 create mode 100644 tests/test_store/test_object.py

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index ba483d10e2..75ef0face8 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -8,9 +8,9 @@ repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
     rev: v0.9.9
     hooks:
-    - id: ruff
-      args: ["--fix", "--show-fixes"]
-    - id: ruff-format
+      - id: ruff
+        args: ["--fix", "--show-fixes"]
+      - id: ruff-format
   - repo: https://github.com/codespell-project/codespell
     rev: v2.4.1
     hooks:
@@ -19,8 +19,8 @@ repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v5.0.0
     hooks:
-    - id: check-yaml
-    - id: trailing-whitespace
+      - id: check-yaml
+      - id: trailing-whitespace
   - repo: https://github.com/pre-commit/mirrors-mypy
     rev: v1.15.0
     hooks:
@@ -31,9 +31,10 @@ repos:
           - packaging
           - donfig
           - numcodecs[crc32c]
-          - numpy==2.1  # until https://github.com/numpy/numpy/issues/28034 is resolved
+          - numpy==2.1 # until https://github.com/numpy/numpy/issues/28034 is resolved
           - typing_extensions
           - universal-pathlib
+          - obstore>=0.5.1
           # Tests
           - pytest
   - repo: https://github.com/scientific-python/cookie
diff --git a/changes/1661.feature.rst b/changes/1661.feature.rst
new file mode 100644
index 0000000000..38d60b23c1
--- /dev/null
+++ b/changes/1661.feature.rst
@@ -0,0 +1 @@
+Add experimental ObjectStore storage class based on obstore.
\ No newline at end of file
diff --git a/docs/conf.py b/docs/conf.py
index d69309d432..9bb1c48901 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -369,6 +369,7 @@ def setup(app: sphinx.application.Sphinx) -> None:
     "python": ("https://docs.python.org/3/", None),
     "numpy": ("https://numpy.org/doc/stable/", None),
     "numcodecs": ("https://numcodecs.readthedocs.io/en/stable/", None),
+    "obstore": ("https://developmentseed.org/obstore/latest/", None),
 }
 
 
diff --git a/docs/user-guide/storage.rst b/docs/user-guide/storage.rst
index 46505271b4..4215cbaf20 100644
--- a/docs/user-guide/storage.rst
+++ b/docs/user-guide/storage.rst
@@ -47,7 +47,7 @@ Explicit Store Creation
 
 In some cases, it may be helpful to create a store instance directly. Zarr-Python offers four
 built-in store: :class:`zarr.storage.LocalStore`, :class:`zarr.storage.FsspecStore`,
-:class:`zarr.storage.ZipStore`, and :class:`zarr.storage.MemoryStore`.
+:class:`zarr.storage.ZipStore`, :class:`zarr.storage.MemoryStore`, and :class:`zarr.storage.ObjectStore`.
 
 Local Store
 ~~~~~~~~~~~
@@ -99,6 +99,42 @@ Zarr data (metadata and chunks) to a dictionary.:
    >>> zarr.create_array(store=store, shape=(2,), dtype='float64')
    <Array memory://... shape=(2,) dtype=float64>
 
+Object Store
+~~~~~~~~~~~~
+
+:class:`zarr.storage.ObjectStore` stores the contents of the Zarr hierarchy using any ObjectStore
+`storage implementation <https://developmentseed.org/obstore/latest/api/store/>`_, including AWS S3 (:class:`obstore.store.S3Store`), Google Cloud Storage (:class:`obstore.store.GCSStore`), and Azure Blob Storage (:class:`obstore.store.AzureStore`). This store is backed by `obstore <https://developmentseed.org/obstore/latest/>`_, which
+builds on the production quality Rust library `object_store <https://docs.rs/object_store/latest/object_store/>`_.
+
+
+   >>> from zarr.storage import ObjectStore
+   >>> from obstore.store import MemoryStore
+   >>>
+   >>> store = ObjectStore(MemoryStore())
+   >>> zarr.create_array(store=store, shape=(2,), dtype='float64')
+   <Array object_store://... shape=(2,) dtype=float64>
+
+Here's an example of using ObjectStore for accessing remote data:
+
+   >>> from zarr.storage import ObjectStore
+   >>> from obstore.store import S3Store
+   >>>
+   >>> s3_store = S3Store('noaa-nwm-retro-v2-zarr-pds', skip_signature=True, region="us-west-2")
+   >>> store = zarr.storage.ObjectStore(store=s3_store, read_only=True)
+   >>> group = zarr.open_group(store=store, mode='r')
+   >>> group.info
+   Name        :
+   Type        : Group
+   Zarr format : 2
+   Read-only   : True
+   Store type  : ObjectStore
+   No. members : 12
+   No. arrays  : 12
+   No. groups  : 0
+
+.. warning::
+   The :class:`zarr.storage.ObjectStore` class is experimental.
+
 .. _user-guide-custom-stores:
 
 Developing custom stores
diff --git a/pyproject.toml b/pyproject.toml
index 0137927039..d862cce0ac 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -64,6 +64,7 @@ keywords = ["Python", "compressed", "ndimensional-arrays", "zarr"]
 # User extras
 remote = [
     "fsspec>=2023.10.0",
+    "obstore>=0.5.1",
 ]
 gpu = [
     "cupy-cuda12x",
@@ -114,6 +115,12 @@ Discussions = "https://github.com/zarr-developers/zarr-python/discussions"
 Documentation = "https://zarr.readthedocs.io/"
 Homepage = "https://github.com/zarr-developers/zarr-python"
 
+[dependency-groups]
+dev = [
+    "ipykernel>=6.29.5",
+    "pip>=25.0.1",
+]
+
 [tool.coverage.report]
 exclude_lines = [
     "pragma: no cover",
@@ -129,7 +136,9 @@ omit = [
 
 [tool.hatch]
 version.source = "vcs"
-build.hooks.vcs.version-file = "src/zarr/_version.py"
+
+[tool.hatch.build]
+hooks.vcs.version-file = "src/zarr/_version.py"
 
 [tool.hatch.envs.test]
 dependencies = [
@@ -165,7 +174,7 @@ run-hypothesis = "run-coverage --hypothesis-profile ci --run-slow-hypothesis tes
 list-env = "pip list"
 
 [tool.hatch.envs.doctest]
-features = ["test", "optional"]
+features = ["test", "optional", "remote"]
 description = "Test environment for doctests"
 
 [tool.hatch.envs.doctest.scripts]
@@ -211,6 +220,7 @@ dependencies = [
     'universal_pathlib @ git+https://github.com/fsspec/universal_pathlib',
     'typing_extensions @ git+https://github.com/python/typing_extensions',
     'donfig @ git+https://github.com/pytroll/donfig',
+    'obstore @ git+https://github.com/developmentseed/obstore@main#subdirectory=obstore',
     # test deps
     'zarr[test]',
 ]
diff --git a/src/zarr/storage/__init__.py b/src/zarr/storage/__init__.py
index 649857f773..6721139375 100644
--- a/src/zarr/storage/__init__.py
+++ b/src/zarr/storage/__init__.py
@@ -8,6 +8,7 @@
 from zarr.storage._local import LocalStore
 from zarr.storage._logging import LoggingStore
 from zarr.storage._memory import GpuMemoryStore, MemoryStore
+from zarr.storage._obstore import ObjectStore
 from zarr.storage._wrapper import WrapperStore
 from zarr.storage._zip import ZipStore
 
@@ -17,6 +18,7 @@
     "LocalStore",
     "LoggingStore",
     "MemoryStore",
+    "ObjectStore",
     "StoreLike",
     "StorePath",
     "WrapperStore",
diff --git a/src/zarr/storage/_obstore.py b/src/zarr/storage/_obstore.py
new file mode 100644
index 0000000000..79afa08d15
--- /dev/null
+++ b/src/zarr/storage/_obstore.py
@@ -0,0 +1,411 @@
+from __future__ import annotations
+
+import asyncio
+import contextlib
+import pickle
+from collections import defaultdict
+from collections.abc import Iterable
+from typing import TYPE_CHECKING, Any, TypedDict
+
+from zarr.abc.store import (
+    ByteRequest,
+    OffsetByteRequest,
+    RangeByteRequest,
+    Store,
+    SuffixByteRequest,
+)
+from zarr.core.buffer.core import BufferPrototype
+from zarr.core.config import config
+
+if TYPE_CHECKING:
+    from collections.abc import AsyncGenerator, Coroutine, Iterable
+    from typing import Any
+
+    from obstore import ListResult, ListStream, ObjectMeta, OffsetRange, SuffixRange
+    from obstore.store import ObjectStore as _UpstreamObjectStore
+
+    from zarr.core.buffer import Buffer, BufferPrototype
+    from zarr.core.common import BytesLike
+
+__all__ = ["ObjectStore"]
+
+_ALLOWED_EXCEPTIONS: tuple[type[Exception], ...] = (
+    FileNotFoundError,
+    IsADirectoryError,
+    NotADirectoryError,
+)
+
+
+class ObjectStore(Store):
+    """A Zarr store that uses obstore for fast read/write from AWS, GCP, Azure.
+
+    Parameters
+    ----------
+    store : obstore.store.ObjectStore
+        An obstore store instance that is set up with the proper credentials.
+    read_only : bool
+        Whether to open the store in read-only mode.
+
+    Warnings
+    --------
+    ObjectStore is experimental and subject to API changes without notice. Please
+    raise an issue with any comments/concerns about the store.
+    """
+
+    store: _UpstreamObjectStore
+    """The underlying obstore instance."""
+
+    def __eq__(self, value: object) -> bool:
+        if not isinstance(value, ObjectStore):
+            return False
+
+        if not self.read_only == value.read_only:
+            return False
+
+        return self.store == value.store
+
+    def __init__(self, store: _UpstreamObjectStore, *, read_only: bool = False) -> None:
+        if not store.__class__.__module__.startswith("obstore"):
+            raise TypeError(f"expected ObjectStore class, got {store!r}")
+        super().__init__(read_only=read_only)
+        self.store = store
+
+    def __str__(self) -> str:
+        return f"object_store://{self.store}"
+
+    def __repr__(self) -> str:
+        return f"{type(self).__name__}({self})"
+
+    def __getstate__(self) -> dict[Any, Any]:
+        state = self.__dict__.copy()
+        state["store"] = pickle.dumps(self.store)
+        return state
+
+    def __setstate__(self, state: dict[Any, Any]) -> None:
+        state["store"] = pickle.loads(state["store"])
+        self.__dict__.update(state)
+
+    async def get(
+        self, key: str, prototype: BufferPrototype, byte_range: ByteRequest | None = None
+    ) -> Buffer | None:
+        # docstring inherited
+        import obstore as obs
+
+        try:
+            if byte_range is None:
+                resp = await obs.get_async(self.store, key)
+                return prototype.buffer.from_bytes(await resp.bytes_async())  # type: ignore[arg-type]
+            elif isinstance(byte_range, RangeByteRequest):
+                bytes = await obs.get_range_async(
+                    self.store, key, start=byte_range.start, end=byte_range.end
+                )
+                return prototype.buffer.from_bytes(bytes)  # type: ignore[arg-type]
+            elif isinstance(byte_range, OffsetByteRequest):
+                resp = await obs.get_async(
+                    self.store, key, options={"range": {"offset": byte_range.offset}}
+                )
+                return prototype.buffer.from_bytes(await resp.bytes_async())  # type: ignore[arg-type]
+            elif isinstance(byte_range, SuffixByteRequest):
+                resp = await obs.get_async(
+                    self.store, key, options={"range": {"suffix": byte_range.suffix}}
+                )
+                return prototype.buffer.from_bytes(await resp.bytes_async())  # type: ignore[arg-type]
+            else:
+                raise ValueError(f"Unexpected byte_range, got {byte_range}")
+        except _ALLOWED_EXCEPTIONS:
+            return None
+
+    async def get_partial_values(
+        self,
+        prototype: BufferPrototype,
+        key_ranges: Iterable[tuple[str, ByteRequest | None]],
+    ) -> list[Buffer | None]:
+        # docstring inherited
+        return await _get_partial_values(self.store, prototype=prototype, key_ranges=key_ranges)
+
+    async def exists(self, key: str) -> bool:
+        # docstring inherited
+        import obstore as obs
+
+        try:
+            await obs.head_async(self.store, key)
+        except FileNotFoundError:
+            return False
+        else:
+            return True
+
+    @property
+    def supports_writes(self) -> bool:
+        # docstring inherited
+        return True
+
+    async def set(self, key: str, value: Buffer) -> None:
+        # docstring inherited
+        import obstore as obs
+
+        self._check_writable()
+
+        buf = value.to_bytes()
+        await obs.put_async(self.store, key, buf)
+
+    async def set_if_not_exists(self, key: str, value: Buffer) -> None:
+        # docstring inherited
+        import obstore as obs
+
+        self._check_writable()
+        buf = value.to_bytes()
+        with contextlib.suppress(obs.exceptions.AlreadyExistsError):
+            await obs.put_async(self.store, key, buf, mode="create")
+
+    @property
+    def supports_deletes(self) -> bool:
+        # docstring inherited
+        return True
+
+    async def delete(self, key: str) -> None:
+        # docstring inherited
+        import obstore as obs
+
+        self._check_writable()
+        await obs.delete_async(self.store, key)
+
+    @property
+    def supports_partial_writes(self) -> bool:
+        # docstring inherited
+        return False
+
+    async def set_partial_values(
+        self, key_start_values: Iterable[tuple[str, int, BytesLike]]
+    ) -> None:
+        # docstring inherited
+        raise NotImplementedError
+
+    @property
+    def supports_listing(self) -> bool:
+        # docstring inherited
+        return True
+
+    def list(self) -> AsyncGenerator[str, None]:
+        # docstring inherited
+        import obstore as obs
+
+        objects: ListStream[list[ObjectMeta]] = obs.list(self.store)
+        return _transform_list(objects)
+
+    def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]:
+        # docstring inherited
+        import obstore as obs
+
+        objects: ListStream[list[ObjectMeta]] = obs.list(self.store, prefix=prefix)
+        return _transform_list(objects)
+
+    def list_dir(self, prefix: str) -> AsyncGenerator[str, None]:
+        # docstring inherited
+        import obstore as obs
+
+        coroutine = obs.list_with_delimiter_async(self.store, prefix=prefix)
+        return _transform_list_dir(coroutine, prefix)
+
+
+async def _transform_list(
+    list_stream: ListStream[list[ObjectMeta]],
+) -> AsyncGenerator[str, None]:
+    """
+    Transform the result of list into an async generator of paths.
+    """
+    async for batch in list_stream:
+        for item in batch:
+            yield item["path"]
+
+
+async def _transform_list_dir(
+    list_result_coroutine: Coroutine[Any, Any, ListResult[list[ObjectMeta]]], prefix: str
+) -> AsyncGenerator[str, None]:
+    """
+    Transform the result of list_with_delimiter into an async generator of paths.
+    """
+    list_result = await list_result_coroutine
+
+    # We assume that the underlying object-store implementation correctly handles the
+    # prefix, so we don't double-check that the returned results actually start with the
+    # given prefix.
+    prefixes = [obj.lstrip(prefix).lstrip("/") for obj in list_result["common_prefixes"]]
+    objects = [obj["path"].removeprefix(prefix).lstrip("/") for obj in list_result["objects"]]
+    for item in prefixes + objects:
+        yield item
+
+
+class _BoundedRequest(TypedDict):
+    """Range request with a known start and end byte.
+
+    These requests can be multiplexed natively on the Rust side with
+    `obstore.get_ranges_async`.
+    """
+
+    original_request_index: int
+    """The positional index in the original key_ranges input"""
+
+    start: int
+    """Start byte offset."""
+
+    end: int
+    """End byte offset."""
+
+
+class _OtherRequest(TypedDict):
+    """Offset or suffix range requests.
+
+    These requests cannot be concurrent on the Rust side, and each need their own call
+    to `obstore.get_async`, passing in the `range` parameter.
+    """
+
+    original_request_index: int
+    """The positional index in the original key_ranges input"""
+
+    path: str
+    """The path to request from."""
+
+    range: OffsetRange | SuffixRange | None
+    """The range request type."""
+
+
+class _Response(TypedDict):
+    """A response buffer associated with the original index that it should be restored to."""
+
+    original_request_index: int
+    """The positional index in the original key_ranges input"""
+
+    buffer: Buffer
+    """The buffer returned from obstore's range request."""
+
+
+async def _make_bounded_requests(
+    store: _UpstreamObjectStore,
+    path: str,
+    requests: list[_BoundedRequest],
+    prototype: BufferPrototype,
+    semaphore: asyncio.Semaphore,
+) -> list[_Response]:
+    """Make all bounded requests for a specific file.
+
+    `obstore.get_ranges_async` allows for making concurrent requests for multiple ranges
+    within a single file, and will e.g. merge concurrent requests. This only uses one
+    single Python coroutine.
+    """
+    import obstore as obs
+
+    starts = [r["start"] for r in requests]
+    ends = [r["end"] for r in requests]
+    async with semaphore:
+        responses = await obs.get_ranges_async(store, path=path, starts=starts, ends=ends)
+
+    buffer_responses: list[_Response] = []
+    for request, response in zip(requests, responses, strict=True):
+        buffer_responses.append(
+            {
+                "original_request_index": request["original_request_index"],
+                "buffer": prototype.buffer.from_bytes(response),  # type: ignore[arg-type]
+            }
+        )
+
+    return buffer_responses
+
+
+async def _make_other_request(
+    store: _UpstreamObjectStore,
+    request: _OtherRequest,
+    prototype: BufferPrototype,
+    semaphore: asyncio.Semaphore,
+) -> list[_Response]:
+    """Make suffix or offset requests.
+
+    We return a `list[_Response]` for symmetry with `_make_bounded_requests` so that all
+    futures can be gathered together.
+    """
+    import obstore as obs
+
+    async with semaphore:
+        if request["range"] is None:
+            resp = await obs.get_async(store, request["path"])
+        else:
+            resp = await obs.get_async(store, request["path"], options={"range": request["range"]})
+        buffer = await resp.bytes_async()
+
+    return [
+        {
+            "original_request_index": request["original_request_index"],
+            "buffer": prototype.buffer.from_bytes(buffer),  # type: ignore[arg-type]
+        }
+    ]
+
+
+async def _get_partial_values(
+    store: _UpstreamObjectStore,
+    prototype: BufferPrototype,
+    key_ranges: Iterable[tuple[str, ByteRequest | None]],
+) -> list[Buffer | None]:
+    """Make multiple range requests.
+
+    ObjectStore has a `get_ranges` method that will additionally merge nearby ranges,
+    but it's _per_ file. So we need to split these key_ranges into **per-file** key
+    ranges, and then reassemble the results in the original order.
+
+    We separate into different requests:
+
+    - One call to `obstore.get_ranges_async` **per target file**
+    - One call to `obstore.get_async` for each other request.
+    """
+    key_ranges = list(key_ranges)
+    per_file_bounded_requests: dict[str, list[_BoundedRequest]] = defaultdict(list)
+    other_requests: list[_OtherRequest] = []
+
+    for idx, (path, byte_range) in enumerate(key_ranges):
+        if byte_range is None:
+            other_requests.append(
+                {
+                    "original_request_index": idx,
+                    "path": path,
+                    "range": None,
+                }
+            )
+        elif isinstance(byte_range, RangeByteRequest):
+            per_file_bounded_requests[path].append(
+                {"original_request_index": idx, "start": byte_range.start, "end": byte_range.end}
+            )
+        elif isinstance(byte_range, OffsetByteRequest):
+            other_requests.append(
+                {
+                    "original_request_index": idx,
+                    "path": path,
+                    "range": {"offset": byte_range.offset},
+                }
+            )
+        elif isinstance(byte_range, SuffixByteRequest):
+            other_requests.append(
+                {
+                    "original_request_index": idx,
+                    "path": path,
+                    "range": {"suffix": byte_range.suffix},
+                }
+            )
+        else:
+            raise ValueError(f"Unsupported range input: {byte_range}")
+
+    semaphore = asyncio.Semaphore(config.get("async.concurrency"))
+
+    futs: list[Coroutine[Any, Any, list[_Response]]] = []
+    for path, bounded_ranges in per_file_bounded_requests.items():
+        futs.append(
+            _make_bounded_requests(store, path, bounded_ranges, prototype, semaphore=semaphore)
+        )
+
+    for request in other_requests:
+        futs.append(_make_other_request(store, request, prototype, semaphore=semaphore))  # noqa: PERF401
+
+    buffers: list[Buffer | None] = [None] * len(key_ranges)
+
+    for responses in await asyncio.gather(*futs):
+        for resp in responses:
+            buffers[resp["original_request_index"]] = resp["buffer"]
+
+    return buffers
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 112f6261e9..867df2121f 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -42,7 +42,7 @@ class StoreTests(Generic[S, B]):
     async def set(self, store: S, key: str, value: Buffer) -> None:
         """
         Insert a value into a storage backend, with a specific key.
-        This should not not use any store methods. Bypassing the store methods allows them to be
+        This should not use any store methods. Bypassing the store methods allows them to be
         tested.
         """
         ...
@@ -51,7 +51,7 @@ async def set(self, store: S, key: str, value: Buffer) -> None:
     async def get(self, store: S, key: str) -> Buffer:
         """
         Retrieve a value from a storage backend, by key.
-        This should not not use any store methods. Bypassing the store methods allows them to be
+        This should not use any store methods. Bypassing the store methods allows them to be
         tested.
         """
         ...
@@ -150,9 +150,15 @@ async def test_read_only_store_raises(self, open_kwargs: dict[str, Any]) -> None
             await store.delete("foo")
 
     @pytest.mark.parametrize("key", ["c/0", "foo/c/0.0", "foo/0/0"])
-    @pytest.mark.parametrize("data", [b"\x01\x02\x03\x04", b""])
     @pytest.mark.parametrize(
-        "byte_range", [None, RangeByteRequest(1, 4), OffsetByteRequest(1), SuffixByteRequest(1)]
+        ("data", "byte_range"),
+        [
+            (b"\x01\x02\x03\x04", None),
+            (b"\x01\x02\x03\x04", RangeByteRequest(1, 4)),
+            (b"\x01\x02\x03\x04", OffsetByteRequest(1)),
+            (b"\x01\x02\x03\x04", SuffixByteRequest(1)),
+            (b"", None),
+        ],
     )
     async def test_get(self, store: S, key: str, data: bytes, byte_range: ByteRequest) -> None:
         """
@@ -273,16 +279,6 @@ async def test_set_many(self, store: S) -> None:
         for k, v in store_dict.items():
             assert (await self.get(store, k)).to_bytes() == v.to_bytes()
 
-    async def test_set_invalid_buffer(self, store: S) -> None:
-        """
-        Ensure that set raises a Type or Value Error for invalid buffer arguments.
-        """
-        with pytest.raises(
-            (ValueError, TypeError),
-            match=r"\S+\.set\(\): `value` must be a Buffer instance. Got an instance of <class 'int'> instead.",
-        ):
-            await store.set("c/0", 0)  # type: ignore[arg-type]
-
     @pytest.mark.parametrize(
         "key_ranges",
         [
diff --git a/tests/test_store/test_object.py b/tests/test_store/test_object.py
new file mode 100644
index 0000000000..943564abc8
--- /dev/null
+++ b/tests/test_store/test_object.py
@@ -0,0 +1,86 @@
+# ruff: noqa: E402
+from typing import Any
+
+import pytest
+
+obstore = pytest.importorskip("obstore")
+import pytest
+from hypothesis.stateful import (
+    run_state_machine_as_test,
+)
+from obstore.store import LocalStore, MemoryStore
+
+from zarr.core.buffer import Buffer, cpu
+from zarr.storage import ObjectStore
+from zarr.testing.stateful import ZarrHierarchyStateMachine
+from zarr.testing.store import StoreTests
+
+
+class TestObjectStore(StoreTests[ObjectStore, cpu.Buffer]):
+    store_cls = ObjectStore
+    buffer_cls = cpu.Buffer
+
+    @pytest.fixture
+    def store_kwargs(self, tmpdir) -> dict[str, Any]:
+        store = LocalStore(prefix=tmpdir)
+        return {"store": store, "read_only": False}
+
+    @pytest.fixture
+    def store(self, store_kwargs: dict[str, str | bool]) -> ObjectStore:
+        return self.store_cls(**store_kwargs)
+
+    async def get(self, store: ObjectStore, key: str) -> Buffer:
+        assert isinstance(store.store, LocalStore)
+        new_local_store = LocalStore(prefix=store.store.prefix)
+        return self.buffer_cls.from_bytes(obstore.get(new_local_store, key).bytes())
+
+    async def set(self, store: ObjectStore, key: str, value: Buffer) -> None:
+        assert isinstance(store.store, LocalStore)
+        new_local_store = LocalStore(prefix=store.store.prefix)
+        obstore.put(new_local_store, key, value.to_bytes())
+
+    def test_store_repr(self, store: ObjectStore) -> None:
+        from fnmatch import fnmatch
+
+        pattern = "ObjectStore(object_store://LocalStore(*))"
+        assert fnmatch(f"{store!r}", pattern)
+
+    def test_store_supports_writes(self, store: ObjectStore) -> None:
+        assert store.supports_writes
+
+    async def test_store_supports_partial_writes(self, store: ObjectStore) -> None:
+        assert not store.supports_partial_writes
+        with pytest.raises(NotImplementedError):
+            await store.set_partial_values([("foo", 0, b"\x01\x02\x03\x04")])
+
+    def test_store_supports_listing(self, store: ObjectStore) -> None:
+        assert store.supports_listing
+
+    def test_store_equal(self, store: ObjectStore) -> None:
+        """Test store equality"""
+        # Test equality against a different instance type
+        assert store != 0
+        # Test equality against a different store type
+        new_memory_store = ObjectStore(MemoryStore())
+        assert store != new_memory_store
+        # Test equality against a read only store
+        new_local_store = ObjectStore(LocalStore(prefix=store.store.prefix), read_only=True)
+        assert store != new_local_store
+        # Test two memory stores cannot be equal
+        second_memory_store = ObjectStore(MemoryStore())
+        assert new_memory_store != second_memory_store
+
+    def test_store_init_raises(self) -> None:
+        """Test __init__ raises appropriate error for improper store type"""
+        with pytest.raises(TypeError):
+            ObjectStore("path/to/store")
+
+
+@pytest.mark.slow_hypothesis
+def test_zarr_hierarchy():
+    sync_store = ObjectStore(MemoryStore())
+
+    def mk_test_instance_sync() -> ZarrHierarchyStateMachine:
+        return ZarrHierarchyStateMachine(sync_store)
+
+    run_state_machine_as_test(mk_test_instance_sync)

From 54b3d44b36e1876eab93239bc0de43c3d70e1e92 Mon Sep 17 00:00:00 2001
From: Tom White <tom.e.white@gmail.com>
Date: Thu, 3 Apr 2025 17:51:34 +0100
Subject: [PATCH 1007/1078] Avoid memory copy in local store write (#2944)

* Avoid memory copy in local store write
---
 changes/2944.misc.rst      | 1 +
 src/zarr/storage/_local.py | 6 ++++--
 2 files changed, 5 insertions(+), 2 deletions(-)
 create mode 100644 changes/2944.misc.rst

diff --git a/changes/2944.misc.rst b/changes/2944.misc.rst
new file mode 100644
index 0000000000..48356a1fef
--- /dev/null
+++ b/changes/2944.misc.rst
@@ -0,0 +1 @@
+Avoid an unnecessary memory copy when writing Zarr to a local file
diff --git a/src/zarr/storage/_local.py b/src/zarr/storage/_local.py
index b20a601bed..bd5bfc1da2 100644
--- a/src/zarr/storage/_local.py
+++ b/src/zarr/storage/_local.py
@@ -51,15 +51,17 @@ def _put(
     if start is not None:
         with path.open("r+b") as f:
             f.seek(start)
-            f.write(value.as_numpy_array().tobytes())
+            # write takes any object supporting the buffer protocol
+            f.write(value.as_numpy_array())  # type: ignore[arg-type]
         return None
     else:
-        view = memoryview(value.as_numpy_array().tobytes())
+        view = memoryview(value.as_numpy_array())  # type: ignore[arg-type]
         if exclusive:
             mode = "xb"
         else:
             mode = "wb"
         with path.open(mode=mode) as f:
+            # write takes any object supporting the buffer protocol
             return f.write(view)
 
 

From 3b6565bd4377fc534a790a28e3436081e38c62b5 Mon Sep 17 00:00:00 2001
From: Nathan Zimmerman <npzimmerman@gmail.com>
Date: Fri, 4 Apr 2025 10:05:27 -0500
Subject: [PATCH 1008/1078] Fix fill_value serialization issues (#2802)

* Fix fill_value serialization of NaN

* Round trip serialization for array metadata v2/v3

* Unify metadata v2 fill value parsing

* Test structured fill_value parsing

* Remove redundancies, fix integral handling

* Reorganize structured fill parsing

* Bump up hypothesis deadline

* Remove hypothesis deadline

* Update tests/test_v2.py

Co-authored-by: David Stansby <dstansby@gmail.com>

---------

Co-authored-by: Deepak Cherian <deepak@cherian.net>
Co-authored-by: David Stansby <dstansby@gmail.com>
---
 changes/2802.fix.rst           |   1 +
 src/zarr/core/group.py         |   2 +-
 src/zarr/core/metadata/v2.py   | 112 +++++++++++++++------
 src/zarr/testing/strategies.py |   2 +-
 tests/test_properties.py       | 175 ++++++++++++++++++++++++++++++---
 tests/test_v2.py               |  84 ++++++++++++++++
 6 files changed, 330 insertions(+), 46 deletions(-)
 create mode 100644 changes/2802.fix.rst

diff --git a/changes/2802.fix.rst b/changes/2802.fix.rst
new file mode 100644
index 0000000000..471ddf66f4
--- /dev/null
+++ b/changes/2802.fix.rst
@@ -0,0 +1 @@
+Fix `fill_value` serialization for `NaN` in `ArrayV2Metadata` and add property-based testing of round-trip serialization
\ No newline at end of file
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 8e7f7f3474..5500bdd4a5 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -3456,7 +3456,7 @@ def _build_metadata_v3(zarr_json: dict[str, JSON]) -> ArrayV3Metadata | GroupMet
 
 
 def _build_metadata_v2(
-    zarr_json: dict[str, object], attrs_json: dict[str, JSON]
+    zarr_json: dict[str, JSON], attrs_json: dict[str, JSON]
 ) -> ArrayV2Metadata | GroupMetadata:
     """
     Convert a dict representation of Zarr V2 metadata into the corresponding metadata class.
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index 823944e067..11f14b37aa 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -2,17 +2,17 @@
 
 import base64
 import warnings
-from collections.abc import Iterable
+from collections.abc import Iterable, Sequence
 from enum import Enum
 from functools import cached_property
-from typing import TYPE_CHECKING, TypedDict, cast
+from typing import TYPE_CHECKING, Any, TypedDict, cast
 
 import numcodecs.abc
 
 from zarr.abc.metadata import Metadata
 
 if TYPE_CHECKING:
-    from typing import Any, Literal, Self
+    from typing import Literal, Self
 
     import numpy.typing as npt
 
@@ -20,6 +20,7 @@
     from zarr.core.common import ChunkCoords
 
 import json
+import numbers
 from dataclasses import dataclass, field, fields, replace
 
 import numcodecs
@@ -146,41 +147,39 @@ def _json_convert(
             raise TypeError
 
         zarray_dict = self.to_dict()
+        zarray_dict["fill_value"] = _serialize_fill_value(self.fill_value, self.dtype)
         zattrs_dict = zarray_dict.pop("attributes", {})
         json_indent = config.get("json_indent")
         return {
             ZARRAY_JSON: prototype.buffer.from_bytes(
-                json.dumps(zarray_dict, default=_json_convert, indent=json_indent).encode()
+                json.dumps(
+                    zarray_dict, default=_json_convert, indent=json_indent, allow_nan=False
+                ).encode()
             ),
             ZATTRS_JSON: prototype.buffer.from_bytes(
-                json.dumps(zattrs_dict, indent=json_indent).encode()
+                json.dumps(zattrs_dict, indent=json_indent, allow_nan=False).encode()
             ),
         }
 
     @classmethod
     def from_dict(cls, data: dict[str, Any]) -> ArrayV2Metadata:
-        # make a copy to protect the original from modification
+        # Make a copy to protect the original from modification.
         _data = data.copy()
-        # check that the zarr_format attribute is correct
+        # Check that the zarr_format attribute is correct.
         _ = parse_zarr_format(_data.pop("zarr_format"))
-        dtype = parse_dtype(_data["dtype"])
 
-        if dtype.kind in "SV":
-            fill_value_encoded = _data.get("fill_value")
-            if fill_value_encoded is not None:
-                fill_value = base64.standard_b64decode(fill_value_encoded)
-                _data["fill_value"] = fill_value
-
-        # zarr v2 allowed arbitrary keys here.
-        # We don't want the ArrayV2Metadata constructor to fail just because someone put an
-        # extra key in the metadata.
+        # zarr v2 allowed arbitrary keys in the metadata.
+        # Filter the keys to only those expected by the constructor.
         expected = {x.name for x in fields(cls)}
-        # https://github.com/zarr-developers/zarr-python/issues/2269
-        # handle the renames
         expected |= {"dtype", "chunks"}
 
         # check if `filters` is an empty sequence; if so use None instead and raise a warning
-        if _data["filters"] is not None and len(_data["filters"]) == 0:
+        filters = _data.get("filters")
+        if (
+            isinstance(filters, Sequence)
+            and not isinstance(filters, (str, bytes))
+            and len(filters) == 0
+        ):
             msg = (
                 "Found an empty list of filters in the array metadata document. "
                 "This is contrary to the Zarr V2 specification, and will cause an error in the future. "
@@ -196,13 +195,6 @@ def from_dict(cls, data: dict[str, Any]) -> ArrayV2Metadata:
     def to_dict(self) -> dict[str, JSON]:
         zarray_dict = super().to_dict()
 
-        if self.dtype.kind in "SV" and self.fill_value is not None:
-            # There's a relationship between self.dtype and self.fill_value
-            # that mypy isn't aware of. The fact that we have S or V dtype here
-            # means we should have a bytes-type fill_value.
-            fill_value = base64.standard_b64encode(cast(bytes, self.fill_value)).decode("ascii")
-            zarray_dict["fill_value"] = fill_value
-
         _ = zarray_dict.pop("dtype")
         dtype_json: JSON
         # In the case of zarr v2, the simplest i.e., '|VXX' dtype is represented as a string
@@ -300,7 +292,26 @@ def parse_metadata(data: ArrayV2Metadata) -> ArrayV2Metadata:
     return data
 
 
-def parse_fill_value(fill_value: object, dtype: np.dtype[Any]) -> Any:
+def _parse_structured_fill_value(fill_value: Any, dtype: np.dtype[Any]) -> Any:
+    """Handle structured dtype/fill value pairs"""
+    print("FILL VALUE", fill_value, "DT", dtype)
+    try:
+        if isinstance(fill_value, list):
+            return np.array([tuple(fill_value)], dtype=dtype)[0]
+        elif isinstance(fill_value, tuple):
+            return np.array([fill_value], dtype=dtype)[0]
+        elif isinstance(fill_value, bytes):
+            return np.frombuffer(fill_value, dtype=dtype)[0]
+        elif isinstance(fill_value, str):
+            decoded = base64.standard_b64decode(fill_value)
+            return np.frombuffer(decoded, dtype=dtype)[0]
+        else:
+            return np.array(fill_value, dtype=dtype)[()]
+    except Exception as e:
+        raise ValueError(f"Fill_value {fill_value} is not valid for dtype {dtype}.") from e
+
+
+def parse_fill_value(fill_value: Any, dtype: np.dtype[Any]) -> Any:
     """
     Parse a potential fill value into a value that is compatible with the provided dtype.
 
@@ -317,13 +328,16 @@ def parse_fill_value(fill_value: object, dtype: np.dtype[Any]) -> Any:
     """
 
     if fill_value is None or dtype.hasobject:
-        # no fill value
         pass
+    elif dtype.fields is not None:
+        # the dtype is structured (has multiple fields), so the fill_value might be a
+        # compound value (e.g., a tuple or dict) that needs field-wise processing.
+        # We use parse_structured_fill_value to correctly convert each component.
+        fill_value = _parse_structured_fill_value(fill_value, dtype)
     elif not isinstance(fill_value, np.void) and fill_value == 0:
         # this should be compatible across numpy versions for any array type, including
         # structured arrays
         fill_value = np.zeros((), dtype=dtype)[()]
-
     elif dtype.kind == "U":
         # special case unicode because of encoding issues on Windows if passed through numpy
         # https://github.com/alimanfoo/zarr/pull/172#issuecomment-343782713
@@ -332,6 +346,11 @@ def parse_fill_value(fill_value: object, dtype: np.dtype[Any]) -> Any:
             raise ValueError(
                 f"fill_value {fill_value!r} is not valid for dtype {dtype}; must be a unicode string"
             )
+    elif dtype.kind in "SV" and isinstance(fill_value, str):
+        fill_value = base64.standard_b64decode(fill_value)
+    elif dtype.kind == "c" and isinstance(fill_value, list) and len(fill_value) == 2:
+        complex_val = complex(float(fill_value[0]), float(fill_value[1]))
+        fill_value = np.array(complex_val, dtype=dtype)[()]
     else:
         try:
             if isinstance(fill_value, bytes) and dtype.kind == "V":
@@ -347,6 +366,39 @@ def parse_fill_value(fill_value: object, dtype: np.dtype[Any]) -> Any:
     return fill_value
 
 
+def _serialize_fill_value(fill_value: Any, dtype: np.dtype[Any]) -> JSON:
+    serialized: JSON
+
+    if fill_value is None:
+        serialized = None
+    elif dtype.kind in "SV":
+        # There's a relationship between dtype and fill_value
+        # that mypy isn't aware of. The fact that we have S or V dtype here
+        # means we should have a bytes-type fill_value.
+        serialized = base64.standard_b64encode(cast(bytes, fill_value)).decode("ascii")
+    elif isinstance(fill_value, np.datetime64):
+        serialized = np.datetime_as_string(fill_value)
+    elif isinstance(fill_value, numbers.Integral):
+        serialized = int(fill_value)
+    elif isinstance(fill_value, numbers.Real):
+        float_fv = float(fill_value)
+        if np.isnan(float_fv):
+            serialized = "NaN"
+        elif np.isinf(float_fv):
+            serialized = "Infinity" if float_fv > 0 else "-Infinity"
+        else:
+            serialized = float_fv
+    elif isinstance(fill_value, numbers.Complex):
+        serialized = [
+            _serialize_fill_value(fill_value.real, dtype),
+            _serialize_fill_value(fill_value.imag, dtype),
+        ]
+    else:
+        serialized = fill_value
+
+    return serialized
+
+
 def _default_fill_value(dtype: np.dtype[Any]) -> Any:
     """
     Get the default fill value for a type.
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index aa42329be7..f2dc38483a 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -5,7 +5,7 @@
 import hypothesis.extra.numpy as npst
 import hypothesis.strategies as st
 import numpy as np
-from hypothesis import event, given, settings  # noqa: F401
+from hypothesis import event
 from hypothesis.strategies import SearchStrategy
 
 import zarr
diff --git a/tests/test_properties.py b/tests/test_properties.py
index 68d8bb0a0e..d48dfe2fef 100644
--- a/tests/test_properties.py
+++ b/tests/test_properties.py
@@ -1,3 +1,8 @@
+import dataclasses
+import json
+import numbers
+from typing import Any
+
 import numpy as np
 import pytest
 from numpy.testing import assert_array_equal
@@ -8,9 +13,10 @@
 
 import hypothesis.extra.numpy as npst
 import hypothesis.strategies as st
-from hypothesis import assume, given
+from hypothesis import assume, given, settings
 
 from zarr.abc.store import Store
+from zarr.core.common import ZARR_JSON, ZARRAY_JSON, ZATTRS_JSON
 from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
 from zarr.core.sync import sync
 from zarr.testing.strategies import (
@@ -25,8 +31,53 @@
 )
 
 
+def deep_equal(a: Any, b: Any) -> bool:
+    """Deep equality check with handling of special cases for array metadata classes"""
+    if isinstance(a, (complex, np.complexfloating)) and isinstance(
+        b, (complex, np.complexfloating)
+    ):
+        a_real, a_imag = float(a.real), float(a.imag)
+        b_real, b_imag = float(b.real), float(b.imag)
+        if np.isnan(a_real) and np.isnan(b_real):
+            real_eq = True
+        else:
+            real_eq = a_real == b_real
+        if np.isnan(a_imag) and np.isnan(b_imag):
+            imag_eq = True
+        else:
+            imag_eq = a_imag == b_imag
+        return real_eq and imag_eq
+
+    if isinstance(a, (float, np.floating)) and isinstance(b, (float, np.floating)):
+        if np.isnan(a) and np.isnan(b):
+            return True
+        return a == b
+
+    if isinstance(a, np.datetime64) and isinstance(b, np.datetime64):
+        if np.isnat(a) and np.isnat(b):
+            return True
+        return a == b
+
+    if isinstance(a, np.ndarray) and isinstance(b, np.ndarray):
+        if a.shape != b.shape:
+            return False
+        return all(deep_equal(x, y) for x, y in zip(a.flat, b.flat, strict=False))
+
+    if isinstance(a, dict) and isinstance(b, dict):
+        if set(a.keys()) != set(b.keys()):
+            return False
+        return all(deep_equal(a[k], b[k]) for k in a)
+
+    if isinstance(a, (list, tuple)) and isinstance(b, (list, tuple)):
+        if len(a) != len(b):
+            return False
+        return all(deep_equal(x, y) for x, y in zip(a, b, strict=False))
+
+    return a == b
+
+
 @given(data=st.data(), zarr_format=zarr_formats)
-def test_roundtrip(data: st.DataObject, zarr_format: int) -> None:
+def test_array_roundtrip(data: st.DataObject, zarr_format: int) -> None:
     nparray = data.draw(numpy_arrays(zarr_formats=st.just(zarr_format)))
     zarray = data.draw(arrays(arrays=st.just(nparray), zarr_formats=st.just(zarr_format)))
     assert_array_equal(nparray, zarray[:])
@@ -50,6 +101,8 @@ def test_array_creates_implicit_groups(array):
             )
 
 
+# this decorator removes timeout; not ideal but it should avoid intermittent CI failures
+@settings(deadline=None)
 @given(data=st.data())
 def test_basic_indexing(data: st.DataObject) -> None:
     zarray = data.draw(simple_arrays())
@@ -109,9 +162,17 @@ def test_vindex(data: st.DataObject) -> None:
 
 
 @given(store=stores, meta=array_metadata())  # type: ignore[misc]
-async def test_roundtrip_array_metadata(
+async def test_roundtrip_array_metadata_from_store(
     store: Store, meta: ArrayV2Metadata | ArrayV3Metadata
 ) -> None:
+    """
+    Verify that the I/O for metadata in a store are lossless.
+
+    This test serializes an ArrayV2Metadata or ArrayV3Metadata object to a dict
+    of buffers via `to_buffer_dict`, writes each buffer to a store under keys
+    prefixed with "0/", and then reads them back. The test asserts that each
+    retrieved buffer exactly matches the original buffer.
+    """
     asdict = meta.to_buffer_dict(prototype=default_buffer_prototype())
     for key, expected in asdict.items():
         await store.set(f"0/{key}", expected)
@@ -119,18 +180,39 @@ async def test_roundtrip_array_metadata(
         assert actual == expected
 
 
-@given(store=stores, meta=array_metadata())  # type: ignore[misc]
-def test_array_metadata_meets_spec(store: Store, meta: ArrayV2Metadata | ArrayV3Metadata) -> None:
-    # TODO: fill this out
-    asdict = meta.to_dict()
-    if isinstance(meta, ArrayV2Metadata):
-        assert asdict["filters"] != ()
-        assert asdict["filters"] is None or isinstance(asdict["filters"], tuple)
-        assert asdict["zarr_format"] == 2
-    elif isinstance(meta, ArrayV3Metadata):
-        assert asdict["zarr_format"] == 3
+@given(data=st.data(), zarr_format=zarr_formats)
+def test_roundtrip_array_metadata_from_json(data: st.DataObject, zarr_format: int) -> None:
+    """
+    Verify that JSON serialization and deserialization of metadata is lossless.
+
+    For Zarr v2:
+      - The metadata is split into two JSON documents (one for array data and one
+        for attributes). The test merges the attributes back before deserialization.
+    For Zarr v3:
+      - All metadata is stored in a single JSON document. No manual merger is necessary.
+
+    The test then converts both the original and round-tripped metadata objects
+    into dictionaries using `dataclasses.asdict` and uses a deep equality check
+    to verify that the roundtrip has preserved all fields (including special
+    cases like NaN, Infinity, complex numbers, and datetime values).
+    """
+    metadata = data.draw(array_metadata(zarr_formats=st.just(zarr_format)))
+    buffer_dict = metadata.to_buffer_dict(prototype=default_buffer_prototype())
+
+    if zarr_format == 2:
+        zarray_dict = json.loads(buffer_dict[ZARRAY_JSON].to_bytes().decode())
+        zattrs_dict = json.loads(buffer_dict[ZATTRS_JSON].to_bytes().decode())
+        # zattrs and zarray are separate in v2, we have to add attributes back prior to `from_dict`
+        zarray_dict["attributes"] = zattrs_dict
+        metadata_roundtripped = ArrayV2Metadata.from_dict(zarray_dict)
     else:
-        raise NotImplementedError
+        zarray_dict = json.loads(buffer_dict[ZARR_JSON].to_bytes().decode())
+        metadata_roundtripped = ArrayV3Metadata.from_dict(zarray_dict)
+
+    orig = dataclasses.asdict(metadata)
+    rt = dataclasses.asdict(metadata_roundtripped)
+
+    assert deep_equal(orig, rt), f"Roundtrip mismatch:\nOriginal: {orig}\nRoundtripped: {rt}"
 
 
 # @st.composite
@@ -155,3 +237,68 @@ def test_array_metadata_meets_spec(store: Store, meta: ArrayV2Metadata | ArrayV3
 #     nparray = data.draw(np_arrays)
 #     zarray = data.draw(arrays(arrays=st.just(nparray)))
 #     assert_array_equal(nparray, zarray[:])
+
+
+def serialized_float_is_valid(serialized: numbers.Real | str) -> bool:
+    """
+    Validate that the serialized representation of a float conforms to the spec.
+
+    The specification requires that a serialized float must be either:
+      - A JSON number, or
+      - One of the strings "NaN", "Infinity", or "-Infinity".
+
+    Args:
+        serialized: The value produced by JSON serialization for a floating point number.
+
+    Returns:
+        bool: True if the serialized value is valid according to the spec, False otherwise.
+    """
+    if isinstance(serialized, numbers.Real):
+        return True
+    return serialized in ("NaN", "Infinity", "-Infinity")
+
+
+@given(meta=array_metadata())  # type: ignore[misc]
+def test_array_metadata_meets_spec(meta: ArrayV2Metadata | ArrayV3Metadata) -> None:
+    """
+    Validate that the array metadata produced by the library conforms to the relevant spec (V2 vs V3).
+
+    For ArrayV2Metadata:
+      - Ensures that 'zarr_format' is 2.
+      - Verifies that 'filters' is either None or a tuple (and not an empty tuple).
+    For ArrayV3Metadata:
+      - Ensures that 'zarr_format' is 3.
+
+    For both versions:
+      - If the dtype is a floating point of some kind, verifies of fill values:
+          * NaN is serialized as the string "NaN"
+          * Positive Infinity is serialized as the string "Infinity"
+          * Negative Infinity is serialized as the string "-Infinity"
+          * Other fill values are preserved as-is.
+      - If the dtype is a complex number of some kind, verifies that each component of the fill
+        value (real and imaginary) satisfies the serialization rules for floating point numbers.
+      - If the dtype is a datetime of some kind, verifies that `NaT` values are serialized as "NaT".
+
+    Note:
+      This test validates spec-compliance for array metadata serialization.
+      It is a work-in-progress and should be expanded as further edge cases are identified.
+    """
+    asdict_dict = meta.to_dict()
+
+    # version-specific validations
+    if isinstance(meta, ArrayV2Metadata):
+        assert asdict_dict["filters"] != ()
+        assert asdict_dict["filters"] is None or isinstance(asdict_dict["filters"], tuple)
+        assert asdict_dict["zarr_format"] == 2
+    else:
+        assert asdict_dict["zarr_format"] == 3
+
+    # version-agnostic validations
+    if meta.dtype.kind == "f":
+        assert serialized_float_is_valid(asdict_dict["fill_value"])
+    elif meta.dtype.kind == "c":
+        # fill_value should be a two-element array [real, imag].
+        assert serialized_float_is_valid(asdict_dict["fill_value"].real)
+        assert serialized_float_is_valid(asdict_dict["fill_value"].imag)
+    elif meta.dtype.kind == "M" and np.isnat(meta.fill_value):
+        assert asdict_dict["fill_value"] == "NaT"
diff --git a/tests/test_v2.py b/tests/test_v2.py
index 0a4487cfcc..3a36bc01fd 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -15,6 +15,7 @@
 from zarr import config
 from zarr.abc.store import Store
 from zarr.core.buffer.core import default_buffer_prototype
+from zarr.core.metadata.v2 import _parse_structured_fill_value
 from zarr.core.sync import sync
 from zarr.storage import MemoryStore, StorePath
 
@@ -315,6 +316,89 @@ def test_structured_dtype_roundtrip(fill_value, tmp_path) -> None:
     assert (a == za[:]).all()
 
 
+@pytest.mark.parametrize(
+    (
+        "fill_value",
+        "dtype",
+        "expected_result",
+    ),
+    [
+        (
+            ("Alice", 30),
+            np.dtype([("name", "U10"), ("age", "i4")]),
+            np.array([("Alice", 30)], dtype=[("name", "U10"), ("age", "i4")])[0],
+        ),
+        (
+            ["Bob", 25],
+            np.dtype([("name", "U10"), ("age", "i4")]),
+            np.array([("Bob", 25)], dtype=[("name", "U10"), ("age", "i4")])[0],
+        ),
+        (
+            b"\x01\x00\x00\x00\x02\x00\x00\x00",
+            np.dtype([("x", "i4"), ("y", "i4")]),
+            np.array([(1, 2)], dtype=[("x", "i4"), ("y", "i4")])[0],
+        ),
+        (
+            "BQAAAA==",
+            np.dtype([("val", "i4")]),
+            np.array([(5,)], dtype=[("val", "i4")])[0],
+        ),
+        (
+            {"x": 1, "y": 2},
+            np.dtype([("location", "O")]),
+            np.array([({"x": 1, "y": 2},)], dtype=[("location", "O")])[0],
+        ),
+        (
+            {"x": 1, "y": 2, "z": 3},
+            np.dtype([("location", "O")]),
+            np.array([({"x": 1, "y": 2, "z": 3},)], dtype=[("location", "O")])[0],
+        ),
+    ],
+    ids=[
+        "tuple_input",
+        "list_input",
+        "bytes_input",
+        "string_input",
+        "dictionary_input",
+        "dictionary_input_extra_fields",
+    ],
+)
+def test_parse_structured_fill_value_valid(
+    fill_value: Any, dtype: np.dtype[Any], expected_result: Any
+) -> None:
+    result = _parse_structured_fill_value(fill_value, dtype)
+    assert result.dtype == expected_result.dtype
+    assert result == expected_result
+    if isinstance(expected_result, np.void):
+        for name in expected_result.dtype.names or []:
+            assert result[name] == expected_result[name]
+
+
+@pytest.mark.parametrize(
+    (
+        "fill_value",
+        "dtype",
+    ),
+    [
+        (("Alice", 30), np.dtype([("name", "U10"), ("age", "i4"), ("city", "U20")])),
+        (b"\x01\x00\x00\x00", np.dtype([("x", "i4"), ("y", "i4")])),
+        ("this_is_not_base64", np.dtype([("val", "i4")])),
+        ("hello", np.dtype([("age", "i4")])),
+        ({"x": 1, "y": 2}, np.dtype([("location", "i4")])),
+    ],
+    ids=[
+        "tuple_list_wrong_length",
+        "bytes_wrong_length",
+        "invalid_base64",
+        "wrong_data_type",
+        "wrong_dictionary",
+    ],
+)
+def test_parse_structured_fill_value_invalid(fill_value: Any, dtype: np.dtype[Any]) -> None:
+    with pytest.raises(ValueError):
+        _parse_structured_fill_value(fill_value, dtype)
+
+
 @pytest.mark.parametrize("fill_value", [None, b"x"], ids=["no_fill", "fill"])
 def test_other_dtype_roundtrip(fill_value, tmp_path) -> None:
     a = np.array([b"a\0\0", b"bb", b"ccc"], dtype="V7")

From 50abf3d40a4b32270dd5e4a4580cf6c043e0648e Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 9 Apr 2025 15:11:07 +0200
Subject: [PATCH 1009/1078] Clean up warning filters in tests (#2714)

* Clean up warning filters in tests

* Ignore some more warnings

* Ignore some more warnings

* Ignore boto3 deprecation warning

* Ignore  unclosed client warning

* Filter another fsspec warning

* Ignore zip warning

* Filter warning in test_stateful

* pre-commit fixes

* Filter warning in test_wrapper

* Filter warning in memorystore

* Close pool in multiprocessing test

* pre-commit fixes

* Filter two more warnings

* Filter another warning

* Filter more warnings

* Add changelog

* Ignore unclosed client sessions

* Put back dtype filter

* Make client session filter better
---
 changes/2714.misc.rst             |  1 +
 pyproject.toml                    | 18 ++++++++++++------
 tests/test_array.py               |  5 ++---
 tests/test_store/test_fsspec.py   | 12 ++++++++++++
 tests/test_store/test_memory.py   |  7 +++++++
 tests/test_store/test_stateful.py |  6 +++++-
 tests/test_store/test_wrapper.py  |  9 +++++++++
 tests/test_store/test_zip.py      | 10 ++++++++++
 tests/test_sync.py                |  1 +
 9 files changed, 59 insertions(+), 10 deletions(-)
 create mode 100644 changes/2714.misc.rst

diff --git a/changes/2714.misc.rst b/changes/2714.misc.rst
new file mode 100644
index 0000000000..9ab55089d2
--- /dev/null
+++ b/changes/2714.misc.rst
@@ -0,0 +1 @@
+Make warning filters in the tests more specific, so warnings emitted by tests added in the future are more likely to be caught instead of ignored.
diff --git a/pyproject.toml b/pyproject.toml
index d862cce0ac..1ee5678f82 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -397,12 +397,18 @@ addopts = [
     "--durations=10", "-ra", "--strict-config", "--strict-markers",
 ]
 filterwarnings = [
-    "error:::zarr.*",
-    "ignore:PY_SSIZE_T_CLEAN will be required.*:DeprecationWarning",
-    "ignore:The loop argument is deprecated since Python 3.8.*:DeprecationWarning",
-    "ignore:Creating a zarr.buffer.gpu.*:UserWarning",
-    "ignore:Duplicate name:UserWarning",  # from ZipFile
-    "ignore:.*is currently not part in the Zarr format 3 specification.*:UserWarning",
+    "error",
+    # TODO: explicitly filter or catch the warnings below where we expect them to be emitted in the tests
+    "ignore:Consolidated metadata is currently not part in the Zarr format 3 specification.*:UserWarning",
+    "ignore:Creating a zarr.buffer.gpu.Buffer with an array that does not support the __cuda_array_interface__.*:UserWarning",
+    "ignore:Automatic shard shape inference is experimental and may change without notice.*:UserWarning",
+    "ignore:The codec .* is currently not part in the Zarr format 3 specification.*:UserWarning",
+    "ignore:The dtype .* is currently not part in the Zarr format 3 specification.*:UserWarning",
+    "ignore:Use zarr.create_array instead.:DeprecationWarning",
+    "ignore:Duplicate name.*:UserWarning",
+    "ignore:The `compressor` argument is deprecated. Use `compressors` instead.:UserWarning",
+    "ignore:Numcodecs codecs are not in the Zarr version 3 specification and may not be supported by other zarr implementations.:UserWarning",
+    "ignore:Unclosed client session <aiohttp.client.ClientSession.*:ResourceWarning"
 ]
 markers = [
     "gpu: mark a test as requiring CuPy and GPU",
diff --git a/tests/test_array.py b/tests/test_array.py
index efcf8a6bf9..3751d5409e 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -1417,9 +1417,8 @@ def test_multiprocessing(store: Store, method: Literal["fork", "spawn", "forkser
     data = np.arange(100)
     arr = zarr.create_array(store=store, data=data)
     ctx = mp.get_context(method)
-    pool = ctx.Pool()
-
-    results = pool.starmap(_index_array, [(arr, slice(len(data)))])
+    with ctx.Pool() as pool:
+        results = pool.starmap(_index_array, [(arr, slice(len(data)))])
     assert all(np.array_equal(r, data) for r in results)
 
 
diff --git a/tests/test_store/test_fsspec.py b/tests/test_store/test_fsspec.py
index 2e9620f29d..08cf2f286d 100644
--- a/tests/test_store/test_fsspec.py
+++ b/tests/test_store/test_fsspec.py
@@ -2,6 +2,7 @@
 
 import json
 import os
+import re
 from typing import TYPE_CHECKING
 
 import pytest
@@ -19,6 +20,17 @@
 
     import botocore.client
 
+# Warning filter due to https://github.com/boto/boto3/issues/3889
+pytestmark = [
+    pytest.mark.filterwarnings(
+        re.escape("ignore:datetime.datetime.utcnow() is deprecated:DeprecationWarning")
+    ),
+    # TODO: fix these warnings
+    pytest.mark.filterwarnings("ignore:Unclosed client session:ResourceWarning"),
+    pytest.mark.filterwarnings(
+        "ignore:coroutine 'ClientCreatorContext.__aexit__' was never awaited:RuntimeWarning"
+    ),
+]
 
 fsspec = pytest.importorskip("fsspec")
 s3fs = pytest.importorskip("s3fs")
diff --git a/tests/test_store/test_memory.py b/tests/test_store/test_memory.py
index f00d75a8f0..e520c7d054 100644
--- a/tests/test_store/test_memory.py
+++ b/tests/test_store/test_memory.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import re
 from typing import TYPE_CHECKING
 
 import numpy as np
@@ -15,6 +16,10 @@
     from zarr.core.common import ZarrFormat
 
 
+# TODO: work out where this warning is coming from and fix it
+@pytest.mark.filterwarnings(
+    re.escape("ignore:coroutine 'ClientCreatorContext.__aexit__' was never awaited")
+)
 class TestMemoryStore(StoreTests[MemoryStore, cpu.Buffer]):
     store_cls = MemoryStore
     buffer_cls = cpu.Buffer
@@ -73,6 +78,8 @@ async def test_deterministic_size(
         np.testing.assert_array_equal(a[3:], 0)
 
 
+# TODO: fix this warning
+@pytest.mark.filterwarnings("ignore:Unclosed client session:ResourceWarning")
 @gpu_test
 class TestGpuMemoryStore(StoreTests[GpuMemoryStore, gpu.Buffer]):
     store_cls = GpuMemoryStore
diff --git a/tests/test_store/test_stateful.py b/tests/test_store/test_stateful.py
index 63df814ac9..a17d7a55be 100644
--- a/tests/test_store/test_stateful.py
+++ b/tests/test_store/test_stateful.py
@@ -8,7 +8,11 @@
 from zarr.storage import LocalStore, ZipStore
 from zarr.testing.stateful import ZarrHierarchyStateMachine, ZarrStoreStateMachine
 
-pytestmark = pytest.mark.slow_hypothesis
+pytestmark = [
+    pytest.mark.slow_hypothesis,
+    # TODO: work out where this warning is coming from and fix
+    pytest.mark.filterwarnings("ignore:Unclosed client session:ResourceWarning"),
+]
 
 
 def test_zarr_hierarchy(sync_store: Store):
diff --git a/tests/test_store/test_wrapper.py b/tests/test_store/test_wrapper.py
index 7e933548b3..c6edd4f4dd 100644
--- a/tests/test_store/test_wrapper.py
+++ b/tests/test_store/test_wrapper.py
@@ -15,6 +15,10 @@
     from zarr.core.buffer.core import BufferPrototype
 
 
+# TODO: fix this warning
+@pytest.mark.filterwarnings(
+    "ignore:coroutine 'ClientCreatorContext.__aexit__' was never awaited:RuntimeWarning"
+)
 class TestWrapperStore(StoreTests[WrapperStore, Buffer]):
     store_cls = WrapperStore
     buffer_cls = Buffer
@@ -72,6 +76,10 @@ def test_is_open_setter_raises(self, store: WrapperStore) -> None:
             store._is_open = True
 
 
+# TODO: work out where warning is coming from and fix
+@pytest.mark.filterwarnings(
+    "ignore:coroutine 'ClientCreatorContext.__aexit__' was never awaited:RuntimeWarning"
+)
 @pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=True)
 async def test_wrapped_set(store: Store, capsys: pytest.CaptureFixture[str]) -> None:
     # define a class that prints when it sets
@@ -89,6 +97,7 @@ async def set(self, key: str, value: Buffer) -> None:
     assert await store_wrapped.get(key, buffer_prototype) == value
 
 
+@pytest.mark.filterwarnings("ignore:Unclosed client session:ResourceWarning")
 @pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=True)
 async def test_wrapped_get(store: Store, capsys: pytest.CaptureFixture[str]) -> None:
     # define a class that prints when it sets
diff --git a/tests/test_store/test_zip.py b/tests/test_store/test_zip.py
index 839656108b..0237258ab1 100644
--- a/tests/test_store/test_zip.py
+++ b/tests/test_store/test_zip.py
@@ -19,6 +19,14 @@
     from typing import Any
 
 
+# TODO: work out where this is coming from and fix
+pytestmark = [
+    pytest.mark.filterwarnings(
+        "ignore:coroutine method 'aclose' of 'ZipStore.list' was never awaited:RuntimeWarning"
+    )
+]
+
+
 class TestZipStore(StoreTests[ZipStore, cpu.Buffer]):
     store_cls = ZipStore
     buffer_cls = cpu.Buffer
@@ -66,6 +74,8 @@ def test_store_supports_partial_writes(self, store: ZipStore) -> None:
     def test_store_supports_listing(self, store: ZipStore) -> None:
         assert store.supports_listing
 
+    # TODO: fix this warning
+    @pytest.mark.filterwarnings("ignore:Unclosed client session:ResourceWarning")
     def test_api_integration(self, store: ZipStore) -> None:
         root = zarr.open_group(store=store, mode="a")
 
diff --git a/tests/test_sync.py b/tests/test_sync.py
index e0002fc5a7..13b475f8da 100644
--- a/tests/test_sync.py
+++ b/tests/test_sync.py
@@ -90,6 +90,7 @@ def test_sync_raises_if_loop_is_closed() -> None:
     foo.assert_not_awaited()
 
 
+@pytest.mark.filterwarnings("ignore:Unclosed client session:ResourceWarning")
 @pytest.mark.filterwarnings("ignore:coroutine.*was never awaited")
 def test_sync_raises_if_calling_sync_from_within_a_running_loop(
     sync_loop: asyncio.AbstractEventLoop | None,

From 06f7796b001a1bec94d54e408f35b8b8b9401764 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Thu, 10 Apr 2025 15:45:41 +0200
Subject: [PATCH 1010/1078] Return scalar when accessing zero dimensional array
 (#2718)

* Return scalar when accessing zero dimensional array

* returning npt.ArrayLike instead of NDArrayLike because of scalar return values

* returning npt.ArrayLike instead of NDArrayLike because of scalar return values

* fix mypy in tests

* fix mypy in tests

* fix mypy in tests

* improve test_scalar_array

* fix typo

* add ScalarWrapper

* use ScalarWrapper as NDArrayLike

* Revert "fix mypy in tests"

* Revert "fix mypy in tests"

This reverts commit 75d6cdf2669702dc75fe857c867e0e21944937f5.

* Revert "fix mypy in tests"

This reverts commit 34bf2606e402ee14b7d6f41372ac6611b437f47b.

* format

* Revert "returning npt.ArrayLike instead of NDArrayLike because of scalar return values"

This reverts commit 1a290c73d92bc4d171b31e3a0057009a35f86e0c.

* Revert "returning npt.ArrayLike instead of NDArrayLike because of scalar return values"

This reverts commit 3348439d

* fix mypy for ScalarWrapper

* add missing import NDArrayLike

* ignore unavoidable mypy error

* format

* fix __array__

* extend tests

* format

* fix typing in test_scalar_array

* add dtype to ScalarWrapper

* correct dtype type

* fix test_basic_indexing

* fix test_basic_indexing

* fix test_basic_indexing for dtype=datetime64[Y]

* increase codecov

* fix typing

* document changes

* move test_scalar_wrapper to test_buffer.py

* remove ScalarWrapper usage

* create NDArrayOrScalarLike

* fix NDArrayOrScalarLike

* fix mypy

* fix mypy

* fix mypy

* fix mypy in asynchronous.py

* fix mypy in test_api.py

* fix mypy in test_api.py and synchronous.py

* fix mypy in test_api.py and test_array.py

* fix mypy in test_array.py

* fix mypy in test_array.py

* fix mypy in test_array.py

* fix mypy in test_array.py

* fix mypy in test_array.py, test_api.py, test_buffer.py, test_sharding.py

* add bytes, str and datetime to ScalarType

* only support numpy datetime64 in ScalarType

* remove ScalarWrapper and update changes

* undo wrong code changes

* rename ``NDArrayOrScalarLike`` to ``NDArrayLikeOrScalar``

* rename ``NDArrayOrScalarLike`` to ``NDArrayLikeOrScalar``

* fix mypy in test_array.py

* fix mypy in test_array.py

* handle datetype scalars for different units

* fix mypy

* fix mypy

* format
---
 changes/2718.bugfix.rst            |  3 ++
 src/zarr/api/asynchronous.py       |  3 +-
 src/zarr/api/synchronous.py        |  4 +-
 src/zarr/core/array.py             | 48 +++++++++--------
 src/zarr/core/buffer/__init__.py   |  2 +
 src/zarr/core/buffer/core.py       | 19 +++++++
 src/zarr/core/indexing.py          | 10 ++--
 tests/test_api.py                  | 21 ++++++--
 tests/test_array.py                | 83 +++++++++++++++++++-----------
 tests/test_buffer.py               |  8 ++-
 tests/test_codecs/test_codecs.py   |  2 +-
 tests/test_codecs/test_sharding.py |  6 ++-
 12 files changed, 142 insertions(+), 67 deletions(-)
 create mode 100644 changes/2718.bugfix.rst

diff --git a/changes/2718.bugfix.rst b/changes/2718.bugfix.rst
new file mode 100644
index 0000000000..48ddf8b5a8
--- /dev/null
+++ b/changes/2718.bugfix.rst
@@ -0,0 +1,3 @@
+0-dimensional arrays are now returning a scalar. Therefore, the return type of ``__getitem__`` changed
+to NDArrayLikeOrScalar. This change is to make the behavior of 0-dimensional arrays consistent with
+``numpy`` scalars.
\ No newline at end of file
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 6059893920..d067160f92 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -38,6 +38,7 @@
     from collections.abc import Iterable
 
     from zarr.abc.codec import Codec
+    from zarr.core.buffer import NDArrayLikeOrScalar
     from zarr.core.chunk_key_encodings import ChunkKeyEncoding
     from zarr.storage import StoreLike
 
@@ -238,7 +239,7 @@ async def load(
     path: str | None = None,
     zarr_format: ZarrFormat | None = None,
     zarr_version: ZarrFormat | None = None,
-) -> NDArrayLike | dict[str, NDArrayLike]:
+) -> NDArrayLikeOrScalar | dict[str, NDArrayLikeOrScalar]:
     """Load data from an array or group into memory.
 
     Parameters
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 9424ae1fde..51cb0ed4f6 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -27,7 +27,7 @@
         ShardsLike,
     )
     from zarr.core.array_spec import ArrayConfigLike
-    from zarr.core.buffer import NDArrayLike
+    from zarr.core.buffer import NDArrayLike, NDArrayLikeOrScalar
     from zarr.core.chunk_key_encodings import ChunkKeyEncoding, ChunkKeyEncodingLike
     from zarr.core.common import (
         JSON,
@@ -121,7 +121,7 @@ def load(
     path: str | None = None,
     zarr_format: ZarrFormat | None = None,
     zarr_version: ZarrFormat | None = None,
-) -> NDArrayLike | dict[str, NDArrayLike]:
+) -> NDArrayLikeOrScalar | dict[str, NDArrayLikeOrScalar]:
     """Load data from an array or group into memory.
 
     Parameters
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 0e03cbcabb..98c8adeea6 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -35,6 +35,7 @@
 from zarr.core.buffer import (
     BufferPrototype,
     NDArrayLike,
+    NDArrayLikeOrScalar,
     NDBuffer,
     default_buffer_prototype,
 )
@@ -1256,7 +1257,7 @@ async def _get_selection(
         prototype: BufferPrototype,
         out: NDBuffer | None = None,
         fields: Fields | None = None,
-    ) -> NDArrayLike:
+    ) -> NDArrayLikeOrScalar:
         # check fields are sensible
         out_dtype = check_fields(fields, self.dtype)
 
@@ -1298,6 +1299,8 @@ async def _get_selection(
                 out_buffer,
                 drop_axes=indexer.drop_axes,
             )
+        if isinstance(indexer, BasicIndexer) and indexer.shape == ():
+            return out_buffer.as_scalar()
         return out_buffer.as_ndarray_like()
 
     async def getitem(
@@ -1305,7 +1308,7 @@ async def getitem(
         selection: BasicSelection,
         *,
         prototype: BufferPrototype | None = None,
-    ) -> NDArrayLike:
+    ) -> NDArrayLikeOrScalar:
         """
         Asynchronous function that retrieves a subset of the array's data based on the provided selection.
 
@@ -1318,7 +1321,7 @@ async def getitem(
 
         Returns
         -------
-        NDArrayLike
+        NDArrayLikeOrScalar
             The retrieved subset of the array's data.
 
         Examples
@@ -2268,14 +2271,15 @@ def __array__(
             msg = "`copy=False` is not supported. This method always creates a copy."
             raise ValueError(msg)
 
-        arr_np = self[...]
+        arr = self[...]
+        arr_np: NDArrayLike = np.array(arr, dtype=dtype)
 
         if dtype is not None:
             arr_np = arr_np.astype(dtype)
 
         return arr_np
 
-    def __getitem__(self, selection: Selection) -> NDArrayLike:
+    def __getitem__(self, selection: Selection) -> NDArrayLikeOrScalar:
         """Retrieve data for an item or region of the array.
 
         Parameters
@@ -2286,8 +2290,8 @@ def __getitem__(self, selection: Selection) -> NDArrayLike:
 
         Returns
         -------
-        NDArrayLike
-             An array-like containing the data for the requested region.
+        NDArrayLikeOrScalar
+             An array-like or scalar containing the data for the requested region.
 
         Examples
         --------
@@ -2533,7 +2537,7 @@ def get_basic_selection(
         out: NDBuffer | None = None,
         prototype: BufferPrototype | None = None,
         fields: Fields | None = None,
-    ) -> NDArrayLike:
+    ) -> NDArrayLikeOrScalar:
         """Retrieve data for an item or region of the array.
 
         Parameters
@@ -2551,8 +2555,8 @@ def get_basic_selection(
 
         Returns
         -------
-        NDArrayLike
-            An array-like containing the data for the requested region.
+        NDArrayLikeOrScalar
+            An array-like or scalar containing the data for the requested region.
 
         Examples
         --------
@@ -2753,7 +2757,7 @@ def get_orthogonal_selection(
         out: NDBuffer | None = None,
         fields: Fields | None = None,
         prototype: BufferPrototype | None = None,
-    ) -> NDArrayLike:
+    ) -> NDArrayLikeOrScalar:
         """Retrieve data by making a selection for each dimension of the array. For
         example, if an array has 2 dimensions, allows selecting specific rows and/or
         columns. The selection for each dimension can be either an integer (indexing a
@@ -2775,8 +2779,8 @@ def get_orthogonal_selection(
 
         Returns
         -------
-        NDArrayLike
-            An array-like containing the data for the requested selection.
+        NDArrayLikeOrScalar
+            An array-like or scalar containing the data for the requested selection.
 
         Examples
         --------
@@ -2989,7 +2993,7 @@ def get_mask_selection(
         out: NDBuffer | None = None,
         fields: Fields | None = None,
         prototype: BufferPrototype | None = None,
-    ) -> NDArrayLike:
+    ) -> NDArrayLikeOrScalar:
         """Retrieve a selection of individual items, by providing a Boolean array of the
         same shape as the array against which the selection is being made, where True
         values indicate a selected item.
@@ -3009,8 +3013,8 @@ def get_mask_selection(
 
         Returns
         -------
-        NDArrayLike
-            An array-like containing the data for the requested selection.
+        NDArrayLikeOrScalar
+            An array-like or scalar containing the data for the requested selection.
 
         Examples
         --------
@@ -3151,7 +3155,7 @@ def get_coordinate_selection(
         out: NDBuffer | None = None,
         fields: Fields | None = None,
         prototype: BufferPrototype | None = None,
-    ) -> NDArrayLike:
+    ) -> NDArrayLikeOrScalar:
         """Retrieve a selection of individual items, by providing the indices
         (coordinates) for each selected item.
 
@@ -3169,8 +3173,8 @@ def get_coordinate_selection(
 
         Returns
         -------
-        NDArrayLike
-            An array-like containing the data for the requested coordinate selection.
+        NDArrayLikeOrScalar
+            An array-like or scalar containing the data for the requested coordinate selection.
 
         Examples
         --------
@@ -3339,7 +3343,7 @@ def get_block_selection(
         out: NDBuffer | None = None,
         fields: Fields | None = None,
         prototype: BufferPrototype | None = None,
-    ) -> NDArrayLike:
+    ) -> NDArrayLikeOrScalar:
         """Retrieve a selection of individual items, by providing the indices
         (coordinates) for each selected item.
 
@@ -3357,8 +3361,8 @@ def get_block_selection(
 
         Returns
         -------
-        NDArrayLike
-            An array-like containing the data for the requested block selection.
+        NDArrayLikeOrScalar
+            An array-like or scalar containing the data for the requested block selection.
 
         Examples
         --------
diff --git a/src/zarr/core/buffer/__init__.py b/src/zarr/core/buffer/__init__.py
index ccb41e291c..ebec61a372 100644
--- a/src/zarr/core/buffer/__init__.py
+++ b/src/zarr/core/buffer/__init__.py
@@ -3,6 +3,7 @@
     Buffer,
     BufferPrototype,
     NDArrayLike,
+    NDArrayLikeOrScalar,
     NDBuffer,
     default_buffer_prototype,
 )
@@ -13,6 +14,7 @@
     "Buffer",
     "BufferPrototype",
     "NDArrayLike",
+    "NDArrayLikeOrScalar",
     "NDBuffer",
     "default_buffer_prototype",
     "numpy_buffer_prototype",
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index ccab103e0f..70d408d32b 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -105,6 +105,10 @@ def __eq__(self, other: object) -> Self:  # type: ignore[explicit-override, over
         """
 
 
+ScalarType = int | float | complex | bytes | str | bool | np.generic
+NDArrayLikeOrScalar = ScalarType | NDArrayLike
+
+
 def check_item_key_is_1d_contiguous(key: Any) -> None:
     """Raises error if `key` isn't a 1d contiguous slice"""
     if not isinstance(key, slice):
@@ -419,6 +423,21 @@ def as_numpy_array(self) -> npt.NDArray[Any]:
         """
         ...
 
+    def as_scalar(self) -> ScalarType:
+        """Returns the buffer as a scalar value"""
+        if self._data.size != 1:
+            raise ValueError("Buffer does not contain a single scalar value")
+        item = self.as_numpy_array().item()
+        scalar: ScalarType
+
+        if np.issubdtype(self.dtype, np.datetime64):
+            unit: str = np.datetime_data(self.dtype)[0]  # Extract the unit (e.g., 'Y', 'D', etc.)
+            scalar = np.datetime64(item, unit)
+        else:
+            scalar = self.dtype.type(item)  # Regular conversion for non-datetime types
+
+        return scalar
+
     @property
     def dtype(self) -> np.dtype[Any]:
         return self._data.dtype
diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index c197f6f397..998fe156a1 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -29,7 +29,7 @@
 
 if TYPE_CHECKING:
     from zarr.core.array import Array
-    from zarr.core.buffer import NDArrayLike
+    from zarr.core.buffer import NDArrayLikeOrScalar
     from zarr.core.chunk_grids import ChunkGrid
     from zarr.core.common import ChunkCoords
 
@@ -937,7 +937,7 @@ class OIndex:
     array: Array
 
     # TODO: develop Array generic and move zarr.Array[np.intp] | zarr.Array[np.bool_] to ArrayOfIntOrBool
-    def __getitem__(self, selection: OrthogonalSelection | Array) -> NDArrayLike:
+    def __getitem__(self, selection: OrthogonalSelection | Array) -> NDArrayLikeOrScalar:
         from zarr.core.array import Array
 
         # if input is a Zarr array, we materialize it now.
@@ -1046,7 +1046,7 @@ def __iter__(self) -> Iterator[ChunkProjection]:
 class BlockIndex:
     array: Array
 
-    def __getitem__(self, selection: BasicSelection) -> NDArrayLike:
+    def __getitem__(self, selection: BasicSelection) -> NDArrayLikeOrScalar:
         fields, new_selection = pop_fields(selection)
         new_selection = ensure_tuple(new_selection)
         new_selection = replace_lists(new_selection)
@@ -1236,7 +1236,9 @@ class VIndex:
     array: Array
 
     # TODO: develop Array generic and move zarr.Array[np.intp] | zarr.Array[np.bool_] to ArrayOfIntOrBool
-    def __getitem__(self, selection: CoordinateSelection | MaskSelection | Array) -> NDArrayLike:
+    def __getitem__(
+        self, selection: CoordinateSelection | MaskSelection | Array
+    ) -> NDArrayLikeOrScalar:
         from zarr.core.array import Array
 
         # if input is a Zarr array, we materialize it now.
diff --git a/tests/test_api.py b/tests/test_api.py
index 94140ac784..f03fd53f7a 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -32,6 +32,7 @@
     save_array,
     save_group,
 )
+from zarr.core.buffer import NDArrayLike
 from zarr.errors import MetadataValidationError
 from zarr.storage import MemoryStore
 from zarr.storage._utils import normalize_path
@@ -244,7 +245,9 @@ def test_open_with_mode_r(tmp_path: pathlib.Path) -> None:
     z2 = zarr.open(store=tmp_path, mode="r")
     assert isinstance(z2, Array)
     assert z2.fill_value == 1
-    assert (z2[:] == 1).all()
+    result = z2[:]
+    assert isinstance(result, NDArrayLike)
+    assert (result == 1).all()
     with pytest.raises(ValueError):
         z2[:] = 3
 
@@ -256,7 +259,9 @@ def test_open_with_mode_r_plus(tmp_path: pathlib.Path) -> None:
     zarr.ones(store=tmp_path, shape=(3, 3))
     z2 = zarr.open(store=tmp_path, mode="r+")
     assert isinstance(z2, Array)
-    assert (z2[:] == 1).all()
+    result = z2[:]
+    assert isinstance(result, NDArrayLike)
+    assert (result == 1).all()
     z2[:] = 3
 
 
@@ -272,7 +277,9 @@ async def test_open_with_mode_a(tmp_path: pathlib.Path) -> None:
     arr[...] = 1
     z2 = zarr.open(store=tmp_path, mode="a")
     assert isinstance(z2, Array)
-    assert (z2[:] == 1).all()
+    result = z2[:]
+    assert isinstance(result, NDArrayLike)
+    assert (result == 1).all()
     z2[:] = 3
 
 
@@ -284,7 +291,9 @@ def test_open_with_mode_w(tmp_path: pathlib.Path) -> None:
     arr[...] = 3
     z2 = zarr.open(store=tmp_path, mode="w", shape=(3, 3))
     assert isinstance(z2, Array)
-    assert not (z2[:] == 3).all()
+    result = z2[:]
+    assert isinstance(result, NDArrayLike)
+    assert not (result == 3).all()
     z2[:] = 3
 
 
@@ -1134,7 +1143,9 @@ def test_open_array_with_mode_r_plus(store: Store) -> None:
     zarr.ones(store=store, shape=(3, 3))
     z2 = zarr.open_array(store=store, mode="r+")
     assert isinstance(z2, Array)
-    assert (z2[:] == 1).all()
+    result = z2[:]
+    assert isinstance(result, NDArrayLike)
+    assert (result == 1).all()
     z2[:] = 3
 
 
diff --git a/tests/test_array.py b/tests/test_array.py
index 3751d5409e..2c28892b68 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -37,7 +37,7 @@
     chunks_initialized,
     create_array,
 )
-from zarr.core.buffer import default_buffer_prototype
+from zarr.core.buffer import NDArrayLike, NDArrayLikeOrScalar, default_buffer_prototype
 from zarr.core.buffer.cpu import NDBuffer
 from zarr.core.chunk_grids import _auto_partition
 from zarr.core.common import JSON, MemoryOrder, ZarrFormat
@@ -654,35 +654,43 @@ def test_resize_1d(store: MemoryStore, zarr_format: ZarrFormat) -> None:
     )
     a = np.arange(105, dtype="i4")
     z[:] = a
+    result = z[:]
+    assert isinstance(result, NDArrayLike)
     assert (105,) == z.shape
-    assert (105,) == z[:].shape
+    assert (105,) == result.shape
     assert np.dtype("i4") == z.dtype
-    assert np.dtype("i4") == z[:].dtype
+    assert np.dtype("i4") == result.dtype
     assert (10,) == z.chunks
-    np.testing.assert_array_equal(a, z[:])
+    np.testing.assert_array_equal(a, result)
 
     z.resize(205)
+    result = z[:]
+    assert isinstance(result, NDArrayLike)
     assert (205,) == z.shape
-    assert (205,) == z[:].shape
+    assert (205,) == result.shape
     assert np.dtype("i4") == z.dtype
-    assert np.dtype("i4") == z[:].dtype
+    assert np.dtype("i4") == result.dtype
     assert (10,) == z.chunks
     np.testing.assert_array_equal(a, z[:105])
     np.testing.assert_array_equal(np.zeros(100, dtype="i4"), z[105:])
 
     z.resize(55)
+    result = z[:]
+    assert isinstance(result, NDArrayLike)
     assert (55,) == z.shape
-    assert (55,) == z[:].shape
+    assert (55,) == result.shape
     assert np.dtype("i4") == z.dtype
-    assert np.dtype("i4") == z[:].dtype
+    assert np.dtype("i4") == result.dtype
     assert (10,) == z.chunks
-    np.testing.assert_array_equal(a[:55], z[:])
+    np.testing.assert_array_equal(a[:55], result)
 
     # via shape setter
     new_shape = (105,)
     z.shape = new_shape
+    result = z[:]
+    assert isinstance(result, NDArrayLike)
     assert new_shape == z.shape
-    assert new_shape == z[:].shape
+    assert new_shape == result.shape
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
@@ -697,44 +705,54 @@ def test_resize_2d(store: MemoryStore, zarr_format: ZarrFormat) -> None:
     )
     a = np.arange(105 * 105, dtype="i4").reshape((105, 105))
     z[:] = a
+    result = z[:]
+    assert isinstance(result, NDArrayLike)
     assert (105, 105) == z.shape
-    assert (105, 105) == z[:].shape
+    assert (105, 105) == result.shape
     assert np.dtype("i4") == z.dtype
-    assert np.dtype("i4") == z[:].dtype
+    assert np.dtype("i4") == result.dtype
     assert (10, 10) == z.chunks
-    np.testing.assert_array_equal(a, z[:])
+    np.testing.assert_array_equal(a, result)
 
     z.resize((205, 205))
+    result = z[:]
+    assert isinstance(result, NDArrayLike)
     assert (205, 205) == z.shape
-    assert (205, 205) == z[:].shape
+    assert (205, 205) == result.shape
     assert np.dtype("i4") == z.dtype
-    assert np.dtype("i4") == z[:].dtype
+    assert np.dtype("i4") == result.dtype
     assert (10, 10) == z.chunks
     np.testing.assert_array_equal(a, z[:105, :105])
     np.testing.assert_array_equal(np.zeros((100, 205), dtype="i4"), z[105:, :])
     np.testing.assert_array_equal(np.zeros((205, 100), dtype="i4"), z[:, 105:])
 
     z.resize((55, 55))
+    result = z[:]
+    assert isinstance(result, NDArrayLike)
     assert (55, 55) == z.shape
-    assert (55, 55) == z[:].shape
+    assert (55, 55) == result.shape
     assert np.dtype("i4") == z.dtype
-    assert np.dtype("i4") == z[:].dtype
+    assert np.dtype("i4") == result.dtype
     assert (10, 10) == z.chunks
-    np.testing.assert_array_equal(a[:55, :55], z[:])
+    np.testing.assert_array_equal(a[:55, :55], result)
 
     z.resize((55, 1))
+    result = z[:]
+    assert isinstance(result, NDArrayLike)
     assert (55, 1) == z.shape
-    assert (55, 1) == z[:].shape
+    assert (55, 1) == result.shape
     assert np.dtype("i4") == z.dtype
-    assert np.dtype("i4") == z[:].dtype
+    assert np.dtype("i4") == result.dtype
     assert (10, 10) == z.chunks
-    np.testing.assert_array_equal(a[:55, :1], z[:])
+    np.testing.assert_array_equal(a[:55, :1], result)
 
     z.resize((1, 55))
+    result = z[:]
+    assert isinstance(result, NDArrayLike)
     assert (1, 55) == z.shape
-    assert (1, 55) == z[:].shape
+    assert (1, 55) == result.shape
     assert np.dtype("i4") == z.dtype
-    assert np.dtype("i4") == z[:].dtype
+    assert np.dtype("i4") == result.dtype
     assert (10, 10) == z.chunks
     np.testing.assert_array_equal(a[:1, :10], z[:, :10])
     np.testing.assert_array_equal(np.zeros((1, 55 - 10), dtype="i4"), z[:, 10:55])
@@ -742,8 +760,10 @@ def test_resize_2d(store: MemoryStore, zarr_format: ZarrFormat) -> None:
     # via shape setter
     new_shape = (105, 105)
     z.shape = new_shape
+    result = z[:]
+    assert isinstance(result, NDArrayLike)
     assert new_shape == z.shape
-    assert new_shape == z[:].shape
+    assert new_shape == result.shape
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
@@ -1319,11 +1339,14 @@ async def test_name(store: Store, zarr_format: ZarrFormat, path: str | None) ->
                 )
 
 
-async def test_scalar_array() -> None:
-    arr = zarr.array(1.5)
-    assert arr[...] == 1.5
-    assert arr[()] == 1.5
+@pytest.mark.parametrize("value", [1, 1.4, "a", b"a", np.array(1)])
+@pytest.mark.parametrize("zarr_format", [2, 3])
+def test_scalar_array(value: Any, zarr_format: ZarrFormat) -> None:
+    arr = zarr.array(value, zarr_format=zarr_format)
+    assert arr[...] == value
     assert arr.shape == ()
+    assert arr.ndim == 0
+    assert isinstance(arr[()], NDArrayLikeOrScalar)
 
 
 async def test_orthogonal_set_total_slice() -> None:
@@ -1434,4 +1457,6 @@ async def test_sharding_coordinate_selection() -> None:
         shards=(2, 4, 4),
     )
     arr[:] = np.arange(2 * 3 * 4).reshape((2, 3, 4))
-    assert (arr[1, [0, 1]] == np.array([[12, 13, 14, 15], [16, 17, 18, 19]])).all()  # type: ignore[index]
+    result = arr[1, [0, 1]]  # type: ignore[index]
+    assert isinstance(result, NDArrayLike)
+    assert (result == np.array([[12, 13, 14, 15], [16, 17, 18, 19]])).all()
diff --git a/tests/test_buffer.py b/tests/test_buffer.py
index baef0b8109..33ac0266eb 100644
--- a/tests/test_buffer.py
+++ b/tests/test_buffer.py
@@ -30,6 +30,8 @@
     cp = None
 
 
+import zarr.api.asynchronous
+
 if TYPE_CHECKING:
     import types
 
@@ -64,7 +66,7 @@ async def test_async_array_prototype() -> None:
     got = await a.getitem(selection=(slice(0, 9), slice(0, 9)), prototype=my_prototype)
     # ignoring a mypy error here that TestNDArrayLike doesn't meet the NDArrayLike protocol
     # The test passes, so it clearly does.
-    assert isinstance(got, TestNDArrayLike)  # type: ignore[unreachable]
+    assert isinstance(got, TestNDArrayLike)
     assert np.array_equal(expect, got)  # type: ignore[unreachable]
 
 
@@ -117,7 +119,7 @@ async def test_codecs_use_of_prototype() -> None:
     got = await a.getitem(selection=(slice(0, 10), slice(0, 10)), prototype=my_prototype)
     # ignoring a mypy error here that TestNDArrayLike doesn't meet the NDArrayLike protocol
     # The test passes, so it clearly does.
-    assert isinstance(got, TestNDArrayLike)  # type: ignore[unreachable]
+    assert isinstance(got, TestNDArrayLike)
     assert np.array_equal(expect, got)  # type: ignore[unreachable]
 
 
@@ -151,3 +153,5 @@ def test_numpy_buffer_prototype() -> None:
     ndbuffer = cpu.buffer_prototype.nd_buffer.create(shape=(1, 2), dtype=np.dtype("int64"))
     assert isinstance(buffer.as_array_like(), np.ndarray)
     assert isinstance(ndbuffer.as_ndarray_like(), np.ndarray)
+    with pytest.raises(ValueError, match="Buffer does not contain a single scalar value"):
+        ndbuffer.as_scalar()
diff --git a/tests/test_codecs/test_codecs.py b/tests/test_codecs/test_codecs.py
index e36a332440..b8122b4ac2 100644
--- a/tests/test_codecs/test_codecs.py
+++ b/tests/test_codecs/test_codecs.py
@@ -23,7 +23,7 @@
 
 if TYPE_CHECKING:
     from zarr.abc.store import Store
-    from zarr.core.buffer.core import NDArrayLike
+    from zarr.core.buffer import NDArrayLike
     from zarr.core.common import MemoryOrder
 
 
diff --git a/tests/test_codecs/test_sharding.py b/tests/test_codecs/test_sharding.py
index 2ba57d7a39..403fd80e81 100644
--- a/tests/test_codecs/test_sharding.py
+++ b/tests/test_codecs/test_sharding.py
@@ -16,7 +16,7 @@
     ShardingCodecIndexLocation,
     TransposeCodec,
 )
-from zarr.core.buffer import default_buffer_prototype
+from zarr.core.buffer import NDArrayLike, default_buffer_prototype
 from zarr.storage import StorePath
 
 from ..conftest import ArrayRequest
@@ -66,6 +66,7 @@ def test_sharding(
         assert np.all(arr[empty_region] == arr.metadata.fill_value)
 
     read_data = arr[write_region]
+    assert isinstance(read_data, NDArrayLike)
     assert data.shape == read_data.shape
     assert np.array_equal(data, read_data)
 
@@ -130,6 +131,7 @@ def test_sharding_partial(
     assert np.all(read_data == 0)
 
     read_data = a[10:, 10:, 10:]
+    assert isinstance(read_data, NDArrayLike)
     assert data.shape == read_data.shape
     assert np.array_equal(data, read_data)
 
@@ -275,6 +277,7 @@ def test_nested_sharding(
     a[:, :, :] = data
 
     read_data = a[0 : data.shape[0], 0 : data.shape[1], 0 : data.shape[2]]
+    assert isinstance(read_data, NDArrayLike)
     assert data.shape == read_data.shape
     assert np.array_equal(data, read_data)
 
@@ -322,6 +325,7 @@ def test_nested_sharding_create_array(
     a[:, :, :] = data
 
     read_data = a[0 : data.shape[0], 0 : data.shape[1], 0 : data.shape[2]]
+    assert isinstance(read_data, NDArrayLike)
     assert data.shape == read_data.shape
     assert np.array_equal(data, read_data)
 

From 018f61d93207112f68eba06ea8c2560a489767f6 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Thu, 10 Apr 2025 16:49:55 +0200
Subject: [PATCH 1011/1078] `zarr.array` from from an existing `zarr.Array`
 (#2622)

* add creation from other zarr

* remove duplicated tests

* improve test

* test_iter_grid for non-squares

* concurrent streaming for equal chunk sizes

* fix merge

* fix mypy

* fix mypy

* fix test_iter_grid

* extract to zarr.from_array

* fix mypy

* fix mypy

* format

* fix test_creation_from_other_zarr_format

* distinguish between keep and auto for from_array arguments

* partition concurrency along new_array chunks

* fix mypy

* improve test_creation_from_other_zarr_format

* add typing in test

* Update src/zarr/core/array.py

Co-authored-by: Norman Rzepka <code@normanrz.com>

* add from_array with npt.ArrayLike

* add write_data argument

* improve tests

* improve docstrings and add examples

* fix mypy and readthedocs

* fix mypy and readthedocs

* fix mypy and readthedocs

* fix mypy and readthedocs

* fix readthedocs ERROR: Unexpected indentation

* add release notes

* format docstring examples

* add write_data attr to synchronous.create_array

* `create_array` calls `from_array` calls `init_array`

* document changes

* fix serializer from_array v2 to v3

* fix mypy

* improve codecov

* fix mypy

* from_array: copy zarr format on default

* in ``from_array`` make all arguments except ``store`` keyword-only, to match ``create_array``

* in ``from_array`` default shards="keep"

* redundant ``ChunkKeyEncoding | ChunkKeyEncodingLike``

* fix argument order in calls of `from_array`

* fix numpydoc-validation

* add docstring to store2 pytest fixture

* extract `_parse_keep_array_attr` from `from_array`

* extract `_parse_keep_array_attr` from `from_array`

* correct _parse_keep_array_attr

* fix merge

* fix merge

---------

Co-authored-by: Norman Rzepka <code@normanrz.com>
---
 changes/2622.feature.rst     |   1 +
 docs/release-notes.rst       |   2 +
 src/zarr/__init__.py         |   2 +
 src/zarr/api/asynchronous.py |  10 +-
 src/zarr/api/synchronous.py  | 227 ++++++++++++++++++-
 src/zarr/core/array.py       | 422 ++++++++++++++++++++++++++++++++---
 src/zarr/core/group.py       |   8 +-
 tests/conftest.py            |   8 +
 tests/test_array.py          | 120 ++++++++++
 tests/test_indexing.py       |  12 +-
 10 files changed, 772 insertions(+), 40 deletions(-)
 create mode 100644 changes/2622.feature.rst

diff --git a/changes/2622.feature.rst b/changes/2622.feature.rst
new file mode 100644
index 0000000000..f5c7cbe192
--- /dev/null
+++ b/changes/2622.feature.rst
@@ -0,0 +1 @@
+Add ``zarr.from_array`` using concurrent streaming of source data
\ No newline at end of file
diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index 9a6e680e4d..c585e4f0d3 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -145,6 +145,8 @@ Other
 3.0.1 (Jan. 17, 2025)
 ---------------------
 
+* Implement ``zarr.from_array`` using concurrent streaming (:issue:`2622`).
+
 Bug fixes
 ~~~~~~~~~
 * Fixes ``order`` argument for Zarr format 2 arrays (:issue:`2679`).
diff --git a/src/zarr/__init__.py b/src/zarr/__init__.py
index 4ffa4c9bbc..31796601b3 100644
--- a/src/zarr/__init__.py
+++ b/src/zarr/__init__.py
@@ -11,6 +11,7 @@
     create_hierarchy,
     empty,
     empty_like,
+    from_array,
     full,
     full_like,
     group,
@@ -54,6 +55,7 @@
     "create_hierarchy",
     "empty",
     "empty_like",
+    "from_array",
     "full",
     "full_like",
     "group",
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index d067160f92..285d777258 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -9,7 +9,7 @@
 import numpy.typing as npt
 from typing_extensions import deprecated
 
-from zarr.core.array import Array, AsyncArray, create_array, get_array_metadata
+from zarr.core.array import Array, AsyncArray, create_array, from_array, get_array_metadata
 from zarr.core.array_spec import ArrayConfig, ArrayConfigLike, ArrayConfigParams
 from zarr.core.buffer import NDArrayLike
 from zarr.core.common import (
@@ -57,6 +57,7 @@
     "create_hierarchy",
     "empty",
     "empty_like",
+    "from_array",
     "full",
     "full_like",
     "group",
@@ -534,7 +535,7 @@ async def tree(grp: AsyncGroup, expand: bool | None = None, level: int | None =
 
 
 async def array(
-    data: npt.ArrayLike, **kwargs: Any
+    data: npt.ArrayLike | Array, **kwargs: Any
 ) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
     """Create an array filled with `data`.
 
@@ -551,13 +552,16 @@ async def array(
         The new array.
     """
 
+    if isinstance(data, Array):
+        return await from_array(data=data, **kwargs)
+
     # ensure data is array-like
     if not hasattr(data, "shape") or not hasattr(data, "dtype"):
         data = np.asanyarray(data)
 
     # setup dtype
     kw_dtype = kwargs.get("dtype")
-    if kw_dtype is None:
+    if kw_dtype is None and hasattr(data, "dtype"):
         kwargs["dtype"] = data.dtype
     else:
         kwargs["dtype"] = kw_dtype
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 51cb0ed4f6..4c577936cd 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -50,6 +50,7 @@
     "create_hierarchy",
     "empty",
     "empty_like",
+    "from_array",
     "full",
     "full_like",
     "group",
@@ -359,7 +360,7 @@ def tree(grp: Group, expand: bool | None = None, level: int | None = None) -> An
 
 
 # TODO: add type annotations for kwargs
-def array(data: npt.ArrayLike, **kwargs: Any) -> Array:
+def array(data: npt.ArrayLike | Array, **kwargs: Any) -> Array:
     """Create an array filled with `data`.
 
     Parameters
@@ -759,11 +760,12 @@ def create_array(
     order: MemoryOrder | None = None,
     zarr_format: ZarrFormat | None = 3,
     attributes: dict[str, JSON] | None = None,
-    chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None = None,
+    chunk_key_encoding: ChunkKeyEncodingLike | None = None,
     dimension_names: Iterable[str] | None = None,
     storage_options: dict[str, Any] | None = None,
     overwrite: bool = False,
     config: ArrayConfigLike | None = None,
+    write_data: bool = True,
 ) -> Array:
     """Create an array.
 
@@ -857,6 +859,11 @@ def create_array(
         Whether to overwrite an array with the same name in the store, if one exists.
     config : ArrayConfigLike, optional
         Runtime configuration for the array.
+    write_data : bool
+        If a pre-existing array-like object was provided to this function via the ``data`` parameter
+        then ``write_data`` determines whether the values in that array-like object should be
+        written to the Zarr array created by this function. If ``write_data`` is ``False``, then the
+        array will be left empty.
 
     Returns
     -------
@@ -866,7 +873,7 @@ def create_array(
     Examples
     --------
     >>> import zarr
-    >>> store = zarr.storage.MemoryStore(mode='w')
+    >>> store = zarr.storage.MemoryStore()
     >>> arr = await zarr.create_array(
     >>>     store=store,
     >>>     shape=(100,100),
@@ -897,6 +904,220 @@ def create_array(
                 storage_options=storage_options,
                 overwrite=overwrite,
                 config=config,
+                write_data=write_data,
+            )
+        )
+    )
+
+
+def from_array(
+    store: str | StoreLike,
+    *,
+    data: Array | npt.ArrayLike,
+    write_data: bool = True,
+    name: str | None = None,
+    chunks: Literal["auto", "keep"] | ChunkCoords = "keep",
+    shards: ShardsLike | None | Literal["keep"] = "keep",
+    filters: FiltersLike | Literal["keep"] = "keep",
+    compressors: CompressorsLike | Literal["keep"] = "keep",
+    serializer: SerializerLike | Literal["keep"] = "keep",
+    fill_value: Any | None = None,
+    order: MemoryOrder | None = None,
+    zarr_format: ZarrFormat | None = None,
+    attributes: dict[str, JSON] | None = None,
+    chunk_key_encoding: ChunkKeyEncodingLike | None = None,
+    dimension_names: Iterable[str] | None = None,
+    storage_options: dict[str, Any] | None = None,
+    overwrite: bool = False,
+    config: ArrayConfigLike | None = None,
+) -> Array:
+    """Create an array from an existing array or array-like.
+
+    Parameters
+    ----------
+    store : str or Store
+        Store or path to directory in file system or name of zip file for the new array.
+    data : Array | array-like
+        The array to copy.
+    write_data : bool, default True
+        Whether to copy the data from the input array to the new array.
+        If ``write_data`` is ``False``, the new array will be created with the same metadata as the
+        input array, but without any data.
+    name : str or None, optional
+        The name of the array within the store. If ``name`` is ``None``, the array will be located
+        at the root of the store.
+    chunks : ChunkCoords or "auto" or "keep", optional
+        Chunk shape of the array.
+        Following values are supported:
+
+        - "auto": Automatically determine the chunk shape based on the array's shape and dtype.
+        - "keep": Retain the chunk shape of the data array if it is a zarr Array.
+        - ChunkCoords: A tuple of integers representing the chunk shape.
+
+        If not specified, defaults to "keep" if data is a zarr Array, otherwise "auto".
+    shards : ChunkCoords, optional
+        Shard shape of the array.
+        Following values are supported:
+
+        - "auto": Automatically determine the shard shape based on the array's shape and chunk shape.
+        - "keep": Retain the shard shape of the data array if it is a zarr Array.
+        - ChunkCoords: A tuple of integers representing the shard shape.
+        - None: No sharding.
+
+        If not specified, defaults to "keep" if data is a zarr Array, otherwise None.
+    filters : Iterable[Codec] or "auto" or "keep", optional
+        Iterable of filters to apply to each chunk of the array, in order, before serializing that
+        chunk to bytes.
+
+        For Zarr format 3, a "filter" is a codec that takes an array and returns an array,
+        and these values must be instances of ``ArrayArrayCodec``, or dict representations
+        of ``ArrayArrayCodec``.
+
+        For Zarr format 2, a "filter" can be any numcodecs codec; you should ensure that the
+        the order if your filters is consistent with the behavior of each filter.
+
+        Following values are supported:
+
+        - Iterable[Codec]: List of filters to apply to the array.
+        - "auto": Automatically determine the filters based on the array's dtype.
+        - "keep": Retain the filters of the data array if it is a zarr Array.
+
+        If no ``filters`` are provided, defaults to "keep" if data is a zarr Array, otherwise "auto".
+    compressors : Iterable[Codec] or "auto" or "keep", optional
+        List of compressors to apply to the array. Compressors are applied in order, and after any
+        filters are applied (if any are specified) and the data is serialized into bytes.
+
+        For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
+        returns another bytestream. Multiple compressors my be provided for Zarr format 3.
+
+        For Zarr format 2, a "compressor" can be any numcodecs codec. Only a single compressor may
+        be provided for Zarr format 2.
+
+        Following values are supported:
+
+        - Iterable[Codec]: List of compressors to apply to the array.
+        - "auto": Automatically determine the compressors based on the array's dtype.
+        - "keep": Retain the compressors of the input array if it is a zarr Array.
+
+        If no ``compressors`` are provided, defaults to "keep" if data is a zarr Array, otherwise "auto".
+    serializer : dict[str, JSON] | ArrayBytesCodec or "auto" or "keep", optional
+        Array-to-bytes codec to use for encoding the array data.
+        Zarr format 3 only. Zarr format 2 arrays use implicit array-to-bytes conversion.
+
+        Following values are supported:
+
+        - dict[str, JSON]: A dict representation of an ``ArrayBytesCodec``.
+        - ArrayBytesCodec: An instance of ``ArrayBytesCodec``.
+        - "auto": a default serializer will be used. These defaults can be changed by modifying the value of
+          ``array.v3_default_serializer`` in :mod:`zarr.core.config`.
+        - "keep": Retain the serializer of the input array if it is a zarr Array.
+
+    fill_value : Any, optional
+        Fill value for the array.
+        If not specified, defaults to the fill value of the data array.
+    order : {"C", "F"}, optional
+        The memory of the array (default is "C").
+        For Zarr format 2, this parameter sets the memory order of the array.
+        For Zarr format 3, this parameter is deprecated, because memory order
+        is a runtime parameter for Zarr format 3 arrays. The recommended way to specify the memory
+        order for Zarr format 3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
+        If not specified, defaults to the memory order of the data array.
+    zarr_format : {2, 3}, optional
+        The zarr format to use when saving.
+        If not specified, defaults to the zarr format of the data array.
+    attributes : dict, optional
+        Attributes for the array.
+        If not specified, defaults to the attributes of the data array.
+    chunk_key_encoding : ChunkKeyEncoding, optional
+        A specification of how the chunk keys are represented in storage.
+        For Zarr format 3, the default is ``{"name": "default", "separator": "/"}}``.
+        For Zarr format 2, the default is ``{"name": "v2", "separator": "."}}``.
+        If not specified and the data array has the same zarr format as the target array,
+        the chunk key encoding of the data array is used.
+    dimension_names : Iterable[str], optional
+        The names of the dimensions (default is None).
+        Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
+        If not specified, defaults to the dimension names of the data array.
+    storage_options : dict, optional
+        If using an fsspec URL to create the store, these will be passed to the backend implementation.
+        Ignored otherwise.
+    overwrite : bool, default False
+        Whether to overwrite an array with the same name in the store, if one exists.
+    config : ArrayConfig or ArrayConfigLike, optional
+        Runtime configuration for the array.
+
+    Returns
+    -------
+    Array
+        The array.
+
+    Examples
+    --------
+    Create an array from an existing Array::
+
+        >>> import zarr
+        >>> store = zarr.storage.MemoryStore()
+        >>> store2 = zarr.storage.LocalStore('example.zarr')
+        >>> arr = zarr.create_array(
+        >>>     store=store,
+        >>>     shape=(100,100),
+        >>>     chunks=(10,10),
+        >>>     dtype='int32',
+        >>>     fill_value=0)
+        >>> arr2 = zarr.from_array(store2, data=arr)
+        <Array file://example.zarr shape=(100, 100) dtype=int32>
+
+    Create an array from an existing NumPy array::
+
+        >>> import numpy as np
+        >>> arr3 = zarr.from_array(
+                zarr.storage.MemoryStore(),
+        >>>     data=np.arange(10000, dtype='i4').reshape(100, 100),
+        >>> )
+        <Array memory://125477403529984 shape=(100, 100) dtype=int32>
+
+    Create an array from any array-like object::
+
+        >>> arr4 = zarr.from_array(
+        >>>     zarr.storage.MemoryStore(),
+        >>>     data=[[1, 2], [3, 4]],
+        >>> )
+        <Array memory://125477392154368 shape=(2, 2) dtype=int64>
+        >>> arr4[...]
+        array([[1, 2],[3, 4]])
+
+    Create an array from an existing Array without copying the data::
+
+        >>> arr5 = zarr.from_array(
+        >>>     zarr.storage.MemoryStore(),
+        >>>     data=arr4,
+        >>>     write_data=False,
+        >>> )
+        <Array memory://140678602965568 shape=(2, 2) dtype=int64>
+        >>> arr5[...]
+        array([[0, 0],[0, 0]])
+    """
+    return Array(
+        sync(
+            zarr.core.array.from_array(
+                store,
+                data=data,
+                write_data=write_data,
+                name=name,
+                chunks=chunks,
+                shards=shards,
+                filters=filters,
+                compressors=compressors,
+                serializer=serializer,
+                fill_value=fill_value,
+                order=order,
+                zarr_format=zarr_format,
+                attributes=attributes,
+                chunk_key_encoding=chunk_key_encoding,
+                dimension_names=dimension_names,
+                storage_options=storage_options,
+                overwrite=overwrite,
+                config=config,
             )
         )
     )
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 98c8adeea6..f2c88c508b 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -25,6 +25,7 @@
 import numpy.typing as npt
 from typing_extensions import deprecated
 
+import zarr
 from zarr._compat import _deprecate_positional_args
 from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec, Codec
 from zarr.abc.store import Store, set_or_delete
@@ -889,7 +890,7 @@ async def open(
         Examples
         --------
         >>> import zarr
-        >>>  store = zarr.storage.MemoryStore(mode='w')
+        >>>  store = zarr.storage.MemoryStore()
         >>>  async_arr = await AsyncArray.open(store) # doctest: +ELLIPSIS
         <AsyncArray memory://... shape=(100, 100) dtype=int32>
         """
@@ -1327,7 +1328,7 @@ async def getitem(
         Examples
         --------
         >>> import zarr
-        >>>  store = zarr.storage.MemoryStore(mode='w')
+        >>>  store = zarr.storage.MemoryStore()
         >>>  async_arr = await zarr.api.asynchronous.create_array(
         ...      store=store,
         ...      shape=(100,100),
@@ -3798,6 +3799,269 @@ class ShardsConfigParam(TypedDict):
 ShardsLike: TypeAlias = ChunkCoords | ShardsConfigParam | Literal["auto"]
 
 
+async def from_array(
+    store: str | StoreLike,
+    *,
+    data: Array | npt.ArrayLike,
+    write_data: bool = True,
+    name: str | None = None,
+    chunks: Literal["auto", "keep"] | ChunkCoords = "keep",
+    shards: ShardsLike | None | Literal["keep"] = "keep",
+    filters: FiltersLike | Literal["keep"] = "keep",
+    compressors: CompressorsLike | Literal["keep"] = "keep",
+    serializer: SerializerLike | Literal["keep"] = "keep",
+    fill_value: Any | None = None,
+    order: MemoryOrder | None = None,
+    zarr_format: ZarrFormat | None = None,
+    attributes: dict[str, JSON] | None = None,
+    chunk_key_encoding: ChunkKeyEncodingLike | None = None,
+    dimension_names: Iterable[str] | None = None,
+    storage_options: dict[str, Any] | None = None,
+    overwrite: bool = False,
+    config: ArrayConfig | ArrayConfigLike | None = None,
+) -> AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]:
+    """Create an array from an existing array or array-like.
+
+    Parameters
+    ----------
+    store : str or Store
+        Store or path to directory in file system or name of zip file for the new array.
+    data : Array | array-like
+        The array to copy.
+    write_data : bool, default True
+        Whether to copy the data from the input array to the new array.
+        If ``write_data`` is ``False``, the new array will be created with the same metadata as the
+        input array, but without any data.
+    name : str or None, optional
+        The name of the array within the store. If ``name`` is ``None``, the array will be located
+        at the root of the store.
+    chunks : ChunkCoords or "auto" or "keep", optional
+        Chunk shape of the array.
+        Following values are supported:
+
+        - "auto": Automatically determine the chunk shape based on the array's shape and dtype.
+        - "keep": Retain the chunk shape of the data array if it is a zarr Array.
+        - ChunkCoords: A tuple of integers representing the chunk shape.
+
+        If not specified, defaults to "keep" if data is a zarr Array, otherwise "auto".
+    shards : ChunkCoords, optional
+        Shard shape of the array.
+        Following values are supported:
+
+        - "auto": Automatically determine the shard shape based on the array's shape and chunk shape.
+        - "keep": Retain the shard shape of the data array if it is a zarr Array.
+        - ChunkCoords: A tuple of integers representing the shard shape.
+        - None: No sharding.
+
+        If not specified, defaults to "keep" if data is a zarr Array, otherwise None.
+    filters : Iterable[Codec] or "auto" or "keep", optional
+        Iterable of filters to apply to each chunk of the array, in order, before serializing that
+        chunk to bytes.
+
+        For Zarr format 3, a "filter" is a codec that takes an array and returns an array,
+        and these values must be instances of ``ArrayArrayCodec``, or dict representations
+        of ``ArrayArrayCodec``.
+
+        For Zarr format 2, a "filter" can be any numcodecs codec; you should ensure that the
+        the order if your filters is consistent with the behavior of each filter.
+
+        Following values are supported:
+
+        - Iterable[Codec]: List of filters to apply to the array.
+        - "auto": Automatically determine the filters based on the array's dtype.
+        - "keep": Retain the filters of the data array if it is a zarr Array.
+
+        If no ``filters`` are provided, defaults to "keep" if data is a zarr Array, otherwise "auto".
+    compressors : Iterable[Codec] or "auto" or "keep", optional
+        List of compressors to apply to the array. Compressors are applied in order, and after any
+        filters are applied (if any are specified) and the data is serialized into bytes.
+
+        For Zarr format 3, a "compressor" is a codec that takes a bytestream, and
+        returns another bytestream. Multiple compressors my be provided for Zarr format 3.
+
+        For Zarr format 2, a "compressor" can be any numcodecs codec. Only a single compressor may
+        be provided for Zarr format 2.
+
+        Following values are supported:
+
+        - Iterable[Codec]: List of compressors to apply to the array.
+        - "auto": Automatically determine the compressors based on the array's dtype.
+        - "keep": Retain the compressors of the input array if it is a zarr Array.
+
+        If no ``compressors`` are provided, defaults to "keep" if data is a zarr Array, otherwise "auto".
+    serializer : dict[str, JSON] | ArrayBytesCodec or "auto" or "keep", optional
+        Array-to-bytes codec to use for encoding the array data.
+        Zarr format 3 only. Zarr format 2 arrays use implicit array-to-bytes conversion.
+
+        Following values are supported:
+
+        - dict[str, JSON]: A dict representation of an ``ArrayBytesCodec``.
+        - ArrayBytesCodec: An instance of ``ArrayBytesCodec``.
+        - "auto": a default serializer will be used. These defaults can be changed by modifying the value of
+          ``array.v3_default_serializer`` in :mod:`zarr.core.config`.
+        - "keep": Retain the serializer of the input array if it is a zarr Array.
+
+    fill_value : Any, optional
+        Fill value for the array.
+        If not specified, defaults to the fill value of the data array.
+    order : {"C", "F"}, optional
+        The memory of the array (default is "C").
+        For Zarr format 2, this parameter sets the memory order of the array.
+        For Zarr format 3, this parameter is deprecated, because memory order
+        is a runtime parameter for Zarr format 3 arrays. The recommended way to specify the memory
+        order for Zarr format 3 arrays is via the ``config`` parameter, e.g. ``{'config': 'C'}``.
+        If not specified, defaults to the memory order of the data array.
+    zarr_format : {2, 3}, optional
+        The zarr format to use when saving.
+        If not specified, defaults to the zarr format of the data array.
+    attributes : dict, optional
+        Attributes for the array.
+        If not specified, defaults to the attributes of the data array.
+    chunk_key_encoding : ChunkKeyEncoding, optional
+        A specification of how the chunk keys are represented in storage.
+        For Zarr format 3, the default is ``{"name": "default", "separator": "/"}}``.
+        For Zarr format 2, the default is ``{"name": "v2", "separator": "."}}``.
+        If not specified and the data array has the same zarr format as the target array,
+        the chunk key encoding of the data array is used.
+    dimension_names : Iterable[str], optional
+        The names of the dimensions (default is None).
+        Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
+        If not specified, defaults to the dimension names of the data array.
+    storage_options : dict, optional
+        If using an fsspec URL to create the store, these will be passed to the backend implementation.
+        Ignored otherwise.
+    overwrite : bool, default False
+        Whether to overwrite an array with the same name in the store, if one exists.
+    config : ArrayConfig or ArrayConfigLike, optional
+        Runtime configuration for the array.
+
+    Returns
+    -------
+    AsyncArray
+        The array.
+
+    Examples
+    --------
+    Create an array from an existing Array::
+
+        >>> import zarr
+        >>> store = zarr.storage.MemoryStore()
+        >>> store2 = zarr.storage.LocalStore('example.zarr')
+        >>> arr = zarr.create_array(
+        >>>     store=store,
+        >>>     shape=(100,100),
+        >>>     chunks=(10,10),
+        >>>     dtype='int32',
+        >>>     fill_value=0)
+        >>> arr2 = await zarr.api.asynchronous.from_array(store2, data=arr)
+        <AsyncArray file://example.zarr shape=(100, 100) dtype=int32>
+
+    Create an array from an existing NumPy array::
+
+        >>> arr3 = await zarr.api.asynchronous.from_array(
+        >>>     zarr.storage.MemoryStore(),
+        >>>     data=np.arange(10000, dtype='i4').reshape(100, 100),
+        >>> )
+        <AsyncArray memory://123286956732800 shape=(100, 100) dtype=int32>
+
+    Create an array from any array-like object::
+
+        >>> arr4 = await zarr.api.asynchronous.from_array(
+        >>>     zarr.storage.MemoryStore(),
+        >>>     data=[[1, 2], [3, 4]],
+        >>> )
+        <AsyncArray memory://123286959761024 shape=(2, 2) dtype=int64>
+        >>> await arr4.getitem(...)
+        array([[1, 2],[3, 4]])
+
+    Create an array from an existing Array without copying the data::
+
+        >>> arr5 = await zarr.api.asynchronous.from_array(
+        >>>     zarr.storage.MemoryStore(),
+        >>>     data=Array(arr4),
+        >>>     write_data=False,
+        >>> )
+        <AsyncArray memory://140678602965568 shape=(2, 2) dtype=int64>
+        >>> await arr5.getitem(...)
+        array([[0, 0],[0, 0]])
+    """
+    mode: Literal["a"] = "a"
+    config_parsed = parse_array_config(config)
+    store_path = await make_store_path(store, path=name, mode=mode, storage_options=storage_options)
+
+    (
+        chunks,
+        shards,
+        filters,
+        compressors,
+        serializer,
+        fill_value,
+        order,
+        zarr_format,
+        chunk_key_encoding,
+        dimension_names,
+    ) = _parse_keep_array_attr(
+        data=data,
+        chunks=chunks,
+        shards=shards,
+        filters=filters,
+        compressors=compressors,
+        serializer=serializer,
+        fill_value=fill_value,
+        order=order,
+        zarr_format=zarr_format,
+        chunk_key_encoding=chunk_key_encoding,
+        dimension_names=dimension_names,
+    )
+    if not hasattr(data, "dtype") or not hasattr(data, "shape"):
+        data = np.array(data)
+
+    result = await init_array(
+        store_path=store_path,
+        shape=data.shape,
+        dtype=data.dtype,
+        chunks=chunks,
+        shards=shards,
+        filters=filters,
+        compressors=compressors,
+        serializer=serializer,
+        fill_value=fill_value,
+        order=order,
+        zarr_format=zarr_format,
+        attributes=attributes,
+        chunk_key_encoding=chunk_key_encoding,
+        dimension_names=dimension_names,
+        overwrite=overwrite,
+        config=config_parsed,
+    )
+
+    if write_data:
+        if isinstance(data, Array):
+
+            async def _copy_array_region(chunk_coords: ChunkCoords | slice, _data: Array) -> None:
+                arr = await _data._async_array.getitem(chunk_coords)
+                await result.setitem(chunk_coords, arr)
+
+            # Stream data from the source array to the new array
+            await concurrent_map(
+                [(region, data) for region in result._iter_chunk_regions()],
+                _copy_array_region,
+                zarr.core.config.config.get("async.concurrency"),
+            )
+        else:
+
+            async def _copy_arraylike_region(chunk_coords: slice, _data: NDArrayLike) -> None:
+                await result.setitem(chunk_coords, _data[chunk_coords])
+
+            # Stream data from the source array to the new array
+            await concurrent_map(
+                [(region, data) for region in result._iter_chunk_regions()],
+                _copy_arraylike_region,
+                zarr.core.config.config.get("async.concurrency"),
+            )
+    return result
+
+
 async def init_array(
     *,
     store_path: StorePath,
@@ -4141,38 +4405,138 @@ async def create_array(
     >>>     fill_value=0)
     <AsyncArray memory://140349042942400 shape=(100, 100) dtype=int32>
     """
-    mode: Literal["a"] = "a"
-    store_path = await make_store_path(store, path=name, mode=mode, storage_options=storage_options)
-
     data_parsed, shape_parsed, dtype_parsed = _parse_data_params(
         data=data, shape=shape, dtype=dtype
     )
-    result = await init_array(
-        store_path=store_path,
-        shape=shape_parsed,
-        dtype=dtype_parsed,
-        chunks=chunks,
-        shards=shards,
-        filters=filters,
-        compressors=compressors,
-        serializer=serializer,
-        fill_value=fill_value,
-        order=order,
-        zarr_format=zarr_format,
-        attributes=attributes,
-        chunk_key_encoding=chunk_key_encoding,
-        dimension_names=dimension_names,
-        overwrite=overwrite,
-        config=config,
-    )
+    if data_parsed is not None:
+        return await from_array(
+            store,
+            data=data_parsed,
+            write_data=write_data,
+            name=name,
+            chunks=chunks,
+            shards=shards,
+            filters=filters,
+            compressors=compressors,
+            serializer=serializer,
+            fill_value=fill_value,
+            order=order,
+            zarr_format=zarr_format,
+            attributes=attributes,
+            chunk_key_encoding=chunk_key_encoding,
+            dimension_names=dimension_names,
+            storage_options=storage_options,
+            overwrite=overwrite,
+            config=config,
+        )
+    else:
+        mode: Literal["a"] = "a"
 
-    if write_data is True and data_parsed is not None:
-        await result._set_selection(
-            BasicIndexer(..., shape=result.shape, chunk_grid=result.metadata.chunk_grid),
-            data_parsed,
-            prototype=default_buffer_prototype(),
+        store_path = await make_store_path(
+            store, path=name, mode=mode, storage_options=storage_options
         )
-    return result
+        return await init_array(
+            store_path=store_path,
+            shape=shape_parsed,
+            dtype=dtype_parsed,
+            chunks=chunks,
+            shards=shards,
+            filters=filters,
+            compressors=compressors,
+            serializer=serializer,
+            fill_value=fill_value,
+            order=order,
+            zarr_format=zarr_format,
+            attributes=attributes,
+            chunk_key_encoding=chunk_key_encoding,
+            dimension_names=dimension_names,
+            overwrite=overwrite,
+            config=config,
+        )
+
+
+def _parse_keep_array_attr(
+    data: Array | npt.ArrayLike,
+    chunks: Literal["auto", "keep"] | ChunkCoords,
+    shards: ShardsLike | None | Literal["keep"],
+    filters: FiltersLike | Literal["keep"],
+    compressors: CompressorsLike | Literal["keep"],
+    serializer: SerializerLike | Literal["keep"],
+    fill_value: Any | None,
+    order: MemoryOrder | None,
+    zarr_format: ZarrFormat | None,
+    chunk_key_encoding: ChunkKeyEncodingLike | None,
+    dimension_names: Iterable[str] | None,
+) -> tuple[
+    ChunkCoords | Literal["auto"],
+    ShardsLike | None,
+    FiltersLike,
+    CompressorsLike,
+    SerializerLike,
+    Any | None,
+    MemoryOrder | None,
+    ZarrFormat,
+    ChunkKeyEncodingLike | None,
+    Iterable[str] | None,
+]:
+    if isinstance(data, Array):
+        if chunks == "keep":
+            chunks = data.chunks
+        if shards == "keep":
+            shards = data.shards
+        if zarr_format is None:
+            zarr_format = data.metadata.zarr_format
+        if filters == "keep":
+            if zarr_format == data.metadata.zarr_format:
+                filters = data.filters or None
+            else:
+                filters = "auto"
+        if compressors == "keep":
+            if zarr_format == data.metadata.zarr_format:
+                compressors = data.compressors or None
+            else:
+                compressors = "auto"
+        if serializer == "keep":
+            if zarr_format == 3 and data.metadata.zarr_format == 3:
+                serializer = cast(SerializerLike, data.serializer)
+            else:
+                serializer = "auto"
+        if fill_value is None:
+            fill_value = data.fill_value
+        if order is None:
+            order = data.order
+        if chunk_key_encoding is None and zarr_format == data.metadata.zarr_format:
+            if isinstance(data.metadata, ArrayV2Metadata):
+                chunk_key_encoding = {"name": "v2", "separator": data.metadata.dimension_separator}
+            elif isinstance(data.metadata, ArrayV3Metadata):
+                chunk_key_encoding = data.metadata.chunk_key_encoding
+        if dimension_names is None and data.metadata.zarr_format == 3:
+            dimension_names = data.metadata.dimension_names
+    else:
+        if chunks == "keep":
+            chunks = "auto"
+        if shards == "keep":
+            shards = None
+        if zarr_format is None:
+            zarr_format = 3
+        if filters == "keep":
+            filters = "auto"
+        if compressors == "keep":
+            compressors = "auto"
+        if serializer == "keep":
+            serializer = "auto"
+    return (
+        chunks,
+        shards,
+        filters,
+        compressors,
+        serializer,
+        fill_value,
+        order,
+        zarr_format,
+        chunk_key_encoding,
+        dimension_names,
+    )
 
 
 def _parse_chunk_key_encoding(
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 5500bdd4a5..da2aa5f754 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -68,7 +68,7 @@
 
     from zarr.core.array_spec import ArrayConfig, ArrayConfigLike
     from zarr.core.buffer import Buffer, BufferPrototype
-    from zarr.core.chunk_key_encodings import ChunkKeyEncoding, ChunkKeyEncodingLike
+    from zarr.core.chunk_key_encodings import ChunkKeyEncodingLike
     from zarr.core.common import MemoryOrder
 
 logger = logging.getLogger("zarr.group")
@@ -998,7 +998,7 @@ async def create_array(
         fill_value: Any | None = 0,
         order: MemoryOrder | None = None,
         attributes: dict[str, JSON] | None = None,
-        chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None = None,
+        chunk_key_encoding: ChunkKeyEncodingLike | None = None,
         dimension_names: Iterable[str] | None = None,
         storage_options: dict[str, Any] | None = None,
         overwrite: bool = False,
@@ -2369,7 +2369,7 @@ def create_array(
         fill_value: Any | None = 0,
         order: MemoryOrder | None = "C",
         attributes: dict[str, JSON] | None = None,
-        chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None = None,
+        chunk_key_encoding: ChunkKeyEncodingLike | None = None,
         dimension_names: Iterable[str] | None = None,
         storage_options: dict[str, Any] | None = None,
         overwrite: bool = False,
@@ -2763,7 +2763,7 @@ def array(
         fill_value: Any | None = 0,
         order: MemoryOrder | None = "C",
         attributes: dict[str, JSON] | None = None,
-        chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None = None,
+        chunk_key_encoding: ChunkKeyEncodingLike | None = None,
         dimension_names: Iterable[str] | None = None,
         storage_options: dict[str, Any] | None = None,
         overwrite: bool = False,
diff --git a/tests/conftest.py b/tests/conftest.py
index 04034cb5b8..74a140c5c7 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -89,6 +89,14 @@ async def store(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> Store:
     return await parse_store(param, str(tmpdir))
 
 
+@pytest.fixture
+async def store2(request: pytest.FixtureRequest, tmpdir: LEGACY_PATH) -> Store:
+    """Fixture to create a second store for testing copy operations between stores"""
+    param = request.param
+    store2_path = tmpdir.mkdir("store2")
+    return await parse_store(param, str(store2_path))
+
+
 @pytest.fixture(params=["local", "memory", "zip"])
 def sync_store(request: pytest.FixtureRequest, tmp_path: LEGACY_PATH) -> Store:
     result = sync(parse_store(request.param, str(tmp_path)))
diff --git a/tests/test_array.py b/tests/test_array.py
index 2c28892b68..5c3c556dfb 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -11,6 +11,7 @@
 
 import numcodecs
 import numpy as np
+import numpy.typing as npt
 import pytest
 from packaging.version import Version
 
@@ -1349,6 +1350,125 @@ def test_scalar_array(value: Any, zarr_format: ZarrFormat) -> None:
     assert isinstance(arr[()], NDArrayLikeOrScalar)
 
 
+@pytest.mark.parametrize("store", ["local"], indirect=True)
+@pytest.mark.parametrize("store2", ["local"], indirect=["store2"])
+@pytest.mark.parametrize("src_format", [2, 3])
+@pytest.mark.parametrize("new_format", [2, 3, None])
+async def test_creation_from_other_zarr_format(
+    store: Store,
+    store2: Store,
+    src_format: ZarrFormat,
+    new_format: ZarrFormat | None,
+) -> None:
+    if src_format == 2:
+        src = zarr.create(
+            (50, 50), chunks=(10, 10), store=store, zarr_format=src_format, dimension_separator="/"
+        )
+    else:
+        src = zarr.create(
+            (50, 50),
+            chunks=(10, 10),
+            store=store,
+            zarr_format=src_format,
+            chunk_key_encoding=("default", "."),
+        )
+
+    src[:] = np.arange(50 * 50).reshape((50, 50))
+    result = zarr.from_array(
+        store=store2,
+        data=src,
+        zarr_format=new_format,
+    )
+    np.testing.assert_array_equal(result[:], src[:])
+    assert result.fill_value == src.fill_value
+    assert result.dtype == src.dtype
+    assert result.chunks == src.chunks
+    expected_format = src_format if new_format is None else new_format
+    assert result.metadata.zarr_format == expected_format
+    if src_format == new_format:
+        assert result.metadata == src.metadata
+
+    result2 = zarr.array(
+        data=src,
+        store=store2,
+        overwrite=True,
+        zarr_format=new_format,
+    )
+    np.testing.assert_array_equal(result2[:], src[:])
+
+
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=True)
+@pytest.mark.parametrize("store2", ["local", "memory", "zip"], indirect=["store2"])
+@pytest.mark.parametrize("src_chunks", [(40, 10), (11, 50)])
+@pytest.mark.parametrize("new_chunks", [(40, 10), (11, 50)])
+async def test_from_array(
+    store: Store,
+    store2: Store,
+    src_chunks: tuple[int, int],
+    new_chunks: tuple[int, int],
+    zarr_format: ZarrFormat,
+) -> None:
+    src_fill_value = 2
+    src_dtype = np.dtype("uint8")
+    src_attributes = None
+
+    src = zarr.create(
+        (100, 10),
+        chunks=src_chunks,
+        dtype=src_dtype,
+        store=store,
+        fill_value=src_fill_value,
+        attributes=src_attributes,
+    )
+    src[:] = np.arange(1000).reshape((100, 10))
+
+    new_fill_value = 3
+    new_attributes: dict[str, JSON] = {"foo": "bar"}
+
+    result = zarr.from_array(
+        data=src,
+        store=store2,
+        chunks=new_chunks,
+        fill_value=new_fill_value,
+        attributes=new_attributes,
+    )
+
+    np.testing.assert_array_equal(result[:], src[:])
+    assert result.fill_value == new_fill_value
+    assert result.dtype == src_dtype
+    assert result.attrs == new_attributes
+    assert result.chunks == new_chunks
+
+
+@pytest.mark.parametrize("store", ["local"], indirect=True)
+@pytest.mark.parametrize("chunks", ["keep", "auto"])
+@pytest.mark.parametrize("write_data", [True, False])
+@pytest.mark.parametrize(
+    "src",
+    [
+        np.arange(1000).reshape(10, 10, 10),
+        zarr.ones((10, 10, 10)),
+        5,
+        [1, 2, 3],
+        [[1, 2, 3], [4, 5, 6]],
+    ],
+)  # add other npt.ArrayLike?
+async def test_from_array_arraylike(
+    store: Store,
+    chunks: Literal["auto", "keep"] | tuple[int, int],
+    write_data: bool,
+    src: Array | npt.ArrayLike,
+) -> None:
+    fill_value = 42
+    result = zarr.from_array(
+        store, data=src, chunks=chunks, write_data=write_data, fill_value=fill_value
+    )
+    if write_data:
+        np.testing.assert_array_equal(result[...], np.array(src))
+    else:
+        np.testing.assert_array_equal(result[...], np.full_like(src, fill_value))
+
+
 async def test_orthogonal_set_total_slice() -> None:
     """Ensure that a whole chunk overwrite does not read chunks"""
     store = MemoryStore()
diff --git a/tests/test_indexing.py b/tests/test_indexing.py
index 77363acff3..b1707c88a3 100644
--- a/tests/test_indexing.py
+++ b/tests/test_indexing.py
@@ -1902,7 +1902,7 @@ def test_iter_grid(
     """
     Test that iter_grid works as expected for 1, 2, and 3 dimensions.
     """
-    grid_shape = (5,) * ndim
+    grid_shape = (10, 5, 7)[:ndim]
 
     if origin_0d is not None:
         origin_kwarg = origin_0d * ndim
@@ -1984,3 +1984,13 @@ def test_vectorized_indexing_incompatible_shape(store) -> None:
     )
     with pytest.raises(ValueError, match="Attempting to set"):
         arr[np.array([1, 2]), np.array([1, 2])] = np.array([[-1, -2], [-3, -4]])
+
+
+def test_iter_chunk_regions():
+    chunks = (2, 3)
+    a = zarr.create((10, 10), chunks=chunks)
+    a[:] = 1
+    for region in a._iter_chunk_regions():
+        assert_array_equal(a[region], np.ones_like(a[region]))
+        a[region] = 0
+        assert_array_equal(a[region], np.zeros_like(a[region]))

From 5f49d24eb7ff1a463d954bdb5b3d14330b86cda5 Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Wed, 16 Apr 2025 10:25:57 -0400
Subject: [PATCH 1012/1078] Fix hatch matrix setup for minimal and optional
 dependencies (#2872)

* Run minimal tests without fsspec, requests, aiohttp

* Retain existing test env names

* Use importorskip

* Specify which matrix config to upload codecov on

* Remove redundant gpu env

* Add obstore to min_deps definition

* Fix optional dependency set

* Add remote_tests set to doctest
---
 .github/workflows/test.yml    |  1 +
 pyproject.toml                | 33 ++++++++++++++-------------------
 tests/test_store/test_core.py |  2 ++
 3 files changed, 17 insertions(+), 19 deletions(-)

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 7d82a95662..4160fa3506 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -64,6 +64,7 @@ jobs:
       run: |
         hatch env run --env test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} run-coverage
     - name: Upload coverage
+      if: ${{ matrix.dependency-set == 'optional' && matrix.os == 'ubuntu-latest' }}
       uses: codecov/codecov-action@v5
       with:
         token: ${{ secrets.CODECOV_TOKEN }}
diff --git a/pyproject.toml b/pyproject.toml
index 1ee5678f82..0b351c3b27 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -73,18 +73,19 @@ gpu = [
 test = [
     "coverage",
     "pytest",
+    "pytest-asyncio",
     "pytest-cov",
+    "pytest-accept",
+    "rich",
+    "mypy",
+    "hypothesis",
+]
+remote_tests = [
     'zarr[remote]',
     "botocore",
     "s3fs",
     "moto[s3,server]",
-    "pytest-asyncio",
-    "pytest-accept",
     "requests",
-    "rich",
-    "mypy",
-    "hypothesis",
-    "universal-pathlib",
 ]
 optional = ["rich", "universal-pathlib"]
 docs = [
@@ -143,28 +144,21 @@ hooks.vcs.version-file = "src/zarr/_version.py"
 [tool.hatch.envs.test]
 dependencies = [
     "numpy~={matrix:numpy}",
-    "universal_pathlib",
 ]
 features = ["test"]
 
 [[tool.hatch.envs.test.matrix]]
 python = ["3.11", "3.12", "3.13"]
 numpy = ["1.25", "2.1"]
-version = ["minimal"]
-
-[[tool.hatch.envs.test.matrix]]
-python = ["3.11", "3.12", "3.13"]
-numpy = ["1.25", "2.1"]
-features = ["optional"]
+deps = ["minimal", "optional"]
 
-[[tool.hatch.envs.test.matrix]]
-python = ["3.11", "3.12", "3.13"]
-numpy = ["1.25", "2.1"]
-features = ["gpu"]
+[tool.hatch.envs.test.overrides]
+matrix.deps.dependencies = [
+  {value = "zarr[remote, remote_tests, test, optional]", if = ["optional"]}
+]
 
 [tool.hatch.envs.test.scripts]
 run-coverage = "pytest --cov-config=pyproject.toml --cov=pkg --cov-report xml --cov=src --junitxml=junit.xml -o junit_family=legacy"
-run-coverage-gpu = "pip install cupy-cuda12x && pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov-report xml --cov=src --junitxml=junit.xml -o junit_family=legacy"
 run-coverage-html = "pytest --cov-config=pyproject.toml --cov=pkg --cov-report html --cov=src"
 run = "run-coverage --no-cov"
 run-pytest = "run"
@@ -174,7 +168,7 @@ run-hypothesis = "run-coverage --hypothesis-profile ci --run-slow-hypothesis tes
 list-env = "pip list"
 
 [tool.hatch.envs.doctest]
-features = ["test", "optional", "remote"]
+features = ["test", "optional", "remote", "remote_tests"]
 description = "Test environment for doctests"
 
 [tool.hatch.envs.doctest.scripts]
@@ -255,6 +249,7 @@ dependencies = [
     'universal_pathlib==0.0.22',
     'typing_extensions==4.9.*',
     'donfig==0.8.*',
+    'obstore==0.5.*',
     # test deps
     'zarr[test]',
 ]
diff --git a/tests/test_store/test_core.py b/tests/test_store/test_core.py
index bce582a746..87d0e6e40d 100644
--- a/tests/test_store/test_core.py
+++ b/tests/test_store/test_core.py
@@ -121,6 +121,8 @@ async def test_make_store_path_invalid() -> None:
 
 async def test_make_store_path_fsspec(monkeypatch) -> None:
     pytest.importorskip("fsspec")
+    pytest.importorskip("requests")
+    pytest.importorskip("aiohttp")
     store_path = await make_store_path("http://foo.com/bar")
     assert isinstance(store_path.store, FsspecStore)
 

From f9b5a3bf47e981c58a66222a15bd0df9413b8662 Mon Sep 17 00:00:00 2001
From: Christine Smit <christine.e.smit@nasa.gov>
Date: Thu, 17 Apr 2025 19:01:37 -0400
Subject: [PATCH 1013/1078] =?UTF-8?q?updated=20migration=20documention=20t?=
 =?UTF-8?q?o=20say=20that=20'.'=20syntax=20is=20no=20longer=20all=E2=80=A6?=
 =?UTF-8?q?=20(#2997)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* updated migration documention to say that '.' syntax is no longer allowed for variables in groups

* fixed spelling error
---
 changes/2991.doc.rst             | 1 +
 docs/user-guide/v3_migration.rst | 2 ++
 2 files changed, 3 insertions(+)
 create mode 100644 changes/2991.doc.rst

diff --git a/changes/2991.doc.rst b/changes/2991.doc.rst
new file mode 100644
index 0000000000..828cfcdb2f
--- /dev/null
+++ b/changes/2991.doc.rst
@@ -0,0 +1 @@
+Updated the 3.0 migration guide to include the removal of "." syntax for getting group members.
diff --git a/docs/user-guide/v3_migration.rst b/docs/user-guide/v3_migration.rst
index 678a3aafb7..a6258534e4 100644
--- a/docs/user-guide/v3_migration.rst
+++ b/docs/user-guide/v3_migration.rst
@@ -117,6 +117,8 @@ The Group class
 
    - Use :func:`zarr.Group.create_array` in place of :func:`zarr.Group.create_dataset`
    - Use :func:`zarr.Group.require_array` in place of :func:`zarr.Group.require_dataset`
+3. Disallow "." syntax for getting group members. To get a member of a group named ``foo``,
+   use ``group["foo"]`` in place of ``group.foo``.
 
 The Store class
 ~~~~~~~~~~~~~~~

From 84d3284664b0328ce650f679dbdfc51a7e2fad0b Mon Sep 17 00:00:00 2001
From: Matthew Iannucci <mpiannucci@gmail.com>
Date: Fri, 18 Apr 2025 10:51:21 -0400
Subject: [PATCH 1014/1078] Fix nan encoding in consolidated metadata (#2996)

* Fix nan encoding in consolidated metadata

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 changes/2996.bugfix.rst                  |  4 +++
 src/zarr/core/group.py                   |  8 +++---
 tests/test_metadata/test_consolidated.py | 34 ++++++++++++++++++++++++
 3 files changed, 42 insertions(+), 4 deletions(-)
 create mode 100644 changes/2996.bugfix.rst

diff --git a/changes/2996.bugfix.rst b/changes/2996.bugfix.rst
new file mode 100644
index 0000000000..977dc79d0b
--- /dev/null
+++ b/changes/2996.bugfix.rst
@@ -0,0 +1,4 @@
+Fixes `ConsolidatedMetadata` serialization of `nan`, `inf`, and `-inf` to be
+consistent with the behavior of `ArrayMetadata`.
+
+
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index da2aa5f754..925252ccf0 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -49,7 +49,7 @@
 )
 from zarr.core.config import config
 from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
-from zarr.core.metadata.v3 import V3JsonEncoder
+from zarr.core.metadata.v3 import V3JsonEncoder, _replace_special_floats
 from zarr.core.sync import SyncMixin, sync
 from zarr.errors import ContainsArrayError, ContainsGroupError, MetadataValidationError
 from zarr.storage import StoreLike, StorePath
@@ -334,7 +334,7 @@ def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
         if self.zarr_format == 3:
             return {
                 ZARR_JSON: prototype.buffer.from_bytes(
-                    json.dumps(self.to_dict(), cls=V3JsonEncoder).encode()
+                    json.dumps(_replace_special_floats(self.to_dict()), cls=V3JsonEncoder).encode()
                 )
             }
         else:
@@ -355,10 +355,10 @@ def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
                 assert isinstance(consolidated_metadata, dict)
                 for k, v in consolidated_metadata.items():
                     attrs = v.pop("attributes", None)
-                    d[f"{k}/{ZATTRS_JSON}"] = attrs
+                    d[f"{k}/{ZATTRS_JSON}"] = _replace_special_floats(attrs)
                     if "shape" in v:
                         # it's an array
-                        d[f"{k}/{ZARRAY_JSON}"] = v
+                        d[f"{k}/{ZARRAY_JSON}"] = _replace_special_floats(v)
                     else:
                         d[f"{k}/{ZGROUP_JSON}"] = {
                             "zarr_format": self.zarr_format,
diff --git a/tests/test_metadata/test_consolidated.py b/tests/test_metadata/test_consolidated.py
index c1ff2e130a..a179982e94 100644
--- a/tests/test_metadata/test_consolidated.py
+++ b/tests/test_metadata/test_consolidated.py
@@ -573,3 +573,37 @@ async def test_use_consolidated_false(
             assert len([x async for x in good.members()]) == 2
             assert good.metadata.consolidated_metadata
             assert sorted(good.metadata.consolidated_metadata.metadata) == ["a", "b"]
+
+
+@pytest.mark.parametrize("fill_value", [np.nan, np.inf, -np.inf])
+async def test_consolidated_metadata_encodes_special_chars(
+    memory_store: Store, zarr_format: ZarrFormat, fill_value: float
+):
+    root = await group(store=memory_store, zarr_format=zarr_format)
+    _child = await root.create_group("child", attributes={"test": fill_value})
+    _time = await root.create_array("time", shape=(12,), dtype=np.float64, fill_value=fill_value)
+    await zarr.api.asynchronous.consolidate_metadata(memory_store)
+
+    root = await group(store=memory_store, zarr_format=zarr_format)
+    root_buffer = root.metadata.to_buffer_dict(default_buffer_prototype())
+
+    if zarr_format == 2:
+        root_metadata = json.loads(root_buffer[".zmetadata"].to_bytes().decode("utf-8"))["metadata"]
+    elif zarr_format == 3:
+        root_metadata = json.loads(root_buffer["zarr.json"].to_bytes().decode("utf-8"))[
+            "consolidated_metadata"
+        ]["metadata"]
+
+    if np.isnan(fill_value):
+        expected_fill_value = "NaN"
+    elif np.isneginf(fill_value):
+        expected_fill_value = "-Infinity"
+    elif np.isinf(fill_value):
+        expected_fill_value = "Infinity"
+
+    if zarr_format == 2:
+        assert root_metadata["child/.zattrs"]["test"] == expected_fill_value
+        assert root_metadata["time/.zarray"]["fill_value"] == expected_fill_value
+    elif zarr_format == 3:
+        assert root_metadata["child"]["attributes"]["test"] == expected_fill_value
+        assert root_metadata["time"]["fill_value"] == expected_fill_value

From bb55f0c58320a6d27be3a0ba918feee398a53db4 Mon Sep 17 00:00:00 2001
From: Elliott Sales de Andrade <quantum.analyst@gmail.com>
Date: Sat, 19 Apr 2025 10:05:28 -0400
Subject: [PATCH 1015/1078] Use unsigned bytes to back Buffer (#2738)

This makes compressors consistent with v2, and buffers consistents with
`bytes` types.

Fixes #2735

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: David Stansby <dstansby@gmail.com>
Co-authored-by: jakirkham <jakirkham@gmail.com>
---
 src/zarr/codecs/bytes.py     |  2 +-
 src/zarr/codecs/crc32c_.py   |  2 +-
 src/zarr/core/buffer/core.py |  4 ++--
 src/zarr/core/buffer/cpu.py  |  8 ++++----
 src/zarr/core/buffer/gpu.py  | 10 +++++-----
 5 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index 78c7b22fbc..750707d36a 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -114,7 +114,7 @@ async def _encode_single(
 
         nd_array = chunk_array.as_ndarray_like()
         # Flatten the nd-array (only copy if needed) and reinterpret as bytes
-        nd_array = nd_array.ravel().view(dtype="b")
+        nd_array = nd_array.ravel().view(dtype="B")
         return chunk_spec.prototype.buffer.from_array_like(nd_array)
 
     def compute_encoded_size(self, input_byte_length: int, _chunk_spec: ArraySpec) -> int:
diff --git a/src/zarr/codecs/crc32c_.py b/src/zarr/codecs/crc32c_.py
index 3a6624ad25..ab8a57eba7 100644
--- a/src/zarr/codecs/crc32c_.py
+++ b/src/zarr/codecs/crc32c_.py
@@ -57,7 +57,7 @@ async def _encode_single(
         # Calculate the checksum and "cast" it to a numpy array
         checksum = np.array([crc32c(cast(typing_extensions.Buffer, data))], dtype=np.uint32)
         # Append the checksum (as bytes) to the data
-        return chunk_spec.prototype.buffer.from_array_like(np.append(data, checksum.view("b")))
+        return chunk_spec.prototype.buffer.from_array_like(np.append(data, checksum.view("B")))
 
     def compute_encoded_size(self, input_byte_length: int, _chunk_spec: ArraySpec) -> int:
         return input_byte_length + 4
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index 70d408d32b..1318f868a0 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -143,7 +143,7 @@ class Buffer(ABC):
     def __init__(self, array_like: ArrayLike) -> None:
         if array_like.ndim != 1:
             raise ValueError("array_like: only 1-dim allowed")
-        if array_like.dtype != np.dtype("b"):
+        if array_like.dtype != np.dtype("B"):
             raise ValueError("array_like: only byte dtype allowed")
         self._data = array_like
 
@@ -306,7 +306,7 @@ class NDBuffer:
     Notes
     -----
     The two buffer classes Buffer and NDBuffer are very similar. In fact, Buffer
-    is a special case of NDBuffer where dim=1, stride=1, and dtype="b". However,
+    is a special case of NDBuffer where dim=1, stride=1, and dtype="B". However,
     in order to use Python's type system to differentiate between the contiguous
     Buffer and the n-dim (non-contiguous) NDBuffer, we keep the definition of the
     two classes separate.
diff --git a/src/zarr/core/buffer/cpu.py b/src/zarr/core/buffer/cpu.py
index 225adb6f5c..8464518818 100644
--- a/src/zarr/core/buffer/cpu.py
+++ b/src/zarr/core/buffer/cpu.py
@@ -49,7 +49,7 @@ def __init__(self, array_like: ArrayLike) -> None:
 
     @classmethod
     def create_zero_length(cls) -> Self:
-        return cls(np.array([], dtype="b"))
+        return cls(np.array([], dtype="B"))
 
     @classmethod
     def from_buffer(cls, buffer: core.Buffer) -> Self:
@@ -92,7 +92,7 @@ def from_bytes(cls, bytes_like: BytesLike) -> Self:
         -------
             New buffer representing `bytes_like`
         """
-        return cls.from_array_like(np.frombuffer(bytes_like, dtype="b"))
+        return cls.from_array_like(np.frombuffer(bytes_like, dtype="B"))
 
     def as_numpy_array(self) -> npt.NDArray[Any]:
         """Returns the buffer as a NumPy array (host memory).
@@ -111,7 +111,7 @@ def __add__(self, other: core.Buffer) -> Self:
         """Concatenate two buffers"""
 
         other_array = other.as_array_like()
-        assert other_array.dtype == np.dtype("b")
+        assert other_array.dtype == np.dtype("B")
         return self.__class__(
             np.concatenate((np.asanyarray(self._data), np.asanyarray(other_array)))
         )
@@ -131,7 +131,7 @@ class NDBuffer(core.NDBuffer):
     Notes
     -----
     The two buffer classes Buffer and NDBuffer are very similar. In fact, Buffer
-    is a special case of NDBuffer where dim=1, stride=1, and dtype="b". However,
+    is a special case of NDBuffer where dim=1, stride=1, and dtype="B". However,
     in order to use Python's type system to differentiate between the contiguous
     Buffer and the n-dim (non-contiguous) NDBuffer, we keep the definition of the
     two classes separate.
diff --git a/src/zarr/core/buffer/gpu.py b/src/zarr/core/buffer/gpu.py
index aac6792cff..77d2731c71 100644
--- a/src/zarr/core/buffer/gpu.py
+++ b/src/zarr/core/buffer/gpu.py
@@ -59,7 +59,7 @@ def __init__(self, array_like: ArrayLike) -> None:
 
         if array_like.ndim != 1:
             raise ValueError("array_like: only 1-dim allowed")
-        if array_like.dtype != np.dtype("b"):
+        if array_like.dtype != np.dtype("B"):
             raise ValueError("array_like: only byte dtype allowed")
 
         if not hasattr(array_like, "__cuda_array_interface__"):
@@ -84,7 +84,7 @@ def create_zero_length(cls) -> Self:
         -------
             New empty 0-length buffer
         """
-        return cls(cp.array([], dtype="b"))
+        return cls(cp.array([], dtype="B"))
 
     @classmethod
     def from_buffer(cls, buffer: core.Buffer) -> Self:
@@ -100,14 +100,14 @@ def from_buffer(cls, buffer: core.Buffer) -> Self:
 
     @classmethod
     def from_bytes(cls, bytes_like: BytesLike) -> Self:
-        return cls.from_array_like(cp.frombuffer(bytes_like, dtype="b"))
+        return cls.from_array_like(cp.frombuffer(bytes_like, dtype="B"))
 
     def as_numpy_array(self) -> npt.NDArray[Any]:
         return cast(npt.NDArray[Any], cp.asnumpy(self._data))
 
     def __add__(self, other: core.Buffer) -> Self:
         other_array = other.as_array_like()
-        assert other_array.dtype == np.dtype("b")
+        assert other_array.dtype == np.dtype("B")
         gpu_other = Buffer(other_array)
         gpu_other_array = gpu_other.as_array_like()
         return self.__class__(
@@ -129,7 +129,7 @@ class NDBuffer(core.NDBuffer):
     Notes
     -----
     The two buffer classes Buffer and NDBuffer are very similar. In fact, Buffer
-    is a special case of NDBuffer where dim=1, stride=1, and dtype="b". However,
+    is a special case of NDBuffer where dim=1, stride=1, and dtype="B". However,
     in order to use Python's type system to differentiate between the contiguous
     Buffer and the n-dim (non-contiguous) NDBuffer, we keep the definition of the
     two classes separate.

From a0761ac5f2ce36f630a8c63a0505d5eb6d998311 Mon Sep 17 00:00:00 2001
From: Kyle Barron <kyle@developmentseed.org>
Date: Mon, 21 Apr 2025 07:47:03 -0400
Subject: [PATCH 1016/1078] fix: Special-case suffix requests in obstore
 backend to support Azure (#2994)

* Special-case suffix requests in obstore backend

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 src/zarr/storage/_obstore.py | 92 +++++++++++++++++++++++++++++++++---
 1 file changed, 85 insertions(+), 7 deletions(-)

diff --git a/src/zarr/storage/_obstore.py b/src/zarr/storage/_obstore.py
index 79afa08d15..4381acb2ae 100644
--- a/src/zarr/storage/_obstore.py
+++ b/src/zarr/storage/_obstore.py
@@ -106,10 +106,25 @@ async def get(
                 )
                 return prototype.buffer.from_bytes(await resp.bytes_async())  # type: ignore[arg-type]
             elif isinstance(byte_range, SuffixByteRequest):
-                resp = await obs.get_async(
-                    self.store, key, options={"range": {"suffix": byte_range.suffix}}
-                )
-                return prototype.buffer.from_bytes(await resp.bytes_async())  # type: ignore[arg-type]
+                # some object stores (Azure) don't support suffix requests. In this
+                # case, our workaround is to first get the length of the object and then
+                # manually request the byte range at the end.
+                try:
+                    resp = await obs.get_async(
+                        self.store, key, options={"range": {"suffix": byte_range.suffix}}
+                    )
+                    return prototype.buffer.from_bytes(await resp.bytes_async())  # type: ignore[arg-type]
+                except obs.exceptions.NotSupportedError:
+                    head_resp = await obs.head_async(self.store, key)
+                    file_size = head_resp["size"]
+                    suffix_len = byte_range.suffix
+                    buffer = await obs.get_range_async(
+                        self.store,
+                        key,
+                        start=file_size - suffix_len,
+                        length=suffix_len,
+                    )
+                    return prototype.buffer.from_bytes(buffer)  # type: ignore[arg-type]
             else:
                 raise ValueError(f"Unexpected byte_range, got {byte_range}")
         except _ALLOWED_EXCEPTIONS:
@@ -265,10 +280,29 @@ class _OtherRequest(TypedDict):
     path: str
     """The path to request from."""
 
-    range: OffsetRange | SuffixRange | None
+    range: OffsetRange | None
+    # Note: suffix requests are handled separately because some object stores (Azure)
+    # don't support them
     """The range request type."""
 
 
+class _SuffixRequest(TypedDict):
+    """Offset or suffix range requests.
+
+    These requests cannot be concurrent on the Rust side, and each need their own call
+    to `obstore.get_async`, passing in the `range` parameter.
+    """
+
+    original_request_index: int
+    """The positional index in the original key_ranges input"""
+
+    path: str
+    """The path to request from."""
+
+    range: SuffixRange
+    """The suffix range."""
+
+
 class _Response(TypedDict):
     """A response buffer associated with the original index that it should be restored to."""
 
@@ -317,7 +351,7 @@ async def _make_other_request(
     prototype: BufferPrototype,
     semaphore: asyncio.Semaphore,
 ) -> list[_Response]:
-    """Make suffix or offset requests.
+    """Make offset or full-file requests.
 
     We return a `list[_Response]` for symmetry with `_make_bounded_requests` so that all
     futures can be gathered together.
@@ -339,6 +373,46 @@ async def _make_other_request(
     ]
 
 
+async def _make_suffix_request(
+    store: _UpstreamObjectStore,
+    request: _SuffixRequest,
+    prototype: BufferPrototype,
+    semaphore: asyncio.Semaphore,
+) -> list[_Response]:
+    """Make suffix requests.
+
+    This is separated out from `_make_other_request` because some object stores (Azure)
+    don't support suffix requests. In this case, our workaround is to first get the
+    length of the object and then manually request the byte range at the end.
+
+    We return a `list[_Response]` for symmetry with `_make_bounded_requests` so that all
+    futures can be gathered together.
+    """
+    import obstore as obs
+
+    async with semaphore:
+        try:
+            resp = await obs.get_async(store, request["path"], options={"range": request["range"]})
+            buffer = await resp.bytes_async()
+        except obs.exceptions.NotSupportedError:
+            head_resp = await obs.head_async(store, request["path"])
+            file_size = head_resp["size"]
+            suffix_len = request["range"]["suffix"]
+            buffer = await obs.get_range_async(
+                store,
+                request["path"],
+                start=file_size - suffix_len,
+                length=suffix_len,
+            )
+
+    return [
+        {
+            "original_request_index": request["original_request_index"],
+            "buffer": prototype.buffer.from_bytes(buffer),  # type: ignore[arg-type]
+        }
+    ]
+
+
 async def _get_partial_values(
     store: _UpstreamObjectStore,
     prototype: BufferPrototype,
@@ -358,6 +432,7 @@ async def _get_partial_values(
     key_ranges = list(key_ranges)
     per_file_bounded_requests: dict[str, list[_BoundedRequest]] = defaultdict(list)
     other_requests: list[_OtherRequest] = []
+    suffix_requests: list[_SuffixRequest] = []
 
     for idx, (path, byte_range) in enumerate(key_ranges):
         if byte_range is None:
@@ -381,7 +456,7 @@ async def _get_partial_values(
                 }
             )
         elif isinstance(byte_range, SuffixByteRequest):
-            other_requests.append(
+            suffix_requests.append(
                 {
                     "original_request_index": idx,
                     "path": path,
@@ -402,6 +477,9 @@ async def _get_partial_values(
     for request in other_requests:
         futs.append(_make_other_request(store, request, prototype, semaphore=semaphore))  # noqa: PERF401
 
+    for suffix_request in suffix_requests:
+        futs.append(_make_suffix_request(store, suffix_request, prototype, semaphore=semaphore))  # noqa: PERF401
+
     buffers: list[Buffer | None] = [None] * len(key_ranges)
 
     for responses in await asyncio.gather(*futs):

From 45186538b0525a5c3bf5a4420ae0f27adf37c050 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Mon, 21 Apr 2025 18:18:54 +0100
Subject: [PATCH 1017/1078] More consistent store docstrings (#2976)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 src/zarr/storage/_fsspec.py  | 2 +-
 src/zarr/storage/_local.py   | 2 +-
 src/zarr/storage/_logging.py | 2 +-
 src/zarr/storage/_memory.py  | 8 +++++---
 src/zarr/storage/_obstore.py | 3 ++-
 src/zarr/storage/_wrapper.py | 3 ++-
 src/zarr/storage/_zip.py     | 2 +-
 7 files changed, 13 insertions(+), 9 deletions(-)

diff --git a/src/zarr/storage/_fsspec.py b/src/zarr/storage/_fsspec.py
index a4730a93d9..40f1b2fbc0 100644
--- a/src/zarr/storage/_fsspec.py
+++ b/src/zarr/storage/_fsspec.py
@@ -32,7 +32,7 @@
 
 class FsspecStore(Store):
     """
-    A remote Store based on FSSpec
+    Store for remote data based on FSSpec.
 
     Parameters
     ----------
diff --git a/src/zarr/storage/_local.py b/src/zarr/storage/_local.py
index bd5bfc1da2..85d244f17b 100644
--- a/src/zarr/storage/_local.py
+++ b/src/zarr/storage/_local.py
@@ -67,7 +67,7 @@ def _put(
 
 class LocalStore(Store):
     """
-    Local file system store.
+    Store for the local file system.
 
     Parameters
     ----------
diff --git a/src/zarr/storage/_logging.py b/src/zarr/storage/_logging.py
index 5f1a97acd9..a2164a418f 100644
--- a/src/zarr/storage/_logging.py
+++ b/src/zarr/storage/_logging.py
@@ -24,7 +24,7 @@
 
 class LoggingStore(WrapperStore[T_Store]):
     """
-    Store wrapper that logs all calls to the wrapped store.
+    Store that logs all calls to another wrapped store.
 
     Parameters
     ----------
diff --git a/src/zarr/storage/_memory.py b/src/zarr/storage/_memory.py
index b37fc8d5c9..ea25f82a3b 100644
--- a/src/zarr/storage/_memory.py
+++ b/src/zarr/storage/_memory.py
@@ -19,7 +19,7 @@
 
 class MemoryStore(Store):
     """
-    In-memory store.
+    Store for local memory.
 
     Parameters
     ----------
@@ -173,8 +173,10 @@ async def list_dir(self, prefix: str) -> AsyncIterator[str]:
 
 
 class GpuMemoryStore(MemoryStore):
-    """A GPU only memory store that stores every chunk in GPU memory irrespective
-    of the original location.
+    """
+    Store for GPU memory.
+
+    Stores every chunk in GPU memory irrespective of the original location.
 
     The dictionary of buffers to initialize this memory store with *must* be
     GPU Buffers.
diff --git a/src/zarr/storage/_obstore.py b/src/zarr/storage/_obstore.py
index 4381acb2ae..8c2469747d 100644
--- a/src/zarr/storage/_obstore.py
+++ b/src/zarr/storage/_obstore.py
@@ -37,7 +37,8 @@
 
 
 class ObjectStore(Store):
-    """A Zarr store that uses obstore for fast read/write from AWS, GCP, Azure.
+    """
+    Store that uses obstore for fast read/write from AWS, GCP, Azure.
 
     Parameters
     ----------
diff --git a/src/zarr/storage/_wrapper.py b/src/zarr/storage/_wrapper.py
index 349048e495..f21d378191 100644
--- a/src/zarr/storage/_wrapper.py
+++ b/src/zarr/storage/_wrapper.py
@@ -18,7 +18,8 @@
 
 class WrapperStore(Store, Generic[T_Store]):
     """
-    A store class that wraps an existing ``Store`` instance.
+    Store that wraps an existing Store.
+
     By default all of the store methods are delegated to the wrapped store instance, which is
     accessible via the ``._store`` attribute of this class.
 
diff --git a/src/zarr/storage/_zip.py b/src/zarr/storage/_zip.py
index bbfe6c67aa..f9eb8d8808 100644
--- a/src/zarr/storage/_zip.py
+++ b/src/zarr/storage/_zip.py
@@ -24,7 +24,7 @@
 
 class ZipStore(Store):
     """
-    Storage class using a ZIP file.
+    Store using a ZIP file.
 
     Parameters
     ----------

From cf879eb78cfaebe85c5cc42fd2bd0daab898b023 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 22 Apr 2025 23:18:26 +0100
Subject: [PATCH 1018/1078] Improve array and group docstringspc (#2975)

---
 src/zarr/core/array.py | 4 +++-
 src/zarr/core/group.py | 4 ++++
 2 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index f2c88c508b..62efe44e4c 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -1711,7 +1711,9 @@ def _info(
 # TODO: Array can be a frozen data class again once property setters (e.g. shape) are removed
 @dataclass(frozen=False)
 class Array:
-    """Instantiate an array from an initialized store."""
+    """
+    A Zarr array.
+    """
 
     _async_array: AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]
 
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 925252ccf0..3f8dad1740 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1744,6 +1744,10 @@ async def move(self, source: str, dest: str) -> None:
 
 @dataclass(frozen=True)
 class Group(SyncMixin):
+    """
+    A Zarr group.
+    """
+
     _async_group: AsyncGroup
 
     @classmethod

From 630897b7ba55a0c6d0aa376b86399a55ef8088b5 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Wed, 23 Apr 2025 16:51:30 +0200
Subject: [PATCH 1019/1078] 3.0.7 release notes (#3008)

* create 3.0.7 release notes

* describe misc changes

* add pr link for 2997
---
 changes/1661.feature.rst |  1 -
 changes/2622.feature.rst |  1 -
 changes/2714.misc.rst    |  1 -
 changes/2718.bugfix.rst  |  3 ---
 changes/2802.fix.rst     |  1 -
 changes/2924.chore.rst   |  2 --
 changes/2944.misc.rst    |  1 -
 changes/2991.doc.rst     |  1 -
 changes/2996.bugfix.rst  |  4 ----
 docs/release-notes.rst   | 36 ++++++++++++++++++++++++++++++++++++
 10 files changed, 36 insertions(+), 15 deletions(-)
 delete mode 100644 changes/1661.feature.rst
 delete mode 100644 changes/2622.feature.rst
 delete mode 100644 changes/2714.misc.rst
 delete mode 100644 changes/2718.bugfix.rst
 delete mode 100644 changes/2802.fix.rst
 delete mode 100644 changes/2924.chore.rst
 delete mode 100644 changes/2944.misc.rst
 delete mode 100644 changes/2991.doc.rst
 delete mode 100644 changes/2996.bugfix.rst

diff --git a/changes/1661.feature.rst b/changes/1661.feature.rst
deleted file mode 100644
index 38d60b23c1..0000000000
--- a/changes/1661.feature.rst
+++ /dev/null
@@ -1 +0,0 @@
-Add experimental ObjectStore storage class based on obstore.
\ No newline at end of file
diff --git a/changes/2622.feature.rst b/changes/2622.feature.rst
deleted file mode 100644
index f5c7cbe192..0000000000
--- a/changes/2622.feature.rst
+++ /dev/null
@@ -1 +0,0 @@
-Add ``zarr.from_array`` using concurrent streaming of source data
\ No newline at end of file
diff --git a/changes/2714.misc.rst b/changes/2714.misc.rst
deleted file mode 100644
index 9ab55089d2..0000000000
--- a/changes/2714.misc.rst
+++ /dev/null
@@ -1 +0,0 @@
-Make warning filters in the tests more specific, so warnings emitted by tests added in the future are more likely to be caught instead of ignored.
diff --git a/changes/2718.bugfix.rst b/changes/2718.bugfix.rst
deleted file mode 100644
index 48ddf8b5a8..0000000000
--- a/changes/2718.bugfix.rst
+++ /dev/null
@@ -1,3 +0,0 @@
-0-dimensional arrays are now returning a scalar. Therefore, the return type of ``__getitem__`` changed
-to NDArrayLikeOrScalar. This change is to make the behavior of 0-dimensional arrays consistent with
-``numpy`` scalars.
\ No newline at end of file
diff --git a/changes/2802.fix.rst b/changes/2802.fix.rst
deleted file mode 100644
index 471ddf66f4..0000000000
--- a/changes/2802.fix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Fix `fill_value` serialization for `NaN` in `ArrayV2Metadata` and add property-based testing of round-trip serialization
\ No newline at end of file
diff --git a/changes/2924.chore.rst b/changes/2924.chore.rst
deleted file mode 100644
index 7bfbb2e1c7..0000000000
--- a/changes/2924.chore.rst
+++ /dev/null
@@ -1,2 +0,0 @@
-Define a new versioning policy based on Effective Effort Versioning. This replaces the old
-Semantic Versioning-based policy.
\ No newline at end of file
diff --git a/changes/2944.misc.rst b/changes/2944.misc.rst
deleted file mode 100644
index 48356a1fef..0000000000
--- a/changes/2944.misc.rst
+++ /dev/null
@@ -1 +0,0 @@
-Avoid an unnecessary memory copy when writing Zarr to a local file
diff --git a/changes/2991.doc.rst b/changes/2991.doc.rst
deleted file mode 100644
index 828cfcdb2f..0000000000
--- a/changes/2991.doc.rst
+++ /dev/null
@@ -1 +0,0 @@
-Updated the 3.0 migration guide to include the removal of "." syntax for getting group members.
diff --git a/changes/2996.bugfix.rst b/changes/2996.bugfix.rst
deleted file mode 100644
index 977dc79d0b..0000000000
--- a/changes/2996.bugfix.rst
+++ /dev/null
@@ -1,4 +0,0 @@
-Fixes `ConsolidatedMetadata` serialization of `nan`, `inf`, and `-inf` to be
-consistent with the behavior of `ArrayMetadata`.
-
-
diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index c585e4f0d3..341a32c364 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -3,6 +3,42 @@ Release notes
 
 .. towncrier release notes start
 
+3.0.7 (2025-04-22)
+------------------
+
+Features
+~~~~~~~~
+
+- Add experimental ObjectStore storage class based on obstore. (:issue:`1661`)
+- Add ``zarr.from_array`` using concurrent streaming of source data (:issue:`2622`)
+
+
+Bugfixes
+~~~~~~~~
+
+- 0-dimensional arrays are now returning a scalar. Therefore, the return type of ``__getitem__`` changed
+  to NDArrayLikeOrScalar. This change is to make the behavior of 0-dimensional arrays consistent with
+  ``numpy`` scalars. (:issue:`2718`)
+- Fix `fill_value` serialization for `NaN` in `ArrayV2Metadata` and add property-based testing of round-trip serialization (:issue:`2802`)
+- Fixes `ConsolidatedMetadata` serialization of `nan`, `inf`, and `-inf` to be
+  consistent with the behavior of `ArrayMetadata`. (:issue:`2996`)
+
+
+Improved Documentation
+~~~~~~~~~~~~~~~~~~~~~~
+
+- Updated the 3.0 migration guide to include the removal of "." syntax for getting group members. (:issue:`2991`, :issue:`2997`)
+
+
+Misc
+~~~~
+- Define a new versioning policy based on Effective Effort Versioning. This replaces the old Semantic
+  Versioning-based policy. (:issue:`2924`, :issue:`2910`)
+- Make warning filters in the tests more specific, so warnings emitted by tests added in the future
+  are more likely to be caught instead of ignored. (:issue:`2714`)
+- Avoid an unnecessary memory copy when writing Zarr to a local file (:issue:`2944`)
+
+
 3.0.6 (2025-03-20)
 ------------------
 

From 5f4aeb457072a503d92e6c63c6b66f920cb91611 Mon Sep 17 00:00:00 2001
From: Altay Sansal <tasansal@users.noreply.github.com>
Date: Thu, 24 Apr 2025 11:26:31 -0500
Subject: [PATCH 1020/1078] remove debug print statement (#3007)

---
 src/zarr/core/metadata/v2.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index 11f14b37aa..d19193963f 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -294,7 +294,6 @@ def parse_metadata(data: ArrayV2Metadata) -> ArrayV2Metadata:
 
 def _parse_structured_fill_value(fill_value: Any, dtype: np.dtype[Any]) -> Any:
     """Handle structured dtype/fill value pairs"""
-    print("FILL VALUE", fill_value, "DT", dtype)
     try:
         if isinstance(fill_value, list):
             return np.array([tuple(fill_value)], dtype=dtype)[0]

From 0351c4e524e60b849dbaca2c00fabee20e882f46 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Fri, 25 Apr 2025 08:27:45 -0600
Subject: [PATCH 1021/1078] hypothesis: Don't generate node name: 'zarr.json'
 (#3020)

---
 src/zarr/testing/strategies.py | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index f2dc38483a..663d46034d 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -96,11 +96,15 @@ def clear_store(x: Store) -> Store:
 zarr_key_chars = st.sampled_from(
     ".-0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ_abcdefghijklmnopqrstuvwxyz"
 )
-node_names = st.text(zarr_key_chars, min_size=1).filter(
-    lambda t: t not in (".", "..") and not t.startswith("__")
+node_names = (
+    st.text(zarr_key_chars, min_size=1)
+    .filter(lambda t: t not in (".", "..") and not t.startswith("__"))
+    .filter(lambda name: name.lower() != "zarr.json")
 )
-short_node_names = st.text(zarr_key_chars, max_size=3, min_size=1).filter(
-    lambda t: t not in (".", "..") and not t.startswith("__")
+short_node_names = (
+    st.text(zarr_key_chars, max_size=3, min_size=1)
+    .filter(lambda t: t not in (".", "..") and not t.startswith("__"))
+    .filter(lambda name: name.lower() != "zarr.json")
 )
 array_names = node_names
 attrs = st.none() | st.dictionaries(_attr_keys, _attr_values)

From 0c7677890d497918ae11d7a633c5fac93781f211 Mon Sep 17 00:00:00 2001
From: Ilan Gold <ilanbassgold@gmail.com>
Date: Wed, 30 Apr 2025 18:10:38 +0200
Subject: [PATCH 1022/1078] (fix): structured dtype fill value consolidated
 metadata (#3015)

* (fix): structured dtype consolidated metadata fill value

* (chore): relnote

* (chore): test

* (fix): more robust testing

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 changes/2998.bugfix.md         |  1 +
 src/zarr/core/group.py         |  9 ++++++++-
 tests/test_metadata/test_v2.py | 25 +++++++++++++++++++++++++
 3 files changed, 34 insertions(+), 1 deletion(-)
 create mode 100644 changes/2998.bugfix.md

diff --git a/changes/2998.bugfix.md b/changes/2998.bugfix.md
new file mode 100644
index 0000000000..7b94223122
--- /dev/null
+++ b/changes/2998.bugfix.md
@@ -0,0 +1 @@
+Fix structured `dtype` fill value serialization for consolidated metadata
\ No newline at end of file
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 3f8dad1740..3f4f15b9e9 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import asyncio
+import base64
 import itertools
 import json
 import logging
@@ -358,7 +359,13 @@ def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
                     d[f"{k}/{ZATTRS_JSON}"] = _replace_special_floats(attrs)
                     if "shape" in v:
                         # it's an array
-                        d[f"{k}/{ZARRAY_JSON}"] = _replace_special_floats(v)
+                        if isinstance(v.get("fill_value", None), np.void):
+                            v["fill_value"] = base64.standard_b64encode(
+                                cast(bytes, v["fill_value"])
+                            ).decode("ascii")
+                        else:
+                            v = _replace_special_floats(v)
+                        d[f"{k}/{ZARRAY_JSON}"] = v
                     else:
                         d[f"{k}/{ZGROUP_JSON}"] = {
                             "zarr_format": self.zarr_format,
diff --git a/tests/test_metadata/test_v2.py b/tests/test_metadata/test_v2.py
index 4600a977d4..08b9cb2507 100644
--- a/tests/test_metadata/test_v2.py
+++ b/tests/test_metadata/test_v2.py
@@ -316,3 +316,28 @@ def test_zstd_checksum() -> None:
         arr.metadata.to_buffer_dict(default_buffer_prototype())[".zarray"].to_bytes()
     )
     assert "checksum" not in metadata["compressor"]
+
+
+@pytest.mark.parametrize(
+    "fill_value", [None, np.void((0, 0), np.dtype([("foo", "i4"), ("bar", "i4")]))]
+)
+def test_structured_dtype_fill_value_serialization(tmp_path, fill_value):
+    group_path = tmp_path / "test.zarr"
+    root_group = zarr.open_group(group_path, mode="w", zarr_format=2)
+    dtype = np.dtype([("foo", "i4"), ("bar", "i4")])
+    root_group.create_array(
+        name="structured_dtype",
+        shape=(100, 100),
+        chunks=(100, 100),
+        dtype=dtype,
+        fill_value=fill_value,
+    )
+
+    zarr.consolidate_metadata(root_group.store, zarr_format=2)
+    root_group = zarr.open_group(group_path, mode="r")
+    assert (
+        root_group.metadata.consolidated_metadata.to_dict()["metadata"]["structured_dtype"][
+            "fill_value"
+        ]
+        == fill_value
+    )

From 36a1bac850c50fbaa1708f8986edd5766f5fd67b Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 30 Apr 2025 17:55:27 +0100
Subject: [PATCH 1023/1078] Fix specifying memory order in v2 arrays (#2951)

* Fix specifying memory order in v2 arrays

* Re-work test_order

* Fix getting array order in v3

* Fix order of arrays for v2

* Fix order with V3 arrays

* Fix mypy

* Remove errant print()

* Fix order with v3 arrays

* Fix v2 test

* Add numpy order parametrization

* Add changelog entry
---
 changes/2950.bufgix.rst      |  1 +
 src/zarr/api/asynchronous.py | 17 +++++++--------
 src/zarr/core/array.py       | 15 ++++++++++---
 tests/test_api.py            |  7 +++---
 tests/test_array.py          | 42 ++++++++++++++++++++----------------
 tests/test_v2.py             | 41 ++++++++++++++++++-----------------
 6 files changed, 68 insertions(+), 55 deletions(-)
 create mode 100644 changes/2950.bufgix.rst

diff --git a/changes/2950.bufgix.rst b/changes/2950.bufgix.rst
new file mode 100644
index 0000000000..67cd61f377
--- /dev/null
+++ b/changes/2950.bufgix.rst
@@ -0,0 +1 @@
+Specifying the memory order of Zarr format 2 arrays using the ``order`` keyword argument has been fixed.
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 285d777258..9b8b43a517 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -1040,15 +1040,13 @@ async def create(
             )
             warnings.warn(UserWarning(msg), stacklevel=1)
         config_dict["write_empty_chunks"] = write_empty_chunks
-    if order is not None:
-        if config is not None:
-            msg = (
-                "Both order and config keyword arguments are set. "
-                "This is redundant. When both are set, order will be ignored and "
-                "config will be used."
-            )
-            warnings.warn(UserWarning(msg), stacklevel=1)
-        config_dict["order"] = order
+    if order is not None and config is not None:
+        msg = (
+            "Both order and config keyword arguments are set. "
+            "This is redundant. When both are set, order will be ignored and "
+            "config will be used."
+        )
+        warnings.warn(UserWarning(msg), stacklevel=1)
 
     config_parsed = ArrayConfig.from_dict(config_dict)
 
@@ -1062,6 +1060,7 @@ async def create(
         overwrite=overwrite,
         filters=filters,
         dimension_separator=dimension_separator,
+        order=order,
         zarr_format=zarr_format,
         chunk_shape=chunk_shape,
         chunk_key_encoding=chunk_key_encoding,
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 62efe44e4c..b0e8b03cd7 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -609,6 +609,7 @@ async def _create(
 
             if order is not None:
                 _warn_order_kwarg()
+                config_parsed = replace(config_parsed, order=order)
 
             result = await cls._create_v3(
                 store_path,
@@ -1044,7 +1045,10 @@ def order(self) -> MemoryOrder:
         bool
             Memory order of the array
         """
-        return self._config.order
+        if self.metadata.zarr_format == 2:
+            return self.metadata.order
+        else:
+            return self._config.order
 
     @property
     def attrs(self) -> dict[str, JSON]:
@@ -1276,14 +1280,14 @@ async def _get_selection(
             out_buffer = prototype.nd_buffer.create(
                 shape=indexer.shape,
                 dtype=out_dtype,
-                order=self._config.order,
+                order=self.order,
                 fill_value=self.metadata.fill_value,
             )
         if product(indexer.shape) > 0:
             # need to use the order from the metadata for v2
             _config = self._config
             if self.metadata.zarr_format == 2:
-                _config = replace(_config, order=self.metadata.order)
+                _config = replace(_config, order=self.order)
 
             # reading chunks and decoding them
             await self.codec_pipeline.read(
@@ -4256,6 +4260,11 @@ async def init_array(
             chunks_out = chunk_shape_parsed
             codecs_out = sub_codecs
 
+        if config is None:
+            config = {}
+        if order is not None and isinstance(config, dict):
+            config["order"] = config.get("order", order)
+
         meta = AsyncArray._create_metadata_v3(
             shape=shape_parsed,
             dtype=dtype_parsed,
diff --git a/tests/test_api.py b/tests/test_api.py
index f03fd53f7a..9f03a1067a 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -326,13 +326,12 @@ def test_array_order(zarr_format: ZarrFormat) -> None:
 def test_array_order_warns(order: MemoryOrder | None, zarr_format: ZarrFormat) -> None:
     with pytest.warns(RuntimeWarning, match="The `order` keyword argument .*"):
         arr = zarr.ones(shape=(2, 2), order=order, zarr_format=zarr_format)
-    expected = order or zarr.config.get("array.order")
-    assert arr.order == expected
+    assert arr.order == order
 
     vals = np.asarray(arr)
-    if expected == "C":
+    if order == "C":
         assert vals.flags.c_contiguous
-    elif expected == "F":
+    elif order == "F":
         assert vals.flags.f_contiguous
     else:
         raise AssertionError
diff --git a/tests/test_array.py b/tests/test_array.py
index 5c3c556dfb..4be9bbde43 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -1262,9 +1262,11 @@ async def test_data_ignored_params(store: Store) -> None:
             await create_array(store, data=data, shape=None, dtype=data.dtype, overwrite=True)
 
     @staticmethod
-    @pytest.mark.parametrize("order_config", ["C", "F", None])
+    @pytest.mark.parametrize("order", ["C", "F", None])
+    @pytest.mark.parametrize("with_config", [True, False])
     def test_order(
-        order_config: MemoryOrder | None,
+        order: MemoryOrder | None,
+        with_config: bool,
         zarr_format: ZarrFormat,
         store: MemoryStore,
     ) -> None:
@@ -1272,29 +1274,31 @@ def test_order(
         Test that the arrays generated by array indexing have a memory order defined by the config order
         value, and that for zarr v2 arrays, the ``order`` field in the array metadata is set correctly.
         """
-        config: ArrayConfigLike = {}
-        if order_config is None:
+        config: ArrayConfigLike | None = {}
+        if order is None:
             config = {}
             expected = zarr.config.get("array.order")
         else:
-            config = {"order": order_config}
-            expected = order_config
+            config = {"order": order}
+            expected = order
+
+        if not with_config:
+            # Test without passing config parameter
+            config = None
+
+        arr = zarr.create_array(
+            store=store,
+            shape=(2, 2),
+            zarr_format=zarr_format,
+            dtype="i4",
+            order=order,
+            config=config,
+        )
+        assert arr.order == expected
         if zarr_format == 2:
-            arr = zarr.create_array(
-                store=store,
-                shape=(2, 2),
-                zarr_format=zarr_format,
-                dtype="i4",
-                order=expected,
-                config=config,
-            )
-            # guard for type checking
             assert arr.metadata.zarr_format == 2
             assert arr.metadata.order == expected
-        else:
-            arr = zarr.create_array(
-                store=store, shape=(2, 2), zarr_format=zarr_format, dtype="i4", config=config
-            )
+
         vals = np.asarray(arr)
         if expected == "C":
             assert vals.flags.c_contiguous
diff --git a/tests/test_v2.py b/tests/test_v2.py
index 3a36bc01fd..8f0e1b2d29 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -195,12 +195,13 @@ def test_create_array_defaults(store: Store):
         )
 
 
-@pytest.mark.parametrize("array_order", ["C", "F"])
-@pytest.mark.parametrize("data_order", ["C", "F"])
-@pytest.mark.parametrize("memory_order", ["C", "F"])
-def test_v2_non_contiguous(
-    array_order: Literal["C", "F"], data_order: Literal["C", "F"], memory_order: Literal["C", "F"]
-) -> None:
+@pytest.mark.parametrize("numpy_order", ["C", "F"])
+@pytest.mark.parametrize("zarr_order", ["C", "F"])
+def test_v2_non_contiguous(numpy_order: Literal["C", "F"], zarr_order: Literal["C", "F"]) -> None:
+    """
+    Make sure zarr v2 arrays save data using the memory order given to the zarr array,
+    not the memory order of the original numpy array.
+    """
     store = MemoryStore()
     arr = zarr.create_array(
         store,
@@ -212,12 +213,11 @@ def test_v2_non_contiguous(
         filters=None,
         compressors=None,
         overwrite=True,
-        order=array_order,
-        config={"order": memory_order},
+        order=zarr_order,
     )
 
-    # Non-contiguous write
-    a = np.arange(arr.shape[0] * arr.shape[1]).reshape(arr.shape, order=data_order)
+    # Non-contiguous write, using numpy memory order
+    a = np.arange(arr.shape[0] * arr.shape[1]).reshape(arr.shape, order=numpy_order)
     arr[6:9, 3:6] = a[6:9, 3:6]  # The slice on the RHS is important
     np.testing.assert_array_equal(arr[6:9, 3:6], a[6:9, 3:6])
 
@@ -225,13 +225,15 @@ def test_v2_non_contiguous(
         a[6:9, 3:6],
         np.frombuffer(
             sync(store.get("2.1", default_buffer_prototype())).to_bytes(), dtype="float64"
-        ).reshape((3, 3), order=array_order),
+        ).reshape((3, 3), order=zarr_order),
     )
-    if memory_order == "F":
+    # After writing and reading from zarr array, order should be same as zarr order
+    if zarr_order == "F":
         assert (arr[6:9, 3:6]).flags.f_contiguous
     else:
         assert (arr[6:9, 3:6]).flags.c_contiguous
 
+    # Contiguous write
     store = MemoryStore()
     arr = zarr.create_array(
         store,
@@ -243,18 +245,17 @@ def test_v2_non_contiguous(
         compressors=None,
         filters=None,
         overwrite=True,
-        order=array_order,
-        config={"order": memory_order},
+        order=zarr_order,
     )
 
-    # Contiguous write
-    a = np.arange(9).reshape((3, 3), order=data_order)
-    if data_order == "F":
-        assert a.flags.f_contiguous
-    else:
-        assert a.flags.c_contiguous
+    a = np.arange(9).reshape((3, 3), order=numpy_order)
     arr[6:9, 3:6] = a
     np.testing.assert_array_equal(arr[6:9, 3:6], a)
+    # After writing and reading from zarr array, order should be same as zarr order
+    if zarr_order == "F":
+        assert (arr[6:9, 3:6]).flags.f_contiguous
+    else:
+        assert (arr[6:9, 3:6]).flags.c_contiguous
 
 
 def test_default_compressor_deprecation_warning():

From 0b97e784788c7b4386fd295b4574bb5794dc0e37 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Fri, 2 May 2025 16:08:45 +0200
Subject: [PATCH 1024/1078] simplify NDBuffer.as_scalar (#3027)

* index with an empty tuple to get scalar

* changelog

* add as_scalar test
---
 changes/3027.misc.rst        |  1 +
 src/zarr/core/buffer/core.py | 11 +----------
 tests/test_buffer.py         |  6 ++++++
 3 files changed, 8 insertions(+), 10 deletions(-)
 create mode 100644 changes/3027.misc.rst

diff --git a/changes/3027.misc.rst b/changes/3027.misc.rst
new file mode 100644
index 0000000000..ffbfe9b808
--- /dev/null
+++ b/changes/3027.misc.rst
@@ -0,0 +1 @@
+Simplified scalar indexing of size-1 arrays.
\ No newline at end of file
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index 1318f868a0..cfcd7e6633 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -427,16 +427,7 @@ def as_scalar(self) -> ScalarType:
         """Returns the buffer as a scalar value"""
         if self._data.size != 1:
             raise ValueError("Buffer does not contain a single scalar value")
-        item = self.as_numpy_array().item()
-        scalar: ScalarType
-
-        if np.issubdtype(self.dtype, np.datetime64):
-            unit: str = np.datetime_data(self.dtype)[0]  # Extract the unit (e.g., 'Y', 'D', etc.)
-            scalar = np.datetime64(item, unit)
-        else:
-            scalar = self.dtype.type(item)  # Regular conversion for non-datetime types
-
-        return scalar
+        return cast(ScalarType, self.as_numpy_array()[()])
 
     @property
     def dtype(self) -> np.dtype[Any]:
diff --git a/tests/test_buffer.py b/tests/test_buffer.py
index 33ac0266eb..73b3a16677 100644
--- a/tests/test_buffer.py
+++ b/tests/test_buffer.py
@@ -155,3 +155,9 @@ def test_numpy_buffer_prototype() -> None:
     assert isinstance(ndbuffer.as_ndarray_like(), np.ndarray)
     with pytest.raises(ValueError, match="Buffer does not contain a single scalar value"):
         ndbuffer.as_scalar()
+
+
+# TODO: the same test for other buffer classes
+def test_cpu_buffer_as_scalar() -> None:
+    buf = cpu.buffer_prototype.nd_buffer.create(shape=(), dtype="int64")
+    assert buf.as_scalar() == buf.as_ndarray_like()[()]  # type: ignore[index]

From 213863ba0548647cba1ab1d53f8eaa3631f4e0d0 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Sat, 3 May 2025 23:15:26 +0200
Subject: [PATCH 1025/1078] Use a dictionary comprehension instead (#3029)

---
 tests/test_group.py | 14 ++++++--------
 1 file changed, 6 insertions(+), 8 deletions(-)

diff --git a/tests/test_group.py b/tests/test_group.py
index 1e4f31b5d6..b4dace2568 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -1583,14 +1583,12 @@ async def test_create_hierarchy(
             sync_group.create_hierarchy(store=store, nodes=hierarchy_spec, overwrite=overwrite)
         )
     elif impl == "async":
-        created = dict(
-            [
-                a
-                async for a in create_hierarchy(
-                    store=store, nodes=hierarchy_spec, overwrite=overwrite
-                )
-            ]
-        )
+        created = {
+            k: v
+            async for k, v in create_hierarchy(
+                store=store, nodes=hierarchy_spec, overwrite=overwrite
+            )
+        }
     else:
         raise ValueError(f"Invalid impl: {impl}")
     if not overwrite:

From c51150cba4666952978b563279503a9119bd1bc2 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 7 May 2025 19:11:19 +0100
Subject: [PATCH 1026/1078] Pin minimum s3fs (#3041)

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 0b351c3b27..09615b6b22 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -83,7 +83,7 @@ test = [
 remote_tests = [
     'zarr[remote]',
     "botocore",
-    "s3fs",
+    "s3fs>=2023.10.0",
     "moto[s3,server]",
     "requests",
 ]
@@ -104,7 +104,7 @@ docs = [
     # Optional dependencies to run examples
     'numcodecs[msgpack]',
     'rich',
-    's3fs',
+    's3fs>=2023.10.0',
     'astroid<4'
 ]
 

From 693324c19d00dd013aa614643c6513ea20740950 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 7 May 2025 19:37:47 +0100
Subject: [PATCH 1027/1078] Fix some mypy errors (#3044)

* Clean mypy config

* Fix typing errors in entrypoint test package

* Fix test_transpose typing errors

* Fix typing errors in test_config

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 pyproject.toml                            | 14 +++++++-------
 tests/package_with_entrypoint/__init__.py | 23 ++++++++++++-----------
 tests/test_codecs/test_transpose.py       |  3 ++-
 tests/test_config.py                      | 14 +++++++-------
 4 files changed, 28 insertions(+), 26 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 09615b6b22..9244a9ec0b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -348,27 +348,27 @@ python_version = "3.11"
 ignore_missing_imports = true
 namespace_packages = false
 
-
 strict = true
 warn_unreachable = true
-
 enable_error_code = ["ignore-without-code", "redundant-expr", "truthy-bool"]
 
+
 [[tool.mypy.overrides]]
 module = [
-    "zarr.v2.*",
+    "tests.package_with_entrypoint.*",
+    "tests.test_codecs.test_transpose",
+    "tests.test_config"
 ]
-ignore_errors = true
+strict = false
 
+# TODO: Move the next modules up to the strict = false section
+# and fix the errors
 [[tool.mypy.overrides]]
 module = [
     "zarr.testing.stateful",  # lots of hypothesis decorator errors
-    "tests.package_with_entrypoint.*",
     "tests.test_codecs.test_codecs",
-    "tests.test_codecs.test_transpose",
     "tests.test_metadata.*",
     "tests.test_store.*",
-    "tests.test_config",
     "tests.test_group",
     "tests.test_indexing",
     "tests.test_properties",
diff --git a/tests/package_with_entrypoint/__init__.py b/tests/package_with_entrypoint/__init__.py
index b818adf8ea..cfbd4f23a9 100644
--- a/tests/package_with_entrypoint/__init__.py
+++ b/tests/package_with_entrypoint/__init__.py
@@ -1,13 +1,14 @@
 from collections.abc import Iterable
+from typing import Any
 
-from numpy import ndarray
+import numpy as np
+import numpy.typing as npt
 
 import zarr.core.buffer
-from zarr.abc.codec import ArrayBytesCodec, CodecInput, CodecOutput, CodecPipeline
+from zarr.abc.codec import ArrayBytesCodec, CodecInput, CodecPipeline
 from zarr.codecs import BytesCodec
 from zarr.core.array_spec import ArraySpec
 from zarr.core.buffer import Buffer, NDBuffer
-from zarr.core.common import BytesLike
 
 
 class TestEntrypointCodec(ArrayBytesCodec):
@@ -16,14 +17,14 @@ class TestEntrypointCodec(ArrayBytesCodec):
     async def encode(
         self,
         chunks_and_specs: Iterable[tuple[CodecInput | None, ArraySpec]],
-    ) -> Iterable[CodecOutput | None]:
-        pass
+    ) -> Iterable[Buffer | None]:
+        return [None]
 
     async def decode(
         self,
         chunks_and_specs: Iterable[tuple[CodecInput | None, ArraySpec]],
-    ) -> ndarray:
-        pass
+    ) -> npt.NDArray[Any]:
+        return np.array(1)
 
     def compute_encoded_size(self, input_byte_length: int, chunk_spec: ArraySpec) -> int:
         return input_byte_length
@@ -35,13 +36,13 @@ def __init__(self, batch_size: int = 1) -> None:
 
     async def encode(
         self, chunks_and_specs: Iterable[tuple[CodecInput | None, ArraySpec]]
-    ) -> BytesLike:
-        pass
+    ) -> Iterable[Buffer | None]:
+        return [None]
 
     async def decode(
         self, chunks_and_specs: Iterable[tuple[CodecInput | None, ArraySpec]]
-    ) -> ndarray:
-        pass
+    ) -> Iterable[NDBuffer | None]:
+        return np.array(1)
 
 
 class TestEntrypointBuffer(Buffer):
diff --git a/tests/test_codecs/test_transpose.py b/tests/test_codecs/test_transpose.py
index 18ea8e65d0..06ec668ad3 100644
--- a/tests/test_codecs/test_transpose.py
+++ b/tests/test_codecs/test_transpose.py
@@ -48,6 +48,7 @@ async def test_transpose(
     read_data = await _AsyncArrayProxy(a)[:, :].get()
     assert np.array_equal(data, read_data)
 
+    assert isinstance(read_data, np.ndarray)
     if runtime_read_order == "F":
         assert read_data.flags["F_CONTIGUOUS"]
         assert not read_data.flags["C_CONTIGUOUS"]
@@ -90,5 +91,5 @@ def test_transpose_invalid(
                 dtype=data.dtype,
                 fill_value=0,
                 chunk_key_encoding={"name": "v2", "separator": "."},
-                filters=[TransposeCodec(order=order)],
+                filters=[TransposeCodec(order=order)],  # type: ignore[arg-type]
             )
diff --git a/tests/test_config.py b/tests/test_config.py
index 1a2453d646..2cbf172752 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -10,7 +10,7 @@
 import zarr
 import zarr.api
 from zarr import zeros
-from zarr.abc.codec import CodecInput, CodecOutput, CodecPipeline
+from zarr.abc.codec import CodecPipeline
 from zarr.abc.store import ByteSetter, Store
 from zarr.codecs import (
     BloscCodec,
@@ -21,6 +21,7 @@
 )
 from zarr.core.array_spec import ArraySpec
 from zarr.core.buffer import NDBuffer
+from zarr.core.buffer.core import Buffer
 from zarr.core.codec_pipeline import BatchedCodecPipeline
 from zarr.core.config import BadConfigError, config
 from zarr.core.indexing import SelectorTuple
@@ -144,7 +145,7 @@ def test_config_codec_pipeline_class(store: Store) -> None:
     class MockCodecPipeline(BatchedCodecPipeline):
         async def write(
             self,
-            batch_info: Iterable[tuple[ByteSetter, ArraySpec, SelectorTuple, SelectorTuple]],
+            batch_info: Iterable[tuple[ByteSetter, ArraySpec, SelectorTuple, SelectorTuple, bool]],
             value: NDBuffer,
             drop_axes: tuple[int, ...] = (),
         ) -> None:
@@ -174,7 +175,7 @@ async def write(
     class MockEnvCodecPipeline(CodecPipeline):
         pass
 
-    register_pipeline(MockEnvCodecPipeline)
+    register_pipeline(MockEnvCodecPipeline)  # type: ignore[type-abstract]
 
     with mock.patch.dict(
         os.environ, {"ZARR_CODEC_PIPELINE__PATH": fully_qualified_name(MockEnvCodecPipeline)}
@@ -191,10 +192,9 @@ def test_config_codec_implementation(store: Store) -> None:
     _mock = Mock()
 
     class MockBloscCodec(BloscCodec):
-        async def _encode_single(
-            self, chunk_data: CodecInput, chunk_spec: ArraySpec
-        ) -> CodecOutput | None:
+        async def _encode_single(self, chunk_bytes: Buffer, chunk_spec: ArraySpec) -> Buffer | None:
             _mock.call()
+            return None
 
     register_codec("blosc", MockBloscCodec)
     with config.set({"codecs.blosc": fully_qualified_name(MockBloscCodec)}):
@@ -245,7 +245,7 @@ def test_config_buffer_implementation() -> None:
     # has default value
     assert fully_qualified_name(get_buffer_class()) == config.defaults[0]["buffer"]
 
-    arr = zeros(shape=(100), store=StoreExpectingTestBuffer())
+    arr = zeros(shape=(100,), store=StoreExpectingTestBuffer())
 
     # AssertionError of StoreExpectingTestBuffer when not using my buffer
     with pytest.raises(AssertionError):

From 260974832d3d2771ce8cf5b1ae67b95ab028c28d Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Wed, 7 May 2025 20:37:38 -0400
Subject: [PATCH 1028/1078] Fix and test sharding with GPU buffers (#2978)

---
 changes/2978.bugfix.rst     |  1 +
 src/zarr/codecs/sharding.py |  2 +-
 src/zarr/testing/utils.py   |  2 +-
 tests/test_buffer.py        | 38 +++++++++++++++++++++++++++++++++++++
 4 files changed, 41 insertions(+), 2 deletions(-)
 create mode 100644 changes/2978.bugfix.rst

diff --git a/changes/2978.bugfix.rst b/changes/2978.bugfix.rst
new file mode 100644
index 0000000000..fe9f3d3f64
--- /dev/null
+++ b/changes/2978.bugfix.rst
@@ -0,0 +1 @@
+Fixed sharding with GPU buffers.
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index 42b1313fac..bee36b3160 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -683,7 +683,7 @@ def _get_index_chunk_spec(self, chunks_per_shard: ChunkCoords) -> ArraySpec:
             config=ArrayConfig(
                 order="C", write_empty_chunks=False
             ),  # Note: this is hard-coded for simplicity -- it is not surfaced into user code,
-            prototype=numpy_buffer_prototype(),
+            prototype=default_buffer_prototype(),
         )
 
     def _get_chunk_spec(self, shard_spec: ArraySpec) -> ArraySpec:
diff --git a/src/zarr/testing/utils.py b/src/zarr/testing/utils.py
index 0a93b93fdb..28d6774286 100644
--- a/src/zarr/testing/utils.py
+++ b/src/zarr/testing/utils.py
@@ -44,7 +44,7 @@ def has_cupy() -> bool:
 # Decorator for GPU tests
 def gpu_test(func: T_Callable) -> T_Callable:
     return cast(
-        T_Callable,
+        "T_Callable",
         pytest.mark.gpu(
             pytest.mark.skipif(not has_cupy(), reason="CuPy not installed or no GPU available")(
                 func
diff --git a/tests/test_buffer.py b/tests/test_buffer.py
index 73b3a16677..11ff7cd96c 100644
--- a/tests/test_buffer.py
+++ b/tests/test_buffer.py
@@ -148,6 +148,34 @@ async def test_codecs_use_of_gpu_prototype() -> None:
     assert cp.array_equal(expect, got)
 
 
+@gpu_test
+@pytest.mark.asyncio
+async def test_sharding_use_of_gpu_prototype() -> None:
+    with zarr.config.enable_gpu():
+        expect = cp.zeros((10, 10), dtype="uint16", order="F")
+
+        a = await zarr.api.asynchronous.create_array(
+            StorePath(MemoryStore()) / "test_codecs_use_of_gpu_prototype",
+            shape=expect.shape,
+            chunks=(5, 5),
+            shards=(10, 10),
+            dtype=expect.dtype,
+            fill_value=0,
+        )
+        expect[:] = cp.arange(100).reshape(10, 10)
+
+        await a.setitem(
+            selection=(slice(0, 10), slice(0, 10)),
+            value=expect[:],
+            prototype=gpu.buffer_prototype,
+        )
+        got = await a.getitem(
+            selection=(slice(0, 10), slice(0, 10)), prototype=gpu.buffer_prototype
+        )
+        assert isinstance(got, cp.ndarray)
+        assert cp.array_equal(expect, got)
+
+
 def test_numpy_buffer_prototype() -> None:
     buffer = cpu.buffer_prototype.buffer.create_zero_length()
     ndbuffer = cpu.buffer_prototype.nd_buffer.create(shape=(1, 2), dtype=np.dtype("int64"))
@@ -157,6 +185,16 @@ def test_numpy_buffer_prototype() -> None:
         ndbuffer.as_scalar()
 
 
+@gpu_test
+def test_gpu_buffer_prototype() -> None:
+    buffer = gpu.buffer_prototype.buffer.create_zero_length()
+    ndbuffer = gpu.buffer_prototype.nd_buffer.create(shape=(1, 2), dtype=cp.dtype("int64"))
+    assert isinstance(buffer.as_array_like(), cp.ndarray)
+    assert isinstance(ndbuffer.as_ndarray_like(), cp.ndarray)
+    with pytest.raises(ValueError, match="Buffer does not contain a single scalar value"):
+        ndbuffer.as_scalar()
+
+
 # TODO: the same test for other buffer classes
 def test_cpu_buffer_as_scalar() -> None:
     buf = cpu.buffer_prototype.nd_buffer.create(shape=(), dtype="int64")

From 0465c2b37d937c905c6adb6b6734422fb4f99866 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Thu, 8 May 2025 15:15:44 +0100
Subject: [PATCH 1029/1078] Fix typing errors in testing.stateful (#3045)

* Fix typing errors in testing.stateful

* Add a dimensionnames type

* Add bugfix entry

* Fix properties test
---
 .pre-commit-config.yaml        |  1 +
 changes/3045.bugfix.rst        |  1 +
 pyproject.toml                 |  2 +-
 src/zarr/api/asynchronous.py   |  3 +-
 src/zarr/api/synchronous.py    |  7 +--
 src/zarr/core/array.py         | 35 +++++++-------
 src/zarr/core/common.py        |  1 +
 src/zarr/core/group.py         |  7 +--
 src/zarr/core/metadata/v3.py   |  5 +-
 src/zarr/testing/stateful.py   |  4 +-
 src/zarr/testing/strategies.py | 86 +++++++++++++++++++++-------------
 tests/conftest.py              |  8 ++--
 12 files changed, 94 insertions(+), 66 deletions(-)
 create mode 100644 changes/3045.bugfix.rst

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 75ef0face8..474d109c80 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -37,6 +37,7 @@ repos:
           - obstore>=0.5.1
           # Tests
           - pytest
+          - hypothesis
   - repo: https://github.com/scientific-python/cookie
     rev: 2025.01.22
     hooks:
diff --git a/changes/3045.bugfix.rst b/changes/3045.bugfix.rst
new file mode 100644
index 0000000000..a3886717a7
--- /dev/null
+++ b/changes/3045.bugfix.rst
@@ -0,0 +1 @@
+Fixed the typing of ``dimension_names`` arguments throughout so that it now accepts iterables that contain `None` alongside `str`.
diff --git a/pyproject.toml b/pyproject.toml
index 9244a9ec0b..1c534f7927 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -356,6 +356,7 @@ enable_error_code = ["ignore-without-code", "redundant-expr", "truthy-bool"]
 [[tool.mypy.overrides]]
 module = [
     "tests.package_with_entrypoint.*",
+    "zarr.testing.stateful",
     "tests.test_codecs.test_transpose",
     "tests.test_config"
 ]
@@ -365,7 +366,6 @@ strict = false
 # and fix the errors
 [[tool.mypy.overrides]]
 module = [
-    "zarr.testing.stateful",  # lots of hypothesis decorator errors
     "tests.test_codecs.test_codecs",
     "tests.test_metadata.*",
     "tests.test_store.*",
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 9b8b43a517..ac143f6dea 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -16,6 +16,7 @@
     JSON,
     AccessModeLiteral,
     ChunkCoords,
+    DimensionNames,
     MemoryOrder,
     ZarrFormat,
     _default_zarr_format,
@@ -865,7 +866,7 @@ async def create(
         | None
     ) = None,
     codecs: Iterable[Codec | dict[str, JSON]] | None = None,
-    dimension_names: Iterable[str] | None = None,
+    dimension_names: DimensionNames = None,
     storage_options: dict[str, Any] | None = None,
     config: ArrayConfigLike | None = None,
     **kwargs: Any,
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 4c577936cd..5662f5c247 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -33,6 +33,7 @@
         JSON,
         AccessModeLiteral,
         ChunkCoords,
+        DimensionNames,
         MemoryOrder,
         ShapeLike,
         ZarrFormat,
@@ -626,7 +627,7 @@ def create(
         | None
     ) = None,
     codecs: Iterable[Codec | dict[str, JSON]] | None = None,
-    dimension_names: Iterable[str] | None = None,
+    dimension_names: DimensionNames = None,
     storage_options: dict[str, Any] | None = None,
     config: ArrayConfigLike | None = None,
     **kwargs: Any,
@@ -761,7 +762,7 @@ def create_array(
     zarr_format: ZarrFormat | None = 3,
     attributes: dict[str, JSON] | None = None,
     chunk_key_encoding: ChunkKeyEncodingLike | None = None,
-    dimension_names: Iterable[str] | None = None,
+    dimension_names: DimensionNames = None,
     storage_options: dict[str, Any] | None = None,
     overwrite: bool = False,
     config: ArrayConfigLike | None = None,
@@ -926,7 +927,7 @@ def from_array(
     zarr_format: ZarrFormat | None = None,
     attributes: dict[str, JSON] | None = None,
     chunk_key_encoding: ChunkKeyEncodingLike | None = None,
-    dimension_names: Iterable[str] | None = None,
+    dimension_names: DimensionNames = None,
     storage_options: dict[str, Any] | None = None,
     overwrite: bool = False,
     config: ArrayConfigLike | None = None,
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index b0e8b03cd7..c6217a3d93 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -54,6 +54,7 @@
     ZARRAY_JSON,
     ZATTRS_JSON,
     ChunkCoords,
+    DimensionNames,
     MemoryOrder,
     ShapeLike,
     ZarrFormat,
@@ -330,7 +331,7 @@ async def create(
             | None
         ) = None,
         codecs: Iterable[Codec | dict[str, JSON]] | None = None,
-        dimension_names: Iterable[str] | None = None,
+        dimension_names: DimensionNames = None,
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
@@ -358,7 +359,7 @@ async def create(
             | None
         ) = None,
         codecs: Iterable[Codec | dict[str, JSON]] | None = None,
-        dimension_names: Iterable[str] | None = None,
+        dimension_names: DimensionNames = None,
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
@@ -386,7 +387,7 @@ async def create(
             | None
         ) = None,
         codecs: Iterable[Codec | dict[str, JSON]] | None = None,
-        dimension_names: Iterable[str] | None = None,
+        dimension_names: DimensionNames = None,
         # v2 only
         chunks: ShapeLike | None = None,
         dimension_separator: Literal[".", "/"] | None = None,
@@ -421,7 +422,7 @@ async def create(
             | None
         ) = None,
         codecs: Iterable[Codec | dict[str, JSON]] | None = None,
-        dimension_names: Iterable[str] | None = None,
+        dimension_names: DimensionNames = None,
         # v2 only
         chunks: ShapeLike | None = None,
         dimension_separator: Literal[".", "/"] | None = None,
@@ -473,7 +474,7 @@ async def create(
 
             These defaults can be changed by modifying the value of ``array.v3_default_filters``,
             ``array.v3_default_serializer`` and ``array.v3_default_compressors`` in :mod:`zarr.core.config`.
-        dimension_names : Iterable[str], optional
+        dimension_names : Iterable[str | None], optional
             The names of the dimensions (default is None).
             Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
         chunks : ShapeLike, optional
@@ -562,7 +563,7 @@ async def _create(
             | None
         ) = None,
         codecs: Iterable[Codec | dict[str, JSON]] | None = None,
-        dimension_names: Iterable[str] | None = None,
+        dimension_names: DimensionNames = None,
         # v2 only
         chunks: ShapeLike | None = None,
         dimension_separator: Literal[".", "/"] | None = None,
@@ -672,7 +673,7 @@ def _create_metadata_v3(
         fill_value: Any | None = None,
         chunk_key_encoding: ChunkKeyEncodingLike | None = None,
         codecs: Iterable[Codec | dict[str, JSON]] | None = None,
-        dimension_names: Iterable[str] | None = None,
+        dimension_names: DimensionNames = None,
         attributes: dict[str, JSON] | None = None,
     ) -> ArrayV3Metadata:
         """
@@ -723,7 +724,7 @@ async def _create_v3(
             | None
         ) = None,
         codecs: Iterable[Codec | dict[str, JSON]] | None = None,
-        dimension_names: Iterable[str] | None = None,
+        dimension_names: DimensionNames = None,
         attributes: dict[str, JSON] | None = None,
         overwrite: bool = False,
     ) -> AsyncArray[ArrayV3Metadata]:
@@ -1743,7 +1744,7 @@ def create(
             | None
         ) = None,
         codecs: Iterable[Codec | dict[str, JSON]] | None = None,
-        dimension_names: Iterable[str] | None = None,
+        dimension_names: DimensionNames = None,
         # v2 only
         chunks: ChunkCoords | None = None,
         dimension_separator: Literal[".", "/"] | None = None,
@@ -1788,7 +1789,7 @@ def create(
 
             These defaults can be changed by modifying the value of ``array.v3_default_filters``,
             ``array.v3_default_serializer`` and ``array.v3_default_compressors`` in :mod:`zarr.core.config`.
-        dimension_names : Iterable[str], optional
+        dimension_names : Iterable[str | None], optional
             The names of the dimensions (default is None).
             Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
         chunks : ChunkCoords, optional
@@ -1872,7 +1873,7 @@ def _create(
             | None
         ) = None,
         codecs: Iterable[Codec | dict[str, JSON]] | None = None,
-        dimension_names: Iterable[str] | None = None,
+        dimension_names: DimensionNames = None,
         # v2 only
         chunks: ChunkCoords | None = None,
         dimension_separator: Literal[".", "/"] | None = None,
@@ -3821,7 +3822,7 @@ async def from_array(
     zarr_format: ZarrFormat | None = None,
     attributes: dict[str, JSON] | None = None,
     chunk_key_encoding: ChunkKeyEncodingLike | None = None,
-    dimension_names: Iterable[str] | None = None,
+    dimension_names: DimensionNames = None,
     storage_options: dict[str, Any] | None = None,
     overwrite: bool = False,
     config: ArrayConfig | ArrayConfigLike | None = None,
@@ -3929,7 +3930,7 @@ async def from_array(
         For Zarr format 2, the default is ``{"name": "v2", "separator": "."}}``.
         If not specified and the data array has the same zarr format as the target array,
         the chunk key encoding of the data array is used.
-    dimension_names : Iterable[str], optional
+    dimension_names : Iterable[str | None], optional
         The names of the dimensions (default is None).
         Zarr format 3 only. Zarr format 2 arrays should not use this parameter.
         If not specified, defaults to the dimension names of the data array.
@@ -4083,7 +4084,7 @@ async def init_array(
     zarr_format: ZarrFormat | None = 3,
     attributes: dict[str, JSON] | None = None,
     chunk_key_encoding: ChunkKeyEncodingLike | None = None,
-    dimension_names: Iterable[str] | None = None,
+    dimension_names: DimensionNames = None,
     overwrite: bool = False,
     config: ArrayConfigLike | None,
 ) -> AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]:
@@ -4298,7 +4299,7 @@ async def create_array(
     zarr_format: ZarrFormat | None = 3,
     attributes: dict[str, JSON] | None = None,
     chunk_key_encoding: ChunkKeyEncodingLike | None = None,
-    dimension_names: Iterable[str] | None = None,
+    dimension_names: DimensionNames = None,
     storage_options: dict[str, Any] | None = None,
     overwrite: bool = False,
     config: ArrayConfigLike | None = None,
@@ -4477,7 +4478,7 @@ def _parse_keep_array_attr(
     order: MemoryOrder | None,
     zarr_format: ZarrFormat | None,
     chunk_key_encoding: ChunkKeyEncodingLike | None,
-    dimension_names: Iterable[str] | None,
+    dimension_names: DimensionNames,
 ) -> tuple[
     ChunkCoords | Literal["auto"],
     ShardsLike | None,
@@ -4488,7 +4489,7 @@ def _parse_keep_array_attr(
     MemoryOrder | None,
     ZarrFormat,
     ChunkKeyEncodingLike | None,
-    Iterable[str] | None,
+    DimensionNames,
 ]:
     if isinstance(data, Array):
         if chunks == "keep":
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index 3308ca3247..a670834206 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -40,6 +40,7 @@
 JSON = str | int | float | Mapping[str, "JSON"] | Sequence["JSON"] | None
 MemoryOrder = Literal["C", "F"]
 AccessModeLiteral = Literal["r", "r+", "a", "w", "w-"]
+DimensionNames = Iterable[str | None] | None
 
 
 def product(tup: ChunkCoords) -> int:
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 3f4f15b9e9..5c470e29ca 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -43,6 +43,7 @@
     ZGROUP_JSON,
     ZMETADATA_V2_JSON,
     ChunkCoords,
+    DimensionNames,
     NodeType,
     ShapeLike,
     ZarrFormat,
@@ -1006,7 +1007,7 @@ async def create_array(
         order: MemoryOrder | None = None,
         attributes: dict[str, JSON] | None = None,
         chunk_key_encoding: ChunkKeyEncodingLike | None = None,
-        dimension_names: Iterable[str] | None = None,
+        dimension_names: DimensionNames = None,
         storage_options: dict[str, Any] | None = None,
         overwrite: bool = False,
         config: ArrayConfig | ArrayConfigLike | None = None,
@@ -2381,7 +2382,7 @@ def create_array(
         order: MemoryOrder | None = "C",
         attributes: dict[str, JSON] | None = None,
         chunk_key_encoding: ChunkKeyEncodingLike | None = None,
-        dimension_names: Iterable[str] | None = None,
+        dimension_names: DimensionNames = None,
         storage_options: dict[str, Any] | None = None,
         overwrite: bool = False,
         config: ArrayConfig | ArrayConfigLike | None = None,
@@ -2775,7 +2776,7 @@ def array(
         order: MemoryOrder | None = "C",
         attributes: dict[str, JSON] | None = None,
         chunk_key_encoding: ChunkKeyEncodingLike | None = None,
-        dimension_names: Iterable[str] | None = None,
+        dimension_names: DimensionNames = None,
         storage_options: dict[str, Any] | None = None,
         overwrite: bool = False,
         config: ArrayConfig | ArrayConfigLike | None = None,
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 9154762648..63f6515e44 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -32,6 +32,7 @@
     JSON,
     ZARR_JSON,
     ChunkCoords,
+    DimensionNames,
     parse_named_configuration,
     parse_shapelike,
 )
@@ -242,7 +243,7 @@ class ArrayV3Metadata(Metadata):
     fill_value: Any
     codecs: tuple[Codec, ...]
     attributes: dict[str, Any] = field(default_factory=dict)
-    dimension_names: tuple[str, ...] | None = None
+    dimension_names: tuple[str | None, ...] | None = None
     zarr_format: Literal[3] = field(default=3, init=False)
     node_type: Literal["array"] = field(default="array", init=False)
     storage_transformers: tuple[dict[str, JSON], ...]
@@ -257,7 +258,7 @@ def __init__(
         fill_value: Any,
         codecs: Iterable[Codec | dict[str, JSON]],
         attributes: dict[str, JSON] | None,
-        dimension_names: Iterable[str] | None,
+        dimension_names: DimensionNames,
         storage_transformers: Iterable[dict[str, JSON]] | None = None,
     ) -> None:
         """
diff --git a/src/zarr/testing/stateful.py b/src/zarr/testing/stateful.py
index ede83201ae..acc5f63f19 100644
--- a/src/zarr/testing/stateful.py
+++ b/src/zarr/testing/stateful.py
@@ -326,8 +326,8 @@ def init_store(self) -> None:
         self.store.clear()
 
     @rule(key=zarr_keys(), data=st.binary(min_size=0, max_size=MAX_BINARY_SIZE))
-    def set(self, key: str, data: DataObject) -> None:
-        note(f"(set) Setting {key!r} with {data}")
+    def set(self, key: str, data: bytes) -> None:
+        note(f"(set) Setting {key!r} with {data!r}")
         assert not self.store.read_only
         data_buf = cpu.Buffer.from_bytes(data)
         self.store.set(key, data_buf)
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 663d46034d..3b10592ec0 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -1,10 +1,12 @@
 import math
 import sys
+from collections.abc import Callable, Mapping
 from typing import Any, Literal
 
 import hypothesis.extra.numpy as npst
 import hypothesis.strategies as st
 import numpy as np
+import numpy.typing as npt
 from hypothesis import event
 from hypothesis.strategies import SearchStrategy
 
@@ -14,7 +16,7 @@
 from zarr.core.array import Array
 from zarr.core.chunk_grids import RegularChunkGrid
 from zarr.core.chunk_key_encodings import DefaultChunkKeyEncoding
-from zarr.core.common import ZarrFormat
+from zarr.core.common import JSON, ZarrFormat
 from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
 from zarr.core.sync import sync
 from zarr.storage import MemoryStore, StoreLike
@@ -30,17 +32,17 @@
 )
 
 
-@st.composite  # type: ignore[misc]
-def keys(draw: st.DrawFn, *, max_num_nodes: int | None = None) -> Any:
+@st.composite
+def keys(draw: st.DrawFn, *, max_num_nodes: int | None = None) -> str:
     return draw(st.lists(node_names, min_size=1, max_size=max_num_nodes).map("/".join))
 
 
-@st.composite  # type: ignore[misc]
-def paths(draw: st.DrawFn, *, max_num_nodes: int | None = None) -> Any:
+@st.composite
+def paths(draw: st.DrawFn, *, max_num_nodes: int | None = None) -> str:
     return draw(st.just("/") | keys(max_num_nodes=max_num_nodes))
 
 
-def v3_dtypes() -> st.SearchStrategy[np.dtype]:
+def v3_dtypes() -> st.SearchStrategy[np.dtype[Any]]:
     return (
         npst.boolean_dtypes()
         | npst.integer_dtypes(endianness="=")
@@ -54,7 +56,7 @@ def v3_dtypes() -> st.SearchStrategy[np.dtype]:
     )
 
 
-def v2_dtypes() -> st.SearchStrategy[np.dtype]:
+def v2_dtypes() -> st.SearchStrategy[np.dtype[Any]]:
     return (
         npst.boolean_dtypes()
         | npst.integer_dtypes(endianness="=")
@@ -107,7 +109,9 @@ def clear_store(x: Store) -> Store:
     .filter(lambda name: name.lower() != "zarr.json")
 )
 array_names = node_names
-attrs = st.none() | st.dictionaries(_attr_keys, _attr_values)
+attrs: st.SearchStrategy[Mapping[str, JSON] | None] = st.none() | st.dictionaries(
+    _attr_keys, _attr_values
+)
 # st.builds will only call a new store constructor for different keyword arguments
 # i.e. stores.examples() will always return the same object per Store class.
 # So we map a clear to reset the store.
@@ -118,19 +122,19 @@ def clear_store(x: Store) -> Store:
 array_shapes = npst.array_shapes(max_dims=4, min_side=3) | npst.array_shapes(max_dims=4, min_side=0)
 
 
-@st.composite  # type: ignore[misc]
+@st.composite
 def dimension_names(draw: st.DrawFn, *, ndim: int | None = None) -> list[None | str] | None:
     simple_text = st.text(zarr_key_chars, min_size=0)
-    return draw(st.none() | st.lists(st.none() | simple_text, min_size=ndim, max_size=ndim))  # type: ignore[no-any-return]
+    return draw(st.none() | st.lists(st.none() | simple_text, min_size=ndim, max_size=ndim))  # type: ignore[arg-type]
 
 
-@st.composite  # type: ignore[misc]
+@st.composite
 def array_metadata(
     draw: st.DrawFn,
     *,
-    array_shapes: st.SearchStrategy[tuple[int, ...]] = npst.array_shapes,
+    array_shapes: Callable[..., st.SearchStrategy[tuple[int, ...]]] = npst.array_shapes,
     zarr_formats: st.SearchStrategy[Literal[2, 3]] = zarr_formats,
-    attributes: st.SearchStrategy[dict[str, Any]] = attrs,
+    attributes: SearchStrategy[Mapping[str, JSON] | None] = attrs,
 ) -> ArrayV2Metadata | ArrayV3Metadata:
     zarr_format = draw(zarr_formats)
     # separator = draw(st.sampled_from(['/', '\\']))
@@ -146,7 +150,7 @@ def array_metadata(
             dtype=dtype,
             fill_value=fill_value,
             order=draw(st.sampled_from(["C", "F"])),
-            attributes=draw(attributes),
+            attributes=draw(attributes),  # type: ignore[arg-type]
             dimension_separator=draw(st.sampled_from([".", "/"])),
             filters=None,
             compressor=None,
@@ -157,7 +161,7 @@ def array_metadata(
             data_type=dtype,
             chunk_grid=RegularChunkGrid(chunk_shape=chunk_shape),
             fill_value=fill_value,
-            attributes=draw(attributes),
+            attributes=draw(attributes),  # type: ignore[arg-type]
             dimension_names=draw(dimension_names(ndim=ndim)),
             chunk_key_encoding=DefaultChunkKeyEncoding(separator="/"),  # FIXME
             codecs=[BytesCodec()],
@@ -165,14 +169,14 @@ def array_metadata(
         )
 
 
-@st.composite  # type: ignore[misc]
+@st.composite
 def numpy_arrays(
     draw: st.DrawFn,
     *,
     shapes: st.SearchStrategy[tuple[int, ...]] = array_shapes,
     dtype: np.dtype[Any] | None = None,
-    zarr_formats: st.SearchStrategy[ZarrFormat] | None = zarr_formats,
-) -> Any:
+    zarr_formats: st.SearchStrategy[ZarrFormat] = zarr_formats,
+) -> npt.NDArray[Any]:
     """
     Generate numpy arrays that can be saved in the provided Zarr format.
     """
@@ -186,7 +190,7 @@ def numpy_arrays(
     return draw(npst.arrays(dtype=dtype, shape=shapes))
 
 
-@st.composite  # type: ignore[misc]
+@st.composite
 def chunk_shapes(draw: st.DrawFn, *, shape: tuple[int, ...]) -> tuple[int, ...]:
     # We want this strategy to shrink towards arrays with smaller number of chunks
     # 1. st.integers() shrinks towards smaller values. So we use that to generate number of chunks
@@ -208,7 +212,7 @@ def chunk_shapes(draw: st.DrawFn, *, shape: tuple[int, ...]) -> tuple[int, ...]:
     return chunks
 
 
-@st.composite  # type: ignore[misc]
+@st.composite
 def shard_shapes(
     draw: st.DrawFn, *, shape: tuple[int, ...], chunk_shape: tuple[int, ...]
 ) -> tuple[int, ...]:
@@ -220,9 +224,11 @@ def shard_shapes(
     return tuple(m * c for m, c in zip(multiples, chunk_shape, strict=True))
 
 
-@st.composite  # type: ignore[misc]
+@st.composite
 def np_array_and_chunks(
-    draw: st.DrawFn, *, arrays: st.SearchStrategy[np.ndarray] = numpy_arrays
+    draw: st.DrawFn,
+    *,
+    arrays: st.SearchStrategy[npt.NDArray[Any]] = numpy_arrays(),  # noqa: B008
 ) -> tuple[np.ndarray, tuple[int, ...]]:  # type: ignore[type-arg]
     """A hypothesis strategy to generate small sized random arrays.
 
@@ -232,14 +238,14 @@ def np_array_and_chunks(
     return (array, draw(chunk_shapes(shape=array.shape)))
 
 
-@st.composite  # type: ignore[misc]
+@st.composite
 def arrays(
     draw: st.DrawFn,
     *,
     shapes: st.SearchStrategy[tuple[int, ...]] = array_shapes,
     compressors: st.SearchStrategy = compressors,
     stores: st.SearchStrategy[StoreLike] = stores,
-    paths: st.SearchStrategy[str | None] = paths(),  # noqa: B008
+    paths: st.SearchStrategy[str] = paths(),  # noqa: B008
     array_names: st.SearchStrategy = array_names,
     arrays: st.SearchStrategy | None = None,
     attrs: st.SearchStrategy = attrs,
@@ -296,7 +302,7 @@ def arrays(
     return a
 
 
-@st.composite  # type: ignore[misc]
+@st.composite
 def simple_arrays(
     draw: st.DrawFn,
     *,
@@ -317,7 +323,7 @@ def is_negative_slice(idx: Any) -> bool:
     return isinstance(idx, slice) and idx.step is not None and idx.step < 0
 
 
-@st.composite  # type: ignore[misc]
+@st.composite
 def end_slices(draw: st.DrawFn, *, shape: tuple[int]) -> Any:
     """
     A strategy that slices ranges that include the last chunk.
@@ -332,14 +338,28 @@ def end_slices(draw: st.DrawFn, *, shape: tuple[int]) -> Any:
     return tuple(slicers)
 
 
-@st.composite  # type: ignore[misc]
-def basic_indices(draw: st.DrawFn, *, shape: tuple[int], **kwargs: Any) -> Any:
+@st.composite
+def basic_indices(
+    draw: st.DrawFn,
+    *,
+    shape: tuple[int],
+    min_dims: int = 0,
+    max_dims: int | None = None,
+    allow_newaxis: bool = False,
+    allow_ellipsis: bool = True,
+) -> Any:
     """Basic indices without unsupported negative slices."""
-    strategy = npst.basic_indices(shape=shape, **kwargs).filter(
+    strategy = npst.basic_indices(
+        shape=shape,
+        min_dims=min_dims,
+        max_dims=max_dims,
+        allow_newaxis=allow_newaxis,
+        allow_ellipsis=allow_ellipsis,
+    ).filter(
         lambda idxr: (
             not (
                 is_negative_slice(idxr)
-                or (isinstance(idxr, tuple) and any(is_negative_slice(idx) for idx in idxr))
+                or (isinstance(idxr, tuple) and any(is_negative_slice(idx) for idx in idxr))  # type: ignore[redundant-expr]
             )
         )
     )
@@ -348,7 +368,7 @@ def basic_indices(draw: st.DrawFn, *, shape: tuple[int], **kwargs: Any) -> Any:
     return draw(strategy)
 
 
-@st.composite  # type: ignore[misc]
+@st.composite
 def orthogonal_indices(
     draw: st.DrawFn, *, shape: tuple[int]
 ) -> tuple[tuple[np.ndarray[Any, Any], ...], tuple[np.ndarray[Any, Any], ...]]:
@@ -386,8 +406,8 @@ def orthogonal_indices(
 
 
 def key_ranges(
-    keys: SearchStrategy = node_names, max_size: int = sys.maxsize
-) -> SearchStrategy[list[int]]:
+    keys: SearchStrategy[str] = node_names, max_size: int = sys.maxsize
+) -> SearchStrategy[list[tuple[str, RangeByteRequest]]]:
     """
     Function to generate key_ranges strategy for get_partial_values()
     returns list strategy w/ form::
diff --git a/tests/conftest.py b/tests/conftest.py
index 74a140c5c7..948d3cd055 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -18,7 +18,7 @@
     _parse_chunk_key_encoding,
 )
 from zarr.core.chunk_grids import RegularChunkGrid, _auto_partition
-from zarr.core.common import JSON, parse_dtype, parse_shapelike
+from zarr.core.common import JSON, DimensionNames, parse_dtype, parse_shapelike
 from zarr.core.config import config as zarr_config
 from zarr.core.metadata.v2 import ArrayV2Metadata
 from zarr.core.metadata.v3 import ArrayV3Metadata
@@ -26,7 +26,7 @@
 from zarr.storage import FsspecStore, LocalStore, MemoryStore, StorePath, ZipStore
 
 if TYPE_CHECKING:
-    from collections.abc import Generator, Iterable
+    from collections.abc import Generator
     from typing import Any, Literal
 
     from _pytest.compat import LEGACY_PATH
@@ -255,7 +255,7 @@ def create_array_metadata(
     zarr_format: ZarrFormat,
     attributes: dict[str, JSON] | None = None,
     chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None = None,
-    dimension_names: Iterable[str] | None = None,
+    dimension_names: DimensionNames = None,
 ) -> ArrayV2Metadata | ArrayV3Metadata:
     """
     Create array metadata
@@ -388,7 +388,7 @@ def meta_from_array(
     zarr_format: ZarrFormat = 3,
     attributes: dict[str, JSON] | None = None,
     chunk_key_encoding: ChunkKeyEncoding | ChunkKeyEncodingLike | None = None,
-    dimension_names: Iterable[str] | None = None,
+    dimension_names: DimensionNames = None,
 ) -> ArrayV3Metadata | ArrayV2Metadata:
     """
     Create array metadata from an array

From 5ff3fbe5fe1488310301e9d2ae56a9880d1ddfb2 Mon Sep 17 00:00:00 2001
From: Ilan Gold <ilanbassgold@gmail.com>
Date: Thu, 8 May 2025 16:45:30 +0200
Subject: [PATCH 1030/1078] (fix): use `typesize` on `Blosc` codec (#2962)

* (fix): use `typesize` on `Blosc` codec

* (chore): relnote

* (fix): intersphinx

* (fix): look at that compression ratio!

* (fix): add test

* (fix): min version

* (fix): parenthesis?

* (fix): try assertion error

* (fix): windows size

* (fix): add bytes print

* (fix): aghh windows latest is correct, error for non latest

* (fix): conditions for sizes

* (fix): try clearer data

* (fix): awesome!

* (fix): pre-commit

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 changes/2962.fix.rst            |  1 +
 docs/user-guide/arrays.rst      |  4 ++--
 src/zarr/codecs/blosc.py        |  4 ++++
 tests/test_codecs/test_blosc.py | 19 +++++++++++++++++++
 4 files changed, 26 insertions(+), 2 deletions(-)
 create mode 100644 changes/2962.fix.rst

diff --git a/changes/2962.fix.rst b/changes/2962.fix.rst
new file mode 100644
index 0000000000..83d24b72ce
--- /dev/null
+++ b/changes/2962.fix.rst
@@ -0,0 +1 @@
+Internally use `typesize` constructor parameter for :class:`numcodecs.blosc.Blosc` to improve compression ratios back to the v2-package levels.
\ No newline at end of file
diff --git a/docs/user-guide/arrays.rst b/docs/user-guide/arrays.rst
index a62b2ea0fa..e6d1bcdc54 100644
--- a/docs/user-guide/arrays.rst
+++ b/docs/user-guide/arrays.rst
@@ -209,8 +209,8 @@ prints additional diagnostics, e.g.::
    Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
    Compressors        : (BloscCodec(typesize=4, cname=<BloscCname.zstd: 'zstd'>, clevel=3, shuffle=<BloscShuffle.bitshuffle: 'bitshuffle'>, blocksize=0),)
    No. bytes          : 400000000 (381.5M)
-   No. bytes stored   : 9696520
-   Storage ratio      : 41.3
+   No. bytes stored   : 3558573
+   Storage ratio      : 112.4
    Chunks Initialized : 100
 
 .. note::
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index 2fcc041a6b..9a999e10d7 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -8,6 +8,7 @@
 
 import numcodecs
 from numcodecs.blosc import Blosc
+from packaging.version import Version
 
 from zarr.abc.codec import BytesBytesCodec
 from zarr.core.buffer.cpu import as_numpy_array_wrapper
@@ -163,6 +164,9 @@ def _blosc_codec(self) -> Blosc:
             "shuffle": map_shuffle_str_to_int[self.shuffle],
             "blocksize": self.blocksize,
         }
+        # See https://github.com/zarr-developers/numcodecs/pull/713
+        if Version(numcodecs.__version__) >= Version("0.16.0"):
+            config_dict["typesize"] = self.typesize
         return Blosc.from_config(config_dict)
 
     async def _decode_single(
diff --git a/tests/test_codecs/test_blosc.py b/tests/test_codecs/test_blosc.py
index c1c5c92329..6e6e9df383 100644
--- a/tests/test_codecs/test_blosc.py
+++ b/tests/test_codecs/test_blosc.py
@@ -1,7 +1,9 @@
 import json
 
+import numcodecs
 import numpy as np
 import pytest
+from packaging.version import Version
 
 import zarr
 from zarr.abc.store import Store
@@ -54,3 +56,20 @@ async def test_blosc_evolve(store: Store, dtype: str) -> None:
         assert blosc_configuration_json["shuffle"] == "bitshuffle"
     else:
         assert blosc_configuration_json["shuffle"] == "shuffle"
+
+
+async def test_typesize() -> None:
+    a = np.arange(1000000, dtype=np.uint64)
+    codecs = [zarr.codecs.BytesCodec(), zarr.codecs.BloscCodec()]
+    z = zarr.array(a, chunks=(10000), codecs=codecs)
+    data = await z.store.get("c/0", prototype=default_buffer_prototype())
+    assert data is not None
+    bytes = data.to_bytes()
+    size = len(bytes)
+    msg = f"Blosc size mismatch.  First 10 bytes: {bytes[:20]!r} and last 10 bytes: {bytes[-20:]!r}"
+    if Version(numcodecs.__version__) >= Version("0.16.0"):
+        expected_size = 402
+        assert size == expected_size, msg
+    else:
+        expected_size = 10216
+    assert size == expected_size, msg

From 520bc1f6c2af511832c3bab6da1eb5e2e2c38900 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Mon, 12 May 2025 16:32:54 +0200
Subject: [PATCH 1031/1078] fix/unbreak chunks initialized (#2862)

* unbreak chunks initialized

* Update src/zarr/storage/_utils.py

Co-authored-by: Tom Augspurger <tom.augspurger88@gmail.com>

* update docstring

* make relativize_paths kw-only, and add tests

---------

Co-authored-by: Tom Augspurger <tom.augspurger88@gmail.com>
---
 changes/2862.bugfix.rst       |  1 +
 docs/user-guide/groups.rst    |  2 +-
 src/zarr/core/array.py        |  8 +++++-
 src/zarr/storage/_utils.py    | 53 ++++++++++++++++++++++++++++++++++-
 tests/test_array.py           |  5 ++--
 tests/test_store/test_core.py | 32 ++++++++++++++++++++-
 6 files changed, 95 insertions(+), 6 deletions(-)
 create mode 100644 changes/2862.bugfix.rst

diff --git a/changes/2862.bugfix.rst b/changes/2862.bugfix.rst
new file mode 100644
index 0000000000..bbe6f0746e
--- /dev/null
+++ b/changes/2862.bugfix.rst
@@ -0,0 +1 @@
+Fix a bug that prevented the number of initialized chunks being counted properly.
\ No newline at end of file
diff --git a/docs/user-guide/groups.rst b/docs/user-guide/groups.rst
index 4268004f70..d5a0a7ccee 100644
--- a/docs/user-guide/groups.rst
+++ b/docs/user-guide/groups.rst
@@ -140,7 +140,7 @@ property. E.g.::
    No. bytes          : 8000000 (7.6M)
    No. bytes stored   : 1614
    Storage ratio      : 4956.6
-   Chunks Initialized : 0
+   Chunks Initialized : 10
    >>> baz.info
    Type               : Array
    Zarr format        : 3
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index c6217a3d93..9852bf8d5f 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -117,6 +117,7 @@
     get_pipeline_class,
 )
 from zarr.storage._common import StorePath, ensure_no_existing_node, make_store_path
+from zarr.storage._utils import _relativize_path
 
 if TYPE_CHECKING:
     from collections.abc import Iterator, Sequence
@@ -3737,7 +3738,12 @@ async def chunks_initialized(
     store_contents = [
         x async for x in array.store_path.store.list_prefix(prefix=array.store_path.path)
     ]
-    return tuple(chunk_key for chunk_key in array._iter_chunk_keys() if chunk_key in store_contents)
+    store_contents_relative = [
+        _relativize_path(path=key, prefix=array.store_path.path) for key in store_contents
+    ]
+    return tuple(
+        chunk_key for chunk_key in array._iter_chunk_keys() if chunk_key in store_contents_relative
+    )
 
 
 def _build_parents(
diff --git a/src/zarr/storage/_utils.py b/src/zarr/storage/_utils.py
index eda4342f47..145790278c 100644
--- a/src/zarr/storage/_utils.py
+++ b/src/zarr/storage/_utils.py
@@ -74,11 +74,62 @@ def _join_paths(paths: Iterable[str]) -> str:
     """
     Filter out instances of '' and join the remaining strings with '/'.
 
-    Because the root node of a zarr hierarchy is represented by an empty string,
+    Parameters
+    ----------
+    paths : Iterable[str]
+
+    Returns
+    -------
+    str
+
+    Examples
+    --------
+    >>> _join_paths(["", "a", "b"])
+    'a/b'
+    >>> _join_paths(["a", "b", "c"])
+    'a/b/c'
     """
     return "/".join(filter(lambda v: v != "", paths))
 
 
+def _relativize_path(*, path: str, prefix: str) -> str:
+    """
+    Make a "/"-delimited path relative to some prefix. If the prefix is '', then the path is
+    returned as-is. Otherwise, the prefix is removed from the path as well as the separator
+    string "/".
+
+    If ``prefix`` is not the empty string and ``path`` does not start with ``prefix``
+    followed by a "/" character, then an error is raised.
+
+    This function assumes that the prefix does not end with "/".
+
+    Parameters
+    ----------
+    path : str
+        The path to make relative to the prefix.
+    prefix : str
+        The prefix to make the path relative to.
+
+    Returns
+    -------
+    str
+
+    Examples
+    --------
+    >>> _relativize_path(path="", prefix="a/b")
+    'a/b'
+    >>> _relativize_path(path="a/b", prefix="a/b/c")
+    'c'
+    """
+    if prefix == "":
+        return path
+    else:
+        _prefix = prefix + "/"
+        if not path.startswith(_prefix):
+            raise ValueError(f"The first component of {path} does not start with {prefix}.")
+        return path.removeprefix(f"{prefix}/")
+
+
 def _normalize_paths(paths: Iterable[str]) -> tuple[str, ...]:
     """
     Normalize the input paths according to the normalization scheme used for zarr node paths.
diff --git a/tests/test_array.py b/tests/test_array.py
index 4be9bbde43..989fe30592 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -387,12 +387,13 @@ async def test_nchunks_initialized(test_cls: type[Array] | type[AsyncArray[Any]]
         assert observed == expected
 
 
-async def test_chunks_initialized() -> None:
+@pytest.mark.parametrize("path", ["", "foo"])
+async def test_chunks_initialized(path: str) -> None:
     """
     Test that chunks_initialized accurately returns the keys of stored chunks.
     """
     store = MemoryStore()
-    arr = zarr.create_array(store, shape=(100,), chunks=(10,), dtype="i4")
+    arr = zarr.create_array(store, name=path, shape=(100,), chunks=(10,), dtype="i4")
 
     chunks_accumulated = tuple(
         accumulate(tuple(tuple(v.split(" ")) for v in arr._iter_chunk_keys()))
diff --git a/tests/test_store/test_core.py b/tests/test_store/test_core.py
index 87d0e6e40d..1ac410954b 100644
--- a/tests/test_store/test_core.py
+++ b/tests/test_store/test_core.py
@@ -8,7 +8,13 @@
 from zarr.core.common import AccessModeLiteral, ZarrFormat
 from zarr.storage import FsspecStore, LocalStore, MemoryStore, StoreLike, StorePath
 from zarr.storage._common import contains_array, contains_group, make_store_path
-from zarr.storage._utils import _join_paths, _normalize_path_keys, _normalize_paths, normalize_path
+from zarr.storage._utils import (
+    _join_paths,
+    _normalize_path_keys,
+    _normalize_paths,
+    _relativize_path,
+    normalize_path,
+)
 
 
 @pytest.mark.parametrize("path", ["foo", "foo/bar"])
@@ -221,3 +227,27 @@ def test_normalize_path_keys():
     """
     data = {"a": 10, "//b": 10}
     assert _normalize_path_keys(data) == {normalize_path(k): v for k, v in data.items()}
+
+
+@pytest.mark.parametrize(
+    ("path", "prefix", "expected"),
+    [
+        ("a", "", "a"),
+        ("a/b/c", "a/b", "c"),
+        ("a/b/c", "a", "b/c"),
+    ],
+)
+def test_relativize_path_valid(path: str, prefix: str, expected: str) -> None:
+    """
+    Test the normal behavior of the _relativize_path function. Prefixes should be removed from the
+    path argument.
+    """
+    assert _relativize_path(path=path, prefix=prefix) == expected
+
+
+def test_relativize_path_invalid() -> None:
+    path = "a/b/c"
+    prefix = "b"
+    msg = f"The first component of {path} does not start with {prefix}."
+    with pytest.raises(ValueError, match=msg):
+        _relativize_path(path="a/b/c", prefix="b")

From 7584b96f22b5d517cf61f13b415961d7be99b428 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 13 May 2025 11:48:46 +0100
Subject: [PATCH 1032/1078] Fix typing in a bunch of store tests (#3052)

* Ignore explicit test store files

* Fix test_zip

* Fix test_local

* Fix test_fsspec

* Fix typing in test_memory

* Remove walrus

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 .pre-commit-config.yaml         |  1 +
 pyproject.toml                  | 12 ++++++++--
 src/zarr/testing/store.py       |  2 +-
 src/zarr/testing/utils.py       |  9 ++++----
 tests/test_store/test_fsspec.py | 38 +++++++++++++++++++-----------
 tests/test_store/test_local.py  | 10 ++++----
 tests/test_store/test_memory.py | 41 ++++++++++++++++++---------------
 tests/test_store/test_zip.py    | 19 +++++++++------
 8 files changed, 80 insertions(+), 52 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 474d109c80..80743a5dec 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -38,6 +38,7 @@ repos:
           # Tests
           - pytest
           - hypothesis
+          - s3fs
   - repo: https://github.com/scientific-python/cookie
     rev: 2025.01.22
     hooks:
diff --git a/pyproject.toml b/pyproject.toml
index 1c534f7927..033c9dc114 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -358,7 +358,11 @@ module = [
     "tests.package_with_entrypoint.*",
     "zarr.testing.stateful",
     "tests.test_codecs.test_transpose",
-    "tests.test_config"
+    "tests.test_config",
+    "tests.test_store.test_zip",
+    "tests.test_store.test_local",
+    "tests.test_store.test_fsspec",
+    "tests.test_store.test_memory",
 ]
 strict = false
 
@@ -368,7 +372,11 @@ strict = false
 module = [
     "tests.test_codecs.test_codecs",
     "tests.test_metadata.*",
-    "tests.test_store.*",
+    "tests.test_store.test_core",
+    "tests.test_store.test_logging",
+    "tests.test_store.test_object",
+    "tests.test_store.test_stateful",
+    "tests.test_store.test_wrapper",
     "tests.test_group",
     "tests.test_indexing",
     "tests.test_properties",
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 867df2121f..0e73599791 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -58,7 +58,7 @@ async def get(self, store: S, key: str) -> Buffer:
 
     @abstractmethod
     @pytest.fixture
-    def store_kwargs(self) -> dict[str, Any]:
+    def store_kwargs(self, *args: Any, **kwargs: Any) -> dict[str, Any]:
         """Kwargs for instantiating a store"""
         ...
 
diff --git a/src/zarr/testing/utils.py b/src/zarr/testing/utils.py
index 28d6774286..7cf57ab9d6 100644
--- a/src/zarr/testing/utils.py
+++ b/src/zarr/testing/utils.py
@@ -1,7 +1,6 @@
 from __future__ import annotations
 
-from collections.abc import Callable, Coroutine
-from typing import TYPE_CHECKING, Any, TypeVar, cast
+from typing import TYPE_CHECKING, TypeVar, cast
 
 import pytest
 
@@ -38,13 +37,13 @@ def has_cupy() -> bool:
         return False
 
 
-T_Callable = TypeVar("T_Callable", bound=Callable[..., Coroutine[Any, Any, None] | None])
+T = TypeVar("T")
 
 
 # Decorator for GPU tests
-def gpu_test(func: T_Callable) -> T_Callable:
+def gpu_test(func: T) -> T:
     return cast(
-        "T_Callable",
+        "T",
         pytest.mark.gpu(
             pytest.mark.skipif(not has_cupy(), reason="CuPy not installed or no GPU available")(
                 func
diff --git a/tests/test_store/test_fsspec.py b/tests/test_store/test_fsspec.py
index 08cf2f286d..c10471809c 100644
--- a/tests/test_store/test_fsspec.py
+++ b/tests/test_store/test_fsspec.py
@@ -3,7 +3,7 @@
 import json
 import os
 import re
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any
 
 import pytest
 from packaging.version import parse as parse_version
@@ -17,8 +17,13 @@
 
 if TYPE_CHECKING:
     from collections.abc import Generator
+    from pathlib import Path
 
     import botocore.client
+    import s3fs
+
+    from zarr.core.common import JSON
+
 
 # Warning filter due to https://github.com/boto/boto3/issues/3889
 pytestmark = [
@@ -109,10 +114,13 @@ async def test_basic() -> None:
     data = b"hello"
     await store.set("foo", cpu.Buffer.from_bytes(data))
     assert await store.exists("foo")
-    assert (await store.get("foo", prototype=default_buffer_prototype())).to_bytes() == data
+    buf = await store.get("foo", prototype=default_buffer_prototype())
+    assert buf is not None
+    assert buf.to_bytes() == data
     out = await store.get_partial_values(
         prototype=default_buffer_prototype(), key_ranges=[("foo", OffsetByteRequest(1))]
     )
+    assert out[0] is not None
     assert out[0].to_bytes() == data[1:]
 
 
@@ -121,7 +129,7 @@ class TestFsspecStoreS3(StoreTests[FsspecStore, cpu.Buffer]):
     buffer_cls = cpu.Buffer
 
     @pytest.fixture
-    def store_kwargs(self, request) -> dict[str, str | bool]:
+    def store_kwargs(self) -> dict[str, str | bool]:
         try:
             from fsspec import url_to_fs
         except ImportError:
@@ -133,7 +141,7 @@ def store_kwargs(self, request) -> dict[str, str | bool]:
         return {"fs": fs, "path": path}
 
     @pytest.fixture
-    def store(self, store_kwargs: dict[str, str | bool]) -> FsspecStore:
+    async def store(self, store_kwargs: dict[str, Any]) -> FsspecStore:
         return self.store_cls(**store_kwargs)
 
     async def get(self, store: FsspecStore, key: str) -> Buffer:
@@ -168,7 +176,11 @@ async def test_fsspec_store_from_uri(self, store: FsspecStore) -> None:
             "anon": False,
         }
 
-        meta = {"attributes": {"key": "value"}, "zarr_format": 3, "node_type": "group"}
+        meta: dict[str, JSON] = {
+            "attributes": {"key": "value"},
+            "zarr_format": 3,
+            "node_type": "group",
+        }
 
         await store.set(
             "zarr.json",
@@ -179,7 +191,7 @@ async def test_fsspec_store_from_uri(self, store: FsspecStore) -> None:
         )
         assert dict(group.attrs) == {"key": "value"}
 
-        meta["attributes"]["key"] = "value-2"
+        meta["attributes"]["key"] = "value-2"  # type: ignore[index]
         await store.set(
             "directory-2/zarr.json",
             self.buffer_cls.from_bytes(json.dumps(meta).encode()),
@@ -189,7 +201,7 @@ async def test_fsspec_store_from_uri(self, store: FsspecStore) -> None:
         )
         assert dict(group.attrs) == {"key": "value-2"}
 
-        meta["attributes"]["key"] = "value-3"
+        meta["attributes"]["key"] = "value-3"  # type: ignore[index]
         await store.set(
             "directory-3/zarr.json",
             self.buffer_cls.from_bytes(json.dumps(meta).encode()),
@@ -216,7 +228,7 @@ def test_from_upath(self) -> None:
         assert result.fs.asynchronous
         assert result.path == f"{test_bucket_name}/foo/bar"
 
-    def test_init_raises_if_path_has_scheme(self, store_kwargs) -> None:
+    def test_init_raises_if_path_has_scheme(self, store_kwargs: dict[str, Any]) -> None:
         # regression test for https://github.com/zarr-developers/zarr-python/issues/2342
         store_kwargs["path"] = "s3://" + store_kwargs["path"]
         with pytest.raises(
@@ -237,7 +249,7 @@ def test_init_warns_if_fs_asynchronous_is_false(self) -> None:
         with pytest.warns(UserWarning, match=r".* was not created with `asynchronous=True`.*"):
             self.store_cls(**store_kwargs)
 
-    async def test_empty_nonexistent_path(self, store_kwargs) -> None:
+    async def test_empty_nonexistent_path(self, store_kwargs: dict[str, Any]) -> None:
         # regression test for https://github.com/zarr-developers/zarr-python/pull/2343
         store_kwargs["path"] += "/abc"
         store = await self.store_cls.open(**store_kwargs)
@@ -256,7 +268,7 @@ async def test_delete_dir_unsupported_deletes(self, store: FsspecStore) -> None:
     parse_version(fsspec.__version__) < parse_version("2024.12.0"),
     reason="No AsyncFileSystemWrapper",
 )
-def test_wrap_sync_filesystem():
+def test_wrap_sync_filesystem() -> None:
     """The local fs is not async so we should expect it to be wrapped automatically"""
     from fsspec.implementations.asyn_wrapper import AsyncFileSystemWrapper
 
@@ -270,7 +282,7 @@ def test_wrap_sync_filesystem():
     parse_version(fsspec.__version__) < parse_version("2024.12.0"),
     reason="No AsyncFileSystemWrapper",
 )
-def test_no_wrap_async_filesystem():
+def test_no_wrap_async_filesystem() -> None:
     """An async fs should not be wrapped automatically; fsspec's https filesystem is such an fs"""
     from fsspec.implementations.asyn_wrapper import AsyncFileSystemWrapper
 
@@ -284,12 +296,12 @@ def test_no_wrap_async_filesystem():
     parse_version(fsspec.__version__) < parse_version("2024.12.0"),
     reason="No AsyncFileSystemWrapper",
 )
-async def test_delete_dir_wrapped_filesystem(tmpdir) -> None:
+async def test_delete_dir_wrapped_filesystem(tmp_path: Path) -> None:
     from fsspec.implementations.asyn_wrapper import AsyncFileSystemWrapper
     from fsspec.implementations.local import LocalFileSystem
 
     wrapped_fs = AsyncFileSystemWrapper(LocalFileSystem(auto_mkdir=True))
-    store = FsspecStore(wrapped_fs, read_only=False, path=f"{tmpdir}/test/path")
+    store = FsspecStore(wrapped_fs, read_only=False, path=f"{tmp_path}/test/path")
 
     assert isinstance(store.fs, AsyncFileSystemWrapper)
     assert store.fs.asynchronous
diff --git a/tests/test_store/test_local.py b/tests/test_store/test_local.py
index d9d941c6f0..8699a85082 100644
--- a/tests/test_store/test_local.py
+++ b/tests/test_store/test_local.py
@@ -28,7 +28,7 @@ async def set(self, store: LocalStore, key: str, value: Buffer) -> None:
         (store.root / key).write_bytes(value.to_bytes())
 
     @pytest.fixture
-    def store_kwargs(self, tmpdir) -> dict[str, str]:
+    def store_kwargs(self, tmpdir: str) -> dict[str, str]:
         return {"root": str(tmpdir)}
 
     def test_store_repr(self, store: LocalStore) -> None:
@@ -48,14 +48,14 @@ async def test_empty_with_empty_subdir(self, store: LocalStore) -> None:
         (store.root / "foo/bar").mkdir(parents=True)
         assert await store.is_empty("")
 
-    def test_creates_new_directory(self, tmp_path: pathlib.Path):
+    def test_creates_new_directory(self, tmp_path: pathlib.Path) -> None:
         target = tmp_path.joinpath("a", "b", "c")
         assert not target.exists()
 
         store = self.store_cls(root=target)
         zarr.group(store=store)
 
-    def test_invalid_root_raises(self):
+    def test_invalid_root_raises(self) -> None:
         """
         Test that a TypeError is raised when a non-str/Path type is used for the `root` argument
         """
@@ -63,9 +63,9 @@ def test_invalid_root_raises(self):
             TypeError,
             match=r"'root' must be a string or Path instance. Got an instance of <class 'int'> instead.",
         ):
-            LocalStore(root=0)
+            LocalStore(root=0)  # type: ignore[arg-type]
 
-    async def test_get_with_prototype_default(self, store: LocalStore):
+    async def test_get_with_prototype_default(self, store: LocalStore) -> None:
         """
         Ensure that data can be read via ``store.get`` if the prototype keyword argument is unspecified, i.e. set to ``None``.
         """
diff --git a/tests/test_store/test_memory.py b/tests/test_store/test_memory.py
index e520c7d054..a090f56951 100644
--- a/tests/test_store/test_memory.py
+++ b/tests/test_store/test_memory.py
@@ -1,12 +1,15 @@
 from __future__ import annotations
 
 import re
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any
 
 import numpy as np
+import numpy.typing as npt
 import pytest
 
 import zarr
+import zarr.core
+import zarr.core.array
 from zarr.core.buffer import Buffer, cpu, gpu
 from zarr.storage import GpuMemoryStore, MemoryStore
 from zarr.testing.store import StoreTests
@@ -31,16 +34,16 @@ async def get(self, store: MemoryStore, key: str) -> Buffer:
         return store._store_dict[key]
 
     @pytest.fixture(params=[None, True])
-    def store_kwargs(
-        self, request: pytest.FixtureRequest
-    ) -> dict[str, str | dict[str, Buffer] | None]:
-        kwargs = {"store_dict": None}
+    def store_kwargs(self, request: pytest.FixtureRequest) -> dict[str, Any]:
+        kwargs: dict[str, Any]
         if request.param is True:
-            kwargs["store_dict"] = {}
+            kwargs = {"store_dict": {}}
+        else:
+            kwargs = {"store_dict": None}
         return kwargs
 
     @pytest.fixture
-    def store(self, store_kwargs: str | dict[str, Buffer] | None) -> MemoryStore:
+    async def store(self, store_kwargs: dict[str, Any]) -> MemoryStore:
         return self.store_cls(**store_kwargs)
 
     def test_store_repr(self, store: MemoryStore) -> None:
@@ -55,13 +58,13 @@ def test_store_supports_listing(self, store: MemoryStore) -> None:
     def test_store_supports_partial_writes(self, store: MemoryStore) -> None:
         assert store.supports_partial_writes
 
-    def test_list_prefix(self, store: MemoryStore) -> None:
+    async def test_list_prefix(self, store: MemoryStore) -> None:
         assert True
 
     @pytest.mark.parametrize("dtype", ["uint8", "float32", "int64"])
     @pytest.mark.parametrize("zarr_format", [2, 3])
     async def test_deterministic_size(
-        self, store: MemoryStore, dtype, zarr_format: ZarrFormat
+        self, store: MemoryStore, dtype: npt.DTypeLike, zarr_format: ZarrFormat
     ) -> None:
         a = zarr.empty(
             store=store,
@@ -85,23 +88,23 @@ class TestGpuMemoryStore(StoreTests[GpuMemoryStore, gpu.Buffer]):
     store_cls = GpuMemoryStore
     buffer_cls = gpu.Buffer
 
-    async def set(self, store: GpuMemoryStore, key: str, value: Buffer) -> None:
+    async def set(self, store: GpuMemoryStore, key: str, value: gpu.Buffer) -> None:  # type: ignore[override]
         store._store_dict[key] = value
 
     async def get(self, store: MemoryStore, key: str) -> Buffer:
         return store._store_dict[key]
 
     @pytest.fixture(params=[None, True])
-    def store_kwargs(
-        self, request: pytest.FixtureRequest
-    ) -> dict[str, str | dict[str, Buffer] | None]:
-        kwargs = {"store_dict": None}
+    def store_kwargs(self, request: pytest.FixtureRequest) -> dict[str, Any]:
+        kwargs: dict[str, Any]
         if request.param is True:
-            kwargs["store_dict"] = {}
+            kwargs = {"store_dict": {}}
+        else:
+            kwargs = {"store_dict": None}
         return kwargs
 
     @pytest.fixture
-    def store(self, store_kwargs: str | dict[str, gpu.Buffer] | None) -> GpuMemoryStore:
+    async def store(self, store_kwargs: dict[str, Any]) -> GpuMemoryStore:
         return self.store_cls(**store_kwargs)
 
     def test_store_repr(self, store: GpuMemoryStore) -> None:
@@ -116,15 +119,15 @@ def test_store_supports_listing(self, store: GpuMemoryStore) -> None:
     def test_store_supports_partial_writes(self, store: GpuMemoryStore) -> None:
         assert store.supports_partial_writes
 
-    def test_list_prefix(self, store: GpuMemoryStore) -> None:
+    async def test_list_prefix(self, store: GpuMemoryStore) -> None:
         assert True
 
     def test_dict_reference(self, store: GpuMemoryStore) -> None:
-        store_dict = {}
+        store_dict: dict[str, Any] = {}
         result = GpuMemoryStore(store_dict=store_dict)
         assert result._store_dict is store_dict
 
-    def test_from_dict(self):
+    def test_from_dict(self) -> None:
         d = {
             "a": gpu.Buffer.from_bytes(b"aaaa"),
             "b": cpu.Buffer.from_bytes(b"bbbb"),
diff --git a/tests/test_store/test_zip.py b/tests/test_store/test_zip.py
index 0237258ab1..fa99ca61bd 100644
--- a/tests/test_store/test_zip.py
+++ b/tests/test_store/test_zip.py
@@ -11,6 +11,7 @@
 
 import zarr
 from zarr.core.buffer import Buffer, cpu, default_buffer_prototype
+from zarr.core.group import Group
 from zarr.storage import ZipStore
 from zarr.testing.store import StoreTests
 
@@ -32,7 +33,7 @@ class TestZipStore(StoreTests[ZipStore, cpu.Buffer]):
     buffer_cls = cpu.Buffer
 
     @pytest.fixture
-    def store_kwargs(self, request) -> dict[str, str | bool]:
+    def store_kwargs(self) -> dict[str, str | bool]:
         fd, temp_path = tempfile.mkstemp()
         os.close(fd)
         os.unlink(temp_path)
@@ -40,12 +41,14 @@ def store_kwargs(self, request) -> dict[str, str | bool]:
         return {"path": temp_path, "mode": "w", "read_only": False}
 
     async def get(self, store: ZipStore, key: str) -> Buffer:
-        return store._get(key, prototype=default_buffer_prototype())
+        buf = store._get(key, prototype=default_buffer_prototype())
+        assert buf is not None
+        return buf
 
     async def set(self, store: ZipStore, key: str, value: Buffer) -> None:
         return store._set(key, value)
 
-    def test_store_read_only(self, store: ZipStore, store_kwargs: dict[str, Any]) -> None:
+    def test_store_read_only(self, store: ZipStore) -> None:
         assert not store.read_only
 
     async def test_read_only_store_raises(self, store_kwargs: dict[str, Any]) -> None:
@@ -109,7 +112,7 @@ def test_api_integration(self, store: ZipStore) -> None:
     async def test_store_open_read_only(
         self, store_kwargs: dict[str, Any], read_only: bool
     ) -> None:
-        if read_only == "r":
+        if read_only:
             # create an empty zipfile
             with zipfile.ZipFile(store_kwargs["path"], mode="w"):
                 pass
@@ -129,9 +132,11 @@ def test_externally_zipped_store(self, tmp_path: Path) -> None:
         zarr_path = tmp_path / "foo.zarr"
         root = zarr.open_group(store=zarr_path, mode="w")
         root.require_group("foo")
-        root["foo"]["bar"] = np.array([1])
-        shutil.make_archive(zarr_path, "zip", zarr_path)
+        assert isinstance(foo := root["foo"], Group)  # noqa: RUF018
+        foo["bar"] = np.array([1])
+        shutil.make_archive(str(zarr_path), "zip", zarr_path)
         zip_path = tmp_path / "foo.zarr.zip"
         zipped = zarr.open_group(ZipStore(zip_path, mode="r"), mode="r")
         assert list(zipped.keys()) == list(root.keys())
-        assert list(zipped["foo"].keys()) == list(root["foo"].keys())
+        assert isinstance(group := zipped["foo"], Group)
+        assert list(group.keys()) == list(group.keys())

From 629b4e5094d566cdc96aa187d0faccee9b28861f Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 14 May 2025 09:35:21 +0100
Subject: [PATCH 1033/1078] Allow no compressor for v2 arrays (#3039)

* Allow no compressor for v2 arrays

* Use typing aliases for compressors

* Test v2 array w/ v3 codec errors

* Add changelog entry

* Update type comment

* fix test names

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 changes/3039.bugfix.rst      |  5 +++++
 src/zarr/api/asynchronous.py | 13 +++++++++---
 src/zarr/api/synchronous.py  |  4 ++--
 src/zarr/core/array.py       | 38 +++++++++++++++++++++++++-----------
 src/zarr/core/metadata/v2.py | 10 +++++++---
 tests/test_api.py            | 19 ++++++++++++++++++
 6 files changed, 70 insertions(+), 19 deletions(-)
 create mode 100644 changes/3039.bugfix.rst

diff --git a/changes/3039.bugfix.rst b/changes/3039.bugfix.rst
new file mode 100644
index 0000000000..be2b424cf5
--- /dev/null
+++ b/changes/3039.bugfix.rst
@@ -0,0 +1,5 @@
+It is now possible to specify no compressor when creating a zarr format 2 array.
+This can be done by passing ``compressor=None`` to the various array creation routines.
+
+The default behaviour of automatically choosing a suitable default compressor remains if the compressor argument is not given.
+To reproduce the behaviour in previous zarr-python versions when ``compressor=None`` was passed, pass ``compressor='auto'`` instead.
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index ac143f6dea..59261cca8a 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -9,7 +9,14 @@
 import numpy.typing as npt
 from typing_extensions import deprecated
 
-from zarr.core.array import Array, AsyncArray, create_array, from_array, get_array_metadata
+from zarr.core.array import (
+    Array,
+    AsyncArray,
+    CompressorLike,
+    create_array,
+    from_array,
+    get_array_metadata,
+)
 from zarr.core.array_spec import ArrayConfig, ArrayConfigLike, ArrayConfigParams
 from zarr.core.buffer import NDArrayLike
 from zarr.core.common import (
@@ -838,7 +845,7 @@ async def create(
     *,  # Note: this is a change from v2
     chunks: ChunkCoords | int | None = None,  # TODO: v2 allowed chunks=True
     dtype: npt.DTypeLike | None = None,
-    compressor: dict[str, JSON] | None = None,  # TODO: default and type change
+    compressor: CompressorLike = "auto",
     fill_value: Any | None = 0,  # TODO: need type
     order: MemoryOrder | None = None,
     store: str | StoreLike | None = None,
@@ -991,7 +998,7 @@ async def create(
         dtype = parse_dtype(dtype, zarr_format)
         if not filters:
             filters = _default_filters(dtype)
-        if not compressor:
+        if compressor == "auto":
             compressor = _default_compressor(dtype)
     elif zarr_format == 3 and chunk_shape is None:  # type: ignore[redundant-expr]
         if chunks is not None:
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 5662f5c247..24ab937db5 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -7,7 +7,7 @@
 import zarr.api.asynchronous as async_api
 import zarr.core.array
 from zarr._compat import _deprecate_positional_args
-from zarr.core.array import Array, AsyncArray
+from zarr.core.array import Array, AsyncArray, CompressorLike
 from zarr.core.group import Group
 from zarr.core.sync import sync
 from zarr.core.sync_group import create_hierarchy
@@ -599,7 +599,7 @@ def create(
     *,  # Note: this is a change from v2
     chunks: ChunkCoords | int | bool | None = None,
     dtype: npt.DTypeLike | None = None,
-    compressor: dict[str, JSON] | None = None,  # TODO: default and type change
+    compressor: CompressorLike = "auto",
     fill_value: Any | None = 0,  # TODO: need type
     order: MemoryOrder | None = None,
     store: str | StoreLike | None = None,
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 9852bf8d5f..cf4c36cc22 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -102,6 +102,7 @@
     T_ArrayMetadata,
 )
 from zarr.core.metadata.v2 import (
+    CompressorLikev2,
     _default_compressor,
     _default_filters,
     parse_compressor,
@@ -303,7 +304,7 @@ async def create(
         dimension_separator: Literal[".", "/"] | None = None,
         order: MemoryOrder | None = None,
         filters: list[dict[str, JSON]] | None = None,
-        compressor: dict[str, JSON] | None = None,
+        compressor: CompressorLikev2 | Literal["auto"] = "auto",
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
@@ -394,7 +395,7 @@ async def create(
         dimension_separator: Literal[".", "/"] | None = None,
         order: MemoryOrder | None = None,
         filters: list[dict[str, JSON]] | None = None,
-        compressor: dict[str, JSON] | None = None,
+        compressor: CompressorLike = "auto",
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
@@ -429,7 +430,7 @@ async def create(
         dimension_separator: Literal[".", "/"] | None = None,
         order: MemoryOrder | None = None,
         filters: list[dict[str, JSON]] | None = None,
-        compressor: dict[str, JSON] | None = None,
+        compressor: CompressorLike = "auto",
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
@@ -570,7 +571,7 @@ async def _create(
         dimension_separator: Literal[".", "/"] | None = None,
         order: MemoryOrder | None = None,
         filters: list[dict[str, JSON]] | None = None,
-        compressor: dict[str, JSON] | None = None,
+        compressor: CompressorLike = "auto",
         # runtime
         overwrite: bool = False,
         data: npt.ArrayLike | None = None,
@@ -604,7 +605,7 @@ async def _create(
                 raise ValueError(
                     "filters cannot be used for arrays with zarr_format 3. Use array-to-array codecs instead."
                 )
-            if compressor is not None:
+            if compressor != "auto":
                 raise ValueError(
                     "compressor cannot be used for arrays with zarr_format 3. Use bytes-to-bytes codecs instead."
                 )
@@ -768,7 +769,7 @@ def _create_metadata_v2(
         dimension_separator: Literal[".", "/"] | None = None,
         fill_value: float | None = None,
         filters: Iterable[dict[str, JSON] | numcodecs.abc.Codec] | None = None,
-        compressor: dict[str, JSON] | numcodecs.abc.Codec | None = None,
+        compressor: CompressorLikev2 = None,
         attributes: dict[str, JSON] | None = None,
     ) -> ArrayV2Metadata:
         if dimension_separator is None:
@@ -809,7 +810,7 @@ async def _create_v2(
         dimension_separator: Literal[".", "/"] | None = None,
         fill_value: float | None = None,
         filters: Iterable[dict[str, JSON] | numcodecs.abc.Codec] | None = None,
-        compressor: dict[str, JSON] | numcodecs.abc.Codec | None = None,
+        compressor: CompressorLike = "auto",
         attributes: dict[str, JSON] | None = None,
         overwrite: bool = False,
     ) -> AsyncArray[ArrayV2Metadata]:
@@ -821,6 +822,17 @@ async def _create_v2(
         else:
             await ensure_no_existing_node(store_path, zarr_format=2)
 
+        compressor_parsed: CompressorLikev2
+        if compressor == "auto":
+            compressor_parsed = _default_compressor(dtype)
+        elif isinstance(compressor, BytesBytesCodec):
+            raise ValueError(
+                "Cannot use a BytesBytesCodec as a compressor for zarr v2 arrays. "
+                "Use a numcodecs codec directly instead."
+            )
+        else:
+            compressor_parsed = compressor
+
         metadata = cls._create_metadata_v2(
             shape=shape,
             dtype=dtype,
@@ -829,7 +841,7 @@ async def _create_v2(
             dimension_separator=dimension_separator,
             fill_value=fill_value,
             filters=filters,
-            compressor=compressor,
+            compressor=compressor_parsed,
             attributes=attributes,
         )
 
@@ -1751,7 +1763,7 @@ def create(
         dimension_separator: Literal[".", "/"] | None = None,
         order: MemoryOrder | None = None,
         filters: list[dict[str, JSON]] | None = None,
-        compressor: dict[str, JSON] | None = None,
+        compressor: CompressorLike = "auto",
         # runtime
         overwrite: bool = False,
         config: ArrayConfigLike | None = None,
@@ -1880,7 +1892,7 @@ def _create(
         dimension_separator: Literal[".", "/"] | None = None,
         order: MemoryOrder | None = None,
         filters: list[dict[str, JSON]] | None = None,
-        compressor: dict[str, JSON] | None = None,
+        compressor: CompressorLike = "auto",
         # runtime
         overwrite: bool = False,
         config: ArrayConfigLike | None = None,
@@ -3792,7 +3804,11 @@ def _get_default_codecs(
     | Literal["auto"]
     | None
 )
-CompressorLike: TypeAlias = dict[str, JSON] | BytesBytesCodec | numcodecs.abc.Codec | None
+# Union of acceptable types for users to pass in for both v2 and v3 compressors
+CompressorLike: TypeAlias = (
+    dict[str, JSON] | BytesBytesCodec | numcodecs.abc.Codec | Literal["auto"] | None
+)
+
 CompressorsLike: TypeAlias = (
     Iterable[dict[str, JSON] | BytesBytesCodec | numcodecs.abc.Codec]
     | dict[str, JSON]
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index d19193963f..029a3e09a7 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -5,7 +5,7 @@
 from collections.abc import Iterable, Sequence
 from enum import Enum
 from functools import cached_property
-from typing import TYPE_CHECKING, Any, TypedDict, cast
+from typing import TYPE_CHECKING, Any, TypeAlias, TypedDict, cast
 
 import numcodecs.abc
 
@@ -43,6 +43,10 @@ class ArrayV2MetadataDict(TypedDict):
     attributes: dict[str, JSON]
 
 
+# Union of acceptable types for v2 compressors
+CompressorLikev2: TypeAlias = dict[str, JSON] | numcodecs.abc.Codec | None
+
+
 @dataclass(frozen=True, kw_only=True)
 class ArrayV2Metadata(Metadata):
     shape: ChunkCoords
@@ -52,7 +56,7 @@ class ArrayV2Metadata(Metadata):
     order: MemoryOrder = "C"
     filters: tuple[numcodecs.abc.Codec, ...] | None = None
     dimension_separator: Literal[".", "/"] = "."
-    compressor: numcodecs.abc.Codec | None = None
+    compressor: CompressorLikev2
     attributes: dict[str, JSON] = field(default_factory=dict)
     zarr_format: Literal[2] = field(init=False, default=2)
 
@@ -65,7 +69,7 @@ def __init__(
         fill_value: Any,
         order: MemoryOrder,
         dimension_separator: Literal[".", "/"] = ".",
-        compressor: numcodecs.abc.Codec | dict[str, JSON] | None = None,
+        compressor: CompressorLikev2 = None,
         filters: Iterable[numcodecs.abc.Codec | dict[str, JSON]] | None = None,
         attributes: dict[str, JSON] | None = None,
     ) -> None:
diff --git a/tests/test_api.py b/tests/test_api.py
index 9f03a1067a..d1912f7238 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -2,6 +2,8 @@
 
 from typing import TYPE_CHECKING
 
+import zarr.codecs
+
 if TYPE_CHECKING:
     import pathlib
 
@@ -1190,3 +1192,20 @@ def test_gpu_basic(store: Store, zarr_format: ZarrFormat | None) -> None:
         # assert_array_equal doesn't check the type
         assert isinstance(result, type(src))
         cp.testing.assert_array_equal(result, src[:10, :10])
+
+
+def test_v2_without_compressor() -> None:
+    # Make sure it's possible to set no compressor for v2 arrays
+    arr = zarr.create(store={}, shape=(1), dtype="uint8", zarr_format=2, compressor=None)
+    assert arr.compressors == ()
+
+
+def test_v2_with_v3_compressor() -> None:
+    # Check trying to create a v2 array with a v3 compressor fails
+    with pytest.raises(
+        ValueError,
+        match="Cannot use a BytesBytesCodec as a compressor for zarr v2 arrays. Use a numcodecs codec directly instead.",
+    ):
+        zarr.create(
+            store={}, shape=(1), dtype="uint8", zarr_format=2, compressor=zarr.codecs.BloscCodec()
+        )

From d615783f1588da8f555476e006622833743f15dc Mon Sep 17 00:00:00 2001
From: Tom White <tom.e.white@gmail.com>
Date: Wed, 14 May 2025 13:10:37 +0100
Subject: [PATCH 1034/1078] Avoid memory copy in obstore write (#2972)

* Avoid memory copy in obstore write

* Add as_bytes_like method to Buffer

* Add changelog entry

* No need to take unsigned bytes view following #2738

* Change method name to `as_buffer_like`

---------

Co-authored-by: jakirkham <jakirkham@gmail.com>
Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 changes/2972.misc.rst        |  1 +
 src/zarr/core/buffer/core.py | 13 +++++++++++++
 src/zarr/storage/_local.py   |  4 ++--
 src/zarr/storage/_obstore.py |  4 ++--
 4 files changed, 18 insertions(+), 4 deletions(-)
 create mode 100644 changes/2972.misc.rst

diff --git a/changes/2972.misc.rst b/changes/2972.misc.rst
new file mode 100644
index 0000000000..f0258c1d05
--- /dev/null
+++ b/changes/2972.misc.rst
@@ -0,0 +1 @@
+Avoid an unnecessary memory copy when writing Zarr with obstore
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index cfcd7e6633..94cd91f026 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -255,6 +255,19 @@ def as_numpy_array(self) -> npt.NDArray[Any]:
         """
         ...
 
+    def as_buffer_like(self) -> BytesLike:
+        """Returns the buffer as an object that implements the Python buffer protocol.
+
+        Notes
+        -----
+        Might have to copy data, since the implementation uses `.as_numpy_array()`.
+
+        Returns
+        -------
+            An object that implements the Python buffer protocol
+        """
+        return memoryview(self.as_numpy_array())  # type: ignore[arg-type]
+
     def to_bytes(self) -> bytes:
         """Returns the buffer as `bytes` (host memory).
 
diff --git a/src/zarr/storage/_local.py b/src/zarr/storage/_local.py
index 85d244f17b..f2af75f43e 100644
--- a/src/zarr/storage/_local.py
+++ b/src/zarr/storage/_local.py
@@ -52,10 +52,10 @@ def _put(
         with path.open("r+b") as f:
             f.seek(start)
             # write takes any object supporting the buffer protocol
-            f.write(value.as_numpy_array())  # type: ignore[arg-type]
+            f.write(value.as_buffer_like())
         return None
     else:
-        view = memoryview(value.as_numpy_array())  # type: ignore[arg-type]
+        view = value.as_buffer_like()
         if exclusive:
             mode = "xb"
         else:
diff --git a/src/zarr/storage/_obstore.py b/src/zarr/storage/_obstore.py
index 8c2469747d..738754a8b9 100644
--- a/src/zarr/storage/_obstore.py
+++ b/src/zarr/storage/_obstore.py
@@ -161,7 +161,7 @@ async def set(self, key: str, value: Buffer) -> None:
 
         self._check_writable()
 
-        buf = value.to_bytes()
+        buf = value.as_buffer_like()
         await obs.put_async(self.store, key, buf)
 
     async def set_if_not_exists(self, key: str, value: Buffer) -> None:
@@ -169,7 +169,7 @@ async def set_if_not_exists(self, key: str, value: Buffer) -> None:
         import obstore as obs
 
         self._check_writable()
-        buf = value.to_bytes()
+        buf = value.as_buffer_like()
         with contextlib.suppress(obs.exceptions.AlreadyExistsError):
             await obs.put_async(self.store, key, buf, mode="create")
 

From aa3341573b8397ce655058ec80335931131badbf Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Wed, 14 May 2025 20:26:43 +0200
Subject: [PATCH 1035/1078] Replace redundant list comprehension with generator
 (#3040)

* Replace redundant list comprehension with generator

* Partially revert

There is no such thing as a "tuple comprehension":
https://stackoverflow.com/questions/52285419/aggregating-an-async-generator-to-a-tuple#52285420

Fixes CI error:
FAILED tests/test_group.py::test_create_hierarchy_existing_nodes[zarr2-async-array-memory] - TypeError: 'async_generator' object is not iterable
---
 tests/test_store/test_core.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/test_store/test_core.py b/tests/test_store/test_core.py
index 1ac410954b..4b1858afb5 100644
--- a/tests/test_store/test_core.py
+++ b/tests/test_store/test_core.py
@@ -203,7 +203,7 @@ def test_valid() -> None:
         Test that path normalization works as expected
         """
         paths = ["a", "b", "c", "d", "", "//a///b//"]
-        assert _normalize_paths(paths) == tuple([normalize_path(p) for p in paths])
+        assert _normalize_paths(paths) == tuple(normalize_path(p) for p in paths)
 
     @staticmethod
     @pytest.mark.parametrize("paths", [("", "/"), ("///a", "a")])

From 882641519d8b79c32aa803b99e9cc70eccf6e066 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Thu, 15 May 2025 11:58:41 +0200
Subject: [PATCH 1036/1078] Additional testing for `AsyncArray`, `Array`
 (#3049)

* remove duplicate metadata parsing

* add test cases

* add test cases

* tests for different zarr_formats in test_storage_transformers

* tests for different zarr_formats in test_storage_transformers

* ignore mypy arg-type error for deprecation test

* fix typing in tests

* test_chunk_key_encoding

* test_invalid_v2_arguments

* test_array_repr

* type annotation for parse_array_metadata

* test_v2_and_v3_exist_at_same_path

* remove duplicate check for dimension_separator in v3

* tests for invalid arguments in creation

* format

* revert typing

* document changes
---
 changes/3049.misc.rst        |   1 +
 src/zarr/api/asynchronous.py |   5 -
 src/zarr/core/array.py       |  23 ++---
 tests/test_api.py            |  65 +++++++++----
 tests/test_array.py          | 178 +++++++++++++++++++++++++++++++----
 5 files changed, 213 insertions(+), 59 deletions(-)
 create mode 100644 changes/3049.misc.rst

diff --git a/changes/3049.misc.rst b/changes/3049.misc.rst
new file mode 100644
index 0000000000..79ecd6ed95
--- /dev/null
+++ b/changes/3049.misc.rst
@@ -0,0 +1 @@
+Added tests for ``AsyncArray``, ``Array`` and removed duplicate argument parsing.
\ No newline at end of file
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 59261cca8a..cdedd5b033 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -1019,11 +1019,6 @@ async def create(
         warnings.warn("object_codec is not yet implemented", RuntimeWarning, stacklevel=2)
     if read_only is not None:
         warnings.warn("read_only is not yet implemented", RuntimeWarning, stacklevel=2)
-    if dimension_separator is not None and zarr_format == 3:
-        raise ValueError(
-            "dimension_separator is not supported for zarr format 3, use chunk_key_encoding instead"
-        )
-
     if order is not None:
         _warn_order_kwarg()
     if write_empty_chunks is not None:
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index cf4c36cc22..78b5e92ed6 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -140,7 +140,8 @@ def parse_array_metadata(data: Any) -> ArrayMetadata:
     if isinstance(data, ArrayMetadata):
         return data
     elif isinstance(data, dict):
-        if data["zarr_format"] == 3:
+        zarr_format = data.get("zarr_format")
+        if zarr_format == 3:
             meta_out = ArrayV3Metadata.from_dict(data)
             if len(meta_out.storage_transformers) > 0:
                 msg = (
@@ -149,9 +150,11 @@ def parse_array_metadata(data: Any) -> ArrayMetadata:
                 )
                 raise ValueError(msg)
             return meta_out
-        elif data["zarr_format"] == 2:
+        elif zarr_format == 2:
             return ArrayV2Metadata.from_dict(data)
-    raise TypeError
+        else:
+            raise ValueError(f"Invalid zarr_format: {zarr_format}. Expected 2 or 3")
+    raise TypeError  # pragma: no cover
 
 
 def create_codec_pipeline(metadata: ArrayMetadata) -> CodecPipeline:
@@ -160,8 +163,7 @@ def create_codec_pipeline(metadata: ArrayMetadata) -> CodecPipeline:
     elif isinstance(metadata, ArrayV2Metadata):
         v2_codec = V2Codec(filters=metadata.filters, compressor=metadata.compressor)
         return get_pipeline_class().from_codecs([v2_codec])
-    else:
-        raise TypeError
+    raise TypeError  # pragma: no cover
 
 
 async def get_array_metadata(
@@ -268,17 +270,6 @@ def __init__(
         store_path: StorePath,
         config: ArrayConfigLike | None = None,
     ) -> None:
-        if isinstance(metadata, dict):
-            zarr_format = metadata["zarr_format"]
-            # TODO: remove this when we extensively type the dict representation of metadata
-            _metadata = cast(dict[str, JSON], metadata)
-            if zarr_format == 2:
-                metadata = ArrayV2Metadata.from_dict(_metadata)
-            elif zarr_format == 3:
-                metadata = ArrayV3Metadata.from_dict(_metadata)
-            else:
-                raise ValueError(f"Invalid zarr_format: {zarr_format}. Expected 2 or 3")
-
         metadata_parsed = parse_array_metadata(metadata)
         config_parsed = parse_array_config(config)
 
diff --git a/tests/test_api.py b/tests/test_api.py
index d1912f7238..6904f91fe7 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import re
 from typing import TYPE_CHECKING
 
 import zarr.codecs
@@ -72,13 +73,19 @@ def test_create(memory_store: Store) -> None:
 
 # TODO: parametrize over everything this function takes
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
-def test_create_array(store: Store) -> None:
+def test_create_array(store: Store, zarr_format: ZarrFormat) -> None:
     attrs: dict[str, JSON] = {"foo": 100}  # explicit type annotation to avoid mypy error
     shape = (10, 10)
     path = "foo"
     data_val = 1
     array_w = create_array(
-        store, name=path, shape=shape, attributes=attrs, chunks=shape, dtype="uint8"
+        store,
+        name=path,
+        shape=shape,
+        attributes=attrs,
+        chunks=shape,
+        dtype="uint8",
+        zarr_format=zarr_format,
     )
     array_w[:] = data_val
     assert array_w.shape == shape
@@ -87,18 +94,27 @@ def test_create_array(store: Store) -> None:
 
 
 @pytest.mark.parametrize("write_empty_chunks", [True, False])
-def test_write_empty_chunks_warns(write_empty_chunks: bool) -> None:
+def test_write_empty_chunks_warns(write_empty_chunks: bool, zarr_format: ZarrFormat) -> None:
     """
     Test that using the `write_empty_chunks` kwarg on array access will raise a warning.
     """
     match = "The `write_empty_chunks` keyword argument .*"
     with pytest.warns(RuntimeWarning, match=match):
         _ = zarr.array(
-            data=np.arange(10), shape=(10,), dtype="uint8", write_empty_chunks=write_empty_chunks
+            data=np.arange(10),
+            shape=(10,),
+            dtype="uint8",
+            write_empty_chunks=write_empty_chunks,
+            zarr_format=zarr_format,
         )
 
     with pytest.warns(RuntimeWarning, match=match):
-        _ = zarr.create(shape=(10,), dtype="uint8", write_empty_chunks=write_empty_chunks)
+        _ = zarr.create(
+            shape=(10,),
+            dtype="uint8",
+            write_empty_chunks=write_empty_chunks,
+            zarr_format=zarr_format,
+        )
 
 
 @pytest.mark.parametrize("path", ["foo", "/", "/foo", "///foo/bar"])
@@ -115,18 +131,18 @@ def test_open_normalized_path(
     assert node.path == normalize_path(path)
 
 
-async def test_open_array(memory_store: MemoryStore) -> None:
+async def test_open_array(memory_store: MemoryStore, zarr_format: ZarrFormat) -> None:
     store = memory_store
 
     # open array, create if doesn't exist
-    z = open(store=store, shape=100)
+    z = open(store=store, shape=100, zarr_format=zarr_format)
     assert isinstance(z, Array)
     assert z.shape == (100,)
 
     # open array, overwrite
     # store._store_dict = {}
     store = MemoryStore()
-    z = open(store=store, shape=200)
+    z = open(store=store, shape=200, zarr_format=zarr_format)
     assert isinstance(z, Array)
     assert z.shape == (200,)
 
@@ -140,7 +156,16 @@ async def test_open_array(memory_store: MemoryStore) -> None:
 
     # path not found
     with pytest.raises(FileNotFoundError):
-        open(store="doesnotexist", mode="r")
+        open(store="doesnotexist", mode="r", zarr_format=zarr_format)
+
+
+@pytest.mark.parametrize("store", ["memory", "local", "zip"], indirect=True)
+def test_v2_and_v3_exist_at_same_path(store: Store) -> None:
+    zarr.create_array(store, shape=(10,), dtype="uint8", zarr_format=3)
+    zarr.create_array(store, shape=(10,), dtype="uint8", zarr_format=2)
+    msg = f"Both zarr.json (Zarr format 3) and .zarray (Zarr format 2) metadata objects exist at {store}. Zarr v3 will be used."
+    with pytest.warns(UserWarning, match=re.escape(msg)):
+        zarr.open(store=store, mode="r")
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
@@ -163,9 +188,9 @@ async def test_open_group(memory_store: MemoryStore) -> None:
     assert "foo" in g
 
     # open group, overwrite
-    # g = open_group(store=store)
-    # assert isinstance(g, Group)
-    # assert "foo" not in g
+    g = open_group(store=store, mode="w")
+    assert isinstance(g, Group)
+    assert "foo" not in g
 
     # open group, read-only
     store_cls = type(store)
@@ -308,7 +333,6 @@ def test_open_with_mode_w_minus(tmp_path: pathlib.Path) -> None:
         zarr.open(store=tmp_path, mode="w-")
 
 
-@pytest.mark.parametrize("zarr_format", [2, 3])
 def test_array_order(zarr_format: ZarrFormat) -> None:
     arr = zarr.ones(shape=(2, 2), order=None, zarr_format=zarr_format)
     expected = zarr.config.get("array.order")
@@ -324,7 +348,6 @@ def test_array_order(zarr_format: ZarrFormat) -> None:
 
 
 @pytest.mark.parametrize("order", ["C", "F"])
-@pytest.mark.parametrize("zarr_format", [2, 3])
 def test_array_order_warns(order: MemoryOrder | None, zarr_format: ZarrFormat) -> None:
     with pytest.warns(RuntimeWarning, match="The `order` keyword argument .*"):
         arr = zarr.ones(shape=(2, 2), order=order, zarr_format=zarr_format)
@@ -1095,13 +1118,16 @@ def test_open_falls_back_to_open_group() -> None:
     assert group.attrs == {"key": "value"}
 
 
-async def test_open_falls_back_to_open_group_async() -> None:
+async def test_open_falls_back_to_open_group_async(zarr_format: ZarrFormat) -> None:
     # https://github.com/zarr-developers/zarr-python/issues/2309
     store = MemoryStore()
-    await zarr.api.asynchronous.open_group(store, attributes={"key": "value"})
+    await zarr.api.asynchronous.open_group(
+        store, attributes={"key": "value"}, zarr_format=zarr_format
+    )
 
     group = await zarr.api.asynchronous.open(store=store)
     assert isinstance(group, zarr.core.group.AsyncGroup)
+    assert group.metadata.zarr_format == zarr_format
     assert group.attrs == {"key": "value"}
 
 
@@ -1137,13 +1163,14 @@ async def test_metadata_validation_error() -> None:
     ["local", "memory", "zip"],
     indirect=True,
 )
-def test_open_array_with_mode_r_plus(store: Store) -> None:
+def test_open_array_with_mode_r_plus(store: Store, zarr_format: ZarrFormat) -> None:
     # 'r+' means read/write (must exist)
     with pytest.raises(FileNotFoundError):
-        zarr.open_array(store=store, mode="r+")
-    zarr.ones(store=store, shape=(3, 3))
+        zarr.open_array(store=store, mode="r+", zarr_format=zarr_format)
+    zarr.ones(store=store, shape=(3, 3), zarr_format=zarr_format)
     z2 = zarr.open_array(store=store, mode="r+")
     assert isinstance(z2, Array)
+    assert z2.metadata.zarr_format == zarr_format
     result = z2[:]
     assert isinstance(result, NDArrayLike)
     assert (result == 1).all()
diff --git a/tests/test_array.py b/tests/test_array.py
index 989fe30592..eb19f0e7f3 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -41,6 +41,7 @@
 from zarr.core.buffer import NDArrayLike, NDArrayLikeOrScalar, default_buffer_prototype
 from zarr.core.buffer.cpu import NDBuffer
 from zarr.core.chunk_grids import _auto_partition
+from zarr.core.chunk_key_encodings import ChunkKeyEncodingParams
 from zarr.core.common import JSON, MemoryOrder, ZarrFormat
 from zarr.core.group import AsyncGroup
 from zarr.core.indexing import BasicIndexer, ceildiv
@@ -51,7 +52,7 @@
 
 if TYPE_CHECKING:
     from zarr.core.array_spec import ArrayConfigLike
-    from zarr.core.metadata.v2 import ArrayV2Metadata
+from zarr.core.metadata.v2 import ArrayV2Metadata
 
 
 @pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
@@ -227,10 +228,13 @@ def test_array_v3_fill_value(store: MemoryStore, fill_value: int, dtype_str: str
     assert arr.fill_value.dtype == arr.dtype
 
 
-def test_create_positional_args_deprecated() -> None:
-    store = MemoryStore()
-    with pytest.warns(FutureWarning, match="Pass"):
-        zarr.Array.create(store, (2, 2), dtype="f8")
+async def test_create_deprecated() -> None:
+    with pytest.warns(DeprecationWarning):
+        with pytest.warns(FutureWarning, match=re.escape("Pass shape=(2, 2) as keyword args")):
+            await zarr.AsyncArray.create(MemoryStore(), (2, 2), dtype="f8")  # type: ignore[call-overload]
+    with pytest.warns(DeprecationWarning):
+        with pytest.warns(FutureWarning, match=re.escape("Pass shape=(2, 2) as keyword args")):
+            zarr.Array.create(MemoryStore(), (2, 2), dtype="f8")
 
 
 def test_selection_positional_args_deprecated() -> None:
@@ -321,24 +325,47 @@ def test_serializable_sync_array(store: LocalStore, zarr_format: ZarrFormat) ->
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
-def test_storage_transformers(store: MemoryStore) -> None:
+@pytest.mark.parametrize("zarr_format", [2, 3, "invalid"])
+def test_storage_transformers(store: MemoryStore, zarr_format: ZarrFormat | str) -> None:
     """
     Test that providing an actual storage transformer produces a warning and otherwise passes through
     """
-    metadata_dict: dict[str, JSON] = {
-        "zarr_format": 3,
-        "node_type": "array",
-        "shape": (10,),
-        "chunk_grid": {"name": "regular", "configuration": {"chunk_shape": (1,)}},
-        "data_type": "uint8",
-        "chunk_key_encoding": {"name": "v2", "configuration": {"separator": "/"}},
-        "codecs": (BytesCodec().to_dict(),),
-        "fill_value": 0,
-        "storage_transformers": ({"test": "should_raise"}),
-    }
-    match = "Arrays with storage transformers are not supported in zarr-python at this time."
-    with pytest.raises(ValueError, match=match):
+    metadata_dict: dict[str, JSON]
+    if zarr_format == 3:
+        metadata_dict = {
+            "zarr_format": 3,
+            "node_type": "array",
+            "shape": (10,),
+            "chunk_grid": {"name": "regular", "configuration": {"chunk_shape": (1,)}},
+            "data_type": "uint8",
+            "chunk_key_encoding": {"name": "v2", "configuration": {"separator": "/"}},
+            "codecs": (BytesCodec().to_dict(),),
+            "fill_value": 0,
+            "storage_transformers": ({"test": "should_raise"}),
+        }
+    else:
+        metadata_dict = {
+            "zarr_format": zarr_format,
+            "shape": (10,),
+            "chunks": (1,),
+            "dtype": "uint8",
+            "dimension_separator": ".",
+            "codecs": (BytesCodec().to_dict(),),
+            "fill_value": 0,
+            "order": "C",
+            "storage_transformers": ({"test": "should_raise"}),
+        }
+    if zarr_format == 3:
+        match = "Arrays with storage transformers are not supported in zarr-python at this time."
+        with pytest.raises(ValueError, match=match):
+            Array.from_dict(StorePath(store), data=metadata_dict)
+    elif zarr_format == 2:
+        # no warning
         Array.from_dict(StorePath(store), data=metadata_dict)
+    else:
+        match = f"Invalid zarr_format: {zarr_format}. Expected 2 or 3"
+        with pytest.raises(ValueError, match=match):
+            Array.from_dict(StorePath(store), data=metadata_dict)
 
 
 @pytest.mark.parametrize("test_cls", [Array, AsyncArray[Any]])
@@ -1106,6 +1133,111 @@ async def test_v3_chunk_encoding(
         assert arr.filters == filters_expected
         assert arr.compressors == compressors_expected
 
+    @staticmethod
+    @pytest.mark.parametrize("name", ["v2", "default", "invalid"])
+    @pytest.mark.parametrize("separator", [".", "/"])
+    async def test_chunk_key_encoding(
+        name: str, separator: Literal[".", "/"], zarr_format: ZarrFormat, store: MemoryStore
+    ) -> None:
+        chunk_key_encoding = ChunkKeyEncodingParams(name=name, separator=separator)  # type: ignore[typeddict-item]
+        error_msg = ""
+        if name == "invalid":
+            error_msg = "Unknown chunk key encoding."
+        if zarr_format == 2 and name == "default":
+            error_msg = "Invalid chunk key encoding. For Zarr format 2 arrays, the `name` field of the chunk key encoding must be 'v2'."
+        if error_msg:
+            with pytest.raises(ValueError, match=re.escape(error_msg)):
+                arr = await create_array(
+                    store=store,
+                    dtype="uint8",
+                    shape=(10,),
+                    chunks=(1,),
+                    zarr_format=zarr_format,
+                    chunk_key_encoding=chunk_key_encoding,
+                )
+        else:
+            arr = await create_array(
+                store=store,
+                dtype="uint8",
+                shape=(10,),
+                chunks=(1,),
+                zarr_format=zarr_format,
+                chunk_key_encoding=chunk_key_encoding,
+            )
+            if isinstance(arr.metadata, ArrayV2Metadata):
+                assert arr.metadata.dimension_separator == separator
+
+    @staticmethod
+    @pytest.mark.parametrize(
+        ("kwargs", "error_msg"),
+        [
+            ({"serializer": "bytes"}, "Zarr format 2 arrays do not support `serializer`."),
+            ({"dimension_names": ["test"]}, "Zarr format 2 arrays do not support dimension names."),
+        ],
+    )
+    async def test_create_array_invalid_v2_arguments(
+        kwargs: dict[str, Any], error_msg: str, store: MemoryStore
+    ) -> None:
+        with pytest.raises(ValueError, match=re.escape(error_msg)):
+            await zarr.api.asynchronous.create_array(
+                store=store, dtype="uint8", shape=(10,), chunks=(1,), zarr_format=2, **kwargs
+            )
+
+    @staticmethod
+    @pytest.mark.parametrize(
+        ("kwargs", "error_msg"),
+        [
+            (
+                {"dimension_names": ["test"]},
+                "dimension_names cannot be used for arrays with zarr_format 2.",
+            ),
+            (
+                {"chunk_key_encoding": {"name": "default", "separator": "/"}},
+                "chunk_key_encoding cannot be used for arrays with zarr_format 2. Use dimension_separator instead.",
+            ),
+            (
+                {"codecs": "bytes"},
+                "codecs cannot be used for arrays with zarr_format 2. Use filters and compressor instead.",
+            ),
+        ],
+    )
+    async def test_create_invalid_v2_arguments(
+        kwargs: dict[str, Any], error_msg: str, store: MemoryStore
+    ) -> None:
+        with pytest.raises(ValueError, match=re.escape(error_msg)):
+            await zarr.api.asynchronous.create(
+                store=store, dtype="uint8", shape=(10,), chunks=(1,), zarr_format=2, **kwargs
+            )
+
+    @staticmethod
+    @pytest.mark.parametrize(
+        ("kwargs", "error_msg"),
+        [
+            (
+                {"chunk_shape": (1,), "chunks": (2,)},
+                "Only one of chunk_shape or chunks can be provided.",
+            ),
+            (
+                {"dimension_separator": "/"},
+                "dimension_separator cannot be used for arrays with zarr_format 3. Use chunk_key_encoding instead.",
+            ),
+            (
+                {"filters": []},
+                "filters cannot be used for arrays with zarr_format 3. Use array-to-array codecs instead",
+            ),
+            (
+                {"compressor": "blosc"},
+                "compressor cannot be used for arrays with zarr_format 3. Use bytes-to-bytes codecs instead",
+            ),
+        ],
+    )
+    async def test_invalid_v3_arguments(
+        kwargs: dict[str, Any], error_msg: str, store: MemoryStore
+    ) -> None:
+        kwargs.setdefault("chunks", (1,))
+        with pytest.raises(ValueError, match=re.escape(error_msg)):
+            zarr.create(store=store, dtype="uint8", shape=(10,), zarr_format=3, **kwargs)
+
     @staticmethod
     @pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
     @pytest.mark.parametrize(
@@ -1585,3 +1717,11 @@ async def test_sharding_coordinate_selection() -> None:
     result = arr[1, [0, 1]]  # type: ignore[index]
     assert isinstance(result, NDArrayLike)
     assert (result == np.array([[12, 13, 14, 15], [16, 17, 18, 19]])).all()
+
+
+@pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
+def test_array_repr(store: Store) -> None:
+    shape = (2, 3, 4)
+    dtype = "uint8"
+    arr = zarr.create_array(store, shape=shape, dtype=dtype)
+    assert str(arr) == f"<Array {store} shape={shape} dtype={dtype}>"

From ee1d70f9b036e3827dd6287a294e73d86bfed86a Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 16 May 2025 10:24:06 +0100
Subject: [PATCH 1037/1078] Update pre-commit hooks (#3058)

* Update pre-commit hooks

* Update type checking code
---
 .pre-commit-config.yaml | 4 ++--
 pyproject.toml          | 3 ++-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 80743a5dec..fd50366a1c 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -6,7 +6,7 @@ ci:
 default_stages: [pre-commit, pre-push]
 repos:
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.9.9
+    rev: v0.11.9
     hooks:
       - id: ruff
         args: ["--fix", "--show-fixes"]
@@ -40,7 +40,7 @@ repos:
           - hypothesis
           - s3fs
   - repo: https://github.com/scientific-python/cookie
-    rev: 2025.01.22
+    rev: 2025.05.02
     hooks:
       - id: sp-repo-review
   - repo: https://github.com/pre-commit/pygrep-hooks
diff --git a/pyproject.toml b/pyproject.toml
index 033c9dc114..f1c290e1b1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -310,7 +310,7 @@ extend-select = [
     "RUF",
     "SIM",  # flake8-simplify
     "SLOT", # flake8-slots
-    "TCH",  # flake8-type-checking
+    "TC",  # flake8-type-checking
     "TRY",  # tryceratops
     "UP",   # pyupgrade
     "W",    # pycodestyle warnings
@@ -338,6 +338,7 @@ ignore = [
     "Q003",
     "COM812",
     "COM819",
+    "TC006",
 ]
 
 [tool.ruff.lint.extend-per-file-ignores]

From d57fbf78a83689d7886676a2f52a3d7a52462942 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 16 May 2025 17:35:16 +0100
Subject: [PATCH 1038/1078] Don't compress data in hypothesis store testing
 (#3063)

* Don't compress data in hypothesis testing

* Add comment
---
 src/zarr/testing/stateful.py | 11 ++++++++++-
 1 file changed, 10 insertions(+), 1 deletion(-)

diff --git a/src/zarr/testing/stateful.py b/src/zarr/testing/stateful.py
index acc5f63f19..f4f7b33318 100644
--- a/src/zarr/testing/stateful.py
+++ b/src/zarr/testing/stateful.py
@@ -17,6 +17,7 @@
 import zarr
 from zarr import Array
 from zarr.abc.store import Store
+from zarr.codecs.bytes import BytesCodec
 from zarr.core.buffer import Buffer, BufferPrototype, cpu, default_buffer_prototype
 from zarr.core.sync import SyncMixin
 from zarr.storage import LocalStore, MemoryStore
@@ -108,7 +109,15 @@ def add_array(
         assume(self.can_add(path))
         note(f"Adding array:  path='{path}'  shape={array.shape}  chunks={chunks}")
         for store in [self.store, self.model]:
-            zarr.array(array, chunks=chunks, path=path, store=store, fill_value=fill_value)
+            zarr.array(
+                array,
+                chunks=chunks,
+                path=path,
+                store=store,
+                fill_value=fill_value,
+                # Chose bytes codec to avoid wasting time compressing the data being written
+                codecs=[BytesCodec()],
+            )
         self.all_arrays.add(path)
 
     # @precondition(lambda self: bool(self.all_groups))

From a941224ab51dfb8ca98f9a53afb91f3b6d2c6955 Mon Sep 17 00:00:00 2001
From: Ian Hunt-Isaak <ianhuntisaak@gmail.com>
Date: Fri, 16 May 2025 13:23:27 -0400
Subject: [PATCH 1039/1078] feat: add `print_debug_info`  function (#2913)

* feat: add  function

* doc: add docstring

* doc: add change log for print_debug_info

* Update .github/ISSUE_TEMPLATE/bug_report.yml

* feat: expand debug printout + better test

* feat: debug - also print out rich

* test: print debug test for upstream

* feat: better formatting for print_debug_info

* restore original issue template

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: David Stansby <dstansby@gmail.com>
---
 changes/2913.feature.rst |  1 +
 src/zarr/__init__.py     | 49 ++++++++++++++++++++++++++++++++++++++++
 tests/test_zarr.py       | 18 +++++++++++++++
 3 files changed, 68 insertions(+)
 create mode 100644 changes/2913.feature.rst

diff --git a/changes/2913.feature.rst b/changes/2913.feature.rst
new file mode 100644
index 0000000000..e0bfcba791
--- /dev/null
+++ b/changes/2913.feature.rst
@@ -0,0 +1 @@
+Added a `print_debug_info` function for bug reports.
diff --git a/src/zarr/__init__.py b/src/zarr/__init__.py
index 31796601b3..0d58ecf8e8 100644
--- a/src/zarr/__init__.py
+++ b/src/zarr/__init__.py
@@ -37,6 +37,54 @@
 # in case setuptools scm screw up and find version to be 0.0.0
 assert not __version__.startswith("0.0.0")
 
+
+def print_debug_info() -> None:
+    """
+    Print version info for use in bug reports.
+    """
+    import platform
+    from importlib.metadata import version
+
+    def print_packages(packages: list[str]) -> None:
+        not_installed = []
+        for package in packages:
+            try:
+                print(f"{package}: {version(package)}")
+            except ModuleNotFoundError:
+                not_installed.append(package)
+        if not_installed:
+            print("\n**Not Installed:**")
+            for package in not_installed:
+                print(package)
+
+    required = [
+        "packaging",
+        "numpy",
+        "numcodecs",
+        "typing_extensions",
+        "donfig",
+    ]
+    optional = [
+        "botocore",
+        "cupy-cuda12x",
+        "fsspec",
+        "numcodecs",
+        "s3fs",
+        "gcsfs",
+        "universal-pathlib",
+        "rich",
+        "obstore",
+    ]
+
+    print(f"platform: {platform.platform()}")
+    print(f"python: {platform.python_version()}")
+    print(f"zarr: {__version__}\n")
+    print("**Required dependencies:**")
+    print_packages(required)
+    print("\n**Optional dependencies:**")
+    print_packages(optional)
+
+
 __all__ = [
     "Array",
     "AsyncArray",
@@ -67,6 +115,7 @@
     "open_consolidated",
     "open_group",
     "open_like",
+    "print_debug_info",
     "save",
     "save_array",
     "save_group",
diff --git a/tests/test_zarr.py b/tests/test_zarr.py
index 2aa62e4231..f49873132e 100644
--- a/tests/test_zarr.py
+++ b/tests/test_zarr.py
@@ -1,3 +1,5 @@
+import pytest
+
 import zarr
 
 
@@ -9,3 +11,19 @@ def test_exports() -> None:
 
     for export in __all__:
         getattr(zarr, export)
+
+
+def test_print_debug_info(capsys: pytest.CaptureFixture[str]) -> None:
+    """
+    Ensure that print_debug_info does not raise an error
+    """
+    from importlib.metadata import version
+
+    from zarr import __version__, print_debug_info
+
+    print_debug_info()
+    captured = capsys.readouterr()
+    # test that at least some of what we expect is
+    # printed out
+    assert f"zarr: {__version__}" in captured.out
+    assert f"numpy: {version('numpy')}" in captured.out

From dd161df93ec908b5f3ecad03b0f18916885c1f90 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Mon, 19 May 2025 11:27:02 +0100
Subject: [PATCH 1040/1078] Fix overwrite modes (#3062)

* Fix overwrite modes

* Add many more tests that data doesn't disappear

* Add bugfix entry.

* Fix function name
---
 changes/3062.bugfix.rst      |  1 +
 src/zarr/api/asynchronous.py |  3 +-
 src/zarr/api/synchronous.py  |  1 +
 tests/test_api.py            | 81 ++++++++++++++++++++++++++++++++----
 4 files changed, 76 insertions(+), 10 deletions(-)
 create mode 100644 changes/3062.bugfix.rst

diff --git a/changes/3062.bugfix.rst b/changes/3062.bugfix.rst
new file mode 100644
index 0000000000..9e1e52ddb7
--- /dev/null
+++ b/changes/3062.bugfix.rst
@@ -0,0 +1 @@
+Using various functions to open data with ``mode='a'`` no longer deletes existing data in the store.
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index cdedd5b033..4f3c9c3f8f 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -88,7 +88,7 @@
 
 _READ_MODES: tuple[AccessModeLiteral, ...] = ("r", "r+", "a")
 _CREATE_MODES: tuple[AccessModeLiteral, ...] = ("a", "w", "w-")
-_OVERWRITE_MODES: tuple[AccessModeLiteral, ...] = ("a", "r+", "w")
+_OVERWRITE_MODES: tuple[AccessModeLiteral, ...] = ("w",)
 
 
 def _infer_overwrite(mode: AccessModeLiteral) -> bool:
@@ -817,7 +817,6 @@ async def open_group(
         warnings.warn("chunk_store is not yet implemented", RuntimeWarning, stacklevel=2)
 
     store_path = await make_store_path(store, mode=mode, storage_options=storage_options, path=path)
-
     if attributes is None:
         attributes = {}
 
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 24ab937db5..d4b652ad6e 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -858,6 +858,7 @@ def create_array(
         Ignored otherwise.
     overwrite : bool, default False
         Whether to overwrite an array with the same name in the store, if one exists.
+        If `True`, all existing paths in the store will be deleted.
     config : ArrayConfigLike, optional
         Runtime configuration for the array.
     write_data : bool
diff --git a/tests/test_api.py b/tests/test_api.py
index 6904f91fe7..ae112756c5 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -4,6 +4,7 @@
 from typing import TYPE_CHECKING
 
 import zarr.codecs
+import zarr.storage
 
 if TYPE_CHECKING:
     import pathlib
@@ -11,6 +12,7 @@
     from zarr.abc.store import Store
     from zarr.core.common import JSON, MemoryOrder, ZarrFormat
 
+import contextlib
 import warnings
 from typing import Literal
 
@@ -27,9 +29,9 @@
     create,
     create_array,
     create_group,
+    from_array,
     group,
     load,
-    open,
     open_group,
     save,
     save_array,
@@ -41,6 +43,10 @@
 from zarr.storage._utils import normalize_path
 from zarr.testing.utils import gpu_test
 
+if TYPE_CHECKING:
+    from collections.abc import Callable
+    from pathlib import Path
+
 
 def test_create(memory_store: Store) -> None:
     store = memory_store
@@ -135,28 +141,28 @@ async def test_open_array(memory_store: MemoryStore, zarr_format: ZarrFormat) ->
     store = memory_store
 
     # open array, create if doesn't exist
-    z = open(store=store, shape=100, zarr_format=zarr_format)
+    z = zarr.api.synchronous.open(store=store, shape=100, zarr_format=zarr_format)
     assert isinstance(z, Array)
     assert z.shape == (100,)
 
     # open array, overwrite
     # store._store_dict = {}
     store = MemoryStore()
-    z = open(store=store, shape=200, zarr_format=zarr_format)
+    z = zarr.api.synchronous.open(store=store, shape=200, zarr_format=zarr_format)
     assert isinstance(z, Array)
     assert z.shape == (200,)
 
     # open array, read-only
     store_cls = type(store)
     ro_store = await store_cls.open(store_dict=store._store_dict, read_only=True)
-    z = open(store=ro_store, mode="r")
+    z = zarr.api.synchronous.open(store=ro_store, mode="r")
     assert isinstance(z, Array)
     assert z.shape == (200,)
     assert z.read_only
 
     # path not found
     with pytest.raises(FileNotFoundError):
-        open(store="doesnotexist", mode="r", zarr_format=zarr_format)
+        zarr.api.synchronous.open(store="doesnotexist", mode="r", zarr_format=zarr_format)
 
 
 @pytest.mark.parametrize("store", ["memory", "local", "zip"], indirect=True)
@@ -233,12 +239,12 @@ def test_save(store: Store, n_args: int, n_kwargs: int) -> None:
             save(store)
     elif n_args == 1 and n_kwargs == 0:
         save(store, *args)
-        array = open(store)
+        array = zarr.api.synchronous.open(store)
         assert isinstance(array, Array)
         assert_array_equal(array[:], data)
     else:
         save(store, *args, **kwargs)  # type: ignore [arg-type]
-        group = open(store)
+        group = zarr.api.synchronous.open(store)
         assert isinstance(group, Group)
         for array in group.array_values():
             assert_array_equal(array[:], data)
@@ -1077,7 +1083,7 @@ def test_tree() -> None:
 def test_open_positional_args_deprecated() -> None:
     store = MemoryStore()
     with pytest.warns(FutureWarning, match="pass"):
-        open(store, "w", shape=(1,))
+        zarr.api.synchronous.open(store, "w", shape=(1,))
 
 
 def test_save_array_positional_args_deprecated() -> None:
@@ -1236,3 +1242,62 @@ def test_v2_with_v3_compressor() -> None:
         zarr.create(
             store={}, shape=(1), dtype="uint8", zarr_format=2, compressor=zarr.codecs.BloscCodec()
         )
+
+
+def add_empty_file(path: Path) -> Path:
+    fpath = path / "a.txt"
+    fpath.touch()
+    return fpath
+
+
+@pytest.mark.parametrize("create_function", [create_array, from_array])
+@pytest.mark.parametrize("overwrite", [True, False])
+def test_no_overwrite_array(tmp_path: Path, create_function: Callable, overwrite: bool) -> None:  # type:ignore[type-arg]
+    store = zarr.storage.LocalStore(tmp_path)
+    existing_fpath = add_empty_file(tmp_path)
+
+    assert existing_fpath.exists()
+    create_function(store=store, data=np.ones(shape=(1,)), overwrite=overwrite)
+    if overwrite:
+        assert not existing_fpath.exists()
+    else:
+        assert existing_fpath.exists()
+
+
+@pytest.mark.parametrize("create_function", [create_group, group])
+@pytest.mark.parametrize("overwrite", [True, False])
+def test_no_overwrite_group(tmp_path: Path, create_function: Callable, overwrite: bool) -> None:  # type:ignore[type-arg]
+    store = zarr.storage.LocalStore(tmp_path)
+    existing_fpath = add_empty_file(tmp_path)
+
+    assert existing_fpath.exists()
+    create_function(store=store, overwrite=overwrite)
+    if overwrite:
+        assert not existing_fpath.exists()
+    else:
+        assert existing_fpath.exists()
+
+
+@pytest.mark.parametrize("open_func", [zarr.open, open_group])
+@pytest.mark.parametrize("mode", ["r", "r+", "a", "w", "w-"])
+def test_no_overwrite_open(tmp_path: Path, open_func: Callable, mode: str) -> None:  # type:ignore[type-arg]
+    store = zarr.storage.LocalStore(tmp_path)
+    existing_fpath = add_empty_file(tmp_path)
+
+    assert existing_fpath.exists()
+    with contextlib.suppress(FileExistsError, FileNotFoundError):
+        open_func(store=store, mode=mode)
+    if mode == "w":
+        assert not existing_fpath.exists()
+    else:
+        assert existing_fpath.exists()
+
+
+def test_no_overwrite_load(tmp_path: Path) -> None:
+    store = zarr.storage.LocalStore(tmp_path)
+    existing_fpath = add_empty_file(tmp_path)
+
+    assert existing_fpath.exists()
+    with contextlib.suppress(NotImplementedError):
+        zarr.load(store)
+    assert existing_fpath.exists()

From 57107260291fc9c6f32c95346c321b8a28a6b6e8 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Mon, 19 May 2025 15:13:07 +0100
Subject: [PATCH 1041/1078] Changelog for 3.0.8 (#3071)

* Changelog for 3.0.8

* Add warning to top of release notes

* fix warning
---
 changes/2862.bugfix.rst  |  1 -
 changes/2913.feature.rst |  1 -
 changes/2972.misc.rst    |  1 -
 changes/2978.bugfix.rst  |  1 -
 changes/2998.bugfix.md   |  1 -
 changes/3027.misc.rst    |  1 -
 changes/3039.bugfix.rst  |  5 -----
 changes/3045.bugfix.rst  |  1 -
 changes/3049.misc.rst    |  1 -
 changes/3062.bugfix.rst  |  1 -
 docs/release-notes.rst   | 36 ++++++++++++++++++++++++++++++++++++
 11 files changed, 36 insertions(+), 14 deletions(-)
 delete mode 100644 changes/2862.bugfix.rst
 delete mode 100644 changes/2913.feature.rst
 delete mode 100644 changes/2972.misc.rst
 delete mode 100644 changes/2978.bugfix.rst
 delete mode 100644 changes/2998.bugfix.md
 delete mode 100644 changes/3027.misc.rst
 delete mode 100644 changes/3039.bugfix.rst
 delete mode 100644 changes/3045.bugfix.rst
 delete mode 100644 changes/3049.misc.rst
 delete mode 100644 changes/3062.bugfix.rst

diff --git a/changes/2862.bugfix.rst b/changes/2862.bugfix.rst
deleted file mode 100644
index bbe6f0746e..0000000000
--- a/changes/2862.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Fix a bug that prevented the number of initialized chunks being counted properly.
\ No newline at end of file
diff --git a/changes/2913.feature.rst b/changes/2913.feature.rst
deleted file mode 100644
index e0bfcba791..0000000000
--- a/changes/2913.feature.rst
+++ /dev/null
@@ -1 +0,0 @@
-Added a `print_debug_info` function for bug reports.
diff --git a/changes/2972.misc.rst b/changes/2972.misc.rst
deleted file mode 100644
index f0258c1d05..0000000000
--- a/changes/2972.misc.rst
+++ /dev/null
@@ -1 +0,0 @@
-Avoid an unnecessary memory copy when writing Zarr with obstore
diff --git a/changes/2978.bugfix.rst b/changes/2978.bugfix.rst
deleted file mode 100644
index fe9f3d3f64..0000000000
--- a/changes/2978.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Fixed sharding with GPU buffers.
diff --git a/changes/2998.bugfix.md b/changes/2998.bugfix.md
deleted file mode 100644
index 7b94223122..0000000000
--- a/changes/2998.bugfix.md
+++ /dev/null
@@ -1 +0,0 @@
-Fix structured `dtype` fill value serialization for consolidated metadata
\ No newline at end of file
diff --git a/changes/3027.misc.rst b/changes/3027.misc.rst
deleted file mode 100644
index ffbfe9b808..0000000000
--- a/changes/3027.misc.rst
+++ /dev/null
@@ -1 +0,0 @@
-Simplified scalar indexing of size-1 arrays.
\ No newline at end of file
diff --git a/changes/3039.bugfix.rst b/changes/3039.bugfix.rst
deleted file mode 100644
index be2b424cf5..0000000000
--- a/changes/3039.bugfix.rst
+++ /dev/null
@@ -1,5 +0,0 @@
-It is now possible to specify no compressor when creating a zarr format 2 array.
-This can be done by passing ``compressor=None`` to the various array creation routines.
-
-The default behaviour of automatically choosing a suitable default compressor remains if the compressor argument is not given.
-To reproduce the behaviour in previous zarr-python versions when ``compressor=None`` was passed, pass ``compressor='auto'`` instead.
diff --git a/changes/3045.bugfix.rst b/changes/3045.bugfix.rst
deleted file mode 100644
index a3886717a7..0000000000
--- a/changes/3045.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Fixed the typing of ``dimension_names`` arguments throughout so that it now accepts iterables that contain `None` alongside `str`.
diff --git a/changes/3049.misc.rst b/changes/3049.misc.rst
deleted file mode 100644
index 79ecd6ed95..0000000000
--- a/changes/3049.misc.rst
+++ /dev/null
@@ -1 +0,0 @@
-Added tests for ``AsyncArray``, ``Array`` and removed duplicate argument parsing.
\ No newline at end of file
diff --git a/changes/3062.bugfix.rst b/changes/3062.bugfix.rst
deleted file mode 100644
index 9e1e52ddb7..0000000000
--- a/changes/3062.bugfix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Using various functions to open data with ``mode='a'`` no longer deletes existing data in the store.
diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index 341a32c364..f8b00f83e7 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -3,6 +3,42 @@ Release notes
 
 .. towncrier release notes start
 
+3.0.8 (2025-05-19)
+------------------
+
+.. warning::
+
+    In versions 3.0.0 to 3.0.7 opening arrays or groups with ``mode='a'`` (the default for many builtin functions)
+    would cause any existing paths in the store to be deleted. This is fixed in 3.0.8, and
+    we recommend all users upgrade to avoid this bug that could cause unintentional data loss.
+
+Features
+~~~~~~~~
+
+- Added a `print_debug_info` function for bug reports. (:issue:`2913`)
+
+
+Bugfixes
+~~~~~~~~
+
+- Fix a bug that prevented the number of initialized chunks being counted properly. (:issue:`2862`)
+- Fixed sharding with GPU buffers. (:issue:`2978`)
+- Fix structured `dtype` fill value serialization for consolidated metadata (:issue:`2998`)
+- It is now possible to specify no compressor when creating a zarr format 2 array.
+  This can be done by passing ``compressor=None`` to the various array creation routines.
+
+  The default behaviour of automatically choosing a suitable default compressor remains if the compressor argument is not given.
+  To reproduce the behaviour in previous zarr-python versions when ``compressor=None`` was passed, pass ``compressor='auto'`` instead. (:issue:`3039`)
+- Fixed the typing of ``dimension_names`` arguments throughout so that it now accepts iterables that contain `None` alongside `str`. (:issue:`3045`)
+- Using various functions to open data with ``mode='a'`` no longer deletes existing data in the store. (:issue:`3062`)
+
+
+Misc
+~~~~
+
+- :issue:`2972`, :issue:`3027`, :issue:`3049`
+
+
 3.0.7 (2025-04-22)
 ------------------
 

From 80a09d710531fda387b9521a5e613fc7cd7706cb Mon Sep 17 00:00:00 2001
From: Ilan Gold <ilanbassgold@gmail.com>
Date: Tue, 20 May 2025 14:31:49 +0200
Subject: [PATCH 1042/1078] (chore): release notes cleanup (#3074)

* (chore): release notes cleanup

* (chore): add double space
---
 changes/2950.bufgix.rst | 1 -
 changes/2962.fix.rst    | 1 -
 docs/release-notes.rst  | 2 ++
 3 files changed, 2 insertions(+), 2 deletions(-)
 delete mode 100644 changes/2950.bufgix.rst
 delete mode 100644 changes/2962.fix.rst

diff --git a/changes/2950.bufgix.rst b/changes/2950.bufgix.rst
deleted file mode 100644
index 67cd61f377..0000000000
--- a/changes/2950.bufgix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Specifying the memory order of Zarr format 2 arrays using the ``order`` keyword argument has been fixed.
diff --git a/changes/2962.fix.rst b/changes/2962.fix.rst
deleted file mode 100644
index 83d24b72ce..0000000000
--- a/changes/2962.fix.rst
+++ /dev/null
@@ -1 +0,0 @@
-Internally use `typesize` constructor parameter for :class:`numcodecs.blosc.Blosc` to improve compression ratios back to the v2-package levels.
\ No newline at end of file
diff --git a/docs/release-notes.rst b/docs/release-notes.rst
index f8b00f83e7..a89046dd6d 100644
--- a/docs/release-notes.rst
+++ b/docs/release-notes.rst
@@ -31,6 +31,8 @@ Bugfixes
   To reproduce the behaviour in previous zarr-python versions when ``compressor=None`` was passed, pass ``compressor='auto'`` instead. (:issue:`3039`)
 - Fixed the typing of ``dimension_names`` arguments throughout so that it now accepts iterables that contain `None` alongside `str`. (:issue:`3045`)
 - Using various functions to open data with ``mode='a'`` no longer deletes existing data in the store. (:issue:`3062`)
+- Internally use `typesize` constructor parameter for :class:`numcodecs.blosc.Blosc` to improve compression ratios back to the v2-package levels. (:issue:`2962`)
+- Specifying the memory order of Zarr format 2 arrays using the ``order`` keyword argument has been fixed. (:issue:`2950`)
 
 
 Misc

From 18c4a9eba1f6a94d434f97aebf282a476bd2cda2 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Wed, 21 May 2025 11:01:45 +0200
Subject: [PATCH 1043/1078] Implement Store.move (#3021)

* move for LocalStore

* move for ZipStore

* remove redundant check

* open and close zipstore

* fix zipstore.move

* fix localstore.move for ndim>1

* format

* remove abstract Store .move

* document changes

* shutil.move entire folder

* fix test for windows
---
 changes/3021.feature.rst       |  1 +
 src/zarr/storage/_local.py     | 12 ++++++++++
 src/zarr/storage/_zip.py       | 13 ++++++++++
 tests/test_store/test_local.py | 43 ++++++++++++++++++++++++++++++----
 tests/test_store/test_zip.py   | 15 ++++++++++++
 5 files changed, 80 insertions(+), 4 deletions(-)
 create mode 100644 changes/3021.feature.rst

diff --git a/changes/3021.feature.rst b/changes/3021.feature.rst
new file mode 100644
index 0000000000..8805797ce3
--- /dev/null
+++ b/changes/3021.feature.rst
@@ -0,0 +1 @@
+Implemented ``move`` for ``LocalStore`` and ``ZipStore``. This allows users to move the store to a different root path.
\ No newline at end of file
diff --git a/src/zarr/storage/_local.py b/src/zarr/storage/_local.py
index f2af75f43e..15b043b1dc 100644
--- a/src/zarr/storage/_local.py
+++ b/src/zarr/storage/_local.py
@@ -253,5 +253,17 @@ async def list_dir(self, prefix: str) -> AsyncIterator[str]:
         except (FileNotFoundError, NotADirectoryError):
             pass
 
+    async def move(self, dest_root: Path | str) -> None:
+        """
+        Move the store to another path. The old root directory is deleted.
+        """
+        if isinstance(dest_root, str):
+            dest_root = Path(dest_root)
+        os.makedirs(dest_root.parent, exist_ok=True)
+        if os.path.exists(dest_root):
+            raise FileExistsError(f"Destination root {dest_root} already exists.")
+        shutil.move(self.root, dest_root)
+        self.root = dest_root
+
     async def getsize(self, key: str) -> int:
         return os.path.getsize(self.root / key)
diff --git a/src/zarr/storage/_zip.py b/src/zarr/storage/_zip.py
index f9eb8d8808..5d147deded 100644
--- a/src/zarr/storage/_zip.py
+++ b/src/zarr/storage/_zip.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import os
+import shutil
 import threading
 import time
 import zipfile
@@ -288,3 +289,15 @@ async def list_dir(self, prefix: str) -> AsyncIterator[str]:
                     if k not in seen:
                         seen.add(k)
                         yield k
+
+    async def move(self, path: Path | str) -> None:
+        """
+        Move the store to another path.
+        """
+        if isinstance(path, str):
+            path = Path(path)
+        self.close()
+        os.makedirs(path.parent, exist_ok=True)
+        shutil.move(self.path, path)
+        self.path = path
+        await self._open()
diff --git a/tests/test_store/test_local.py b/tests/test_store/test_local.py
index 8699a85082..7974d0d633 100644
--- a/tests/test_store/test_local.py
+++ b/tests/test_store/test_local.py
@@ -1,18 +1,18 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+import pathlib
+import re
 
+import numpy as np
 import pytest
 
 import zarr
+from zarr import create_array
 from zarr.core.buffer import Buffer, cpu
 from zarr.storage import LocalStore
 from zarr.testing.store import StoreTests
 from zarr.testing.utils import assert_bytes_equal
 
-if TYPE_CHECKING:
-    import pathlib
-
 
 class TestLocalStore(StoreTests[LocalStore, cpu.Buffer]):
     store_cls = LocalStore
@@ -74,3 +74,38 @@ async def test_get_with_prototype_default(self, store: LocalStore) -> None:
         await self.set(store, key, data_buf)
         observed = await store.get(key, prototype=None)
         assert_bytes_equal(observed, data_buf)
+
+    @pytest.mark.parametrize("ndim", [0, 1, 3])
+    @pytest.mark.parametrize(
+        "destination", ["destination", "foo/bar/destintion", pathlib.Path("foo/bar/destintion")]
+    )
+    async def test_move(
+        self, tmp_path: pathlib.Path, ndim: int, destination: pathlib.Path | str
+    ) -> None:
+        origin = tmp_path / "origin"
+        if isinstance(destination, str):
+            destination = str(tmp_path / destination)
+        else:
+            destination = tmp_path / destination
+
+        print(type(destination))
+        store = await LocalStore.open(root=origin)
+        shape = (4,) * ndim
+        chunks = (2,) * ndim
+        data = np.arange(4**ndim)
+        if ndim > 0:
+            data = data.reshape(*shape)
+        array = create_array(store, data=data, chunks=chunks or "auto")
+
+        await store.move(destination)
+
+        assert store.root == pathlib.Path(destination)
+        assert pathlib.Path(destination).exists()
+        assert not origin.exists()
+        assert np.array_equal(array[...], data)
+
+        store2 = await LocalStore.open(root=origin)
+        with pytest.raises(
+            FileExistsError, match=re.escape(f"Destination root {destination} already exists")
+        ):
+            await store2.move(destination)
diff --git a/tests/test_store/test_zip.py b/tests/test_store/test_zip.py
index fa99ca61bd..24b25ed315 100644
--- a/tests/test_store/test_zip.py
+++ b/tests/test_store/test_zip.py
@@ -10,6 +10,7 @@
 import pytest
 
 import zarr
+from zarr import create_array
 from zarr.core.buffer import Buffer, cpu, default_buffer_prototype
 from zarr.core.group import Group
 from zarr.storage import ZipStore
@@ -140,3 +141,17 @@ def test_externally_zipped_store(self, tmp_path: Path) -> None:
         assert list(zipped.keys()) == list(root.keys())
         assert isinstance(group := zipped["foo"], Group)
         assert list(group.keys()) == list(group.keys())
+
+    async def test_move(self, tmp_path: Path) -> None:
+        origin = tmp_path / "origin.zip"
+        destination = tmp_path / "some_folder" / "destination.zip"
+
+        store = await ZipStore.open(path=origin, mode="a")
+        array = create_array(store, data=np.arange(10))
+
+        await store.move(str(destination))
+
+        assert store.path == destination
+        assert destination.exists()
+        assert not origin.exists()
+        assert np.array_equal(array[...], np.arange(10))

From 481550a2b98d1bf51d731653208c26b5bcfce454 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 21 May 2025 12:44:18 +0100
Subject: [PATCH 1044/1078] Error on invalid store mode (#3068)

* Error on invalid store mode

* Fix tests

* Add release note

* Fix test
---
 changes/3068.bugfix.rst       |  1 +
 src/zarr/storage/_common.py   | 11 +++++++----
 tests/test_api.py             |  4 ++--
 tests/test_array.py           |  4 ++--
 tests/test_store/test_core.py |  8 ++++++++
 5 files changed, 20 insertions(+), 8 deletions(-)
 create mode 100644 changes/3068.bugfix.rst

diff --git a/changes/3068.bugfix.rst b/changes/3068.bugfix.rst
new file mode 100644
index 0000000000..9ada322c13
--- /dev/null
+++ b/changes/3068.bugfix.rst
@@ -0,0 +1 @@
+Trying to open an array with ``mode='r'`` when the store is not read-only now raises an error.
diff --git a/src/zarr/storage/_common.py b/src/zarr/storage/_common.py
index d81369f142..b2fefe96d7 100644
--- a/src/zarr/storage/_common.py
+++ b/src/zarr/storage/_common.py
@@ -2,7 +2,7 @@
 
 import json
 from pathlib import Path
-from typing import TYPE_CHECKING, Any, Literal
+from typing import TYPE_CHECKING, Any, Literal, Self
 
 from zarr.abc.store import ByteRequest, Store
 from zarr.core.buffer import Buffer, default_buffer_prototype
@@ -48,9 +48,7 @@ def read_only(self) -> bool:
         return self.store.read_only
 
     @classmethod
-    async def open(
-        cls, store: Store, path: str, mode: AccessModeLiteral | None = None
-    ) -> StorePath:
+    async def open(cls, store: Store, path: str, mode: AccessModeLiteral | None = None) -> Self:
         """
         Open StorePath based on the provided mode.
 
@@ -67,6 +65,9 @@ async def open(
         ------
         FileExistsError
             If the mode is 'w-' and the store path already exists.
+        ValueError
+            If the mode is not "r" and the store is read-only, or
+            if the mode is "r" and the store is not read-only.
         """
 
         await store._ensure_open()
@@ -78,6 +79,8 @@ async def open(
 
         if store.read_only and mode != "r":
             raise ValueError(f"Store is read-only but mode is '{mode}'")
+        if not store.read_only and mode == "r":
+            raise ValueError(f"Store is not read-only but mode is '{mode}'")
 
         match mode:
             case "w-":
diff --git a/tests/test_api.py b/tests/test_api.py
index ae112756c5..640478e9c1 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -171,7 +171,7 @@ def test_v2_and_v3_exist_at_same_path(store: Store) -> None:
     zarr.create_array(store, shape=(10,), dtype="uint8", zarr_format=2)
     msg = f"Both zarr.json (Zarr format 3) and .zarray (Zarr format 2) metadata objects exist at {store}. Zarr v3 will be used."
     with pytest.warns(UserWarning, match=re.escape(msg)):
-        zarr.open(store=store, mode="r")
+        zarr.open(store=store)
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
@@ -1285,7 +1285,7 @@ def test_no_overwrite_open(tmp_path: Path, open_func: Callable, mode: str) -> No
     existing_fpath = add_empty_file(tmp_path)
 
     assert existing_fpath.exists()
-    with contextlib.suppress(FileExistsError, FileNotFoundError):
+    with contextlib.suppress(FileExistsError, FileNotFoundError, ValueError):
         open_func(store=store, mode=mode)
     if mode == "w":
         assert not existing_fpath.exists()
diff --git a/tests/test_array.py b/tests/test_array.py
index eb19f0e7f3..32f7887007 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -1473,7 +1473,7 @@ async def test_name(store: Store, zarr_format: ZarrFormat, path: str | None) ->
             for parent_path in parents:
                 # this will raise if these groups were not created
                 _ = await zarr.api.asynchronous.open_group(
-                    store=store, path=parent_path, mode="r", zarr_format=zarr_format
+                    store=store, path=parent_path, zarr_format=zarr_format
                 )
 
 
@@ -1661,7 +1661,7 @@ def test_roundtrip_numcodecs() -> None:
 
     BYTES_CODEC = {"name": "bytes", "configuration": {"endian": "little"}}
     # Read in the array again and check compressor config
-    root = zarr.open_group(store, mode="r")
+    root = zarr.open_group(store)
     metadata = root["test"].metadata.to_dict()
     expected = (*filters, BYTES_CODEC, *compressors)
     assert metadata["codecs"] == expected
diff --git a/tests/test_store/test_core.py b/tests/test_store/test_core.py
index 4b1858afb5..6a94cc0ac2 100644
--- a/tests/test_store/test_core.py
+++ b/tests/test_store/test_core.py
@@ -4,6 +4,7 @@
 import pytest
 from _pytest.compat import LEGACY_PATH
 
+import zarr
 from zarr import Group
 from zarr.core.common import AccessModeLiteral, ZarrFormat
 from zarr.storage import FsspecStore, LocalStore, MemoryStore, StoreLike, StorePath
@@ -251,3 +252,10 @@ def test_relativize_path_invalid() -> None:
     msg = f"The first component of {path} does not start with {prefix}."
     with pytest.raises(ValueError, match=msg):
         _relativize_path(path="a/b/c", prefix="b")
+
+
+def test_invalid_open_mode() -> None:
+    store = MemoryStore()
+    zarr.create((100,), store=store, zarr_format=2, path="a")
+    with pytest.raises(ValueError, match="Store is not read-only but mode is 'r'"):
+        zarr.open_array(store=store, path="a", zarr_format=2, mode="r")

From f6742368229b8817a50335c28bb19a10e7a778e9 Mon Sep 17 00:00:00 2001
From: Ilan Gold <ilanbassgold@gmail.com>
Date: Fri, 23 May 2025 10:57:22 +0200
Subject: [PATCH 1045/1078] (feat): use `np.zeros` for buffer creation with
 `fill_value=0` (#3082)

* (feat): use `np.zeros` for buffer creation when possible

* (fix): add comment and check

* (chore): relnote
---
 changes/3082.feature.rst    | 1 +
 src/zarr/core/buffer/cpu.py | 3 ++-
 2 files changed, 3 insertions(+), 1 deletion(-)
 create mode 100644 changes/3082.feature.rst

diff --git a/changes/3082.feature.rst b/changes/3082.feature.rst
new file mode 100644
index 0000000000..e990d1f3a0
--- /dev/null
+++ b/changes/3082.feature.rst
@@ -0,0 +1 @@
+Use :py:func:`numpy.zeros` instead of :py:func:`np.full` for a performance speedup when creating a `zarr.core.buffer.NDBuffer` with `fill_value=0`.
\ No newline at end of file
diff --git a/src/zarr/core/buffer/cpu.py b/src/zarr/core/buffer/cpu.py
index 8464518818..3022bafb6f 100644
--- a/src/zarr/core/buffer/cpu.py
+++ b/src/zarr/core/buffer/cpu.py
@@ -154,7 +154,8 @@ def create(
         order: Literal["C", "F"] = "C",
         fill_value: Any | None = None,
     ) -> Self:
-        if fill_value is None:
+        # np.zeros is much faster than np.full, and therefore using it when possible is better.
+        if fill_value is None or (isinstance(fill_value, int) and fill_value == 0):
             return cls(np.zeros(shape=tuple(shape), dtype=dtype, order=order))
         else:
             return cls(np.full(shape=tuple(shape), fill_value=fill_value, dtype=dtype, order=order))

From 2361cd76d1a57a666a313b02be1298ce4df3b6d5 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Sun, 25 May 2025 11:24:31 +0200
Subject: [PATCH 1046/1078] add fill_value output to info (#3081)

* add fill_value output to info

* changelog

* fix tests

* fix example in docs
---
 changes/3081.feature.rst        | 1 +
 docs/user-guide/arrays.rst      | 4 ++++
 docs/user-guide/groups.rst      | 2 ++
 docs/user-guide/performance.rst | 3 +++
 src/zarr/core/_info.py          | 4 +++-
 src/zarr/core/array.py          | 1 +
 tests/test_array.py             | 6 ++++++
 tests/test_info.py              | 4 ++++
 8 files changed, 24 insertions(+), 1 deletion(-)
 create mode 100644 changes/3081.feature.rst

diff --git a/changes/3081.feature.rst b/changes/3081.feature.rst
new file mode 100644
index 0000000000..8cf83ea7c2
--- /dev/null
+++ b/changes/3081.feature.rst
@@ -0,0 +1 @@
+Adds ``fill_value`` to the list of attributes displayed in the output of the ``AsyncArray.info()`` method.
\ No newline at end of file
diff --git a/docs/user-guide/arrays.rst b/docs/user-guide/arrays.rst
index e6d1bcdc54..5bd6b1500f 100644
--- a/docs/user-guide/arrays.rst
+++ b/docs/user-guide/arrays.rst
@@ -183,6 +183,7 @@ which can be used to print useful diagnostics, e.g.::
    Type               : Array
    Zarr format        : 3
    Data type          : DataType.int32
+   Fill value         : 0
    Shape              : (10000, 10000)
    Chunk shape        : (1000, 1000)
    Order              : C
@@ -200,6 +201,7 @@ prints additional diagnostics, e.g.::
    Type               : Array
    Zarr format        : 3
    Data type          : DataType.int32
+   Fill value         : 0
    Shape              : (10000, 10000)
    Chunk shape        : (1000, 1000)
    Order              : C
@@ -287,6 +289,7 @@ Here is an example using a delta filter with the Blosc compressor::
    Type               : Array
    Zarr format        : 3
    Data type          : DataType.int32
+   Fill value         : 0
    Shape              : (10000, 10000)
    Chunk shape        : (1000, 1000)
    Order              : C
@@ -601,6 +604,7 @@ Sharded arrays can be created by providing the ``shards`` parameter to :func:`za
   Type               : Array
   Zarr format        : 3
   Data type          : DataType.uint8
+  Fill value         : 0
   Shape              : (10000, 10000)
   Shard shape        : (1000, 1000)
   Chunk shape        : (100, 100)
diff --git a/docs/user-guide/groups.rst b/docs/user-guide/groups.rst
index d5a0a7ccee..99234bad4e 100644
--- a/docs/user-guide/groups.rst
+++ b/docs/user-guide/groups.rst
@@ -129,6 +129,7 @@ property. E.g.::
    Type               : Array
    Zarr format        : 3
    Data type          : DataType.int64
+   Fill value         : 0
    Shape              : (1000000,)
    Chunk shape        : (100000,)
    Order              : C
@@ -145,6 +146,7 @@ property. E.g.::
    Type               : Array
    Zarr format        : 3
    Data type          : DataType.float32
+   Fill value         : 0.0
    Shape              : (1000, 1000)
    Chunk shape        : (100, 100)
    Order              : C
diff --git a/docs/user-guide/performance.rst b/docs/user-guide/performance.rst
index 42d830780f..88329f11b8 100644
--- a/docs/user-guide/performance.rst
+++ b/docs/user-guide/performance.rst
@@ -92,6 +92,7 @@ To use sharding, you need to specify the ``shards`` parameter when creating the
    Type               : Array
    Zarr format        : 3
    Data type          : DataType.uint8
+   Fill value         : 0
    Shape              : (10000, 10000, 1000)
    Shard shape        : (1000, 1000, 1000)
    Chunk shape        : (100, 100, 100)
@@ -122,6 +123,7 @@ ratios, depending on the correlation structure within the data. E.g.::
    Type               : Array
    Zarr format        : 3
    Data type          : DataType.int32
+   Fill value         : 0
    Shape              : (10000, 10000)
    Chunk shape        : (1000, 1000)
    Order              : C
@@ -141,6 +143,7 @@ ratios, depending on the correlation structure within the data. E.g.::
    Type               : Array
    Zarr format        : 3
    Data type          : DataType.int32
+   Fill value         : 0
    Shape              : (10000, 10000)
    Chunk shape        : (1000, 1000)
    Order              : F
diff --git a/src/zarr/core/_info.py b/src/zarr/core/_info.py
index 845552c8be..ee953d4591 100644
--- a/src/zarr/core/_info.py
+++ b/src/zarr/core/_info.py
@@ -67,7 +67,7 @@ def byte_info(size: int) -> str:
         return f"{size} ({human_readable_size(size)})"
 
 
-@dataclasses.dataclass(kw_only=True)
+@dataclasses.dataclass(kw_only=True, frozen=True, slots=True)
 class ArrayInfo:
     """
     Visual summary for an Array.
@@ -79,6 +79,7 @@ class ArrayInfo:
     _type: Literal["Array"] = "Array"
     _zarr_format: ZarrFormat
     _data_type: np.dtype[Any] | DataType
+    _fill_value: object
     _shape: tuple[int, ...]
     _shard_shape: tuple[int, ...] | None = None
     _chunk_shape: tuple[int, ...] | None = None
@@ -97,6 +98,7 @@ def __repr__(self) -> str:
         Type               : {_type}
         Zarr format        : {_zarr_format}
         Data type          : {_data_type}
+        Fill value         : {_fill_value}
         Shape              : {_shape}""")
 
         if self._shard_shape is not None:
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 78b5e92ed6..00ac7c2138 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -1702,6 +1702,7 @@ def _info(
         return ArrayInfo(
             _zarr_format=self.metadata.zarr_format,
             _data_type=_data_type,
+            _fill_value=self.metadata.fill_value,
             _shape=self.shape,
             _order=self.order,
             _shard_shape=self.shards,
diff --git a/tests/test_array.py b/tests/test_array.py
index 32f7887007..a6bcd17c4b 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -522,6 +522,7 @@ def test_info_v2(self, chunks: tuple[int, int], shards: tuple[int, int] | None)
         expected = ArrayInfo(
             _zarr_format=2,
             _data_type=np.dtype("float64"),
+            _fill_value=arr.fill_value,
             _shape=(8, 8),
             _chunk_shape=chunks,
             _shard_shape=None,
@@ -539,6 +540,7 @@ def test_info_v3(self, chunks: tuple[int, int], shards: tuple[int, int] | None)
         expected = ArrayInfo(
             _zarr_format=3,
             _data_type=DataType.parse("float64"),
+            _fill_value=arr.fill_value,
             _shape=(8, 8),
             _chunk_shape=chunks,
             _shard_shape=shards,
@@ -564,6 +566,7 @@ def test_info_complete(self, chunks: tuple[int, int], shards: tuple[int, int] |
         expected = ArrayInfo(
             _zarr_format=3,
             _data_type=DataType.parse("float64"),
+            _fill_value=arr.fill_value,
             _shape=(8, 8),
             _chunk_shape=chunks,
             _shard_shape=shards,
@@ -599,6 +602,7 @@ async def test_info_v2_async(
         expected = ArrayInfo(
             _zarr_format=2,
             _data_type=np.dtype("float64"),
+            _fill_value=arr.metadata.fill_value,
             _shape=(8, 8),
             _chunk_shape=(2, 2),
             _shard_shape=None,
@@ -624,6 +628,7 @@ async def test_info_v3_async(
         expected = ArrayInfo(
             _zarr_format=3,
             _data_type=DataType.parse("float64"),
+            _fill_value=arr.metadata.fill_value,
             _shape=(8, 8),
             _chunk_shape=chunks,
             _shard_shape=shards,
@@ -651,6 +656,7 @@ async def test_info_complete_async(
         expected = ArrayInfo(
             _zarr_format=3,
             _data_type=DataType.parse("float64"),
+            _fill_value=arr.metadata.fill_value,
             _shape=(8, 8),
             _chunk_shape=chunks,
             _shard_shape=shards,
diff --git a/tests/test_info.py b/tests/test_info.py
index db0fd0ef76..04e6339092 100644
--- a/tests/test_info.py
+++ b/tests/test_info.py
@@ -54,6 +54,7 @@ def test_array_info(zarr_format: ZarrFormat) -> None:
     info = ArrayInfo(
         _zarr_format=zarr_format,
         _data_type=np.dtype("int32"),
+        _fill_value=0,
         _shape=(100, 100),
         _chunk_shape=(10, 100),
         _order="C",
@@ -66,6 +67,7 @@ def test_array_info(zarr_format: ZarrFormat) -> None:
         Type               : Array
         Zarr format        : {zarr_format}
         Data type          : int32
+        Fill value         : 0
         Shape              : (100, 100)
         Chunk shape        : (10, 100)
         Order              : C
@@ -92,6 +94,7 @@ def test_array_info_complete(
     info = ArrayInfo(
         _zarr_format=zarr_format,
         _data_type=np.dtype("int32"),
+        _fill_value=0,
         _shape=(100, 100),
         _chunk_shape=(10, 100),
         _order="C",
@@ -107,6 +110,7 @@ def test_array_info_complete(
         Type               : Array
         Zarr format        : {zarr_format}
         Data type          : int32
+        Fill value         : 0
         Shape              : (100, 100)
         Chunk shape        : (10, 100)
         Order              : C

From 26811ebd93f6e56c9bf6fa848a1066bf0dd48851 Mon Sep 17 00:00:00 2001
From: Ian Hunt-Isaak <ianhuntisaak@gmail.com>
Date: Sun, 25 May 2025 05:45:07 -0400
Subject: [PATCH 1047/1078] issues: add pep-723 to issue template (#3087)

* issues: add pep-723 to issue template

* use zarr main branch + make copyable

* corret example link + not uv specific
---
 .github/ISSUE_TEMPLATE/bug_report.yml | 17 ++++++++++++++++-
 1 file changed, 16 insertions(+), 1 deletion(-)

diff --git a/.github/ISSUE_TEMPLATE/bug_report.yml b/.github/ISSUE_TEMPLATE/bug_report.yml
index 705cd31cb5..84bb89d82a 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.yml
+++ b/.github/ISSUE_TEMPLATE/bug_report.yml
@@ -57,7 +57,22 @@ body:
     id: reproduce
     attributes:
       label: Steps to reproduce
-      description: Minimal, reproducible code sample, a copy-pastable example if possible.
+      description: Minimal, reproducible code sample. Must list dependencies in [inline script metadata](https://packaging.python.org/en/latest/specifications/inline-script-metadata/#example). When put in a file named `issue.py` calling `uv run issue.py` should show the issue.
+      value: |
+        ```python
+        # /// script
+        # requires-python = ">=3.11"
+        # dependencies = [
+        #   "zarr@git+https://github.com/zarr-developers/zarr-python.git@main",
+        # ]
+        # ///
+        #
+        # This script automatically imports the development branch of zarr to check for issues
+
+        import zarr
+        # your reproducer code
+        # zarr.print_debug_info()
+        ```
     validations:
       required: true
   - type: textarea

From 70af54a6a4c40173df51f848c75ea8674dbf9504 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sun, 25 May 2025 15:16:25 +0100
Subject: [PATCH 1048/1078] Fix typing in test_codecs (#3095)

---
 pyproject.toml                   |  2 +-
 tests/test_codecs/test_codecs.py | 33 +++++++++++++++++++-------------
 2 files changed, 21 insertions(+), 14 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index f1c290e1b1..0da6b1acdd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -364,6 +364,7 @@ module = [
     "tests.test_store.test_local",
     "tests.test_store.test_fsspec",
     "tests.test_store.test_memory",
+    "tests.test_codecs.test_codecs",
 ]
 strict = false
 
@@ -371,7 +372,6 @@ strict = false
 # and fix the errors
 [[tool.mypy.overrides]]
 module = [
-    "tests.test_codecs.test_codecs",
     "tests.test_metadata.*",
     "tests.test_store.test_core",
     "tests.test_store.test_logging",
diff --git a/tests/test_codecs/test_codecs.py b/tests/test_codecs/test_codecs.py
index b8122b4ac2..468f395254 100644
--- a/tests/test_codecs/test_codecs.py
+++ b/tests/test_codecs/test_codecs.py
@@ -2,7 +2,7 @@
 
 import json
 from dataclasses import dataclass
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any
 
 import numpy as np
 import pytest
@@ -18,32 +18,33 @@
     TransposeCodec,
 )
 from zarr.core.buffer import default_buffer_prototype
-from zarr.core.indexing import Selection, morton_order_iter
+from zarr.core.indexing import BasicSelection, morton_order_iter
+from zarr.core.metadata.v3 import ArrayV3Metadata
 from zarr.storage import StorePath
 
 if TYPE_CHECKING:
     from zarr.abc.store import Store
-    from zarr.core.buffer import NDArrayLike
-    from zarr.core.common import MemoryOrder
+    from zarr.core.buffer.core import NDArrayLikeOrScalar
+    from zarr.core.common import ChunkCoords, MemoryOrder
 
 
 @dataclass(frozen=True)
 class _AsyncArrayProxy:
-    array: AsyncArray
+    array: AsyncArray[Any]
 
-    def __getitem__(self, selection: Selection) -> _AsyncArraySelectionProxy:
+    def __getitem__(self, selection: BasicSelection) -> _AsyncArraySelectionProxy:
         return _AsyncArraySelectionProxy(self.array, selection)
 
 
 @dataclass(frozen=True)
 class _AsyncArraySelectionProxy:
-    array: AsyncArray
-    selection: Selection
+    array: AsyncArray[Any]
+    selection: BasicSelection
 
-    async def get(self) -> NDArrayLike:
+    async def get(self) -> NDArrayLikeOrScalar:
         return await self.array.getitem(self.selection)
 
-    async def set(self, value: np.ndarray) -> None:
+    async def set(self, value: np.ndarray[Any, Any]) -> None:
         return await self.array.setitem(self.selection, value)
 
 
@@ -101,6 +102,7 @@ async def test_order(
     read_data = await _AsyncArrayProxy(a)[:, :].get()
     assert np.array_equal(data, read_data)
 
+    assert isinstance(read_data, np.ndarray)
     if runtime_read_order == "F":
         assert read_data.flags["F_CONTIGUOUS"]
         assert not read_data.flags["C_CONTIGUOUS"]
@@ -142,6 +144,7 @@ def test_order_implicit(
     read_data = a[:, :]
     assert np.array_equal(data, read_data)
 
+    assert isinstance(read_data, np.ndarray)
     if runtime_read_order == "F":
         assert read_data.flags["F_CONTIGUOUS"]
         assert not read_data.flags["C_CONTIGUOUS"]
@@ -209,7 +212,7 @@ def test_morton() -> None:
         [3, 2, 1, 6, 4, 5, 2],
     ],
 )
-def test_morton2(shape) -> None:
+def test_morton2(shape: ChunkCoords) -> None:
     order = list(morton_order_iter(shape))
     for i, x in enumerate(order):
         assert x not in order[:i]  # no duplicates
@@ -263,7 +266,10 @@ async def test_dimension_names(store: Store) -> None:
         dimension_names=("x", "y"),
     )
 
-    assert (await zarr.api.asynchronous.open_array(store=spath)).metadata.dimension_names == (
+    assert isinstance(
+        meta := (await zarr.api.asynchronous.open_array(store=spath)).metadata, ArrayV3Metadata
+    )
+    assert meta.dimension_names == (
         "x",
         "y",
     )
@@ -277,7 +283,8 @@ async def test_dimension_names(store: Store) -> None:
         fill_value=0,
     )
 
-    assert (await AsyncArray.open(spath2)).metadata.dimension_names is None
+    assert isinstance(meta := (await AsyncArray.open(spath2)).metadata, ArrayV3Metadata)
+    assert meta.dimension_names is None
     zarr_json_buffer = await store.get(f"{path2}/zarr.json", prototype=default_buffer_prototype())
     assert zarr_json_buffer is not None
     assert "dimension_names" not in json.loads(zarr_json_buffer.to_bytes())

From 0dd797f8a7eeab05982a1e4115990200d97d9d98 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Sun, 25 May 2025 23:29:18 +0200
Subject: [PATCH 1049/1078] =?UTF-8?q?ruff=20rules:=20`TCH`=20=E2=86=92=20`?=
 =?UTF-8?q?TC`=20(#3032)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* The ruff ruleset is TC, not TCH

* Apply ruff/flake8-type-checking rule TC006

TC006 Add quotes to type expression in `typing.cast()`

* Apply ruff/flake8-type-checking rule TC003

TC003 Move standard library import into a type-checking block

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 pyproject.toml                       |  2 +-
 src/zarr/api/asynchronous.py         |  2 +-
 src/zarr/codecs/crc32c_.py           |  6 +++--
 src/zarr/codecs/sharding.py          |  2 +-
 src/zarr/codecs/transpose.py         |  2 +-
 src/zarr/core/array.py               | 24 ++++++++++----------
 src/zarr/core/array_spec.py          |  2 +-
 src/zarr/core/buffer/core.py         | 12 +++++-----
 src/zarr/core/buffer/gpu.py          |  4 ++--
 src/zarr/core/chunk_key_encodings.py |  4 ++--
 src/zarr/core/common.py              |  4 ++--
 src/zarr/core/config.py              |  2 +-
 src/zarr/core/group.py               | 12 +++++-----
 src/zarr/core/indexing.py            | 34 ++++++++++++++--------------
 src/zarr/core/metadata/v2.py         |  6 ++---
 src/zarr/core/metadata/v3.py         |  6 ++---
 src/zarr/core/strings.py             |  4 ++--
 src/zarr/testing/utils.py            |  2 +-
 18 files changed, 66 insertions(+), 64 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 0da6b1acdd..a43e51abd2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -291,8 +291,8 @@ extend-exclude = [
 extend-select = [
     "ANN",  # flake8-annotations
     "B",    # flake8-bugbear
-    "EXE",  # flake8-executable
     "C4",   # flake8-comprehensions
+    "EXE",  # flake8-executable
     "FA",   # flake8-future-annotations
     "FLY",  # flynt
     "FURB", # refurb
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 4f3c9c3f8f..5b9c0bee3d 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -329,7 +329,7 @@ async def open(
         try:
             metadata_dict = await get_array_metadata(store_path, zarr_format=zarr_format)
             # TODO: remove this cast when we fix typing for array metadata dicts
-            _metadata_dict = cast(ArrayMetadataDict, metadata_dict)
+            _metadata_dict = cast("ArrayMetadataDict", metadata_dict)
             # for v2, the above would already have raised an exception if not an array
             zarr_format = _metadata_dict["zarr_format"]
             is_v3_array = zarr_format == 3 and _metadata_dict.get("node_type") == "array"
diff --git a/src/zarr/codecs/crc32c_.py b/src/zarr/codecs/crc32c_.py
index ab8a57eba7..6da673ceac 100644
--- a/src/zarr/codecs/crc32c_.py
+++ b/src/zarr/codecs/crc32c_.py
@@ -40,7 +40,9 @@ async def _decode_single(
         inner_bytes = data[:-4]
 
         # Need to do a manual cast until https://github.com/numpy/numpy/issues/26783 is resolved
-        computed_checksum = np.uint32(crc32c(cast(typing_extensions.Buffer, inner_bytes))).tobytes()
+        computed_checksum = np.uint32(
+            crc32c(cast("typing_extensions.Buffer", inner_bytes))
+        ).tobytes()
         stored_checksum = bytes(crc32_bytes)
         if computed_checksum != stored_checksum:
             raise ValueError(
@@ -55,7 +57,7 @@ async def _encode_single(
     ) -> Buffer | None:
         data = chunk_bytes.as_numpy_array()
         # Calculate the checksum and "cast" it to a numpy array
-        checksum = np.array([crc32c(cast(typing_extensions.Buffer, data))], dtype=np.uint32)
+        checksum = np.array([crc32c(cast("typing_extensions.Buffer", data))], dtype=np.uint32)
         # Append the checksum (as bytes) to the data
         return chunk_spec.prototype.buffer.from_array_like(np.append(data, checksum.view("B")))
 
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index bee36b3160..4638d973cb 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -115,7 +115,7 @@ class _ShardIndex(NamedTuple):
     def chunks_per_shard(self) -> ChunkCoords:
         result = tuple(self.offsets_and_lengths.shape[0:-1])
         # The cast is required until https://github.com/numpy/numpy/pull/27211 is merged
-        return cast(ChunkCoords, result)
+        return cast("ChunkCoords", result)
 
     def _localize_chunk(self, chunk_coords: ChunkCoords) -> ChunkCoords:
         return tuple(
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index 1aa1eb40e2..85e4526b8b 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -23,7 +23,7 @@ def parse_transpose_order(data: JSON | Iterable[int]) -> tuple[int, ...]:
         raise TypeError(f"Expected an iterable. Got {data} instead.")
     if not all(isinstance(a, int) for a in data):
         raise TypeError(f"Expected an iterable of integers. Got {data} instead.")
-    return tuple(cast(Iterable[int], data))
+    return tuple(cast("Iterable[int]", data))
 
 
 @dataclass(frozen=True)
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 00ac7c2138..62af644f7d 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -903,7 +903,7 @@ async def open(
         store_path = await make_store_path(store)
         metadata_dict = await get_array_metadata(store_path, zarr_format=zarr_format)
         # TODO: remove this cast when we have better type hints
-        _metadata_dict = cast(ArrayV3MetadataDict, metadata_dict)
+        _metadata_dict = cast("ArrayV3MetadataDict", metadata_dict)
         return cls(store_path=store_path, metadata=_metadata_dict)
 
     @property
@@ -1399,7 +1399,7 @@ async def _set_selection(
             if isinstance(array_like, np._typing._SupportsArrayFunc):
                 # TODO: need to handle array types that don't support __array_function__
                 # like PyTorch and JAX
-                array_like_ = cast(np._typing._SupportsArrayFunc, array_like)
+                array_like_ = cast("np._typing._SupportsArrayFunc", array_like)
             value = np.asanyarray(value, dtype=self.metadata.dtype, like=array_like_)
         else:
             if not hasattr(value, "shape"):
@@ -1413,7 +1413,7 @@ async def _set_selection(
                     value = value.astype(dtype=self.metadata.dtype, order="A")
                 else:
                     value = np.array(value, dtype=self.metadata.dtype, order="A")
-        value = cast(NDArrayLike, value)
+        value = cast("NDArrayLike", value)
         # We accept any ndarray like object from the user and convert it
         # to a NDBuffer (or subclass). From this point onwards, we only pass
         # Buffer and NDBuffer between components.
@@ -2437,11 +2437,11 @@ def __getitem__(self, selection: Selection) -> NDArrayLikeOrScalar:
         """
         fields, pure_selection = pop_fields(selection)
         if is_pure_fancy_indexing(pure_selection, self.ndim):
-            return self.vindex[cast(CoordinateSelection | MaskSelection, selection)]
+            return self.vindex[cast("CoordinateSelection | MaskSelection", selection)]
         elif is_pure_orthogonal_indexing(pure_selection, self.ndim):
             return self.get_orthogonal_selection(pure_selection, fields=fields)
         else:
-            return self.get_basic_selection(cast(BasicSelection, pure_selection), fields=fields)
+            return self.get_basic_selection(cast("BasicSelection", pure_selection), fields=fields)
 
     def __setitem__(self, selection: Selection, value: npt.ArrayLike) -> None:
         """Modify data for an item or region of the array.
@@ -2536,11 +2536,11 @@ def __setitem__(self, selection: Selection, value: npt.ArrayLike) -> None:
         """
         fields, pure_selection = pop_fields(selection)
         if is_pure_fancy_indexing(pure_selection, self.ndim):
-            self.vindex[cast(CoordinateSelection | MaskSelection, selection)] = value
+            self.vindex[cast("CoordinateSelection | MaskSelection", selection)] = value
         elif is_pure_orthogonal_indexing(pure_selection, self.ndim):
             self.set_orthogonal_selection(pure_selection, value, fields=fields)
         else:
-            self.set_basic_selection(cast(BasicSelection, pure_selection), value, fields=fields)
+            self.set_basic_selection(cast("BasicSelection", pure_selection), value, fields=fields)
 
     @_deprecate_positional_args
     def get_basic_selection(
@@ -3658,7 +3658,7 @@ def update_attributes(self, new_attributes: dict[str, JSON]) -> Array:
         # TODO: remove this cast when type inference improves
         new_array = sync(self._async_array.update_attributes(new_attributes))
         # TODO: remove this cast when type inference improves
-        _new_array = cast(AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata], new_array)
+        _new_array = cast("AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata]", new_array)
         return type(self)(_new_array)
 
     def __repr__(self) -> str:
@@ -4253,7 +4253,7 @@ async def init_array(
             serializer=serializer,
             dtype=dtype_parsed,
         )
-        sub_codecs = cast(tuple[Codec, ...], (*array_array, array_bytes, *bytes_bytes))
+        sub_codecs = cast("tuple[Codec, ...]", (*array_array, array_bytes, *bytes_bytes))
         codecs_out: tuple[Codec, ...]
         if shard_shape_parsed is not None:
             index_location = None
@@ -4524,7 +4524,7 @@ def _parse_keep_array_attr(
                 compressors = "auto"
         if serializer == "keep":
             if zarr_format == 3 and data.metadata.zarr_format == 3:
-                serializer = cast(SerializerLike, data.serializer)
+                serializer = cast("SerializerLike", data.serializer)
             else:
                 serializer = "auto"
         if fill_value is None:
@@ -4702,7 +4702,7 @@ def _parse_chunk_encoding_v3(
         if isinstance(filters, dict | Codec):
             maybe_array_array = (filters,)
         else:
-            maybe_array_array = cast(Iterable[Codec | dict[str, JSON]], filters)
+            maybe_array_array = cast("Iterable[Codec | dict[str, JSON]]", filters)
         out_array_array = tuple(_parse_array_array_codec(c) for c in maybe_array_array)
 
     if serializer == "auto":
@@ -4719,7 +4719,7 @@ def _parse_chunk_encoding_v3(
         if isinstance(compressors, dict | Codec):
             maybe_bytes_bytes = (compressors,)
         else:
-            maybe_bytes_bytes = cast(Iterable[Codec | dict[str, JSON]], compressors)
+            maybe_bytes_bytes = cast("Iterable[Codec | dict[str, JSON]]", compressors)
 
         out_bytes_bytes = tuple(_parse_bytes_bytes_codec(c) for c in maybe_bytes_bytes)
 
diff --git a/src/zarr/core/array_spec.py b/src/zarr/core/array_spec.py
index 59d3cc6b40..6cd27b30eb 100644
--- a/src/zarr/core/array_spec.py
+++ b/src/zarr/core/array_spec.py
@@ -64,7 +64,7 @@ def from_dict(cls, data: ArrayConfigParams) -> Self:
         """
         kwargs_out: ArrayConfigParams = {}
         for f in fields(ArrayConfig):
-            field_name = cast(Literal["order", "write_empty_chunks"], f.name)
+            field_name = cast("Literal['order', 'write_empty_chunks']", f.name)
             if field_name not in data:
                 kwargs_out[field_name] = zarr_config.get(f"array.{field_name}")
             else:
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index 94cd91f026..d0a2d992d2 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -159,7 +159,7 @@ def create_zero_length(cls) -> Self:
         if cls is Buffer:
             raise NotImplementedError("Cannot call abstract method on the abstract class 'Buffer'")
         return cls(
-            cast(ArrayLike, None)
+            cast("ArrayLike", None)
         )  # This line will never be reached, but it satisfies the type checker
 
     @classmethod
@@ -207,7 +207,7 @@ def from_buffer(cls, buffer: Buffer) -> Self:
         if cls is Buffer:
             raise NotImplementedError("Cannot call abstract method on the abstract class 'Buffer'")
         return cls(
-            cast(ArrayLike, None)
+            cast("ArrayLike", None)
         )  # This line will never be reached, but it satisfies the type checker
 
     @classmethod
@@ -227,7 +227,7 @@ def from_bytes(cls, bytes_like: BytesLike) -> Self:
         if cls is Buffer:
             raise NotImplementedError("Cannot call abstract method on the abstract class 'Buffer'")
         return cls(
-            cast(ArrayLike, None)
+            cast("ArrayLike", None)
         )  # This line will never be reached, but it satisfies the type checker
 
     def as_array_like(self) -> ArrayLike:
@@ -371,7 +371,7 @@ def create(
                 "Cannot call abstract method on the abstract class 'NDBuffer'"
             )
         return cls(
-            cast(NDArrayLike, None)
+            cast("NDArrayLike", None)
         )  # This line will never be reached, but it satisfies the type checker
 
     @classmethod
@@ -408,7 +408,7 @@ def from_numpy_array(cls, array_like: npt.ArrayLike) -> Self:
                 "Cannot call abstract method on the abstract class 'NDBuffer'"
             )
         return cls(
-            cast(NDArrayLike, None)
+            cast("NDArrayLike", None)
         )  # This line will never be reached, but it satisfies the type checker
 
     def as_ndarray_like(self) -> NDArrayLike:
@@ -440,7 +440,7 @@ def as_scalar(self) -> ScalarType:
         """Returns the buffer as a scalar value"""
         if self._data.size != 1:
             raise ValueError("Buffer does not contain a single scalar value")
-        return cast(ScalarType, self.as_numpy_array()[()])
+        return cast("ScalarType", self.as_numpy_array()[()])
 
     @property
     def dtype(self) -> np.dtype[Any]:
diff --git a/src/zarr/core/buffer/gpu.py b/src/zarr/core/buffer/gpu.py
index 77d2731c71..88746c5fac 100644
--- a/src/zarr/core/buffer/gpu.py
+++ b/src/zarr/core/buffer/gpu.py
@@ -103,7 +103,7 @@ def from_bytes(cls, bytes_like: BytesLike) -> Self:
         return cls.from_array_like(cp.frombuffer(bytes_like, dtype="B"))
 
     def as_numpy_array(self) -> npt.NDArray[Any]:
-        return cast(npt.NDArray[Any], cp.asnumpy(self._data))
+        return cast("npt.NDArray[Any]", cp.asnumpy(self._data))
 
     def __add__(self, other: core.Buffer) -> Self:
         other_array = other.as_array_like()
@@ -204,7 +204,7 @@ def as_numpy_array(self) -> npt.NDArray[Any]:
         -------
             NumPy array of this buffer (might be a data copy)
         """
-        return cast(npt.NDArray[Any], cp.asnumpy(self._data))
+        return cast("npt.NDArray[Any]", cp.asnumpy(self._data))
 
     def __getitem__(self, key: Any) -> Self:
         return self.__class__(self._data.__getitem__(key))
diff --git a/src/zarr/core/chunk_key_encodings.py b/src/zarr/core/chunk_key_encodings.py
index 103472c3b4..91dfc90365 100644
--- a/src/zarr/core/chunk_key_encodings.py
+++ b/src/zarr/core/chunk_key_encodings.py
@@ -20,7 +20,7 @@
 def parse_separator(data: JSON) -> SeparatorLiteral:
     if data not in (".", "/"):
         raise ValueError(f"Expected an '.' or '/' separator. Got {data} instead.")
-    return cast(SeparatorLiteral, data)
+    return cast("SeparatorLiteral", data)
 
 
 class ChunkKeyEncodingParams(TypedDict):
@@ -48,7 +48,7 @@ def from_dict(cls, data: dict[str, JSON] | ChunkKeyEncodingLike) -> ChunkKeyEnco
             data = {"name": data["name"], "configuration": {"separator": data["separator"]}}
 
         # TODO: remove this cast when we are statically typing the JSON metadata completely.
-        data = cast(dict[str, JSON], data)
+        data = cast("dict[str, JSON]", data)
 
         # configuration is optional for chunk key encodings
         name_parsed, config_parsed = parse_named_configuration(data, require_configuration=False)
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index a670834206..be37dc5109 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -158,7 +158,7 @@ def parse_fill_value(data: Any) -> Any:
 
 def parse_order(data: Any) -> Literal["C", "F"]:
     if data in ("C", "F"):
-        return cast(Literal["C", "F"], data)
+        return cast("Literal['C', 'F']", data)
     raise ValueError(f"Expected one of ('C', 'F'), got {data} instead.")
 
 
@@ -202,4 +202,4 @@ def _warn_order_kwarg() -> None:
 
 def _default_zarr_format() -> ZarrFormat:
     """Return the default zarr_version"""
-    return cast(ZarrFormat, int(zarr_config.get("default_zarr_format", 3)))
+    return cast("ZarrFormat", int(zarr_config.get("default_zarr_format", 3)))
diff --git a/src/zarr/core/config.py b/src/zarr/core/config.py
index c565cb0708..2a10943d80 100644
--- a/src/zarr/core/config.py
+++ b/src/zarr/core/config.py
@@ -134,6 +134,6 @@ def enable_gpu(self) -> ConfigSet:
 
 def parse_indexing_order(data: Any) -> Literal["C", "F"]:
     if data in ("C", "F"):
-        return cast(Literal["C", "F"], data)
+        return cast("Literal['C', 'F']", data)
     msg = f"Expected one of ('C', 'F'), got {data} instead."
     raise ValueError(msg)
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 5c470e29ca..86cc6a3c6b 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -7,7 +7,6 @@
 import logging
 import warnings
 from collections import defaultdict
-from collections.abc import Iterator, Mapping
 from dataclasses import asdict, dataclass, field, fields, replace
 from itertools import accumulate
 from typing import TYPE_CHECKING, Literal, TypeVar, assert_never, cast, overload
@@ -65,6 +64,8 @@
         Coroutine,
         Generator,
         Iterable,
+        Iterator,
+        Mapping,
     )
     from typing import Any
 
@@ -81,7 +82,7 @@
 def parse_zarr_format(data: Any) -> ZarrFormat:
     """Parse the zarr_format field from metadata."""
     if data in (2, 3):
-        return cast(ZarrFormat, data)
+        return cast("ZarrFormat", data)
     msg = f"Invalid zarr_format. Expected one of 2 or 3. Got {data}."
     raise ValueError(msg)
 
@@ -89,7 +90,7 @@ def parse_zarr_format(data: Any) -> ZarrFormat:
 def parse_node_type(data: Any) -> NodeType:
     """Parse the node_type field from metadata."""
     if data in ("array", "group"):
-        return cast(Literal["array", "group"], data)
+        return cast("Literal['array', 'group']", data)
     raise MetadataValidationError("node_type", "array or group", data)
 
 
@@ -362,7 +363,7 @@ def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
                         # it's an array
                         if isinstance(v.get("fill_value", None), np.void):
                             v["fill_value"] = base64.standard_b64encode(
-                                cast(bytes, v["fill_value"])
+                                cast("bytes", v["fill_value"])
                             ).decode("ascii")
                         else:
                             v = _replace_special_floats(v)
@@ -3246,8 +3247,7 @@ def _ensure_consistent_zarr_format(
         raise ValueError(msg)
 
     return cast(
-        Mapping[str, GroupMetadata | ArrayV2Metadata]
-        | Mapping[str, GroupMetadata | ArrayV3Metadata],
+        "Mapping[str, GroupMetadata | ArrayV2Metadata] | Mapping[str, GroupMetadata | ArrayV3Metadata]",
         data,
     )
 
diff --git a/src/zarr/core/indexing.py b/src/zarr/core/indexing.py
index 998fe156a1..c11889f7f4 100644
--- a/src/zarr/core/indexing.py
+++ b/src/zarr/core/indexing.py
@@ -466,7 +466,7 @@ def replace_ellipsis(selection: Any, shape: ChunkCoords) -> SelectionNormalized:
     # check selection not too long
     check_selection_length(selection, shape)
 
-    return cast(SelectionNormalized, selection)
+    return cast("SelectionNormalized", selection)
 
 
 def replace_lists(selection: SelectionNormalized) -> SelectionNormalized:
@@ -481,7 +481,7 @@ def replace_lists(selection: SelectionNormalized) -> SelectionNormalized:
 def ensure_tuple(v: Any) -> SelectionNormalized:
     if not isinstance(v, tuple):
         v = (v,)
-    return cast(SelectionNormalized, v)
+    return cast("SelectionNormalized", v)
 
 
 class ChunkProjection(NamedTuple):
@@ -818,7 +818,7 @@ def ix_(selection: Any, shape: ChunkCoords) -> npt.NDArray[np.intp]:
     # now get numpy to convert to a coordinate selection
     selection = np.ix_(*selection)
 
-    return cast(npt.NDArray[np.intp], selection)
+    return cast("npt.NDArray[np.intp]", selection)
 
 
 def oindex(a: npt.NDArray[Any], selection: Selection) -> npt.NDArray[Any]:
@@ -948,7 +948,7 @@ def __getitem__(self, selection: OrthogonalSelection | Array) -> NDArrayLikeOrSc
         new_selection = ensure_tuple(new_selection)
         new_selection = replace_lists(new_selection)
         return self.array.get_orthogonal_selection(
-            cast(OrthogonalSelection, new_selection), fields=fields
+            cast("OrthogonalSelection", new_selection), fields=fields
         )
 
     def __setitem__(self, selection: OrthogonalSelection, value: npt.ArrayLike) -> None:
@@ -956,7 +956,7 @@ def __setitem__(self, selection: OrthogonalSelection, value: npt.ArrayLike) -> N
         new_selection = ensure_tuple(new_selection)
         new_selection = replace_lists(new_selection)
         return self.array.set_orthogonal_selection(
-            cast(OrthogonalSelection, new_selection), value, fields=fields
+            cast("OrthogonalSelection", new_selection), value, fields=fields
         )
 
 
@@ -1050,14 +1050,14 @@ def __getitem__(self, selection: BasicSelection) -> NDArrayLikeOrScalar:
         fields, new_selection = pop_fields(selection)
         new_selection = ensure_tuple(new_selection)
         new_selection = replace_lists(new_selection)
-        return self.array.get_block_selection(cast(BasicSelection, new_selection), fields=fields)
+        return self.array.get_block_selection(cast("BasicSelection", new_selection), fields=fields)
 
     def __setitem__(self, selection: BasicSelection, value: npt.ArrayLike) -> None:
         fields, new_selection = pop_fields(selection)
         new_selection = ensure_tuple(new_selection)
         new_selection = replace_lists(new_selection)
         return self.array.set_block_selection(
-            cast(BasicSelection, new_selection), value, fields=fields
+            cast("BasicSelection", new_selection), value, fields=fields
         )
 
 
@@ -1105,12 +1105,12 @@ def __init__(
         nchunks = reduce(operator.mul, cdata_shape, 1)
 
         # some initial normalization
-        selection_normalized = cast(CoordinateSelectionNormalized, ensure_tuple(selection))
+        selection_normalized = cast("CoordinateSelectionNormalized", ensure_tuple(selection))
         selection_normalized = tuple(
             np.asarray([i]) if is_integer(i) else i for i in selection_normalized
         )
         selection_normalized = cast(
-            CoordinateSelectionNormalized, replace_lists(selection_normalized)
+            "CoordinateSelectionNormalized", replace_lists(selection_normalized)
         )
 
         # validation
@@ -1214,8 +1214,8 @@ def __iter__(self) -> Iterator[ChunkProjection]:
 class MaskIndexer(CoordinateIndexer):
     def __init__(self, selection: MaskSelection, shape: ChunkCoords, chunk_grid: ChunkGrid) -> None:
         # some initial normalization
-        selection_normalized = cast(tuple[MaskSelection], ensure_tuple(selection))
-        selection_normalized = cast(tuple[MaskSelection], replace_lists(selection_normalized))
+        selection_normalized = cast("tuple[MaskSelection]", ensure_tuple(selection))
+        selection_normalized = cast("tuple[MaskSelection]", replace_lists(selection_normalized))
 
         # validation
         if not is_mask_selection(selection_normalized, shape):
@@ -1311,14 +1311,14 @@ def pop_fields(selection: SelectionWithFields) -> tuple[Fields | None, Selection
     elif not isinstance(selection, tuple):
         # single selection item, no fields
         # leave selection as-is
-        return None, cast(Selection, selection)
+        return None, cast("Selection", selection)
     else:
         # multiple items, split fields from selection items
         fields: Fields = [f for f in selection if isinstance(f, str)]
         fields = fields[0] if len(fields) == 1 else fields
         selection_tuple = tuple(s for s in selection if not isinstance(s, str))
         selection = cast(
-            Selection, selection_tuple[0] if len(selection_tuple) == 1 else selection_tuple
+            "Selection", selection_tuple[0] if len(selection_tuple) == 1 else selection_tuple
         )
         return fields, selection
 
@@ -1380,12 +1380,12 @@ def get_indexer(
         new_selection = ensure_tuple(selection)
         new_selection = replace_lists(new_selection)
         if is_coordinate_selection(new_selection, shape):
-            return CoordinateIndexer(cast(CoordinateSelection, selection), shape, chunk_grid)
+            return CoordinateIndexer(cast("CoordinateSelection", selection), shape, chunk_grid)
         elif is_mask_selection(new_selection, shape):
-            return MaskIndexer(cast(MaskSelection, selection), shape, chunk_grid)
+            return MaskIndexer(cast("MaskSelection", selection), shape, chunk_grid)
         else:
             raise VindexInvalidSelectionError(new_selection)
     elif is_pure_orthogonal_indexing(pure_selection, len(shape)):
-        return OrthogonalIndexer(cast(OrthogonalSelection, selection), shape, chunk_grid)
+        return OrthogonalIndexer(cast("OrthogonalSelection", selection), shape, chunk_grid)
     else:
-        return BasicIndexer(cast(BasicSelection, selection), shape, chunk_grid)
+        return BasicIndexer(cast("BasicSelection", selection), shape, chunk_grid)
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index 029a3e09a7..a8f4f4abb4 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -378,7 +378,7 @@ def _serialize_fill_value(fill_value: Any, dtype: np.dtype[Any]) -> JSON:
         # There's a relationship between dtype and fill_value
         # that mypy isn't aware of. The fact that we have S or V dtype here
         # means we should have a bytes-type fill_value.
-        serialized = base64.standard_b64encode(cast(bytes, fill_value)).decode("ascii")
+        serialized = base64.standard_b64encode(cast("bytes", fill_value)).decode("ascii")
     elif isinstance(fill_value, np.datetime64):
         serialized = np.datetime_as_string(fill_value)
     elif isinstance(fill_value, numbers.Integral):
@@ -448,7 +448,7 @@ def _default_compressor(
     else:
         raise ValueError(f"Unsupported dtype kind {dtype.kind}")
 
-    return cast(dict[str, JSON] | None, default_compressor.get(dtype_key, None))
+    return cast("dict[str, JSON] | None", default_compressor.get(dtype_key, None))
 
 
 def _default_filters(
@@ -470,4 +470,4 @@ def _default_filters(
     else:
         raise ValueError(f"Unsupported dtype kind {dtype.kind}")
 
-    return cast(list[dict[str, JSON]] | None, default_filters.get(dtype_key, None))
+    return cast("list[dict[str, JSON]] | None", default_filters.get(dtype_key, None))
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index 63f6515e44..dcbf44f89b 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -273,7 +273,7 @@ def __init__(
             fill_value = default_fill_value(data_type_parsed)
         # we pass a string here rather than an enum to make mypy happy
         fill_value_parsed = parse_fill_value(
-            fill_value, dtype=cast(ALL_DTYPES, data_type_parsed.value)
+            fill_value, dtype=cast("ALL_DTYPES", data_type_parsed.value)
         )
         attributes_parsed = parse_attributes(attributes)
         codecs_parsed_partial = parse_codecs(codecs)
@@ -524,7 +524,7 @@ def parse_fill_value(
         return np.bytes_(fill_value)
 
     # the rest are numeric types
-    np_dtype = cast(np.dtype[Any], data_type.to_numpy())
+    np_dtype = cast("np.dtype[Any]", data_type.to_numpy())
 
     if isinstance(fill_value, Sequence) and not isinstance(fill_value, str):
         if data_type in (DataType.complex64, DataType.complex128):
@@ -588,7 +588,7 @@ def default_fill_value(dtype: DataType) -> str | bytes | np.generic:
         return b""
     else:
         np_dtype = dtype.to_numpy()
-        np_dtype = cast(np.dtype[Any], np_dtype)
+        np_dtype = cast("np.dtype[Any]", np_dtype)
         return np_dtype.type(0)  # type: ignore[misc]
 
 
diff --git a/src/zarr/core/strings.py b/src/zarr/core/strings.py
index ffca0c3b0c..15c5fddfee 100644
--- a/src/zarr/core/strings.py
+++ b/src/zarr/core/strings.py
@@ -30,7 +30,7 @@ def cast_array(
         data: np.ndarray[Any, np.dtype[Any]],
     ) -> np.ndarray[Any, np.dtypes.StringDType | np.dtypes.ObjectDType]:
         out = data.astype(_STRING_DTYPE, copy=False)
-        return cast(np.ndarray[Any, np.dtypes.StringDType], out)
+        return cast("np.ndarray[Any, np.dtypes.StringDType]", out)
 
 except AttributeError:
     # if not available, we fall back on an object array of strings, as in Zarr < 3
@@ -41,7 +41,7 @@ def cast_array(
         data: np.ndarray[Any, np.dtype[Any]],
     ) -> np.ndarray[Any, Union["np.dtypes.StringDType", "np.dtypes.ObjectDType"]]:
         out = data.astype(_STRING_DTYPE, copy=False)
-        return cast(np.ndarray[Any, np.dtypes.ObjectDType], out)
+        return cast("np.ndarray[Any, np.dtypes.ObjectDType]", out)
 
 
 def cast_to_string_dtype(
diff --git a/src/zarr/testing/utils.py b/src/zarr/testing/utils.py
index 7cf57ab9d6..afc15d742c 100644
--- a/src/zarr/testing/utils.py
+++ b/src/zarr/testing/utils.py
@@ -30,7 +30,7 @@ def has_cupy() -> bool:
     try:
         import cupy
 
-        return cast(bool, cupy.cuda.runtime.getDeviceCount() > 0)
+        return cast("bool", cupy.cuda.runtime.getDeviceCount() > 0)
     except ImportError:
         return False
     except cupy.cuda.runtime.CUDARuntimeError:

From ada3b221579b426154d0df9a1681af390164a6cc Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 28 May 2025 10:37:22 +0100
Subject: [PATCH 1050/1078] Test using latest numpy (#3064)

---
 .github/workflows/gpu_test.yml    | 2 +-
 .github/workflows/hypothesis.yaml | 2 +-
 .github/workflows/test.yml        | 6 +++---
 pyproject.toml                    | 4 ++--
 4 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/gpu_test.yml b/.github/workflows/gpu_test.yml
index c7056a2c4b..752440719b 100644
--- a/.github/workflows/gpu_test.yml
+++ b/.github/workflows/gpu_test.yml
@@ -25,7 +25,7 @@ jobs:
     strategy:
       matrix:
         python-version: ['3.11']
-        numpy-version: ['2.1']
+        numpy-version: ['2.2']
         dependency-set: ["minimal"]
 
     steps:
diff --git a/.github/workflows/hypothesis.yaml b/.github/workflows/hypothesis.yaml
index 0a320de00b..15adb0d4a8 100644
--- a/.github/workflows/hypothesis.yaml
+++ b/.github/workflows/hypothesis.yaml
@@ -26,7 +26,7 @@ jobs:
     strategy:
       matrix:
         python-version: ['3.11']
-        numpy-version: ['2.1']
+        numpy-version: ['2.2']
         dependency-set: ["optional"]
 
     steps:
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 4160fa3506..ee1adb6b0f 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -21,7 +21,7 @@ jobs:
     strategy:
       matrix:
         python-version: ['3.11', '3.12', '3.13']
-        numpy-version: ['1.25', '2.1']
+        numpy-version: ['1.25', '2.2']
         dependency-set: ["minimal", "optional"]
         os: ["ubuntu-latest"]
         include:
@@ -30,7 +30,7 @@ jobs:
             dependency-set: 'optional'
             os: 'macos-latest'
           - python-version: '3.13'
-            numpy-version: '2.1'
+            numpy-version: '2.2'
             dependency-set: 'optional'
             os: 'macos-latest'
           - python-version: '3.11'
@@ -38,7 +38,7 @@ jobs:
             dependency-set: 'optional'
             os: 'windows-latest'
           - python-version: '3.13'
-            numpy-version: '2.1'
+            numpy-version: '2.2'
             dependency-set: 'optional'
             os: 'windows-latest'
     runs-on: ${{ matrix.os }}
diff --git a/pyproject.toml b/pyproject.toml
index a43e51abd2..1f270b435f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -149,7 +149,7 @@ features = ["test"]
 
 [[tool.hatch.envs.test.matrix]]
 python = ["3.11", "3.12", "3.13"]
-numpy = ["1.25", "2.1"]
+numpy = ["1.25", "2.2"]
 deps = ["minimal", "optional"]
 
 [tool.hatch.envs.test.overrides]
@@ -185,7 +185,7 @@ features = ["test", "gpu"]
 
 [[tool.hatch.envs.gputest.matrix]]
 python = ["3.11", "3.12", "3.13"]
-numpy = ["1.25", "2.1"]
+numpy = ["1.25", "2.2"]
 version = ["minimal"]
 
 [tool.hatch.envs.gputest.scripts]

From feb4aa283295530a127c481558e810831ea2d6ef Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Wed, 28 May 2025 19:45:51 +0200
Subject: [PATCH 1051/1078] remove insertion of vlen-string codec for v2
 metadata creation (#3100)

* remove insertion of vlen-string codec for v2 metadata creation

* changelog

* Update changes/3100.bugfix.rst

Co-authored-by: David Stansby <dstansby@gmail.com>

* Update changes/3100.bugfix.rst

Co-authored-by: David Stansby <dstansby@gmail.com>

* add dtype strings to test_v2_chunk_encoding

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 changes/3100.bugfix.rst | 3 +++
 src/zarr/core/array.py  | 8 --------
 tests/test_array.py     | 2 +-
 3 files changed, 4 insertions(+), 9 deletions(-)
 create mode 100644 changes/3100.bugfix.rst

diff --git a/changes/3100.bugfix.rst b/changes/3100.bugfix.rst
new file mode 100644
index 0000000000..11f06628c0
--- /dev/null
+++ b/changes/3100.bugfix.rst
@@ -0,0 +1,3 @@
+For Zarr format 2, allow fixed-length string arrays to be created without automatically inserting a
+``Vlen-UT8`` codec in the array of filters. Fixed-length string arrays do not need this codec. This
+change fixes a regression where fixed-length string arrays created with Zarr Python 3 could not be read with Zarr Python 2.18.
\ No newline at end of file
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index 62af644f7d..b4e8ac0ff6 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -768,14 +768,6 @@ def _create_metadata_v2(
 
         dtype = parse_dtype(dtype, zarr_format=2)
 
-        # inject VLenUTF8 for str dtype if not already present
-        if np.issubdtype(dtype, np.str_):
-            filters = filters or []
-            from numcodecs.vlen import VLenUTF8
-
-            if not any(isinstance(x, VLenUTF8) or x["id"] == "vlen-utf8" for x in filters):
-                filters = list(filters) + [VLenUTF8()]
-
         return ArrayV2Metadata(
             shape=shape,
             dtype=np.dtype(dtype),
diff --git a/tests/test_array.py b/tests/test_array.py
index a6bcd17c4b..3fc7b3938c 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -1245,7 +1245,7 @@ async def test_invalid_v3_arguments(
             zarr.create(store=store, dtype="uint8", shape=(10,), zarr_format=3, **kwargs)
 
     @staticmethod
-    @pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
+    @pytest.mark.parametrize("dtype", ["uint8", "float32", "str", "U10", "S10", ">M8[10s]"])
     @pytest.mark.parametrize(
         "compressors",
         [

From af55fcfaefa42b5ef556b1b5be33dcdd06a7fd0b Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Thu, 29 May 2025 10:06:43 +0100
Subject: [PATCH 1052/1078] Add a GroupNotFoundError (#3066)

* Add a GroupNotFoundError

* Fixup tests

* Add changelog entries

* Remove inheritance change
---
 changes/3066.feature.rst       | 1 +
 src/zarr/api/asynchronous.py   | 4 ++--
 src/zarr/errors.py             | 8 ++++++++
 tests/test_metadata/test_v3.py | 8 +++++---
 4 files changed, 16 insertions(+), 5 deletions(-)
 create mode 100644 changes/3066.feature.rst

diff --git a/changes/3066.feature.rst b/changes/3066.feature.rst
new file mode 100644
index 0000000000..89d5ddb1c6
--- /dev/null
+++ b/changes/3066.feature.rst
@@ -0,0 +1 @@
+Added `~zarr.errors.GroupNotFoundError`, which is raised when attempting to open a group that does not exist.
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 5b9c0bee3d..aae7d28d15 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -39,7 +39,7 @@
 )
 from zarr.core.metadata import ArrayMetadataDict, ArrayV2Metadata, ArrayV3Metadata
 from zarr.core.metadata.v2 import _default_compressor, _default_filters
-from zarr.errors import NodeTypeValidationError
+from zarr.errors import GroupNotFoundError, NodeTypeValidationError
 from zarr.storage._common import make_store_path
 
 if TYPE_CHECKING:
@@ -836,7 +836,7 @@ async def open_group(
             overwrite=overwrite,
             attributes=attributes,
         )
-    raise FileNotFoundError(f"Unable to find group: {store_path}")
+    raise GroupNotFoundError(store, store_path.path)
 
 
 async def create(
diff --git a/src/zarr/errors.py b/src/zarr/errors.py
index 441cdab9a3..4d3140a4a9 100644
--- a/src/zarr/errors.py
+++ b/src/zarr/errors.py
@@ -21,6 +21,14 @@ def __init__(self, *args: Any) -> None:
         super().__init__(self._msg.format(*args))
 
 
+class GroupNotFoundError(BaseZarrError, FileNotFoundError):
+    """
+    Raised when a group isn't found at a certain path.
+    """
+
+    _msg = "No group found in store {!r} at path {!r}"
+
+
 class ContainsGroupError(BaseZarrError):
     """Raised when a group already exists at a certain path."""
 
diff --git a/tests/test_metadata/test_v3.py b/tests/test_metadata/test_v3.py
index a47cbf43bb..13549b10a4 100644
--- a/tests/test_metadata/test_v3.py
+++ b/tests/test_metadata/test_v3.py
@@ -20,7 +20,7 @@
     parse_fill_value,
     parse_zarr_format,
 )
-from zarr.errors import MetadataValidationError
+from zarr.errors import MetadataValidationError, NodeTypeValidationError
 
 if TYPE_CHECKING:
     from collections.abc import Sequence
@@ -62,7 +62,8 @@
 @pytest.mark.parametrize("data", [None, 1, 2, 4, 5, "3"])
 def test_parse_zarr_format_invalid(data: Any) -> None:
     with pytest.raises(
-        ValueError, match=f"Invalid value for 'zarr_format'. Expected '3'. Got '{data}'."
+        MetadataValidationError,
+        match=f"Invalid value for 'zarr_format'. Expected '3'. Got '{data}'.",
     ):
         parse_zarr_format(data)
 
@@ -88,7 +89,8 @@ def test_parse_node_type_invalid(node_type: Any) -> None:
 @pytest.mark.parametrize("data", [None, "group"])
 def test_parse_node_type_array_invalid(data: Any) -> None:
     with pytest.raises(
-        ValueError, match=f"Invalid value for 'node_type'. Expected 'array'. Got '{data}'."
+        NodeTypeValidationError,
+        match=f"Invalid value for 'node_type'. Expected 'array'. Got '{data}'.",
     ):
         parse_node_type_array(data)
 

From 36ca49724c29b3fd4319dd57e08c881095fa4b9f Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 30 May 2025 13:42:34 +0100
Subject: [PATCH 1053/1078] Use automatic chunking in array creation routines
 (#3103)

* Delegate logic for chunks to AsyncArray._create

* Fix changelog number

* Test public API

* Add todo
---
 changes/3103.bugfix.rst      |  7 +++++++
 src/zarr/api/asynchronous.py |  8 --------
 src/zarr/core/chunk_grids.py |  3 +++
 tests/test_api.py            | 38 ++++++++++++++++++++++++++++++++++++
 4 files changed, 48 insertions(+), 8 deletions(-)
 create mode 100644 changes/3103.bugfix.rst

diff --git a/changes/3103.bugfix.rst b/changes/3103.bugfix.rst
new file mode 100644
index 0000000000..93aecce908
--- /dev/null
+++ b/changes/3103.bugfix.rst
@@ -0,0 +1,7 @@
+When creating arrays without explicitly specifying a chunk size using `zarr.create` and other
+array creation routines, the chunk size will now set automatically instead of defaulting to the data shape.
+For large arrays this will result in smaller default chunk sizes.
+To retain previous behaviour, explicitly set the chunk shape to the data shape.
+
+This fix matches the existing chunking behaviour of
+`zarr.save_array` and `zarr.api.asynchronous.AsyncArray.create`.
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index aae7d28d15..b262ced29b 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -992,19 +992,11 @@ async def create(
     )
 
     if zarr_format == 2:
-        if chunks is None:
-            chunks = shape
         dtype = parse_dtype(dtype, zarr_format)
         if not filters:
             filters = _default_filters(dtype)
         if compressor == "auto":
             compressor = _default_compressor(dtype)
-    elif zarr_format == 3 and chunk_shape is None:  # type: ignore[redundant-expr]
-        if chunks is not None:
-            chunk_shape = chunks
-            chunks = None
-        else:
-            chunk_shape = shape
 
     if synchronizer is not None:
         warnings.warn("synchronizer is not yet implemented", RuntimeWarning, stacklevel=2)
diff --git a/src/zarr/core/chunk_grids.py b/src/zarr/core/chunk_grids.py
index d3e40c26ed..b5a581b8a4 100644
--- a/src/zarr/core/chunk_grids.py
+++ b/src/zarr/core/chunk_grids.py
@@ -64,6 +64,9 @@ def _guess_chunks(
     if isinstance(shape, int):
         shape = (shape,)
 
+    if typesize == 0:
+        return shape
+
     ndims = len(shape)
     # require chunks to have non-zero length for all dimensions
     chunks = np.maximum(np.array(shape, dtype="=f8"), 1)
diff --git a/tests/test_api.py b/tests/test_api.py
index 640478e9c1..8cd4ab6b60 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -1301,3 +1301,41 @@ def test_no_overwrite_load(tmp_path: Path) -> None:
     with contextlib.suppress(NotImplementedError):
         zarr.load(store)
     assert existing_fpath.exists()
+
+
+@pytest.mark.parametrize(
+    "f",
+    [
+        zarr.array,
+        zarr.create,
+        zarr.create_array,
+        zarr.ones,
+        zarr.ones_like,
+        zarr.empty,
+        zarr.empty_like,
+        zarr.full,
+        zarr.full_like,
+        zarr.zeros,
+        zarr.zeros_like,
+    ],
+)
+def test_auto_chunks(f: Callable[..., Array]) -> None:
+    # Make sure chunks are set automatically across the public API
+    # TODO: test shards with this test too
+    shape = (1000, 1000)
+    dtype = np.uint8
+    kwargs = {"shape": shape, "dtype": dtype}
+    array = np.zeros(shape, dtype=dtype)
+    store = zarr.storage.MemoryStore()
+
+    if f in [zarr.full, zarr.full_like]:
+        kwargs["fill_value"] = 0
+    if f in [zarr.array]:
+        kwargs["data"] = array
+    if f in [zarr.empty_like, zarr.full_like, zarr.empty_like, zarr.ones_like, zarr.zeros_like]:
+        kwargs["a"] = array
+    if f in [zarr.create_array]:
+        kwargs["store"] = store
+
+    a = f(**kwargs)
+    assert a.chunks == (500, 500)

From d19f3f0a825b5be986fa6e2f797aa4ddec0b90ed Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Sat, 31 May 2025 03:09:35 -0500
Subject: [PATCH 1054/1078] Ignore stale children when reconsolidating metadata
 (#2980)

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 changes/2921.bugfix.rst                  |  1 +
 src/zarr/api/asynchronous.py             |  5 +-
 src/zarr/core/group.py                   | 68 +++++++++++++++++++++---
 tests/test_metadata/test_consolidated.py | 43 +++++++++++++++
 4 files changed, 109 insertions(+), 8 deletions(-)
 create mode 100644 changes/2921.bugfix.rst

diff --git a/changes/2921.bugfix.rst b/changes/2921.bugfix.rst
new file mode 100644
index 0000000000..65db48654f
--- /dev/null
+++ b/changes/2921.bugfix.rst
@@ -0,0 +1 @@
+Ignore stale child metadata when reconsolidating metadata.
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index b262ced29b..7e10350bb9 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -201,7 +201,10 @@ async def consolidate_metadata(
     group = await AsyncGroup.open(store_path, zarr_format=zarr_format, use_consolidated=False)
     group.store_path.store._check_writable()
 
-    members_metadata = {k: v.metadata async for k, v in group.members(max_depth=None)}
+    members_metadata = {
+        k: v.metadata
+        async for k, v in group.members(max_depth=None, use_consolidated_for_children=False)
+    }
     # While consolidating, we want to be explicit about when child groups
     # are empty by inserting an empty dict for consolidated_metadata.metadata
     for k, v in members_metadata.items():
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 86cc6a3c6b..6c6f104605 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1305,6 +1305,8 @@ async def nmembers(
     async def members(
         self,
         max_depth: int | None = 0,
+        *,
+        use_consolidated_for_children: bool = True,
     ) -> AsyncGenerator[
         tuple[str, AsyncArray[ArrayV2Metadata] | AsyncArray[ArrayV3Metadata] | AsyncGroup],
         None,
@@ -1322,6 +1324,11 @@ async def members(
             default, (``max_depth=0``) only immediate children are included. Set
             ``max_depth=None`` to include all nodes, and some positive integer
             to consider children within that many levels of the root Group.
+        use_consolidated_for_children : bool, default True
+            Whether to use the consolidated metadata of child groups loaded
+            from the store. Note that this only affects groups loaded from the
+            store. If the current Group already has consolidated metadata, it
+            will always be used.
 
         Returns
         -------
@@ -1332,7 +1339,9 @@ async def members(
         """
         if max_depth is not None and max_depth < 0:
             raise ValueError(f"max_depth must be None or >= 0. Got '{max_depth}' instead")
-        async for item in self._members(max_depth=max_depth):
+        async for item in self._members(
+            max_depth=max_depth, use_consolidated_for_children=use_consolidated_for_children
+        ):
             yield item
 
     def _members_consolidated(
@@ -1362,7 +1371,7 @@ def _members_consolidated(
                     yield from obj._members_consolidated(new_depth, prefix=key)
 
     async def _members(
-        self, max_depth: int | None
+        self, max_depth: int | None, *, use_consolidated_for_children: bool = True
     ) -> AsyncGenerator[
         tuple[str, AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata] | AsyncGroup], None
     ]:
@@ -1392,7 +1401,11 @@ async def _members(
         # enforce a concurrency limit by passing a semaphore to all the recursive functions
         semaphore = asyncio.Semaphore(config.get("async.concurrency"))
         async for member in _iter_members_deep(
-            self, max_depth=max_depth, skip_keys=skip_keys, semaphore=semaphore
+            self,
+            max_depth=max_depth,
+            skip_keys=skip_keys,
+            semaphore=semaphore,
+            use_consolidated_for_children=use_consolidated_for_children,
         ):
             yield member
 
@@ -2092,10 +2105,34 @@ def nmembers(self, max_depth: int | None = 0) -> int:
 
         return self._sync(self._async_group.nmembers(max_depth=max_depth))
 
-    def members(self, max_depth: int | None = 0) -> tuple[tuple[str, Array | Group], ...]:
+    def members(
+        self, max_depth: int | None = 0, *, use_consolidated_for_children: bool = True
+    ) -> tuple[tuple[str, Array | Group], ...]:
         """
-        Return the sub-arrays and sub-groups of this group as a tuple of (name, array | group)
-        pairs
+        Returns an AsyncGenerator over the arrays and groups contained in this group.
+        This method requires that `store_path.store` supports directory listing.
+
+        The results are not guaranteed to be ordered.
+
+        Parameters
+        ----------
+        max_depth : int, default 0
+            The maximum number of levels of the hierarchy to include. By
+            default, (``max_depth=0``) only immediate children are included. Set
+            ``max_depth=None`` to include all nodes, and some positive integer
+            to consider children within that many levels of the root Group.
+        use_consolidated_for_children : bool, default True
+            Whether to use the consolidated metadata of child groups loaded
+            from the store. Note that this only affects groups loaded from the
+            store. If the current Group already has consolidated metadata, it
+            will always be used.
+
+        Returns
+        -------
+        path:
+            A string giving the path to the target, relative to the Group ``self``.
+        value: AsyncArray or AsyncGroup
+            The AsyncArray or AsyncGroup that is a child of ``self``.
         """
         _members = self._sync_iter(self._async_group.members(max_depth=max_depth))
 
@@ -3329,6 +3366,7 @@ async def _iter_members_deep(
     max_depth: int | None,
     skip_keys: tuple[str, ...],
     semaphore: asyncio.Semaphore | None = None,
+    use_consolidated_for_children: bool = True,
 ) -> AsyncGenerator[
     tuple[str, AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata] | AsyncGroup], None
 ]:
@@ -3346,6 +3384,11 @@ async def _iter_members_deep(
         A tuple of keys to skip when iterating over the possible members of the group.
     semaphore : asyncio.Semaphore | None
         An optional semaphore to use for concurrency control.
+    use_consolidated_for_children : bool, default True
+        Whether to use the consolidated metadata of child groups loaded
+        from the store. Note that this only affects groups loaded from the
+        store. If the current Group already has consolidated metadata, it
+        will always be used.
 
     Yields
     ------
@@ -3360,8 +3403,19 @@ async def _iter_members_deep(
     else:
         new_depth = max_depth - 1
     async for name, node in _iter_members(group, skip_keys=skip_keys, semaphore=semaphore):
+        is_group = isinstance(node, AsyncGroup)
+        if (
+            is_group
+            and not use_consolidated_for_children
+            and node.metadata.consolidated_metadata is not None  # type: ignore [union-attr]
+        ):
+            node = cast("AsyncGroup", node)
+            # We've decided not to trust consolidated metadata at this point, because we're
+            # reconsolidating the metadata, for example.
+            node = replace(node, metadata=replace(node.metadata, consolidated_metadata=None))
         yield name, node
-        if isinstance(node, AsyncGroup) and do_recursion:
+        if is_group and do_recursion:
+            node = cast("AsyncGroup", node)
             to_recurse[name] = _iter_members_deep(
                 node, max_depth=new_depth, skip_keys=skip_keys, semaphore=semaphore
             )
diff --git a/tests/test_metadata/test_consolidated.py b/tests/test_metadata/test_consolidated.py
index a179982e94..9bf1c4e544 100644
--- a/tests/test_metadata/test_consolidated.py
+++ b/tests/test_metadata/test_consolidated.py
@@ -574,6 +574,49 @@ async def test_use_consolidated_false(
             assert good.metadata.consolidated_metadata
             assert sorted(good.metadata.consolidated_metadata.metadata) == ["a", "b"]
 
+    async def test_stale_child_metadata_ignored(self, memory_store: zarr.storage.MemoryStore):
+        # https://github.com/zarr-developers/zarr-python/issues/2921
+        # When consolidating metadata, we should ignore any (possibly stale) metadata
+        # from previous consolidations, *including at child nodes*.
+        root = await zarr.api.asynchronous.group(store=memory_store, zarr_format=3)
+        await root.create_group("foo")
+        await zarr.api.asynchronous.consolidate_metadata(memory_store, path="foo")
+        await root.create_group("foo/bar/spam")
+
+        await zarr.api.asynchronous.consolidate_metadata(memory_store)
+
+        reopened = await zarr.api.asynchronous.open_consolidated(store=memory_store, zarr_format=3)
+        result = [x[0] async for x in reopened.members(max_depth=None)]
+        expected = ["foo", "foo/bar", "foo/bar/spam"]
+        assert result == expected
+
+    async def test_use_consolidated_for_children_members(
+        self, memory_store: zarr.storage.MemoryStore
+    ):
+        # A test that has *unconsolidated* metadata at the root group, but discovers
+        # a child group with consolidated metadata.
+
+        root = await zarr.api.asynchronous.create_group(store=memory_store)
+        await root.create_group("a/b")
+        # Consolidate metadata at "a/b"
+        await zarr.api.asynchronous.consolidate_metadata(memory_store, path="a/b")
+
+        # Add a new group a/b/c, that's not present in the CM at "a/b"
+        await root.create_group("a/b/c")
+
+        # Now according to the consolidated metadata, "a" has children ["b"]
+        # but according to the unconsolidated metadata, "a" has children ["b", "c"]
+        group = await zarr.api.asynchronous.open_group(store=memory_store, path="a")
+        with pytest.warns(UserWarning, match="Object at 'c' not found"):
+            result = sorted([x[0] async for x in group.members(max_depth=None)])
+        expected = ["b"]
+        assert result == expected
+
+        result = sorted(
+            [x[0] async for x in group.members(max_depth=None, use_consolidated_for_children=False)]
+        )
+        expected = ["b", "b/c"]
+        assert result == expected
 
 @pytest.mark.parametrize("fill_value", [np.nan, np.inf, -np.inf])
 async def test_consolidated_metadata_encodes_special_chars(

From feb034aebc4a3151e8639b7f3d49219f861c4ec8 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 4 Jun 2025 19:52:12 +0200
Subject: [PATCH 1055/1078] Add pytest pin (#3113)

---
 pyproject.toml                           | 3 ++-
 tests/test_metadata/test_consolidated.py | 1 +
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 1f270b435f..0ef78cdaf4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -72,7 +72,8 @@ gpu = [
 # Development extras
 test = [
     "coverage",
-    "pytest",
+    # Pin possibly due to https://github.com/pytest-dev/pytest-cov/issues/693
+    "pytest<8.4",
     "pytest-asyncio",
     "pytest-cov",
     "pytest-accept",
diff --git a/tests/test_metadata/test_consolidated.py b/tests/test_metadata/test_consolidated.py
index 9bf1c4e544..f71a946300 100644
--- a/tests/test_metadata/test_consolidated.py
+++ b/tests/test_metadata/test_consolidated.py
@@ -618,6 +618,7 @@ async def test_use_consolidated_for_children_members(
         expected = ["b", "b/c"]
         assert result == expected
 
+
 @pytest.mark.parametrize("fill_value", [np.nan, np.inf, -np.inf])
 async def test_consolidated_metadata_encodes_special_chars(
     memory_store: Store, zarr_format: ZarrFormat, fill_value: float

From aa844a36114c0079ab4db144ce7eb1a67bf23cc1 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Wed, 4 Jun 2025 21:00:01 +0200
Subject: [PATCH 1056/1078] remove fsspec from upstream tests (#3116)

---
 pyproject.toml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 0ef78cdaf4..dddcb981bb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -210,7 +210,6 @@ dependencies = [
     'packaging @ git+https://github.com/pypa/packaging',
     'numpy',  # from scientific-python-nightly-wheels
     'numcodecs @ git+https://github.com/zarr-developers/numcodecs',
-    'fsspec @ git+https://github.com/fsspec/filesystem_spec',
     's3fs @ git+https://github.com/fsspec/s3fs',
     'universal_pathlib @ git+https://github.com/fsspec/universal_pathlib',
     'typing_extensions @ git+https://github.com/python/typing_extensions',

From d103619ea98436cff75a1bbf38a5e5d480c784eb Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Fri, 6 Jun 2025 08:53:04 +0200
Subject: [PATCH 1057/1078] Fix release note links (#3106)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 docs/conf.py   | 3 ++-
 pyproject.toml | 2 +-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/docs/conf.py b/docs/conf.py
index 9bb1c48901..5f2e4ba3ec 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -105,7 +105,8 @@ def skip_submodules(
      "roadmap": "developers/roadmap.html",
      "installation": "user-guide/installation.html",
      "api": "api/zarr/index",
-     "release": "release-notes"
+     "release": "release-notes.html",
+     "release-notes": "release-notes.html"
 }
 
 # The language for content autogenerated by Sphinx. Refer to documentation
diff --git a/pyproject.toml b/pyproject.toml
index dddcb981bb..d25af7c5fc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -112,7 +112,7 @@ docs = [
 
 [project.urls]
 "Bug Tracker" = "https://github.com/zarr-developers/zarr-python/issues"
-Changelog = "https://zarr.readthedocs.io/en/stable/release.html"
+Changelog = "https://zarr.readthedocs.io/en/stable/release-notes.html"
 Discussions = "https://github.com/zarr-developers/zarr-python/discussions"
 Documentation = "https://zarr.readthedocs.io/"
 Homepage = "https://github.com/zarr-developers/zarr-python"

From a8d4f42720d9aa698adeaac1836793a43ee2ff87 Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Fri, 6 Jun 2025 15:30:10 -0400
Subject: [PATCH 1058/1078] Use context manager for temp dirs in store tests
 (#3110)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 tests/test_store/test_core.py | 31 ++++++++++++++++++++-----------
 1 file changed, 20 insertions(+), 11 deletions(-)

diff --git a/tests/test_store/test_core.py b/tests/test_store/test_core.py
index 6a94cc0ac2..e9c9319ad3 100644
--- a/tests/test_store/test_core.py
+++ b/tests/test_store/test_core.py
@@ -18,6 +18,26 @@
 )
 
 
+@pytest.fixture(
+    params=["none", "temp_dir_str", "temp_dir_path", "store_path", "memory_store", "dict"]
+)
+def store_like(request):
+    if request.param == "none":
+        yield None
+    elif request.param == "temp_dir_str":
+        with tempfile.TemporaryDirectory() as temp_dir:
+            yield temp_dir
+    elif request.param == "temp_dir_path":
+        with tempfile.TemporaryDirectory() as temp_dir:
+            yield Path(temp_dir)
+    elif request.param == "store_path":
+        yield StorePath(store=MemoryStore(store_dict={}), path="/")
+    elif request.param == "memory_store":
+        yield MemoryStore(store_dict={})
+    elif request.param == "dict":
+        yield {}
+
+
 @pytest.mark.parametrize("path", ["foo", "foo/bar"])
 @pytest.mark.parametrize("write_group", [True, False])
 @pytest.mark.parametrize("zarr_format", [2, 3])
@@ -134,17 +154,6 @@ async def test_make_store_path_fsspec(monkeypatch) -> None:
     assert isinstance(store_path.store, FsspecStore)
 
 
-@pytest.mark.parametrize(
-    "store_like",
-    [
-        None,
-        tempfile.TemporaryDirectory().name,
-        Path(tempfile.TemporaryDirectory().name),
-        StorePath(store=MemoryStore(store_dict={}), path="/"),
-        MemoryStore(store_dict={}),
-        {},
-    ],
-)
 async def test_make_store_path_storage_options_raises(store_like: StoreLike) -> None:
     with pytest.raises(TypeError, match="storage_options"):
         await make_store_path(store_like, storage_options={"foo": "bar"})

From 402777a57ebef9a2871f02b5f478789cc8ae4af0 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Sat, 7 Jun 2025 12:13:57 +0200
Subject: [PATCH 1059/1078] Multiple imports for an import name (#3033)

---
 src/zarr/core/sync.py        | 2 +-
 src/zarr/storage/_obstore.py | 4 +---
 tests/test_group.py          | 5 +----
 3 files changed, 3 insertions(+), 8 deletions(-)

diff --git a/src/zarr/core/sync.py b/src/zarr/core/sync.py
index d9b4839e8e..ffb04e764d 100644
--- a/src/zarr/core/sync.py
+++ b/src/zarr/core/sync.py
@@ -6,7 +6,7 @@
 import os
 import threading
 from concurrent.futures import ThreadPoolExecutor, wait
-from typing import TYPE_CHECKING, Any, TypeVar
+from typing import TYPE_CHECKING, TypeVar
 
 from typing_extensions import ParamSpec
 
diff --git a/src/zarr/storage/_obstore.py b/src/zarr/storage/_obstore.py
index 738754a8b9..c048721cae 100644
--- a/src/zarr/storage/_obstore.py
+++ b/src/zarr/storage/_obstore.py
@@ -4,8 +4,7 @@
 import contextlib
 import pickle
 from collections import defaultdict
-from collections.abc import Iterable
-from typing import TYPE_CHECKING, Any, TypedDict
+from typing import TYPE_CHECKING, TypedDict
 
 from zarr.abc.store import (
     ByteRequest,
@@ -14,7 +13,6 @@
     Store,
     SuffixByteRequest,
 )
-from zarr.core.buffer.core import BufferPrototype
 from zarr.core.config import config
 
 if TYPE_CHECKING:
diff --git a/tests/test_group.py b/tests/test_group.py
index b4dace2568..7cf29c30d9 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -1519,7 +1519,6 @@ def test_create_nodes_concurrency_limit(store: MemoryStore) -> None:
     # if create_nodes is sensitive to IO latency,
     # this should take (num_groups * get_latency) seconds
     # otherwise, it should take only marginally more than get_latency seconds
-
     with zarr_config.set({"async.concurrency": 1}):
         start = time.time()
         _ = tuple(sync_group.create_nodes(store=latency_store, nodes=groups))
@@ -2024,9 +2023,7 @@ def test_group_members_concurrency_limit(store: MemoryStore) -> None:
     # if .members is sensitive to IO latency,
     # this should take (num_groups * get_latency) seconds
     # otherwise, it should take only marginally more than get_latency seconds
-    from zarr.core.config import config
-
-    with config.set({"async.concurrency": 1}):
+    with zarr_config.set({"async.concurrency": 1}):
         start = time.time()
         _ = group_read.members()
         elapsed = time.time() - start

From 9a9d3f9509e8e7e54743f2dfb0016ac5d80d8e3e Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sat, 7 Jun 2025 13:53:40 +0200
Subject: [PATCH 1060/1078] Improvements to the release guide (#3070)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 docs/developers/contributing.rst | 50 ++++++++++++--------------------
 1 file changed, 19 insertions(+), 31 deletions(-)

diff --git a/docs/developers/contributing.rst b/docs/developers/contributing.rst
index fa65f71d48..03388e1544 100644
--- a/docs/developers/contributing.rst
+++ b/docs/developers/contributing.rst
@@ -251,14 +251,11 @@ See the `towncrier`_ docs for more.
 
 .. _towncrier: https://towncrier.readthedocs.io/en/stable/tutorial.html
 
-Development best practices, policies and procedures
----------------------------------------------------
-
 The following information is mainly for core developers, but may also be of interest to
 contributors.
 
 Merging pull requests
-~~~~~~~~~~~~~~~~~~~~~
+---------------------
 
 Pull requests submitted by an external contributor should be reviewed and approved by at least
 one core developer before being merged. Ideally, pull requests submitted by a core developer
@@ -268,10 +265,10 @@ Pull requests should not be merged until all CI checks have passed (GitHub Actio
 Codecov) against code that has had the latest main merged in.
 
 Compatibility and versioning policies
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+-------------------------------------
 
 Versioning
-""""""""""
+~~~~~~~~~~
 Versions of this library are identified by a triplet of integers with the form
 ``<major>.<minor>.<patch>``, for example ``3.0.4``. A release of ``zarr-python`` is associated with a new
 version identifier. That new identifier is generated by incrementing exactly one of the components of
@@ -323,7 +320,7 @@ backwards-compatible changes wherever possible. When a backwards-incompatible ch
 users should be notified well in advance, e.g. via informative deprecation warnings.
 
 Data format compatibility
-^^^^^^^^^^^^^^^^^^^^^^^^^
+"""""""""""""""""""""""""
 
 The Zarr library is an implementation of a file format standard defined externally --
 see the `Zarr specifications website <https://zarr-specs.readthedocs.io>`_ for the list of
@@ -340,36 +337,28 @@ breaking changes may be more frequent than usual.
 
 
 Release procedure
-~~~~~~~~~~~~~~~~~
-
-.. note::
-
-   Most of the release process is now handled by GitHub workflow which should
-   automatically push a release to PyPI if a tag is pushed.
+-----------------
 
 Pre-release
-"""""""""""
+~~~~~~~~~~~
 1. Make sure that all pull requests which will be included in the release
-   have been properly documented as changelog files in :file:`changes`.
-2. Run ``towncrier build --version x.y.z`` to create the changelog.
+   have been properly documented as changelog files in the :file:`changes/` directory.
+2. Run ``towncrier build --version x.y.z`` to create the changelog, and commit the result
+   to the main branch.
 
 Releasing
-"""""""""
-To make a new release, go to
-https://github.com/zarr-developers/zarr-python/releases and
-click "Draft a new release". Choose a version number prefixed
-with a `v` (e.g. `v0.0.0`). For pre-releases, include the
-appropriate suffix (e.g. `v0.0.0a1` or `v0.0.0rc2`).
-
-
-Set the description of the release to::
+~~~~~~~~~
+1. Go to https://github.com/zarr-developers/zarr-python/releases
+2. Click "Draft a new release".
+3. Choose a version number prefixed with a `v` (e.g. `v0.0.0`).
+   For pre-releases, include the appropriate suffix (e.g. `v0.0.0a1` or `v0.0.0rc2`).
+4. Set the description of the release to::
 
     See release notes https://zarr.readthedocs.io/en/stable/release-notes.html#release-0-0-0
 
-replacing the correct version numbers. For pre-release versions,
-the URL should omit the pre-release suffix, e.g. "a1" or "rc1".
-
-Click on "Generate release notes" to auto-file the description.
+   replacing the correct version numbers. For pre-release versions,
+   the URL should omit the pre-release suffix, e.g. "a1" or "rc1".
+5. Click on "Generate release notes" to auto-fill the description.
 
 After creating the release, the documentation will be built on
 https://readthedocs.io. Full releases will be available under
@@ -378,9 +367,8 @@ pre-releases will be available under
 `/latest <https://zarr.readthedocs.io/en/latest>`_.
 
 Post-release
-""""""""""""
+~~~~~~~~~~~~
 
 - Review and merge the pull request on the
   `conda-forge feedstock <https://github.com/conda-forge/zarr-feedstock>`_ that will be
   automatically generated.
-- Create a new "Unreleased" section in the release notes

From 6193fd9b3bd23f0aa9676b489e62f224e4325b3e Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Mon, 9 Jun 2025 00:17:40 +0200
Subject: [PATCH 1061/1078] Multiple imports for an import name (#3120)

---
 tests/test_store/test_object.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/test_store/test_object.py b/tests/test_store/test_object.py
index 943564abc8..4d9e8fcc1f 100644
--- a/tests/test_store/test_object.py
+++ b/tests/test_store/test_object.py
@@ -4,7 +4,7 @@
 import pytest
 
 obstore = pytest.importorskip("obstore")
-import pytest
+
 from hypothesis.stateful import (
     run_state_machine_as_test,
 )

From d53d3683362f30add9d2f7e874a636d9691046ad Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Tue, 10 Jun 2025 13:11:56 +0200
Subject: [PATCH 1062/1078] Unused import (#3121)

* Unused import

* Partially revert "Unused import"

This reverts commit ff13739393b2f1926b18b4019cc642f5d9ed3dafi partially.
---
 tests/test_store/test_memory.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/tests/test_store/test_memory.py b/tests/test_store/test_memory.py
index a090f56951..4fc3f6e698 100644
--- a/tests/test_store/test_memory.py
+++ b/tests/test_store/test_memory.py
@@ -8,8 +8,6 @@
 import pytest
 
 import zarr
-import zarr.core
-import zarr.core.array
 from zarr.core.buffer import Buffer, cpu, gpu
 from zarr.storage import GpuMemoryStore, MemoryStore
 from zarr.testing.store import StoreTests

From c5522826109cb813d23bd3780dfe51573906d821 Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Tue, 10 Jun 2025 14:04:04 +0200
Subject: [PATCH 1063/1078] Fix `zarr.save` for given `path` and multiple
 `args` arrays (#3127)

* test and fix path argument in save_group

* add tests for load_array

* Revert "add tests for load_array" partially

This reverts commit 2d0f6e9ce9de44bfbb5a9c4ed54d2b31f7de1b10 partially.

* document changes
---
 changes/3127.bugfix.rst      |  2 ++
 src/zarr/api/asynchronous.py |  3 +--
 tests/test_api.py            | 17 +++++++++--------
 3 files changed, 12 insertions(+), 10 deletions(-)
 create mode 100644 changes/3127.bugfix.rst

diff --git a/changes/3127.bugfix.rst b/changes/3127.bugfix.rst
new file mode 100644
index 0000000000..35d7f5d329
--- /dev/null
+++ b/changes/3127.bugfix.rst
@@ -0,0 +1,2 @@
+When `zarr.save` has an argument `path=some/path/` and multiple arrays in `args`, the path resulted in `some/path/some/path` due to using the `path`
+argument twice while building the array path. This is now fixed.
\ No newline at end of file
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 7e10350bb9..b296d21bd4 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -505,13 +505,12 @@ async def save_group(
         raise ValueError("at least one array must be provided")
     aws = []
     for i, arr in enumerate(args):
-        _path = f"{path}/arr_{i}" if path is not None else f"arr_{i}"
         aws.append(
             save_array(
                 store_path,
                 arr,
                 zarr_format=zarr_format,
-                path=_path,
+                path=f"arr_{i}",
                 storage_options=storage_options,
             )
         )
diff --git a/tests/test_api.py b/tests/test_api.py
index 8cd4ab6b60..5d41a37493 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -229,22 +229,23 @@ async def test_open_group_unspecified_version(
 @pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
 @pytest.mark.parametrize("n_args", [10, 1, 0])
 @pytest.mark.parametrize("n_kwargs", [10, 1, 0])
-def test_save(store: Store, n_args: int, n_kwargs: int) -> None:
+@pytest.mark.parametrize("path", [None, "some_path"])
+def test_save(store: Store, n_args: int, n_kwargs: int, path: None | str) -> None:
     data = np.arange(10)
     args = [np.arange(10) for _ in range(n_args)]
     kwargs = {f"arg_{i}": data for i in range(n_kwargs)}
 
     if n_kwargs == 0 and n_args == 0:
         with pytest.raises(ValueError):
-            save(store)
+            save(store, path=path)
     elif n_args == 1 and n_kwargs == 0:
-        save(store, *args)
-        array = zarr.api.synchronous.open(store)
+        save(store, *args, path=path)
+        array = zarr.api.synchronous.open(store, path=path)
         assert isinstance(array, Array)
         assert_array_equal(array[:], data)
     else:
-        save(store, *args, **kwargs)  # type: ignore [arg-type]
-        group = zarr.api.synchronous.open(store)
+        save(store, *args, path=path, **kwargs)  # type: ignore [arg-type]
+        group = zarr.api.synchronous.open(store, path=path)
         assert isinstance(group, Group)
         for array in group.array_values():
             assert_array_equal(array[:], data)
@@ -384,8 +385,8 @@ def test_array_order_warns(order: MemoryOrder | None, zarr_format: ZarrFormat) -
 #     assert "LazyLoader: " in repr(loader)
 
 
-def test_load_array(memory_store: Store) -> None:
-    store = memory_store
+def test_load_array(sync_store: Store) -> None:
+    store = sync_store
     foo = np.arange(100)
     bar = np.arange(100, 0, -1)
     save(store, foo=foo, bar=bar)

From 0713cfa788af006eedd1de5cccc68984b5a902de Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Tue, 10 Jun 2025 16:52:09 +0200
Subject: [PATCH 1064/1078] Fix infinite reload loop on latest release notes
 page (#3129)

---
 docs/conf.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/docs/conf.py b/docs/conf.py
index 5f2e4ba3ec..68bf003ad5 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -106,7 +106,6 @@ def skip_submodules(
      "installation": "user-guide/installation.html",
      "api": "api/zarr/index",
      "release": "release-notes.html",
-     "release-notes": "release-notes.html"
 }
 
 # The language for content autogenerated by Sphinx. Refer to documentation

From 229a6c72cf8e9ae14b731cf8a570ef6061df00e8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Sebasti=C3=A1n=20Galkin?= <code@amisdelabc.com>
Date: Wed, 11 Jun 2025 12:44:21 -0300
Subject: [PATCH 1065/1078] Allow Stores to opt out of consolidated metadata.
 (#3119)

* Allow Stores to opt out of consolidated metadata.

Some Stores don't benefit from Zarr's consolidated metadata mechanism.
These Stores usually implement their own consolidation mechanism, or
provide good performance for metadata retrieval out of the box.

These Stores can now implement the `supports_consolidated_metadata`
property returning `False`. In this situation, Zarr will silently ignore
any requests to consolidate the metadata.

* typo

* PR Feedback

* Add warning when consolidation is used with Stores that don't support it

* AsyncGroup.open with use_consolidated=None lets the Store select behavior

* Typo

* TypeError if consolidate_metadata called on non-consolidating stores

* Update docstrings

Co-authored-by: David Stansby <dstansby@gmail.com>

* More docstring improvements

* Fix docstrings

Co-authored-by: David Stansby <dstansby@gmail.com>

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 docs/user-guide/consolidated_metadata.rst | 20 +++++++++++++
 src/zarr/abc/store.py                     | 12 ++++++++
 src/zarr/api/asynchronous.py              | 13 +++++++--
 src/zarr/api/synchronous.py               |  8 ++++--
 src/zarr/core/group.py                    | 17 +++++++++--
 tests/test_metadata/test_consolidated.py  | 35 +++++++++++++++++++++++
 6 files changed, 98 insertions(+), 7 deletions(-)

diff --git a/docs/user-guide/consolidated_metadata.rst b/docs/user-guide/consolidated_metadata.rst
index 3c015dcfca..edd5bafc8d 100644
--- a/docs/user-guide/consolidated_metadata.rst
+++ b/docs/user-guide/consolidated_metadata.rst
@@ -114,3 +114,23 @@ removed, or modified, consolidated metadata may not be desirable.
    metadata.
 
 .. _Consolidated Metadata: https://github.com/zarr-developers/zarr-specs/pull/309
+
+Stores Without Support for Consolidated Metadata
+------------------------------------------------
+
+Some stores may want to opt out of the consolidated metadata mechanism. This
+may be for several reasons like:
+
+* They want to maintain read-write consistency, which is challenging with
+  consolidated metadata.
+* They have their own consolidated metadata mechanism.
+* They offer good enough performance without need for consolidation.
+
+This type of store can declare it doesn't want consolidation by implementing
+`Store.supports_consolidated_metadata` and returning `False`. For stores that don't support
+consolidation, Zarr will:
+
+* Raise an error on `consolidate_metadata` calls, maintaining the store in
+  its unconsolidated state.
+* Raise an error in `AsyncGroup.open(..., use_consolidated=True)`
+* Not use consolidated metadata in `AsyncGroup.open(..., use_consolidated=None)`
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index 96165f8ba0..db4dee8cdd 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -264,6 +264,18 @@ async def _set_many(self, values: Iterable[tuple[str, Buffer]]) -> None:
         """
         await gather(*starmap(self.set, values))
 
+    @property
+    def supports_consolidated_metadata(self) -> bool:
+        """
+        Does the store support consolidated metadata?.
+
+        If it doesn't an error will be raised on requests to consolidate the metadata.
+        Returning `False` can be useful for stores which implement their own
+        consolidation mechanism outside of the zarr-python implementation.
+        """
+
+        return True
+
     @property
     @abstractmethod
     def supports_deletes(self) -> bool:
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index b296d21bd4..3ef9903c57 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -174,7 +174,8 @@ async def consolidate_metadata(
     Consolidate the metadata of all nodes in a hierarchy.
 
     Upon completion, the metadata of the root node in the Zarr hierarchy will be
-    updated to include all the metadata of child nodes.
+    updated to include all the metadata of child nodes. For Stores that do
+    not support consolidated metadata, this operation raises a ``TypeError``.
 
     Parameters
     ----------
@@ -194,10 +195,18 @@ async def consolidate_metadata(
     -------
     group: AsyncGroup
         The group, with the ``consolidated_metadata`` field set to include
-        the metadata of each child node.
+        the metadata of each child node. If the Store doesn't support
+        consolidated metadata, this function raises a `TypeError`.
+        See ``Store.supports_consolidated_metadata``.
     """
     store_path = await make_store_path(store, path=path)
 
+    if not store_path.store.supports_consolidated_metadata:
+        store_name = type(store_path.store).__name__
+        raise TypeError(
+            f"The Zarr Store in use ({store_name}) doesn't support consolidated metadata",
+        )
+
     group = await AsyncGroup.open(store_path, zarr_format=zarr_format, use_consolidated=False)
     group.store_path.store._check_writable()
 
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index d4b652ad6e..6aa1cc4de7 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -81,7 +81,8 @@ def consolidate_metadata(
     Consolidate the metadata of all nodes in a hierarchy.
 
     Upon completion, the metadata of the root node in the Zarr hierarchy will be
-    updated to include all the metadata of child nodes.
+    updated to include all the metadata of child nodes. For Stores that do
+    not use consolidated metadata, this operation raises a `TypeError`.
 
     Parameters
     ----------
@@ -101,7 +102,10 @@ def consolidate_metadata(
     -------
     group: Group
         The group, with the ``consolidated_metadata`` field set to include
-        the metadata of each child node.
+        the metadata of each child node. If the Store doesn't support
+        consolidated metadata, this function raises a `TypeError`.
+        See ``Store.supports_consolidated_metadata``.
+
     """
     return Group(sync(async_api.consolidate_metadata(store, path=path, zarr_format=zarr_format)))
 
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 6c6f104605..3ce46ec97b 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -490,10 +490,11 @@ async def open(
 
             By default, consolidated metadata is used if it's present in the
             store (in the ``zarr.json`` for Zarr format 3 and in the ``.zmetadata`` file
-            for Zarr format 2).
+            for Zarr format 2) and the Store supports it.
 
-            To explicitly require consolidated metadata, set ``use_consolidated=True``,
-            which will raise an exception if consolidated metadata is not found.
+            To explicitly require consolidated metadata, set ``use_consolidated=True``.
+            In this case, if the Store doesn't support consolidation or consolidated metadata is
+            not found, a ``ValueError`` exception is raised.
 
             To explicitly *not* use consolidated metadata, set ``use_consolidated=False``,
             which will fall back to using the regular, non consolidated metadata.
@@ -503,6 +504,16 @@ async def open(
             to load consolidated metadata from a non-default key.
         """
         store_path = await make_store_path(store)
+        if not store_path.store.supports_consolidated_metadata:
+            # Fail if consolidated metadata was requested but the Store doesn't support it
+            if use_consolidated:
+                store_name = type(store_path.store).__name__
+                raise ValueError(
+                    f"The Zarr store in use ({store_name}) doesn't support consolidated metadata."
+                )
+
+            # if use_consolidated was None (optional), the Store dictates it doesn't want consolidation
+            use_consolidated = False
 
         consolidated_key = ZMETADATA_V2_JSON
 
diff --git a/tests/test_metadata/test_consolidated.py b/tests/test_metadata/test_consolidated.py
index f71a946300..ff4fe6a780 100644
--- a/tests/test_metadata/test_consolidated.py
+++ b/tests/test_metadata/test_consolidated.py
@@ -651,3 +651,38 @@ async def test_consolidated_metadata_encodes_special_chars(
     elif zarr_format == 3:
         assert root_metadata["child"]["attributes"]["test"] == expected_fill_value
         assert root_metadata["time"]["fill_value"] == expected_fill_value
+
+
+class NonConsolidatedStore(zarr.storage.MemoryStore):
+    """A store that doesn't support consolidated metadata"""
+
+    @property
+    def supports_consolidated_metadata(self) -> bool:
+        return False
+
+
+async def test_consolidate_metadata_raises_for_self_consolidating_stores():
+    """Verify calling consolidate_metadata on a non supporting stores raises an error."""
+
+    memory_store = NonConsolidatedStore()
+    root = await zarr.api.asynchronous.create_group(store=memory_store)
+    await root.create_group("a/b")
+
+    with pytest.raises(TypeError, match="doesn't support consolidated metadata"):
+        await zarr.api.asynchronous.consolidate_metadata(memory_store)
+
+
+async def test_open_group_in_non_consolidating_stores():
+    memory_store = NonConsolidatedStore()
+    root = await zarr.api.asynchronous.create_group(store=memory_store)
+    await root.create_group("a/b")
+
+    # Opening a group without consolidatedion works as expected
+    await AsyncGroup.open(memory_store, use_consolidated=False)
+
+    # let the Store opt out of consolidation
+    await AsyncGroup.open(memory_store, use_consolidated=None)
+
+    # Opening a group with use_consolidated=True should fail
+    with pytest.raises(ValueError, match="doesn't support consolidated metadata"):
+        await AsyncGroup.open(memory_store, use_consolidated=True)

From ba1f71a2af6f5d15eab71f43bdb0b85c76898ebe Mon Sep 17 00:00:00 2001
From: Hannes Spitz <44113112+brokkoli71@users.noreply.github.com>
Date: Thu, 12 Jun 2025 15:54:58 +0200
Subject: [PATCH 1066/1078] Fix `zarr.open` default for argument `mode` when
 `store` is `read_only` (#3128)

* fix `zarr.open` default for argument `mode` when store is read_only

* document changes and format

* assert type in test_load_zip and test_load_local

* default mode=None for `zarr.synchronous.open`

* update docstring

* also check for read_only if store is a StorePath
---
 changes/3128.bugfix.rst      |  1 +
 src/zarr/api/asynchronous.py | 11 +++++++++--
 src/zarr/api/synchronous.py  |  3 ++-
 tests/test_api.py            | 34 +++++++++++++++++++++++++++++++++-
 4 files changed, 45 insertions(+), 4 deletions(-)
 create mode 100644 changes/3128.bugfix.rst

diff --git a/changes/3128.bugfix.rst b/changes/3128.bugfix.rst
new file mode 100644
index 0000000000..b93416070e
--- /dev/null
+++ b/changes/3128.bugfix.rst
@@ -0,0 +1 @@
+Fix `zarr.open` default for argument `mode` when `store` is `read_only`
\ No newline at end of file
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 3ef9903c57..54bddd80a8 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -9,6 +9,7 @@
 import numpy.typing as npt
 from typing_extensions import deprecated
 
+from zarr.abc.store import Store
 from zarr.core.array import (
     Array,
     AsyncArray,
@@ -40,6 +41,7 @@
 from zarr.core.metadata import ArrayMetadataDict, ArrayV2Metadata, ArrayV3Metadata
 from zarr.core.metadata.v2 import _default_compressor, _default_filters
 from zarr.errors import GroupNotFoundError, NodeTypeValidationError
+from zarr.storage import StorePath
 from zarr.storage._common import make_store_path
 
 if TYPE_CHECKING:
@@ -298,7 +300,7 @@ async def load(
 async def open(
     *,
     store: StoreLike | None = None,
-    mode: AccessModeLiteral = "a",
+    mode: AccessModeLiteral | None = None,
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     path: str | None = None,
@@ -316,6 +318,7 @@ async def open(
         read/write (must exist); 'a' means read/write (create if doesn't
         exist); 'w' means create (overwrite if exists); 'w-' means create
         (fail if exists).
+        If the store is read-only, the default is 'r'; otherwise, it is 'a'.
     zarr_format : {2, 3, None}, optional
         The zarr format to use when saving.
     path : str or None, optional
@@ -333,7 +336,11 @@ async def open(
         Return type depends on what exists in the given store.
     """
     zarr_format = _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
-
+    if mode is None:
+        if isinstance(store, (Store, StorePath)) and store.read_only:
+            mode = "r"
+        else:
+            mode = "a"
     store_path = await make_store_path(store, mode=mode, path=path, storage_options=storage_options)
 
     # TODO: the mode check below seems wrong!
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index 6aa1cc4de7..a7f7cfda35 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -162,7 +162,7 @@ def load(
 def open(
     store: StoreLike | None = None,
     *,
-    mode: AccessModeLiteral = "a",
+    mode: AccessModeLiteral | None = None,
     zarr_version: ZarrFormat | None = None,  # deprecated
     zarr_format: ZarrFormat | None = None,
     path: str | None = None,
@@ -180,6 +180,7 @@ def open(
         read/write (must exist); 'a' means read/write (create if doesn't
         exist); 'w' means create (overwrite if exists); 'w-' means create
         (fail if exists).
+        If the store is read-only, the default is 'r'; otherwise, it is 'a'.
     zarr_format : {2, 3, None}, optional
         The zarr format to use when saving.
     path : str or None, optional
diff --git a/tests/test_api.py b/tests/test_api.py
index 5d41a37493..2a95d7b97c 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -39,7 +39,7 @@
 )
 from zarr.core.buffer import NDArrayLike
 from zarr.errors import MetadataValidationError
-from zarr.storage import MemoryStore
+from zarr.storage import LocalStore, MemoryStore, ZipStore
 from zarr.storage._utils import normalize_path
 from zarr.testing.utils import gpu_test
 
@@ -401,6 +401,38 @@ def test_load_array(sync_store: Store) -> None:
             assert_array_equal(bar, array)
 
 
+@pytest.mark.parametrize("path", ["data", None])
+@pytest.mark.parametrize("load_read_only", [True, False, None])
+def test_load_zip(tmp_path: pathlib.Path, path: str | None, load_read_only: bool | None) -> None:
+    file = tmp_path / "test.zip"
+    data = np.arange(100).reshape(10, 10)
+
+    with ZipStore(file, mode="w", read_only=False) as zs:
+        save(zs, data, path=path)
+    with ZipStore(file, mode="r", read_only=load_read_only) as zs:
+        result = zarr.load(store=zs, path=path)
+        assert isinstance(result, np.ndarray)
+        assert np.array_equal(result, data)
+    with ZipStore(file, read_only=load_read_only) as zs:
+        result = zarr.load(store=zs, path=path)
+        assert isinstance(result, np.ndarray)
+        assert np.array_equal(result, data)
+
+
+@pytest.mark.parametrize("path", ["data", None])
+@pytest.mark.parametrize("load_read_only", [True, False])
+def test_load_local(tmp_path: pathlib.Path, path: str | None, load_read_only: bool) -> None:
+    file = tmp_path / "test.zip"
+    data = np.arange(100).reshape(10, 10)
+
+    with LocalStore(file, read_only=False) as zs:
+        save(zs, data, path=path)
+    with LocalStore(file, read_only=load_read_only) as zs:
+        result = zarr.load(store=zs, path=path)
+        assert isinstance(result, np.ndarray)
+        assert np.array_equal(result, data)
+
+
 def test_tree() -> None:
     pytest.importorskip("rich")
     g1 = zarr.group()

From c972f7f7cbafe2a023073d2e7afa7c558b55a676 Mon Sep 17 00:00:00 2001
From: Deepak Cherian <dcherian@users.noreply.github.com>
Date: Fri, 13 Jun 2025 09:30:53 -0600
Subject: [PATCH 1067/1078] Port more stateful test actions from icechunk
 (#3130)

* Port more stateful test actions from icechunk

* Parallelize with pytest-xdist

* minor edit

* Tweak profiles

Closes #3010

* one more tweak
---
 .github/workflows/hypothesis.yaml |  10 ++-
 .github/workflows/test.yml        |   2 +
 changes/3130.feature.rst          |   1 +
 pyproject.toml                    |   5 +-
 src/zarr/testing/stateful.py      | 135 +++++++++++++++++++++++++++++-
 src/zarr/testing/strategies.py    |  17 +++-
 tests/conftest.py                 |  25 ++++--
 7 files changed, 179 insertions(+), 16 deletions(-)
 create mode 100644 changes/3130.feature.rst

diff --git a/.github/workflows/hypothesis.yaml b/.github/workflows/hypothesis.yaml
index 15adb0d4a8..776f859d6e 100644
--- a/.github/workflows/hypothesis.yaml
+++ b/.github/workflows/hypothesis.yaml
@@ -25,12 +25,19 @@ jobs:
 
     strategy:
       matrix:
-        python-version: ['3.11']
+        python-version: ['3.12']
         numpy-version: ['2.2']
         dependency-set: ["optional"]
 
     steps:
     - uses: actions/checkout@v4
+    - name: Set HYPOTHESIS_PROFILE based on trigger
+      run: |
+        if [[ "${{ github.event_name }}" == "schedule" || "${{ github.event_name }}" == "workflow_dispatch" ]]; then
+          echo "HYPOTHESIS_PROFILE=nightly" >> $GITHUB_ENV
+        else
+          echo "HYPOTHESIS_PROFILE=ci" >> $GITHUB_ENV
+        fi
     - name: Set up Python
       uses: actions/setup-python@v5
       with:
@@ -58,6 +65,7 @@ jobs:
       if: success()
       id: status
       run: |
+        echo "Using Hypothesis profile: $HYPOTHESIS_PROFILE"
         hatch env run --env test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} run-hypothesis
 
     # explicitly save the cache so it gets updated, also do this even if it fails.
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index ee1adb6b0f..ac36562a2a 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -61,6 +61,8 @@ jobs:
         hatch env create test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }}
         hatch env run -e test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} list-env
     - name: Run Tests
+      env:
+        HYPOTHESIS_PROFILE: ci
       run: |
         hatch env run --env test.py${{ matrix.python-version }}-${{ matrix.numpy-version }}-${{ matrix.dependency-set }} run-coverage
     - name: Upload coverage
diff --git a/changes/3130.feature.rst b/changes/3130.feature.rst
new file mode 100644
index 0000000000..7a64582f06
--- /dev/null
+++ b/changes/3130.feature.rst
@@ -0,0 +1 @@
+Port more stateful testing actions from `Icechunk <https://icechunk.io>`_.
diff --git a/pyproject.toml b/pyproject.toml
index d25af7c5fc..d9264fcb6b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -80,6 +80,7 @@ test = [
     "rich",
     "mypy",
     "hypothesis",
+    "pytest-xdist",
 ]
 remote_tests = [
     'zarr[remote]',
@@ -165,7 +166,7 @@ run = "run-coverage --no-cov"
 run-pytest = "run"
 run-verbose = "run-coverage --verbose"
 run-mypy = "mypy src"
-run-hypothesis = "run-coverage --hypothesis-profile ci --run-slow-hypothesis tests/test_properties.py tests/test_store/test_stateful*"
+run-hypothesis = "run-coverage -nauto --run-slow-hypothesis tests/test_properties.py tests/test_store/test_stateful*"
 list-env = "pip list"
 
 [tool.hatch.envs.doctest]
@@ -194,7 +195,7 @@ run-coverage = "pytest -m gpu --cov-config=pyproject.toml --cov=pkg --cov-report
 run = "run-coverage --no-cov"
 run-verbose = "run-coverage --verbose"
 run-mypy = "mypy src"
-run-hypothesis = "pytest --hypothesis-profile ci tests/test_properties.py tests/test_store/test_stateful*"
+run-hypothesis = "run-coverage --hypothesis-profile ci --run-slow-hypothesis tests/test_properties.py tests/test_store/test_stateful*"
 list-env = "pip list"
 
 [tool.hatch.envs.docs]
diff --git a/src/zarr/testing/stateful.py b/src/zarr/testing/stateful.py
index f4f7b33318..f83d942549 100644
--- a/src/zarr/testing/stateful.py
+++ b/src/zarr/testing/stateful.py
@@ -21,7 +21,14 @@
 from zarr.core.buffer import Buffer, BufferPrototype, cpu, default_buffer_prototype
 from zarr.core.sync import SyncMixin
 from zarr.storage import LocalStore, MemoryStore
-from zarr.testing.strategies import key_ranges, node_names, np_array_and_chunks, numpy_arrays
+from zarr.testing.strategies import (
+    basic_indices,
+    chunk_paths,
+    key_ranges,
+    node_names,
+    np_array_and_chunks,
+    numpy_arrays,
+)
 from zarr.testing.strategies import keys as zarr_keys
 
 MAX_BINARY_SIZE = 100
@@ -120,6 +127,120 @@ def add_array(
             )
         self.all_arrays.add(path)
 
+    @rule()
+    def clear(self) -> None:
+        note("clearing")
+        import zarr
+
+        self._sync(self.store.clear())
+        self._sync(self.model.clear())
+
+        assert self._sync(self.store.is_empty("/"))
+        assert self._sync(self.model.is_empty("/"))
+
+        self.all_groups.clear()
+        self.all_arrays.clear()
+
+        zarr.group(store=self.store)
+        zarr.group(store=self.model)
+
+        # TODO: MemoryStore is broken?
+        # assert not self._sync(self.store.is_empty("/"))
+        # assert not self._sync(self.model.is_empty("/"))
+
+    def draw_directory(self, data: DataObject) -> str:
+        group_st = st.sampled_from(sorted(self.all_groups)) if self.all_groups else st.nothing()
+        array_st = st.sampled_from(sorted(self.all_arrays)) if self.all_arrays else st.nothing()
+        array_or_group = data.draw(st.one_of(group_st, array_st))
+        if data.draw(st.booleans()) and array_or_group in self.all_arrays:
+            arr = zarr.open_array(path=array_or_group, store=self.model)
+            path = data.draw(
+                st.one_of(
+                    st.sampled_from([array_or_group]),
+                    chunk_paths(ndim=arr.ndim, numblocks=arr.cdata_shape).map(
+                        lambda x: f"{array_or_group}/c/"
+                    ),
+                )
+            )
+        else:
+            path = array_or_group
+        return path
+
+    @precondition(lambda self: bool(self.all_groups))
+    @rule(data=st.data())
+    def check_list_dir(self, data: DataObject) -> None:
+        path = self.draw_directory(data)
+        note(f"list_dir for {path=!r}")
+        # Consider .list_dir("path/to/array") for an array with a single chunk.
+        # The MemoryStore model will return `"c", "zarr.json"` only if the chunk exists
+        # If that chunk was deleted, then `"c"` is not returned.
+        # LocalStore will not have this behaviour :/
+        # There are similar consistency issues with delete_dir("/path/to/array/c/0/0")
+        assume(not isinstance(self.store, LocalStore))
+        model_ls = sorted(self._sync_iter(self.model.list_dir(path)))
+        store_ls = sorted(self._sync_iter(self.store.list_dir(path)))
+        assert model_ls == store_ls, (model_ls, store_ls)
+
+    @precondition(lambda self: bool(self.all_arrays))
+    @rule(data=st.data())
+    def delete_chunk(self, data: DataObject) -> None:
+        array = data.draw(st.sampled_from(sorted(self.all_arrays)))
+        arr = zarr.open_array(path=array, store=self.model)
+        chunk_path = data.draw(chunk_paths(ndim=arr.ndim, numblocks=arr.cdata_shape, subset=False))
+        path = f"{array}/c/{chunk_path}"
+        note(f"deleting chunk {path=!r}")
+        self._sync(self.model.delete(path))
+        self._sync(self.store.delete(path))
+
+    @precondition(lambda self: bool(self.all_arrays))
+    @rule(data=st.data())
+    def overwrite_array_basic_indexing(self, data: DataObject) -> None:
+        array = data.draw(st.sampled_from(sorted(self.all_arrays)))
+        model_array = zarr.open_array(path=array, store=self.model)
+        store_array = zarr.open_array(path=array, store=self.store)
+        slicer = data.draw(basic_indices(shape=model_array.shape))
+        note(f"overwriting array with basic indexer: {slicer=}")
+        new_data = data.draw(
+            npst.arrays(shape=np.shape(model_array[slicer]), dtype=model_array.dtype)
+        )
+        model_array[slicer] = new_data
+        store_array[slicer] = new_data
+
+    @precondition(lambda self: bool(self.all_arrays))
+    @rule(data=st.data())
+    def resize_array(self, data: DataObject) -> None:
+        array = data.draw(st.sampled_from(sorted(self.all_arrays)))
+        model_array = zarr.open_array(path=array, store=self.model)
+        store_array = zarr.open_array(path=array, store=self.store)
+        ndim = model_array.ndim
+        new_shape = tuple(
+            0 if oldsize == 0 else newsize
+            for newsize, oldsize in zip(
+                data.draw(npst.array_shapes(max_dims=ndim, min_dims=ndim, min_side=0)),
+                model_array.shape,
+                strict=True,
+            )
+        )
+
+        note(f"resizing array from {model_array.shape} to {new_shape}")
+        model_array.resize(new_shape)
+        store_array.resize(new_shape)
+
+    @precondition(lambda self: bool(self.all_arrays) or bool(self.all_groups))
+    @rule(data=st.data())
+    def delete_dir(self, data: DataObject) -> None:
+        path = self.draw_directory(data)
+        note(f"delete_dir with {path=!r}")
+        self._sync(self.model.delete_dir(path))
+        self._sync(self.store.delete_dir(path))
+
+        matches = set()
+        for node in self.all_groups | self.all_arrays:
+            if node.startswith(path):
+                matches.add(node)
+        self.all_groups = self.all_groups - matches
+        self.all_arrays = self.all_arrays - matches
+
     # @precondition(lambda self: bool(self.all_groups))
     # @precondition(lambda self: bool(self.all_arrays))
     # @rule(data=st.data())
@@ -230,13 +351,19 @@ def delete_group_using_del(self, data: DataObject) -> None:
     #     self.check_group_arrays(group)
     #     t1 = time.time()
     #     note(f"Checks took {t1 - t0} sec.")
-
     @invariant()
     def check_list_prefix_from_root(self) -> None:
         model_list = self._sync_iter(self.model.list_prefix(""))
         store_list = self._sync_iter(self.store.list_prefix(""))
-        note(f"Checking {len(model_list)} keys")
-        assert sorted(model_list) == sorted(store_list)
+        note(f"Checking {len(model_list)} expected keys vs {len(store_list)} actual keys")
+        assert sorted(model_list) == sorted(store_list), (
+            sorted(model_list),
+            sorted(store_list),
+        )
+
+        # check that our internal state matches that of the store and model
+        assert all(f"{path}/zarr.json" in model_list for path in self.all_groups | self.all_arrays)
+        assert all(f"{path}/zarr.json" in store_list for path in self.all_groups | self.all_arrays)
 
 
 class SyncStoreWrapper(zarr.core.sync.SyncMixin):
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 3b10592ec0..0cb992a4f2 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -77,7 +77,7 @@ def safe_unicode_for_dtype(dtype: np.dtype[np.str_]) -> st.SearchStrategy[str]:
 
     return st.text(
         alphabet=st.characters(
-            blacklist_categories=["Cs"],  # Avoid *technically allowed* surrogates
+            exclude_categories=["Cs"],  # Avoid *technically allowed* surrogates
             min_codepoint=32,
         ),
         min_size=1,
@@ -324,7 +324,7 @@ def is_negative_slice(idx: Any) -> bool:
 
 
 @st.composite
-def end_slices(draw: st.DrawFn, *, shape: tuple[int]) -> Any:
+def end_slices(draw: st.DrawFn, *, shape: tuple[int, ...]) -> Any:
     """
     A strategy that slices ranges that include the last chunk.
     This is intended to stress-test handling of a possibly smaller last chunk.
@@ -342,7 +342,7 @@ def end_slices(draw: st.DrawFn, *, shape: tuple[int]) -> Any:
 def basic_indices(
     draw: st.DrawFn,
     *,
-    shape: tuple[int],
+    shape: tuple[int, ...],
     min_dims: int = 0,
     max_dims: int | None = None,
     allow_newaxis: bool = False,
@@ -370,7 +370,7 @@ def basic_indices(
 
 @st.composite
 def orthogonal_indices(
-    draw: st.DrawFn, *, shape: tuple[int]
+    draw: st.DrawFn, *, shape: tuple[int, ...]
 ) -> tuple[tuple[np.ndarray[Any, Any], ...], tuple[np.ndarray[Any, Any], ...]]:
     """
     Strategy that returns
@@ -426,3 +426,12 @@ def make_request(start: int, length: int) -> RangeByteRequest:
     )
     key_tuple = st.tuples(keys, byte_ranges)
     return st.lists(key_tuple, min_size=1, max_size=10)
+
+
+@st.composite
+def chunk_paths(draw: st.DrawFn, ndim: int, numblocks: tuple[int, ...], subset: bool = True) -> str:
+    blockidx = draw(
+        st.tuples(*tuple(st.integers(min_value=0, max_value=max(0, b - 1)) for b in numblocks))
+    )
+    subset_slicer = slice(draw(st.integers(min_value=0, max_value=ndim))) if subset else slice(None)
+    return "/".join(map(str, blockidx[subset_slicer]))
diff --git a/tests/conftest.py b/tests/conftest.py
index 948d3cd055..30d7eec4d4 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import os
 import pathlib
 from dataclasses import dataclass, field
 from typing import TYPE_CHECKING
@@ -188,17 +189,31 @@ def pytest_collection_modifyitems(config: Any, items: Any) -> None:
 
 
 settings.register_profile(
-    "ci",
-    max_examples=1000,
-    deadline=None,
+    "default",
+    parent=settings.get_profile("default"),
+    max_examples=300,
     suppress_health_check=[HealthCheck.filter_too_much, HealthCheck.too_slow],
+    deadline=None,
+    verbosity=Verbosity.verbose,
 )
 settings.register_profile(
-    "local",
+    "ci",
+    parent=settings.get_profile("ci"),
     max_examples=300,
+    derandomize=True,  # more like regression testing
+    deadline=None,
     suppress_health_check=[HealthCheck.filter_too_much, HealthCheck.too_slow],
-    verbosity=Verbosity.verbose,
 )
+settings.register_profile(
+    "nightly",
+    max_examples=500,
+    parent=settings.get_profile("ci"),
+    derandomize=False,
+    stateful_step_count=100,
+)
+
+settings.load_profile(os.getenv("HYPOTHESIS_PROFILE", "default"))
+
 
 # TODO: uncomment these overrides when we can get mypy to accept them
 """

From 11d488d731cd537b84ae394a943c39cb5b62638f Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Mon, 16 Jun 2025 02:23:55 -0400
Subject: [PATCH 1068/1078] Support async FSMap objects in zarr.open (#2774)

* WIP: Support fsspec mutable mapping objects in zarr.open

* Simplify library availability checking

* Improve test coverage

* Improve error messages

* Consolidate code

* Make test more readable

* Make async instances from sync fsmap objects

* Move test to fsspec store

* Re-add type ignore

* "Update docstring"

* Add another test

* Require auto_mkdir for LocalFileSystem

* Update test location

* Convert older filesystems to async

* Use if on fsspec versions rather than try; else

* Always use asynchronous=True in _make_async

* Improve tests

* Apply suggestions from code review

Co-authored-by: Martin Durant <martindurant@users.noreply.github.com>

* Apply more code suggestions

* Fix typing error

* Test remote stores in min_deps env

* Remove redundant import

* Test warning

* Lint

* Add pytest pin

* Add release note

* Generate coverage on min_deps and upstream jobs

* Update src/zarr/storage/_fsspec.py

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>

* More useful error messages

* Add TypeAlias

* Fix typing for no fsspec installation

* Move imports

* Don't mutate FSMap object

---------

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
Co-authored-by: Deepak Cherian <dcherian@users.noreply.github.com>
Co-authored-by: Martin Durant <martindurant@users.noreply.github.com>
Co-authored-by: David Stansby <dstansby@gmail.com>
---
 .github/workflows/test.yml      |   2 +-
 changes/2774.feature.rst        |   1 +
 pyproject.toml                  |   1 +
 src/zarr/storage/_common.py     |  24 +++++-
 src/zarr/storage/_fsspec.py     |  84 ++++++++++++++++++---
 tests/test_store/test_fsspec.py | 127 ++++++++++++++++++++++++++++++--
 6 files changed, 216 insertions(+), 23 deletions(-)
 create mode 100644 changes/2774.feature.rst

diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index ac36562a2a..7cfce41312 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -104,7 +104,7 @@ jobs:
         hatch env run -e ${{ matrix.dependency-set }} list-env
     - name: Run Tests
       run: |
-        hatch env run --env ${{ matrix.dependency-set }} run
+        hatch env run --env ${{ matrix.dependency-set }} run-coverage
     - name: Upload coverage
       uses: codecov/codecov-action@v5
       with:
diff --git a/changes/2774.feature.rst b/changes/2774.feature.rst
new file mode 100644
index 0000000000..4df83f54ec
--- /dev/null
+++ b/changes/2774.feature.rst
@@ -0,0 +1 @@
+Add `zarr.storage.FsspecStore.from_mapper()` so that `zarr.open()` supports stores of type `fsspec.mapping.FSMap`.
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index d9264fcb6b..8141374d5e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -253,6 +253,7 @@ dependencies = [
     'obstore==0.5.*',
     # test deps
     'zarr[test]',
+    'zarr[remote_tests]',
 ]
 
 [tool.hatch.envs.min_deps.scripts]
diff --git a/src/zarr/storage/_common.py b/src/zarr/storage/_common.py
index b2fefe96d7..f264728cf2 100644
--- a/src/zarr/storage/_common.py
+++ b/src/zarr/storage/_common.py
@@ -1,8 +1,9 @@
 from __future__ import annotations
 
+import importlib.util
 import json
 from pathlib import Path
-from typing import TYPE_CHECKING, Any, Literal, Self
+from typing import TYPE_CHECKING, Any, Literal, Self, TypeAlias
 
 from zarr.abc.store import ByteRequest, Store
 from zarr.core.buffer import Buffer, default_buffer_prototype
@@ -12,6 +13,12 @@
 from zarr.storage._memory import MemoryStore
 from zarr.storage._utils import normalize_path
 
+_has_fsspec = importlib.util.find_spec("fsspec")
+if _has_fsspec:
+    from fsspec.mapping import FSMap
+else:
+    FSMap = None
+
 if TYPE_CHECKING:
     from zarr.core.buffer import BufferPrototype
 
@@ -227,7 +234,7 @@ def __eq__(self, other: object) -> bool:
         return False
 
 
-StoreLike = Store | StorePath | Path | str | dict[str, Buffer]
+StoreLike: TypeAlias = Store | StorePath | FSMap | Path | str | dict[str, Buffer]
 
 
 async def make_store_path(
@@ -314,9 +321,18 @@ async def make_store_path(
             # We deliberate only consider dict[str, Buffer] here, and not arbitrary mutable mappings.
             # By only allowing dictionaries, which are in-memory, we know that MemoryStore appropriate.
             store = await MemoryStore.open(store_dict=store_like, read_only=_read_only)
+        elif _has_fsspec and isinstance(store_like, FSMap):
+            if path:
+                raise ValueError(
+                    "'path' was provided but is not used for FSMap store_like objects. Specify the path when creating the FSMap instance instead."
+                )
+            if storage_options:
+                raise ValueError(
+                    "'storage_options was provided but is not used for FSMap store_like objects. Specify the storage options when creating the FSMap instance instead."
+                )
+            store = FsspecStore.from_mapper(store_like, read_only=_read_only)
         else:
-            msg = f"Unsupported type for store_like: '{type(store_like).__name__}'"  # type: ignore[unreachable]
-            raise TypeError(msg)
+            raise TypeError(f"Unsupported type for store_like: '{type(store_like).__name__}'")
 
         result = await StorePath.open(store, path=path_normalized, mode=mode)
 
diff --git a/src/zarr/storage/_fsspec.py b/src/zarr/storage/_fsspec.py
index 40f1b2fbc0..ba673056a3 100644
--- a/src/zarr/storage/_fsspec.py
+++ b/src/zarr/storage/_fsspec.py
@@ -1,9 +1,12 @@
 from __future__ import annotations
 
+import json
 import warnings
 from contextlib import suppress
 from typing import TYPE_CHECKING, Any
 
+from packaging.version import parse as parse_version
+
 from zarr.abc.store import (
     ByteRequest,
     OffsetByteRequest,
@@ -17,7 +20,9 @@
 if TYPE_CHECKING:
     from collections.abc import AsyncIterator, Iterable
 
+    from fsspec import AbstractFileSystem
     from fsspec.asyn import AsyncFileSystem
+    from fsspec.mapping import FSMap
 
     from zarr.core.buffer import BufferPrototype
     from zarr.core.common import BytesLike
@@ -30,6 +35,42 @@
 )
 
 
+def _make_async(fs: AbstractFileSystem) -> AsyncFileSystem:
+    """Convert a sync FSSpec filesystem to an async FFSpec filesystem
+
+    If the filesystem class supports async operations, a new async instance is created
+    from the existing instance.
+
+    If the filesystem class does not support async operations, the existing instance
+    is wrapped with AsyncFileSystemWrapper.
+    """
+    import fsspec
+
+    fsspec_version = parse_version(fsspec.__version__)
+    if fs.async_impl and fs.asynchronous:
+        # Already an async instance of an async filesystem, nothing to do
+        return fs
+    if fs.async_impl:
+        # Convert sync instance of an async fs to an async instance
+        fs_dict = json.loads(fs.to_json())
+        fs_dict["asynchronous"] = True
+        return fsspec.AbstractFileSystem.from_json(json.dumps(fs_dict))
+
+    # Wrap sync filesystems with the async wrapper
+    if type(fs) is fsspec.implementations.local.LocalFileSystem and not fs.auto_mkdir:
+        raise ValueError(
+            f"LocalFilesystem {fs} was created with auto_mkdir=False but Zarr requires the filesystem to automatically create directories"
+        )
+    if fsspec_version < parse_version("2024.12.0"):
+        raise ImportError(
+            f"The filesystem '{fs}' is synchronous, and the required "
+            "AsyncFileSystemWrapper is not available. Upgrade fsspec to version "
+            "2024.12.0 or later to enable this functionality."
+        )
+
+    return fsspec.implementations.asyn_wrapper.AsyncFileSystemWrapper(fs, asynchronous=True)
+
+
 class FsspecStore(Store):
     """
     Store for remote data based on FSSpec.
@@ -137,6 +178,38 @@ def from_upath(
             allowed_exceptions=allowed_exceptions,
         )
 
+    @classmethod
+    def from_mapper(
+        cls,
+        fs_map: FSMap,
+        read_only: bool = False,
+        allowed_exceptions: tuple[type[Exception], ...] = ALLOWED_EXCEPTIONS,
+    ) -> FsspecStore:
+        """
+        Create a FsspecStore from a FSMap object.
+
+        Parameters
+        ----------
+        fs_map : FSMap
+            Fsspec mutable mapping object.
+        read_only : bool
+            Whether the store is read-only, defaults to False.
+        allowed_exceptions : tuple, optional
+            The exceptions that are allowed to be raised when accessing the
+            store. Defaults to ALLOWED_EXCEPTIONS.
+
+        Returns
+        -------
+        FsspecStore
+        """
+        fs = _make_async(fs_map.fs)
+        return cls(
+            fs=fs,
+            path=fs_map.root,
+            read_only=read_only,
+            allowed_exceptions=allowed_exceptions,
+        )
+
     @classmethod
     def from_url(
         cls,
@@ -175,16 +248,7 @@ def from_url(
 
         fs, path = url_to_fs(url, **opts)
         if not fs.async_impl:
-            try:
-                from fsspec.implementations.asyn_wrapper import AsyncFileSystemWrapper
-
-                fs = AsyncFileSystemWrapper(fs, asynchronous=True)
-            except ImportError as e:
-                raise ImportError(
-                    f"The filesystem for URL '{url}' is synchronous, and the required "
-                    "AsyncFileSystemWrapper is not available. Upgrade fsspec to version "
-                    "2024.12.0 or later to enable this functionality."
-                ) from e
+            fs = _make_async(fs)
 
         # fsspec is not consistent about removing the scheme from the path, so check and strip it here
         # https://github.com/fsspec/filesystem_spec/issues/1722
diff --git a/tests/test_store/test_fsspec.py b/tests/test_store/test_fsspec.py
index c10471809c..1a989525e3 100644
--- a/tests/test_store/test_fsspec.py
+++ b/tests/test_store/test_fsspec.py
@@ -5,17 +5,21 @@
 import re
 from typing import TYPE_CHECKING, Any
 
+import numpy as np
 import pytest
 from packaging.version import parse as parse_version
 
 import zarr.api.asynchronous
+from zarr import Array
 from zarr.abc.store import OffsetByteRequest
 from zarr.core.buffer import Buffer, cpu, default_buffer_prototype
 from zarr.core.sync import _collect_aiterator, sync
 from zarr.storage import FsspecStore
+from zarr.storage._fsspec import _make_async
 from zarr.testing.store import StoreTests
 
 if TYPE_CHECKING:
+    import pathlib
     from collections.abc import Generator
     from pathlib import Path
 
@@ -191,7 +195,11 @@ async def test_fsspec_store_from_uri(self, store: FsspecStore) -> None:
         )
         assert dict(group.attrs) == {"key": "value"}
 
-        meta["attributes"]["key"] = "value-2"  # type: ignore[index]
+        meta = {
+            "attributes": {"key": "value-2"},
+            "zarr_format": 3,
+            "node_type": "group",
+        }
         await store.set(
             "directory-2/zarr.json",
             self.buffer_cls.from_bytes(json.dumps(meta).encode()),
@@ -201,7 +209,11 @@ async def test_fsspec_store_from_uri(self, store: FsspecStore) -> None:
         )
         assert dict(group.attrs) == {"key": "value-2"}
 
-        meta["attributes"]["key"] = "value-3"  # type: ignore[index]
+        meta = {
+            "attributes": {"key": "value-3"},
+            "zarr_format": 3,
+            "node_type": "group",
+        }
         await store.set(
             "directory-3/zarr.json",
             self.buffer_cls.from_bytes(json.dumps(meta).encode()),
@@ -264,18 +276,44 @@ async def test_delete_dir_unsupported_deletes(self, store: FsspecStore) -> None:
             await store.delete_dir("test_prefix")
 
 
+def array_roundtrip(store: FsspecStore) -> None:
+    """
+    Round trip an array using a Zarr store
+
+    Args:
+        store: FsspecStore
+    """
+    data = np.ones((3, 3))
+    arr = zarr.create_array(store=store, overwrite=True, data=data)
+    assert isinstance(arr, Array)
+    # Read set values
+    arr2 = zarr.open_array(store=store)
+    assert isinstance(arr2, Array)
+    np.testing.assert_array_equal(arr[:], data)
+
+
 @pytest.mark.skipif(
     parse_version(fsspec.__version__) < parse_version("2024.12.0"),
     reason="No AsyncFileSystemWrapper",
 )
-def test_wrap_sync_filesystem() -> None:
+def test_wrap_sync_filesystem(tmp_path: pathlib.Path) -> None:
     """The local fs is not async so we should expect it to be wrapped automatically"""
     from fsspec.implementations.asyn_wrapper import AsyncFileSystemWrapper
 
-    store = FsspecStore.from_url("local://test/path")
-
+    store = FsspecStore.from_url(f"file://{tmp_path}", storage_options={"auto_mkdir": True})
     assert isinstance(store.fs, AsyncFileSystemWrapper)
     assert store.fs.async_impl
+    array_roundtrip(store)
+
+
+@pytest.mark.skipif(
+    parse_version(fsspec.__version__) >= parse_version("2024.12.0"),
+    reason="No AsyncFileSystemWrapper",
+)
+def test_wrap_sync_filesystem_raises(tmp_path: pathlib.Path) -> None:
+    """The local fs is not async so we should expect it to be wrapped automatically"""
+    with pytest.raises(ImportError, match="The filesystem .*"):
+        FsspecStore.from_url(f"file://{tmp_path}", storage_options={"auto_mkdir": True})
 
 
 @pytest.mark.skipif(
@@ -283,13 +321,86 @@ def test_wrap_sync_filesystem() -> None:
     reason="No AsyncFileSystemWrapper",
 )
 def test_no_wrap_async_filesystem() -> None:
-    """An async fs should not be wrapped automatically; fsspec's https filesystem is such an fs"""
+    """An async fs should not be wrapped automatically; fsspec's s3 filesystem is such an fs"""
     from fsspec.implementations.asyn_wrapper import AsyncFileSystemWrapper
 
-    store = FsspecStore.from_url("https://test/path")
-
+    store = FsspecStore.from_url(
+        f"s3://{test_bucket_name}/foo/spam/",
+        storage_options={"endpoint_url": endpoint_url, "anon": False, "asynchronous": True},
+        read_only=False,
+    )
     assert not isinstance(store.fs, AsyncFileSystemWrapper)
     assert store.fs.async_impl
+    array_roundtrip(store)
+
+
+@pytest.mark.skipif(
+    parse_version(fsspec.__version__) < parse_version("2024.12.0"),
+    reason="No AsyncFileSystemWrapper",
+)
+def test_open_fsmap_file(tmp_path: pathlib.Path) -> None:
+    min_fsspec_with_async_wrapper = parse_version("2024.12.0")
+    current_version = parse_version(fsspec.__version__)
+
+    fs = fsspec.filesystem("file", auto_mkdir=True)
+    mapper = fs.get_mapper(tmp_path)
+
+    if current_version < min_fsspec_with_async_wrapper:
+        # Expect ImportError for older versions
+        with pytest.raises(
+            ImportError,
+            match=r"The filesystem .* is synchronous, and the required AsyncFileSystemWrapper is not available.*",
+        ):
+            array_roundtrip(mapper)
+    else:
+        # Newer versions should work
+        array_roundtrip(mapper)
+
+
+@pytest.mark.skipif(
+    parse_version(fsspec.__version__) < parse_version("2024.12.0"),
+    reason="No AsyncFileSystemWrapper",
+)
+def test_open_fsmap_file_raises(tmp_path: pathlib.Path) -> None:
+    fsspec = pytest.importorskip("fsspec.implementations.local")
+    fs = fsspec.LocalFileSystem(auto_mkdir=False)
+    mapper = fs.get_mapper(tmp_path)
+    with pytest.raises(ValueError, match="LocalFilesystem .*"):
+        array_roundtrip(mapper)
+
+
+@pytest.mark.parametrize("asynchronous", [True, False])
+def test_open_fsmap_s3(asynchronous: bool) -> None:
+    s3_filesystem = s3fs.S3FileSystem(
+        asynchronous=asynchronous, endpoint_url=endpoint_url, anon=False
+    )
+    mapper = s3_filesystem.get_mapper(f"s3://{test_bucket_name}/map/foo/")
+    array_roundtrip(mapper)
+
+
+def test_open_s3map_raises() -> None:
+    with pytest.raises(TypeError, match="Unsupported type for store_like:.*"):
+        zarr.open(store=0, mode="w", shape=(3, 3))
+    s3_filesystem = s3fs.S3FileSystem(asynchronous=True, endpoint_url=endpoint_url, anon=False)
+    mapper = s3_filesystem.get_mapper(f"s3://{test_bucket_name}/map/foo/")
+    with pytest.raises(
+        ValueError, match="'path' was provided but is not used for FSMap store_like objects"
+    ):
+        zarr.open(store=mapper, path="bar", mode="w", shape=(3, 3))
+    with pytest.raises(
+        ValueError,
+        match="'storage_options was provided but is not used for FSMap store_like objects",
+    ):
+        zarr.open(store=mapper, storage_options={"anon": True}, mode="w", shape=(3, 3))
+
+
+@pytest.mark.parametrize("asynchronous", [True, False])
+def test_make_async(asynchronous: bool) -> None:
+    s3_filesystem = s3fs.S3FileSystem(
+        asynchronous=asynchronous, endpoint_url=endpoint_url, anon=False
+    )
+    fs = _make_async(s3_filesystem)
+    assert fs.asynchronous
 
 
 @pytest.mark.skipif(

From 67984660834f2095d966b0c1ec92154020f933e1 Mon Sep 17 00:00:00 2001
From: Davis Bennett <davis.v.bennett@gmail.com>
Date: Mon, 16 Jun 2025 10:00:42 +0200
Subject: [PATCH 1069/1078] refactor v3 data types (#2874)

* modernize typing

* lint

* new dtypes

* rename base dtype, change type to kind

* start working on JSON serialization

* get json de/serialization largely working, and start making tests pass

* tweak json type guards

* fix dtype sizes, adjust fill value parsing in from_dict, fix tests

* mid-refactor commit

* working form for dtype classes

* remove unused code

* use wrap / unwrap instead of to_dtype / from_dtype; push into v2 codebase

* push into v2

* remove endianness kwarg to methods, make it an instance variable instead

* make wrapping safe by default

* dtype-specific tests

* more tests, fix void type default value logic

* fix dtype mechanics in bytescodec

* remove __post_init__ magic in favor of more explicit declaration

* fix tests

* refactor data types

* start design doc

* more design doc

* update docs

* fix sphinx warnings

* tweak docs

* info about v3 data types

* adjust note

* fix: use unparametrized types in direct assignment

* start fixing config

* Update src/zarr/core/_info.py

Co-authored-by: Joe Hamman <jhamman1@gmail.com>

* add placeholder disclaimer to v3 data types summary

* make example runnable

* placeholder section for adding a custom dtype

* define native data type and native scalar

* update data type names

* fix config test failures

* call to_dtype once in blosc evolve_from_array_spec

* refactor dtypewrapper -> zdtype

* update code examples in docs; remove native endianness

* adjust type annotations

* fix info tests to use zdtype

* remove dead code and add code coverage exemption to zarr format checks

* fix: add special check for resolving int32 on windows

* add dtype entry point test

* remove default parameters for parametric dtypes; add mixin classes for numpy dtypes; define zdtypelike

* Update docs/user-guide/data_types.rst

Co-authored-by: Ilan Gold <ilanbassgold@gmail.com>

* refactor: use inheritance to remove boilerplate in dtype definitions

* update data types documentation, and expose core/dtype module to autodoc

* add failing endianness round-trip test

* fix endianness

* additional check in test_explicit_endianness

* add failing test for round-tripping vlen strings

* route object dtype arrays to vlen string dtype when numpy > 2

* relax endianness mismatch to a warning instead of an error

* use public dtype module for docs instead of special-casing the core dype module

* use public dtype module for docs instead of special-casing the core dype module

* silence mypy error about array indexing

* add release note

* fix doctests, excluding config tests

* revert addition of linkage between dtype endianness and bytes codec endianness

* remove Any types

* add docstring for wrapper module

* simplify config and docs

* update config test

* fix S dtype test for v2

* fully remove v3jsonencoder

* refactor dtype module structure

* add timedelta64

* refactor time dtypes

* widen dtype test strategies

* modify structured dtype fill value rt to avoid to_dict

* wip: begin creating isomorphic test suite for dtypes

* finish common tests

* wip: test infrastructure for dtypes

* wip: use class-based tests for all dtypes

* fill out more tests, and adjust sized dtypes

* wip: json schema test

* add casting tests

* use relative link for changes

* typo

* make bytes codec dtype logic a bit more literate

* increase deadline to 500ms

* fewer commented sections of problematic lru_store_cache section of the sharding codecs

* add link to gh issue about lru_cache for sharding codec

* attempt to speed up hypothesis tests by reducing max array size

* clean up docs

* remove placeholder

* make final example section doctested and more readable

* revert change to auto chunking

* revert quotation of literal type

* lint

* fix broken code block

* specialize test to handle stringdtype changes coming in numpy 2.3

* add docstring to _TestZDType class

* type hints

* expand changelog

* tweak docstring

* support v3 nan strings in JSON for float dtypes

* revert removal of metadata chunk grid attribute

* use none to denote default fill value; remove old structured tests; use cast_value where appropriate

* add item size abstraction

* rename fixed-length string dtypes, and be strict about the numpy object dtype (i.e., refuse to match it)

* remove vestigial use of to_dtype().itemsize()

* remove another vestigial use of to_dtype().itemsize()

* emit warning about unstable dtype when serializing Structured dtype to JSON

* put string dtypes in the strings module

* make tests isomorphic to source code

* remove old string logic

* use scale_factor and unit in cast_value for datetime

* add regression testing against v2.18

* truncate U and S scalars in _cast_value_unsafe

* docstrings and simplification for regression tests

* changes necessary for linting with regression tests

* improve method names, refactor type hints with typeddictionaries, fix registry load frequency, add object_codec_id for v2 json deserialization

* fix storage info discrepancy in docs

* fix docstring that was troubling sphinx

* wip: add vlen-bytes

* add vlen-bytes

* replace placeholder text with links to a github issue

* refactor fixed-length bytes dtypes

* more v3 unstable dtype warnings, and their exemptions from tests

* clean up typeddicts

* update docstrings

* Update docs/user-guide/data_types.rst

Co-authored-by: Ryan Abernathey <ryan.abernathey@gmail.com>

* refactor wrapper to allow subclasses to freely define their own type guards for native dtype and json input

* make method definition order consistent

* allow structured scalars to be np.void

* use a common function signature for from_json by packing the object_codec_id in a typeddict for zarr v2 metadata

* fix dtype doc example

---------

Co-authored-by: Joe Hamman <jhamman1@gmail.com>
Co-authored-by: Ilan Gold <ilanbassgold@gmail.com>
Co-authored-by: Ryan Abernathey <ryan.abernathey@gmail.com>
---
 changes/2874.feature.rst                      |   9 +
 docs/user-guide/arrays.rst                    |  14 +-
 docs/user-guide/config.rst                    |  59 +-
 docs/user-guide/consolidated_metadata.rst     |   6 +-
 docs/user-guide/data_types.rst                | 172 +++++
 docs/user-guide/groups.rst                    |   4 +-
 docs/user-guide/index.rst                     |   1 +
 docs/user-guide/performance.rst               |   8 +-
 pyproject.toml                                |   3 +-
 src/zarr/abc/codec.py                         |  17 +-
 src/zarr/api/asynchronous.py                  |  20 +-
 src/zarr/api/synchronous.py                   |   9 +-
 src/zarr/codecs/_v2.py                        |   8 +-
 src/zarr/codecs/blosc.py                      |   9 +-
 src/zarr/codecs/bytes.py                      |  16 +-
 src/zarr/codecs/sharding.py                   |  30 +-
 src/zarr/codecs/transpose.py                  |  10 +-
 src/zarr/codecs/vlen_utf8.py                  |   5 +-
 src/zarr/core/_info.py                        |  16 +-
 src/zarr/core/array.py                        | 229 +++---
 src/zarr/core/array_spec.py                   |  10 +-
 src/zarr/core/buffer/core.py                  |   4 +-
 src/zarr/core/chunk_grids.py                  |   3 +-
 src/zarr/core/codec_pipeline.py               |  16 +-
 src/zarr/core/common.py                       |  23 +-
 src/zarr/core/config.py                       |  51 +-
 src/zarr/core/dtype/__init__.py               | 162 +++++
 src/zarr/core/dtype/common.py                 | 224 ++++++
 src/zarr/core/dtype/npy/__init__.py           |   0
 src/zarr/core/dtype/npy/bool.py               | 163 +++++
 src/zarr/core/dtype/npy/bytes.py              | 369 ++++++++++
 src/zarr/core/dtype/npy/common.py             | 503 +++++++++++++
 src/zarr/core/dtype/npy/complex.py            | 213 ++++++
 src/zarr/core/dtype/npy/float.py              | 222 ++++++
 src/zarr/core/dtype/npy/int.py                | 686 ++++++++++++++++++
 src/zarr/core/dtype/npy/string.py             | 302 ++++++++
 src/zarr/core/dtype/npy/structured.py         | 206 ++++++
 src/zarr/core/dtype/npy/time.py               | 359 +++++++++
 src/zarr/core/dtype/registry.py               |  90 +++
 src/zarr/core/dtype/wrapper.py                | 297 ++++++++
 src/zarr/core/group.py                        |  20 +-
 src/zarr/core/metadata/v2.py                  | 332 +++------
 src/zarr/core/metadata/v3.py                  | 488 ++-----------
 src/zarr/core/strings.py                      |  86 ---
 src/zarr/dtype.py                             |   3 +
 src/zarr/registry.py                          |  13 +-
 src/zarr/testing/strategies.py                |  20 +-
 tests/conftest.py                             |  35 +-
 .../entry_points.txt                          |   2 +
 tests/package_with_entrypoint/__init__.py     |  40 +-
 tests/test_array.py                           | 265 ++++---
 tests/test_codecs/test_endian.py              |   2 +
 tests/test_codecs/test_vlen.py                |  64 +-
 tests/test_config.py                          | 154 ++--
 tests/test_dtype/__init__.py                  |   0
 tests/test_dtype/conftest.py                  |  71 ++
 tests/test_dtype/test_npy/test_bool.py        |  41 ++
 tests/test_dtype/test_npy/test_bytes.py       | 154 ++++
 tests/test_dtype/test_npy/test_common.py      | 342 +++++++++
 tests/test_dtype/test_npy/test_complex.py     | 100 +++
 tests/test_dtype/test_npy/test_float.py       | 169 +++++
 tests/test_dtype/test_npy/test_int.py         | 273 +++++++
 tests/test_dtype/test_npy/test_string.py      | 130 ++++
 tests/test_dtype/test_npy/test_structured.py  | 108 +++
 tests/test_dtype/test_npy/test_time.py        | 163 +++++
 tests/test_dtype/test_wrapper.py              | 136 ++++
 tests/test_dtype_registry.py                  | 198 +++++
 tests/test_group.py                           |   8 +-
 tests/test_info.py                            |  10 +-
 tests/test_metadata/test_consolidated.py      |  13 +-
 tests/test_metadata/test_v2.py                |  39 +-
 tests/test_metadata/test_v3.py                | 194 ++---
 tests/test_properties.py                      |  50 +-
 tests/test_regression/__init__.py             |   0
 tests/test_regression/scripts/__init__.py     |   0
 tests/test_regression/scripts/v2.18.py        |  81 +++
 tests/test_regression/test_regression.py      | 156 ++++
 tests/test_store/test_stateful.py             |   1 +
 tests/test_strings.py                         |  35 -
 tests/test_v2.py                              | 170 +----
 80 files changed, 7067 insertions(+), 1647 deletions(-)
 create mode 100644 changes/2874.feature.rst
 create mode 100644 docs/user-guide/data_types.rst
 create mode 100644 src/zarr/core/dtype/__init__.py
 create mode 100644 src/zarr/core/dtype/common.py
 create mode 100644 src/zarr/core/dtype/npy/__init__.py
 create mode 100644 src/zarr/core/dtype/npy/bool.py
 create mode 100644 src/zarr/core/dtype/npy/bytes.py
 create mode 100644 src/zarr/core/dtype/npy/common.py
 create mode 100644 src/zarr/core/dtype/npy/complex.py
 create mode 100644 src/zarr/core/dtype/npy/float.py
 create mode 100644 src/zarr/core/dtype/npy/int.py
 create mode 100644 src/zarr/core/dtype/npy/string.py
 create mode 100644 src/zarr/core/dtype/npy/structured.py
 create mode 100644 src/zarr/core/dtype/npy/time.py
 create mode 100644 src/zarr/core/dtype/registry.py
 create mode 100644 src/zarr/core/dtype/wrapper.py
 delete mode 100644 src/zarr/core/strings.py
 create mode 100644 src/zarr/dtype.py
 create mode 100644 tests/test_dtype/__init__.py
 create mode 100644 tests/test_dtype/conftest.py
 create mode 100644 tests/test_dtype/test_npy/test_bool.py
 create mode 100644 tests/test_dtype/test_npy/test_bytes.py
 create mode 100644 tests/test_dtype/test_npy/test_common.py
 create mode 100644 tests/test_dtype/test_npy/test_complex.py
 create mode 100644 tests/test_dtype/test_npy/test_float.py
 create mode 100644 tests/test_dtype/test_npy/test_int.py
 create mode 100644 tests/test_dtype/test_npy/test_string.py
 create mode 100644 tests/test_dtype/test_npy/test_structured.py
 create mode 100644 tests/test_dtype/test_npy/test_time.py
 create mode 100644 tests/test_dtype/test_wrapper.py
 create mode 100644 tests/test_dtype_registry.py
 create mode 100644 tests/test_regression/__init__.py
 create mode 100644 tests/test_regression/scripts/__init__.py
 create mode 100644 tests/test_regression/scripts/v2.18.py
 create mode 100644 tests/test_regression/test_regression.py
 delete mode 100644 tests/test_strings.py

diff --git a/changes/2874.feature.rst b/changes/2874.feature.rst
new file mode 100644
index 0000000000..4c50532ae0
--- /dev/null
+++ b/changes/2874.feature.rst
@@ -0,0 +1,9 @@
+Adds zarr-specific data type classes. This replaces the internal use of numpy data types for zarr
+v2 and a fixed set of string enums for zarr v3. This change is largely internal, but it does
+change the type of the ``dtype`` and ``data_type`` fields on the ``ArrayV2Metadata`` and
+``ArrayV3Metadata`` classes. It also changes the JSON metadata representation of the
+variable-length string data type, but the old metadata representation can still be
+used when reading arrays. The logic for automatically choosing the chunk encoding for a given data
+type has also changed, and this necessitated changes to the ``config`` API.
+
+For more on this new feature, see the `documentation </user-guide/data_types.html>`_
\ No newline at end of file
diff --git a/docs/user-guide/arrays.rst b/docs/user-guide/arrays.rst
index 5bd6b1500f..c27f1296b9 100644
--- a/docs/user-guide/arrays.rst
+++ b/docs/user-guide/arrays.rst
@@ -182,7 +182,7 @@ which can be used to print useful diagnostics, e.g.::
    >>> z.info
    Type               : Array
    Zarr format        : 3
-   Data type          : DataType.int32
+   Data type          : Int32(endianness='little')
    Fill value         : 0
    Shape              : (10000, 10000)
    Chunk shape        : (1000, 1000)
@@ -200,7 +200,7 @@ prints additional diagnostics, e.g.::
    >>> z.info_complete()
    Type               : Array
    Zarr format        : 3
-   Data type          : DataType.int32
+   Data type          : Int32(endianness='little')
    Fill value         : 0
    Shape              : (10000, 10000)
    Chunk shape        : (1000, 1000)
@@ -248,7 +248,7 @@ built-in delta filter::
 The default compressor can be changed by setting the value of the using Zarr's
 :ref:`user-guide-config`, e.g.::
 
-   >>> with zarr.config.set({'array.v2_default_compressor.numeric': {'id': 'blosc'}}):
+   >>> with zarr.config.set({'array.v2_default_compressor.default': {'id': 'blosc'}}):
    ...     z = zarr.create_array(store={}, shape=(100000000,), chunks=(1000000,), dtype='int32', zarr_format=2)
    >>> z.filters
    ()
@@ -288,7 +288,7 @@ Here is an example using a delta filter with the Blosc compressor::
    >>> z.info
    Type               : Array
    Zarr format        : 3
-   Data type          : DataType.int32
+   Data type          : Int32(endianness='little')
    Fill value         : 0
    Shape              : (10000, 10000)
    Chunk shape        : (1000, 1000)
@@ -603,7 +603,7 @@ Sharded arrays can be created by providing the ``shards`` parameter to :func:`za
   >>> a.info_complete()
   Type               : Array
   Zarr format        : 3
-  Data type          : DataType.uint8
+  Data type          : UInt8()
   Fill value         : 0
   Shape              : (10000, 10000)
   Shard shape        : (1000, 1000)
@@ -612,10 +612,10 @@ Sharded arrays can be created by providing the ``shards`` parameter to :func:`za
   Read-only          : False
   Store type         : LocalStore
   Filters            : ()
-  Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
+  Serializer         : BytesCodec(endian=None)
   Compressors        : (ZstdCodec(level=0, checksum=False),)
   No. bytes          : 100000000 (95.4M)
-  No. bytes stored   : 3981552
+  No. bytes stored   : 3981473
   Storage ratio      : 25.1
   Shards Initialized : 100
 
diff --git a/docs/user-guide/config.rst b/docs/user-guide/config.rst
index 91ffe50b91..4479e30619 100644
--- a/docs/user-guide/config.rst
+++ b/docs/user-guide/config.rst
@@ -43,39 +43,30 @@ This is the current default configuration::
 
    >>> zarr.config.pprint()
    {'array': {'order': 'C',
-              'v2_default_compressor': {'bytes': {'checksum': False,
-                                                  'id': 'zstd',
-                                                  'level': 0},
-                                        'numeric': {'checksum': False,
-                                                    'id': 'zstd',
-                                                    'level': 0},
-                                        'string': {'checksum': False,
+            'v2_default_compressor': {'default': {'checksum': False,
                                                    'id': 'zstd',
-                                                   'level': 0}},
-              'v2_default_filters': {'bytes': [{'id': 'vlen-bytes'}],
-                                     'numeric': None,
-                                     'raw': None,
-                                     'string': [{'id': 'vlen-utf8'}]},
-              'v3_default_compressors': {'bytes': [{'configuration': {'checksum': False,
-                                                                      'level': 0},
-                                                    'name': 'zstd'}],
-                                         'numeric': [{'configuration': {'checksum': False,
+                                                   'level': 0},
+                                       'variable-length-string': {'checksum': False,
+                                                                  'id': 'zstd',
+                                                                  'level': 0}},
+            'v2_default_filters': {'default': None,
+                                    'variable-length-string': [{'id': 'vlen-utf8'}]},
+            'v3_default_compressors': {'default': [{'configuration': {'checksum': False,
                                                                         'level': 0},
                                                       'name': 'zstd'}],
-                                         'string': [{'configuration': {'checksum': False,
-                                                                       'level': 0},
-                                                     'name': 'zstd'}]},
-              'v3_default_filters': {'bytes': [], 'numeric': [], 'string': []},
-              'v3_default_serializer': {'bytes': {'name': 'vlen-bytes'},
-                                        'numeric': {'configuration': {'endian': 'little'},
-                                                    'name': 'bytes'},
-                                        'string': {'name': 'vlen-utf8'}},
-              'write_empty_chunks': False},
-    'async': {'concurrency': 10, 'timeout': None},
-    'buffer': 'zarr.core.buffer.cpu.Buffer',
-    'codec_pipeline': {'batch_size': 1,
-                       'path': 'zarr.core.codec_pipeline.BatchedCodecPipeline'},
-    'codecs': {'blosc': 'zarr.codecs.blosc.BloscCodec',
+                                       'variable-length-string': [{'configuration': {'checksum': False,
+                                                                                       'level': 0},
+                                                                     'name': 'zstd'}]},
+            'v3_default_filters': {'default': [], 'variable-length-string': []},
+            'v3_default_serializer': {'default': {'configuration': {'endian': 'little'},
+                                                   'name': 'bytes'},
+                                       'variable-length-string': {'name': 'vlen-utf8'}},
+            'write_empty_chunks': False},
+   'async': {'concurrency': 10, 'timeout': None},
+   'buffer': 'zarr.core.buffer.cpu.Buffer',
+   'codec_pipeline': {'batch_size': 1,
+                     'path': 'zarr.core.codec_pipeline.BatchedCodecPipeline'},
+   'codecs': {'blosc': 'zarr.codecs.blosc.BloscCodec',
                'bytes': 'zarr.codecs.bytes.BytesCodec',
                'crc32c': 'zarr.codecs.crc32c_.Crc32cCodec',
                'endian': 'zarr.codecs.bytes.BytesCodec',
@@ -85,7 +76,7 @@ This is the current default configuration::
                'vlen-bytes': 'zarr.codecs.vlen_utf8.VLenBytesCodec',
                'vlen-utf8': 'zarr.codecs.vlen_utf8.VLenUTF8Codec',
                'zstd': 'zarr.codecs.zstd.ZstdCodec'},
-    'default_zarr_format': 3,
-    'json_indent': 2,
-    'ndbuffer': 'zarr.core.buffer.cpu.NDBuffer',
-    'threading': {'max_workers': None}}
+   'default_zarr_format': 3,
+   'json_indent': 2,
+   'ndbuffer': 'zarr.core.buffer.cpu.NDBuffer',
+   'threading': {'max_workers': None}}
diff --git a/docs/user-guide/consolidated_metadata.rst b/docs/user-guide/consolidated_metadata.rst
index edd5bafc8d..4cd72dbc74 100644
--- a/docs/user-guide/consolidated_metadata.rst
+++ b/docs/user-guide/consolidated_metadata.rst
@@ -47,7 +47,7 @@ that can be used.:
    >>> from pprint import pprint
    >>> pprint(dict(sorted(consolidated_metadata.items())))
    {'a': ArrayV3Metadata(shape=(1,),
-                          data_type=<DataType.float64: 'float64'>,
+                          data_type=Float64(endianness='little'),
                           chunk_grid=RegularChunkGrid(chunk_shape=(1,)),
                           chunk_key_encoding=DefaultChunkKeyEncoding(name='default',
                                                                      separator='/'),
@@ -60,7 +60,7 @@ that can be used.:
                           node_type='array',
                           storage_transformers=()),
      'b': ArrayV3Metadata(shape=(2, 2),
-                          data_type=<DataType.float64: 'float64'>,
+                          data_type=Float64(endianness='little'),
                           chunk_grid=RegularChunkGrid(chunk_shape=(2, 2)),
                           chunk_key_encoding=DefaultChunkKeyEncoding(name='default',
                                                                      separator='/'),
@@ -73,7 +73,7 @@ that can be used.:
                           node_type='array',
                           storage_transformers=()),
      'c': ArrayV3Metadata(shape=(3, 3, 3),
-                          data_type=<DataType.float64: 'float64'>,
+                          data_type=Float64(endianness='little'),
                           chunk_grid=RegularChunkGrid(chunk_shape=(3, 3, 3)),
                           chunk_key_encoding=DefaultChunkKeyEncoding(name='default',
                                                                      separator='/'),
diff --git a/docs/user-guide/data_types.rst b/docs/user-guide/data_types.rst
new file mode 100644
index 0000000000..87c8efc1f5
--- /dev/null
+++ b/docs/user-guide/data_types.rst
@@ -0,0 +1,172 @@
+Data types
+==========
+
+Zarr's data type model
+----------------------
+
+Every Zarr array has a "data type", which defines the meaning and physical layout of the
+array's elements. As Zarr Python is tightly integrated with `NumPy <https://numpy.org/doc/stable/>`_,
+it's easy to create arrays with NumPy data types:
+
+.. code-block:: python
+
+  >>> import zarr
+  >>> import numpy as np
+  >>> z = zarr.create_array(store={}, shape=(10,), dtype=np.dtype('uint8'))
+  >>> z
+  <Array memory:... shape=(10,) dtype=uint8>
+
+Unlike NumPy arrays, Zarr arrays are designed to accessed by Zarr
+implementations in different programming languages. This means Zarr data types must be interpreted
+correctly when clients read an array. Each Zarr data type defines procedures for
+encoding and decoding both the data type itself, and scalars from that data type to and from Zarr array metadata. And these serialization procedures
+depend on the Zarr format.
+
+Data types in Zarr version 2
+-----------------------------
+
+Version 2 of the Zarr format defined its data types relative to
+`NumPy's data types <https://numpy.org/doc/2.1/reference/arrays.dtypes.html#data-type-objects-dtype>`_,
+and added a few non-NumPy data types as well. Thus the JSON identifier for a NumPy-compatible data
+type is just the NumPy ``str`` attribute of that data type:
+
+.. code-block:: python
+
+  >>> import zarr
+  >>> import numpy as np
+  >>> import json
+  >>>
+  >>> store = {}
+  >>> np_dtype = np.dtype('int64')
+  >>> z = zarr.create_array(store=store, shape=(1,), dtype=np_dtype, zarr_format=2)
+  >>> dtype_meta = json.loads(store['.zarray'].to_bytes())["dtype"]
+  >>> dtype_meta
+  '<i8'
+  >>> assert dtype_meta == np_dtype.str
+
+.. note::
+   The ``<`` character in the data type metadata encodes the
+   `endianness <https://numpy.org/doc/2.2/reference/generated/numpy.dtype.byteorder.html>`_,
+   or "byte order", of the data type. Following NumPy's example,
+   in Zarr version 2 each data type has an endianness where applicable.
+   However, Zarr version 3 data types do not store endianness information.
+
+In addition to defining a representation of the data type itself (which in the example above was
+just a simple string ``"<i8"``), Zarr also
+defines a metadata representation for scalars associated with each data type. This is necessary
+because Zarr arrays have a ``JSON``-serializable ``fill_value`` attribute that defines a scalar value to use when reading
+uninitialized chunks of a Zarr array.
+Integer and float scalars are stored as ``JSON`` numbers, except for special floats like ``NaN``,
+positive infinity, and negative infinity, which are stored as strings.
+
+More broadly, each Zarr data type defines its own rules for how scalars of that type are stored in
+``JSON``.
+
+
+Data types in Zarr version 3
+-----------------------------
+
+Zarr V3 brings several key changes to how data types are represented:
+
+- Zarr V3 identifies the basic data types as strings like ``"int8"``, ``"int16"``, etc.
+
+  By contrast, Zarr V2 uses the NumPy character code representation for data types:
+  In Zarr V2, ``int8`` is represented as ``"|i1"``.
+- A Zarr V3 data type does not have endianness. This is a departure from Zarr V2, where multi-byte
+  data types are defined with endianness information. Instead, Zarr V3 requires that endianness,
+  where applicable, is specified in the ``codecs`` attribute of array metadata.
+- While some Zarr V3 data types are identified by strings, others can be identified by a ``JSON``
+  object. For example, consider this specification of a ``datetime`` data type:
+
+  .. code-block:: json
+
+    {
+      "name": "numpy.datetime64",
+      "configuration": {
+        "unit": "s",
+        "scale_factor": 10
+      }
+    }
+
+
+  Zarr V2 generally uses structured string representations to convey the same information. The
+  data type given in the previous example would be represented as the string ``">M[10s]"`` in
+  Zarr V2. This is more compact, but can be harder to parse.
+
+For more about data types in Zarr V3, see the
+`V3 specification <https://zarr-specs.readthedocs.io/en/latest/v3/data-types/index.html>`_.
+
+Data types in Zarr Python
+-------------------------
+
+The two Zarr formats that Zarr Python supports specify data types in two different ways:
+data types in Zarr version 2 are encoded as NumPy-compatible strings, while data types in Zarr version
+3 are encoded as either strings or ``JSON`` objects,
+and the Zarr V3 data types don't have any associated endianness information, unlike Zarr V2 data types.
+
+To abstract over these syntactical and semantic differences, Zarr Python uses a class called
+`ZDType <../api/zarr/dtype/index.html#zarr.dtype.ZDType>`_ provide Zarr V2 and Zarr V3 compatibility
+routines for ""native" data types. In this context, a "native" data type is a Python class,
+typically defined in another library, that models an array's data type. For example, ``np.uint8`` is a native
+data type defined in NumPy, which Zarr Python wraps with a ``ZDType`` instance called
+`UInt8 <../api/zarr/dtype/index.html#zarr.dtype.ZDType>`_.
+
+Each data type supported by Zarr Python is modeled by ``ZDType`` subclass, which provides an
+API for the following operations:
+
+- Wrapping / unwrapping a native data type
+- Encoding / decoding a data type to / from Zarr V2 and Zarr V3 array metadata.
+- Encoding / decoding a scalar value to / from Zarr V2 and Zarr V3 array metadata.
+
+
+Example Usage
+~~~~~~~~~~~~~
+
+Create a ``ZDType`` from a native data type:
+
+.. code-block:: python
+
+  >>> from zarr.core.dtype import Int8
+  >>> import numpy as np
+  >>> int8 = Int8.from_native_dtype(np.dtype('int8'))
+
+Convert back to native data type:
+
+.. code-block:: python
+
+  >>> native_dtype = int8.to_native_dtype()
+  >>> assert native_dtype == np.dtype('int8')
+
+Get the default scalar value for the data type:
+
+.. code-block:: python
+
+  >>> default_value = int8.default_scalar()
+  >>> assert default_value == np.int8(0)
+
+
+Serialize to JSON for Zarr V2 and V3
+
+.. code-block:: python
+
+  >>> json_v2 = int8.to_json(zarr_format=2)
+  >>> json_v2
+  {'name': '|i1', 'object_codec_id': None}
+  >>> json_v3 = int8.to_json(zarr_format=3)
+  >>> json_v3
+  'int8'
+
+Serialize a scalar value to JSON:
+
+.. code-block:: python
+
+  >>> json_value = int8.to_json_scalar(42, zarr_format=3)
+  >>> json_value
+  42
+
+Deserialize a scalar value from JSON:
+
+.. code-block:: python
+
+  >>> scalar_value = int8.from_json_scalar(42, zarr_format=3)
+  >>> assert scalar_value == np.int8(42)
diff --git a/docs/user-guide/groups.rst b/docs/user-guide/groups.rst
index 99234bad4e..4237a9df50 100644
--- a/docs/user-guide/groups.rst
+++ b/docs/user-guide/groups.rst
@@ -128,7 +128,7 @@ property. E.g.::
    >>> bar.info_complete()
    Type               : Array
    Zarr format        : 3
-   Data type          : DataType.int64
+   Data type          : Int64(endianness='little')
    Fill value         : 0
    Shape              : (1000000,)
    Chunk shape        : (100000,)
@@ -145,7 +145,7 @@ property. E.g.::
    >>> baz.info
    Type               : Array
    Zarr format        : 3
-   Data type          : DataType.float32
+   Data type          : Float32(endianness='little')
    Fill value         : 0.0
    Shape              : (1000, 1000)
    Chunk shape        : (100, 100)
diff --git a/docs/user-guide/index.rst b/docs/user-guide/index.rst
index c50713332b..ea34ac2561 100644
--- a/docs/user-guide/index.rst
+++ b/docs/user-guide/index.rst
@@ -8,6 +8,7 @@ User guide
 
     installation
     arrays
+    data_types
     groups
     attributes
     storage
diff --git a/docs/user-guide/performance.rst b/docs/user-guide/performance.rst
index 88329f11b8..7d24c87373 100644
--- a/docs/user-guide/performance.rst
+++ b/docs/user-guide/performance.rst
@@ -91,7 +91,7 @@ To use sharding, you need to specify the ``shards`` parameter when creating the
    >>> z6.info
    Type               : Array
    Zarr format        : 3
-   Data type          : DataType.uint8
+   Data type          : UInt8()
    Fill value         : 0
    Shape              : (10000, 10000, 1000)
    Shard shape        : (1000, 1000, 1000)
@@ -100,7 +100,7 @@ To use sharding, you need to specify the ``shards`` parameter when creating the
    Read-only          : False
    Store type         : MemoryStore
    Filters            : ()
-   Serializer         : BytesCodec(endian=<Endian.little: 'little'>)
+   Serializer         : BytesCodec(endian=None)
    Compressors        : (ZstdCodec(level=0, checksum=False),)
    No. bytes          : 100000000000 (93.1G)
 
@@ -122,7 +122,7 @@ ratios, depending on the correlation structure within the data. E.g.::
    >>> c.info_complete()
    Type               : Array
    Zarr format        : 3
-   Data type          : DataType.int32
+   Data type          : Int32(endianness='little')
    Fill value         : 0
    Shape              : (10000, 10000)
    Chunk shape        : (1000, 1000)
@@ -142,7 +142,7 @@ ratios, depending on the correlation structure within the data. E.g.::
    >>> f.info_complete()
    Type               : Array
    Zarr format        : 3
-   Data type          : DataType.int32
+   Data type          : Int32(endianness='little')
    Fill value         : 0
    Shape              : (10000, 10000)
    Chunk shape        : (1000, 1000)
diff --git a/pyproject.toml b/pyproject.toml
index 8141374d5e..2680396e7c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -285,6 +285,7 @@ extend-exclude = [
     "notebooks", # temporary, until we achieve compatibility with ruff ≥ 0.6
     "venv",
     "docs",
+    "tests/test_regression/scripts/", # these are scripts that use a different version of python
     "src/zarr/v2/",
     "tests/v2/",
 ]
@@ -355,7 +356,6 @@ strict = true
 warn_unreachable = true
 enable_error_code = ["ignore-without-code", "redundant-expr", "truthy-bool"]
 
-
 [[tool.mypy.overrides]]
 module = [
     "tests.package_with_entrypoint.*",
@@ -385,6 +385,7 @@ module = [
     "tests.test_properties",
     "tests.test_sync",
     "tests.test_v2",
+    "tests.test_regression.scripts.*"
 ]
 ignore_errors = true
 
diff --git a/src/zarr/abc/codec.py b/src/zarr/abc/codec.py
index 16400f5f4b..d9e3520d42 100644
--- a/src/zarr/abc/codec.py
+++ b/src/zarr/abc/codec.py
@@ -1,7 +1,7 @@
 from __future__ import annotations
 
 from abc import abstractmethod
-from typing import TYPE_CHECKING, Any, Generic, TypeVar
+from typing import TYPE_CHECKING, Generic, TypeVar
 
 from zarr.abc.metadata import Metadata
 from zarr.core.buffer import Buffer, NDBuffer
@@ -12,11 +12,10 @@
     from collections.abc import Awaitable, Callable, Iterable
     from typing import Self
 
-    import numpy as np
-
     from zarr.abc.store import ByteGetter, ByteSetter
     from zarr.core.array_spec import ArraySpec
     from zarr.core.chunk_grids import ChunkGrid
+    from zarr.core.dtype.wrapper import TBaseDType, TBaseScalar, ZDType
     from zarr.core.indexing import SelectorTuple
 
 __all__ = [
@@ -93,7 +92,13 @@ def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
         """
         return self
 
-    def validate(self, *, shape: ChunkCoords, dtype: np.dtype[Any], chunk_grid: ChunkGrid) -> None:
+    def validate(
+        self,
+        *,
+        shape: ChunkCoords,
+        dtype: ZDType[TBaseDType, TBaseScalar],
+        chunk_grid: ChunkGrid,
+    ) -> None:
         """Validates that the codec configuration is compatible with the array metadata.
         Raises errors when the codec configuration is not compatible.
 
@@ -285,7 +290,9 @@ def supports_partial_decode(self) -> bool: ...
     def supports_partial_encode(self) -> bool: ...
 
     @abstractmethod
-    def validate(self, *, shape: ChunkCoords, dtype: np.dtype[Any], chunk_grid: ChunkGrid) -> None:
+    def validate(
+        self, *, shape: ChunkCoords, dtype: ZDType[TBaseDType, TBaseScalar], chunk_grid: ChunkGrid
+    ) -> None:
         """Validates that all codec configurations are compatible with the array metadata.
         Raises errors when a codec configuration is not compatible.
 
diff --git a/src/zarr/api/asynchronous.py b/src/zarr/api/asynchronous.py
index 54bddd80a8..3b53095636 100644
--- a/src/zarr/api/asynchronous.py
+++ b/src/zarr/api/asynchronous.py
@@ -14,6 +14,7 @@
     Array,
     AsyncArray,
     CompressorLike,
+    _get_default_chunk_encoding_v2,
     create_array,
     from_array,
     get_array_metadata,
@@ -30,8 +31,8 @@
     _default_zarr_format,
     _warn_order_kwarg,
     _warn_write_empty_chunks_kwarg,
-    parse_dtype,
 )
+from zarr.core.dtype import ZDTypeLike, get_data_type_from_native_dtype, parse_data_type
 from zarr.core.group import (
     AsyncGroup,
     ConsolidatedMetadata,
@@ -39,7 +40,6 @@
     create_hierarchy,
 )
 from zarr.core.metadata import ArrayMetadataDict, ArrayV2Metadata, ArrayV3Metadata
-from zarr.core.metadata.v2 import _default_compressor, _default_filters
 from zarr.errors import GroupNotFoundError, NodeTypeValidationError
 from zarr.storage import StorePath
 from zarr.storage._common import make_store_path
@@ -239,7 +239,6 @@ async def consolidate_metadata(
         group,
         metadata=metadata,
     )
-
     await group._save_metadata()
     return group
 
@@ -457,11 +456,12 @@ async def save_array(
     shape = arr.shape
     chunks = getattr(arr, "chunks", None)  # for array-likes with chunks attribute
     overwrite = kwargs.pop("overwrite", None) or _infer_overwrite(mode)
+    zarr_dtype = get_data_type_from_native_dtype(arr.dtype)
     new = await AsyncArray._create(
         store_path,
         zarr_format=zarr_format,
         shape=shape,
-        dtype=arr.dtype,
+        dtype=zarr_dtype,
         chunks=chunks,
         overwrite=overwrite,
         **kwargs,
@@ -861,7 +861,7 @@ async def create(
     shape: ChunkCoords | int,
     *,  # Note: this is a change from v2
     chunks: ChunkCoords | int | None = None,  # TODO: v2 allowed chunks=True
-    dtype: npt.DTypeLike | None = None,
+    dtype: ZDTypeLike | None = None,
     compressor: CompressorLike = "auto",
     fill_value: Any | None = 0,  # TODO: need type
     order: MemoryOrder | None = None,
@@ -1008,13 +1008,13 @@ async def create(
         _handle_zarr_version_or_format(zarr_version=zarr_version, zarr_format=zarr_format)
         or _default_zarr_format()
     )
-
+    zdtype = parse_data_type(dtype, zarr_format=zarr_format)
     if zarr_format == 2:
-        dtype = parse_dtype(dtype, zarr_format)
+        default_filters, default_compressor = _get_default_chunk_encoding_v2(zdtype)
         if not filters:
-            filters = _default_filters(dtype)
+            filters = default_filters  # type: ignore[assignment]
         if compressor == "auto":
-            compressor = _default_compressor(dtype)
+            compressor = default_compressor
 
     if synchronizer is not None:
         warnings.warn("synchronizer is not yet implemented", RuntimeWarning, stacklevel=2)
@@ -1066,7 +1066,7 @@ async def create(
         store_path,
         shape=shape,
         chunks=chunks,
-        dtype=dtype,
+        dtype=zdtype,
         compressor=compressor,
         fill_value=fill_value,
         overwrite=overwrite,
diff --git a/src/zarr/api/synchronous.py b/src/zarr/api/synchronous.py
index a7f7cfda35..f2dc8757d6 100644
--- a/src/zarr/api/synchronous.py
+++ b/src/zarr/api/synchronous.py
@@ -38,6 +38,7 @@
         ShapeLike,
         ZarrFormat,
     )
+    from zarr.core.dtype import ZDTypeLike
     from zarr.storage import StoreLike
 
 __all__ = [
@@ -603,9 +604,9 @@ def create(
     shape: ChunkCoords | int,
     *,  # Note: this is a change from v2
     chunks: ChunkCoords | int | bool | None = None,
-    dtype: npt.DTypeLike | None = None,
+    dtype: ZDTypeLike | None = None,
     compressor: CompressorLike = "auto",
-    fill_value: Any | None = 0,  # TODO: need type
+    fill_value: Any | None = None,  # TODO: need type
     order: MemoryOrder | None = None,
     store: str | StoreLike | None = None,
     synchronizer: Any | None = None,
@@ -755,7 +756,7 @@ def create_array(
     *,
     name: str | None = None,
     shape: ShapeLike | None = None,
-    dtype: npt.DTypeLike | None = None,
+    dtype: ZDTypeLike | None = None,
     data: np.ndarray[Any, np.dtype[Any]] | None = None,
     chunks: ChunkCoords | Literal["auto"] = "auto",
     shards: ShardsLike | None = None,
@@ -786,7 +787,7 @@ def create_array(
         at the root of the store.
     shape : ChunkCoords, optional
         Shape of the array. Can be ``None`` if ``data`` is provided.
-    dtype : npt.DTypeLike, optional
+    dtype : ZDTypeLike, optional
         Data type of the array. Can be ``None`` if ``data`` is provided.
     data : np.ndarray, optional
         Array-like data to use for initializing the array. If this parameter is provided, the
diff --git a/src/zarr/codecs/_v2.py b/src/zarr/codecs/_v2.py
index 53edc1f4a1..08853f27f1 100644
--- a/src/zarr/codecs/_v2.py
+++ b/src/zarr/codecs/_v2.py
@@ -46,9 +46,9 @@ async def _decode_single(
         chunk = ensure_ndarray_like(chunk)
         # special case object dtype, because incorrect handling can lead to
         # segfaults and other bad things happening
-        if chunk_spec.dtype != object:
+        if chunk_spec.dtype.dtype_cls is not np.dtypes.ObjectDType:
             try:
-                chunk = chunk.view(chunk_spec.dtype)
+                chunk = chunk.view(chunk_spec.dtype.to_native_dtype())
             except TypeError:
                 # this will happen if the dtype of the chunk
                 # does not match the dtype of the array spec i.g. if
@@ -56,7 +56,7 @@ async def _decode_single(
                 # is an object array. In this case, we need to convert the object
                 # array to the correct dtype.
 
-                chunk = np.array(chunk).astype(chunk_spec.dtype)
+                chunk = np.array(chunk).astype(chunk_spec.dtype.to_native_dtype())
 
         elif chunk.dtype != object:
             # If we end up here, someone must have hacked around with the filters.
@@ -80,7 +80,7 @@ async def _encode_single(
         chunk = chunk_array.as_ndarray_like()
 
         # ensure contiguous and correct order
-        chunk = chunk.astype(chunk_spec.dtype, order=chunk_spec.order, copy=False)
+        chunk = chunk.astype(chunk_spec.dtype.to_native_dtype(), order=chunk_spec.order, copy=False)
 
         # apply filters
         if self.filters:
diff --git a/src/zarr/codecs/blosc.py b/src/zarr/codecs/blosc.py
index 9a999e10d7..1c5e52e9a4 100644
--- a/src/zarr/codecs/blosc.py
+++ b/src/zarr/codecs/blosc.py
@@ -13,6 +13,7 @@
 from zarr.abc.codec import BytesBytesCodec
 from zarr.core.buffer.cpu import as_numpy_array_wrapper
 from zarr.core.common import JSON, parse_enum, parse_named_configuration
+from zarr.core.dtype.common import HasItemSize
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
@@ -137,14 +138,16 @@ def to_dict(self) -> dict[str, JSON]:
         }
 
     def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
-        dtype = array_spec.dtype
+        item_size = 1
+        if isinstance(array_spec.dtype, HasItemSize):
+            item_size = array_spec.dtype.item_size
         new_codec = self
         if new_codec.typesize is None:
-            new_codec = replace(new_codec, typesize=dtype.itemsize)
+            new_codec = replace(new_codec, typesize=item_size)
         if new_codec.shuffle is None:
             new_codec = replace(
                 new_codec,
-                shuffle=(BloscShuffle.bitshuffle if dtype.itemsize == 1 else BloscShuffle.shuffle),
+                shuffle=(BloscShuffle.bitshuffle if item_size == 1 else BloscShuffle.shuffle),
             )
 
         return new_codec
diff --git a/src/zarr/codecs/bytes.py b/src/zarr/codecs/bytes.py
index 750707d36a..d663a3b2cc 100644
--- a/src/zarr/codecs/bytes.py
+++ b/src/zarr/codecs/bytes.py
@@ -10,6 +10,7 @@
 from zarr.abc.codec import ArrayBytesCodec
 from zarr.core.buffer import Buffer, NDArrayLike, NDBuffer
 from zarr.core.common import JSON, parse_enum, parse_named_configuration
+from zarr.core.dtype.common import HasEndianness
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
@@ -56,7 +57,7 @@ def to_dict(self) -> dict[str, JSON]:
             return {"name": "bytes", "configuration": {"endian": self.endian.value}}
 
     def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
-        if array_spec.dtype.itemsize == 0:
+        if not isinstance(array_spec.dtype, HasEndianness):
             if self.endian is not None:
                 return replace(self, endian=None)
         elif self.endian is None:
@@ -71,15 +72,12 @@ async def _decode_single(
         chunk_spec: ArraySpec,
     ) -> NDBuffer:
         assert isinstance(chunk_bytes, Buffer)
-        if chunk_spec.dtype.itemsize > 0:
-            if self.endian == Endian.little:
-                prefix = "<"
-            else:
-                prefix = ">"
-            dtype = np.dtype(f"{prefix}{chunk_spec.dtype.str[1:]}")
+        # TODO: remove endianness enum in favor of literal union
+        endian_str = self.endian.value if self.endian is not None else None
+        if isinstance(chunk_spec.dtype, HasEndianness):
+            dtype = replace(chunk_spec.dtype, endianness=endian_str).to_native_dtype()  # type: ignore[call-arg]
         else:
-            dtype = np.dtype(f"|{chunk_spec.dtype.str[1:]}")
-
+            dtype = chunk_spec.dtype.to_native_dtype()
         as_array_like = chunk_bytes.as_array_like()
         if isinstance(as_array_like, NDArrayLike):
             as_nd_array_like = as_array_like
diff --git a/src/zarr/codecs/sharding.py b/src/zarr/codecs/sharding.py
index 4638d973cb..cd8676b4d1 100644
--- a/src/zarr/codecs/sharding.py
+++ b/src/zarr/codecs/sharding.py
@@ -43,6 +43,7 @@
     parse_shapelike,
     product,
 )
+from zarr.core.dtype.npy.int import UInt64
 from zarr.core.indexing import (
     BasicIndexer,
     SelectorTuple,
@@ -58,6 +59,7 @@
     from typing import Self
 
     from zarr.core.common import JSON
+    from zarr.core.dtype.wrapper import TBaseDType, TBaseScalar, ZDType
 
 MAX_UINT_64 = 2**64 - 1
 ShardMapping = Mapping[ChunkCoords, Buffer]
@@ -355,7 +357,11 @@ def __init__(
         object.__setattr__(self, "index_location", index_location_parsed)
 
         # Use instance-local lru_cache to avoid memory leaks
-        object.__setattr__(self, "_get_chunk_spec", lru_cache()(self._get_chunk_spec))
+
+        # numpy void scalars are not hashable, which means an array spec with a fill value that is
+        # a numpy void scalar will break the lru_cache. This is commented for now but should be
+        # fixed. See https://github.com/zarr-developers/zarr-python/issues/3054
+        # object.__setattr__(self, "_get_chunk_spec", lru_cache()(self._get_chunk_spec))
         object.__setattr__(self, "_get_index_chunk_spec", lru_cache()(self._get_index_chunk_spec))
         object.__setattr__(self, "_get_chunks_per_shard", lru_cache()(self._get_chunks_per_shard))
 
@@ -371,7 +377,7 @@ def __setstate__(self, state: dict[str, Any]) -> None:
         object.__setattr__(self, "index_location", parse_index_location(config["index_location"]))
 
         # Use instance-local lru_cache to avoid memory leaks
-        object.__setattr__(self, "_get_chunk_spec", lru_cache()(self._get_chunk_spec))
+        # object.__setattr__(self, "_get_chunk_spec", lru_cache()(self._get_chunk_spec))
         object.__setattr__(self, "_get_index_chunk_spec", lru_cache()(self._get_index_chunk_spec))
         object.__setattr__(self, "_get_chunks_per_shard", lru_cache()(self._get_chunks_per_shard))
 
@@ -402,7 +408,13 @@ def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
             return replace(self, codecs=evolved_codecs)
         return self
 
-    def validate(self, *, shape: ChunkCoords, dtype: np.dtype[Any], chunk_grid: ChunkGrid) -> None:
+    def validate(
+        self,
+        *,
+        shape: ChunkCoords,
+        dtype: ZDType[TBaseDType, TBaseScalar],
+        chunk_grid: ChunkGrid,
+    ) -> None:
         if len(self.chunk_shape) != len(shape):
             raise ValueError(
                 "The shard's `chunk_shape` and array's `shape` need to have the same number of dimensions."
@@ -439,7 +451,10 @@ async def _decode_single(
 
         # setup output array
         out = chunk_spec.prototype.nd_buffer.create(
-            shape=shard_shape, dtype=shard_spec.dtype, order=shard_spec.order, fill_value=0
+            shape=shard_shape,
+            dtype=shard_spec.dtype.to_native_dtype(),
+            order=shard_spec.order,
+            fill_value=0,
         )
         shard_dict = await _ShardReader.from_bytes(shard_bytes, self, chunks_per_shard)
 
@@ -483,7 +498,10 @@ async def _decode_partial_single(
 
         # setup output array
         out = shard_spec.prototype.nd_buffer.create(
-            shape=indexer.shape, dtype=shard_spec.dtype, order=shard_spec.order, fill_value=0
+            shape=indexer.shape,
+            dtype=shard_spec.dtype.to_native_dtype(),
+            order=shard_spec.order,
+            fill_value=0,
         )
 
         indexed_chunks = list(indexer)
@@ -678,7 +696,7 @@ def _shard_index_size(self, chunks_per_shard: ChunkCoords) -> int:
     def _get_index_chunk_spec(self, chunks_per_shard: ChunkCoords) -> ArraySpec:
         return ArraySpec(
             shape=chunks_per_shard + (2,),
-            dtype=np.dtype("<u8"),
+            dtype=UInt64(endianness="little"),
             fill_value=MAX_UINT_64,
             config=ArrayConfig(
                 order="C", write_empty_chunks=False
diff --git a/src/zarr/codecs/transpose.py b/src/zarr/codecs/transpose.py
index 85e4526b8b..be89690441 100644
--- a/src/zarr/codecs/transpose.py
+++ b/src/zarr/codecs/transpose.py
@@ -12,10 +12,11 @@
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
-    from typing import Any, Self
+    from typing import Self
 
     from zarr.core.buffer import NDBuffer
     from zarr.core.chunk_grids import ChunkGrid
+    from zarr.core.dtype.wrapper import TBaseDType, TBaseScalar, ZDType
 
 
 def parse_transpose_order(data: JSON | Iterable[int]) -> tuple[int, ...]:
@@ -45,7 +46,12 @@ def from_dict(cls, data: dict[str, JSON]) -> Self:
     def to_dict(self) -> dict[str, JSON]:
         return {"name": "transpose", "configuration": {"order": tuple(self.order)}}
 
-    def validate(self, shape: tuple[int, ...], dtype: np.dtype[Any], chunk_grid: ChunkGrid) -> None:
+    def validate(
+        self,
+        shape: tuple[int, ...],
+        dtype: ZDType[TBaseDType, TBaseScalar],
+        chunk_grid: ChunkGrid,
+    ) -> None:
         if len(self.order) != len(shape):
             raise ValueError(
                 f"The `order` tuple needs have as many entries as there are dimensions in the array. Got {self.order}."
diff --git a/src/zarr/codecs/vlen_utf8.py b/src/zarr/codecs/vlen_utf8.py
index 0ef423793d..b7c0418b2e 100644
--- a/src/zarr/codecs/vlen_utf8.py
+++ b/src/zarr/codecs/vlen_utf8.py
@@ -10,7 +10,6 @@
 from zarr.abc.codec import ArrayBytesCodec
 from zarr.core.buffer import Buffer, NDBuffer
 from zarr.core.common import JSON, parse_named_configuration
-from zarr.core.strings import cast_to_string_dtype
 from zarr.registry import register_codec
 
 if TYPE_CHECKING:
@@ -49,6 +48,7 @@ def to_dict(self) -> dict[str, JSON]:
     def evolve_from_array_spec(self, array_spec: ArraySpec) -> Self:
         return self
 
+    # TODO: expand the tests for this function
     async def _decode_single(
         self,
         chunk_bytes: Buffer,
@@ -60,8 +60,7 @@ async def _decode_single(
         decoded = _vlen_utf8_codec.decode(raw_bytes)
         assert decoded.dtype == np.object_
         decoded.shape = chunk_spec.shape
-        # coming out of the code, we know this is safe, so don't issue a warning
-        as_string_dtype = cast_to_string_dtype(decoded, safe=True)
+        as_string_dtype = decoded.astype(chunk_spec.dtype.to_native_dtype(), copy=False)
         return chunk_spec.prototype.nd_buffer.from_numpy_array(as_string_dtype)
 
     async def _encode_single(
diff --git a/src/zarr/core/_info.py b/src/zarr/core/_info.py
index ee953d4591..d57d17f934 100644
--- a/src/zarr/core/_info.py
+++ b/src/zarr/core/_info.py
@@ -1,13 +1,15 @@
+from __future__ import annotations
+
 import dataclasses
 import textwrap
-from typing import Any, Literal
+from typing import TYPE_CHECKING, Literal
 
-import numcodecs.abc
-import numpy as np
+if TYPE_CHECKING:
+    import numcodecs.abc
 
-from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec
-from zarr.core.common import ZarrFormat
-from zarr.core.metadata.v3 import DataType
+    from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec
+    from zarr.core.common import ZarrFormat
+    from zarr.core.dtype.wrapper import TBaseDType, TBaseScalar, ZDType
 
 
 @dataclasses.dataclass(kw_only=True)
@@ -78,7 +80,7 @@ class ArrayInfo:
 
     _type: Literal["Array"] = "Array"
     _zarr_format: ZarrFormat
-    _data_type: np.dtype[Any] | DataType
+    _data_type: ZDType[TBaseDType, TBaseScalar]
     _fill_value: object
     _shape: tuple[int, ...]
     _shard_shape: tuple[int, ...] | None = None
diff --git a/src/zarr/core/array.py b/src/zarr/core/array.py
index b4e8ac0ff6..cd6b33a28c 100644
--- a/src/zarr/core/array.py
+++ b/src/zarr/core/array.py
@@ -22,7 +22,6 @@
 import numcodecs
 import numcodecs.abc
 import numpy as np
-import numpy.typing as npt
 from typing_extensions import deprecated
 
 import zarr
@@ -30,6 +29,7 @@
 from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec, Codec
 from zarr.abc.store import Store, set_or_delete
 from zarr.codecs._v2 import V2Codec
+from zarr.codecs.bytes import BytesCodec
 from zarr.core._info import ArrayInfo
 from zarr.core.array_spec import ArrayConfig, ArrayConfigLike, parse_array_config
 from zarr.core.attributes import Attributes
@@ -61,12 +61,18 @@
     _default_zarr_format,
     _warn_order_kwarg,
     concurrent_map,
-    parse_dtype,
     parse_order,
     parse_shapelike,
     product,
 )
+from zarr.core.config import categorize_data_type
 from zarr.core.config import config as zarr_config
+from zarr.core.dtype import (
+    ZDType,
+    ZDTypeLike,
+    parse_data_type,
+)
+from zarr.core.dtype.common import HasEndianness, HasItemSize
 from zarr.core.indexing import (
     BasicIndexer,
     BasicSelection,
@@ -103,12 +109,10 @@
 )
 from zarr.core.metadata.v2 import (
     CompressorLikev2,
-    _default_compressor,
-    _default_filters,
     parse_compressor,
     parse_filters,
 )
-from zarr.core.metadata.v3 import DataType, parse_node_type_array
+from zarr.core.metadata.v3 import parse_node_type_array
 from zarr.core.sync import sync
 from zarr.errors import MetadataValidationError
 from zarr.registry import (
@@ -124,8 +128,11 @@
     from collections.abc import Iterator, Sequence
     from typing import Self
 
+    import numpy.typing as npt
+
     from zarr.abc.codec import CodecPipeline
     from zarr.codecs.sharding import ShardingCodecIndexLocation
+    from zarr.core.dtype.wrapper import TBaseDType, TBaseScalar
     from zarr.core.group import AsyncGroup
     from zarr.storage import StoreLike
 
@@ -287,7 +294,7 @@ async def create(
         *,
         # v2 and v3
         shape: ShapeLike,
-        dtype: npt.DTypeLike,
+        dtype: ZDTypeLike,
         zarr_format: Literal[2],
         fill_value: Any | None = None,
         attributes: dict[str, JSON] | None = None,
@@ -311,7 +318,7 @@ async def create(
         *,
         # v2 and v3
         shape: ShapeLike,
-        dtype: npt.DTypeLike,
+        dtype: ZDTypeLike,
         zarr_format: Literal[3],
         fill_value: Any | None = None,
         attributes: dict[str, JSON] | None = None,
@@ -339,7 +346,7 @@ async def create(
         *,
         # v2 and v3
         shape: ShapeLike,
-        dtype: npt.DTypeLike,
+        dtype: ZDTypeLike,
         zarr_format: Literal[3] = 3,
         fill_value: Any | None = None,
         attributes: dict[str, JSON] | None = None,
@@ -367,7 +374,7 @@ async def create(
         *,
         # v2 and v3
         shape: ShapeLike,
-        dtype: npt.DTypeLike,
+        dtype: ZDTypeLike,
         zarr_format: ZarrFormat,
         fill_value: Any | None = None,
         attributes: dict[str, JSON] | None = None,
@@ -402,7 +409,7 @@ async def create(
         *,
         # v2 and v3
         shape: ShapeLike,
-        dtype: npt.DTypeLike,
+        dtype: ZDTypeLike,
         zarr_format: ZarrFormat = 3,
         fill_value: Any | None = None,
         attributes: dict[str, JSON] | None = None,
@@ -438,7 +445,7 @@ async def create(
             The store where the array will be created.
         shape : ShapeLike
             The shape of the array.
-        dtype : npt.DTypeLike
+        dtype : ZDTypeLike
             The data type of the array.
         zarr_format : ZarrFormat, optional
             The Zarr format version (default is 3).
@@ -543,7 +550,7 @@ async def _create(
         *,
         # v2 and v3
         shape: ShapeLike,
-        dtype: npt.DTypeLike,
+        dtype: ZDTypeLike | ZDType[TBaseDType, TBaseScalar],
         zarr_format: ZarrFormat = 3,
         fill_value: Any | None = None,
         attributes: dict[str, JSON] | None = None,
@@ -572,18 +579,21 @@ async def _create(
         See :func:`AsyncArray.create` for more details.
         Deprecated in favor of :func:`zarr.api.asynchronous.create_array`.
         """
+
+        dtype_parsed = parse_data_type(dtype, zarr_format=zarr_format)
         store_path = await make_store_path(store)
 
-        dtype_parsed = parse_dtype(dtype, zarr_format)
         shape = parse_shapelike(shape)
 
         if chunks is not None and chunk_shape is not None:
             raise ValueError("Only one of chunk_shape or chunks can be provided.")
-
+        item_size = 1
+        if isinstance(dtype_parsed, HasItemSize):
+            item_size = dtype_parsed.item_size
         if chunks:
-            _chunks = normalize_chunks(chunks, shape, dtype_parsed.itemsize)
+            _chunks = normalize_chunks(chunks, shape, item_size)
         else:
-            _chunks = normalize_chunks(chunk_shape, shape, dtype_parsed.itemsize)
+            _chunks = normalize_chunks(chunk_shape, shape, item_size)
         config_parsed = parse_array_config(config)
 
         result: AsyncArray[ArrayV3Metadata] | AsyncArray[ArrayV2Metadata]
@@ -661,7 +671,7 @@ async def _create(
     @staticmethod
     def _create_metadata_v3(
         shape: ShapeLike,
-        dtype: np.dtype[Any],
+        dtype: ZDType[TBaseDType, TBaseScalar],
         chunk_shape: ChunkCoords,
         fill_value: Any | None = None,
         chunk_key_encoding: ChunkKeyEncodingLike | None = None,
@@ -672,30 +682,36 @@ def _create_metadata_v3(
         """
         Create an instance of ArrayV3Metadata.
         """
+        filters: tuple[ArrayArrayCodec, ...]
+        compressors: tuple[BytesBytesCodec, ...]
 
         shape = parse_shapelike(shape)
-        codecs = list(codecs) if codecs is not None else _get_default_codecs(np.dtype(dtype))
+        if codecs is None:
+            filters, serializer, compressors = _get_default_chunk_encoding_v3(dtype)
+            codecs_parsed = (*filters, serializer, *compressors)
+        else:
+            codecs_parsed = tuple(codecs)
+
         chunk_key_encoding_parsed: ChunkKeyEncodingLike
         if chunk_key_encoding is None:
             chunk_key_encoding_parsed = {"name": "default", "separator": "/"}
         else:
             chunk_key_encoding_parsed = chunk_key_encoding
 
-        if dtype.kind in "UTS":
-            warn(
-                f"The dtype `{dtype}` is currently not part in the Zarr format 3 specification. It "
-                "may not be supported by other zarr implementations and may change in the future.",
-                category=UserWarning,
-                stacklevel=2,
-            )
+        if fill_value is None:
+            # v3 spec will not allow a null fill value
+            fill_value_parsed = dtype.default_scalar()
+        else:
+            fill_value_parsed = fill_value
+
         chunk_grid_parsed = RegularChunkGrid(chunk_shape=chunk_shape)
         return ArrayV3Metadata(
             shape=shape,
             data_type=dtype,
             chunk_grid=chunk_grid_parsed,
             chunk_key_encoding=chunk_key_encoding_parsed,
-            fill_value=fill_value,
-            codecs=codecs,
+            fill_value=fill_value_parsed,
+            codecs=codecs_parsed,  # type: ignore[arg-type]
             dimension_names=tuple(dimension_names) if dimension_names else None,
             attributes=attributes or {},
         )
@@ -706,7 +722,7 @@ async def _create_v3(
         store_path: StorePath,
         *,
         shape: ShapeLike,
-        dtype: np.dtype[Any],
+        dtype: ZDType[TBaseDType, TBaseScalar],
         chunk_shape: ChunkCoords,
         config: ArrayConfig,
         fill_value: Any | None = None,
@@ -754,7 +770,7 @@ async def _create_v3(
     @staticmethod
     def _create_metadata_v2(
         shape: ChunkCoords,
-        dtype: np.dtype[Any],
+        dtype: ZDType[TBaseDType, TBaseScalar],
         chunks: ChunkCoords,
         order: MemoryOrder,
         dimension_separator: Literal[".", "/"] | None = None,
@@ -765,12 +781,11 @@ def _create_metadata_v2(
     ) -> ArrayV2Metadata:
         if dimension_separator is None:
             dimension_separator = "."
-
-        dtype = parse_dtype(dtype, zarr_format=2)
-
+        if fill_value is None:
+            fill_value = dtype.default_scalar()  # type: ignore[assignment]
         return ArrayV2Metadata(
             shape=shape,
-            dtype=np.dtype(dtype),
+            dtype=dtype,
             chunks=chunks,
             order=order,
             dimension_separator=dimension_separator,
@@ -786,7 +801,7 @@ async def _create_v2(
         store_path: StorePath,
         *,
         shape: ChunkCoords,
-        dtype: np.dtype[Any],
+        dtype: ZDType[TBaseDType, TBaseScalar],
         chunks: ChunkCoords,
         order: MemoryOrder,
         config: ArrayConfig,
@@ -807,7 +822,7 @@ async def _create_v2(
 
         compressor_parsed: CompressorLikev2
         if compressor == "auto":
-            compressor_parsed = _default_compressor(dtype)
+            _, compressor_parsed = _get_default_chunk_encoding_v2(dtype)
         elif isinstance(compressor, BytesBytesCodec):
             raise ValueError(
                 "Cannot use a BytesBytesCodec as a compressor for zarr v2 arrays. "
@@ -1023,7 +1038,17 @@ def compressors(self) -> tuple[numcodecs.abc.Codec, ...] | tuple[BytesBytesCodec
         )
 
     @property
-    def dtype(self) -> np.dtype[Any]:
+    def _zdtype(self) -> ZDType[TBaseDType, TBaseScalar]:
+        """
+        The zarr-specific representation of the array data type
+        """
+        if self.metadata.zarr_format == 2:
+            return self.metadata.dtype
+        else:
+            return self.metadata.data_type
+
+    @property
+    def dtype(self) -> TBaseDType:
         """Returns the data type of the array.
 
         Returns
@@ -1031,7 +1056,7 @@ def dtype(self) -> np.dtype[Any]:
         np.dtype
             Data type of the array
         """
-        return self.metadata.dtype
+        return self._zdtype.to_native_dtype()
 
     @property
     def order(self) -> MemoryOrder:
@@ -1392,20 +1417,21 @@ async def _set_selection(
                 # TODO: need to handle array types that don't support __array_function__
                 # like PyTorch and JAX
                 array_like_ = cast("np._typing._SupportsArrayFunc", array_like)
-            value = np.asanyarray(value, dtype=self.metadata.dtype, like=array_like_)
+            value = np.asanyarray(value, dtype=self.dtype, like=array_like_)
         else:
             if not hasattr(value, "shape"):
-                value = np.asarray(value, self.metadata.dtype)
+                value = np.asarray(value, self.dtype)
             # assert (
             #     value.shape == indexer.shape
             # ), f"shape of value doesn't match indexer shape. Expected {indexer.shape}, got {value.shape}"
-            if not hasattr(value, "dtype") or value.dtype.name != self.metadata.dtype.name:
+            if not hasattr(value, "dtype") or value.dtype.name != self.dtype.name:
                 if hasattr(value, "astype"):
                     # Handle things that are already NDArrayLike more efficiently
-                    value = value.astype(dtype=self.metadata.dtype, order="A")
+                    value = value.astype(dtype=self.dtype, order="A")
                 else:
-                    value = np.array(value, dtype=self.metadata.dtype, order="A")
+                    value = np.array(value, dtype=self.dtype, order="A")
         value = cast("NDArrayLike", value)
+
         # We accept any ndarray like object from the user and convert it
         # to a NDBuffer (or subclass). From this point onwards, we only pass
         # Buffer and NDBuffer between components.
@@ -1685,15 +1711,9 @@ async def info_complete(self) -> Any:
     def _info(
         self, count_chunks_initialized: int | None = None, count_bytes_stored: int | None = None
     ) -> Any:
-        _data_type: np.dtype[Any] | DataType
-        if isinstance(self.metadata, ArrayV2Metadata):
-            _data_type = self.metadata.dtype
-        else:
-            _data_type = self.metadata.data_type
-
         return ArrayInfo(
             _zarr_format=self.metadata.zarr_format,
-            _data_type=_data_type,
+            _data_type=self._zdtype,
             _fill_value=self.metadata.fill_value,
             _shape=self.shape,
             _order=self.order,
@@ -1728,7 +1748,7 @@ def create(
         *,
         # v2 and v3
         shape: ChunkCoords,
-        dtype: npt.DTypeLike,
+        dtype: ZDTypeLike,
         zarr_format: ZarrFormat = 3,
         fill_value: Any | None = None,
         attributes: dict[str, JSON] | None = None,
@@ -1763,7 +1783,7 @@ def create(
             The array store that has already been initialized.
         shape : ChunkCoords
             The shape of the array.
-        dtype : npt.DTypeLike
+        dtype : ZDTypeLike
             The data type of the array.
         chunk_shape : ChunkCoords, optional
             The shape of the Array's chunks.
@@ -1857,7 +1877,7 @@ def _create(
         *,
         # v2 and v3
         shape: ChunkCoords,
-        dtype: npt.DTypeLike,
+        dtype: ZDTypeLike,
         zarr_format: ZarrFormat = 3,
         fill_value: Any | None = None,
         attributes: dict[str, JSON] | None = None,
@@ -3773,13 +3793,6 @@ def _build_parents(
     return parents
 
 
-def _get_default_codecs(
-    np_dtype: np.dtype[Any],
-) -> tuple[Codec, ...]:
-    filters, serializer, compressors = _get_default_chunk_encoding_v3(np_dtype)
-    return filters + (serializer,) + compressors
-
-
 FiltersLike: TypeAlias = (
     Iterable[dict[str, JSON] | ArrayArrayCodec | numcodecs.abc.Codec]
     | ArrayArrayCodec
@@ -4079,7 +4092,7 @@ async def init_array(
     *,
     store_path: StorePath,
     shape: ShapeLike,
-    dtype: npt.DTypeLike,
+    dtype: ZDTypeLike,
     chunks: ChunkCoords | Literal["auto"] = "auto",
     shards: ShardsLike | None = None,
     filters: FiltersLike = "auto",
@@ -4102,7 +4115,7 @@ async def init_array(
         StorePath instance. The path attribute is the name of the array to initialize.
     shape : ChunkCoords
         Shape of the array.
-    dtype : npt.DTypeLike
+    dtype : ZDTypeLike
         Data type of the array.
     chunks : ChunkCoords, optional
         Chunk shape of the array.
@@ -4186,7 +4199,7 @@ async def init_array(
 
     from zarr.codecs.sharding import ShardingCodec, ShardingCodecIndexLocation
 
-    dtype_parsed = parse_dtype(dtype, zarr_format=zarr_format)
+    zdtype = parse_data_type(dtype, zarr_format=zarr_format)
     shape_parsed = parse_shapelike(shape)
     chunk_key_encoding_parsed = _parse_chunk_key_encoding(
         chunk_key_encoding, zarr_format=zarr_format
@@ -4200,8 +4213,15 @@ async def init_array(
     else:
         await ensure_no_existing_node(store_path, zarr_format=zarr_format)
 
+    item_size = 1
+    if isinstance(zdtype, HasItemSize):
+        item_size = zdtype.item_size
+
     shard_shape_parsed, chunk_shape_parsed = _auto_partition(
-        array_shape=shape_parsed, shard_shape=shards, chunk_shape=chunks, dtype=dtype_parsed
+        array_shape=shape_parsed,
+        shard_shape=shards,
+        chunk_shape=chunks,
+        item_size=item_size,
     )
     chunks_out: tuple[int, ...]
     meta: ArrayV2Metadata | ArrayV3Metadata
@@ -4217,9 +4237,8 @@ async def init_array(
             raise ValueError("Zarr format 2 arrays do not support `serializer`.")
 
         filters_parsed, compressor_parsed = _parse_chunk_encoding_v2(
-            compressor=compressors, filters=filters, dtype=np.dtype(dtype)
+            compressor=compressors, filters=filters, dtype=zdtype
         )
-
         if dimension_names is not None:
             raise ValueError("Zarr format 2 arrays do not support dimension names.")
         if order is None:
@@ -4229,7 +4248,7 @@ async def init_array(
 
         meta = AsyncArray._create_metadata_v2(
             shape=shape_parsed,
-            dtype=dtype_parsed,
+            dtype=zdtype,
             chunks=chunk_shape_parsed,
             dimension_separator=chunk_key_encoding_parsed.separator,
             fill_value=fill_value,
@@ -4243,7 +4262,7 @@ async def init_array(
             compressors=compressors,
             filters=filters,
             serializer=serializer,
-            dtype=dtype_parsed,
+            dtype=zdtype,
         )
         sub_codecs = cast("tuple[Codec, ...]", (*array_array, array_bytes, *bytes_bytes))
         codecs_out: tuple[Codec, ...]
@@ -4258,7 +4277,7 @@ async def init_array(
             )
             sharding_codec.validate(
                 shape=chunk_shape_parsed,
-                dtype=dtype_parsed,
+                dtype=zdtype,
                 chunk_grid=RegularChunkGrid(chunk_shape=shard_shape_parsed),
             )
             codecs_out = (sharding_codec,)
@@ -4274,7 +4293,7 @@ async def init_array(
 
         meta = AsyncArray._create_metadata_v3(
             shape=shape_parsed,
-            dtype=dtype_parsed,
+            dtype=zdtype,
             fill_value=fill_value,
             chunk_shape=chunks_out,
             chunk_key_encoding=chunk_key_encoding_parsed,
@@ -4293,7 +4312,7 @@ async def create_array(
     *,
     name: str | None = None,
     shape: ShapeLike | None = None,
-    dtype: npt.DTypeLike | None = None,
+    dtype: ZDTypeLike | None = None,
     data: np.ndarray[Any, np.dtype[Any]] | None = None,
     chunks: ChunkCoords | Literal["auto"] = "auto",
     shards: ShardsLike | None = None,
@@ -4322,7 +4341,7 @@ async def create_array(
         at the root of the store.
     shape : ChunkCoords, optional
         Shape of the array. Can be ``None`` if ``data`` is provided.
-    dtype : npt.DTypeLike | None
+    dtype : ZDTypeLike | None
         Data type of the array. Can be ``None`` if ``data`` is provided.
     data : Array-like data to use for initializing the array. If this parameter is provided, the
         ``shape`` and ``dtype`` parameters must be identical to ``data.shape`` and ``data.dtype``,
@@ -4582,62 +4601,50 @@ def _parse_chunk_key_encoding(
 
 
 def _get_default_chunk_encoding_v3(
-    np_dtype: np.dtype[Any],
+    dtype: ZDType[TBaseDType, TBaseScalar],
 ) -> tuple[tuple[ArrayArrayCodec, ...], ArrayBytesCodec, tuple[BytesBytesCodec, ...]]:
     """
     Get the default ArrayArrayCodecs, ArrayBytesCodec, and BytesBytesCodec for a given dtype.
     """
-    dtype = DataType.from_numpy(np_dtype)
-    if dtype == DataType.string:
-        dtype_key = "string"
-    elif dtype == DataType.bytes:
-        dtype_key = "bytes"
-    else:
-        dtype_key = "numeric"
 
-    default_filters = zarr_config.get("array.v3_default_filters").get(dtype_key)
-    default_serializer = zarr_config.get("array.v3_default_serializer").get(dtype_key)
-    default_compressors = zarr_config.get("array.v3_default_compressors").get(dtype_key)
+    dtype_category = categorize_data_type(dtype)
 
-    filters = tuple(_parse_array_array_codec(codec_dict) for codec_dict in default_filters)
-    serializer = _parse_array_bytes_codec(default_serializer)
-    compressors = tuple(_parse_bytes_bytes_codec(codec_dict) for codec_dict in default_compressors)
+    filters = zarr_config.get("array.v3_default_filters").get(dtype_category)
+    compressors = zarr_config.get("array.v3_default_compressors").get(dtype_category)
+    serializer = zarr_config.get("array.v3_default_serializer").get(dtype_category)
 
-    return filters, serializer, compressors
+    return (
+        tuple(_parse_array_array_codec(f) for f in filters),
+        _parse_array_bytes_codec(serializer),
+        tuple(_parse_bytes_bytes_codec(c) for c in compressors),
+    )
 
 
 def _get_default_chunk_encoding_v2(
-    np_dtype: np.dtype[Any],
+    dtype: ZDType[TBaseDType, TBaseScalar],
 ) -> tuple[tuple[numcodecs.abc.Codec, ...] | None, numcodecs.abc.Codec | None]:
     """
     Get the default chunk encoding for Zarr format 2 arrays, given a dtype
     """
+    dtype_category = categorize_data_type(dtype)
+    filters = zarr_config.get("array.v2_default_filters").get(dtype_category)
+    compressor = zarr_config.get("array.v2_default_compressor").get(dtype_category)
+    if filters is not None:
+        filters = tuple(numcodecs.get_codec(f) for f in filters)
 
-    compressor_dict = _default_compressor(np_dtype)
-    filter_dicts = _default_filters(np_dtype)
-
-    compressor = None
-    if compressor_dict is not None:
-        compressor = numcodecs.get_codec(compressor_dict)
-
-    filters = None
-    if filter_dicts is not None:
-        filters = tuple(numcodecs.get_codec(f) for f in filter_dicts)
-
-    return filters, compressor
+    return filters, numcodecs.get_codec(compressor)
 
 
 def _parse_chunk_encoding_v2(
     *,
     compressor: CompressorsLike,
     filters: FiltersLike,
-    dtype: np.dtype[Any],
+    dtype: ZDType[TBaseDType, TBaseScalar],
 ) -> tuple[tuple[numcodecs.abc.Codec, ...] | None, numcodecs.abc.Codec | None]:
     """
     Generate chunk encoding classes for Zarr format 2 arrays with optional defaults.
     """
     default_filters, default_compressor = _get_default_chunk_encoding_v2(dtype)
-
     _filters: tuple[numcodecs.abc.Codec, ...] | None
     _compressor: numcodecs.abc.Codec | None
 
@@ -4676,7 +4683,7 @@ def _parse_chunk_encoding_v3(
     compressors: CompressorsLike,
     filters: FiltersLike,
     serializer: SerializerLike,
-    dtype: np.dtype[Any],
+    dtype: ZDType[TBaseDType, TBaseScalar],
 ) -> tuple[tuple[ArrayArrayCodec, ...], ArrayBytesCodec, tuple[BytesBytesCodec, ...]]:
     """
     Generate chunk encoding classes for v3 arrays with optional defaults.
@@ -4700,6 +4707,9 @@ def _parse_chunk_encoding_v3(
     if serializer == "auto":
         out_array_bytes = default_array_bytes
     else:
+        # TODO: ensure that the serializer is compatible with the ndarray produced by the
+        # array-array codecs. For example, if a sequence of array-array codecs produces an
+        # array with a single-byte data type, then the serializer should not specify endiannesss.
         out_array_bytes = _parse_array_bytes_codec(serializer)
 
     if compressors is None:
@@ -4715,6 +4725,17 @@ def _parse_chunk_encoding_v3(
 
         out_bytes_bytes = tuple(_parse_bytes_bytes_codec(c) for c in maybe_bytes_bytes)
 
+    # specialize codecs as needed given the dtype
+
+    # TODO: refactor so that the config only contains the name of the codec, and we use the dtype
+    # to create the codec instance, instead of storing a dict representation of a full codec.
+
+    # TODO: ensure that the serializer is compatible with the ndarray produced by the
+    # array-array codecs. For example, if a sequence of array-array codecs produces an
+    # array with a single-byte data type, then the serializer should not specify endiannesss.
+    if isinstance(out_array_bytes, BytesCodec) and not isinstance(dtype, HasEndianness):
+        # The default endianness in the bytescodec might not be None, so we need to replace it
+        out_array_bytes = replace(out_array_bytes, endian=None)
     return out_array_array, out_array_bytes, out_bytes_bytes
 
 
@@ -4744,8 +4765,8 @@ def _parse_data_params(
     *,
     data: np.ndarray[Any, np.dtype[Any]] | None,
     shape: ShapeLike | None,
-    dtype: npt.DTypeLike | None,
-) -> tuple[np.ndarray[Any, np.dtype[Any]] | None, ShapeLike, npt.DTypeLike]:
+    dtype: ZDTypeLike | None,
+) -> tuple[np.ndarray[Any, np.dtype[Any]] | None, ShapeLike, ZDTypeLike]:
     """
     Ensure an array-like ``data`` parameter is consistent with the ``dtype`` and ``shape``
     parameters.
diff --git a/src/zarr/core/array_spec.py b/src/zarr/core/array_spec.py
index 6cd27b30eb..279bf6edf0 100644
--- a/src/zarr/core/array_spec.py
+++ b/src/zarr/core/array_spec.py
@@ -3,8 +3,6 @@
 from dataclasses import dataclass, fields
 from typing import TYPE_CHECKING, Any, Literal, Self, TypedDict, cast
 
-import numpy as np
-
 from zarr.core.common import (
     MemoryOrder,
     parse_bool,
@@ -19,6 +17,7 @@
 
     from zarr.core.buffer import BufferPrototype
     from zarr.core.common import ChunkCoords
+    from zarr.core.dtype.wrapper import TBaseDType, TBaseScalar, ZDType
 
 
 class ArrayConfigParams(TypedDict):
@@ -90,7 +89,7 @@ def parse_array_config(data: ArrayConfigLike | None) -> ArrayConfig:
 @dataclass(frozen=True)
 class ArraySpec:
     shape: ChunkCoords
-    dtype: np.dtype[Any]
+    dtype: ZDType[TBaseDType, TBaseScalar]
     fill_value: Any
     config: ArrayConfig
     prototype: BufferPrototype
@@ -98,17 +97,16 @@ class ArraySpec:
     def __init__(
         self,
         shape: ChunkCoords,
-        dtype: np.dtype[Any],
+        dtype: ZDType[TBaseDType, TBaseScalar],
         fill_value: Any,
         config: ArrayConfig,
         prototype: BufferPrototype,
     ) -> None:
         shape_parsed = parse_shapelike(shape)
-        dtype_parsed = np.dtype(dtype)
         fill_value_parsed = parse_fill_value(fill_value)
 
         object.__setattr__(self, "shape", shape_parsed)
-        object.__setattr__(self, "dtype", dtype_parsed)
+        object.__setattr__(self, "dtype", dtype)
         object.__setattr__(self, "fill_value", fill_value_parsed)
         object.__setattr__(self, "config", config)
         object.__setattr__(self, "prototype", prototype)
diff --git a/src/zarr/core/buffer/core.py b/src/zarr/core/buffer/core.py
index d0a2d992d2..0e24c5b326 100644
--- a/src/zarr/core/buffer/core.py
+++ b/src/zarr/core/buffer/core.py
@@ -495,7 +495,9 @@ def all_equal(self, other: Any, equal_nan: bool = True) -> bool:
         return np.array_equal(
             self._data,
             other,
-            equal_nan=equal_nan if self._data.dtype.kind not in "USTOV" else False,
+            equal_nan=equal_nan
+            if self._data.dtype.kind not in ("U", "S", "T", "O", "V")
+            else False,
         )
 
     def fill(self, value: Any) -> None:
diff --git a/src/zarr/core/chunk_grids.py b/src/zarr/core/chunk_grids.py
index b5a581b8a4..4bf03c89de 100644
--- a/src/zarr/core/chunk_grids.py
+++ b/src/zarr/core/chunk_grids.py
@@ -207,7 +207,7 @@ def _auto_partition(
     array_shape: tuple[int, ...],
     chunk_shape: tuple[int, ...] | Literal["auto"],
     shard_shape: ShardsLike | None,
-    dtype: np.dtype[Any],
+    item_size: int,
 ) -> tuple[tuple[int, ...] | None, tuple[int, ...]]:
     """
     Automatically determine the shard shape and chunk shape for an array, given the shape and dtype of the array.
@@ -217,7 +217,6 @@ def _auto_partition(
     of the array; if the `chunk_shape` is also "auto", then the chunks will be set heuristically as well,
     given the dtype and shard shape. Otherwise, the chunks will be returned as-is.
     """
-    item_size = dtype.itemsize
     if shard_shape is None:
         _shards_out: None | tuple[int, ...] = None
         if chunk_shape == "auto":
diff --git a/src/zarr/core/codec_pipeline.py b/src/zarr/core/codec_pipeline.py
index 628a7e0487..23c27e40c6 100644
--- a/src/zarr/core/codec_pipeline.py
+++ b/src/zarr/core/codec_pipeline.py
@@ -17,19 +17,17 @@
 from zarr.core.common import ChunkCoords, concurrent_map
 from zarr.core.config import config
 from zarr.core.indexing import SelectorTuple, is_scalar
-from zarr.core.metadata.v2 import _default_fill_value
 from zarr.registry import register_pipeline
 
 if TYPE_CHECKING:
     from collections.abc import Iterable, Iterator
     from typing import Self
 
-    import numpy as np
-
     from zarr.abc.store import ByteGetter, ByteSetter
     from zarr.core.array_spec import ArraySpec
     from zarr.core.buffer import Buffer, BufferPrototype, NDBuffer
     from zarr.core.chunk_grids import ChunkGrid
+    from zarr.core.dtype.wrapper import TBaseDType, TBaseScalar, ZDType
 
 T = TypeVar("T")
 U = TypeVar("U")
@@ -64,7 +62,7 @@ def fill_value_or_default(chunk_spec: ArraySpec) -> Any:
         # validated when decoding the metadata, but we support reading
         # Zarr V2 data and need to support the case where fill_value
         # is None.
-        return _default_fill_value(dtype=chunk_spec.dtype)
+        return chunk_spec.dtype.default_scalar()
     else:
         return fill_value
 
@@ -134,7 +132,9 @@ def __iter__(self) -> Iterator[Codec]:
         yield self.array_bytes_codec
         yield from self.bytes_bytes_codecs
 
-    def validate(self, *, shape: ChunkCoords, dtype: np.dtype[Any], chunk_grid: ChunkGrid) -> None:
+    def validate(
+        self, *, shape: ChunkCoords, dtype: ZDType[TBaseDType, TBaseScalar], chunk_grid: ChunkGrid
+    ) -> None:
         for codec in self:
             codec.validate(shape=shape, dtype=dtype, chunk_grid=chunk_grid)
 
@@ -296,7 +296,9 @@ def _merge_chunk_array(
         is_complete_chunk: bool,
         drop_axes: tuple[int, ...],
     ) -> NDBuffer:
-        if chunk_selection == () or is_scalar(value.as_ndarray_like(), chunk_spec.dtype):
+        if chunk_selection == () or is_scalar(
+            value.as_ndarray_like(), chunk_spec.dtype.to_native_dtype()
+        ):
             chunk_value = value
         else:
             chunk_value = value[out_selection]
@@ -317,7 +319,7 @@ def _merge_chunk_array(
         if existing_chunk_array is None:
             chunk_array = chunk_spec.prototype.nd_buffer.create(
                 shape=chunk_spec.shape,
-                dtype=chunk_spec.dtype,
+                dtype=chunk_spec.dtype.to_native_dtype(),
                 order=chunk_spec.order,
                 fill_value=fill_value_or_default(chunk_spec),
             )
diff --git a/src/zarr/core/common.py b/src/zarr/core/common.py
index be37dc5109..2ba5914ea5 100644
--- a/src/zarr/core/common.py
+++ b/src/zarr/core/common.py
@@ -10,16 +10,15 @@
 from typing import (
     TYPE_CHECKING,
     Any,
+    Generic,
     Literal,
+    TypedDict,
     TypeVar,
     cast,
     overload,
 )
 
-import numpy as np
-
 from zarr.core.config import config as zarr_config
-from zarr.core.strings import _STRING_DTYPE
 
 if TYPE_CHECKING:
     from collections.abc import Awaitable, Callable, Iterator
@@ -42,6 +41,14 @@
 AccessModeLiteral = Literal["r", "r+", "a", "w", "w-"]
 DimensionNames = Iterable[str | None] | None
 
+TName = TypeVar("TName", bound=str)
+TConfig = TypeVar("TConfig", bound=Mapping[str, object])
+
+
+class NamedConfig(TypedDict, Generic[TName, TConfig]):
+    name: TName
+    configuration: TConfig
+
 
 def product(tup: ChunkCoords) -> int:
     return functools.reduce(operator.mul, tup, 1)
@@ -168,16 +175,6 @@ def parse_bool(data: Any) -> bool:
     raise ValueError(f"Expected bool, got {data} instead.")
 
 
-def parse_dtype(dtype: Any, zarr_format: ZarrFormat) -> np.dtype[Any]:
-    if dtype is str or dtype == "str":
-        if zarr_format == 2:
-            # special case as object
-            return np.dtype("object")
-        else:
-            return _STRING_DTYPE
-    return np.dtype(dtype)
-
-
 def _warn_write_empty_chunks_kwarg() -> None:
     # TODO: link to docs page on array configuration in this message
     msg = (
diff --git a/src/zarr/core/config.py b/src/zarr/core/config.py
index 2a10943d80..74e9bdd8dd 100644
--- a/src/zarr/core/config.py
+++ b/src/zarr/core/config.py
@@ -36,11 +36,21 @@
 if TYPE_CHECKING:
     from donfig.config_obj import ConfigSet
 
+    from zarr.core.dtype.wrapper import ZDType
+
 
 class BadConfigError(ValueError):
     _msg = "bad Config: %r"
 
 
+# These values are used for rough categorization of data types
+# we use this for choosing a default encoding scheme based on the data type. Specifically,
+# these categories are keys in a configuration dictionary.
+# it is not a part of the ZDType class because these categories are more of an implementation detail
+# of our config system rather than a useful attribute of any particular data type.
+DTypeCategory = Literal["variable-length-string", "default"]
+
+
 class Config(DConfig):  # type: ignore[misc]
     """The Config will collect configuration from config files and environment variables
 
@@ -78,31 +88,24 @@ def enable_gpu(self) -> ConfigSet:
                 "order": "C",
                 "write_empty_chunks": False,
                 "v2_default_compressor": {
-                    "numeric": {"id": "zstd", "level": 0, "checksum": False},
-                    "string": {"id": "zstd", "level": 0, "checksum": False},
-                    "bytes": {"id": "zstd", "level": 0, "checksum": False},
+                    "default": {"id": "zstd", "level": 0, "checksum": False},
+                    "variable-length-string": {"id": "zstd", "level": 0, "checksum": False},
                 },
                 "v2_default_filters": {
-                    "numeric": None,
-                    "string": [{"id": "vlen-utf8"}],
-                    "bytes": [{"id": "vlen-bytes"}],
-                    "raw": None,
+                    "default": None,
+                    "variable-length-string": [{"id": "vlen-utf8"}],
                 },
-                "v3_default_filters": {"numeric": [], "string": [], "bytes": []},
+                "v3_default_filters": {"default": [], "variable-length-string": []},
                 "v3_default_serializer": {
-                    "numeric": {"name": "bytes", "configuration": {"endian": "little"}},
-                    "string": {"name": "vlen-utf8"},
-                    "bytes": {"name": "vlen-bytes"},
+                    "default": {"name": "bytes", "configuration": {"endian": "little"}},
+                    "variable-length-string": {"name": "vlen-utf8"},
                 },
                 "v3_default_compressors": {
-                    "numeric": [
+                    "default": [
                         {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
                     ],
-                    "string": [
-                        {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
-                    ],
-                    "bytes": [
-                        {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
+                    "variable-length-string": [
+                        {"name": "zstd", "configuration": {"level": 0, "checksum": False}}
                     ],
                 },
             },
@@ -137,3 +140,17 @@ def parse_indexing_order(data: Any) -> Literal["C", "F"]:
         return cast("Literal['C', 'F']", data)
     msg = f"Expected one of ('C', 'F'), got {data} instead."
     raise ValueError(msg)
+
+
+def categorize_data_type(dtype: ZDType[Any, Any]) -> DTypeCategory:
+    """
+    Classify a ZDType. The return value is a string which belongs to the type ``DTypeCategory``.
+
+    This is used by the config system to determine how to encode arrays with the associated data type
+    when the user has not specified a particular serialization scheme.
+    """
+    from zarr.core.dtype import VariableLengthUTF8
+
+    if isinstance(dtype, VariableLengthUTF8):
+        return "variable-length-string"
+    return "default"
diff --git a/src/zarr/core/dtype/__init__.py b/src/zarr/core/dtype/__init__.py
new file mode 100644
index 0000000000..735690d4bc
--- /dev/null
+++ b/src/zarr/core/dtype/__init__.py
@@ -0,0 +1,162 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Final, TypeAlias
+
+from zarr.core.dtype.common import (
+    DataTypeValidationError,
+    DTypeJSON,
+)
+from zarr.core.dtype.npy.bool import Bool
+from zarr.core.dtype.npy.bytes import NullTerminatedBytes, RawBytes, VariableLengthBytes
+from zarr.core.dtype.npy.complex import Complex64, Complex128
+from zarr.core.dtype.npy.float import Float16, Float32, Float64
+from zarr.core.dtype.npy.int import Int8, Int16, Int32, Int64, UInt8, UInt16, UInt32, UInt64
+from zarr.core.dtype.npy.structured import (
+    Structured,
+)
+from zarr.core.dtype.npy.time import DateTime64, TimeDelta64
+
+if TYPE_CHECKING:
+    from zarr.core.common import ZarrFormat
+
+from collections.abc import Mapping
+
+import numpy as np
+import numpy.typing as npt
+
+from zarr.core.common import JSON
+from zarr.core.dtype.npy.string import (
+    FixedLengthUTF32,
+    VariableLengthUTF8,
+)
+from zarr.core.dtype.registry import DataTypeRegistry
+from zarr.core.dtype.wrapper import TBaseDType, TBaseScalar, ZDType
+
+__all__ = [
+    "Bool",
+    "Complex64",
+    "Complex128",
+    "DataTypeRegistry",
+    "DataTypeValidationError",
+    "DateTime64",
+    "FixedLengthUTF32",
+    "Float16",
+    "Float32",
+    "Float64",
+    "Int8",
+    "Int16",
+    "Int32",
+    "Int64",
+    "NullTerminatedBytes",
+    "RawBytes",
+    "Structured",
+    "TBaseDType",
+    "TBaseScalar",
+    "TimeDelta64",
+    "TimeDelta64",
+    "UInt8",
+    "UInt16",
+    "UInt32",
+    "UInt64",
+    "VariableLengthUTF8",
+    "ZDType",
+    "data_type_registry",
+    "parse_data_type",
+]
+
+data_type_registry = DataTypeRegistry()
+
+IntegerDType = Int8 | Int16 | Int32 | Int64 | UInt8 | UInt16 | UInt32 | UInt64
+INTEGER_DTYPE: Final = Int8, Int16, Int32, Int64, UInt8, UInt16, UInt32, UInt64
+
+FloatDType = Float16 | Float32 | Float64
+FLOAT_DTYPE: Final = Float16, Float32, Float64
+
+ComplexFloatDType = Complex64 | Complex128
+COMPLEX_FLOAT_DTYPE: Final = Complex64, Complex128
+
+StringDType = FixedLengthUTF32 | VariableLengthUTF8
+STRING_DTYPE: Final = FixedLengthUTF32, VariableLengthUTF8
+
+TimeDType = DateTime64 | TimeDelta64
+TIME_DTYPE: Final = DateTime64, TimeDelta64
+
+BytesDType = RawBytes | NullTerminatedBytes | VariableLengthBytes
+BYTES_DTYPE: Final = RawBytes, NullTerminatedBytes, VariableLengthBytes
+
+AnyDType = (
+    Bool
+    | IntegerDType
+    | FloatDType
+    | ComplexFloatDType
+    | StringDType
+    | BytesDType
+    | Structured
+    | TimeDType
+    | VariableLengthBytes
+)
+# mypy has trouble inferring the type of variablelengthstring dtype, because its class definition
+# depends on the installed numpy version. That's why the type: ignore statement is needed here.
+ANY_DTYPE: Final = (
+    Bool,
+    *INTEGER_DTYPE,
+    *FLOAT_DTYPE,
+    *COMPLEX_FLOAT_DTYPE,
+    *STRING_DTYPE,
+    *BYTES_DTYPE,
+    Structured,
+    *TIME_DTYPE,
+    VariableLengthBytes,
+)
+
+# This type models inputs that can be coerced to a ZDType
+ZDTypeLike: TypeAlias = npt.DTypeLike | ZDType[TBaseDType, TBaseScalar] | Mapping[str, JSON] | str
+
+for dtype in ANY_DTYPE:
+    # mypy does not know that all the elements of ANY_DTYPE are subclasses of ZDType
+    data_type_registry.register(dtype._zarr_v3_name, dtype)  # type: ignore[arg-type]
+
+
+# TODO: find a better name for this function
+def get_data_type_from_native_dtype(dtype: npt.DTypeLike) -> ZDType[TBaseDType, TBaseScalar]:
+    """
+    Get a data type wrapper (an instance of ``ZDType``) from a native data type, e.g. a numpy dtype.
+    """
+    if not isinstance(dtype, np.dtype):
+        na_dtype: np.dtype[np.generic]
+        if isinstance(dtype, list):
+            # this is a valid _VoidDTypeLike check
+            na_dtype = np.dtype([tuple(d) for d in dtype])
+        else:
+            na_dtype = np.dtype(dtype)
+    else:
+        na_dtype = dtype
+    return data_type_registry.match_dtype(dtype=na_dtype)
+
+
+def get_data_type_from_json(
+    dtype_spec: DTypeJSON, *, zarr_format: ZarrFormat
+) -> ZDType[TBaseDType, TBaseScalar]:
+    """
+    Given a JSON representation of a data type and a Zarr format version,
+    attempt to create a ZDType instance from the registered ZDType classes.
+    """
+    return data_type_registry.match_json(dtype_spec, zarr_format=zarr_format)
+
+
+def parse_data_type(
+    dtype_spec: ZDTypeLike,
+    *,
+    zarr_format: ZarrFormat,
+) -> ZDType[TBaseDType, TBaseScalar]:
+    """
+    Interpret the input as a ZDType instance.
+    """
+    if isinstance(dtype_spec, ZDType):
+        return dtype_spec
+    # dict and zarr_format 3 means that we have a JSON object representation of the dtype
+    if zarr_format == 3 and isinstance(dtype_spec, Mapping):
+        return get_data_type_from_json(dtype_spec, zarr_format=3)
+    # otherwise, we have either a numpy dtype string, or a zarr v3 dtype string, and in either case
+    # we can create a numpy dtype from it, and do the dtype inference from that
+    return get_data_type_from_native_dtype(dtype_spec)  # type: ignore[arg-type]
diff --git a/src/zarr/core/dtype/common.py b/src/zarr/core/dtype/common.py
new file mode 100644
index 0000000000..6f61b6775e
--- /dev/null
+++ b/src/zarr/core/dtype/common.py
@@ -0,0 +1,224 @@
+from __future__ import annotations
+
+import warnings
+from collections.abc import Mapping, Sequence
+from dataclasses import dataclass
+from typing import (
+    ClassVar,
+    Final,
+    Generic,
+    Literal,
+    TypedDict,
+    TypeGuard,
+    TypeVar,
+)
+
+from zarr.core.common import NamedConfig
+
+EndiannessStr = Literal["little", "big"]
+ENDIANNESS_STR: Final = "little", "big"
+
+SpecialFloatStrings = Literal["NaN", "Infinity", "-Infinity"]
+SPECIAL_FLOAT_STRINGS: Final = ("NaN", "Infinity", "-Infinity")
+
+JSONFloatV2 = float | SpecialFloatStrings
+JSONFloatV3 = float | SpecialFloatStrings | str
+
+ObjectCodecID = Literal["vlen-utf8", "vlen-bytes", "vlen-array", "pickle", "json2", "msgpack2"]
+# These are the ids of the known object codecs for zarr v2.
+OBJECT_CODEC_IDS: Final = ("vlen-utf8", "vlen-bytes", "vlen-array", "pickle", "json2", "msgpack2")
+
+# This is a wider type than our standard JSON type because we need
+# to work with typeddict objects which are assignable to Mapping[str, object]
+DTypeJSON = str | int | float | Sequence["DTypeJSON"] | None | Mapping[str, object]
+
+# The DTypeJSON_V2 type exists because ZDType.from_json takes a single argument, which must contain
+# all the information necessary to decode the data type. Zarr v2 supports multiple distinct
+# data types that all used the "|O" data type identifier. These data types can only be
+# discriminated on the basis of their "object codec", i.e. a special data type specific
+# compressor or filter. So to figure out what data type a zarr v2 array has, we need the
+# data type identifier from metadata, as well as an object codec id if the data type identifier
+# is "|O".
+# So we will pack the name of the dtype alongside the name of the object codec id, if applicable,
+# in a single dict, and pass that to the data type inference logic.
+# These type variables have a very wide bound because the individual zdtype
+# classes can perform a very specific type check.
+
+# This is the JSON representation of a structured dtype in zarr v2
+StructuredName_V2 = Sequence["str | StructuredName_V2"]
+
+# This models the type of the name a dtype might have in zarr v2 array metadata
+DTypeName_V2 = StructuredName_V2 | str
+
+TDTypeNameV2_co = TypeVar("TDTypeNameV2_co", bound=DTypeName_V2, covariant=True)
+TObjectCodecID_co = TypeVar("TObjectCodecID_co", bound=None | str, covariant=True)
+
+
+class DTypeConfig_V2(TypedDict, Generic[TDTypeNameV2_co, TObjectCodecID_co]):
+    name: TDTypeNameV2_co
+    object_codec_id: TObjectCodecID_co
+
+
+DTypeSpec_V2 = DTypeConfig_V2[DTypeName_V2, None | str]
+
+
+def check_structured_dtype_v2_inner(data: object) -> TypeGuard[StructuredName_V2]:
+    """
+    A type guard for the inner elements of a structured dtype. This is a recursive check because
+    the type is itself recursive.
+
+    This check ensures that all the elements are 2-element sequences beginning with a string
+    and ending with either another string or another 2-element sequence beginning with a string and
+    ending with another instance of that type.
+    """
+    if isinstance(data, (str, Mapping)):
+        return False
+    if not isinstance(data, Sequence):
+        return False
+    if len(data) != 2:
+        return False
+    if not (isinstance(data[0], str)):
+        return False
+    if isinstance(data[-1], str):
+        return True
+    elif isinstance(data[-1], Sequence):
+        return check_structured_dtype_v2_inner(data[-1])
+    return False
+
+
+def check_structured_dtype_name_v2(data: Sequence[object]) -> TypeGuard[StructuredName_V2]:
+    return all(check_structured_dtype_v2_inner(d) for d in data)
+
+
+def check_dtype_name_v2(data: object) -> TypeGuard[DTypeName_V2]:
+    """
+    Type guard for narrowing the type of a python object to an valid zarr v2 dtype name.
+    """
+    if isinstance(data, str):
+        return True
+    elif isinstance(data, Sequence):
+        return check_structured_dtype_name_v2(data)
+    return False
+
+
+def check_dtype_spec_v2(data: object) -> TypeGuard[DTypeSpec_V2]:
+    """
+    Type guard for narrowing a python object to an instance of DTypeSpec_V2
+    """
+    if not isinstance(data, Mapping):
+        return False
+    if set(data.keys()) != {"name", "object_codec_id"}:
+        return False
+    if not check_dtype_name_v2(data["name"]):
+        return False
+    return isinstance(data["object_codec_id"], str | None)
+
+
+# By comparison, The JSON representation of a dtype in zarr v3 is much simpler.
+# It's either a string, or a structured dict
+DTypeSpec_V3 = str | NamedConfig[str, Mapping[str, object]]
+
+
+def check_dtype_spec_v3(data: object) -> TypeGuard[DTypeSpec_V3]:
+    """
+    Type guard for narrowing the type of a python object to an instance of
+    DTypeSpec_V3, i.e either a string or a dict with a "name" field that's a string and a
+    "configuration" field that's a mapping with string keys.
+    """
+    if isinstance(data, str) or (  # noqa: SIM103
+        isinstance(data, Mapping)
+        and set(data.keys()) == {"name", "configuration"}
+        and isinstance(data["configuration"], Mapping)
+        and all(isinstance(k, str) for k in data["configuration"])
+    ):
+        return True
+    return False
+
+
+def unpack_dtype_json(data: DTypeSpec_V2 | DTypeSpec_V3) -> DTypeJSON:
+    """
+    Return the array metadata form of the dtype JSON representation. For the Zarr V3 form of dtype
+    metadata, this is a no-op. For the Zarr V2 form of dtype metadata, this unpacks the dtype name.
+    """
+    if isinstance(data, Mapping) and set(data.keys()) == {"name", "object_codec_id"}:
+        return data["name"]
+    return data
+
+
+class DataTypeValidationError(ValueError): ...
+
+
+class ScalarTypeValidationError(ValueError): ...
+
+
+@dataclass(frozen=True)
+class HasLength:
+    """
+    A mix-in class for data types with a length attribute, such as fixed-size collections
+    of unicode strings, or bytes.
+    """
+
+    length: int
+
+
+@dataclass(frozen=True)
+class HasEndianness:
+    """
+    A mix-in class for data types with an endianness attribute
+    """
+
+    endianness: EndiannessStr = "little"
+
+
+@dataclass(frozen=True)
+class HasItemSize:
+    """
+    A mix-in class for data types with an item size attribute.
+    This mix-in bears a property ``item_size``, which denotes the size of each element of the data
+    type, in bytes.
+    """
+
+    @property
+    def item_size(self) -> int:
+        raise NotImplementedError
+
+
+@dataclass(frozen=True)
+class HasObjectCodec:
+    """
+    A mix-in class for data types that require an object codec id.
+    This class bears the property ``object_codec_id``, which is the string name of an object
+    codec that is required to encode and decode the data type.
+
+    In zarr-python 2.x certain data types like variable-length strings or variable-length arrays
+    used the catch-all numpy "object" data type for their in-memory representation. But these data
+    types cannot be stored as numpy object data types, because the object data type does not define
+    a fixed memory layout. So these data types required a special codec, called an "object codec",
+    that effectively defined a compact representation for the data type, which was used to encode
+    and decode the data type.
+
+    Zarr-python 2.x would not allow the creation of arrays with the "object" data type if an object
+    codec was not specified, and thus the name of the object codec is effectively part of the data
+    type model.
+    """
+
+    object_codec_id: ClassVar[str]
+
+
+class UnstableSpecificationWarning(FutureWarning): ...
+
+
+def v3_unstable_dtype_warning(dtype: object) -> None:
+    """
+    Emit this warning when a data type does not have a stable zarr v3 spec
+    """
+    msg = (
+        f"The data type ({dtype}) does not have a Zarr V3 specification. "
+        "That means that the representation of array saved with this data type may change without "
+        "warning in a future version of Zarr Python. "
+        "Arrays stored with this data type may be unreadable by other Zarr libraries. "
+        "Use this data type at your own risk! "
+        "Check https://github.com/zarr-developers/zarr-extensions/tree/main/data-types for the "
+        "status of data type specifications for Zarr V3."
+    )
+    warnings.warn(msg, category=UnstableSpecificationWarning, stacklevel=2)
diff --git a/src/zarr/core/dtype/npy/__init__.py b/src/zarr/core/dtype/npy/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/src/zarr/core/dtype/npy/bool.py b/src/zarr/core/dtype/npy/bool.py
new file mode 100644
index 0000000000..d8d52468bf
--- /dev/null
+++ b/src/zarr/core/dtype/npy/bool.py
@@ -0,0 +1,163 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import TYPE_CHECKING, ClassVar, Literal, Self, TypeGuard, overload
+
+import numpy as np
+
+from zarr.core.dtype.common import (
+    DataTypeValidationError,
+    DTypeConfig_V2,
+    DTypeJSON,
+    HasItemSize,
+    check_dtype_spec_v2,
+)
+from zarr.core.dtype.wrapper import TBaseDType, ZDType
+
+if TYPE_CHECKING:
+    from zarr.core.common import JSON, ZarrFormat
+
+
+@dataclass(frozen=True, kw_only=True, slots=True)
+class Bool(ZDType[np.dtypes.BoolDType, np.bool_], HasItemSize):
+    """
+    Wrapper for numpy boolean dtype.
+
+    Attributes
+    ----------
+    name : str
+        The name of the dtype.
+    dtype_cls : ClassVar[type[np.dtypes.BoolDType]]
+        The numpy dtype class.
+    """
+
+    _zarr_v3_name: ClassVar[Literal["bool"]] = "bool"
+    _zarr_v2_name: ClassVar[Literal["|b1"]] = "|b1"
+    dtype_cls = np.dtypes.BoolDType
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        """
+        Create a Bool from a np.dtype('bool') instance.
+        """
+        if cls._check_native_dtype(dtype):
+            return cls()
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"
+        )
+
+    def to_native_dtype(self: Self) -> np.dtypes.BoolDType:
+        """
+        Create a NumPy boolean dtype instance from this ZDType
+        """
+        return self.dtype_cls()
+
+    @classmethod
+    def _check_json_v2(
+        cls,
+        data: DTypeJSON,
+    ) -> TypeGuard[DTypeConfig_V2[Literal["|b1"], None]]:
+        """
+        Check that the input is a valid JSON representation of a Bool.
+        """
+        return (
+            check_dtype_spec_v2(data)
+            and data["name"] == cls._zarr_v2_name
+            and data["object_codec_id"] is None
+        )
+
+    @classmethod
+    def _check_json_v3(cls, data: DTypeJSON) -> TypeGuard[Literal["bool"]]:
+        return data == cls._zarr_v3_name
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            return cls()
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected the string {cls._zarr_v2_name!r}"
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls: type[Self], data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            return cls()
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected the string {cls._zarr_v3_name!r}"
+        raise DataTypeValidationError(msg)
+
+    @overload  # type: ignore[override]
+    def to_json(self, zarr_format: Literal[2]) -> DTypeConfig_V2[Literal["|b1"], None]: ...
+
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> Literal["bool"]: ...
+
+    def to_json(
+        self, zarr_format: ZarrFormat
+    ) -> DTypeConfig_V2[Literal["|b1"], None] | Literal["bool"]:
+        if zarr_format == 2:
+            return {"name": self._zarr_v2_name, "object_codec_id": None}
+        elif zarr_format == 3:
+            return self._zarr_v3_name
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    def _check_scalar(self, data: object) -> bool:
+        # Anything can become a bool
+        return True
+
+    def cast_scalar(self, data: object) -> np.bool_:
+        if self._check_scalar(data):
+            return np.bool_(data)
+        msg = f"Cannot convert object with type {type(data)} to a numpy boolean."
+        raise TypeError(msg)
+
+    def default_scalar(self) -> np.bool_:
+        """
+        Get the default value for the boolean dtype.
+
+        Returns
+        -------
+        np.bool_
+            The default value.
+        """
+        return np.False_
+
+    def to_json_scalar(self, data: object, *, zarr_format: ZarrFormat) -> bool:
+        """
+        Convert a scalar to a python bool.
+
+        Parameters
+        ----------
+        data : object
+            The value to convert.
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        bool
+            The JSON-serializable format.
+        """
+        return bool(data)
+
+    def from_json_scalar(self, data: JSON, *, zarr_format: ZarrFormat) -> np.bool_:
+        """
+        Read a JSON-serializable value as a numpy boolean scalar.
+
+        Parameters
+        ----------
+        data : JSON
+            The JSON-serializable value.
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        np.bool_
+            The numpy boolean scalar.
+        """
+        if self._check_scalar(data):
+            return np.bool_(data)
+        raise TypeError(f"Invalid type: {data}. Expected a boolean.")  # pragma: no cover
+
+    @property
+    def item_size(self) -> int:
+        return 1
diff --git a/src/zarr/core/dtype/npy/bytes.py b/src/zarr/core/dtype/npy/bytes.py
new file mode 100644
index 0000000000..e363c75053
--- /dev/null
+++ b/src/zarr/core/dtype/npy/bytes.py
@@ -0,0 +1,369 @@
+from __future__ import annotations
+
+import base64
+import re
+from dataclasses import dataclass
+from typing import Any, ClassVar, Literal, Self, TypedDict, TypeGuard, cast, overload
+
+import numpy as np
+
+from zarr.core.common import JSON, NamedConfig, ZarrFormat
+from zarr.core.dtype.common import (
+    DataTypeValidationError,
+    DTypeConfig_V2,
+    DTypeJSON,
+    HasItemSize,
+    HasLength,
+    HasObjectCodec,
+    check_dtype_spec_v2,
+    v3_unstable_dtype_warning,
+)
+from zarr.core.dtype.npy.common import check_json_str
+from zarr.core.dtype.wrapper import TBaseDType, ZDType
+
+BytesLike = np.bytes_ | str | bytes | int
+
+
+class FixedLengthBytesConfig(TypedDict):
+    length_bytes: int
+
+
+NullTerminatedBytesJSONV3 = NamedConfig[Literal["null_terminated_bytes"], FixedLengthBytesConfig]
+RawBytesJSONV3 = NamedConfig[Literal["raw_bytes"], FixedLengthBytesConfig]
+
+
+@dataclass(frozen=True, kw_only=True)
+class NullTerminatedBytes(ZDType[np.dtypes.BytesDType[int], np.bytes_], HasLength, HasItemSize):
+    dtype_cls = np.dtypes.BytesDType
+    _zarr_v3_name: ClassVar[Literal["null_terminated_bytes"]] = "null_terminated_bytes"
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        if cls._check_native_dtype(dtype):
+            return cls(length=dtype.itemsize)
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"
+        )
+
+    def to_native_dtype(self) -> np.dtypes.BytesDType[int]:
+        return self.dtype_cls(self.length)
+
+    @classmethod
+    def _check_json_v2(cls, data: DTypeJSON) -> TypeGuard[DTypeConfig_V2[str, None]]:
+        """
+        Check that the input is a valid representation of a numpy S dtype. We expect
+        something like ``{"name": "|S10", "object_codec_id": None}``
+        """
+        return (
+            check_dtype_spec_v2(data)
+            and isinstance(data["name"], str)
+            and re.match(r"^\|S\d+$", data["name"]) is not None
+            and data["object_codec_id"] is None
+        )
+
+    @classmethod
+    def _check_json_v3(cls, data: DTypeJSON) -> TypeGuard[NullTerminatedBytesJSONV3]:
+        return (
+            isinstance(data, dict)
+            and set(data.keys()) == {"name", "configuration"}
+            and data["name"] == cls._zarr_v3_name
+            and isinstance(data["configuration"], dict)
+            and "length_bytes" in data["configuration"]
+        )
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            name = data["name"]
+            return cls(length=int(name[2:]))
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected a string like '|S1', '|S2', etc"
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            return cls(length=data["configuration"]["length_bytes"])
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected the string {cls._zarr_v3_name!r}"
+        raise DataTypeValidationError(msg)
+
+    @overload  # type: ignore[override]
+    def to_json(self, zarr_format: Literal[2]) -> DTypeConfig_V2[str, None]: ...
+
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> NullTerminatedBytesJSONV3: ...
+
+    def to_json(
+        self, zarr_format: ZarrFormat
+    ) -> DTypeConfig_V2[str, None] | NullTerminatedBytesJSONV3:
+        if zarr_format == 2:
+            return {"name": self.to_native_dtype().str, "object_codec_id": None}
+        elif zarr_format == 3:
+            v3_unstable_dtype_warning(self)
+            return {
+                "name": self._zarr_v3_name,
+                "configuration": {"length_bytes": self.length},
+            }
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    def _check_scalar(self, data: object) -> TypeGuard[BytesLike]:
+        # this is generous for backwards compatibility
+        return isinstance(data, BytesLike)
+
+    def _cast_scalar_unchecked(self, data: BytesLike) -> np.bytes_:
+        # We explicitly truncate the result because of the following numpy behavior:
+        # >>> x = np.dtype('S3').type('hello world')
+        # >>> x
+        # np.bytes_(b'hello world')
+        # >>> x.dtype
+        # dtype('S11')
+
+        if isinstance(data, int):
+            return self.to_native_dtype().type(str(data)[: self.length])
+        else:
+            return self.to_native_dtype().type(data[: self.length])
+
+    def cast_scalar(self, data: object) -> np.bytes_:
+        if self._check_scalar(data):
+            return self._cast_scalar_unchecked(data)
+        msg = f"Cannot convert object with type {type(data)} to a numpy bytes scalar."
+        raise TypeError(msg)
+
+    def default_scalar(self) -> np.bytes_:
+        return np.bytes_(b"")
+
+    def to_json_scalar(self, data: object, *, zarr_format: ZarrFormat) -> str:
+        as_bytes = self.cast_scalar(data)
+        return base64.standard_b64encode(as_bytes).decode("ascii")
+
+    def from_json_scalar(self, data: JSON, *, zarr_format: ZarrFormat) -> np.bytes_:
+        if check_json_str(data):
+            return self.to_native_dtype().type(base64.standard_b64decode(data.encode("ascii")))
+        raise TypeError(
+            f"Invalid type: {data}. Expected a base64-encoded string."
+        )  # pragma: no cover
+
+    @property
+    def item_size(self) -> int:
+        return self.length
+
+
+@dataclass(frozen=True, kw_only=True)
+class RawBytes(ZDType[np.dtypes.VoidDType[int], np.void], HasLength, HasItemSize):
+    # np.dtypes.VoidDType is specified in an odd way in numpy
+    # it cannot be used to create instances of the dtype
+    # so we have to tell mypy to ignore this here
+    dtype_cls = np.dtypes.VoidDType  # type: ignore[assignment]
+    _zarr_v3_name: ClassVar[Literal["raw_bytes"]] = "raw_bytes"
+
+    @classmethod
+    def _check_native_dtype(
+        cls: type[Self], dtype: TBaseDType
+    ) -> TypeGuard[np.dtypes.VoidDType[Any]]:
+        """
+        Numpy void dtype comes in two forms:
+        * If the ``fields`` attribute is ``None``, then the dtype represents N raw bytes.
+        * If the ``fields`` attribute is not ``None``, then the dtype represents a structured dtype,
+
+        In this check we ensure that ``fields`` is ``None``.
+
+        Parameters
+        ----------
+        dtype : TDType
+            The dtype to check.
+
+        Returns
+        -------
+        Bool
+            True if the dtype matches, False otherwise.
+        """
+        return cls.dtype_cls is type(dtype) and dtype.fields is None  # type: ignore[has-type]
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        if cls._check_native_dtype(dtype):
+            return cls(length=dtype.itemsize)
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"  # type: ignore[has-type]
+        )
+
+    def to_native_dtype(self) -> np.dtypes.VoidDType[int]:
+        # Numpy does not allow creating a void type
+        # by invoking np.dtypes.VoidDType directly
+        return cast("np.dtypes.VoidDType[int]", np.dtype(f"V{self.length}"))
+
+    @classmethod
+    def _check_json_v2(cls, data: DTypeJSON) -> TypeGuard[DTypeConfig_V2[str, None]]:
+        """
+        Check that the input is a valid representation of a numpy S dtype. We expect
+        something like ``{"name": "|V10", "object_codec_id": None}``
+        """
+        return (
+            check_dtype_spec_v2(data)
+            and isinstance(data["name"], str)
+            and re.match(r"^\|V\d+$", data["name"]) is not None
+            and data["object_codec_id"] is None
+        )
+
+    @classmethod
+    def _check_json_v3(cls, data: DTypeJSON) -> TypeGuard[RawBytesJSONV3]:
+        return (
+            isinstance(data, dict)
+            and set(data.keys()) == {"name", "configuration"}
+            and data["name"] == cls._zarr_v3_name
+            and isinstance(data["configuration"], dict)
+            and set(data["configuration"].keys()) == {"length_bytes"}
+        )
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            name = data["name"]
+            return cls(length=int(name[2:]))
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected a string like '|V1', '|V2', etc"
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            return cls(length=data["configuration"]["length_bytes"])
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected the string {cls._zarr_v3_name!r}"
+        raise DataTypeValidationError(msg)
+
+    @overload  # type: ignore[override]
+    def to_json(self, zarr_format: Literal[2]) -> DTypeConfig_V2[str, None]: ...
+
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> RawBytesJSONV3: ...
+
+    def to_json(self, zarr_format: ZarrFormat) -> DTypeConfig_V2[str, None] | RawBytesJSONV3:
+        if zarr_format == 2:
+            return {"name": self.to_native_dtype().str, "object_codec_id": None}
+        elif zarr_format == 3:
+            v3_unstable_dtype_warning(self)
+            return {"name": self._zarr_v3_name, "configuration": {"length_bytes": self.length}}
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    def _check_scalar(self, data: object) -> bool:
+        return isinstance(data, np.bytes_ | str | bytes | np.void)
+
+    def _cast_scalar_unchecked(self, data: object) -> np.void:
+        native_dtype = self.to_native_dtype()
+        # Without the second argument, numpy will return a void scalar for dtype V1.
+        # The second argument ensures that, if native_dtype is something like V10,
+        # the result will actually be a V10 scalar.
+        return native_dtype.type(data, native_dtype)
+
+    def cast_scalar(self, data: object) -> np.void:
+        if self._check_scalar(data):
+            return self._cast_scalar_unchecked(data)
+        msg = f"Cannot convert object with type {type(data)} to a numpy void scalar."
+        raise TypeError(msg)
+
+    def default_scalar(self) -> np.void:
+        return self.to_native_dtype().type(("\x00" * self.length).encode("ascii"))
+
+    def to_json_scalar(self, data: object, *, zarr_format: ZarrFormat) -> str:
+        return base64.standard_b64encode(self.cast_scalar(data).tobytes()).decode("ascii")
+
+    def from_json_scalar(self, data: JSON, *, zarr_format: ZarrFormat) -> np.void:
+        if check_json_str(data):
+            return self.to_native_dtype().type(base64.standard_b64decode(data))
+        raise TypeError(f"Invalid type: {data}. Expected a string.")  # pragma: no cover
+
+    @property
+    def item_size(self) -> int:
+        return self.length
+
+
+@dataclass(frozen=True, kw_only=True)
+class VariableLengthBytes(ZDType[np.dtypes.ObjectDType, bytes], HasObjectCodec):
+    dtype_cls = np.dtypes.ObjectDType
+    _zarr_v3_name: ClassVar[Literal["variable_length_bytes"]] = "variable_length_bytes"
+    object_codec_id: ClassVar[Literal["vlen-bytes"]] = "vlen-bytes"
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        if cls._check_native_dtype(dtype):
+            return cls()
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"
+        )
+
+    def to_native_dtype(self) -> np.dtypes.ObjectDType:
+        return self.dtype_cls()
+
+    @classmethod
+    def _check_json_v2(
+        cls,
+        data: DTypeJSON,
+    ) -> TypeGuard[DTypeConfig_V2[Literal["|O"], Literal["vlen-bytes"]]]:
+        """
+        Check that the input is a valid JSON representation of a numpy O dtype, and that the
+        object codec id is appropriate for variable-length UTF-8 strings.
+        """
+        return (
+            check_dtype_spec_v2(data)
+            and data["name"] == "|O"
+            and data["object_codec_id"] == cls.object_codec_id
+        )
+
+    @classmethod
+    def _check_json_v3(cls, data: DTypeJSON) -> TypeGuard[Literal["variable_length_bytes"]]:
+        return data == cls._zarr_v3_name
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            return cls()
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected the string '|O' and an object_codec_id of {cls.object_codec_id}"
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            return cls()
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected the string {cls._zarr_v3_name!r}"
+        raise DataTypeValidationError(msg)
+
+    @overload  # type: ignore[override]
+    def to_json(
+        self, zarr_format: Literal[2]
+    ) -> DTypeConfig_V2[Literal["|O"], Literal["vlen-bytes"]]: ...
+
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> Literal["variable_length_bytes"]: ...
+
+    def to_json(
+        self, zarr_format: ZarrFormat
+    ) -> DTypeConfig_V2[Literal["|O"], Literal["vlen-bytes"]] | Literal["variable_length_bytes"]:
+        if zarr_format == 2:
+            return {"name": "|O", "object_codec_id": self.object_codec_id}
+        elif zarr_format == 3:
+            v3_unstable_dtype_warning(self)
+            return self._zarr_v3_name
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    def default_scalar(self) -> bytes:
+        return b""
+
+    def to_json_scalar(self, data: object, *, zarr_format: ZarrFormat) -> str:
+        return base64.standard_b64encode(data).decode("ascii")  # type: ignore[arg-type]
+
+    def from_json_scalar(self, data: JSON, *, zarr_format: ZarrFormat) -> bytes:
+        if check_json_str(data):
+            return base64.standard_b64decode(data.encode("ascii"))
+        raise TypeError(f"Invalid type: {data}. Expected a string.")  # pragma: no cover
+
+    def _check_scalar(self, data: object) -> TypeGuard[BytesLike]:
+        return isinstance(data, BytesLike)
+
+    def _cast_scalar_unchecked(self, data: BytesLike) -> bytes:
+        if isinstance(data, str):
+            return bytes(data, encoding="utf-8")
+        return bytes(data)
+
+    def cast_scalar(self, data: object) -> bytes:
+        if self._check_scalar(data):
+            return self._cast_scalar_unchecked(data)
+        msg = f"Cannot convert object with type {type(data)} to bytes."
+        raise TypeError(msg)
diff --git a/src/zarr/core/dtype/npy/common.py b/src/zarr/core/dtype/npy/common.py
new file mode 100644
index 0000000000..264561f25c
--- /dev/null
+++ b/src/zarr/core/dtype/npy/common.py
@@ -0,0 +1,503 @@
+from __future__ import annotations
+
+import base64
+import struct
+import sys
+from collections.abc import Sequence
+from typing import (
+    TYPE_CHECKING,
+    Any,
+    Final,
+    Literal,
+    SupportsComplex,
+    SupportsFloat,
+    SupportsIndex,
+    SupportsInt,
+    TypeGuard,
+    TypeVar,
+)
+
+import numpy as np
+
+from zarr.core.dtype.common import (
+    ENDIANNESS_STR,
+    SPECIAL_FLOAT_STRINGS,
+    EndiannessStr,
+    JSONFloatV2,
+    JSONFloatV3,
+)
+
+if TYPE_CHECKING:
+    from zarr.core.common import JSON, ZarrFormat
+
+IntLike = SupportsInt | SupportsIndex | bytes | str
+FloatLike = SupportsIndex | SupportsFloat | bytes | str
+ComplexLike = SupportsFloat | SupportsIndex | SupportsComplex | bytes | str | None
+DateTimeUnit = Literal[
+    "Y", "M", "W", "D", "h", "m", "s", "ms", "us", "μs", "ns", "ps", "fs", "as", "generic"
+]
+DATETIME_UNIT: Final = (
+    "Y",
+    "M",
+    "W",
+    "D",
+    "h",
+    "m",
+    "s",
+    "ms",
+    "us",
+    "μs",
+    "ns",
+    "ps",
+    "fs",
+    "as",
+    "generic",
+)
+
+NumpyEndiannessStr = Literal[">", "<", "="]
+NUMPY_ENDIANNESS_STR: Final = ">", "<", "="
+
+TFloatDType_co = TypeVar(
+    "TFloatDType_co",
+    bound=np.dtypes.Float16DType | np.dtypes.Float32DType | np.dtypes.Float64DType,
+    covariant=True,
+)
+TFloatScalar_co = TypeVar(
+    "TFloatScalar_co", bound=np.float16 | np.float32 | np.float64, covariant=True
+)
+
+TComplexDType_co = TypeVar(
+    "TComplexDType_co", bound=np.dtypes.Complex64DType | np.dtypes.Complex128DType, covariant=True
+)
+TComplexScalar_co = TypeVar("TComplexScalar_co", bound=np.complex64 | np.complex128, covariant=True)
+
+
+def endianness_from_numpy_str(endianness: NumpyEndiannessStr) -> EndiannessStr:
+    """
+    Convert a numpy endianness string literal to a human-readable literal value.
+
+    Parameters
+    ----------
+    endianness : Literal[">", "<", "="]
+        The numpy string representation of the endianness.
+
+    Returns
+    -------
+    Endianness
+        The human-readable representation of the endianness.
+
+    Raises
+    ------
+    ValueError
+        If the endianness is invalid.
+    """
+    match endianness:
+        case "=":
+            # Use the local system endianness
+            return sys.byteorder
+        case "<":
+            return "little"
+        case ">":
+            return "big"
+    raise ValueError(f"Invalid endianness: {endianness!r}. Expected one of {NUMPY_ENDIANNESS_STR}")
+
+
+def endianness_to_numpy_str(endianness: EndiannessStr) -> NumpyEndiannessStr:
+    """
+    Convert an endianness literal to its numpy string representation.
+
+    Parameters
+    ----------
+    endianness : Endianness
+        The endianness to convert.
+
+    Returns
+    -------
+    Literal[">", "<"]
+        The numpy string representation of the endianness.
+
+    Raises
+    ------
+    ValueError
+        If the endianness is invalid.
+    """
+    match endianness:
+        case "little":
+            return "<"
+        case "big":
+            return ">"
+    raise ValueError(
+        f"Invalid endianness: {endianness!r}. Expected one of {ENDIANNESS_STR} or None"
+    )
+
+
+def get_endianness_from_numpy_dtype(dtype: np.dtype[np.generic]) -> EndiannessStr:
+    """
+    Gets the endianness from a numpy dtype that has an endianness. This function will
+    raise a ValueError if the numpy data type does not have a concrete endianness.
+    """
+    endianness = dtype.byteorder
+    if dtype.byteorder in NUMPY_ENDIANNESS_STR:
+        return endianness_from_numpy_str(endianness)  # type: ignore [arg-type]
+    raise ValueError(f"The dtype {dtype} has an unsupported endianness: {endianness}")
+
+
+def float_from_json_v2(data: JSONFloatV2) -> float:
+    """
+    Convert a JSON float to a float (Zarr v2).
+
+    Parameters
+    ----------
+    data : JSONFloat
+        The JSON float to convert.
+
+    Returns
+    -------
+    float
+        The float value.
+    """
+    match data:
+        case "NaN":
+            return float("nan")
+        case "Infinity":
+            return float("inf")
+        case "-Infinity":
+            return float("-inf")
+        case _:
+            return float(data)
+
+
+def float_from_json_v3(data: JSONFloatV3) -> float:
+    """
+    Convert a JSON float to a float (v3).
+
+    Parameters
+    ----------
+    data : JSONFloat
+        The JSON float to convert.
+
+    Returns
+    -------
+    float
+        The float value.
+
+    Notes
+    -----
+    Zarr V3 allows floats to be stored as hex strings. To quote the spec:
+       "...for float32, "NaN" is equivalent to "0x7fc00000".
+       This representation is the only way to specify a NaN value other than the specific NaN value
+       denoted by "NaN"."
+    """
+
+    if isinstance(data, str):
+        if data in SPECIAL_FLOAT_STRINGS:
+            return float_from_json_v2(data)  # type: ignore[arg-type]
+        if not data.startswith("0x"):
+            msg = (
+                f"Invalid float value: {data!r}. Expected a string starting with the hex prefix"
+                " '0x', or one of 'NaN', 'Infinity', or '-Infinity'."
+            )
+            raise ValueError(msg)
+        if len(data[2:]) == 4:
+            dtype_code = ">e"
+        elif len(data[2:]) == 8:
+            dtype_code = ">f"
+        elif len(data[2:]) == 16:
+            dtype_code = ">d"
+        else:
+            msg = (
+                f"Invalid hexadecimal float value: {data!r}. "
+                "Expected the '0x' prefix to be followed by 4, 8, or 16 numeral characters"
+            )
+            raise ValueError(msg)
+        return float(struct.unpack(dtype_code, bytes.fromhex(data[2:]))[0])
+    return float_from_json_v2(data)
+
+
+def bytes_from_json(data: str, *, zarr_format: ZarrFormat) -> bytes:
+    """
+    Convert a JSON string to bytes
+
+    Parameters
+    ----------
+    data : str
+        The JSON string to convert.
+    zarr_format : ZarrFormat
+        The zarr format version.
+
+    Returns
+    -------
+    bytes
+        The bytes.
+    """
+    if zarr_format == 2:
+        return base64.b64decode(data.encode("ascii"))
+    # TODO: differentiate these as needed. This is a spec question.
+    if zarr_format == 3:
+        return base64.b64decode(data.encode("ascii"))
+    raise ValueError(f"Invalid zarr format: {zarr_format}. Expected 2 or 3.")  # pragma: no cover
+
+
+def bytes_to_json(data: bytes, zarr_format: ZarrFormat) -> str:
+    """
+    Convert bytes to JSON.
+
+    Parameters
+    ----------
+    data : bytes
+        The bytes to store.
+    zarr_format : ZarrFormat
+        The zarr format version.
+
+    Returns
+    -------
+    str
+        The bytes encoded as ascii using the base64 alphabet.
+    """
+    # TODO: decide if we are going to make this implementation zarr format-specific
+    return base64.b64encode(data).decode("ascii")
+
+
+def float_to_json_v2(data: float | np.floating[Any]) -> JSONFloatV2:
+    """
+    Convert a float to JSON (v2).
+
+    Parameters
+    ----------
+    data : float or np.floating
+        The float value to convert.
+
+    Returns
+    -------
+    JSONFloat
+        The JSON representation of the float.
+    """
+    if np.isnan(data):
+        return "NaN"
+    elif np.isinf(data):
+        return "Infinity" if data > 0 else "-Infinity"
+    return float(data)
+
+
+def float_to_json_v3(data: float | np.floating[Any]) -> JSONFloatV3:
+    """
+    Convert a float to JSON (v3).
+
+    Parameters
+    ----------
+    data : float or np.floating
+        The float value to convert.
+
+    Returns
+    -------
+    JSONFloat
+        The JSON representation of the float.
+    """
+    # v3 can in principle handle distinct NaN values, but numpy does not represent these explicitly
+    # so we just reuse the v2 routine here
+    return float_to_json_v2(data)
+
+
+def complex_float_to_json_v3(
+    data: complex | np.complexfloating[Any, Any],
+) -> tuple[JSONFloatV3, JSONFloatV3]:
+    """
+    Convert a complex number to JSON as defined by the Zarr V3 spec.
+
+    Parameters
+    ----------
+    data : complex or np.complexfloating
+        The complex value to convert.
+
+    Returns
+    -------
+    tuple[JSONFloat, JSONFloat]
+        The JSON representation of the complex number.
+    """
+    return float_to_json_v3(data.real), float_to_json_v3(data.imag)
+
+
+def complex_float_to_json_v2(
+    data: complex | np.complexfloating[Any, Any],
+) -> tuple[JSONFloatV2, JSONFloatV2]:
+    """
+    Convert a complex number to JSON as defined by the Zarr V2 spec.
+
+    Parameters
+    ----------
+    data : complex | np.complexfloating
+        The complex value to convert.
+
+    Returns
+    -------
+    tuple[JSONFloat, JSONFloat]
+        The JSON representation of the complex number.
+    """
+    return float_to_json_v2(data.real), float_to_json_v2(data.imag)
+
+
+def complex_float_from_json_v2(data: tuple[JSONFloatV2, JSONFloatV2]) -> complex:
+    """
+    Convert a JSON complex float to a complex number (v2).
+
+    Parameters
+    ----------
+    data : tuple[JSONFloat, JSONFloat]
+        The JSON complex float to convert.
+
+    Returns
+    -------
+    np.complexfloating
+        The complex number.
+    """
+    return complex(float_from_json_v2(data[0]), float_from_json_v2(data[1]))
+
+
+def complex_float_from_json_v3(data: tuple[JSONFloatV3, JSONFloatV3]) -> complex:
+    """
+    Convert a JSON complex float to a complex number (v3).
+
+    Parameters
+    ----------
+    data : tuple[JSONFloat, JSONFloat]
+        The JSON complex float to convert.
+
+    Returns
+    -------
+    np.complexfloating
+        The complex number.
+    """
+    return complex(float_from_json_v3(data[0]), float_from_json_v3(data[1]))
+
+
+def check_json_float_v2(data: JSON) -> TypeGuard[JSONFloatV2]:
+    """
+    Check if a JSON value represents a float (v2).
+
+    Parameters
+    ----------
+    data : JSON
+        The JSON value to check.
+
+    Returns
+    -------
+    Bool
+        True if the data is a float, False otherwise.
+    """
+    if data == "NaN" or data == "Infinity" or data == "-Infinity":
+        return True
+    return isinstance(data, float | int)
+
+
+def check_json_float_v3(data: JSON) -> TypeGuard[JSONFloatV3]:
+    """
+    Check if a JSON value represents a float (v3).
+
+    Parameters
+    ----------
+    data : JSON
+        The JSON value to check.
+
+    Returns
+    -------
+    Bool
+        True if the data is a float, False otherwise.
+    """
+    return check_json_float_v2(data) or (isinstance(data, str) and data.startswith("0x"))
+
+
+def check_json_complex_float_v2(data: JSON) -> TypeGuard[tuple[JSONFloatV2, JSONFloatV2]]:
+    """
+    Check if a JSON value represents a complex float, as per the behavior of zarr-python 2.x
+
+    Parameters
+    ----------
+    data : JSON
+        The JSON value to check.
+
+    Returns
+    -------
+    Bool
+        True if the data is a complex float, False otherwise.
+    """
+    return (
+        not isinstance(data, str)
+        and isinstance(data, Sequence)
+        and len(data) == 2
+        and check_json_float_v2(data[0])
+        and check_json_float_v2(data[1])
+    )
+
+
+def check_json_complex_float_v3(data: JSON) -> TypeGuard[tuple[JSONFloatV3, JSONFloatV3]]:
+    """
+    Check if a JSON value represents a complex float, as per the zarr v3 spec
+
+    Parameters
+    ----------
+    data : JSON
+        The JSON value to check.
+
+    Returns
+    -------
+    Bool
+        True if the data is a complex float, False otherwise.
+    """
+    return (
+        not isinstance(data, str)
+        and isinstance(data, Sequence)
+        and len(data) == 2
+        and check_json_float_v3(data[0])
+        and check_json_float_v3(data[1])
+    )
+
+
+def check_json_int(data: JSON) -> TypeGuard[int]:
+    """
+    Check if a JSON value is an integer.
+
+    Parameters
+    ----------
+    data : JSON
+        The JSON value to check.
+
+    Returns
+    -------
+    Bool
+        True if the data is an integer, False otherwise.
+    """
+    return bool(isinstance(data, int))
+
+
+def check_json_str(data: JSON) -> TypeGuard[str]:
+    """
+    Check if a JSON value is a string.
+
+    Parameters
+    ----------
+    data : JSON
+        The JSON value to check.
+
+    Returns
+    -------
+    Bool
+        True if the data is a string, False otherwise.
+    """
+    return bool(isinstance(data, str))
+
+
+def check_json_bool(data: JSON) -> TypeGuard[bool]:
+    """
+    Check if a JSON value is a boolean.
+
+    Parameters
+    ----------
+    data : JSON
+        The JSON value to check.
+
+    Returns
+    -------
+    Bool
+        True if the data is a boolean, False otherwise.
+    """
+    return isinstance(data, bool)
diff --git a/src/zarr/core/dtype/npy/complex.py b/src/zarr/core/dtype/npy/complex.py
new file mode 100644
index 0000000000..38e506f1bc
--- /dev/null
+++ b/src/zarr/core/dtype/npy/complex.py
@@ -0,0 +1,213 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import (
+    TYPE_CHECKING,
+    ClassVar,
+    Literal,
+    Self,
+    TypeGuard,
+    overload,
+)
+
+import numpy as np
+
+from zarr.core.dtype.common import (
+    DataTypeValidationError,
+    DTypeConfig_V2,
+    DTypeJSON,
+    HasEndianness,
+    HasItemSize,
+    check_dtype_spec_v2,
+)
+from zarr.core.dtype.npy.common import (
+    ComplexLike,
+    TComplexDType_co,
+    TComplexScalar_co,
+    check_json_complex_float_v2,
+    check_json_complex_float_v3,
+    complex_float_from_json_v2,
+    complex_float_from_json_v3,
+    complex_float_to_json_v2,
+    complex_float_to_json_v3,
+    endianness_to_numpy_str,
+    get_endianness_from_numpy_dtype,
+)
+from zarr.core.dtype.wrapper import TBaseDType, ZDType
+
+if TYPE_CHECKING:
+    from zarr.core.common import JSON, ZarrFormat
+
+
+@dataclass(frozen=True)
+class BaseComplex(ZDType[TComplexDType_co, TComplexScalar_co], HasEndianness, HasItemSize):
+    # This attribute holds the possible zarr v2 JSON names for the data type
+    _zarr_v2_names: ClassVar[tuple[str, ...]]
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        if cls._check_native_dtype(dtype):
+            return cls(endianness=get_endianness_from_numpy_dtype(dtype))
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"
+        )
+
+    def to_native_dtype(self) -> TComplexDType_co:
+        byte_order = endianness_to_numpy_str(self.endianness)
+        return self.dtype_cls().newbyteorder(byte_order)  # type: ignore[return-value]
+
+    @classmethod
+    def _check_json_v2(cls, data: DTypeJSON) -> TypeGuard[DTypeConfig_V2[str, None]]:
+        """
+        Check that the input is a valid JSON representation of this data type.
+        """
+        return (
+            check_dtype_spec_v2(data)
+            and data["name"] in cls._zarr_v2_names
+            and data["object_codec_id"] is None
+        )
+
+    @classmethod
+    def _check_json_v3(cls, data: DTypeJSON) -> TypeGuard[str]:
+        return data == cls._zarr_v3_name
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            # Going via numpy ensures that we get the endianness correct without
+            # annoying string parsing.
+            name = data["name"]
+            return cls.from_native_dtype(np.dtype(name))
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected one of the strings {cls._zarr_v2_names}."
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            return cls()
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected {cls._zarr_v3_name}."
+        raise DataTypeValidationError(msg)
+
+    @overload  # type: ignore[override]
+    def to_json(self, zarr_format: Literal[2]) -> DTypeConfig_V2[str, None]: ...
+
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> str: ...
+
+    def to_json(self, zarr_format: ZarrFormat) -> DTypeConfig_V2[str, None] | str:
+        """
+        Convert the wrapped data type to a JSON-serializable form.
+
+        Parameters
+        ----------
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        str
+            The JSON-serializable representation of the wrapped data type
+        """
+        if zarr_format == 2:
+            return {"name": self.to_native_dtype().str, "object_codec_id": None}
+        elif zarr_format == 3:
+            return self._zarr_v3_name
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    def _check_scalar(self, data: object) -> TypeGuard[ComplexLike]:
+        return isinstance(data, ComplexLike)
+
+    def _cast_scalar_unchecked(self, data: ComplexLike) -> TComplexScalar_co:
+        return self.to_native_dtype().type(data)  # type: ignore[return-value]
+
+    def cast_scalar(self, data: object) -> TComplexScalar_co:
+        if self._check_scalar(data):
+            return self._cast_scalar_unchecked(data)
+        msg = f"Cannot convert object with type {type(data)} to a numpy float scalar."
+        raise TypeError(msg)
+
+    def default_scalar(self) -> TComplexScalar_co:
+        """
+        Get the default value, which is 0 cast to this dtype
+
+        Returns
+        -------
+        Int scalar
+            The default value.
+        """
+        return self._cast_scalar_unchecked(0)
+
+    def from_json_scalar(self, data: JSON, *, zarr_format: ZarrFormat) -> TComplexScalar_co:
+        """
+        Read a JSON-serializable value as a numpy float.
+
+        Parameters
+        ----------
+        data : JSON
+            The JSON-serializable value.
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        TScalar_co
+            The numpy float.
+        """
+        if zarr_format == 2:
+            if check_json_complex_float_v2(data):
+                return self._cast_scalar_unchecked(complex_float_from_json_v2(data))
+            raise TypeError(
+                f"Invalid type: {data}. Expected a float or a special string encoding of a float."
+            )
+        elif zarr_format == 3:
+            if check_json_complex_float_v3(data):
+                return self._cast_scalar_unchecked(complex_float_from_json_v3(data))
+            raise TypeError(
+                f"Invalid type: {data}. Expected a float or a special string encoding of a float."
+            )
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    def to_json_scalar(self, data: object, *, zarr_format: ZarrFormat) -> JSON:
+        """
+        Convert an object to a JSON-serializable float.
+
+        Parameters
+        ----------
+        data : _BaseScalar
+            The value to convert.
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        JSON
+            The JSON-serializable form of the complex number, which is a list of two floats,
+            each of which is encoding according to a zarr-format-specific encoding.
+        """
+        if zarr_format == 2:
+            return complex_float_to_json_v2(self.cast_scalar(data))
+        elif zarr_format == 3:
+            return complex_float_to_json_v3(self.cast_scalar(data))
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+
+@dataclass(frozen=True, kw_only=True)
+class Complex64(BaseComplex[np.dtypes.Complex64DType, np.complex64]):
+    dtype_cls = np.dtypes.Complex64DType
+    _zarr_v3_name: ClassVar[Literal["complex64"]] = "complex64"
+    _zarr_v2_names: ClassVar[tuple[str, ...]] = (">c8", "<c8")
+
+    @property
+    def item_size(self) -> int:
+        return 8
+
+
+@dataclass(frozen=True, kw_only=True)
+class Complex128(BaseComplex[np.dtypes.Complex128DType, np.complex128], HasEndianness):
+    dtype_cls = np.dtypes.Complex128DType
+    _zarr_v3_name: ClassVar[Literal["complex128"]] = "complex128"
+    _zarr_v2_names: ClassVar[tuple[str, ...]] = (">c16", "<c16")
+
+    @property
+    def item_size(self) -> int:
+        return 16
diff --git a/src/zarr/core/dtype/npy/float.py b/src/zarr/core/dtype/npy/float.py
new file mode 100644
index 0000000000..7b7243993f
--- /dev/null
+++ b/src/zarr/core/dtype/npy/float.py
@@ -0,0 +1,222 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import TYPE_CHECKING, ClassVar, Literal, Self, TypeGuard, overload
+
+import numpy as np
+
+from zarr.core.dtype.common import (
+    DataTypeValidationError,
+    DTypeConfig_V2,
+    DTypeJSON,
+    HasEndianness,
+    HasItemSize,
+    ScalarTypeValidationError,
+    check_dtype_spec_v2,
+)
+from zarr.core.dtype.npy.common import (
+    FloatLike,
+    TFloatDType_co,
+    TFloatScalar_co,
+    check_json_float_v2,
+    check_json_float_v3,
+    endianness_to_numpy_str,
+    float_from_json_v2,
+    float_from_json_v3,
+    float_to_json_v2,
+    float_to_json_v3,
+    get_endianness_from_numpy_dtype,
+)
+from zarr.core.dtype.wrapper import TBaseDType, ZDType
+
+if TYPE_CHECKING:
+    from zarr.core.common import JSON, ZarrFormat
+
+
+@dataclass(frozen=True)
+class BaseFloat(ZDType[TFloatDType_co, TFloatScalar_co], HasEndianness, HasItemSize):
+    # This attribute holds the possible zarr v2 JSON names for the data type
+    _zarr_v2_names: ClassVar[tuple[str, ...]]
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        if cls._check_native_dtype(dtype):
+            return cls(endianness=get_endianness_from_numpy_dtype(dtype))
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"
+        )
+
+    def to_native_dtype(self) -> TFloatDType_co:
+        byte_order = endianness_to_numpy_str(self.endianness)
+        return self.dtype_cls().newbyteorder(byte_order)  # type: ignore[return-value]
+
+    @classmethod
+    def _check_json_v2(cls, data: DTypeJSON) -> TypeGuard[DTypeConfig_V2[str, None]]:
+        """
+        Check that the input is a valid JSON representation of this data type.
+        """
+        return (
+            check_dtype_spec_v2(data)
+            and data["name"] in cls._zarr_v2_names
+            and data["object_codec_id"] is None
+        )
+
+    @classmethod
+    def _check_json_v3(cls, data: DTypeJSON) -> TypeGuard[str]:
+        return data == cls._zarr_v3_name
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            # Going via numpy ensures that we get the endianness correct without
+            # annoying string parsing.
+            name = data["name"]
+            return cls.from_native_dtype(np.dtype(name))
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected one of the strings {cls._zarr_v2_names}."
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            return cls()
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected {cls._zarr_v3_name}."
+        raise DataTypeValidationError(msg)
+
+    @overload  # type: ignore[override]
+    def to_json(self, zarr_format: Literal[2]) -> DTypeConfig_V2[str, None]: ...
+
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> str: ...
+
+    def to_json(self, zarr_format: ZarrFormat) -> DTypeConfig_V2[str, None] | str:
+        """
+        Convert the wrapped data type to a JSON-serializable form.
+
+        Parameters
+        ----------
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        str
+            The JSON-serializable representation of the wrapped data type
+        """
+        if zarr_format == 2:
+            return {"name": self.to_native_dtype().str, "object_codec_id": None}
+        elif zarr_format == 3:
+            return self._zarr_v3_name
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    def _check_scalar(self, data: object) -> TypeGuard[FloatLike]:
+        return isinstance(data, FloatLike)
+
+    def _cast_scalar_unchecked(self, data: FloatLike) -> TFloatScalar_co:
+        return self.to_native_dtype().type(data)  # type: ignore[return-value]
+
+    def cast_scalar(self, data: object) -> TFloatScalar_co:
+        if self._check_scalar(data):
+            return self._cast_scalar_unchecked(data)
+        msg = f"Cannot convert object with type {type(data)} to a numpy float scalar."
+        raise ScalarTypeValidationError(msg)
+
+    def default_scalar(self) -> TFloatScalar_co:
+        """
+        Get the default value, which is 0 cast to this dtype
+
+        Returns
+        -------
+        Int scalar
+            The default value.
+        """
+        return self._cast_scalar_unchecked(0)
+
+    def from_json_scalar(self, data: JSON, *, zarr_format: ZarrFormat) -> TFloatScalar_co:
+        """
+        Read a JSON-serializable value as a numpy float.
+
+        Parameters
+        ----------
+        data : JSON
+            The JSON-serializable value.
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        TScalar_co
+            The numpy float.
+        """
+        if zarr_format == 2:
+            if check_json_float_v2(data):
+                return self._cast_scalar_unchecked(float_from_json_v2(data))
+            else:
+                raise TypeError(
+                    f"Invalid type: {data}. Expected a float or a special string encoding of a float."
+                )
+        elif zarr_format == 3:
+            if check_json_float_v3(data):
+                return self._cast_scalar_unchecked(float_from_json_v3(data))
+            else:
+                raise TypeError(
+                    f"Invalid type: {data}. Expected a float or a special string encoding of a float."
+                )
+        else:
+            raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    def to_json_scalar(self, data: object, *, zarr_format: ZarrFormat) -> float | str:
+        """
+        Convert an object to a JSON-serializable float.
+
+        Parameters
+        ----------
+        data : _BaseScalar
+            The value to convert.
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        JSON
+            The JSON-serializable form of the float, which is potentially a number or a string.
+            See the zarr specifications for details on the JSON encoding for floats.
+        """
+        if zarr_format == 2:
+            return float_to_json_v2(self.cast_scalar(data))
+        elif zarr_format == 3:
+            return float_to_json_v3(self.cast_scalar(data))
+        else:
+            raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+
+@dataclass(frozen=True, kw_only=True)
+class Float16(BaseFloat[np.dtypes.Float16DType, np.float16]):
+    dtype_cls = np.dtypes.Float16DType
+    _zarr_v3_name = "float16"
+    _zarr_v2_names: ClassVar[tuple[Literal[">f2"], Literal["<f2"]]] = (">f2", "<f2")
+
+    @property
+    def item_size(self) -> int:
+        return 2
+
+
+@dataclass(frozen=True, kw_only=True)
+class Float32(BaseFloat[np.dtypes.Float32DType, np.float32]):
+    dtype_cls = np.dtypes.Float32DType
+    _zarr_v3_name = "float32"
+    _zarr_v2_names: ClassVar[tuple[Literal[">f4"], Literal["<f4"]]] = (">f4", "<f4")
+
+    @property
+    def item_size(self) -> int:
+        return 4
+
+
+@dataclass(frozen=True, kw_only=True)
+class Float64(BaseFloat[np.dtypes.Float64DType, np.float64]):
+    dtype_cls = np.dtypes.Float64DType
+    _zarr_v3_name = "float64"
+    _zarr_v2_names: ClassVar[tuple[Literal[">f8"], Literal["<f8"]]] = (">f8", "<f8")
+
+    @property
+    def item_size(self) -> int:
+        return 8
diff --git a/src/zarr/core/dtype/npy/int.py b/src/zarr/core/dtype/npy/int.py
new file mode 100644
index 0000000000..79d3ce2d47
--- /dev/null
+++ b/src/zarr/core/dtype/npy/int.py
@@ -0,0 +1,686 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import (
+    TYPE_CHECKING,
+    ClassVar,
+    Literal,
+    Self,
+    SupportsIndex,
+    SupportsInt,
+    TypeGuard,
+    TypeVar,
+    overload,
+)
+
+import numpy as np
+
+from zarr.core.dtype.common import (
+    DataTypeValidationError,
+    DTypeConfig_V2,
+    DTypeJSON,
+    HasEndianness,
+    HasItemSize,
+    check_dtype_spec_v2,
+)
+from zarr.core.dtype.npy.common import (
+    check_json_int,
+    endianness_to_numpy_str,
+    get_endianness_from_numpy_dtype,
+)
+from zarr.core.dtype.wrapper import TBaseDType, ZDType
+
+if TYPE_CHECKING:
+    from zarr.core.common import JSON, ZarrFormat
+
+_NumpyIntDType = (
+    np.dtypes.Int8DType
+    | np.dtypes.Int16DType
+    | np.dtypes.Int32DType
+    | np.dtypes.Int64DType
+    | np.dtypes.UInt8DType
+    | np.dtypes.UInt16DType
+    | np.dtypes.UInt32DType
+    | np.dtypes.UInt64DType
+)
+_NumpyIntScalar = (
+    np.int8 | np.int16 | np.int32 | np.int64 | np.uint8 | np.uint16 | np.uint32 | np.uint64
+)
+TIntDType_co = TypeVar("TIntDType_co", bound=_NumpyIntDType, covariant=True)
+TIntScalar_co = TypeVar("TIntScalar_co", bound=_NumpyIntScalar, covariant=True)
+IntLike = SupportsInt | SupportsIndex | bytes | str
+
+
+@dataclass(frozen=True)
+class BaseInt(ZDType[TIntDType_co, TIntScalar_co], HasItemSize):
+    # This attribute holds the possible zarr V2 JSON names for the data type
+    _zarr_v2_names: ClassVar[tuple[str, ...]]
+
+    @classmethod
+    def _check_json_v2(cls, data: object) -> TypeGuard[DTypeConfig_V2[str, None]]:
+        """
+        Check that the input is a valid JSON representation of this data type.
+        """
+        return (
+            check_dtype_spec_v2(data)
+            and data["name"] in cls._zarr_v2_names
+            and data["object_codec_id"] is None
+        )
+
+    @classmethod
+    def _check_json_v3(cls, data: object) -> TypeGuard[str]:
+        """
+        Check that a JSON value is consistent with the zarr v3 spec for this data type.
+        """
+        return data == cls._zarr_v3_name
+
+    def _check_scalar(self, data: object) -> TypeGuard[IntLike]:
+        """
+        Check that a python object is IntLike
+        """
+        return isinstance(data, IntLike)
+
+    def _cast_scalar_unchecked(self, data: IntLike) -> TIntScalar_co:
+        """
+        Create an integer without any type checking of the input.
+        """
+        return self.to_native_dtype().type(data)  # type: ignore[return-value]
+
+    def cast_scalar(self, data: object) -> TIntScalar_co:
+        if self._check_scalar(data):
+            return self._cast_scalar_unchecked(data)
+        msg = f"Cannot convert object with type {type(data)} to a numpy integer."
+        raise TypeError(msg)
+
+    def default_scalar(self) -> TIntScalar_co:
+        """
+        Get the default value, which is 0 cast to this dtype
+
+        Returns
+        -------
+        Int scalar
+            The default value.
+        """
+        return self._cast_scalar_unchecked(0)
+
+    def from_json_scalar(self, data: JSON, *, zarr_format: ZarrFormat) -> TIntScalar_co:
+        """
+        Read a JSON-serializable value as a numpy int scalar.
+
+        Parameters
+        ----------
+        data : JSON
+            The JSON-serializable value.
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        TScalar_co
+            The numpy scalar.
+        """
+        if check_json_int(data):
+            return self._cast_scalar_unchecked(data)
+        raise TypeError(f"Invalid type: {data}. Expected an integer.")
+
+    def to_json_scalar(self, data: object, *, zarr_format: ZarrFormat) -> int:
+        """
+        Convert an object to JSON-serializable scalar.
+
+        Parameters
+        ----------
+        data : _BaseScalar
+            The value to convert.
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        int
+            The JSON-serializable form of the scalar.
+        """
+        return int(self.cast_scalar(data))
+
+
+@dataclass(frozen=True, kw_only=True)
+class Int8(BaseInt[np.dtypes.Int8DType, np.int8]):
+    dtype_cls = np.dtypes.Int8DType
+    _zarr_v3_name: ClassVar[Literal["int8"]] = "int8"
+    _zarr_v2_names: ClassVar[tuple[Literal["|i1"]]] = ("|i1",)
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        """
+        Create a Int8 from a np.dtype('int8') instance.
+        """
+        if cls._check_native_dtype(dtype):
+            return cls()
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"
+        )
+
+    def to_native_dtype(self: Self) -> np.dtypes.Int8DType:
+        return self.dtype_cls()
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            return cls()
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected the string {cls._zarr_v2_names[0]!r}"
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            return cls()
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected the string {cls._zarr_v3_name!r}"
+        raise DataTypeValidationError(msg)
+
+    @overload  # type: ignore[override]
+    def to_json(self, zarr_format: Literal[2]) -> DTypeConfig_V2[Literal["|i1"], None]: ...
+
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> Literal["int8"]: ...
+
+    def to_json(
+        self, zarr_format: ZarrFormat
+    ) -> DTypeConfig_V2[Literal["|i1"], None] | Literal["int8"]:
+        """
+        Convert the wrapped data type to a JSON-serializable form.
+
+        Parameters
+        ----------
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        str
+            The JSON-serializable representation of the wrapped data type
+        """
+        if zarr_format == 2:
+            return {"name": self._zarr_v2_names[0], "object_codec_id": None}
+        elif zarr_format == 3:
+            return self._zarr_v3_name
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    @property
+    def item_size(self) -> int:
+        return 1
+
+
+@dataclass(frozen=True, kw_only=True)
+class UInt8(BaseInt[np.dtypes.UInt8DType, np.uint8]):
+    dtype_cls = np.dtypes.UInt8DType
+    _zarr_v3_name: ClassVar[Literal["uint8"]] = "uint8"
+    _zarr_v2_names: ClassVar[tuple[Literal["|u1"]]] = ("|u1",)
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        """
+        Create a Bool from a np.dtype('uint8') instance.
+        """
+        if cls._check_native_dtype(dtype):
+            return cls()
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"
+        )
+
+    def to_native_dtype(self: Self) -> np.dtypes.UInt8DType:
+        return self.dtype_cls()
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            return cls()
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected the string {cls._zarr_v2_names[0]!r}"
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            return cls()
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected the string {cls._zarr_v3_name!r}"
+        raise DataTypeValidationError(msg)
+
+    @overload  # type: ignore[override]
+    def to_json(self, zarr_format: Literal[2]) -> DTypeConfig_V2[Literal["|u1"], None]: ...
+
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> Literal["uint8"]: ...
+
+    def to_json(
+        self, zarr_format: ZarrFormat
+    ) -> DTypeConfig_V2[Literal["|u1"], None] | Literal["uint8"]:
+        """
+        Convert the wrapped data type to a JSON-serializable form.
+
+        Parameters
+        ----------
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        str
+            The JSON-serializable representation of the wrapped data type
+        """
+        if zarr_format == 2:
+            return {"name": self._zarr_v2_names[0], "object_codec_id": None}
+        elif zarr_format == 3:
+            return self._zarr_v3_name
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    @property
+    def item_size(self) -> int:
+        return 1
+
+
+@dataclass(frozen=True, kw_only=True)
+class Int16(BaseInt[np.dtypes.Int16DType, np.int16], HasEndianness):
+    dtype_cls = np.dtypes.Int16DType
+    _zarr_v3_name: ClassVar[Literal["int16"]] = "int16"
+    _zarr_v2_names: ClassVar[tuple[Literal[">i2"], Literal["<i2"]]] = (">i2", "<i2")
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        if cls._check_native_dtype(dtype):
+            return cls(endianness=get_endianness_from_numpy_dtype(dtype))
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"
+        )
+
+    def to_native_dtype(self) -> np.dtypes.Int16DType:
+        byte_order = endianness_to_numpy_str(self.endianness)
+        return self.dtype_cls().newbyteorder(byte_order)
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            # Going via numpy ensures that we get the endianness correct without
+            # annoying string parsing.
+            name = data["name"]
+            return cls.from_native_dtype(np.dtype(name))
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected one of the strings {cls._zarr_v2_names!r}."
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            return cls()
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected the string {cls._zarr_v3_name!r}"
+        raise DataTypeValidationError(msg)
+
+    @overload  # type: ignore[override]
+    def to_json(self, zarr_format: Literal[2]) -> DTypeConfig_V2[Literal[">i2", "<i2"], None]: ...
+
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> Literal["int16"]: ...
+
+    def to_json(
+        self, zarr_format: ZarrFormat
+    ) -> DTypeConfig_V2[Literal[">i2", "<i2"], None] | Literal["int16"]:
+        """
+        Convert the wrapped data type to a JSON-serializable form.
+
+        Parameters
+        ----------
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        str
+            The JSON-serializable representation of the wrapped data type
+        """
+        if zarr_format == 2:
+            name = self.to_native_dtype().str
+            return {"name": name, "object_codec_id": None}
+        elif zarr_format == 3:
+            return self._zarr_v3_name
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    @property
+    def item_size(self) -> int:
+        return 2
+
+
+@dataclass(frozen=True, kw_only=True)
+class UInt16(BaseInt[np.dtypes.UInt16DType, np.uint16], HasEndianness):
+    dtype_cls = np.dtypes.UInt16DType
+    _zarr_v3_name: ClassVar[Literal["uint16"]] = "uint16"
+    _zarr_v2_names: ClassVar[tuple[Literal[">u2"], Literal["<u2"]]] = (">u2", "<u2")
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        if cls._check_native_dtype(dtype):
+            return cls(endianness=get_endianness_from_numpy_dtype(dtype))
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"
+        )
+
+    def to_native_dtype(self) -> np.dtypes.UInt16DType:
+        byte_order = endianness_to_numpy_str(self.endianness)
+        return self.dtype_cls().newbyteorder(byte_order)
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            # Going via numpy ensures that we get the endianness correct without
+            # annoying string parsing.
+            name = data["name"]
+            return cls.from_native_dtype(np.dtype(name))
+        msg = f"Invalid JSON representation of UInt16. Got {data!r}, expected one of the strings {cls._zarr_v2_names}."
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            return cls()
+        msg = f"Invalid JSON representation of UInt16. Got {data!r}, expected the string {cls._zarr_v3_name!r}"
+        raise DataTypeValidationError(msg)
+
+    @overload  # type: ignore[override]
+    def to_json(self, zarr_format: Literal[2]) -> DTypeConfig_V2[Literal[">u2", "<u2"], None]: ...
+
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> Literal["uint16"]: ...
+
+    def to_json(
+        self, zarr_format: ZarrFormat
+    ) -> DTypeConfig_V2[Literal[">u2", "<u2"], None] | Literal["uint16"]:
+        """
+        Convert the wrapped data type to a JSON-serializable form.
+
+        Parameters
+        ----------
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        str
+            The JSON-serializable representation of the wrapped data type
+        """
+        if zarr_format == 2:
+            name = self.to_native_dtype().str
+            return {"name": name, "object_codec_id": None}
+        elif zarr_format == 3:
+            return self._zarr_v3_name
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    @property
+    def item_size(self) -> int:
+        return 2
+
+
+@dataclass(frozen=True, kw_only=True)
+class Int32(BaseInt[np.dtypes.Int32DType, np.int32], HasEndianness):
+    dtype_cls = np.dtypes.Int32DType
+    _zarr_v3_name: ClassVar[Literal["int32"]] = "int32"
+    _zarr_v2_names: ClassVar[tuple[Literal[">i4"], Literal["<i4"]]] = (">i4", "<i4")
+
+    @classmethod
+    def from_native_dtype(cls: type[Self], dtype: TBaseDType) -> Self:
+        if cls._check_native_dtype(dtype):
+            return cls(endianness=get_endianness_from_numpy_dtype(dtype))
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"
+        )
+
+    def to_native_dtype(self) -> np.dtypes.Int32DType:
+        byte_order = endianness_to_numpy_str(self.endianness)
+        return self.dtype_cls().newbyteorder(byte_order)
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            # Going via numpy ensures that we get the endianness correct without
+            # annoying string parsing.
+            name = data["name"]
+            return cls.from_native_dtype(np.dtype(name))
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected one of the strings {cls._zarr_v2_names}."
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            return cls()
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected the string {cls._zarr_v3_name!r}"
+        raise DataTypeValidationError(msg)
+
+    @overload  # type: ignore[override]
+    def to_json(self, zarr_format: Literal[2]) -> DTypeConfig_V2[Literal[">i4", "<i4"], None]: ...
+
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> Literal["int32"]: ...
+
+    def to_json(
+        self, zarr_format: ZarrFormat
+    ) -> DTypeConfig_V2[Literal[">i4", "<i4"], None] | Literal["int32"]:
+        """
+        Convert the wrapped data type to a JSON-serializable form.
+
+        Parameters
+        ----------
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        str
+            The JSON-serializable representation of the wrapped data type
+        """
+        if zarr_format == 2:
+            name = self.to_native_dtype().str
+            return {"name": name, "object_codec_id": None}
+        elif zarr_format == 3:
+            return self._zarr_v3_name
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    @property
+    def item_size(self) -> int:
+        return 4
+
+
+@dataclass(frozen=True, kw_only=True)
+class UInt32(BaseInt[np.dtypes.UInt32DType, np.uint32], HasEndianness):
+    dtype_cls = np.dtypes.UInt32DType
+    _zarr_v3_name: ClassVar[Literal["uint32"]] = "uint32"
+    _zarr_v2_names: ClassVar[tuple[Literal[">u4"], Literal["<u4"]]] = (">u4", "<u4")
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        if cls._check_native_dtype(dtype):
+            return cls(endianness=get_endianness_from_numpy_dtype(dtype))
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"
+        )
+
+    def to_native_dtype(self) -> np.dtypes.UInt32DType:
+        byte_order = endianness_to_numpy_str(self.endianness)
+        return self.dtype_cls().newbyteorder(byte_order)
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            # Going via numpy ensures that we get the endianness correct without
+            # annoying string parsing.
+            name = data["name"]
+            return cls.from_native_dtype(np.dtype(name))
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected one of the strings {cls._zarr_v2_names}."
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            return cls()
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected the string {cls._zarr_v3_name!r}"
+        raise DataTypeValidationError(msg)
+
+    @overload  # type: ignore[override]
+    def to_json(self, zarr_format: Literal[2]) -> DTypeConfig_V2[Literal[">u4", "<u4"], None]: ...
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> Literal["uint32"]: ...
+    def to_json(
+        self, zarr_format: ZarrFormat
+    ) -> DTypeConfig_V2[Literal[">u4", "<u4"], None] | Literal["uint32"]:
+        """
+        Convert the wrapped data type to a JSON-serializable form.
+
+        Parameters
+        ----------
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        str
+            The JSON-serializable representation of the wrapped data type
+        """
+        if zarr_format == 2:
+            name = self.to_native_dtype().str
+            return {"name": name, "object_codec_id": None}
+        elif zarr_format == 3:
+            return self._zarr_v3_name
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")
+
+    @property
+    def item_size(self) -> int:
+        return 4
+
+
+@dataclass(frozen=True, kw_only=True)
+class Int64(BaseInt[np.dtypes.Int64DType, np.int64], HasEndianness):
+    dtype_cls = np.dtypes.Int64DType
+    _zarr_v3_name: ClassVar[Literal["int64"]] = "int64"
+    _zarr_v2_names: ClassVar[tuple[Literal[">i8"], Literal["<i8"]]] = (">i8", "<i8")
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        if cls._check_native_dtype(dtype):
+            return cls(endianness=get_endianness_from_numpy_dtype(dtype))
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"
+        )
+
+    def to_native_dtype(self) -> np.dtypes.Int64DType:
+        byte_order = endianness_to_numpy_str(self.endianness)
+        return self.dtype_cls().newbyteorder(byte_order)
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            # Going via numpy ensures that we get the endianness correct without
+            # annoying string parsing.
+            name = data["name"]
+            return cls.from_native_dtype(np.dtype(name))
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected one of the strings {cls._zarr_v2_names}."
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            return cls()
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected the string {cls._zarr_v3_name!r}"
+        raise DataTypeValidationError(msg)
+
+    @overload  # type: ignore[override]
+    def to_json(self, zarr_format: Literal[2]) -> DTypeConfig_V2[Literal[">i8", "<i8"], None]: ...
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> Literal["int64"]: ...
+    def to_json(
+        self, zarr_format: ZarrFormat
+    ) -> DTypeConfig_V2[Literal[">i8", "<i8"], None] | Literal["int64"]:
+        """
+        Convert the wrapped data type to a JSON-serializable form.
+
+        Parameters
+        ----------
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        str
+            The JSON-serializable representation of the wrapped data type
+        """
+        if zarr_format == 2:
+            name = self.to_native_dtype().str
+            return {"name": name, "object_codec_id": None}
+        elif zarr_format == 3:
+            return self._zarr_v3_name
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")
+
+    @property
+    def item_size(self) -> int:
+        return 8
+
+
+@dataclass(frozen=True, kw_only=True)
+class UInt64(BaseInt[np.dtypes.UInt64DType, np.uint64], HasEndianness):
+    dtype_cls = np.dtypes.UInt64DType
+    _zarr_v3_name: ClassVar[Literal["uint64"]] = "uint64"
+    _zarr_v2_names: ClassVar[tuple[Literal[">u8"], Literal["<u8"]]] = (">u8", "<u8")
+
+    def to_native_dtype(self) -> np.dtypes.UInt64DType:
+        byte_order = endianness_to_numpy_str(self.endianness)
+        return self.dtype_cls().newbyteorder(byte_order)
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            # Going via numpy ensures that we get the endianness correct without
+            # annoying string parsing.
+            name = data["name"]
+            return cls.from_native_dtype(np.dtype(name))
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected one of the strings {cls._zarr_v2_names}."
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            return cls()
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected the string {cls._zarr_v3_name!r}"
+        raise DataTypeValidationError(msg)
+
+    @overload  # type: ignore[override]
+    def to_json(self, zarr_format: Literal[2]) -> DTypeConfig_V2[Literal[">u8", "<u8"], None]: ...
+
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> Literal["uint64"]: ...
+
+    def to_json(
+        self, zarr_format: ZarrFormat
+    ) -> DTypeConfig_V2[Literal[">u8", "<u8"], None] | Literal["uint64"]:
+        """
+        Convert the wrapped data type to a JSON-serializable form.
+
+        Parameters
+        ----------
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        str
+            The JSON-serializable representation of the wrapped data type
+        """
+        if zarr_format == 2:
+            name = self.to_native_dtype().str
+            return {"name": name, "object_codec_id": None}
+        elif zarr_format == 3:
+            return self._zarr_v3_name
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        if cls._check_native_dtype(dtype):
+            return cls(endianness=get_endianness_from_numpy_dtype(dtype))
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"
+        )
+
+    @property
+    def item_size(self) -> int:
+        return 8
diff --git a/src/zarr/core/dtype/npy/string.py b/src/zarr/core/dtype/npy/string.py
new file mode 100644
index 0000000000..4a1114617a
--- /dev/null
+++ b/src/zarr/core/dtype/npy/string.py
@@ -0,0 +1,302 @@
+from __future__ import annotations
+
+import re
+from dataclasses import dataclass
+from typing import (
+    TYPE_CHECKING,
+    ClassVar,
+    Literal,
+    Protocol,
+    Self,
+    TypedDict,
+    TypeGuard,
+    overload,
+    runtime_checkable,
+)
+
+import numpy as np
+
+from zarr.core.common import NamedConfig
+from zarr.core.dtype.common import (
+    DataTypeValidationError,
+    DTypeConfig_V2,
+    DTypeJSON,
+    HasEndianness,
+    HasItemSize,
+    HasLength,
+    HasObjectCodec,
+    check_dtype_spec_v2,
+    v3_unstable_dtype_warning,
+)
+from zarr.core.dtype.npy.common import (
+    check_json_str,
+    endianness_to_numpy_str,
+    get_endianness_from_numpy_dtype,
+)
+from zarr.core.dtype.wrapper import TDType_co, ZDType
+
+if TYPE_CHECKING:
+    from zarr.core.common import JSON, ZarrFormat
+    from zarr.core.dtype.wrapper import TBaseDType
+
+_NUMPY_SUPPORTS_VLEN_STRING = hasattr(np.dtypes, "StringDType")
+
+
+@runtime_checkable
+class SupportsStr(Protocol):
+    def __str__(self) -> str: ...
+
+
+class LengthBytesConfig(TypedDict):
+    length_bytes: int
+
+
+# TODO: Fix this terrible name
+FixedLengthUTF32JSONV3 = NamedConfig[Literal["fixed_length_utf32"], LengthBytesConfig]
+
+
+@dataclass(frozen=True, kw_only=True)
+class FixedLengthUTF32(
+    ZDType[np.dtypes.StrDType[int], np.str_], HasEndianness, HasLength, HasItemSize
+):
+    dtype_cls = np.dtypes.StrDType
+    _zarr_v3_name: ClassVar[Literal["fixed_length_utf32"]] = "fixed_length_utf32"
+    code_point_bytes: ClassVar[int] = 4  # utf32 is 4 bytes per code point
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        if cls._check_native_dtype(dtype):
+            endianness = get_endianness_from_numpy_dtype(dtype)
+            return cls(
+                length=dtype.itemsize // (cls.code_point_bytes),
+                endianness=endianness,
+            )
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"
+        )
+
+    def to_native_dtype(self) -> np.dtypes.StrDType[int]:
+        byte_order = endianness_to_numpy_str(self.endianness)
+        return self.dtype_cls(self.length).newbyteorder(byte_order)
+
+    @classmethod
+    def _check_json_v2(cls, data: DTypeJSON) -> TypeGuard[DTypeConfig_V2[str, None]]:
+        """
+        Check that the input is a valid JSON representation of a numpy U dtype.
+        """
+        return (
+            check_dtype_spec_v2(data)
+            and isinstance(data["name"], str)
+            and re.match(r"^[><]U\d+$", data["name"]) is not None
+            and data["object_codec_id"] is None
+        )
+
+    @classmethod
+    def _check_json_v3(cls, data: DTypeJSON) -> TypeGuard[FixedLengthUTF32JSONV3]:
+        return (
+            isinstance(data, dict)
+            and set(data.keys()) == {"name", "configuration"}
+            and data["name"] == cls._zarr_v3_name
+            and "configuration" in data
+            and isinstance(data["configuration"], dict)
+            and set(data["configuration"].keys()) == {"length_bytes"}
+            and isinstance(data["configuration"]["length_bytes"], int)
+        )
+
+    @overload  # type: ignore[override]
+    def to_json(self, zarr_format: Literal[2]) -> DTypeConfig_V2[str, None]: ...
+
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> FixedLengthUTF32JSONV3: ...
+
+    def to_json(
+        self, zarr_format: ZarrFormat
+    ) -> DTypeConfig_V2[str, None] | FixedLengthUTF32JSONV3:
+        if zarr_format == 2:
+            return {"name": self.to_native_dtype().str, "object_codec_id": None}
+        elif zarr_format == 3:
+            v3_unstable_dtype_warning(self)
+            return {
+                "name": self._zarr_v3_name,
+                "configuration": {"length_bytes": self.length * self.code_point_bytes},
+            }
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            # Construct the numpy dtype instead of string parsing.
+            name = data["name"]
+            return cls.from_native_dtype(np.dtype(name))
+        raise DataTypeValidationError(
+            f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected a string representation of a numpy U dtype."
+        )
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            return cls(length=data["configuration"]["length_bytes"] // cls.code_point_bytes)
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected {cls._zarr_v3_name}."
+        raise DataTypeValidationError(msg)
+
+    def default_scalar(self) -> np.str_:
+        return np.str_("")
+
+    def to_json_scalar(self, data: object, *, zarr_format: ZarrFormat) -> str:
+        return str(data)
+
+    def from_json_scalar(self, data: JSON, *, zarr_format: ZarrFormat) -> np.str_:
+        if check_json_str(data):
+            return self.to_native_dtype().type(data)
+        raise TypeError(f"Invalid type: {data}. Expected a string.")  # pragma: no cover
+
+    def _check_scalar(self, data: object) -> TypeGuard[str | np.str_ | bytes | int]:
+        # this is generous for backwards compatibility
+        return isinstance(data, str | np.str_ | bytes | int)
+
+    def cast_scalar(self, data: object) -> np.str_:
+        if self._check_scalar(data):
+            # We explicitly truncate before casting because of the following numpy behavior:
+            # >>> x = np.dtype('U3').type('hello world')
+            # >>> x
+            # np.str_('hello world')
+            # >>> x.dtype
+            # dtype('U11')
+
+            if isinstance(data, int):
+                return self.to_native_dtype().type(str(data)[: self.length])
+            else:
+                return self.to_native_dtype().type(data[: self.length])
+        raise TypeError(
+            f"Cannot convert object with type {type(data)} to a numpy unicode string scalar."
+        )
+
+    @property
+    def item_size(self) -> int:
+        return self.length * self.code_point_bytes
+
+
+def check_vlen_string_json_scalar(data: object) -> TypeGuard[int | str | float]:
+    """
+    This function checks the type of JSON-encoded variable length strings. It is generous for
+    backwards compatibility, as zarr-python v2 would use ints for variable length strings
+    fill values
+    """
+    return isinstance(data, int | str | float)
+
+
+# VariableLengthUTF8 is defined in two places, conditioned on the version of numpy.
+# If numpy 2 is installed, then VariableLengthUTF8 is defined with the numpy variable length
+# string dtype as the native dtype. Otherwise, VariableLengthUTF8 is defined with the numpy object
+# dtype as the native dtype.
+class UTF8Base(ZDType[TDType_co, str], HasObjectCodec):
+    """
+    A base class for the variable length UTF-8 string data type. This class should not be used
+    as data type, but as a base class for other variable length string data types.
+    """
+
+    _zarr_v3_name: ClassVar[Literal["variable_length_utf8"]] = "variable_length_utf8"
+    object_codec_id: ClassVar[Literal["vlen-utf8"]] = "vlen-utf8"
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        if cls._check_native_dtype(dtype):
+            return cls()
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"
+        )
+
+    @classmethod
+    def _check_json_v2(
+        cls,
+        data: DTypeJSON,
+    ) -> TypeGuard[DTypeConfig_V2[Literal["|O"], Literal["vlen-utf8"]]]:
+        """
+        Check that the input is a valid JSON representation of a numpy O dtype, and that the
+        object codec id is appropriate for variable-length UTF-8 strings.
+        """
+        return (
+            check_dtype_spec_v2(data)
+            and data["name"] == "|O"
+            and data["object_codec_id"] == cls.object_codec_id
+        )
+
+    @classmethod
+    def _check_json_v3(cls, data: DTypeJSON) -> TypeGuard[Literal["variable_length_utf8"]]:
+        return data == cls._zarr_v3_name
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            return cls()
+        msg = (
+            f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected the string '|O'"
+        )
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            return cls()
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected {cls._zarr_v3_name}."
+        raise DataTypeValidationError(msg)
+
+    @overload  # type: ignore[override]
+    def to_json(
+        self, zarr_format: Literal[2]
+    ) -> DTypeConfig_V2[Literal["|O"], Literal["vlen-utf8"]]: ...
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> Literal["variable_length_utf8"]: ...
+
+    def to_json(
+        self, zarr_format: ZarrFormat
+    ) -> DTypeConfig_V2[Literal["|O"], Literal["vlen-utf8"]] | Literal["variable_length_utf8"]:
+        if zarr_format == 2:
+            return {"name": "|O", "object_codec_id": self.object_codec_id}
+        elif zarr_format == 3:
+            v3_unstable_dtype_warning(self)
+            return self._zarr_v3_name
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    def default_scalar(self) -> str:
+        return ""
+
+    def to_json_scalar(self, data: object, *, zarr_format: ZarrFormat) -> str:
+        if self._check_scalar(data):
+            return self._cast_scalar_unchecked(data)
+        raise TypeError(f"Invalid type: {data}. Expected a string.")
+
+    def from_json_scalar(self, data: JSON, *, zarr_format: ZarrFormat) -> str:
+        if not check_vlen_string_json_scalar(data):
+            raise TypeError(f"Invalid type: {data}. Expected a string or number.")
+        return str(data)
+
+    def _check_scalar(self, data: object) -> TypeGuard[SupportsStr]:
+        return isinstance(data, SupportsStr)
+
+    def _cast_scalar_unchecked(self, data: SupportsStr) -> str:
+        return str(data)
+
+    def cast_scalar(self, data: object) -> str:
+        if self._check_scalar(data):
+            return self._cast_scalar_unchecked(data)
+        raise TypeError(f"Cannot convert object with type {type(data)} to a python string.")
+
+
+if _NUMPY_SUPPORTS_VLEN_STRING:
+
+    @dataclass(frozen=True, kw_only=True)
+    class VariableLengthUTF8(UTF8Base[np.dtypes.StringDType]):  # type: ignore[type-var]
+        dtype_cls = np.dtypes.StringDType
+
+        def to_native_dtype(self) -> np.dtypes.StringDType:
+            return self.dtype_cls()
+
+else:
+    # Numpy pre-2 does not have a variable length string dtype, so we use the Object dtype instead.
+    @dataclass(frozen=True, kw_only=True)
+    class VariableLengthUTF8(UTF8Base[np.dtypes.ObjectDType]):  # type: ignore[no-redef]
+        dtype_cls = np.dtypes.ObjectDType
+
+        def to_native_dtype(self) -> np.dtypes.ObjectDType:
+            return self.dtype_cls()
diff --git a/src/zarr/core/dtype/npy/structured.py b/src/zarr/core/dtype/npy/structured.py
new file mode 100644
index 0000000000..d9e1ff55ae
--- /dev/null
+++ b/src/zarr/core/dtype/npy/structured.py
@@ -0,0 +1,206 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import TYPE_CHECKING, Literal, Self, TypeGuard, cast, overload
+
+import numpy as np
+
+from zarr.core.dtype.common import (
+    DataTypeValidationError,
+    DTypeConfig_V2,
+    DTypeJSON,
+    DTypeSpec_V3,
+    HasItemSize,
+    StructuredName_V2,
+    check_dtype_spec_v2,
+    check_structured_dtype_name_v2,
+    v3_unstable_dtype_warning,
+)
+from zarr.core.dtype.npy.common import (
+    bytes_from_json,
+    bytes_to_json,
+    check_json_str,
+)
+from zarr.core.dtype.wrapper import TBaseDType, TBaseScalar, ZDType
+
+if TYPE_CHECKING:
+    from collections.abc import Sequence
+
+    from zarr.core.common import JSON, NamedConfig, ZarrFormat
+
+StructuredScalarLike = list[object] | tuple[object, ...] | bytes | int
+
+
+@dataclass(frozen=True, kw_only=True)
+class Structured(ZDType[np.dtypes.VoidDType[int], np.void], HasItemSize):
+    dtype_cls = np.dtypes.VoidDType  # type: ignore[assignment]
+    _zarr_v3_name = "structured"
+    fields: tuple[tuple[str, ZDType[TBaseDType, TBaseScalar]], ...]
+
+    @classmethod
+    def _check_native_dtype(cls, dtype: TBaseDType) -> TypeGuard[np.dtypes.VoidDType[int]]:
+        """
+        Check that this dtype is a numpy structured dtype
+
+        Parameters
+        ----------
+        dtype : np.dtypes.DTypeLike
+            The dtype to check.
+
+        Returns
+        -------
+        TypeGuard[np.dtypes.VoidDType]
+            True if the dtype matches, False otherwise.
+        """
+        return isinstance(dtype, cls.dtype_cls) and dtype.fields is not None  # type: ignore[has-type]
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        from zarr.core.dtype import get_data_type_from_native_dtype
+
+        fields: list[tuple[str, ZDType[TBaseDType, TBaseScalar]]] = []
+        if cls._check_native_dtype(dtype):
+            # fields of a structured numpy dtype are either 2-tuples or 3-tuples. we only
+            # care about the first element in either case.
+            for key, (dtype_instance, *_) in dtype.fields.items():  # type: ignore[union-attr]
+                dtype_wrapped = get_data_type_from_native_dtype(dtype_instance)
+                fields.append((key, dtype_wrapped))
+
+            return cls(fields=tuple(fields))
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"  # type: ignore[has-type]
+        )
+
+    def to_native_dtype(self) -> np.dtypes.VoidDType[int]:
+        return cast(
+            "np.dtypes.VoidDType[int]",
+            np.dtype([(key, dtype.to_native_dtype()) for (key, dtype) in self.fields]),
+        )
+
+    @classmethod
+    def _check_json_v2(
+        cls,
+        data: DTypeJSON,
+    ) -> TypeGuard[DTypeConfig_V2[StructuredName_V2, None]]:
+        return (
+            check_dtype_spec_v2(data)
+            and not isinstance(data["name"], str)
+            and check_structured_dtype_name_v2(data["name"])
+            and data["object_codec_id"] is None
+        )
+
+    @classmethod
+    def _check_json_v3(
+        cls, data: DTypeJSON
+    ) -> TypeGuard[NamedConfig[Literal["structured"], dict[str, Sequence[tuple[str, DTypeJSON]]]]]:
+        return (
+            isinstance(data, dict)
+            and set(data.keys()) == {"name", "configuration"}
+            and data["name"] == cls._zarr_v3_name
+            and isinstance(data["configuration"], dict)
+            and set(data["configuration"].keys()) == {"fields"}
+        )
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        # avoid circular import
+        from zarr.core.dtype import get_data_type_from_json
+
+        if cls._check_json_v2(data):
+            # structured dtypes are constructed directly from a list of lists
+            # note that we do not handle the object codec here! this will prevent structured
+            # dtypes from containing object dtypes.
+            return cls(
+                fields=tuple(  # type: ignore[misc]
+                    (  # type: ignore[misc]
+                        f_name,
+                        get_data_type_from_json(
+                            {"name": f_dtype, "object_codec_id": None}, zarr_format=2
+                        ),
+                    )
+                    for f_name, f_dtype in data["name"]
+                )
+            )
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected a JSON array of arrays"
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        # avoid circular import
+        from zarr.core.dtype import get_data_type_from_json
+
+        if cls._check_json_v3(data):
+            config = data["configuration"]
+            meta_fields = config["fields"]
+            return cls(
+                fields=tuple(
+                    (f_name, get_data_type_from_json(f_dtype, zarr_format=3))
+                    for f_name, f_dtype in meta_fields
+                )
+            )
+        msg = f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected a JSON object with the key {cls._zarr_v3_name!r}"
+        raise DataTypeValidationError(msg)
+
+    @overload  # type: ignore[override]
+    def to_json(self, zarr_format: Literal[2]) -> DTypeConfig_V2[StructuredName_V2, None]: ...
+
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> DTypeSpec_V3: ...
+
+    def to_json(
+        self, zarr_format: ZarrFormat
+    ) -> DTypeConfig_V2[StructuredName_V2, None] | DTypeSpec_V3:
+        if zarr_format == 2:
+            fields = [
+                [f_name, f_dtype.to_json(zarr_format=zarr_format)["name"]]
+                for f_name, f_dtype in self.fields
+            ]
+            return {"name": fields, "object_codec_id": None}
+        elif zarr_format == 3:
+            v3_unstable_dtype_warning(self)
+            fields = [
+                [f_name, f_dtype.to_json(zarr_format=zarr_format)]  # type: ignore[list-item]
+                for f_name, f_dtype in self.fields
+            ]
+            base_dict = {"name": self._zarr_v3_name}
+            base_dict["configuration"] = {"fields": fields}  # type: ignore[assignment]
+            return cast("DTypeSpec_V3", base_dict)
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    def _check_scalar(self, data: object) -> TypeGuard[StructuredScalarLike]:
+        # TODO: implement something more precise here!
+        return isinstance(data, (bytes, list, tuple, int, np.void))
+
+    def _cast_scalar_unchecked(self, data: StructuredScalarLike) -> np.void:
+        na_dtype = self.to_native_dtype()
+        if isinstance(data, bytes):
+            res = np.frombuffer(data, dtype=na_dtype)[0]
+        elif isinstance(data, list | tuple):
+            res = np.array([tuple(data)], dtype=na_dtype)[0]
+        else:
+            res = np.array([data], dtype=na_dtype)[0]
+        return cast("np.void", res)
+
+    def cast_scalar(self, data: object) -> np.void:
+        if self._check_scalar(data):
+            return self._cast_scalar_unchecked(data)
+        msg = f"Cannot convert object with type {type(data)} to a numpy structured scalar."
+        raise TypeError(msg)
+
+    def default_scalar(self) -> np.void:
+        return self._cast_scalar_unchecked(0)
+
+    def from_json_scalar(self, data: JSON, *, zarr_format: ZarrFormat) -> np.void:
+        if check_json_str(data):
+            as_bytes = bytes_from_json(data, zarr_format=zarr_format)
+            dtype = self.to_native_dtype()
+            return cast("np.void", np.array([as_bytes]).view(dtype)[0])
+        raise TypeError(f"Invalid type: {data}. Expected a string.")
+
+    def to_json_scalar(self, data: object, *, zarr_format: ZarrFormat) -> str:
+        return bytes_to_json(self.cast_scalar(data).tobytes(), zarr_format)
+
+    @property
+    def item_size(self) -> int:
+        # Lets have numpy do the arithmetic here
+        return self.to_native_dtype().itemsize
diff --git a/src/zarr/core/dtype/npy/time.py b/src/zarr/core/dtype/npy/time.py
new file mode 100644
index 0000000000..1f9080475c
--- /dev/null
+++ b/src/zarr/core/dtype/npy/time.py
@@ -0,0 +1,359 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from datetime import datetime, timedelta
+from typing import (
+    TYPE_CHECKING,
+    ClassVar,
+    Literal,
+    Self,
+    TypedDict,
+    TypeGuard,
+    TypeVar,
+    cast,
+    get_args,
+    overload,
+)
+
+import numpy as np
+
+from zarr.core.common import NamedConfig
+from zarr.core.dtype.common import (
+    DataTypeValidationError,
+    DTypeConfig_V2,
+    DTypeJSON,
+    HasEndianness,
+    HasItemSize,
+    check_dtype_spec_v2,
+)
+from zarr.core.dtype.npy.common import (
+    DATETIME_UNIT,
+    DateTimeUnit,
+    check_json_int,
+    endianness_to_numpy_str,
+    get_endianness_from_numpy_dtype,
+)
+from zarr.core.dtype.wrapper import TBaseDType, ZDType
+
+if TYPE_CHECKING:
+    from zarr.core.common import JSON, ZarrFormat
+
+_DTypeName = Literal["datetime64", "timedelta64"]
+TimeDeltaLike = str | int | bytes | np.timedelta64 | timedelta | None
+DateTimeLike = str | int | bytes | np.datetime64 | datetime | None
+
+
+def datetime_from_int(data: int, *, unit: DateTimeUnit, scale_factor: int) -> np.datetime64:
+    """
+    Convert an integer to a datetime64.
+
+    Parameters
+    ----------
+    data : int
+        The integer to convert.
+    unit : DateTimeUnit
+        The unit of the datetime64.
+    scale_factor : int
+        The scale factor of the datetime64.
+
+    Returns
+    -------
+    np.datetime64
+        The datetime64 value.
+    """
+    dtype_name = f"datetime64[{scale_factor}{unit}]"
+    return cast("np.datetime64", np.int64(data).view(dtype_name))
+
+
+def datetimelike_to_int(data: np.datetime64 | np.timedelta64) -> int:
+    """
+    Convert a datetime64 or a timedelta64 to an integer.
+
+    Parameters
+    ----------
+    data : np.datetime64 | np.timedelta64
+        The value to convert.
+
+    Returns
+    -------
+    int
+        An integer representation of the scalar.
+    """
+    return data.view(np.int64).item()
+
+
+def check_json_time(data: JSON) -> TypeGuard[Literal["NaT"] | int]:
+    """
+    Type guard to check if the input JSON data is the literal string "NaT"
+    or an integer.
+    """
+    return check_json_int(data) or data == "NaT"
+
+
+BaseTimeDType_co = TypeVar(
+    "BaseTimeDType_co",
+    bound=np.dtypes.TimeDelta64DType | np.dtypes.DateTime64DType,
+    covariant=True,
+)
+BaseTimeScalar_co = TypeVar(
+    "BaseTimeScalar_co", bound=np.timedelta64 | np.datetime64, covariant=True
+)
+
+
+class TimeConfig(TypedDict):
+    unit: DateTimeUnit
+    scale_factor: int
+
+
+DateTime64JSONV3 = NamedConfig[Literal["numpy.datetime64"], TimeConfig]
+TimeDelta64JSONV3 = NamedConfig[Literal["numpy.timedelta64"], TimeConfig]
+
+
+@dataclass(frozen=True, kw_only=True, slots=True)
+class TimeDTypeBase(ZDType[BaseTimeDType_co, BaseTimeScalar_co], HasEndianness, HasItemSize):
+    _zarr_v2_names: ClassVar[tuple[str, ...]]
+    # this attribute exists so that we can programmatically create a numpy dtype instance
+    # because the particular numpy dtype we are wrapping does not allow direct construction via
+    # cls.dtype_cls()
+    _numpy_name: ClassVar[_DTypeName]
+    scale_factor: int
+    unit: DateTimeUnit
+
+    def __post_init__(self) -> None:
+        if self.scale_factor < 1:
+            raise ValueError(f"scale_factor must be > 0, got {self.scale_factor}.")
+        if self.scale_factor >= 2**31:
+            raise ValueError(f"scale_factor must be < 2147483648, got {self.scale_factor}.")
+        if self.unit not in get_args(DateTimeUnit):
+            raise ValueError(f"unit must be one of {get_args(DateTimeUnit)}, got {self.unit!r}.")
+
+    @classmethod
+    def from_native_dtype(cls, dtype: TBaseDType) -> Self:
+        if cls._check_native_dtype(dtype):
+            unit, scale_factor = np.datetime_data(dtype.name)
+            unit = cast("DateTimeUnit", unit)
+            return cls(
+                unit=unit,
+                scale_factor=scale_factor,
+                endianness=get_endianness_from_numpy_dtype(dtype),
+            )
+        raise DataTypeValidationError(
+            f"Invalid data type: {dtype}. Expected an instance of {cls.dtype_cls}"
+        )
+
+    def to_native_dtype(self) -> BaseTimeDType_co:
+        # Numpy does not allow creating datetime64 or timedelta64 via
+        # np.dtypes.{dtype_name}()
+        # so we use np.dtype with a formatted string.
+        dtype_string = f"{self._numpy_name}[{self.scale_factor}{self.unit}]"
+        return np.dtype(dtype_string).newbyteorder(endianness_to_numpy_str(self.endianness))  # type: ignore[return-value]
+
+    @overload  # type: ignore[override]
+    def to_json(self, zarr_format: Literal[2]) -> DTypeConfig_V2[str, None]: ...
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> DateTime64JSONV3 | TimeDelta64JSONV3: ...
+
+    def to_json(
+        self, zarr_format: ZarrFormat
+    ) -> DTypeConfig_V2[str, None] | DateTime64JSONV3 | TimeDelta64JSONV3:
+        if zarr_format == 2:
+            name = self.to_native_dtype().str
+            return {"name": name, "object_codec_id": None}
+        elif zarr_format == 3:
+            return cast(
+                "DateTime64JSONV3 | TimeDelta64JSONV3",
+                {
+                    "name": self._zarr_v3_name,
+                    "configuration": {"unit": self.unit, "scale_factor": self.scale_factor},
+                },
+            )
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    def to_json_scalar(self, data: object, *, zarr_format: ZarrFormat) -> int:
+        return datetimelike_to_int(data)  # type: ignore[arg-type]
+
+    @property
+    def item_size(self) -> int:
+        return 8
+
+
+@dataclass(frozen=True, kw_only=True, slots=True)
+class TimeDelta64(TimeDTypeBase[np.dtypes.TimeDelta64DType, np.timedelta64], HasEndianness):
+    """
+    A wrapper for the ``TimeDelta64`` data type defined in numpy.
+    Scalars of this type can be created by performing arithmetic with ``DateTime64`` scalars.
+    Like ``DateTime64``, ``TimeDelta64`` is parametrized by a unit, but unlike ``DateTime64``, the
+    unit for ``TimeDelta64`` is optional.
+    """
+
+    # mypy infers the type of np.dtypes.TimeDelta64DType to be
+    # "Callable[[Literal['Y', 'M', 'W', 'D'] | Literal['h', 'm', 's', 'ms', 'us', 'ns', 'ps', 'fs', 'as']], Never]"
+    dtype_cls = np.dtypes.TimeDelta64DType  # type: ignore[assignment]
+    _zarr_v3_name: ClassVar[Literal["numpy.timedelta64"]] = "numpy.timedelta64"
+    _zarr_v2_names = (">m8", "<m8")
+    _numpy_name = "timedelta64"
+    scale_factor: int = 1
+    unit: DateTimeUnit = "generic"
+
+    @classmethod
+    def _check_json_v2(cls, data: DTypeJSON) -> TypeGuard[DTypeConfig_V2[str, None]]:
+        if not check_dtype_spec_v2(data):
+            return False
+        name = data["name"]
+        # match <m[ns], >m[M], etc
+        # consider making this a standalone function
+        if not isinstance(name, str):
+            return False
+        if not name.startswith(cls._zarr_v2_names):
+            return False
+        if len(name) == 3:
+            # no unit, and
+            # we already checked that this string is either <m8 or >m8
+            return True
+        else:
+            return name[4:-1].endswith(DATETIME_UNIT) and name[-1] == "]"
+
+    @classmethod
+    def _check_json_v3(cls, data: DTypeJSON) -> TypeGuard[DateTime64JSONV3]:
+        return (
+            isinstance(data, dict)
+            and set(data.keys()) == {"name", "configuration"}
+            and data["name"] == cls._zarr_v3_name
+            and isinstance(data["configuration"], dict)
+            and set(data["configuration"].keys()) == {"unit", "scale_factor"}
+        )
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            name = data["name"]
+            return cls.from_native_dtype(np.dtype(name))
+        msg = (
+            f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected a string "
+            f"representation of an instance of {cls.dtype_cls}"  # type: ignore[has-type]
+        )
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            unit = data["configuration"]["unit"]
+            scale_factor = data["configuration"]["scale_factor"]
+            return cls(unit=unit, scale_factor=scale_factor)
+        msg = (
+            f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected a dict "
+            f"with a 'name' key with the value 'numpy.timedelta64', "
+            "and a 'configuration' key with a value of a dict with a 'unit' key and a "
+            "'scale_factor' key"
+        )
+        raise DataTypeValidationError(msg)
+
+    def _check_scalar(self, data: object) -> TypeGuard[TimeDeltaLike]:
+        if data is None:
+            return True
+        return isinstance(data, str | int | bytes | np.timedelta64 | timedelta)
+
+    def _cast_scalar_unchecked(self, data: TimeDeltaLike) -> np.timedelta64:
+        return self.to_native_dtype().type(data, f"{self.scale_factor}{self.unit}")
+
+    def cast_scalar(self, data: object) -> np.timedelta64:
+        if self._check_scalar(data):
+            return self._cast_scalar_unchecked(data)
+        msg = f"Cannot convert object with type {type(data)} to a numpy timedelta64 scalar."
+        raise TypeError(msg)
+
+    def default_scalar(self) -> np.timedelta64:
+        return np.timedelta64("NaT")
+
+    def from_json_scalar(self, data: JSON, *, zarr_format: ZarrFormat) -> np.timedelta64:
+        if check_json_time(data):
+            return self.to_native_dtype().type(data, f"{self.scale_factor}{self.unit}")
+        raise TypeError(f"Invalid type: {data}. Expected an integer.")  # pragma: no cover
+
+
+@dataclass(frozen=True, kw_only=True, slots=True)
+class DateTime64(TimeDTypeBase[np.dtypes.DateTime64DType, np.datetime64], HasEndianness):
+    dtype_cls = np.dtypes.DateTime64DType  # type: ignore[assignment]
+    _zarr_v3_name: ClassVar[Literal["numpy.datetime64"]] = "numpy.datetime64"
+    _zarr_v2_names = (">M8", "<M8")
+    _numpy_name = "datetime64"
+    unit: DateTimeUnit = "generic"
+    scale_factor: int = 1
+
+    @classmethod
+    def _check_json_v2(cls, data: DTypeJSON) -> TypeGuard[DTypeConfig_V2[str, None]]:
+        """
+        Check that JSON input is a string representation of a NumPy datetime64 data type, like "<M8"
+        of ">M8[10s]". This function can be used as a type guard to narrow the type of unknown JSON
+        input.
+        """
+        if not check_dtype_spec_v2(data):
+            return False
+        name = data["name"]
+        if not isinstance(name, str):
+            return False
+        if not name.startswith(cls._zarr_v2_names):
+            return False
+        if len(name) == 3:
+            # no unit, and
+            # we already checked that this string is either <M8 or >M8
+            return True
+        else:
+            return name[4:-1].endswith(DATETIME_UNIT) and name[-1] == "]"
+
+    @classmethod
+    def _check_json_v3(cls, data: DTypeJSON) -> TypeGuard[DateTime64JSONV3]:
+        return (
+            isinstance(data, dict)
+            and set(data.keys()) == {"name", "configuration"}
+            and data["name"] == cls._zarr_v3_name
+            and isinstance(data["configuration"], dict)
+            and set(data["configuration"].keys()) == {"unit", "scale_factor"}
+        )
+
+    @classmethod
+    def _from_json_v2(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v2(data):
+            name = data["name"]
+            return cls.from_native_dtype(np.dtype(name))
+        msg = (
+            f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected a string "
+            f"representation of an instance of {cls.dtype_cls}"  # type: ignore[has-type]
+        )
+        raise DataTypeValidationError(msg)
+
+    @classmethod
+    def _from_json_v3(cls, data: DTypeJSON) -> Self:
+        if cls._check_json_v3(data):
+            unit = data["configuration"]["unit"]
+            scale_factor = data["configuration"]["scale_factor"]
+            return cls(unit=unit, scale_factor=scale_factor)
+        msg = (
+            f"Invalid JSON representation of {cls.__name__}. Got {data!r}, expected a dict "
+            f"with a 'name' key with the value 'numpy.datetime64', "
+            "and a 'configuration' key with a value of a dict with a 'unit' key and a "
+            "'scale_factor' key"
+        )
+        raise DataTypeValidationError(msg)
+
+    def _check_scalar(self, data: object) -> TypeGuard[DateTimeLike]:
+        if data is None:
+            return True
+        return isinstance(data, str | int | bytes | np.datetime64 | datetime)
+
+    def _cast_scalar_unchecked(self, data: DateTimeLike) -> np.datetime64:
+        return self.to_native_dtype().type(data, f"{self.scale_factor}{self.unit}")
+
+    def cast_scalar(self, data: object) -> np.datetime64:
+        if self._check_scalar(data):
+            return self._cast_scalar_unchecked(data)
+        msg = f"Cannot convert object with type {type(data)} to a numpy datetime scalar."
+        raise TypeError(msg)
+
+    def default_scalar(self) -> np.datetime64:
+        return np.datetime64("NaT")
+
+    def from_json_scalar(self, data: JSON, *, zarr_format: ZarrFormat) -> np.datetime64:
+        if check_json_time(data):
+            return self._cast_scalar_unchecked(data)
+        raise TypeError(f"Invalid type: {data}. Expected an integer.")  # pragma: no cover
diff --git a/src/zarr/core/dtype/registry.py b/src/zarr/core/dtype/registry.py
new file mode 100644
index 0000000000..1d2a97a90a
--- /dev/null
+++ b/src/zarr/core/dtype/registry.py
@@ -0,0 +1,90 @@
+from __future__ import annotations
+
+import contextlib
+from dataclasses import dataclass, field
+from typing import TYPE_CHECKING, Self
+
+import numpy as np
+
+from zarr.core.dtype.common import (
+    DataTypeValidationError,
+    DTypeJSON,
+)
+
+if TYPE_CHECKING:
+    from importlib.metadata import EntryPoint
+
+    from zarr.core.common import ZarrFormat
+    from zarr.core.dtype.wrapper import TBaseDType, TBaseScalar, ZDType
+
+
+# This class is different from the other registry classes, which inherit from
+# dict. IMO it's simpler to just do a dataclass. But long-term we should
+# have just 1 registry class in use.
+@dataclass(frozen=True, kw_only=True)
+class DataTypeRegistry:
+    contents: dict[str, type[ZDType[TBaseDType, TBaseScalar]]] = field(
+        default_factory=dict, init=False
+    )
+
+    lazy_load_list: list[EntryPoint] = field(default_factory=list, init=False)
+
+    def lazy_load(self) -> None:
+        for e in self.lazy_load_list:
+            self.register(e.load()._zarr_v3_name, e.load())
+
+        self.lazy_load_list.clear()
+
+    def register(self: Self, key: str, cls: type[ZDType[TBaseDType, TBaseScalar]]) -> None:
+        # don't register the same dtype twice
+        if key not in self.contents or self.contents[key] != cls:
+            self.contents[key] = cls
+
+    def unregister(self, key: str) -> None:
+        """Unregister a data type by its key."""
+        if key in self.contents:
+            del self.contents[key]
+        else:
+            raise KeyError(f"Data type '{key}' not found in registry.")
+
+    def get(self, key: str) -> type[ZDType[TBaseDType, TBaseScalar]]:
+        return self.contents[key]
+
+    def match_dtype(self, dtype: TBaseDType) -> ZDType[TBaseDType, TBaseScalar]:
+        if dtype == np.dtype("O"):
+            msg = (
+                f"Zarr data type resolution from {dtype} failed. "
+                'Attempted to resolve a zarr data type from a numpy "Object" data type, which is '
+                'ambiguous, as multiple zarr data types can be represented by the numpy "Object" '
+                "data type. "
+                "In this case you should construct your array by providing a specific Zarr data "
+                'type. For a list of Zarr data types that are compatible with the numpy "Object"'
+                "data type, see https://github.com/zarr-developers/zarr-python/issues/3117"
+            )
+            raise ValueError(msg)
+        matched: list[ZDType[TBaseDType, TBaseScalar]] = []
+        for val in self.contents.values():
+            with contextlib.suppress(DataTypeValidationError):
+                matched.append(val.from_native_dtype(dtype))
+        if len(matched) == 1:
+            return matched[0]
+        elif len(matched) > 1:
+            msg = (
+                f"Zarr data type resolution from {dtype} failed. "
+                f"Multiple data type wrappers found that match dtype '{dtype}': {matched}. "
+                "You should unregister one of these data types, or avoid Zarr data type inference "
+                "entirely by providing a specific Zarr data type when creating your array."
+                "For more information, see https://github.com/zarr-developers/zarr-python/issues/3117"
+            )
+            raise ValueError(msg)
+        raise ValueError(f"No Zarr data type found that matches dtype '{dtype!r}'")
+
+    def match_json(
+        self, data: DTypeJSON, *, zarr_format: ZarrFormat
+    ) -> ZDType[TBaseDType, TBaseScalar]:
+        for val in self.contents.values():
+            try:
+                return val.from_json(data, zarr_format=zarr_format)
+            except DataTypeValidationError:
+                pass
+        raise ValueError(f"No Zarr data type found that matches {data!r}")
diff --git a/src/zarr/core/dtype/wrapper.py b/src/zarr/core/dtype/wrapper.py
new file mode 100644
index 0000000000..e974712e38
--- /dev/null
+++ b/src/zarr/core/dtype/wrapper.py
@@ -0,0 +1,297 @@
+"""
+Wrapper for native array data types.
+
+The ``ZDType`` class is an abstract base class for wrapping native array data types, e.g. NumPy dtypes.
+``ZDType`` provides a common interface for working with data types in a way that is independent of the
+underlying data type system.
+
+The wrapper class encapsulates a native data type. Instances of the class can be created from a
+native data type instance, and a native data type instance can be created from an instance of the
+wrapper class.
+
+The wrapper class is responsible for:
+- Serializing and deserializing a native data type to Zarr V2 or Zarr V3 metadata.
+  This ensures that the data type can be properly stored and retrieved from array metadata.
+- Serializing and deserializing scalar values to Zarr V2 or Zarr V3 metadata. This is important for
+  storing a fill value for an array in a manner that is valid for the data type.
+
+You can add support for a new data type in Zarr by subclassing ``ZDType`` wrapper class and adapt its methods
+to support your native data type. The wrapper class must be added to a data type registry
+(defined elsewhere) before array creation routines or array reading routines can use your new data
+type.
+"""
+
+from __future__ import annotations
+
+from abc import ABC, abstractmethod
+from dataclasses import dataclass
+from typing import (
+    TYPE_CHECKING,
+    ClassVar,
+    Generic,
+    Literal,
+    Self,
+    TypeGuard,
+    TypeVar,
+    overload,
+)
+
+import numpy as np
+
+if TYPE_CHECKING:
+    from zarr.core.common import JSON, ZarrFormat
+    from zarr.core.dtype.common import DTypeJSON, DTypeSpec_V2, DTypeSpec_V3
+
+# This the upper bound for the scalar types we support. It's numpy scalars + str,
+# because the new variable-length string dtype in numpy does not have a corresponding scalar type
+TBaseScalar = np.generic | str | bytes
+# This is the bound for the dtypes that we support. If we support non-numpy dtypes,
+# then this bound will need to be widened.
+TBaseDType = np.dtype[np.generic]
+
+# These two type parameters are covariant because we want
+# x : ZDType[BaseDType, BaseScalar] = ZDType[SubDType, SubScalar]
+# to type check
+TScalar_co = TypeVar("TScalar_co", bound=TBaseScalar, covariant=True)
+TDType_co = TypeVar("TDType_co", bound=TBaseDType, covariant=True)
+
+
+@dataclass(frozen=True, kw_only=True, slots=True)
+class ZDType(Generic[TDType_co, TScalar_co], ABC):
+    """
+    Abstract base class for wrapping native array data types, e.g. numpy dtypes
+
+    Attributes
+    ----------
+    dtype_cls : ClassVar[type[TDType]]
+        The wrapped dtype class. This is a class variable.
+    _zarr_v3_name : ClassVar[str]
+        The name given to the data type by a Zarr v3 data type specification. This is a
+        class variable, and it should generally be unique across different data types.
+    """
+
+    # this class will create a native data type
+    # mypy currently disallows class variables to contain type parameters
+    # but it seems OK for us to use it here:
+    # https://github.com/python/typing/discussions/1424#discussioncomment-7989934
+    dtype_cls: ClassVar[type[TDType_co]]  # type: ignore[misc]
+    _zarr_v3_name: ClassVar[str]
+
+    @classmethod
+    def _check_native_dtype(cls: type[Self], dtype: TBaseDType) -> TypeGuard[TDType_co]:
+        """
+        Check that a native data type matches the dtype_cls class attribute. Used as a type guard.
+
+        Parameters
+        ----------
+        dtype : TDType
+            The dtype to check.
+
+        Returns
+        -------
+        Bool
+            True if the dtype matches, False otherwise.
+        """
+        return type(dtype) is cls.dtype_cls
+
+    @classmethod
+    @abstractmethod
+    def from_native_dtype(cls: type[Self], dtype: TBaseDType) -> Self:
+        """
+        Create a ZDType instance from a native data type. The default implementation first performs
+        a type check via ``cls._check_native_dtype``. If that type check succeeds, the ZDType class
+        instance is created.
+
+        This method is used when taking a user-provided native data type, like a NumPy data type,
+        and creating the corresponding ZDType instance from them.
+
+        Parameters
+        ----------
+        dtype : TDType
+            The native data type object to wrap.
+
+        Returns
+        -------
+        Self
+            The ZDType that wraps the native data type.
+
+        Raises
+        ------
+        TypeError
+            If the native data type is not consistent with the wrapped data type.
+        """
+        ...
+
+    @abstractmethod
+    def to_native_dtype(self: Self) -> TDType_co:
+        """
+        Return an instance of the wrapped data type. This operation inverts ``from_native_dtype``.
+
+        Returns
+        -------
+        TDType
+            The native data type wrapped by this ZDType.
+        """
+        ...
+
+    @classmethod
+    @abstractmethod
+    def _from_json_v2(cls: type[Self], data: DTypeJSON) -> Self: ...
+
+    @classmethod
+    @abstractmethod
+    def _from_json_v3(cls: type[Self], data: DTypeJSON) -> Self: ...
+
+    @classmethod
+    def from_json(cls: type[Self], data: DTypeJSON, *, zarr_format: ZarrFormat) -> Self:
+        """
+        Create an instance of this ZDType from JSON data.
+
+        Parameters
+        ----------
+        data : DTypeJSON
+            The JSON representation of the data type. The type annotation includes
+            Mapping[str, object] to accommodate typed dictionaries.
+
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        Self
+            The wrapped data type.
+        """
+        if zarr_format == 2:
+            return cls._from_json_v2(data)
+        if zarr_format == 3:
+            return cls._from_json_v3(data)
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+    @overload
+    def to_json(self, zarr_format: Literal[2]) -> DTypeSpec_V2: ...
+
+    @overload
+    def to_json(self, zarr_format: Literal[3]) -> DTypeSpec_V3: ...
+
+    @abstractmethod
+    def to_json(self, zarr_format: ZarrFormat) -> DTypeSpec_V2 | DTypeSpec_V3:
+        """
+        Serialize this ZDType to JSON.
+
+        Parameters
+        ----------
+        zarr_format : ZarrFormat
+            The zarr format version.
+
+        Returns
+        -------
+        DTypeJSON_V2 | DTypeJSON_V3
+            The JSON-serializable representation of the wrapped data type
+        """
+        ...
+
+    @abstractmethod
+    def _check_scalar(self, data: object) -> bool:
+        """
+        Check that an python object is a valid scalar value for the wrapped data type.
+
+        Parameters
+        ----------
+        data : object
+            A value to check.
+
+        Returns
+        -------
+        Bool
+            True if the object is valid, False otherwise.
+        """
+        ...
+
+    @abstractmethod
+    def cast_scalar(self, data: object) -> TScalar_co:
+        """
+        Cast a python object to the wrapped scalar type.
+        The type of the provided scalar is first checked for compatibility.
+        If it's incompatible with the associated scalar type, a ``TypeError`` will be raised.
+
+        Parameters
+        ----------
+        data : object
+            The python object to cast.
+
+        Returns
+        -------
+        TScalar
+            The cast value.
+        """
+
+    @abstractmethod
+    def default_scalar(self) -> TScalar_co:
+        """
+        Get the default scalar value for the wrapped data type. This is a method, rather than an
+        attribute, because the default value for some data types depends on parameters that are
+        not known until a concrete data type is wrapped. For example, data types parametrized by a
+        length like fixed-length strings or bytes will generate scalars consistent with that length.
+
+        Returns
+        -------
+        TScalar
+            The default value for this data type.
+        """
+        ...
+
+    @abstractmethod
+    def from_json_scalar(self: Self, data: JSON, *, zarr_format: ZarrFormat) -> TScalar_co:
+        """
+        Read a JSON-serializable value as a scalar.
+
+        Parameters
+        ----------
+        data : JSON
+            A JSON representation of a scalar value.
+        zarr_format : ZarrFormat
+            The zarr format version. This is specified because the JSON serialization of scalars
+            differs between Zarr V2 and Zarr V3.
+
+        Returns
+        -------
+        TScalar
+            The deserialized scalar value.
+        """
+        ...
+
+    @abstractmethod
+    def to_json_scalar(self, data: object, *, zarr_format: ZarrFormat) -> JSON:
+        """
+        Serialize a python object to the JSON representation of a scalar. The value will first be
+        cast to the scalar type associated with this ZDType, then serialized to JSON.
+
+        Parameters
+        ----------
+        data : object
+            The value to convert.
+        zarr_format : ZarrFormat
+            The zarr format version. This is specified because the JSON serialization of scalars
+            differs between Zarr V2 and Zarr V3.
+
+        Returns
+        -------
+        JSON
+            The JSON-serialized scalar.
+        """
+        ...
+
+
+def scalar_failed_type_check_msg(
+    cls_instance: ZDType[TBaseDType, TBaseScalar], bad_scalar: object
+) -> str:
+    """
+    Generate an error message reporting that a particular value failed a type check when attempting
+    to cast that value to a scalar.
+    """
+    return (
+        f"The value {bad_scalar!r} failed a type check. "
+        f"It cannot be safely cast to a scalar compatible with {cls_instance}. "
+        f"Consult the documentation for {cls_instance} to determine the possible values that can "
+        "be cast to scalars of the wrapped data type."
+    )
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index 3ce46ec97b..b50bce3aef 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1,7 +1,6 @@
 from __future__ import annotations
 
 import asyncio
-import base64
 import itertools
 import json
 import logging
@@ -50,7 +49,6 @@
 )
 from zarr.core.config import config
 from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
-from zarr.core.metadata.v3 import V3JsonEncoder, _replace_special_floats
 from zarr.core.sync import SyncMixin, sync
 from zarr.errors import ContainsArrayError, ContainsGroupError, MetadataValidationError
 from zarr.storage import StoreLike, StorePath
@@ -337,7 +335,7 @@ def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
         if self.zarr_format == 3:
             return {
                 ZARR_JSON: prototype.buffer.from_bytes(
-                    json.dumps(_replace_special_floats(self.to_dict()), cls=V3JsonEncoder).encode()
+                    json.dumps(self.to_dict(), indent=json_indent, allow_nan=False).encode()
                 )
             }
         else:
@@ -346,7 +344,7 @@ def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
                     json.dumps({"zarr_format": self.zarr_format}, indent=json_indent).encode()
                 ),
                 ZATTRS_JSON: prototype.buffer.from_bytes(
-                    json.dumps(self.attributes, indent=json_indent).encode()
+                    json.dumps(self.attributes, indent=json_indent, allow_nan=False).encode()
                 ),
             }
             if self.consolidated_metadata:
@@ -357,16 +355,10 @@ def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
                 consolidated_metadata = self.consolidated_metadata.to_dict()["metadata"]
                 assert isinstance(consolidated_metadata, dict)
                 for k, v in consolidated_metadata.items():
-                    attrs = v.pop("attributes", None)
-                    d[f"{k}/{ZATTRS_JSON}"] = _replace_special_floats(attrs)
+                    attrs = v.pop("attributes", {})
+                    d[f"{k}/{ZATTRS_JSON}"] = attrs
                     if "shape" in v:
                         # it's an array
-                        if isinstance(v.get("fill_value", None), np.void):
-                            v["fill_value"] = base64.standard_b64encode(
-                                cast("bytes", v["fill_value"])
-                            ).decode("ascii")
-                        else:
-                            v = _replace_special_floats(v)
                         d[f"{k}/{ZARRAY_JSON}"] = v
                     else:
                         d[f"{k}/{ZGROUP_JSON}"] = {
@@ -380,8 +372,7 @@ def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
 
                 items[ZMETADATA_V2_JSON] = prototype.buffer.from_bytes(
                     json.dumps(
-                        {"metadata": d, "zarr_consolidated_format": 1},
-                        cls=V3JsonEncoder,
+                        {"metadata": d, "zarr_consolidated_format": 1}, allow_nan=False
                     ).encode()
                 )
 
@@ -631,6 +622,7 @@ def _from_bytes_v2(
                     consolidated_metadata[path].update(v)
                 else:
                     raise ValueError(f"Invalid file type '{kind}' at path '{path}")
+
             group_metadata["consolidated_metadata"] = {
                 "metadata": dict(consolidated_metadata),
                 "kind": "inline",
diff --git a/src/zarr/core/metadata/v2.py b/src/zarr/core/metadata/v2.py
index a8f4f4abb4..3ac75e0418 100644
--- a/src/zarr/core/metadata/v2.py
+++ b/src/zarr/core/metadata/v2.py
@@ -1,15 +1,16 @@
 from __future__ import annotations
 
-import base64
 import warnings
 from collections.abc import Iterable, Sequence
-from enum import Enum
 from functools import cached_property
 from typing import TYPE_CHECKING, Any, TypeAlias, TypedDict, cast
 
 import numcodecs.abc
 
 from zarr.abc.metadata import Metadata
+from zarr.core.chunk_grids import RegularChunkGrid
+from zarr.core.dtype import get_data_type_from_json
+from zarr.core.dtype.common import OBJECT_CODEC_IDS, DTypeSpec_V2
 
 if TYPE_CHECKING:
     from typing import Literal, Self
@@ -18,18 +19,29 @@
 
     from zarr.core.buffer import Buffer, BufferPrototype
     from zarr.core.common import ChunkCoords
+    from zarr.core.dtype.wrapper import (
+        TBaseDType,
+        TBaseScalar,
+        TDType_co,
+        TScalar_co,
+        ZDType,
+    )
 
 import json
-import numbers
 from dataclasses import dataclass, field, fields, replace
 
 import numcodecs
 import numpy as np
 
 from zarr.core.array_spec import ArrayConfig, ArraySpec
-from zarr.core.chunk_grids import RegularChunkGrid
 from zarr.core.chunk_key_encodings import parse_separator
-from zarr.core.common import JSON, ZARRAY_JSON, ZATTRS_JSON, MemoryOrder, parse_shapelike
+from zarr.core.common import (
+    JSON,
+    ZARRAY_JSON,
+    ZATTRS_JSON,
+    MemoryOrder,
+    parse_shapelike,
+)
 from zarr.core.config import config, parse_indexing_order
 from zarr.core.metadata.common import parse_attributes
 
@@ -51,8 +63,8 @@ class ArrayV2MetadataDict(TypedDict):
 class ArrayV2Metadata(Metadata):
     shape: ChunkCoords
     chunks: ChunkCoords
-    dtype: np.dtype[Any]
-    fill_value: int | float | str | bytes | None = 0
+    dtype: ZDType[TBaseDType, TBaseScalar]
+    fill_value: int | float | str | bytes | None = None
     order: MemoryOrder = "C"
     filters: tuple[numcodecs.abc.Codec, ...] | None = None
     dimension_separator: Literal[".", "/"] = "."
@@ -64,7 +76,7 @@ def __init__(
         self,
         *,
         shape: ChunkCoords,
-        dtype: npt.DTypeLike,
+        dtype: ZDType[TDType_co, TScalar_co],
         chunks: ChunkCoords,
         fill_value: Any,
         order: MemoryOrder,
@@ -77,18 +89,20 @@ def __init__(
         Metadata for a Zarr format 2 array.
         """
         shape_parsed = parse_shapelike(shape)
-        dtype_parsed = parse_dtype(dtype)
         chunks_parsed = parse_shapelike(chunks)
-
         compressor_parsed = parse_compressor(compressor)
         order_parsed = parse_indexing_order(order)
         dimension_separator_parsed = parse_separator(dimension_separator)
         filters_parsed = parse_filters(filters)
-        fill_value_parsed = parse_fill_value(fill_value, dtype=dtype_parsed)
+        fill_value_parsed: TBaseScalar | None
+        if fill_value is not None:
+            fill_value_parsed = dtype.cast_scalar(fill_value)
+        else:
+            fill_value_parsed = fill_value
         attributes_parsed = parse_attributes(attributes)
 
         object.__setattr__(self, "shape", shape_parsed)
-        object.__setattr__(self, "dtype", dtype_parsed)
+        object.__setattr__(self, "dtype", dtype)
         object.__setattr__(self, "chunks", chunks_parsed)
         object.__setattr__(self, "compressor", compressor_parsed)
         object.__setattr__(self, "order", order_parsed)
@@ -113,52 +127,12 @@ def shards(self) -> ChunkCoords | None:
         return None
 
     def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
-        def _json_convert(
-            o: Any,
-        ) -> Any:
-            if isinstance(o, np.dtype):
-                if o.fields is None:
-                    return o.str
-                else:
-                    return o.descr
-            if isinstance(o, numcodecs.abc.Codec):
-                codec_config = o.get_config()
-
-                # Hotfix for https://github.com/zarr-developers/zarr-python/issues/2647
-                if codec_config["id"] == "zstd" and not codec_config.get("checksum", False):
-                    codec_config.pop("checksum", None)
-
-                return codec_config
-            if np.isscalar(o):
-                out: Any
-                if hasattr(o, "dtype") and o.dtype.kind == "M" and hasattr(o, "view"):
-                    # https://github.com/zarr-developers/zarr-python/issues/2119
-                    # `.item()` on a datetime type might or might not return an
-                    # integer, depending on the value.
-                    # Explicitly cast to an int first, and then grab .item()
-                    out = o.view("i8").item()
-                else:
-                    # convert numpy scalar to python type, and pass
-                    # python types through
-                    out = getattr(o, "item", lambda: o)()
-                    if isinstance(out, complex):
-                        # python complex types are not JSON serializable, so we use the
-                        # serialization defined in the zarr v3 spec
-                        return [out.real, out.imag]
-                return out
-            if isinstance(o, Enum):
-                return o.name
-            raise TypeError
-
         zarray_dict = self.to_dict()
-        zarray_dict["fill_value"] = _serialize_fill_value(self.fill_value, self.dtype)
         zattrs_dict = zarray_dict.pop("attributes", {})
         json_indent = config.get("json_indent")
         return {
             ZARRAY_JSON: prototype.buffer.from_bytes(
-                json.dumps(
-                    zarray_dict, default=_json_convert, indent=json_indent, allow_nan=False
-                ).encode()
+                json.dumps(zarray_dict, indent=json_indent, allow_nan=False).encode()
             ),
             ZATTRS_JSON: prototype.buffer.from_bytes(
                 json.dumps(zattrs_dict, indent=json_indent, allow_nan=False).encode()
@@ -172,8 +146,33 @@ def from_dict(cls, data: dict[str, Any]) -> ArrayV2Metadata:
         # Check that the zarr_format attribute is correct.
         _ = parse_zarr_format(_data.pop("zarr_format"))
 
-        # zarr v2 allowed arbitrary keys in the metadata.
-        # Filter the keys to only those expected by the constructor.
+        # To resolve a numpy object dtype array, we need to search for an object codec,
+        # which could be in filters or as a compressor.
+        # we will reference a hard-coded collection of object codec ids for this search.
+
+        _filters, _compressor = (data.get("filters"), data.get("compressor"))
+        if _filters is not None:
+            _filters = cast("tuple[dict[str, JSON], ...]", _filters)
+            object_codec_id = get_object_codec_id(tuple(_filters) + (_compressor,))
+        else:
+            object_codec_id = get_object_codec_id((_compressor,))
+        # we add a layer of indirection here around the dtype attribute of the array metadata
+        # because we also need to know the object codec id, if any, to resolve the data type
+        dtype_spec: DTypeSpec_V2 = {
+            "name": data["dtype"],
+            "object_codec_id": object_codec_id,
+        }
+        dtype = get_data_type_from_json(dtype_spec, zarr_format=2)
+
+        _data["dtype"] = dtype
+        fill_value_encoded = _data.get("fill_value")
+        if fill_value_encoded is not None:
+            fill_value = dtype.from_json_scalar(fill_value_encoded, zarr_format=2)
+            _data["fill_value"] = fill_value
+
+        # zarr v2 allowed arbitrary keys here.
+        # We don't want the ArrayV2Metadata constructor to fail just because someone put an
+        # extra key in the metadata.
         expected = {x.name for x in fields(cls)}
         expected |= {"dtype", "chunks"}
 
@@ -198,16 +197,34 @@ def from_dict(cls, data: dict[str, Any]) -> ArrayV2Metadata:
 
     def to_dict(self) -> dict[str, JSON]:
         zarray_dict = super().to_dict()
+        if isinstance(zarray_dict["compressor"], numcodecs.abc.Codec):
+            codec_config = zarray_dict["compressor"].get_config()
+            # Hotfix for https://github.com/zarr-developers/zarr-python/issues/2647
+            if codec_config["id"] == "zstd" and not codec_config.get("checksum", False):
+                codec_config.pop("checksum")
+            zarray_dict["compressor"] = codec_config
+
+        if zarray_dict["filters"] is not None:
+            raw_filters = zarray_dict["filters"]
+            # TODO: remove this when we can stratically type the output JSON data structure
+            # entirely
+            if not isinstance(raw_filters, list | tuple):
+                raise TypeError("Invalid type for filters. Expected a list or tuple.")
+            new_filters = []
+            for f in raw_filters:
+                if isinstance(f, numcodecs.abc.Codec):
+                    new_filters.append(f.get_config())
+                else:
+                    new_filters.append(f)
+            zarray_dict["filters"] = new_filters
 
-        _ = zarray_dict.pop("dtype")
-        dtype_json: JSON
-        # In the case of zarr v2, the simplest i.e., '|VXX' dtype is represented as a string
-        dtype_descr = self.dtype.descr
-        if self.dtype.kind == "V" and dtype_descr[0][0] != "" and len(dtype_descr) != 0:
-            dtype_json = tuple(self.dtype.descr)
-        else:
-            dtype_json = self.dtype.str
-        zarray_dict["dtype"] = dtype_json
+        # serialize the fill value after dtype-specific JSON encoding
+        if self.fill_value is not None:
+            fill_value = self.dtype.to_json_scalar(self.fill_value, zarr_format=2)
+            zarray_dict["fill_value"] = fill_value
+
+        # pull the "name" attribute out of the dtype spec returned by self.dtype.to_json
+        zarray_dict["dtype"] = self.dtype.to_json(zarr_format=2)["name"]
 
         return zarray_dict
 
@@ -296,178 +313,19 @@ def parse_metadata(data: ArrayV2Metadata) -> ArrayV2Metadata:
     return data
 
 
-def _parse_structured_fill_value(fill_value: Any, dtype: np.dtype[Any]) -> Any:
-    """Handle structured dtype/fill value pairs"""
-    try:
-        if isinstance(fill_value, list):
-            return np.array([tuple(fill_value)], dtype=dtype)[0]
-        elif isinstance(fill_value, tuple):
-            return np.array([fill_value], dtype=dtype)[0]
-        elif isinstance(fill_value, bytes):
-            return np.frombuffer(fill_value, dtype=dtype)[0]
-        elif isinstance(fill_value, str):
-            decoded = base64.standard_b64decode(fill_value)
-            return np.frombuffer(decoded, dtype=dtype)[0]
-        else:
-            return np.array(fill_value, dtype=dtype)[()]
-    except Exception as e:
-        raise ValueError(f"Fill_value {fill_value} is not valid for dtype {dtype}.") from e
-
-
-def parse_fill_value(fill_value: Any, dtype: np.dtype[Any]) -> Any:
+def get_object_codec_id(maybe_object_codecs: Sequence[JSON]) -> str | None:
     """
-    Parse a potential fill value into a value that is compatible with the provided dtype.
-
-    Parameters
-    ----------
-    fill_value : Any
-        A potential fill value.
-    dtype : np.dtype[Any]
-        A numpy dtype.
-
-    Returns
-    -------
-        An instance of `dtype`, or `None`, or any python object (in the case of an object dtype)
+    Inspect a sequence of codecs / filters for an "object codec", i.e. a codec
+    that can serialize object arrays to contiguous bytes. Zarr python
+    maintains a hard-coded set of object codec ids. If any element from the input
+    has an id that matches one of the hard-coded object codec ids, that id
+    is returned immediately.
     """
-
-    if fill_value is None or dtype.hasobject:
-        pass
-    elif dtype.fields is not None:
-        # the dtype is structured (has multiple fields), so the fill_value might be a
-        # compound value (e.g., a tuple or dict) that needs field-wise processing.
-        # We use parse_structured_fill_value to correctly convert each component.
-        fill_value = _parse_structured_fill_value(fill_value, dtype)
-    elif not isinstance(fill_value, np.void) and fill_value == 0:
-        # this should be compatible across numpy versions for any array type, including
-        # structured arrays
-        fill_value = np.zeros((), dtype=dtype)[()]
-    elif dtype.kind == "U":
-        # special case unicode because of encoding issues on Windows if passed through numpy
-        # https://github.com/alimanfoo/zarr/pull/172#issuecomment-343782713
-
-        if not isinstance(fill_value, str):
-            raise ValueError(
-                f"fill_value {fill_value!r} is not valid for dtype {dtype}; must be a unicode string"
-            )
-    elif dtype.kind in "SV" and isinstance(fill_value, str):
-        fill_value = base64.standard_b64decode(fill_value)
-    elif dtype.kind == "c" and isinstance(fill_value, list) and len(fill_value) == 2:
-        complex_val = complex(float(fill_value[0]), float(fill_value[1]))
-        fill_value = np.array(complex_val, dtype=dtype)[()]
-    else:
-        try:
-            if isinstance(fill_value, bytes) and dtype.kind == "V":
-                # special case for numpy 1.14 compatibility
-                fill_value = np.array(fill_value, dtype=dtype.str).view(dtype)[()]
-            else:
-                fill_value = np.array(fill_value, dtype=dtype)[()]
-
-        except Exception as e:
-            msg = f"Fill_value {fill_value} is not valid for dtype {dtype}."
-            raise ValueError(msg) from e
-
-    return fill_value
-
-
-def _serialize_fill_value(fill_value: Any, dtype: np.dtype[Any]) -> JSON:
-    serialized: JSON
-
-    if fill_value is None:
-        serialized = None
-    elif dtype.kind in "SV":
-        # There's a relationship between dtype and fill_value
-        # that mypy isn't aware of. The fact that we have S or V dtype here
-        # means we should have a bytes-type fill_value.
-        serialized = base64.standard_b64encode(cast("bytes", fill_value)).decode("ascii")
-    elif isinstance(fill_value, np.datetime64):
-        serialized = np.datetime_as_string(fill_value)
-    elif isinstance(fill_value, numbers.Integral):
-        serialized = int(fill_value)
-    elif isinstance(fill_value, numbers.Real):
-        float_fv = float(fill_value)
-        if np.isnan(float_fv):
-            serialized = "NaN"
-        elif np.isinf(float_fv):
-            serialized = "Infinity" if float_fv > 0 else "-Infinity"
-        else:
-            serialized = float_fv
-    elif isinstance(fill_value, numbers.Complex):
-        serialized = [
-            _serialize_fill_value(fill_value.real, dtype),
-            _serialize_fill_value(fill_value.imag, dtype),
-        ]
-    else:
-        serialized = fill_value
-
-    return serialized
-
-
-def _default_fill_value(dtype: np.dtype[Any]) -> Any:
-    """
-    Get the default fill value for a type.
-
-    Notes
-    -----
-    This differs from :func:`parse_fill_value`, which parses a fill value
-    stored in the Array metadata into an in-memory value. This only gives
-    the default fill value for some type.
-
-    This is useful for reading Zarr format 2 arrays, which allow the fill
-    value to be unspecified.
-    """
-    if dtype.kind == "S":
-        return b""
-    elif dtype.kind in "UO":
-        return ""
-    elif dtype.kind in "Mm":
-        return dtype.type("nat")
-    elif dtype.kind == "V":
-        if dtype.fields is not None:
-            default = tuple(_default_fill_value(field[0]) for field in dtype.fields.values())
-            return np.array([default], dtype=dtype)
-        else:
-            return np.zeros(1, dtype=dtype)
-    else:
-        return dtype.type(0)
-
-
-def _default_compressor(
-    dtype: np.dtype[Any],
-) -> dict[str, JSON] | None:
-    """Get the default filters and compressor for a dtype.
-
-    https://numpy.org/doc/2.1/reference/generated/numpy.dtype.kind.html
-    """
-    default_compressor = config.get("array.v2_default_compressor")
-    if dtype.kind in "biufcmM":
-        dtype_key = "numeric"
-    elif dtype.kind in "U":
-        dtype_key = "string"
-    elif dtype.kind in "OSV":
-        dtype_key = "bytes"
-    else:
-        raise ValueError(f"Unsupported dtype kind {dtype.kind}")
-
-    return cast("dict[str, JSON] | None", default_compressor.get(dtype_key, None))
-
-
-def _default_filters(
-    dtype: np.dtype[Any],
-) -> list[dict[str, JSON]] | None:
-    """Get the default filters and compressor for a dtype.
-
-    https://numpy.org/doc/2.1/reference/generated/numpy.dtype.kind.html
-    """
-    default_filters = config.get("array.v2_default_filters")
-    if dtype.kind in "biufcmM":
-        dtype_key = "numeric"
-    elif dtype.kind in "U":
-        dtype_key = "string"
-    elif dtype.kind in "OS":
-        dtype_key = "bytes"
-    elif dtype.kind == "V":
-        dtype_key = "raw"
-    else:
-        raise ValueError(f"Unsupported dtype kind {dtype.kind}")
-
-    return cast("list[dict[str, JSON]] | None", default_filters.get(dtype_key, None))
+    object_codec_id = None
+    for maybe_object_codec in maybe_object_codecs:
+        if (
+            isinstance(maybe_object_codec, dict)
+            and maybe_object_codec.get("id") in OBJECT_CODEC_IDS
+        ):
+            return cast("str", maybe_object_codec["id"])
+    return object_codec_id
diff --git a/src/zarr/core/metadata/v3.py b/src/zarr/core/metadata/v3.py
index dcbf44f89b..84872d3dbd 100644
--- a/src/zarr/core/metadata/v3.py
+++ b/src/zarr/core/metadata/v3.py
@@ -1,28 +1,25 @@
 from __future__ import annotations
 
-import warnings
-from typing import TYPE_CHECKING, TypedDict, overload
+from typing import TYPE_CHECKING, TypedDict
 
 from zarr.abc.metadata import Metadata
 from zarr.core.buffer.core import default_buffer_prototype
+from zarr.core.dtype import VariableLengthUTF8, ZDType, get_data_type_from_json
+from zarr.core.dtype.common import check_dtype_spec_v3
 
 if TYPE_CHECKING:
-    from collections.abc import Callable
     from typing import Self
 
     from zarr.core.buffer import Buffer, BufferPrototype
     from zarr.core.chunk_grids import ChunkGrid
     from zarr.core.common import JSON, ChunkCoords
+    from zarr.core.dtype.wrapper import TBaseDType, TBaseScalar
+
 
 import json
-from collections.abc import Iterable, Sequence
+from collections.abc import Iterable
 from dataclasses import dataclass, field, replace
-from enum import Enum
-from typing import Any, Literal, cast
-
-import numcodecs.abc
-import numpy as np
-import numpy.typing as npt
+from typing import Any, Literal
 
 from zarr.abc.codec import ArrayArrayCodec, ArrayBytesCodec, BytesBytesCodec, Codec
 from zarr.core.array_spec import ArrayConfig, ArraySpec
@@ -38,20 +35,9 @@
 )
 from zarr.core.config import config
 from zarr.core.metadata.common import parse_attributes
-from zarr.core.strings import _NUMPY_SUPPORTS_VLEN_STRING
-from zarr.core.strings import _STRING_DTYPE as STRING_NP_DTYPE
 from zarr.errors import MetadataValidationError, NodeTypeValidationError
 from zarr.registry import get_codec_class
 
-DEFAULT_DTYPE = "float64"
-
-# Keep in sync with _replace_special_floats
-SPECIAL_FLOATS_ENCODED = {
-    "Infinity": np.inf,
-    "-Infinity": -np.inf,
-    "NaN": np.nan,
-}
-
 
 def parse_zarr_format(data: object) -> Literal[3]:
     if data == 3:
@@ -94,7 +80,7 @@ def validate_array_bytes_codec(codecs: tuple[Codec, ...]) -> ArrayBytesCodec:
     return abcs[0]
 
 
-def validate_codecs(codecs: tuple[Codec, ...], dtype: DataType) -> None:
+def validate_codecs(codecs: tuple[Codec, ...], dtype: ZDType[TBaseDType, TBaseScalar]) -> None:
     """Check that the codecs are valid for the given dtype"""
     from zarr.codecs.sharding import ShardingCodec
 
@@ -107,14 +93,11 @@ def validate_codecs(codecs: tuple[Codec, ...], dtype: DataType) -> None:
     # we need to have special codecs if we are decoding vlen strings or bytestrings
     # TODO: use codec ID instead of class name
     codec_class_name = abc.__class__.__name__
-    if dtype == DataType.string and not codec_class_name == "VLenUTF8Codec":
+    # TODO: Fix typing here
+    if isinstance(dtype, VariableLengthUTF8) and not codec_class_name == "VLenUTF8Codec":  # type: ignore[unreachable]
         raise ValueError(
             f"For string dtype, ArrayBytesCodec must be `VLenUTF8Codec`, got `{codec_class_name}`."
         )
-    if dtype == DataType.bytes and not codec_class_name == "VLenBytesCodec":
-        raise ValueError(
-            f"For bytes dtype, ArrayBytesCodec must be `VLenBytesCodec`, got `{codec_class_name}`."
-        )
 
 
 def parse_dimension_names(data: object) -> tuple[str | None, ...] | None:
@@ -144,87 +127,6 @@ def parse_storage_transformers(data: object) -> tuple[dict[str, JSON], ...]:
     )
 
 
-class V3JsonEncoder(json.JSONEncoder):
-    def __init__(
-        self,
-        *,
-        skipkeys: bool = False,
-        ensure_ascii: bool = True,
-        check_circular: bool = True,
-        allow_nan: bool = True,
-        sort_keys: bool = False,
-        indent: int | None = None,
-        separators: tuple[str, str] | None = None,
-        default: Callable[[object], object] | None = None,
-    ) -> None:
-        if indent is None:
-            indent = config.get("json_indent")
-        super().__init__(
-            skipkeys=skipkeys,
-            ensure_ascii=ensure_ascii,
-            check_circular=check_circular,
-            allow_nan=allow_nan,
-            sort_keys=sort_keys,
-            indent=indent,
-            separators=separators,
-            default=default,
-        )
-
-    def default(self, o: object) -> Any:
-        if isinstance(o, np.dtype):
-            return str(o)
-        if np.isscalar(o):
-            out: Any
-            if hasattr(o, "dtype") and o.dtype.kind == "M" and hasattr(o, "view"):
-                # https://github.com/zarr-developers/zarr-python/issues/2119
-                # `.item()` on a datetime type might or might not return an
-                # integer, depending on the value.
-                # Explicitly cast to an int first, and then grab .item()
-                out = o.view("i8").item()
-            else:
-                # convert numpy scalar to python type, and pass
-                # python types through
-                out = getattr(o, "item", lambda: o)()
-                if isinstance(out, complex):
-                    # python complex types are not JSON serializable, so we use the
-                    # serialization defined in the zarr v3 spec
-                    return _replace_special_floats([out.real, out.imag])
-                elif np.isnan(out):
-                    return "NaN"
-                elif np.isinf(out):
-                    return "Infinity" if out > 0 else "-Infinity"
-            return out
-        elif isinstance(o, Enum):
-            return o.name
-        # this serializes numcodecs compressors
-        # todo: implement to_dict for codecs
-        elif isinstance(o, numcodecs.abc.Codec):
-            config: dict[str, Any] = o.get_config()
-            return config
-        else:
-            return super().default(o)
-
-
-def _replace_special_floats(obj: object) -> Any:
-    """Helper function to replace NaN/Inf/-Inf values with special strings
-
-    Note: this cannot be done in the V3JsonEncoder because Python's `json.dumps` optimistically
-    converts NaN/Inf values to special types outside of the encoding step.
-    """
-    if isinstance(obj, float):
-        if np.isnan(obj):
-            return "NaN"
-        elif np.isinf(obj):
-            return "Infinity" if obj > 0 else "-Infinity"
-    elif isinstance(obj, dict):
-        # Recursively replace in dictionaries
-        return {k: _replace_special_floats(v) for k, v in obj.items()}
-    elif isinstance(obj, list):
-        # Recursively replace in lists
-        return [_replace_special_floats(item) for item in obj]
-    return obj
-
-
 class ArrayV3MetadataDict(TypedDict):
     """
     A typed dictionary model for zarr v3 metadata.
@@ -237,7 +139,7 @@ class ArrayV3MetadataDict(TypedDict):
 @dataclass(frozen=True, kw_only=True)
 class ArrayV3Metadata(Metadata):
     shape: ChunkCoords
-    data_type: DataType
+    data_type: ZDType[TBaseDType, TBaseScalar]
     chunk_grid: ChunkGrid
     chunk_key_encoding: ChunkKeyEncoding
     fill_value: Any
@@ -252,10 +154,10 @@ def __init__(
         self,
         *,
         shape: Iterable[int],
-        data_type: npt.DTypeLike | DataType,
+        data_type: ZDType[TBaseDType, TBaseScalar],
         chunk_grid: dict[str, JSON] | ChunkGrid,
         chunk_key_encoding: ChunkKeyEncodingLike,
-        fill_value: Any,
+        fill_value: object,
         codecs: Iterable[Codec | dict[str, JSON]],
         attributes: dict[str, JSON] | None,
         dimension_names: DimensionNames,
@@ -264,33 +166,29 @@ def __init__(
         """
         Because the class is a frozen dataclass, we set attributes using object.__setattr__
         """
+
         shape_parsed = parse_shapelike(shape)
-        data_type_parsed = DataType.parse(data_type)
         chunk_grid_parsed = ChunkGrid.from_dict(chunk_grid)
         chunk_key_encoding_parsed = ChunkKeyEncoding.from_dict(chunk_key_encoding)
         dimension_names_parsed = parse_dimension_names(dimension_names)
-        if fill_value is None:
-            fill_value = default_fill_value(data_type_parsed)
-        # we pass a string here rather than an enum to make mypy happy
-        fill_value_parsed = parse_fill_value(
-            fill_value, dtype=cast("ALL_DTYPES", data_type_parsed.value)
-        )
+        # Note: relying on a type method is numpy-specific
+        fill_value_parsed = data_type.cast_scalar(fill_value)
         attributes_parsed = parse_attributes(attributes)
         codecs_parsed_partial = parse_codecs(codecs)
         storage_transformers_parsed = parse_storage_transformers(storage_transformers)
 
         array_spec = ArraySpec(
             shape=shape_parsed,
-            dtype=data_type_parsed.to_numpy(),
+            dtype=data_type,
             fill_value=fill_value_parsed,
             config=ArrayConfig.from_dict({}),  # TODO: config is not needed here.
             prototype=default_buffer_prototype(),  # TODO: prototype is not needed here.
         )
         codecs_parsed = tuple(c.evolve_from_array_spec(array_spec) for c in codecs_parsed_partial)
-        validate_codecs(codecs_parsed_partial, data_type_parsed)
+        validate_codecs(codecs_parsed_partial, data_type)
 
         object.__setattr__(self, "shape", shape_parsed)
-        object.__setattr__(self, "data_type", data_type_parsed)
+        object.__setattr__(self, "data_type", data_type)
         object.__setattr__(self, "chunk_grid", chunk_grid_parsed)
         object.__setattr__(self, "chunk_key_encoding", chunk_key_encoding_parsed)
         object.__setattr__(self, "codecs", codecs_parsed)
@@ -315,19 +213,16 @@ def _validate_metadata(self) -> None:
         if self.fill_value is None:
             raise ValueError("`fill_value` is required.")
         for codec in self.codecs:
-            codec.validate(
-                shape=self.shape, dtype=self.data_type.to_numpy(), chunk_grid=self.chunk_grid
-            )
-
-    @property
-    def dtype(self) -> np.dtype[Any]:
-        """Interpret Zarr dtype as NumPy dtype"""
-        return self.data_type.to_numpy()
+            codec.validate(shape=self.shape, dtype=self.data_type, chunk_grid=self.chunk_grid)
 
     @property
     def ndim(self) -> int:
         return len(self.shape)
 
+    @property
+    def dtype(self) -> ZDType[TBaseDType, TBaseScalar]:
+        return self.data_type
+
     @property
     def chunks(self) -> ChunkCoords:
         if isinstance(self.chunk_grid, RegularChunkGrid):
@@ -389,8 +284,13 @@ def encode_chunk_key(self, chunk_coords: ChunkCoords) -> str:
         return self.chunk_key_encoding.encode_chunk_key(chunk_coords)
 
     def to_buffer_dict(self, prototype: BufferPrototype) -> dict[str, Buffer]:
-        d = _replace_special_floats(self.to_dict())
-        return {ZARR_JSON: prototype.buffer.from_bytes(json.dumps(d, cls=V3JsonEncoder).encode())}
+        json_indent = config.get("json_indent")
+        d = self.to_dict()
+        return {
+            ZARR_JSON: prototype.buffer.from_bytes(
+                json.dumps(d, allow_nan=False, indent=json_indent).encode()
+            )
+        }
 
     @classmethod
     def from_dict(cls, data: dict[str, JSON]) -> Self:
@@ -402,18 +302,31 @@ def from_dict(cls, data: dict[str, JSON]) -> Self:
         # check that the node_type attribute is correct
         _ = parse_node_type_array(_data.pop("node_type"))
 
-        # check that the data_type attribute is valid
-        data_type = DataType.parse(_data.pop("data_type"))
+        data_type_json = _data.pop("data_type")
+        if not check_dtype_spec_v3(data_type_json):
+            raise ValueError(f"Invalid data_type: {data_type_json!r}")
+        data_type = get_data_type_from_json(data_type_json, zarr_format=3)
+
+        # check that the fill value is consistent with the data type
+        try:
+            fill = _data.pop("fill_value")
+            fill_value_parsed = data_type.from_json_scalar(fill, zarr_format=3)
+        except ValueError as e:
+            raise TypeError(f"Invalid fill_value: {fill!r}") from e
 
         # dimension_names key is optional, normalize missing to `None`
         _data["dimension_names"] = _data.pop("dimension_names", None)
+
         # attributes key is optional, normalize missing to `None`
         _data["attributes"] = _data.pop("attributes", None)
-        return cls(**_data, data_type=data_type)  # type: ignore[arg-type]
+
+        return cls(**_data, fill_value=fill_value_parsed, data_type=data_type)  # type: ignore[arg-type]
 
     def to_dict(self) -> dict[str, JSON]:
         out_dict = super().to_dict()
-
+        out_dict["fill_value"] = self.data_type.to_json_scalar(
+            self.fill_value, zarr_format=self.zarr_format
+        )
         if not isinstance(out_dict, dict):
             raise TypeError(f"Expected dict. Got {type(out_dict)}.")
 
@@ -421,6 +334,15 @@ def to_dict(self) -> dict[str, JSON]:
         # the metadata document
         if out_dict["dimension_names"] is None:
             out_dict.pop("dimension_names")
+
+        # TODO: replace the `to_dict` / `from_dict` on the `Metadata`` class with
+        # to_json, from_json, and have ZDType inherit from `Metadata`
+        # until then, we have this hack here, which relies on the fact that to_dict will pass through
+        # any non-`Metadata` fields as-is.
+        dtype_meta = out_dict["data_type"]
+        if isinstance(dtype_meta, ZDType):
+            out_dict["data_type"] = dtype_meta.to_json(zarr_format=3)  # type: ignore[unreachable]
+
         return out_dict
 
     def update_shape(self, shape: ChunkCoords) -> Self:
@@ -428,299 +350,3 @@ def update_shape(self, shape: ChunkCoords) -> Self:
 
     def update_attributes(self, attributes: dict[str, JSON]) -> Self:
         return replace(self, attributes=attributes)
-
-
-# enum Literals can't be used in typing, so we have to restate all of the V3 dtypes as types
-# https://github.com/python/typing/issues/781
-
-BOOL_DTYPE = Literal["bool"]
-BOOL = np.bool_
-INTEGER_DTYPE = Literal["int8", "int16", "int32", "int64", "uint8", "uint16", "uint32", "uint64"]
-INTEGER = np.int8 | np.int16 | np.int32 | np.int64 | np.uint8 | np.uint16 | np.uint32 | np.uint64
-FLOAT_DTYPE = Literal["float16", "float32", "float64"]
-FLOAT = np.float16 | np.float32 | np.float64
-COMPLEX_DTYPE = Literal["complex64", "complex128"]
-COMPLEX = np.complex64 | np.complex128
-STRING_DTYPE = Literal["string"]
-STRING = np.str_
-BYTES_DTYPE = Literal["bytes"]
-BYTES = np.bytes_
-
-ALL_DTYPES = BOOL_DTYPE | INTEGER_DTYPE | FLOAT_DTYPE | COMPLEX_DTYPE | STRING_DTYPE | BYTES_DTYPE
-
-
-@overload
-def parse_fill_value(
-    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool,
-    dtype: BOOL_DTYPE,
-) -> BOOL: ...
-
-
-@overload
-def parse_fill_value(
-    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool,
-    dtype: INTEGER_DTYPE,
-) -> INTEGER: ...
-
-
-@overload
-def parse_fill_value(
-    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool,
-    dtype: FLOAT_DTYPE,
-) -> FLOAT: ...
-
-
-@overload
-def parse_fill_value(
-    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool,
-    dtype: COMPLEX_DTYPE,
-) -> COMPLEX: ...
-
-
-@overload
-def parse_fill_value(
-    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool,
-    dtype: STRING_DTYPE,
-) -> STRING: ...
-
-
-@overload
-def parse_fill_value(
-    fill_value: complex | str | bytes | np.generic | Sequence[Any] | bool,
-    dtype: BYTES_DTYPE,
-) -> BYTES: ...
-
-
-def parse_fill_value(
-    fill_value: Any,
-    dtype: ALL_DTYPES,
-) -> Any:
-    """
-    Parse `fill_value`, a potential fill value, into an instance of `dtype`, a data type.
-    If `fill_value` is `None`, then this function will return the result of casting the value 0
-    to the provided data type. Otherwise, `fill_value` will be cast to the provided data type.
-
-    Note that some numpy dtypes use very permissive casting rules. For example,
-    `np.bool_({'not remotely a bool'})` returns `True`. Thus this function should not be used for
-    validating that the provided fill value is a valid instance of the data type.
-
-    Parameters
-    ----------
-    fill_value : Any
-        A potential fill value.
-    dtype : str
-        A valid Zarr format 3 DataType.
-
-    Returns
-    -------
-    A scalar instance of `dtype`
-    """
-    data_type = DataType(dtype)
-    if fill_value is None:
-        raise ValueError("Fill value cannot be None")
-    if data_type == DataType.string:
-        return np.str_(fill_value)
-    if data_type == DataType.bytes:
-        return np.bytes_(fill_value)
-
-    # the rest are numeric types
-    np_dtype = cast("np.dtype[Any]", data_type.to_numpy())
-
-    if isinstance(fill_value, Sequence) and not isinstance(fill_value, str):
-        if data_type in (DataType.complex64, DataType.complex128):
-            if len(fill_value) == 2:
-                decoded_fill_value = tuple(
-                    SPECIAL_FLOATS_ENCODED.get(value, value) for value in fill_value
-                )
-                # complex datatypes serialize to JSON arrays with two elements
-                return np_dtype.type(complex(*decoded_fill_value))
-            else:
-                msg = (
-                    f"Got an invalid fill value for complex data type {data_type.value}."
-                    f"Expected a sequence with 2 elements, but {fill_value!r} has "
-                    f"length {len(fill_value)}."
-                )
-                raise ValueError(msg)
-        msg = f"Cannot parse non-string sequence {fill_value!r} as a scalar with type {data_type.value}."
-        raise TypeError(msg)
-
-    # Cast the fill_value to the given dtype
-    try:
-        # This warning filter can be removed after Zarr supports numpy>=2.0
-        # The warning is saying that the future behavior of out of bounds casting will be to raise
-        # an OverflowError. In the meantime, we allow overflow and catch cases where
-        # fill_value != casted_value below.
-        with warnings.catch_warnings():
-            warnings.filterwarnings("ignore", category=DeprecationWarning)
-            casted_value = np.dtype(np_dtype).type(fill_value)
-    except (ValueError, OverflowError, TypeError) as e:
-        raise ValueError(f"fill value {fill_value!r} is not valid for dtype {data_type}") from e
-    # Check if the value is still representable by the dtype
-    if (fill_value == "NaN" and np.isnan(casted_value)) or (
-        fill_value in ["Infinity", "-Infinity"] and not np.isfinite(casted_value)
-    ):
-        pass
-    elif np_dtype.kind == "f":
-        # float comparison is not exact, especially when dtype <float64
-        # so we use np.isclose for this comparison.
-        # this also allows us to compare nan fill_values
-        if not np.isclose(fill_value, casted_value, equal_nan=True):
-            raise ValueError(f"fill value {fill_value!r} is not valid for dtype {data_type}")
-    elif np_dtype.kind == "c":
-        # confusingly np.isclose(np.inf, np.inf + 0j) is False on numpy<2, so compare real and imag parts
-        # explicitly.
-        if not (
-            np.isclose(np.real(fill_value), np.real(casted_value), equal_nan=True)
-            and np.isclose(np.imag(fill_value), np.imag(casted_value), equal_nan=True)
-        ):
-            raise ValueError(f"fill value {fill_value!r} is not valid for dtype {data_type}")
-    else:
-        if fill_value != casted_value:
-            raise ValueError(f"fill value {fill_value!r} is not valid for dtype {data_type}")
-
-    return casted_value
-
-
-def default_fill_value(dtype: DataType) -> str | bytes | np.generic:
-    if dtype == DataType.string:
-        return ""
-    elif dtype == DataType.bytes:
-        return b""
-    else:
-        np_dtype = dtype.to_numpy()
-        np_dtype = cast("np.dtype[Any]", np_dtype)
-        return np_dtype.type(0)  # type: ignore[misc]
-
-
-# For type checking
-_bool = bool
-
-
-class DataType(Enum):
-    bool = "bool"
-    int8 = "int8"
-    int16 = "int16"
-    int32 = "int32"
-    int64 = "int64"
-    uint8 = "uint8"
-    uint16 = "uint16"
-    uint32 = "uint32"
-    uint64 = "uint64"
-    float16 = "float16"
-    float32 = "float32"
-    float64 = "float64"
-    complex64 = "complex64"
-    complex128 = "complex128"
-    string = "string"
-    bytes = "bytes"
-
-    @property
-    def byte_count(self) -> int | None:
-        data_type_byte_counts = {
-            DataType.bool: 1,
-            DataType.int8: 1,
-            DataType.int16: 2,
-            DataType.int32: 4,
-            DataType.int64: 8,
-            DataType.uint8: 1,
-            DataType.uint16: 2,
-            DataType.uint32: 4,
-            DataType.uint64: 8,
-            DataType.float16: 2,
-            DataType.float32: 4,
-            DataType.float64: 8,
-            DataType.complex64: 8,
-            DataType.complex128: 16,
-        }
-        try:
-            return data_type_byte_counts[self]
-        except KeyError:
-            # string and bytes have variable length
-            return None
-
-    @property
-    def has_endianness(self) -> _bool:
-        return self.byte_count is not None and self.byte_count != 1
-
-    def to_numpy_shortname(self) -> str:
-        data_type_to_numpy = {
-            DataType.bool: "bool",
-            DataType.int8: "i1",
-            DataType.int16: "i2",
-            DataType.int32: "i4",
-            DataType.int64: "i8",
-            DataType.uint8: "u1",
-            DataType.uint16: "u2",
-            DataType.uint32: "u4",
-            DataType.uint64: "u8",
-            DataType.float16: "f2",
-            DataType.float32: "f4",
-            DataType.float64: "f8",
-            DataType.complex64: "c8",
-            DataType.complex128: "c16",
-        }
-        return data_type_to_numpy[self]
-
-    def to_numpy(self) -> np.dtypes.StringDType | np.dtypes.ObjectDType | np.dtype[Any]:
-        # note: it is not possible to round trip DataType <-> np.dtype
-        # due to the fact that DataType.string and DataType.bytes both
-        # generally return np.dtype("O") from this function, even though
-        # they can originate as fixed-length types (e.g. "<U10", "|S5")
-        if self == DataType.string:
-            return STRING_NP_DTYPE
-        elif self == DataType.bytes:
-            # for now always use object dtype for bytestrings
-            # TODO: consider whether we can use fixed-width types (e.g. '|S5') instead
-            return np.dtype("O")
-        else:
-            return np.dtype(self.to_numpy_shortname())
-
-    @classmethod
-    def from_numpy(cls, dtype: np.dtype[Any]) -> DataType:
-        if dtype.kind in "UT":
-            return DataType.string
-        elif dtype.kind == "S":
-            return DataType.bytes
-        elif not _NUMPY_SUPPORTS_VLEN_STRING and dtype.kind == "O":
-            # numpy < 2.0 does not support vlen string dtype
-            # so we fall back on object array of strings
-            return DataType.string
-        dtype_to_data_type = {
-            "|b1": "bool",
-            "bool": "bool",
-            "|i1": "int8",
-            "<i2": "int16",
-            "<i4": "int32",
-            "<i8": "int64",
-            "|u1": "uint8",
-            "<u2": "uint16",
-            "<u4": "uint32",
-            "<u8": "uint64",
-            "<f2": "float16",
-            "<f4": "float32",
-            "<f8": "float64",
-            "<c8": "complex64",
-            "<c16": "complex128",
-        }
-        return DataType[dtype_to_data_type[dtype.str]]
-
-    @classmethod
-    def parse(cls, dtype: DataType | Any | None) -> DataType:
-        if dtype is None:
-            return DataType[DEFAULT_DTYPE]
-        if isinstance(dtype, DataType):
-            return dtype
-        try:
-            return DataType(dtype)
-        except ValueError:
-            pass
-        try:
-            dtype = np.dtype(dtype)
-        except (ValueError, TypeError) as e:
-            raise ValueError(f"Invalid Zarr format 3 data_type: {dtype}") from e
-        # check that this is a valid v3 data_type
-        try:
-            data_type = DataType.from_numpy(dtype)
-        except KeyError as e:
-            raise ValueError(f"Invalid Zarr format 3 data_type: {dtype}") from e
-        return data_type
diff --git a/src/zarr/core/strings.py b/src/zarr/core/strings.py
deleted file mode 100644
index 15c5fddfee..0000000000
--- a/src/zarr/core/strings.py
+++ /dev/null
@@ -1,86 +0,0 @@
-"""This module contains utilities for working with string arrays across
-different versions of Numpy.
-"""
-
-from typing import Any, Union, cast
-from warnings import warn
-
-import numpy as np
-
-# _STRING_DTYPE is the in-memory datatype that will be used for V3 string arrays
-# when reading data back from Zarr.
-# Any valid string-like datatype should be fine for *setting* data.
-
-_STRING_DTYPE: Union["np.dtypes.StringDType", "np.dtypes.ObjectDType"]
-_NUMPY_SUPPORTS_VLEN_STRING: bool
-
-
-def cast_array(
-    data: np.ndarray[Any, np.dtype[Any]],
-) -> np.ndarray[Any, Union["np.dtypes.StringDType", "np.dtypes.ObjectDType"]]:
-    raise NotImplementedError
-
-
-try:
-    # this new vlen string dtype was added in NumPy 2.0
-    _STRING_DTYPE = np.dtypes.StringDType()
-    _NUMPY_SUPPORTS_VLEN_STRING = True
-
-    def cast_array(
-        data: np.ndarray[Any, np.dtype[Any]],
-    ) -> np.ndarray[Any, np.dtypes.StringDType | np.dtypes.ObjectDType]:
-        out = data.astype(_STRING_DTYPE, copy=False)
-        return cast("np.ndarray[Any, np.dtypes.StringDType]", out)
-
-except AttributeError:
-    # if not available, we fall back on an object array of strings, as in Zarr < 3
-    _STRING_DTYPE = np.dtypes.ObjectDType()
-    _NUMPY_SUPPORTS_VLEN_STRING = False
-
-    def cast_array(
-        data: np.ndarray[Any, np.dtype[Any]],
-    ) -> np.ndarray[Any, Union["np.dtypes.StringDType", "np.dtypes.ObjectDType"]]:
-        out = data.astype(_STRING_DTYPE, copy=False)
-        return cast("np.ndarray[Any, np.dtypes.ObjectDType]", out)
-
-
-def cast_to_string_dtype(
-    data: np.ndarray[Any, np.dtype[Any]], safe: bool = False
-) -> np.ndarray[Any, Union["np.dtypes.StringDType", "np.dtypes.ObjectDType"]]:
-    """Take any data and attempt to cast to to our preferred string dtype.
-
-    data :  np.ndarray
-        The data to cast
-
-    safe : bool
-        If True, do not issue a warning if the data is cast from object to string dtype.
-
-    """
-    if np.issubdtype(data.dtype, np.str_):
-        # legacy fixed-width string type (e.g. "<U10")
-        return cast_array(data)
-        # out = data.astype(STRING_DTYPE, copy=False)
-        # return cast(np.ndarray[Any, np.dtypes.StringDType | np.dtypes.ObjectDType], out)
-    if _NUMPY_SUPPORTS_VLEN_STRING and np.issubdtype(data.dtype, _STRING_DTYPE):
-        # already a valid string variable length string dtype
-        return cast_array(data)
-    if np.issubdtype(data.dtype, np.object_):
-        # object arrays require more careful handling
-        if _NUMPY_SUPPORTS_VLEN_STRING:
-            try:
-                # cast to variable-length string dtype, fail if object contains non-string data
-                # mypy says "error: Unexpected keyword argument "coerce" for "StringDType"  [call-arg]"
-                # also: Value of type variable "_ScalarType" of "astype" of "ndarray" cannot be "str"  [type-var]
-                out = data.astype(np.dtypes.StringDType(coerce=False), copy=False)  # type: ignore[call-arg,type-var]
-                return cast_array(out)
-            except ValueError as e:
-                raise ValueError("Cannot cast object dtype to string dtype") from e
-        else:
-            if not safe:
-                warn(
-                    "Treating object array as valid string array. To avoid this warning, "
-                    "cast the data to a string dtype before passing to Zarr or upgrade to NumPy >= 2.",
-                    stacklevel=2,
-                )
-            return cast_array(data)
-    raise ValueError(f"Cannot cast dtype {data.dtype} to string dtype")
diff --git a/src/zarr/dtype.py b/src/zarr/dtype.py
new file mode 100644
index 0000000000..6e3789543b
--- /dev/null
+++ b/src/zarr/dtype.py
@@ -0,0 +1,3 @@
+from zarr.core.dtype import ZDType, data_type_registry
+
+__all__ = ["ZDType", "data_type_registry"]
diff --git a/src/zarr/registry.py b/src/zarr/registry.py
index 704db3f704..d1fe1d181c 100644
--- a/src/zarr/registry.py
+++ b/src/zarr/registry.py
@@ -6,6 +6,7 @@
 from typing import TYPE_CHECKING, Any, Generic, TypeVar
 
 from zarr.core.config import BadConfigError, config
+from zarr.core.dtype import data_type_registry
 
 if TYPE_CHECKING:
     from importlib.metadata import EntryPoint
@@ -43,6 +44,7 @@ def __init__(self) -> None:
     def lazy_load(self) -> None:
         for e in self.lazy_load_list:
             self.register(e.load())
+
         self.lazy_load_list.clear()
 
     def register(self, cls: type[T]) -> None:
@@ -58,12 +60,14 @@ def register(self, cls: type[T]) -> None:
 The registry module is responsible for managing implementations of codecs,
 pipelines, buffers and ndbuffers and collecting them from entrypoints.
 The implementation used is determined by the config.
+
+The registry module is also responsible for managing dtypes.
 """
 
 
 def _collect_entrypoints() -> list[Registry[Any]]:
     """
-    Collects codecs, pipelines, buffers and ndbuffers from entrypoints.
+    Collects codecs, pipelines, dtypes, buffers and ndbuffers from entrypoints.
     Entry points can either be single items or groups of items.
     Allowed syntax for entry_points.txt is e.g.
 
@@ -86,6 +90,10 @@ def _collect_entrypoints() -> list[Registry[Any]]:
     __buffer_registry.lazy_load_list.extend(entry_points.select(group="zarr", name="buffer"))
     __ndbuffer_registry.lazy_load_list.extend(entry_points.select(group="zarr.ndbuffer"))
     __ndbuffer_registry.lazy_load_list.extend(entry_points.select(group="zarr", name="ndbuffer"))
+
+    data_type_registry.lazy_load_list.extend(entry_points.select(group="zarr.data_type"))
+    data_type_registry.lazy_load_list.extend(entry_points.select(group="zarr", name="data_type"))
+
     __pipeline_registry.lazy_load_list.extend(entry_points.select(group="zarr.codec_pipeline"))
     __pipeline_registry.lazy_load_list.extend(
         entry_points.select(group="zarr", name="codec_pipeline")
@@ -148,7 +156,8 @@ def get_codec_class(key: str, reload_config: bool = False) -> type[Codec]:
         if len(codec_classes) == 1:
             return next(iter(codec_classes.values()))
         warnings.warn(
-            f"Codec '{key}' not configured in config. Selecting any implementation.", stacklevel=2
+            f"Codec '{key}' not configured in config. Selecting any implementation.",
+            stacklevel=2,
         )
         return list(codec_classes.values())[-1]
     selected_codec_cls = codec_classes[config_entry]
diff --git a/src/zarr/testing/strategies.py b/src/zarr/testing/strategies.py
index 0cb992a4f2..5e070b5387 100644
--- a/src/zarr/testing/strategies.py
+++ b/src/zarr/testing/strategies.py
@@ -17,6 +17,7 @@
 from zarr.core.chunk_grids import RegularChunkGrid
 from zarr.core.chunk_key_encodings import DefaultChunkKeyEncoding
 from zarr.core.common import JSON, ZarrFormat
+from zarr.core.dtype import get_data_type_from_native_dtype
 from zarr.core.metadata import ArrayV2Metadata, ArrayV3Metadata
 from zarr.core.sync import sync
 from zarr.storage import MemoryStore, StoreLike
@@ -49,10 +50,10 @@ def v3_dtypes() -> st.SearchStrategy[np.dtype[Any]]:
         | npst.unsigned_integer_dtypes(endianness="=")
         | npst.floating_dtypes(endianness="=")
         | npst.complex_number_dtypes(endianness="=")
-        # | npst.byte_string_dtypes(endianness="=")
-        # | npst.unicode_string_dtypes()
-        # | npst.datetime64_dtypes()
-        # | npst.timedelta64_dtypes()
+        | npst.byte_string_dtypes(endianness="=")
+        | npst.unicode_string_dtypes(endianness="=")
+        | npst.datetime64_dtypes(endianness="=")
+        | npst.timedelta64_dtypes(endianness="=")
     )
 
 
@@ -66,7 +67,7 @@ def v2_dtypes() -> st.SearchStrategy[np.dtype[Any]]:
         | npst.byte_string_dtypes(endianness="=")
         | npst.unicode_string_dtypes(endianness="=")
         | npst.datetime64_dtypes(endianness="=")
-        # | npst.timedelta64_dtypes()
+        | npst.timedelta64_dtypes(endianness="=")
     )
 
 
@@ -119,7 +120,9 @@ def clear_store(x: Store) -> Store:
 compressors = st.sampled_from([None, "default"])
 zarr_formats: st.SearchStrategy[ZarrFormat] = st.sampled_from([3, 2])
 # We de-prioritize arrays having dim sizes 0, 1, 2
-array_shapes = npst.array_shapes(max_dims=4, min_side=3) | npst.array_shapes(max_dims=4, min_side=0)
+array_shapes = npst.array_shapes(max_dims=4, min_side=3, max_side=5) | npst.array_shapes(
+    max_dims=4, min_side=0
+)
 
 
 @st.composite
@@ -141,8 +144,9 @@ def array_metadata(
     shape = draw(array_shapes())
     ndim = len(shape)
     chunk_shape = draw(array_shapes(min_dims=ndim, max_dims=ndim))
-    dtype = draw(v3_dtypes())
-    fill_value = draw(npst.from_dtype(dtype))
+    np_dtype = draw(v3_dtypes())
+    dtype = get_data_type_from_native_dtype(np_dtype)
+    fill_value = draw(npst.from_dtype(np_dtype))
     if zarr_format == 2:
         return ArrayV2Metadata(
             shape=shape,
diff --git a/tests/conftest.py b/tests/conftest.py
index 30d7eec4d4..4d300a1fd4 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -19,8 +19,12 @@
     _parse_chunk_key_encoding,
 )
 from zarr.core.chunk_grids import RegularChunkGrid, _auto_partition
-from zarr.core.common import JSON, DimensionNames, parse_dtype, parse_shapelike
+from zarr.core.common import JSON, DimensionNames, parse_shapelike
 from zarr.core.config import config as zarr_config
+from zarr.core.dtype import (
+    get_data_type_from_native_dtype,
+)
+from zarr.core.dtype.common import HasItemSize
 from zarr.core.metadata.v2 import ArrayV2Metadata
 from zarr.core.metadata.v3 import ArrayV3Metadata
 from zarr.core.sync import sync
@@ -36,6 +40,7 @@
     from zarr.core.array import CompressorsLike, FiltersLike, SerializerLike, ShardsLike
     from zarr.core.chunk_key_encodings import ChunkKeyEncoding, ChunkKeyEncodingLike
     from zarr.core.common import ChunkCoords, MemoryOrder, ShapeLike, ZarrFormat
+    from zarr.core.dtype.wrapper import ZDType
 
 
 async def parse_store(
@@ -265,7 +270,7 @@ def create_array_metadata(
     filters: FiltersLike = "auto",
     compressors: CompressorsLike = "auto",
     serializer: SerializerLike = "auto",
-    fill_value: Any | None = None,
+    fill_value: Any = 0,
     order: MemoryOrder | None = None,
     zarr_format: ZarrFormat,
     attributes: dict[str, JSON] | None = None,
@@ -275,14 +280,19 @@ def create_array_metadata(
     """
     Create array metadata
     """
-    dtype_parsed = parse_dtype(dtype, zarr_format=zarr_format)
+    dtype_parsed = get_data_type_from_native_dtype(dtype)
     shape_parsed = parse_shapelike(shape)
     chunk_key_encoding_parsed = _parse_chunk_key_encoding(
         chunk_key_encoding, zarr_format=zarr_format
     )
-
+    item_size = 1
+    if isinstance(dtype_parsed, HasItemSize):
+        item_size = dtype_parsed.item_size
     shard_shape_parsed, chunk_shape_parsed = _auto_partition(
-        array_shape=shape_parsed, shard_shape=shards, chunk_shape=chunks, dtype=dtype_parsed
+        array_shape=shape_parsed,
+        shard_shape=shards,
+        chunk_shape=chunks,
+        item_size=item_size,
     )
 
     if order is None:
@@ -293,11 +303,11 @@ def create_array_metadata(
 
     if zarr_format == 2:
         filters_parsed, compressor_parsed = _parse_chunk_encoding_v2(
-            compressor=compressors, filters=filters, dtype=np.dtype(dtype)
+            compressor=compressors, filters=filters, dtype=dtype_parsed
         )
         return ArrayV2Metadata(
             shape=shape_parsed,
-            dtype=np.dtype(dtype),
+            dtype=dtype_parsed,
             chunks=chunk_shape_parsed,
             order=order_parsed,
             dimension_separator=chunk_key_encoding_parsed.separator,
@@ -398,7 +408,7 @@ def meta_from_array(
     filters: FiltersLike = "auto",
     compressors: CompressorsLike = "auto",
     serializer: SerializerLike = "auto",
-    fill_value: Any | None = None,
+    fill_value: Any = 0,
     order: MemoryOrder | None = None,
     zarr_format: ZarrFormat = 3,
     attributes: dict[str, JSON] | None = None,
@@ -423,3 +433,12 @@ def meta_from_array(
         chunk_key_encoding=chunk_key_encoding,
         dimension_names=dimension_names,
     )
+
+
+def skip_object_dtype(dtype: ZDType[Any, Any]) -> None:
+    if dtype.dtype_cls is type(np.dtype("O")):
+        msg = (
+            f"{dtype} uses the numpy object data type, which is not a valid target for data "
+            "type resolution"
+        )
+        pytest.skip(msg)
diff --git a/tests/package_with_entrypoint-0.1.dist-info/entry_points.txt b/tests/package_with_entrypoint-0.1.dist-info/entry_points.txt
index eee724c912..7eb0eb7c86 100644
--- a/tests/package_with_entrypoint-0.1.dist-info/entry_points.txt
+++ b/tests/package_with_entrypoint-0.1.dist-info/entry_points.txt
@@ -12,3 +12,5 @@ another_buffer = package_with_entrypoint:TestEntrypointGroup.Buffer
 another_ndbuffer = package_with_entrypoint:TestEntrypointGroup.NDBuffer
 [zarr.codec_pipeline]
 another_pipeline = package_with_entrypoint:TestEntrypointGroup.Pipeline
+[zarr.data_type]
+new_data_type = package_with_entrypoint:TestDataType
\ No newline at end of file
diff --git a/tests/package_with_entrypoint/__init__.py b/tests/package_with_entrypoint/__init__.py
index cfbd4f23a9..e0d8a52c4d 100644
--- a/tests/package_with_entrypoint/__init__.py
+++ b/tests/package_with_entrypoint/__init__.py
@@ -1,5 +1,6 @@
-from collections.abc import Iterable
-from typing import Any
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Any, Literal, Self
 
 import numpy as np
 import numpy.typing as npt
@@ -7,8 +8,16 @@
 import zarr.core.buffer
 from zarr.abc.codec import ArrayBytesCodec, CodecInput, CodecPipeline
 from zarr.codecs import BytesCodec
-from zarr.core.array_spec import ArraySpec
 from zarr.core.buffer import Buffer, NDBuffer
+from zarr.core.dtype.common import DataTypeValidationError, DTypeJSON, DTypeSpec_V2
+from zarr.core.dtype.npy.bool import Bool
+
+if TYPE_CHECKING:
+    from collections.abc import Iterable
+    from typing import ClassVar, Literal
+
+    from zarr.core.array_spec import ArraySpec
+    from zarr.core.common import ZarrFormat
 
 
 class TestEntrypointCodec(ArrayBytesCodec):
@@ -65,3 +74,28 @@ class NDBuffer(zarr.core.buffer.NDBuffer):
 
     class Pipeline(CodecPipeline):
         pass
+
+
+class TestDataType(Bool):
+    """
+    This is a "data type" that serializes to "test"
+    """
+
+    _zarr_v3_name: ClassVar[Literal["test"]] = "test"  # type: ignore[assignment]
+
+    @classmethod
+    def from_json(cls, data: DTypeJSON, *, zarr_format: Literal[2, 3]) -> Self:
+        if zarr_format == 2 and data == {"name": cls._zarr_v3_name, "object_codec_id": None}:
+            return cls()
+        if zarr_format == 3 and data == cls._zarr_v3_name:
+            return cls()
+        raise DataTypeValidationError(
+            f"Invalid JSON representation of {cls.__name__}. Got {data!r}"
+        )
+
+    def to_json(self, zarr_format: ZarrFormat) -> str | DTypeSpec_V2:  # type: ignore[override]
+        if zarr_format == 2:
+            return {"name": self._zarr_v3_name, "object_codec_id": None}
+        if zarr_format == 3:
+            return self._zarr_v3_name
+        raise ValueError("zarr_format must be 2 or 3")
diff --git a/tests/test_array.py b/tests/test_array.py
index 3fc7b3938c..28ea812967 100644
--- a/tests/test_array.py
+++ b/tests/test_array.py
@@ -1,4 +1,5 @@
 import dataclasses
+import inspect
 import json
 import math
 import multiprocessing as mp
@@ -17,22 +18,19 @@
 
 import zarr.api.asynchronous
 import zarr.api.synchronous as sync_api
+from tests.conftest import skip_object_dtype
 from zarr import Array, AsyncArray, Group
 from zarr.abc.store import Store
 from zarr.codecs import (
     BytesCodec,
     GzipCodec,
     TransposeCodec,
-    VLenBytesCodec,
-    VLenUTF8Codec,
     ZstdCodec,
 )
 from zarr.core._info import ArrayInfo
 from zarr.core.array import (
     CompressorsLike,
     FiltersLike,
-    _get_default_chunk_encoding_v2,
-    _get_default_chunk_encoding_v3,
     _parse_chunk_encoding_v2,
     _parse_chunk_encoding_v3,
     chunks_initialized,
@@ -43,16 +41,29 @@
 from zarr.core.chunk_grids import _auto_partition
 from zarr.core.chunk_key_encodings import ChunkKeyEncodingParams
 from zarr.core.common import JSON, MemoryOrder, ZarrFormat
+from zarr.core.dtype import get_data_type_from_native_dtype
+from zarr.core.dtype.common import ENDIANNESS_STR, EndiannessStr
+from zarr.core.dtype.npy.common import NUMPY_ENDIANNESS_STR, endianness_from_numpy_str
+from zarr.core.dtype.npy.float import Float32, Float64
+from zarr.core.dtype.npy.int import Int16, UInt8
+from zarr.core.dtype.npy.string import VariableLengthUTF8
+from zarr.core.dtype.npy.structured import (
+    Structured,
+)
+from zarr.core.dtype.npy.time import DateTime64, TimeDelta64
+from zarr.core.dtype.wrapper import ZDType
 from zarr.core.group import AsyncGroup
 from zarr.core.indexing import BasicIndexer, ceildiv
-from zarr.core.metadata.v3 import ArrayV3Metadata, DataType
+from zarr.core.metadata.v2 import ArrayV2Metadata
 from zarr.core.sync import sync
 from zarr.errors import ContainsArrayError, ContainsGroupError
 from zarr.storage import LocalStore, MemoryStore, StorePath
 
+from .test_dtype.conftest import zdtype_examples
+
 if TYPE_CHECKING:
     from zarr.core.array_spec import ArrayConfigLike
-from zarr.core.metadata.v2 import ArrayV2Metadata
+    from zarr.core.metadata.v3 import ArrayV3Metadata
 
 
 @pytest.mark.parametrize("store", ["local", "memory", "zip"], indirect=["store"])
@@ -152,7 +163,7 @@ def test_array_name_properties_no_group(
     store: LocalStore | MemoryStore, zarr_format: ZarrFormat
 ) -> None:
     arr = zarr.create_array(
-        store=store, shape=(100,), chunks=(10,), zarr_format=zarr_format, dtype="i4"
+        store=store, shape=(100,), chunks=(10,), zarr_format=zarr_format, dtype=">i4"
     )
     assert arr.path == ""
     assert arr.name == "/"
@@ -178,34 +189,45 @@ def test_array_name_properties_with_group(
     assert spam.basename == "spam"
 
 
+@pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
 @pytest.mark.parametrize("specifiy_fill_value", [True, False])
-@pytest.mark.parametrize("dtype_str", ["bool", "uint8", "complex64"])
-def test_array_v3_fill_value_default(
-    store: MemoryStore, specifiy_fill_value: bool, dtype_str: str
+@pytest.mark.parametrize(
+    "zdtype", zdtype_examples, ids=tuple(str(type(v)) for v in zdtype_examples)
+)
+def test_array_fill_value_default(
+    store: MemoryStore, specifiy_fill_value: bool, zdtype: ZDType[Any, Any]
 ) -> None:
     """
     Test that creating an array with the fill_value parameter set to None, or unspecified,
-    results in the expected fill_value attribute of the array, i.e. 0 cast to the array's dtype.
+    results in the expected fill_value attribute of the array, i.e. the default value of the dtype
     """
     shape = (10,)
-    default_fill_value = 0
     if specifiy_fill_value:
         arr = zarr.create_array(
             store=store,
             shape=shape,
-            dtype=dtype_str,
+            dtype=zdtype,
             zarr_format=3,
             chunks=shape,
             fill_value=None,
         )
     else:
-        arr = zarr.create_array(
-            store=store, shape=shape, dtype=dtype_str, zarr_format=3, chunks=shape
-        )
+        arr = zarr.create_array(store=store, shape=shape, dtype=zdtype, zarr_format=3, chunks=shape)
+    expected_fill_value = zdtype.default_scalar()
+    if isinstance(expected_fill_value, np.datetime64 | np.timedelta64):
+        if np.isnat(expected_fill_value):
+            assert np.isnat(arr.fill_value)
+    elif isinstance(expected_fill_value, np.floating | np.complexfloating):
+        if np.isnan(expected_fill_value):
+            assert np.isnan(arr.fill_value)
+    else:
+        assert arr.fill_value == expected_fill_value
+    # A simpler check would be to ensure that arr.fill_value.dtype == arr.dtype
+    # But for some numpy data types (namely, U), scalars might not have length. An empty string
+    # scalar from a `>U4` array would have dtype `>U`, and arr.fill_value.dtype == arr.dtype will fail.
 
-    assert arr.fill_value == np.dtype(dtype_str).type(default_fill_value)
-    assert arr.fill_value.dtype == arr.dtype
+    assert type(arr.fill_value) is type(np.array([arr.fill_value], dtype=arr.dtype)[0])
 
 
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
@@ -348,7 +370,7 @@ def test_storage_transformers(store: MemoryStore, zarr_format: ZarrFormat | str)
             "zarr_format": zarr_format,
             "shape": (10,),
             "chunks": (1,),
-            "dtype": "uint8",
+            "dtype": "|u1",
             "dimension_separator": ".",
             "codecs": (BytesCodec().to_dict(),),
             "fill_value": 0,
@@ -458,48 +480,6 @@ async def test_nbytes_stored_async() -> None:
     assert result == 902  # the size with all chunks filled.
 
 
-def test_default_fill_values() -> None:
-    a = zarr.Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="<U4")
-    assert a.fill_value == ""
-
-    b = zarr.Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="<S4")
-    assert b.fill_value == b""
-
-    c = zarr.Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="i")
-    assert c.fill_value == 0
-
-    d = zarr.Array.create(MemoryStore(), shape=5, chunk_shape=5, dtype="f")
-    assert d.fill_value == 0.0
-
-
-def test_vlen_errors() -> None:
-    with pytest.raises(ValueError, match="At least one ArrayBytesCodec is required."):
-        Array.create(MemoryStore(), shape=5, chunks=5, dtype="<U4", codecs=[])
-
-    with pytest.raises(
-        ValueError,
-        match="For string dtype, ArrayBytesCodec must be `VLenUTF8Codec`, got `BytesCodec`.",
-    ):
-        Array.create(MemoryStore(), shape=5, chunks=5, dtype="<U4", codecs=[BytesCodec()])
-
-    with pytest.raises(ValueError, match="Only one ArrayBytesCodec is allowed."):
-        Array.create(
-            MemoryStore(),
-            shape=5,
-            chunks=5,
-            dtype="<U4",
-            codecs=[BytesCodec(), VLenBytesCodec()],
-        )
-
-    with pytest.raises(
-        ValueError,
-        match="For string dtype, ArrayBytesCodec must be `VLenUTF8Codec`, got `BytesCodec`.",
-    ):
-        zarr.create_array(
-            MemoryStore(), shape=(5,), chunks=(5,), dtype="<U4", serializer=BytesCodec()
-        )
-
-
 @pytest.mark.parametrize("zarr_format", [2, 3])
 def test_update_attrs(zarr_format: ZarrFormat) -> None:
     # regression test for https://github.com/zarr-developers/zarr-python/issues/2328
@@ -521,7 +501,7 @@ def test_info_v2(self, chunks: tuple[int, int], shards: tuple[int, int] | None)
         result = arr.info
         expected = ArrayInfo(
             _zarr_format=2,
-            _data_type=np.dtype("float64"),
+            _data_type=arr._async_array._zdtype,
             _fill_value=arr.fill_value,
             _shape=(8, 8),
             _chunk_shape=chunks,
@@ -539,7 +519,7 @@ def test_info_v3(self, chunks: tuple[int, int], shards: tuple[int, int] | None)
         result = arr.info
         expected = ArrayInfo(
             _zarr_format=3,
-            _data_type=DataType.parse("float64"),
+            _data_type=arr._async_array._zdtype,
             _fill_value=arr.fill_value,
             _shape=(8, 8),
             _chunk_shape=chunks,
@@ -565,7 +545,7 @@ def test_info_complete(self, chunks: tuple[int, int], shards: tuple[int, int] |
         result = arr.info_complete()
         expected = ArrayInfo(
             _zarr_format=3,
-            _data_type=DataType.parse("float64"),
+            _data_type=arr._async_array._zdtype,
             _fill_value=arr.fill_value,
             _shape=(8, 8),
             _chunk_shape=chunks,
@@ -601,7 +581,7 @@ async def test_info_v2_async(
         result = arr.info
         expected = ArrayInfo(
             _zarr_format=2,
-            _data_type=np.dtype("float64"),
+            _data_type=Float64(),
             _fill_value=arr.metadata.fill_value,
             _shape=(8, 8),
             _chunk_shape=(2, 2),
@@ -627,7 +607,7 @@ async def test_info_v3_async(
         result = arr.info
         expected = ArrayInfo(
             _zarr_format=3,
-            _data_type=DataType.parse("float64"),
+            _data_type=arr._zdtype,
             _fill_value=arr.metadata.fill_value,
             _shape=(8, 8),
             _chunk_shape=chunks,
@@ -655,7 +635,7 @@ async def test_info_complete_async(
         result = await arr.info_complete()
         expected = ArrayInfo(
             _zarr_format=3,
-            _data_type=DataType.parse("float64"),
+            _data_type=arr._zdtype,
             _fill_value=arr.metadata.fill_value,
             _shape=(8, 8),
             _chunk_shape=chunks,
@@ -982,7 +962,10 @@ def test_auto_partition_auto_shards(
             expected_shards += (cs,)
 
     auto_shards, _ = _auto_partition(
-        array_shape=array_shape, chunk_shape=chunk_shape, shard_shape="auto", dtype=dtype
+        array_shape=array_shape,
+        chunk_shape=chunk_shape,
+        shard_shape="auto",
+        item_size=dtype.itemsize,
     )
     assert auto_shards == expected_shards
 
@@ -1017,53 +1000,81 @@ def test_chunks_and_shards(store: Store) -> None:
         assert arr_v2.shards is None
 
     @staticmethod
-    @pytest.mark.parametrize(
-        ("dtype", "fill_value_expected"), [("<U4", ""), ("<S4", b""), ("i", 0), ("f", 0.0)]
-    )
-    def test_default_fill_value(dtype: str, fill_value_expected: object, store: Store) -> None:
+    @pytest.mark.parametrize("dtype", zdtype_examples)
+    @pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
+    def test_default_fill_value(dtype: ZDType[Any, Any], store: Store) -> None:
+        """
+        Test that the fill value of an array is set to the default value for the dtype object
+        """
         a = zarr.create_array(store, shape=(5,), chunks=(5,), dtype=dtype)
-        assert a.fill_value == fill_value_expected
+        if isinstance(dtype, DateTime64 | TimeDelta64) and np.isnat(a.fill_value):
+            assert np.isnat(dtype.default_scalar())
+        else:
+            assert a.fill_value == dtype.default_scalar()
 
     @staticmethod
-    @pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
-    @pytest.mark.parametrize("empty_value", [None, ()])
-    async def test_no_filters_compressors(
-        store: MemoryStore, dtype: str, empty_value: object, zarr_format: ZarrFormat
-    ) -> None:
+    @pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
+    @pytest.mark.parametrize("dtype", zdtype_examples)
+    def test_dtype_forms(dtype: ZDType[Any, Any], store: Store, zarr_format: ZarrFormat) -> None:
         """
-        Test that the default ``filters`` and ``compressors`` are removed when ``create_array`` is invoked.
+        Test that the same array is produced from a ZDType instance, a numpy dtype, or a numpy string
         """
+        skip_object_dtype(dtype)
+        a = zarr.create_array(
+            store, name="a", shape=(5,), chunks=(5,), dtype=dtype, zarr_format=zarr_format
+        )
 
-        arr = await create_array(
-            store=store,
-            dtype=dtype,
-            shape=(10,),
+        b = zarr.create_array(
+            store,
+            name="b",
+            shape=(5,),
+            chunks=(5,),
+            dtype=dtype.to_native_dtype(),
             zarr_format=zarr_format,
-            compressors=empty_value,
-            filters=empty_value,
         )
-        # Test metadata explicitly
-        if zarr_format == 2:
-            assert arr.metadata.zarr_format == 2  # guard for mypy
-            # v2 spec requires that filters be either a collection with at least one filter, or None
-            assert arr.metadata.filters is None
-            # Compressor is a single element in v2 metadata; the absence of a compressor is encoded
-            # as None
-            assert arr.metadata.compressor is None
-
-            assert arr.filters == ()
-            assert arr.compressors == ()
-        else:
-            assert arr.metadata.zarr_format == 3  # guard for mypy
-            if dtype == "str":
-                assert arr.metadata.codecs == (VLenUTF8Codec(),)
-                assert arr.serializer == VLenUTF8Codec()
+        assert a.dtype == b.dtype
+
+        # Structured dtypes do not have a numpy string representation that uniquely identifies them
+        if not isinstance(dtype, Structured):
+            if isinstance(dtype, VariableLengthUTF8):
+                # in numpy 2.3, StringDType().str becomes the string 'StringDType()' which numpy
+                # does not accept as a string representation of the dtype.
+                c = zarr.create_array(
+                    store,
+                    name="c",
+                    shape=(5,),
+                    chunks=(5,),
+                    dtype=dtype.to_native_dtype().char,
+                    zarr_format=zarr_format,
+                )
             else:
-                assert arr.metadata.codecs == (BytesCodec(),)
-                assert arr.serializer == BytesCodec()
+                c = zarr.create_array(
+                    store,
+                    name="c",
+                    shape=(5,),
+                    chunks=(5,),
+                    dtype=dtype.to_native_dtype().str,
+                    zarr_format=zarr_format,
+                )
+            assert a.dtype == c.dtype
+
+    @staticmethod
+    @pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
+    @pytest.mark.parametrize("dtype", zdtype_examples)
+    def test_dtype_roundtrip(
+        dtype: ZDType[Any, Any], store: Store, zarr_format: ZarrFormat
+    ) -> None:
+        """
+        Test that creating an array, then opening it, gets the same array.
+        """
+        skip_object_dtype(dtype)
+        a = zarr.create_array(store, shape=(5,), chunks=(5,), dtype=dtype, zarr_format=zarr_format)
+        b = zarr.open_array(store)
+        assert a.dtype == b.dtype
 
     @staticmethod
-    @pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
+    @pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
+    @pytest.mark.parametrize("dtype", ["uint8", "float32", "U3", "S4", "V1"])
     @pytest.mark.parametrize(
         "compressors",
         [
@@ -1134,7 +1145,10 @@ async def test_v3_chunk_encoding(
             compressors=compressors,
         )
         filters_expected, _, compressors_expected = _parse_chunk_encoding_v3(
-            filters=filters, compressors=compressors, serializer="auto", dtype=np.dtype(dtype)
+            filters=filters,
+            compressors=compressors,
+            serializer="auto",
+            dtype=arr._zdtype,
         )
         assert arr.filters == filters_expected
         assert arr.compressors == compressors_expected
@@ -1271,7 +1285,7 @@ async def test_v2_chunk_encoding(
             filters=filters,
         )
         filters_expected, compressor_expected = _parse_chunk_encoding_v2(
-            filters=filters, compressor=compressors, dtype=np.dtype(dtype)
+            filters=filters, compressor=compressors, dtype=get_data_type_from_native_dtype(dtype)
         )
         assert arr.metadata.zarr_format == 2  # guard for mypy
         assert arr.metadata.compressor == compressor_expected
@@ -1285,27 +1299,37 @@ async def test_v2_chunk_encoding(
         assert arr.filters == filters_expected
 
     @staticmethod
-    @pytest.mark.parametrize("dtype", ["uint8", "float32", "str"])
+    @pytest.mark.parametrize("dtype", [UInt8(), Float32(), VariableLengthUTF8()])
+    @pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
     async def test_default_filters_compressors(
-        store: MemoryStore, dtype: str, zarr_format: ZarrFormat
+        store: MemoryStore, dtype: UInt8 | Float32 | VariableLengthUTF8, zarr_format: ZarrFormat
     ) -> None:
         """
         Test that the default ``filters`` and ``compressors`` are used when ``create_array`` is invoked with ``filters`` and ``compressors`` unspecified.
         """
+
         arr = await create_array(
             store=store,
-            dtype=dtype,
+            dtype=dtype,  # type: ignore[arg-type]
             shape=(10,),
             zarr_format=zarr_format,
         )
+
+        sig = inspect.signature(create_array)
+
         if zarr_format == 3:
-            expected_filters, expected_serializer, expected_compressors = (
-                _get_default_chunk_encoding_v3(np_dtype=np.dtype(dtype))
+            expected_filters, expected_serializer, expected_compressors = _parse_chunk_encoding_v3(
+                compressors=sig.parameters["compressors"].default,
+                filters=sig.parameters["filters"].default,
+                serializer=sig.parameters["serializer"].default,
+                dtype=dtype,  # type: ignore[arg-type]
             )
 
         elif zarr_format == 2:
-            default_filters, default_compressors = _get_default_chunk_encoding_v2(
-                np_dtype=np.dtype(dtype)
+            default_filters, default_compressors = _parse_chunk_encoding_v2(
+                compressor=sig.parameters["compressors"].default,
+                filters=sig.parameters["filters"].default,
+                dtype=dtype,  # type: ignore[arg-type]
             )
             if default_filters is None:
                 expected_filters = ()
@@ -1482,9 +1506,24 @@ async def test_name(store: Store, zarr_format: ZarrFormat, path: str | None) ->
                     store=store, path=parent_path, zarr_format=zarr_format
                 )
 
+    @staticmethod
+    @pytest.mark.parametrize("endianness", ENDIANNESS_STR)
+    def test_default_endianness(
+        store: Store, zarr_format: ZarrFormat, endianness: EndiannessStr
+    ) -> None:
+        """
+        Test that that endianness is correctly set when creating an array when not specifying a serializer
+        """
+        dtype = Int16(endianness=endianness)
+        arr = zarr.create_array(store=store, shape=(1,), dtype=dtype, zarr_format=zarr_format)
+        byte_order: str = arr[:].dtype.byteorder  # type: ignore[union-attr]
+        assert byte_order in NUMPY_ENDIANNESS_STR
+        assert endianness_from_numpy_str(byte_order) == endianness  # type: ignore[arg-type]
+
 
 @pytest.mark.parametrize("value", [1, 1.4, "a", b"a", np.array(1)])
 @pytest.mark.parametrize("zarr_format", [2, 3])
+@pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
 def test_scalar_array(value: Any, zarr_format: ZarrFormat) -> None:
     arr = zarr.array(value, zarr_format=zarr_format)
     assert arr[...] == value
diff --git a/tests/test_codecs/test_endian.py b/tests/test_codecs/test_endian.py
index c0c4dd4e75..ab64afb1b8 100644
--- a/tests/test_codecs/test_endian.py
+++ b/tests/test_codecs/test_endian.py
@@ -11,6 +11,7 @@
 from .test_codecs import _AsyncArrayProxy
 
 
+@pytest.mark.filterwarnings("ignore:The endianness of the requested serializer")
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 @pytest.mark.parametrize("endian", ["big", "little"])
 async def test_endian(store: Store, endian: Literal["big", "little"]) -> None:
@@ -32,6 +33,7 @@ async def test_endian(store: Store, endian: Literal["big", "little"]) -> None:
     assert np.array_equal(data, readback_data)
 
 
+@pytest.mark.filterwarnings("ignore:The endianness of the requested serializer")
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 @pytest.mark.parametrize("dtype_input_endian", [">u2", "<u2"])
 @pytest.mark.parametrize("dtype_store_endian", ["big", "little"])
diff --git a/tests/test_codecs/test_vlen.py b/tests/test_codecs/test_vlen.py
index f5599f2ac0..6fe1863464 100644
--- a/tests/test_codecs/test_vlen.py
+++ b/tests/test_codecs/test_vlen.py
@@ -8,19 +8,21 @@
 from zarr.abc.codec import Codec
 from zarr.abc.store import Store
 from zarr.codecs import ZstdCodec
-from zarr.core.metadata.v3 import ArrayV3Metadata, DataType
-from zarr.core.strings import _NUMPY_SUPPORTS_VLEN_STRING
+from zarr.core.dtype import get_data_type_from_native_dtype
+from zarr.core.dtype.npy.string import _NUMPY_SUPPORTS_VLEN_STRING
+from zarr.core.metadata.v3 import ArrayV3Metadata
 from zarr.storage import StorePath
 
-numpy_str_dtypes: list[type | str | None] = [None, str, "str", np.dtypes.StrDType]
-expected_zarr_string_dtype: np.dtype[Any]
+numpy_str_dtypes: list[type | str | None] = [None, str, "str", np.dtypes.StrDType, "S", "U"]
+expected_array_string_dtype: np.dtype[Any]
 if _NUMPY_SUPPORTS_VLEN_STRING:
     numpy_str_dtypes.append(np.dtypes.StringDType)
-    expected_zarr_string_dtype = np.dtypes.StringDType()
+    expected_array_string_dtype = np.dtypes.StringDType()
 else:
-    expected_zarr_string_dtype = np.dtype("O")
+    expected_array_string_dtype = np.dtype("O")
 
 
+@pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
 @pytest.mark.parametrize("store", ["memory", "local"], indirect=["store"])
 @pytest.mark.parametrize("dtype", numpy_str_dtypes)
 @pytest.mark.parametrize("as_object_array", [False, True])
@@ -45,52 +47,18 @@ def test_vlen_string(
     # should also work if input array is an object array, provided we explicitly specified
     # a stringlike dtype when creating the Array
     if as_object_array:
-        data = data.astype("O")
+        data_obj = data.astype("O")
 
-    a[:, :] = data
+        a[:, :] = data_obj
+    else:
+        a[:, :] = data
     assert np.array_equal(data, a[:, :])
-    assert a.metadata.data_type == DataType.string
-    assert a.dtype == expected_zarr_string_dtype
+    assert a.metadata.data_type == get_data_type_from_native_dtype(data.dtype)
+    assert a.dtype == data.dtype
 
     # test round trip
     b = Array.open(sp)
     assert isinstance(b.metadata, ArrayV3Metadata)  # needed for mypy
     assert np.array_equal(data, b[:, :])
-    assert b.metadata.data_type == DataType.string
-    assert a.dtype == expected_zarr_string_dtype
-
-
-@pytest.mark.parametrize("store", ["memory", "local"], indirect=["store"])
-@pytest.mark.parametrize("as_object_array", [False, True])
-@pytest.mark.parametrize("compressor", [None, ZstdCodec()])
-def test_vlen_bytes(store: Store, as_object_array: bool, compressor: Codec | None) -> None:
-    bstrings = [b"hello", b"world", b"this", b"is", b"a", b"test"]
-    data = np.array(bstrings).reshape((2, 3))
-    assert data.dtype == "|S5"
-
-    sp = StorePath(store, path="string")
-    a = zarr.create_array(
-        sp,
-        shape=data.shape,
-        chunks=data.shape,
-        dtype=data.dtype,
-        fill_value=b"",
-        compressors=compressor,
-    )
-    assert isinstance(a.metadata, ArrayV3Metadata)  # needed for mypy
-
-    # should also work if input array is an object array, provided we explicitly specified
-    # a bytesting-like dtype when creating the Array
-    if as_object_array:
-        data = data.astype("O")
-    a[:, :] = data
-    assert np.array_equal(data, a[:, :])
-    assert a.metadata.data_type == DataType.bytes
-    assert a.dtype == "O"
-
-    # test round trip
-    b = Array.open(sp)
-    assert isinstance(b.metadata, ArrayV3Metadata)  # needed for mypy
-    assert np.array_equal(data, b[:, :])
-    assert b.metadata.data_type == DataType.bytes
-    assert a.dtype == "O"
+    assert b.metadata.data_type == get_data_type_from_native_dtype(data.dtype)
+    assert a.dtype == data.dtype
diff --git a/tests/test_config.py b/tests/test_config.py
index 2cbf172752..1dc6f8bf4f 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -1,6 +1,6 @@
 import os
 from collections.abc import Iterable
-from typing import Any
+from typing import TYPE_CHECKING, Any
 from unittest import mock
 from unittest.mock import Mock
 
@@ -19,11 +19,13 @@
     GzipCodec,
     ShardingCodec,
 )
+from zarr.core.array import create_array
 from zarr.core.array_spec import ArraySpec
 from zarr.core.buffer import NDBuffer
 from zarr.core.buffer.core import Buffer
 from zarr.core.codec_pipeline import BatchedCodecPipeline
 from zarr.core.config import BadConfigError, config
+from zarr.core.dtype import Int8, VariableLengthUTF8
 from zarr.core.indexing import SelectorTuple
 from zarr.registry import (
     fully_qualified_name,
@@ -44,67 +46,66 @@
     TestNDArrayLike,
 )
 
+if TYPE_CHECKING:
+    from zarr.core.dtype.wrapper import ZDType
+
 
 def test_config_defaults_set() -> None:
     # regression test for available defaults
-    assert config.defaults == [
-        {
-            "default_zarr_format": 3,
-            "array": {
-                "order": "C",
-                "write_empty_chunks": False,
-                "v2_default_compressor": {
-                    "numeric": {"id": "zstd", "level": 0, "checksum": False},
-                    "string": {"id": "zstd", "level": 0, "checksum": False},
-                    "bytes": {"id": "zstd", "level": 0, "checksum": False},
-                },
-                "v2_default_filters": {
-                    "numeric": None,
-                    "string": [{"id": "vlen-utf8"}],
-                    "bytes": [{"id": "vlen-bytes"}],
-                    "raw": None,
+    assert (
+        config.defaults
+        == [
+            {
+                "default_zarr_format": 3,
+                "array": {
+                    "order": "C",
+                    "write_empty_chunks": False,
+                    "v2_default_compressor": {
+                        "default": {"id": "zstd", "level": 0, "checksum": False},
+                        "variable-length-string": {"id": "zstd", "level": 0, "checksum": False},
+                    },
+                    "v2_default_filters": {
+                        "default": None,
+                        "variable-length-string": [{"id": "vlen-utf8"}],
+                    },
+                    "v3_default_filters": {"default": [], "variable-length-string": []},
+                    "v3_default_serializer": {
+                        "default": {"name": "bytes", "configuration": {"endian": "little"}},
+                        "variable-length-string": {"name": "vlen-utf8"},
+                    },
+                    "v3_default_compressors": {
+                        "default": [
+                            {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
+                        ],
+                        "variable-length-string": [
+                            {"name": "zstd", "configuration": {"level": 0, "checksum": False}}
+                        ],
+                    },
                 },
-                "v3_default_filters": {"numeric": [], "string": [], "bytes": []},
-                "v3_default_serializer": {
-                    "numeric": {"name": "bytes", "configuration": {"endian": "little"}},
-                    "string": {"name": "vlen-utf8"},
-                    "bytes": {"name": "vlen-bytes"},
+                "async": {"concurrency": 10, "timeout": None},
+                "threading": {"max_workers": None},
+                "json_indent": 2,
+                "codec_pipeline": {
+                    "path": "zarr.core.codec_pipeline.BatchedCodecPipeline",
+                    "batch_size": 1,
                 },
-                "v3_default_compressors": {
-                    "numeric": [
-                        {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
-                    ],
-                    "string": [
-                        {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
-                    ],
-                    "bytes": [
-                        {"name": "zstd", "configuration": {"level": 0, "checksum": False}},
-                    ],
+                "codecs": {
+                    "blosc": "zarr.codecs.blosc.BloscCodec",
+                    "gzip": "zarr.codecs.gzip.GzipCodec",
+                    "zstd": "zarr.codecs.zstd.ZstdCodec",
+                    "bytes": "zarr.codecs.bytes.BytesCodec",
+                    "endian": "zarr.codecs.bytes.BytesCodec",  # compatibility with earlier versions of ZEP1
+                    "crc32c": "zarr.codecs.crc32c_.Crc32cCodec",
+                    "sharding_indexed": "zarr.codecs.sharding.ShardingCodec",
+                    "transpose": "zarr.codecs.transpose.TransposeCodec",
+                    "vlen-utf8": "zarr.codecs.vlen_utf8.VLenUTF8Codec",
+                    "vlen-bytes": "zarr.codecs.vlen_utf8.VLenBytesCodec",
                 },
-            },
-            "async": {"concurrency": 10, "timeout": None},
-            "threading": {"max_workers": None},
-            "json_indent": 2,
-            "codec_pipeline": {
-                "path": "zarr.core.codec_pipeline.BatchedCodecPipeline",
-                "batch_size": 1,
-            },
-            "buffer": "zarr.core.buffer.cpu.Buffer",
-            "ndbuffer": "zarr.core.buffer.cpu.NDBuffer",
-            "codecs": {
-                "blosc": "zarr.codecs.blosc.BloscCodec",
-                "gzip": "zarr.codecs.gzip.GzipCodec",
-                "zstd": "zarr.codecs.zstd.ZstdCodec",
-                "bytes": "zarr.codecs.bytes.BytesCodec",
-                "endian": "zarr.codecs.bytes.BytesCodec",
-                "crc32c": "zarr.codecs.crc32c_.Crc32cCodec",
-                "sharding_indexed": "zarr.codecs.sharding.ShardingCodec",
-                "transpose": "zarr.codecs.transpose.TransposeCodec",
-                "vlen-utf8": "zarr.codecs.vlen_utf8.VLenUTF8Codec",
-                "vlen-bytes": "zarr.codecs.vlen_utf8.VLenBytesCodec",
-            },
-        }
-    ]
+                "buffer": "zarr.core.buffer.cpu.Buffer",
+                "ndbuffer": "zarr.core.buffer.cpu.NDBuffer",
+            }
+        ]
+    )
     assert config.get("array.order") == "C"
     assert config.get("async.concurrency") == 10
     assert config.get("async.timeout") is None
@@ -304,28 +305,29 @@ class NewCodec2(BytesCodec):
         get_codec_class("new_codec")
 
 
-@pytest.mark.parametrize("dtype", ["int", "bytes", "str"])
-async def test_default_codecs(dtype: str) -> None:
-    with config.set(
-        {
-            "array.v3_default_compressors": {  # test setting non-standard codecs
-                "numeric": [
-                    {"name": "gzip", "configuration": {"level": 5}},
-                ],
-                "string": [
-                    {"name": "gzip", "configuration": {"level": 5}},
-                ],
-                "bytes": [
-                    {"name": "gzip", "configuration": {"level": 5}},
-                ],
-            }
-        }
-    ):
-        arr = await zarr.api.asynchronous.create_array(
+@pytest.mark.parametrize("dtype_category", ["variable-length-string", "default"])
+@pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
+async def test_default_codecs(dtype_category: str) -> None:
+    """
+    Test that the default compressors are sensitive to the current setting of the config.
+    """
+    zdtype: ZDType[Any, Any]
+    if dtype_category == "variable-length-string":
+        zdtype = VariableLengthUTF8()
+    else:
+        zdtype = Int8()
+    expected_compressors = (GzipCodec(),)
+    new_conf = {
+        f"array.v3_default_compressors.{dtype_category}": [
+            c.to_dict() for c in expected_compressors
+        ]
+    }
+    with config.set(new_conf):
+        arr = await create_array(
             shape=(100,),
             chunks=(100,),
-            dtype=np.dtype(dtype),
+            dtype=zdtype,
             zarr_format=3,
             store=MemoryStore(),
         )
-        assert arr.compressors == (GzipCodec(),)
+        assert arr.compressors == expected_compressors
diff --git a/tests/test_dtype/__init__.py b/tests/test_dtype/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/tests/test_dtype/conftest.py b/tests/test_dtype/conftest.py
new file mode 100644
index 0000000000..0be1c60088
--- /dev/null
+++ b/tests/test_dtype/conftest.py
@@ -0,0 +1,71 @@
+# Generate a collection of zdtype instances for use in testing.
+import warnings
+from typing import Any
+
+import numpy as np
+
+from zarr.core.dtype import data_type_registry
+from zarr.core.dtype.common import HasLength
+from zarr.core.dtype.npy.structured import Structured
+from zarr.core.dtype.npy.time import DateTime64, TimeDelta64
+from zarr.core.dtype.wrapper import ZDType
+
+zdtype_examples: tuple[ZDType[Any, Any], ...] = ()
+for wrapper_cls in data_type_registry.contents.values():
+    # The Structured dtype has to be constructed with some actual fields
+    if wrapper_cls is Structured:
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore")
+            zdtype_examples += (
+                wrapper_cls.from_native_dtype(np.dtype([("a", np.float64), ("b", np.int8)])),
+            )
+    elif issubclass(wrapper_cls, HasLength):
+        zdtype_examples += (wrapper_cls(length=1),)
+    elif issubclass(wrapper_cls, DateTime64 | TimeDelta64):
+        zdtype_examples += (wrapper_cls(unit="s", scale_factor=10),)
+    else:
+        zdtype_examples += (wrapper_cls(),)
+
+
+def pytest_generate_tests(metafunc: Any) -> None:
+    """
+    This is a pytest hook to parametrize class-scoped fixtures.
+
+    This hook allows us to define class-scoped fixtures as class attributes and then
+    generate the parametrize calls for pytest. This allows the fixtures to be
+    reused across multiple tests within the same class.
+
+    For example, if you had a regular pytest class like this:
+
+    class TestClass:
+       @pytest.mark.parametrize("param_a", [1, 2, 3])
+        def test_method(self, param_a):
+            ...
+
+    Child classes inheriting from ``TestClass`` would not be able to override the ``param_a`` fixture
+
+    this implementation of ``pytest_generate_tests`` allows you to define class-scoped fixtures as
+    class attributes, which allows the following to work:
+
+    class TestExample:
+        param_a = [1, 2, 3]
+
+        def test_example(self, param_a):
+            ...
+
+    # this class will have its test_example method parametrized with the values of TestB.param_a
+    class TestB(TestExample):
+        param_a = [1, 2, 100, 10]
+
+    """
+    # Iterate over all the fixtures defined in the class
+    # and parametrize them with the values defined in the class
+    # This allows us to define class-scoped fixtures as class attributes
+    # and then generate the parametrize calls for pytest
+    for fixture_name in metafunc.fixturenames:
+        if hasattr(metafunc.cls, fixture_name):
+            params = getattr(metafunc.cls, fixture_name)
+            if len(params) == 0:
+                msg = f"{metafunc.cls}.{fixture_name} is empty. Please provide a non-empty sequence of values."
+                raise ValueError(msg)
+            metafunc.parametrize(fixture_name, params, scope="class")
diff --git a/tests/test_dtype/test_npy/test_bool.py b/tests/test_dtype/test_npy/test_bool.py
new file mode 100644
index 0000000000..010dec2e47
--- /dev/null
+++ b/tests/test_dtype/test_npy/test_bool.py
@@ -0,0 +1,41 @@
+from __future__ import annotations
+
+import numpy as np
+
+from tests.test_dtype.test_wrapper import BaseTestZDType
+from zarr.core.dtype.npy.bool import Bool
+
+
+class TestBool(BaseTestZDType):
+    test_cls = Bool
+
+    valid_dtype = (np.dtype(np.bool_),)
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.float64),
+        np.dtype(np.uint16),
+    )
+    valid_json_v2 = ({"name": "|b1", "object_codec_id": None},)
+    valid_json_v3 = ("bool",)
+    invalid_json_v2 = (
+        "|b1",
+        "bool",
+        "|f8",
+    )
+    invalid_json_v3 = (
+        "|b1",
+        "|f8",
+        {"name": "bool", "configuration": {"endianness": "little"}},
+    )
+
+    scalar_v2_params = ((Bool(), True), (Bool(), False))
+    scalar_v3_params = ((Bool(), True), (Bool(), False))
+
+    cast_value_params = (
+        (Bool(), "true", np.True_),
+        (Bool(), True, np.True_),
+        (Bool(), False, np.False_),
+        (Bool(), np.True_, np.True_),
+        (Bool(), np.False_, np.False_),
+    )
+    item_size_params = (Bool(),)
diff --git a/tests/test_dtype/test_npy/test_bytes.py b/tests/test_dtype/test_npy/test_bytes.py
new file mode 100644
index 0000000000..b7c16f573e
--- /dev/null
+++ b/tests/test_dtype/test_npy/test_bytes.py
@@ -0,0 +1,154 @@
+import numpy as np
+import pytest
+
+from tests.test_dtype.test_wrapper import BaseTestZDType
+from zarr.core.dtype.common import UnstableSpecificationWarning
+from zarr.core.dtype.npy.bytes import NullTerminatedBytes, RawBytes, VariableLengthBytes
+
+
+class TestNullTerminatedBytes(BaseTestZDType):
+    test_cls = NullTerminatedBytes
+    valid_dtype = (np.dtype("|S10"), np.dtype("|S4"))
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.float64),
+        np.dtype("|U10"),
+    )
+    valid_json_v2 = (
+        {"name": "|S0", "object_codec_id": None},
+        {"name": "|S2", "object_codec_id": None},
+        {"name": "|S4", "object_codec_id": None},
+    )
+    valid_json_v3 = ({"name": "null_terminated_bytes", "configuration": {"length_bytes": 10}},)
+    invalid_json_v2 = (
+        "|S",
+        "|U10",
+        "|f8",
+    )
+    invalid_json_v3 = (
+        {"name": "fixed_length_ascii", "configuration": {"length_bits": 0}},
+        {"name": "numpy.fixed_length_ascii", "configuration": {"length_bits": "invalid"}},
+    )
+
+    scalar_v2_params = (
+        (NullTerminatedBytes(length=0), ""),
+        (NullTerminatedBytes(length=2), "YWI="),
+        (NullTerminatedBytes(length=4), "YWJjZA=="),
+    )
+    scalar_v3_params = (
+        (NullTerminatedBytes(length=0), ""),
+        (NullTerminatedBytes(length=2), "YWI="),
+        (NullTerminatedBytes(length=4), "YWJjZA=="),
+    )
+    cast_value_params = (
+        (NullTerminatedBytes(length=0), "", np.bytes_("")),
+        (NullTerminatedBytes(length=2), "ab", np.bytes_("ab")),
+        (NullTerminatedBytes(length=4), "abcdefg", np.bytes_("abcd")),
+    )
+    item_size_params = (
+        NullTerminatedBytes(length=0),
+        NullTerminatedBytes(length=4),
+        NullTerminatedBytes(length=10),
+    )
+
+
+class TestRawBytes(BaseTestZDType):
+    test_cls = RawBytes
+    valid_dtype = (np.dtype("|V10"),)
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.float64),
+        np.dtype("|S10"),
+    )
+    valid_json_v2 = ({"name": "|V10", "object_codec_id": None},)
+    valid_json_v3 = (
+        {"name": "raw_bytes", "configuration": {"length_bytes": 0}},
+        {"name": "raw_bytes", "configuration": {"length_bytes": 8}},
+    )
+
+    invalid_json_v2 = (
+        "|V",
+        "|S10",
+        "|f8",
+    )
+    invalid_json_v3 = (
+        {"name": "r10"},
+        {"name": "r-80"},
+    )
+
+    scalar_v2_params = (
+        (RawBytes(length=0), ""),
+        (RawBytes(length=2), "YWI="),
+        (RawBytes(length=4), "YWJjZA=="),
+    )
+    scalar_v3_params = (
+        (RawBytes(length=0), ""),
+        (RawBytes(length=2), "YWI="),
+        (RawBytes(length=4), "YWJjZA=="),
+    )
+    cast_value_params = (
+        (RawBytes(length=0), b"", np.void(b"")),
+        (RawBytes(length=2), b"ab", np.void(b"ab")),
+        (RawBytes(length=4), b"abcd", np.void(b"abcd")),
+    )
+    item_size_params = (
+        RawBytes(length=0),
+        RawBytes(length=4),
+        RawBytes(length=10),
+    )
+
+
+class TestVariableLengthBytes(BaseTestZDType):
+    test_cls = VariableLengthBytes
+    valid_dtype = (np.dtype("|O"),)
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.float64),
+        np.dtype("|U10"),
+    )
+    valid_json_v2 = ({"name": "|O", "object_codec_id": "vlen-bytes"},)
+    valid_json_v3 = ("variable_length_bytes",)
+    invalid_json_v2 = (
+        "|S",
+        "|U10",
+        "|f8",
+    )
+    invalid_json_v3 = (
+        {"name": "fixed_length_ascii", "configuration": {"length_bits": 0}},
+        {"name": "numpy.fixed_length_ascii", "configuration": {"length_bits": "invalid"}},
+    )
+
+    scalar_v2_params = (
+        (VariableLengthBytes(), ""),
+        (VariableLengthBytes(), "YWI="),
+        (VariableLengthBytes(), "YWJjZA=="),
+    )
+    scalar_v3_params = (
+        (VariableLengthBytes(), ""),
+        (VariableLengthBytes(), "YWI="),
+        (VariableLengthBytes(), "YWJjZA=="),
+    )
+    cast_value_params = (
+        (VariableLengthBytes(), "", b""),
+        (VariableLengthBytes(), "ab", b"ab"),
+        (VariableLengthBytes(), "abcdefg", b"abcdefg"),
+    )
+    item_size_params = (
+        VariableLengthBytes(),
+        VariableLengthBytes(),
+        VariableLengthBytes(),
+    )
+
+
+@pytest.mark.parametrize(
+    "zdtype", [NullTerminatedBytes(length=10), RawBytes(length=10), VariableLengthBytes()]
+)
+def test_unstable_dtype_warning(
+    zdtype: NullTerminatedBytes | RawBytes | VariableLengthBytes,
+) -> None:
+    """
+    Test that we get a warning when serializing a dtype without a zarr v3 spec to json
+    when zarr_format is 3
+    """
+    with pytest.raises(UnstableSpecificationWarning):
+        zdtype.to_json(zarr_format=3)
diff --git a/tests/test_dtype/test_npy/test_common.py b/tests/test_dtype/test_npy/test_common.py
new file mode 100644
index 0000000000..d39d308112
--- /dev/null
+++ b/tests/test_dtype/test_npy/test_common.py
@@ -0,0 +1,342 @@
+from __future__ import annotations
+
+import base64
+import math
+import re
+import sys
+from typing import TYPE_CHECKING, Any, get_args
+
+import numpy as np
+import pytest
+
+from zarr.core.dtype.common import ENDIANNESS_STR, JSONFloatV2, SpecialFloatStrings
+from zarr.core.dtype.npy.common import (
+    NumpyEndiannessStr,
+    bytes_from_json,
+    bytes_to_json,
+    check_json_bool,
+    check_json_complex_float_v2,
+    check_json_complex_float_v3,
+    check_json_float_v2,
+    check_json_float_v3,
+    check_json_int,
+    check_json_str,
+    complex_float_to_json_v2,
+    complex_float_to_json_v3,
+    endianness_from_numpy_str,
+    endianness_to_numpy_str,
+    float_from_json_v2,
+    float_from_json_v3,
+    float_to_json_v2,
+    float_to_json_v3,
+)
+
+if TYPE_CHECKING:
+    from zarr.core.common import JSON, ZarrFormat
+
+
+def nan_equal(a: object, b: object) -> bool:
+    """
+    Convenience function for equality comparison between two values ``a`` and ``b``, that might both
+    be NaN. Returns True if both ``a`` and ``b`` are NaN, otherwise returns a == b
+    """
+    if math.isnan(a) and math.isnan(b):  # type: ignore[arg-type]
+        return True
+    return a == b
+
+
+json_float_v2_roundtrip_cases: tuple[tuple[JSONFloatV2, float | np.floating[Any]], ...] = (
+    ("Infinity", float("inf")),
+    ("Infinity", np.inf),
+    ("-Infinity", float("-inf")),
+    ("-Infinity", -np.inf),
+    ("NaN", float("nan")),
+    ("NaN", np.nan),
+    (1.0, 1.0),
+)
+
+json_float_v3_cases = json_float_v2_roundtrip_cases
+
+
+@pytest.mark.parametrize(
+    ("data", "expected"),
+    [(">", "big"), ("<", "little"), ("=", sys.byteorder), ("|", None), ("err", "")],
+)
+def test_endianness_from_numpy_str(data: str, expected: str | None) -> None:
+    """
+    Test that endianness_from_numpy_str correctly converts a numpy str literal to a human-readable literal value.
+    This test also checks that an invalid string input raises a ``ValueError``
+    """
+    if data in get_args(NumpyEndiannessStr):
+        assert endianness_from_numpy_str(data) == expected  # type: ignore[arg-type]
+    else:
+        msg = f"Invalid endianness: {data!r}. Expected one of {get_args(NumpyEndiannessStr)}"
+        with pytest.raises(ValueError, match=re.escape(msg)):
+            endianness_from_numpy_str(data)  # type: ignore[arg-type]
+
+
+@pytest.mark.parametrize(
+    ("data", "expected"),
+    [("big", ">"), ("little", "<"), (None, "|"), ("err", "")],
+)
+def test_endianness_to_numpy_str(data: str | None, expected: str) -> None:
+    """
+    Test that endianness_to_numpy_str correctly converts a human-readable literal value to a numpy str literal.
+    This test also checks that an invalid string input raises a ``ValueError``
+    """
+    if data in ENDIANNESS_STR:
+        assert endianness_to_numpy_str(data) == expected  # type: ignore[arg-type]
+    else:
+        msg = f"Invalid endianness: {data!r}. Expected one of {ENDIANNESS_STR}"
+        with pytest.raises(ValueError, match=re.escape(msg)):
+            endianness_to_numpy_str(data)  # type: ignore[arg-type]
+
+
+@pytest.mark.parametrize(
+    ("data", "expected"), json_float_v2_roundtrip_cases + (("SHOULD_ERR", ""),)
+)
+def test_float_from_json_v2(data: JSONFloatV2 | str, expected: float | str) -> None:
+    """
+    Test that float_from_json_v2 correctly converts a JSON string representation of a float to a float.
+    This test also checks that an invalid string input raises a ``ValueError``
+    """
+    if data != "SHOULD_ERR":
+        assert nan_equal(float_from_json_v2(data), expected)  # type: ignore[arg-type]
+    else:
+        msg = f"could not convert string to float: {data!r}"
+        with pytest.raises(ValueError, match=msg):
+            float_from_json_v2(data)  # type: ignore[arg-type]
+
+
+@pytest.mark.parametrize(
+    ("data", "expected"), json_float_v3_cases + (("SHOULD_ERR", ""), ("0x", ""))
+)
+def test_float_from_json_v3(data: JSONFloatV2 | str, expected: float | str) -> None:
+    """
+    Test that float_from_json_v3 correctly converts a JSON string representation of a float to a float.
+    This test also checks that an invalid string input raises a ``ValueError``
+    """
+    if data == "SHOULD_ERR":
+        msg = (
+            f"Invalid float value: {data!r}. Expected a string starting with the hex prefix"
+            " '0x', or one of 'NaN', 'Infinity', or '-Infinity'."
+        )
+        with pytest.raises(ValueError, match=msg):
+            float_from_json_v3(data)
+    elif data == "0x":
+        msg = (
+            f"Invalid hexadecimal float value: {data!r}. "
+            "Expected the '0x' prefix to be followed by 4, 8, or 16 numeral characters"
+        )
+
+        with pytest.raises(ValueError, match=msg):
+            float_from_json_v3(data)
+    else:
+        assert nan_equal(float_from_json_v3(data), expected)
+
+
+# note the order of parameters relative to the order of the parametrized variable.
+@pytest.mark.parametrize(("expected", "data"), json_float_v2_roundtrip_cases)
+def test_float_to_json_v2(data: float | np.floating[Any], expected: JSONFloatV2) -> None:
+    """
+    Test that floats are JSON-encoded properly for zarr v2
+    """
+    observed = float_to_json_v2(data)
+    assert observed == expected
+
+
+# note the order of parameters relative to the order of the parametrized variable.
+@pytest.mark.parametrize(("expected", "data"), json_float_v3_cases)
+def test_float_to_json_v3(data: float | np.floating[Any], expected: JSONFloatV2) -> None:
+    """
+    Test that floats are JSON-encoded properly for zarr v3
+    """
+    observed = float_to_json_v3(data)
+    assert observed == expected
+
+
+def test_bytes_from_json(zarr_format: ZarrFormat) -> None:
+    """
+    Test that a string is interpreted as base64-encoded bytes using the ascii alphabet.
+    This test takes zarr_format as a parameter but doesn't actually do anything with it, because at
+    present there is no zarr-format-specific logic in the code being tested, but such logic may
+    exist in the future.
+    """
+    data = "\00"
+    assert bytes_from_json(data, zarr_format=zarr_format) == base64.b64decode(data.encode("ascii"))
+
+
+def test_bytes_to_json(zarr_format: ZarrFormat) -> None:
+    """
+    Test that bytes are encoded with base64 using the ascii alphabet.
+
+    This test takes zarr_format as a parameter but doesn't actually do anything with it, because at
+    present there is no zarr-format-specific logic in the code being tested, but such logic may
+    exist in the future.
+    """
+
+    data = b"asdas"
+    assert bytes_to_json(data, zarr_format=zarr_format) == base64.b64encode(data).decode("ascii")
+
+
+# note the order of parameters relative to the order of the parametrized variable.
+@pytest.mark.parametrize(("json_expected", "float_data"), json_float_v2_roundtrip_cases)
+def test_complex_to_json_v2(
+    float_data: float | np.floating[Any], json_expected: JSONFloatV2
+) -> None:
+    """
+    Test that complex numbers are correctly converted to JSON in v2 format.
+
+    This use the same test input as the float tests, but the conversion is tested
+    for complex numbers with real and imaginary parts equal to the float
+    values provided in the test cases.
+    """
+    cplx = complex(float_data, float_data)
+    cplx_npy = np.complex128(cplx)
+    assert complex_float_to_json_v2(cplx) == (json_expected, json_expected)
+    assert complex_float_to_json_v2(cplx_npy) == (json_expected, json_expected)
+
+
+# note the order of parameters relative to the order of the parametrized variable.
+@pytest.mark.parametrize(("json_expected", "float_data"), json_float_v3_cases)
+def test_complex_to_json_v3(
+    float_data: float | np.floating[Any], json_expected: JSONFloatV2
+) -> None:
+    """
+    Test that complex numbers are correctly converted to JSON in v3 format.
+
+    This use the same test input as the float tests, but the conversion is tested
+    for complex numbers with real and imaginary parts equal to the float
+    values provided in the test cases.
+    """
+    cplx = complex(float_data, float_data)
+    cplx_npy = np.complex128(cplx)
+    assert complex_float_to_json_v3(cplx) == (json_expected, json_expected)
+    assert complex_float_to_json_v3(cplx_npy) == (json_expected, json_expected)
+
+
+@pytest.mark.parametrize(("json_expected", "float_data"), json_float_v3_cases)
+def test_complex_float_to_json(
+    float_data: float | np.floating[Any], json_expected: JSONFloatV2, zarr_format: ZarrFormat
+) -> None:
+    """
+    Test that complex numbers are correctly converted to JSON in v2 or v3 formats, depending
+    on the ``zarr_format`` keyword argument.
+
+    This use the same test input as the float tests, but the conversion is tested
+    for complex numbers with real and imaginary parts equal to the float
+    values provided in the test cases.
+    """
+
+    cplx = complex(float_data, float_data)
+    cplx_npy = np.complex128(cplx)
+    if zarr_format == 2:
+        assert complex_float_to_json_v2(cplx) == (json_expected, json_expected)
+        assert complex_float_to_json_v2(cplx_npy) == (
+            json_expected,
+            json_expected,
+        )
+    elif zarr_format == 3:
+        assert complex_float_to_json_v3(cplx) == (json_expected, json_expected)
+        assert complex_float_to_json_v3(cplx_npy) == (
+            json_expected,
+            json_expected,
+        )
+    else:
+        raise ValueError("zarr_format must be 2 or 3")  # pragma: no cover
+
+
+check_json_float_cases = get_args(SpecialFloatStrings) + (1.0, 2)
+
+
+@pytest.mark.parametrize("data", check_json_float_cases)
+def test_check_json_float_v2_valid(data: JSONFloatV2 | int) -> None:
+    assert check_json_float_v2(data)
+
+
+def test_check_json_float_v2_invalid() -> None:
+    assert not check_json_float_v2("invalid")
+
+
+@pytest.mark.parametrize("data", check_json_float_cases)
+def test_check_json_float_v3_valid(data: JSONFloatV2 | int) -> None:
+    assert check_json_float_v3(data)
+
+
+def test_check_json_float_v3_invalid() -> None:
+    assert not check_json_float_v3("invalid")
+
+
+check_json_complex_float_true_cases: tuple[list[JSONFloatV2], ...] = (
+    [0.0, 1.0],
+    [0.0, 1.0],
+    [-1.0, "NaN"],
+    ["Infinity", 1.0],
+    ["Infinity", "NaN"],
+)
+
+check_json_complex_float_false_cases: tuple[object, ...] = (
+    0.0,
+    "foo",
+    [0.0],
+    [1.0, 2.0, 3.0],
+    [1.0, "_infinity_"],
+    {"hello": 1.0},
+)
+
+
+@pytest.mark.parametrize("data", check_json_complex_float_true_cases)
+def test_check_json_complex_float_v2_true(data: JSON) -> None:
+    assert check_json_complex_float_v2(data)
+
+
+@pytest.mark.parametrize("data", check_json_complex_float_false_cases)
+def test_check_json_complex_float_v2_false(data: JSON) -> None:
+    assert not check_json_complex_float_v2(data)
+
+
+@pytest.mark.parametrize("data", check_json_complex_float_true_cases)
+def test_check_json_complex_float_v3_true(data: JSON) -> None:
+    assert check_json_complex_float_v3(data)
+
+
+@pytest.mark.parametrize("data", check_json_complex_float_false_cases)
+def test_check_json_complex_float_v3_false(data: JSON) -> None:
+    assert not check_json_complex_float_v3(data)
+
+
+@pytest.mark.parametrize("data", check_json_complex_float_true_cases)
+def test_check_json_complex_float_true(data: JSON, zarr_format: ZarrFormat) -> None:
+    if zarr_format == 2:
+        assert check_json_complex_float_v2(data)
+    elif zarr_format == 3:
+        assert check_json_complex_float_v3(data)
+    else:
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+
+@pytest.mark.parametrize("data", check_json_complex_float_false_cases)
+def test_check_json_complex_float_false(data: JSON, zarr_format: ZarrFormat) -> None:
+    if zarr_format == 2:
+        assert not check_json_complex_float_v2(data)
+    elif zarr_format == 3:
+        assert not check_json_complex_float_v3(data)
+    else:
+        raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
+
+
+def test_check_json_int() -> None:
+    assert check_json_int(0)
+    assert not check_json_int(1.0)
+
+
+def test_check_json_str() -> None:
+    assert check_json_str("0")
+    assert not check_json_str(1.0)
+
+
+def test_check_json_bool() -> None:
+    assert check_json_bool(True)
+    assert check_json_bool(False)
+    assert not check_json_bool(1.0)
+    assert not check_json_bool("True")
diff --git a/tests/test_dtype/test_npy/test_complex.py b/tests/test_dtype/test_npy/test_complex.py
new file mode 100644
index 0000000000..b6a1e799eb
--- /dev/null
+++ b/tests/test_dtype/test_npy/test_complex.py
@@ -0,0 +1,100 @@
+from __future__ import annotations
+
+import math
+
+import numpy as np
+
+from tests.test_dtype.test_wrapper import BaseTestZDType
+from zarr.core.dtype.npy.complex import Complex64, Complex128
+
+
+class _BaseTestFloat(BaseTestZDType):
+    def scalar_equals(self, scalar1: object, scalar2: object) -> bool:
+        if np.isnan(scalar1) and np.isnan(scalar2):  # type: ignore[call-overload]
+            return True
+        return super().scalar_equals(scalar1, scalar2)
+
+
+class TestComplex64(_BaseTestFloat):
+    test_cls = Complex64
+    valid_dtype = (np.dtype(">c8"), np.dtype("<c8"))
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.float64),
+        np.dtype(np.complex128),
+    )
+    valid_json_v2 = (
+        {"name": ">c8", "object_codec_id": None},
+        {"name": "<c8", "object_codec_id": None},
+    )
+    valid_json_v3 = ("complex64",)
+    invalid_json_v2 = (
+        "|c8",
+        "complex64",
+        "|f8",
+    )
+    invalid_json_v3 = (
+        "|c8",
+        "|f8",
+        {"name": "complex64", "configuration": {"endianness": "little"}},
+    )
+
+    scalar_v2_params = (
+        (Complex64(), (1.0, 1.0)),
+        (Complex64(), (-1.0, "Infinity")),
+        (Complex64(), (0, "NaN")),
+    )
+    scalar_v3_params = (
+        (Complex64(), (1.0, 1.0)),
+        (Complex64(), (-1.0, "Infinity")),
+        (Complex64(), (0, "NaN")),
+    )
+    cast_value_params = (
+        (Complex64(), complex(1.0, 1.0), np.complex64(complex(1.0, 1.0))),
+        (Complex64(), complex(-1.0, math.inf), np.complex64(complex(-1.0, math.inf))),
+        (Complex64(), complex(0, math.nan), np.complex64(complex(0, math.nan))),
+    )
+
+    item_size_params = (Complex64(),)
+
+
+class TestComplex128(_BaseTestFloat):
+    test_cls = Complex128
+    valid_dtype = (np.dtype(">c16"), np.dtype("<c16"))
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.float64),
+        np.dtype(np.complex64),
+    )
+    valid_json_v2 = (
+        {"name": ">c16", "object_codec_id": None},
+        {"name": "<c16", "object_codec_id": None},
+    )
+    valid_json_v3 = ("complex128",)
+    invalid_json_v2 = (
+        "|c16",
+        "complex128",
+        "|f8",
+    )
+    invalid_json_v3 = (
+        "|c16",
+        "|f8",
+        {"name": "complex128", "configuration": {"endianness": "little"}},
+    )
+
+    scalar_v2_params = (
+        (Complex128(), (1.0, 1.0)),
+        (Complex128(), (-1.0, "Infinity")),
+        (Complex128(), (0, "NaN")),
+    )
+    scalar_v3_params = (
+        (Complex128(), (1.0, 1.0)),
+        (Complex128(), (-1.0, "Infinity")),
+        (Complex128(), (0, "NaN")),
+    )
+    cast_value_params = (
+        (Complex128(), complex(1.0, 1.0), np.complex128(complex(1.0, 1.0))),
+        (Complex128(), complex(-1.0, math.inf), np.complex128(complex(-1.0, math.inf))),
+        (Complex128(), complex(0, math.nan), np.complex128(complex(0, math.nan))),
+    )
+    item_size_params = (Complex128(),)
diff --git a/tests/test_dtype/test_npy/test_float.py b/tests/test_dtype/test_npy/test_float.py
new file mode 100644
index 0000000000..e875dc87e3
--- /dev/null
+++ b/tests/test_dtype/test_npy/test_float.py
@@ -0,0 +1,169 @@
+from __future__ import annotations
+
+import numpy as np
+
+from tests.test_dtype.test_wrapper import BaseTestZDType
+from zarr.core.dtype.npy.float import Float16, Float32, Float64
+
+
+class _BaseTestFloat(BaseTestZDType):
+    def scalar_equals(self, scalar1: object, scalar2: object) -> bool:
+        if np.isnan(scalar1) and np.isnan(scalar2):  # type: ignore[call-overload]
+            return True
+        return super().scalar_equals(scalar1, scalar2)
+
+    hex_string_params: tuple[tuple[str, float], ...] = ()
+
+    def test_hex_encoding(self, hex_string_params: tuple[str, float]) -> None:
+        """
+        Test that hexadecimal strings can be read as NaN values
+        """
+        hex_string, expected = hex_string_params
+        zdtype = self.test_cls()
+        observed = zdtype.from_json_scalar(hex_string, zarr_format=3)
+        assert self.scalar_equals(observed, expected)
+
+
+class TestFloat16(_BaseTestFloat):
+    test_cls = Float16
+    valid_dtype = (np.dtype(">f2"), np.dtype("<f2"))
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.uint16),
+        np.dtype(np.float32),
+    )
+    valid_json_v2 = (
+        {"name": ">f2", "object_codec_id": None},
+        {"name": "<f2", "object_codec_id": None},
+    )
+    valid_json_v3 = ("float16",)
+    invalid_json_v2 = (
+        "|f2",
+        "float16",
+        "|i1",
+    )
+    invalid_json_v3 = (
+        "|f2",
+        "|i1",
+        {"name": "float16", "configuration": {"endianness": "little"}},
+    )
+
+    scalar_v2_params = (
+        (Float16(), 1.0),
+        (Float16(), -1.0),
+        (Float16(), "NaN"),
+        (Float16(), "Infinity"),
+    )
+    scalar_v3_params = (
+        (Float16(), 1.0),
+        (Float16(), -1.0),
+        (Float16(), "NaN"),
+        (Float16(), "Infinity"),
+    )
+    cast_value_params = (
+        (Float16(), 1.0, np.float16(1.0)),
+        (Float16(), -1.0, np.float16(-1.0)),
+        (Float16(), "NaN", np.float16("NaN")),
+    )
+
+    hex_string_params = (("0x7fc0", np.nan), ("0x7fc1", np.nan), ("0x3c00", 1.0))
+    item_size_params = (Float16(),)
+
+
+class TestFloat32(_BaseTestFloat):
+    test_cls = Float32
+    scalar_type = np.float32
+    valid_dtype = (np.dtype(">f4"), np.dtype("<f4"))
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.uint16),
+        np.dtype(np.float64),
+    )
+    valid_json_v2 = (
+        {"name": ">f4", "object_codec_id": None},
+        {"name": "<f4", "object_codec_id": None},
+    )
+    valid_json_v3 = ("float32",)
+    invalid_json_v2 = (
+        "|f4",
+        "float32",
+        "|i1",
+    )
+    invalid_json_v3 = (
+        "|f4",
+        "|i1",
+        {"name": "float32", "configuration": {"endianness": "little"}},
+    )
+
+    scalar_v2_params = (
+        (Float32(), 1.0),
+        (Float32(), -1.0),
+        (Float32(), "NaN"),
+        (Float32(), "Infinity"),
+    )
+    scalar_v3_params = (
+        (Float32(), 1.0),
+        (Float32(), -1.0),
+        (Float32(), "NaN"),
+        (Float32(), "Infinity"),
+    )
+
+    cast_value_params = (
+        (Float32(), 1.0, np.float32(1.0)),
+        (Float32(), -1.0, np.float32(-1.0)),
+        (Float32(), "NaN", np.float32("NaN")),
+    )
+
+    hex_string_params = (("0x7fc00000", np.nan), ("0x7fc00001", np.nan), ("0x3f800000", 1.0))
+    item_size_params = (Float32(),)
+
+
+class TestFloat64(_BaseTestFloat):
+    test_cls = Float64
+    valid_dtype = (np.dtype(">f8"), np.dtype("<f8"))
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.uint16),
+        np.dtype(np.float32),
+    )
+    valid_json_v2 = (
+        {"name": ">f8", "object_codec_id": None},
+        {"name": "<f8", "object_codec_id": None},
+    )
+    valid_json_v3 = ("float64",)
+    invalid_json_v2 = (
+        "|f8",
+        "float64",
+        "|i1",
+    )
+    invalid_json_v3 = (
+        "|f8",
+        "|i1",
+        {"name": "float64", "configuration": {"endianness": "little"}},
+    )
+
+    scalar_v2_params = (
+        (Float64(), 1.0),
+        (Float64(), -1.0),
+        (Float64(), "NaN"),
+        (Float64(), "Infinity"),
+    )
+    scalar_v3_params = (
+        (Float64(), 1.0),
+        (Float64(), -1.0),
+        (Float64(), "NaN"),
+        (Float64(), "Infinity"),
+    )
+
+    cast_value_params = (
+        (Float64(), 1.0, np.float64(1.0)),
+        (Float64(), -1.0, np.float64(-1.0)),
+        (Float64(), "NaN", np.float64("NaN")),
+    )
+
+    hex_string_params = (
+        ("0x7ff8000000000000", np.nan),
+        ("0x7ff8000000000001", np.nan),
+        ("0x3ff0000000000000", 1.0),
+    )
+    item_size_params = (Float64(),)
diff --git a/tests/test_dtype/test_npy/test_int.py b/tests/test_dtype/test_npy/test_int.py
new file mode 100644
index 0000000000..5887cb0d5e
--- /dev/null
+++ b/tests/test_dtype/test_npy/test_int.py
@@ -0,0 +1,273 @@
+from __future__ import annotations
+
+import numpy as np
+
+from tests.test_dtype.test_wrapper import BaseTestZDType
+from zarr.core.dtype.npy.int import Int8, Int16, Int32, Int64, UInt8, UInt16, UInt32, UInt64
+
+
+class TestInt8(BaseTestZDType):
+    test_cls = Int8
+    scalar_type = np.int8
+    valid_dtype = (np.dtype(np.int8),)
+    invalid_dtype = (
+        np.dtype(np.int16),
+        np.dtype(np.uint16),
+        np.dtype(np.float64),
+    )
+    valid_json_v2 = ({"name": "|i1", "object_codec_id": None},)
+    valid_json_v3 = ("int8",)
+    invalid_json_v2 = (
+        ">i1",
+        "int8",
+        "|f8",
+    )
+    invalid_json_v3 = (
+        "|i1",
+        "|f8",
+        {"name": "int8", "configuration": {"endianness": "little"}},
+    )
+
+    scalar_v2_params = ((Int8(), 1), (Int8(), -1))
+    scalar_v3_params = ((Int8(), 1), (Int8(), -1))
+    cast_value_params = (
+        (Int8(), 1, np.int8(1)),
+        (Int8(), -1, np.int8(-1)),
+    )
+    item_size_params = (Int8(),)
+
+
+class TestInt16(BaseTestZDType):
+    test_cls = Int16
+    scalar_type = np.int16
+    valid_dtype = (np.dtype(">i2"), np.dtype("<i2"))
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.uint16),
+        np.dtype(np.float64),
+    )
+    valid_json_v2 = (
+        {"name": ">i2", "object_codec_id": None},
+        {"name": "<i2", "object_codec_id": None},
+    )
+    valid_json_v3 = ("int16",)
+    invalid_json_v2 = (
+        "|i2",
+        "int16",
+        "|f8",
+    )
+    invalid_json_v3 = (
+        "|i2",
+        "|f8",
+        {"name": "int16", "configuration": {"endianness": "little"}},
+    )
+
+    scalar_v2_params = ((Int16(), 1), (Int16(), -1))
+    scalar_v3_params = ((Int16(), 1), (Int16(), -1))
+    cast_value_params = (
+        (Int16(), 1, np.int16(1)),
+        (Int16(), -1, np.int16(-1)),
+    )
+
+    item_size_params = (Int16(),)
+
+
+class TestInt32(BaseTestZDType):
+    test_cls = Int32
+    scalar_type = np.int32
+    valid_dtype = (np.dtype(">i4"), np.dtype("<i4"))
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.uint16),
+        np.dtype(np.float64),
+    )
+    valid_json_v2 = (
+        {"name": ">i4", "object_codec_id": None},
+        {"name": "<i4", "object_codec_id": None},
+    )
+    valid_json_v3 = ("int32",)
+    invalid_json_v2 = (
+        "|i4",
+        "int32",
+        "|f8",
+    )
+    invalid_json_v3 = (
+        "|i4",
+        "|f8",
+        {"name": "int32", "configuration": {"endianness": "little"}},
+    )
+
+    scalar_v2_params = ((Int32(), 1), (Int32(), -1))
+    scalar_v3_params = ((Int32(), 1), (Int32(), -1))
+    cast_value_params = (
+        (Int32(), 1, np.int32(1)),
+        (Int32(), -1, np.int32(-1)),
+    )
+    item_size_params = (Int32(),)
+
+
+class TestInt64(BaseTestZDType):
+    test_cls = Int64
+    scalar_type = np.int64
+    valid_dtype = (np.dtype(">i8"), np.dtype("<i8"))
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.uint16),
+        np.dtype(np.float64),
+    )
+    valid_json_v2 = (
+        {"name": ">i8", "object_codec_id": None},
+        {"name": "<i8", "object_codec_id": None},
+    )
+    valid_json_v3 = ("int64",)
+    invalid_json_v2 = (
+        "|i8",
+        "int64",
+        "|f8",
+    )
+    invalid_json_v3 = (
+        "|i8",
+        "|f8",
+        {"name": "int64", "configuration": {"endianness": "little"}},
+    )
+
+    scalar_v2_params = ((Int64(), 1), (Int64(), -1))
+    scalar_v3_params = ((Int64(), 1), (Int64(), -1))
+    cast_value_params = (
+        (Int64(), 1, np.int64(1)),
+        (Int64(), -1, np.int64(-1)),
+    )
+    item_size_params = (Int64(),)
+
+
+class TestUInt8(BaseTestZDType):
+    test_cls = UInt8
+    scalar_type = np.uint8
+    valid_dtype = (np.dtype(np.uint8),)
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.int16),
+        np.dtype(np.float64),
+    )
+    valid_json_v2 = ({"name": "|u1", "object_codec_id": None},)
+    valid_json_v3 = ("uint8",)
+    invalid_json_v2 = (
+        "|u1",
+        "uint8",
+        "|f8",
+    )
+    invalid_json_v3 = (
+        "|u1",
+        "|f8",
+        {"name": "uint8", "configuration": {"endianness": "little"}},
+    )
+
+    scalar_v2_params = ((UInt8(), 1), (UInt8(), 0))
+    scalar_v3_params = ((UInt8(), 1), (UInt8(), 0))
+    cast_value_params = (
+        (UInt8(), 1, np.uint8(1)),
+        (UInt8(), 0, np.uint8(0)),
+    )
+    item_size_params = (UInt8(),)
+
+
+class TestUInt16(BaseTestZDType):
+    test_cls = UInt16
+    scalar_type = np.uint16
+    valid_dtype = (np.dtype(">u2"), np.dtype("<u2"))
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.int16),
+        np.dtype(np.float64),
+    )
+    valid_json_v2 = (
+        {"name": ">u2", "object_codec_id": None},
+        {"name": "<u2", "object_codec_id": None},
+    )
+    valid_json_v3 = ("uint16",)
+    invalid_json_v2 = (
+        "|u2",
+        "uint16",
+        "|f8",
+    )
+    invalid_json_v3 = (
+        "|u2",
+        "|f8",
+        {"name": "uint16", "configuration": {"endianness": "little"}},
+    )
+
+    scalar_v2_params = ((UInt16(), 1), (UInt16(), 0))
+    scalar_v3_params = ((UInt16(), 1), (UInt16(), 0))
+    cast_value_params = (
+        (UInt16(), 1, np.uint16(1)),
+        (UInt16(), 0, np.uint16(0)),
+    )
+    item_size_params = (UInt16(),)
+
+
+class TestUInt32(BaseTestZDType):
+    test_cls = UInt32
+    scalar_type = np.uint32
+    valid_dtype = (np.dtype(">u4"), np.dtype("<u4"))
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.int16),
+        np.dtype(np.float64),
+    )
+    valid_json_v2 = (
+        {"name": ">u4", "object_codec_id": None},
+        {"name": "<u4", "object_codec_id": None},
+    )
+    valid_json_v3 = ("uint32",)
+    invalid_json_v2 = (
+        "|u4",
+        "uint32",
+        "|f8",
+    )
+    invalid_json_v3 = (
+        "|u4",
+        "|f8",
+        {"name": "uint32", "configuration": {"endianness": "little"}},
+    )
+
+    scalar_v2_params = ((UInt32(), 1), (UInt32(), 0))
+    scalar_v3_params = ((UInt32(), 1), (UInt32(), 0))
+    cast_value_params = (
+        (UInt32(), 1, np.uint32(1)),
+        (UInt32(), 0, np.uint32(0)),
+    )
+    item_size_params = (UInt32(),)
+
+
+class TestUInt64(BaseTestZDType):
+    test_cls = UInt64
+    scalar_type = np.uint64
+    valid_dtype = (np.dtype(">u8"), np.dtype("<u8"))
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.int16),
+        np.dtype(np.float64),
+    )
+    valid_json_v2 = (
+        {"name": ">u8", "object_codec_id": None},
+        {"name": "<u8", "object_codec_id": None},
+    )
+    valid_json_v3 = ("uint64",)
+    invalid_json_v2 = (
+        "|u8",
+        "uint64",
+        "|f8",
+    )
+    invalid_json_v3 = (
+        "|u8",
+        "|f8",
+        {"name": "uint64", "configuration": {"endianness": "little"}},
+    )
+
+    scalar_v2_params = ((UInt64(), 1), (UInt64(), 0))
+    scalar_v3_params = ((UInt64(), 1), (UInt64(), 0))
+    cast_value_params = (
+        (UInt64(), 1, np.uint64(1)),
+        (UInt64(), 0, np.uint64(0)),
+    )
+    item_size_params = (UInt64(),)
diff --git a/tests/test_dtype/test_npy/test_string.py b/tests/test_dtype/test_npy/test_string.py
new file mode 100644
index 0000000000..51b1c3df3a
--- /dev/null
+++ b/tests/test_dtype/test_npy/test_string.py
@@ -0,0 +1,130 @@
+from __future__ import annotations
+
+import numpy as np
+import pytest
+
+from tests.test_dtype.test_wrapper import BaseTestZDType
+from zarr.core.dtype import FixedLengthUTF32
+from zarr.core.dtype.common import UnstableSpecificationWarning
+from zarr.core.dtype.npy.string import _NUMPY_SUPPORTS_VLEN_STRING, VariableLengthUTF8
+
+if _NUMPY_SUPPORTS_VLEN_STRING:
+
+    class TestVariableLengthString(BaseTestZDType):
+        test_cls = VariableLengthUTF8  # type: ignore[assignment]
+        valid_dtype = (np.dtypes.StringDType(),)  # type: ignore[assignment]
+        invalid_dtype = (
+            np.dtype(np.int8),
+            np.dtype(np.float64),
+            np.dtype("|S10"),
+        )
+        valid_json_v2 = ({"name": "|O", "object_codec_id": "vlen-utf8"},)
+        valid_json_v3 = ("variable_length_utf8",)
+        invalid_json_v2 = (
+            "|S10",
+            "|f8",
+            "invalid",
+        )
+        invalid_json_v3 = (
+            {"name": "variable_length_utf8", "configuration": {"invalid_key": "value"}},
+            {"name": "invalid_name"},
+        )
+
+        scalar_v2_params = ((VariableLengthUTF8(), ""), (VariableLengthUTF8(), "hi"))
+        scalar_v3_params = (
+            (VariableLengthUTF8(), ""),
+            (VariableLengthUTF8(), "hi"),
+        )
+
+        cast_value_params = (
+            (VariableLengthUTF8(), "", np.str_("")),
+            (VariableLengthUTF8(), "hi", np.str_("hi")),
+        )
+        item_size_params = (VariableLengthUTF8(),)
+
+else:
+
+    class TestVariableLengthString(BaseTestZDType):  # type: ignore[no-redef]
+        test_cls = VariableLengthUTF8  # type: ignore[assignment]
+        valid_dtype = (np.dtype("O"),)
+        invalid_dtype = (
+            np.dtype(np.int8),
+            np.dtype(np.float64),
+            np.dtype("|S10"),
+        )
+        valid_json_v2 = ({"name": "|O", "object_codec_id": "vlen-utf8"},)
+        valid_json_v3 = ("variable_length_utf8",)
+        invalid_json_v2 = (
+            "|S10",
+            "|f8",
+            "invalid",
+        )
+        invalid_json_v3 = (
+            {"name": "numpy.variable_length_utf8", "configuration": {"invalid_key": "value"}},
+            {"name": "invalid_name"},
+        )
+
+        scalar_v2_params = ((VariableLengthUTF8(), ""), (VariableLengthUTF8(), "hi"))
+        scalar_v3_params = (
+            (VariableLengthUTF8(), ""),
+            (VariableLengthUTF8(), "hi"),
+        )
+
+        cast_value_params = (
+            (VariableLengthUTF8(), "", np.str_("")),
+            (VariableLengthUTF8(), "hi", np.str_("hi")),
+        )
+
+        item_size_params = (VariableLengthUTF8(),)
+
+
+class TestFixedLengthUTF32(BaseTestZDType):
+    test_cls = FixedLengthUTF32
+    valid_dtype = (np.dtype(">U10"), np.dtype("<U10"))
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.float64),
+        np.dtype("|S10"),
+    )
+    valid_json_v2 = (
+        {"name": ">U10", "object_codec_id": None},
+        {"name": "<U10", "object_codec_id": None},
+    )
+    valid_json_v3 = ({"name": "fixed_length_utf32", "configuration": {"length_bytes": 320}},)
+    invalid_json_v2 = (
+        "|U",
+        "|S10",
+        "|f8",
+    )
+    invalid_json_v3 = (
+        {"name": "fixed_length_utf32", "configuration": {"length_bits": 0}},
+        {"name": "numpy.fixed_length_utf32", "configuration": {"length_bits": "invalid"}},
+    )
+
+    scalar_v2_params = ((FixedLengthUTF32(length=0), ""), (FixedLengthUTF32(length=2), "hi"))
+    scalar_v3_params = (
+        (FixedLengthUTF32(length=0), ""),
+        (FixedLengthUTF32(length=2), "hi"),
+        (FixedLengthUTF32(length=4), "hihi"),
+    )
+
+    cast_value_params = (
+        (FixedLengthUTF32(length=0), "", np.str_("")),
+        (FixedLengthUTF32(length=2), "hi", np.str_("hi")),
+        (FixedLengthUTF32(length=4), "hihi", np.str_("hihi")),
+    )
+    item_size_params = (
+        FixedLengthUTF32(length=0),
+        FixedLengthUTF32(length=4),
+        FixedLengthUTF32(length=10),
+    )
+
+
+@pytest.mark.parametrize("zdtype", [FixedLengthUTF32(length=10), VariableLengthUTF8()])
+def test_unstable_dtype_warning(zdtype: FixedLengthUTF32 | VariableLengthUTF8) -> None:
+    """
+    Test that we get a warning when serializing a dtype without a zarr v3 spec to json
+    when zarr_format is 3
+    """
+    with pytest.raises(UnstableSpecificationWarning):
+        zdtype.to_json(zarr_format=3)
diff --git a/tests/test_dtype/test_npy/test_structured.py b/tests/test_dtype/test_npy/test_structured.py
new file mode 100644
index 0000000000..e9c9ab11d0
--- /dev/null
+++ b/tests/test_dtype/test_npy/test_structured.py
@@ -0,0 +1,108 @@
+from __future__ import annotations
+
+from typing import Any
+
+import numpy as np
+
+from tests.test_dtype.test_wrapper import BaseTestZDType
+from zarr.core.dtype import (
+    Float16,
+    Float64,
+    Int32,
+    Int64,
+    Structured,
+)
+
+
+class TestStructured(BaseTestZDType):
+    test_cls = Structured
+    valid_dtype = (
+        np.dtype([("field1", np.int32), ("field2", np.float64)]),
+        np.dtype([("field1", np.int64), ("field2", np.int32)]),
+    )
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.float64),
+        np.dtype("|S10"),
+    )
+    valid_json_v2 = (
+        {"name": [["field1", ">i4"], ["field2", ">f8"]], "object_codec_id": None},
+        {"name": [["field1", ">i8"], ["field2", ">i4"]], "object_codec_id": None},
+    )
+    valid_json_v3 = (
+        {
+            "name": "structured",
+            "configuration": {
+                "fields": [
+                    ["field1", "int32"],
+                    ["field2", "float64"],
+                ]
+            },
+        },
+        {
+            "name": "structured",
+            "configuration": {
+                "fields": [
+                    [
+                        "field1",
+                        {
+                            "name": "numpy.datetime64",
+                            "configuration": {"unit": "s", "scale_factor": 1},
+                        },
+                    ],
+                    [
+                        "field2",
+                        {"name": "fixed_length_utf32", "configuration": {"length_bytes": 32}},
+                    ],
+                ]
+            },
+        },
+    )
+    invalid_json_v2 = (
+        [("field1", "|i1"), ("field2", "|f8")],
+        [("field1", "|S10"), ("field2", "|f8")],
+    )
+    invalid_json_v3 = (
+        {
+            "name": "structured",
+            "configuration": {
+                "fields": [
+                    ("field1", {"name": "int32", "configuration": {"endianness": "invalid"}}),
+                    ("field2", {"name": "float64", "configuration": {"endianness": "big"}}),
+                ]
+            },
+        },
+        {"name": "invalid_name"},
+    )
+
+    scalar_v2_params = (
+        (Structured(fields=(("field1", Int32()), ("field2", Float64()))), "AQAAAAAAAAAAAPA/"),
+        (Structured(fields=(("field1", Float16()), ("field2", Int32()))), "AQAAAAAA"),
+    )
+    scalar_v3_params = (
+        (Structured(fields=(("field1", Int32()), ("field2", Float64()))), "AQAAAAAAAAAAAPA/"),
+        (Structured(fields=(("field1", Int64()), ("field2", Int32()))), "AQAAAAAAAAAAAPA/"),
+    )
+
+    cast_value_params = (
+        (
+            Structured(fields=(("field1", Int32()), ("field2", Float64()))),
+            (1, 2.0),
+            np.array((1, 2.0), dtype=[("field1", np.int32), ("field2", np.float64)]),
+        ),
+        (
+            Structured(fields=(("field1", Int64()), ("field2", Int32()))),
+            (3, 4.5),
+            np.array((3, 4.5), dtype=[("field1", np.int64), ("field2", np.int32)]),
+        ),
+    )
+
+    def scalar_equals(self, scalar1: Any, scalar2: Any) -> bool:
+        if hasattr(scalar1, "shape") and hasattr(scalar2, "shape"):
+            return np.array_equal(scalar1, scalar2)
+        return super().scalar_equals(scalar1, scalar2)
+
+    item_size_params = (
+        Structured(fields=(("field1", Int32()), ("field2", Float64()))),
+        Structured(fields=(("field1", Int64()), ("field2", Int32()))),
+    )
diff --git a/tests/test_dtype/test_npy/test_time.py b/tests/test_dtype/test_npy/test_time.py
new file mode 100644
index 0000000000..e201be5cf6
--- /dev/null
+++ b/tests/test_dtype/test_npy/test_time.py
@@ -0,0 +1,163 @@
+from __future__ import annotations
+
+import re
+from typing import get_args
+
+import numpy as np
+import pytest
+
+from tests.test_dtype.test_wrapper import BaseTestZDType
+from zarr.core.dtype.npy.common import DateTimeUnit
+from zarr.core.dtype.npy.time import DateTime64, TimeDelta64, datetime_from_int
+
+
+class _TestTimeBase(BaseTestZDType):
+    def json_scalar_equals(self, scalar1: object, scalar2: object) -> bool:
+        # This method gets overridden here to support the equivalency between NaT and
+        # -9223372036854775808 fill values
+        nat_scalars = (-9223372036854775808, "NaT")
+        if scalar1 in nat_scalars and scalar2 in nat_scalars:
+            return True
+        return scalar1 == scalar2
+
+    def scalar_equals(self, scalar1: object, scalar2: object) -> bool:
+        if np.isnan(scalar1) and np.isnan(scalar2):  # type: ignore[call-overload]
+            return True
+        return super().scalar_equals(scalar1, scalar2)
+
+
+class TestDateTime64(_TestTimeBase):
+    test_cls = DateTime64
+    valid_dtype = (np.dtype("datetime64[10ns]"), np.dtype("datetime64[us]"), np.dtype("datetime64"))
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.float64),
+        np.dtype("timedelta64[ns]"),
+    )
+    valid_json_v2 = (
+        {"name": ">M8", "object_codec_id": None},
+        {"name": ">M8[s]", "object_codec_id": None},
+        {"name": "<M8[10s]", "object_codec_id": None},
+        {"name": "<M8[10us]", "object_codec_id": None},
+    )
+    valid_json_v3 = (
+        {"name": "numpy.datetime64", "configuration": {"unit": "ns", "scale_factor": 10}},
+        {"name": "numpy.datetime64", "configuration": {"unit": "us", "scale_factor": 1}},
+    )
+    invalid_json_v2 = (
+        "datetime64",
+        "|f8",
+        "timedelta64[ns]",
+    )
+    invalid_json_v3 = (
+        {"name": "datetime64", "configuration": {"unit": "invalid"}},
+        {"name": "datetime64", "configuration": {"unit": 123}},
+    )
+
+    scalar_v2_params = (
+        (DateTime64(unit="ns", scale_factor=1), 1),
+        (DateTime64(unit="ns", scale_factor=1), "NaT"),
+    )
+    scalar_v3_params = (
+        (DateTime64(unit="ns", scale_factor=1), 1),
+        (DateTime64(unit="ns", scale_factor=1), "NaT"),
+    )
+
+    cast_value_params = (
+        (DateTime64(unit="Y", scale_factor=1), "1", np.datetime64("1", "Y")),
+        (DateTime64(unit="s", scale_factor=1), "2005-02-25", np.datetime64("2005-02-25", "s")),
+        (DateTime64(unit="ns", scale_factor=1), "NaT", np.datetime64("NaT")),
+    )
+    item_size_params = (DateTime64(unit="ns", scale_factor=1),)
+
+
+class TestTimeDelta64(_TestTimeBase):
+    test_cls = TimeDelta64
+    valid_dtype = (np.dtype("timedelta64[ns]"), np.dtype("timedelta64[us]"))
+    invalid_dtype = (
+        np.dtype(np.int8),
+        np.dtype(np.float64),
+        np.dtype("datetime64[ns]"),
+    )
+
+    valid_json_v2 = (
+        {"name": ">m8", "object_codec_id": None},
+        {"name": ">m8[s]", "object_codec_id": None},
+        {"name": "<m8[10s]", "object_codec_id": None},
+        {"name": "<m8[10us]", "object_codec_id": None},
+    )
+    valid_json_v3 = (
+        {"name": "numpy.timedelta64", "configuration": {"unit": "ns", "scale_factor": 10}},
+        {"name": "numpy.timedelta64", "configuration": {"unit": "us", "scale_factor": 1}},
+    )
+    invalid_json_v2 = (
+        "timedelta64",
+        "|f8",
+        "datetime64[ns]",
+    )
+    invalid_json_v3 = (
+        {"name": "timedelta64", "configuration": {"unit": 1, "scale_factor": 10}},
+        {"name": "timedelta64", "configuration": {"unit": 123}},
+    )
+
+    scalar_v2_params = (
+        (TimeDelta64(unit="ns", scale_factor=1), 1),
+        (TimeDelta64(unit="ns", scale_factor=1), "NaT"),
+    )
+    scalar_v3_params = (
+        (TimeDelta64(unit="ns", scale_factor=1), 1),
+        (TimeDelta64(unit="ns", scale_factor=1), "NaT"),
+    )
+
+    cast_value_params = (
+        (TimeDelta64(unit="ns", scale_factor=1), "1", np.timedelta64(1, "ns")),
+        (TimeDelta64(unit="ns", scale_factor=1), "NaT", np.timedelta64("NaT")),
+    )
+    item_size_params = (TimeDelta64(unit="ns", scale_factor=1),)
+
+
+def test_time_invalid_unit() -> None:
+    """
+    Test that an invalid unit raises a ValueError.
+    """
+    unit = "invalid"
+    msg = f"unit must be one of ('Y', 'M', 'W', 'D', 'h', 'm', 's', 'ms', 'us', 'μs', 'ns', 'ps', 'fs', 'as', 'generic'), got {unit!r}."
+    with pytest.raises(ValueError, match=re.escape(msg)):
+        DateTime64(unit=unit)  # type: ignore[arg-type]
+    with pytest.raises(ValueError, match=re.escape(msg)):
+        TimeDelta64(unit=unit)  # type: ignore[arg-type]
+
+
+def test_time_scale_factor_too_low() -> None:
+    """
+    Test that an invalid unit raises a ValueError.
+    """
+    scale_factor = 0
+    msg = f"scale_factor must be > 0, got {scale_factor}."
+    with pytest.raises(ValueError, match=msg):
+        DateTime64(scale_factor=scale_factor)
+    with pytest.raises(ValueError, match=msg):
+        TimeDelta64(scale_factor=scale_factor)
+
+
+def test_time_scale_factor_too_high() -> None:
+    """
+    Test that an invalid unit raises a ValueError.
+    """
+    scale_factor = 2**31
+    msg = f"scale_factor must be < 2147483648, got {scale_factor}."
+    with pytest.raises(ValueError, match=msg):
+        DateTime64(scale_factor=scale_factor)
+    with pytest.raises(ValueError, match=msg):
+        TimeDelta64(scale_factor=scale_factor)
+
+
+@pytest.mark.parametrize("unit", get_args(DateTimeUnit))
+@pytest.mark.parametrize("scale_factor", [1, 10])
+@pytest.mark.parametrize("value", [0, 1, 10])
+def test_datetime_from_int(unit: DateTimeUnit, scale_factor: int, value: int) -> None:
+    """
+    Test datetime_from_int.
+    """
+    expected = np.int64(value).view(f"datetime64[{scale_factor}{unit}]")
+    assert datetime_from_int(value, unit=unit, scale_factor=scale_factor) == expected
diff --git a/tests/test_dtype/test_wrapper.py b/tests/test_dtype/test_wrapper.py
new file mode 100644
index 0000000000..8f461f1a77
--- /dev/null
+++ b/tests/test_dtype/test_wrapper.py
@@ -0,0 +1,136 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Any, ClassVar
+
+import pytest
+
+from zarr.core.dtype.common import DTypeSpec_V2, DTypeSpec_V3, HasItemSize
+
+if TYPE_CHECKING:
+    from zarr.core.dtype.wrapper import TBaseDType, TBaseScalar, ZDType
+
+
+"""
+class _TestZDTypeSchema:
+    # subclasses define the URL for the schema, if available
+    schema_url: ClassVar[str] = ""
+
+    @pytest.fixture(scope="class")
+    def get_schema(self) -> object:
+        response = requests.get(self.schema_url)
+        response.raise_for_status()
+        return json_schema.loads(response.text)
+
+    def test_schema(self, schema: json_schema.Schema) -> None:
+        assert schema.is_valid(self.test_cls.to_json(zarr_format=2))
+"""
+
+
+class BaseTestZDType:
+    """
+    A base class for testing ZDType subclasses. This class works in conjunction with the custom
+    pytest collection function ``pytest_generate_tests`` defined in conftest.py, which applies the
+    following procedure when generating tests:
+
+    At test generation time, for each test fixture referenced by a method on this class
+    pytest will look for an attribute with the same name as that fixture. Pytest will assume that
+    this class attribute is a tuple of values to be used for generating a parametrized test fixture.
+
+    This means that child classes can, by using different values for these class attributes, have
+    customized test parametrization.
+
+    Attributes
+    ----------
+    test_cls : type[ZDType[TBaseDType, TBaseScalar]]
+        The ZDType subclass being tested.
+    scalar_type : ClassVar[type[TBaseScalar]]
+        The expected scalar type for the ZDType.
+    valid_dtype : ClassVar[tuple[TBaseDType, ...]]
+        A tuple of valid numpy dtypes for the ZDType.
+    invalid_dtype : ClassVar[tuple[TBaseDType, ...]]
+        A tuple of invalid numpy dtypes for the ZDType.
+    valid_json_v2 : ClassVar[tuple[str | dict[str, object] | list[object], ...]]
+        A tuple of valid JSON representations for Zarr format version 2.
+    invalid_json_v2 : ClassVar[tuple[str | dict[str, object] | list[object], ...]]
+        A tuple of invalid JSON representations for Zarr format version 2.
+    valid_json_v3 : ClassVar[tuple[str | dict[str, object], ...]]
+        A tuple of valid JSON representations for Zarr format version 3.
+    invalid_json_v3 : ClassVar[tuple[str | dict[str, object], ...]]
+        A tuple of invalid JSON representations for Zarr format version 3.
+    cast_value_params : ClassVar[tuple[tuple[Any, Any, Any], ...]]
+        A tuple of (dtype, value, expected) tuples for testing ZDType.cast_value.
+    """
+
+    test_cls: type[ZDType[TBaseDType, TBaseScalar]]
+    scalar_type: ClassVar[type[TBaseScalar]]
+    valid_dtype: ClassVar[tuple[TBaseDType, ...]] = ()
+    invalid_dtype: ClassVar[tuple[TBaseDType, ...]] = ()
+
+    valid_json_v2: ClassVar[tuple[DTypeSpec_V2, ...]] = ()
+    invalid_json_v2: ClassVar[tuple[str | dict[str, object] | list[object], ...]] = ()
+
+    valid_json_v3: ClassVar[tuple[DTypeSpec_V3, ...]] = ()
+    invalid_json_v3: ClassVar[tuple[str | dict[str, object], ...]] = ()
+
+    # for testing scalar round-trip serialization, we need a tuple of (data type json, scalar json)
+    # pairs. the first element of the pair is used to create a dtype instance, and the second
+    # element is the json serialization of the scalar that we want to round-trip.
+
+    scalar_v2_params: ClassVar[tuple[tuple[Any, Any], ...]] = ()
+    scalar_v3_params: ClassVar[tuple[tuple[Any, Any], ...]] = ()
+    cast_value_params: ClassVar[tuple[tuple[Any, Any, Any], ...]]
+    item_size_params: ClassVar[tuple[ZDType[Any, Any], ...]]
+
+    def json_scalar_equals(self, scalar1: object, scalar2: object) -> bool:
+        # An equality check for json-encoded scalars. This defaults to regular equality,
+        # but some classes may need to override this for special cases
+        return scalar1 == scalar2
+
+    def scalar_equals(self, scalar1: object, scalar2: object) -> bool:
+        # An equality check for scalars. This defaults to regular equality,
+        # but some classes may need to override this for special cases
+        return scalar1 == scalar2
+
+    def test_check_dtype_valid(self, valid_dtype: TBaseDType) -> None:
+        assert self.test_cls._check_native_dtype(valid_dtype)
+
+    def test_check_dtype_invalid(self, invalid_dtype: object) -> None:
+        assert not self.test_cls._check_native_dtype(invalid_dtype)  # type: ignore[arg-type]
+
+    def test_from_dtype_roundtrip(self, valid_dtype: Any) -> None:
+        zdtype = self.test_cls.from_native_dtype(valid_dtype)
+        assert zdtype.to_native_dtype() == valid_dtype
+
+    def test_from_json_roundtrip_v2(self, valid_json_v2: DTypeSpec_V2) -> None:
+        zdtype = self.test_cls.from_json(valid_json_v2, zarr_format=2)
+        assert zdtype.to_json(zarr_format=2) == valid_json_v2
+
+    @pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
+    def test_from_json_roundtrip_v3(self, valid_json_v3: DTypeSpec_V3) -> None:
+        zdtype = self.test_cls.from_json(valid_json_v3, zarr_format=3)
+        assert zdtype.to_json(zarr_format=3) == valid_json_v3
+
+    def test_scalar_roundtrip_v2(self, scalar_v2_params: tuple[ZDType[Any, Any], Any]) -> None:
+        zdtype, scalar_json = scalar_v2_params
+        scalar = zdtype.from_json_scalar(scalar_json, zarr_format=2)
+        assert self.json_scalar_equals(scalar_json, zdtype.to_json_scalar(scalar, zarr_format=2))
+
+    def test_scalar_roundtrip_v3(self, scalar_v3_params: tuple[ZDType[Any, Any], Any]) -> None:
+        zdtype, scalar_json = scalar_v3_params
+        scalar = zdtype.from_json_scalar(scalar_json, zarr_format=3)
+        assert self.json_scalar_equals(scalar_json, zdtype.to_json_scalar(scalar, zarr_format=3))
+
+    def test_cast_value(self, cast_value_params: tuple[ZDType[Any, Any], Any, Any]) -> None:
+        zdtype, value, expected = cast_value_params
+        observed = zdtype.cast_scalar(value)
+        assert self.scalar_equals(expected, observed)
+
+    def test_item_size(self, item_size_params: ZDType[Any, Any]) -> None:
+        """
+        Test that the item_size attribute matches the numpy dtype itemsize attribute, for dtypes
+        with a fixed scalar size.
+        """
+        if isinstance(item_size_params, HasItemSize):
+            assert item_size_params.item_size == item_size_params.to_native_dtype().itemsize
+        else:
+            pytest.skip(f"Dtype {item_size_params} does not implement HasItemSize")
diff --git a/tests/test_dtype_registry.py b/tests/test_dtype_registry.py
new file mode 100644
index 0000000000..c7d5f90065
--- /dev/null
+++ b/tests/test_dtype_registry.py
@@ -0,0 +1,198 @@
+from __future__ import annotations
+
+import re
+import sys
+from pathlib import Path
+from typing import TYPE_CHECKING, Any, get_args
+
+import numpy as np
+import pytest
+
+import zarr
+from tests.conftest import skip_object_dtype
+from zarr.core.config import config
+from zarr.core.dtype import (
+    AnyDType,
+    Bool,
+    DataTypeRegistry,
+    DateTime64,
+    FixedLengthUTF32,
+    Int8,
+    Int16,
+    TBaseDType,
+    TBaseScalar,
+    ZDType,
+    data_type_registry,
+    get_data_type_from_json,
+    parse_data_type,
+)
+
+if TYPE_CHECKING:
+    from collections.abc import Generator
+
+    from zarr.core.common import ZarrFormat
+
+from .test_dtype.conftest import zdtype_examples
+
+
+@pytest.fixture
+def data_type_registry_fixture() -> DataTypeRegistry:
+    return DataTypeRegistry()
+
+
+class TestRegistry:
+    @staticmethod
+    def test_register(data_type_registry_fixture: DataTypeRegistry) -> None:
+        """
+        Test that registering a dtype in a data type registry works.
+        """
+        data_type_registry_fixture.register(Bool._zarr_v3_name, Bool)
+        assert data_type_registry_fixture.get(Bool._zarr_v3_name) == Bool
+        assert isinstance(data_type_registry_fixture.match_dtype(np.dtype("bool")), Bool)
+
+    @staticmethod
+    def test_override(data_type_registry_fixture: DataTypeRegistry) -> None:
+        """
+        Test that registering a new dtype with the same name works (overriding the previous one).
+        """
+        data_type_registry_fixture.register(Bool._zarr_v3_name, Bool)
+
+        class NewBool(Bool):
+            def default_scalar(self) -> np.bool_:
+                return np.True_
+
+        data_type_registry_fixture.register(NewBool._zarr_v3_name, NewBool)
+        assert isinstance(data_type_registry_fixture.match_dtype(np.dtype("bool")), NewBool)
+
+    @staticmethod
+    @pytest.mark.parametrize(
+        ("wrapper_cls", "dtype_str"), [(Bool, "bool"), (FixedLengthUTF32, "|U4")]
+    )
+    def test_match_dtype(
+        data_type_registry_fixture: DataTypeRegistry,
+        wrapper_cls: type[ZDType[TBaseDType, TBaseScalar]],
+        dtype_str: str,
+    ) -> None:
+        """
+        Test that match_dtype resolves a numpy dtype into an instance of the correspond wrapper for that dtype.
+        """
+        data_type_registry_fixture.register(wrapper_cls._zarr_v3_name, wrapper_cls)
+        assert isinstance(data_type_registry_fixture.match_dtype(np.dtype(dtype_str)), wrapper_cls)
+
+    @staticmethod
+    def test_unregistered_dtype(data_type_registry_fixture: DataTypeRegistry) -> None:
+        """
+        Test that match_dtype raises an error if the dtype is not registered.
+        """
+        outside_dtype_name = "int8"
+        outside_dtype = np.dtype(outside_dtype_name)
+        msg = f"No Zarr data type found that matches dtype '{outside_dtype!r}'"
+        with pytest.raises(ValueError, match=re.escape(msg)):
+            data_type_registry_fixture.match_dtype(outside_dtype)
+
+        with pytest.raises(KeyError):
+            data_type_registry_fixture.get(outside_dtype_name)
+
+    @staticmethod
+    @pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
+    @pytest.mark.parametrize("zdtype", zdtype_examples)
+    def test_registered_dtypes_match_dtype(zdtype: ZDType[TBaseDType, TBaseScalar]) -> None:
+        """
+        Test that the registered dtypes can be retrieved from the registry.
+        """
+        skip_object_dtype(zdtype)
+        assert data_type_registry.match_dtype(zdtype.to_native_dtype()) == zdtype
+
+    @staticmethod
+    @pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
+    @pytest.mark.parametrize("zdtype", zdtype_examples)
+    def test_registered_dtypes_match_json(
+        zdtype: ZDType[TBaseDType, TBaseScalar], zarr_format: ZarrFormat
+    ) -> None:
+        assert (
+            data_type_registry.match_json(
+                zdtype.to_json(zarr_format=zarr_format), zarr_format=zarr_format
+            )
+            == zdtype
+        )
+
+    @staticmethod
+    @pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
+    @pytest.mark.parametrize("zdtype", zdtype_examples)
+    def test_match_dtype_unique(
+        zdtype: ZDType[Any, Any],
+        data_type_registry_fixture: DataTypeRegistry,
+        zarr_format: ZarrFormat,
+    ) -> None:
+        """
+        Test that the match_dtype method uniquely specifies a registered data type. We create a local registry
+        that excludes the data type class being tested, and ensure that an instance of the wrapped data type
+        fails to match anything in the registry
+        """
+        skip_object_dtype(zdtype)
+        for _cls in get_args(AnyDType):
+            if _cls is not type(zdtype):
+                data_type_registry_fixture.register(_cls._zarr_v3_name, _cls)
+
+        dtype_instance = zdtype.to_native_dtype()
+
+        msg = f"No Zarr data type found that matches dtype '{dtype_instance!r}'"
+        with pytest.raises(ValueError, match=re.escape(msg)):
+            data_type_registry_fixture.match_dtype(dtype_instance)
+
+        instance_dict = zdtype.to_json(zarr_format=zarr_format)
+        msg = f"No Zarr data type found that matches {instance_dict!r}"
+        with pytest.raises(ValueError, match=re.escape(msg)):
+            data_type_registry_fixture.match_json(instance_dict, zarr_format=zarr_format)
+
+
+# this is copied from the registry tests -- we should deduplicate
+here = str(Path(__file__).parent.absolute())
+
+
+@pytest.fixture
+def set_path() -> Generator[None, None, None]:
+    sys.path.append(here)
+    zarr.registry._collect_entrypoints()
+    yield
+    sys.path.remove(here)
+    registries = zarr.registry._collect_entrypoints()
+    for registry in registries:
+        registry.lazy_load_list.clear()
+    config.reset()
+
+
+@pytest.mark.usefixtures("set_path")
+def test_entrypoint_dtype(zarr_format: ZarrFormat) -> None:
+    from package_with_entrypoint import TestDataType
+
+    data_type_registry.lazy_load()
+    instance = TestDataType()
+    dtype_json = instance.to_json(zarr_format=zarr_format)
+    assert get_data_type_from_json(dtype_json, zarr_format=zarr_format) == instance
+    data_type_registry.unregister(TestDataType._zarr_v3_name)
+
+
+@pytest.mark.parametrize(
+    ("dtype_params", "expected", "zarr_format"),
+    [
+        ("int8", Int8(), 3),
+        (Int8(), Int8(), 3),
+        (">i2", Int16(endianness="big"), 2),
+        ("datetime64[10s]", DateTime64(unit="s", scale_factor=10), 2),
+        (
+            {"name": "numpy.datetime64", "configuration": {"unit": "s", "scale_factor": 10}},
+            DateTime64(unit="s", scale_factor=10),
+            3,
+        ),
+    ],
+)
+def test_parse_data_type(
+    dtype_params: Any, expected: ZDType[Any, Any], zarr_format: ZarrFormat
+) -> None:
+    """
+    Test that parse_data_type accepts alternative representations of ZDType instances, and resolves
+    those inputs to the expected ZDType instance.
+    """
+    observed = parse_data_type(dtype_params, zarr_format=zarr_format)
+    assert observed == expected
diff --git a/tests/test_group.py b/tests/test_group.py
index 7cf29c30d9..60a1fcb9bf 100644
--- a/tests/test_group.py
+++ b/tests/test_group.py
@@ -23,6 +23,8 @@
 from zarr.core._info import GroupInfo
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.config import config as zarr_config
+from zarr.core.dtype.common import unpack_dtype_json
+from zarr.core.dtype.npy.int import UInt8
 from zarr.core.group import (
     ConsolidatedMetadata,
     GroupMetadata,
@@ -494,7 +496,7 @@ def test_group_child_iterators(store: Store, zarr_format: ZarrFormat, consolidat
     expected_groups = list(zip(expected_group_keys, expected_group_values, strict=False))
 
     fill_value = 3
-    dtype = "uint8"
+    dtype = UInt8()
 
     expected_group_values[0].create_group("subgroup")
     expected_group_values[0].create_array(
@@ -515,7 +517,7 @@ def test_group_child_iterators(store: Store, zarr_format: ZarrFormat, consolidat
             metadata = {
                 "subarray": {
                     "attributes": {},
-                    "dtype": dtype,
+                    "dtype": unpack_dtype_json(dtype.to_json(zarr_format=zarr_format)),
                     "fill_value": fill_value,
                     "shape": (1,),
                     "chunks": (1,),
@@ -551,7 +553,7 @@ def test_group_child_iterators(store: Store, zarr_format: ZarrFormat, consolidat
                         {"configuration": {"endian": "little"}, "name": "bytes"},
                         {"configuration": {}, "name": "zstd"},
                     ),
-                    "data_type": dtype,
+                    "data_type": unpack_dtype_json(dtype.to_json(zarr_format=zarr_format)),
                     "fill_value": fill_value,
                     "node_type": "array",
                     "shape": (1,),
diff --git a/tests/test_info.py b/tests/test_info.py
index 04e6339092..0abaff9ae7 100644
--- a/tests/test_info.py
+++ b/tests/test_info.py
@@ -1,11 +1,11 @@
 import textwrap
 
-import numpy as np
 import pytest
 
 from zarr.codecs.bytes import BytesCodec
 from zarr.core._info import ArrayInfo, GroupInfo, human_readable_size
 from zarr.core.common import ZarrFormat
+from zarr.core.dtype.npy.int import Int32
 
 ZARR_FORMATS = [2, 3]
 
@@ -53,7 +53,7 @@ def test_group_info_complete(zarr_format: ZarrFormat) -> None:
 def test_array_info(zarr_format: ZarrFormat) -> None:
     info = ArrayInfo(
         _zarr_format=zarr_format,
-        _data_type=np.dtype("int32"),
+        _data_type=Int32(),
         _fill_value=0,
         _shape=(100, 100),
         _chunk_shape=(10, 100),
@@ -66,7 +66,7 @@ def test_array_info(zarr_format: ZarrFormat) -> None:
     assert result == textwrap.dedent(f"""\
         Type               : Array
         Zarr format        : {zarr_format}
-        Data type          : int32
+        Data type          : Int32(endianness='little')
         Fill value         : 0
         Shape              : (100, 100)
         Chunk shape        : (10, 100)
@@ -93,7 +93,7 @@ def test_array_info_complete(
     ) = bytes_things
     info = ArrayInfo(
         _zarr_format=zarr_format,
-        _data_type=np.dtype("int32"),
+        _data_type=Int32(),
         _fill_value=0,
         _shape=(100, 100),
         _chunk_shape=(10, 100),
@@ -109,7 +109,7 @@ def test_array_info_complete(
     assert result == textwrap.dedent(f"""\
         Type               : Array
         Zarr format        : {zarr_format}
-        Data type          : int32
+        Data type          : Int32(endianness='little')
         Fill value         : 0
         Shape              : (100, 100)
         Chunk shape        : (10, 100)
diff --git a/tests/test_metadata/test_consolidated.py b/tests/test_metadata/test_consolidated.py
index ff4fe6a780..395e036db2 100644
--- a/tests/test_metadata/test_consolidated.py
+++ b/tests/test_metadata/test_consolidated.py
@@ -18,6 +18,7 @@
     open_consolidated,
 )
 from zarr.core.buffer import cpu, default_buffer_prototype
+from zarr.core.dtype import parse_data_type
 from zarr.core.group import ConsolidatedMetadata, GroupMetadata
 from zarr.core.metadata import ArrayV3Metadata
 from zarr.core.metadata.v2 import ArrayV2Metadata
@@ -503,7 +504,7 @@ async def test_consolidated_metadata_backwards_compatibility(
     async def test_consolidated_metadata_v2(self):
         store = zarr.storage.MemoryStore()
         g = await AsyncGroup.from_store(store, attributes={"key": "root"}, zarr_format=2)
-        dtype = "uint8"
+        dtype = parse_data_type("uint8", zarr_format=2)
         await g.create_array(name="a", shape=(1,), attributes={"key": "a"}, dtype=dtype)
         g1 = await g.create_group(name="g1", attributes={"key": "g1"})
         await g1.create_group(name="g2", attributes={"key": "g2"})
@@ -624,7 +625,6 @@ async def test_consolidated_metadata_encodes_special_chars(
     memory_store: Store, zarr_format: ZarrFormat, fill_value: float
 ):
     root = await group(store=memory_store, zarr_format=zarr_format)
-    _child = await root.create_group("child", attributes={"test": fill_value})
     _time = await root.create_array("time", shape=(12,), dtype=np.float64, fill_value=fill_value)
     await zarr.api.asynchronous.consolidate_metadata(memory_store)
 
@@ -638,18 +638,11 @@ async def test_consolidated_metadata_encodes_special_chars(
             "consolidated_metadata"
         ]["metadata"]
 
-    if np.isnan(fill_value):
-        expected_fill_value = "NaN"
-    elif np.isneginf(fill_value):
-        expected_fill_value = "-Infinity"
-    elif np.isinf(fill_value):
-        expected_fill_value = "Infinity"
+    expected_fill_value = _time._zdtype.to_json_scalar(fill_value, zarr_format=2)
 
     if zarr_format == 2:
-        assert root_metadata["child/.zattrs"]["test"] == expected_fill_value
         assert root_metadata["time/.zarray"]["fill_value"] == expected_fill_value
     elif zarr_format == 3:
-        assert root_metadata["child"]["attributes"]["test"] == expected_fill_value
         assert root_metadata["time"]["fill_value"] == expected_fill_value
 
 
diff --git a/tests/test_metadata/test_v2.py b/tests/test_metadata/test_v2.py
index 08b9cb2507..a2894529aa 100644
--- a/tests/test_metadata/test_v2.py
+++ b/tests/test_metadata/test_v2.py
@@ -10,6 +10,8 @@
 import zarr.storage
 from zarr.core.buffer import cpu
 from zarr.core.buffer.core import default_buffer_prototype
+from zarr.core.dtype.npy.float import Float32, Float64
+from zarr.core.dtype.npy.int import Int16
 from zarr.core.group import ConsolidatedMetadata, GroupMetadata
 from zarr.core.metadata import ArrayV2Metadata
 from zarr.core.metadata.v2 import parse_zarr_format
@@ -19,8 +21,6 @@
 
     from zarr.abc.codec import Codec
 
-import numcodecs
-
 
 def test_parse_zarr_format_valid() -> None:
     assert parse_zarr_format(2) == 2
@@ -33,8 +33,8 @@ def test_parse_zarr_format_invalid(data: Any) -> None:
 
 
 @pytest.mark.parametrize("attributes", [None, {"foo": "bar"}])
-@pytest.mark.parametrize("filters", [None, (numcodecs.GZip(),)])
-@pytest.mark.parametrize("compressor", [None, numcodecs.GZip()])
+@pytest.mark.parametrize("filters", [None, [{"id": "gzip", "level": 1}]])
+@pytest.mark.parametrize("compressor", [None, {"id": "gzip", "level": 1}])
 @pytest.mark.parametrize("fill_value", [None, 0, 1])
 @pytest.mark.parametrize("order", ["C", "F"])
 @pytest.mark.parametrize("dimension_separator", [".", "/", None])
@@ -86,7 +86,7 @@ def test_filters_empty_tuple_warns() -> None:
         "zarr_format": 2,
         "shape": (1,),
         "chunks": (1,),
-        "dtype": "uint8",
+        "dtype": "|u1",
         "order": "C",
         "compressor": None,
         "filters": (),
@@ -128,7 +128,7 @@ async def v2_consolidated_metadata(
                     "chunks": [730],
                     "compressor": None,
                     "dtype": "<f4",
-                    "fill_value": "0.0",
+                    "fill_value": 0.0,
                     "filters": None,
                     "order": "C",
                     "shape": [730],
@@ -147,7 +147,7 @@ async def v2_consolidated_metadata(
                     "chunks": [730],
                     "compressor": None,
                     "dtype": "<f4",
-                    "fill_value": "0.0",
+                    "fill_value": 0.0,
                     "filters": None,
                     "order": "C",
                     "shape": [730],
@@ -219,7 +219,7 @@ async def test_read_consolidated_metadata(
                     fill_value=0,
                     chunks=(730,),
                     attributes={"_ARRAY_DIMENSIONS": ["time"], "dataset": "NMC Reanalysis"},
-                    dtype=np.dtype("int16"),
+                    dtype=Int16(),
                     order="C",
                     filters=None,
                     dimension_separator=".",
@@ -236,7 +236,7 @@ async def test_read_consolidated_metadata(
                         "standard_name": "time",
                         "units": "hours since 1800-01-01",
                     },
-                    dtype=np.dtype("float32"),
+                    dtype=Float32(),
                     order="C",
                     filters=None,
                     dimension_separator=".",
@@ -254,7 +254,7 @@ async def test_read_consolidated_metadata(
                                 attributes={
                                     "calendar": "standard",
                                 },
-                                dtype=np.dtype("float32"),
+                                dtype=Float32(),
                                 order="C",
                                 filters=None,
                                 dimension_separator=".",
@@ -295,7 +295,7 @@ def test_from_dict_extra_fields() -> None:
     expected = ArrayV2Metadata(
         attributes={"key": "value"},
         shape=(8,),
-        dtype="float64",
+        dtype=Float64(),
         chunks=(8,),
         fill_value=0.0,
         order="C",
@@ -318,12 +318,11 @@ def test_zstd_checksum() -> None:
     assert "checksum" not in metadata["compressor"]
 
 
-@pytest.mark.parametrize(
-    "fill_value", [None, np.void((0, 0), np.dtype([("foo", "i4"), ("bar", "i4")]))]
-)
+@pytest.mark.parametrize("fill_value", [np.void((0, 0), np.dtype([("foo", "i4"), ("bar", "i4")]))])
 def test_structured_dtype_fill_value_serialization(tmp_path, fill_value):
+    zarr_format = 2
     group_path = tmp_path / "test.zarr"
-    root_group = zarr.open_group(group_path, mode="w", zarr_format=2)
+    root_group = zarr.open_group(group_path, mode="w", zarr_format=zarr_format)
     dtype = np.dtype([("foo", "i4"), ("bar", "i4")])
     root_group.create_array(
         name="structured_dtype",
@@ -333,11 +332,7 @@ def test_structured_dtype_fill_value_serialization(tmp_path, fill_value):
         fill_value=fill_value,
     )
 
-    zarr.consolidate_metadata(root_group.store, zarr_format=2)
+    zarr.consolidate_metadata(root_group.store, zarr_format=zarr_format)
     root_group = zarr.open_group(group_path, mode="r")
-    assert (
-        root_group.metadata.consolidated_metadata.to_dict()["metadata"]["structured_dtype"][
-            "fill_value"
-        ]
-        == fill_value
-    )
+    observed = root_group.metadata.consolidated_metadata.metadata["structured_dtype"].fill_value
+    assert observed == fill_value
diff --git a/tests/test_metadata/test_v3.py b/tests/test_metadata/test_v3.py
index 13549b10a4..4f385afa6d 100644
--- a/tests/test_metadata/test_v3.py
+++ b/tests/test_metadata/test_v3.py
@@ -11,13 +11,13 @@
 from zarr.core.buffer import default_buffer_prototype
 from zarr.core.chunk_key_encodings import DefaultChunkKeyEncoding, V2ChunkKeyEncoding
 from zarr.core.config import config
+from zarr.core.dtype import get_data_type_from_native_dtype
+from zarr.core.dtype.npy.string import _NUMPY_SUPPORTS_VLEN_STRING
+from zarr.core.dtype.npy.time import DateTime64
 from zarr.core.group import GroupMetadata, parse_node_type
 from zarr.core.metadata.v3 import (
     ArrayV3Metadata,
-    DataType,
-    default_fill_value,
     parse_dimension_names,
-    parse_fill_value,
     parse_zarr_format,
 )
 from zarr.errors import MetadataValidationError, NodeTypeValidationError
@@ -54,9 +54,20 @@
 )
 
 complex_dtypes = ("complex64", "complex128")
-vlen_dtypes = ("string", "bytes")
-
-dtypes = (*bool_dtypes, *int_dtypes, *float_dtypes, *complex_dtypes, *vlen_dtypes)
+flexible_dtypes = ("str", "bytes", "void")
+if _NUMPY_SUPPORTS_VLEN_STRING:
+    vlen_string_dtypes = ("T",)
+else:
+    vlen_string_dtypes = ("O",)
+
+dtypes = (
+    *bool_dtypes,
+    *int_dtypes,
+    *float_dtypes,
+    *complex_dtypes,
+    *flexible_dtypes,
+    *vlen_string_dtypes,
+)
 
 
 @pytest.mark.parametrize("data", [None, 1, 2, 4, 5, "3"])
@@ -110,90 +121,19 @@ def parse_dimension_names_valid(data: Sequence[str] | None) -> None:
     assert parse_dimension_names(data) == data
 
 
-@pytest.mark.parametrize("dtype_str", dtypes)
-def test_default_fill_value(dtype_str: str) -> None:
-    """
-    Test that parse_fill_value(None, dtype) results in the 0 value for the given dtype.
-    """
-    dtype = DataType(dtype_str)
-    fill_value = default_fill_value(dtype)
-    if dtype == DataType.string:
-        assert fill_value == ""
-    elif dtype == DataType.bytes:
-        assert fill_value == b""
-    else:
-        assert fill_value == dtype.to_numpy().type(0)
-
-
-@pytest.mark.parametrize(
-    ("fill_value", "dtype_str"),
-    [
-        (True, "bool"),
-        (False, "bool"),
-        (-8, "int8"),
-        (0, "int16"),
-        (1e10, "uint64"),
-        (-999, "float32"),
-        (1e32, "float64"),
-        (float("NaN"), "float64"),
-        (np.nan, "float64"),
-        (np.inf, "float64"),
-        (-1 * np.inf, "float64"),
-        (0j, "complex64"),
-    ],
-)
-def test_parse_fill_value_valid(fill_value: Any, dtype_str: str) -> None:
-    """
-    Test that parse_fill_value(fill_value, dtype) casts fill_value to the given dtype.
-    """
-    parsed = parse_fill_value(fill_value, dtype_str)
-
-    if np.isnan(fill_value):
-        assert np.isnan(parsed)
-    else:
-        assert parsed == DataType(dtype_str).to_numpy().type(fill_value)
-
-
-@pytest.mark.parametrize("fill_value", ["not a valid value"])
-@pytest.mark.parametrize("dtype_str", [*int_dtypes, *float_dtypes, *complex_dtypes])
-def test_parse_fill_value_invalid_value(fill_value: Any, dtype_str: str) -> None:
-    """
-    Test that parse_fill_value(fill_value, dtype) raises ValueError for invalid values.
-    This test excludes bool because the bool constructor takes anything.
-    """
-    with pytest.raises(ValueError):
-        parse_fill_value(fill_value, dtype_str)
-
-
-@pytest.mark.parametrize("fill_value", [[1.0, 0.0], [0, 1], complex(1, 1), np.complex64(0)])
+@pytest.mark.parametrize("fill_value", [[1.0, 0.0], [0, 1]])
 @pytest.mark.parametrize("dtype_str", [*complex_dtypes])
-def test_parse_fill_value_complex(fill_value: Any, dtype_str: str) -> None:
+def test_jsonify_fill_value_complex(fill_value: Any, dtype_str: str) -> None:
     """
     Test that parse_fill_value(fill_value, dtype) correctly handles complex values represented
     as length-2 sequences
     """
-    dtype = DataType(dtype_str)
-    if isinstance(fill_value, list):
-        expected = dtype.to_numpy().type(complex(*fill_value))
-    else:
-        expected = dtype.to_numpy().type(fill_value)
-    assert expected == parse_fill_value(fill_value, dtype_str)
-
-
-@pytest.mark.parametrize("fill_value", [[1.0, 0.0, 3.0], [0, 1, 3], [1]])
-@pytest.mark.parametrize("dtype_str", [*complex_dtypes])
-def test_parse_fill_value_complex_invalid(fill_value: Any, dtype_str: str) -> None:
-    """
-    Test that parse_fill_value(fill_value, dtype) correctly rejects sequences with length not
-    equal to 2
-    """
-    match = (
-        f"Got an invalid fill value for complex data type {dtype_str}."
-        f"Expected a sequence with 2 elements, but {fill_value} has "
-        f"length {len(fill_value)}."
-    )
-    with pytest.raises(ValueError, match=re.escape(match)):
-        parse_fill_value(fill_value=fill_value, dtype=dtype_str)
+    zarr_format = 3
+    dtype = get_data_type_from_native_dtype(dtype_str)
+    expected = dtype.to_native_dtype().type(complex(*fill_value))
+    observed = dtype.from_json_scalar(fill_value, zarr_format=zarr_format)
+    assert observed == expected
+    assert dtype.to_json_scalar(observed, zarr_format=zarr_format) == tuple(fill_value)
 
 
 @pytest.mark.parametrize("fill_value", [{"foo": 10}])
@@ -203,8 +143,9 @@ def test_parse_fill_value_invalid_type(fill_value: Any, dtype_str: str) -> None:
     Test that parse_fill_value(fill_value, dtype) raises TypeError for invalid non-sequential types.
     This test excludes bool because the bool constructor takes anything.
     """
-    with pytest.raises(ValueError, match=r"fill value .* is not valid for dtype .*"):
-        parse_fill_value(fill_value, dtype_str)
+    dtype_instance = get_data_type_from_native_dtype(dtype_str)
+    with pytest.raises(TypeError, match=f"Invalid type: {fill_value}"):
+        dtype_instance.from_json_scalar(fill_value, zarr_format=3)
 
 
 @pytest.mark.parametrize(
@@ -223,14 +164,14 @@ def test_parse_fill_value_invalid_type_sequence(fill_value: Any, dtype_str: str)
     This test excludes bool because the bool constructor takes anything, and complex because
     complex values can be created from length-2 sequences.
     """
-    match = f"Cannot parse non-string sequence {fill_value} as a scalar with type {dtype_str}"
-    with pytest.raises(TypeError, match=re.escape(match)):
-        parse_fill_value(fill_value, dtype_str)
+    dtype_instance = get_data_type_from_native_dtype(dtype_str)
+    with pytest.raises(TypeError, match=re.escape(f"Invalid type: {fill_value}")):
+        dtype_instance.from_json_scalar(fill_value, zarr_format=3)
 
 
 @pytest.mark.parametrize("chunk_grid", ["regular"])
 @pytest.mark.parametrize("attributes", [None, {"foo": "bar"}])
-@pytest.mark.parametrize("codecs", [[BytesCodec()]])
+@pytest.mark.parametrize("codecs", [[BytesCodec(endian=None)]])
 @pytest.mark.parametrize("fill_value", [0, 1])
 @pytest.mark.parametrize("chunk_key_encoding", ["v2", "default"])
 @pytest.mark.parametrize("dimension_separator", [".", "/", None])
@@ -247,7 +188,7 @@ def test_metadata_to_dict(
     storage_transformers: tuple[dict[str, JSON]] | None,
 ) -> None:
     shape = (1, 2, 3)
-    data_type = DataType.uint8
+    data_type_str = "uint8"
     if chunk_grid == "regular":
         cgrid = {"name": "regular", "configuration": {"chunk_shape": (1, 1, 1)}}
 
@@ -271,7 +212,7 @@ def test_metadata_to_dict(
         "node_type": "array",
         "shape": shape,
         "chunk_grid": cgrid,
-        "data_type": data_type,
+        "data_type": data_type_str,
         "chunk_key_encoding": cke,
         "codecs": tuple(c.to_dict() for c in codecs),
         "fill_value": fill_value,
@@ -315,50 +256,32 @@ def test_json_indent(indent: int):
         assert d == json.dumps(json.loads(d), indent=indent).encode()
 
 
-# @pytest.mark.parametrize("fill_value", [-1, 0, 1, 2932897])
-# @pytest.mark.parametrize("precision", ["ns", "D"])
-# async def test_datetime_metadata(fill_value: int, precision: str) -> None:
-#     metadata_dict = {
-#         "zarr_format": 3,
-#         "node_type": "array",
-#         "shape": (1,),
-#         "chunk_grid": {"name": "regular", "configuration": {"chunk_shape": (1,)}},
-#         "data_type": f"<M8[{precision}]",
-#         "chunk_key_encoding": {"name": "default", "separator": "."},
-#         "codecs": (),
-#         "fill_value": np.datetime64(fill_value, precision),
-#     }
-#     metadata = ArrayV3Metadata.from_dict(metadata_dict)
-#     # ensure there isn't a TypeError here.
-#     d = metadata.to_buffer_dict(default_buffer_prototype())
-
-#     result = json.loads(d["zarr.json"].to_bytes())
-#     assert result["fill_value"] == fill_value
-
-
-def test_invalid_dtype_raises() -> None:
+@pytest.mark.parametrize("fill_value", [-1, 0, 1, 2932897])
+@pytest.mark.parametrize("precision", ["ns", "D"])
+async def test_datetime_metadata(fill_value: int, precision: str) -> None:
+    dtype = DateTime64(unit=precision)
     metadata_dict = {
         "zarr_format": 3,
         "node_type": "array",
         "shape": (1,),
         "chunk_grid": {"name": "regular", "configuration": {"chunk_shape": (1,)}},
-        "data_type": "<M8[ns]",
+        "data_type": dtype.to_json(zarr_format=3),
         "chunk_key_encoding": {"name": "default", "separator": "."},
-        "codecs": (),
-        "fill_value": np.datetime64(0, "ns"),
+        "codecs": (BytesCodec(),),
+        "fill_value": dtype.to_json_scalar(
+            dtype.to_native_dtype().type(fill_value, dtype.unit), zarr_format=3
+        ),
     }
-    with pytest.raises(ValueError, match=r"Invalid Zarr format 3 data_type: .*"):
-        ArrayV3Metadata.from_dict(metadata_dict)
-
+    metadata = ArrayV3Metadata.from_dict(metadata_dict)
+    # ensure there isn't a TypeError here.
+    d = metadata.to_buffer_dict(default_buffer_prototype())
 
-@pytest.mark.parametrize("data", ["datetime64[s]", "foo", object()])
-def test_parse_invalid_dtype_raises(data):
-    with pytest.raises(ValueError, match=r"Invalid Zarr format 3 data_type: .*"):
-        DataType.parse(data)
+    result = json.loads(d["zarr.json"].to_bytes())
+    assert result["fill_value"] == fill_value
 
 
 @pytest.mark.parametrize(
-    ("data_type", "fill_value"), [("uint8", -1), ("int32", 22.5), ("float32", "foo")]
+    ("data_type", "fill_value"), [("uint8", {}), ("int32", [0, 1]), ("float32", "foo")]
 )
 async def test_invalid_fill_value_raises(data_type: str, fill_value: float) -> None:
     metadata_dict = {
@@ -368,10 +291,11 @@ async def test_invalid_fill_value_raises(data_type: str, fill_value: float) -> N
         "chunk_grid": {"name": "regular", "configuration": {"chunk_shape": (1,)}},
         "data_type": data_type,
         "chunk_key_encoding": {"name": "default", "separator": "."},
-        "codecs": (),
+        "codecs": ({"name": "bytes"},),
         "fill_value": fill_value,  # this is not a valid fill value for uint8
     }
-    with pytest.raises(ValueError, match=r"fill value .* is not valid for dtype .*"):
+    # multiple things can go wrong here, so we don't match on the error message.
+    with pytest.raises(TypeError):
         ArrayV3Metadata.from_dict(metadata_dict)
 
 
@@ -399,17 +323,3 @@ async def test_special_float_fill_values(fill_value: str) -> None:
     elif fill_value == "-Infinity":
         assert np.isneginf(m.fill_value)
         assert d["fill_value"] == "-Infinity"
-
-
-@pytest.mark.parametrize("dtype_str", dtypes)
-def test_dtypes(dtype_str: str) -> None:
-    dt = DataType(dtype_str)
-    np_dtype = dt.to_numpy()
-    if dtype_str not in vlen_dtypes:
-        # we can round trip "normal" dtypes
-        assert dt == DataType.from_numpy(np_dtype)
-        assert dt.byte_count == np_dtype.itemsize
-        assert dt.has_endianness == (dt.byte_count > 1)
-    else:
-        # return type for vlen types may vary depending on numpy version
-        assert dt.byte_count is None
diff --git a/tests/test_properties.py b/tests/test_properties.py
index d48dfe2fef..b8d50ef0b1 100644
--- a/tests/test_properties.py
+++ b/tests/test_properties.py
@@ -1,4 +1,3 @@
-import dataclasses
 import json
 import numbers
 from typing import Any
@@ -76,6 +75,7 @@ def deep_equal(a: Any, b: Any) -> bool:
     return a == b
 
 
+@pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
 @given(data=st.data(), zarr_format=zarr_formats)
 def test_array_roundtrip(data: st.DataObject, zarr_format: int) -> None:
     nparray = data.draw(numpy_arrays(zarr_formats=st.just(zarr_format)))
@@ -83,6 +83,7 @@ def test_array_roundtrip(data: st.DataObject, zarr_format: int) -> None:
     assert_array_equal(nparray, zarray[:])
 
 
+@pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
 @given(array=arrays())
 def test_array_creates_implicit_groups(array):
     path = array.path
@@ -102,7 +103,10 @@ def test_array_creates_implicit_groups(array):
 
 
 # this decorator removes timeout; not ideal but it should avoid intermittent CI failures
+
+
 @settings(deadline=None)
+@pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
 @given(data=st.data())
 def test_basic_indexing(data: st.DataObject) -> None:
     zarray = data.draw(simple_arrays())
@@ -118,6 +122,7 @@ def test_basic_indexing(data: st.DataObject) -> None:
 
 
 @given(data=st.data())
+@pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
 def test_oindex(data: st.DataObject) -> None:
     # integer_array_indices can't handle 0-size dimensions.
     zarray = data.draw(simple_arrays(shapes=npst.array_shapes(max_dims=4, min_side=1)))
@@ -139,6 +144,7 @@ def test_oindex(data: st.DataObject) -> None:
 
 
 @given(data=st.data())
+@pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
 def test_vindex(data: st.DataObject) -> None:
     # integer_array_indices can't handle 0-size dimensions.
     zarray = data.draw(simple_arrays(shapes=npst.array_shapes(max_dims=4, min_side=1)))
@@ -162,6 +168,7 @@ def test_vindex(data: st.DataObject) -> None:
 
 
 @given(store=stores, meta=array_metadata())  # type: ignore[misc]
+@pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
 async def test_roundtrip_array_metadata_from_store(
     store: Store, meta: ArrayV2Metadata | ArrayV3Metadata
 ) -> None:
@@ -181,6 +188,7 @@ async def test_roundtrip_array_metadata_from_store(
 
 
 @given(data=st.data(), zarr_format=zarr_formats)
+@pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
 def test_roundtrip_array_metadata_from_json(data: st.DataObject, zarr_format: int) -> None:
     """
     Verify that JSON serialization and deserialization of metadata is lossless.
@@ -209,8 +217,8 @@ def test_roundtrip_array_metadata_from_json(data: st.DataObject, zarr_format: in
         zarray_dict = json.loads(buffer_dict[ZARR_JSON].to_bytes().decode())
         metadata_roundtripped = ArrayV3Metadata.from_dict(zarray_dict)
 
-    orig = dataclasses.asdict(metadata)
-    rt = dataclasses.asdict(metadata_roundtripped)
+    orig = metadata.to_dict()
+    rt = metadata_roundtripped.to_dict()
 
     assert deep_equal(orig, rt), f"Roundtrip mismatch:\nOriginal: {orig}\nRoundtripped: {rt}"
 
@@ -239,6 +247,29 @@ def test_roundtrip_array_metadata_from_json(data: st.DataObject, zarr_format: in
 #     assert_array_equal(nparray, zarray[:])
 
 
+def serialized_complex_float_is_valid(
+    serialized: tuple[numbers.Real | str, numbers.Real | str],
+) -> bool:
+    """
+    Validate that the serialized representation of a complex float conforms to the spec.
+
+    The specification requires that a serialized complex float must be either:
+      - A JSON number, or
+      - One of the strings "NaN", "Infinity", or "-Infinity".
+
+    Args:
+        serialized: The value produced by JSON serialization for a complex floating point number.
+
+    Returns:
+        bool: True if the serialized value is valid according to the spec, False otherwise.
+    """
+    return (
+        isinstance(serialized, tuple)
+        and len(serialized) == 2
+        and all(serialized_float_is_valid(x) for x in serialized)
+    )
+
+
 def serialized_float_is_valid(serialized: numbers.Real | str) -> bool:
     """
     Validate that the serialized representation of a float conforms to the spec.
@@ -259,6 +290,7 @@ def serialized_float_is_valid(serialized: numbers.Real | str) -> bool:
 
 
 @given(meta=array_metadata())  # type: ignore[misc]
+@pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
 def test_array_metadata_meets_spec(meta: ArrayV2Metadata | ArrayV3Metadata) -> None:
     """
     Validate that the array metadata produced by the library conforms to the relevant spec (V2 vs V3).
@@ -294,11 +326,11 @@ def test_array_metadata_meets_spec(meta: ArrayV2Metadata | ArrayV3Metadata) -> N
         assert asdict_dict["zarr_format"] == 3
 
     # version-agnostic validations
-    if meta.dtype.kind == "f":
+    dtype_native = meta.dtype.to_native_dtype()
+    if dtype_native.kind == "f":
         assert serialized_float_is_valid(asdict_dict["fill_value"])
-    elif meta.dtype.kind == "c":
+    elif dtype_native.kind == "c":
         # fill_value should be a two-element array [real, imag].
-        assert serialized_float_is_valid(asdict_dict["fill_value"].real)
-        assert serialized_float_is_valid(asdict_dict["fill_value"].imag)
-    elif meta.dtype.kind == "M" and np.isnat(meta.fill_value):
-        assert asdict_dict["fill_value"] == "NaT"
+        assert serialized_complex_float_is_valid(asdict_dict["fill_value"])
+    elif dtype_native.kind in ("M", "m") and np.isnat(meta.fill_value):
+        assert asdict_dict["fill_value"] == -9223372036854775808
diff --git a/tests/test_regression/__init__.py b/tests/test_regression/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/tests/test_regression/scripts/__init__.py b/tests/test_regression/scripts/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/tests/test_regression/scripts/v2.18.py b/tests/test_regression/scripts/v2.18.py
new file mode 100644
index 0000000000..39e1c5210c
--- /dev/null
+++ b/tests/test_regression/scripts/v2.18.py
@@ -0,0 +1,81 @@
+# /// script
+# requires-python = ">=3.11"
+# dependencies = [
+#  "zarr==2.18",
+#  "numcodecs==0.15"
+# ]
+# ///
+
+import argparse
+
+import zarr
+from zarr._storage.store import BaseStore
+
+
+def copy_group(
+    *, node: zarr.hierarchy.Group, store: zarr.storage.BaseStore, path: str, overwrite: bool
+) -> zarr.hierarchy.Group:
+    result = zarr.group(store=store, path=path, overwrite=overwrite)
+    result.attrs.put(node.attrs.asdict())
+    for key, child in node.items():
+        child_path = f"{path}/{key}"
+        if isinstance(child, zarr.hierarchy.Group):
+            copy_group(node=child, store=store, path=child_path, overwrite=overwrite)
+        elif isinstance(child, zarr.core.Array):
+            copy_array(node=child, store=store, overwrite=overwrite, path=child_path)
+    return result
+
+
+def copy_array(
+    *, node: zarr.core.Array, store: BaseStore, path: str, overwrite: bool
+) -> zarr.core.Array:
+    result = zarr.create(
+        shape=node.shape,
+        dtype=node.dtype,
+        fill_value=node.fill_value,
+        chunks=node.chunks,
+        compressor=node.compressor,
+        filters=node.filters,
+        order=node.order,
+        dimension_separator=node._dimension_separator,
+        store=store,
+        path=path,
+        overwrite=overwrite,
+    )
+    result.attrs.put(node.attrs.asdict())
+    result[:] = node[:]
+    return result
+
+
+def copy_node(
+    node: zarr.hierarchy.Group | zarr.core.Array, store: BaseStore, path: str, overwrite: bool
+) -> zarr.hierarchy.Group | zarr.core.Array:
+    if isinstance(node, zarr.hierarchy.Group):
+        return copy_group(node=node, store=store, path=path, overwrite=overwrite)
+    elif isinstance(node, zarr.core.Array):
+        return copy_array(node=node, store=store, path=path, overwrite=overwrite)
+    else:
+        raise TypeError(f"Unexpected node type: {type(node)}")  # pragma: no cover
+
+
+def cli() -> None:
+    parser = argparse.ArgumentParser(
+        description="Copy a zarr hierarchy from one location to another"
+    )
+    parser.add_argument("source", type=str, help="Path to the source zarr hierarchy")
+    parser.add_argument("destination", type=str, help="Path to the destination zarr hierarchy")
+    args = parser.parse_args()
+
+    src, dst = args.source, args.destination
+    root_src = zarr.open(src, mode="r")
+    result = copy_node(node=root_src, store=zarr.NestedDirectoryStore(dst), path="", overwrite=True)
+
+    print(f"successfully created {result} at {dst}")
+
+
+def main() -> None:
+    cli()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/tests/test_regression/test_regression.py b/tests/test_regression/test_regression.py
new file mode 100644
index 0000000000..34c48a6933
--- /dev/null
+++ b/tests/test_regression/test_regression.py
@@ -0,0 +1,156 @@
+import subprocess
+from dataclasses import dataclass
+from itertools import product
+from pathlib import Path
+from typing import TYPE_CHECKING
+
+import numcodecs
+import numpy as np
+import pytest
+from numcodecs import LZ4, LZMA, Blosc, GZip, VLenBytes, VLenUTF8, Zstd
+
+import zarr
+from zarr.core.array import Array
+from zarr.core.chunk_key_encodings import V2ChunkKeyEncoding
+from zarr.core.dtype.npy.bytes import VariableLengthBytes
+from zarr.core.dtype.npy.string import VariableLengthUTF8
+from zarr.storage import LocalStore
+
+if TYPE_CHECKING:
+    from zarr.core.dtype import ZDTypeLike
+
+
+def runner_installed() -> bool:
+    """
+    Check if a PEP-723 compliant python script runner is installed.
+    """
+    try:
+        subprocess.check_output(["uv", "--version"])
+        return True  # noqa: TRY300
+    except FileNotFoundError:
+        return False
+
+
+@dataclass(kw_only=True)
+class ArrayParams:
+    values: np.ndarray[tuple[int], np.dtype[np.generic]]
+    fill_value: np.generic | str | int | bytes
+    filters: tuple[numcodecs.abc.Codec, ...] = ()
+    compressor: numcodecs.abc.Codec
+
+
+basic_codecs = GZip(), Blosc(), LZ4(), LZMA(), Zstd()
+basic_dtypes = "|b", ">i2", ">i4", ">f4", ">f8", "<f4", "<f8", ">c8", "<c8", ">c16", "<c16"
+datetime_dtypes = "<M8[10ns]", ">M8[10us]", "<m8[2ms]", ">m8[4ps]"
+string_dtypes = "<U1", ">U4"
+bytes_dtypes = ">S1", "<S4", ">V10", "<V4"
+
+basic_array_cases = [
+    ArrayParams(values=np.arange(4, dtype=dtype), fill_value=1, compressor=codec)
+    for codec, dtype in product(basic_codecs, basic_dtypes)
+]
+datetime_array_cases = [
+    ArrayParams(values=np.ones((4,), dtype=dtype), fill_value=1, compressor=codec)
+    for codec, dtype in product(basic_codecs, datetime_dtypes)
+]
+string_array_cases = [
+    ArrayParams(
+        values=np.array(["aaaa", "bbbb", "ccccc", "dddd"], dtype=dtype),
+        fill_value="foo",
+        compressor=codec,
+    )
+    for codec, dtype in product(basic_codecs, string_dtypes)
+]
+
+bytes_array_cases = [
+    ArrayParams(
+        values=np.array([b"aaaa", b"bbbb", b"ccccc", b"dddd"], dtype=dtype),
+        fill_value=b"foo",
+        compressor=codec,
+    )
+    for codec, dtype in product(basic_codecs, bytes_dtypes)
+]
+
+vlen_string_cases = [
+    ArrayParams(
+        values=np.array(["a", "bb", "ccc", "dddd"], dtype="O"),
+        fill_value="1",
+        filters=(VLenUTF8(),),
+        compressor=GZip(),
+    )
+]
+vlen_bytes_cases = [
+    ArrayParams(
+        values=np.array([b"a", b"bb", b"ccc", b"dddd"], dtype="O"),
+        fill_value=b"1",
+        filters=(VLenBytes(),),
+        compressor=GZip(),
+    )
+]
+array_cases = (
+    basic_array_cases
+    + bytes_array_cases
+    + datetime_array_cases
+    + string_array_cases
+    + vlen_string_cases
+    + vlen_bytes_cases
+)
+
+
+@pytest.fixture
+def source_array(tmp_path: Path, request: pytest.FixtureRequest) -> Array:
+    dest = tmp_path / "in"
+    store = LocalStore(dest)
+    array_params: ArrayParams = request.param
+    compressor = array_params.compressor
+    chunk_key_encoding = V2ChunkKeyEncoding(separator="/")
+    dtype: ZDTypeLike
+    if array_params.values.dtype == np.dtype("|O") and array_params.filters == (VLenUTF8(),):
+        dtype = VariableLengthUTF8()  # type: ignore[assignment]
+    elif array_params.values.dtype == np.dtype("|O") and array_params.filters == (VLenBytes(),):
+        dtype = VariableLengthBytes()
+    else:
+        dtype = array_params.values.dtype
+    z = zarr.create_array(
+        store,
+        shape=array_params.values.shape,
+        dtype=dtype,
+        chunks=array_params.values.shape,
+        compressors=compressor,
+        filters=array_params.filters,
+        fill_value=array_params.fill_value,
+        order="C",
+        chunk_key_encoding=chunk_key_encoding,
+        write_data=True,
+        zarr_format=2,
+    )
+    z[:] = array_params.values
+    return z
+
+
+# TODO: make this dynamic based on the installed scripts
+script_paths = [Path(__file__).resolve().parent / "scripts" / "v2.18.py"]
+
+
+@pytest.mark.skipif(not runner_installed(), reason="no python script runner installed")
+@pytest.mark.parametrize(
+    "source_array", array_cases, indirect=True, ids=tuple(map(str, array_cases))
+)
+@pytest.mark.parametrize("script_path", script_paths)
+def test_roundtrip(source_array: Array, tmp_path: Path, script_path: Path) -> None:
+    out_path = tmp_path / "out"
+    copy_op = subprocess.run(
+        [
+            "uv",
+            "run",
+            script_path,
+            str(source_array.store).removeprefix("file://"),
+            str(out_path),
+        ],
+        capture_output=True,
+        text=True,
+    )
+    assert copy_op.returncode == 0
+    out_array = zarr.open_array(store=out_path, mode="r", zarr_format=2)
+    assert source_array.metadata.to_dict() == out_array.metadata.to_dict()
+    assert np.array_equal(source_array[:], out_array[:])
diff --git a/tests/test_store/test_stateful.py b/tests/test_store/test_stateful.py
index a17d7a55be..c0997c3df3 100644
--- a/tests/test_store/test_stateful.py
+++ b/tests/test_store/test_stateful.py
@@ -15,6 +15,7 @@
 ]
 
 
+@pytest.mark.filterwarnings("ignore::zarr.core.dtype.common.UnstableSpecificationWarning")
 def test_zarr_hierarchy(sync_store: Store):
     def mk_test_instance_sync() -> ZarrHierarchyStateMachine:
         return ZarrHierarchyStateMachine(sync_store)
diff --git a/tests/test_strings.py b/tests/test_strings.py
deleted file mode 100644
index dca0570a25..0000000000
--- a/tests/test_strings.py
+++ /dev/null
@@ -1,35 +0,0 @@
-"""Tests for the strings module."""
-
-import numpy as np
-import pytest
-
-from zarr.core.strings import _NUMPY_SUPPORTS_VLEN_STRING, _STRING_DTYPE, cast_to_string_dtype
-
-
-def test_string_defaults() -> None:
-    if _NUMPY_SUPPORTS_VLEN_STRING:
-        assert _STRING_DTYPE == np.dtypes.StringDType()
-    else:
-        assert _STRING_DTYPE == np.dtypes.ObjectDType()
-
-
-def test_cast_to_string_dtype() -> None:
-    d1 = np.array(["a", "b", "c"])
-    assert d1.dtype == np.dtype("<U1")
-    d1s = cast_to_string_dtype(d1)
-    assert d1s.dtype == _STRING_DTYPE
-
-    with pytest.raises(ValueError, match="Cannot cast dtype |S1"):
-        cast_to_string_dtype(d1.astype("|S1"))
-
-    if _NUMPY_SUPPORTS_VLEN_STRING:
-        assert cast_to_string_dtype(d1.astype("T")).dtype == _STRING_DTYPE
-        assert cast_to_string_dtype(d1.astype("O")).dtype == _STRING_DTYPE
-        with pytest.raises(ValueError, match="Cannot cast object dtype to string dtype"):
-            cast_to_string_dtype(np.array([1, "b", "c"], dtype="O"))
-    else:
-        with pytest.warns():
-            assert cast_to_string_dtype(d1.astype("O")).dtype == _STRING_DTYPE
-        with pytest.warns():
-            assert cast_to_string_dtype(np.array([1, "b", "c"], dtype="O")).dtype == _STRING_DTYPE
-        assert cast_to_string_dtype(d1.astype("O"), safe=True).dtype == _STRING_DTYPE
diff --git a/tests/test_v2.py b/tests/test_v2.py
index 8f0e1b2d29..66e5a1ecfb 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -15,7 +15,9 @@
 from zarr import config
 from zarr.abc.store import Store
 from zarr.core.buffer.core import default_buffer_prototype
-from zarr.core.metadata.v2 import _parse_structured_fill_value
+from zarr.core.dtype import FixedLengthUTF32, Structured, VariableLengthUTF8
+from zarr.core.dtype.npy.bytes import NullTerminatedBytes
+from zarr.core.dtype.wrapper import ZDType
 from zarr.core.sync import sync
 from zarr.storage import MemoryStore, StorePath
 
@@ -41,33 +43,6 @@ def test_simple(store: StorePath) -> None:
     assert np.array_equal(data, a[:, :])
 
 
-@pytest.mark.parametrize("store", ["memory"], indirect=True)
-@pytest.mark.parametrize(
-    ("dtype", "fill_value"),
-    [
-        ("bool", False),
-        ("int64", 0),
-        ("float64", 0.0),
-        ("|S1", b""),
-        ("|U1", ""),
-        ("object", ""),
-        (str, ""),
-    ],
-)
-def test_implicit_fill_value(store: MemoryStore, dtype: str, fill_value: Any) -> None:
-    arr = zarr.create(store=store, shape=(4,), fill_value=None, zarr_format=2, dtype=dtype)
-    assert arr.metadata.fill_value is None
-    assert arr.metadata.to_dict()["fill_value"] is None
-    result = arr[:]
-    if dtype is str:
-        # special case
-        numpy_dtype = np.dtype(object)
-    else:
-        numpy_dtype = np.dtype(dtype)
-    expected = np.full(arr.shape, fill_value, dtype=numpy_dtype)
-    np.testing.assert_array_equal(result, expected)
-
-
 def test_codec_pipeline() -> None:
     # https://github.com/zarr-developers/zarr-python/issues/2243
     store = MemoryStore()
@@ -86,14 +61,14 @@ def test_codec_pipeline() -> None:
 
 
 @pytest.mark.parametrize(
-    ("dtype", "expected_dtype", "fill_value", "fill_value_encoding"),
+    ("dtype", "expected_dtype", "fill_value", "fill_value_json"),
     [
-        ("|S", "|S0", b"X", "WA=="),
-        ("|V", "|V0", b"X", "WA=="),
+        ("|S1", "|S1", b"X", "WA=="),
+        ("|V1", "|V1", b"X", "WA=="),
         ("|V10", "|V10", b"X", "WAAAAAAAAAAAAA=="),
     ],
 )
-async def test_v2_encode_decode(dtype, expected_dtype, fill_value, fill_value_encoding) -> None:
+async def test_v2_encode_decode(dtype, expected_dtype, fill_value, fill_value_json) -> None:
     with config.set(
         {
             "array.v2_default_filters.bytes": [{"id": "vlen-bytes"}],
@@ -114,8 +89,8 @@ async def test_v2_encode_decode(dtype, expected_dtype, fill_value, fill_value_en
             "chunks": [3],
             "compressor": None,
             "dtype": expected_dtype,
-            "fill_value": fill_value_encoding,
-            "filters": [{"id": "vlen-bytes"}] if dtype == "|S" else None,
+            "fill_value": fill_value_json,
+            "filters": None,
             "order": "C",
             "shape": [3],
             "zarr_format": 2,
@@ -128,37 +103,24 @@ async def test_v2_encode_decode(dtype, expected_dtype, fill_value, fill_value_en
         np.testing.assert_equal(data, expected)
 
 
-@pytest.mark.parametrize("dtype_value", [["|S", b"Y"], ["|U", "Y"], ["O", b"Y"]])
-def test_v2_encode_decode_with_data(dtype_value):
-    dtype, value = dtype_value
-    with config.set(
-        {
-            "array.v2_default_filters": {
-                "string": [{"id": "vlen-utf8"}],
-                "bytes": [{"id": "vlen-bytes"}],
-            },
-        }
-    ):
-        expected = np.full((3,), value, dtype=dtype)
-        a = zarr.create(
-            shape=(3,),
-            zarr_format=2,
-            dtype=dtype,
-        )
-        a[:] = expected
-        data = a[:]
-        np.testing.assert_equal(data, expected)
-
-
-@pytest.mark.parametrize("dtype", [str, "str"])
-async def test_create_dtype_str(dtype: Any) -> None:
-    arr = zarr.create(shape=3, dtype=dtype, zarr_format=2)
-    assert arr.dtype.kind == "O"
-    assert arr.metadata.to_dict()["dtype"] == "|O"
-    assert arr.metadata.filters == (numcodecs.vlen.VLenBytes(),)
-    arr[:] = [b"a", b"bb", b"ccc"]
-    result = arr[:]
-    np.testing.assert_array_equal(result, np.array([b"a", b"bb", b"ccc"], dtype="object"))
+@pytest.mark.parametrize(
+    ("dtype", "value"),
+    [
+        (NullTerminatedBytes(length=1), b"Y"),
+        (FixedLengthUTF32(length=1), "Y"),
+        (VariableLengthUTF8(), "Y"),
+    ],
+)
+def test_v2_encode_decode_with_data(dtype: ZDType[Any, Any], value: str):
+    expected = np.full((3,), value, dtype=dtype.to_native_dtype())
+    a = zarr.create(
+        shape=(3,),
+        zarr_format=2,
+        dtype=dtype,
+    )
+    a[:] = expected
+    data = a[:]
+    np.testing.assert_equal(data, expected)
 
 
 @pytest.mark.parametrize("filters", [[], [numcodecs.Delta(dtype="<i4")], [numcodecs.Zlib(level=2)]])
@@ -263,38 +225,6 @@ def test_default_compressor_deprecation_warning():
         zarr.storage.default_compressor = "zarr.codecs.zstd.ZstdCodec()"
 
 
-@pytest.mark.parametrize(
-    "dtype_expected",
-    [
-        ["b", "zstd", None],
-        ["i", "zstd", None],
-        ["f", "zstd", None],
-        ["|S1", "zstd", "vlen-bytes"],
-        ["|U1", "zstd", "vlen-utf8"],
-    ],
-)
-def test_default_filters_and_compressor(dtype_expected: Any) -> None:
-    with config.set(
-        {
-            "array.v2_default_compressor": {
-                "numeric": {"id": "zstd", "level": "0"},
-                "string": {"id": "zstd", "level": "0"},
-                "bytes": {"id": "zstd", "level": "0"},
-            },
-            "array.v2_default_filters": {
-                "numeric": [],
-                "string": [{"id": "vlen-utf8"}],
-                "bytes": [{"id": "vlen-bytes"}],
-            },
-        }
-    ):
-        dtype, expected_compressor, expected_filter = dtype_expected
-        arr = zarr.create(shape=(3,), path="foo", store={}, zarr_format=2, dtype=dtype)
-        assert arr.metadata.compressor.codec_id == expected_compressor
-        if expected_filter is not None:
-            assert arr.metadata.filters[0].codec_id == expected_filter
-
-
 @pytest.mark.parametrize("fill_value", [None, (b"", 0, 0.0)], ids=["no_fill", "fill"])
 def test_structured_dtype_roundtrip(fill_value, tmp_path) -> None:
     a = np.array(
@@ -339,35 +269,18 @@ def test_structured_dtype_roundtrip(fill_value, tmp_path) -> None:
             np.dtype([("x", "i4"), ("y", "i4")]),
             np.array([(1, 2)], dtype=[("x", "i4"), ("y", "i4")])[0],
         ),
-        (
-            "BQAAAA==",
-            np.dtype([("val", "i4")]),
-            np.array([(5,)], dtype=[("val", "i4")])[0],
-        ),
-        (
-            {"x": 1, "y": 2},
-            np.dtype([("location", "O")]),
-            np.array([({"x": 1, "y": 2},)], dtype=[("location", "O")])[0],
-        ),
-        (
-            {"x": 1, "y": 2, "z": 3},
-            np.dtype([("location", "O")]),
-            np.array([({"x": 1, "y": 2, "z": 3},)], dtype=[("location", "O")])[0],
-        ),
     ],
     ids=[
         "tuple_input",
         "list_input",
         "bytes_input",
-        "string_input",
-        "dictionary_input",
-        "dictionary_input_extra_fields",
     ],
 )
 def test_parse_structured_fill_value_valid(
     fill_value: Any, dtype: np.dtype[Any], expected_result: Any
 ) -> None:
-    result = _parse_structured_fill_value(fill_value, dtype)
+    zdtype = Structured.from_native_dtype(dtype)
+    result = zdtype.cast_scalar(fill_value)
     assert result.dtype == expected_result.dtype
     assert result == expected_result
     if isinstance(expected_result, np.void):
@@ -375,31 +288,6 @@ def test_parse_structured_fill_value_valid(
             assert result[name] == expected_result[name]
 
 
-@pytest.mark.parametrize(
-    (
-        "fill_value",
-        "dtype",
-    ),
-    [
-        (("Alice", 30), np.dtype([("name", "U10"), ("age", "i4"), ("city", "U20")])),
-        (b"\x01\x00\x00\x00", np.dtype([("x", "i4"), ("y", "i4")])),
-        ("this_is_not_base64", np.dtype([("val", "i4")])),
-        ("hello", np.dtype([("age", "i4")])),
-        ({"x": 1, "y": 2}, np.dtype([("location", "i4")])),
-    ],
-    ids=[
-        "tuple_list_wrong_length",
-        "bytes_wrong_length",
-        "invalid_base64",
-        "wrong_data_type",
-        "wrong_dictionary",
-    ],
-)
-def test_parse_structured_fill_value_invalid(fill_value: Any, dtype: np.dtype[Any]) -> None:
-    with pytest.raises(ValueError):
-        _parse_structured_fill_value(fill_value, dtype)
-
-
 @pytest.mark.parametrize("fill_value", [None, b"x"], ids=["no_fill", "fill"])
 def test_other_dtype_roundtrip(fill_value, tmp_path) -> None:
     a = np.array([b"a\0\0", b"bb", b"ccc"], dtype="V7")

From 7f4a681b65505734edaf868c242b461a1215a9e5 Mon Sep 17 00:00:00 2001
From: Lukas Bindreiter <lukas.bindreiter@outlook.com>
Date: Wed, 18 Jun 2025 10:56:28 +0200
Subject: [PATCH 1070/1078] Fix URL to contributing guide (#3141)

---
 .github/CONTRIBUTING.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/CONTRIBUTING.md b/.github/CONTRIBUTING.md
index 29281f5be9..9503f3df8a 100644
--- a/.github/CONTRIBUTING.md
+++ b/.github/CONTRIBUTING.md
@@ -1,4 +1,4 @@
 Contributing
 ============
 
-Please see the [project documentation](https://zarr.readthedocs.io/en/stable/contributing.html) for information about contributing to Zarr.
+Please see the [project documentation](https://zarr.readthedocs.io/en/stable/developers/contributing.html) for information about contributing to Zarr.

From f68bf066f0cbbbce4d3ad60865f2058251e7e5e0 Mon Sep 17 00:00:00 2001
From: Tom Augspurger <tom.w.augspurger@gmail.com>
Date: Wed, 18 Jun 2025 15:31:13 -0500
Subject: [PATCH 1071/1078] Public API for buffer objects (#2876)

* Public API for buffer objects

This moves the public imports from buffer things out of `zarr.core`.

Abstract stuff is availble under `zarr.abc.buffer`.

Concrete implementations are available under `zarr.buffer.{cpu,gpu}`.

* changelog

* absolute imports

* fixed warning in doc build

* Updated config

* Updated config

* wording

* doc

* Updated the test to reflect the break between class name and qualname

The config uses the public `zarr.buffer.cpu.Buffer`, which differs
from the implementation path `zarr.core.buffer.cpu.Buffer`. This is
OK because the public API for getting the buffer doesn't depend on
where it's implemented at.

* backwards compat
---
 changes/2871.feature.rst      |  8 ++++++++
 docs/user-guide/config.rst    |  4 ++--
 docs/user-guide/extending.rst |  5 ++++-
 src/zarr/abc/buffer.py        |  9 +++++++++
 src/zarr/buffer/__init__.py   | 12 ++++++++++++
 src/zarr/buffer/cpu.py        | 15 +++++++++++++++
 src/zarr/buffer/gpu.py        |  7 +++++++
 src/zarr/core/buffer/cpu.py   |  9 +++++++--
 src/zarr/core/buffer/gpu.py   |  8 ++++++--
 src/zarr/core/config.py       |  6 +++---
 src/zarr/core/group.py        |  2 +-
 src/zarr/registry.py          | 14 ++++++++------
 tests/test_buffer.py          |  3 ++-
 tests/test_config.py          | 30 ++++++++++++++++++++++++------
 14 files changed, 108 insertions(+), 24 deletions(-)
 create mode 100644 changes/2871.feature.rst
 create mode 100644 src/zarr/abc/buffer.py
 create mode 100644 src/zarr/buffer/__init__.py
 create mode 100644 src/zarr/buffer/cpu.py
 create mode 100644 src/zarr/buffer/gpu.py

diff --git a/changes/2871.feature.rst b/changes/2871.feature.rst
new file mode 100644
index 0000000000..a39f30c558
--- /dev/null
+++ b/changes/2871.feature.rst
@@ -0,0 +1,8 @@
+Added public API for Buffer ABCs and implementations.
+
+Use :mod:`zarr.buffer` to access buffer implementations, and
+:mod:`zarr.abc.buffer` for the interface to implement new buffer types.
+
+Users previously importing buffer from ``zarr.core.buffer`` should update their
+imports to use :mod:`zarr.buffer`. As a reminder, all of ``zarr.core`` is
+considered a private API that's not covered by zarr-python's versioning policy.
\ No newline at end of file
diff --git a/docs/user-guide/config.rst b/docs/user-guide/config.rst
index 4479e30619..5a9d26f2b9 100644
--- a/docs/user-guide/config.rst
+++ b/docs/user-guide/config.rst
@@ -63,7 +63,7 @@ This is the current default configuration::
                                        'variable-length-string': {'name': 'vlen-utf8'}},
             'write_empty_chunks': False},
    'async': {'concurrency': 10, 'timeout': None},
-   'buffer': 'zarr.core.buffer.cpu.Buffer',
+   'buffer': 'zarr.buffer.cpu.Buffer',
    'codec_pipeline': {'batch_size': 1,
                      'path': 'zarr.core.codec_pipeline.BatchedCodecPipeline'},
    'codecs': {'blosc': 'zarr.codecs.blosc.BloscCodec',
@@ -78,5 +78,5 @@ This is the current default configuration::
                'zstd': 'zarr.codecs.zstd.ZstdCodec'},
    'default_zarr_format': 3,
    'json_indent': 2,
-   'ndbuffer': 'zarr.core.buffer.cpu.NDBuffer',
+   'ndbuffer': 'zarr.buffer.cpu.NDBuffer',
    'threading': {'max_workers': None}}
diff --git a/docs/user-guide/extending.rst b/docs/user-guide/extending.rst
index 7647703fbb..4487e07ddf 100644
--- a/docs/user-guide/extending.rst
+++ b/docs/user-guide/extending.rst
@@ -83,7 +83,10 @@ Coming soon.
 Custom array buffers
 --------------------
 
-Coming soon.
+Zarr-python provides control over where and how arrays stored in memory through
+:mod:`zarr.buffer`. Currently both CPU (the default) and GPU implementations are
+provided (see :ref:`user-guide-gpu` for more). You can implement your own buffer
+classes by implementing the interface defined in :mod:`zarr.abc.buffer`.
 
 Other extensions
 ----------------
diff --git a/src/zarr/abc/buffer.py b/src/zarr/abc/buffer.py
new file mode 100644
index 0000000000..3d5ac07157
--- /dev/null
+++ b/src/zarr/abc/buffer.py
@@ -0,0 +1,9 @@
+from zarr.core.buffer.core import ArrayLike, Buffer, BufferPrototype, NDArrayLike, NDBuffer
+
+__all__ = [
+    "ArrayLike",
+    "Buffer",
+    "BufferPrototype",
+    "NDArrayLike",
+    "NDBuffer",
+]
diff --git a/src/zarr/buffer/__init__.py b/src/zarr/buffer/__init__.py
new file mode 100644
index 0000000000..db393f66c7
--- /dev/null
+++ b/src/zarr/buffer/__init__.py
@@ -0,0 +1,12 @@
+"""
+Implementations of the Zarr Buffer interface.
+
+See Also
+========
+zarr.abc.buffer: Abstract base class for the Zarr Buffer interface.
+"""
+
+from zarr.buffer import cpu, gpu
+from zarr.core.buffer import default_buffer_prototype
+
+__all__ = ["cpu", "default_buffer_prototype", "gpu"]
diff --git a/src/zarr/buffer/cpu.py b/src/zarr/buffer/cpu.py
new file mode 100644
index 0000000000..5307927c06
--- /dev/null
+++ b/src/zarr/buffer/cpu.py
@@ -0,0 +1,15 @@
+from zarr.core.buffer.cpu import (
+    Buffer,
+    NDBuffer,
+    as_numpy_array_wrapper,
+    buffer_prototype,
+    numpy_buffer_prototype,
+)
+
+__all__ = [
+    "Buffer",
+    "NDBuffer",
+    "as_numpy_array_wrapper",
+    "buffer_prototype",
+    "numpy_buffer_prototype",
+]
diff --git a/src/zarr/buffer/gpu.py b/src/zarr/buffer/gpu.py
new file mode 100644
index 0000000000..dbdc1b1357
--- /dev/null
+++ b/src/zarr/buffer/gpu.py
@@ -0,0 +1,7 @@
+from zarr.core.buffer.gpu import Buffer, NDBuffer, buffer_prototype
+
+__all__ = [
+    "Buffer",
+    "NDBuffer",
+    "buffer_prototype",
+]
diff --git a/src/zarr/core/buffer/cpu.py b/src/zarr/core/buffer/cpu.py
index 3022bafb6f..3140d75111 100644
--- a/src/zarr/core/buffer/cpu.py
+++ b/src/zarr/core/buffer/cpu.py
@@ -224,5 +224,10 @@ def numpy_buffer_prototype() -> core.BufferPrototype:
     return core.BufferPrototype(buffer=Buffer, nd_buffer=NDBuffer)
 
 
-register_buffer(Buffer)
-register_ndbuffer(NDBuffer)
+register_buffer(Buffer, qualname="zarr.buffer.cpu.Buffer")
+register_ndbuffer(NDBuffer, qualname="zarr.buffer.cpu.NDBuffer")
+
+
+# backwards compatibility
+register_buffer(Buffer, qualname="zarr.core.buffer.cpu.Buffer")
+register_ndbuffer(NDBuffer, qualname="zarr.core.buffer.cpu.NDBuffer")
diff --git a/src/zarr/core/buffer/gpu.py b/src/zarr/core/buffer/gpu.py
index 88746c5fac..7ea6d53fe3 100644
--- a/src/zarr/core/buffer/gpu.py
+++ b/src/zarr/core/buffer/gpu.py
@@ -220,5 +220,9 @@ def __setitem__(self, key: Any, value: Any) -> None:
 
 buffer_prototype = BufferPrototype(buffer=Buffer, nd_buffer=NDBuffer)
 
-register_buffer(Buffer)
-register_ndbuffer(NDBuffer)
+register_buffer(Buffer, qualname="zarr.buffer.gpu.Buffer")
+register_ndbuffer(NDBuffer, qualname="zarr.buffer.gpu.NDBuffer")
+
+# backwards compatibility
+register_buffer(Buffer, qualname="zarr.core.buffer.gpu.Buffer")
+register_ndbuffer(NDBuffer, qualname="zarr.core.buffer.gpu.NDBuffer")
diff --git a/src/zarr/core/config.py b/src/zarr/core/config.py
index 74e9bdd8dd..05d048ef74 100644
--- a/src/zarr/core/config.py
+++ b/src/zarr/core/config.py
@@ -74,7 +74,7 @@ def enable_gpu(self) -> ConfigSet:
         Configure Zarr to use GPUs where possible.
         """
         return self.set(
-            {"buffer": "zarr.core.buffer.gpu.Buffer", "ndbuffer": "zarr.core.buffer.gpu.NDBuffer"}
+            {"buffer": "zarr.buffer.gpu.Buffer", "ndbuffer": "zarr.buffer.gpu.NDBuffer"}
         )
 
 
@@ -128,8 +128,8 @@ def enable_gpu(self) -> ConfigSet:
                 "vlen-utf8": "zarr.codecs.vlen_utf8.VLenUTF8Codec",
                 "vlen-bytes": "zarr.codecs.vlen_utf8.VLenBytesCodec",
             },
-            "buffer": "zarr.core.buffer.cpu.Buffer",
-            "ndbuffer": "zarr.core.buffer.cpu.NDBuffer",
+            "buffer": "zarr.buffer.cpu.Buffer",
+            "ndbuffer": "zarr.buffer.cpu.NDBuffer",
         }
     ],
 )
diff --git a/src/zarr/core/group.py b/src/zarr/core/group.py
index b50bce3aef..4c8ced21f4 100644
--- a/src/zarr/core/group.py
+++ b/src/zarr/core/group.py
@@ -1454,7 +1454,7 @@ async def create_hierarchy(
             group already exists at path ``a``, then this function will leave the group at ``a`` as-is.
 
         Yields
-        -------
+        ------
             tuple[str, AsyncArray | AsyncGroup].
         """
         # check that all the nodes have the same zarr_format as Self
diff --git a/src/zarr/registry.py b/src/zarr/registry.py
index d1fe1d181c..eb345b24b1 100644
--- a/src/zarr/registry.py
+++ b/src/zarr/registry.py
@@ -47,8 +47,10 @@ def lazy_load(self) -> None:
 
         self.lazy_load_list.clear()
 
-    def register(self, cls: type[T]) -> None:
-        self[fully_qualified_name(cls)] = cls
+    def register(self, cls: type[T], qualname: str | None = None) -> None:
+        if qualname is None:
+            qualname = fully_qualified_name(cls)
+        self[qualname] = cls
 
 
 __codec_registries: dict[str, Registry[Codec]] = defaultdict(Registry)
@@ -131,12 +133,12 @@ def register_pipeline(pipe_cls: type[CodecPipeline]) -> None:
     __pipeline_registry.register(pipe_cls)
 
 
-def register_ndbuffer(cls: type[NDBuffer]) -> None:
-    __ndbuffer_registry.register(cls)
+def register_ndbuffer(cls: type[NDBuffer], qualname: str | None = None) -> None:
+    __ndbuffer_registry.register(cls, qualname)
 
 
-def register_buffer(cls: type[Buffer]) -> None:
-    __buffer_registry.register(cls)
+def register_buffer(cls: type[Buffer], qualname: str | None = None) -> None:
+    __buffer_registry.register(cls, qualname)
 
 
 def get_codec_class(key: str, reload_config: bool = False) -> type[Codec]:
diff --git a/tests/test_buffer.py b/tests/test_buffer.py
index 11ff7cd96c..93b116e908 100644
--- a/tests/test_buffer.py
+++ b/tests/test_buffer.py
@@ -6,12 +6,13 @@
 import pytest
 
 import zarr
+from zarr.abc.buffer import ArrayLike, BufferPrototype, NDArrayLike
+from zarr.buffer import cpu, gpu
 from zarr.codecs.blosc import BloscCodec
 from zarr.codecs.crc32c_ import Crc32cCodec
 from zarr.codecs.gzip import GzipCodec
 from zarr.codecs.transpose import TransposeCodec
 from zarr.codecs.zstd import ZstdCodec
-from zarr.core.buffer import ArrayLike, BufferPrototype, NDArrayLike, cpu, gpu
 from zarr.storage import MemoryStore, StorePath
 from zarr.testing.buffer import (
     NDBufferUsingTestNDArrayLike,
diff --git a/tests/test_config.py b/tests/test_config.py
index 1dc6f8bf4f..ed778a02ae 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -101,8 +101,8 @@ def test_config_defaults_set() -> None:
                     "vlen-utf8": "zarr.codecs.vlen_utf8.VLenUTF8Codec",
                     "vlen-bytes": "zarr.codecs.vlen_utf8.VLenBytesCodec",
                 },
-                "buffer": "zarr.core.buffer.cpu.Buffer",
-                "ndbuffer": "zarr.core.buffer.cpu.NDBuffer",
+                "buffer": "zarr.buffer.cpu.Buffer",
+                "ndbuffer": "zarr.buffer.cpu.NDBuffer",
             }
         ]
     )
@@ -224,9 +224,6 @@ class NewBloscCodec(BloscCodec):
 
 @pytest.mark.parametrize("store", ["local", "memory"], indirect=["store"])
 def test_config_ndbuffer_implementation(store: Store) -> None:
-    # has default value
-    assert fully_qualified_name(get_ndbuffer_class()) == config.defaults[0]["ndbuffer"]
-
     # set custom ndbuffer with TestNDArrayLike implementation
     register_ndbuffer(NDBufferUsingTestNDArrayLike)
     with config.set({"ndbuffer": fully_qualified_name(NDBufferUsingTestNDArrayLike)}):
@@ -244,7 +241,7 @@ def test_config_ndbuffer_implementation(store: Store) -> None:
 
 def test_config_buffer_implementation() -> None:
     # has default value
-    assert fully_qualified_name(get_buffer_class()) == config.defaults[0]["buffer"]
+    assert config.defaults[0]["buffer"] == "zarr.buffer.cpu.Buffer"
 
     arr = zeros(shape=(100,), store=StoreExpectingTestBuffer())
 
@@ -279,6 +276,27 @@ def test_config_buffer_implementation() -> None:
         assert np.array_equal(arr_Crc32c[:], data2d)
 
 
+def test_config_buffer_backwards_compatibility() -> None:
+    # This should warn once zarr.core is private
+    # https://github.com/zarr-developers/zarr-python/issues/2621
+    with zarr.config.set(
+        {"buffer": "zarr.core.buffer.cpu.Buffer", "ndbuffer": "zarr.core.buffer.cpu.NDBuffer"}
+    ):
+        get_buffer_class()
+        get_ndbuffer_class()
+
+
+@pytest.mark.gpu
+def test_config_buffer_backwards_compatibility_gpu() -> None:
+    # This should warn once zarr.core is private
+    # https://github.com/zarr-developers/zarr-python/issues/2621
+    with zarr.config.set(
+        {"buffer": "zarr.core.buffer.gpu.Buffer", "ndbuffer": "zarr.core.buffer.gpu.NDBuffer"}
+    ):
+        get_buffer_class()
+        get_ndbuffer_class()
+
+
 @pytest.mark.filterwarnings("error")
 def test_warning_on_missing_codec_config() -> None:
     class NewCodec(BytesCodec):

From 4d71e93e3db6706ed27bd07eed5b9b658e812bed Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Wed, 18 Jun 2025 23:26:34 +0100
Subject: [PATCH 1072/1078] Add GroupNotFound error to API docs (#3149)

---
 src/zarr/errors.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/zarr/errors.py b/src/zarr/errors.py
index 4d3140a4a9..4f972a6703 100644
--- a/src/zarr/errors.py
+++ b/src/zarr/errors.py
@@ -5,6 +5,7 @@
     "ContainsArrayAndGroupError",
     "ContainsArrayError",
     "ContainsGroupError",
+    "GroupNotFoundError",
     "MetadataValidationError",
     "NodeTypeValidationError",
 ]

From 72786ea079a02bf539ee1437110e0c11c4841017 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 19 Jun 2025 10:38:06 +0200
Subject: [PATCH 1073/1078] Get rid of old notebooks (#2897)

* Get rid of deprecated stores LMDBStore/DBMStore

* Get rid of old notebooks
---
 notebooks/advanced_indexing.ipynb             | 2798 -----------------
 notebooks/blosc_microbench.ipynb              |  200 --
 notebooks/dask_2d_subset.ipynb                |  869 -----
 notebooks/dask_copy.ipynb                     | 1518 ---------
 notebooks/dask_count_alleles.ipynb            |  648 ----
 .../genotype_benchmark_compressors.ipynb      |  548 ----
 notebooks/object_arrays.ipynb                 |  350 ---
 notebooks/repr_info.ipynb                     |  365 ---
 notebooks/store_benchmark.ipynb               | 1303 --------
 notebooks/zip_benchmark.ipynb                 |  343 --
 10 files changed, 8942 deletions(-)
 delete mode 100644 notebooks/advanced_indexing.ipynb
 delete mode 100644 notebooks/blosc_microbench.ipynb
 delete mode 100644 notebooks/dask_2d_subset.ipynb
 delete mode 100644 notebooks/dask_copy.ipynb
 delete mode 100644 notebooks/dask_count_alleles.ipynb
 delete mode 100644 notebooks/genotype_benchmark_compressors.ipynb
 delete mode 100644 notebooks/object_arrays.ipynb
 delete mode 100644 notebooks/repr_info.ipynb
 delete mode 100644 notebooks/store_benchmark.ipynb
 delete mode 100644 notebooks/zip_benchmark.ipynb

diff --git a/notebooks/advanced_indexing.ipynb b/notebooks/advanced_indexing.ipynb
deleted file mode 100644
index eba6b5880b..0000000000
--- a/notebooks/advanced_indexing.ipynb
+++ /dev/null
@@ -1,2798 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Advanced indexing"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'2.1.5.dev144'"
-      ]
-     },
-     "execution_count": 1,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import sys\n",
-    "sys.path.insert(0, '..')\n",
-    "import zarr\n",
-    "import numpy as np\n",
-    "np.random.seed(42)\n",
-    "import cProfile\n",
-    "zarr.__version__"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Functionality and API"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Indexing a 1D array with a Boolean (mask) array\n",
-    "\n",
-    "Supported via ``get/set_mask_selection()`` and ``.vindex[]``. Also supported via ``get/set_orthogonal_selection()`` and ``.oindex[]``."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "a = np.arange(10)\n",
-    "za = zarr.array(a, chunks=2)\n",
-    "ix = [False,  True,  False,  True, False, True, False,  True,  False,  True]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([1, 3, 5, 7, 9])"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# get items\n",
-    "za.vindex[ix]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([1, 3, 5, 7, 9])"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# get items\n",
-    "za.oindex[ix]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([ 0, 10,  2, 30,  4, 50,  6, 70,  8, 90])"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# set items\n",
-    "za.vindex[ix] = a[ix] * 10\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([  0, 100,   2, 300,   4, 500,   6, 700,   8, 900])"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# set items\n",
-    "za.oindex[ix] = a[ix] * 100\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([1, 3, 5, 7, 9])"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# if using .oindex, indexing array can be any array-like, e.g., Zarr array\n",
-    "zix = zarr.array(ix, chunks=2)\n",
-    "za = zarr.array(a, chunks=2)\n",
-    "za.oindex[zix]  # will not load all zix into memory"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Indexing a 1D array with a 1D integer (coordinate) array\n",
-    "\n",
-    "Supported via ``get/set_coordinate_selection()`` and ``.vindex[]``. Also supported via ``get/set_orthogonal_selection()`` and ``.oindex[]``."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "a = np.arange(10)\n",
-    "za = zarr.array(a, chunks=2)\n",
-    "ix = [1, 3, 5, 7, 9]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([1, 3, 5, 7, 9])"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# get items\n",
-    "za.vindex[ix]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([1, 3, 5, 7, 9])"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# get items\n",
-    "za.oindex[ix]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([ 0, 10,  2, 30,  4, 50,  6, 70,  8, 90])"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# set items\n",
-    "za.vindex[ix] = a[ix] * 10\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([  0, 100,   2, 300,   4, 500,   6, 700,   8, 900])"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# set items\n",
-    "za.oindex[ix] = a[ix] * 100\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Indexing a 1D array with a multi-dimensional integer (coordinate) array\n",
-    "\n",
-    "Supported via ``get/set_coordinate_selection()`` and ``.vindex[]``."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "a = np.arange(10)\n",
-    "za = zarr.array(a, chunks=2)\n",
-    "ix = np.array([[1, 3, 5], [2, 4, 6]])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[1, 3, 5],\n",
-       "       [2, 4, 6]])"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# get items\n",
-    "za.vindex[ix]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([ 0, 10, 20, 30, 40, 50, 60,  7,  8,  9])"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# set items\n",
-    "za.vindex[ix] = a[ix] * 10\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Slicing a 1D array with step > 1\n",
-    "\n",
-    "Slices with step > 1 are supported via ``get/set_basic_selection()``, ``get/set_orthogonal_selection()``, ``__getitem__`` and ``.oindex[]``. Negative steps are not supported."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "a = np.arange(10)\n",
-    "za = zarr.array(a, chunks=2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([1, 3, 5, 7, 9])"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# get items\n",
-    "za[1::2]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([ 0, 10,  2, 30,  4, 50,  6, 70,  8, 90])"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# set items\n",
-    "za.oindex[1::2] = a[1::2] * 10\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Orthogonal (outer) indexing of multi-dimensional arrays\n",
-    "\n",
-    "Orthogonal (a.k.a. outer) indexing is supported with either Boolean or integer arrays, in combination with integers and slices. This functionality is provided via the ``get/set_orthogonal_selection()`` methods. For convenience, this functionality is also available via the ``.oindex[]`` property."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0,  1,  2],\n",
-       "       [ 3,  4,  5],\n",
-       "       [ 6,  7,  8],\n",
-       "       [ 9, 10, 11],\n",
-       "       [12, 13, 14]])"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "a = np.arange(15).reshape(5, 3)\n",
-    "za = zarr.array(a, chunks=(3, 2))\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 3,  5],\n",
-       "       [ 9, 11]])"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# orthogonal indexing with Boolean arrays\n",
-    "ix0 = [False, True, False, True, False]\n",
-    "ix1 = [True, False, True]\n",
-    "za.get_orthogonal_selection((ix0, ix1))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 3,  5],\n",
-       "       [ 9, 11]])"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# alternative API\n",
-    "za.oindex[ix0, ix1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 3,  5],\n",
-       "       [ 9, 11]])"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# orthogonal indexing with integer arrays\n",
-    "ix0 = [1, 3]\n",
-    "ix1 = [0, 2]\n",
-    "za.get_orthogonal_selection((ix0, ix1))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 3,  5],\n",
-       "       [ 9, 11]])"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# alternative API\n",
-    "za.oindex[ix0, ix1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 3,  4,  5],\n",
-       "       [ 9, 10, 11]])"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# combine with slice\n",
-    "za.oindex[[1,  3], :]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0,  2],\n",
-       "       [ 3,  5],\n",
-       "       [ 6,  8],\n",
-       "       [ 9, 11],\n",
-       "       [12, 14]])"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# combine with slice\n",
-    "za.oindex[:, [0, 2]]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0,  1,  2],\n",
-       "       [42,  4, 42],\n",
-       "       [ 6,  7,  8],\n",
-       "       [42, 10, 42],\n",
-       "       [12, 13, 14]])"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# set items via Boolean selection\n",
-    "ix0 = [False, True, False, True, False]\n",
-    "ix1 = [True, False, True]\n",
-    "selection = ix0, ix1\n",
-    "value = 42\n",
-    "za.set_orthogonal_selection(selection, value)\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0,  1,  2],\n",
-       "       [44,  4, 44],\n",
-       "       [ 6,  7,  8],\n",
-       "       [44, 10, 44],\n",
-       "       [12, 13, 14]])"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# alternative API\n",
-    "za.oindex[ix0, ix1] = 44\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0,  1,  2],\n",
-       "       [46,  4, 46],\n",
-       "       [ 6,  7,  8],\n",
-       "       [46, 10, 46],\n",
-       "       [12, 13, 14]])"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# set items via integer selection\n",
-    "ix0 = [1, 3]\n",
-    "ix1 = [0, 2]\n",
-    "selection = ix0, ix1\n",
-    "value = 46\n",
-    "za.set_orthogonal_selection(selection, value)\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0,  1,  2],\n",
-       "       [48,  4, 48],\n",
-       "       [ 6,  7,  8],\n",
-       "       [48, 10, 48],\n",
-       "       [12, 13, 14]])"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# alternative API\n",
-    "za.oindex[ix0, ix1] = 48\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Coordinate indexing of multi-dimensional arrays\n",
-    "\n",
-    "Selecting arbitrary points from a multi-dimensional array by indexing with integer (coordinate) arrays is supported. This functionality is provided via the ``get/set_coordinate_selection()`` methods. For convenience, this functionality is also available via the ``.vindex[]`` property."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0,  1,  2],\n",
-       "       [ 3,  4,  5],\n",
-       "       [ 6,  7,  8],\n",
-       "       [ 9, 10, 11],\n",
-       "       [12, 13, 14]])"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "a = np.arange(15).reshape(5, 3)\n",
-    "za = zarr.array(a, chunks=(3, 2))\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([ 3, 11])"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# get items\n",
-    "ix0 = [1, 3]\n",
-    "ix1 = [0, 2]\n",
-    "za.get_coordinate_selection((ix0, ix1))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([ 3, 11])"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# alternative API\n",
-    "za.vindex[ix0, ix1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0,  1,  2],\n",
-       "       [42,  4,  5],\n",
-       "       [ 6,  7,  8],\n",
-       "       [ 9, 10, 42],\n",
-       "       [12, 13, 14]])"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# set items\n",
-    "za.set_coordinate_selection((ix0, ix1), 42)\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0,  1,  2],\n",
-       "       [44,  4,  5],\n",
-       "       [ 6,  7,  8],\n",
-       "       [ 9, 10, 44],\n",
-       "       [12, 13, 14]])"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# alternative API\n",
-    "za.vindex[ix0, ix1] = 44\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Mask indexing of multi-dimensional arrays\n",
-    "\n",
-    "Selecting arbitrary points from a multi-dimensional array by a Boolean array is supported. This functionality is provided via the ``get/set_mask_selection()`` methods. For convenience, this functionality is also available via the ``.vindex[]`` property."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0,  1,  2],\n",
-       "       [ 3,  4,  5],\n",
-       "       [ 6,  7,  8],\n",
-       "       [ 9, 10, 11],\n",
-       "       [12, 13, 14]])"
-      ]
-     },
-     "execution_count": 35,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "a = np.arange(15).reshape(5, 3)\n",
-    "za = zarr.array(a, chunks=(3, 2))\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([ 3, 11])"
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ix = np.zeros_like(a, dtype=bool)\n",
-    "ix[1, 0] = True\n",
-    "ix[3, 2] = True\n",
-    "za.get_mask_selection(ix)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([ 3, 11])"
-      ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "za.vindex[ix]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0,  1,  2],\n",
-       "       [42,  4,  5],\n",
-       "       [ 6,  7,  8],\n",
-       "       [ 9, 10, 42],\n",
-       "       [12, 13, 14]])"
-      ]
-     },
-     "execution_count": 38,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "za.set_mask_selection(ix, 42)\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0,  1,  2],\n",
-       "       [44,  4,  5],\n",
-       "       [ 6,  7,  8],\n",
-       "       [ 9, 10, 44],\n",
-       "       [12, 13, 14]])"
-      ]
-     },
-     "execution_count": 39,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "za.vindex[ix] = 44\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Selecting fields from arrays with a structured dtype\n",
-    "\n",
-    "All ``get/set_selection_...()`` methods support a ``fields`` argument which allows retrieving/replacing data for a specific field or fields. Also h5py-like API is supported where fields can be provided within ``__getitem__``, ``.oindex[]`` and ``.vindex[]``."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([(b'aaa', 1,   4.2), (b'bbb', 2,   8.4), (b'ccc', 3,  12.6)],\n",
-       "      dtype=[('foo', 'S3'), ('bar', '<i4'), ('baz', '<f8')])"
-      ]
-     },
-     "execution_count": 42,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "a = np.array([(b'aaa', 1, 4.2),\n",
-    "              (b'bbb', 2, 8.4),\n",
-    "              (b'ccc', 3, 12.6)], \n",
-    "             dtype=[('foo', 'S3'), ('bar', 'i4'), ('baz', 'f8')])\n",
-    "za = zarr.array(a, chunks=2, fill_value=None)\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([b'aaa', b'bbb', b'ccc'],\n",
-       "      dtype='|S3')"
-      ]
-     },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "za['foo']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([(b'aaa',   4.2), (b'bbb',   8.4), (b'ccc',  12.6)],\n",
-       "      dtype=[('foo', 'S3'), ('baz', '<f8')])"
-      ]
-     },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "za['foo', 'baz']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([b'aaa', b'bbb'],\n",
-       "      dtype='|S3')"
-      ]
-     },
-     "execution_count": 45,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "za[:2, 'foo']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([(b'aaa',  4.2), (b'bbb',  8.4)],\n",
-       "      dtype=[('foo', 'S3'), ('baz', '<f8')])"
-      ]
-     },
-     "execution_count": 46,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "za[:2, 'foo', 'baz']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([b'aaa', b'ccc'],\n",
-       "      dtype='|S3')"
-      ]
-     },
-     "execution_count": 47,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "za.oindex[[0, 2], 'foo']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([b'aaa', b'ccc'],\n",
-       "      dtype='|S3')"
-      ]
-     },
-     "execution_count": 48,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "za.vindex[[0, 2], 'foo']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([(b'aaa', 42,   4.2), (b'bbb', 42,   8.4), (b'ccc', 42,  12.6)],\n",
-       "      dtype=[('foo', 'S3'), ('bar', '<i4'), ('baz', '<f8')])"
-      ]
-     },
-     "execution_count": 49,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "za['bar'] = 42\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([(b'aaa', 84,   4.2), (b'bbb', 84,   8.4), (b'ccc', 42,  12.6)],\n",
-       "      dtype=[('foo', 'S3'), ('bar', '<i4'), ('baz', '<f8')])"
-      ]
-     },
-     "execution_count": 50,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "za[:2, 'bar'] = 84\n",
-    "za[:]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Note that this API differs from numpy when selecting multiple fields. E.g.:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "IndexError",
-     "evalue": "only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-51-ad64b4a52de3>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0ma\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'foo'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'baz'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;31mIndexError\u001b[0m: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices"
-     ]
-    }
-   ],
-   "source": [
-    "a['foo', 'baz']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([(b'aaa',   4.2), (b'bbb',   8.4), (b'ccc',  12.6)],\n",
-       "      dtype=[('foo', 'S3'), ('baz', '<f8')])"
-      ]
-     },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "a[['foo', 'baz']]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([(b'aaa',   4.2), (b'bbb',   8.4), (b'ccc',  12.6)],\n",
-       "      dtype=[('foo', 'S3'), ('baz', '<f8')])"
-      ]
-     },
-     "execution_count": 53,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "za['foo', 'baz']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "IndexError",
-     "evalue": "unsupported selection item for basic indexing; expected integer or slice, got <class 'list'>",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-54-2394dac3f711>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mza\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'foo'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'baz'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/core.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, selection)\u001b[0m\n\u001b[1;32m    537\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    538\u001b[0m         \u001b[0mfields\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mselection\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpop_fields\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mselection\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 539\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_basic_selection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mselection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfields\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    540\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    541\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget_basic_selection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mselection\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mEllipsis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/core.py\u001b[0m in \u001b[0;36mget_basic_selection\u001b[0;34m(self, selection, out, fields)\u001b[0m\n\u001b[1;32m    661\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_basic_selection_zd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mselection\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mselection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfields\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    662\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 663\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_basic_selection_nd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mselection\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mselection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfields\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    664\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    665\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_get_basic_selection_zd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mselection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/core.py\u001b[0m in \u001b[0;36m_get_basic_selection_nd\u001b[0;34m(self, selection, out, fields)\u001b[0m\n\u001b[1;32m    701\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    702\u001b[0m         \u001b[0;31m# setup indexer\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 703\u001b[0;31m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBasicIndexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mselection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    704\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    705\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_selection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfields\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/indexing.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, selection, array)\u001b[0m\n\u001b[1;32m    275\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    276\u001b[0m                 raise IndexError('unsupported selection item for basic indexing; expected integer '\n\u001b[0;32m--> 277\u001b[0;31m                                  'or slice, got {!r}'.format(type(dim_sel)))\n\u001b[0m\u001b[1;32m    278\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    279\u001b[0m             \u001b[0mdim_indexers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdim_indexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mIndexError\u001b[0m: unsupported selection item for basic indexing; expected integer or slice, got <class 'list'>"
-     ]
-    }
-   ],
-   "source": [
-    "za[['foo', 'baz']]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 1D Benchmarking"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "800000000"
-      ]
-     },
-     "execution_count": 53,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "c = np.arange(100000000)\n",
-    "c.nbytes"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 480 ms, sys: 16 ms, total: 496 ms\n",
-      "Wall time: 141 ms\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<table class=\"zarr-info\"><tbody><tr><th style=\"text-align: left\">Type</th><td style=\"text-align: left\">zarr.core.Array</td></tr><tr><th style=\"text-align: left\">Data type</th><td style=\"text-align: left\">int64</td></tr><tr><th style=\"text-align: left\">Shape</th><td style=\"text-align: left\">(100000000,)</td></tr><tr><th style=\"text-align: left\">Chunk shape</th><td style=\"text-align: left\">(97657,)</td></tr><tr><th style=\"text-align: left\">Order</th><td style=\"text-align: left\">C</td></tr><tr><th style=\"text-align: left\">Read-only</th><td style=\"text-align: left\">False</td></tr><tr><th style=\"text-align: left\">Compressor</th><td style=\"text-align: left\">Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)</td></tr><tr><th style=\"text-align: left\">Store type</th><td style=\"text-align: left\">builtins.dict</td></tr><tr><th style=\"text-align: left\">No. bytes</th><td style=\"text-align: left\">800000000 (762.9M)</td></tr><tr><th style=\"text-align: left\">No. bytes stored</th><td style=\"text-align: left\">11854081 (11.3M)</td></tr><tr><th style=\"text-align: left\">Storage ratio</th><td style=\"text-align: left\">67.5</td></tr><tr><th style=\"text-align: left\">Chunks initialized</th><td style=\"text-align: left\">1024/1024</td></tr></tbody></table>"
-      ],
-      "text/plain": [
-       "Type               : zarr.core.Array\n",
-       "Data type          : int64\n",
-       "Shape              : (100000000,)\n",
-       "Chunk shape        : (97657,)\n",
-       "Order              : C\n",
-       "Read-only          : False\n",
-       "Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)\n",
-       "Store type         : builtins.dict\n",
-       "No. bytes          : 800000000 (762.9M)\n",
-       "No. bytes stored   : 11854081 (11.3M)\n",
-       "Storage ratio      : 67.5\n",
-       "Chunks initialized : 1024/1024"
-      ]
-     },
-     "execution_count": 54,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%time zc = zarr.array(c)\n",
-    "zc.info"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "121 ms ± 1.49 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit c.copy()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 56,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "254 ms ± 942 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc[:]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### bool dense selection"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "9997476"
-      ]
-     },
-     "execution_count": 57,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# relatively dense selection - 10%\n",
-    "ix_dense_bool = np.random.binomial(1, 0.1, size=c.shape[0]).astype(bool)\n",
-    "np.count_nonzero(ix_dense_bool)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "243 ms ± 5.8 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit c[ix_dense_bool]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "433 ms ± 6.49 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc.oindex[ix_dense_bool]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "548 ms ± 5.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc.vindex[ix_dense_bool]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import tempfile\n",
-    "import cProfile\n",
-    "import pstats\n",
-    "\n",
-    "def profile(statement, sort='time', restrictions=(7,)):\n",
-    "    with tempfile.NamedTemporaryFile() as f:\n",
-    "        cProfile.run(statement, filename=f.name)\n",
-    "        pstats.Stats(f.name).sort_stats(sort).print_stats(*restrictions)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Wed Nov  8 17:17:48 2017    /tmp/tmpruua2rs_\n",
-      "\n",
-      "         98386 function calls in 0.483 seconds\n",
-      "\n",
-      "   Ordered by: internal time\n",
-      "   List reduced from 83 to 7 due to restriction <7>\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "     1025    0.197    0.000    0.197    0.000 {method 'nonzero' of 'numpy.ndarray' objects}\n",
-      "     1024    0.149    0.000    0.159    0.000 ../zarr/core.py:1028(_decode_chunk)\n",
-      "     1024    0.044    0.000    0.231    0.000 ../zarr/core.py:849(_chunk_getitem)\n",
-      "     1024    0.009    0.000    0.009    0.000 {built-in method numpy.core.multiarray.count_nonzero}\n",
-      "     1025    0.007    0.000    0.238    0.000 ../zarr/indexing.py:541(__iter__)\n",
-      "     1024    0.006    0.000    0.207    0.000 /home/aliman/pyenv/zarr_20171023/lib/python3.6/site-packages/numpy/lib/index_tricks.py:26(ix_)\n",
-      "     2048    0.005    0.000    0.005    0.000 ../zarr/core.py:337(<genexpr>)\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "profile('zc.oindex[ix_dense_bool]')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Method ``nonzero`` is being called internally within numpy to convert bool to int selections, no way to avoid."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 63,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Wed Nov  8 17:18:06 2017    /tmp/tmp7_bautep\n",
-      "\n",
-      "         52382 function calls in 0.592 seconds\n",
-      "\n",
-      "   Ordered by: internal time\n",
-      "   List reduced from 88 to 7 due to restriction <7>\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "        2    0.219    0.110    0.219    0.110 {method 'nonzero' of 'numpy.ndarray' objects}\n",
-      "     1024    0.096    0.000    0.101    0.000 ../zarr/core.py:1028(_decode_chunk)\n",
-      "        2    0.094    0.047    0.094    0.047 ../zarr/indexing.py:630(<genexpr>)\n",
-      "     1024    0.044    0.000    0.167    0.000 ../zarr/core.py:849(_chunk_getitem)\n",
-      "        1    0.029    0.029    0.029    0.029 {built-in method numpy.core.multiarray.ravel_multi_index}\n",
-      "        1    0.023    0.023    0.023    0.023 {built-in method numpy.core.multiarray.bincount}\n",
-      "        1    0.021    0.021    0.181    0.181 ../zarr/indexing.py:603(__init__)\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "profile('zc.vindex[ix_dense_bool]')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "``.vindex[]`` is a bit slower, possibly because internally it converts to a coordinate array first."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### int dense selection"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 64,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "10000000"
-      ]
-     },
-     "execution_count": 64,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ix_dense_int = np.random.choice(c.shape[0], size=c.shape[0]//10, replace=True)\n",
-    "ix_dense_int_sorted = ix_dense_int.copy()\n",
-    "ix_dense_int_sorted.sort()\n",
-    "len(ix_dense_int)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 65,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "62.2 ms ± 2.36 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit c[ix_dense_int_sorted]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 66,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "355 ms ± 3.53 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc.oindex[ix_dense_int_sorted]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "351 ms ± 3.51 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc.vindex[ix_dense_int_sorted]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 68,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "128 ms ± 137 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit c[ix_dense_int]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 69,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1.71 s ± 5.1 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc.oindex[ix_dense_int]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 70,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1.68 s ± 3.87 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc.vindex[ix_dense_int]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 71,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Wed Nov  8 17:19:09 2017    /tmp/tmpgmu5btr_\n",
-      "\n",
-      "         95338 function calls in 0.424 seconds\n",
-      "\n",
-      "   Ordered by: internal time\n",
-      "   List reduced from 89 to 7 due to restriction <7>\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "        1    0.141    0.141    0.184    0.184 ../zarr/indexing.py:369(__init__)\n",
-      "     1024    0.099    0.000    0.106    0.000 ../zarr/core.py:1028(_decode_chunk)\n",
-      "     1024    0.046    0.000    0.175    0.000 ../zarr/core.py:849(_chunk_getitem)\n",
-      "     1025    0.027    0.000    0.027    0.000 ../zarr/indexing.py:424(__iter__)\n",
-      "        1    0.023    0.023    0.023    0.023 {built-in method numpy.core.multiarray.bincount}\n",
-      "        1    0.010    0.010    0.010    0.010 /home/aliman/pyenv/zarr_20171023/lib/python3.6/site-packages/numpy/lib/function_base.py:1848(diff)\n",
-      "     1025    0.006    0.000    0.059    0.000 ../zarr/indexing.py:541(__iter__)\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "profile('zc.oindex[ix_dense_int_sorted]')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 72,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Wed Nov  8 17:19:13 2017    /tmp/tmpay1gvnx8\n",
-      "\n",
-      "         52362 function calls in 0.398 seconds\n",
-      "\n",
-      "   Ordered by: internal time\n",
-      "   List reduced from 85 to 7 due to restriction <7>\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "        2    0.107    0.054    0.107    0.054 ../zarr/indexing.py:630(<genexpr>)\n",
-      "     1024    0.091    0.000    0.096    0.000 ../zarr/core.py:1028(_decode_chunk)\n",
-      "     1024    0.041    0.000    0.160    0.000 ../zarr/core.py:849(_chunk_getitem)\n",
-      "        1    0.040    0.040    0.213    0.213 ../zarr/indexing.py:603(__init__)\n",
-      "        1    0.029    0.029    0.029    0.029 {built-in method numpy.core.multiarray.ravel_multi_index}\n",
-      "        1    0.023    0.023    0.023    0.023 {built-in method numpy.core.multiarray.bincount}\n",
-      "     2048    0.011    0.000    0.011    0.000 ../zarr/indexing.py:695(<genexpr>)\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "profile('zc.vindex[ix_dense_int_sorted]')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 73,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Wed Nov  8 17:19:20 2017    /tmp/tmpngsf6zpp\n",
-      "\n",
-      "         120946 function calls in 1.793 seconds\n",
-      "\n",
-      "   Ordered by: internal time\n",
-      "   List reduced from 92 to 7 due to restriction <7>\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "        1    1.128    1.128    1.128    1.128 {method 'argsort' of 'numpy.ndarray' objects}\n",
-      "     1024    0.139    0.000    0.285    0.000 ../zarr/core.py:849(_chunk_getitem)\n",
-      "        1    0.132    0.132    1.422    1.422 ../zarr/indexing.py:369(__init__)\n",
-      "        1    0.120    0.120    0.120    0.120 {method 'take' of 'numpy.ndarray' objects}\n",
-      "     1024    0.116    0.000    0.123    0.000 ../zarr/core.py:1028(_decode_chunk)\n",
-      "     1025    0.034    0.000    0.034    0.000 ../zarr/indexing.py:424(__iter__)\n",
-      "        1    0.023    0.023    0.023    0.023 {built-in method numpy.core.multiarray.bincount}\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "profile('zc.oindex[ix_dense_int]')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 74,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Wed Nov  8 17:19:22 2017    /tmp/tmpbskhj8de\n",
-      "\n",
-      "         50320 function calls in 1.730 seconds\n",
-      "\n",
-      "   Ordered by: internal time\n",
-      "   List reduced from 86 to 7 due to restriction <7>\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "        1    1.116    1.116    1.116    1.116 {method 'argsort' of 'numpy.ndarray' objects}\n",
-      "     1024    0.133    0.000    0.275    0.000 ../zarr/core.py:849(_chunk_getitem)\n",
-      "        2    0.121    0.060    0.121    0.060 ../zarr/indexing.py:654(<genexpr>)\n",
-      "     1024    0.113    0.000    0.119    0.000 ../zarr/core.py:1028(_decode_chunk)\n",
-      "        2    0.100    0.050    0.100    0.050 ../zarr/indexing.py:630(<genexpr>)\n",
-      "        1    0.030    0.030    0.030    0.030 {built-in method numpy.core.multiarray.ravel_multi_index}\n",
-      "        1    0.024    0.024    1.427    1.427 ../zarr/indexing.py:603(__init__)\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "profile('zc.vindex[ix_dense_int]')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "When indices are not sorted, zarr needs to partially sort them so the occur in chunk order, so we only have to visit each chunk once. This sorting dominates the processing time and is unavoidable AFAIK."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### bool sparse selection"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 75,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "9932"
-      ]
-     },
-     "execution_count": 75,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# relatively sparse selection\n",
-    "ix_sparse_bool = np.random.binomial(1, 0.0001, size=c.shape[0]).astype(bool)\n",
-    "np.count_nonzero(ix_sparse_bool)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 76,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "15.7 ms ± 38.5 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit c[ix_sparse_bool]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 77,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "156 ms ± 2.1 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc.oindex[ix_sparse_bool]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 78,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "133 ms ± 2.76 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc.vindex[ix_sparse_bool]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 79,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Wed Nov  8 17:20:09 2017    /tmp/tmpb7nqc9ax\n",
-      "\n",
-      "         98386 function calls in 0.191 seconds\n",
-      "\n",
-      "   Ordered by: internal time\n",
-      "   List reduced from 83 to 7 due to restriction <7>\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "     1024    0.093    0.000    0.098    0.000 ../zarr/core.py:1028(_decode_chunk)\n",
-      "     1025    0.017    0.000    0.017    0.000 {method 'nonzero' of 'numpy.ndarray' objects}\n",
-      "     1024    0.007    0.000    0.007    0.000 {built-in method numpy.core.multiarray.count_nonzero}\n",
-      "     1024    0.007    0.000    0.129    0.000 ../zarr/core.py:849(_chunk_getitem)\n",
-      "     1025    0.005    0.000    0.052    0.000 ../zarr/indexing.py:541(__iter__)\n",
-      "     1024    0.005    0.000    0.025    0.000 /home/aliman/pyenv/zarr_20171023/lib/python3.6/site-packages/numpy/lib/index_tricks.py:26(ix_)\n",
-      "     2048    0.004    0.000    0.004    0.000 ../zarr/core.py:337(<genexpr>)\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "profile('zc.oindex[ix_sparse_bool]')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 80,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Wed Nov  8 17:20:09 2017    /tmp/tmphsko8nvh\n",
-      "\n",
-      "         52382 function calls in 0.160 seconds\n",
-      "\n",
-      "   Ordered by: internal time\n",
-      "   List reduced from 88 to 7 due to restriction <7>\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "     1024    0.093    0.000    0.098    0.000 ../zarr/core.py:1028(_decode_chunk)\n",
-      "        2    0.017    0.008    0.017    0.008 {method 'nonzero' of 'numpy.ndarray' objects}\n",
-      "     1025    0.008    0.000    0.014    0.000 ../zarr/indexing.py:674(__iter__)\n",
-      "     1024    0.006    0.000    0.127    0.000 ../zarr/core.py:849(_chunk_getitem)\n",
-      "     2048    0.004    0.000    0.004    0.000 ../zarr/indexing.py:695(<genexpr>)\n",
-      "     2054    0.003    0.000    0.003    0.000 ../zarr/core.py:337(<genexpr>)\n",
-      "     1024    0.002    0.000    0.005    0.000 /home/aliman/pyenv/zarr_20171023/lib/python3.6/site-packages/numpy/core/arrayprint.py:381(wrapper)\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "profile('zc.vindex[ix_sparse_bool]')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### int sparse selection"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 81,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "10000"
-      ]
-     },
-     "execution_count": 81,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ix_sparse_int = np.random.choice(c.shape[0], size=c.shape[0]//10000, replace=True)\n",
-    "ix_sparse_int_sorted = ix_sparse_int.copy()\n",
-    "ix_sparse_int_sorted.sort()\n",
-    "len(ix_sparse_int)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 82,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "18.9 µs ± 392 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit c[ix_sparse_int_sorted]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 83,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "20.3 µs ± 155 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit c[ix_sparse_int]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 84,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "125 ms ± 296 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc.oindex[ix_sparse_int_sorted]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 85,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "109 ms ± 428 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc.vindex[ix_sparse_int_sorted]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 86,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "132 ms ± 489 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc.oindex[ix_sparse_int]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 87,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "108 ms ± 579 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc.vindex[ix_sparse_int]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 88,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Wed Nov  8 17:21:12 2017    /tmp/tmp0b0o2quo\n",
-      "\n",
-      "         120946 function calls in 0.196 seconds\n",
-      "\n",
-      "   Ordered by: internal time\n",
-      "   List reduced from 92 to 7 due to restriction <7>\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "     1024    0.105    0.000    0.111    0.000 ../zarr/core.py:1028(_decode_chunk)\n",
-      "     2048    0.006    0.000    0.013    0.000 /home/aliman/pyenv/zarr_20171023/lib/python3.6/site-packages/numpy/lib/index_tricks.py:26(ix_)\n",
-      "     1025    0.006    0.000    0.051    0.000 ../zarr/indexing.py:541(__iter__)\n",
-      "     1024    0.006    0.000    0.141    0.000 ../zarr/core.py:849(_chunk_getitem)\n",
-      "     2048    0.005    0.000    0.005    0.000 ../zarr/core.py:337(<genexpr>)\n",
-      "    15373    0.004    0.000    0.010    0.000 {built-in method builtins.isinstance}\n",
-      "     1025    0.004    0.000    0.005    0.000 ../zarr/indexing.py:424(__iter__)\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "profile('zc.oindex[ix_sparse_int]')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 89,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Wed Nov  8 17:21:19 2017    /tmp/tmpdwju98kn\n",
-      "\n",
-      "         50320 function calls in 0.167 seconds\n",
-      "\n",
-      "   Ordered by: internal time\n",
-      "   List reduced from 86 to 7 due to restriction <7>\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "     1024    0.105    0.000    0.111    0.000 ../zarr/core.py:1028(_decode_chunk)\n",
-      "     1025    0.009    0.000    0.017    0.000 ../zarr/indexing.py:674(__iter__)\n",
-      "     1024    0.006    0.000    0.142    0.000 ../zarr/core.py:849(_chunk_getitem)\n",
-      "     2048    0.005    0.000    0.005    0.000 ../zarr/indexing.py:695(<genexpr>)\n",
-      "     2054    0.004    0.000    0.004    0.000 ../zarr/core.py:337(<genexpr>)\n",
-      "        1    0.003    0.003    0.162    0.162 ../zarr/core.py:591(_get_selection)\n",
-      "     1027    0.003    0.000    0.003    0.000 {method 'reshape' of 'numpy.ndarray' objects}\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "profile('zc.vindex[ix_sparse_int]')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "For sparse selections, processing time is dominated by decompression, so we can't do any better."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### sparse bool selection as zarr array"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 90,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table class=\"zarr-info\"><tbody><tr><th style=\"text-align: left\">Type</th><td style=\"text-align: left\">zarr.core.Array</td></tr><tr><th style=\"text-align: left\">Data type</th><td style=\"text-align: left\">bool</td></tr><tr><th style=\"text-align: left\">Shape</th><td style=\"text-align: left\">(100000000,)</td></tr><tr><th style=\"text-align: left\">Chunk shape</th><td style=\"text-align: left\">(390625,)</td></tr><tr><th style=\"text-align: left\">Order</th><td style=\"text-align: left\">C</td></tr><tr><th style=\"text-align: left\">Read-only</th><td style=\"text-align: left\">False</td></tr><tr><th style=\"text-align: left\">Compressor</th><td style=\"text-align: left\">Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)</td></tr><tr><th style=\"text-align: left\">Store type</th><td style=\"text-align: left\">builtins.dict</td></tr><tr><th style=\"text-align: left\">No. bytes</th><td style=\"text-align: left\">100000000 (95.4M)</td></tr><tr><th style=\"text-align: left\">No. bytes stored</th><td style=\"text-align: left\">507131 (495.2K)</td></tr><tr><th style=\"text-align: left\">Storage ratio</th><td style=\"text-align: left\">197.2</td></tr><tr><th style=\"text-align: left\">Chunks initialized</th><td style=\"text-align: left\">256/256</td></tr></tbody></table>"
-      ],
-      "text/plain": [
-       "Type               : zarr.core.Array\n",
-       "Data type          : bool\n",
-       "Shape              : (100000000,)\n",
-       "Chunk shape        : (390625,)\n",
-       "Order              : C\n",
-       "Read-only          : False\n",
-       "Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)\n",
-       "Store type         : builtins.dict\n",
-       "No. bytes          : 100000000 (95.4M)\n",
-       "No. bytes stored   : 507131 (495.2K)\n",
-       "Storage ratio      : 197.2\n",
-       "Chunks initialized : 256/256"
-      ]
-     },
-     "execution_count": 90,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "zix_sparse_bool = zarr.array(ix_sparse_bool)\n",
-    "zix_sparse_bool.info"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 91,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "387 ms ± 5.47 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc.oindex[zix_sparse_bool]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### slice with step"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 92,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "80.3 ms ± 377 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit np.array(c[::2])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 93,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "168 ms ± 837 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc[::2]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 94,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "136 ms ± 1.56 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc[::10]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 95,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "104 ms ± 1.86 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc[::100]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 96,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "100 ms ± 1.47 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zc[::1000]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 97,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Wed Nov  8 17:22:44 2017    /tmp/tmpg9dxqcpg\n",
-      "\n",
-      "         49193 function calls in 0.211 seconds\n",
-      "\n",
-      "   Ordered by: internal time\n",
-      "   List reduced from 55 to 7 due to restriction <7>\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "     1024    0.104    0.000    0.110    0.000 ../zarr/core.py:1028(_decode_chunk)\n",
-      "     1024    0.067    0.000    0.195    0.000 ../zarr/core.py:849(_chunk_getitem)\n",
-      "     1025    0.005    0.000    0.013    0.000 ../zarr/indexing.py:278(__iter__)\n",
-      "     2048    0.004    0.000    0.004    0.000 ../zarr/core.py:337(<genexpr>)\n",
-      "     2050    0.003    0.000    0.003    0.000 ../zarr/indexing.py:90(ceildiv)\n",
-      "     1025    0.003    0.000    0.006    0.000 ../zarr/indexing.py:109(__iter__)\n",
-      "     1024    0.003    0.000    0.003    0.000 {method 'reshape' of 'numpy.ndarray' objects}\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "profile('zc[::2]')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 2D Benchmarking"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 99,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(100000000,)"
-      ]
-     },
-     "execution_count": 99,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "c.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 100,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(100000, 1000)"
-      ]
-     },
-     "execution_count": 100,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "d = c.reshape(-1, 1000)\n",
-    "d.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 101,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table class=\"zarr-info\"><tbody><tr><th style=\"text-align: left\">Type</th><td style=\"text-align: left\">zarr.core.Array</td></tr><tr><th style=\"text-align: left\">Data type</th><td style=\"text-align: left\">int64</td></tr><tr><th style=\"text-align: left\">Shape</th><td style=\"text-align: left\">(100000, 1000)</td></tr><tr><th style=\"text-align: left\">Chunk shape</th><td style=\"text-align: left\">(3125, 32)</td></tr><tr><th style=\"text-align: left\">Order</th><td style=\"text-align: left\">C</td></tr><tr><th style=\"text-align: left\">Read-only</th><td style=\"text-align: left\">False</td></tr><tr><th style=\"text-align: left\">Compressor</th><td style=\"text-align: left\">Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)</td></tr><tr><th style=\"text-align: left\">Store type</th><td style=\"text-align: left\">builtins.dict</td></tr><tr><th style=\"text-align: left\">No. bytes</th><td style=\"text-align: left\">800000000 (762.9M)</td></tr><tr><th style=\"text-align: left\">No. bytes stored</th><td style=\"text-align: left\">39228864 (37.4M)</td></tr><tr><th style=\"text-align: left\">Storage ratio</th><td style=\"text-align: left\">20.4</td></tr><tr><th style=\"text-align: left\">Chunks initialized</th><td style=\"text-align: left\">1024/1024</td></tr></tbody></table>"
-      ],
-      "text/plain": [
-       "Type               : zarr.core.Array\n",
-       "Data type          : int64\n",
-       "Shape              : (100000, 1000)\n",
-       "Chunk shape        : (3125, 32)\n",
-       "Order              : C\n",
-       "Read-only          : False\n",
-       "Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)\n",
-       "Store type         : builtins.dict\n",
-       "No. bytes          : 800000000 (762.9M)\n",
-       "No. bytes stored   : 39228864 (37.4M)\n",
-       "Storage ratio      : 20.4\n",
-       "Chunks initialized : 1024/1024"
-      ]
-     },
-     "execution_count": 101,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "zd = zarr.array(d)\n",
-    "zd.info"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### bool orthogonal selection"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 102,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ix0 = np.random.binomial(1, 0.5, size=d.shape[0]).astype(bool)\n",
-    "ix1 = np.random.binomial(1, 0.5, size=d.shape[1]).astype(bool)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 103,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "101 ms ± 577 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit d[np.ix_(ix0, ix1)]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 104,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "373 ms ± 5.45 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zd.oindex[ix0, ix1]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### int orthogonal selection"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 105,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ix0 = np.random.choice(d.shape[0], size=int(d.shape[0] * .5), replace=True)\n",
-    "ix1 = np.random.choice(d.shape[1], size=int(d.shape[1] * .5), replace=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 106,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "174 ms ± 4.13 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit d[np.ix_(ix0, ix1)]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 107,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "566 ms ± 12.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zd.oindex[ix0, ix1]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### coordinate (point) selection"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 108,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "10000000"
-      ]
-     },
-     "execution_count": 108,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "n = int(d.size * .1)\n",
-    "ix0 = np.random.choice(d.shape[0], size=n, replace=True)\n",
-    "ix1 = np.random.choice(d.shape[1], size=n, replace=True)\n",
-    "n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 109,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "243 ms ± 3.37 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit d[ix0, ix1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 110,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2.03 s ± 17 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit zd.vindex[ix0, ix1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 111,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Wed Nov  8 17:24:31 2017    /tmp/tmp7c68z70p\n",
-      "\n",
-      "         62673 function calls in 2.065 seconds\n",
-      "\n",
-      "   Ordered by: internal time\n",
-      "   List reduced from 88 to 7 due to restriction <7>\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "        1    1.112    1.112    1.112    1.112 {method 'argsort' of 'numpy.ndarray' objects}\n",
-      "        3    0.244    0.081    0.244    0.081 ../zarr/indexing.py:654(<genexpr>)\n",
-      "        3    0.193    0.064    0.193    0.064 ../zarr/indexing.py:630(<genexpr>)\n",
-      "     1024    0.170    0.000    0.350    0.000 ../zarr/core.py:849(_chunk_getitem)\n",
-      "     1024    0.142    0.000    0.151    0.000 ../zarr/core.py:1028(_decode_chunk)\n",
-      "        1    0.044    0.044    0.044    0.044 {built-in method numpy.core.multiarray.ravel_multi_index}\n",
-      "        1    0.043    0.043    1.676    1.676 ../zarr/indexing.py:603(__init__)\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "profile('zd.vindex[ix0, ix1]')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Points need to be partially sorted so all points in the same chunk are grouped and processed together. This requires ``argsort`` which dominates time."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## h5py comparison\n",
-    "\n",
-    "N.B., not really fair because using slower compressor, but for interest..."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 65,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import h5py\n",
-    "import tempfile"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 78,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "h5f = h5py.File(tempfile.mktemp(), driver='core', backing_store=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 79,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<HDF5 dataset \"c\": shape (100000000,), type \"<i8\">"
-      ]
-     },
-     "execution_count": 79,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "hc = h5f.create_dataset('c', data=c, compression='gzip', compression_opts=1, chunks=zc.chunks, shuffle=True)\n",
-    "hc"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 80,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 1.16 s, sys: 172 ms, total: 1.33 s\n",
-      "Wall time: 1.32 s\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "array([       0,        1,        2, ..., 99999997, 99999998, 99999999])"
-      ]
-     },
-     "execution_count": 80,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%time hc[:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 81,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 1.11 s, sys: 0 ns, total: 1.11 s\n",
-      "Wall time: 1.11 s\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "array([    1063,    28396,    37229, ..., 99955875, 99979354, 99995791])"
-      ]
-     },
-     "execution_count": 81,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%time hc[ix_sparse_bool]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 82,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# # this is pathological, takes minutes \n",
-    "# %time hc[ix_dense_bool]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 83,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 38.3 s, sys: 136 ms, total: 38.4 s\n",
-      "Wall time: 38.1 s\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "array([       0,     1000,     2000, ..., 99997000, 99998000, 99999000])"
-      ]
-     },
-     "execution_count": 83,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# this is pretty slow\n",
-    "%time hc[::1000]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/notebooks/blosc_microbench.ipynb b/notebooks/blosc_microbench.ipynb
deleted file mode 100644
index 9361d8e95b..0000000000
--- a/notebooks/blosc_microbench.ipynb
+++ /dev/null
@@ -1,200 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'2.0.1'"
-      ]
-     },
-     "execution_count": 1,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import numpy as np\n",
-    "import zarr\n",
-    "zarr.__version__"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "10 loops, best of 3: 110 ms per loop\n",
-      "1 loop, best of 3: 235 ms per loop\n",
-      "Array((100000000,), int64, chunks=(200000,), order=C)\n",
-      "  nbytes: 762.9M; nbytes_stored: 11.2M; ratio: 67.8; initialized: 500/500\n",
-      "  compressor: Blosc(cname='lz4', clevel=5, shuffle=1)\n",
-      "  store: dict\n"
-     ]
-    }
-   ],
-   "source": [
-    "z = zarr.empty(shape=100000000, chunks=200000, dtype='i8')\n",
-    "data = np.arange(100000000, dtype='i8')\n",
-    "%timeit z[:] = data\n",
-    "%timeit z[:]\n",
-    "print(z)\n",
-    "assert np.all(z[:] == data)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1 loop, best of 3: 331 ms per loop\n",
-      "1 loop, best of 3: 246 ms per loop\n",
-      "Array((100000000,), float64, chunks=(200000,), order=C)\n",
-      "  nbytes: 762.9M; nbytes_stored: 724.8M; ratio: 1.1; initialized: 500/500\n",
-      "  compressor: Blosc(cname='lz4', clevel=5, shuffle=1)\n",
-      "  store: dict\n"
-     ]
-    }
-   ],
-   "source": [
-    "z = zarr.empty(shape=100000000, chunks=200000, dtype='f8')\n",
-    "data = np.random.normal(size=100000000)\n",
-    "%timeit z[:] = data\n",
-    "%timeit z[:]\n",
-    "print(z)\n",
-    "assert np.all(z[:] == data)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'2.0.2.dev0+dirty'"
-      ]
-     },
-     "execution_count": 1,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import numpy as np\n",
-    "import sys\n",
-    "sys.path.insert(0, '..')\n",
-    "import zarr\n",
-    "zarr.__version__"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "10 loops, best of 3: 92.7 ms per loop\n",
-      "1 loop, best of 3: 230 ms per loop\n",
-      "Array((100000000,), int64, chunks=(200000,), order=C)\n",
-      "  nbytes: 762.9M; nbytes_stored: 11.2M; ratio: 67.8; initialized: 500/500\n",
-      "  compressor: Blosc(cname='lz4', clevel=5, shuffle=1)\n",
-      "  store: dict\n"
-     ]
-    }
-   ],
-   "source": [
-    "z = zarr.empty(shape=100000000, chunks=200000, dtype='i8')\n",
-    "data = np.arange(100000000, dtype='i8')\n",
-    "%timeit z[:] = data\n",
-    "%timeit z[:]\n",
-    "print(z)\n",
-    "assert np.all(z[:] == data)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1 loop, best of 3: 338 ms per loop\n",
-      "1 loop, best of 3: 253 ms per loop\n",
-      "Array((100000000,), float64, chunks=(200000,), order=C)\n",
-      "  nbytes: 762.9M; nbytes_stored: 724.8M; ratio: 1.1; initialized: 500/500\n",
-      "  compressor: Blosc(cname='lz4', clevel=5, shuffle=1)\n",
-      "  store: dict\n"
-     ]
-    }
-   ],
-   "source": [
-    "z = zarr.empty(shape=100000000, chunks=200000, dtype='f8')\n",
-    "data = np.random.normal(size=100000000)\n",
-    "%timeit z[:] = data\n",
-    "%timeit z[:]\n",
-    "print(z)\n",
-    "assert np.all(z[:] == data)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.5.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 1
-}
diff --git a/notebooks/dask_2d_subset.ipynb b/notebooks/dask_2d_subset.ipynb
deleted file mode 100644
index 6e88b510d5..0000000000
--- a/notebooks/dask_2d_subset.ipynb
+++ /dev/null
@@ -1,869 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "This notebook has some profiling of Dask used to make a selection along both first and second axes of a large-ish multidimensional array. The use case is making selections of genotype data, e.g., as required for making a web-browser for genotype data as in www.malariagen.net/apps/ag1000g."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "zarr 2.1.1\n",
-      "dask 0.11.0\n"
-     ]
-    }
-   ],
-   "source": [
-    "import zarr; print('zarr', zarr.__version__)\n",
-    "import dask; print('dask', dask.__version__)\n",
-    "import dask.array as da\n",
-    "import numpy as np"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Real data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Group(/, 8)\n",
-       "  arrays: 1; samples\n",
-       "  groups: 7; 2L, 2R, 3L, 3R, UNKN, X, Y_unplaced\n",
-       "  store: DirectoryStore"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# here's the real data\n",
-    "callset = zarr.open_group('/kwiat/2/coluzzi/ag1000g/data/phase1/release/AR3.1/variation/main/zarr2/zstd/ag1000g.phase1.ar3',\n",
-    "                          mode='r')\n",
-    "callset"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Array(/3R/calldata/genotype, (22632425, 765, 2), int8, chunks=(13107, 40, 2), order=C)\n",
-       "  nbytes: 32.2G; nbytes_stored: 1.0G; ratio: 31.8; initialized: 34540/34540\n",
-       "  compressor: Blosc(cname='zstd', clevel=1, shuffle=2)\n",
-       "  store: DirectoryStore"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# here's the array we're going to work with\n",
-    "g = callset['3R/calldata/genotype']\n",
-    "g"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 4 ms, sys: 0 ns, total: 4 ms\n",
-      "Wall time: 5.13 ms\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "dask.array<array-b..., shape=(22632425, 765, 2), dtype=int8, chunksize=(13107, 765, 2)>"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# wrap as dask array with very simple chunking of first dim only\n",
-    "%time gd = da.from_array(g, chunks=(g.chunks[0], None, None))\n",
-    "gd"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "((22632425,), dtype('bool'), 13167162)"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# load condition used to make selection on first axis\n",
-    "dim0_condition = callset['3R/variants/FILTER_PASS'][:]\n",
-    "dim0_condition.shape, dim0_condition.dtype, np.count_nonzero(dim0_condition)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "# invent a random selection for second axis\n",
-    "dim1_indices = sorted(np.random.choice(765, size=100, replace=False))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 15.3 s, sys: 256 ms, total: 15.5 s\n",
-      "Wall time: 15.5 s\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "dask.array<getitem..., shape=(13167162, 100, 2), dtype=int8, chunksize=(8873, 100, 2)>"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# setup the 2D selection - this is the slow bit\n",
-    "%time gd_sel = gd[dim0_condition][:, dim1_indices]\n",
-    "gd_sel"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 1.21 s, sys: 152 ms, total: 1.36 s\n",
-      "Wall time: 316 ms\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "array([[[0, 0],\n",
-       "        [0, 0],\n",
-       "        [0, 0],\n",
-       "        ..., \n",
-       "        [0, 0],\n",
-       "        [0, 0],\n",
-       "        [0, 0]],\n",
-       "\n",
-       "       [[0, 0],\n",
-       "        [0, 0],\n",
-       "        [0, 0],\n",
-       "        ..., \n",
-       "        [0, 0],\n",
-       "        [0, 0],\n",
-       "        [0, 0]],\n",
-       "\n",
-       "       [[0, 0],\n",
-       "        [0, 0],\n",
-       "        [0, 0],\n",
-       "        ..., \n",
-       "        [0, 0],\n",
-       "        [0, 0],\n",
-       "        [0, 0]],\n",
-       "\n",
-       "       ..., \n",
-       "       [[0, 0],\n",
-       "        [0, 0],\n",
-       "        [0, 0],\n",
-       "        ..., \n",
-       "        [0, 1],\n",
-       "        [0, 0],\n",
-       "        [0, 0]],\n",
-       "\n",
-       "       [[0, 0],\n",
-       "        [0, 0],\n",
-       "        [0, 0],\n",
-       "        ..., \n",
-       "        [0, 0],\n",
-       "        [0, 0],\n",
-       "        [0, 0]],\n",
-       "\n",
-       "       [[0, 0],\n",
-       "        [0, 0],\n",
-       "        [0, 0],\n",
-       "        ..., \n",
-       "        [0, 0],\n",
-       "        [0, 0],\n",
-       "        [0, 0]]], dtype=int8)"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# now load a slice from this new selection - quick!\n",
-    "%time gd_sel[1000000:1100000].compute(optimize_graph=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         105406881 function calls (79072145 primitive calls) in 26.182 seconds\n",
-      "\n",
-      "   Ordered by: internal time\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "13167268/6    6.807    0.000    9.038    1.506 slicing.py:623(check_index)\n",
-      "        2    4.713    2.356    5.831    2.916 slicing.py:398(partition_by_size)\n",
-      "13167270/2    4.470    0.000    8.763    4.382 slicing.py:540(posify_index)\n",
-      " 52669338    4.118    0.000    4.119    0.000 {built-in method builtins.isinstance}\n",
-      "        2    2.406    1.203    8.763    4.382 slicing.py:563(<listcomp>)\n",
-      "        1    0.875    0.875    0.875    0.875 slicing.py:44(<listcomp>)\n",
-      " 13182474    0.600    0.000    0.600    0.000 {built-in method builtins.len}\n",
-      "        2    0.527    0.264    0.527    0.264 slicing.py:420(issorted)\n",
-      " 13189168    0.520    0.000    0.520    0.000 {method 'append' of 'list' objects}\n",
-      "        2    0.271    0.136    0.271    0.136 slicing.py:479(<listcomp>)\n",
-      "        2    0.220    0.110    0.220    0.110 {built-in method builtins.sorted}\n",
-      "        1    0.162    0.162    0.162    0.162 {method 'tolist' of 'numpy.ndarray' objects}\n",
-      "        2    0.113    0.056   26.071   13.035 core.py:1024(__getitem__)\n",
-      "        2    0.112    0.056    6.435    3.217 slicing.py:441(take_sorted)\n",
-      "        1    0.111    0.111   26.182   26.182 <string>:1(<module>)\n",
-      "        2    0.060    0.030   24.843   12.422 slicing.py:142(slice_with_newaxes)\n",
-      "    106/3    0.039    0.000    1.077    0.359 slicing.py:15(sanitize_index)\n",
-      "        3    0.037    0.012    0.037    0.012 {built-in method _hashlib.openssl_md5}\n",
-      "     6726    0.012    0.000    0.017    0.000 slicing.py:567(insert_many)\n",
-      "     3364    0.004    0.000    0.021    0.000 slicing.py:156(<genexpr>)\n",
-      "    20178    0.003    0.000    0.003    0.000 {method 'pop' of 'list' objects}\n",
-      "        8    0.000    0.000    0.000    0.000 {method 'update' of 'dict' objects}\n",
-      "        2    0.000    0.000   25.920   12.960 slicing.py:60(slice_array)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:162(<genexpr>)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:464(<listcomp>)\n",
-      "    106/4    0.000    0.000    0.037    0.009 utils.py:502(__call__)\n",
-      "      100    0.000    0.000    0.000    0.000 arrayprint.py:340(array2string)\n",
-      "        2    0.000    0.000    0.037    0.019 base.py:343(tokenize)\n",
-      "      100    0.000    0.000    0.000    0.000 {built-in method builtins.repr}\n",
-      "        2    0.000    0.000   24.763   12.381 slicing.py:170(slice_wrap_lists)\n",
-      "      108    0.000    0.000    0.000    0.000 abc.py:178(__instancecheck__)\n",
-      "        2    0.000    0.000    6.962    3.481 slicing.py:487(take)\n",
-      "        1    0.000    0.000   26.182   26.182 {built-in method builtins.exec}\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:465(<listcomp>)\n",
-      "        1    0.000    0.000    0.037    0.037 base.py:314(normalize_array)\n",
-      "      2/1    0.000    0.000    0.000    0.000 base.py:270(normalize_seq)\n",
-      "      116    0.000    0.000    0.000    0.000 _weakrefset.py:70(__contains__)\n",
-      "      100    0.000    0.000    0.000    0.000 numeric.py:1835(array_str)\n",
-      "        1    0.000    0.000    0.000    0.000 slicing.py:47(<listcomp>)\n",
-      "        6    0.000    0.000    0.000    0.000 {built-in method builtins.sum}\n",
-      "        2    0.000    0.000    0.000    0.000 exceptions.py:15(merge)\n",
-      "      100    0.000    0.000    0.000    0.000 inspect.py:441(getmro)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:475(<listcomp>)\n",
-      "        4    0.000    0.000    0.000    0.000 dicttoolz.py:19(merge)\n",
-      "        4    0.000    0.000    0.000    0.000 functoolz.py:217(__call__)\n",
-      "        2    0.000    0.000    0.000    0.000 core.py:1455(normalize_chunks)\n",
-      "        4    0.000    0.000    0.000    0.000 dicttoolz.py:11(_get_factory)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:467(<listcomp>)\n",
-      "      100    0.000    0.000    0.000    0.000 {method 'item' of 'numpy.ndarray' objects}\n",
-      "        2    0.000    0.000    0.000    0.000 core.py:794(__init__)\n",
-      "        8    0.000    0.000    0.000    0.000 {built-in method builtins.all}\n",
-      "        8    0.000    0.000    0.000    0.000 slicing.py:197(<genexpr>)\n",
-      "        8    0.000    0.000    0.000    0.000 slicing.py:183(<genexpr>)\n",
-      "        5    0.000    0.000    0.000    0.000 core.py:1043(<genexpr>)\n",
-      "        7    0.000    0.000    0.000    0.000 {built-in method builtins.hasattr}\n",
-      "        5    0.000    0.000    0.000    0.000 slicing.py:125(<genexpr>)\n",
-      "        1    0.000    0.000    0.000    0.000 {method 'view' of 'numpy.ndarray' objects}\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:192(<listcomp>)\n",
-      "        3    0.000    0.000    0.000    0.000 {method 'hexdigest' of '_hashlib.HASH' objects}\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:606(replace_ellipsis)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:613(<listcomp>)\n",
-      "        1    0.000    0.000    0.000    0.000 {method 'ravel' of 'numpy.ndarray' objects}\n",
-      "        4    0.000    0.000    0.000    0.000 {method 'items' of 'dict' objects}\n",
-      "        2    0.000    0.000    0.000    0.000 {method 'encode' of 'str' objects}\n",
-      "        8    0.000    0.000    0.000    0.000 slicing.py:207(<genexpr>)\n",
-      "        2    0.000    0.000    0.000    0.000 core.py:826(_get_chunks)\n",
-      "        2    0.000    0.000    0.000    0.000 core.py:1452(<lambda>)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:149(<listcomp>)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:150(<listcomp>)\n",
-      "        1    0.000    0.000    0.000    0.000 functoolz.py:11(identity)\n",
-      "        4    0.000    0.000    0.000    0.000 {method 'pop' of 'dict' objects}\n",
-      "        1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}\n",
-      "        2    0.000    0.000    0.000    0.000 {method 'count' of 'tuple' objects}\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "# what's taking so long?\n",
-    "import cProfile\n",
-    "cProfile.run('gd[dim0_condition][:, dim1_indices]', sort='time')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         105406881 function calls (79072145 primitive calls) in 25.630 seconds\n",
-      "\n",
-      "   Ordered by: cumulative time\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "        1    0.000    0.000   25.630   25.630 {built-in method builtins.exec}\n",
-      "        1    0.107    0.107   25.630   25.630 <string>:1(<module>)\n",
-      "        2    0.102    0.051   25.523   12.761 core.py:1024(__getitem__)\n",
-      "        2    0.001    0.000   25.381   12.691 slicing.py:60(slice_array)\n",
-      "        2    0.049    0.024   24.214   12.107 slicing.py:142(slice_with_newaxes)\n",
-      "        2    0.000    0.000   24.147   12.073 slicing.py:170(slice_wrap_lists)\n",
-      "13167268/6    6.664    0.000    8.855    1.476 slicing.py:623(check_index)\n",
-      "13167270/2    4.354    0.000    8.466    4.233 slicing.py:540(posify_index)\n",
-      "        2    2.277    1.139    8.465    4.233 slicing.py:563(<listcomp>)\n",
-      "        2    0.000    0.000    6.826    3.413 slicing.py:487(take)\n",
-      "        2    0.111    0.056    6.331    3.165 slicing.py:441(take_sorted)\n",
-      "        2    4.628    2.314    5.704    2.852 slicing.py:398(partition_by_size)\n",
-      " 52669338    4.026    0.000    4.026    0.000 {built-in method builtins.isinstance}\n",
-      "    106/3    0.071    0.001    1.167    0.389 slicing.py:15(sanitize_index)\n",
-      "        1    0.943    0.943    0.943    0.943 slicing.py:44(<listcomp>)\n",
-      " 13182474    0.581    0.000    0.581    0.000 {built-in method builtins.len}\n",
-      " 13189168    0.497    0.000    0.497    0.000 {method 'append' of 'list' objects}\n",
-      "        2    0.495    0.248    0.495    0.248 slicing.py:420(issorted)\n",
-      "        2    0.281    0.141    0.281    0.141 slicing.py:479(<listcomp>)\n",
-      "        2    0.234    0.117    0.234    0.117 {built-in method builtins.sorted}\n",
-      "        1    0.152    0.152    0.152    0.152 {method 'tolist' of 'numpy.ndarray' objects}\n",
-      "        2    0.000    0.000    0.039    0.020 base.py:343(tokenize)\n",
-      "    106/4    0.000    0.000    0.039    0.010 utils.py:502(__call__)\n",
-      "        1    0.000    0.000    0.039    0.039 base.py:314(normalize_array)\n",
-      "        3    0.039    0.013    0.039    0.013 {built-in method _hashlib.openssl_md5}\n",
-      "     3364    0.003    0.000    0.019    0.000 slicing.py:156(<genexpr>)\n",
-      "     6726    0.012    0.000    0.016    0.000 slicing.py:567(insert_many)\n",
-      "    20178    0.003    0.000    0.003    0.000 {method 'pop' of 'list' objects}\n",
-      "        4    0.000    0.000    0.000    0.000 dicttoolz.py:19(merge)\n",
-      "        8    0.000    0.000    0.000    0.000 {method 'update' of 'dict' objects}\n",
-      "        4    0.000    0.000    0.000    0.000 functoolz.py:217(__call__)\n",
-      "        2    0.000    0.000    0.000    0.000 exceptions.py:15(merge)\n",
-      "      2/1    0.000    0.000    0.000    0.000 base.py:270(normalize_seq)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:162(<genexpr>)\n",
-      "      100    0.000    0.000    0.000    0.000 {built-in method builtins.repr}\n",
-      "        1    0.000    0.000    0.000    0.000 slicing.py:47(<listcomp>)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:464(<listcomp>)\n",
-      "      100    0.000    0.000    0.000    0.000 numeric.py:1835(array_str)\n",
-      "      100    0.000    0.000    0.000    0.000 arrayprint.py:340(array2string)\n",
-      "      108    0.000    0.000    0.000    0.000 abc.py:178(__instancecheck__)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:465(<listcomp>)\n",
-      "        8    0.000    0.000    0.000    0.000 {built-in method builtins.all}\n",
-      "        2    0.000    0.000    0.000    0.000 core.py:794(__init__)\n",
-      "      116    0.000    0.000    0.000    0.000 _weakrefset.py:70(__contains__)\n",
-      "        2    0.000    0.000    0.000    0.000 core.py:1455(normalize_chunks)\n",
-      "        6    0.000    0.000    0.000    0.000 {built-in method builtins.sum}\n",
-      "        8    0.000    0.000    0.000    0.000 slicing.py:183(<genexpr>)\n",
-      "      100    0.000    0.000    0.000    0.000 {method 'item' of 'numpy.ndarray' objects}\n",
-      "      100    0.000    0.000    0.000    0.000 inspect.py:441(getmro)\n",
-      "        2    0.000    0.000    0.000    0.000 {method 'encode' of 'str' objects}\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:606(replace_ellipsis)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:475(<listcomp>)\n",
-      "        5    0.000    0.000    0.000    0.000 slicing.py:125(<genexpr>)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:467(<listcomp>)\n",
-      "        3    0.000    0.000    0.000    0.000 {method 'hexdigest' of '_hashlib.HASH' objects}\n",
-      "        1    0.000    0.000    0.000    0.000 {method 'view' of 'numpy.ndarray' objects}\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:192(<listcomp>)\n",
-      "        4    0.000    0.000    0.000    0.000 dicttoolz.py:11(_get_factory)\n",
-      "        5    0.000    0.000    0.000    0.000 core.py:1043(<genexpr>)\n",
-      "        7    0.000    0.000    0.000    0.000 {built-in method builtins.hasattr}\n",
-      "        8    0.000    0.000    0.000    0.000 slicing.py:207(<genexpr>)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:613(<listcomp>)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:149(<listcomp>)\n",
-      "        1    0.000    0.000    0.000    0.000 {method 'ravel' of 'numpy.ndarray' objects}\n",
-      "        8    0.000    0.000    0.000    0.000 slicing.py:197(<genexpr>)\n",
-      "        2    0.000    0.000    0.000    0.000 core.py:826(_get_chunks)\n",
-      "        2    0.000    0.000    0.000    0.000 core.py:1452(<lambda>)\n",
-      "        4    0.000    0.000    0.000    0.000 {method 'pop' of 'dict' objects}\n",
-      "        4    0.000    0.000    0.000    0.000 {method 'items' of 'dict' objects}\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:150(<listcomp>)\n",
-      "        2    0.000    0.000    0.000    0.000 {method 'count' of 'tuple' objects}\n",
-      "        1    0.000    0.000    0.000    0.000 functoolz.py:11(identity)\n",
-      "        1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "cProfile.run('gd[dim0_condition][:, dim1_indices]', sort='cumtime')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Synthetic data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Array((20000000, 200, 2), int8, chunks=(10000, 100, 2), order=C)\n",
-       "  nbytes: 7.5G; nbytes_stored: 2.7G; ratio: 2.8; initialized: 4000/4000\n",
-       "  compressor: Blosc(cname='zstd', clevel=1, shuffle=2)\n",
-       "  store: dict"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# create a synthetic dataset for profiling\n",
-    "a = zarr.array(np.random.randint(-1, 4, size=(20000000, 200, 2), dtype='i1'),\n",
-    "               chunks=(10000, 100, 2), compressor=zarr.Blosc(cname='zstd', clevel=1, shuffle=2))\n",
-    "a"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "# create a synthetic selection for first axis\n",
-    "c = np.random.randint(0, 2, size=a.shape[0], dtype=bool)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "# create a synthetic selection for second axis\n",
-    "s = sorted(np.random.choice(a.shape[1], size=100, replace=False))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 208 ms, sys: 0 ns, total: 208 ms\n",
-      "Wall time: 206 ms\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "dask.array<array-5..., shape=(20000000, 200, 2), dtype=int8, chunksize=(10000, 200, 2)>"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%time d = da.from_array(a, chunks=(a.chunks[0], None, None))\n",
-    "d"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 12 s, sys: 200 ms, total: 12.2 s\n",
-      "Wall time: 12.2 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time ds = d[c][:, s]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         80095589 function calls (60091843 primitive calls) in 19.467 seconds\n",
-      "\n",
-      "   Ordered by: internal time\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "10001773/6    4.872    0.000    6.456    1.076 slicing.py:623(check_index)\n",
-      "        2    3.517    1.758    4.357    2.179 slicing.py:398(partition_by_size)\n",
-      "10001775/2    3.354    0.000    6.484    3.242 slicing.py:540(posify_index)\n",
-      " 40007358    2.965    0.000    2.965    0.000 {built-in method builtins.isinstance}\n",
-      "        2    1.749    0.875    6.484    3.242 slicing.py:563(<listcomp>)\n",
-      "        1    0.878    0.878    0.878    0.878 slicing.py:44(<listcomp>)\n",
-      " 10019804    0.451    0.000    0.451    0.000 {built-in method builtins.len}\n",
-      " 10027774    0.392    0.000    0.392    0.000 {method 'append' of 'list' objects}\n",
-      "        2    0.363    0.181    0.363    0.181 slicing.py:420(issorted)\n",
-      "        2    0.270    0.135    4.786    2.393 slicing.py:441(take_sorted)\n",
-      "        1    0.207    0.207    0.207    0.207 {method 'tolist' of 'numpy.ndarray' objects}\n",
-      "        2    0.158    0.079    0.158    0.079 {built-in method builtins.sorted}\n",
-      "        1    0.094    0.094   19.467   19.467 <string>:1(<module>)\n",
-      "        2    0.079    0.040   19.373    9.686 core.py:1024(__getitem__)\n",
-      "        2    0.035    0.017   18.147    9.074 slicing.py:142(slice_with_newaxes)\n",
-      "        3    0.033    0.011    0.033    0.011 {built-in method _hashlib.openssl_md5}\n",
-      "    106/3    0.028    0.000    1.112    0.371 slicing.py:15(sanitize_index)\n",
-      "     8002    0.015    0.000    0.020    0.000 slicing.py:567(insert_many)\n",
-      "     4002    0.004    0.000    0.023    0.000 slicing.py:156(<genexpr>)\n",
-      "    24006    0.003    0.000    0.003    0.000 {method 'pop' of 'list' objects}\n",
-      "        8    0.001    0.000    0.001    0.000 {method 'update' of 'dict' objects}\n",
-      "        2    0.001    0.000    0.001    0.000 slicing.py:479(<listcomp>)\n",
-      "        2    0.000    0.000   19.259    9.630 slicing.py:60(slice_array)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:162(<genexpr>)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:464(<listcomp>)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:465(<listcomp>)\n",
-      "    106/4    0.000    0.000    0.034    0.008 utils.py:502(__call__)\n",
-      "        2    0.000    0.000   18.089    9.044 slicing.py:170(slice_wrap_lists)\n",
-      "      100    0.000    0.000    0.000    0.000 arrayprint.py:340(array2string)\n",
-      "      100    0.000    0.000    0.000    0.000 {built-in method builtins.repr}\n",
-      "      108    0.000    0.000    0.000    0.000 abc.py:178(__instancecheck__)\n",
-      "        2    0.000    0.000    5.149    2.574 slicing.py:487(take)\n",
-      "        2    0.000    0.000    0.034    0.017 base.py:343(tokenize)\n",
-      "        1    0.000    0.000    0.033    0.033 base.py:314(normalize_array)\n",
-      "      116    0.000    0.000    0.000    0.000 _weakrefset.py:70(__contains__)\n",
-      "      2/1    0.000    0.000    0.000    0.000 base.py:270(normalize_seq)\n",
-      "        6    0.000    0.000    0.000    0.000 {built-in method builtins.sum}\n",
-      "      100    0.000    0.000    0.000    0.000 numeric.py:1835(array_str)\n",
-      "        1    0.000    0.000    0.000    0.000 slicing.py:47(<listcomp>)\n",
-      "        1    0.000    0.000   19.467   19.467 {built-in method builtins.exec}\n",
-      "      100    0.000    0.000    0.000    0.000 inspect.py:441(getmro)\n",
-      "        8    0.000    0.000    0.000    0.000 {built-in method builtins.all}\n",
-      "        4    0.000    0.000    0.001    0.000 dicttoolz.py:19(merge)\n",
-      "        2    0.000    0.000    0.000    0.000 core.py:1455(normalize_chunks)\n",
-      "      100    0.000    0.000    0.000    0.000 {method 'item' of 'numpy.ndarray' objects}\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:475(<listcomp>)\n",
-      "        2    0.000    0.000    0.000    0.000 core.py:794(__init__)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:467(<listcomp>)\n",
-      "        3    0.000    0.000    0.000    0.000 {method 'hexdigest' of '_hashlib.HASH' objects}\n",
-      "        2    0.000    0.000    0.001    0.000 exceptions.py:15(merge)\n",
-      "        7    0.000    0.000    0.000    0.000 {built-in method builtins.hasattr}\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:606(replace_ellipsis)\n",
-      "        4    0.000    0.000    0.001    0.000 functoolz.py:217(__call__)\n",
-      "        8    0.000    0.000    0.000    0.000 slicing.py:183(<genexpr>)\n",
-      "        4    0.000    0.000    0.000    0.000 dicttoolz.py:11(_get_factory)\n",
-      "        5    0.000    0.000    0.000    0.000 core.py:1043(<genexpr>)\n",
-      "        2    0.000    0.000    0.000    0.000 {method 'encode' of 'str' objects}\n",
-      "        1    0.000    0.000    0.000    0.000 {method 'view' of 'numpy.ndarray' objects}\n",
-      "        8    0.000    0.000    0.000    0.000 slicing.py:197(<genexpr>)\n",
-      "        5    0.000    0.000    0.000    0.000 slicing.py:125(<genexpr>)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:192(<listcomp>)\n",
-      "        8    0.000    0.000    0.000    0.000 slicing.py:207(<genexpr>)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:613(<listcomp>)\n",
-      "        2    0.000    0.000    0.000    0.000 {method 'count' of 'tuple' objects}\n",
-      "        1    0.000    0.000    0.000    0.000 {method 'ravel' of 'numpy.ndarray' objects}\n",
-      "        1    0.000    0.000    0.000    0.000 functoolz.py:11(identity)\n",
-      "        4    0.000    0.000    0.000    0.000 {method 'pop' of 'dict' objects}\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:150(<listcomp>)\n",
-      "        2    0.000    0.000    0.000    0.000 core.py:826(_get_chunks)\n",
-      "        2    0.000    0.000    0.000    0.000 core.py:1452(<lambda>)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:149(<listcomp>)\n",
-      "        1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}\n",
-      "        4    0.000    0.000    0.000    0.000 {method 'items' of 'dict' objects}\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "cProfile.run('d[c][:, s]', sort='time')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 452 ms, sys: 8 ms, total: 460 ms\n",
-      "Wall time: 148 ms\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "array([[[ 2, -1],\n",
-       "        [ 2,  3],\n",
-       "        [ 3,  0],\n",
-       "        ..., \n",
-       "        [ 1,  3],\n",
-       "        [-1, -1],\n",
-       "        [ 1,  1]],\n",
-       "\n",
-       "       [[ 1, -1],\n",
-       "        [ 2,  2],\n",
-       "        [-1,  2],\n",
-       "        ..., \n",
-       "        [ 2, -1],\n",
-       "        [ 1,  3],\n",
-       "        [-1, -1]],\n",
-       "\n",
-       "       [[ 1, -1],\n",
-       "        [ 2,  0],\n",
-       "        [ 0,  3],\n",
-       "        ..., \n",
-       "        [ 2,  2],\n",
-       "        [ 3,  2],\n",
-       "        [ 0,  2]],\n",
-       "\n",
-       "       ..., \n",
-       "       [[ 1,  2],\n",
-       "        [ 3, -1],\n",
-       "        [ 2,  1],\n",
-       "        ..., \n",
-       "        [ 1,  2],\n",
-       "        [ 1,  0],\n",
-       "        [ 2,  0]],\n",
-       "\n",
-       "       [[ 1,  2],\n",
-       "        [ 1,  0],\n",
-       "        [ 2,  3],\n",
-       "        ..., \n",
-       "        [-1,  2],\n",
-       "        [ 3,  3],\n",
-       "        [ 1, -1]],\n",
-       "\n",
-       "       [[-1,  3],\n",
-       "        [ 2,  2],\n",
-       "        [ 1,  1],\n",
-       "        ..., \n",
-       "        [ 3,  3],\n",
-       "        [ 0,  0],\n",
-       "        [ 0,  2]]], dtype=int8)"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%time ds[1000000:1100000].compute(optimize_graph=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         80055494 function calls (60052157 primitive calls) in 19.425 seconds\n",
-      "\n",
-      "   Ordered by: internal time\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "10001670/3    5.032    0.000    6.671    2.224 slicing.py:623(check_index)\n",
-      "        1    3.459    3.459    4.272    4.272 slicing.py:398(partition_by_size)\n",
-      "10001671/1    3.287    0.000    6.378    6.378 slicing.py:540(posify_index)\n",
-      " 40006704    2.999    0.000    2.999    0.000 {built-in method builtins.isinstance}\n",
-      "        1    1.731    1.731    6.378    6.378 slicing.py:563(<listcomp>)\n",
-      "        1    0.849    0.849    0.849    0.849 slicing.py:44(<listcomp>)\n",
-      " 10011685    0.433    0.000    0.433    0.000 {built-in method builtins.len}\n",
-      " 10015670    0.381    0.000    0.381    0.000 {method 'append' of 'list' objects}\n",
-      "        1    0.355    0.355    0.355    0.355 slicing.py:420(issorted)\n",
-      "        1    0.196    0.196    0.196    0.196 {method 'tolist' of 'numpy.ndarray' objects}\n",
-      "        1    0.193    0.193    0.193    0.193 slicing.py:479(<listcomp>)\n",
-      "        1    0.157    0.157    0.157    0.157 {built-in method builtins.sorted}\n",
-      "        1    0.085    0.085    4.707    4.707 slicing.py:441(take_sorted)\n",
-      "        1    0.085    0.085   19.425   19.425 <string>:1(<module>)\n",
-      "        1    0.079    0.079   19.341   19.341 core.py:1024(__getitem__)\n",
-      "        1    0.034    0.034   18.157   18.157 slicing.py:142(slice_with_newaxes)\n",
-      "        2    0.033    0.017    0.033    0.017 {built-in method _hashlib.openssl_md5}\n",
-      "        1    0.026    0.026    1.071    1.071 slicing.py:15(sanitize_index)\n",
-      "     4001    0.007    0.000    0.009    0.000 slicing.py:567(insert_many)\n",
-      "     2001    0.002    0.000    0.011    0.000 slicing.py:156(<genexpr>)\n",
-      "    12003    0.001    0.000    0.001    0.000 {method 'pop' of 'list' objects}\n",
-      "        4    0.000    0.000    0.000    0.000 {method 'update' of 'dict' objects}\n",
-      "        1    0.000    0.000   19.228   19.228 slicing.py:60(slice_array)\n",
-      "        1    0.000    0.000    0.000    0.000 slicing.py:464(<listcomp>)\n",
-      "        1    0.000    0.000    0.000    0.000 slicing.py:162(<genexpr>)\n",
-      "        1    0.000    0.000    0.033    0.033 base.py:314(normalize_array)\n",
-      "        1    0.000    0.000   18.111   18.111 slicing.py:170(slice_wrap_lists)\n",
-      "        1    0.000    0.000    0.000    0.000 slicing.py:465(<listcomp>)\n",
-      "        1    0.000    0.000    5.062    5.062 slicing.py:487(take)\n",
-      "        1    0.000    0.000    0.033    0.033 base.py:343(tokenize)\n",
-      "        1    0.000    0.000   19.425   19.425 {built-in method builtins.exec}\n",
-      "        2    0.000    0.000    0.000    0.000 functoolz.py:217(__call__)\n",
-      "        3    0.000    0.000    0.000    0.000 {built-in method builtins.sum}\n",
-      "        2    0.000    0.000    0.000    0.000 abc.py:178(__instancecheck__)\n",
-      "        1    0.000    0.000    0.000    0.000 core.py:1455(normalize_chunks)\n",
-      "        2    0.000    0.000    0.000    0.000 dicttoolz.py:19(merge)\n",
-      "        4    0.000    0.000    0.000    0.000 _weakrefset.py:70(__contains__)\n",
-      "        2    0.000    0.000    0.000    0.000 dicttoolz.py:11(_get_factory)\n",
-      "        1    0.000    0.000    0.000    0.000 exceptions.py:15(merge)\n",
-      "        1    0.000    0.000    0.000    0.000 core.py:794(__init__)\n",
-      "        4    0.000    0.000    0.000    0.000 {built-in method builtins.all}\n",
-      "        1    0.000    0.000    0.000    0.000 slicing.py:467(<listcomp>)\n",
-      "        1    0.000    0.000    0.000    0.000 {method 'view' of 'numpy.ndarray' objects}\n",
-      "        4    0.000    0.000    0.000    0.000 slicing.py:183(<genexpr>)\n",
-      "        2    0.000    0.000    0.000    0.000 {method 'hexdigest' of '_hashlib.HASH' objects}\n",
-      "        1    0.000    0.000    0.000    0.000 slicing.py:606(replace_ellipsis)\n",
-      "        1    0.000    0.000    0.000    0.000 slicing.py:192(<listcomp>)\n",
-      "        4    0.000    0.000    0.000    0.000 slicing.py:207(<genexpr>)\n",
-      "        1    0.000    0.000    0.000    0.000 slicing.py:475(<listcomp>)\n",
-      "        2    0.000    0.000    0.033    0.017 utils.py:502(__call__)\n",
-      "        2    0.000    0.000    0.000    0.000 slicing.py:125(<genexpr>)\n",
-      "        2    0.000    0.000    0.000    0.000 core.py:1043(<genexpr>)\n",
-      "        4    0.000    0.000    0.000    0.000 slicing.py:197(<genexpr>)\n",
-      "        1    0.000    0.000    0.000    0.000 core.py:826(_get_chunks)\n",
-      "        2    0.000    0.000    0.000    0.000 {built-in method builtins.hasattr}\n",
-      "        1    0.000    0.000    0.000    0.000 {method 'ravel' of 'numpy.ndarray' objects}\n",
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-      "        1    0.000    0.000    0.000    0.000 {method 'encode' of 'str' objects}\n",
-      "        1    0.000    0.000    0.000    0.000 slicing.py:613(<listcomp>)\n",
-      "        1    0.000    0.000    0.000    0.000 core.py:1452(<lambda>)\n",
-      "        1    0.000    0.000    0.000    0.000 slicing.py:149(<listcomp>)\n",
-      "        2    0.000    0.000    0.000    0.000 {method 'pop' of 'dict' objects}\n",
-      "        2    0.000    0.000    0.000    0.000 {method 'items' of 'dict' objects}\n",
-      "        1    0.000    0.000    0.000    0.000 slicing.py:150(<listcomp>)\n",
-      "        1    0.000    0.000    0.000    0.000 {method 'count' of 'tuple' objects}\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "# problem is in fact just the dim0 selection\n",
-    "cProfile.run('d[c]', sort='time')"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.5.2"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 1
-}
diff --git a/notebooks/dask_copy.ipynb b/notebooks/dask_copy.ipynb
deleted file mode 100644
index ba4391737a..0000000000
--- a/notebooks/dask_copy.ipynb
+++ /dev/null
@@ -1,1518 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Profile array copy via dask threaded scheduler"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "This notebook profiles a very simple array copy operation, using synthetic data."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "zarr 1.0.1.dev18+dirty\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    <div class=\"bk-root\">\n",
-       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
-       "        <span id=\"d4821cb3-378c-411d-a941-d0708c0c532b\">Loading BokehJS ...</span>\n",
-       "    </div>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/javascript": [
-       "\n",
-       "(function(global) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
-       "  }\n",
-       "\n",
-       "  if (typeof (window._bokeh_onload_callbacks) === \"undefined\") {\n",
-       "    window._bokeh_onload_callbacks = [];\n",
-       "  }\n",
-       "\n",
-       "  function run_callbacks() {\n",
-       "    window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
-       "    delete window._bokeh_onload_callbacks\n",
-       "    console.info(\"Bokeh: all callbacks have finished\");\n",
-       "  }\n",
-       "\n",
-       "  function load_libs(js_urls, callback) {\n",
-       "    window._bokeh_onload_callbacks.push(callback);\n",
-       "    if (window._bokeh_is_loading > 0) {\n",
-       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
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-       "    }\n",
-       "    if (js_urls == null || js_urls.length === 0) {\n",
-       "      run_callbacks();\n",
-       "      return null;\n",
-       "    }\n",
-       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "    window._bokeh_is_loading = js_urls.length;\n",
-       "    for (var i = 0; i < js_urls.length; i++) {\n",
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-       "      s.src = url;\n",
-       "      s.async = false;\n",
-       "      s.onreadystatechange = s.onload = function() {\n",
-       "        window._bokeh_is_loading--;\n",
-       "        if (window._bokeh_is_loading === 0) {\n",
-       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
-       "          run_callbacks()\n",
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-       "      };\n",
-       "      s.onerror = function() {\n",
-       "        console.warn(\"failed to load library \" + url);\n",
-       "      };\n",
-       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
-       "    }\n",
-       "  };\n",
-       "\n",
-       "  var js_urls = ['https://cdn.pydata.org/bokeh/release/bokeh-0.12.0.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.0.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-compiler-0.12.0.min.js'];\n",
-       "\n",
-       "  var inline_js = [\n",
-       "    function(Bokeh) {\n",
-       "      Bokeh.set_log_level(\"info\");\n",
-       "    },\n",
-       "    \n",
-       "    function(Bokeh) {\n",
-       "      Bokeh.$(\"#d4821cb3-378c-411d-a941-d0708c0c532b\").text(\"BokehJS successfully loaded\");\n",
-       "    },\n",
-       "    function(Bokeh) {\n",
-       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.0.min.css\");\n",
-       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.0.min.css\");\n",
-       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.0.min.css\");\n",
-       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.0.min.css\");\n",
-       "    }\n",
-       "  ];\n",
-       "\n",
-       "  function run_inline_js() {\n",
-       "    for (var i = 0; i < inline_js.length; i++) {\n",
-       "      inline_js[i](window.Bokeh);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  if (window._bokeh_is_loading === 0) {\n",
-       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "    run_inline_js();\n",
-       "  } else {\n",
-       "    load_libs(js_urls, function() {\n",
-       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "      run_inline_js();\n",
-       "    });\n",
-       "  }\n",
-       "}(this));"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import sys\n",
-    "sys.path.insert(0, '..')\n",
-    "import zarr\n",
-    "print('zarr', zarr.__version__)\n",
-    "from zarr import blosc\n",
-    "import numpy as np\n",
-    "import h5py\n",
-    "import bcolz\n",
-    "# don't let bcolz use multiple threads internally, we want to \n",
-    "# see whether dask can make good use of multiple CPUs\n",
-    "bcolz.set_nthreads(1)\n",
-    "import multiprocessing\n",
-    "import dask\n",
-    "import dask.array as da\n",
-    "from dask.diagnostics import Profiler, ResourceProfiler, CacheProfiler\n",
-    "from dask.diagnostics.profile_visualize import visualize\n",
-    "from cachey import nbytes\n",
-    "import bokeh\n",
-    "from bokeh.io import output_notebook\n",
-    "output_notebook()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "import tempfile\n",
-    "import operator\n",
-    "from functools import reduce\n",
-    "from zarr.util import human_readable_size\n",
-    "\n",
-    "\n",
-    "def h5fmem(**kwargs):\n",
-    "    \"\"\"Convenience function to create an in-memory HDF5 file.\"\"\"\n",
-    "\n",
-    "    # need a file name even tho nothing is ever written\n",
-    "    fn = tempfile.mktemp()\n",
-    "\n",
-    "    # file creation args\n",
-    "    kwargs['mode'] = 'w'\n",
-    "    kwargs['driver'] = 'core'\n",
-    "    kwargs['backing_store'] = False\n",
-    "\n",
-    "    # open HDF5 file\n",
-    "    h5f = h5py.File(fn, **kwargs)\n",
-    "\n",
-    "    return h5f\n",
-    "\n",
-    "\n",
-    "def h5d_diagnostics(d):\n",
-    "    \"\"\"Print some diagnostics on an HDF5 dataset.\"\"\"\n",
-    "    \n",
-    "    print(d)\n",
-    "    nbytes = reduce(operator.mul, d.shape) * d.dtype.itemsize\n",
-    "    cbytes = d._id.get_storage_size()\n",
-    "    if cbytes > 0:\n",
-    "        ratio = nbytes / cbytes\n",
-    "    else:\n",
-    "        ratio = np.inf\n",
-    "    r = '  compression: %s' % d.compression\n",
-    "    r += '; compression_opts: %s' % d.compression_opts\n",
-    "    r += '; shuffle: %s' % d.shuffle\n",
-    "    r += '\\n  nbytes: %s' % human_readable_size(nbytes)\n",
-    "    r += '; nbytes_stored: %s' % human_readable_size(cbytes)\n",
-    "    r += '; ratio: %.1f' % ratio\n",
-    "    r += '; chunks: %s' % str(d.chunks)\n",
-    "    print(r)\n",
-    " "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "def profile_dask_copy(src, dst, chunks, num_workers=multiprocessing.cpu_count(), dt=0.1, lock=True):\n",
-    "    dsrc = da.from_array(src, chunks=chunks)\n",
-    "    with Profiler() as prof, ResourceProfiler(dt=dt) as rprof:\n",
-    "        da.store(dsrc, dst, num_workers=num_workers, lock=lock)\n",
-    "    visualize([prof, rprof], min_border_top=60, min_border_bottom=60)\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## NumPy arrays"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([1314, 2727, 2905, ..., 1958, 1325, 1971], dtype=uint16)"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# a1 = np.arange(400000000, dtype='i4')\n",
-    "a1 = np.random.normal(2000, 1000, size=200000000).astype('u2')\n",
-    "a1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'381.5M'"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "human_readable_size(a1.nbytes)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "a2 = np.empty_like(a1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "chunks = 2**20,  # 4M"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 56 ms, sys: 36 ms, total: 92 ms\n",
-      "Wall time: 91.7 ms\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time a2[:] = a1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "\n",
-       "    <div class=\"bk-root\">\n",
-       "        <div class=\"plotdiv\" id=\"a97c4377-a1b6-4f42-b977-cae8216bc234\"></div>\n",
-       "    </div>\n",
-       "<script type=\"text/javascript\">\n",
-       "  \n",
-       "  (function(global) {\n",
-       "    function now() {\n",
-       "      return new Date();\n",
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-       "  \n",
-       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\") {\n",
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-       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
-       "      delete window._bokeh_onload_callbacks\n",
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-       "  \n",
-       "    function load_libs(js_urls, callback) {\n",
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-       "        Bokeh.$(function() {\n",
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-   "source": [
-    "profile_dask_copy(a1, a2, chunks, lock=True, dt=.01)"
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-       "            \n",
-       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
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-       "  \n",
-       "    function run_inline_js() {\n",
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-       "        inline_js[i](window.Bokeh);\n",
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-       "    }\n",
-       "  \n",
-       "    if (window._bokeh_is_loading === 0) {\n",
-       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "      run_inline_js();\n",
-       "    } else {\n",
-       "      load_libs(js_urls, function() {\n",
-       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "        run_inline_js();\n",
-       "      });\n",
-       "    }\n",
-       "  }(this));\n",
-       "</script>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "profile_dask_copy(a1, a2, chunks, lock=False, dt=.01)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Zarr arrays (in-memory)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "zarr.core.Array((200000000,), uint16, chunks=(1048576,), order=C)\n",
-       "  compression: blosc; compression_opts: {'clevel': 1, 'cname': 'lz4', 'shuffle': 2}\n",
-       "  nbytes: 381.5M; nbytes_stored: 318.2M; ratio: 1.2; initialized: 191/191\n",
-       "  store: builtins.dict"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "z1 = zarr.array(a1, chunks=chunks, compression='blosc', \n",
-    "                compression_opts=dict(cname='lz4', clevel=1, shuffle=2))\n",
-    "z1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "zarr.core.Array((200000000,), uint16, chunks=(1048576,), order=C)\n",
-       "  compression: blosc; compression_opts: {'clevel': 1, 'cname': 'lz4', 'shuffle': 2}\n",
-       "  nbytes: 381.5M; nbytes_stored: 294; ratio: 1360544.2; initialized: 0/191\n",
-       "  store: builtins.dict"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "z2 = zarr.empty_like(z1)\n",
-    "z2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "\n",
-       "    <div class=\"bk-root\">\n",
-       "        <div class=\"plotdiv\" id=\"d94221f3-a813-4dff-93c0-9cd54781ed8d\"></div>\n",
-       "    </div>\n",
-       "<script type=\"text/javascript\">\n",
-       "  \n",
-       "  (function(global) {\n",
-       "    function now() {\n",
-       "      return new Date();\n",
-       "    }\n",
-       "  \n",
-       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\") {\n",
-       "      window._bokeh_onload_callbacks = [];\n",
-       "    }\n",
-       "  \n",
-       "    function run_callbacks() {\n",
-       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
-       "      delete window._bokeh_onload_callbacks\n",
-       "      console.info(\"Bokeh: all callbacks have finished\");\n",
-       "    }\n",
-       "  \n",
-       "    function load_libs(js_urls, callback) {\n",
-       "      window._bokeh_onload_callbacks.push(callback);\n",
-       "      if (window._bokeh_is_loading > 0) {\n",
-       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
-       "        return null;\n",
-       "      }\n",
-       "      if (js_urls == null || js_urls.length === 0) {\n",
-       "        run_callbacks();\n",
-       "        return null;\n",
-       "      }\n",
-       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "      window._bokeh_is_loading = js_urls.length;\n",
-       "      for (var i = 0; i < js_urls.length; i++) {\n",
-       "        var url = js_urls[i];\n",
-       "        var s = document.createElement('script');\n",
-       "        s.src = url;\n",
-       "        s.async = false;\n",
-       "        s.onreadystatechange = s.onload = function() {\n",
-       "          window._bokeh_is_loading--;\n",
-       "          if (window._bokeh_is_loading === 0) {\n",
-       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
-       "            run_callbacks()\n",
-       "          }\n",
-       "        };\n",
-       "        s.onerror = function() {\n",
-       "          console.warn(\"failed to load library \" + url);\n",
-       "        };\n",
-       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
-       "      }\n",
-       "    };var element = document.getElementById(\"d94221f3-a813-4dff-93c0-9cd54781ed8d\");\n",
-       "    if (element == null) {\n",
-       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'd94221f3-a813-4dff-93c0-9cd54781ed8d' but no matching script tag was found. \")\n",
-       "      return false;\n",
-       "    }\n",
-       "  \n",
-       "    var js_urls = [];\n",
-       "  \n",
-       "    var inline_js = [\n",
-       "      function(Bokeh) {\n",
-       "        Bokeh.$(function() {\n",
-       "            var docs_json = 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-       "    if (window._bokeh_is_loading === 0) {\n",
-       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
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-     "output_type": "display_data"
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-   ],
-   "source": [
-    "profile_dask_copy(z1, z2, chunks, lock=True, dt=.02)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {
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-   },
-   "outputs": [
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-       "            var render_items = [{\"docid\":\"9f21a704-bd20-47a0-8f00-8f38a94bec09\",\"elementid\":\"a9c9a05c-215a-4efe-a15d-6b2d09d8cbf2\",\"modelid\":\"d04f7a41-3bcb-458c-a7ec-31d20d5ea482\",\"notebook_comms_target\":\"509d435b-4e19-4503-9c78-592125384bd3\"}];\n",
-       "            \n",
-       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
-       "        });\n",
-       "      },\n",
-       "      function(Bokeh) {\n",
-       "      }\n",
-       "    ];\n",
-       "  \n",
-       "    function run_inline_js() {\n",
-       "      for (var i = 0; i < inline_js.length; i++) {\n",
-       "        inline_js[i](window.Bokeh);\n",
-       "      }\n",
-       "    }\n",
-       "  \n",
-       "    if (window._bokeh_is_loading === 0) {\n",
-       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "      run_inline_js();\n",
-       "    } else {\n",
-       "      load_libs(js_urls, function() {\n",
-       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "        run_inline_js();\n",
-       "      });\n",
-       "    }\n",
-       "  }(this));\n",
-       "</script>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "profile_dask_copy(z1, z2, chunks, lock=False, dt=0.02)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "3 loops, best of 5: 251 ms per loop\n"
-     ]
-    }
-   ],
-   "source": [
-    "# for comparison, using blosc internal threads\n",
-    "%timeit -n3 -r5 z2[:] = z1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      " "
-     ]
-    }
-   ],
-   "source": [
-    "%prun z2[:] = z1"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Without the dask lock, we get better CPU utilisation. "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## HDF5 datasets (in-memory)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<HDF5 file \"tmp0kuotgrr\" (mode r+)>"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "h5f = h5fmem()\n",
-    "h5f"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<HDF5 dataset \"h1\": shape (200000000,), type \"<u2\">\n",
-      "  compression: lzf; compression_opts: None; shuffle: True\n",
-      "  nbytes: 381.5M; nbytes_stored: 357.4M; ratio: 1.1; chunks: (1048576,)\n"
-     ]
-    }
-   ],
-   "source": [
-    "h1 = h5f.create_dataset('h1', data=a1, chunks=chunks, compression='lzf', shuffle=True)\n",
-    "h5d_diagnostics(h1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<HDF5 dataset \"h2\": shape (200000000,), type \"<f4\">\n",
-      "  compression: lzf; compression_opts: None; shuffle: True\n",
-      "  nbytes: 762.9M; nbytes_stored: 0; ratio: inf; chunks: (1048576,)\n"
-     ]
-    }
-   ],
-   "source": [
-    "h2 = h5f.create_dataset('h2', shape=h1.shape, chunks=h1.chunks, \n",
-    "                        compression=h1.compression, compression_opts=h1.compression_opts, \n",
-    "                        shuffle=h1.shuffle)\n",
-    "h5d_diagnostics(h2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "\n",
-       "    <div class=\"bk-root\">\n",
-       "        <div class=\"plotdiv\" id=\"bc0adf27-f6b4-49fe-ad2e-a7169a21d18b\"></div>\n",
-       "    </div>\n",
-       "<script type=\"text/javascript\">\n",
-       "  \n",
-       "  (function(global) {\n",
-       "    function now() {\n",
-       "      return new Date();\n",
-       "    }\n",
-       "  \n",
-       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\") {\n",
-       "      window._bokeh_onload_callbacks = [];\n",
-       "    }\n",
-       "  \n",
-       "    function run_callbacks() {\n",
-       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
-       "      delete window._bokeh_onload_callbacks\n",
-       "      console.info(\"Bokeh: all callbacks have finished\");\n",
-       "    }\n",
-       "  \n",
-       "    function load_libs(js_urls, callback) {\n",
-       "      window._bokeh_onload_callbacks.push(callback);\n",
-       "      if (window._bokeh_is_loading > 0) {\n",
-       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
-       "        return null;\n",
-       "      }\n",
-       "      if (js_urls == null || js_urls.length === 0) {\n",
-       "        run_callbacks();\n",
-       "        return null;\n",
-       "      }\n",
-       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "      window._bokeh_is_loading = js_urls.length;\n",
-       "      for (var i = 0; i < js_urls.length; i++) {\n",
-       "        var url = js_urls[i];\n",
-       "        var s = document.createElement('script');\n",
-       "        s.src = url;\n",
-       "        s.async = false;\n",
-       "        s.onreadystatechange = s.onload = function() {\n",
-       "          window._bokeh_is_loading--;\n",
-       "          if (window._bokeh_is_loading === 0) {\n",
-       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
-       "            run_callbacks()\n",
-       "          }\n",
-       "        };\n",
-       "        s.onerror = function() {\n",
-       "          console.warn(\"failed to load library \" + url);\n",
-       "        };\n",
-       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
-       "      }\n",
-       "    };var element = document.getElementById(\"bc0adf27-f6b4-49fe-ad2e-a7169a21d18b\");\n",
-       "    if (element == null) {\n",
-       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'bc0adf27-f6b4-49fe-ad2e-a7169a21d18b' but no matching script tag was found. \")\n",
-       "      return false;\n",
-       "    }\n",
-       "  \n",
-       "    var js_urls = [];\n",
-       "  \n",
-       "    var inline_js = [\n",
-       "      function(Bokeh) {\n",
-       "        Bokeh.$(function() {\n",
-       "            var docs_json = 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-       "      for (var i = 0; i < inline_js.length; i++) {\n",
-       "        inline_js[i](window.Bokeh);\n",
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-       "  \n",
-       "    if (window._bokeh_is_loading === 0) {\n",
-       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
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-       "      load_libs(js_urls, function() {\n",
-       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
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-     },
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-     "output_type": "display_data"
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-   ],
-   "source": [
-    "profile_dask_copy(h1, h2, chunks, lock=True, dt=0.1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {
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-   },
-   "outputs": [
-    {
-     "data": {
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-       "\n",
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-       "  \n",
-       "    function load_libs(js_urls, callback) {\n",
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-       "  \n",
-       "    var js_urls = [];\n",
-       "  \n",
-       "    var inline_js = [\n",
-       "      function(Bokeh) {\n",
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-       "            var render_items = [{\"docid\":\"62da5968-9331-414d-a03f-85b285b19e08\",\"elementid\":\"3e161637-29f3-4f30-a847-573c74e271e0\",\"modelid\":\"69854300-2e57-4837-9c7e-af95d3bc3d57\",\"notebook_comms_target\":\"f3abb9ed-60c0-4d6e-813c-8639f624678f\"}];\n",
-       "            \n",
-       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
-       "        });\n",
-       "      },\n",
-       "      function(Bokeh) {\n",
-       "      }\n",
-       "    ];\n",
-       "  \n",
-       "    function run_inline_js() {\n",
-       "      for (var i = 0; i < inline_js.length; i++) {\n",
-       "        inline_js[i](window.Bokeh);\n",
-       "      }\n",
-       "    }\n",
-       "  \n",
-       "    if (window._bokeh_is_loading === 0) {\n",
-       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "      run_inline_js();\n",
-       "    } else {\n",
-       "      load_libs(js_urls, function() {\n",
-       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "        run_inline_js();\n",
-       "      });\n",
-       "    }\n",
-       "  }(this));\n",
-       "</script>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "profile_dask_copy(h1, h2, chunks, lock=False, dt=0.1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Bcolz carrays (in-memory)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "carray((200000000,), uint16)\n",
-       "  nbytes := 381.47 MB; cbytes := 318.98 MB; ratio: 1.20\n",
-       "  cparams := cparams(clevel=1, shuffle=2, cname='lz4', quantize=0)\n",
-       "  chunklen := 1048576; chunksize: 2097152; blocksize: 16384\n",
-       "[1314 2727 2905 ..., 1958 1325 1971]"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "c1 = bcolz.carray(a1, chunklen=chunks[0],\n",
-    "                  cparams=bcolz.cparams(cname='lz4', clevel=1, shuffle=2))\n",
-    "c1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "carray((200000000,), uint16)\n",
-       "  nbytes := 381.47 MB; cbytes := 2.00 MB; ratio: 190.73\n",
-       "  cparams := cparams(clevel=1, shuffle=2, cname='lz4', quantize=0)\n",
-       "  chunklen := 1048576; chunksize: 2097152; blocksize: 4096\n",
-       "[0 0 0 ..., 0 0 0]"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "c2 = bcolz.zeros(a1.shape, chunklen=chunks[0], dtype=a1.dtype, \n",
-    "                 cparams=bcolz.cparams(cname='lz4', clevel=1, shuffle=2))\n",
-    "c2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "    </div>\n",
-       "<script type=\"text/javascript\">\n",
-       "  \n",
-       "  (function(global) {\n",
-       "    function now() {\n",
-       "      return new Date();\n",
-       "    }\n",
-       "  \n",
-       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\") {\n",
-       "      window._bokeh_onload_callbacks = [];\n",
-       "    }\n",
-       "  \n",
-       "    function run_callbacks() {\n",
-       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
-       "      delete window._bokeh_onload_callbacks\n",
-       "      console.info(\"Bokeh: all callbacks have finished\");\n",
-       "    }\n",
-       "  \n",
-       "    function load_libs(js_urls, callback) {\n",
-       "      window._bokeh_onload_callbacks.push(callback);\n",
-       "      if (window._bokeh_is_loading > 0) {\n",
-       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
-       "        return null;\n",
-       "      }\n",
-       "      if (js_urls == null || js_urls.length === 0) {\n",
-       "        run_callbacks();\n",
-       "        return null;\n",
-       "      }\n",
-       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "      window._bokeh_is_loading = js_urls.length;\n",
-       "      for (var i = 0; i < js_urls.length; i++) {\n",
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-       "        var s = document.createElement('script');\n",
-       "        s.src = url;\n",
-       "        s.async = false;\n",
-       "        s.onreadystatechange = s.onload = function() {\n",
-       "          window._bokeh_is_loading--;\n",
-       "          if (window._bokeh_is_loading === 0) {\n",
-       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
-       "            run_callbacks()\n",
-       "          }\n",
-       "        };\n",
-       "        s.onerror = function() {\n",
-       "          console.warn(\"failed to load library \" + url);\n",
-       "        };\n",
-       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
-       "      }\n",
-       "    };var element = document.getElementById(\"6b775ffb-6b30-47f9-a2ce-02b5277899b6\");\n",
-       "    if (element == null) {\n",
-       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '6b775ffb-6b30-47f9-a2ce-02b5277899b6' but no matching script tag was found. \")\n",
-       "      return false;\n",
-       "    }\n",
-       "  \n",
-       "    var js_urls = [];\n",
-       "  \n",
-       "    var inline_js = [\n",
-       "      function(Bokeh) {\n",
-       "        Bokeh.$(function() {\n",
-       "            var docs_json = 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-       "  \n",
-       "    if (window._bokeh_is_loading === 0) {\n",
-       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "      run_inline_js();\n",
-       "    } else {\n",
-       "      load_libs(js_urls, function() {\n",
-       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "        run_inline_js();\n",
-       "      });\n",
-       "    }\n",
-       "  }(this));\n",
-       "</script>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# not sure it's safe to use bcolz without a lock, but what the heck...\n",
-    "profile_dask_copy(c1, c2, chunks, lock=False, dt=0.05)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "3 loops, best of 5: 649 ms per loop\n"
-     ]
-    }
-   ],
-   "source": [
-    "# for comparison\n",
-    "%timeit -n3 -r5 c2[:] = c1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "3 loops, best of 5: 557 ms per loop\n"
-     ]
-    }
-   ],
-   "source": [
-    "# for comparison\n",
-    "%timeit -n3 -r5 c1.copy()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.5.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/notebooks/dask_count_alleles.ipynb b/notebooks/dask_count_alleles.ipynb
deleted file mode 100644
index 8b9b7cec6e..0000000000
--- a/notebooks/dask_count_alleles.ipynb
+++ /dev/null
@@ -1,648 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Profile allele count from genotype data via dask.array"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "zarr 1.0.1.dev18+dirty\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    <div class=\"bk-root\">\n",
-       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
-       "        <span id=\"b153ad5f-436a-4afb-945c-87790add89c8\">Loading BokehJS ...</span>\n",
-       "    </div>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/javascript": [
-       "\n",
-       "(function(global) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
-       "  }\n",
-       "\n",
-       "  if (typeof (window._bokeh_onload_callbacks) === \"undefined\") {\n",
-       "    window._bokeh_onload_callbacks = [];\n",
-       "  }\n",
-       "\n",
-       "  function run_callbacks() {\n",
-       "    window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
-       "    delete window._bokeh_onload_callbacks\n",
-       "    console.info(\"Bokeh: all callbacks have finished\");\n",
-       "  }\n",
-       "\n",
-       "  function load_libs(js_urls, callback) {\n",
-       "    window._bokeh_onload_callbacks.push(callback);\n",
-       "    if (window._bokeh_is_loading > 0) {\n",
-       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
-       "      return null;\n",
-       "    }\n",
-       "    if (js_urls == null || js_urls.length === 0) {\n",
-       "      run_callbacks();\n",
-       "      return null;\n",
-       "    }\n",
-       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "    window._bokeh_is_loading = js_urls.length;\n",
-       "    for (var i = 0; i < js_urls.length; i++) {\n",
-       "      var url = js_urls[i];\n",
-       "      var s = document.createElement('script');\n",
-       "      s.src = url;\n",
-       "      s.async = false;\n",
-       "      s.onreadystatechange = s.onload = function() {\n",
-       "        window._bokeh_is_loading--;\n",
-       "        if (window._bokeh_is_loading === 0) {\n",
-       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
-       "          run_callbacks()\n",
-       "        }\n",
-       "      };\n",
-       "      s.onerror = function() {\n",
-       "        console.warn(\"failed to load library \" + url);\n",
-       "      };\n",
-       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
-       "    }\n",
-       "  };\n",
-       "\n",
-       "  var js_urls = ['https://cdn.pydata.org/bokeh/release/bokeh-0.12.0.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.0.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-compiler-0.12.0.min.js'];\n",
-       "\n",
-       "  var inline_js = [\n",
-       "    function(Bokeh) {\n",
-       "      Bokeh.set_log_level(\"info\");\n",
-       "    },\n",
-       "    \n",
-       "    function(Bokeh) {\n",
-       "      Bokeh.$(\"#b153ad5f-436a-4afb-945c-87790add89c8\").text(\"BokehJS successfully loaded\");\n",
-       "    },\n",
-       "    function(Bokeh) {\n",
-       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.0.min.css\");\n",
-       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.0.min.css\");\n",
-       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.0.min.css\");\n",
-       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.0.min.css\");\n",
-       "    }\n",
-       "  ];\n",
-       "\n",
-       "  function run_inline_js() {\n",
-       "    for (var i = 0; i < inline_js.length; i++) {\n",
-       "      inline_js[i](window.Bokeh);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  if (window._bokeh_is_loading === 0) {\n",
-       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "    run_inline_js();\n",
-       "  } else {\n",
-       "    load_libs(js_urls, function() {\n",
-       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "      run_inline_js();\n",
-       "    });\n",
-       "  }\n",
-       "}(this));"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import sys\n",
-    "sys.path.insert(0, '..')\n",
-    "import zarr\n",
-    "print('zarr', zarr.__version__)\n",
-    "from zarr import blosc\n",
-    "import numpy as np\n",
-    "import h5py\n",
-    "import multiprocessing\n",
-    "import dask\n",
-    "import dask.array as da\n",
-    "from dask.diagnostics import Profiler, ResourceProfiler, CacheProfiler\n",
-    "from dask.diagnostics.profile_visualize import visualize\n",
-    "from cachey import nbytes\n",
-    "import bokeh\n",
-    "from bokeh.io import output_notebook\n",
-    "output_notebook()\n",
-    "from functools import reduce\n",
-    "import operator\n",
-    "import allel"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<HDF5 dataset \"genotype\": shape (13167162, 765, 2), type \"|i1\">"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "callset = h5py.File('/data/coluzzi/ag1000g/data/phase1/release/AR3/variation/main/hdf5/ag1000g.phase1.ar3.pass.h5',\n",
-    "                    mode='r')\n",
-    "genotype = callset['3R/calldata/genotype']\n",
-    "genotype"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "zarr.core.Array((13167162, 765, 2), int8, chunks=(6553, 200, 2), order=C)\n",
-       "  compression: blosc; compression_opts: {'clevel': 1, 'cname': 'lz4', 'shuffle': 2}\n",
-       "  nbytes: 18.8G; nbytes_stored: 683.2M; ratio: 28.1; initialized: 8040/8040\n",
-       "  store: builtins.dict"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# copy into a zarr array\n",
-    "# N.B., chunks in HDF5 are too small really, use something bigger\n",
-    "chunks = (genotype.chunks[0], genotype.chunks[1] * 20, genotype.chunks[2])\n",
-    "genotype_zarr = zarr.array(genotype, chunks=chunks, compression='blosc',\n",
-    "                           compression_opts=dict(cname='lz4', clevel=1, shuffle=2))\n",
-    "genotype_zarr"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We want to perform an allele count. Compare serial and parallel implementations, and compare working direct from HDF5 versus from Zarr."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 1min 50s, sys: 512 ms, total: 1min 51s\n",
-      "Wall time: 1min 50s\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<table class='petl'>\n",
-       "<caption>AlleleCountsChunkedArray((13167162, 4), int32, chunks=(65536, 4))<br/>  nbytes: 200.9M; cbytes: 38.3M; cratio: 5.2;<br/>  compression: blosc; compression_opts: cparams(clevel=5, shuffle=1, cname='lz4', quantize=0);<br/>  data: bcolz.carray_ext.carray</caption>\n",
-       "<thead>\n",
-       "<tr>\n",
-       "<th></th>\n",
-       "<th>0</th>\n",
-       "<th>1</th>\n",
-       "<th>2</th>\n",
-       "<th>3</th>\n",
-       "</tr>\n",
-       "</thead>\n",
-       "<tbody>\n",
-       "<tr>\n",
-       "<td style='font-weight: bold'>0</td>\n",
-       "<td>1523</td>\n",
-       "<td>5</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "<td style='font-weight: bold'>1</td>\n",
-       "<td>1527</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "<td style='font-weight: bold'>2</td>\n",
-       "<td>1527</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "<td style='font-weight: bold'>3</td>\n",
-       "<td>1527</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "<td style='font-weight: bold'>4</td>\n",
-       "<td>1527</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "</tr>\n",
-       "</tbody>\n",
-       "</table>\n",
-       "<p><strong>...</strong></p>"
-      ],
-      "text/plain": [
-       "AlleleCountsChunkedArray((13167162, 4), int32, chunks=(65536, 4))\n",
-       "  nbytes: 200.9M; cbytes: 38.3M; cratio: 5.2;\n",
-       "  compression: blosc; compression_opts: cparams(clevel=5, shuffle=1, cname='lz4', quantize=0);\n",
-       "  data: bcolz.carray_ext.carray"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%%time\n",
-    "# linear implementation from HDF5 on disk\n",
-    "allel.GenotypeChunkedArray(genotype).count_alleles()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 2min 27s, sys: 2.14 s, total: 2min 29s\n",
-      "Wall time: 1min 23s\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<table class='petl'>\n",
-       "<caption>AlleleCountsChunkedArray((13167162, 4), int32, chunks=(65536, 4))<br/>  nbytes: 200.9M; cbytes: 38.3M; cratio: 5.2;<br/>  compression: blosc; compression_opts: cparams(clevel=5, shuffle=1, cname='lz4', quantize=0);<br/>  data: bcolz.carray_ext.carray</caption>\n",
-       "<thead>\n",
-       "<tr>\n",
-       "<th></th>\n",
-       "<th>0</th>\n",
-       "<th>1</th>\n",
-       "<th>2</th>\n",
-       "<th>3</th>\n",
-       "</tr>\n",
-       "</thead>\n",
-       "<tbody>\n",
-       "<tr>\n",
-       "<td style='font-weight: bold'>0</td>\n",
-       "<td>1523</td>\n",
-       "<td>5</td>\n",
-       "<td>0</td>\n",
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-       "<tr>\n",
-       "<td style='font-weight: bold'>1</td>\n",
-       "<td>1527</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "<td style='font-weight: bold'>2</td>\n",
-       "<td>1527</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "<td style='font-weight: bold'>3</td>\n",
-       "<td>1527</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "<td style='font-weight: bold'>4</td>\n",
-       "<td>1527</td>\n",
-       "<td>1</td>\n",
-       "<td>0</td>\n",
-       "<td>0</td>\n",
-       "</tr>\n",
-       "</tbody>\n",
-       "</table>\n",
-       "<p><strong>...</strong></p>"
-      ],
-      "text/plain": [
-       "AlleleCountsChunkedArray((13167162, 4), int32, chunks=(65536, 4))\n",
-       "  nbytes: 200.9M; cbytes: 38.3M; cratio: 5.2;\n",
-       "  compression: blosc; compression_opts: cparams(clevel=5, shuffle=1, cname='lz4', quantize=0);\n",
-       "  data: bcolz.carray_ext.carray"
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-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%%time\n",
-    "# linear implementation from zarr in memory\n",
-    "# (although blosc can use multiple threads internally)\n",
-    "allel.GenotypeChunkedArray(genotype_zarr).count_alleles()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {
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Application\",\"version\":\"0.12.0\"}};\n",
-       "            var render_items = [{\"docid\":\"c9533fd1-5553-4eac-bccb-19b2af583928\",\"elementid\":\"98edad68-f719-47b3-b786-d42c3f09c96d\",\"modelid\":\"b5ffb682-2c29-489f-aed5-d27ddc1e35e9\",\"notebook_comms_target\":\"eab64f4a-e370-4f45-b90f-622dc26c6191\"}];\n",
-       "            \n",
-       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
-       "        });\n",
-       "      },\n",
-       "      function(Bokeh) {\n",
-       "      }\n",
-       "    ];\n",
-       "  \n",
-       "    function run_inline_js() {\n",
-       "      for (var i = 0; i < inline_js.length; i++) {\n",
-       "        inline_js[i](window.Bokeh);\n",
-       "      }\n",
-       "    }\n",
-       "  \n",
-       "    if (window._bokeh_is_loading === 0) {\n",
-       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "      run_inline_js();\n",
-       "    } else {\n",
-       "      load_libs(js_urls, function() {\n",
-       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "        run_inline_js();\n",
-       "      });\n",
-       "    }\n",
-       "  }(this));\n",
-       "</script>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# multi-threaded implementation from HDF5 on disk\n",
-    "gd = allel.model.dask.GenotypeDaskArray.from_array(genotype, chunks=chunks)\n",
-    "ac = gd.count_alleles(max_allele=3)\n",
-    "with Profiler() as prof, ResourceProfiler(dt=1) as rprof:\n",
-    "    ac.compute(num_workers=8)\n",
-    "visualize([prof, rprof], min_border_bottom=60, min_border_top=60);"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "\n",
-       "    <div class=\"bk-root\">\n",
-       "        <div class=\"plotdiv\" id=\"11d8090f-9e93-4d9e-8c68-c3ce4ffb069e\"></div>\n",
-       "    </div>\n",
-       "<script type=\"text/javascript\">\n",
-       "  \n",
-       "  (function(global) {\n",
-       "    function now() {\n",
-       "      return new Date();\n",
-       "    }\n",
-       "  \n",
-       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\") {\n",
-       "      window._bokeh_onload_callbacks = [];\n",
-       "    }\n",
-       "  \n",
-       "    function run_callbacks() {\n",
-       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
-       "      delete window._bokeh_onload_callbacks\n",
-       "      console.info(\"Bokeh: all callbacks have finished\");\n",
-       "    }\n",
-       "  \n",
-       "    function load_libs(js_urls, callback) {\n",
-       "      window._bokeh_onload_callbacks.push(callback);\n",
-       "      if (window._bokeh_is_loading > 0) {\n",
-       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
-       "        return null;\n",
-       "      }\n",
-       "      if (js_urls == null || js_urls.length === 0) {\n",
-       "        run_callbacks();\n",
-       "        return null;\n",
-       "      }\n",
-       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "      window._bokeh_is_loading = js_urls.length;\n",
-       "      for (var i = 0; i < js_urls.length; i++) {\n",
-       "        var url = js_urls[i];\n",
-       "        var s = document.createElement('script');\n",
-       "        s.src = url;\n",
-       "        s.async = false;\n",
-       "        s.onreadystatechange = s.onload = function() {\n",
-       "          window._bokeh_is_loading--;\n",
-       "          if (window._bokeh_is_loading === 0) {\n",
-       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
-       "            run_callbacks()\n",
-       "          }\n",
-       "        };\n",
-       "        s.onerror = function() {\n",
-       "          console.warn(\"failed to load library \" + url);\n",
-       "        };\n",
-       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
-       "      }\n",
-       "    };var element = document.getElementById(\"11d8090f-9e93-4d9e-8c68-c3ce4ffb069e\");\n",
-       "    if (element == null) {\n",
-       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '11d8090f-9e93-4d9e-8c68-c3ce4ffb069e' but no matching script tag was found. \")\n",
-       "      return false;\n",
-       "    }\n",
-       "  \n",
-       "    var js_urls = [];\n",
-       "  \n",
-       "    var inline_js = [\n",
-       "      function(Bokeh) {\n",
-       "        Bokeh.$(function() {\n",
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6,2,1,8,6,3,5,8,5,3,3,1,6,2,8,4,7,6,3,4,8,7,1,2,5,8,4,6,5,2,1,8,2,3,1,7,7,5,8,5,6,7,3,6,4,6,5,5,2,4,5,3,3,1,4,2,6,1,2,1,1,1,2,4,6,1,8,6,8,7,1,5,8,8,4,7,1,2,2,5,1,1,4,6,5,2,8,5,7,7,5,6,6,4,1,4,7,8,2,4,4,2,3,2,1,3,8,8,1,4,6,4,6,6,6,3,8,4,3,7,6,3,1,5,4,4,2,2,8,4,2,6,3,1,3,3,5,2,8,1,8,6,3,5,2,4,7,1,7,1,2,6,5,2,3,3,8,4,2,4,4,6,1,5,5,1,6,8,2,5,3,5,3,7,7,4,6,3,7,3,5,1,4,8,2,1,1,6,1,5,3,7,1,1,7,2,7,4,3,3,4,7,4,1,3,4,6,8,6,4,2,3,1,7,2,5,2,5,4,5,1,2,8,7,3,1,7,1,3,4,4,6,7,1,5,3,4,3,3,5,6,7,2,7,6,7,6,4,7,1,2,6,2,5,8,3,1,4,2,7,5,8,1,8,8,7,6,5,7,8,8,4,6,1,5,3,5,8,8,4,5,8,1,4,3,2,6,7,7,2,5,3,7,5,5,3,1,8,8,7,3,2,7,6,1,1,1,5,7,2,1,1,3,1,8,2,6,4,2,1,5,3,7,2,1,7,4,3,6,1,4,3,4,8,7,1,5,3,3,5,1,7,4,6,1,5,4,1,1,5,1,4,7,2,4,7,4,1,6,4,7,3,8,6,7,5,1,2,3,8,2,5,3,6,7,5,1,5,6,5,3,4,8,2,5,2,8,5,2,3,7,3,3,6,7,6,8,1,3,8,8,6,6,8,6,6,2,7,5,1,6,4,2,8,2,8,8,6,1,7,4,6,7,3,1,8,1,6,2,5,2,6,5,4,6,6,4,5,3,6,7,1,2,6,5,4,6,8,6,7,7,8,6,1,3,8,8,2,8,5,7,7,1,3,1,7,2,5,7,1,3,2,2,6,5,8,4,8,8,6,1,3,8,3,7,4,6,7,5,7,3,5,2,5,2,3,1,1,3,5,2,1,2,4,4,7,4,4,3,1,1,7,2,5,5,2,4,1,8,2,6,8,1,2,8,7,1,6,7,3,8,5,8,8,8,3,3,2,6,5,1,2,7,3,8,4,5,7,1,1,1,4,3,4,4,6,4,4,4,8,3,7,7,8,1,6,7,2,3,1,1,4,5,5,5,6,8,7,7,4,1,8,4,1,5,7,6,1,3,7,1,7,5,2,1,2,4,8,6,7,2,7,8,3,2,8,3,7,7,4,8,6,4,4,6,4,3,7,7,3,1,1,8,3,4,4,7,4,4,2,6,2,4,5,3,1,6,1,3,7,6,8,1,2,6,8,3,7,1,3,4,8,8,8,6,4,2,4,6,8,3,7,4,7,6,1,8,7,4,2,2,4,3,7,6,4,4,6,2,8,4,3,3,7,8,8,4,2,8,2,8,3,3,8,7,3,2,4,8,7,1,6,6,2,4,5,3,1,4,3,1,1,2,8,7,6,2,2,1,3,7,1,8,6,2,1,1,6,4,1,4,1,6,5,4,7,2,6,7,2,3,3,7,1,5,1,6,6,3,1,2,2,6,7,2,4,4,2,2,3,3,2,3,8,2,7,8,8,4,4,6,7,2,5,2,5,5,1,7,2,4,7,5,5,5,3,6,6,6,6,6,2,2,4,7,2,8,7,4,3,5,7,1,5,6,2,6,6,6,5,8,1,4,2,2,2,8,7,3,5,4,3,8,4,6,3,5,6,5,3,1,6,7,2,2,5,3,6,5,3,1,1,1,2,1,7,6,7,8,2,8,3,4,4,7,8,7,6,8,7,6,2,2,6,5,8,5,4,7,2,2,2,1,6,3,2,2,1,2,8,2,1,8,5,1,2,7,1,5,1,5,4,4,7,4,3,6,6,1,6,8,3,6,4,5,6,1,7,8,6,5,8,1,8,6,3,2,3,2,2,3,5,3,3,8,2,8,7,1,1,2,1,8,3,8,3,6,4,1,3,6,4,7,3,7,3,8,6,6,6,8,7,2,5,4,6,4,6,6,7,6,8,5,5,5,5,5,3,6,2,7,6,6,7,3,4,8,6,7,3,3,2,1,6,8,7,4,4,6,3,8,5,2,3,6,2,6,3,3,8,6,1,3,2,3,5,1,7,3,8,2,5,1,4,4,2,2,7,8,8,1,1,2,7,2,7,1,6,4,4,7,4,1,7,1,7,1,6,5,2,5,1,4,4,6,5,5,2,2,2,3,6,7,7,4,8,6,7,8,1,6,2,8,2,8,7,2,6,3,6,6,2,3,7,3,8,8,3,8,7,4,5,4,5,2,7,3,6,4,4,7,3,5,4,4,3,8,8,3,3,1,1,1,6,2,2,4,4,6,3,5,4,2,8,6,7,1,6,7,4,8,2,7,7,7,6,1,8,2,8,5,1,7,6,6,4,5,3,4,1,3,4,1,8,4,2,1,8,8,8,1,8,8,7,7,3,3,1,5,4,4,4,1,6,8,7,2,7,5,8,2,4,7,2,5,6,3,7,1,3,3,8,6,1,5,3,6,7,3,7,5,3,2,6,1,4,5,7,6,7,2,7,1,7,7,8,7,3,2,8,8,3,6,3,4,4,6,5,4,7,8,2,1,1,3,5,7,2,3,4,2,5,8,3,6,7,6,4,1,7,8,5,8,7,1,1,4,8,3,5,8,8,7,5,5,4,7,8,1,1,2,7,2,6,4,1,3,8,7,4,2,2,3,6,8,1,6,3,2,4,5,2,1,4,7,6,4,1,2,1,4,6,2,7,8,3,3,8,3,7,2,8,6,5,6,2,6,4,8,8,6,4,1,4,8,2,8,2,5,4,2,2,3,1,4,2,2,2,2,1,8,6,2,3,8,4,6,2,6,5,8,3,8,2,2,8,7,1,6,3,3,7,8,7,3,3,3,3,8,5,3,7,7,5,1,5,2,5,1,5,8,3,1,3,6,3,1,1,4,6,5,7,1,1,5,2,4,5,6,4,5,5,4,8,8,7,2,2,6,7,8,7,3,5,1,8,1,7,4,8,1,8,5,2,2,8,3,4,4,5,6,6,1,8,7,8,2,1,3,8,6,2,8,8,8,2,5,7,3,1,8,3,6,1,2,7,5,3,4,3,7,4,5,5,7,5,7,6,2,5,3,4,4,7,4,6,5,7,2,2,5,7,4,7,2,7,2,6,5,3,5,1,6,8,4,1,6,3,6,1,4,4,6,7,5,8,4,3,2,2,4,8,4,3,4,8,1,3,3,1,1,5,5,4,1,3,4,2,6,4,2,1,3,8,4,3,8,3,6,6,6,2,3,4,5,1,1,7,5,4,5,5,1,8,8,5,3,4,6,7,6,1,5,4,1,6,5,4,3,8,2,1,7,6,3,7,5,6,3,5,8,3,1,3,1,2,7,6,5,4,7,8,5,7,3,4,4,6,5,1,7,3,6,1,7,5,1,6,7,4,2,3,7,4,7,2,1,4,4,3,8,4,4,8,8,4,5,1,5,8,5,6,5,4,3,1,5,1,3,8,7,8,8,3,4,4,4,1,8,1,5,3,5,7,8,1,4,8,6,3,5,3,5,8,3,3,6,6,3,3,2,4,3,4,2,3,3,5,8,7,5,7,6,7,2,4,4,3,2,3,8,1,7,6,7,6,2,5,8,1,1,4,2,2,1,8,4,4,6,1,3,6,8,3,3,3,3,4,1,2,2,1,4,6,1,2,7,1,7,4,3,6,8,5,3,1,8,4,6,8,5,2,2,6,8,6,3,8,2,4,2,5,4,8,4,7,1,5,3,7,2,7,3,6,7,1,2,7,8,3,4,4,1,5,3,6,4,1,5,5,3,2,1,5,6,5,6,1,2,8,6,6,6,8,4,3,7,2,5,3,6,1,8,1,5,8,2,1,8,2,3,2,4,4,7,4,8,3,5,1,8,4,8,1,5,6,8,6,5,8,8,7,1,3,7,2,2,7,3,5,2,4,2,1,5,8,3,3,8,2,5,2,8,2,4,7,5,7,4,5,4,5,7,4,1,4,7,8,4,7,6,8,4,1,5,7,3,4,6,2,8,3,2,8,2,1,7,3,1,5,7,6,1,5,4,5,5,8,2,4,8,1,1,1,7,8,8,2,1,2,6,6,3,2,8,6,6,1,2,6,7,6,1,1,3,5,1,4,6,6,2,2,2,4,7,2,1,2,8,7,3,4,2,8,7,5,2,6,1,8,3,8,3,5,3,7,2,4,8,8,2,5,8,5,4,5,6,5,2,3,7,2,1,1,2,5,4,7,7,4,4,4,5,5,4,2,4,4,6,1,3,1,8,2,1,1,2,4,1,1,8,4,1,5,6,8,7,4,2,6,2,4,7,6,4,1,7,7,8,4,6,8,8,6,6,8,8,7,3,2,1,6,4,7,1,6,3,7,5,4,5,1,5,4,4,7,8,4,1,8,4,4,8,2,1,6,7,6,6,5,8,1,3,4,6,4,8,7,2,3,4,6,7,6,4,2,1,7,6,5,2,7,6,7,8,3,8,8,6,8,1,8,8,5,1,3,7,6,1,5,6,3,4,6,4,3,7,8,1,1,6,1,1,7,6,4,7,2,5,8,5,1,7,3,8,5,4,8,8,5,6,6,8,3,3,8,7,2,2,1,6,8,8,6,7,8,2,1,5,3,1,6,1,5,3,5,6,3,7,4,2,5,4,6,5,2,8,7,4,4,4,2,5,7,5,8,2,8,8,4,5,2,8,4,4,2,3,2,7,1,4,5,2,4,5,8,3,8,2,7,2,4,6,2,5,2,5,5,4,8,7,7,8,3,3,1,3,3,8,2,7,2,5,7,7,5,4,6,7,6,3,7,6,1,4,8,8,4,3,2,4,6,8,1,8,7,8,4,6,1,2,3,5,8,3,2,2,5,8,2,8,4,2,8,8,5,2,6,5,5,2,8,7,8,1,5,8,1,4,6,1,2,8,7,5,5,6,4,2,2,8,3,5,4,3,8,5,4,5,3,1,7,6,5,7,7,6,1,1,6,8,7,4,3,8,7,5,8,2,5,3,2,6,4,6,5,2,8,8,7,5,1,1,7,5,4,5,8,3,4,2,4,1,3,4,2,2,2,3,1,7,4,1,6,4,3,3,3,5,7,2,2,1,1,2,4,3,7,6,3,6,8,4,1,4,5,5,3,4,1,4,5,8,7,6,7,4,8,2,1,6,2,8,6,4,8,3,8,7,6,7,2,6,3,4,3,5,5,6,7,8,3,8,8,8,1,1,8,7,7,1,4,7,1,2,3,5,6,5,1,8,1,2,6,1,4,5,6,5,7,2,8,5,3,7,8,4,3,3,3,1,1,3,7,6,7,1,5,3,3,2,5,7,2,4,6,8,2,7,4,2,3,1,6,6,6,4,2,3,4,5,4,5,7,3,8,2,7,5,1,2,6,3,8,5,3,7,7,2,8,6,4,8,2,4,7,1,8,1,1,3,2,4,2,4,2,3,6,3,1,5,8,2,8,2,8,2,7,1,1,6,7,8,4,8,3,2,3,6,8,5,6,2,3,3,1,2,5,3,7,8,4,5,8,8,4,1,4,2,4,5,8,1,8,7,4,4,4,6,6,4,8,1,6,7,7,6,6,3,6,2,7,8,8,2,5,2,4,5,8,3,4,5,1,1,8,8,7,6,7,4,7,4,7,4,4,6,8,3,7,3,2,3,5,8,4,8,6,1,3,7,3,6,2,3,2,6,3,1,6,8,4,4,1,7,2,3,1,8,5,7,6,8,5,6,8,5,5,2,7,5,6,3,3,7,7,7,3,3,5,5,5,7,2,3,5,8,4,3,8,3,6,3,3,1,8,3,6,1,2,3,2,8,5,7,2,7,7,6,2,3,5,4,7,8,5,5,3,3,5,1,2,6,2,3,8,6,7,2,3,3,3,7,1,7,2,8,4,8,3,6,1,6,4,8,7,7,8,4,5,3,3,5,8,6,2,7,4,1,6,6,8,1,8,6,7,7,7,2,8,2,4,2,6,1,8,4,6,1,3,3,8,7,6,1,8,7,6,5,2,6,1,3,1,4,1,2,4,2,3,3,4,4,8,3,5,5,1,3,2,8,3,8,4,4,1,2,2,8,6,7,4,1,7,3,8,6,5,4,5,7,5,6,5,6,5,6,3,4,2,7,2,1,7,1,7,3,6,7,3,4,8,3,6,7,1,7,1,5,8,5,7,3,7,7,4,5,3,8,5,2,1,7,7,2,8,4,5,3,2,3,7,8,2,6,2,3,1,6,4,2,8,7,6,4,3,4,3,2,8,2,4,8,8,6,4,6,6,4,6,1,3,8,3,1,2,4,8,7,7,4,4,8,5,3,1,2,6,8,7,1,7,2,2,1,7,5,1,2,3,5,4,4,2,2,4,7,5,3,8,5,2,4,4,6,8,6,8,8,1,2,2,2,6,2,1,6,8,5,4,7,6,5,8,4,5,1,8,3,4,7,8,4,3,1,4,5,7,6,2,1,2,7,5,6,1,2,1,5,3,3,8,7,8,5,3,3,5,2,4,5,3,8,7,8,4,3,2,2,4,8,4,8,7,1,1,2,8,7,5,3,5,2,1,3,5,6,8,7,5,3,4,3,7,6,7,1,8,1,4,5,2,8,3,4,6,3,1,8,5,1,1,3,1,3,3,8,1,5,3,3,5,5,7,8,6,7,6,2,3,5,1,8,7,5,2,5,5,8,5,7,3,4,5,8,2,6,3,8,2,7,2,6,5,7,1,5,2,4,3,8,6,4,5,2,2,5,6,8,7,8,1,4,5,4,7,2,8,6,4,7,5,2,5,4,7,5,4,6,5,7,5,3,3,2,7,7,6,3,6,4,1,2,2,4,4,2,5,5,1,4,4,2,4,8,6,3,1,2,2,1,8,1,3,1,6,5,4,8,3,2,1,2,4,2,1,5,6,5,2,5,2,5,3,1,3,5,2,4,8,5,3,4,5,1,6,7,4,5,3,1,4,4,6,1,3,8,5,5,3,3,8,1,5,6,5,7,6,7,5,6,7,1,7,4,2,1,4,5,5,7,4,2,2,7,4,8,3,2,4,4,4,4,5,8,4,5,8,2,3,3,6,7,2,4,6,1,1,1,4,8,8,5,3,2,7,5,3,1,6,6,1,8,5,7,4,3,8,8,8,3,7,6,8,3,5,5,3,3,1,5,5,3,8,1,8,2,8,5,2,3,8,6,3,2,3,8,3,1,5,5,3,4,1,6,3,2,5,6,1,5,7,7,5,3,6,7,8,4,6,5,7,8,5,5,5,2,8,5,6,4,4,4,8,7,3,2,7,7,6,2,6,6,6,2,1,6,1,2,4,2,8,4,7,6,2,2,3,6,7,3,2,5,5,6,5,3,1,6,6,6,6,7,3,3,8,8,5,1,2,2,2,7,8,4,1,7,7,6,4,4,8,1,2,6,5,4,1,7,6,2,8,6,3,5,6,1,2,4,3,1,6,4,6,3,3,3,8,1,1,7,6,4,8,4,6,4,2,3,4,6,8,2,7,4,5,2,2,4,2,8,8,5,8,1,1,5,6,2,7,5,4,6,1,1,8,3,4,4,6,4,3,1,6,6,5,5,5,8,2,8,7,6,2,1,8,8,8,6,1,4,4,7,3,2,7,6,5,2,1,2,6,5,3,7,4,2,7,3,5,5,7,6,1,8,7,1,4,6,5,5,4,4,4,6,4,7,1,5,1,1,8,4,1,5,4,7,1,8,2,1,8,2,8,8,6,1,5,5,8,3,6,2,3,7,1,4,1,1,7,2,3,3,1,5,2,3,7,6,7,6,7,3,4,7,5,7,8,3,2,6,5,5,3,7,2,1,7,1,8,1,5,2,6,5,7,7,6,6,8,3,7,6,3,5,5,2,4,4,4,5,4,7,6,3,4,6,3,4,2,3,2,8,2,2,3,7,6,5,3,2,6,2,2,4,4,5,2,6,8,2,4,3,5,4,1,7,5,8,6,1,2,5,7,7,1,8,4,5,6,5,3,5,6,8,1,6,2,7,7,4,8,5,8,8,5,8,5,8,8,6,5,1,8,2,7,1,2,5,7,6,3,6,5,1,1,7,1,3,8,4,6,8,6,6,1,1,8,5,5,8,1,3,1,6,8,3,5,7,7,3,1,4,8,2,4,8,3,5,3,5,8,6,7,1,1,4,1,1,3,4,7,5,1,1,7,1,8,2,6,1,1,4,6,8,4,7,2,1,8,8,3,5,1,1,4,1,2,8,1,1,8,5,8,2,1,3,3,2,7,8,1,1,7,6,1,8,8,2,5,4,7,5,6,2,8,8,8,6,6,5,4,6,8,3,8,8,8,1,2,4,4,1,7,5,5,3,5,1,6,6,2,2,5,4,7,1,5,7,4,5,4,1,8,1,4,6,6,6,6,6,8,4,6,6,7,8,2,2,3,7,8,5,4,8,1,3,2,5,4,7,1,2,3,2,8,6,7,2,3,4,5,3,3,8,1,3,3,6,8,4,2,5,5,4,6,7,8,2,3,4,8,4,7,4,3,1,6,2,3,4,1,2,5,7,8,8,7,2,4,8,2,4,2,7,6,8,6,8,4,5,1,3,8,8,2,8,8,6,3,2,6,7,2,4,4,8,4,5,3,6,8,4,1,8,2,8,8,5,3,3,5,6,4,4,6,6,2,7,3,5,6,5,8,5,8,6,8,5,3,2,6,4,7,1,8,1,8,3,7,5,5,6,7,3,6,7,6,3,8,4,2,3,5,5,7,6,3,1,3,8,7,6,2,4,2,4,5,7,7,2,8,4,7,8,8,6,2,3,8,5,4,3,5,6,2,1,5,3,4,4,8,2,8,4,4,5,4,2,4,5,1,7,8,5,6,3,2,1,1,7,4,1,3,4,3,8,2,6,4,8,1,5,5,1,7,8,6,2,5,4,3,5,4,6,7,3,5,5,3,1,8,8,8,3,6,2,8,7,7,4,3,5,1,5,2,3,3,4,7,2,1,8,5,1,5,1,5,1,6,2,2,6,3,7,7,1,6,8,3,1,3,5,7,5,3,8,7,6,3,4,7,6,4,3,4,2,6,6,4,5,1,3,1,3,8,8,3,1,2,5,7,8,7,6,6,4,1,4,8,1,4,5,1,3,5,7,8,4,1,8,7,4,4,2,6,3,5,8,2,2,5,5,3,3,4,8,7,4,8,7,4,8,5,7,8,1,7,2,1,7,4,6,3,8,3,4,3,3,3,3,2,4,3,2,1,1,3,2,8,7,2,4,2,7,5,2,6,5,1,2,1,4,5,3,7,1,8,2,7,6,5,4,5,8,3,4,2,1,1,4,8,3,2,4,8,2,6,7,5,4,6,8,8,2,2,1,3,3,8,3,8,6,2,3,2,3,7,4,7,3,1,8,6,2,5,5,7,8,6,1,4,3,8,8,5,2,3,4,2,5,2,6,3,4,4,8,1,4,7,5,1,6,6,3,7,6,8,6,2,7,7,4,7,2,8,2,4,5,5,3,5,5,4,7,5,2,6,6,7,8,6,1,8,6,8,8,8,3,3,6,4,5,1,3,3,1,1,4,2,4,8,2,5,4,2,6,5,6,1,8,3,8,7,5,5,3,4,4,5,8,2,6,6,1,2,8,8,6,5,2,6,8,4,5,8,2,7,5,4,3,3,8,2,1,2,5,7,1,3,2,8,4,6,3,2,6,7,2,2,3,1,8,2,1,1,3,6,2,1,1,8,3,1,2,3,8,6,1,3,5,7,4,2,8,4,4,2,7,2,1,8,7,1,5,3,5,3,2,5,4,8,5,1,8,7,6,1,1,6,4,2,3,8,5,7,2,4,2,5,5,5,5,3,4,5,4,7,1,8,1,7,3,4,5,1,6,8,6,3,1,7,7,2,7,7,4,8,1,2,3,7,6,8,5,7,2,7,2,5,6,5,3,3,8,8,6,5,4,6,7,6,1,8,1,8,6,5,3,5,2,2,5,8,8,3,1,5,7,6,5,4,8,4,1,5,4,2,3,3,3,6,8,1,4,6,2,7,6,5,2,7,8,1,1,3,1,1,7,8,8,6,6,7,5,2,4,6,5,3,5,4,3,2,2,5,8,6,1,4,2,2,8,8,3,4,4,2,7,8,2,1,8,1,1,4,1,6,4,1,4,5,8,1,3,7,4,7,6,4,2,6,5,1,7,8,4,5,2,2,4,7,4,7,1,6,7,7,3,1,5,2,2,3,4,1,5,7,5,8,7,3,3,3,6,2,1,2,5,3,6,1,8,7,1,3,2,4,7,6,1,7,7,4,1,7,5,7,1,1,7,1,4,6,6,8,1,1,3,6,1,3,7,1,3,6,7,4,8,4,1,5,1,7,8,3,1,8,1,6,8,4,3,2,5,3,4,4,4,5,4,6,8,8,2,5,7,8,3,6,1,6,8,5,5,4,8,7,4,6,3,8,7,8,3,4,3,2,4,6,8,6,4,1,1,5,5,8,1,1,7,8,8,7,4,8,8,5,6,4,7,7,5,4,4,5,2,1,5,8,8,6,4,1,4,5,1,7,4,6,8,2,6,7,3,6,5,2,2,3,8,3,3,5,2,6,1,1,8,7,2,4,1,2,6,1,4,6,4,1,6,8,1,3,7,8,1,2,1,3,8,2,2,8,6,3,2,2,5,5,8,5,4,1,8,4,5,2,8,8,1,7,1,8,8,6,5,1,1,2,2,7,1,7,2,4,8,1,2,8,4,5,7,1,8,8,4,4,6,7,8,4,2,3,7,3,7,3,2,6,4,2,2,6,6,4,8,2,8,1,7,5,7,4,4,5,4,5,3,2,7,2,8,5,1,1,1,2,8,2,2,3,4,2,4,7,1,8,2,3,4,6,5,1,4,1,3,3,2,3,7,3,7,2,3,4,8,6,7,1,1,4,2,3,3,4,2,7,2,1,4,2,1,5,6,4,3,2,7,1,7,6,6,7,5,7,7,4,4,6,5,1,4,2,1,7,4,1,8,3,7,4,5,4,7,3,2,1,3,8,7,5,1,3,4,5,4,8,1,7,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(s)\",\"formatter\":{\"id\":\"dbc18391-9178-43c5-9e1c-e3d87e37bd3e\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"c203f09b-6e5c-4fd4-aeff-c06f5601c757\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"776f6f1c-6dbc-4e38-8e9d-a40e3914f8de\",\"type\":\"BasicTicker\"}},\"id\":\"8458e2ac-e276-498e-8955-976074882a7d\",\"type\":\"LinearAxis\"},{\"attributes\":{\"plot\":{\"id\":\"c203f09b-6e5c-4fd4-aeff-c06f5601c757\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"e84295d0-9ac0-4e18-9af7-dc8a8c3bfb26\",\"type\":\"ResizeTool\"},{\"attributes\":{},\"id\":\"1dadd6fa-1413-4c2a-a917-1faf2633b647\",\"type\":\"BasicTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"8a79b881-8395-4d26-900e-94a795b63339\",\"type\":\"SaveTool\"},{\"id\":\"11df100f-203a-4cc0-aaa2-a477ba99a907\",\"type\":\"ResetTool\"},{\"id\":\"e84295d0-9ac0-4e18-9af7-dc8a8c3bfb26\",\"type\":\"ResizeTool\"},{\"id\":\"254a3b85-feec-41d6-ab1a-2949a2f1f351\",\"type\":\"WheelZoomTool\"},{\"id\":\"33c0751e-cbc6-41ff-a9c2-e8fdbe2b01f4\",\"type\":\"PanTool\"}]},\"id\":\"056778d6-5ecf-4d36-8ba4-77a024a4a3e3\",\"type\":\"Toolbar\"},{\"attributes\":{\"plot\":{\"id\":\"86910f6c-a603-4a3a-a750-8714499200bc\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"12dbdaf6-74e4-46b0-b100-e1f98b12b467\",\"type\":\"SaveTool\"},{\"attributes\":{\"plot\":null,\"text\":\"Profile Results\"},\"id\":\"a6a114f5-fe05-49c8-be91-801a7a48ba38\",\"type\":\"Title\"},{\"attributes\":{\"data_source\":{\"id\":\"d2d25275-23ec-45e7-8c83-165f7da8a149\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"c85f51ea-c4f0-4afa-a05c-f94d63679c1a\",\"type\":\"Rect\"},\"hover_glyph\":null,\"nonselection_glyph\":{\"id\":\"14588906-24a7-46ff-9514-7fc8d539fa0b\",\"type\":\"Rect\"},\"selection_glyph\":null},\"id\":\"7ddc7264-284b-4356-b9e7-2b591fa40f88\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis_label\":\"% CPU\",\"formatter\":{\"id\":\"025cf9d0-9418-4310-8e54-18b6baac4d10\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"c203f09b-6e5c-4fd4-aeff-c06f5601c757\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"5fe4cb9e-1ff6-43ae-98a6-837868fb07fc\",\"type\":\"BasicTicker\"}},\"id\":\"118661e3-001a-4080-9bcd-20d435a3fc0c\",\"type\":\"LinearAxis\"},{\"attributes\":{\"sizing_mode\":\"scale_width\",\"toolbar_location\":\"above\",\"tools\":[{\"id\":\"ac21f2ae-d2a7-46fa-a856-771afe8d19bd\",\"type\":\"HoverTool\"},{\"id\":\"12dbdaf6-74e4-46b0-b100-e1f98b12b467\",\"type\":\"SaveTool\"},{\"id\":\"8b53502d-20a8-498c-90c3-4b07f4851c5c\",\"type\":\"ResetTool\"},{\"id\":\"5358f456-4b63-4506-90f5-cbffa79afb63\",\"type\":\"ResizeTool\"},{\"id\":\"8561593c-4143-4697-b717-fa7bb380d9e8\",\"type\":\"WheelZoomTool\"},{\"id\":\"046373d5-cc08-4f6b-a1a7-28333b8c9df5\",\"type\":\"PanTool\"},{\"id\":\"8a79b881-8395-4d26-900e-94a795b63339\",\"type\":\"SaveTool\"},{\"id\":\"11df100f-203a-4cc0-aaa2-a477ba99a907\",\"type\":\"ResetTool\"},{\"id\":\"e84295d0-9ac0-4e18-9af7-dc8a8c3bfb26\",\"type\":\"ResizeTool\"},{\"id\":\"254a3b85-feec-41d6-ab1a-2949a2f1f351\",\"type\":\"WheelZoomTool\"},{\"id\":\"33c0751e-cbc6-41ff-a9c2-e8fdbe2b01f4\",\"type\":\"PanTool\"}]},\"id\":\"e73fde12-5d00-494a-a887-b3e5f9e2aa6a\",\"type\":\"ToolbarBox\"},{\"attributes\":{\"callback\":null,\"factors\":[\"0\",\"1\",\"2\",\"3\",\"4\",\"5\",\"6\",\"7\"]},\"id\":\"c8c022ea-c23c-4202-a94a-22ee2ba39dbd\",\"type\":\"FactorRange\"},{\"attributes\":{\"callback\":null,\"end\":10210.902016,\"start\":9823.014912},\"id\":\"b12a535d-0d7f-4fd2-b9dc-72e62f1b6c0a\",\"type\":\"Range1d\"},{\"attributes\":{\"grid_line_color\":{\"value\":null},\"plot\":{\"id\":\"86910f6c-a603-4a3a-a750-8714499200bc\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"1dadd6fa-1413-4c2a-a917-1faf2633b647\",\"type\":\"BasicTicker\"}},\"id\":\"07c4da69-e878-4848-a56b-8b640545bae7\",\"type\":\"Grid\"},{\"attributes\":{\"dimensions\":[\"width\"],\"plot\":{\"id\":\"c203f09b-6e5c-4fd4-aeff-c06f5601c757\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"254a3b85-feec-41d6-ab1a-2949a2f1f351\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"dbc18391-9178-43c5-9e1c-e3d87e37bd3e\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"25474682-ef4e-45a2-a86e-832b0d10be80\",\"type\":\"ToolEvents\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":4},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"23bba869-a0cb-4f63-8b6a-60fd3c178c48\",\"type\":\"Line\"},{\"attributes\":{\"line_color\":{\"value\":\"#253494\"},\"line_width\":{\"value\":4},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"9e4b5498-9ad7-4fee-afff-2b509663ebdc\",\"type\":\"Line\"}],\"root_ids\":[\"f369b126-9692-4eaa-9251-67aed800a2a0\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.0\"}};\n",
-       "            var render_items = [{\"docid\":\"cb7acd27-8c8e-4581-a831-e95b1277b412\",\"elementid\":\"11d8090f-9e93-4d9e-8c68-c3ce4ffb069e\",\"modelid\":\"f369b126-9692-4eaa-9251-67aed800a2a0\",\"notebook_comms_target\":\"e517514f-6b98-446b-bcbf-f91d36acf80d\"}];\n",
-       "            \n",
-       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
-       "        });\n",
-       "      },\n",
-       "      function(Bokeh) {\n",
-       "      }\n",
-       "    ];\n",
-       "  \n",
-       "    function run_inline_js() {\n",
-       "      for (var i = 0; i < inline_js.length; i++) {\n",
-       "        inline_js[i](window.Bokeh);\n",
-       "      }\n",
-       "    }\n",
-       "  \n",
-       "    if (window._bokeh_is_loading === 0) {\n",
-       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "      run_inline_js();\n",
-       "    } else {\n",
-       "      load_libs(js_urls, function() {\n",
-       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "        run_inline_js();\n",
-       "      });\n",
-       "    }\n",
-       "  }(this));\n",
-       "</script>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# multi-threaded implementation from zarr in memory\n",
-    "gdz = allel.model.dask.GenotypeDaskArray.from_array(genotype_zarr, chunks=chunks)\n",
-    "acz = gdz.count_alleles(max_allele=3)\n",
-    "with Profiler() as prof, ResourceProfiler(dt=1) as rprof:\n",
-    "    acz.compute(num_workers=8)\n",
-    "visualize([prof, rprof], min_border_bottom=60, min_border_top=60);"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.5.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/notebooks/genotype_benchmark_compressors.ipynb b/notebooks/genotype_benchmark_compressors.ipynb
deleted file mode 100644
index b262e63fa0..0000000000
--- a/notebooks/genotype_benchmark_compressors.ipynb
+++ /dev/null
@@ -1,548 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "zarr 1.1.1.dev7+dirty\n",
-      "blosc ('1.10.0.dev', '$Date:: 2016-07-20 #$')\n"
-     ]
-    }
-   ],
-   "source": [
-    "import sys\n",
-    "sys.path.insert(0, '..')\n",
-    "import functools\n",
-    "import timeit\n",
-    "import zarr\n",
-    "print('zarr', zarr.__version__)\n",
-    "from zarr import blosc\n",
-    "print('blosc', blosc.version())\n",
-    "import numpy as np\n",
-    "import h5py\n",
-    "%matplotlib inline\n",
-    "import matplotlib.pyplot as plt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<HDF5 dataset \"genotype\": shape (13167162, 765, 2), type \"|i1\">"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "callset = h5py.File('/data/coluzzi/ag1000g/data/phase1/release/AR3/variation/main/hdf5/ag1000g.phase1.ar3.pass.h5',\n",
-    "                    mode='r')\n",
-    "genotype = callset['3R/calldata/genotype']\n",
-    "genotype"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "n_variants = 500000"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(500000, 765, 2)"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "genotype_sample = genotype[1000000:1000000+n_variants, ...]\n",
-    "genotype_sample.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "765000000"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "nbytes = genotype_sample.nbytes\n",
-    "nbytes"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(685, 765, 2)"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# 1M chunks of first dimension\n",
-    "chunks = (int(2**20 / (genotype_sample.shape[1] * genotype_sample.shape[2])), \n",
-    "          genotype_sample.shape[1], \n",
-    "          genotype_sample.shape[2])\n",
-    "chunks"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "8"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "blosc.get_nthreads()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "zarr.core.Array((500000, 765, 2), int8, chunks=(685, 765, 2), order=C)\n",
-       "  compression: blosc; compression_opts: {'cname': 'lz4', 'clevel': 1, 'shuffle': 2}\n",
-       "  nbytes: 729.6M; nbytes_stored: 23.0M; ratio: 31.7; initialized: 730/730\n",
-       "  store: builtins.dict"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "zarr.array(genotype_sample, chunks=chunks, compression_opts=dict(cname='lz4', clevel=1, shuffle=2))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "zarr.core.Array((500000, 765, 2), int8, chunks=(685, 765, 2), order=C)\n",
-       "  compression: blosc; compression_opts: {'cname': 'zstd', 'clevel': 1, 'shuffle': 2}\n",
-       "  nbytes: 729.6M; nbytes_stored: 12.0M; ratio: 60.7; initialized: 730/730\n",
-       "  store: builtins.dict"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "zarr.array(genotype_sample, chunks=chunks, compression_opts=dict(cname='zstd', clevel=1, shuffle=2))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "compression_configs = (\n",
-    "    (None, None),\n",
-    "    ('zlib', 1),\n",
-    "    ('bz2', 1),\n",
-    "    ('lzma', dict(preset=1)),\n",
-    "    ('blosc', dict(cname='snappy', clevel=0, shuffle=0)),\n",
-    "    ('blosc', dict(cname='snappy', clevel=0, shuffle=2)),\n",
-    "    ('blosc', dict(cname='snappy', clevel=9, shuffle=0)),\n",
-    "    ('blosc', dict(cname='snappy', clevel=9, shuffle=2)),\n",
-    "    ('blosc', dict(cname='blosclz', clevel=1, shuffle=0)),\n",
-    "    ('blosc', dict(cname='blosclz', clevel=1, shuffle=2)),\n",
-    "    ('blosc', dict(cname='blosclz', clevel=5, shuffle=0)),\n",
-    "    ('blosc', dict(cname='blosclz', clevel=5, shuffle=2)),\n",
-    "    ('blosc', dict(cname='blosclz', clevel=9, shuffle=0)),\n",
-    "    ('blosc', dict(cname='blosclz', clevel=9, shuffle=2)),\n",
-    "    ('blosc', dict(cname='lz4', clevel=1, shuffle=0)),\n",
-    "    ('blosc', dict(cname='lz4', clevel=1, shuffle=2)),\n",
-    "    ('blosc', dict(cname='lz4', clevel=5, shuffle=0)),\n",
-    "    ('blosc', dict(cname='lz4', clevel=5, shuffle=2)),\n",
-    "    ('blosc', dict(cname='lz4', clevel=9, shuffle=0)),\n",
-    "    ('blosc', dict(cname='lz4', clevel=9, shuffle=2)),\n",
-    "    ('blosc', dict(cname='lz4hc', clevel=1, shuffle=0)),\n",
-    "    ('blosc', dict(cname='lz4hc', clevel=1, shuffle=2)),\n",
-    "    ('blosc', dict(cname='lz4hc', clevel=3, shuffle=0)),\n",
-    "    ('blosc', dict(cname='lz4hc', clevel=3, shuffle=2)),\n",
-    "    ('blosc', dict(cname='zstd', clevel=1, shuffle=0)),\n",
-    "    ('blosc', dict(cname='zstd', clevel=1, shuffle=2)),\n",
-    "    ('blosc', dict(cname='zstd', clevel=3, shuffle=0)),\n",
-    "    ('blosc', dict(cname='zstd', clevel=3, shuffle=2)),\n",
-    "    ('blosc', dict(cname='zstd', clevel=5, shuffle=0)),\n",
-    "    ('blosc', dict(cname='zstd', clevel=5, shuffle=2)),\n",
-    "    ('blosc', dict(cname='zlib', clevel=1, shuffle=0)),\n",
-    "    ('blosc', dict(cname='zlib', clevel=1, shuffle=2)),\n",
-    "    ('blosc', dict(cname='zlib', clevel=3, shuffle=0)),\n",
-    "    ('blosc', dict(cname='zlib', clevel=3, shuffle=2)),\n",
-    "    ('blosc', dict(cname='zlib', clevel=5, shuffle=0)),\n",
-    "    ('blosc', dict(cname='zlib', clevel=5, shuffle=2)),\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "def log(*msg):\n",
-    "    print(*msg, file=sys.stdout)\n",
-    "    sys.stdout.flush()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "@functools.lru_cache(maxsize=None)\n",
-    "def compression_ratios():\n",
-    "    x = list()\n",
-    "    for compression, compression_opts in compression_configs:\n",
-    "        z = zarr.array(genotype_sample, chunks=chunks, compression=compression, \n",
-    "                       compression_opts=compression_opts)\n",
-    "        ratio = z.nbytes / z.nbytes_stored\n",
-    "        x.append(ratio)\n",
-    "        log(compression, compression_opts, ratio)\n",
-    "    return x\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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diDzlq1H0cI+BWTYNkfRaiOuXRMMQ00NEewD5erJyXXtZrwEze4GokbUk1PVK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F2V6vG9BvuXretxkh6VtCpfB0lHSXpE0hnNxG1mZmZm5bVyDlZf/BPmYcC8\niDg4t64vxlkmpqixXMv5wPyehdNULJvimHWPL+nvgPcCk4D3A2dLGrIJYmrkMOCGiJgWEauBk4AD\nI+KYtL3Z69qNpO2B84C9gL2B6ZKGAkTENcD+gBtYvaFP/emlD3OeSvEch3Kcp3Kcp3Kcp3Kcp+a1\nsoE1UNLV6S/410saXF0g/cV9WXpdlNZtlXpNlklaKun0tH6CpLskLZH0oKSezI4YBjxbte65XDzH\npnMuljQnrZstaZakeyQ9JunwtH4bSXenWJZKOjStHytpZdpvlaS5kg5K+6+StGcqt7WkKyUtSD0e\nh6QwXgNeKlGX56pXSPpRin2xpGclfSOtnwbsBMyr2uWPwBsNzrMuxYSkvVI9lqS4t6k6f2GdJN0n\nafdcuXZJU+vkIO8VYH2DGCcCv4rM/wDLgL9tsM/L6diknqaHU71+mivznhTrY5K+nMp26TGUdFbq\n7ToY+ApwkqRfSLoM2BW4o3IP5/YZIelGSb9Jr32aqOvHyP5I8FJErCO7phvqGhFrgaENjmFmZmZm\nPdTKh1zsBnwhIhZIuhI4Gbi0slHSzsBFwBSyD/F3pUbK08DoiJiUym2XdpkLXBgRt0oaRM8ajwOA\nzvyKiNg7nWcicC6wT0S8KGlYrtioiPhgaiTcCtwE/Bk4LCLWS9oBWJC2AUwAPhkRKyQ9CHwm7X9o\nOsfhwD8Bv4iI41MPxP2S7o6I+4D7UkzTgBMj4oTqilTirlr3xbTfGOAOYLYkAd8BPgccVFX+U40S\nFhFnpGMOBK4FjoiIRamH6JWq4oV1Svt9GpghaVTK5yJJ36pRPn/+6yvLqQE2LSJmVJ13KXCepEuB\nbYAPAw83qNelubdfA8ZFxF9y9xtk93AbWYNllaQfVHbvfri4Q9IPgZcrx5b0MaAt3U/H5crPAi6N\niHslvRO4E5hYsq6jgady7/+Q1uU1/t1ozy2Pww9zKOKclOM8ldLW1tbqEPoF56kc56kc56kc5+lN\nHR0dpXr0WtnAejIiFqTlq4Evk2tgkQ1xao+IFwAkzQX2Ay4AxkuaBfwcmJc+zO8SEbcCRMRrzQaT\nGhqTUyxFPkI2vOvFdI51uW23pHUrJe1UOSTwbWXzkzqBXXLbVkfEirT8MFBpNDxE9nEW4KPAIZK+\nmt4PAsYAqyonjYiFQLfGVYN6DgZuAE6NiKclnQLcHhHPZCmg20S9knYDnomIRSm29el8+TK16nQD\nWU/LDOBI4MYG5QtFxG1At/leEXGXpL2Ae8l6KO+lcc9c3lLgp5JuIV3r5PaIeB34o6S1wMgmjglZ\nrovyfSCwu95M3hBJW6feN6B2XUt6QdKEiHi8ZokP9/DIZmZmZpuptra2Lg3OmTNnFpbrS3OwiuaW\ndPvwmRo2k4EO4EvAj2qV7XIg6eQ0NG5R6iXJb9uKbKbA7sDtpaLv6tWCmD8HjACmRMQUsg/2gwvK\nd+bed/Jmo1dkvVxT0mt8RKxi410G3BgRlT6KfYBTJT1B1pN1jKQLe3jsRo2zwjpFxDPA85L2IOvJ\nui63T6/kICIuTMf4GNl9/2gTu/898H1gKvBAul+g+3X8K+B1sp7Qim5DX0sQsHeu3mPyjasG/kDX\nRug70rq8WcASSZ/vQWxW4blF5ThPpXiOQznOUznOUznOUznOU/Na2cAaK6kyjO2zwK+rtt8P7Cdp\nuKQBwFHA/DTcbkBE3Ax8HZiaekuekvRxAEmDJL09f7CI+EH6sDo1ItZUbeuMiHHAg2Qf8Iv8EjhC\n0vB0ju1rlKs0MoYCz0ZEp6QPA2MLytRzJ3Dahh2k95bYp67UWzUkIi6urIuIoyNiXETsCpwN/CQi\nzi3Yd47S/LAaVgGj0rBFJA1J1y2vXp2uA/43sF1ELC9RvjRl8/Yq120SsAdpvpmkCyv3TY19BYyJ\niPnAOcB2QL0HZKwFdpS0vaS3Af/Qg5DnARvmZUma3MS+dwIHSRqa7tGD0rq8c4F3RcSPexCbmZmZ\nmdXRygbWI8ApklaQPVzih2l9AKRG0DlkPVWLgQfSsKjRQIekxcBVqQzAscBpkpYC99D8cC3IejWG\nF21IQ/q+RdbIWwxcko83XzT9nAvsleI5GlhZUKZo/4rzyR4Esiw9NOGb1QUkTZN0eZ36VDsL2CPX\nk9fM8MJJwDO1NkbEX8gap9+XtISskfC2qmL16vTvdO+9uqBO+W4kHSJpRsGmgcCvJS0nu8+OjojK\nXLs9gDUF+1QMAK5O13EhMCsi/lRQrnLfvp7ifICsYbOyoGyXfQqcDuyp7OEoy4ETqwvUqmsawno+\n2R8LfgPMrBrOCjAoPezCNobnFpXjPJXiOQ7lOE/lOE/lOE/lOE/N8xcN56S5PjtExDkNC29BJG0L\nXBERtXr3+i1Jd1Q9ln+zluYBLo2IneuU8RcN26Yzw180bGZmmwfV+KJhN7ByJE0Afgys35I+dNuW\nQdJRZE9EnBMR/6dOOf+jYJvMyNEjWfN0vU7jLVNHR4f/SlyC81SO81SO81SO81RbrQZWK58i2Oek\np6p9qNVxmG0K6YuGrylZdhNH0//5P5xynCczM9vSuAfLzLqQFP53wczMzKy+Wj1YrXzIhZmZmZmZ\n2WbFDSwzsx7w94KU4zyV4zyV4zyV4zyV4zyV4zw1zw0sMzMzMzOzXuI5WGbWhedgmZmZmTXmOVhm\nZmZmZmabmBtYZtaNJL/88mszeo0aNa7V/6z0Cs8FKcd5Ksd5Ksd5ap6/B8vMCniIYGMdQFuLY+gP\nOnCeyuhgU+Zp7dpuI1jMzGwT8RwsM+tCUriBZba5kb9A3Mysl0l9aA6WpLGSHqqxrV3S1Lc6pnTu\nMZIWSbojt251K2KpRdL+kmaXKLc6/ayZ66ry20p6StJ3c+vaJY1psN9sSfs1iPe2RudvRv6Yko6T\nNL3EPm+ka7tY0i0lyk+XdGyD7Wc2Gfdu6fwLJY2XdJqkFZKuSvX4XoP9G9ZV0mRJ90p6SNISSUfm\nth0l6RFJZzQTt5mZmZmV18o5WH3xT2mHAfMi4uDcur4YZ5mYosZyLecD83sWTlOxbIpjljn+f0fE\n1IiYEhGHbYJ4yjgMuCEipkXEauAk4MCIOCZtb/a6Fvlv4JiI2AM4GPi/krYDiIhrgP0BN7B6RUer\nA+gnOlodQD/R0eoA+gXPBSnHeSrHeSrHeWpeKxtYAyVdnf6Cf72kwdUF0l/cl6XXRWndVqnXZJmk\npZJOT+snSLor/dX+QUnjexDTMODZqnXP5eI5Np1zsaQ5ad1sSbMk3SPpMUmHp/XbSLo7xbJU0qFp\n/VhJK9N+qyTNlXRQ2n+VpD1Tua0lXSlpQerxOCSF8RrwUom6PFe9QtKPUuyLJT0r6Rtp/TRgJ2Be\n1S5/BN5ocJ51KSYk7ZXqsSTFvU3V+QvrJOk+SbvnyrVLmlonB3mvAOsbxAjQ7ASEl9OxST1ND6d6\n/TRX5j0p1sckfTmV7dJjKOms1Nt1MPAV4CRJv5B0GbArcEflHs7tM0LSjZJ+k177lK1rRDwWEY+n\n5f8iu593zG1fCwxtMhdmZmZmVlZEvOUvYCzQCbw/vb8SODMttwNTgZ2B3wPDyRqCvwAOTdvm5Y61\nXfq5ADg0LQ8CBvcgrpnAV2psmwg8Amyf3g9LP2cD16Xl3YHfpuUBwJC0vENu/ViyBsnE9P5B4Mq0\nfChwU1r+FvDZtDwUWAW8vSqmacDlJXK9rGrdGOBh4B1kDY92YBfgOOC7PbymA4HHganp/ZB03fYH\nbq1XJ+B0YEZaPwpY2aD8hmNWxXBI5TgF215Lub4X+HiTdfsDMLDqfpsO/D+yB8XsADyfrnmXfANn\nAefl9jkzt+2J3P20IffAXOADafmdwIpm6por8z7g4YL1LzfYL2B67tUeEH755Ve/fhFmZrZx2tvb\nY/r06Rte6d9Wql+tfIrgkxGxIC1fDXwZuDS3fS+gPSJeAJA0F9gPuAAYL2kW8HNgnqQhwC4RcStA\nRLzWbDCSBExOsRT5CNnwrhfTOdbltt2S1q2UtFPlkMC3lc1P6gR2yW1bHREr0vLDwN1p+SFgXFr+\nKHCIpK+m94PIGkarKieNiIXACU3WczBwA3BqRDwt6RTg9oh4JktB0z09FbsBz0TEohTb+nS+fJla\ndbqBrPdsBnAkcGOD8oUi4jag1nyvsRHxX6ln85eSlkU2TK+MpcBPlc3dys/fuj0iXgf+KGktMLLk\n8SpEcb4PBHbXm8kbImnriPifSoEGdUXSzsBPgGMKNr8gaUKknq5iMxoGb2ZmZrYlaWtro62tbcP7\nmTNnFpbrS3Owqt9DwYfP1LCZTDZg/UvAj2qV7XIg6eQ0NG6RpFFV27YCVpP1QN1eKvquXi2I+XPA\nCGBKREwhG6o1uKB8Z+59J28+Ol/AJyObMzQlIsZHxCo23mXAjRHRnt7vA5wq6QngO8Axki7s4bEb\nNc4K6xQRzwDPS9oD+DRwXW6fXslBZMPlSI2qDmBKE7v/PfB9st7TB9L9At2v418Br5P1ZFV0G/pa\ngoC9c/Uek29cNdxZ2hb4GfCPEfFAQZFZwBJJn+9BbLZBR6sD6Cc6Wh1AP9HR6gD6Bc8FKcd5Ksd5\nKsd5al4rG1hjJe2dlj8L/Lpq+/3AfpKGSxoAHAXMl7QDMCAibga+TjYkbT3wlKSPA0gaJOnt+YNF\nxA/Sh9WpEbGmaltnRIwjG0L26Rrx/hI4QtLwdI7ta5SrNDKGAs9GRKekD5MNHasuU8+dwGkbdpDe\nW2KfulJv1ZCIuLiyLiKOjohxEbErcDbwk4g4t2DfOZX5YTWsAkal+VxIGpKuW169Ol0H/G+yIXjL\nS5QvTdIwSYPS8gjgg8CK9P7Cyn1TY18BYyJiPnAOsB3Z8Mda1gI7Stpe0tuAf+hByPPIhk1WYphc\ndkdJA8l62eak35Ei5wLviogf9yA2MzMzM6ujlQ2sR4BTJK0ge7jED9P6AEiNoHPI/qy3GHggDYsa\nDXRIWgxclcoAHAucJmkpcA/ND9cCeJRszlc3aUjft8gaeYuBS/Lx5oumn3OBvVI8RwMrC8oU7V9x\nPtmDQJalhyZ8s7qApGmSLq9Tn2pnAXvkevKaGV44CXim1saI+AtZ4/T7kpaQNRLeVlWsXp3+ne69\nVxfUKd+NpEMkzSjYtDvwYLpuvwAujIhH0rY9gDUF+1QMAK5O13EhMCsi/lRQrnLfvp7ifICsgbiy\noGyXfQqcDuyp7OEoy4ETqwvUqeuRwL7A53PXeVJVmUGRPezCNkpbqwPoJ9paHUA/0dbqAPqF/NAc\nq815Ksd5Ksd5ap6/aDgnzfXZISLOaVh4C5KGnF0REbV69/otSXdE18fyb9bSPMClEbFznTJRu+1n\nZv2Tv2jYzKy3qS990XAfdhPwQeW+aNggIl7eHBtXAFtY4+oosp7Ff2l1LJuHjlYH0E90tDqAfqKj\n1QH0C54LUo7zVI7zVI7z1LxWPkWwz0lPVftQq+Mw2xQi+6Lha8qV7unDJM2sLxo5cmzjQmZm1is8\nRNDMupAU/nfBzMzMrD4PETQzMzMzM9vE3MAyM+sBj0kvx3kqx3kqx3kqx3kqx3kqx3lqnhtYZmZm\nZmZmvcRzsMysC8/BMjMzM2vMc7DMzMzMzMw2MTewzMx6wGPSy3GeynGeynGeynGeynGeynGemufv\nwTKzbiR/D5b1npGjR7Lm6TWtDsPMzOwt4TlYZtaFpGBGq6OwzcoM8P81Zma2ufEcLDMzMzMzs02s\nJQ0sSWMlPVRjW7ukqW91TOncYyQtknRHbt3qVsRSi6T9Jc0uUW51+lkz11Xlt5X0lKTv5ta1SxrT\nYL/ZkvZrEO9tjc7fjPwxJR0naXqJfd5I13axpFtKlJ8u6dgG289sMu7d0vkXShov6TRJKyRdlerx\nvQb7l63rcZIelbQqXwdJR0l6RNIZzcRtNfSpfxn6MOepFM9xKMd5Ksd5Ksd5Ksd5al4r52D1xfEi\nhwHzIuKc3Lq+GGeZmKLGci3nA/N7Fk5TsWyKY5Y5/n9HREsa7jmHATdExIUAkk4CDoiIZyQdR/PX\ntRtJ2wPnAVMBAQsl/UdEvBQR10j6JfAA8H82piJmZmZmVqyVQwQHSro6/QX/ekmDqwukv7gvS6+L\n0rqtUq/JMklLJZ2e1k+QdJekJZIelDS+BzENA56tWvdcLp5j0zkXS5qT1s2WNEvSPZIek3R4Wr+N\npLtTLEslHZrWj5W08v9n7+7Dra7q/P8/X5CIiiJqgTpf0JguJyfvQEYdHTyaN6l5MyYVYdpMl9lo\natlopI0eU/Om9MrJ1Ex/yAiaWt6ghiLGIRIJhcNBBckKy5tBLaVB8/68f3+s94bP2WffrH06uDny\nflzXuc7ea63P5/Ne77057HXWWp/jxy2TNFXSgX78Mkm7e7uNJV0vaZ7PeBzuYbwF/CWjLy+VF0j6\nscfeLulFSf/l5aOBDwEzyg75M/Buneus9JiQNMb7scjj3qTs+hX7JOlhSR8ttJslaVSNHBS9Drxa\nJ0ZIg41GrPJz4zNNT3i/biq0+UeP9beSTvG2XWYMJX3dZ7sOAb4K/IekByVdDXwYmF56DxeO2UrS\nTyX92r/2aqCvB5N+SfAXM1tJek0/Uao0sxeAwQ3mIlTSk58w66PIU5aWlpZmh9AnRJ7yRJ7yRJ7y\nRJ4a18wZrB2AfzOzeZKuB04CLi9VStoauBjYjfQh/gEfpDwLbGtmO3u7zfyQqcB3zGyapAH0bPDY\nH+gsFpjZHn6dHYGzgL3M7BVJmxeaDTOzvX2QMA24HXgDOMrMXpW0JTDP6wBGAp8ysyWSHgU+68cf\n4dc4GjgbeNDMvihpMDBf0kwzexh42GMaDZxoZl8q70gp7rKyE/y44cB0YJIkAd8DJgAHlrU/pl7C\nzOxrfs4NgJ8A48xsoaRB+ACloGKf/LjPAK2Shnk+F0q6sEr74vVvLT32AdhoM2utEOqGnuu3gEvM\n7K46/bq88PQbwHZm9nbh/QbpPdxCGrAsk3RV6fDup7Ppkq4BVpXOLelgoMXfT8cX2l8BXG5mcyX9\nP+B+YMfMvm4LPFN4/pyXFdX/tzGr8Hg74kNyCCGEENZ7bW1tWUsmmzmD9Uczm+ePpwD7lNWPAWaZ\n2ctm1kkaQI0Ffg9s77NGBwOr/MP8NmY2DcDM3jKzNxoJxgcau5AGcJXsT1re9YpfY2Wh7k4vW0qa\nCYI0Y3KRpA5gJrCNpFLdcjNb4o+f8HqAx0gfZwEOAiZKagfagAFAl/1QzdMG8wAAIABJREFUZrag\n0uCqTj8HArcBXzGzZ0kD23vN7PlC3D2xA/C8mS302F71162oWp9uA0qDuU8DP63TviIzu7vK4Apg\nhJntThpIfr/BGc4O4CZJE+g6o3evmb1jZn8GXgCGNnBOSLmulO8DgCu939OAQZI2Ljao09d6XpY0\nsmaL/QpfMbiqLPYW5Yk8ZYk9DnkiT3kiT3kiT3kiT2u0tLTQ2tq6+quadWkPVqW9Jd0+fJrZSkm7\nkJZCfRkYR1p6VXNgIOkk4AS/zqFmtqJQ1480cHsTuLeBPpS8WSHmCcBWwG5m1ql004mBFdp3Fp53\nsuY1EWmW66kexFPL1cBPzaw0R7EXsI/nZ1PS0s1VZnZWD85db3BWtU+S/iRpJ9JM1omFqm7tfZar\nIWb2v/59uaQ20sxo7ke/w0iD+yOAsyV9zMvLX8cPAO+QZkJLui19zSBgDzN7uwfHPkeaVSv5O7rO\nR0GaIVsk6RQzu6EH1wghhBBCCFU0cwZrhKTSMrbPAXPK6ucDYyVtIak/MB6Y7cvt+pvZHcC3gFFm\n9irwjKQjASQNkLRR8WRmdpWZ7WZmo4qDK6/rNLPtgEdJH/Ar+QUwTtIWfo0hVdqVBhmDgRd9cLUf\nMKJCm1ruB05dfYC0a8YxNUk6GRhkZt8tlZnZsWa2nZl9GPhP4H8qDa4kTZbvD6tiGTDMly0iaZC/\nbkW1+nQLcCawmZk9ntE+m6TNfdkokrYC9gaW+PPvlN43VY4VMNzMZgMTgc2AQTUu9wLwQUlDJG0I\nfLIHIc8AVu/L8l8o5LofOFDSYH+PHuhlRWcBfx+Dq79RzOzliTxliT0OeSJPeSJPeSJPeSJPjWvm\nAOtJ4GRJS0g3l7jGyw3AB0ETSUvD2oFHzOxu0n6SNl8+daO3ATgOONWX5D1E48u1AH4DbFGpwpf0\nXUga5LUDlxXjLTb171OBMR7PscDSCm0qHV9yPmk2abHfNOHb5Q0kjZZ0bY3+lPs6sJPSTS4WSmpk\neeHOwPPVKn225TOkpW2LSIOEDcua1erTz/z4WwplF9Ro342kwyW1Vqj6KPCov24PkvbqPel1OwEr\nKhxT0h+Y4q/jAuAKM/u/Cu1K79t3PM5HSAObpRXadjmmgtOA3ZVujvI4XWf0gOp99SWs55N+WfBr\n4Lyy5awAA/xmFyGEEEIIoZfJbF28C3lzSDoD2LLsNu3rPUmbAteZWbXZvT5L0nQzO6TZcbxXfB9g\nh5ltXaON0frexdRnLSdmZ3IsByZD/F9TW1tbW/yWOEPkKU/kKU/kKU/kqTpJmFm3lWnN3IO1Lrod\nuGF9+9Bdj5mtovrSyT5tfXqdJY0n3RHx0rqNW9d2NGF9MnTbniwoCCGEEPqmmMEKIXQhyeLnQggh\nhBBCbdVmsJq5ByuEEEIIIYQQ3ldigBVCCD0QfxckT+QpT+QpT+QpT+QpT+QpT+SpcTHACiGEEEII\nIYReEnuwQghdxB6sEEIIIYT6Yg9WCCGEEEIIIaxlMcAKIYQeiDXpeSJPeSJPeSJPeSJPeSJPeSJP\njYu/gxVC6EbqNtsdQliHDB06ghUrnm52GCGEECqIPVghhC4kGcTPhRDWbSL+/w4hhOaKPVghhBBC\nCCGEsJY1ZYAlaYSkx6rUzZI06r2Oya89XNJCSdMLZcubEUs1kvaVNCmj3XL/XjXXZe03lfSMpP8u\nlM2SNLzOcZMkja0T7931rt+I4jklHS/p3Ixjpkt6RdK0zGucK+m4OvWn50cNknaQ1C5pgaTtJZ0q\naYmkG70fP6hzfN2+StpF0lxJj0laJOnThbrxkp6U9LVG4g7VtDU7gD6irdkB9BFtzQ6gT4i9IHki\nT3kiT3kiT41r5gzWuri24ShghpkdUihbF+PMicmqPK7mfGB2z8JpKJa1cc6c818KHLsW4mjEUcBt\nZjbazJYD/wEcYGaf9/pGX9dKXgM+b2Y7AYcA35e0GYCZ3QzsC8QAK4QQQghhLWnmAGsDSVP8N/i3\nShpY3sB/477Yvy72sn4+a7JYUoek07x8pKQH/Lf2j0ravgcxbQ68WFb2UiGe4/ya7ZIme9kkSVdI\nekjSbyUd7eWbSJrpsXRIOsLLR0ha6sctkzRV0oF+/DJJu3u7jSVdL2mez3gc7mG8Bfwloy8vlRdI\n+rHH3i7pRUn/5eWjgQ8BM8oO+TPwbp3rrPSYkDTG+7HI496k7PoV+yTpYUkfLbSbJWlUjRwUvQ68\nWidGzGxWTruCVX5ufKbpCe/XTYU2/+ix/lbSKd62y4yhpK/7bNchwFeB/5D0oKSrgQ8D00vv4cIx\nW0n6qaRf+9deuX01s9+a2e/88f+S3s8fLNS/AAxuIA+hqpZmB9BHtDQ7gD6ipdkB9AktLS3NDqFP\niDzliTzliTw1rpl3EdwB+DczmyfpeuAk4PJSpaStgYuB3Ugf4h/wQcqzwLZmtrO328wPmQp8x8ym\nSRpAzwaP/YHOYoGZ7eHX2RE4C9jLzF6RtHmh2TAz29sHCdOA24E3gKPM7FVJWwLzvA5gJPApM1si\n6VHgs378EX6No4GzgQfN7IuSBgPzJc00s4eBhz2m0cCJZval8o6U4i4rO8GPGw5MByZJEvA9YAJw\nYFn7Y+olzMy+5ufcAPgJMM7MFkoahA9QCir2yY/7DNAqaZjnc6GkC6u0L17/1tJjH4CNNrPWenFn\n9OvywtNvANuZ2duF9xuk93ALacCyTNJVpcO7n86mS7oGWFU6t6SDgRZ/Px1faH8FcLmZzZX0/4D7\ngR0b7aukfwI2KA24CjL+bRRP20J8+AshhBDC+q6trS1ryWQzZ7D+aGbz/PEUYJ+y+jHALDN72cw6\nSQOoscDvge191uhgYJV/mN/GzKYBmNlbZvZGI8H4QGMX0gCukv1Jy7te8WusLNTd6WVLSTNBAAIu\nktQBzAS2kVSqW25mS/zxE14P8BiwnT8+CJgoqZ20OH8A0GU/lJktqDS4qtPPgcBtwFfM7FnSwPZe\nM3u+EHdP7AA8b2YLPbZX/XUrqtan24DSYO7TwE/rtK/IzO7ujcFVBR3ATZIm0HVG714ze8fM/gy8\nAAxt8Lyicr4PAK70fk8DBknauNigXl/9FxT/A3yhQvXLkkbWDq218NVSu+l6q63ZAfQRbc0OoI9o\na3YAfULsBckTecoTecoTeVqjpaWF1tbW1V/VNHMGq9tv+Su06fbh08xWStoFOBj4MjCOtPSq5sBA\n0knACX6dQ81sRaGuH2ng9iZwbwN9KHmzQswTgK2A3cysU+mmEwMrtO8sPO9kzWsi0izXUz2Ip5ar\ngZ/6kjmAvYB9PD+bkpZurjKzs3pw7nqDs6p9kvQnSTuRZrJOLFR1a++zXO+lw0iD+yOAsyV9zMvL\nX8cPAO+QZkJLui19zSBgDzN7uwfHImlT4B7gm2b2SIUmVwCLJJ1iZjf05BohhBBCCKGyZs5gjZBU\nWsb2OWBOWf18YKykLST1B8YDs325XX8zuwP4FjDKzF4FnpF0JICkAZI2Kp7MzK4ys93MbFRxcOV1\nnWa2HfAo6QN+Jb8Axknawq8xpEq70iBjMPCiD672A0ZUaFPL/cCpqw+Qds04piZJJwODzOy7pTIz\nO9bMtjOzDwP/CfxPpcGVpMny/WFVLAOG+bJFJA3y162oVp9uAc4ENjOzxzPa90S3GSNJ3ym9byoe\nkGY2h5vZbGAisBkwqMY1XgA+KGmIpA2BT/YgzhnA6n1Z/guFLL5U805gsv8bqeQs4O9jcPW3aml2\nAH1ES7MD6CNamh1AnxB7QfJEnvJEnvJEnhrXzAHWk8DJkpaQbi5xjZcbgA+CJpLWTbQDj5jZ3cC2\nQJsvn7rR2wAcB5zqS/IeovHlWgC/AbaoVOFL+i4kDfLagcuK8Rab+vepwBiP51hgaYU2lY4vOZ80\nm7TYb5rw7fIGkkZLurZGf8p9HdhJ6SYXCyU1srxwZ+D5apU+2/IZ0tK2RaRBwoZlzWr16Wd+/C2F\nsgtqtO9G0uGSWqvU/dLPvb+kP0oq7TfbCVhR6RjXH5jir+MC4Aoz+78K7Urv23c8zkdIA8SlFdp2\nOaaC04DdlW6O8jhdZ/RK/anW10+Tltt+ofA671zWZoDf7CKEEEIIIfQyxV+CX0PSGcCWZjaxbuP1\niC85u87Mqs3u9VmSppfdlv99zfcBdpjZ1jXa2Lr51wnWNW3ErEOONiJPOdpoLE9iffz/u62tLX6b\nniHylCfylCfyVJ0kzKzbyrRm7sFaF90O3LC+feiux8xWUX3pZJ+2Pr3OksaT7oh4aUbrtR1OCOFv\nMHToiPqNQgghNEXMYIUQupBk8XMhhBBCCKG2ajNYzdyDFUIIIYQQQgjvKzHACiGEHoi/C5In8pQn\n8pQn8pQn8pQn8pQn8tS4GGCFEEIIIYQQQi+JPVghhC5iD1YIIYQQQn2xByuEEEIIIYQQ1rIYYIUQ\nQg/EmvQ8kac8kac8kac8kac8kac8kafGxd/BCiF0I8XfwQp/m6HbDmXFsyuaHUYIIYTwnos9WCGE\nLiQZrc2OIvR5rRD/v4QQQng/iz1YIYQQQgghhLCWNWWAJWmEpMeq1M2SNOq9jsmvPVzSQknTC2XL\nmxFLNZL2lTQpo91y/14112XtN5X0jKT/LpTNkjS8znGTJI2tE+/d9a7fiOI5JR0v6dyMY6ZLekXS\ntMxrnCvpuDr1p+dHDZJ2kNQuaYGk7SWdKmmJpBu9Hz+oc3xuX4+X9BtJy4p9kDRe0pOSvtZI3KGK\ndeonw7or1u7niTzliTzliTzliTzliTw1rpkzWOvi2pGjgBlmdkihbF2MMycmq/K4mvOB2T0Lp6FY\n1sY5c85/KXDsWoijEUcBt5nZaDNbDvwHcICZfd7rG31du5E0BDgHGAPsAZwraTCAmd0M7AvEACuE\nEEIIYS1p5gBrA0lT/Df4t0oaWN7Af+O+2L8u9rJ+PmuyWFKHpNO8fKSkByQtkvSopO17ENPmwItl\nZS8V4jnOr9kuabKXTZJ0haSHJP1W0tFevomkmR5Lh6QjvHyEpKV+3DJJUyUd6Mcvk7S7t9tY0vWS\n5vmMx+EexlvAXzL68lJ5gaQfe+ztkl6U9F9ePhr4EDCj7JA/A+/Wuc5KjwlJY7wfizzuTcquX7FP\nkh6W9NFCu1mSRtXIQdHrwKt1YsTMZuW0K1jl58Znmp7wft1UaPOPHutvJZ3ibbvMGEr6us92HQJ8\nFfgPSQ9Kuhr4MDC99B4uHLOVpJ9K+rV/7dVAXw8m/ZLgL2a2kvSafqKQhxeAwQ3kIVTTk58w66GW\nlpZmh9AnRJ7yRJ7yRJ7yRJ7yRJ4a18y7CO4A/JuZzZN0PXAScHmpUtLWwMXAbqQP8Q/4IOVZYFsz\n29nbbeaHTAW+Y2bTJA2gZ4PH/kBnscDM9vDr7AicBexlZq9I2rzQbJiZ7e2DhGnA7cAbwFFm9qqk\nLYF5XgcwEviUmS2R9CjwWT/+CL/G0cDZwINm9kWfgZgvaaaZPQw87DGNBk40sy+Vd6QUd1nZCX7c\ncGA6MEmSgO8BE4ADy9ofUy9hZvY1P+cGwE+AcWa2UNIgfIBSULFPftxngFZJwzyfCyVdWKV98fq3\nlh77AGy0mbXWizujX5cXnn4D2M7M3i683yC9h1tIA5Zlkq4qHd79dDZd0jXAqtK5JR0MtPj76fhC\n+yuAy81srqT/B9wP7JjZ122BZwrPn/Oyovr/NmYVHm9HDCZCCCGEsN5ra2vLWjLZzBmsP5rZPH88\nBdinrH4MMMvMXjazTtIAaizwe2B7nzU6GFjlH+a3MbNpAGb2lpm90UgwPtDYhTSAq2R/0vKuV/wa\nKwt1d3rZUtJMEICAiyR1ADOBbSSV6pab2RJ//ITXAzxG+jgLcBAwUVI70AYMALrshzKzBZUGV3X6\nORC4DfiKmT1LGtjea2bPF+LuiR2A581socf2qr9uRdX6dBtQGsx9GvhpnfYVmdndvTG4qqADuEnS\nBLrO6N1rZu+Y2Z+BF4ChDZ5XVM73AcCV3u9pwCBJGxcb/I19fVnSyJot9it8xeCqstiDlSXW7ueJ\nPOWJPOWJPOWJPOWJPK3R0tJCa2vr6q9qmjmD1e23/BXadPvwaWYrJe1CWgr1ZWAcaelVzYGBpJOA\nE/w6h5rZikJdP9LA7U3g3gb6UPJmhZgnAFsBu5lZp9JNJwZWaN9ZeN7JmtdEpFmup3oQTy1XAz/1\nJXMAewH7eH42JS3dXGVmZ/Xg3PUGZ1X7JOlPknYizWSdWKjq1t5nud5Lh5EG90cAZ0v6mJeXv44f\nAN4hzYSWdFv6mkHAHmb2dg+OfY40q1byd3Sdj4I0Q7ZI0ilmdkMPrhFCCCGEEKpo5gzWCEmlZWyf\nA+aU1c8HxkraQlJ/YDww25fb9TezO4BvAaPM7FXgGUlHAkgaIGmj4snM7Coz283MRhUHV17XaWbb\nAY+SPuBX8gtgnKQt/BpDqrQrDTIGAy/64Go/YESFNrXcD5y6+gBp14xjapJ0MjDIzL5bKjOzY81s\nOzP7MPCfwP9UGlxJmlzaH1bFMmCYL1tE0iB/3Ypq9ekW4ExgMzN7PKN9T3SbMZL0ndL7puIBaWZz\nuJnNBiYCmwGDalzjBeCDkoZI2hD4ZA/inAGs3pflv1DIdT9woKTB/h490MuKzgL+PgZXf6OY2csS\na/fzRJ7yRJ7yRJ7yRJ7yRJ4a18wB1pPAyZKWkG4ucY2XG4APgiaSloa1A4+Y2d2k/SRtvnzqRm8D\ncBxwqi/Je4jGl2sB/AbYolKFL+m7kDTIawcuK8ZbbOrfpwJjPJ5jgaUV2lQ6vuR80mzSYr9pwrfL\nG0gaLenaGv0p93VgJ6WbXCyU1Mjywp2B56tV+mzLZ0hL2xaRBgkbljWr1aef+fG3FMouqNG+G0mH\nS2qtUvdLP/f+kv4oqbTfbCdgRaVjXH9gir+OC4ArzOz/KrQrvW/f8TgfIQ1sllZo2+WYCk4Ddle6\nOcrjdJ3RK/WnYl99Cev5pF8W/Bo4r2w5K8AAv9lFCCGEEELoZTJbF+9C3hySzgC2NLOJdRuvRyRt\nClxnZtVm9/osSdPLbsv/vub7ADvMbOsabYzW9y6mPms5MYtVSyuYGW1tbfHbzwyRpzyRpzyRpzyR\npzyRp+okYWbdVqY1cw/Wuuh24Ib17UN3PWa2iupLJ/u09el1ljSedEfES+s2bl3b0YT3u6Hb9mQR\nQQghhND3xQxWCKELSRY/F0IIIYQQaqs2g9XMPVghhBBCCCGE8L4SA6wQQuiB+LsgeSJPeSJPeSJP\neSJPeSJPeSJPjYsBVgghhBBCCCH0ktiDFULoIvZghRBCCCHUF3uwQgghhBBCCGEtiwFWCCH0QKxJ\nzxN5yhN5yhN5yhN5yhN5yhN5alz8HawQQjdSt9nuEHrN0KEjWLHi6WaHEUIIIawVsQcrhNCFJIP4\nuRDWJhH/94QQQujrYg9WCCGEEEIIIaxlWQMsSSMkPValbpakUb0bVh5JwyUtlDS9ULa8GbFUI2lf\nSZMy2i0vtL+7WhtJW/RiXBWvU6ivGbe/L2bVadPr74/iOXNeb0k7S5orqUPSXZIGZRxT87ySVuVH\nvPqY70p6TNIlkraSNE/SAkn75Ly2mX29VNJSSYsk/UzSZoW6X0qaL+lDjcYeKmlrdgB9RFuzA+gT\nYo9DnshTnshTnshTnshT4xqZwVoX13McBcwws0MKZetinDkxWZXHjZ6nEfXO12jczZBz/euAM81s\nF+AO4MxeOG9P+n0CsLOZfQM4AFhsZqPN7FeZ58tpMwP4RzPbFXgK+Obqg83GAguAwxqOPIQQQggh\nZGlkgLWBpCmSlki6VdLA8gaSxkta7F8Xe1k/SZO8rEPSaV4+UtID/pv2RyVt34P4NwdeLCt7qRDP\ncX7NdkmTvWySpCskPSTpt5KO9vJNJM30WDokHeHlI3xGYJKkZZKmSjrQj18maXdvt7Gk6wuzEod7\nGG8Bf8noy0uFx4Ml3SPpSUlXFcpXr/GUdLrPhiwu5HRjP67dy8d5+RiPd5HHt0nxwpLu9ZnAdkkr\nJX0+M+53gZf9HP0KMzSLJJ1c3tjzNtdzfIvHe7CkWwttVs+sSTqovH2dvFXzER/EAMwEPpVxzEse\nwzBJsz0/iyXtvSZUXeB9nSvpg144qfSe8uer/PtdwCBggaQzgUuAo/y8A+n62k6Q9Guvu1pafceJ\nun01s5lm1ulP5wF/V9ZkBenfTfibtTQ7gD6ipdkB9AktLS3NDqFPiDzliTzliTzliTw1rpG7CO4A\n/JuZzZN0PXAScHmpUtLWwMXAbsBK4AEfpDwLbGtmO3u70pKlqcB3zGyapAH0bD9Yf6CzWGBme/h1\ndgTOAvYys1ckFT9UDjOzvSV9FJgG3A68ARxlZq9K2pL04XSatx8JfMrMlkh6FPisH3+EX+No4Gzg\nQTP7oqTBwHxJM83sYeBhj2k0cKKZfam8I6W43Rjgo8AfgfslHW1mt5cqlZbHHe/t+gO/ltTmcT5n\nZp/0dptK2gD4CTDOzBYqLY97vezahxXO+/8Bd5rZqlLc1ZjZs8Ax/vRLwAjSDI2V5RvP6beAj5vZ\n6z7IOB24CPiRpI3M7HXgM8BN3v7sCu0vqJY3SfcCXzSzFWWhPiHpCDObBnya7oOOSn0rnfdzwH1m\ndpEPdEqDvE2AuWb2LUmXkGanvlPpVH6+IyX9n5mVlja+AIw2s1P9eakP/+A5+Gcze1fSD4EJwJTM\nvhb9O+m1L+okvWfqaC08biE+JIcQQghhfdfW1pa1ZLKRQc0fzWyeP54C7FNWPwaYZWYv+2/QpwJj\ngd8D2/us0cHAKv+Qv41/4MXM3jKzNxqIBf+wuwtpAFfJ/sBtZvaKX2Nloe5OL1sKlPajCLhIUgdp\nlmMbrdmrstzMlvjjJ7we4DFgO398EDBRUjtp08EAYHgxIDNbUGlwVcF8M/uDpdts3Uz3XO8D3GFm\nb5jZa6QB4r94PAdKukjSPj5I2gF43swWegyvFmY4VpO0FXAjMN6Pa9QBwI885vJ8A+wJ7Ag85Dk6\nDhhuZu8C9wGHS+pPWr42rVr7WgGY2WFVBhz/Dpws6RHSwOitBvr1CPBvks4hDR5f8/I3zezn/ngB\na94H5XLvd15a/vdxYBTwiPd7f+DD3RpX72u6qHQ28LaZ3VRW9Rywc/1wWgtfLfWbr5famh1AH9HW\n7AD6hNjjkCfylCfylCfylCfytEZLSwutra2rv6ppZAarfP9Hpf0g3T5MmtlKSbsABwNfBsYBX63U\ntsuJpJNIswIGHFr8MCmpH2ng9iZwbwN9KHmzQswTgK2A3cysU+mGAgMrtO8sPO9kTQ5FmuV6qgfx\nlMvJdfeDzJ7yWahDgfMlPUgaTNbLdT/SQK7VB51rg0j75SZUqLsF+ArwCvCImb3mA+hq7RtiZr8h\nvf+Q9BEa2INkZnMkjfVjbpB0mZlNAd4uNHuXNe+Dd/BfXHgfNmgwXAGTzezsBo9bcwLpC6T3wP4V\nqm8HzpG0xMx27Ok1QgghhBBCZY3MYI2QVFw2Naesfj4wVtIWPhMxHpjtS736m9kdpCVio8zsVeAZ\nSUcCSBogaaPiyczsKjPbzcxGlf+m3sw6zWw74FHScqpKfgGMk9+ZTdKQKu1Kg4/BwIs+uNqPtNyt\nvE0t9wOnrj5A2jXjmGr2UNr71Y/Uv/JczyHt3xmotJ/qX4E5vkzzdZ+1+B5pJmQZMMyXJyJpkL8+\nRZcAHWZ2W6VglPZwTa4T8wPAiaVzV8j3PGBvSSO9fmMf7ADM9lhPYM2StlrtG1LYH9WP9B68xp9v\nI2lmnWOHk94X15NullG6I2K198TTwO7++Ei6DrBqvY9KdQ8CxxRiHuIxZJH0CeAM4Agze7NCk+OA\n6TG46g0tzQ6gj2hpdgB9QuxxyBN5yhN5yhN5yhN5alwjA6wnScuslpA2yV/j5aUlYSuAiaT1IO2k\nmYi7gW2BNl/udKO3gfRB71RfkvcQMLQH8f8GqHhra1/SdyFpkNcOXFaMt9jUv08Fxng8xwJLK7Sp\ndHzJ+aQbgSxWuqX9t8sbSBot6doa/SmZD1xJWo74OzO7s3htM2sHbiAtX3sYuNbMOoCdSHu/2oFz\ngAvM7G3SIO1KSYtId5nbsOx6XwcOUrrJxUJJnyyrHw78tU7M1wHPAIv9+uPLYv4T8AXgZs/xXNLy\nRXzJ4j3AJ/x7zfZUeQ2UbtYxrELVeEnLgCWkPWo3ePnWdJ2JqqQF6JC0kLR/6/u1YgB+DOzrOdgT\neK1QV2smspSnpaRB4Azv9wygW59q9PUHpJtpPOCv5VVl9UNIdxcMIYQQQghrgXzLTJ8k6QxgSzOb\nWLdx6DG/icONZvZ4s2PpTUp3OvyDmd3T7FjeK37TjMVm9qMabaz5d9/vC9qI2ZkcbXTPk+jL//es\nDW1tbfFb4gyRpzyRpzyRpzyRp+okYWbdVig1sgdrXXQ7aV/M9LK/hRV6kf/dpvcdM/ths2N4L0ma\nTdo3WOluhyGEEEIIoRf06RmsEELvSzNYIaw9Q4eOYMWKp5sdRgghhPA3eb/OYIUQ1oL4xUsIIYQQ\nQs/05I/7hhDCei/+LkieyFOeyFOeyFOeyFOeyFOeyFPjYoAVQgghhBBCCL0k9mCFELqQZPFzIYQQ\nQgihtmp7sGIGK4QQQgghhBB6SQywQgihB2JNep7IU57IU57IU57IU57IU57IU+NigBVCCCGEEEII\nvST2YIUQuoi/g9V3DN12KCueXdHsMEIIIYT1UrU9WDHACiF0IclobXYUIUtr/M2yEEIIoVniJhch\nhNCbljc7gL4h1u7niTzliTzliTzliTzliTw1LmuAJWmEpMeq1M2SNKp3w8ojabikhZKmF8rWqY89\nkvaVNCmj3fJC+7urtZG0RS/GVfE6hfqacfv7YladNr3+/iieM+f1lrSzpLmSOiTdJWlQxjE1zytp\nVX7Eq4/5rqTHJF0iaStJ8yQtkLRPzmub2dchkmZIWibpfkmDC3UTog2GAAAgAElEQVS/lDRf0oca\njT2EEEIIIeRpZAZrXVyHchQww8wOKZSti3HmxGRVHjd6nkbUO1+jcTdDzvWvA840s12AO4Aze+G8\nPen3CcDOZvYN4ABgsZmNNrNfZZ4vp81EYKaZ7QD8Avjm6oPNxgILgMMajjx0t32zA+gbWlpamh1C\nnxB5yhN5yhN5yhN5yhN5alwjA6wNJE2RtETSrZIGljeQNF7SYv+62Mv6SZrkZR2STvPykZIekLRI\n0qOSevJxZXPgxbKylwrxHOfXbJc02csmSbpC0kOSfivpaC/fRNJMj6VD0hFePkLSUj9umaSpkg70\n45dJ2t3bbSzp+sKsxOEexlvAXzL68lLh8WBJ90h6UtJVhfLVazwlne6zIYsLOd3Yj2v38nFePsbj\nXeTxbVK8sKR7fSawXdJKSZ/PjPtd4GU/R7/CDM0iSSeXN/a8zfUc3+LxHizp1kKb1TNrkg4qb18n\nb9V8xAcxADOBT2Uc85LHMEzSbM/PYkl7rwlVF3hf50r6oBdOKr2n/Pkq/34XMAhYIOlM4BLgKD/v\nQLq+thMk/drrrpZUqsvp65HAZH88mfRLiKIVpH83IYQQQghhLWhkgLUDcKWZ7QisAk4qVkraGrgY\naAF2Bcb4IGVXYFsz29lnEErLzqYCPzCzXYF/Bv63B/H3BzqLBWa2h8ezI3AW0GJmuwGnFZoNM7O9\ngcNJH3QB3gCOMrPdgf2BywrtRwLf9VmBHYDP+vFn+DUAzgYeNLM9/fjvSdrIzB42s695TKMlXVup\nI6W43RjgZOCjwN8XP7D7eUYBx3u7vYATJO0CfAJ4zsx2M7OdgfskbQD8BDjFc30A8HrZtQ8zs1HA\nF4GngTuLcVdjZs+a2TH+9EvACNIMza6k17cY85bAt4CPe44XAKeTBjz/JGkjb/oZ4CZvf3aF9lXz\n5gPFYRVCfaI0YAY+DfxdrX6VnfdzwH2en12ARV6+CTDX+zqHNDtV8VR+viOBv5rZKDO7FDgH+Ik/\nf6PQh3/wHPyzX7MTmNBAXz9kZi94+xVA+XLATtK/m9pmFb7WqUW365DIS5ZYu58n8pQn8pQn8pQn\n8pQn8rRGW1sbra2tq7+q+UAD5/yjmc3zx1OAU4DLC/VjgFlmVprRmAqMBS4Atpd0BfBzYIbSHpht\nzGwagJm91UAc+PlF+sA7pUqT/YHbzOwVv8bKQt2dXrZUa/ajCLhI0ljSh9BtCnXLzWyJP36CNCgA\neAzYzh8fBBwu6Qx/PgAYDiwrXdTMFpAGIvXMN7M/eD9vBvYBbi/U7wPcUfpgLul24F+A+0kDu4uA\ne83sV5I+BjxvZgs9hlf9mC4XlLQVcCNwjJk1vL+INHC72vyWZmX5BtgT2BF4yF+7DUgDlHcl3UfK\n3c9Iy9fOIA3Uu7WvFYCZVVv69u/ADyT9FzCNNDuX6xHgeh+o3mVmHV7+ppn93B8vIPW/km53lqmi\ntPzv48Ao4BHv90DghW6Nq/e12nlLniPltrb9Ms8eQgghhLCeaGlp6bJk8rzzzqvYrpEBVvkHtUr7\nQbp9mDSzlT67cjDwZWAc8NVKbbucSDqJNCtgwKH+2/hSXT/g98CbwL0N9KHkzQoxTwC2AnYzs06l\nGwoMrNC+s/C8kzU5FPApM3uqB/GUy8l194PMnvLZrUOB8yU9SBpM1st1P+BmoNXMlvYg3hwi7Zeb\nUKHuFuArwCvAI2b2mg8uqrVviJn9hvT+Q9JHaGAPkpnN8UH3YcANki4zsynA24Vm77LmffAOPjNc\nGBg2QsBkMzu7weNKXpA01Mxe8Bmu8iW0twPnSFris9Ghp2IPVpZYu58n8pQn8pQn8pQn8pQn8tS4\nRpYIjpBUXDY1p6x+PjBW0haS+gPjgdm+1Ku/md1BWiI2ymdRnpF0JICkAYUlYgCY2VW+1G1UcXDl\ndZ1mth3wKGk5VSW/AMbJ78wmaUiVdqXBx2DgRR9c7Uda7lbeppb7gVNXHyDtmnFMNXso7f3qR+pf\nea7nkPbvDPT9VP8KzPFlmq+b2U3A90gzIcuAYZJGe1yD/PUpugToMLPbKgWjtIdrcqW6ggeAE0vn\nrpDvecDekkZ6/cY+2AGY7bGeQFrOWK99Qwr7o/qR3oPX+PNtJM2sc+xw0vvietLNMkp3RKz2nnga\n2N0fH0nXAVat91Gp7kHgmELMQzyGXNOAL/jj44G7yuqPA6bH4CqEEEIIYe1oZID1JHCypCWkTfLX\neHlpSdgK0h3M2oB20kzE3cC2QJukdtIStIl+3HHAqZI6gIeAoT2I/zdAxVtb+5K+C0mDvHbW7Kmq\nNjs0lbRvrAM4FlhaoU2l40vOJ90IZLHSLe2/Xd6g1h6sMvOBK0nLEX9nZncWr21m7cANpOVrDwPX\n+tK1nYD53t9zgAvM7G3SIO1KSYuAGcCGZdf7OnCQ0k0uFkr6ZFn9cOCvdWK+DngGWOzXH18W859I\nH/xv9hzPJe1nw8w6gXtIe8juqdeeKq9BjX1J4yUtA5aQ9qjd4OVb03UmqpIWoEPSQtL+re/XigH4\nMbCv52BP4LVCXa2ZyFKelpIGgTO83zOAbn2q0ddLgAO9vx8n7YssGgL0xixriD1YWWLtfp7IU57I\nU57IU57IU57IU+PkW2b6JN/vtKWZTazbOPSYpEuAG83s8WbH0puU7nT4BzO7p9mxvFck/ZB0e/gf\n1WhjtL53MfVZy2n+MsFWWNd/hre1tcXykgyRpzyRpzyRpzyRpzyRp+okYWbdVij19QHWSNJMzqtl\nfwsrhFBG0mzSvsFjzey5Gu367g+F9czQbYey4tkV9RuGEEIIode9LwdYIYTeJ8ni50IIIYQQQm3V\nBliN7MEKIYTgYk16nshTnshTnshTnshTnshTnshT42KAFUIIIYQQQgi9JJYIhhC6iCWCIYQQQgj1\nxRLBEEIIIYQQQljLYoAVQgg9EGvS80Se8kSe8kSe8kSe8kSe8kSeGhcDrBBCCCGEEELoJbEHK4TQ\nRfwdrBDeX4YOHcGKFU83O4wQQnjfib+DFULIkgZY8XMhhPcPEf/XhxBC74ubXIQQQq9qa3YAfURb\nswPoI9qaHUCfEHtB8kSe8kSe8kSeGpc1wJI0QtJjVepmSRrVu2HlkTRc0kJJ0wtly5sRSzWS9pU0\nKaPd8kL7u6u1kbRFL8ZV8TqF+ppx+/tiVp02vf7+KJ4z5/WWdK6kZ/29slDSJzKOqXleSavyI159\nzHclPSbpEklbSZonaYGkfXJe28y+XippqaRFkn4mabNC3S8lzZf0oUZjDyGEEEIIeRqZwVoX1xcc\nBcwws0MKZetinDkxWZXHjZ6nEfXO12jczZB7/cvNbJR/3dcL5+1Jv08AdjazbwAHAIvNbLSZ/Srz\nfDltZgD/aGa7Ak8B31x9sNlYYAFwWMORhwpamh1AH9HS7AD6iJZmB9AntLS0NDuEPiHylCfylCfy\n1LhGBlgbSJoiaYmkWyUNLG8gabykxf51sZf1kzTJyzokneblIyU94L9pf1TS9j2If3PgxbKylwrx\nHOfXbJc02csmSbpC0kOSfivpaC/fRNJMj6VD0hFePsJnBCZJWiZpqqQD/fhlknb3dhtLur4wK3G4\nh/EW8JeMvrxUeDxY0j2SnpR0VaF89RpPSaf7bMjiQk439uPavXycl4/xeBd5fJsULyzpXp/ZaZe0\nUtLnM+N+F3jZz9GvMEOzSNLJ5Y09b3M9x7d4vAdLurXQZvXMmqSDytvXyVst3dbH1vGSxzBM0mzP\nz2JJe68JVRd4X+dK+qAXTiq9p/z5Kv9+FzAIWCDpTOAS4Cg/70C6vrYTJP3a666WVKqr21czm2lm\nnf50HvB3ZU1WkP7dhBBCCCGEtcHM6n4BI4BOYE9/fj1wuj+eBYwCtgb+AGxBGrg9CBzhdTMK59rM\nv88DjvDHA4CBObGUxXUe8NUqdTsCTwJD/Pnm/n0ScIs//ijwlD/uDwzyx1sWykeQBhs7+vNHgev9\n8RHA7f74QuBz/ngwsAzYqCym0cC1dfq0L/BXv65IMxJHe91yz+8ooAMYCGwCPA7sAhwN/Khwrk2B\nDYDfAaO8bJC/PvsC08quPQpYBGzag9fiy8CtrLlxSinfpffHlsDsUk6AM4Fved6fLpRfBYyv1r54\nzgox3AsMq1B+ruduEXAdMLiBfp0OfNMfC9jEH3cCh/rjS4CzCu+vowvH/1+Vx8cD/114Xnpt/wGY\nBvT38h8Cx+b2tazNtNJ7slD2X8B/1jnO4NzC1ywDi69uX5GXyFNfyRP2fjFr1qxmh9AnRJ7yRJ7y\nRJ7WmDVrlp177rmrv/znK+VfHyDfH81snj+eApwCXF6oHwPMMrPSjMZUYCxwAbC9pCuAnwMzJA0C\ntjGzaaTI3mogDvz8Ig0qplRpsj9wm5m94tdYWai708uWFvajCLhI0ljSh+dtCnXLzWyJP34CmOmP\nHwO288cHAYdLOsOfDwCGkwZa+PUWAF/K6N58M/uD9/NmYB/g9kL9PsAdZvaGt7kd+BfgfuB7ki4C\n7jWzX0n6GPC8mS30GF71Y7pcUNJWwI3AMWbW8P4i0pK3q83M/Dory+r3JA16H/LXbgNgrpm9K+k+\nUu5+Rlq+dgZpvUy39rUCMLNqS9+uAr5tZibpAtL79ouZ/XoEuF7SBsBdZtbh5W+a2c/98QJS/yvJ\nnTkz//5x0oD0Ee/3QOCFbo2r9zVdVDobeNvMbiqreo6stUit9ZuEEEIIIaxHWlpauiyZPO+88yq2\na2SAZXWeQ4UPk2a2UtIuwMGkWY5xwFcrte1yIukk0p4VI80UrCjU9QN+D7xJ+k1+o96sEPMEYCtg\nNzPrVLqhwMAK7TsLzztZk0MBnzKzp3oQT7mcXHc/yOwppZs/HAqcL+lB0mCyXq77ATcDrWa2tAfx\n5hBpJnNChbpbgK8ArwCPmNlrPrio1r4hZlZcWvdjoOrNPSocO8cH3YcBN0i6zMymAG8Xmr3LmvfB\nO/jS28LAsBECJpvZ2Q0et+YE0hdI74H9K1TfDpwjaYmZ7djTawSIPTO5WpodQB/R0uwA+oTYC5In\n8pQn8pQn8tS4RvZgjZC0hz/+HDCnrH4+MFbSFpL6k5Z5zZa0JWm50x2kJWGjfBblGUlHAkgaIGmj\n4snM7Coz283STQlWlNV1mtl2pOV6n6kS7y+AcfI7s0kaUqVdafAxGHjRB1f7kZbolbep5X7g1NUH\nSLtmHFPNHkp7v/qR+lee6zmk/TsDfT/VvwJzJG0NvO6zFt8jzYQsA4ZJGu1xDfLXp+gSoMPMbqsU\njO/hmlwn5geAE0vnrpDvecDekkZ6/caSPuJ1sz3WE4CfZLRviKRhhadHk5ZUImkbSTMrH7X62OGk\n98X1pOWFpTsiVntPPA3s7o+PpOsAq9b7qFT3IHBMYU/XEI8hi9IdEs8gLb99s0KT44DpMbgKIYQQ\nQlg7GhlgPQmcLGkJaZP8NV5eWhK2AphI+mMe7aSZiLuBbYE2Se2kJWgT/bjjgFMldQAPAUN7EP9v\nSPtWuvElfReSBnntwGXFeItN/ftUYIzHcyywtEKbSseXnE+6EchipVvaf7u8gaTRkq6t0Z+S+cCV\npOWIvzOzO4vXNrN24AbS8rWHSfu6OoCdgPne33OAC8zsbdIg7UpJi0h7ujYsu97XgYOUbnKxUNIn\ny+qHk/aF1XId8Ayw2K8/vizmPwFfAG72HM8FdvC6TuAe4BP+vWZ7qrwGSjfrGFah6lJ/XRaR9p59\nzcu3putMVCUtQIekhcCnge/XioE0Q7av52BP4LVCXa2ZyFKelpJ+ETHD+z0D6NanGn39AWmf3QP+\nWl5VVj+EdHfB8Ddra3YAfURbswPoI9qaHUCfEH+PJ0/kKU/kKU/kqXGlGxL0Sb7faUszm1i3cegx\nSZcAN5rZ482OpTcp3enwD2Z2T7Njea9I+iHp9vA/qtHGMlelrufaiGVdOdqIPOVoY+3lSfTl/+uL\n2traYrlShshTnshTnshTdZIws24rlPr6AGskaSbnVev6t7BCCGUkzSbtGzzWzJ6r0a7v/lAIIXQz\ndOgIVqx4utlhhBDC+877coAVQuh9kix+LoQQQggh1FZtgNXIHqwQQggu1qTniTzliTzliTzliTzl\niTzliTw1LgZYIYQQQgghhNBLYolgCKGLWCIYQgghhFBfLBEMIYQQQgghhLUsBlghhNADsSY9T+Qp\nT+QpT+QpT+QpT+QpT+SpcTHACiGEEEIIIYReEnuwQghdxN/BCs0wdNuhrHh2RbPDCCGEELLF38EK\nIWSRZLQ2O4qw3mmF+P8ohBBCXxI3uQghhN60vNkB9BGRpyyxxyFP5ClP5ClP5ClP5KlxWQMsSSMk\nPValbpakUb0bVh5JwyUtlDS9ULZO/XcuaV9JkzLaLS+0v7taG0lb9GJcFa9TqK8Zt78vZtVp0+vv\nj+I5c15vSedKetbfKwslfSLjmJrnlbQqP+LVx3xX0mOSLpG0laR5khZI2ifntc3s6xBJMyQtk3S/\npMGFul9Kmi/pQ43GHkIIIYQQ8jQyg7Uurt04CphhZocUytbFOHNisiqPGz1PI+qdr9G4myH3+peb\n2Sj/uq8XztuTfp8A7Gxm3wAOABab2Wgz+1Xm+XLaTARmmtkOwC+Ab64+2GwssAA4rOHIQ3fbNzuA\nPiLylKWlpaXZIfQJkac8kac8kac8kafGNTLA2kDSFElLJN0qaWB5A0njJS32r4u9rJ+kSV7WIek0\nLx8p6QFJiyQ9Kqkn/w1vDrxYVvZSIZ7j/JrtkiZ72SRJV0h6SNJvJR3t5ZtImumxdEg6wstHSFrq\nxy2TNFXSgX78Mkm7e7uNJV1fmJU43MN4C/hLRl9eKjweLOkeSU9KuqpQvnqNp6TTfTZkcSGnG/tx\n7V4+zsvHeLyLPL5NiheWdK/P7LRLWinp85lxvwu87OfoV5ihWSTp5PLGnre5nuNbPN6DJd1aaLN6\nZk3SQeXt6+Stlm7rY+t4yWMYJmm252expL3XhKoLvK9zJX3QCyeV3lP+fJV/vwsYBCyQdCZwCXCU\nn3cgXV/bCZJ+7XVXSyrV5fT1SGCyP55M+iVE0QrSv5sQQgghhLAWNDLA2gG40sx2BFYBJxUrJW0N\nXAy0ALsCY3yQsiuwrZntbGa7AKVlZ1OBH5jZrsA/A//bg/j7A53FAjPbw+PZETgLaDGz3YDTCs2G\nmdnewOGkD7oAbwBHmdnuwP7AZYX2I4Hv+qzADsBn/fgz/BoAZwMPmtmefvz3JG1kZg+b2dc8ptGS\nrq3UkVLcbgxwMvBR4O+LH9j9PKOA473dXsAJknYBPgE8Z2a7mdnOwH2SNgB+ApziuT4AeL3s2oeZ\n2Sjgi8DTwJ3FuKsxs2fN7Bh/+iVgBGmGZlfS61uMeUvgW8DHPccLgNOBmcA/SdrIm34GuMnbn12h\nfdW8+UBxWJVwv+KDoetUWDZXo2+l834OuM/zswuwyMs3AeZ6X+eQZqcqnsrPdyTwV59BuxQ4B/iJ\nP3+j0Id/8Bz8s1+zE5jQQF8/ZGYvePsVQPlywE7Sv5vaZhW+1qlFt+uQyEueyFOW2OOQJ/KUJ/KU\nJ/KUJ/K0RltbG62trau/qvlAA+f8o5nN88dTgFOAywv1Y4BZZlaa0ZgKjAUuALaXdAXwc2CGpEHA\nNmY2DcDM3mogDvz8In3gnVKlyf7AbWb2il9jZaHuTi9bqjX7UQRcJGks6UPoNoW65Wa2xB8/QRoU\nADwGbOePDwIOl3SGPx8ADAeWlS5qZgtIA5F65pvZH7yfNwP7ALcX6vcB7ih9MJd0O/AvwP2kgd1F\nwL1m9itJHwOeN7OFHsOrfkyXC0raCrgROMbMGt5fRBq4XW1+G7CyfAPsCewIPOSv3QakAcq7ku4j\n5e5npOVrZ5AG6t3a1wrAzKotfbsK+LaZmaQLSO/bL2b26xHgeh+o3mVmHV7+ppn93B8vIPW/ktyZ\ns9Lyv48Do4BHvN8DgRe6Na7e12rnLXmOlNva9ss8ewghhBDCeqKlpaXLksnzzjuvYrtGBljlH9Qq\n7Qfp9mHSzFb67MrBwJeBccBXK7XtciLpJNKsgAGH+m/jS3X9gN8DbwL3NtCHkjcrxDwB2ArYzcw6\nlW4oMLBC+87C807W5FDAp8zsqR7EUy4n190PMnvKZ7cOBc6X9CBpMFkv1/2Am4FWM1vag3hziLRf\nbkKFuluArwCvAI+Y2Ws+uKjWviFmVlxa92Og6s09Khw7xwfdhwE3SLrMzKYAbxeavcua98E7+Mxw\nYWDYCAGTzezsBo8reUHSUDN7wWe4ypfQ3g6cI2mJz0aHnoq9RXkiT1lij0OeyFOeyFOeyFOeyFPj\nGlkiOEJScdnUnLL6+cBYSVtI6g+MB2b7Uq/+ZnYHaYnYKJ9FeUbSkQCSBhSWiAFgZlf5UrdRxcGV\n13Wa2XbAo6TlVJX8AhgnvzObpCFV2pUGH4OBF31wtR9puVt5m1ruB05dfYC0a8Yx1eyhtPerH6l/\n5bmeQ9q/M9D3U/0rMMeXab5uZjcB3yPNhCwDhkka7XEN8ten6BKgw8xuqxSM0h6uyZXqCh4ATiyd\nu0K+5wF7Sxrp9RtL+ojXzfZYTyAtZ6zXviFlS+mOBh738m0kzax81Opjh5PeF9cD13mcUP098TSw\nuz8+kq4DrFrvo1Ldg8AxhT1dQzyGXNOAL/jj44G7yuqPA6bH4CqEEEIIYe1oZID1JHCypCWkTfLX\neHlpSdgK0h3M2oB20kzE3cC2QJukdtIStIl+3HHAqZI6gIeAoT2I/zdAxVtb+5K+C0mDvHbW7Kmq\nNjs0lbRvrAM4FlhaoU2l40vOJ90IZLHSLe2/Xd6g1h6sMvOBK0nLEX9nZncWr21m7cANpOVrDwPX\n+tK1nYD53t9zgAvM7G3SIO1KSYuAGcCGZdf7OnCQ0k0uFkr6ZFn9cOCvdWK+DngGWOzXH18W859I\nH/xv9hzPJe1nw8w6gXtIe8juqdeeKq9BjX1Jl/rrsgjYFyjtLduarjNRlbQAHZIWAp8Gvl8rBtIM\n2b6egz2B1wp1tWYiS3laSvpFxAzv9wygW59q9PUS4EBJy0jLDS8uqx8C9MYsa4i9RXkiT1lij0Oe\nyFOeyFOeyFOeyFPj5Ftm+iTf77SlmU2s2zj0mKRLgBvN7PFmx9KblO50+Aczu6fZsbxXJP2QdHv4\nH9VoY7S+dzH1WcuJ5W85cvPUCn35/6O/VVtbWyzDyRB5yhN5yhN5yhN5qk4SZtZthVJfH2CNJM3k\nvFr2t7BCCGUkzSbtGzzWzJ6r0a7v/lAIfdbQbYey4tkV9RuGEEII64j35QArhND7JFn8XAghhBBC\nqK3aAKuRPVghhBBcrEnPE3nKE3nKE3nKE3nKE3nKE3lqXAywQgghhBBCCKGXxBLBEEIXsUQwhBBC\nCKG+WCIYQgghhBBCCGtZDLBCCKEHYk16nshTnshTnshTnshTnshTnshT42KAFUIIIYQQQgi9JPZg\nhRC6iL+DFULzDB06ghUrnm52GCGEEDLE38EKIWRJA6z4uRBCc4j4fzmEEPqGuMlFCCH0qrZmB9BH\ntDU7gD6irdkB9AmxFyRP5ClP5ClP5KlxWQMsSSMkPValbpakUb0bVh5JwyUtlPT/s3fncXJVdd7H\nP98EkG0IEDUBhMBklEdUCAEUBZMGd9kxLAEGhgEdXzqigDgoahIWBQXGCKLymAloMgiMKLuEpTsT\ngjEhZAGyyBIWcQI8QjQ4ipj+PX/cU8nt6lpONR26m3zfr1e/+tY55977u7+qdOrUOefW7aWyFX0R\nSz2SxkqamtFuRan9zfXaSNq2F+OqeZ5SfcO40+uivUmbXn99lI+Z83xLGifpIUlrcmNpdlxJq/Oi\n7bLPtyU9KOkiSW+UNEfSfEn75zy3mdf6LUlLJS2U9DNJW5Xq/lvSXElvbjV2MzMzM8vTyghWf5yz\ncDgwIyI+Virrj3HmxBR1tls9TiuaHa/VuPtCzvkfBI4AZvbicXty3Z8Edo+IfwM+CCyOiL0i4t7M\n4+W0mQG8IyJGAY8AX167c8QYYD5wUMuRWw1tfR3AANHW1wEMEG19HcCA0NbW1tchDAjOUx7nKY/z\n1LpWOlgbS5omaYmk6yRtWt1A0nhJi9PPhalskKSpqWyRpM+n8pGS7kyftN8vaZcexL818FxV2fOl\neE5M51wg6epUNlXSZEmzJT0q6chUvoWku1IsiyQdmspHpBGBqZKWS5ou6UNp/+WS9k7tNpc0pTQq\ncUgK46/AHzKu5fnS9hBJt0haJumKUvnaOZ6SzkijIYtLOd087bcglR+VyvdJ8S5M8W1RPrGkW9NI\n4AJJqyT9Y2bca4AX0jEGlUZoFkr6bHXjlLf7Uo6vTfF+RNJ1pTZrR9Ykfbi6fZO81RQRyyPikXL+\nMjyfYhguaWbKz2JJ+60LVeena71P0ptS4dTKayo9Xp1+3whsCcyX9CXgIuDwdNxN6frcHi/p16nu\n+5IqdTnXeldEdKaHc4C3VDVZSfHvxszMzMzWh4ho+gOMADqBfdPjKcAZabsdGA1sBzwJbEvRcbsb\nODTVzSgda6v0ew5waNreBNg0J5aquCYBX6hTtxuwDNgmPd46/Z4KXJu23w48krYHA1um7aGl8hEU\nnY3d0uP7gSlp+1DghrR9AXBc2h4CLAc2q4ppL+DKJtc0FvjfdF5RjEgcmepWpPyOBhYBmwJbAA8B\newBHAj8sHevvgI2Bx4DRqWzL9PyMBW6qOvdoYCHwdz14Lj4NXMe6G6dU8l15fQylGEHaLJV/Cfhq\nyvsTpfIrgPH12pePWSOGW4HhDWKsuV+T6zoD+HLaFrBF2u4EPp62LwK+Unp9HVna/491tk8Cvlt6\nXHlu/w9wEzA4lX8POKHVa01tbqq8JktlXwO+2GS/gAmln/aA8E+3H+fFeVofeSKsvvb29r4OYUBw\nnvI4T3mcp3Xa29tjwoQJa3/S32yqfzYi31MRMSdtTwM+BwsvocoAACAASURBVFxaqt8HaI+IyojG\ndGAMcD6wi6TJwG3ADElbAttHxE0Ukf21hThIxxdFp2JanSYHAtdHxIvpHKtKdb9IZUtL61EEfFPS\nGIo3z9uX6lZExJK0/TBwV9p+ENg5bX8YOETSWenxJsBOFB0t0vnmA5/KuLy5EfFkus5rgP2BG0r1\n+wM/j4i/pDY3AO8H7gAulvRN4NaIuFfSO4HfRcQDKYaX0j5dTijpjcBPgHER0fL6Ioopb9+PiEjn\nWVVVvy9Fp3d2eu42Bu6LiDWSfkmRu59RTF87i2K+TLf2jQKIiPUx9W0eMEXSxsCNEbEolb8cEbel\n7fkU119L7qhZpN8foOiQzkvXvSnwbLfGTa5V0jnAKxHxn1VVz5A1F2li8yZmZmZmG5C2trYuUyYn\nTZpUs10rHaxo8hhqvJmMiFWS9gA+QjHKcRTwhVptuxxI+gzFmpWgGClYWaobBDwOvEzxSX6rXq4R\n8/HAG4E9I6JTxQ0FNq3RvrP0uJN1ORTwiSimor1aObnuvlPEIypu4vBx4DxJd1N0JpvlehBwDTAx\nIpb2IN4cohjJPL5G3bXAvwIvAvMi4k+pc1Gv/WsmImalTvdBwFWSLomIacArpWZrWPc6+Btp6m2p\nY9gKAVdHxDk9jVnSP1G8Bg6sUX0D8HVJSyJit56ew8BrZnK19XUAA0RbXwcwIHgtSB7nKY/zlMd5\nal0ra7BGSHpP2j4OmFVVPxcYI2lbSYMppnnNlDSUYrrTzymmhI1OoyhPSzoMQNImkjYrHywiroiI\nPSNidLlzleo6I2Jniul6x9SJ9x7gKKU7s0napk67SudjCPBc6lwdQDFFr7pNI3cAp63dQRqVsU89\n71Gx9msQxfVV53oWxfqdTdN6qiOAWZK2A/6cRi0uphgJWQ4Ml7RXimvL9PyUXQQsiojrawWT1nBd\n3STmO4F/qRy7Rr7nAPtJGpnqN5f01lQ3M8X6SeCnGe1fjfJap+0l3dWwsbQTxetiCvCjFGeX41R5\nAtg7bR9G1w5Wo9dRpe5uYFxpTdc2KYYskj5KMQJ4aES8XKPJicDt7lyZmZmZrR+tdLCWAZ+VtIRi\nkfwPUnllSthK4GyKL/NYQDEScTOwA9AhaQHFFLSz034nAqdJWgTMBob1IP7fUKxb6SZN6buAopO3\nALikHG+5afo9HdgnxXMCsLRGm1r7V5xHcSOQxSpuaX9udQNJe0m6ssH1VMwFLqeYjvhYRPyifO6I\nWABcRTF97VcU67oWAe8C5qbr/TpwfkS8QtFJu1zSQoo1XW+oOt+ZwIdV3OTiAUkHV9XvRLEurJEf\nAU8Di9P5x1fF/P+AfwKuSTm+D9g11XUCtwAfTb8btqfOc6DiZh3Da5QfLulpimmKt2jdbf23o+tI\nVC1twCJJDwBHA99pFAPwf4GxKQf7An8q1TUaiazkaSnFBxEz0nXPAGpdU81rBS6jWGd3Z3our6iq\n34bi7oL2qnX0dQADREdfBzBAdPR1AAOCv48nj/OUx3nK4zy1rnJDggEprXcaGhFnN21sPSbpIuAn\nEfFQX8fSm1Tc6fDJiLilr2N5rUj6HsXt4X/YoE1kzkrdwHXgaV05OnCecnRQ5EkM5P+X17eOjg5P\nV8rgPOVxnvI4T/VJIiK6zVAa6B2skRQjOS9F1+/CMrMqkmZSrBs8ISKeadDOHSyzPuMOlpnZQPG6\n7GCZWe8rOlhm1heGDRvBypVP9HUYZmaWoV4Hq5U1WGa2gaj1nQ7+6frT3t7e5zEMhB/nqbU8uXPV\nmNeC5HGe8jhPeZyn1rmDZWZmZmZm1ks8RdDMupAU/rtgZmZm1pinCJqZmZmZma1n7mCZmfWA56Tn\ncZ7yOE95nKc8zlMe5ymP89Q6d7DMzMzMzMx6iddgmVkXXoNlZmZm1ly9NVgb9UUwZta/Sd3+Vmyw\nhu0wjJW/XdnXYZiZmdkA4REsM+tCUjCxr6PoRyYW3wtWraOjg7a2ttc8nIHGecrjPOVxnvI4T3mc\npzzOU32+i6CZmZmZmdl6ltXBkjRC0oN16tolje7dsPJI2knSA5JuL5Wt6ItY6pE0VtLUjHYrSu1v\nrtdG0ra9GFfN85TqG8adXhftTdr0+uujfMyc51vSOEkPSVqTG0uz40panRdtl32+LelBSRdJeqOk\nOZLmS9o/57nNvNZtJM2QtFzSHZKGlOr+W9JcSW9uNXbrzp/m5XGe8jhPeZynPM5THucpj/PUulZG\nsPrjXMLDgRkR8bFSWX+MMyemqLPd6nFa0ex4rcbdF3LO/yBwBDCzF4/bk+v+JLB7RPwb8EFgcUTs\nFRH3Zh4vp83ZwF0RsStwD/DltTtHjAHmAwe1HLmZmZmZZWmlg7WxpGmSlki6TtKm1Q0kjZe0OP1c\nmMoGSZqayhZJ+nwqHynpTkkLJd0vaZcexL818FxV2fOleE5M51wg6epUNlXSZEmzJT0q6chUvoWk\nu1IsiyQdmspHSFqa9lsuabqkD6X9l0vaO7XbXNKU0qjEISmMvwJ/yLiW50vbQyTdImmZpCtK5Wvn\neEo6I42GLC7ldPO034JUflQq3yfFuzDFt0X5xJJuTSOBCyStkvSPmXGvAV5IxxhUGqFZKOmz1Y1T\n3u5LOb42xfsRSdeV2qwdWZP04er2TfJWU0Qsj4hHyvnL8HyKYbikmSk/iyXtty5UnZ+u9T5Jb0qF\nUyuvqfR4dfp9I7AlMF/Sl4CLgMPTcTel63N7vKRfp7rvS2vvONH0WoHDgKvT9tUUH0KUraT4d2Ov\nkr8XJI/zlMd5yuM85XGe8jhPeZyn1rVyF8FdgZMjYo6kKcBngEsrlZK2Ay4E9gRWAXemTspvgR0i\nYvfUbqu0y3TgGxFxk6RN6Nl6sMFAZ7kgIt6TzrMb8BXgvRHxoqTym8rhEbGfpLcDNwE3AH8BDo+I\nlyQNBeakOoCRwCciYomk+4Fj0/6HpnMcCZwD3B0Rp6RpWXMl3RURvwJ+lWLaC/iXiPhU9YVU4k72\nAd4OPAXcIenIiLihUqlimttJqd1g4NeSOlKcz0TEwand30naGPgpcFREPCBpS+DPVec+qHTc/wB+\nERGrK3HXExG/Bcalh58CRlCM0ERVvkk5/SrwgYj4c+pknAF8E/ihpM0i4s/AMcB/pvbn1Gh/fr28\nSboVOCUiXvUt30rHPQ74ZUR8M3V0Kp28LYD7IuKrki6iGJ36Rq1DpeMdJumPEVGZ2vgssFdEnJYe\nV67h/6QcvC8i1kj6HnA8MC3zWt8cEc+mc65U9+mAnRSvmcbKEz93Bnry8YeZmZnZ60hHR0dWh7OV\nDtZTETEnbU8DPkepg0XxZr89IiojGtOBMRRviHeRNBm4DZiR3uRvHxE3AUTEX1uIg3R8AXukWGo5\nELg+Il5M51hVqvtFKltaegMq4JuSxlC8Cd2+VLciIpak7YeBu9L2gxRvPwE+DBwi6az0eBNgJ2B5\n5aQRMZ+iI9LM3Ih4Ml3nNcD+FJ3Aiv2Bn0fEX1KbG4D3A3cAF0v6JnBrRNwr6Z3A7yLigRTDS2mf\nLieU9EbgJ8C41Llq1QeB71e+QKkq3wD7ArsBs9NztzFFB2WNpF9S5O5nFNPXzgLaarVvFEClo9jL\n5gFTUkf1xohYlMpfjojb0vZ8iuuvJXfUrDL97wPAaGBeuu5NgWe7Nc6/1upphc9Q5LaxAzKPvgHz\nnPQ8zlMe5ymP85THecrjPOVxntZpa2vrko9JkybVbNdKB6v6jVqt9SDd3kxGxCpJewAfAT4NHAV8\noVbbLgeSPkMxKhDAx8uf1EsaBDwOvAzc2sI1VLxcI+bjgTcCe0ZEp4obCmxao31n6XEn63IoilGu\nR3oQT7WcXHffKeKRNAr1ceA8SXdTdCab5XoQcA0wMSKW9iDeHKJYL3d8jbprgX8FXgTmRcSfUuei\nXvvXTETMSp3ug4CrJF0SEdOAV0rN1rDudfA30mhsqWPYCgFXR8Q5PQz5WUnDIuJZScPpPoX2BuDr\nkpZExG49PIeZmZmZ1dHKtLwRksrTpmZV1c8FxkjaVtJgYDwwM031GhwRP6eYIjY6jaI8LekwAEmb\nSNqsfLCIuCIi9oyI0dXToCKiMyJ2Bu6nmE5Vyz3AUUp3ZpO0TZ12lc7HEOC51Lk6gGK6W3WbRu4A\nTlu7gzQqY5963qNi7dcgiuurzvUsivU7m6pYT3UEMCtN0/xzRPwncDHFSMhyYHianoikLdPzU3YR\nsCgirq8VjIo1XFfXqiu5E/iXyrFr5HsOsJ+kkal+c0lvTXUzU6yfpJjO2Kz9q1Fe67S9pLsaNpZ2\nonhdTAF+lOLscpwqTwB7p+3D6NrBavQ6qtTdDYwrrenaJsWQ6ybgn9L2ScCNVfUnAre7c/XqeU56\nHucpj/OUx3nK4zzlcZ7yOE+ta6WDtQz4rKQlFIvkf5DKK1PCVlLcwawDWEAxEnEzsAPQIWkBxRS0\ns9N+JwKnSVoEzAaG9SD+3wA1b22dpvRdQNHJWwBcUo633DT9ng7sk+I5AVhao02t/SvOo7gRyGIV\nt7Q/t7qBpL0kXdngeirmApdTTEd8LCJ+UT53RCwArqKYvvYr4Mo0de1dFGu/FgBfB86PiFcoOmmX\nS1oIzADeUHW+M4EPq7jJxQOSDq6q3wn43yYx/wh4Gliczj++Kub/R/HG/5qU4/so1vUREZ3ALcBH\n0++G7anzHKi4WcfwGuWHS3qaYpriLVp3W//t6DoSVUsbsEjSA8DRwHcaxQD8X2BsysG+wJ9KdY1G\nIit5WkrxQcSMdN0zgFrXVPNaKTrLH5K0nGK64YVV9dsAvTHKamZmZmY1KC2ZGZDSeqehEXF208bW\nY+kmDj+JiIf6OpbepOJOh09GxC19HctrJd00Y3FE/LBBm2DiaxdTvzcRBvLfSTMzM1s/JBER3WYo\nDfQO1kiKkZyXqr4Ly8yqSJpJsW7whIh4pkG7gftHYT0YtsMwVv72Vd+Y0szMzF5n6nWwenJr9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bKunNlUMC31SxtqUT2L5UtyIilqTth4G70vaDwM5p+8MUHZSz0uNNKN7AL6+cNCLmA59qcmnz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\naxJjAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f100d305be0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "ratios = compression_ratios()    \n",
-    "labels = ['%s - %s' % (c, o)\n",
-    "          for c, o in compression_configs]\n",
-    "\n",
-    "fig = plt.figure(figsize=(12, len(compression_configs)*.3))\n",
-    "fig.suptitle('Compression ratio', fontsize=14, y=1.01)\n",
-    "ax = fig.add_subplot(1, 1, 1)\n",
-    "\n",
-    "y = [i for i, (c, o) in enumerate(compression_configs) if c == 'blosc' and o['shuffle'] == 2]\n",
-    "x = [ratios[i] for i in y]\n",
-    "ax.barh(bottom=np.array(y)+.2, width=np.array(x), height=.6, label='bit shuffle', color='b')\n",
-    "\n",
-    "y = [i for i, (c, o) in enumerate(compression_configs) if c != 'blosc' or o['shuffle'] == 0]\n",
-    "x = [ratios[i] for i in y]\n",
-    "ax.barh(bottom=np.array(y)+.2, width=np.array(x), height=.6, label='no shuffle', color='g')\n",
-    "\n",
-    "ax.set_yticks(np.arange(len(labels))+.5)\n",
-    "ax.set_yticklabels(labels, rotation=0)\n",
-    "\n",
-    "ax.set_xlim(0, max(ratios)+3)\n",
-    "ax.set_ylim(0, len(ratios))\n",
-    "ax.set_xlabel('compression ratio')\n",
-    "ax.grid(axis='x')\n",
-    "ax.legend(loc='upper right')\n",
-    "\n",
-    "fig.tight_layout();\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 56,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "@functools.lru_cache(maxsize=None)\n",
-    "def compression_decompression_times(repeat=3, number=1):\n",
-    "    c = list()\n",
-    "    d = list()\n",
-    "    for compression, compression_opts in compression_configs:\n",
-    "        \n",
-    "        def compress():\n",
-    "            zarr.array(genotype_sample, chunks=chunks, compression=compression, \n",
-    "                       compression_opts=compression_opts)\n",
-    "            \n",
-    "        t = timeit.Timer(stmt=compress, globals=locals())\n",
-    "        compress_times = t.repeat(repeat=repeat, number=number)\n",
-    "        c.append(compress_times)\n",
-    "        \n",
-    "        z = zarr.array(genotype_sample, chunks=chunks, compression=compression, \n",
-    "                       compression_opts=compression_opts)\n",
-    "        \n",
-    "        def decompress():\n",
-    "            z[:]\n",
-    "            \n",
-    "        t = timeit.Timer(stmt=decompress, globals=locals())\n",
-    "        decompress_times = t.repeat(repeat=repeat, number=number)\n",
-    "        d.append(decompress_times)\n",
-    "        \n",
-    "        log(compression, compression_opts, compress_times, decompress_times)\n",
-    "        \n",
-    "    return c, d\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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fchPRg0AWK3oIxc/TM0g6IqxNyuVKomllLyp6iEJFnnrnEk13W0g0zW9+Wp37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Cl9cZ1WSRotabGkublta9qRSy2S9pM0o4m4Nem/NWtdFb+1pMclfTt/DknDW8itYa3S6zu6zv4T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\nSnVAnbYeCewDfDL3Ok+sihmUb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CVwmdL6pHZg+0zdcjNb4sdPAgWn4XFgBz8+BDhS0jl+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\nkuJrs2cAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f100ce4e550>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "co_t, de_t = compression_decompression_times()\n",
-    "\n",
-    "fig = plt.figure(figsize=(12, len(compression_configs)*.3))\n",
-    "fig.suptitle('Compression speed', fontsize=14, y=1.01)\n",
-    "\n",
-    "\n",
-    "ax = fig.add_subplot(1, 1, 1)\n",
-    "\n",
-    "y = [i for i, (c, o) in enumerate(compression_configs) if c == 'blosc' and o['shuffle'] == 2]\n",
-    "x = (nbytes / 1000000) / np.array([co_t[i] for i in y])\n",
-    "ax.barh(bottom=np.array(y)+.2, width=x.max(axis=1), height=.6, label='bit shuffle', color='b')\n",
-    "\n",
-    "y = [i for i, (c, o) in enumerate(compression_configs) if c != 'blosc' or o['shuffle'] == 0]\n",
-    "x = (nbytes / 1000000) / np.array([co_t[i] for i in y])\n",
-    "ax.barh(bottom=np.array(y)+.2, width=x.max(axis=1), height=.6, label='no shuffle', color='g')\n",
-    "\n",
-    "ax.set_yticks(np.arange(len(labels))+.5)\n",
-    "ax.set_yticklabels(labels, rotation=0)\n",
-    "\n",
-    "xlim = (0, np.max((nbytes / 1000000) / np.array(co_t)) + 100)\n",
-    "ax.set_xlim(*xlim)\n",
-    "ax.set_ylim(0, len(co_t))\n",
-    "ax.set_xlabel('speed (Mb/s)')\n",
-    "ax.grid(axis='x')\n",
-    "ax.legend(loc='upper right')\n",
-    "\n",
-    "fig.tight_layout();"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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5nDL1h5gHwo3kZXFK3gvkmUKWxT+BdpkS4pS+WwmdvPnA+GS8yazx76PAETGe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\nrieTpTPWk2+K3P6oAWT34LXp87aSZtZpO5Lsvrie7LCM0omI1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AHmSTobuAw4KvU7mJ62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\nSZI0T/4f8YECY6U7o3gAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f100ce43f60>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "co_t, de_t = compression_decompression_times()\n",
-    "\n",
-    "fig = plt.figure(figsize=(12, len(compression_configs)*.3))\n",
-    "fig.suptitle('Decompression speed', fontsize=14, y=1.01)\n",
-    "\n",
-    "\n",
-    "ax = fig.add_subplot(1, 1, 1)\n",
-    "\n",
-    "y = [i for i, (c, o) in enumerate(compression_configs) if c == 'blosc' and o['shuffle'] == 2]\n",
-    "x = (nbytes / 1000000) / np.array([de_t[i] for i in y])\n",
-    "ax.barh(bottom=np.array(y)+.2, width=x.max(axis=1), height=.6, label='bit shuffle', color='b')\n",
-    "\n",
-    "y = [i for i, (c, o) in enumerate(compression_configs) if c != 'blosc' or o['shuffle'] == 0]\n",
-    "x = (nbytes / 1000000) / np.array([de_t[i] for i in y])\n",
-    "ax.barh(bottom=np.array(y)+.2, width=x.max(axis=1), height=.6, label='no shuffle', color='g')\n",
-    "\n",
-    "ax.set_yticks(np.arange(len(labels))+.5)\n",
-    "ax.set_yticklabels(labels, rotation=0)\n",
-    "\n",
-    "xlim = (0, np.max((nbytes / 1000000) / np.array(de_t)) + 100)\n",
-    "ax.set_xlim(*xlim)\n",
-    "ax.set_ylim(0, len(de_t))\n",
-    "ax.set_xlabel('speed (Mb/s)')\n",
-    "ax.grid(axis='x')\n",
-    "ax.legend(loc='upper right')\n",
-    "\n",
-    "fig.tight_layout();"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "import cpuinfo"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 63,
-   "metadata": {
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-    "cpuinfo.main()"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
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-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
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-   "file_extension": ".py",
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diff --git a/notebooks/object_arrays.ipynb b/notebooks/object_arrays.ipynb
deleted file mode 100644
index 714d024907..0000000000
--- a/notebooks/object_arrays.ipynb
+++ /dev/null
@@ -1,350 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Object arrays\n",
-    "\n",
-    "See [#212](https://github.com/alimanfoo/zarr/pull/212) for more information."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'2.2.0a2.dev82+dirty'"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import zarr\n",
-    "zarr.__version__"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'0.5.0'"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import numcodecs\n",
-    "numcodecs.__version__"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## API changes in Zarr version 2.2"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Creation of an object array requires providing new ``object_codec`` argument:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<zarr.core.Array (10,) object>"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "z = zarr.empty(10, chunks=5, dtype=object, object_codec=numcodecs.MsgPack())\n",
-    "z"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "To maintain backwards compatibility with previously-created data, the object codec is treated as a filter and inserted as the first filter in the chain:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table class=\"zarr-info\"><tbody><tr><th style=\"text-align: left\">Type</th><td style=\"text-align: left\">zarr.core.Array</td></tr><tr><th style=\"text-align: left\">Data type</th><td style=\"text-align: left\">object</td></tr><tr><th style=\"text-align: left\">Shape</th><td style=\"text-align: left\">(10,)</td></tr><tr><th style=\"text-align: left\">Chunk shape</th><td style=\"text-align: left\">(5,)</td></tr><tr><th style=\"text-align: left\">Order</th><td style=\"text-align: left\">C</td></tr><tr><th style=\"text-align: left\">Read-only</th><td style=\"text-align: left\">False</td></tr><tr><th style=\"text-align: left\">Filter [0]</th><td style=\"text-align: left\">MsgPack(encoding='utf-8')</td></tr><tr><th style=\"text-align: left\">Compressor</th><td style=\"text-align: left\">Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)</td></tr><tr><th style=\"text-align: left\">Store type</th><td style=\"text-align: left\">builtins.dict</td></tr><tr><th style=\"text-align: left\">No. bytes</th><td style=\"text-align: left\">80</td></tr><tr><th style=\"text-align: left\">No. bytes stored</th><td style=\"text-align: left\">396</td></tr><tr><th style=\"text-align: left\">Storage ratio</th><td style=\"text-align: left\">0.2</td></tr><tr><th style=\"text-align: left\">Chunks initialized</th><td style=\"text-align: left\">0/2</td></tr></tbody></table>"
-      ],
-      "text/plain": [
-       "Type               : zarr.core.Array\n",
-       "Data type          : object\n",
-       "Shape              : (10,)\n",
-       "Chunk shape        : (5,)\n",
-       "Order              : C\n",
-       "Read-only          : False\n",
-       "Filter [0]         : MsgPack(encoding='utf-8')\n",
-       "Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)\n",
-       "Store type         : builtins.dict\n",
-       "No. bytes          : 80\n",
-       "No. bytes stored   : 396\n",
-       "Storage ratio      : 0.2\n",
-       "Chunks initialized : 0/2"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "z.info"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array(['foo', 'bar', 1, list([2, 4, 6, 'baz']), {'a': 'b', 'c': 'd'}, None,\n",
-       "       None, None, None, None], dtype=object)"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "z[0] = 'foo'\n",
-    "z[1] = b'bar'  # msgpack doesn't support bytes objects correctly\n",
-    "z[2] = 1\n",
-    "z[3] = [2, 4, 6, 'baz']\n",
-    "z[4] = {'a': 'b', 'c': 'd'}\n",
-    "a = z[:]\n",
-    "a"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "If no ``object_codec`` is provided, a ``ValueError`` is raised:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "ValueError",
-     "evalue": "missing object_codec for object array",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-7-ddcd85b97ce0>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mz\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mzarr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mempty\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mchunks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mobject\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/creation.py\u001b[0m in \u001b[0;36mempty\u001b[0;34m(shape, **kwargs)\u001b[0m\n\u001b[1;32m    204\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    205\u001b[0m     \"\"\"\n\u001b[0;32m--> 206\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mcreate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfill_value\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    207\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    208\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/creation.py\u001b[0m in \u001b[0;36mcreate\u001b[0;34m(shape, chunks, dtype, compressor, fill_value, order, store, synchronizer, overwrite, path, chunk_store, filters, cache_metadata, read_only, object_codec, **kwargs)\u001b[0m\n\u001b[1;32m    112\u001b[0m     init_array(store, shape=shape, chunks=chunks, dtype=dtype, compressor=compressor,\n\u001b[1;32m    113\u001b[0m                \u001b[0mfill_value\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfill_value\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moverwrite\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0moverwrite\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpath\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 114\u001b[0;31m                chunk_store=chunk_store, filters=filters, object_codec=object_codec)\n\u001b[0m\u001b[1;32m    115\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    116\u001b[0m     \u001b[0;31m# instantiate array\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/storage.py\u001b[0m in \u001b[0;36minit_array\u001b[0;34m(store, shape, chunks, dtype, compressor, fill_value, order, overwrite, path, chunk_store, filters, object_codec)\u001b[0m\n\u001b[1;32m    289\u001b[0m                          \u001b[0morder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moverwrite\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0moverwrite\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpath\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    290\u001b[0m                          \u001b[0mchunk_store\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mchunk_store\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfilters\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfilters\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 291\u001b[0;31m                          object_codec=object_codec)\n\u001b[0m\u001b[1;32m    292\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    293\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/storage.py\u001b[0m in \u001b[0;36m_init_array_metadata\u001b[0;34m(store, shape, chunks, dtype, compressor, fill_value, order, overwrite, path, chunk_store, filters, object_codec)\u001b[0m\n\u001b[1;32m    346\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mfilters\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    347\u001b[0m                 \u001b[0;31m# there are no filters so we can be sure there is no object codec\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 348\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'missing object_codec for object array'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    349\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    350\u001b[0m                 \u001b[0;31m# one of the filters may be an object codec, issue a warning rather\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mValueError\u001b[0m: missing object_codec for object array"
-     ]
-    }
-   ],
-   "source": [
-    "z = zarr.empty(10, chunks=5, dtype=object)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "For API backward-compatibility, if object codec is provided via filters, issue a warning but don't raise an error."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/aliman/src/github/alimanfoo/zarr/zarr/storage.py:353: FutureWarning: missing object_codec for object array; this will raise a ValueError in version 3.0\n",
-      "  'ValueError in version 3.0', FutureWarning)\n"
-     ]
-    }
-   ],
-   "source": [
-    "z = zarr.empty(10, chunks=5, dtype=object, filters=[numcodecs.MsgPack()])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "If a user tries to subvert the system and create an object array with no object codec, a runtime check is added to ensure no object arrays are passed down to the compressor (which could lead to nasty errors and/or segfaults):"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "z = zarr.empty(10, chunks=5, dtype=object, object_codec=numcodecs.MsgPack())\n",
-    "z._filters = None  # try to live dangerously, manually wipe filters"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "RuntimeError",
-     "evalue": "cannot write object array without object codec",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-10-3ac17b59bc55>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mz\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'foo'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/core.py\u001b[0m in \u001b[0;36m__setitem__\u001b[0;34m(self, selection, value)\u001b[0m\n\u001b[1;32m   1094\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1095\u001b[0m         \u001b[0mfields\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mselection\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpop_fields\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mselection\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1096\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_basic_selection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mselection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfields\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1097\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1098\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mset_basic_selection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mselection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/core.py\u001b[0m in \u001b[0;36mset_basic_selection\u001b[0;34m(self, selection, value, fields)\u001b[0m\n\u001b[1;32m   1189\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_set_basic_selection_zd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mselection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfields\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1190\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1191\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_set_basic_selection_nd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mselection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfields\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1192\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1193\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mset_orthogonal_selection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mselection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/core.py\u001b[0m in \u001b[0;36m_set_basic_selection_nd\u001b[0;34m(self, selection, value, fields)\u001b[0m\n\u001b[1;32m   1480\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBasicIndexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mselection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1481\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1482\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_set_selection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfields\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1483\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1484\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_set_selection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/core.py\u001b[0m in \u001b[0;36m_set_selection\u001b[0;34m(self, indexer, value, fields)\u001b[0m\n\u001b[1;32m   1528\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1529\u001b[0m             \u001b[0;31m# put data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1530\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_chunk_setitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunk_coords\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mchunk_selection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mchunk_value\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfields\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1531\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1532\u001b[0m     def _chunk_getitem(self, chunk_coords, chunk_selection, out, out_selection,\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/core.py\u001b[0m in \u001b[0;36m_chunk_setitem\u001b[0;34m(self, chunk_coords, chunk_selection, value, fields)\u001b[0m\n\u001b[1;32m   1633\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0mlock\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1634\u001b[0m             self._chunk_setitem_nosync(chunk_coords, chunk_selection, value,\n\u001b[0;32m-> 1635\u001b[0;31m                                        fields=fields)\n\u001b[0m\u001b[1;32m   1636\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1637\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_chunk_setitem_nosync\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mchunk_coords\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mchunk_selection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/core.py\u001b[0m in \u001b[0;36m_chunk_setitem_nosync\u001b[0;34m(self, chunk_coords, chunk_selection, value, fields)\u001b[0m\n\u001b[1;32m   1707\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1708\u001b[0m         \u001b[0;31m# encode chunk\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1709\u001b[0;31m         \u001b[0mcdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_encode_chunk\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1710\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1711\u001b[0m         \u001b[0;31m# store\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/core.py\u001b[0m in \u001b[0;36m_encode_chunk\u001b[0;34m(self, chunk)\u001b[0m\n\u001b[1;32m   1753\u001b[0m         \u001b[0;31m# check object encoding\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1754\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mchunk\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1755\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'cannot write object array without object codec'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1756\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1757\u001b[0m         \u001b[0;31m# compress\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mRuntimeError\u001b[0m: cannot write object array without object codec"
-     ]
-    }
-   ],
-   "source": [
-    "z[0] = 'foo'"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Here is another way to subvert the system, wiping filters **after** storing some data. To cover this case a runtime check is added to ensure no object arrays are handled inappropriately during decoding (which could lead to nasty errors and/or segfaults)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array(['¡Hola mundo!', 'Hej Världen!', 'Servus Woid!', 'Hei maailma!',\n",
-       "       'Xin chào thế giới', 'Njatjeta Botë!', 'Γεια σου κόσμε!', 'こんにちは世界',\n",
-       "       '世界，你好！', 'Helló, világ!', 'Zdravo svete!', 'เฮลโลเวิลด์'], dtype=object)"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from numcodecs.tests.common import greetings\n",
-    "z = zarr.array(greetings, chunks=5, dtype=object, object_codec=numcodecs.MsgPack())\n",
-    "z[:]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "RuntimeError",
-     "evalue": "cannot read object array without object codec",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-12-8915cc0b3395>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mz\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_filters\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m  \u001b[0;31m# try to live dangerously, manually wipe filters\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mz\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/core.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, selection)\u001b[0m\n\u001b[1;32m    551\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    552\u001b[0m         \u001b[0mfields\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mselection\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpop_fields\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mselection\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 553\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_basic_selection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mselection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfields\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    554\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    555\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget_basic_selection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mselection\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mEllipsis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/core.py\u001b[0m in \u001b[0;36mget_basic_selection\u001b[0;34m(self, selection, out, fields)\u001b[0m\n\u001b[1;32m    677\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    678\u001b[0m             return self._get_basic_selection_nd(selection=selection, out=out,\n\u001b[0;32m--> 679\u001b[0;31m                                                 fields=fields)\n\u001b[0m\u001b[1;32m    680\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    681\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_get_basic_selection_zd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mselection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/core.py\u001b[0m in \u001b[0;36m_get_basic_selection_nd\u001b[0;34m(self, selection, out, fields)\u001b[0m\n\u001b[1;32m    719\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBasicIndexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mselection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    720\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 721\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_selection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfields\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    722\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    723\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget_orthogonal_selection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mselection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfields\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/core.py\u001b[0m in \u001b[0;36m_get_selection\u001b[0;34m(self, indexer, out, fields)\u001b[0m\n\u001b[1;32m   1007\u001b[0m             \u001b[0;31m# load chunk selection into output array\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1008\u001b[0m             self._chunk_getitem(chunk_coords, chunk_selection, out, out_selection,\n\u001b[0;32m-> 1009\u001b[0;31m                                 drop_axes=indexer.drop_axes, fields=fields)\n\u001b[0m\u001b[1;32m   1010\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1011\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/core.py\u001b[0m in \u001b[0;36m_chunk_getitem\u001b[0;34m(self, chunk_coords, chunk_selection, out, out_selection, drop_axes, fields)\u001b[0m\n\u001b[1;32m   1597\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1598\u001b[0m             \u001b[0;31m# decode chunk\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1599\u001b[0;31m             \u001b[0mchunk\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_decode_chunk\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1600\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1601\u001b[0m             \u001b[0;31m# select data from chunk\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/src/github/alimanfoo/zarr/zarr/core.py\u001b[0m in \u001b[0;36m_decode_chunk\u001b[0;34m(self, cdata)\u001b[0m\n\u001b[1;32m   1733\u001b[0m                 \u001b[0mchunk\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mchunk\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1734\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1735\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'cannot read object array without object codec'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1736\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1737\u001b[0m             \u001b[0mchunk\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mchunk\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mview\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mRuntimeError\u001b[0m: cannot read object array without object codec"
-     ]
-    }
-   ],
-   "source": [
-    "z._filters = []  # try to live dangerously, manually wipe filters\n",
-    "z[:]"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/notebooks/repr_info.ipynb b/notebooks/repr_info.ipynb
deleted file mode 100644
index 487a4175ba..0000000000
--- a/notebooks/repr_info.ipynb
+++ /dev/null
@@ -1,365 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import zarr"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<zarr.hierarchy.Group '/'>"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "root = zarr.group()\n",
-    "root"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table class=\"zarr-info\"><tbody><tr><th style=\"text-align: left\">Name</th><td style=\"text-align: left\">/</td></tr><tr><th style=\"text-align: left\">Type</th><td style=\"text-align: left\">zarr.hierarchy.Group</td></tr><tr><th style=\"text-align: left\">Read-only</th><td style=\"text-align: left\">False</td></tr><tr><th style=\"text-align: left\">Store type</th><td style=\"text-align: left\">zarr.storage.DictStore</td></tr><tr><th style=\"text-align: left\">No. members</th><td style=\"text-align: left\">0</td></tr><tr><th style=\"text-align: left\">No. arrays</th><td style=\"text-align: left\">0</td></tr><tr><th style=\"text-align: left\">No. groups</th><td style=\"text-align: left\">0</td></tr></tbody></table>"
-      ],
-      "text/plain": [
-       "Name        : /\n",
-       "Type        : zarr.hierarchy.Group\n",
-       "Read-only   : False\n",
-       "Store type  : zarr.storage.DictStore\n",
-       "No. members : 0\n",
-       "No. arrays  : 0\n",
-       "No. groups  : 0"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "root.info"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "z = root.zeros('foo/bar/baz', shape=1000000)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<zarr.core.Array '/foo/bar/baz' (1000000,) float64>"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "z"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table class=\"zarr-info\"><tbody><tr><th style=\"text-align: left\">Name</th><td style=\"text-align: left\">/foo/bar/baz</td></tr><tr><th style=\"text-align: left\">Type</th><td style=\"text-align: left\">zarr.core.Array</td></tr><tr><th style=\"text-align: left\">Data type</th><td style=\"text-align: left\">float64</td></tr><tr><th style=\"text-align: left\">Shape</th><td style=\"text-align: left\">(1000000,)</td></tr><tr><th style=\"text-align: left\">Chunk shape</th><td style=\"text-align: left\">(15625,)</td></tr><tr><th style=\"text-align: left\">Order</th><td style=\"text-align: left\">C</td></tr><tr><th style=\"text-align: left\">Read-only</th><td style=\"text-align: left\">False</td></tr><tr><th style=\"text-align: left\">Compressor</th><td style=\"text-align: left\">Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)</td></tr><tr><th style=\"text-align: left\">Store type</th><td style=\"text-align: left\">zarr.storage.DictStore</td></tr><tr><th style=\"text-align: left\">No. bytes</th><td style=\"text-align: left\">8000000 (7.6M)</td></tr><tr><th style=\"text-align: left\">No. bytes stored</th><td style=\"text-align: left\">321</td></tr><tr><th style=\"text-align: left\">Storage ratio</th><td style=\"text-align: left\">24922.1</td></tr><tr><th style=\"text-align: left\">Chunks initialized</th><td style=\"text-align: left\">0/64</td></tr></tbody></table>"
-      ],
-      "text/plain": [
-       "Name               : /foo/bar/baz\n",
-       "Type               : zarr.core.Array\n",
-       "Data type          : float64\n",
-       "Shape              : (1000000,)\n",
-       "Chunk shape        : (15625,)\n",
-       "Order              : C\n",
-       "Read-only          : False\n",
-       "Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)\n",
-       "Store type         : zarr.storage.DictStore\n",
-       "No. bytes          : 8000000 (7.6M)\n",
-       "No. bytes stored   : 321\n",
-       "Storage ratio      : 24922.1\n",
-       "Chunks initialized : 0/64"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "z.info"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "z[:] = 42"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table class=\"zarr-info\"><tbody><tr><th style=\"text-align: left\">Name</th><td style=\"text-align: left\">/foo/bar/baz</td></tr><tr><th style=\"text-align: left\">Type</th><td style=\"text-align: left\">zarr.core.Array</td></tr><tr><th style=\"text-align: left\">Data type</th><td style=\"text-align: left\">float64</td></tr><tr><th style=\"text-align: left\">Shape</th><td style=\"text-align: left\">(1000000,)</td></tr><tr><th style=\"text-align: left\">Chunk shape</th><td style=\"text-align: left\">(15625,)</td></tr><tr><th style=\"text-align: left\">Order</th><td style=\"text-align: left\">C</td></tr><tr><th style=\"text-align: left\">Read-only</th><td style=\"text-align: left\">False</td></tr><tr><th style=\"text-align: left\">Compressor</th><td style=\"text-align: left\">Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)</td></tr><tr><th style=\"text-align: left\">Store type</th><td style=\"text-align: left\">zarr.storage.DictStore</td></tr><tr><th style=\"text-align: left\">No. bytes</th><td style=\"text-align: left\">8000000 (7.6M)</td></tr><tr><th style=\"text-align: left\">No. bytes stored</th><td style=\"text-align: left\">39553 (38.6K)</td></tr><tr><th style=\"text-align: left\">Storage ratio</th><td style=\"text-align: left\">202.3</td></tr><tr><th style=\"text-align: left\">Chunks initialized</th><td style=\"text-align: left\">64/64</td></tr></tbody></table>"
-      ],
-      "text/plain": [
-       "Name               : /foo/bar/baz\n",
-       "Type               : zarr.core.Array\n",
-       "Data type          : float64\n",
-       "Shape              : (1000000,)\n",
-       "Chunk shape        : (15625,)\n",
-       "Order              : C\n",
-       "Read-only          : False\n",
-       "Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)\n",
-       "Store type         : zarr.storage.DictStore\n",
-       "No. bytes          : 8000000 (7.6M)\n",
-       "No. bytes stored   : 39553 (38.6K)\n",
-       "Storage ratio      : 202.3\n",
-       "Chunks initialized : 64/64"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "z.info"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for i in range(1000):\n",
-    "    root.create_group(i)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<zarr.hierarchy.Group '/'>"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "root"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table class=\"zarr-info\"><tbody><tr><th style=\"text-align: left\">Name</th><td style=\"text-align: left\">/</td></tr><tr><th style=\"text-align: left\">Type</th><td style=\"text-align: left\">zarr.hierarchy.Group</td></tr><tr><th style=\"text-align: left\">Read-only</th><td style=\"text-align: left\">False</td></tr><tr><th style=\"text-align: left\">Store type</th><td style=\"text-align: left\">zarr.storage.DictStore</td></tr><tr><th style=\"text-align: left\">No. members</th><td style=\"text-align: left\">1001</td></tr><tr><th style=\"text-align: left\">No. arrays</th><td style=\"text-align: left\">0</td></tr><tr><th style=\"text-align: left\">No. groups</th><td style=\"text-align: left\">1001</td></tr><tr><th style=\"text-align: left\">Groups</th><td style=\"text-align: left\">0, 1, 10, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 11, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 12, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 13, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 14, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 15, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 16, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 17, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 18, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 19, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 2, 20, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 21, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 22, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 23, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 24, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 25, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 26, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 27, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 28, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 29, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 3, 30, 300, 301, 302, 303, 304, 305, 306, 307, 308, 309, 31, 310, 311, 312, 313, 314, 315, 316, 317, 318, 319, 32, 320, 321, 322, 323, 324, 325, 326, 327, 328, 329, 33, 330, 331, 332, 333, 334, 335, 336, 337, 338, 339, 34, 340, 341, 342, 343, 344, 345, 346, 347, 348, 349, 35, 350, 351, 352, 353, 354, 355, 356, 357, 358, 359, 36, 360, 361, 362, 363, 364, 365, 366, 367, 368, 369, 37, 370, 371, 372, 373, 374, 375, 376, 377, 378, 379, 38, 380, 381, 382, 383, 384, 385, 386, 387, 388, 389, 39, 390, 391, 392, 393, 394, 395, 396, 397, 398, 399, 4, 40, 400, 401, 402, 403, 404, 405, 406, 407, 408, 409, 41, 410, 411, 412, 413, 414, 415, 416, 417, 418, 419, 42, 420, 421, 422, 423, 424, 425, 426, 427, 428, 429, 43, 430, 431, 432, 433, 434, 435, 436, 437, 438, 439, 44, 440, 441, 442, 443, 444, 445, 446, 447, 448, 449, 45, 450, 451, 452, 453, 454, 455, 456, 457, 458, 459, 46, 460, 461, 462, 463, 464, 465, 466, 467, 468, 469, 47, 470, 471, 472, 473, 474, 475, 476, 477, 478, 479, 48, 480, 481, 482, 483, 484, 485, 486, 487, 488, 489, 49, 490, 491, 492, 493, 494, 495, 496, 497, 498, 499, 5, 50, 500, 501, 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687, 688, 689, 69, 690, 691, 692, 693, 694, 695, 696, 697, 698, 699, 7, 70, 700, 701, 702, 703, 704, 705, 706, 707, 708, 709, 71, 710, 711, 712, 713, 714, 715, 716, 717, 718, 719, 72, 720, 721, 722, 723, 724, 725, 726, 727, 728, 729, 73, 730, 731, 732, 733, 734, 735, 736, 737, 738, 739, 74, 740, 741, 742, 743, 744, 745, 746, 747, 748, 749, 75, 750, 751, 752, 753, 754, 755, 756, 757, 758, 759, 76, 760, 761, 762, 763, 764, 765, 766, 767, 768, 769, 77, 770, 771, 772, 773, 774, 775, 776, 777, 778, 779, 78, 780, 781, 782, 783, 784, 785, 786, 787, 788, 789, 79, 790, 791, 792, 793, 794, 795, 796, 797, 798, 799, 8, 80, 800, 801, 802, 803, 804, 805, 806, 807, 808, 809, 81, 810, 811, 812, 813, 814, 815, 816, 817, 818, 819, 82, 820, 821, 822, 823, 824, 825, 826, 827, 828, 829, 83, 830, 831, 832, 833, 834, 835, 836, 837, 838, 839, 84, 840, 841, 842, 843, 844, 845, 846, 847, 848, 849, 85, 850, 851, 852, 853, 854, 855, 856, 857, 858, 859, 86, 860, 861, 862, 863, 864, 865, 866, 867, 868, 869, 87, 870, 871, 872, 873, 874, 875, 876, 877, 878, 879, 88, 880, 881, 882, 883, 884, 885, 886, 887, 888, 889, 89, 890, 891, 892, 893, 894, 895, 896, 897, 898, 899, 9, 90, 900, 901, 902, 903, 904, 905, 906, 907, 908, 909, 91, 910, 911, 912, 913, 914, 915, 916, 917, 918, 919, 92, 920, 921, 922, 923, 924, 925, 926, 927, 928, 929, 93, 930, 931, 932, 933, 934, 935, 936, 937, 938, 939, 94, 940, 941, 942, 943, 944, 945, 946, 947, 948, 949, 95, 950, 951, 952, 953, 954, 955, 956, 957, 958, 959, 96, 960, 961, 962, 963, 964, 965, 966, 967, 968, 969, 97, 970, 971, 972, 973, 974, 975, 976, 977, 978, 979, 98, 980, 981, 982, 983, 984, 985, 986, 987, 988, 989, 99, 990, 991, 992, 993, 994, 995, 996, 997, 998, 999, foo</td></tr></tbody></table>"
-      ],
-      "text/plain": [
-       "Name        : /\n",
-       "Type        : zarr.hierarchy.Group\n",
-       "Read-only   : False\n",
-       "Store type  : zarr.storage.DictStore\n",
-       "No. members : 1001\n",
-       "No. arrays  : 0\n",
-       "No. groups  : 1001\n",
-       "Groups      : 0, 1, 10, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 11,\n",
-       "            : 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 12, 120, 121,\n",
-       "            : 122, 123, 124, 125, 126, 127, 128, 129, 13, 130, 131, 132, 133,\n",
-       "            : 134, 135, 136, 137, 138, 139, 14, 140, 141, 142, 143, 144, 145,\n",
-       "            : 146, 147, 148, 149, 15, 150, 151, 152, 153, 154, 155, 156, 157,\n",
-       "            : 158, 159, 16, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169,\n",
-       "            : 17, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 18, 180,\n",
-       "            : 181, 182, 183, 184, 185, 186, 187, 188, 189, 19, 190, 191, 192,\n",
-       "            : 193, 194, 195, 196, 197, 198, 199, 2, 20, 200, 201, 202, 203, 204,\n",
-       "            : 205, 206, 207, 208, 209, 21, 210, 211, 212, 213, 214, 215, 216,\n",
-       "            : 217, 218, 219, 22, 220, 221, 222, 223, 224, 225, 226, 227, 228,\n",
-       "            : 229, 23, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 24,\n",
-       "            : 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 25, 250, 251,\n",
-       "            : 252, 253, 254, 255, 256, 257, 258, 259, 26, 260, 261, 262, 263,\n",
-       "            : 264, 265, 266, 267, 268, 269, 27, 270, 271, 272, 273, 274, 275,\n",
-       "            : 276, 277, 278, 279, 28, 280, 281, 282, 283, 284, 285, 286, 287,\n",
-       "            : 288, 289, 29, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 3,\n",
-       "            : 30, 300, 301, 302, 303, 304, 305, 306, 307, 308, 309, 31, 310,\n",
-       "            : 311, 312, 313, 314, 315, 316, 317, 318, 319, 32, 320, 321, 322,\n",
-       "            : 323, 324, 325, 326, 327, 328, 329, 33, 330, 331, 332, 333, 334,\n",
-       "            : 335, 336, 337, 338, 339, 34, 340, 341, 342, 343, 344, 345, 346,\n",
-       "            : 347, 348, 349, 35, 350, 351, 352, 353, 354, 355, 356, 357, 358,\n",
-       "            : 359, 36, 360, 361, 362, 363, 364, 365, 366, 367, 368, 369, 37,\n",
-       "            : 370, 371, 372, 373, 374, 375, 376, 377, 378, 379, 38, 380, 381,\n",
-       "            : 382, 383, 384, 385, 386, 387, 388, 389, 39, 390, 391, 392, 393,\n",
-       "            : 394, 395, 396, 397, 398, 399, 4, 40, 400, 401, 402, 403, 404, 405,\n",
-       "            : 406, 407, 408, 409, 41, 410, 411, 412, 413, 414, 415, 416, 417,\n",
-       "            : 418, 419, 42, 420, 421, 422, 423, 424, 425, 426, 427, 428, 429,\n",
-       "            : 43, 430, 431, 432, 433, 434, 435, 436, 437, 438, 439, 44, 440,\n",
-       "            : 441, 442, 443, 444, 445, 446, 447, 448, 449, 45, 450, 451, 452,\n",
-       "            : 453, 454, 455, 456, 457, 458, 459, 46, 460, 461, 462, 463, 464,\n",
-       "            : 465, 466, 467, 468, 469, 47, 470, 471, 472, 473, 474, 475, 476,\n",
-       "            : 477, 478, 479, 48, 480, 481, 482, 483, 484, 485, 486, 487, 488,\n",
-       "            : 489, 49, 490, 491, 492, 493, 494, 495, 496, 497, 498, 499, 5, 50,\n",
-       "            : 500, 501, 502, 503, 504, 505, 506, 507, 508, 509, 51, 510, 511,\n",
-       "            : 512, 513, 514, 515, 516, 517, 518, 519, 52, 520, 521, 522, 523,\n",
-       "            : 524, 525, 526, 527, 528, 529, 53, 530, 531, 532, 533, 534, 535,\n",
-       "            : 536, 537, 538, 539, 54, 540, 541, 542, 543, 544, 545, 546, 547,\n",
-       "            : 548, 549, 55, 550, 551, 552, 553, 554, 555, 556, 557, 558, 559,\n",
-       "            : 56, 560, 561, 562, 563, 564, 565, 566, 567, 568, 569, 57, 570,\n",
-       "            : 571, 572, 573, 574, 575, 576, 577, 578, 579, 58, 580, 581, 582,\n",
-       "            : 583, 584, 585, 586, 587, 588, 589, 59, 590, 591, 592, 593, 594,\n",
-       "            : 595, 596, 597, 598, 599, 6, 60, 600, 601, 602, 603, 604, 605, 606,\n",
-       "            : 607, 608, 609, 61, 610, 611, 612, 613, 614, 615, 616, 617, 618,\n",
-       "            : 619, 62, 620, 621, 622, 623, 624, 625, 626, 627, 628, 629, 63,\n",
-       "            : 630, 631, 632, 633, 634, 635, 636, 637, 638, 639, 64, 640, 641,\n",
-       "            : 642, 643, 644, 645, 646, 647, 648, 649, 65, 650, 651, 652, 653,\n",
-       "            : 654, 655, 656, 657, 658, 659, 66, 660, 661, 662, 663, 664, 665,\n",
-       "            : 666, 667, 668, 669, 67, 670, 671, 672, 673, 674, 675, 676, 677,\n",
-       "            : 678, 679, 68, 680, 681, 682, 683, 684, 685, 686, 687, 688, 689,\n",
-       "            : 69, 690, 691, 692, 693, 694, 695, 696, 697, 698, 699, 7, 70, 700,\n",
-       "            : 701, 702, 703, 704, 705, 706, 707, 708, 709, 71, 710, 711, 712,\n",
-       "            : 713, 714, 715, 716, 717, 718, 719, 72, 720, 721, 722, 723, 724,\n",
-       "            : 725, 726, 727, 728, 729, 73, 730, 731, 732, 733, 734, 735, 736,\n",
-       "            : 737, 738, 739, 74, 740, 741, 742, 743, 744, 745, 746, 747, 748,\n",
-       "            : 749, 75, 750, 751, 752, 753, 754, 755, 756, 757, 758, 759, 76,\n",
-       "            : 760, 761, 762, 763, 764, 765, 766, 767, 768, 769, 77, 770, 771,\n",
-       "            : 772, 773, 774, 775, 776, 777, 778, 779, 78, 780, 781, 782, 783,\n",
-       "            : 784, 785, 786, 787, 788, 789, 79, 790, 791, 792, 793, 794, 795,\n",
-       "            : 796, 797, 798, 799, 8, 80, 800, 801, 802, 803, 804, 805, 806, 807,\n",
-       "            : 808, 809, 81, 810, 811, 812, 813, 814, 815, 816, 817, 818, 819,\n",
-       "            : 82, 820, 821, 822, 823, 824, 825, 826, 827, 828, 829, 83, 830,\n",
-       "            : 831, 832, 833, 834, 835, 836, 837, 838, 839, 84, 840, 841, 842,\n",
-       "            : 843, 844, 845, 846, 847, 848, 849, 85, 850, 851, 852, 853, 854,\n",
-       "            : 855, 856, 857, 858, 859, 86, 860, 861, 862, 863, 864, 865, 866,\n",
-       "            : 867, 868, 869, 87, 870, 871, 872, 873, 874, 875, 876, 877, 878,\n",
-       "            : 879, 88, 880, 881, 882, 883, 884, 885, 886, 887, 888, 889, 89,\n",
-       "            : 890, 891, 892, 893, 894, 895, 896, 897, 898, 899, 9, 90, 900, 901,\n",
-       "            : 902, 903, 904, 905, 906, 907, 908, 909, 91, 910, 911, 912, 913,\n",
-       "            : 914, 915, 916, 917, 918, 919, 92, 920, 921, 922, 923, 924, 925,\n",
-       "            : 926, 927, 928, 929, 93, 930, 931, 932, 933, 934, 935, 936, 937,\n",
-       "            : 938, 939, 94, 940, 941, 942, 943, 944, 945, 946, 947, 948, 949,\n",
-       "            : 95, 950, 951, 952, 953, 954, 955, 956, 957, 958, 959, 96, 960,\n",
-       "            : 961, 962, 963, 964, 965, 966, 967, 968, 969, 97, 970, 971, 972,\n",
-       "            : 973, 974, 975, 976, 977, 978, 979, 98, 980, 981, 982, 983, 984,\n",
-       "            : 985, 986, 987, 988, 989, 99, 990, 991, 992, 993, 994, 995, 996,\n",
-       "            : 997, 998, 999, foo"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "root.info"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table class=\"zarr-info\"><tbody><tr><th style=\"text-align: left\">Name</th><td style=\"text-align: left\">/foo/bar</td></tr><tr><th style=\"text-align: left\">Type</th><td style=\"text-align: left\">zarr.hierarchy.Group</td></tr><tr><th style=\"text-align: left\">Read-only</th><td style=\"text-align: left\">False</td></tr><tr><th style=\"text-align: left\">Store type</th><td style=\"text-align: left\">zarr.storage.DictStore</td></tr><tr><th style=\"text-align: left\">No. members</th><td style=\"text-align: left\">1</td></tr><tr><th style=\"text-align: left\">No. arrays</th><td style=\"text-align: left\">1</td></tr><tr><th style=\"text-align: left\">No. groups</th><td style=\"text-align: left\">0</td></tr><tr><th style=\"text-align: left\">Arrays</th><td style=\"text-align: left\">baz</td></tr></tbody></table>"
-      ],
-      "text/plain": [
-       "Name        : /foo/bar\n",
-       "Type        : zarr.hierarchy.Group\n",
-       "Read-only   : False\n",
-       "Store type  : zarr.storage.DictStore\n",
-       "No. members : 1\n",
-       "No. arrays  : 1\n",
-       "No. groups  : 0\n",
-       "Arrays      : baz"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "root['foo/bar'].info"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/notebooks/store_benchmark.ipynb b/notebooks/store_benchmark.ipynb
deleted file mode 100644
index 869e7df608..0000000000
--- a/notebooks/store_benchmark.ipynb
+++ /dev/null
@@ -1,1303 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "There are lies, damn lies and benchmarks..."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Setup"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'2.2.0a2.dev22+dirty'"
-      ]
-     },
-     "execution_count": 1,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import zarr\n",
-    "zarr.__version__"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'6.2.5'"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import bsddb3\n",
-    "bsddb3.__version__"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'0.93'"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import lmdb\n",
-    "lmdb.__version__"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import dbm.gnu\n",
-    "import dbm.ndbm"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import os\n",
-    "import shutil\n",
-    "bench_dir = '../data/bench'\n",
-    "\n",
-    "\n",
-    "def clean():\n",
-    "    if os.path.isdir(bench_dir):\n",
-    "        shutil.rmtree(bench_dir)\n",
-    "    os.makedirs(bench_dir)\n",
-    "\n",
-    "    \n",
-    "def setup(a, name='foo/bar'):\n",
-    "    global fdict_z, hdict_z, lmdb_z, gdbm_z, ndbm_z, bdbm_btree_z, bdbm_hash_z, zip_z, dir_z\n",
-    "    \n",
-    "    clean()\n",
-    "    fdict_root = zarr.group(store=dict())\n",
-    "    hdict_root = zarr.group(store=zarr.DictStore())\n",
-    "    lmdb_root = zarr.group(store=zarr.LMDBStore(os.path.join(bench_dir, 'lmdb')))\n",
-    "    gdbm_root = zarr.group(store=zarr.DBMStore(os.path.join(bench_dir, 'gdbm'), open=dbm.gnu.open))\n",
-    "    ndbm_root = zarr.group(store=zarr.DBMStore(os.path.join(bench_dir, 'ndbm'), open=dbm.ndbm.open))\n",
-    "    bdbm_btree_root = zarr.group(store=zarr.DBMStore(os.path.join(bench_dir, 'bdbm_btree'), open=bsddb3.btopen))\n",
-    "    bdbm_hash_root = zarr.group(store=zarr.DBMStore(os.path.join(bench_dir, 'bdbm_hash'), open=bsddb3.hashopen))\n",
-    "    zip_root = zarr.group(store=zarr.ZipStore(os.path.join(bench_dir, 'zip'), mode='w'))\n",
-    "    dir_root = zarr.group(store=zarr.DirectoryStore(os.path.join(bench_dir, 'dir')))\n",
-    "\n",
-    "    fdict_z = fdict_root.empty_like(name, a)\n",
-    "    hdict_z = hdict_root.empty_like(name, a)\n",
-    "    lmdb_z = lmdb_root.empty_like(name, a)\n",
-    "    gdbm_z = gdbm_root.empty_like(name, a)\n",
-    "    ndbm_z = ndbm_root.empty_like(name, a)\n",
-    "    bdbm_btree_z = bdbm_btree_root.empty_like(name, a)\n",
-    "    bdbm_hash_z = bdbm_hash_root.empty_like(name, a)\n",
-    "    zip_z = zip_root.empty_like(name, a)\n",
-    "    dir_z = dir_root.empty_like(name, a)\n",
-    "\n",
-    "    # check compression ratio\n",
-    "    fdict_z[:] = a\n",
-    "    return fdict_z.info\n",
-    "    \n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Main benchmarks"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def save(a, z):\n",
-    "    if isinstance(z.store, zarr.ZipStore):\n",
-    "        # needed for zip benchmarks to avoid duplicate entries\n",
-    "        z.store.clear()\n",
-    "    z[:] = a\n",
-    "    if hasattr(z.store, 'flush'):\n",
-    "        z.store.flush()\n",
-    "    \n",
-    "    \n",
-    "def load(z, a):\n",
-    "    z.get_basic_selection(out=a)\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## arange"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table class=\"zarr-info\"><tbody><tr><th style=\"text-align: left\">Name</th><td style=\"text-align: left\">/foo/bar</td></tr><tr><th style=\"text-align: left\">Type</th><td style=\"text-align: left\">zarr.core.Array</td></tr><tr><th style=\"text-align: left\">Data type</th><td style=\"text-align: left\">int64</td></tr><tr><th style=\"text-align: left\">Shape</th><td style=\"text-align: left\">(500000000,)</td></tr><tr><th style=\"text-align: left\">Chunk shape</th><td style=\"text-align: left\">(488282,)</td></tr><tr><th style=\"text-align: left\">Order</th><td style=\"text-align: left\">C</td></tr><tr><th style=\"text-align: left\">Read-only</th><td style=\"text-align: left\">False</td></tr><tr><th style=\"text-align: left\">Compressor</th><td style=\"text-align: left\">Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)</td></tr><tr><th style=\"text-align: left\">Store type</th><td style=\"text-align: left\">builtins.dict</td></tr><tr><th style=\"text-align: left\">No. bytes</th><td style=\"text-align: left\">4000000000 (3.7G)</td></tr><tr><th style=\"text-align: left\">No. bytes stored</th><td style=\"text-align: left\">59269657 (56.5M)</td></tr><tr><th style=\"text-align: left\">Storage ratio</th><td style=\"text-align: left\">67.5</td></tr><tr><th style=\"text-align: left\">Chunks initialized</th><td style=\"text-align: left\">1024/1024</td></tr></tbody></table>"
-      ],
-      "text/plain": [
-       "Name               : /foo/bar\n",
-       "Type               : zarr.core.Array\n",
-       "Data type          : int64\n",
-       "Shape              : (500000000,)\n",
-       "Chunk shape        : (488282,)\n",
-       "Order              : C\n",
-       "Read-only          : False\n",
-       "Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)\n",
-       "Store type         : builtins.dict\n",
-       "No. bytes          : 4000000000 (3.7G)\n",
-       "No. bytes stored   : 59269657 (56.5M)\n",
-       "Storage ratio      : 67.5\n",
-       "Chunks initialized : 1024/1024"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "a = np.arange(500000000)\n",
-    "setup(a)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### save"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "324 ms ± 60.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit save(a, fdict_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "302 ms ± 11.6 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit save(a, hdict_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "316 ms ± 12.6 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit save(a, lmdb_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "938 ms ± 111 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit save(a, gdbm_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "406 ms ± 8.93 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit save(a, ndbm_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1.43 s ± 156 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit save(a, bdbm_btree_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1.24 s ± 260 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit save(a, bdbm_hash_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "519 ms ± 59.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit save(a, zip_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "609 ms ± 48.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit save(a, dir_z)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### load"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "454 ms ± 56.8 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit load(fdict_z, a)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "428 ms ± 13.1 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit load(hdict_z, a)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "429 ms ± 19.1 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit load(lmdb_z, a)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "459 ms ± 10 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit load(gdbm_z, a)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "473 ms ± 5.71 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit load(ndbm_z, a)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "504 ms ± 8 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit load(bdbm_btree_z, a)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "519 ms ± 9.59 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit load(bdbm_hash_z, a)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "575 ms ± 12.5 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit load(zip_z, a)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "494 ms ± 10.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit load(dir_z, a)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## randint"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table class=\"zarr-info\"><tbody><tr><th style=\"text-align: left\">Name</th><td style=\"text-align: left\">/foo/bar</td></tr><tr><th style=\"text-align: left\">Type</th><td style=\"text-align: left\">zarr.core.Array</td></tr><tr><th style=\"text-align: left\">Data type</th><td style=\"text-align: left\">int64</td></tr><tr><th style=\"text-align: left\">Shape</th><td style=\"text-align: left\">(500000000,)</td></tr><tr><th style=\"text-align: left\">Chunk shape</th><td style=\"text-align: left\">(488282,)</td></tr><tr><th style=\"text-align: left\">Order</th><td style=\"text-align: left\">C</td></tr><tr><th style=\"text-align: left\">Read-only</th><td style=\"text-align: left\">False</td></tr><tr><th style=\"text-align: left\">Compressor</th><td style=\"text-align: left\">Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)</td></tr><tr><th style=\"text-align: left\">Store type</th><td style=\"text-align: left\">builtins.dict</td></tr><tr><th style=\"text-align: left\">No. bytes</th><td style=\"text-align: left\">4000000000 (3.7G)</td></tr><tr><th style=\"text-align: left\">No. bytes stored</th><td style=\"text-align: left\">2020785466 (1.9G)</td></tr><tr><th style=\"text-align: left\">Storage ratio</th><td style=\"text-align: left\">2.0</td></tr><tr><th style=\"text-align: left\">Chunks initialized</th><td style=\"text-align: left\">1024/1024</td></tr></tbody></table>"
-      ],
-      "text/plain": [
-       "Name               : /foo/bar\n",
-       "Type               : zarr.core.Array\n",
-       "Data type          : int64\n",
-       "Shape              : (500000000,)\n",
-       "Chunk shape        : (488282,)\n",
-       "Order              : C\n",
-       "Read-only          : False\n",
-       "Compressor         : Blosc(cname='lz4', clevel=5, shuffle=SHUFFLE, blocksize=0)\n",
-       "Store type         : builtins.dict\n",
-       "No. bytes          : 4000000000 (3.7G)\n",
-       "No. bytes stored   : 2020785466 (1.9G)\n",
-       "Storage ratio      : 2.0\n",
-       "Chunks initialized : 1024/1024"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "np.random.seed(42)\n",
-    "a = np.random.randint(0, 2**30, size=500000000)\n",
-    "setup(a)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### save"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "670 ms ± 78.1 ms per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 save(a, fdict_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "611 ms ± 6.11 ms per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 save(a, hdict_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "846 ms ± 24 ms per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 save(a, lmdb_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "6.35 s ± 785 ms per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 save(a, gdbm_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "4.62 s ± 1.09 s per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 save(a, ndbm_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "7.84 s ± 1.66 s per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 save(a, bdbm_btree_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "6.49 s ± 808 ms per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 save(a, bdbm_hash_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "3.68 s ± 441 ms per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 save(a, zip_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "3.55 s ± 1.24 s per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 save(a, dir_z)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### load"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "566 ms ± 72.8 ms per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 load(fdict_z, a)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "521 ms ± 16.1 ms per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 load(hdict_z, a)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "532 ms ± 16.1 ms per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 load(lmdb_z, a)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1.2 s ± 10.9 ms per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 load(gdbm_z, a)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1.18 s ± 13.2 ms per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 load(ndbm_z, a)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1.59 s ± 16.7 ms per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 load(bdbm_btree_z, a)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1.61 s ± 7.31 ms per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 load(bdbm_hash_z, a)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2.33 s ± 19.8 ms per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 load(zip_z, a)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "790 ms ± 56 ms per loop (mean ± std. dev. of 3 runs, 1 loop each)\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit -r3 load(dir_z, a)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### dask"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import dask.array as da"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def dask_op(source, sink, chunks=None):\n",
-    "    if isinstance(sink.store, zarr.ZipStore):\n",
-    "        sink.store.clear()\n",
-    "    if chunks is None:\n",
-    "        try:\n",
-    "            chunks = sink.chunks\n",
-    "        except AttributeError:\n",
-    "            chunks = source.chunks\n",
-    "    d = da.from_array(source, chunks=chunks, asarray=False, fancy=False, lock=False)\n",
-    "    result = (d // 2) * 2\n",
-    "    da.store(result, sink, lock=False)\n",
-    "    if hasattr(sink.store, 'flush'):\n",
-    "        sink.store.flush()\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Compare sources"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 76,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 15.6 s, sys: 1.8 s, total: 17.4 s\n",
-      "Wall time: 3.07 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(fdict_z, fdict_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 77,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 16.5 s, sys: 104 ms, total: 16.6 s\n",
-      "Wall time: 2.59 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(hdict_z, fdict_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 78,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 15.1 s, sys: 524 ms, total: 15.6 s\n",
-      "Wall time: 3.02 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(lmdb_z, fdict_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 79,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 16.5 s, sys: 712 ms, total: 17.2 s\n",
-      "Wall time: 3.13 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(gdbm_z, fdict_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 80,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 16.3 s, sys: 604 ms, total: 16.9 s\n",
-      "Wall time: 3.22 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(ndbm_z, fdict_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 81,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 19.6 s, sys: 1.24 s, total: 20.9 s\n",
-      "Wall time: 3.27 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(bdbm_btree_z, fdict_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 82,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 20.3 s, sys: 1.08 s, total: 21.4 s\n",
-      "Wall time: 3.53 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(bdbm_hash_z, fdict_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 83,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 15.7 s, sys: 700 ms, total: 16.4 s\n",
-      "Wall time: 3.12 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(zip_z, fdict_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 84,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 17.4 s, sys: 1.08 s, total: 18.5 s\n",
-      "Wall time: 2.91 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(dir_z, fdict_z)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Compare sinks"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 15.8 s, sys: 1.4 s, total: 17.2 s\n",
-      "Wall time: 3.04 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(fdict_z, hdict_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 16.2 s, sys: 1.6 s, total: 17.8 s\n",
-      "Wall time: 2.71 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(fdict_z, lmdb_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 16.8 s, sys: 3.05 s, total: 19.8 s\n",
-      "Wall time: 8.01 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(fdict_z, gdbm_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 17.9 s, sys: 3.01 s, total: 20.9 s\n",
-      "Wall time: 5.46 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(fdict_z, ndbm_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 13.8 s, sys: 3.39 s, total: 17.2 s\n",
-      "Wall time: 7.87 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(fdict_z, bdbm_btree_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 56,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 13.9 s, sys: 3.27 s, total: 17.2 s\n",
-      "Wall time: 6.73 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(fdict_z, bdbm_hash_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 13.9 s, sys: 2.5 s, total: 16.4 s\n",
-      "Wall time: 3.8 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(fdict_z, zip_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 15.7 s, sys: 3.72 s, total: 19.4 s\n",
-      "Wall time: 3.1 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%time dask_op(fdict_z, dir_z)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "lmdb_z.store.close()\n",
-    "gdbm_z.store.close()\n",
-    "ndbm_z.store.close()\n",
-    "bdbm_btree_z.store.close()\n",
-    "bdbm_hash_z.store.close()\n",
-    "zip_z.store.close()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/notebooks/zip_benchmark.ipynb b/notebooks/zip_benchmark.ipynb
deleted file mode 100644
index 6805552422..0000000000
--- a/notebooks/zip_benchmark.ipynb
+++ /dev/null
@@ -1,343 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'2.0.2.dev0+dirty'"
-      ]
-     },
-     "execution_count": 1,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import sys\n",
-    "sys.path.insert(0, '..')\n",
-    "import zarr\n",
-    "zarr.__version__"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Array(/3L/calldata/genotype, (7449486, 773, 2), int8, chunks=(13107, 40, 2), order=C)\n",
-       "  nbytes: 10.7G; nbytes_stored: 193.5M; ratio: 56.7; initialized: 11380/11380\n",
-       "  compressor: Blosc(cname='zstd', clevel=1, shuffle=2)\n",
-       "  store: ZipStore"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "store = zarr.ZipStore('/data/coluzzi/ag1000g/data/phase1/release/AR3.1/haplotypes/main/zarr2/zstd/ag1000g.phase1.ar3.1.haplotypes.zip',\n",
-    "                      mode='r')\n",
-    "grp = zarr.Group(store)\n",
-    "z = grp['3L/calldata/genotype']\n",
-    "z"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         1832 function calls in 0.024 seconds\n",
-      "\n",
-      "   Ordered by: cumulative time\n",
-      "\n",
-      "   ncalls  tottime  percall  cumtime  percall filename:lineno(function)\n",
-      "        1    0.000    0.000    0.024    0.024 {built-in method builtins.exec}\n",
-      "        1    0.000    0.000    0.024    0.024 <string>:1(<module>)\n",
-      "        1    0.000    0.000    0.024    0.024 core.py:292(__getitem__)\n",
-      "       20    0.000    0.000    0.023    0.001 core.py:539(_chunk_getitem)\n",
-      "       20    0.000    0.000    0.020    0.001 core.py:679(_decode_chunk)\n",
-      "       20    0.000    0.000    0.020    0.001 codecs.py:355(decode)\n",
-      "       20    0.020    0.001    0.020    0.001 {zarr.blosc.decompress}\n",
-      "       20    0.000    0.000    0.002    0.000 storage.py:766(__getitem__)\n",
-      "       20    0.000    0.000    0.001    0.000 zipfile.py:1235(open)\n",
-      "       20    0.000    0.000    0.001    0.000 zipfile.py:821(read)\n",
-      "       20    0.000    0.000    0.001    0.000 zipfile.py:901(_read1)\n",
-      "       80    0.000    0.000    0.001    0.000 zipfile.py:660(read)\n",
-      "       20    0.000    0.000    0.000    0.000 zipfile.py:854(_update_crc)\n",
-      "       40    0.000    0.000    0.000    0.000 {built-in method zlib.crc32}\n",
-      "       80    0.000    0.000    0.000    0.000 {method 'read' of '_io.BufferedReader' objects}\n",
-      "       20    0.000    0.000    0.000    0.000 zipfile.py:937(_read2)\n",
-      "       80    0.000    0.000    0.000    0.000 core.py:390(<genexpr>)\n",
-      "       20    0.000    0.000    0.000    0.000 zipfile.py:953(close)\n",
-      "       20    0.000    0.000    0.000    0.000 {method 'reshape' of 'numpy.ndarray' objects}\n",
-      "       20    0.000    0.000    0.000    0.000 util.py:106(is_total_slice)\n",
-      "       20    0.000    0.000    0.000    0.000 zipfile.py:708(__init__)\n",
-      "       20    0.000    0.000    0.000    0.000 {method 'decode' of 'bytes' objects}\n",
-      "       20    0.000    0.000    0.000    0.000 core.py:676(_chunk_key)\n",
-      "       80    0.000    0.000    0.000    0.000 {method 'seek' of '_io.BufferedReader' objects}\n",
-      "       20    0.000    0.000    0.000    0.000 {built-in method numpy.core.multiarray.frombuffer}\n",
-      "       80    0.000    0.000    0.000    0.000 core.py:398(<genexpr>)\n",
-      "       20    0.000    0.000    0.000    0.000 {method 'join' of 'str' objects}\n",
-      "       20    0.000    0.000    0.000    0.000 core.py:386(<listcomp>)\n",
-      "       20    0.000    0.000    0.000    0.000 {built-in method builtins.all}\n",
-      "       40    0.000    0.000    0.000    0.000 util.py:121(<genexpr>)\n",
-      "      231    0.000    0.000    0.000    0.000 {built-in method builtins.isinstance}\n",
-      "       20    0.000    0.000    0.000    0.000 cp437.py:14(decode)\n",
-      "       80    0.000    0.000    0.000    0.000 {method 'tell' of '_io.BufferedReader' objects}\n",
-      "       20    0.000    0.000    0.000    0.000 zipfile.py:667(close)\n",
-      "       20    0.000    0.000    0.000    0.000 {built-in method _struct.unpack}\n",
-      "      140    0.000    0.000    0.000    0.000 {built-in method builtins.max}\n",
-      "       20    0.000    0.000    0.000    0.000 {function ZipExtFile.close at 0x7f8cd5ca2048}\n",
-      "       20    0.000    0.000    0.000    0.000 zipfile.py:1194(getinfo)\n",
-      "      140    0.000    0.000    0.000    0.000 {built-in method builtins.min}\n",
-      "       20    0.000    0.000    0.000    0.000 threading.py:1224(current_thread)\n",
-      "       20    0.000    0.000    0.000    0.000 zipfile.py:654(__init__)\n",
-      "        1    0.000    0.000    0.000    0.000 util.py:195(get_chunk_range)\n",
-      "       20    0.000    0.000    0.000    0.000 {built-in method _codecs.charmap_decode}\n",
-      "        1    0.000    0.000    0.000    0.000 util.py:166(normalize_array_selection)\n",
-      "        1    0.000    0.000    0.000    0.000 util.py:198(<listcomp>)\n",
-      "       20    0.000    0.000    0.000    0.000 zipfile.py:1715(_fpclose)\n",
-      "       20    0.000    0.000    0.000    0.000 {method 'get' of 'dict' objects}\n",
-      "       63    0.000    0.000    0.000    0.000 {built-in method builtins.len}\n",
-      "        1    0.000    0.000    0.000    0.000 {built-in method numpy.core.multiarray.empty}\n",
-      "        2    0.000    0.000    0.000    0.000 util.py:182(<genexpr>)\n",
-      "       20    0.000    0.000    0.000    0.000 {built-in method builtins.hasattr}\n",
-      "       20    0.000    0.000    0.000    0.000 {built-in method _thread.get_ident}\n",
-      "        1    0.000    0.000    0.000    0.000 util.py:130(normalize_axis_selection)\n",
-      "       20    0.000    0.000    0.000    0.000 zipfile.py:636(_get_decompressor)\n",
-      "       20    0.000    0.000    0.000    0.000 threading.py:1298(main_thread)\n",
-      "        4    0.000    0.000    0.000    0.000 core.py:373(<genexpr>)\n",
-      "        3    0.000    0.000    0.000    0.000 util.py:187(<genexpr>)\n",
-      "        1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "import cProfile\n",
-    "cProfile.run('z[:10]', sort='cumtime')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'0.11.0'"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import dask\n",
-    "import dask.array as da\n",
-    "dask.__version__"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "dask.array<array-f..., shape=(7449486, 773, 2), dtype=int8, chunksize=(13107, 40, 2)>"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "d = da.from_array(z, chunks=z.chunks)\n",
-    "d"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 3min 35s, sys: 4.36 s, total: 3min 40s\n",
-      "Wall time: 29.5 s\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "array([[3, 0],\n",
-       "       [1, 0],\n",
-       "       [2, 0],\n",
-       "       ..., \n",
-       "       [2, 8],\n",
-       "       [8, 8],\n",
-       "       [0, 1]])"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%time d.sum(axis=1).compute()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Array(/3L/calldata/genotype, (7449486, 773, 2), int8, chunks=(13107, 40, 2), order=C)\n",
-       "  nbytes: 10.7G; nbytes_stored: 193.5M; ratio: 56.7; initialized: 11380/11380\n",
-       "  compressor: Blosc(cname='zstd', clevel=1, shuffle=2)\n",
-       "  store: DirectoryStore"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# compare with same data via directory store\n",
-    "store_dir = zarr.DirectoryStore('/data/coluzzi/ag1000g/data/phase1/release/AR3.1/haplotypes/main/zarr2/zstd/ag1000g.phase1.ar3.1.haplotypes')\n",
-    "grp_dir = zarr.Group(store_dir)\n",
-    "z_dir = grp_dir['3L/calldata/genotype']\n",
-    "z_dir"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "dask.array<array-7..., shape=(7449486, 773, 2), dtype=int8, chunksize=(13107, 40, 2)>"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "d_dir = da.from_array(z_dir, chunks=z_dir.chunks)\n",
-    "d_dir"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 3min 39s, sys: 4.91 s, total: 3min 44s\n",
-      "Wall time: 31.1 s\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "array([[3, 0],\n",
-       "       [1, 0],\n",
-       "       [2, 0],\n",
-       "       ..., \n",
-       "       [2, 8],\n",
-       "       [8, 8],\n",
-       "       [0, 1]])"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%time d_dir.sum(axis=1).compute()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.5.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 1
-}

From 7a826e836311e85d22c052ec420f14461f5f1321 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Thu, 19 Jun 2025 11:21:38 +0100
Subject: [PATCH 1074/1078] Fix typing in test_v2 (#3143)

Co-authored-by: Davis Bennett <davis.v.bennett@gmail.com>
---
 pyproject.toml   |  1 -
 tests/test_v2.py | 44 ++++++++++++++++++++++++++------------------
 2 files changed, 26 insertions(+), 19 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 2680396e7c..7de27131c1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -384,7 +384,6 @@ module = [
     "tests.test_indexing",
     "tests.test_properties",
     "tests.test_sync",
-    "tests.test_v2",
     "tests.test_regression.scripts.*"
 ]
 ignore_errors = true
diff --git a/tests/test_v2.py b/tests/test_v2.py
index 66e5a1ecfb..29f031663f 100644
--- a/tests/test_v2.py
+++ b/tests/test_v2.py
@@ -1,7 +1,8 @@
 import json
-from collections.abc import Iterator
+from pathlib import Path
 from typing import Any, Literal
 
+import numcodecs.abc
 import numcodecs.vlen
 import numpy as np
 import pytest
@@ -18,12 +19,13 @@
 from zarr.core.dtype import FixedLengthUTF32, Structured, VariableLengthUTF8
 from zarr.core.dtype.npy.bytes import NullTerminatedBytes
 from zarr.core.dtype.wrapper import ZDType
+from zarr.core.group import Group
 from zarr.core.sync import sync
 from zarr.storage import MemoryStore, StorePath
 
 
 @pytest.fixture
-async def store() -> Iterator[StorePath]:
+async def store() -> StorePath:
     return StorePath(await MemoryStore.open())
 
 
@@ -68,7 +70,9 @@ def test_codec_pipeline() -> None:
         ("|V10", "|V10", b"X", "WAAAAAAAAAAAAA=="),
     ],
 )
-async def test_v2_encode_decode(dtype, expected_dtype, fill_value, fill_value_json) -> None:
+async def test_v2_encode_decode(
+    dtype: str, expected_dtype: str, fill_value: bytes, fill_value_json: str
+) -> None:
     with config.set(
         {
             "array.v2_default_filters.bytes": [{"id": "vlen-bytes"}],
@@ -99,8 +103,7 @@ async def test_v2_encode_decode(dtype, expected_dtype, fill_value, fill_value_js
         assert serialized == expected
 
         data = zarr.open_array(store=store, path="foo")[:]
-        expected = np.full((3,), b"X", dtype=dtype)
-        np.testing.assert_equal(data, expected)
+        np.testing.assert_equal(data, np.full((3,), b"X", dtype=dtype))
 
 
 @pytest.mark.parametrize(
@@ -111,7 +114,7 @@ async def test_v2_encode_decode(dtype, expected_dtype, fill_value, fill_value_js
         (VariableLengthUTF8(), "Y"),
     ],
 )
-def test_v2_encode_decode_with_data(dtype: ZDType[Any, Any], value: str):
+def test_v2_encode_decode_with_data(dtype: ZDType[Any, Any], value: str) -> None:
     expected = np.full((3,), value, dtype=dtype.to_native_dtype())
     a = zarr.create(
         shape=(3,),
@@ -136,12 +139,13 @@ def test_v2_filters_codecs(filters: Any, order: Literal["C", "F"]) -> None:
 
 @pytest.mark.filterwarnings("ignore")
 @pytest.mark.parametrize("store", ["memory"], indirect=True)
-def test_create_array_defaults(store: Store):
+def test_create_array_defaults(store: Store) -> None:
     """
     Test that passing compressor=None results in no compressor. Also test that the default value of the compressor
     parameter does produce a compressor.
     """
     g = zarr.open(store, mode="w", zarr_format=2)
+    assert isinstance(g, Group)
     arr = g.create_array("one", dtype="i8", shape=(1,), chunks=(1,), compressor=None)
     assert arr._async_array.compressor is None
     assert not (arr.filters)
@@ -183,17 +187,19 @@ def test_v2_non_contiguous(numpy_order: Literal["C", "F"], zarr_order: Literal["
     arr[6:9, 3:6] = a[6:9, 3:6]  # The slice on the RHS is important
     np.testing.assert_array_equal(arr[6:9, 3:6], a[6:9, 3:6])
 
+    buf = sync(store.get("2.1", default_buffer_prototype()))
+    assert buf is not None
     np.testing.assert_array_equal(
         a[6:9, 3:6],
-        np.frombuffer(
-            sync(store.get("2.1", default_buffer_prototype())).to_bytes(), dtype="float64"
-        ).reshape((3, 3), order=zarr_order),
+        np.frombuffer(buf.to_bytes(), dtype="float64").reshape((3, 3), order=zarr_order),
     )
     # After writing and reading from zarr array, order should be same as zarr order
+    sub_arr = arr[6:9, 3:6]
+    assert isinstance(sub_arr, np.ndarray)
     if zarr_order == "F":
-        assert (arr[6:9, 3:6]).flags.f_contiguous
+        assert (sub_arr).flags.f_contiguous
     else:
-        assert (arr[6:9, 3:6]).flags.c_contiguous
+        assert (sub_arr).flags.c_contiguous
 
     # Contiguous write
     store = MemoryStore()
@@ -214,19 +220,21 @@ def test_v2_non_contiguous(numpy_order: Literal["C", "F"], zarr_order: Literal["
     arr[6:9, 3:6] = a
     np.testing.assert_array_equal(arr[6:9, 3:6], a)
     # After writing and reading from zarr array, order should be same as zarr order
+    sub_arr = arr[6:9, 3:6]
+    assert isinstance(sub_arr, np.ndarray)
     if zarr_order == "F":
-        assert (arr[6:9, 3:6]).flags.f_contiguous
+        assert (sub_arr).flags.f_contiguous
     else:
-        assert (arr[6:9, 3:6]).flags.c_contiguous
+        assert (sub_arr).flags.c_contiguous
 
 
-def test_default_compressor_deprecation_warning():
+def test_default_compressor_deprecation_warning() -> None:
     with pytest.warns(DeprecationWarning, match="default_compressor is deprecated"):
-        zarr.storage.default_compressor = "zarr.codecs.zstd.ZstdCodec()"
+        zarr.storage.default_compressor = "zarr.codecs.zstd.ZstdCodec()"  # type: ignore[attr-defined]
 
 
 @pytest.mark.parametrize("fill_value", [None, (b"", 0, 0.0)], ids=["no_fill", "fill"])
-def test_structured_dtype_roundtrip(fill_value, tmp_path) -> None:
+def test_structured_dtype_roundtrip(fill_value: float | bytes, tmp_path: Path) -> None:
     a = np.array(
         [(b"aaa", 1, 4.2), (b"bbb", 2, 8.4), (b"ccc", 3, 12.6)],
         dtype=[("foo", "S3"), ("bar", "i4"), ("baz", "f8")],
@@ -289,7 +297,7 @@ def test_parse_structured_fill_value_valid(
 
 
 @pytest.mark.parametrize("fill_value", [None, b"x"], ids=["no_fill", "fill"])
-def test_other_dtype_roundtrip(fill_value, tmp_path) -> None:
+def test_other_dtype_roundtrip(fill_value: None | bytes, tmp_path: Path) -> None:
     a = np.array([b"a\0\0", b"bb", b"ccc"], dtype="V7")
     array_path = tmp_path / "data.zarr"
     za = zarr.create(

From 3532d587abf650c662d5aad34cc155d5108635ad Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Thu, 19 Jun 2025 12:42:15 +0200
Subject: [PATCH 1075/1078] Clean up after getting rid of notebooks (#3152)

---
 pyproject.toml | 2 --
 1 file changed, 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 7de27131c1..6c18563a1f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,7 +7,6 @@ exclude = [
   "/.github",
   "/bench",
   "/docs",
-  "/notebooks"
 ]
 
 [project]
@@ -282,7 +281,6 @@ extend-exclude = [
     "buck-out",
     "build",
     "dist",
-    "notebooks", # temporary, until we achieve compatibility with ruff ≥ 0.6
     "venv",
     "docs",
     "tests/test_regression/scripts/", # these are scripts that use a different version of python

From 286bef86b040b76b458a2f4db2e3215fbd9457ac Mon Sep 17 00:00:00 2001
From: Max Jones <14077947+maxrjones@users.noreply.github.com>
Date: Thu, 19 Jun 2025 12:08:11 -0400
Subject: [PATCH 1076/1078] Add with_read_only() convenience method to store
 (#3138)

* Add with_read_only() convenience method to store

* Consolidate test

* Add with_read_only to FsspecStore

* Add with_read_only to LocalStore

* Add with_read_only to ObjectStore

* Add changelog

* Include type in NotImplementedError

* Apply suggestions from code review

Co-authored-by: David Stansby <dstansby@gmail.com>

* Lint

* Apply suggestion to shorten try block

---------

Co-authored-by: David Stansby <dstansby@gmail.com>
---
 changes/3138.feature.rst     |  1 +
 src/zarr/abc/store.py        | 21 +++++++++++++++
 src/zarr/storage/_fsspec.py  | 10 +++++++
 src/zarr/storage/_local.py   |  7 +++++
 src/zarr/storage/_memory.py  |  7 +++++
 src/zarr/storage/_obstore.py |  7 +++++
 src/zarr/testing/store.py    | 52 ++++++++++++++++++++++++++++++++++++
 7 files changed, 105 insertions(+)
 create mode 100644 changes/3138.feature.rst

diff --git a/changes/3138.feature.rst b/changes/3138.feature.rst
new file mode 100644
index 0000000000..ecd339bf9c
--- /dev/null
+++ b/changes/3138.feature.rst
@@ -0,0 +1 @@
+Adds a `with_read_only` convenience method to the `Store` abstract base class (raises `NotImplementedError`) and implementations to the `MemoryStore`, `ObjectStore`, `LocalStore`, and `FsspecStore` classes.
\ No newline at end of file
diff --git a/src/zarr/abc/store.py b/src/zarr/abc/store.py
index db4dee8cdd..1fbdb3146c 100644
--- a/src/zarr/abc/store.py
+++ b/src/zarr/abc/store.py
@@ -83,6 +83,27 @@ async def open(cls, *args: Any, **kwargs: Any) -> Self:
         await store._open()
         return store
 
+    def with_read_only(self, read_only: bool = False) -> Store:
+        """
+        Return a new store with a new read_only setting.
+
+        The new store points to the same location with the specified new read_only state.
+        The returned Store is not automatically opened, and this store is
+        not automatically closed.
+
+        Parameters
+        ----------
+        read_only
+            If True, the store will be created in read-only mode. Defaults to False.
+
+        Returns
+        -------
+            A new store of the same type with the new read only attribute.
+        """
+        raise NotImplementedError(
+            f"with_read_only is not implemented for the {type(self)} store type."
+        )
+
     def __enter__(self) -> Self:
         """Enter a context manager that will close the store upon exiting."""
         return self
diff --git a/src/zarr/storage/_fsspec.py b/src/zarr/storage/_fsspec.py
index ba673056a3..4f6929456e 100644
--- a/src/zarr/storage/_fsspec.py
+++ b/src/zarr/storage/_fsspec.py
@@ -122,6 +122,7 @@ class FsspecStore(Store):
 
     fs: AsyncFileSystem
     allowed_exceptions: tuple[type[Exception], ...]
+    path: str
 
     def __init__(
         self,
@@ -258,6 +259,15 @@ def from_url(
 
         return cls(fs=fs, path=path, read_only=read_only, allowed_exceptions=allowed_exceptions)
 
+    def with_read_only(self, read_only: bool = False) -> FsspecStore:
+        # docstring inherited
+        return type(self)(
+            fs=self.fs,
+            path=self.path,
+            allowed_exceptions=self.allowed_exceptions,
+            read_only=read_only,
+        )
+
     async def clear(self) -> None:
         # docstring inherited
         try:
diff --git a/src/zarr/storage/_local.py b/src/zarr/storage/_local.py
index 15b043b1dc..43e585415d 100644
--- a/src/zarr/storage/_local.py
+++ b/src/zarr/storage/_local.py
@@ -102,6 +102,13 @@ def __init__(self, root: Path | str, *, read_only: bool = False) -> None:
             )
         self.root = root
 
+    def with_read_only(self, read_only: bool = False) -> LocalStore:
+        # docstring inherited
+        return type(self)(
+            root=self.root,
+            read_only=read_only,
+        )
+
     async def _open(self) -> None:
         if not self.read_only:
             self.root.mkdir(parents=True, exist_ok=True)
diff --git a/src/zarr/storage/_memory.py b/src/zarr/storage/_memory.py
index ea25f82a3b..0dc6f13236 100644
--- a/src/zarr/storage/_memory.py
+++ b/src/zarr/storage/_memory.py
@@ -54,6 +54,13 @@ def __init__(
             store_dict = {}
         self._store_dict = store_dict
 
+    def with_read_only(self, read_only: bool = False) -> MemoryStore:
+        # docstring inherited
+        return type(self)(
+            store_dict=self._store_dict,
+            read_only=read_only,
+        )
+
     async def clear(self) -> None:
         # docstring inherited
         self._store_dict.clear()
diff --git a/src/zarr/storage/_obstore.py b/src/zarr/storage/_obstore.py
index c048721cae..047ed07fbb 100644
--- a/src/zarr/storage/_obstore.py
+++ b/src/zarr/storage/_obstore.py
@@ -69,6 +69,13 @@ def __init__(self, store: _UpstreamObjectStore, *, read_only: bool = False) -> N
         super().__init__(read_only=read_only)
         self.store = store
 
+    def with_read_only(self, read_only: bool = False) -> ObjectStore:
+        # docstring inherited
+        return type(self)(
+            store=self.store,
+            read_only=read_only,
+        )
+
     def __str__(self) -> str:
         return f"object_store://{self.store}"
 
diff --git a/src/zarr/testing/store.py b/src/zarr/testing/store.py
index 0e73599791..970329f393 100644
--- a/src/zarr/testing/store.py
+++ b/src/zarr/testing/store.py
@@ -149,6 +149,58 @@ async def test_read_only_store_raises(self, open_kwargs: dict[str, Any]) -> None
         ):
             await store.delete("foo")
 
+    async def test_with_read_only_store(self, open_kwargs: dict[str, Any]) -> None:
+        kwargs = {**open_kwargs, "read_only": True}
+        store = await self.store_cls.open(**kwargs)
+        assert store.read_only
+
+        # Test that you cannot write to a read-only store
+        with pytest.raises(
+            ValueError, match="store was opened in read-only mode and does not support writing"
+        ):
+            await store.set("foo", self.buffer_cls.from_bytes(b"bar"))
+
+        # Check if the store implements with_read_only
+        try:
+            writer = store.with_read_only(read_only=False)
+        except NotImplementedError:
+            # Test that stores that do not implement with_read_only raise NotImplementedError with the correct message
+            with pytest.raises(
+                NotImplementedError,
+                match=f"with_read_only is not implemented for the {type(store)} store type.",
+            ):
+                store.with_read_only(read_only=False)
+            return
+
+        # Test that you can write to a new store copy
+        assert not writer._is_open
+        assert not writer.read_only
+        await writer.set("foo", self.buffer_cls.from_bytes(b"bar"))
+        await writer.delete("foo")
+
+        # Test that you cannot write to the original store
+        assert store.read_only
+        with pytest.raises(
+            ValueError, match="store was opened in read-only mode and does not support writing"
+        ):
+            await store.set("foo", self.buffer_cls.from_bytes(b"bar"))
+        with pytest.raises(
+            ValueError, match="store was opened in read-only mode and does not support writing"
+        ):
+            await store.delete("foo")
+
+        # Test that you cannot write to a read-only store copy
+        reader = store.with_read_only(read_only=True)
+        assert reader.read_only
+        with pytest.raises(
+            ValueError, match="store was opened in read-only mode and does not support writing"
+        ):
+            await reader.set("foo", self.buffer_cls.from_bytes(b"bar"))
+        with pytest.raises(
+            ValueError, match="store was opened in read-only mode and does not support writing"
+        ):
+            await reader.delete("foo")
+
     @pytest.mark.parametrize("key", ["c/0", "foo/c/0.0", "foo/0/0"])
     @pytest.mark.parametrize(
         ("data", "byte_range"),

From 4bf8a7e0353afd593da5fdd30526fd84f871b7af Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 20 Jun 2025 10:01:11 +0200
Subject: [PATCH 1077/1078] Appending to dictionary following its definition
 (#3159)

---
 src/zarr/core/dtype/npy/structured.py | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/src/zarr/core/dtype/npy/structured.py b/src/zarr/core/dtype/npy/structured.py
index d9e1ff55ae..07e3000826 100644
--- a/src/zarr/core/dtype/npy/structured.py
+++ b/src/zarr/core/dtype/npy/structured.py
@@ -162,8 +162,10 @@ def to_json(
                 [f_name, f_dtype.to_json(zarr_format=zarr_format)]  # type: ignore[list-item]
                 for f_name, f_dtype in self.fields
             ]
-            base_dict = {"name": self._zarr_v3_name}
-            base_dict["configuration"] = {"fields": fields}  # type: ignore[assignment]
+            base_dict = {
+                "name": self._zarr_v3_name,
+                "configuration": {"fields": fields},
+            }
             return cast("DTypeSpec_V3", base_dict)
         raise ValueError(f"zarr_format must be 2 or 3, got {zarr_format}")  # pragma: no cover
 

From 2911be8f20357c7f717eed410ccc99782d487808 Mon Sep 17 00:00:00 2001
From: Dimitri Papadopoulos Orfanos
 <3234522+DimitriPapadopoulos@users.noreply.github.com>
Date: Fri, 20 Jun 2025 10:47:16 +0200
Subject: [PATCH 1078/1078] Apply ruff/flake8-pyi preview rule PYI059 (#3154)

PYI059 `Generic[]` should always be the last base class
---
 src/zarr/core/dtype/wrapper.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/zarr/core/dtype/wrapper.py b/src/zarr/core/dtype/wrapper.py
index e974712e38..7be97fa4b4 100644
--- a/src/zarr/core/dtype/wrapper.py
+++ b/src/zarr/core/dtype/wrapper.py
@@ -57,7 +57,7 @@
 
 
 @dataclass(frozen=True, kw_only=True, slots=True)
-class ZDType(Generic[TDType_co, TScalar_co], ABC):
+class ZDType(ABC, Generic[TDType_co, TScalar_co]):
     """
     Abstract base class for wrapping native array data types, e.g. numpy dtypes